From ae191b0d1d1a1d156fed6023ca23690f4622559f Mon Sep 17 00:00:00 2001 From: NotXia <35894453+NotXia@users.noreply.github.com> Date: Mon, 9 Dec 2024 21:04:48 +0100 Subject: [PATCH] Add ML4CV diffusion models intro --- .../img/diffusion_kernel_example1.jpg | Bin 0 -> 35444 bytes .../img/diffusion_kernel_example2.jpg | Bin 0 -> 46252 bytes .../img/diffusion_model.jpg | Bin 0 -> 58744 bytes .../img/diffusion_model_trajectory.jpg | Bin 0 -> 69107 bytes .../img/jensen_inequality.jpg | Bin 0 -> 55250 bytes .../sections/_generative_models.tex | 196 +++++++++++++++++- 6 files changed, 195 insertions(+), 1 deletion(-) create mode 100644 src/year2/machine-learning-for-computer-vision/img/diffusion_kernel_example1.jpg create mode 100644 src/year2/machine-learning-for-computer-vision/img/diffusion_kernel_example2.jpg create mode 100644 src/year2/machine-learning-for-computer-vision/img/diffusion_model.jpg create mode 100644 src/year2/machine-learning-for-computer-vision/img/diffusion_model_trajectory.jpg create mode 100644 src/year2/machine-learning-for-computer-vision/img/jensen_inequality.jpg diff --git a/src/year2/machine-learning-for-computer-vision/img/diffusion_kernel_example1.jpg b/src/year2/machine-learning-for-computer-vision/img/diffusion_kernel_example1.jpg new file mode 100644 index 0000000000000000000000000000000000000000..13d9a8317ed28959ba69127cac2c3942da69cf35 GIT binary patch literal 35444 zcmeFZ2UrzLwl>^|0un_5$sm%EAUQ|LA~{D1l0kB23kXOS5D<_onN7}7B!lFfbIv($ zzV^&LGkU%WXYSm&GvEKu=4raCx~scaSJkSu*85i7jNQxu_oT!m#Q-=s0DuGkfSXA` z1VFosjDn1WhJuWOj*f=$fE4?|{reB72#Ft(GSEC_VxXaa!on@Z&%!Ro@q}JbRY>gl z3k5|5W`2#A8ghD4@(QxwZvuyoj{X4i0VOszr7Rmgo9y5HyZHiOBEe}PjKIT@0k<&W z;4$HDngJ5Rx8UI6Z{3E!bLaML@M;h6Ja8NH z&izMEg%BRdzeFUn!D99bPeFPtT-1oI(7#8{qHpVc7a8XvE*?GwB^5OdEh`&42PYS| z$TLwfaS2H&MI~hwRW)@D14E-%#wMm_cJ>aAPR=f_K5u>f{NDuxMnryyijMgh8<(2) zIXxpYD?6vSq_nKOqOz*`Yg2PeYg>Cq=fL35@W|-c_{99e;?nZU>e~9o{=wnV@yY4g z`Nem+-~jkPhz0)tgJ8dr3lo&<*6rKyw-LX~1$WB{+~6^9-+A;D;l7YO;!B$cWXxVj zSi<2cMU8hKvncFg>)ZAt@pJ3kqEy?~U*q`K@08ruKz{-Qi1O$Mi z4eHc4$p6HR%Pm1ub@(_Q%F?ugVq)=5I(|ITlkf&WW)v20xB;Lg6K4(21M*Xcw~t@@ z*l9|e6-E<%ElzCE2w51aeG1i`nN*X`GL1QK8Td@tjdJ=3@{Z(iH#_63;Mvg1CGW#r zqMp}!3D2#Qo^vQ3byJkb`^;(w#W7?fl%xw~X&RDuC1mD=HzKZ?9qXHwXgI4jsXDQ% ztm8jJ`D~C99*VeO&fV4M=v1EVu)v-qH$)+K!1Hb6G1Zw84FD(W;bV}Oui1D59ANJ= zUcc2mM~)P#7_twsU6lymv9d2giW_mUol);WHLAG?Gi&L$?+VduCVo^Ax1wf0TyH=t zyo~?q@lG_MFMQ!<9L|N~wH#kPB#q~S&UfUu_(o*yputJ?j!GrVHED%(o^1% z*}!9h8vBw#`!>v3GesBqb}{#K_$N2Oo3z0`vz&GL z8g~JxmT1a`hzf*#RXjps`Tc7nWjwTFvJmVq>zgs74NGo&y#uQ^fFQQG=-v=9Sz(y^ z{?q84g)NuxmX%`hTO`$3G(-)(u729g+H`I8Bo)%xuZqd+Zar^_dt4GV|=EI*Eudju5vU>tyl}_u*-VS;mk;mx2a&><~(18 zRrdH3%XhMAO5yPQ1T9`mT#Oj|-T+HcVHZb9=XE-JyH}Alx)=Kb7k4umo#K}-0=X-% zZU7Mji6A-u=YD(|3p_zzFk;Eg%QO=?zifvN+g6dF-vAv9VX#`G8(=&q#@C&@dekrP z)#&GFXWsYaCjoTiCO&W4Oz{jxZ2rO&rT+YqBYDPT}Pv`c{6zBy#t(tlf!HceERT>{ZMSpascJt0Wk18Z%Xyc`{NKlwi?igO)I< zF*$jjm*wSJjuk57a1r90k!g71)EAH(N$@^`#V34lN)>IM5qZtYiMyk+Q1y}_om_5t z%tAgGy`jgqzG39c3D2gpL3u?elB$Ib^)oyw02N(EQmeed#wF*>8v|WUtHb=jQ2HS(9s%OsJ>LfW2;EfsNHQEwoo$v^idukhy7 z#|>peO5^$he=Bv!D!T1ORSl%(w#=g|1QV+XZ`Ho0>d{?Bwhnu1jHcTWlflzky^(|h zTXVMEXJM=IA_W^N#55Is$DhkSXt(O11Q{7F8T%>7W*V%k!BB>t9AO}qm*lq39~1b$ zFBJZ^$_XEq!aHZD!L1VO26avpc(5TKVo7?nB~H}Qc4j+JBE9>-Np_D1 z)MM|z22v;A`WJ3Uj60rfFKrx3AmI-rD>$dUKE0}nCwbr;CRZGIF!)tif>OJEc0xWl zEJbVNq~-=7MH7eB8QuVWG75XDR{;~M*KSahg05r4!PN`wZFi;p*(QSmQ^j>fEuzAj z>W&8$r%s_P+7z})_wgzBs>^I@2`a?`iYQN5pyW zkSK~CRcb0q1ujRlwQ|U#WV7XJ;;C8Tn3@!mT_D)n9k=N0?Nl(NSUaJoAy3YZ3B=gG zv#n#s^LUqxR!tW+XvHhO;AXu|$EQF<*(vtY8h`RhPv>1c{b_E;+-mmBoW^{~lud7% z^n=`J6GtBNP} z?(-v3EqCNYS|Vz10JMC{s0vAnJc~Bm4hqR!?v{)cyZN=aCS`N-(7sqX!D5#*y+!)L z23ZXX=WG{9BhqHqwIiE-f*6tJb04{KbsU;e+W-I+!KUYK);1eT>~T;Rjs1Fx_Y_U& za#$C;IOm0@fUn&RfRR^5-dB1V>);sCk-}ri-}8o%>g*z}f1r$@ChXy6G>dfg#IPPy zMj!i*R-#Sh*)W@_+J{|&_#;)^>X9nD1*opr;8pq4(pOxsgq9~MXFq<@DCGJUs~*M%_-NL%&oB(>!y6K=5(9COQl7HbUWUdpalz-vDp@Rr@UBzMjyN z4RB&UcC2_H&5m_zj0(Am&?zlfCn?ME9OiE-YUhfOnVnJLkh~d&HOkaX<+s2(MiKnU zmgk=7MR{(PmO05-98!Rl{OuSH=8!I{%w+f)64?WQ8=vldeNuBG{yVdW)xjEd-k2v* zm&{G%W-mAxX3+U=fQw`30-6IWl$fW+q~+V`lcI@MjEgqwnlqB< zU}^RR#Fw92(>rh9~Kr9nM8v_@uAGnLOnaSBbIj&84HSbDv zj;CjZizgfNt`2z#67gY&%xmjw8%vooEU4vgFPku6x+3aSo~)~j$c^%fW^1>k%!p>1 zj@aVL3<^`Yd?ph1X+=Cg;r1Gp*Agqsc8(WjXCLK|*J`tIA~bg+e1v}YJiKoSHT113 z{`T7X>rMUgH0LVi zu8wHVx{-G`?H96W)K3Us_e7Dcv&2zO(bqFs#-cAy9hpi~1MNxe+#B5KK32GjV zc|SX=+h}ak=5*pJh`Zee_vwHj!$x=ruU}qNahOe-o~%3n`0faVSTcNs$*pB< zf9nM|7Y1l@RpHPR-$_ev>5tyI6)zjfA54-eO{l(ma_k{|GSES3T~yvdNy}S2-U`>t zw+65AFB~R+J4B<_p=gAu`z=RP`e~X@+$DR}p}+%Uqby1@t!^n1$(j@=Z9^Bs<7;xj z7FXD7cEa~D)3DrbjrCl_c!Enum2t$&rWDh}-F<+|W{s`YYc|FET9f>af6B{58Y}-2 zu5;s>p?a*T(w`55M_9&%C4g1z2?uOm*Ld5LyMKYvd?OVgUqyu`!YY&kdASEz!F_%X=#IEVUEPS_+ zMe=q7mmJ=k$#&9E@pWy)ccqZ+ZYK5XwD#s~%Io<0^`58UDrJ1!gUW@`ofnVD@1tT) zx!!Zb*Im7MbOXeke@xo*ayEc@L2m#r<{MyNN!Qs)cCeN%Ph+jT^|1|nwESbPSI9P} z0U2%c-L^I2qkPIx@WTPtnq$x6}N*ALz1q|T=t;T3Eu{s z-L&GL`#CY3tlWuXYRi_Jbxg3F$M)AO8eSSQuB@qGcokvP5o0?C=Y0#V7a%TEt<9&? zpvN>bHf|2Vj(>9!Nt>iNirqg`-DdE5r%~BJUy>ItFr{EkZu50h>~eW^IfQv;;qjr^ z?2wy^owI>Loh+5sKGx|--CXE2sp<{jT=0Z1N2At4!7-{c@!<^+p(3z309iS9Yic-n zu?^X5z5&)Kq3f;~ClFsT|C1z^Qw8x=7w60IRVz2+k<7u;g2FRLdaB;p5$Rtp*Y8Y6A~1LfRltv zJ!kjrkKga3*Wt^85Mb*Y-> z7*?JGCow1IZZ7kBM10OWb~UNL#OYq! zz%q)DL(q@yH9M|^7Vrw7$-Yy0B+xerde8#2nZlNP95;AaU(RV09j*NBShaV!4j&_;YM)^HgVYwrb|NphJD zG$ZNx1f2sG%j~n%6*u1CM*(RyWfwI78 z%5+kvO*v(ZBFX5^X^5>a_km>Ng}$ctkAt2Q_h?Hk}dLfQ?WQw&+7tP(&u)0#drm#u`&j_Msg zLR)TfDtkDFR*SsFW@1=1z^LczB>4pWT~({30+3Vxu%xnZZzRdoi6n-X$=9KsQ$W7u zS1*ci)cA?{c~Gqw7ig_&YoZG^NRM_e5Bk(S>fm zer>W=>r;@ObRDvgbU^@i^gH38W>seQoxiN(P^@nlViSU}ZKO6_aK3X-gMTBjuB=zL z?-49KvM5?Hlz`ChfIZPn=vrLZ<6)zr;gFcg<~v|Midi$gOYPA-{o%c-UNGG@ojiL}GZWzAcN~(`?IQ|66S9vOwQ3 z3fw{%#zcMsaV$=e<-;!2b=$&9okkz03*`{H=fhT4Lf19W&+NT~lmu>SNuFO`NWR+f z{4fF&yaDd>QNg4r>%cnMgV0tjhMhlfkiD3Le9Wn?kIz*b3B*H@mGjZC_^6gCWG=f?JUGnDiT9lw`v!-~R@9d>R0mDhGXPG~x$AIs>UbqV)rd z=F%RW6&<#fbR8sAx@KkRrlXE9#!<$MAj`6WFONLF>`YYh8b998u{vnTiYT>QQ{G#> z3e};$0rKBN)(}3Q1%Xi>v9zPG8$gU+Hg$c}v7TbIfGWuFp*5y&1$-^-+#b3(f9Wp1 z>8VDhZ^4s1{X;8?@gj~pJw%dA@44aS``rU|AAalEkD;0Gz5zBGO6O-26VU0Pc~Cns z8FLZyyM!&2*lF(_LPk^aDjBbgu=GbPkq2BpSYGPYq7Xnz6$!FWbqt{~$%(`_K=^74 zi6-P47**EN^`5WtY0)8p1a*Xr)U2ASAMFtmtNWHg@* z$%HKB;24=Shs%V<`y1@gR*sfgQXb6AHb<*0pv2ympP6_{O?ZR~ZSRG$OQTso8{TDP zH6a_a*wyWh7?G^42)T?hXvL@#bucP8i*{2h<3X~o^bDeeIyE+ zv*$E%*0HCajZ`s7yH=}5`58s-;%Ty3*U^VBVo8VcwCZXqJIkF7tqqjo<@Pr zMh0FHcn(u6)SB;Lq0RcDm?LUN*GgiS@?#8-3~(BVSkt_`|AxaL!e%Dl*$yUJ#{#P( z1FKl{RfGRbTjN7lzF3Zj_k}3c-e;&2aPjUj%b1%KN}H#uP4?6n1r5IZQcrmU6wKcM$pbA}&dtf?9thuLLNc~yFz5tk#t?SDCd^$wmLJG>u*-fLm2dSd z=;`CrTHDtcgeR=@Fx?!)irynbPlU^f8{pbE1NOlk?E3FtCENfnsRd%QX4SfQ+dyZiA7d#virj%j%H2Q8^EkPY#?U768`Hw2&56Esz~p5n zPFLIaSr;Cdc}HAvd;>h4y(h5PBy|H6ekK{I&N=MGCbHeVq+C@BB)}C*LvAxBOf+D* z@A=B=lffH48CN0{>!dZW-GgiO@P*lPtYh7ag)-U`b;Tv_2WHZ!4Syj+oD4 znBkOn)SE)5F>Mhf2~iViW$xd#wC6!F9W^Y{Yz?hKyiI-EP_Fu_LC%98lH$L&O0pO7 zRA5tPXvR8!d-?`IRf!35Z#a8)tjj^**+r$RWplAm@@kOH14FsGe(#EDMq`E}mM=KM z#ZYoOJPe-i5L8ToJ6*c_0x{+}<1Oi?UQM$1K1n}0<3fp=Lzc0lL*wE3P_J%z zI6$+upC#!G&B?)Qk%)O!zE5HB#T$uD-skt2v}g-^6%eInbF5B1A*mE}nuAwgDJ)G$)ZCDcHY#L{CY8^76e8!)jirYf-*pGe6PD zPGXZfrl?DfkbMMOwFLHkwk5LY(+#)CZEdSK2bygP4`s4)7s+uf`pV|YHQf}xgF7hC zKt=!M*u>p6;d6D~grO}?wck_nK&*M8_1@=~%AJS32y5XR75J@LqZ5HoVnVQFu?N$* z3mhL8XdIDiXJOrc{WQYXWX&h5R9+Oo`hR4@j)a=XZ4{t=?PW{fu6K|Bh>mABMBMC# zKa%=}%Y~QDBa54|Vd3sE$}_!LV+ou)w%k^eL#i)wa#EClWIeb(WDRN{HSkYco++;Y zRy|#iZp8eA#LI)UAd`tYm)-^QSAhTx5st(-p^@4>@vL<4=F@bI6P_RU-&WNnA{ib& zsz|i#7aQ*pe#0zY58+w-{m?ep-k7Z0Ja50qCleSPHO`Gf^~e-j;Rg)EZ| zS#%G!(kkc#$qv+TQ|DOC>;2uXf>!({_t1zFcUf}9B^J8y*RDf}wCw4LYR-bkF*2IV zz0vxIh=X{^D6FcFuPdMoiPeKakU~6xp*!czZbdatgP-)v83oFXKS*XyX^L1FprVHF z>O-D}4#7c1?c|*UZRV>OjRMdHo?Cv+KG#0AY(Lpm(A3=+(MV6v&)<_IntO!LI$89k zXK?d48Qrhwm|kaNQYrLn*9#6?UP^<@zK?*{?50M~I{r?$ch=5}J1_61#<%w4einz9 zb>HT?0iuHh??X&C8;%%3=yF2-Ix`%F zj}7<3pVXMjG*t(No$RjAzkP@X&EQ-utiZ%{QBea#)U?A5*8)s#G0BrwSN05(Gf znut(A0{b5gA{EAf9X4q`X18v3H3OWz(y$fEh1V=z8XES!HkpmAA7|EZ7f0Sakylea zorvlwo_G~S&h%0LzVwrTngT(@MHOCw?5=F}u9FYSl@%YFsCDA~(8cFO0kg!YUX9J_ zgbhiG#GsXD5w$NvI`bWi6kGXnt<2+{UyNslGK-7p(UCNMW)FExbDN;X8)^4)B>ApD zsYCAt5O#&4yO(w;t_3<#;LCq011U-qsc)V_{_@$J82p5&(ix>w7q3Z&;?f&qDR70f*7Uw^6poc;Y3_@8g}pKtZw>-zs`IsYClhnclbXJH4n z(z(;NRXmx>MQq~k*Td~Won--9>Ndjyn-dr-M{)?;Sn`5*ZX4cn>lX!VP;Bfn*D72e zj#&|}$Bx`DiU`JCBAQ0jm@ZKyiaB{0MY#rLKd|^c^Ah6MzfhG_i-5H6VqE*oevd-~mi_-a#OCirikQ{Y ze4V5=(uU$>(sS`;w)g|PW7I3qitm^v^^1xb4O=w~HQ{)er&;z8c+I61kR{6O;G!-&v6~ zyRexB(wVeARS7KmkWRzXF-4skm@0V07BEk8ehV@QqQDnyxfVaCv*4|MpirQa;LhaX zqfKXdFQ{83M{qVXl^iH}eL|;+Qz;EfY2Gw))u1mb#>La5sz+K<6%hsOR7)h&oFm-M z=`-Udb||!(@NDy*Ho_+k8-Fd2Y%+JUv%?G7wL+c8P{sv}51^gYx6)@~U%F22Y(ZCF zGvP}_y}N2LI(v%4huM!sOFuNPgbMJEEL8N0sOeyUq0(m!$LBUTK$^xI4wKYCfELe^ zKErZgvUz)>{cd(v>dCF(IQ}H6nR20{g`5U|i|Q`}Upj z?e09oc5$`u!h^|j!UUg+=1M!pEIdpjiiCJYKUAr{ z+=^av!>CgbPZO%~XsYeqXbT)jjcaOhG2g(z(>Im?gJMl z2tIbo;#Xf_s$-;2k3Ef)`n0w2(ykHONt;ILmk^vwZ^otDUL#`7xoB=LAfl1HWT(u+$~f}XaYS8(>xq>a36IQa&s|DdccZP{jc!jY9TqB?Tg@A96LKdmyC4NX%_ z0_-ktetqn}v5i>z>O_~KyDLUlM`mA^lF4&Zad7rd(DUKK{k^6 z^UA?bFf0=V9AsvRTgCN*Iogmcua}BfFHFTE4(;6R4hb|YC4G@2Z%pC zCN~|8LF94mDLLDy5E*M!yuIV~N=2Cn{+`{HFJLyiQI2mT?`Ho#dX1n?*3t%T z2!*XSh}^P2CMDlkPBUZQJ|w*f^$=R9{%jTb%_1(Jor?RzBKyscdn$%iFPRN|-Qm5q zy{X|-`OscE3&4ax2Hxm$8!W`ECW}3voMgOzywrKM*AY?R4Vy@#CfJ}RyOGH+l`hMV zdOwc00M>uWmXZ^Ej0lG5QG=#QPLoUrXWJ_Y=j_ciiL}mBN9ANG=WHVTb2V~i)ih^Y zitQ2mYXZyY)*sDQnHNaW!C5h~s$x#>Bo3ywbI~0`D=9-49+5K;VF=Smu_NS3ief4K zq@@0xdhg%rwONciqR~k<_Dy6+al(ABSrmsYrAD`_jfOK`8~ZLI4w41}E1@ZQ<71QN z9I8PSwLQFD*7Sm+d`O%<5d1Z^pxv!)O1CdnPqQZYIsng%sw%RfGBk$KXOS=B9us86 zIg->&)HUvy8!Ln^stz0zkd*LJNT|j3-q%~g+-?DkgSvI4qrWc7)oOlZB$8h|7Y>smR~$z$S6-s^Squ~Zlh0@bi}JJsn$gjudg=PM%7|!$DLDxZT_0ls zS<*sHP&QSG_oQ^)C(WtP-}c+0NR2u9OW~|rMk~ryaCQxzgtPQu&v3pCeu$XdnCWb_ zyDe<7F)&knEcsF`Rsev@eXwCm|AFJNR86GI3Vjl{Tewo`M=PsZ5&o#&$1R# zSGhWfvfynO7Esilk1~Ij56#;GNJ8``XEk)4N7#$2{2Vk9Q4L;?T`ydyijbSqVufQ5 z9iuYS-PQBMAb9pD;4z}CyRRI}C8+-{{vGrmZS86K$l_^n7JuwYc6t6lLb+qHl!xrC z;wUql{yG^0G27wC3Tbf*xCln!svG7U?Vx=>`rw~Gb?3l$*2k9!l4I;+wZ5R zG_`&r? zp`05PnPn>a`BEowMy7o=G~_tbw7M_>*6mm?Gq9(0Bp_u)liN%`jQ>GiRM7hef9KY} z$uTP354N{D7Fk=clTlrqElN~u5o|{?c0l%&*EkcA7=u(MNYcKR)frSX=L{$M~a-^Q5o)Bm9Z;P z4$lPjiYUEDkObU@C6DPOI8BADMOSjr7#8fR5B4XoKg=n&vu;Z8FVQ6__8w-hKrtzde zVh!Sa;a<1BaW%Xwmxj!QXr@7@rWni`SoCQ_%Jmlyx%j`+2!Nlx=)dk&|M~#1knbD_ ztlpNs0d!+XKxf?kw>eqxj=!f#W^HH~s;=EVr_@mqoeQiJWu0&ma>I>w{V-w|M6c+# z7I9)Wc^mV+Et-&vG1?L(O&=2XIpEw#I^IS+bfy0DAL^&BF!_@a z{^xz8->X^wzUxxrc4pvWUx{9sa*^k^M!J%j(a|5jS+z{BjU;Zv#qwg)ET~_%@Go2% z5l{;nK!zo)SRT938)s&xllMQX3Lh4)%DKPEKDX_q^J=@)Mv^!PVfz&Qupt+}0Si;O zGLTJZ>#6kVz&1&X|Bk^l48b}!XBv_lLf?04Rl4+txYG04_fRRCYaK@Q@@q&te-XuJ z>^h`Jzr>lMAjpYKe(kDx6s%$zP*5qJH*=mT3jv;cjk)K03cqNLS zQ$ElOFSOK7rtt0aeW5R_b)xAVc4nv5rR6LuCk{$)8GCYAyv40bf$E*wJ+q|oKJ6CM zBKQuLRzuz+IKh>2)__E}+u=Kl)l@Kz)NRDQZMB#^B90b?jpDH`2ejr}ye)XP!B59L zXlH%tsme>MBb|PJFVQvHp;6ne&lNeZxfVz4`1zmwBv3$9dXLgVb0_jo$(06LehSw94%E+j_x1YB6yZBX;rK zj6TEjTf^x?r(n;nrVWkH7V&(`*g<=J)+?`?gKs(>0Xj^i|1A&k&kaNWU>*}Vjqr~V zZuy^LQDD3;?{uWJ-+sjV1oJiL1Q@WmaLmr(>t3?C4m~~noX>z9rG*YmxUJR!4p>S! z0;V`}*A>|rd%&o31n=n9HVD^#6(!3oS^TDMGYbz`^jP9!E}Xl&YUFn6zT$3iD} zEUaZkw9%_vFFb>6oN({-i%nfb05E&F6j57?i_j3tcnAJ8wgK(-qHe+jtP0`!PjT_h z(jKN+YSSWFJw;uP;kXZd8++^oiP*6H7o;aYE)@=LEghuS$9FNKXQfEr=R3>I>YW!Px}z@%`n;_u z8#=7w#UG`z_2%E*);kZ{1RwG}{{K(gf;-cm2wn_x9cxOw;O*YN9>QZ|{`4|0AuyPN zo-AKGwHQ*$nD1O#I?*s2;gzX9W#{5(bKShIcIj#DO%FpF9kac%mELF2GGmWEKcv(O z{jxMHyRDwN(AhuR|4~o*BWsrglL~3~^~%z4A%F`YbD2v!SqrYD6GdG=FDN!s)tb_J z_W^{fAtAEp;ih;~8v_lepH>R`WnRuD%oOy>^FEs>?sqX^!@TzrQ^^fgF)OuVtoiTL z$$tu?{iSlh(|V@43%rr&Sl^Y{E@roQQ2M}YrYeA8t1PJ9n%*I)sM|!--qv85LV}kA z3vQ@iUE_(Zbp3T1PHm_?vj3|VILRdp9f;KMA1C<#&lv?j7!Ig)(o%=I+bS|k(~P8` zIh-al?7n(Qzi_T9-H4dxL8tKDfZ$j|agQjVA>BaJh%g%ZQd;gn6wEtSfIxNdnmA(9Q#QJmmrgUtmUzB0GvmtE+9|1_GcsC{2308`BsGY$wG*qJ$jH(Y#u{JEk0 zVYNp~8sXgqlf(7!z-a0;Uv?3Ev8o8ETOBFcw=LGLPQroMhpTs9 z<8)-yH9sLstrzf;oP^)$*+UmPS)F@NPSoMYBS=+U7}6TKme&%qv%8SX@!h@#BcvD%?!vhye!|IYzJ7z z9WRW10o~40{c>;2cd5!3$kAcO3c6VJb0;4b_u6)u{oWrE&P+>EU6O*%!xMVTF9#`d z;Rtl}Kr_R?7B>7x&;8D@qxfq-O&0^jvIJzG^>8hg2{ldA z-j}&1s+4my^1M$=&NEA_h`OCh?_tOb;>{3CF7`q1ZwN5xeKcx)+R;YxTqWc?KBL?) zWO20CG}BW=M~Lbzd38t9)XCZnNE}g)X6g3@WJE89wz+cj#zvg=%3=p(GS4`G(C0-~R(X2x|(Xxtb|3r5x3$-59 z#(74)fhQ|xwn%4kg0C;c>V)~Eu+q@#t>Pwv8y%EV(I(Sqj<=SoVxV-34T&*r`oYV# z8Id7;3gTQn^CA$i%=(8d*1u(d{f+Z~O%eS|pfivg7wIK<2m8gMVyTZ`tmKgnBuW`J zP*cfSQepwR%GklVgF$8Ao$rvl9XcaAuK2?`Zj&a6yRYQ8<5Ddc^IfWIs0C_Bu=Qsp zOWy1poL1Og4IK{0G!cL^PTrr>h%ZEe3nzFTJAT+ME{jmyaK`dRQ`x+>-@HZKF;b>1 z3`XQ#;iScjKGbt@tS7sfw9SPyJm99sA4XqydOqD1S4Sw{T4Nw8$9IQ6a0Dv_!xyjT z^XfiRY9MX<|CTul-#0?_7P55r2C#kr!Z0JylHX+fjLUGX_Z#gG(Q*5!ZJmnY8d^R1 zl9W%qxAE>6YK8koO~ptrEm zg575Yq>zNksXhdZfMZUIAGbl7cZGMYc8aTXm<3xA53zISYTB)?xU3%C$DpH~ zT%_xkZjP`>XaH2`R3#%{_@6X<6e#hHi3xQ- z81J1|;>B*bM5~>yH=f9xuE=n2?V)r3Z-y6suq6ICC=^>Cg&bVxH`d07uYa+In#;dn zwiz=W>nI#Pl|IotI(|^U=#Hu;p@6=XC7_5InuDO$5 zS9v`oRX?XtXKE2~B|KzMW4%XBP$#wuOq%J-V5tyC(f33a>37()91geekXa`YY6mtKWGfesKxz@?C-xh%n5PcP8^aKBouCP z$}$<%*qz*YT&?2ht0Igk{7J7sWS~08{E+=koZl2q#i7mFt3qAzk>uj)0n6J6Jx&zH zug=pHhb(tBRZe1_S`|*>4n|Ljg(M|$Hg*GcXhc(<#JZT*^>fop&*j?P>tZi!TN=JvFwP)v}3eaLUjf z-&j-_P@s|iQrLwRQt`;H)aNV?=tawtnV;5`2~^LhERF9B87|za@rP)kmofVD_nK!@ zlr?kv)-AS0X~suK>B4`q71bHcW1|<4t&CN{D?^EWUd-^iHu24+qF(XPZdr}_wG_4G zVwuWaLhIV1$9R-)*cq)Bi_6UeR8&Ma9tYQW3O>*}_RB=bTx4}~-nmENHCB3L@-~Hm?Ub8E z^ik!&GE>J;=3bdazcL=@7VDOQ=B60UZT!z-cU`Su4>XZBHt=xoxnjysO^P_+g*p!p zT?DpUGM~yCP{uqpxj1KVzM`!gcX_(j-AP9|sueIL;u>Pf@tkSy8qF-1j@pRSXA0l{ zAyM_7E~S)bpJe*z2sKE@7Bu|#d=e4NBcYvk?oSchTw}C$w!l7*s1H93^OzgeIZr6k{vxr*M79jQ^4@~{i)n*Iz~$x zcTDR&)|01UZFHU#0bnT3`H-XHRL*eNdK+akk)9qo8^*}yFxk`U1hf-cp% zVT!_!bz2)a0KcJ7qU@?RJr-QoS@gk$=F(tVN&O`zTt?i?{mZsfAtJs_J1OV5uTSrk zmiH%56m{VV3&5*VCnKNYsKih?wB#`t5$6_G=sXy&3% z>`0vxv}J|SO)0%;`abvPW^aiaNvE7YHyq3-2Itb(4B;0zoMVVt^s5=j4Q;((+;$&p zyDEKm14z}G=ZM`R>mvqOx>^!kw-0#}KzxXCvJ}FAxy~RY6 zw9j4*TdpQ)$yMMSpqRv`1u38}(#But64r0SPka@)?RovY{m3L>+Tlqghx;dt&H_jt+l{m*vuGhfy^;1@)SzqIh z`7^j_bJju*OK97&c;%Ikh<;%6C1r&rEMtf3%NjXuI(}k0;+2Q#x5XMU=d{QY6apm` zVdud1gyOs+jx>7BAf=-CYwd4_7q24U#t4=$$jhjT;i=sAFdZiQXVmmx2ityO4ST=7 zdj#SV^Jzu+eqK({E>`awz^+sQ;RaAGodX1r*S8rz$2SFditpl2c3(NJykX7CN6V{i zKw*4`V+tv?rDC?);4rr0d)lIF(%P^fURw9W(h~akgBUuTQ;#f+n;IUPTIp0ze$Gh_>Axp$0#e@@XsAxBPIr6WIFwx zG`oN|MHk7}s!O^>kHu#OrgoO)jjdFIpJDs1wkGhIe;C`n_q1>^#*qV9uC!?+$F*!! z9jVCSA_uak%%Wev9;D$9>d0x5PV}_40#)O<&K*r3*|LfiPCpM>%EDg=Cy@5Z=nqa# zN3;-A?J1CQG6p-`qv3D#u<(5*vdU`TuojEz_g_dnn(f2QKs zIe{G>s$wgPVG9z!QRvrb{q*v)a&S7A?1B?mxq1I?EQ_C(!1%+*`vWtB4^7`$9444_ zvM&IVP$z#*{zNspl@3cc%1Eu-T3~8JW>QP~VyB=!qdBV?uuXAa%q_4bK}D8GxCH2o z)=WbTPw0+3ZXqVV#b>Ptp~AN<#sO<#zvZ{* zZ@{ZEV{EOIU@j){seOVWWI5A8P6%9T+^@lQyjMo=%~hGY9z z=Gd-H*w0G-&zhF z&g!>YYJH~cuCn<@^F>ed6m(CukS9|^J=gDiliiLV0@qf|kPw)*7zn%9${EqKE_)eO zCIlP<{oTZk4r3j<_r^(TDP(h$f(lIiq3yakNqf1iNSeE%co$h2Y*A?r<^HfUEFB^r zVeH|flXd$fs6@4IynSWZVFr7Y-n6B`RStXK(a5G*Lu}gAAsUMQ#?(=wz~!1kz&sy? z?B$w@%ihUHSIxz>)hpA?rV)X!`*(+kM+%Wr^(aWa8JfHbZtHBrip{4@! z#6e}t?H7DF{;!MKZTUp8!S%_I_O`RM!_J7PPT)i1qGqp8#hO)>W=QeW^ zI2|S#ixJ7l6j%k%_{P{-1vbN4>xkI6OknK|+u0ppZr~rTH{9SWw{ z{hc-cbtj{ZgffxuIoGkdkUm9lCEc`eC+t7mt9!U%japzgP@u#Ca)FF-xezKk^`s`= zUWMw!u?Sq^NEDpNAaF4RF*X-C!qUA2YY8e&w!_1)GL0Q@od7Z#`s5+IVX!ii@r%*x zI}c#jVS9hNdG82#^Q6-)i0{v*QCxm`fM*5x0B{wb27@c=ON1X1OWI#&UQJ^MouFC6 zyaR3k&$crK4GSO;r7IuE zR@zGHxi=$b5gHsroh^(5CMMk><6q(M#Sp)tGr2(Vso|r+6|kKY*`?F@mJnssIgAm% z(be#{8W2?vcXbmV(91Xwk*O&tBKbXw=TR4b@#cWp+%XVX9c>D}U~4Js{$gGe;C}KE z9e(vO@zA9rgs~uoo1;VoYwL3a9u$Nsax!#uZ+(dZSUY+ zU5zy}lps3k3^Y4S)I0<@d$h2gH>9xf0T2p!Y9Flnr)7?+|F_8%|TyHqS0H@wJNW-ub7KqSCAQ-bv#+j4XDRT~C7J@`$ zi-dCE`l;Iqj4*HZq|B_&b4euw zwk3~(>x=KJH~f%D1}!g(b;uEBDcG92V62cI6T4dp95AnwhSPP(*RUUs-w<4vq=OAc zY!G$>FrM}Qlp1U(wx7K~1Q*Gh1+PIC_$dWgpY(vMehLxDUS2gUivO5+0qYoqtdW?5 znkNQa72?MPT*Lq0CCh8;+YSpz`(%0o!YDYw{-+`Yr`bf+i>z>IKYjfFR0Y`N{-17S z0|`|Br@iZpYBJl}F(5%f5flUgL8%IebfmY?q7;$PMF?ObU5W@snzYa)2nt9IRR|qI z5d=Xxhyj8UiXsqNkT!IfFEjJ4dzrac=dSgw`{RCd|K{E6UF$t(@8|53y`N{_p!{VU z@ms7GO)$)Q_ajn7C3pR0`kw850J_=P%KO>|Nd6b3|8@}lN1r`;*x5u6`13OJxs3zA zriJq#1LVVH+nH_OYn4J|p*NI>KGEt9d<(HT0GmH1!)cN63meq97zblE zT<&tz5fz3*7jr6QBfLnJ07}Q)G&gbya@yHuYtVgG+R!x8w5O{Pp72t+hdi(EJD3$9 zA;rlwY*1qniuQ4!!}Wx0pc}(bI2(JKba*16pjv9L^Cu}vcOrwjWmuRLSyaC)ZDf^f zo8&^`Gt+w*7f!Z9@(&$Q_+PGD5J}M;S}n@8DSa7pz|>235JV|lP6+G?-MzPST)HIV z4>sA9OdqF0e|A?>AuSlRC*(-6>ZvV7>oc0&epM1r&xApm<|?nBRyp-E;H_Dvf4`dY z?$j@t_HrWJdi_-F!M5@j3we`%!z$!a0L=d{Z^FIe65tW7DG^fxip5t~mt++6UVICI zH0bFVdykH8N5tMhDQ9NT`hOAbe=~c5Yk!rJ7ara-Y--`G;7DUofY_VAqDgF|~Y97j;Df(N6KLd_AgivlC6w$hG@dwNml!#~luhrp|5TpdZ4wYe4+%RBe=MRgl zlZ{v%v7WEEURXUprE^|U`Z7gV!O?^Qw}3VZ23JtDD>I(>Z+8B2;X4%h)!ro;n7^J8 z!*4i1Vc-1bXsUjoRG5M`4JrB=Qagjbd2)<8Koi3TssZg?I*g^ob1Yaywi)p{rYDqI zvpwJ7gyp{orq>!+Hi!l*ng#B61(J>hG1DKR;%@X$WyT++qEuS|=07TOy&wE35-F#h z6~~{9xPMd7#Dj5R5E|lvFK_=^Ghz$y<1RZr&sMH{89*5D5<=>Y_Bxp!wJj>X+J&So z^m^~(86lN=&oumMwXJMY*Un5bOPYh1P_ z)q9)MaJZ|YdQ{}u{@k(8xYG4}Ni&XYSJlXVa7&FcTS-$#vA~h;9hVDQP=xF>U4x5zgQvd! z>K*bL4;G*gn-o#nVXws?nB>(X&VieDP|mU8izQcVgS%@2bJ?Es1Zt#ik?=LOE?4-f zSEz+@dx0!ar}C!({>PdRj6ZCl;8*zi6MH|56$fjTu3JUNufGGp$G6a3eKV#C^$}52 z5|VL%~J7NFFuwNLi|(-m%-eqX;LA2g!CVa_ozlyk;#Ax^$ODVPXt zd|F!cq$?z?@u0Ra9a{9jQmFE6AtOU2|Hx7^ag4s^_2L<+Yjq|P$6rcjwO8A%OpT-=siKVBgAZ zHVY4(%h38bOvk#~+$Tp;&T+1NE5@T>lBUJn+IX(!b?ElRQUqPf>6oP5oVsAL3TIj- z*8JlOgQALV*)a~c;u)KTL3fBV*31%tpE!0Ld{QH@jg5Amw#d=Uz^58-28iY#FzGz8 zr!W;;EW~s3gh)vQfA9=$?Kz(>2Sdt^0muk8DJ0+hg1lE4e%|IqRL2=@#agWIi~?9v z=4{>Z5jlm>1z#uS=Cbm~2?PEAAei;P4IMN$NZ}&FKd~0&hLSwXX$dO94wJ{)JQnXc z>zh^&*r6^lA#$HDfsZfQD*B>&SNsI!RD{K)sJ|Vw;5+8HVr&sfYMl-m8fg+WB(4wu zoahKOk$Z&8Qs*#0^D)tjGY&EuFTU2Yf9S>eCc&NRx&&hqFhc3&u;{DMcf z)Oq_!fQ-NH#})eiQT+@o2GilvlH2mZTUs9+cXgs#cFA9JqLbRFqO;1gRYU ztZ}H8w4wrpgs*RBmqu(TcDR5V#X5=uLvIDRTPo&|8*o8ag!%7WiTBhLofJve1uQWV zG)&Zvmv->f6(7$;sYiKbKD7^Jul{2XG0p_8rn{5?-y4IjRGVHigFi*U> zaahShgt4@VDOIZ;3Xn%A?=c|*KqQVJcM{m zcq)mmr6CwZRnor;RVvAQhxnqMh_|jRk}-TQU(mNULj&9EHE*mBHX2^{EPJYJJ0X;C zz|8Hnmk(?`;1k?rph=h9NPJ&zHdJ~91ft@Y#BnEG;f{gF%uX51BURa$I}n=$!gL;K)rOL2Y@AQv_1xGz<_cB?OVEp9z$F-9co+-^X#q$EtPtH=U zhPpJ1#ei#o&v)6F(cyELmi+Ro)dxcop0jCp$J_IK0rQpn&c$8~rQ>EgcioJ7zz(CF zexC^q9uk%<`CBb|(t5lWK6VHzUjWffV(Z*o{_k-55Fh}HbNo-Hz=uyy1*jNvnx+NZ zl0*JP?s;N`h`slst3sPyIaIbN_PoXG9jihbdz4W2Lo?ryX3+K^i@Sxz7MdN&bklh{ zFzSoN<&!5FhGjG8N+zGOK%NcEAeCf34y)Fj&tsi4k>Z3~SgJZAoHn1IzT~Ch1Zd12 zmT~oS1qBL}CIr;q_`vEPUUrScxLaH@{nSXR>Jvx)w2LM#DS?(z2Q&dPp3zXnn`~?_ zcuvS(t*uM`nEN)PIdh+nU1YR{MPuZF;!KSpyT2c8M%-5Lwu#nvDZFgvG35l@oDITZ z^MP=v8md{Xq<|k2+$#Mo*K%C{^jkvFP16)KyKH;o4f_R0&i2TQL4Jv)rsPfGl~n8n zfrPPHiWFTBV}*~05sHfR&e6Y>^j{ zujJF2Bt0zmQ}mK2$A_wW#jAm7TdX8z=)uy&&7pNkia&SEK#6;FfrN|!QEVky09yI_ zDes&@cIG^>j*;?OtICxz3$Qz#OU$j4d4r5`H=)*{+~|pxM8@k^Cz(4GYv#^Yksja zfQohUu5+2kv|CBsql5X`^SxZvw2P8=If-E-tuTiutSCQ`Ov1$3L3C`;_C_xS6=ty3 z?^*IDky1_^kZE5TZ?tNZp#(3p@Vc$#rdLPB~JdH=E>Sk9p~r}xpg zr7LV2i6$(G z@ru*SF=;-0e=iLM=&4vfNPvk$9GzgEyKfrqgFfqB+Vtg5@^jyaOaVXitJZ!$3`*|L z3J|g~HNR~^=NQiTh4t-vo1z#V-J(}9fU&Cxw57lQkr$2ZoWcH>U&D-libbvbj8u1h;Oc3|vKl5P-QEtHGy41ETdtl+xdTIyvGUgeFz?AcuE3cR zLlx%i0Wxp-E;}(3M+H=HJ1X7+DH{l;6Y`4nAHT+%-a6DJNF~2Zr@L!C(%6>fP5#u` zhID`VI05qmU0Nv2$4|#ESl*0(l^EO8bb7r{NDl=lK<1j=V|-;rEJCF}KxZRq^N1fu zEXF@V>F&nmjrjc0hntCM zPO10pY+{?vp{>r|NG8Z5oP)tUqD;#lQR8TDz0R%!NApf8Fc!wvsGiIOCbi`At++B7Z(S(b&7R+%NF{ zhBsMu?m{%=u}`n*pUk=`@W@3B-`~bTSt>fCT+z(1*aBu36d;riVgbJ{z0v=UaXvio z)&USb(uMCYtEviOn(%37wcK|%`k=x*U0R;(u2Aj$O?*8Lb2RKLs_X~bV#F7EDcA#JZ5U1OL#%*Pe3~MzaiO}Rs*>8A zs19(+l6^~BrRd5Yx+J}NUKd>zmAKN^D%G;6Lh~?#&eMRFhkNSpj!!#VenHEi%ZEai zHz1mgm;*&bYyxDguUxI&d*v$#tT#22>Zo;;_mHIwVaXM%Uu#2bvQ%#(%IC)~#TS1% zb#?!qx!{pFFo#(9muMdFZ2ncy7yTbNMCeQ(fvh%0RF~zX4rk{|m6N>?%Ed2;(O!v0 zWiWJQX9aNM$||ZH94)jjIPA8`zNK_p@e){!dMfl0uDpdG#;=+_<~9C9@B5)c7m$CY z2rGIgR(nV3}=0;Ng18QMlWX3b}@(-CHBEk zEpY2N@}Ee}{x0JGjn557Pl@CRYaco3=H`3r*{4%F>^w*U^*O-wBSuWiiKl~)i1EVZ z9Zix;w+diUL2i0ty#V@a+3#gB|Ixn}TU!nkRVklE z^p9J-yWCD!4`S<>Ive-~Ij6&w;ZyduGq9`L38XYt|rpke>m9tCBL30165Kpn(4YWIrGd z;2uALec~7{_6ck}JY0O@lcdB%M8qsKbmS*F&z?WWd6t8nTkxs~H=iUwJBO&6nB+A% zr5j2YL^Sm^74)tuD#`Cxf`W&KM@&e3nw0dkJTC{Y{6GB<`5GWRhH8qLgNAYnKqW*$ zBSb;g0`y=zF;Kqz1Ah63f{KQYfr)htY&7^lApwAjf`*2Qj)sAOjt)NU2L2sDC&VCP zI4_1ttf-H5%9`ZD{m{f?jFuAymQXms1y#MI2z&fdY%$=Sv0f%iin-$#C7;g6q0L_Up*PD)Nm zO-s+n%zF8%ps=X8q_pg9O>JF$!@Kt%+S)rhySjUN`$k5`#wRAHre|hXR@c@yHn+BS zcK7>*0-$~E7WngP$By)i5bPH!IyxFU)_%WGP#wV!8X-Cc!+A_1F-0tWYvNNE?jIw$ z9GaN_<~Sp_(lY5So7NL#OgtmZEBjsh(zAc8W1c_Mv)?-Qd%yYs95fVg@X!bW2(UhT zCduQ(f8ui-Ad&-SP4XP;)rhdQgeV3Qs!G*$e2m_(?A-F;d03u8&rKDZxmtw;mZUyz zWQEO=lhd8`kuM0pL-6)?$w{*3!ihO%7fD)|4eG1Fe|U9vgKwaU!LA zlm!(pm}WzWT9X1MApRmfO}eeQO>w@w*j%iut8+xM>}_{&w?BVA0ZdQlSP1Em6WlBu zu&&<}zuLv+Y^}2QCC{KvdU~tECMcW5#rUJybNu0a zE22SVwQ^SJp^z`Lnd;oB-EP7}=GYADXqC(jMtYAUHqTPW&P}}v@Wv9L zzu~o`q-&-bGjuaAX49I~(~B$GJHW?s9`#rQ?M}k+OFEZ6nTGHXRot;mR#Nn3B67;5 z6~9r?elOgaL5#VVn`Bhkr$NFOc@64s^g|7JpJf@AlrmV1 z=~n1o#9FR5L6ftPYs22YbMvz0Y04`q91WQbVjI~{-Z_yn?%~!Aj&aYL)C)y~XDv)) z6`kMdjIl6RI%}Mv%}(FD6-3IY!Z3zTbo}C*ndvjAu3C?BU>d>?+RAGj$>WdRW-+B9 z5H4x5>gLbDMF_WfZpb=QRy`nqXwIAglKlPypHc|PkpK4cJ9?#rQs&r~=IPOk1|HC- zxfd3WOc9yz-JyXjzGk^N>A{nc<0h_4hH1bVmBDk@vx)V}iO)82wuJYa z#R!6=;2WaUk5#!~O!!DZR7VW~3r4U8Z%fl7Jj$NKcj#d%fQ6!Z^>PRVj$*I7w+h+L zf{dJm?xN0CZ;eA&lu-&LZXtoUqDWvJqZ7LH4hf8AAb|(>k-#)|77`c^MFMpSn4P5l zNZ>dc68J=}f&{7=k$_(^f(Q!Ic*UN-0RM_*id zDG+v%U?kMXTBZ6R2%(4ZhlX2lA1lxg?YdE4dm$BE zl6;ChOwsytDwTT(yWxd_66n0Jyc5OXIH&ba`=Po~gwy_qVC^#2LBGqyVRr5S3C;)gcD>A7WSsu4F-mH7C0GCk(g8@ zH5KO#pkkU@+;o#%y6Q6@NdWh_eLL(z@<{+-$+PZzex!Rx-=Tm(e5c!;y>p?>(c`^2 z#To%lP%O7v-X&fm&OowQ;!CJxc;PI=czBM+-8^18HIY z(SFs@$gM3Ja*4=UTIW8qv;Ym*g_QP_)jkqcaTF&8buNWT5Ywg@3)#lS2Ff4p-v8ig zvI1cNQZGKfQ+PNv1R-%7&lN z4C5#?R5g+%ZM|_`lZkXPJLhHQ%=CHJrKR((pAxgH(iYnByF@3waY-%NIc5RYbN-~! zz*7O-nI=F+!nW9D^0~<}QyJBy^A#EY1e;ponR&B@&4=ZnE@wgluR&a#_yV5--r-#o z76c~Owjw++57fiQAHDab;6OMMKqH5pK?6~T_|y%ZMvvd7s2-8}`O^ROl?+HS)PejXo&=VM^N%1^Z+th({pYq4d&R#COop=HYB}30&|AS zOQ~Yk&K7PCX|gf)Z(+4b#Wq;aE0w>4ta5miS#+|QZ{TJ!eZ<`!9N{{{nU+j^!a;ey zU~3X`;7n*rfcNWqY23I@<3kNN3|}FYWki}vUmFr=T(i8A^N{%+Og=sJy0v+hhW2o7 zZf3dGI$9%6_C(cSN{GB1>~`*VdZyH!W9U`mz?Yvb-Ks57Zqi~KuBF?n>Z5{aGc+ze zo-fOH8DGCI^8j-lA&pkB^eeyB#YHBghy~HeNr5}o&s@4_i{djY3m=9GCrY!AW8^tz zYLJT6W7@{K`n7(CJkc%JB7`lMl*;TJLynDN$A@BVG@C2sLw`zueI@%-*6nM*@36(c zB-QylHfkjuK82sS0B!4rv58ApQN@LuyEC5m_l*!unWChu0~9+exYNuC28w%f5uFzZ zm<=g$1JI(2lT1Tr1hx6Bnap3@>&HZ~oP6FYN;w416GLs4kic^d=sK|~&(aQNKeU?} zp`u$0UF9^>-I(J-c$(G6B7u|rR=eZXA3WGwB}f3pzvhGD?TiE%je_B}RuhuJ;8!wm zY6~Egi=nH08qjV&gmN?l7NGeYhPIWN6Fi|@kZty1==30 z;I2Z@M~n$NE`Yifa@f7;;SEIfE?QUTt!;mVh@BPqE?qdvoY{ZI-TI$!;r>CLr^=8( zum*Gh^5G?n9toU^c!C6O=7S!KQ-z$>V_mvi_^Ub9pmX9~YAUol2fBMK0XG_~hPwjv zQ=FOv=Xf_?f)Ah0F&$pTEkXi$vaqabUnDTD-BCT)r3**z3=~3$6%B8^hdu!`{v$4+ zf6T3fhBt?h{0P~d9R3h44YE=&=zH;ivTDWeP+LIfVxX+o84;4#)etDKZ2ZDCIG$DU z8XULpOj5DnWxq2Cs6X;~aZeZtFt|Yx)oMsULQ1RCYh-B$dkzU~>{jox3IaoaLJln-`1LE@U`th4X2pb`RyGVfb<1!THr>O>a zX#kCDzm9Lh(Sy$f>~Ql6JiK3!;;a1KjTl3^HbXWF71wOa2VWZ?=pYHlVUDl({wU^ zs!uSa9GZKlzpVmO(hJN&T#SOk-SF1~2iXl30QBp7K|g8vZ!k~5=24UYNdBUaeiMk?JMY(B6LU~q^cU!wP3|b$+@#{mbYNu z8%SUmt_vrn1+2bh;@mjBb}4ezVdv?Nqg|6oQt4Bzei?2?0STt8fbjJM9L!E$bKI-V zxMDerM6>c-cTT8;e17&UJhaa4fyV_W(z>ffj)I-3&G!v>)GYYs9^DJ4==F;2MY}ZC zReq7sFfdF4C+D2lv;=U=eC^7Xrhp7-aDTUlEev0)@WX8M=_l!CR97|y-6|{6c9biu zy_xQ~3*=?}U$YeCUui83k4u#2EqL*AkSJg}e#0_Q`-W8ii{TEg3o_b4zrvjhA?ctN`J6#s;|@h65c zMb#^ z(7J@c(N$BsVJ;sLBM6nq&q!d0q~Q7P1~}aiBLUZ0|9*HYh6RFVjkYN`xude@N&= zPT;V`t6m7qZ;0hAJ?@H{D>1pcpbKsv&YdH0h>OCcfx*?%lHqXBj$@R}q z?QvR&XZr5&1!JUUSSZcMpG*|dGk|H#0uXO|vJW#BL|6M`l`%!qO2?Nsv+>fc-N;@Y z54-*Oy=h6(rh;P-Te7cUeUc>JXPegsEHk1sQ;(i+Ft-(+xgq7?HNT24)FOJmU@c&> z_`ltE^{{%CzZ!m*zAdZ;Az9wCMfL<_gh)gQ{)~({D36W0;kKkcx=~HtlYf=Q=Tjex zI31*{CP`tWA0i=`SXo3KVbjkOCdsUnIwoM$Vl7HD-`bGv^sv!%<Pl(gi;vvKiW&(#3!<7Y-}@9kXzuU=CP6G}v2jMK1x>%QqpR^k&Zm_8XW1UF_mpd7YyDjK z@oJ`%{62O3sIdM&wLq3=c@U)T$OhuRo)8D0h#zqn&y zO+USDNA$mxo^SIYiD4JLPsgCnkeQNw=q3XaFjR>r)Q)jG+lj~Y)VF)qtSj;k2hTJE z8nv?VtTS&+m&3dvd?vN0P=ZADVTzgpM^jEn$%nGhmoRQ_w;SJ08Aiu`*LNPu3D9}azv@YpE)3*v*7&Ywt$^Yl1Z$hAI9(5H!~L^vscP^nbc z1ol)W7L#10_Xze>7mVe#K9)Y=xDk0b$&XE3AxD?^t$Q8qfWcHz2!t*wH_LC5P`DuE z#Yl%=RGvw}wXr5L&pt)r0-MZt_L!+TRyd8<{rjqii*25Y#Ae_2El+t%H0h@=L83zP zBeQb}dn7;yu5y$>pBQaJ5E2}0h)M&{dnaM018vBuUZkJUaK{IoV6s<1m#aD${7EQE z&7+F%%X?j3*6Fq<_U%H`loLFCYl#p<@uFVliCxk9kZRcnaK?p-A=SP&MX1RAK1Fy`Nh zdHk0w<9#8Ht-pO%ztc->>X?FvzESd!lL5FTC-JP~Hd?t^&l>AxVal-F7o`|F>?p~z z(&)(HTq-)f5E=d6(;JsF5f`FrjUzdbhPCN?b-D_zRc)zNO%n_o9hh{SUqbBu0zu!JlT}KwY~#1tu!ZF&_3e}&~D^ph%`%toVhDAHlsrp z?~JjLB!8za`4Xyf@RX`a0-kMcA6ew-@XVXS(bU1O-tFx)Uyd_3|9!r!0{i9?WCm)} zpE%3@lba(bBH~y1Z-PP_192-HVT=Om2S|McIG5-j-u+zNs03;cHAH30MvmaUX3KbP zo4;Ls5E+2}Oc}Y21 zIOA12ga3BXL~tf(8JRj7$yoQFZz(bL50aqD0Z>}x!rVtm)>2J(W> z8VR`U$@mzuF%OOU$^(#&0dP!gQ+{+l#davx!@lz9qEP}aXxM&t@#Xws!$|#zFa5^? z0DgE8nH9VLaX~?tqrfq4aR*|Djs|e~>rt@p$pV@>i@of!*_1;{> zfSdQ7jvM_kr6dv0S~3(RNN?Z&)l^U)VlFZ+kS(e1(mH1yG**%ueaH8uWb2C$FWzK6 zc7F2cnR8Mr?Xx+1Q<7O5TCvP*EV0mB&PBUY`Q4&H^0MfmB%(4B<|b+|C`VcS&#cuW ze@7wxW8XY!=C|xA;7+Rq2}YSXgF7^{^yj?bHx+EVo8qI~$=H4hQWmiEG3v+!D*JZ`0z50!FIusm^X^M$6V9zDDkbG%ux zy2PA+@hY4$e2dvVV0t=56({krC;sKL=Hd$fq;2%i+eMYGS?Z?qNt>$_*zi`y`_TnK zFHhR(eUKERor`YI9jRIoDY9bJz_}B8s-&6tR{Z33^<{J7#QFDUNt%7-x1_ED<=P9J;6u$=jplC2d?>iHEJWRWHp!S9rh`kKexQzT^Bm{QdpVO{cfb zA6zr_+i~vJx1H0_5^~SMh zCL_<-F#rin?FZ>WwLqPaeE2eH>BXNl82rn;R@s54gtyGgn;!W9eoLT@4 zGMFv~2{87&7)Hx=$B*K+>NNB-&zBKb`P(A`M0EOZD7HNC{Z~Xst~{lmEqK1SI}E$7 z+P(zS&Cp2gAegyN@d719&xr}@*yq0kj^gwEQRF!|iU%&fJn?0m58Mnq`1rr&iQlji z2ssFqgI5QTB7cz84_y2X+VoeEwz82&OfT^#VUAWw8 zspoa=SmOsY>E01vNX_h-FHE`nRmO}Rl+3?f9Axa@ZtlzO-!A@cPaF>PQajX_<@@FQ zF1^+25n~HpPJxfKcVya6I@BExaflMDiA50ATW$MTg zs7PQ_8EWVhk9c^ddYK#vyaYMvt6l}&`v-0(?=jYb{>1a(YdxyrPsrUom-5>cwObBX z4|#b>9t<5N(cQ*I0=^P?*=ch!4T@ z(1R4z*~G4DxGrG}=|Qj{fkZzp7zPrU&-n3*=)YDJbf_ZhgDqNDJO8ysqla45@XMHf zX_35y?Z2xc>*&DZNAovZ<*KRSY1a5KR|8A2i+e+zw!e%(-9cQmYBy|t83BV|VE4-i z&>X~tFli(7%UBA01>Ub?`R}U<4CDSCtG~A?_$w>?+9v1$tp466B=ChBer?o`R8?=* zRmIY7*ZUl=nkG&G%c?g&&Kf>j!~-P`!G|$fBZ1%XWlsW*X5c=)#(o`5t9^Vm(0}F7 zUq;iW;mXQIFghj_@}+SZ@ilR$Lhd0>f#9_STj-bS*u%xyaD%s&fb;ef0%$=`j%%RP zz{TP=ebb3cRt+Bt!{P`#pA^ev_scFYXM_ID_-IBN3jPkZtr~n9ha34{Z4J?#y5mU}Z1@g&zr! zOC5UJga1qprcD;d ze3E|Qmsfi5n|!yD49nc4@?sNXg?F9dn-C(9&No5o0WnCxKlyOuBtLh)Qy!jXvFs{) z*+MZ9q8c0b+`uWJLGU4Bj)uM~BL+eg>XoeyQu3x0SUQVbgsL-7{naeliK*?dru$&c zb0Qj2BNrwfyVC}}Adr+Gt#267ap2l;+2w+l$0Im%IK4-W_Ntgbd2b1dRVABwC7anG za8U^}a1=xcH`7;iDj|V`VlUmX$MK654?Qf|;GqXZ)NgkBVaZM3OUH6RM3v7A?Mp7} zvclp=1x*)R+n-CYJTC3uykopFsD>FnY6JR=AN(rM%IDd>in+seAm06w*NvIuj2Ef-)r9<6>|wX)X?}x?W7V9!6ok z77T8*5Uft`6;IcYGQCq0bpC#v%ogu$KLdt}BH51@bB$UeFI?agKK3TPhN|Yom3VuS zGrK3;YPOZMviF3)|}rOq12lxa3J%tD1ak za|SB)N5hI&(Oud*wv3Dhp8}}v5wa6Vop9?=NS;2saX;(&b4@90r|@2Xrz(A724Pnc0u|UQ60N%!MSk)sUnCb zC_}!pP3w|hZhEgodLKstWlyT_*B9`jxLEkM_c1?>dx_&A@5I*|pd4if{bduB@P6^Tx42Il5I-UoerjmE!OI~v$>fn^ zlQ$~xrkM>*#^N$QiFVK6ERoI?jt72}q9+{jo|2%ne!FTC6w=NDeupKDw^)IQ)wm6= zt5a4}RUMZu_vys;Yf7M>(qIZeZPXH=S?TGF#~s!l6tlH*c{5cIm1GLkFXLm)`2oG( zfha0lwuu!-+|USG?HEpa-X!n2C6b1LQPH%D#RHFJtWSlxO$ZR4Doyc(|hzuoHQ z-_??_dn+k(llL*saS|F#mn=!h*`HGM0=mNptY^8EdFKKJH&TmB+Bm1m#ESUI8lC6G$I#aD z^8A40Bq>L{KvUX1%To2n(zfw2G@Y~G*h!gb=5j~#u}N5yHNlM#{itM?)l+$`q7>Fn zx4O=TiMeJH1yEpCgm?ujMmKa8>K4uB8n~KfNTq9qhSH`4Z+dN@Eq0qq01~E5wwiV9 z((kDgSaZCk=^oHYwWS^jsrq$h$QqHJR+lN6$=*$faj}t`$9VnsH!2-^WAln+N_OT< zD|766wNa@ClgUDCw^cqGW?A1ERBBo8@}eL+8A5GCc3%~r4myeJ-vmDiiub6$bN@W~ zW-Cwq2k7}wXJ+Y>pB?8EOq)2fM|Bq@ilVViPOgSDg3h+^IDCN_9p-QG(UN$xt!NPG> zhw}8IXs2iMMt&E@aU9VK^`{BAHrFGmbOO3uoPCdzNjK^b$6bC#STCfe^8Focq)~1o za2ACU?x7xWo)iPyjMD|v2{_pn*w@;67YhajNlK21_9PH5M8B`}QR*@-l%IFZH%XVF z8kM>%s&pK?AiVj!jt&Wc_swVy(ipb{Q^CN7cvl0Qw$Q-lgy^;;j|+OA)(6=d%i4K* zBE}i8^F=upqU&0RRS|7_mf49ng*$Rz$W)yQVGypmw?0?r@SVsUjp9Dc@QjwJp`IF^ zlKLry>!#pl^9W76CuxnAckVFw>7}6hp)j`P>&L6poekS5z)r*oJ;psL)zBznRoMo@ z44@VM6}Er$d#VuIbr09APzzh!Dg5oJFebg6W6k(Xc#}EXHg6}}upcccGuI6?u_avW z4Sx;8xbyw2kYI+Z0FhylP~O0YF}&^Cr}>jl9)C9%#wIQiH)&2v?r@<`5GZFdV%meH zba{UtppDzH8_tVKFALi(joW)2<(csA$HRl8e0F&AlgoMi7}`@_s3TOoKP+SIrTA5T z9|T5bk&!Q&Cd89Jx*peFloa!t7AI8Z38dN;GS!qKi@Vcu@;=@by|^cB-|yY8w!zQe z|I6vbD40H^SAD}zb38HMzmBR979BCe!NGj42G3nPD8~dXy`=16U!T?^?PH@#^J3E& z%AcNda;=vvakdhCj8IVw;JUNd9WQHXQ6Ntuiyp9&439m2kpZA_r>t|4$T?5TdFJk= zWCE-iKj2lV!{Pwn?v$T`7$w%Jim|I2R)yHXC&V49dp}7x8!Fi{Ik!ZJ_;~3UMptMm z>_Ik-IviBD#Rae@o{v03JVq&&xIHUa)+6sZt??bB3= z58S#hbdQ@L0a1XGJ}LFgN;{}Gr&3orqHp!>hepO0N0t>EQsDh1ciljnDu!ivu8;Sy z!WxsHe+I`zOP!dET^0C+;d#WlSB21Wi!?&|ZkyX4La46^jstPeHWFSwJfUv5PMK%b za4d92aTfbjYUeXgY3|OLz2v#J>}@wKMIQu_|Hj&sVJ$&J%j3$|TRbRTts1)`SLhskqr`qF9fCrm+7_cNBh+zuLID+-?P#zmEx z5PpaDQLXuWx3JU94Ku+G2Q_Rf(wr?@k~K<(dKEW0>2=5xfd6L4RQq+GkPP=$n^SJD zpP?QfTg_Gaa17l;Ue2YPV^pXF%%Cfj?J!7F?DqlsnL}xNgouMxSb|Bp{AGv?rb{{0 z&do&uOIkx5gZ+Z*?TAuc+*)23@Wi+Sgs#K@Lz_2xs}*Fn&bJkRA9 z1&>ocqG1St8_-J=j%VaaEszhd^P3`ptp!MZ5zkqcQ0BD_6J8ubFQWUeKpVf4>CF3+ z_%33nX!JX#(r|5Ex)yY66-+D`nUm_Kv@ry@-lMobQV#0JGS>GAAxeP%Rq{`0G1 zr3NO~&M4lejBU3%s4nt-^a%Cfe?{lj&V!OFVJPvuKSnDmPd~a(_RevJ5ZoQ%^PXZY zw6oWRG=erY7$W*yWkSVwYz>&@FQ1d12ebUXOzTK1TEXGt&T@;Jym0I8Ime&`1SxH? z@4_Nya`60G3h{YqOLg2Zx)PeH{8`p?|KmF1V)lEZJHRdxN&;Tk563SZHS?z~U5DCz z($+K$=TQ>JmgV_~1lV6w0Rdbuh2a)Vh9^b=< z%@!3|qLD4sHhuOMwpLi%N6KLK^e~6GPUvB%b+7RGGg(kK&*vP|vlt(z-^K+Dx7DO& zt1+~--qrd~K8~=g$OjNl-21wfE0-%&CB=>IR+l{)#Jd`l>RwgIT5R9~F7Y!&PN#h0}MXz=Hd+o|x{d z_nwfY=sR?$KIJAz>pe*h#3WT6x`q#P@F3ZC*6U(_UeGOT@5xP)zwj!Mi+=w{v+6x=2sM<_2H z;-jBR^{0_>7{mXA9tvISwVmswIkAnd%PI{jCq3~eS)U(~tw-c4VCym&nQ7U^zQG}_ z?NfT?%9Xxj6z@gSiVI^dj&>C^DRr@ge>hF~1XHe_7K(~NY(7LEXJQo9JN_UdFt8%( z#=>gH5nC|GiO~c|deTfGrV70`bnS8bVq4(yL>tnJDGLuP!!ED{}a*vNF z(uD0~Nk+`yELD7ZbIZGFhTqWX2+|ylf>#TqYdQA4M=xvRH49 z+iE4(_MLi`(<~CP1e%|1;8_#$NmC-OQ{D5c`{wF{Ey9}Ana{g84E2VQ|i@y&bXF6yc|AV+7h?3v3Ciyhp}pR+1zG+RnTbh zag+?LJcO(y##MME0i+mOe$%O~DHYvhy9lF*V_3VFQ0|g|2c=YA7qfouNY`y~3lmH!8ISk%dTuaadHYn)X!sn1(yqt8fHS;BD8azESD7m)p*vF--|kAlGIjDP~v}}-5d+f%wei1Dp^K6vA4Q# zo%G4uiak6BJZIh)_vDk$)yR#z_Jbx*Z5uwZNrK+B&n|9YDp}AptLb>x$x_vE2jXT< z=`|@QzF^N0tPPk;o*nJ7?=ES7CWGS;LnSd&621zT+Q{~*-91A=TtXLbyg!{v00&OD zTqroTVt=}&uh|?)bu&1*7Sf)Zs>tIu+J`5zPFqdYUtJgtzIan8$=cj7O=nz>I}X6= zM+IMhT*MFW%2GUN=>3BBgHy4en*K1C{G`W^&?DHdK<|R3;nxX2Z@Q^H?m~{5YBL?B z@`ZDYxPZPn9Z5mC->%c875lpnMvRSA@8}sC(>+NXSrC}f=x9<<~TGrG7|8F zl$Vt;sioJK3M_(**wZGKGrc|$!?K_IohOl@8h@aW%);VlPlEDjlt83Cc^NYHCG~F( zzL@%vE$j*CAYeeWXr4g<0RuuR!VkEHFD8kVkecK{jP^QKnq|Gxc^|MF_<;RMG2cxv}wcEMtD`BsljNrDcY4KO&At|;-n$QwE+wr50{N*$cY}mE78nh+>iA` z+$3y8I06PtBgqM85jqvtFT#e|US2b1mE*T<_hfUt8X}w8FMVp&OA@bT@e{fTBbZI* zkB+zS9<^XyS+Bf0VxL_b{4TV@BY(cWynj zh~kM;<~rSFku0Q^nci+_7sTgG!J6^@)?Ez1;LYfn=tXMRZ0d4uA&W=g={^mV4d}ac zg@xJ|DTaEEjFY$}@i+DqH^{Pa)K!CSxlB2YNVxuo`p5 zOtC|BP$>Iu-zg79y5Fvhnc)&Jr9M-o;45)pKBCY?soISqedBWnlhxL?cbyOLoXQ9DY@~*nP>PzBdSakws$Z<7!8)`x|%p-f`V?T4B#Jr$nBV{&wO?*3ed5eh{%S-*CHd)QeM19s4EYGdy~Og{9v7o5Zpf|B#apDx3terz z{(;B4`{SGOsdORp>`+)q@8&BD%C`aG+C$#y=FxUhrT+4vsTS?cr)`$DN#Wc&ynsz~ zL{4#EQ0TFjRS*0pgwj2d;0=rB*?)P;x9=sW{Ad6613CWxb_Yrv&4={QUjICjO+cz04a1CDm*_w0Ok$Y4xMgoU5~vww@~~U9w)h4SA#wxPwmEL^*a>*+w%EF|J!_8 z{~Am$3X9)(p-a& zw~9XmVI<#^(kum!k8`_t>t+)p^s1uy^QOk)5D73}@0;AdGvkXjy~7TTka?{wB%qbk zvJPgN>P|(xj;u<*3vKBtnoge|g&3g`@12-{cFt~{aF2((h^NgFLbEz?;x|62PLQ|? z_`D33Z+yFUNy2I?xwr&v&j-`Hd*Z?9o?IN49ksV*8v%vB2ji!p+Ns-nAiDd!cqiA=k1_M&Vk79gI8PCN3YyT@c)jh~lxB*U5j>yaEZj6J)CE`Bzun-fAIiITNjabX z0@VY0ihsH`e@z$vU+3CPik`%_j!FxHY&|`JQcl#W-tH9Eq@J23Yl8?) zQT90>P%W&?t$exQ$s{&^)^+KfZbf7$xS5G~P<$^!k-jd=6^hr#=p1=%>w+Vv6D<3d zpIP)=MkjN5hoQ9;k#``e=sbpqA8XUMoDRTRSLRJqKDB2}#|GgOpZ&@uPKOU%XGuOM z7YsF8GmT8iKmrj;s}MnQ&GG^vds%WtBp}Q{uS z=|&C^Yr*hor&GCIMw4FpcKxtwR=Fnnk17}s^9{i4ZH}HJSj(~<2p(G*ORs2i`z`7Y zRf6vHA|ZR~;|2|CVo$O+%PPHlFxeizpKmaQn`YKM&XSn1*&snZ_UfXOYcWwb$204Fo@u_@Tnc1y4VHP4xtzI~&B3Hqy=l~fU*J(n z2oiWj31%7$*bXQrm?^eeBp6Na6E79%qiyPA!!aw%iJ!Ggf(#2JH?5GwuP#`T!;Vo2 zCrx|xJrFqEhPlFpo3@IE76i6EvJ&5{N-qA`{A7#Est`fr1P|9z!T$d z7Ls)hy3Z4WXGnyc;u=&C@r+F$aL629J`WvX@`ZmC3g5V<2(Lc77ky{4_)KzyPE7=~ zX`2GtAL+9=!%e?U%Cgy&+%NeUOmPOD>DyT@!Knc~XCu2)&4|5cd;`o`#vZ@5h6Hk@ zHk(tyb4@iMOH)Wdv)Cj#Lbs773}N-|Euz1g*3MZ9h7Ud^3oo}5*?e*iW^Utm(FpeD zJ=f$pBrw9DzqP)1e;dr`^;Xsr(xo}b)pn_CkYvYb;G!{X_)UD zx%0YP5e3m_`j;frXIc4P6~y`rUo)T^sQg7ik{^`q|fBpS;x5Ysk>xiV=|HXw&66 zuHD$H3&O>UO(JiaZtOsb9sJ%>$z{{;#wx^b)tlanCzNWN9MauBMzS-k3^CcQivg3o z_1zOAAIkR>o27vUGIZG=1GTWJQvBA%)CF>d&Foynn1f#p9a8`_FTdO$KF)i}DMr@d z;ggWv3-rtB3k(CoIYKccDij;Bg1Y67;2|MSV>_J>%8Q_-*4S<|RH;mxMrS4F-)E$t z6NZS)?cez5xz|C$M zh=CPyIQ9i3FuV=MRA+J0e92mQr0CJt-JRUeDSf0Ur1%nOl3i}B-a+AigZ{D_rR3d>zJ+(8$EtYgK@dTn+Eg76w67FQ!`3zX|IE+BrTnS57Gj3 z)gPwCbe;i73+OsK7{UD;E$Bg7Kz}2}e!9&5xGyE;4^SRVpQ;i5E9pU6xUfA1X>p(^ z*duT=@8!n$-$=2aY;wx?P(hFukX^F<@ZQ6;I8YL#1rhYqD;AIx@?S~Xs$IP~1?E{) zhwdTbVJa-(1&D*M7o2*NU^4K~k`;X4g@y4rD?C9ds>s`GA)isgVaif@+i@ll(y&Vt zAfYB3-a(dGFIITPyqn9&yD~?|zA&;yzu5(j+ta>c|CZ~x4KO_LBFKutc85DZsU)of zcH7022!ESI7pB6!5XT9vP8-DEy2*uLjTD;abcE$Bp2a>h``Vqi)^dd!3FN%&l-dic z1EJZv=_XO#J)>DstpR3A9i6e2ePP>@BG)YYl#$Xo)IBXrHg_ifu4PEP#CSI^?b90( z%T-BJ@Juj=>FDf$(j|!PTk?w=T*o21q;z}pY#nZam@CYgLKdInZf|Pez)Q{1200)v z`V?03Ra@!k`b4S)d7Pn)bs}-_)$P?q8z6<3s+Z<!jetnIQCv-9SLx0vj-m=Ob!fj!JRI9`cx#gjOl`SPDUa|jU)tLv2NPMUnmhrsTVn57ftn%_ zoD(7T>CvGY$5c^Ktg%obd~YTHB!3ja^j)Ywc#w^Rggz3mn1!x$3`2)|z}%LQgRKWF z6~Ff?(fur&n?va!=mxjoaR2?pm51N^2@_P$f6_mc(*JxLypObDmRg=@=w^S;<`8|A zQ%?wWqpzI+q;B>MT5=M2^x{Dh&>y7qm$aaVs4aE4`(TDVHvGdRXg%`kX*7!`>fpR? zKm|LNT)vb!ZU7Upx@;DIxS}I;Y%>+E9gUk7PZ-d8Hq#f7?+R&>rmy9zb{F7OaHPaB z9X{B~!+21f@4k)$57QFD+JuFyxTedKXVP@6IQd@>U%J`~?)53jLIMX%Cq!?KLN|tp z%b;6v#GqlOXqx+U=XTNU4$Z*F!?TM9R*BiDSA=Qh$Fv{3c;vDzw*eiD0JX%c4tj%F zXom?^imuE)8%b z=WwlEgc_+>2F5IYpa+YoZ#51W9u39}>p5GJ#WB*DD5{~EC8yidd z4p+A>InQ$n(FaPdx*HE)jpiZfY(Xp=fG^KnbHS13d z?yHC7BQhKm{`)z54+?*-BTDEW)Luv8=4U~{>kB=gb4QM+my~x+lopvgYc5+p@@0nF z#e!MBg<^S06tC(3ddSV;-|y8^zwY}3?J@+NfK5G;vo^57zI{JoKsSMGI z26~v3kC0XnHEc9@-wKF9ct?UlYX%$;CCjL2lgs{7qpKsjWJ1eSK8E6VZxH_w2V z7U1PNXe@B*+d9+gkiG|p%_$w>-2fH_A-SRqy|bN-@b2ChfcuxW&e)*JIJ2)Z*g%!> z>un#k6)Ou2u&QyeDw-j&mht8)zp-{P<2>WBitM&k1I2Jy~_hCAC|s*%I=%- z_e8=Zz|JW)?_micR2@mw@T+TmmNd)^X4pYlPi;TBw;A0s0v6DrX`826McgPJ5SBQ- zj@U)mztNU)wfvOZ`S5wvIANNR|KzRX4a1wfkX}yt;ZGZ?yDcEP$z`M6yqh2sFu9H< zqK#0jF-6{uB)2)=hB0lA{3(u+Sef9;TCnn~MI$awO55<;plY9Azv-op_x8zc@%kl8&G})*di%yq6yHU|2Sc9SOAkO2uRzx!& z+ncSnZt%2h%jj8cs1}1W29&xh(W$d;E!aa`ZPL)~GU#E+ly163&%U>x58Co3WH*-1 zVQVmWMy$FE+=-}`mIbXcIikLx2er#ZaC*VqCGO}HraMv);C?ZAUT{4gsw54bu72&X z;yfgGBVR4{REEtC53y|0j)AJTKAR0rPBO9FlzA~?bfyJvH@2g6=skzD7+o{t=DB&f zINEmdB~e}Y>P%q_=oaf}gY>iq7^6)%fi zW8(3LnG^$FIfv4?U%!ECrNjtX4*bR9VrM%Aix!FH8ZHPx*z3S9rWFqcw!^#X#E%*d zhrwjeN$7Um?(;6na%b7I8hbk*I1D^$SAJgSGGu$Jb6j^ToTvJrUO#LV+?XGg&-c+6 zc|Up#F)YZ_7M( zT01LH|@h0)iV2vV|p@PZ!&%r!D1_M7i@q6*I+>>5}^F@r?q?6L>7Wl++XhN zj`qn&{k4xfa-)7Dh|bYBTXu6b8~?AcD-VZqZQ~<#l&zG+SR;Ly#`(mMeaTWZc7}0K zj4)&0+$miKw? z`*%P0{rr9bE&C<5_4^$@Zx#=cfTN1{pOBx~s;(043is-&!E2y33ueIMPo@H~ z=AWKw>)xv1eZMCNFwFMS9vNV%Y@PcCU)m9y{xnbyov!oEQw_XV!Cm#^L9X~6H(8>UWM*}<5)}adoM4_4 z2I!$1ziC++Q>C3W(Vy3!|Ir6SE{0^>9r{!vNfq+Yq9S4m>iuSwTd`PN~cd)sdCpJohF= zE{fI&PgBIyd+;X~$4?ZLL1-oxHJ=G!6x{jjmGsI_%4%Hz!S_^N?z4vY-9BET_lH-Z zMATmFv=&3yzk)1Us>h(N8NaGN zqv{J^;E`W!mIA`BBk4!9Kun1-ghC6vY#Y?9Km3{(b|PoRa3zqiYu)G|EN!3|H5bR{ zW>1sgmqxtEG)mGRA(>Av8Qyv+=+%(5tr`JxIqo%4NN=a!kF!JWvzti)g15WHhHq7De2{eu|5k3=x{Im{kM&96Myw?NSbc1+?Ua zN7+CUeVB`0gEpCNW9DTsd!C$mQhJqHY9xbDxV(1>97plXMORvDK2)#TgNR>22{a|3 zK@)k$aH^Ncg1z2a&*<}2HKysR)A@wURW~UqbiL(CdGu#seg3J3z1LQ*LEAbKf&w_AIJf}b!99rHsN^o%Mm4LZI05Ik@r&Ayp|n}%M!e%~j8A~XHY zqq(RuzMlA&YQ=^yh~aiaag=I_+m!{P&Z*uRVp9J;Qut0y`;@Xqt4&k>rGJi;`%yTt zmoaq3qQRyD>rFBs%vkEU*@x>EqNulC%g=?#emti9xVU5jucx0ekoEKl!*jnym6!aQwae(+r(E~04Q)FVW7PhyV()*Z ze3%1kLq@iH%hLPKXv?uv7s?qzPT2>d+Z9CU*q&nQiZJc@HS z^i(^0%!WBpRB8u<$_B}LJv8f@rI12HPTfb#AgkiS;cOaHBuqiqg79bikM;qI^Tx)mxv>lE*sG96M zn)>5maIg%6WcWBV&oZ;8!}|-Q3Dm`|tY~(?r2D@qvP+QJg`-rbx{UBT7j`}E5+LS2 zvfrMu#+!s0^m(T(^uH-qnmQEJgA>(&xYG+7+|L*9NpAueL<>=4s}3xdoEWc=4#W2s zySa;(72Wsu5@=-O?{?$gWn-qbih8BbM_ql-xJ>Y+;7ybMGXPgJQSCn`Zu-~6ZK{jf zikCbFf|z^V{VF6wE1jiZ_6L!vS z6J@@Fc63(MxQ;s;71$sQVG`E)sh1TpN`1$?aCoZ3VvqnUkTX)6vlQ%Sm44U}W-a;^ zbQlCP9c~%VDFitmNB*BW$L}_&K1?6=(zdSCE_f#`82Eal<^Vg;u_t0&-#Fq3>i^Kg z+i%k+HG#vsEZZ(4XzNRcOEW8(OKM=#V~n)%sJlxUNt$@)a->Q1gB#rfO{LizA8Tzn z;50mhI?*W93z71uNNTn3UG2gY0W!Tt`@=rK0yzGk1%N;dhkaQxlSJ!kz0ql3LFQ56 z!6k4sS&fG)1<~*`-aCl&)076$>#;Dy&a8U59~~>XXj;=Sw3e~FPrd9Emd+_I;wiM~ z_5&7DpG335LR9+cDr_KU)_0DiqmH5j8tj(q>xHTtb924Gy)~~XvSW-fj{$YpRW}Y> zuC4Es#-?$cK_#AJSpPN5LRMidxdOd0WxdQr?&QmKh29DCuJhnduvOnKf9<{l-7bs5 zjqA`i=spa!N10ViWMn4J*K@%NBgYjT_rNocxCa38qdsQYiZu0up;IM50m)I>IVmOepnQg1e&pv*??dMIimnHTb68IE oVS2Xr^u+F@OG>H!_2N4H`Okdyr4$W<*mjD0& literal 0 HcmV?d00001 diff --git a/src/year2/machine-learning-for-computer-vision/img/diffusion_model.jpg b/src/year2/machine-learning-for-computer-vision/img/diffusion_model.jpg new file mode 100644 index 0000000000000000000000000000000000000000..841c8d63fa68f36879a4ca47c4dc263a190e2287 GIT binary patch literal 58744 zcmeFZ2UJtrx;DHh8l?r0CM^gEC?FlA21J@DMUY-pK$?K`PC%qLK>&TAa+MeKv-Uc zi(6V-M*gnKeU1D4QhJZ{)E?eZzpwiJOK?a?NG_3GVxy#FQx)PCQvEN#&b|O-7jWz^ z_Tk|$1Gr>3cw{(dO#lRYpXYFXc>%w^aB%VP&z%Qdz}__Wgi=xf7Y7dy7a#B3IedKV z+1}XW06y6{@+*8Y=P#*00x{cD@cTulUSPRZ^p)~{-wvz5V~6J#38<)PF4JCRW9PVb zT~J6^Y>}@%D1x2Mh8k!HZv~_g#Oiaz5m|Iv{IXXGJxVpJ}_`e7U3Kb| z#m@r#o69as%g_L)*p?|+yTPY3;M1cspf|}^{QB>EWm#XRqTe~QcxXf@aX$I8;khqb zXF$?DG}vP$PsFG{b=b)>jL^3t)<+Ao?gC8&EY%IN{e(j74vs(abPExSsj@xv_(YF) zVzP5oQ1G8l|Gj$uOWPmE(T;ZplulhzZ3w|Lmgl!S^S|rc5Z=@SmcG+?n3pUc$%S_Y zc$4YCAygFf`j+@ny6mkh=Kv2I%0=Uyl2ZB0QSvWxSNHkSF;qzz@4M0)sL@LlIBO-^ z@AOf+JNn2b0K;h&p7o)$6s-9*+ODAD>*pZ3J*&C` zDBT4@Z%CBx4QL7l&g!6cEUck#NcA2qy|>DOV=s;z zh1wrBO=sf!jdvqV2XD-l%g?w+g`*{{5RQzDw+9iNXop$ZC9Tquw(ho4MG=xK`Z84&0@GF z1f{4#uR_-gUPDsw&j4Ny+@3~p9Lre_HkPA!+X239INkvy-x=|Cc0{UYwo90l_x>=G zPqnt zla9(mrfvu8BL%d4aTiClV$D`PsA4k&%HEkVRNri*Y-jZm%9TDxq5gBD#GSY`P+HXy zXo{1-+xQGrNht|X{%oBfMw8imEh&Kd&5DD?s#0C;EqbUblHI7W?R> z{DlGq!yT$ne|XKghyADSqG zo+d#Lu0j$$7~IR79S;p9H*L2aaws4Qm43P4`$hk|nn{&>z{0~1VlmIoJ+xvJ z+}TRH@Jb_83(^SM2Cp^)PMX@u6DZAowZ~&ETN;?DLCCk^r^%FCrsCWsI)h2R-;9rO zq!}~i+>KFOXcLTY5p4co0h#Z5$)>VTEqd@`D2&$vZ!o72T8_-igi;Gr+e03V%^!zO z4xnsi$IpN`$vZdSofc!Z5fW-31v!3Ea*L*Dv8tp16`AZmH)(%n>i*?^%5G$Ga{?^r zQB&8lA=#dO>cVNVj5J+;J3U`XOjU*zziuQz*=&6VkPCK6l!%$1c+E$2*ps3>F_1(D z0o6Gu{e*37SFNuEM_aHDqzTqT*>5RD*?-Vgz`VZ<*&8;3UFlUjPgE5Y;dNI^+f!M4 zBf0Xfx6dxxN*@}uvml8+i1c_JY=RIi7!CzmOLyvmo}M4Su)tDNFANjw4;&tw#z=0? zg<&dFD20CUf;dLrQXTV9i<0tqNw2oAAM@%jthlmZBqd(0U!p{dX>C&AG#a{*C>nS7 zm!8))(p3I>2Gj*1HBxs)!X<=nS@D%lRzN)-RlugdqOHp_n0T3dWoG=PNmq=Zea?@I z?rfSrgDt*qeeV4(dpUGH?^|iqxz(eunI#a@_h*2U&qlKS_|C_CapPUEKfC@t8RD)e zIr*pIuuqe9$(evBC1rf-dKoPurQ*{&7b%o^pzMmA)gODHf7va6;#@dL{SMKy-Ob!4X9YrD} zRL=m2fRc^X8PK5mic!k{6>=$G*9%%4MeOOymEF%v0n^*CNFfS?5v`Pcxp06qW>{b} z-_PfG7>E;mCGrZU1LuCc+##AcI75!uSqvMxN2h9;jN=JJ&k z67u;kM`aG)>2iaLv7(pRgdy?}v{l@6ixlV1`bUrEqDudp-x^;X*u!_bTn0y3B6Yqw zr12+xXk_ZeD*@A5RE=|~_Z)g=VF%--XG({X;QfN6nnJxD$;4hur-4Jus!i+>bJX>M z*tt!|hH_4m0@T4ilL+-us2kHq-z-lS~x;@KHr z9geYrN54*5#BIuO$c00rAhEK$R_Nx;z*rKc%9m|lTw4Jj^Me$^y7Oi6T5&K+D_^1J z&JvdnchVM;nm?IL5GS1N9PMj={TMOiTP4K0f=sm967Ydy9*yVZ}JebJ{sgG(2L*uk% zE28jL0q0zPZgRsdHR$}*B7L&7L;Wdl3Q3;w8SwI6Jo;JG86ZPx``L@otrJVs=lw-K~X+)Glh^sT@Lu(C__9m)~H=$_}9yYha=@jxaT5t-IkZXN+em^ zh64N0ARs$jXwW>m!^~Cj^v&#U`?k?rBkP@YjDjjD*3eF$@WL~(sA^76VgI5U2LkA!;V{N zY?SID_yASQImm%qmhMs}<~%fy9(PNSMH0c;ce>Zr2L<0%Z_01!euJ|zMem2>y!RmS z@O%Jr2^prmL96f0nWMZbd9%MhF@r7I3fxZ;ZpgbY$u@edUPYCM41V zZy+Q3N_acx2aYwJ8G>a5m=5XEcm+Z6wslA5v}e%%1fC3Q5TCo}BO_exvy$l2b{c%b zG^16T?04{n*L=S~AD#6D6#y7iA@j1>d^)oyvE$0{vIexfm~Jlr;6<1XEw3c)tuvsF zV1=o#q#A}0^ZuM{%yH>>s289Ca8@|*qR)VU*g41vp3E8Gvv3B`K0{{aHo^Lx+!X9; zI(y~~ZLR{3^iVpVo_ZH5S4Lqf6<;E#r(H<&lGjbGyL}5kkvsn(D<2~GGElQq~$M=a9a$86uA1(>;8A!F_ z(t#0_zivIDtv1;O>Gf?Sbx^GS(bP@cNZ7<-6dggtc5*d?Eh{}C*< zbrwTe{BySO`|RQW`ZnC`HrK*AJl3S=HAhYLq=$E$&H&<+%J+%&7A-U2w5Yk0gOgs6 z`G<8e+c3LjD-rt!zJ^zEb}4JteuF+N)6)~)@r`1h#f*`=$1#w!$mDzx`JMCWdEcBN z6cgXFRJ_tgW9za%9bz7=h&{okuT&WML~DA&X^X|W?A#QvNZ8jY?p^xlHa_T-;QcbK z359;XFKEux0SwKGOOwzQuwL2*GupcXHq@VJk`)^c-o>E zc1Y)dxtF|bSWAJkNRDK0mV!iQ?;NJ|7v3+bYk@wHpiO9;yOEnUfqvCA=4j?-F1NS9 zc&ZB8Y4(UvA1uiu)&jGu6^G7>+tEj*u0aWaFs0#xE-SErN_C_G(d+KZKIu96V*A9_ zvztrrpodWb1*Vgir><}ZLAJ_asc0)0*y~mdr(d>P5(|EZi~Fg|%o$KtTbJf5$s8If zO0KEP^02M(ieDRZ#(zUz#Ob%Y9j=l@5}hF`(r?cd(jLs%h)zFI!$pp_5@y*BIJuBd zLt+=`gS~6VkF}wxZu0se^(9`ny0|_wOexdHcWSO?ajF$%4-q zSi#^bSGBXaXRUXMUp^ux9iw{&geCxoR-DN@@gdwbO4-Lbw_W*WR7reR5sWQW1V06- zoE>${#a0-R0Vj)*SzLMhkv4ZUpHWnfRh7@156*;bHjT@6314hm4YXq|5=tYsn<^3B zx7IjpVi(*JG<@ZS3+KaqG;yZc!ai7%-;sdYTX35_J_DXq%bSHn8D`MWoM>>PIN*8- zRz56M`lrEXz|gJSGMYO7`gy~1`9rmfpC`udzQXz#=iUXzNvmdna%qYuXcI!=M3XF~ z9Zz<6GrH%1a#g4knI~UWRWnfP&3}b^DVc4XwM=4Rt5Oo2J=hCUW(}dRVGXCGFn!fa zu%CQxT&jMaTcK&6(>sxs(^hfK-tU-aKYvoq3Ujrb*1PuoiP`HKgC56XPabDEe9V(7 zV&R7IyG4N=-I6bxctHrM1009q(k@A7L)xvcZH!)W6iHnpShq#Xfft5+ODh@L+wF=GXFzLSzeNg(`0X9%rRWdili2J_ z*4fdHM7qrRrs#dpu1WZEwiT?YbGrz6YZm8tEAbKJ8^#yo4A*AaC6um$J5@+Eq%M}l z!(OXMd{MY5Rf3Z~v(A_8rl1<|DZ8Cq%9H9i5+(*OPom2q_jK1%d~ar`B173TA)K8* z?j6X<86n&)O*Lm3dQtdDQ%%+AEi~VWSBA2N>?$AT#jKZ%CLSwaHngF@X@@mj&Ba0}lX*T)^*bR}umj<>>7ya%*J}9o zxjIA2)J!-P2r0x>%7~mb+UDBP&{i4iwr6}IW9i}MEAChY%)(KTNmsD7`}%`Ng?9=? zb`E3byuo_)gYV=b?cHM@>zCZmD05@0j<~UOxHg$|2B=zJc71sJi7r2{Xa@!w3s`8= zxt{@79U3uTgU*0k9vgWPHD^Ff<)bs;VdEK)DhW8p^S#~73^7QJCJ1EsECvUOH0p=F zc|L`V+nT|9FK8OoR#bQ^%~#Zzz)i)NxKoriZ&H@|(G|W8vi%c&*vmo|tFL`#2-5Vh(xi_O5r6eyGodDLo<`vKTnFiYF)fbq!p7E;y1qwR- zJlrT(%Q+4kv)VGn!*=@HcHx^$q!%yKp8;Zn`qq;s8s*i4`D4Q!Lp5#OiC^7WH+sVT zA{!+w@Y2#kn|4(`33^{!4Dsr$jEc1;z07lEwY6LiShAVNOd<0nztH8E1UJ}jR+yS# zPPoqiFL(-Ea%S_wiXML}-=ym^ukpb3ILUhOZb9JhV5<*D<#C5pg^sTL%|s?#-z;#o zogxVN2z*Uro&klDyF5+zis>N4DHU(N2RibwQ3gz{RB2GYo4?j>R*KUms}f0)n172x zUNkB%wO2yaJY6o9(WV_D_)YW#EF(?7l{iZ`dEXH>#~I?P)P8I9C0f-kd#|9ORps+Q z+TO?f^Z?Hp2cPU({Xg)FflK{kdzXj@`Mw1qb)ICU`QA*_{>n|1j8(7OqHM+Op6B3G z?(tpJ+Lqt$`F+(2TGvo!*z5V8@gU=)Ap0$--kPPN3oCu$&b z8++o(Dg*sHpBtGvs@^}pZnYaGK56~MBUp=VUM0Fxbq1Dwq>tJ+DokG+_UH;V(z(ML zQ5Cu7ePP1_@7Djs5^Ubol>UfbyR+-{Rw7xhuCchaB|>q_8@8D`so}P+CSNEQ;Bb%l zCRI}I*kB96HWK%hF!Uk9WCVuj0+c>ji?v3U%4S&v@2t*moBJvpWk3gx;f}Mgi#l!& zqDgEZ`2v#x7z9I0A zO7+v~7shWqA?lm@2Wp^~BUXCw#!b}?+8DtTr=VxR0vUQiGAic`K)`b?PXfxa%^4=c zI|cbkXkaWWR+1)4#lugHx-nN+ZF-M1*1#r4hV%*Xjmf0P{M*UOiNymU)Po+pDd0zG zc{)@2YgG1=V~VVS4<`tir<8Mlm}~x!e`aK2pL8Cw)mKPQ%`n5hdZ*`iUxLWW2TrqUp^a6Ob@iDF zo_1fMTp>y7)uHW47YZK6Oqr6)F*RP>;tc97G~Lk-*Bf4p8o9yyu{Epl$arTP*$XP_ zQ@p^!v_Px(Q^fJ_p!WZ>$BPk(D#Q@wWVI?NE9ZMxlM!%k3W@m~b!h$Pr)NO%N7FMv zrNT&Yo%{r?YSp}B7ZiW5oEmP4iRYMs%xH|S>-x|XziSfP?5_O)=DYnCIN%xa23l7Q zH~)RFho`x!P`n|+)e?V6Vw1mx&emgI@;Xb}D*nS&7gorLtLjcZ0S7Lf1ygCjqw>I; zkBzIMa~?pXuUq{L_*}5fpRF#7nOfpw<H$j;wtqtpXbZi~&Y{!CCgmBgoxgB!#CU+yYjKj9Rg^8~`S>*LrO$Ow|84E{mVM0BAu<+InCdfL) zGQ`|MU`px2k~~7lZ)d$RUB3Suy5sTTu8in9tqWujYpU}~{;Bu>37af-?qVD;7%=@@ zb2rZ+f0C|N(9tfv9Qg9K zuJl~mmnE4=SmX5i1F6eyL8r=h#LNbk*1kP*97@|fc0%RgRsK73`e(-rg^_t5i}bzE z54~x>Mt&FMFuXQU8J z6Fb*$8k2-sPK!|8zU_Snb`g^t;371CLR7yK?j?81CvJ1YxZ`ka+I8KSzqfI} z6qz;IDQOU=_6O_qhs2Hl@^P)&%E*om&vsdg=fcrt z;qP%?MRnx3xf&PmQofFN;k?cajqBvV@%thff=D3_{gErQR~VA;zACHSW_Dem;`Wyc zh6PC|6HLP>HfKsM+Y(M)42ik$Eod6ICjHCdo|RbXR=MlG)ckW;-9+-haWBX$TURby zN7m9-N--XyF)@_zv(d!;vyiP446(fBi9a|8sVn>9Af9~&U@JHRhTi-Z=}DKb#NsJ1 zU7tBR@5_Z`*P~qydYGgz=}5YljhGO}u$-@=-7^LZ>H_BVYpGnAIm257CWEfS$dbEj zt$r6^|3P5;qwIh6GbdqF5=YU_*fi{2oHv?*ntrrSXw-zE>F*5PoWjoFvs#~w2< zZ?Yqepp!qPES}rjp)`Qux&? ze~V`xzMn!|c+SHA-hkXt!`#|}>GB7jM`#%OLI0nWPktXgnIPZE8JZ|te1TX*Ed|t~ zr2^BCj|$^M4hS1=_nPG&Ide|>q@%n!T`C~d`kiUkhgF-wywwAM!Jr*`ud_6~}&&#M*){me&~$_LnkN6JE%2R$3Rr+g_PB(^@O@tXQ7O=AL>t-_ z+)(|mNt%DA(M2DYweyV))G{iJE5V?7_`&(gGXQs#(3qt48l9V1XyZThu;@@Q8 zr5+s?a#WQibT4jhk!IvP>%fvmYIq9Eswq1qKQ}JCy!mul^b8;v8oWWAlx*)rZ6C_puW!yz1IGb9+OqDmaf%S`C!-J+o|WFF zVMVKY0RD|txx-FhU3P*)9#_ls+!@SjrMG8mi>6dCqoK&~#TFR0r3vNama(M~NfRtO z*v#k!-5-XYZm8jxXd3`2czqyr^bQXCM|aqmcU3bv_BiE?qVy!b-3kT zTH&m|@of5A0zrmAL%#=;@Ea<(XHRK-5ht);Bb;^`KbK{$!-+iSia|GV)X5bY155KilkA@>KeG# z!}%{d%0I3R|K7Oq-`0I>v2a-npKOiun-?A@(zE#_DyX2Hkn=IW!j#zpq*(=a9YH%I z#p32;SyNAHsUNVIL{u#nOCQKMf9%bHSD#kdbHOcXy2<02=tWObMlT~w`UqU%?-q`p zr#a&GxSIo~;8UTAFA!%V)%CLUozmb>JLn9Z#&B*HGlcS~-Za%(k@hxviM!6 zpl`wU%+G+LtokM;fj!G$P|Yajb)C>oZ@5(6BSz|vyE&_vUQB(WgNIh?jd-tkHQ#YJ zGuv?SP~ebLsjknA_$wW@UfY@_Z%x-Mb;TRBQO(^n<%7u&H-XISd1$5Ee9%#Fwt~6H z6C7!*Sc6)|hVnC0KaB4DdkwH=Vf^2{+k^{H-2UGi7-a-$FOnap| zyde~33t?JDmx@A`$7)@MXK&a%stkJ_iw)qy;fcsC_$DJ=%w0$PFeZ$`F2|{ej!k36#jUrCyF_hL{^s3gTXv&^= z4~$1Kt536}qU1T#os?Lvf8qc16_iT3D7y&(OXw--LKLbc$a*@@fM%XGY>{}KLX)bT z*GON%(fWEPk-vjj(uLfW-{5S#aAaa0%p7St)-sZCT$8$9oClLZ4%FvJSpr?iS`9OP%oCw))tjBPVpF z>5WO%fnD$NPM#6&5L|1gxmaK;X~La6@|XcU$7e{FrgT{gCpPecqW6 z6Uot;NFQU&HJCag1+0^nQd;?ZZ%q81u9l7|UG(6Noa)~V2BXIO)AeaGF2M(^jZ{s~ z#Lbr+vE|?Sy+X|g1gUBO@CC2b-PjjrSOS)7)y>bc&uaX*74M+SqxA1~(Vp?f?qD7L zFjceQ!F!q)?-C4al@1R-Mj`cK2)r|(y<0du=wP+epY{P2Tzi(tl<*N80%wKhupl znfQ~C&;0ySFSM)N^o>h*&&RwP|ImEht5_O50iE%r1mG(B)>O%*|^h(~k=xJAhrX#1jQ zoptL=OLc(HAimq$xF+jSTT#Ql-0izovJnZ_qw>44-uIwdx313;f5D_HTv(D{K&{|a zR*Rp>z$T@F^c6MGsy6WD%Rh|i4@n(fJ4&#AC(=u;vcI*{PFzqLa!Vxp021NR>~7rD zWFyd=pjAvN$|N$_GK#saoy+;R06pcqE%{4N_7CUbEY$JYm7~;3%Orv&UbBp&A7PwF z;g=kI`gT2B*2ra(CYf6g3da8N_%5OJX9tJ!eFmPU7&T!Z#4P__EGoTv?XzNZi)nPj z2cj4ifC6Vuy=FL`lhrIOfov`$3J2J!5%+s&Kqj z^R0zgBVz`G(Cz_e!U*Bx8=J;YgJHOm;8MWz{M+ntOBeOAu>wkuqz!M?TD=dn!g)4% zBl&|MP)77o_{oD4fb;e4V$)|my;ZH0nxh!+K9n>Jv3snoZ7`KcxF*F@KX~;%^JmDD zAeMSZ6c!8tva^u{EjMNA6LhmAZ!vs;<{O;>FF3KlWU?i6dmS$KV7uU4;)|nu{WP6E zw|pg{G|FCB7mw+1x<9tN&a2`%e+*A)ok=7!QQPTc!RfrL*kx}-S}rohQOeU3*YX6a zqOcx{2nCkdcZ4IjOmDLV6g6HHK&^9rrS%*|#;b>nd+N13Zd-9^OzyAlSoY$Lbe42j zjctAF`iY$HB{o{61y+8`Cqms`>?mJcWu}A%7ue09HeRj8MNP1vFR((EICBf2v&rrA z-dbdBdl}2C*Ux|mz@zq8S4AI~w+oiE32 zU2z5=tJbyz4cWF#gr?$61oMX$%C*>cnctoP7nc0b0O@-oX8;a1+#>)Me}5hHcV7dY zrSFBUT*R_0XSiUq3MiHYFd9d28g(uT#eo-(We(+~U~%@WOe}S1{tTE~`KLYW*y{WX zM=Z4{h3(xL;ENr80g#>=tdJXo$9@zY zWisIj=`O1=_e|I87Q6?N9atJ%6u%rZEU;+)X?`1ay>u29L^b@OTx^G$8WigbnaqZt zwtgol8K+vi=pmxUpI#1^L6s3zTps~Ja`NwlUU*y{^7y$>q!0~(Kj1^j{fl>?jF`(e zUC|?MK51c;Ye-892>H@e`gDlc%g`fC@3mQrlF`#v+1ZgOv^s8X(!{9+NcQm9eD-fV>9Z&WW9P`f<(;DpV(j8{ez-XA8)doIcuNq)L1w4TuN)-G@L z)#}k5uiU_k3^HpMP}U&>byQ#Na#-OBeih~NZNai7dhB(JH^@JDdWB z!}(4O5>r##eCG*piDK?q4vGjL9zAg_8CVlrJffydPT z?{qM1gBu5%Y{q3D?k(fyUc?>9-ClI-NDAenwArt?gQmni1 zEem(0?EX@+#s=q0PxrXV8??e?ii+~B_>rZ3ZqO!k<%-j*ubB?ygGM!;g<&gQ zH0EcEI-Ln!@*#n43%Pasm|PcAB zpp0!Oa~u3q|P@!qBFGAMP8Gkj;-k8L;;GX!T**0)qy zC=bA;g2)^xtQ*B+6CMwJ4l z$n#sCdDi7s^`0RjL<+0{34A?;g{4NjAN#+iQkU1Ba)mK5eGE``o_SoeCo(7@o`ieR9f+FE^J`kMUK!J2gb&)j2Xay&^)v zauy;<`(a<M{n z|Jx$=HyFqc%F6J-hEJ0y#>NByclb&qH`5LW@{U^(y*M>=~nSc9*}!E8B)7d(B^gX&A-_c@bx< z^l^5PPZ`d$>Aqru94go?OEYliH)(5qn)ouF_7*?-y$MrzXwt6~k3w-|z&s(E4I?RV z$DVKl%-Sp?aeyb`Qh2*SyBS05-(<(oVL)eHVpx5+MO61f?YwGZJ=L_ew#I7JyAZQT z9$`^m;N=B;dT*>%^D`)aApxef;0uu4JdPMwa7tt!>Dps%c2ld=ohDR9Pqt8Z%a z6uK?n>2Ku{Ro3D71V$p_j>Q((Eoul~WRnD2;d>=~m=Dq)pRw@6kp!A;t z)BoEVSc@y1-zHcW2AjjO*LW^DG2h(F9%PuH-Gu#AtTZ?ZW80|@;&K%Z%TjjbK!1ap zsd)F$69D^I*WhZzP~$XU7BjEPoy<04!UBKplAP(099Z)x+bv>@&NPlLLzOShew@ja zF({`%pwS2aonHK@wm}59O{RFv6vYJ{Z_p$p-$N@gYt-`7u`pGUe(Op|_;<{``g?|_ z=^PgId8Pb_1*0?GhMj=$N;{9RC2A2V`+&(DO&`@03M~4NjBgeV7AT(Xu|7oOKu?7{ zB%hrD7pd(6*hEi{Y+<{DkpAD1CH4w~F{G#BO8J)2n8iq2X7wZRQBZlleG&wI_poMtO2$gq=}(NSYU^Fb8N#M7;eef8F70@J9a5(&uM8wsVyO*w&E5JZuA zR1S7BWIsII@<^fa44`1s6t`KZano@b*=${W2_pawJ$`^BC64A0b!e)V1z0DiKLmXM z#-fUbc7e7&@Yz~nuf5^+>b3LWbsb}h`N^51r{tA7?hi-WW zm3`!cw5tc$I+{T2HicBvXEv0+m->YT7);+aeXXOa;{VrvT(aeS=O;NltUrFl51R}AkaZ{|7uily>uoHROkOPgdhcDNJ z`Obi}Hkg|)>;rVhx-SpXEEZ;&z!gtOq=DNYK%dU!KkO?pEj|3C&#q~AG0paB6x0nC z;n5X4NL`leXf-=;|I)g7Oe8u?f$#-86QGD&dcf^^zYj0JhD|YJxieY?2Z3EDfI?ef z)|hVBK^~z!dj<6KwD(Ky1p3cp!l^>l_}g?EP2uJs{0wx6qbKf7I#O5 zCA_V1;yrlrq!&M#IA7rE<|+fl?Q8_JP1{|E@nXrTNMH)UGz8c+o9mXZ_~&X3Y@&1 z<;I5oZ`Rr~wTP98fMbrJ`a#5rkI>}6gIhV80Kf}us{DI)?4R)x|7d^BKx_Pw*iyaC z>^(l@6w!jyBs|#+J9X$JuXo#)yt~`8Qfh&$B;o)M+F!FjYnW$jY~_LIn-q+3e^lG^ zZTgfOaP^Rnw@F_u($Oto33jmWWL!8+=>372v%5`%S)U^*rbA4MVWcduu+mmukgs>t zTdDm_fyd#jB zJ2F|}d_J(TEn$`~Ik{?9BKurHjv?LHqiqPmt*Y~0*^NHnH0Q&u!d`9T8A(0MBTE}Q zB1=1}9ZgcDw)Jgk28P3Eb9XE#WiIjPA>j)G=+JyB<-$qbTl+L zsokv<6uA9P zJ#ubId_7E+E4WemnSLdtqgs;Zc2dK7cf5986%CUD*NZ|pCHVQKRQqh6S5(r|4j5x{ z3T5rj)z_x$)RI7Zf&R?gCHp++!y@odeM31yv?k*E)?@p{hOT2gT^Q)m_@mrzh3VK! zP-#_6mo#I<{{iaCInVKmr%#uvD{P8x1x%b0?AsCOD9?k*4cx-C42OH$gVQ8(CF57p zK@-XORw&)Udxb$WMG>Fut{&I+xkGdHR=s$#ZoHZu=j5$$3cn1Ul1Lu*75a@I#);Po zUUY+MKAq>?M0G>+?cn0`Lz6RIcfrRC-~}u~$P*O3xw8)0?ruH6JJD7*Xl>k2CiYtu z052M1*Ai3J9Lz7t6RxWA;#dJ`Nj)zT>Y);j%@vBVY?-$ToVeO*{FHW1DB}LngW6NM z1>2&+$#Bzij8m8coQ$}HPIcdC3Ki=#77S*wt7z^qT&m2Sg88IWW{4*D2Bu zCIKsvCYeaZrW%Q77#pvOt`vkAUaPZqQqx=yQM4@6K6bnX&lsCOl$$dKG zEm8F9r1$(%?1#y(#F@dpcIlD4(e5vvf$k=(em9$(Jo0TgJrkDaHEtzhUP?`OD4 zznWTX!!D8GQu0?!`Z9JQtS6UpHc5ZQ;rIy3vcXTt=o&BIjYQj zrF{ikrKmcAy+Vu_G2k*q)oX*2%*f2pu~h96e6u)?lH|1gi_HEX2qM36um0#Aw{~+v zSlH2ULU<(g)|PjGdwBrY)!m?w8xnGPH`Xmoo75RKlR6L7{kK$yOMST3*x-#jIxQn2 zF{r7Pn&iQJr#k8ZYNegc*f$1Z@I>vbm~W+c`z4 zzS&w8QYrJ&*WiKyEa?Gr>7^Gt6DV^43)Oq&yC9aQL0cj#<%g5=72x9>$SJo6@!v5L zN8o3gxdNu&e2+)1t@8XNQ(510E~TU(mq5X>qLbgGDQd(yo!LXTUzSpNje zr$}~(ZTm|@lyNV#iJpHeKr`bGdT?Lfy5%5>VZBP~eO!bk{cdwZO~)wSfat1G#H{y| z`6ekk&(YaPQG=RCCfzr&0D7F4=;JBzfe=ylu68J*eSOlpp^gr_E(-$7tr#~(Qy{iV z0BwKdWL?jE{w>AUiMPhPUxcJc;bwi+5g^#pbs= zY0!@7>phLlqcahLmtwSJkK0;4OWjb(ovn6Ln2KA0e7SZ8kQqY!XRKitSJlgni_?8f zpx?`MKX`JEzxa8tFtkr7JJ=~-P61WiqVNIBNVZz1d=VWa8*Bg4TTUIBXLguONcd99 zS}C@8!$;#J`aung8;^vD#b{?sod$*;#-(=t`)L1-bor0>2i#gG_oN2zQNBOAt8=4G zUh(Ke?cCU&G5OuGoPOk1 z;UpGL5Z*g~Xfj5Hw*7N!tM=rr`q|=Ka}uyQfp#*icVd}eOm1fKbrLHwZ0vIcoyC% z|JQ-%cM$Tw+7wtVxoqfjK8EvlG%`iWs_W^FjWjNdj?3CHI)0{U2tS#5knq!5MtJRB zPwPjg$v1g)9*fpwKRG-NI-ndK1~sqq2&fbdk~$J)v9a_8D(s=HmE~$qeWEO#-@j!( zhp7dxC;Tl5{-Zd;$b8-s8zeU?TV8IDFbPnoTt0zkY2y`IYKy@_nTLiivX=;O<$p5G zrRj!c068`>bX%<}u#>dr5eZ+1BG#P19ZcvFGk$l<)i7 zQ0{xFifKozh!d^Au*}v>-D8=W(F`fm{-lD|+!W#;6Eof#^Jm;B0oQdl7D&h$Ks21) zux?^Evy#CAu}DyY8P=b2J3z<^l=Qi!B;ua%zl2^vTMr6aU&*$la$$i~1gM?96vZy| zZ2T9k_a9mGKih|!IhAbYS-cq+cf_dMaoh(QKj^_e5fp!aPPG(59||CiH6!GeN?-b| zNwbx%T{F>5bIZ7_eNMHv7ZmSx^Nnz{Gsr2~bw(N+kFT%$BmY14-ZCn#KT8)bBv^m~ z0>RxSxCSXKxVr{-2=49@+#$FV0tAA)yF(zjLxA9Jm3#g((=*+@y6^Pd>3QG#;eM!9 zYn^pUj_mW>`+1)IY@dMz^*NV&k9e4PUnKzVbpKOr`LACa?NGFlg&x!d39q=RR8{Fn zd;S0d`T>S%?=`)(ZiNVEOImC~wG9)X_dzP3I-2s}=Un-Uzmv^eH6ZwIR+$cnv)xWM zS7uh47+IBy?P`nG(DU&gDwYc#{#7USKqfVnKpEQtO|G`;osC3GQ|i`MpEOe`Q~!Dr z(2+%2v?3}*F;1TXZ^x9!?IA#N{Zp37)*+ExC}3Xki6RsC8LsdT6SF648wmJ7gU80z z!jd9G1SXir-*zj2^N)nE>%4DGGxP+}6NL=evm2Vyd^S%?+pS?5jZYv6IBi5gQ-*vb zo0dy-bS*NdS?*wdgBGgaovk+hc;YKr#tbH|^B#QE+6P+AWd4zwzTB#GQ5*3Qr?|Z{ z-Dyou#NF3%zH<6+JlXy#?*EZz!=LSg!+iC~xSDHQ*VuG1p*ayDv|i$+-tuStYMCR% zG62QCtEzrDk3dAT-EbeYy!D-du>xSiHCx|mC2k-53W*x3I1UE z+gM*oYkkr|jZrL}yBO2i>M3JIZuZa6?U?|6nR7hAhp_=l_m*~?(BNAlq$!;C3TN3y zh$qZrZLk-aIp3dbsS?}5)(`p{G*WU#8!{0Jw`Q<;jXXd|bT505vp@frcI*P3TRQ{3 zV$!n(dvg58*DJ!LLkq>aJqE`M=_w8HT zX7EdUC9jP$$qoN(ukW6SQI)1=rLn3ip^jEAYac+{xz`_`{V|1!`>}uQNSkO=k|zv^ z5cj|RGe`lbQ~qwOej&xT&Rxu;3gYg&g|x&i&p{1l0@ygUIyb5A;%O*d>kChBmalDK55Y+k``>45hOH~ztud&em z&woMHS2Q8#_HryX78Me#Q=LiV#15XScSKOv!u)kKS&91AiT6@a``d8D>%5nL%H{v_ z#6W3Pk+}FvBYT!47Qhby-i{HtkM@J9Zw>c2J+}S(b~_b!-w(dmJnI>em+j+OIv$!# zMH2PjFT5U{GWFv+{J-a}+V6Z_H(6(;@la&4SMSd(3Tat|==r(Mc_^ww7tfBf4{S$N zZ97k6!FNzDf7P0BmD$qTCeoH{lw5nSOZ#xmOUoR}wzJ(wJ1jmFeq_ngIe&6tlJdWm zw*0Y8c^KQNWKmhqi*;Q39f+NGhI*OcbKE<;(&_)m#&A-$1f^YkVK1KI3Fsy!-2_;U zqP|zN++~zYm)pGdBdY0Tb!CTHlh~BpKnJYl>(A2U7+;)xq(u>QXZVvqJLkZE_9TEE43H3MPyP>cFtdv~VkQ=7#VyBCI7q=i)PW)h zArS{~e|67y(f9kY24Z8Rf+qFN!DrscdDGAlcz-BX`1x^P^0(=e#3F zyeFH9Me%@0QbJa~pVsnC5xAfRhmD-Mddl=GIDhlED-s;1k~g8bPfwBy#5NO8a~zze zSQJEXPX}@}b%trM`WgE*PxRI7GtECul)niwQ$8IaPuhNk#901|D4A!-{*NX$;q8>p1$ggHz}8SSz9YHAW5!;ih5HnRRMR1UiC(_V_w+e3g&!C5?a*8bh^is}T z`?`Do8Or@qL7Q=H(_ty7IxU$+rTl(AyWg)tx`Uhy&b0-xmi9Ptf*7EeAuYZ0^m8_q zq|%TGVpBCIAzG_!!v1#YS=31zFP^1FEA$54pF=*TYM>ZfSxV&Z1@(VtyWVZ|70$vH zJ(;l3EXE}nuw=Bp0R^vUomkz6_+J$F)NsF$XRUSl5wEMIC3*Vm$< z_5qF8V8j2^7wivhx3MJXdpn=i$hK)lB$K-e*%T)DM?#B|Rh@YUgdicycnr@(8OH zcYBdvkbwZ6?HGy}lNiy0XwX|2#lHpuJ})fHFS%B%tc}%(W^2d1E4Fs?s!x2cr9d6o zG_;L46*~~X@;{I|z=-M07JRS!R4HWND&Xz>)0?zwV+VEPZHHFcySOF zg28d8`BgLBM|Rq*uH$20rkm0UtP>=3aMgaWboWS@_#KXz_}upQx}mD=E-K@9q&=(s z2LBk%0)Rge1chQ&uhU?jk0-~;h}|p#?*LXx{&-G<+i6wdM=bR)*U%lULT(?FE=gw& z!R|Pn^?g6k<>D7y{l`!L1_jp{<=?rjO$E>x?TrKGykLXTz&pSNU+INgTZ4+2TtI9y z=j1UX>HWjU%c_?;?2`U$mx?Tt^(vOzaGvhOJrAl_t%4knqO(vx;L$+>9Y@gFV!P(r ze_cBOpQBpz*+24IcgaZY{l_*7e^Bf@^20bOf|N*JTt|!NLx+w!TG%a)E3Q4eT`}4W zd?EW)eC$UT(%Yaj9oxHyEV&#MJ@=;6MwGq3VPx-51@!{=6>(bO{ zsInm6gd!xAnlVVz4LDwzLHtKOt=}N8v`2|a^WUJl{>BBay$Yf?Bouf`Pr*lun9$o_ zi7_=fN;jphQyPMV|MCent%s?ll!&BJ9%aOKelsrW}1$D z2nRAcoePxQJqfZj@D4W zpP;m|-0x~f-S(4&Uag}1r$`=ZF7lC8^-qU2X87Kn49T;mqdSt$m=Bt9`E7TuTdOfG z^6UU=P8uiZzh-bb-)=p>Mc8V2VppV1o+3tBElLM#{dbe|KPB#E#i_i;R_2BYc}!yp zAh>prxkr+AxX5&AXBz4V8y4xd^OS$i_r52t8Jf;H+H>aO=GDcv#Pz9d z0nk^9Q)n{*Nbxv^hxgIcAe-f;A@?^368{^tuD*?;nC?7Nin+5FAQ)k-fmpl(x&2Z2 zC@~22CkL)=zo(jPpkgLV5=Htiueh6%9LVks`07Mr>Gj$-(%l#%L*72sv8Tw2=$J904{E_rjGyUFB|I`U2_=4LFLFrS6fuc^1@pHxj z5S84J%UkgC4Lz<(?T0jn+`@$nmSjmvfY*>?-<{Ky4B#!EU>2MEq+F}m?uzkH&uN{C zSiA%L$!hjY+yr+iht*3Z5qMkVR5_3r`n4wMH$l0>77u)$ufWk6#~s^2{`EkPMlEWi z9BWsiX{pQ$*@}b_NyXmv4|#RZ{Q`ov^R2{pCfrkfaiNm7uhNg%i9}!>U9(u@X{o2! zjMI0$@z*dFRy(Hpef|Wh6;{2KI|kXFwhg&vw1~mlY4Q`!@A@{pfs>jIoYVwAm)xZX z_a`V&llyAMAPiy841A1~*#Gt$WOJ~7d5`;iEyHCeaMk+pvKkN7*IH_K&@0E>;G1AA zzDW)nl>)w^D1%Jznd4-b?c}oy&;q#B$S7`p3sioAf8fVx40sq4B8O<6EFXO!&YSYe zT$QgF%?82~sF6Ux&zU^3Ykt=I!b$FgdA^5wZGn zlzxN4+pRQlwiI6)+^JkXnuxmFu=<$|$cat2YXZhy3%Y)!=foxTcuGDMUxh5CpC!xk z&_4g~Ztt#hNW|83<(Se}??uFs&Xrp(gT9hhc7Gy5R3)^wZq zlxUQE>qIQW_U?alXZi;S&@#)JvafEBX1Fj26|)ssm9DD=bX}Ul)Z%WfgZGbfyp{J}Iz&nBV#(;8 z$o&FYT$POCCL)~ikPCuW08my&YMZ~U)hOU?mVegl4zpRG30uNt>Q16nOub{GZOY<= zKpU#ceHhzr?=Y2S@vQD$@C&OT4f0(qmD z7UGG@M7~X$QpLktp*q=Oh0L=!XL`iTjJLB(!{HC&XeugG`@X{{(g;ObnLy_qu4(K{+!yy!2wa`I;(RcB>%MA7v4`{=y0ff>sol zG@~PtNQbur9Wuqxs7lPlMIxkNN7GklB$ zu2d?iv5-|NNj}oH54}qTW4-wk(k7=GSJYJ%j>o$-NP1yJPvzZJm%X_caE;HK{_U5* zRcEWBZycd?qNK$qbHQ2m@C^Q$`iuVrh_4u7+Ts{M*c2H0XF%j1q4v*uVJgCFVzj-= zOXN}cQksug@A5V;Tyrs4I75nb=X; zf%Ywzc9~`MZ@LwdBRP53sz0rF9Wv)XmfsPoKKf-%a_5o{NNtm@`2Vyio#t8=v__ks zY)~g{3+({3IT5%2J9M`w??shv{~8T}t@%j*H?Q7AzKig?ITEUK>;6x~c=roTZW&6Z zEMKp=DmUWbo->j(7O>kl`L{yvFD5Iz8ZREMfWY-3aoHv4_#Cn>!$D*>Pv)I_6L+A0 z{U4Sf@S0cxO43x08QN;`!4;%3+qO`epNUV63Hmy`hxj~nPtDJajnz2kHz9UD=9G;n zPi7a3p!-uInp`0UE1U}>Wor%GdV#AxApDnhx96Tsy8x}uMlO8mA zHitR+31^G%swHFbzc+jgUtxpZO+YaJz`M0)f#$zqj*=x^(P)kqysj0Y!b*_mZfBT} z?ACJAsemm1l1}+Z?{vU#kQu+PB1Gp(kVUR;#@6IpO@t(h3-RzZZF9xkKi%NuUosu_ zQ#l{Vtxuj#EeC)w@TQ& z+$Os0-YZF8*}jz=6HBN=eD6_6GHQ$JDf!83tl6B=*rIt>5^{?CQ0~*~K)%DoC%b zN|%MuSVb~(d@Cnzx6IBiQN|w${^}eocbUU(+!URF!AtpMow6Xtub+hAksCsVE?#tY zO_nSdEpC=pwoS=}GQ9gD4t-_A^jsk(*KJss^dzUS%1WE3ra1A3VcSJ79Oizxj`1lL z9HywjRXP0EbiN6mq*S?AN(0rjm_c~wd!#y)ijPUZ=NlxT_Ug|XHgjvNw$CN+ox z=$(o(Qn({;n95>8wk;>nm|~C`qYJl*I`}iOzAk;e{^3rBjMcO+*zQ^S;$oA|ktz!_ zc!GiLRRrOfD5alx^xLS^cTDhAN+AP&b=oU3<3H6i)s)IvG6IJL$F=xa)A)r(Uh&ri zq0v4JGMfyGA7w?^`l+Q3j>j_uhrS>9^mVOjfedS?M&e|rQ5Y%o-}!!O}@T;Q>y=h?4k%4jzOaTdvLwu1&+NBZiH>)?U!9Uu%208zMh z<79N<0DukEzegngcele)_IaT-MsN<)HQ#IbOiLlst<~@6;4iQU5LOK5+jM2A*Tk$UKsKbp2j?C40-J#CzjT$fYnL!32eF-mJM(k!yK5VZnuxtlMl zrkHkJ)$Dr6y^(0djx);&Ko^ZWB|j1Dtn`Wr%eN|9qW+$Iz{&1n1}Uw%$$OdncY#Lr zQ|9Aeb~$?&W?|U)<|YAje_=z;cy1B#;YqW+Dsc16wBb#dD~JH#bte6U(HkK*As~0|xa^s~-wmi~7=d zwmC{zzK1i1%IRHAypv+;sq43e@1cnWnBa}LPI+N z_L++zCv8bexh`jFezBiZf*(dTh){bXqKyJkvKAiTn5CRg{e>)?g6?ZofDigW-`ZSa z9^m=ev_uY#mmq||gXYr04HrpdNYX6H%LAo?HdnawO^vM-F=N1_nsgxn>qU!lgRk zhC3qIp!n#s_XME1f_S3n*yOr@qt&=FC`B)L)rqBfVF80pV*_CJMJ=N5(%AN$(f#C| zU;U)wHkzth^3qQYwDu-=T0k+P=R#Tua&v!(DftAGd9z9Jeo-Jd?^I8JKjPXRQ;(Rx z_a-sK580qYvRn|uKWjcU>1(AW2+_O4^#G$ufwmUl~@(a$_wbR{Y-Y~@K?NZi@9l3 zb}*ufay)rUMG#DrA+-3zf>u9~U2!pGC@X*_wVz{PY; zna64)ZGOt{XVwp!krkOmhq%C4PVFQO_g+IRV)-fsK_L6T#Qn{8JS`*B}>SArb}rgA9Qh>1G87ku=jeMz`@Vw zydPy)PeU4Kn{5)4ohq32j8rB|lovzlDK7r@K`nJE5I!-QSqQq_uf9q|AIBQ>GyrTiw%=BWNcLTk-q)b}$-f?(0ZtK?zI(qmZMMmeh4uD}2 z`uKgMc7mM$ywBZG_kO+9fczGpX`jdLw_}A%ck!+sWXD*??y?Z2${I;hRz3=`1clSD z{E4Cz8GVysaJN=R*JaUu9!SA>f)l*g<*Bk(l|^BzC_`+Mo64YfwXHeG-R8%#<8gMj zd>IstM1irqJDDc}OovdCdQ&`79%zV7c!G+2F*;~F=Y_i;0SYIhL-5N>N5GPklixO? zeO%{%ux$9F{J>O11xg2wfm(@e)GzEvw>Wz_RA*?bApmOPhih@K>)5DzS^8MobOVt8 z*h+{=mTO!j7K>a%(XZ&2%w7iO-h|s<&a~VW$6EHq4<$-?v1bL}eXqv2QSM0$QrsNVBFn4N1T!>&f_NHgF1myd9J1_4{=(H2g*GCB@lN1 z82tPL;dG(&NDIp&_x%DjcMICbG68e8=J2^IY?y^ZulleQaEA9=`eQs`mKg>Z3C&^pRiI-bzR*YjV2A}sKvzOIkH8pj!m8nZ3 z@Ill+%Yd5dC=cDe#}B!73PVw7`O^hoaxCSI^0U`7W96Sc68;baGLHMP#4$cn?D8g% z2!o$5Y-TFPIvAT&k8^gmg$`7@jTbl><7Qz;QX0+vGaT8v*OZ-V?f+k zgDS=i5j%vWxYQ{j##j-o-iF!hN-h*SqFR6wl1Q7bbxt-j86z|-O{FOvlg;=L>e@s$ zk0E`pJLG>E@RGJ>NRH)-Ju{9m+X;wl@Yg!t#0bW%bzcC`RwQIU6Lf{bNGg6#ll!Gi zs_3Hh6gAr)tn=eg^x(Z}-AHhn&_^iO_dCY!gr9Vcja{V6yTVUH%479uJeVk|0*2Je z@IHEY&K1bv4OmAr+&nFS5z2wmj1|{lZ^xNIVY^!S&E@Uv1( z@T&0|Y)u>2IBs;?En$2VL$nvAHHA^K#$S{v#%AB*BX3yLRIruDa_nscNxm;A(ke`N zDkLli4-1yhEN_XzbP+wRoXby|kf>yJ?>i?;xsk30P9IX&rD`jt@;YY^b`mpc;dPnv z60*J`b1l+v9UPL$abQ#RX3tr|4_lKi(K-=PALREBn5z}f(c)vodkk@b=u8`Ky0=NW zXQAfm#K<`^B`5^f=G`2Ndg)`Wg_70^2uETdP{NT`QgJ8rf#~o8+<2<%Ejdk5#Z{?% z9%HTPiu=rI{S!G3CN~u(9anMMzS>Ua?AwaLNWM|}=&6;y8#fjm2h69sK6GYEph}l} zM;W?e4HTT>((Xuzf@j{!)y7LwL85k>Fl@Uce28VAD;P&Uk+4&W46qHhYb8i7Zc>kO zU)H3f=2|<(N-e-yWY7(({!sCvAZXatuFxq$Sww~wT(t2xFNY!oVGeQ)Dy4VYMrNo2 z&4@N`OC>*02`8qR34~3;&o%lL+*UdlpYfBYDP622_h}(Eu2nTO8^C{2_N~SHNXlaF z1X-*4ocY5Nc=#CtdFOvwWc!bP#{B3lS6HLDT|E+9^;x5Y*df^ZQnr$%?>$Uw;-y^t ziq+2UGGTJugJpY1;pOrBRw)SyG>}sc!TEef<>y|Gm;96WyOa+5&q?bC^DQG=0`JaF z<>p2eOLM=jU#pkz^ z1n<_Low&TpYz!_CTY+v8i2%v?ehAU`GSks{2`QS=hV*dkf!J8e1l2B|23q{BGM$E# zdVAjJ1QpBZV+m10{EZxIe%>6(E^KMsY~~4RqP><%I7u2ds^H+IZ)U$tE2E=@rAFCq z$~(U@FS1is9lqo(Af-U5r6ftFk}dO0UL$TNy%_o~wmEuI@akUk%P*3knDUiJ) zh>3fy`wg0o(SKohNA2dJG43lc`Hc6yU8geEy$M)Pk^VX`l;-NPA?hDT=a}-FiQD>j ze8I|hnv`Wv%+n_@HZL=dNvELah#Q{IHthug0@)oTcZG_4vs_whY||9)RWc1mS51tFuyMzlYwHK^i00NFp0tS|IsW8Q8twKZSCV7<@-QJ%_2 z$WqdElhOJiSiTf8x@7X~7T22Q8#=TGkt>x+;SHlA@Xz)+$rTOl;V58$w@W1vFx{kE zvyP3_Xo(5L(`axS^hU|)mmjab58O>pVX;M@XG#|&6q(Ag`bi6ha=%byl}M!7V0)Z^ z_9Vq-!dmx?P+tm7vz+9UGJ6xe^xWcHgSYDXFqeoJhY^k{$x9h{r{>wjHcmT)D7xB- zLg+SER8NX8C0ARNkOitGa*~`$w4@rsTj?^y@_L;6Qhwu>uuZ`YiYDPuk(x#-a7P^X zbDU31nW|d-^^VA}%UC-6(U55NH6=PlbRHH7Vbu%40+H|ca63!hv#^m=7u}T6o+fj% zGCPM115o2|JjbB< zEAWt0V1>A^Q9P=)dp)4Njmxupr_kwYp;$$Bt?fAY!2w01)Aym9TZHc#$%B1QBp(L~ zQ^)M((EutXJ?P)7fj`r3|C6_&j%$j}T)PYunxO7~!we&pAX=dIKl>(|{L0AN@q>RW z85YYGq|)mJHq6d`m*1P&@F&@8ULYc|+zh6o)#UBZ(Wmb1?3fB``ked<+TEf+=a=Po zhs>lBO+LRtvq`zTGR#ljJZuNfG@g44q!aCa0Peyy?MH49Jv1X+dKXVbjQ=URaiL5e|PF>xLF>_22?P7aC$!W4D^q>Leu@K~Z za>6=R1HZXLBt{a90l9N(CTV+2_6gy)=#pYCjXGj%-?mA|DXrr9`RiPvz3lUP-}>6+ zF@6RnEwst?2~xHdz-{?g71SS9)IauW0^|2?J&UP7BE%<3mbQS`B)Z*69zT^mC?QNn z_*fNMzAH#{c65R4h6p5F3nE^A=|sG1)I3N3#y)C9V6`cY#gMz2)9WrOFP8VjQCs(t z`y0zL&CxE6xXA&y{Zm^!y5&&>3TJj1^9H`t0AZw%>1;Ttd5W9Y)d!O@bT_w?r7#mD3$@v zvZHH3BeCq#P)PuP3u6$_nYpe>L`=@(OOn+=cP{><`!nOXzwV1O&{pCuHHIVG3_>r; z+)`nQ&#1Y+0<9{KRMU0P*RX*I>wBZ$a12 z?!^}hLM_TLwi(_jI?{kVF#og=0sk2DleEh$-%dASQWA9b`l<8nm8`55Q|0{HJXIJr zo|;GigV$g7V2yD}zj`!3rizg19>zP0s(MXB4KHp_6wfNzRMGPF(v`m)BaVx>YY_i4 zyKjjknEa&>tLB_9Lvvft$gSB&sh9jz=&~jYWw&KiQAR|0CZiizV1%N2SmEg*>d2ZI zAqHW1$6C1V)0G*8<>X&ilwow^z2xh3WX{K$$La*E7>NN69KmYaScYVXJA5mG3}Yyo zw+Vbqie7T5tC3G>_hLi8q#tLT71?4FM%28oiqlBMJf$|S+>SEIV|rkvsb{O`g#yT8 zXsJTUl18QY`k5~JT|ja#1P2k}>P6Q(;DvMq9McBJ6~f18X;@*s0N%WTWGLHo%sL|u zbOzRm=+WSICV6=c*;MX(GgdnsQ$!m7IF}F%8HQGn#lPH99<`G`aO@Dq1ECFPFI)?ENrg9=NgYk-dw`K6PqlAMs z?1%>TVmdDwUTVM0!z1+sIJfYVJ@|oLX|kunnM5;#)mDZf3PkULBeG#$E_1#{ac&8e zPK^P!yJ`I7QL0+r-sk?oi!#x1OuN$nKh@k_^;T+`p`68NJ|T1UdsjFvnC#Icgr35z zS5b+)2v2<{2yf|+L~AZ&bO&}7Z^LOmRtA3>I}*T_?RVMP;YkaE5FFYhor%_RUD<}Z z-TPoduU(T98-k1gY6#}|fMin*V8 zU`8OG3%8I6AvI>Jv+h3tJndTfx#FB=!T%w^|MOzG^5Y!03A=K&X%eLtLB@ZUl91Q7ZdkVg&CD-|8)gMboIcgZ`o22b56 z6G;(xEx0IVFGELFU82%WW&JFZ*zZg;FJic-3{6d2ud6O*$cY$0$9l|392t}{r*Hh{ zqC(U@!bK@r)v4p77bHd*zfO#z!%OZ}EFnmY&?zuveJA(*rCMsNYTvy05Di@5e6w~9 zoq#hbLhG@9K$u)~5Mxv(27#nPSRzw7HroJCj@39ji%jf!TT{14_m?}ZRH|v4xXhvN zuY%~|12RkZR0|WsB2?$DSJ*v^v%EBLUP`yZ7;!@f7`R7O*`z6SJ$ zQo#Lz`j0JI|FO80mY>i|yl%DO4a&});ffiq$DiYsPv$}q-ve5|>3jGp>c z_fn5QGTLaGI}L>8rCM@nya`H_JPMv&%g<0zszsG(y$}&V@sdg89x7z=Iw3+K6r1Ut zP%FO#!CyXeD2w)3=?Dj4?~sZ}Qw-=CWlLZ0bFoE9E5XaxBt>8K8u zIL^R>_^3HZ#ncTan(kX3t9sHC&!k0CsfmSw*D5|~ng zNjLdk32g1Q1&R@};&wlhr!h-#@6U+XiQS4Y?hCRoYPvXl>$sGXQG74FlvVZW7416T zR!U)fFlD?May)KLfppRiyOd*&w=X><7Ax~co#95xhN}Ccgo1w93lRtT)_6Tw2@l$( zBEaY0v~)~?6gCm^M$VIz=X}HQ_-+>dlqeq-7VNm?cXASSdyA zA%>ms5;NK)ugoYwD)BT?N#vemmLxe0wIGidGT=N;YnLGZk&>#`(21r~U)$V_vY&wa_<_7trk>`-@JXz+h~2z>k3H%|t6dIrPh znaR=&Y^t3M$TzgXy4QU+{^%~13fjzXs8dHgk&QL?L=|hGVFCO~-2r4fBq6F5L(3xP zouM7R%%03|=JsvT+Wk)#p+PObL2$sxi3OEIL4`39>W=9>h7@!KkM7fckZavPf?H|W zL7R)MnjhWr?O%d7tPoB|E1horU)5<q^LiE}_s9s!!E1e=t>lA+a ziU;bPs@pN%T6GL@g<%xZyO}5{OXsiNN}b(jR_`tAe{cARzmJilZri! ze~|a6Mlya+xhW*WPoNa6AAaA}MQ=^{%d zp(6`D9~_s>%=Fa^5bS5si6l+JKd6Na6j0&wPQD*pD;pQE_9Tj%|I$n4)H5T#&2n_4 zvh-nF{{xdum?oBVkm{)$=QeT(;w2A;6QD)5MF|sVf`}p4Kkrw6Ys_swycj# zlr=WDPnKmiRoj7iGXDfGVM=01=}%AMm?^P^6US@l+*PElgh@FB$G1_<8UDITn!Tl) zHeNd3gbdwTeHcMN;?9_TBQ{2*-*I=WPr8ZLb~`gviX(xucgzRx?ns_?${#&AAd}G; z1q9m3oKV`*14*Xy5~<(o==ohpg52RKxpYLRqTx18qaCD6; z1LJ(#WiT^tgu}K{eyyrOFc&G(&sOL)wufO&cp;6)^(K!IW9V4Ds(a`tPAAp+;}Yp9 zv*uFkvQb1=6>iVD`Onz41$R=|Z(<3&#r?{;Dh>7g)bSQGpBp2-m^@yV6O0h`YyO>O3xmMq96!G;nzTp<@NslmBu<#S49L3&m`YU9isO z5L8{*qnS1PA_J+lnkDal~(sb8wuZj#Wp{H`|1sk4bn=okFh=qo}Rm zbKAB|;(zgjWmJ<$hI*uk&Lm|_WXO|E;W~Hu1fo@vbSS?3TBcGFMK-1<7lVEld!{dL zi$o0!Kb1fdM64ImYaH6aUeEFZS5k$d1}H$>6o>21(5MpFe3meWR55Cv4JvPYTTRM`B#-(~5~0ZKj{xyejP_*M<*7WOh!N z$)z$GheML4!a~%0m{t3LLh-zI;eK+EtAjm@XujG{4wqpH2zzR+YGF+;wh4{>{MUu9 znm-NGdZx_y!r(L6&5$@+J&4fdp?ShW~7> zHNshQ3abHf;)STHd{3{ZjHQJ%WAUT?2Jy3qsE0&i(}?Dnnw=ee%b(Oq+|80t*UQ=1 zjvEMA7dV%4K!5~Sx2uoJ%6?_oqPbte-G4I$wpNd`s}%^qe;La$T#B@EZ-|Q-I3Id3 zX3b0r?>k}1QQJPec~K}0NZ?k}D0ks1-8zVnIQjkQc7<$7?=Y)iB|IsgmoJd8;C^Vj zZ>qNT&X?wHA3^WS8dcU>J^^eI+doT7{XhOap6ctNZ8k;vqt3;LPOAt`JH_3o>!*wk ziu>>XXefT`aoO)Bf_bFlkVGu^H9Z|l88-uDDTsF+kXIQCzwB(NKv+DdD&P*pVwYVp zz(`3@q-?VxXx)8rQ>u|DI|{)P*1F>6h>b7!*ugV6D93Q!CcbL_u5D6URcOf-RS~BT&vHLUzzxgwUpa)Jv>CJPZ_=*Ik@pma^~M z40tIa+P}lu2Znf^k1ef?7Yyxn1@0mh$FL3Z4I}c6gS^mib`5?2reDQyzAHz+LH1H? z_XN{tr{Mx-_LaK&hdOm(YuwK}_AWCY4CGw$z~Z0XTT)VU0;{Xv90$8xn!d~}@%lcp z>!Z9es)%Lq&Q)-3s!jRcR5A$9H0K#i6F}8`J{k7rTdSHjo?8t5g7+t`Ed8%$+^V`gEs`##cnm5=%K^|nM zNxQB8N@sp%UXbEWS3Kl?$kcQ_%kYeEP(V`~xCq5@JrT*_bM=z`YC!^irI3-9amF5k z*U9RYb$3hZJF+aNghFjsPmBO!`_EpTE*a0zYuql(q~r7W%5?ZBbE(HNej>^wDL+H& z-O}BZ_G1@IBViNuc4JwAYAD?{yr-%*IdTYwU5b|u^6Zj?xAPH$PlJeG$_t8vmhbG$ zRNQq5j8|gVY<%;IKjI=AT&X^@VlOZElR85iSmy$r28}9k$Z2yp zzy-FF(oD}6r#RtyS(upY5eucfW#jS2kOF7U41a&XoIQ|5`@-PNq$@cEJ#jdw zy1HE}jDx5RlgTgrFv4HI)UAF9cV_lv>KJdnqU!;Hxpo(jRia~z|~J-O*V9WHq76RHy~8}Eis z*U#}F-8UZ;w}D29K-HQEI*0s zV%kxsp8?+VM=B?EqIT^Qh25K-GoywGKSXbdZAz@tgi4gj1<0SUAW!a45|7H}JQR_B6HByU-OGlZ63ZAgnhC-n z`BA$_h)%fXY~p&lg7L%LlGZD$Z{pq<)}ueh-AyR=U)XTlmLE8EhLXeX#<=2A_r2MD z-eN@T`I_FB{}3GY(^M}?!rnQDfMJ|G^-z=QK~2?i$!dry__|VF#7rx8Y@4_uy*W)K z2S4;P9*(b9rqqHgYRlPi?bF#x)9|S#=MjhXQTWgoUxrzY*15t*@gydL0iBk1p#imw zt+a&2fQ{L&`h*zVCa|d*4D>hC$HHLi*n59BN0|Y4O;%T%avCvgQ<#+n-X)@0Zj~Ld zvOd)fOQXk&$m8YnDsTO|@0A}A7mHE~D52W1$yByWq@>|mM9-~=Q);=3xZFEZX?*t9 zlTm2Oc0$usv1914IZc%@R4b!+m&)C@*z74^EEi>|;&iEVN^BeFG2MH0Ot5T1l)DTj63X_S*FydwB7x67{8MpD-jTI4Wx8|eBXef{Xop5AQMB!*-j#j{3IIFwbop5H( zsZ#a{Bs>mXX0PSUeHIu>?;QO~1ooLmt;Hvxir|*IxOH+=VOnfRcEo3?n|5nKdGLzi zz8HH%hpY+yjLdzmZRUHNwC8mQ8&nC1yQ1Zh}!?(>+hcffn^PC%J0mzQV5EhM1jhK zSTY&ZPZOf1-#-nb9Hx2tJnd}!29c|gBcdzq1P4#B(ybc}j%jUOm_@_W8tuQ9JM z@T#)OdAs7gc5oBu7WL^4x3{i&(M?4m*_wMDdVYmhOl>!4;V3785C5sB{GL)zwGh0Q zVMdsD5afwakV%+9G`3IWg5sPBCt*UNmPEC0uj9p)uc$AJRVTmyzuNoGs3zMr-B2We zbU_1zn$SVI^e&Lli!`ZHqzOuqE=4+o7CKUe(5q5K1OyU_(h-y@9qGN}$@iVv=giq_ z)|#1b&+Iin&M)#3k~}1Dp7*}*t33g%D`3<-kt$wAkpoMixq<&if>zJERsz z$0Jm^vS;wyif^4TKHhCa@{j1y`dnLA5=X>EjQ_)ADtIRz6mOED6tbFZ6V4*(_4Pru z`VMoKCUXkzP%lGSf!#rv@~F_-F4^3C>OgQH?ByShUH)SW5r!js!j`@>Eo7 zcSIMk}3 zkJrcV#<#rUU3A*CTIIH59gG!^*c=GN&o)v&R3P7pfLHTg)g*NSMZa$(-)@tY5FQlN z8>zG#t}0xy&lX?KPTDZFp-G}VXduD?^;Q{3(6F$e1^f-*&qBe$+^de`TZ&$ss&)w| z(|CbG8a{#Hd(Hd=Z$B`#mdO{JAy9xOp6<7>-mgl0*=_NvD9vYG;uS$%dNJ;f8B1Dh z2Mab0rZKY+i`P|2x(y^Ko|NiZobtQxI9oC(vnN`=^(a}jx87G}N4YvOkjPP*xwaUq zKBP&j|H@~F+px#p?-B`oPVjM;d=*X|Ea-vk+!MA4FGFlhV#$nI zhb^_m%u#R%evR~qTSc%VTLwk8I9e6dqt*&ZY0>PW1$bmdENAS;3PON+1xv3|xw zh)~bz2#J&SbBpnHzQq(GNU~tTC8nvljQDDQfeaikNgN&Uo+yrCIUz7m7eSZSk8rJW zyUTLOB=N=7EqN}hJXV-lag>a3(8=n~b?u!Um(r(m?}!SyD1m96=a{pxz*9Y{WN4bw zYVmE%x)CBK3b?Sq1=!+fgAqCwxpDEzmuYx2JvAZ|oB`Wj>M{_sa%<#TrV$|mZBHvG z%0(+1Pk{qacMO8AxFa@PTX=Ohel>mY`s8y0M<2rfLbr9;P^mb2p+0))U>Rdx(&S|8 z0t%MGG-J>~Em`kW04p>aKAq+J{WkRYCR08#aiacY+`YBNAWRC-4C#APYReB+7At%X zegp?eg~(c1N~|4J_|8yo$+rr&&PCeN`}g>EWkf9l@$WJSYayVz=duo@>_p7$9M*T0)ph#h$8X%@k-O%g2q6b{BiikVcwO`B*jP{ zSd)6?!0Z|GQT1k*$xUZd-%OyZ8{!I`vqLsZiq)+oVn>932@b;jCq0e;wn0bB@cJzR z8_7;{D|PwaNtuTuGxFZxBp~>On_1QP*Ts2?0hFTliD+o3SAWpbqSnYY&gRjDk#$s3 z{zDyXm@I)A3ert)#zm;-l$6X~ag z6XdB?=3&sQ%Vj-SVA}%b55VQu=h}nbJ3AMwJZG4Q_EI=P~i$?e5SP!rsa1 z33ul2wo(?ZxFLlkV{F-#DXG?>5?De`uBnq&6W>raI-shEEbm*IP=u(j4!~UqIDl>3 z7XZFEcjyz`xwk9pq9%n9He6_B!}Vu2yl)IfmS`{6WXj;YxD-STjg5N3;j*Q!DE$Z$5Yy-IjT0el0W1aqY(3}Hif%t;CP6^TSvuW4}!5V(ZLt67Fd zHt%N1E+5K2_m$PprlBpxWU{JQ134H}sqZEh#6dJ7hZx$vO4=cmLCuNbz*}vk>T1h9 z#!y`b^ywUaD1-~`m}~Z45o{H3HYiRbXq+~AYX9Z?Abb#Ku`EvYnPrE~;ApeB^!UyZ z_zj3%5J^Ot5rUV!E0XA&L}YPqnPIT#RlmIAdl*C4SCN{V=skEG=e_( z4G&1>$P=!{o7vP=2sG*#f-jESI*gIRNWX76^^pTK$up?Bx1_QaD&J}DJ7}auu4ZX* z-BR*)wNJ1Lc$&d#mnEmGk!wrr?o2Erc+|-=t^N)PA6U-#{>$`wB|E+NeSjt^mw>z2Z}G zMq?46Gs3z3kyY?#g#y+)_$I>H>76te7696=xw?(5Cq!%hvgzL~bJZJ#!{2~r=fQ6- zMXKpQ33(NXnup^mp64CnSdA=}I7Cu7m?#vF^4EtEuITmGKo<3p+G7n5;M%G8E%7B5 z$UGimRoL16ZOuPrI1>rpSld9a5I%FS%JkolgnB8F*5rW>&AZ(L$_BZ=6N~`hIGh>s z+8S;;Jr3LKm}Dt3m|U-ZV{G*M+R%IMT&?P_V&K!6b#>?E5>f^?*1*R|gM&g@3mowF z_K>ayQg{_cc~bhzw5icSmp6uTxc~c_?Cb`gL9f<9yTYYi1l7U|pw`k{;T=3D8_uWJ zKFpqFk^>WH{bju4A~tJEb`slct6aBDb=cM;FV+s7t|wHsxPFgvglm0c2)ym9M8o1f zD6j))JEXH%DSg8k6}xB;_7g^{cirt=dY8hu1D5NgmxlH8?-veC1$r-Pc#1-snG2v+ z1VHg2r`Rvk{IuK>AZfQrQKNM!!S|{VmoUT~M4e2zFW++WOq4IeKAvlv#1_LraOadP z2&MW`0*zI)zhq@xd(ADnE;<#X1bt&2Fa1TFw~Y(`p;=0V<^bsY^aZ!Io+T{9uetJ{kem^JN-PMbLKa2u0zr-zQ zlxx;!;s_*X8Z8;mnTTbU9!U_{k@54ap6r^s=?MkO`R8E)ALiX?mIa7arP($ofc zc|3GBX)MVfQSHj=(nJ;bi%Lpx_lzX(bJdya!KUu;v)$*Zcb&ry3FYOnJg$wHrBCdz z=M7(PD+5=ubOvR-1$41Q64ah-ib&q=9}j!+$2f8XF>G&g14Hrlsv{CfNQj@kxoSMP zIT0VK!d5YdF8ap%JJGh!pTB+QfP)j0@6xjK!U-GC>9}a_{P^_<`+I|@wqw7d>yz0o#L1yCE&Ru3#W z@bB1-j*e_W&fn_cxC54hB$xCT#iBWyVWHnUjJF3=gULT>Q{!ya8^{RE<_OLFx<&dO z;oBQH)uUmc9{6)+4P^c3~(` zO4V!uHYqw+{M+SgerrR_!Kkxo_$+n5Ze*#b3^h(yfMgqTwt0`(ByUy})3aPrwGxA&FCtvw$r@^HmI9ny6780Yl znjd`QwK;-lo^J!5KIchaVu<6jCbfL>8_;5c8@LZ=P?dKaaI(40jobaQ4@1LO;hWZF zmGEUg`_9;2DG0tw1Put2-UhF2DA}lMsu0;a8i5Sw5qW{BFGy>xy%Ppc)-yvCEda-`5npMV({(py$GTT5f86ir4B;}Wy(KR(VO-$ z5<%^657RMLf7Tt-gG29@4+eYwlDzZiU2L=k|I8YQL1OoOY{l95{#}`!j`&ApN3hnn zVzdgN%Z%;gG6Y|#)I)qSw!m(@HC~=I`uWX*x#@?hC5>094wEav_F?Qe`N6TdfWPSs!KNMY zy+o&`;H##1xf2+iA+`0RXyVV57vmbE>|1<4DknhGz?k~DtS@wU++3Z~V^DgcnXe&k91YK7p^`rSuMY5(%P;PX`QI=m!unL#e@f@G_g| zobm_OkZ*NFxAvqAwpGl#!$dP*SHi0nDiOuU)CsvL{rJ?!Dm}dJmt!h+wclw-mIyV) zMOB6E2#X;f_L7Do`N;pUXB>%Wtho1C?tt${&@>i|ads-g;x7Mg|M+jge77_;l8Vi! zFXv2pe0SgQXWre5rC7Oq+D5L2ov6LUh+ltS{kVpo4C!mO=b+B1#8Zdbd1nL=?TVALf!Jk(eN!NocCMpZSJGHJAOBhq}pQJCNiuli@LL)UC9v#dVC3bpgJqP zng#U%h5ZT@Pi|9o<`Db<4N2yZP5Bml!$9-}QHNCXg~_@htg|b?(W|`zb6usy53LaDma`TL%SP1`m>#9HS1@pFq2CUTe!c>K1IYnXlGp z=eG^RJ06@f+^N2$nPtS0S}dsiQ4JS(2-K5gccMupc`Xw^YA==ktyqubEo=!QxTi@e z;L!dOgo9>iBbAy~C%Z5<6j&6A0S9XxBG&ecBK(8JQZy3f8Rt^!2G6o)Pnh@%Ha-<( z=G2BTQUGaX*44Iv2yJRNB>7le$|u<21IlLAV2}(J2YP`bAW!eu(yrpwRVHyy2bTmK zmw$+wR?}KW2r}>O;O4e%l{qZ=S|JyUG6z5H^F3sJd~t_6@{`$~d>~-Q0WFgyR*` zY;%L}WFA&;_(wvF{C`xW{m=Y67I9k9C{6;ZYMxIj#0K&_sS;?cG-kyVw9yJ4m zpP}96R63YSHZ3YF^o#ShcVpk1QPI(x&_<35)(19=;QYF~$JX{yM@0~s;-@i?hX z(`T^YNrex;MRc0xd)31pq3iF!pgq>M(9ajwO;Mf=t)a__0q<4k9$=H()d15)P#olo zTYPSFtosouBDYuSb8Un__c3ldViTjrtEGks&>@RF{1kixQ$&i>eYNRkuBYIms;tAB z$gJvAluw|P?{bFOjK-*dsiS2LUSjh)aLpoC9{jw!{TzQI=!81(bFRBvSEYSuO_@{DD9_ZgZZ>&JM@*_zXNNI1@h z+8Y4AlaU|&gG$z2ihW5vJo8m;uibJ5R0F)ODw_75N6@ROjvuQC|C*HU-}0zsoVV1s zu&eU1G#ove5_K*$6v&A-SEiFrTvFbN0 z|0(X(qUQb2ztm03is3fsg~rk5W&2V+PMoquseAjv4%}?c4Vqs%Rnx==g>#!vsy-Y9 z0iEx1^gRC5R0?N}jyCq{*zJ7w8$c-Dfmc)I7oIb2lvXz*Z;WAGQD@P|y4>LQ{H^P- zb@IE(LCxNFZp;|$Ww40>x+{op362}KQR847=LFJq_Z>!A>yUFa(TF?;P`Y^Ul60UP z%1d-L%l;}YcK6iuH$XY&=)<3t=AkyDYwY5^$Q>GAg8P2ISK1cl=1{m*r25Z4*M6)0<8;9i5On?N|ok zZ$M>7N9Ezc=V<}jUa;5Ix*q$;>bO(1%d%cLQ4ksxzevdpC)-F2h>^t6?SAKed0Xg3 z=3<&?T+|_&9U_5wTqbkhqBS9`ASK#5sJ(-M@U-Od0H?4D3s?^97Gu)F_#!zcqj%lW zCT^Kt$Sqz|q#FE4<62u)qMl;pjrv-w9Z_@|Znu?XYK-)Ushwf#r z!tap@D6D1iyTm;(v}<{xuEeu5rzL?(l-5Px35QfWcB`@iVYL)sEc=36bU8 zUc*S1mAgp2fb189oyDpzArD??Fo-cW+})s?=??gex;&{6Qxxw#?=Qu(vQQdts>v*D zT*j4vouQWkFrz9w9_ z5iOto;(gb8e-`$Fww7RJ%W)coynFD#{*#~oxIWK&t|VY@P}mU-FLOGSV;+QBws{c6 zMh>oPNqj;sAgrw}Rqs5bnQ@JsT>ItRgfF@;SiEG)+*V?}1Xpk^rDcdM8vo@si z&9r4=X2NL4J3=)NiekEtAf+Yn6H6gEPOEsLEhntalSi<%M`-Z(EhpCx@muTC^mK)D zsgRs(Z@ks&;+E$GtdZ?*ACbR=X7{sxIcP05V1a}GG`INQDtP|k-#u#hms-@wDYxo3 zfVm>?V$}h!FTJ4bttg|Qc6`Q&tve?!D%w2-At>Kx1Ga8lMRYm3cxIvnjw5NoMs|*b zZ#3e?XvtEArbdKrs~07Six%ARFl!svcWlBhV3%xntbo|~uD%m>Rw@FX!Jg;CIJ5^YEngJ#9s5y+;plq5=j*pT?14)rZ3n8kAx){oZMPOql<>vm>w>^sbt1QQgG7>Cs_)XZt zgCw2NECN=jM+P`Ptx+DI41DwA;~_2hWewK8mp}pPcC=P@S~Bu_CJymh`4D=Dw*+3Y zGmT&GlrD;gYA54~;`iew?ymtM93^d%BSQYcf6#VZHl-jQ=1Kow#+x4!W0@SugpgCevd6JN6+V*}&7(D(=H z{uhs40)L>WeEV3MV^5Rfx(4KeemNR_38rNb0Iz1d8oV)t2%^o1)cX#smThl55Bf-~ zNLL-s0DgL=!o7A>N{JFwHpyqB19Y@+6I=ANIV6}b$LG!AYL^L)42XC5ih|Jq5N&BH zEIf&j-Ka0Q+R5ZeBFlY1r?fX~7R$l1g9QO47Q$!m;b62EH>%J@3wtwk$LNMhZ0D&j+Z*FJF%RjQd6< z7Z#7RJ>x3UKZ;RHCCzW`bunm>6O8EiT;`DArp&#FlY&u`=0^3)sa6!!r2f_so ztf+hzvjDe{GBFRHT#{FFA-~-HX&ZMy9I$+Pp%0&Td%!+p7S=>rhvD@bGss!8k-vR`b8(`wK#okqL&@iqQ>IuqTT|6opB^O zvVD-3{&btMdr9QAL_h+!(7xa~xUTS#hNQ_st76IW0$xMm+xK3mEjq6x*hB6pYq+~Id#7jEF^MM9z58-n4*5W zVOVW;h+1P;GP?_aSLPaafiu^F%|SVNrh+Pi5%C&Q+nhJu445)exmu3}fKO_<(f3it zuk+EsIk|!33T*Yp`>AtblevpjT)63qaR0(OSkmdRJw~7nH5XTfF1e<2sZ^~aY458T z;eqtf!M+{ct{}rl-nZd+AFm8>QrYBnhT3y?P^h|Tv}9T}rai@vN~yz}dfGA+dGW^5 z$4koO;QrCcrF8$SiezARAi;+$z~L+P#pgNJn}r)qie4ZSJ3OM@knFL*yXyA5r=M(v zWlIBnOOk=F{jhYx$4BLyc&TUMG@)k}zM`C&-L}3iAo`@}4v0*fbANzng%ce?3Bz`g zyCfr20}T6=x8S@^%!!w_w}#ldQZ7@sadGsx-9wp*$XF)?EnI$6?RnEkrx~9^!LD9` zSnwv6416ZXeMEd1=gXvjR#)_0e43`5H<&S!Hu(YvTYUQ#f3J#o7SE-Ols4gMIvGP3NmK!F)#EC%r78xn6v&1Z{BmGR)Y>A;zRh>lVvCknuRYr@ ziIuN%Te$&?4bP((RmqL)&?c&D&s}`L0_%DI?}8(2(IsMah`+ZCe2+mzQs^QF>fripv3;8`*A_D!TGu z#)N&k+hvu{p7Y+f`PgiWNX%znbj#IpGbcyz2fhEuRXT$gaiGRO@k#e;)3upD)`*Hd z)X@dho4b~L1WcGb%D+8NQh6&cj5Rf#^d&?iFbB9U_jq&juJ6yi$;c-Oj5Z2X3M9_o z90h{`$L#gIvJ)pD+4+_0iUG#wX|g)A`|=>8Pav`Th>51t=6U*~s-yg9fgZb$ic|W5Um(mmvAeovL+Raa*@%Gdm#3&S=Fc3T!MR=+mj;~k zZa=1DZOz|eMLr&F3QPMH&SX=ap3|!&HlpTF61)T!3P3a-r@nIwJY+2l6%tKBo`xf- zT^#Am3M)$mnE5Mi$~=KY`1H`XV#mlY`}cUoF(qwENw{S~=cpn5al;COz#{0k<#)Wr za`#1M$2cwwbisL??)a|ca}1;=IMV1t+YZpwy*4HHDLkSUA6!L`n3TCMkg1RqChj@$ zc#4xPr;%)o3r7~YPJwn18Y$|L#I7Ls;^c~}?(14Im8@GQiAVCIN%w~Jmw{AI`Mp3i zI!P}2)4N9MW|LulbFRt0jK&-B5b@Ont944y(e{IK8VZ6i2xj?scOe*V48=WBK+zN?7c{?Pd6*f(TeXxN9 z4K>hn_pJF){piT~LFbGK&qzc%!s;90#}D<1@$NE?X0Bo~3a(v#x@@D?AAd1X!$GW% zB+8)sFk67V2=Kj>?`~ndkoscFS0i%*#UxobV>#!xakHp*I6F?qxfw~H?4&Y|iynuE z*Egi=rhmc4j{Im`31O{gArRm;h2iV&YqjVN!vJg4e4kB07?hN&UcqdS+B?$JVGkOV z+0(Lt9?O*F2}dK5JJyx%49A5OvkZEaHd(DW9r+aum!5A@#{p=tRAXUzsJ{H;y8_&*cf}5{BQ&&R4Jh1W@6JNDQ@TH zc*w74=W*>=Vr7~Qvl3$n$qdvD9pqv~%uuMoshww{*e*CLYLvD?DlPDwt;FGdp)WU2HfA#?om=u2!V2^V0x!+)^BO zBa*k5;Amk3;{$ksIQ)a+aMh->S*+%z3i{6BTek$hEcdaTEBumi{)FA&{nZYx+TUHZ z3`(Pa1L$<~9iKGa*3GurZ8{sy*cqhz9%g4dXA-iJFp5gI&oIN(CntsGp<9{GRE`pR z!prcFyK8Ple*V1Xw7=V?74%K)Yxj7kSU5h!PH4K`)tX~ujLCC_oem*$;>do`> zn#mNjxWthjdBa%M}f9QlJ z_2RbL{QSzi^q>l(J=cCVw!C+f&ihoXkxl!#DCW56jn>jwUH5eXGboP0Z{elLbY@kD z8HM^GoWcsUE?f@i`#(12q`m zVhtS0Bk0(g6IVVxJG>bw7K^M;Cnn85R{`$Qm#i7N@I9$-GG<2an-G($K`Z@82M6vIjPf53|_DKY)I6P8HkIf24 zMq6#&^R^u2RQ-b=h>K@w0-qt4Y-aF|j?Es=M}J}|KuG1(jKhb?E2y6aKezaFsi}%Y zQqWpHW8u|lb=Kg{?M>sIDmD}5L^~7zi5Odlr0S`0&dp#!dGf!ltg=d9p>BdBV$l;R zl_58wO%fqy`7C|{tLfAk6RD69G@Dil=+m-Iooa14wdt!k!j^Ua?+BDS5yOf5&=Bxi zjAS7`0`-5f=h9yv?9!@iPtx~z>%_#Rtu8{RCVp|^v0~)ky>B+nJBp1S@xt(Z`O3q5 zWQG+bTKp@{Hg-|+W1_y0be)hQA2dbfU?kKG`otOOydLXfqz4A$^z*)7EVXG5CF-)pEDek8u32&+pXv#jGF$du-^ z=~ZYO!aouH!EjF-`V{Zr=z1wA4&vbFL7~~Mly{8Xh)tWp`X+LjtLj{ak5(0(IDy%O zFT!v_TH8lk>k1uz!Y*YMHq$sRMi}Et&?vnbfRU=3M~%VhJBVb3m>VrL_tmRsOEZi1PQg+ct7 zdGSqsjaxJF@OOfsjv+yN_Oe59ILRqcr>3g^3RJ@^@TCL zwnwBf>cs-JMq0Fvc7bYvZ{`lEa+SN;a8a>2EqRHMre&TcB$i4 zJsz)(EoQwQUWOjPcVtue%0jXfWj(=s-m%!Hhxe5Ixgic;5Trv~{jIe;ZW?|A&}D7% zeS226$a9nKxTrzZlCL4=2Kw)78{YAs7>5Nu6?4~eJHD9cSA6mpLDqkLBLA1%e$H@-K;Z%%Gop08YFNf`Uv+JpnFvoNltuCHR| z|F|#9^U_+t`ZoX*Co6way7ID3q&sl(S>A_4SIFqQCHjituOHd@`4VZ+0#1p;p0)0L zK?jhaI7bggn-~E|hBy<6Of!wKF~6N8Molb|AN;V79){Q&vG~nuYyt)M26b z^Pj%~2~B5X5y{qVe7^zvOE)5TS@ik$XXya`u76BM9mZeufCUK`%{bS&)l~i)P8mIH wk0z6ZaQKiH?JXiG_=cgGWFEBzXRufSH1dn1+j$=LHulC&x<>rB^QnSaB*=7@ClfJKqfVQPJXq2`FQLC;G-jgk;jk_=m3cL z2uSz{kG%lur+K0v{Othz{XjrOLPkMFLw}m|69M!Y01*KR2@x3y1qB)Ti8}CU9Dt0E z@|>1O3Y9>^42{l>kT*0bADv#hrW>d^am?`2+&v5flZcpvl#G#ynT3^&k6%DgNLWPX zwXB@Hf})a^wvMizzJZ~IrIodft)0Dxrnub+SThlt3ikI|sylvHq9`lrts1%*Y$ zC8cHM6}5Hs(1ymQ=9X_gy?y-y-v@^#r>0@>nc1InE30ek8=G6(JG&>RXXh7}SHG`s z{@@D%fb?%{J^lSR#{LJs@SpfXL`FtJM*D*=1Vo>whJ=rdLd%2tTuKAY%#DDKHx!*v zIw`-V8-xC(<}uLReFBq+fp3NJM6>ER*a10(?F zyDSAEnE$Meo}ldQ+)yqqnC{WP`2w%EFR8R_iT~_oy@hBwpQ{AeWNc_2@2qo~yjiu$ z(TU%%O04ZznMUf`qGYeFHsEWwzfnf#mqPZwRHe)j82l6(I&ge*RbBGWzwDn);OQJq zd!wLkvLvH#W2}ozB*kU5_tL^n4l}fF>hO?RPtM`f2Dk{Fr+bhYO}sK#Td+_i_m*Fy z`f~Nf7SgNDn)l)k6|)`l5MG+e?5TzOGEtrzCyD@d6a`4>jFDz%!2Bnb`Y~WjAFYl_ zp)ifBN6vY7xru{r3+Lz0D}weaJ^kJ_bEQJ`B?*M>r;+(WO3;IR7HIkH27J9Uu89u;0`REk%7D8Fgn1RP=^Kq!}v%3O4bIO%N zL6r)%T02?xXn6(tq+gPSLZN6F&EVd0vV-$q7t9a1i&espueF@{vw)gMfVi6> zIJ0b9#JSY9Zb|a3j!Awvc zp-s-*At`B^9TwQDADua8v(nJ_m9mLQFukQ-!MX|(F~=({Fls%-^FZlVAM^;&Q^+^+ z%@8VxyRvNH?R}sW-$tUPZEK(4dM|T%`=KSSD4EXyJ(iB=+rhRwiZ@wccgxhlA)Wy} zc2HBb<@U`2ksuj=W1^#V(#Na@Qv6TJtpOMG{L^z?4e%PtTyH*12~0p5h$Rp4ue7?0 zy|WVAbe{@dvo{GFhCnTyS`+y7*CSb3F@ zUwCgoEu1AY7o4h!F3z;^lWI)BNa;_sQiB7g?MvBI;3|{ih_t-4lX(M?nlypIbQe{L zsJx5vlBtUr9JxyqMw$%rskUfxm$cvAuhszSsQ&ipE%D%@pL_=tGae+RU?Bz;hP5dM z%!w%?6XxEyVyx(rhK%J=HU1y96u)9~-1>OhMBSWC54I2sQpvqd1D=BvZlNJ>jaR4X`zsmZgtM|oSsb_w0$U-EkS~9)5evEN z_D&Oe)u!`>u)BO|M@xUFVM2+E-qPF8+i`4VL_1Rj=2GA4B7*Mp#nH-u7ExvQH}W%8 zR3SdVeBcdklOuf9@4%|TE^K&XsCG+;Im^vple~Ln`M2V$Ww*;Nv4b45)5|S#@AG?h z`yZ;EtuRw{I6a6%W_EyVRJ8Rl>i+j*%yLjg3H!5&*yBWgNwEV>( zY_OU+3{LLG^Q>9U+R=i+Bi?={qPoH0&^!IIK&Jjy8 zg#Q0NPDnaY|4f75b!1iT{4eLxs|ApCO=q4mGV|16O| z_x|_gqoB_v_>9-}rGD_AwVw5!$ju_>r^c_-XTWK9i5rIS4YZtTgqaC_iR0Ay;Q!E{ z-2c7D{(q%|p0*$|1qB6FD)hUZ$mzUF8Q&#Y4s#2y{6jSDwRhS1TB3vUlg%{!2b(#^ zj`gQAg@5Yh;r#dbf31AJNr&l&plRC4)6+GpIP~%?ZqGEp;bghl9JtXB(KPE}XhM|& z9ZX@O`bqoz;zJ?S=fWauJCc+@;1hJiQ2BEA+dlX=8uM?BKlRj65B|k*Z8#NeeMbk8 z9nQ2CAuj?S_Gdtde}bDN+4(;J2VhJ^@b{6zK&D5)xU7>d*OMDXFA#H{`3R6AM1Y2F zvvi$5xzwm=d4)*hPnVHUg~j4YJvoT){4rmMqY$bi{5Q#e%jN(0VqnMIdXRUJxH(CG z1jr~YR*|3&8%ld>#rCi62+=MZ1l6(r4Os1!F%x|sX3 zwdplXeLL-8Nus~)vk(6rIZGjr(vxesT09-Lm|8xvALq{o9$BCGIUwF%r!-Al!JM4>fHPZ8VM8h4vS9zhZAm5&d-uTFBbx* zWJ|4W6)ot5BgDp_KyRrX!*M!YL??T?-=JV&tHZYKpdsJhXK}U$*h_%QqZChEJ(Z=+ zSw723TfKrD+`tNNAcBMTkj-T7kNiJu&$%&V>JKtA(?uO{7Ka9i?gbF3EH*XX%4g-M zU7htw@&}54Vrl)D?25XZyPx(5u)dW@?ohkp>632J%_#!bf5iVTY8y25bm^-`hUSh2 z==^20j-cn@-kZkhsza;OU)d%nSxA~=b}nv>V-eIYDm}#lo+ zq(i=M!Z`9$2ROg6e^FOaL^)_5c4FYIthk^#FHpu(G;T{fsiP_az1JO=j-ZRyFe*cW zVCCG*^}J7;ykdIkBTV zB#dX}wu5)w=cF|w+BZBGdfgIRBZTCo>=x)?-|ft-Fnfwbp+)efMjkh<29+WVO)0Q1 z4l;$>6v|-M#ldpF(PAv&6V!keuxFJ16Q$Sv#TMqzl8!Ctx69i^_*uzGNd>Yhh+e+kd~BL*4_qhSUN~il&Pesu3qWeBKiCa6?#QVAO*o zMPX*)T*20ONtOMC309*HMD&U4;8$F2Cv<3jK<#seiz4MR$`HlGlv%R))o)9i$dTGZ z%u?zyh5FsRKPW7Dv*PUg9r&J6BXPW8b2A05T*d-p5KNd~;W-rp2S$FkEHvcwHlLX! zmc=Gj1NBw~@+Tfph7&YoEfVmISW&D$S=?7N2bMzCHS)nzKeqMSF|`^hpO&qu{BPoy zvet%nh;u7e#JnBLE6$N=XG#H?k)K@{V}!2t@(MF_+r!g{8+nRlwQ6btWL;-8Ra#39 zVQ;pt{MK}{g1drm&V`kh(OLQ*0r)ktS`Lb%Ih^o=-oghXixeFKm1&)Bk*X?$b$oaf zD|am>ez5IKLAgEAj7KfGQ6V}~BAQ`*Km36_ZbmT2(f78gboj^t3+%qM83#=Fa;OmR zfws>TS>9F1E7jNl_q`_}!$YT8`)2bX!g=qnLJVKrH-I3gi*euP@DtSP(Tu2B3wc|YqPVZeP(p|KuvhJhybgbjb7|t$+hB9Zk4!j>}p7(k1;uoy zU=>F!feLosvClsuC@r%Ga}B3aVSIr zl)?)m`)x04o`A9BrDl7lw!MaS71yCNeNt)t3-C6^sC^RbOAr2i+7{aFv`CH8uX4rK zpb{8R@o>vT%ot0TH!EmQ45o15Fp#8EKclXSu{ar}$?mFMbSc16K^Ad-Srx`E_vytT z&3Vb}?#o5BjUU#>u{Lge_eFlqvilo9hHWPd^hBV&f_P-J3cIBUp?kVc+?GuZ$$E{p zKSfw~ZFT4tBX3$0H!W*clESyNibhU#xLIM5aE0(kDOfsi6eGS^~^DEaQc1Urb_ye#9tEb9sq6 zEb4Be-g3Qh>ng&|a#!4fIzNSA&3E775!lXBmi$w<^6&TiUXC|_sCXs^RYKq|Y62%+?4 zBkI$9*Dg$&TuUq=-LjNw@LaRvZu7nZJJL_@(jBKZ)A=EJ%@#ibc4geEXC*gZ(%PVr z>nN5-?2VLWX8Mw5*1qWG7crbKB+^$W5@rUz0AM446xAxpUAJRBGmSro-io~_2}o3B zgWYHM%}P=JkOo{gTvbl1m+x55qiGoxC1qL^#VFoww&dvczw-WG&M?Vgm0g+)7#(0p zw!a{R2{AfgOlSHu6AB!6MbJiTsHvkFCTZv$mQhP7%jzUEHhcrIl+YA_SOEW8b7<+0 zSbtX`k|K#)kV#(jkxBr&G@o!6Faq~tn(7$U(fN=NIc8?a=AL&0+H5mR6WA6-gf*8a z*-SZYI9G*CIY^mm!U#1Ko)+2v`KPR}Cvhrj@CcZR?Ytq=JuowV1bjcRc?7)WeFSXV zJ%tAU1aY1sir+^H?*BQ)`LCGXpYBQjLWl7qz=t1MuwiOwLW=GCF0XXfq!Vq?QZY!* zN_JtN&_4wE8ZmHe8R+8{P$35zjR2iOE0<=#CI@YW4eXzCiPNwR$K(29ZlNDdh%MA#4q=UJ4yS@ANXAE;PeA zJrX>lKcZlZN0FzBC@qSkm)U$tk$ndT6W(VzRTo?)w>E@ZypBVZ%h&cq%$5aO{?$y% ze@6Gr#H8Ey+32lL!^A~J5S`FOiG)eP zUWh=O-OP^g(Ceiio-Ryy$j*8Mh)j;-dIkhr^{G!sef|=<KLV2G#va+VdDN`o&( z557SQXePb{l-XXKUnt(|YScFD9zEm2pO#U4uu#EK^*u&xkeNa^B0E*rdr6weYE*SC zE29<_6$O_U4E@R~Cpfu*b-=^DE|;N*ShhjsFPWJFg;efYGd>FzVT?F3f^+<7@v+pk1r zB{F;--)ej3lOm-qO2_|an*&5SnAY{KHGbpzk=IR9&>|iFMN8k7t{%2qkuDX+~sT7Ek=rzkOshYZ+RQV>`08e3euv=MX<@eE_ z^gUM3QK?PNnUb)HTnCm(ET+p;BV5? zZ^^xjo#UQ#xkuK8nePUlzO?OB>^#SpB-j22&HJx>`9G)CKIB&xV${zt866K#9sylz%t6<|P5v2Vwa-%{cO~ z;hAYp$l8J%XdAAcmS*UGrsYt82(2M+v7{dX9qg?xP_@4$p%G{h)ueRN9wvSQo#`1z zVdO0tF$S$f{*JZ41$`%^y*@W0M)(F7+CsdfT7!LZGw1BNAqyo-ISWex2=KR-mx!tc z&{j9@aVP1faV4gi_Is;qMs2&g09k)Q}epTyN zV93Rua^>!e-II9+18iOcHFJcDo8ndj$XA(&9GWU|zo%fz6l7nvqvb1hVwvJtOU9JS z_fruyJb{Df%hQMwT826)D}|4M=aZcaNl|--@q1*%-k62SYW7jh%4P;I1?(<@ajJ{A zhc{UA(bkTnM)q*r&KH5EDz-&KJeufY)EVWw95ciz%S58IU=7x?=(?xyg{n5SyCI=JY~!O{@g8V2e7RbixkGa zY~BIx>_r{smD}!5~2yvY(!X1}mNW=qUIgPCu&o9^${4P`^zQnKxWZD_rjV!ZV zlH}n&8L0mQtjk$RDnA1p+CyRU@^)K>{mvM_Q1~*H-O3tk?CZWjV*(Vh*}iZ*0?tNI zRb=dNE5(Nv-oB}!JEhZ@*)udpe_f(Mb|h{@G5uD{(ALhj`*!XINOLQD9~f=Df}!%ZAR}y|-GIwQyI$%E)Fl3MZSoH_Gg_8jAc3S&pqyfLuo|3e zeY%h!gtJ;1yw!1djCTeyyKs(tcYswU%TVXDN;O^*djrPKs82+@^dwDh2Uc zv5}mfte3DZDcW2Uj;{B^RQvpurF&pD4K)x0*p~xtXt8Fl0#Fj5MIYB&}*t#UGP%{rmUvWAv^bfJSFj8^4 z@oM$&$J^1hSHc9XZj$R?jnT-C^4c4IJE0*^v~u*rV_^u;lD1xOXDIudTaU)4ut(u| z=vu+6V&QAozzD06*xeMB^T!PS=tbgGm4m35Y(?w#+pA!1mOCHivK6Hdx}e(^KYL1D z;xTYh_MS@xI((U&jK$(P7Hrtl(I_DLoYzfEX(YD`ep#eDbfnTcI<99y?TB|$(J1Zg ziNWFil1-#WCK9lPS}UgHBjez5_wo&4Laz=t#^|K6iHooeZJaUuAy8R0VN!h>VlBEz zd{{pp(2bVUd>V8lu{BvK@R{BL643m~_rhg<4FV*bh_5f9?@mOwD7e%m8?zxm!C0vYT`;|&`N;CXk8-kBM+fp zgsjuJeQ|b@zp^9_m5gSn9YGj4F{g4FqhIoH6RtTvMFZP>VVCl~6q`5!;t?sdPoS9n zV0VQ|^)ZmZHmX@&HyYSv) zbk6{O(`ze{V8d;Cr;|$m5C{4`hiqKkhZUR~I5@`TYom*P>O)w>N$pJk;C2D1PO?hw zemO?!fPv)R!MTPz$n^Qo#;a72?VI@m(CCa8`uV+pBI#u-EBnOud4J>Z>;4( zq8f+-7clq<`+KI-w*Gm;FlY?PCOi#9e@ITcSf5E5uYt9o2r+L4LvP#+{ zc_Y+Lh&OK#si`7EF3GRtJSFmlQU;ekiW_!cfy&T+S_Qq&&fN2#3?l$E!I&I9Clp;?RN9szA}n+0Ah66==xT6(@23bU=8Y8^=dT4llU3Z?@h?Ip4Obboh>lzpBe{s&(}{AsF2l-EzFa_&FA3uaS1M{)+S#eXTo5g31?6{OF_ zro_XgQF0Qmp^P%8D(Ys`QhPL6tp|T;kVCfY#tFM^cn|Nov2J9JRYvOf=S|YSdd|A7 z(kkC@Dam$k>1#DO^+x5Yz`dmEM}<*OS#egB!;8^XS2QRS6s5-AZ?!RY@Z|@o1vm<% z*FQH}xnhGxt5G7&-i1gco7Ou~Mgg7vq)d#_+#>FaK~o|j*3JlDeN)aQ24rracVhU< z$1UNmyUGmkoI~xf;=&^U-jYDj2zImKzJ0Bu%!%RR2sunvNw$2BC(V{JxoX?)Rw_0J z4gb_AowPEzjZUGH?eiv34&5Re>@66q1Vch1)Hbf9I83*1@%c#hlce?&8guh%QEW&4 zD(^4=H2y9i!^F5f9^z649F}k!E9Q=zRbhN8rI>n#S5~^oP45nRa>Cc!3@j*kA#(&R z);)N6C5A&xQA$xwNuktlbQ`1hw_59>oz}R9?on*!?CSbf`A|q?sE-f^fOgw5hS@rV z8tMkoUu>71-P~&(S)zP8*ao63&-iR#PFqqB!($6QRXZwVEq!fQCw)7&vW7b$uflej z8s3k{sD^m7NGse`YF-HbRL!&eG>W!jAhCC+H^z=_ngnThS7GoGfSqjn&NX?|h40pZ z20a<)C)!z6ZErKSyR5B=>3lat%?$$w-yDGwj{iD2!0 z$d#F*(?hwt&@3$LbNKCOtvo1hIe)E-6RYu~O1}l+Yd=N&e3-}0jLZu7DgBz=*)B>( z-WOCVoXynPX={Bxh9fJQ9V zRZSI^%zao7q4R18OeXzy*zenCC*$o!X{rGJ&SB0qdof5oSSaV)fpPB-~m0hgy> z`i!D)cm2K4Yxm!d7Bv*P8>+lo;Z4ocD`h`Ky*+%$@zP)nnBu4^-Wf7SlaNdpiu(=H z^--Bz4>t#OuHp83k=yf+QCGa3U|VpZbAKuf94Eq3kd*hIY0&@WxPkZ0u-5K~`A6Te zv79xCy~ex$2)z6mjQqbDwPFJwmfKmK4l-Fjte)C6oc$=9{jS5%V7;P@O%0J3bFpd; z8r9tlAhKy~Y-D2sYu9uk!&KxFRLc=zUg|t_S@Z60&Gmn+A0eqX%?lo2eFhf{0BBKdo}rLX5FIEFsH6mm!Es+ z()&8D5Ap;XA;|ykPdr7`7KmEKt`S{?jIYY~;!d<50x!Rhu183kiy+z+y9ru+mDe-* z-W^p|L3VrXFSa#paaOgAv4ApFjg-Y9@3R6go^f7l8;9jNR*eGgcIMSPB2}Si>9|>L zFrK^4{^Uz~t5uTOuxGVd_YM^S+}L|@`w0O1f*Ex92+(hQ1mt+c zziNhD81RS!>5|~{aSam*m$H@)os18; z+-6J*_YSszJcMyK11hFBv+~?`r(nb61s98ViKvQzfEoVPpYJD7s!U&=uH(Widec!n z6)tN~P1-=EE4B|a99P8DZC2_bjbap2N^{Yz+qS+sZiR)xewo+s!EJjXTF??LAqzg5 zBr2PdntRd@S)Rrze)UpphOU9;Dk<_Y8}aGt;R&F+;uVBQu@qj-LEojw3duHA zmYrk<^;2ih@*s8KnC#0|n=4Rl$<{Q={TO6NNI9>rd;@h5Mb9(GV%egC4%s2Mk9@#^ zvwljt*7*YbU9Ezp2@PXOd;QK(W0@+fz$>@$mM z933Iy5m_%T{LSR(D6dudgua(^3kc#Vf~oXlfGvpkxD>E0fHqDe5XHAI`VkNv(JH9M z?|0`g%XhCduVD~ZNA&Ewg=73`>&ZFr)mxn@txBMx^g>yqETLY8TLj4#KV|QrlMBOX z7K6P(!q+FKurIE!z&IL=KX1F_Ho{(3~iRA?9Y`{iJ*ql?>#|+y8N$A(?^E`Y{Q5domD^9cZfCp<>a^e+;fOvC>_O& zZKsLJfqe%V(=ez*pmL9(yAe^pw7bL{FtvgyJGQ;REtoexd&SJFuy;}oS`_>;blkJg zQ_zqf-0OCo7&cyxajg?4>}?1CvGe@N7}dSD>*I{V)KIn<;pDQeZDPxF32DK;T_-!Z z6Ka}RwSb*2L-1{hc$UUIwF2HKvMq$D8BTzN4p#8{^Xa9!wo#1vKr*GoKx?6pAt_R{ zaDDDPqd7|HO$w(pB1EykDbS+4A|an+RcXFfl1h`w_=sOnW?2Wgf`2IQz4IG_dH&_?mU_eX^0XH^QwY>d#F&lpG^Xscd4Y$wL2HH1PmGtUUhY)TnXx2u7=Jl9{2_FmF1-wOWS^P(#tZp@Q zQX+n-$+sR$gcBn;E45CBcQo+Q0uv@vnTuDrhwV)Oj#G- z+VlX;(%8TcLC{Z-i1X*l#_Y2|$3!@tCWvp-6DfixG>@sK{Javr=lX8f!E*b;eI=in zA<$kF$MlxX5Ayc;1O^5Jb*tV{u-6(EtEd=bFhxeP3iD8)+{#exa3|YZv7O41hrZVZ z|F6$nvn{niNb#$6%?s!UnPqk)lGJmpIYV8_bI7=uN`R6b5;VH3F zf3P@^qk@>{d|D|U^MR`)$cPBnDs%sB})G}ZsG?YjSv zp9i=8DH-}yC;E@?K>b5(-bg3r9}}Sfr~jpw@b6`BQZ$H)UBD6hx4cv5_qw8ruY5nf zpUfYfQmk*}BHR$Pt;{C>9v!z&?AA57YX{rtU_LP>tA__$8_*L?5iw7@jqRAUQL#-F z^W?Ru8;aju-rP=?myFm%X3=FgK9zn5WMmOnm;8h)7{9L;ou2W5!yPiCrML19?ad4c zR7&gWcwLjd8=jJ+Ua}m+0LsB?AH5UIk_10K4TTV<*`JYu&n4H+s_;1L;P(R*Ame` z?iUI_fERXWjw#9R^TEbN&QWOj-GpP71ht8JwF(xWewDVz-Ovcl)@GG^dgr=Fh|jgniXZcYr$ z>Dmi7e(qg;hAS#Uzs`@C&n*pBTbQxn)nNuqaq$0e*vSy;;hJ7dxvTs<1+mJw=U~({ z$7z26TWC+^z%q8bmHJ3~-kn$5r)bz?`2>(uw)<0RnK1vH(;sykcm*XC{3iSEMVp6h`+C6bXCG!DSa}= zRN|Jvu{i?o>v`r*N_H7d7^fqw06cmb3+^gw$Ksmm0F z$v8pb*>UK}u=-A7QBB*748rIOymqU(Wtpk!!S4^w)Y0E-NF9&joG? z10wNMe^>kT-AJT(yz`tDD>65yRpTM1`NEe=?gbv2QTs6>2-&CA3?4H+dV{)@CW4?1J2 zL6cSKa=CX%EXp~BCPz;%QCwJ6yPWK0@1{A>}D8NSD1-ggg1zZt%1@e z{0uPj4xF%O`=vq;+@$;wFDo)9jb_Ph zMTn+*t%)p&z=$DRb-K^xfe2O=z*16yGG4gM=_0@=&M=T4%kMb0K^`cU+^RdR{(i zB7|(;l`U!KZ#)wrc>T^SP*Las z`lEQtx7466ZczF4N2Q6I2DRTBYds!5es-mXm7*`WGy-5_7{C3G6k9WlO5}89@qe9) zY+cV3sy-{0nG-w`@1!rmk7f1fjLFA~^So6Sr(%UTO$sQ64kbXS@fdjx-=@Gy7J{F# z%lFs#HPp%zT3{UTMN3L!t3kZO@xDQeHAvrNjWT$rbk~;`ek)2P&%Z;~kd9k!`!0P$_`55wth>lzHdSu< zPNJNmX{zPbx*orhGuJ(?f2uJhe8A0FVE%Q-N3pQ=Y=4Ki|qXBfp?TIM8jw6)W^33Mj9R(wbVChP)aRe%BiA zw#!bSV=TndXchG-wEd!ugvsWuCG8AORpPJGtu~)KV%@8*LZ|FY7G6ZZ(%Z zS7&$By5F;gU6hR?nh0!;e`C^&V+R6m&D#+O=};&Eee(QmFM0WDDoIAQbNY*`y$>zH z@xi^h+Z#-tNI zCDR0W#bA18b2dwnfU@g0W6l8oGgzPKZ5|akB51GlcNpum8Dn%z=<*YAg6Ln0tU#x2 zns}TQXDyv?3!wHl-~iHBG#pE`E%Vb#ZYIl7M=F;|$iskl0{G`^H+u9`nQj$(DGT#u zwjUk=!pwR6k2X_pd5JWdjkck% z$>QVr8a~rz=WYYTzWs(7T~>mF=ZaAzyX+eOri-fu4VuAsvNa2-AlW%_Az+ox&q5n( z5k28G)ccWoo07Yk*PWh$?CB>d?=SZbGTauZ29#YM0aPc!O%h;54a2Ot-r!m4q2h9q zCnp5qdylKpD#wqeU%kYnYoU5=Mv$>WDQ73J!G=5Tk(BX4(fXadMUL2v>GL)zXXqnCtIw5_(xi}!k#Qv z#P{P^?vlU+sL^;VmSNzh-gsIGcsA$bPUv@JpMp$$R7UzH!d)56_)S^RoV+_?MOKQY z4vr^Mq4Cyj=d^lA`ARH*Y{E2O5ooT;1-m>-MPdD0>jv0kkP2F-a>)4giIK=Zyr{pH zQu$ZwQM4Gq7Sij-Y~amu%8r~FTKArijteR{#lz@L{OAlHOEuqKMk*(5`q7)hAI7fG zVyjj3hi^N+eOwx98gcy)zKb`R8Hx7ZbxVV`3Aep_N9UEQPsI@)5gN%32?2JT^`9n&!Zst{U`O zEY^o~&*a?yz5eh|cmMFov;ao)uxDkJ)0q9*C-GdRi_~XKLY1N(FMre@m|w{@DGTB@ zG@JsH!p;WwatHXgeUiIfpRcniB$cf0BdnIfJ-=6<2V{CiV71whXe7J!`7OrIRo76w zr3mqRrTczMTme{YES9_;pALiG`|xST1qVC0JXmL4T~V=5n?36_pM>Q4(38*VG;an< z^uuc#=nWvFtG;NYPiYVVP#W2L?@?5I$?u1O4#Wd3z@>a_J#T%cxtC2gXh=CMabmK% zyNaikww=0f>?b|6;qw%WOX+0}hB^5ac6rT4aTN&r9vM>;!&LY)OQP4v8j7}=38tAy z;^KQoT`ZR^(z0w|UY;O%e&$%Q7hVm@Wt*pS=$Y(|qD|kcD_+JaG|PDI3&V^bhJrDs z`sh@iE0Zq7BcM%dRibsz6m0d3vwuCK8CDyU#&OZp^wAUB8Awxoial!mEv(3jfr()b zpj6CD%u5;9BPib^ey-xG^D#_PNBjkzp`EeH>_I3tf+o5+dbL(>2V3Av4P{Z^ZW?Pj z7nxaIr^{jw>PYJb1Em%q+pd54fqwt%_Qs5W5^m;X5P7rxLB0}xI7Caouq2h9LHGFS%9My9|Xkp}Fv{pLG%frTae=f!2o zdb-YXiby#n#WT`_Wqrv=1z__4OBjUB)>GK3Xu{P4`>XU+0%=7+tp=~?)5&}r zHPW)bVLG^p$Fms}ebySbb_yqD=HE`!sM1w02mwfSRjIt}Dd6EXMe$;A>aLE^W{Y?m z@=hzIsUV`-aE_$u*kTN^cPHq?_VZCOM zyqXl?g0uj%#e+FK*enbkLLO$A{ zbwYibq;;~^&!MA@BtwNMb2I#HSTB`VE}p-9$r1O1A_qD#!?QyAe373dJB&jQ+1+hV z=e=I}58U<=qdr<~?CRM+O3*NeiivgGk}vKRvIRvT^fhJGB}NVgHqJ@;j{d*2L4Q=1 z_nicGhf99eIvSGZUUkUG65cFa`1Ta+l;i$*p;7r;PS_&0QiTN}V4duXPw>`zu~?f; z`DcyONCtBO>62AXnH9_X1HbA=4C2~h@L0nAfZ`Rm`(1$l!;e4_4h1sGG2x z5?`@xlJ-24+*dP9FypeXo`+yus-B(AUeLMn+SPnd=GtB~3DjQK%QW80sLxoufP9G5 zX-WdC$NsW`Y6Yt4jSo)2z2gd<20Aq+o8hL+Fyp~@>o>bTOWc7u#GM1Wv7s9JQjY*a zF*l18tDA#rx~o3oxwzQNMklI404Cr`vDP?3k8iHq7`%VG3^i4%gW0l@m%e2SYlg)f z+We+cUjjmPX-FE`gO}xM-s_e1&K-jJ+bZe$)rOK2C>@Fg_)VZRu6Y%IgJTAM^2Oibv0A=uCuEocBsU%E{Kjxy&ZgJYA6$I!wBhOVnroE0&U*CbfJv; zcp=IXIV~$)IFH!UvhIBJZt}f_m)I#AN5ijE|3o3`VlmOwLNx>T(bLv! z4R(-D2h+0%AbRW12W#jW$&^Nd+{=DmrwOtba@UlSRBiCSTJ(bgsh_g$(a0_7u^ZM4 zmzVpv7{A`(?U_XQsrxwPcnOX$b0-Zfm{jMM?HSO#ls`?-oTY}>L0eJkC(gfVysjnU zl3YLMuPe8$efztD^{v3|OBSx4Ql!vp5FF;|3#E0e-XKE#j@0z@D?iL=48tbEii&~D zeuJ;_1>(fl1&(UshH^e%yLzY|PmlPl)``|Q9?>%kA(Ks>P)AuL8rx&Aqhd9ch`{y2 zz?}`Db8cVHerp>l*}W81;wOANBaT?MOQzG1FGiq>`sd2*ZoccoRr+TYlHm zEAtmfkx3`ln6QzOWQq>H7%H3u=UmZ8fWO*?`m&KsiEqKsA>(W#a^($?FtBi?NTJ@6 zK19D}45EEvXIf*pP>w7k(jY&r>qT#SgXvb!J-h9YJuTIFqEcM8!I?hnc30^4Dzl1J|Pd?5URsHfH1j%o*$37 zEJISr*!aecG5xpO&%8h8Zt1p(LpVw(g;!}OUq+3g0pG~HDs(G1R`TJXoe;0dkzkt? z&0N}(DVZ8|q>JtB!P&EHW0Cd`Tyj`! z(a~O(b?F}{FUUyQ?$m0U%nV9*T&e*z>c7H=z3ZHuL~ry<`(DW;ALJjT)BcuUze%OU z4@S4f^yE7LKmQHP7=Hmx{|F$%`}Lu7BV)G`SKHuD6WC>?kC_;Frh<_{=D5R@>AW$+ z5ng_z#~#v3Q1$H_=SF_gSA>g!-?}yMO%r57M&`H=mO1`fZqJh@7mQ_{u#`n3WOp4T zjKP-U%*g`S)p_NV*Fe4A+QV@RhSLodSvNX~5Bb{ff?jLI_kRejjVSJ4CYobXB|V zp#S{#dG`FDedf%W{elTId65}%-#6EHU2A>T)q+k=QJBA)6NeKw@8oZEUj|e8$L~k|gJky)YYEYZL zh`M(d$^dq41A`3X ziD=n7FXo%79ho-~Y;Wsf2&Z3B!^+0c_U4+g10!>`vL^3fjo@*MePO;!cv5Pdf4yf& zXGD344I-y2%frhdAb{d*K(vSbXeoGzsJjRV4y>)RFJ989ND95v5yyKa*djCv9$ATm z=S;jRTWswu{gM{W!<_Ei8=qOVxN9ZXk{pTQr@WX$MWp=D*j8q{cZYUSX;d7|mN%?vdvkah709xUed^guu-nJM zFYd`%Lh(f%67U6#!LFaa=5H@VK;z+)87S@_>8Q!23$?_}9?2y(gaZ<&#!w zdFyb0_N+4Q*a47n^ixX%+_6bBDK?!hbr4&zYX8-XgzGG;Ubz>uSEV-KWFy48#$X7M z>w5lR8FQ0+8`vGGq*H~bMWb0~pf^q>x?NDf!gM-gJA{lX+>`|BieuA1c*kLL-eaxx zO7a2~V%wti->&-a~`9V8VbH9 z75F|{s%jd1N^E*QKBYDO|Wi{M!?Q8e>p$EbfM zbL5YCw4|k%6`ONQoLzL(g_r&G`CU5;29u|EJbeia-I15p_qx3_m+mY=r{o`|S!mgT zO?D?**w!9y&SzN(?`5eT-l&ujP3+xk*Iq3v(Y9T1HT*l-g+^!fqu z z_@!UTQfX(EpQ1qk>*W<{u)e_Y>MvFOl#714xohnKYCKywU}YC75id~;0GEDH@a?bU z=wlu@STwe3q-%#=iNq1JiL>fGFL20=c3sJUK&#GvPd3!Q{yFysPxa%tUc*ZlXOe+d zOu>EuHCXlG6{bByWOrVVSh#m(Va6anwJp-t^!QX7_^#2^66nF@&+i_mJwmdHeLbYH zgJv$8H&Ns5$x&w~;2G9y@dC|@XyP`PgjdWoF4>3K#qP%u(+NfFT$|Y7gW{nFMpEb? zZPcQeru(=r(Jm7;kTRoEUHiIjA?H!G)AZGk)XVqMvQ(X=ifx~0FCJN zI3SHZ824SossYd%{$}E0T?DJ{!sA$^bjjs{oyr<(#&3eEdX^V-q+&`AvX#B;Rrasn zeEjp+X4Psld!#|{X_}Gr-uK<{25>Yr@zbMG_)g|_?1NlB;R+DMYpLjvS zQ<9_GynJ^(sHo2ftyahtPk0rFE)1Pl;|%6<9Gg1D-~Zyqfex11jm>q9a)cj7A6|S# zdj?<0SqmXqG8A!4!>l7=`u-Q?UF|nRoeoQ)_Ygfw52Bu3#MM|A?VIKCNF?erC5*zw zAeZqB+xF%2MVb0h0h-*eYSMpnY|>@yAOja|1!-0&|Ja6rKWUZ#c3zJ~*%f)Jtf})4 zvTi<=qy@Hb*uo_~P~pnF^2La#md=f^eN7^+Ykqt22yAoDAro*~uY3 zR{Rz*QCU_{8*P>)PqhR)ZYcRw@k`!`*KWM=&f+f$wkIETMB~7Wd&ZGrC=GobB~m4s za%a14zH@YMOLFhH7QHY;p5B|9UWuc#Z38l2;0cj#T$SyBfhXMOS}gWyygk=6I$jQI z8HH!B1}a6Oyy|R_&d`@)dtL8ls_CY#Fj|7uHmS^$mg0dB!4a=m^`n|?_Ya@h3p(N! zJ(r!xad+|d3~%DH9&!66y4^#{_Ys%PRK&G@I@n@AV=1grJf1*O`g5go?3aRatL>wi zAqne9EtJ4;j`IRJj00~;W(pY?*uhWeByUI0_&U>XoO+Y476D9AjXsd3YT^BfC4SgD zYZ9uA$pg)k!(?MJJtNyP#>k;Azx*Yl;2rU7v$kqQ^`@DlG{0efnTgl0d4@}k2}afg zuUU#^$KO&On%#~{10RKqCQxPzcd&cxXZ=5w3{r<)^8&X&kq8aa5zSU&sE)W|4)H~- zWB(CqtX7{8nugGRP5U3IMHq79Kns*Z?{0k~7 zlX;xBUc`wmE+7I8yaZwGC4dB%?F%a%jnKbNqPLtt z!I6>3@r;&wZz+UkK{hNuZ0D>KSF$R@hP?FR*#c+R4M?6X?o^ZnaQ~|L2;u0r8Q*wC zZkICRPJIM-L`PIVWa{eJt`6sX;dfcIHJip5N&*oL*@9yc*58Wc3<#u!KB_pn0j5dO zbii3&>3yzyn|Tb!zf!M|cuR%t90Rpvzvga@T;z3-ypIr8L2p=+_VHmx-%Q6iCz{m) zVq*u0qrR%Jmt0JMR`R9NjgoUS_YW|0BD1+Mv>l;G{K-F*1t2_HjRAb_qnJnMlyD(` zkKu9S0ubn!UCR%-Px)esoSIP;zdIDCQdpBh9L=|HpH?ZpHA#%Y1vW?_5z)obFE;`E z(a-BBKUPvyU|uK;x*YrP zH522P|A8G@TG>jn1a$;d`LQI9kWhs17+S~bOu+362R=qi_QInRKA-W83GfR`_X&D9 zv1kVt&Q$MD^R33D5t3Rq+Xu)&I4av*laqHRbfgFN0hvkPy&aXl6wlRc{fx)DS)JtD zwR>KMTH9~!9XMe?NrlM-sE2sr>_DqoHbU*P&F(20A?0OV!AM2?!zNA3g=l~$rr;kT zF)_JHact)#JL1ESua~(Yflbqqg>N!H+tJgZ*9}wapLgnSZ^O0QLzZ(~oUKHZS*Hu1 zX0rLG12HTmR+*?7ZmDXdU8pGMk2xNUSswFqm-7V;&wfzPfsYR2o8BrIR_&B4&3c*| z*;e(PdPi@de64q){sJ$Cy^XwF^sI01LOO+tFq@A__wp3Bs&Q?yL2Kib!X*05`FRA= z+}U9<3H=iHS1oIelM$kpJ3=)? z3n$^tCe;Jh0k}h7m~2~HXi;Y{7=mJkhmiPQjfYCW3{BlkByt6kYqq2)=N^2~VHDD{ zQ2T`o^!t&oKC>lHJ{p@)>@us8=|eF$yQ8yfvqIug+CF2k6e3pY{cw<@^vuz;!^Xnd z;T&J~j121J4|`%xM8{!FlnH3pE)9ROff)ap0q>_0mnw#&?GTjqDfMxUeIuYjgg$b4cxlLDE*}6p*#7&P=3CqC?iYhO;os{xtyQ&bQq&It`CY`a*&4%imXAS z<_nT)UusimZzq*4>Q&O;v3a>_Ig2R^LCmF7rQC4hexO4iUTK4U(zXoW_$N~aJevs0 zQ7qd~$(kD1bP1a{>HQ%qc1UCLA+z5B{;FVq_OL7UHG_A|@t`DYU;jk_6Qw-a)t)Dn^Z0n=9A74v5B5`qAwH>9Rt1oa48tGUYGWk}$m_WJnX zlnwQ39+`%&w2y3m==R!J9J+UES-y|nJ4k=a?wkEM!`UZpd*OxLhZ2pL{A(c^1-!T| z*!_#*g7V1fSbLeU0tBb_=Cc%@mV6s#nAsGkRoq0p!@ls{hIVQrKF=K&3}cZD$1hy~ zwyY00We@>5t>-UCqf9#E#aa_?2aC-FVm+|q zSXeRhy*<1jbRD5#M8%dnnm`yqSsn?tv(%@y?QSuvU?yv((l@MGjqgzB94r z%r&+Jyv5pt)+5#1lkbHA>(Uf86a_DRR^v%DE<5!%KIeKiNp!HNS~vT_>w2sS_5D5V z^ONW>WrWWR`%k_e=8fg9$P%1?bo@4xr3Tt#Wz)ceFfolawyZc~sLgHK^0>Tf>^`6t zZ4oj4g*fwEWsq++6HI!9O722iRZvL1lNj!qq1Y z7jW-aEVvDs5#&91`I37iV`#UP9wmqc4y%@4$$1x?t_Brvs_C>qEG%WZROfhG5eNe_UB6ff+|$dCs}-%>I^SObcQ|d7^ox#iHz{##>6| zLvO$T^saICa`$+H)tP~YrF>rum^aT?cJ)3iEe%t^;>8kIqX*x(EX6tI8p!bI?jv1^ zh}JLF1!Gy(7pk!WI26Gvb=5ZV%3STCo&ooPX1WQMY;^9qPtv=A@bZ0C#4pZBM9Cce zZU?rO)c4BZ+YKv6GFxyhS`QhwZ7=}ql z0P7gbhR$f#Q4ev8I*^(0^?I8UxngsSRDB50-HBPM%wqy3x^tktH!QiATq)h6u5dGT zeu6K{V))5%_otyn4V{$~+E{h&j008j?XV zw#KySKAS3?xGmc#u@ecQ%S#}yN~Ow@Xy4Ppnahu6=slfGsS(~3gi%1D5|aE_>c zGw?Jnl@k5166Nfr6Rx-4rNVl-kin-_sZ&v$MEBRrHOBd3x z9b*zHs?TnQkE&RN-3*g{c%Hr8;x2;9@$DF8qi#L>t z4aTj1Mctfimbu*EJ2K^>Lg1!0${Syaec*F)!cf{xe-H|zs4ms77qLVOPCuB*zT;LB zGBf)4lCjFWMj6a{dkD8Wh&m&|5hfU+H%P!{b{GENsiz+aT~-|=3`XK{kZHFv+Z*t#aSQ9Ve#YrQe@%jqow z#L+0~>qsD>ic|Lb9PF->G-kcXk`IJfWDxNr0ZzZ;agU$5;8SCMRGjXBGi-B$J5;_} z&se%yKtG$SK26%b_L3-{f@@EI>!{JPqrpzki(=M2Kyp#xjOa0J)PY+8&CvHE0akrm z`2`AX4Ot(T{~!wGzv@A*TXd9Jvh%Hs-ldiojVb1ca(r`ed>3<*Yidh^>yrEeh^5Dn zW$S5uK1eEt?&~K-)ErFD@=5M!L0)6G1O94FMB?a`j48czzNVwxMlL9%S9$5cvXJ|} z>N3@HA!EZLomkDj=gn6Yh^|fzG6$ncN%+k0MQDCi+d|76okcPV19qMy*TX?)YY_X2 z?9+YOF5&o>AoOf?e@hL_uQ#E{s1mS~!X3Y#ba${%Z_y+V>yf1U29&O0HH^n=z#%0uL zo~MD%S=T2ptf8d*f;raJh~?HeS)!=Fd?6WtXSd!sx^P&Nyhr&ng36R~z-QdJ161S4 z&Sy?QA83b(JR)pej}MNm-}k1vFP#)1eKFgLHe1?h5*>w2jD;_uvk)4!6ngvb0n)B* z^t)ZWojZ@V9@H5UGws5=rTkZi9_r=e<=ejQZ^^=@YoU>4wZQ{;=Gy+`Ob9+wE0-h( z+ptM{vlf3vVOyMrg+VeE&tFN+=SbS;0aLGMwYhcmm)(&VauzO@ z=^M~pS$wi+HG{p|v@XiwZRzrz>}8%nZwRZ_JVUasjy+T zNilQc4abVWmX>=0o;-U@8Bjp5Z<;d-a|bQ7{j!E=xu4#HT~{l+c+-~=^gdmoAw?n( zP2zU9hPi9LIHFHKyRMHxK%{`?axWSt+~42vM0pOOG(VSY3;%r)FKy>7A=A*^NAf0oM72tdmLL+91f6;pmC_oXvZ&H<`J0jxC;TM=Ik?hKTfH^sRqNIKN_xyw(SQ%`a|6-Llol4+mVc__K`$zqBNW>bDTtzKWgS`b zZvD!|t|O->dE|N7KYdsb6h*FbX2BDKEG0`6aH$H2?3ZNP4ZkMDOOub+LXc3sE@96s zwvjR`we!#eBWFZ$e|!NNjel~qmRugaJ1w!Gy`WKjFY1ZzCVIU7dC z2FW}d-L?BlHorI8aww9`L2~9iJ-Hr?+Bjr`puHHzNn>nKl z^9^}#e0i2XKRuMpuRC%*AU|$6@2^v8FwB+`@nJeq7xx)mu_s)GU{sLJ2suEMRCquw ziE1=_VaF@yJPeJM@1ARd#15FW;lz`AjkCFYHai$&X1-X%w_fl0;dQtnfZp@x^$#W~ zO6$zqVb_mfl)(#$4Goo7)J`m}3s{77M}|}b$CVU;w9{)(0|<2?D9K=xd-GXFbwTWv zCd!l6@Pkkyf2JF?M`94mA!~9ckwRm#P=&hYeme!Ixa%(pu|mYL%;D`{6bb#ggsn5f z)uTQMkO4rP95{T1HVNK$74bzHz2dY3G>p>}v~RMKCRHl&1YTF+%XY>EFtTd7d& zmT2B48S_C*Sm;?HUXSK(~X3iwdSUyBaIftXf!x!pPrgpZQ#vXJa2RKxaV1}6qj4fqe3&pJRMV{ScyE7f60RELFNY(HSB;{Z zyZ#>K!a|Gf=98F`rMImc`dDe@#Gv?m`iAotSeVKfRH9n(_rZcy+V=d=0tt@bvG2?_ zP{w-lL@!54drrqQ$5~=8D~P2*bp>Z(;$Od7MetdzSb({A7@jd*R6a4l%x9~|yI|a7 z5w?`*rnmMy2VCX!VQ9g7YPajs0qXSH7-nvvGX)*l=J{cItv!t%;*`NA(+=}NQC`&k z7y2GLUjS{EWz-kLL5Y=GYT9xztZ6x<5@GqTTl)Wnj5TQbPXscuN9^Az$ba&d|E=`! z&%;6oNG{X%R>_Gp$5(vCuAlG~fAjxF2$F&yzk%byrlC}JtsawQ5Jj~FgIP!O7iN}i z6jgRy*_SmROB!vq6yG!Wpv8l-_sZ=og$)s<=20_;9;)d&Y>oyKk4sTZD|Co*+ve`m z1RzhZ&%1S?%%G#PV2w0HV^CPLrFKyTi0`9yP1)%TtVDxy$af;QYFn0vxs&DNvZeH7 zpY_+}o-8yVTazS1H6Od@3L0jp&NAik!%=dJ;z0wy7M8lg$`=}9rIO7~k|uz-m@u21 z;}SPcI=ft{fIyIQxw7WF{gI{W8qLpk8k%PNiVhOL-@YDo4&T?p?mXu|eRj~VV(qfI z%C@@V-AhD$gx~MMy0(P`-8dbZBsAi82pz8O@Qr=KVMEjA%742Ol(v#FslOd(iEa(Q z5+ZyA!#!4Aeg^ZX=s4}KlzXL#Tae1(Qoxx?1uGp>8 z1vjqTXwjrV0s2uGPhqn>IA7avCcbQ5GgT{PYWw&d6n}!o+Q6IK6GLhO-SCX411OeO zjuTwa`Y{%x>;xd5WKKC4(I0PHL9iWJ&n}snCgYPe)8m;y&hB zsOzw+8xsAQpVjH7TD|7p=s7mEc03*SxN8pw%ict zUliQH8;yBKyoc-ec+EiXS=CtE>qlIcm51a2y~0vkVz7IIqJ0r>DHBs^Z50RUt;K#~ z^-6BA(>o!-4R7TCR1i!}|GZKck-E&}O(F30#6#tXwOT^U$BW(+WJ!^5&I*NSA+^Ud zV)j*=W{LP`NZ-XieUe#R(Ldn_TPbOCd#UZ@WP?JUKHu(Z_7sL+ACEDyO7r<-e^R}3 zdaXZxoiWWARjcJobOft^&??hE(AHON4B{q*{Gf^dZcQ^MPTSCN+EsvJ?&{SorK=VbL1%RFRORJB#xL+L+kL3Wd+x_{#aFCE6r%LC0Mn*%8Y59N{uR}) zuH0Ntd^Ort^Akcn{jHsoJki4sl?M>5>eWs0-`U93&apc{a#6eaEi+k^#+H4&?1o`P ztZd$flJKx4SO2?;u9XF|mk)K?_BAO#??KB&JuAedxEP|=6gr~D4e3d-WgQZ%UCA;5 zhlz&X+xt(p^XhPN)hjEl0gQE4ogS~)`=+aoX&-wnz^8p5zLYgKb}=`#&i2;jEmFm^ zRi#A5OyJ3gg;MEi@47Pj9nU4Jt4x37jB#cP+YjMU9O{w}XT!I_XiHO+BO(r~p_H;QC}Y3Ny=a2G52mg2 zR!1KcHsv>}Uj5-?Jl9H%cRC=A^7+jAPm?%tyz<3R!>;u0S02a361z7y-1@awH;;B1 zEvZ1yW}V$N>_e1$teaCL4dCT`5cUJ@xMFT^jk2k6J%w>!GlBY%`MwXRKi~@ zq@hgdVMP)_D(&jQ{b~+-qnB)?9YI-S-A%n_;M;rWD~9BbcoIt#`xG_1E`BQU4zUG5 z*deHLeP^LalvMR!6w2jQz_@Mkp5MYw?9fQW3G?KO4)2lS%t34--h#(KgEaT7Ac3`| zq>V>=`+0!~k7e=6pJ@qRUSuR2i;XQz6zTb^1&?qQ9~!t%y_7Ac&u|FTI` zSsOZHitL*~8T)wGkUi@!ZHnyq2714JiAxelG&Rc@EwpY^tUA<-uHxIGq~F&DOdD;A zC!SeCKtO>D7mTTCPKK9|eOvPo#x!lLXm0r<-KTf63zw~317FEy->~3)LX_Ddj*538 z$n7f{MhdxZ4np;6mX}HUD|EgL%{@Gt9Y5_^tOD(d@+l>-S}K6o#-|aFV4(;^QIt9U zCH?6uoihU2d~Y?jBZ{h5&F;@G^t=!s*Fxx*e)hOvrK>!2S2 zBTKsD{ORPWdRR`VU7FMfMlF_h_1=!Gn!8gD)F5Zym0YVckBxWK?1G}>%dKh&TSlSz z{Eu(OJI#oSC87%LwE}&l+2MD&QeIB}7C;SBj*@V+vZMBDU#}2aE^o7WB&y)~&IOWl zt3B2HRqkZ7WbXyZMz#5E!7)HY`5Qta^~+cPE|6hI?gcRu>7+93*I-B6`GXfl1PL1L zL!9Nkq6l?>~hFTTf;ERmm?tG zoJek|T7B~5Vn7yH?G)tZ;za!WlnX=bvEKo!S@|W1WnUv%#nVQIA%9mu+lX_HBbTOm z0yB1}3~6`3I7<-aK0tf{BbK^6z6KanS2V?-sp zuLa&ylffDK=&G&_*tg{&kh|eeFs#Zup0D}rMQE+5R-gHv{Qj{pFpVMsd5=B+ixM-O z{FB_o*(w#Qy8Kp>JWEm0&sG7GBzbb!#CHyn>-eByX)}1^!jzSu@g(i8RZQBd=@!3x zQ7%7F2wpW0uAe(;q*PdyPUfr&C_G8JNz9#JMNP!4GA7u2RiSIOXt(^?OJ?xSD)aY2 zxnm=rz?-+p0v7aF>+L|n`I3riYU2yxeSPO0gR6f)x*I}B3;h3su|?*U9uNUlK`T&| z0|1+AAZL5n$>E1*j842lB)hDISXmWS4xa+gC@l%q47ce8(uTck89KgwOLBIBWtA=r znpzT7eNK%vA()$wX1)+{y`)^OBK(R@qKa}|T#y*@?@vL#;uyb`u{b>%MiqJS7iFZC z$KFv?z@=;ingn@4K4r4qsj!WC?64W4mYU>QdtGJg&xd(>VatEc9pZ&yn(GF*wf|x} z2)cQ|tsqLJvtHVHBJX17Fqc@;xS#fmd6Y5&2CXE$m|vVw2J)yU2jT2{5yR9?I_!#v zc8Wd3U(RU5RsQ%X08R+G&;nMF$;@h)(#@7;FXITN!?J$F}E@o z;L0Uec=l!Ts(M_=HT8U1h^U6vn~Jul2tLnJyO=Tnh5nZS{BDrX zsI1)+BLI&1uCI(zB>r*8TuT*4H+<` zqQg}jl*garS5zCaPf(Zj{L@tO%O}vRBxuiV)!=AXShGeY$H}ejG&N8s{D@#m;OQHZ zh3fg|LAr>ObY(M87ZNH30E^WpAc0x>9Ya;0EYae>#ixQC6(E7#Q3d6r0vu|{YjKBL zD39O)yb>pHV_|x?-e$KWYD-EM(21ZBB`Bwsf)!5jWyK&XfsA@SWQLie6HJ`}9J6wW z7-o=b!3To;o)Ivx^e#t?UlxC0!uLI6j#d*RYpJsA%_~=mO=0CCa5mmMT0mUOi`obM zUmeZYJ9ionG>6G5j!PC8M0im~NR?{2)s*6MHdO?ltzPmtDcFas ze*`I@@g?~9-h{vYjmP#Jh4uRkeB_LO^2C7okySX)dTzw{O`x@k5(urf!{WCvXcCqq z&Eu9i%{yGxG~7~2GA)M}iwf?^Q_9mhBYJSA(v}f&%mD`Vf&bXvs7l-HPQ1KGjbE-% z!NRAVW2CrCv6jd&SF1=?6Dl25S9q~iB||P}W}ZUEl5$B>Zd1@KEcx$y>c8Y=|7*Sc zRs%T+Wl7&F{YCkX3>N?2s<-#3NO0SK1+>Q10L(zDN>fy4TGBFzK!g?-19ttTVIKm= z36vpLi)kW}+ik+E5|-rqR^`%)8I#at0QU$jnu>Gz*Uju^F}s{^!hquvJ`&u8AH6a% zLRbBcTJCktig}GipDgLnqA4inn+5!njn3!lq|N!u-7H;)%X%U+9+H`mOakvBd2>BF zlM$pp7r7l_d#!*gTsNOywL879P*p_#~!5%>AIL|gPx+Rf5A9w53FF5DZ z^SUQkwD)FEJt}m~JUj2S3X$wMXwRaa`mVIlcs^dX_jH-PyJT+`LMQ>oDA5F8E(a-+ z4J7f!KZc!3`Qp!HJ%*V-Hnu?q2rBGRs4yHsrOKT3wn@hLlkZ2wBzPt}2rBr~%OoNk z6H&M8@SfllIvP%pL4hcy87z~&;Lx2DYK4I_P);XkJiZ1^A*K2U?#6AyfnopFUBtjm zI?E;s!^d8@`Lp{uH^E(}!wsVgfX=!^|HV)jTWhGJu!bh}}YZNC6{Zq^J7iG|{e`wi>=DLOlCaMxp zW``ly;6mB>?W3#E#7D-~%{v#in}mH2)uR1M_E1NG-rs-7hf>q!#~$#s2QRBempu=3 z=6`o3(>}$7|BR2utWlb|yfq0ulqTAU=FFg@xqoW`Ci_)!UH+ zq{dFIJK#*edRf-KbLoLqf|E)n3-H&s%0PMr+(85)NP2 z7)?1Abxs`~7Z2Q-;r!YI|4dd-Nh&J;BTb>=o<444jJ$J-k|?DLX?J^Hbigj8I>R6G zgTJ|cQN!GcJ-gQ_h6`;dIb1sMy=tRd`m(6uJb~2Sw6PQp(<83W)eN#zb!NOvjl*F! zTExqgnz*+=DygVW$EJ7h!zK#thXqMug4E*WsX;ooZm4;0R6bNl(aX}re*<6c;af&+ zxPY8BA76bjAA?Lvk&1ub9RyNvM0`Vp*g0{rk2^KEQ1$63uK9?LV?BGEOgXP?<|l>` zuSmCF6#(wXWjQ)w?59N7s&&7E_p*PRAW~d5%uUG^~$h2G7T3 z3vADS-FoV>6TT!7qVbDo#X)9OZ^Z@8PID6UC`s%AIky9QhW#~J^Sz+6Y#8U@}s z4Q3{egXNqYt7@KBaj&%9CTWcqSK7p6#)5tlIrg~Fn{Wy4bSjqGPAz#0*iVPk>Pw49 zR9lp{FZgCusCTAZ2&1*HmSF$D;5zAdOZ4vhphlkY$;uP2p_ZhlbWguXhl;rME5VMz z$Hj}=btt(YdaqJaPSV?ZS62CXUsteZHHR1I*td$i>a?hQq%E9UN-visVeE9`yGW#N z!brmdzWcfDEPXvOzQAa1FHu7oddCbz4OePFyD?5~SpUAE`CH8>@>xZTbKli%?K(q1 z^o@m6g>--u-O*nXbQGWBK_$@dmXzlRmK=Vna8EHojFzDZ7MJ3M=t;KW8onO{T+0zH^1^v25K96`;IR`&2 z-ovZ3W;&ZVt7QoDpzsT8awTd!w4PiN!xgH9|G5ljDur`m}xf!$^yDuu?m1v6qF_ZK-aG?Cj?$bnbQsz_Qpu zPIEI-6O8CLwoR4{A(@X~dGxL@qM0i_<6BbQE1M*=F}4!I=mKi2J!rf|mcyiED zHSMz){R~Y*&PF^?sReb{KgQdh$Pf0BMfoRu|Nrsx?B{KQvf>FTVsQj_Se1B?!m8cC zz`L5QuqD`YkOWaUrKxUvJ+qI$Ds1JQTF~r^)nqVVwL>yk&sVMi=1MTf7$|&VhA#dI zQ+X0)HR{_QSh^qR9%<;%!%4YyJQh@KPb_+d++Qa2z>@*HTt4G%a#4~hMl4XL2$hD% z*GIkrhvTnI`+TJrbEgH)YpCm1fnLwu378}%IyL(1@5D*E{4chC2by*KQLVR_caKa8 zv~@@f-j{=r`pfP024N|7BF|&@a`yq-IhAd7-@Z)C_14}2XDY*C_Qjz;Wpw|J|@zm@b1NnmW8uw|WzZ3n!4Ur_6w@H*y5MZGCgi+DPGMkL-%`l>G5 zWHSr!65_F2{qTu6^{m-~I;d7~++HW+09*j@MiNeFi^G@bxCR7&Q=ir-G-ntZNOO|B zp|SV1(6M?K(GW}7qJN*IT|7+EwF#2>quo#oZE0yud1J__iDF$tFIClrYk< zkZ+sc2-^Y6X4ZTZNf;p%u*()hS3g$yq*hc4ZG(-vZLGB?F#Gph5!J2x(YMdU2+{ob zDLq)Da-herj&ZhBDrP1zq$5=syXS@a7`^i?8_-TMl5vszCLk@hXHjX$@S|+xiSsIr6QK7(e!ea0jVeE z;l)2iWSdBIfk4ztr#rj2hbTzs0HV=(L8+8vRJ0BmTXJPhnLS?oEbLfNcfv-IX}BSp zWYmQ_+dG2o*K})m={&9+ThOw2Du&d=I<*B?97OY%rZ)vT?G_BN+XW#ggBkgCdxl=o zvX*N1I^eWsYqUmQUWsM9q@Ax*sCxQ+JHIVVf`#0!1hOPaD7&#!x2 zvOP9f&pyD@tS1MtXF2gN_Xb!SPM^{cS`jI9;Ysn^bj7Nt#j&q&(oaZuI;xu{Rapzmi}4zV z3Y9nlj*+MG>iDk({}avpk7j39&;OYBkxljgyX>of?k~!w)pTG=(C)kD%Kw=5QIM5b z|Bib8SFg|NWs>vd3AuB>M;8ZCE@>m(X;z2E9JhEbdpf)2sgBXHRb!6=8gFBfwT97a z7-QeG!vsbF{XffGx!NgU%{C$9tQO8jP`u*aNft*_G~kJ$PT7sqfviL`qTi0C*W z5n4wV1+oZN0i55kps0ciUh<@bw)Sq8pPC4z5;uj^WCulu=qJ1{Hu;l!^i~qco=%-` z4XaS#)68}gP|p870^Il-xv#TCuJr%qhNbB4)``bRD0iLiggI^AEBL9_VuD;{+?5K>m^)n1`sTR-0=9bzUg0U zXZVP+kSku&$kfo>n#OD$M!7B|W13uwD30d+_rc;wxk6Eq;ylIG6>H1i{jU%}80)XO{rx*cPpz}F zTl9HlR)Bd=9HEP0xk0~3lB~?$qn+~;-D$ftSL!g(ePqmFo0P_aYGbAp;Uz2elc~zG zYsI>FiL&{e`ZLpI4gVCc;K_J%?Tr2NwT!Rg*Dv3-A1S+nDK2vHQu1c%JKowv{M0Vn zfEZs0Rn_5V7uxwvpGI(~I0z$iV2W*hved z2T_A34*&?3Q5*a@Zea%#zgRa_{o?9i16G^Q@^k2WDF7_hkl3P|hlS}6nmaG0?(1Bk zHTa{~VrBz}NUbmF;h-2|Jn&jR2nX9Hj!tGL5aW}MkxQ(Hb(WUEi)r9bL?a@br@9B{ zOaRT78d-MBqxSru-;+{8TReqBA$HP#An&r0f?a9n9P!C`fyv)jtE44_cvc1fMIFq z8E#FD0SZd|nlr`&R@0VRa^3E1`Y{78BKGX5(yi1$kFDqkyW>ZlMr;|RVqq+8T1e=_ z*OXhG9PeDqGv%%{V)6$2{w854$}K?y(aJ`xm(@?jT>DmyC6Xv3cvdt?-$(>b+cPy!F-j{rzK9mj zvK_qUImO(;6I)DZE6L*faW5OH)BZ|C5F^p)l==67?@=SWe%XE z0Wz%7(~afFP4aK{FdLgQGg$FD-1XKA)2o$D}i$Or5>`LKkvck0Mdy(m?|e%U6oCTo=06P0#E0my5hW18b4B=6ikUU6hN?u7QXoBkujOc{3dEgQK>MS#1v*c>ejmtycG9IP~SC`|w zyXbEQ+uFNc?#N;GU#SZ-@2)3+gp`j-Vo~hcCk*iVM7Kvk;i`e*#Ej@+0k7x{M#4y& z1R0&(TYfUl4`|39ze5oM%?F7!>?}4DCI7NBnWAzGq#(vR-`l3Sd!Z6Ay{fqI6SUQ} zX^d<7?)d7LNk!N_1>BoRGZ}^S0GZo@Iz;yPIxqRXX2G+-y-Gp z@a2zX`R0;Q=(C?0b|~ka=34RN)GzMPoVtMbzn_o}j-FGp6?H_f(11@2VKSjs6}8e) zOo>PWJ712t@$HvJ4K(&?S>l-=&RltW8n@m)T_4~KPn*FKIUZUApetUGiq)L@-dzFt zs5hjVA;f!r!-J+0C)6+@^hy!HqrmUg@Qu~g?8{EF8z6tvti!sG9oDvdRELJ%&do8) z7}aIKU0Zuyp&D4)paa@{>y7-A%dg87J={Y6D8cNHX>82X-CQVoi(jXx*$ui%WIUT4FcnARxgKi$n*D9Fuq-3 zLqCq4J!DAylz7yFc{{Xt2af$knU&ZF&JQXnUn65Vk}m4%o$XIyqt}b3&H;2zTZRrf zV8aI?#*bd?cNlYAkOn;mu=K324DhXd%+q^DmH)%sS3tGZrt8vD0a~C?+=~+m#a#*% zcMEQXV!>Ssv^c?v7cUM83B?@>6nA$h?k>f9cmJ6=XJ+oqoH_U2v({aU4Lduq@`dd0 z)#rU4Jx}aSMH6xTiv8wf-+YbqEI%$|549it%Ws^V6J|5NX?Yht-I_$b4KOtL(#?(d z&dZMVCe=xr96oNR(rX2JwO~f&H;Nk4*P5SDK*`D5rsb%dPb=r^QDf{|Sz_qp zhrb_b)1{N+IYtI|X*ol}+phY&5VaV^Wp7YyJ4+f(ndn5+=~SJa%3rnfbgE3)6bIPO zlagIMLx=l5eaO|F%|OqeY}uK)q9$Zy?F-5BF3o`A8L5pm)-2yzwPV` zns{O0ST{$W zUVFTx^7hcwb8CIQO9*vITjEv~X)Y`(>X6I!@l#`-H$3iayLy@E^za1LeucjSgcw8k zkuJzQI)>>{)WEcyJZG?yFrMi?`w=bCPSiPiZH&bw3x#9S^*3AHP zR4HfjjiP5!JM7YudiLBE=VXx_5D4zBO_V{#th~jjCgR2{zGlsPAq!?WgjW;TBqgC! z(HOIGF6Kc(9kW#R@|(R_>os5oF1M-+7jg`WRI*ep$>AS&6*)VMf1#Kpk%Iwrq@|_D z-S@ItAW_!3)D$Iry7}Du8RR2ey*ef^#~OT0x~x;Ww3l+w$i!P7?={~vE3s1IPN~X|mx(Z0sOsPtl1HOPV zx%eM)FaMs@%l#*_@nxkM+sd_1ZE1W^`kljzAv{Af+q}zj)B1esBuv;u!dTAz_7H+d zpPU61~2Ff1fPf@$npKA0IHG%rC zk2nQFi0FulD8&V|xMuWq-Jvdt(B*xD9X65od-NizqYO}#ZJ>qnCq2~v#!n`+r)=MF z4&)_KEUXU|D?2Bl$eG@1 zAk9_X{N~YHApx1`6ZmV{2VT zIMweS#6LP(j#&M#`l^&-K|UEO{V`*jMxl&^t;pWaBx=(W{4uarSOvg{sbljtMs?2r ziAxuMQM`*AZ=PmRXR28ri}H7HlHnsO2~Vd%%J@)a!C+3kJCg98!#)3>$ImjmwBo{_ zY#ls*6D-OjZ>94U8_D5$g>f!Vq`T08rbn6+sj)JpAy&2Df20!0$JoBVudJ#cFk+DAX{B_|>IihsP%t$H2(6Q{*M5y8A}8S-`h9Zr8hJm_1;|+UbA{dO_beYS%208uSXlmv-iXjVEAse zl!#8+AsaZCPkd2*qIPk&MI)jC0UP9?^7}bC&X!fMeMH5JVk-cxBURmtB@m&N6VJ3q@FXom6CugvL2z4ci=6wPdbKY zVkX&#g!_3(-1N&IJ+&R8iFb{1;cjef)8ai#Y?88FPogM2BAx)Z>V1p-ih5v*N{MiH z?euV3CjEs%yshQ7Pa#UnXmW->H7)_?Kf+vK_rb-miABp{oqxzo#w0SH!Qg2_$Lb_j z%+8k}sfS24qG6Qy+)P>=O72Cnabrud$ND__(k|!ZQI*R{s;XKq9`BPf4Ou+0rCNQCJb3U#Qz&gjB z>}np`O{DyauLarp-GOU?*dbJBj0pwXF{R_{VM8^675_}Iyc5q?e(bn_8+bn6OrR-w zaWwC9;vTr_w$>rvJVHj;gpm=JVIbUj?q!eJC3HUBmz|B=W zJggK^BxY0;v)t9+8C()8n(S|Zuh*7xp2`{yp`6LVZO4Td2?ck`RndX6!DBE;?cen5N&3Xx4D z2;S|dpALT+Hoze!x}wK^H{wsPPw7VU%SsKRHH7VGiAH2 zR=ikm->rQ#eT)|Xde3nEH&mP4-g77#+YxFR2=4|gZaRD&;A zMD-_?^&68 zp$>7o2*nJ}DBaiips&XkZ^jY9F-U*uk7~VM3V7a$0g?^5FfImv2IRWfIe( z7^AAIEsP(a`lx4sz8u?lLf>*ZS*De7vEI(5QCc^Wbu6c#Ux&T?6M05fnO)0I$DzEW zlu|j&R||r26RLk|I!bSV!>mT6h86r}R*aoUQ6jFvg#IO(mGvmcPNiJ>8M(232;*(= z0o_ep7JmjXdN!Bh`suFkh`Z_TlS1IeAy?5vJndpa(@CX@fBp(Z;i>YYo1a&6^9!qf zy4#S1L*hkSzgIu^(UCADDTN`;MFey3(O~eyQAKz={V18Afa!rLbl)ltB*a=)XhyaF zz(JBBNmD zUGb;*N_DC}*$P(9sDzxAnw;u}uT^2rFX#fOyoxs9t?CL8dMSy6E?9 z`*iAQ6Q+!`Ru$jXa_P-;*n)8P2onE|!;2@!KhC(vwg?H_1#Dgwlzry;@Wt&MX{uTe zyy>~8rT*m|h2EyL5tFt|Aedw20ZeGqd+rd@C!~zfm-g`~xSwf3P+#X;$HUEsXI0o}dUTsAHm_BU|7!9d_+ zIF^2EGi50V*(cGSCbmZ*CWj9V?Mu?s6h{+CnGKnD9)4O(kp6KUX2<1V9+UgdiKCMN ze`6fB4R-QTLLXZ%p50bIO2cNWl9_a_o%!OVKh(>uBmaBZIlsCLk`hmUh)ZgTQXZxckG$kfl33 zD;V{W-4`eu66ScJnTctIojW5_)`c9Y+7|@V*SfLNAbrgxb6u@G za|i1nvwP0f(4z zrz@X>Di-O3ZEyW`W~RRWLeb-rOuf6}LzaIRpf<4D@+7rMWDGty4+bSdV-~F^-kRwU zkorb&2u^Ah((j45phgCV`kucZojB*pZ!AtLKTyqvXF$;z2t_HSLS_3t(k|& z5`%`Sro-E%$^r;R*t0P^}x(SB3Svx#KFXFl_^#FXPp?K`^R zS7T@FV@WS_>!=kO^DB`vXJYnfEc-x&gscw__pr-m*Ow}Lv08*=_*RszrqwAE3K(D4 z<>3ili-ZuZphZ=@hbk~Oly7*kRbA=8utV-BEV!P(YM6Ch-M=(*GJ410Su|Iyz+2=9 zKP75^^LO3w=Xd1{0LGZUe&#sb)s|CtRF~Im!PJ6kg(@a(5+3jg?ZBYsLf2Z}yqTte zkkV7u6^K-8uvC5*cK?eaG4m^JU_hwMjzxEwo4~15mVWT6d^TDxPNq3i6)GQ6eQew7 z`=j(S-A88cHOZg4QvkR8-w+Dg{tdt%?_T9U%CG;;YbdXUUvnoEwiik`1Cqy2!y~vD zMrSH5i{d>Kpn^m?x`MniKy&$^$0*;(`Os(9aPt?P?crIXX3X5 z-Y|z;^~9b4>%f<>Es7~|uczvp#RL=>xiFT6Am@5oGrD59!^fm1i1r6SJ>0VR>t{xj z_;}Y^^}-EE^3TLAyr;tfvD4hT+Qd{*;@=PU^qyuVJ>|f*=83rX@#9D>d`)A!yE3~f zL!oBUia62wZ3Yj`y$b|!&WUj>hhwAMoh$zCyKJmXPb^9K2N^bUciELK>e`+Hl-yT$ z)J3cih5p0!=-aUTC!)OlFT&;{T)E{t9X*=}YJZ^^2j9T6i&@O?y=N#-n3ATNaoo~f zK4NbZ(Eu`@^n;k|Scf zU%-cOBg;h>I+m*R3nkhwtFU;L{#YynOHuZ%c>Aj_&Kk?655ibEYhqMEO#|tVhwU#h zrS_%T@lXMYar}d{tUuo_4{cvB4>x7QZiD7CQBnOdb;kHVV5@t>qJCwBzXrwj`o^Wf2d(V$b&a5<1S)LzTmB6Ga zShJaHPsTl$>q&Z#gv9N!7Nw+|aY}S{orh8*-waa*uAaQ-H(%T}Jw`x(+>!4vulkwm z%eXt43@SSstl5HD!#$21K*k@IGalo#H)N-wnsjYp;*%>3{O@2YoyYJoByO-{@zm74eFHE$AG+^n5wM_s&1C=e;* z6Ey6*^4AQh>^t8H0bTvdu1;~pB}uvPiSC7DiOM6h>bZLd^2=Q}gP2CxGRe&^^w+bB zr(b=fF7pl|RG(#?y8dLvYu>3ObO=3p>A@i9eEaJ?aDf=s?7oo8-e^F7+HMn+-|?5yLT?u5oBzUo1m7{?41%k^@_p9i!I{z8Ej z8g2Vc8Pe1_6H|M;=tq5LykAH8Sm%iW{yX-)MCZn^Z6D@(oa_Xx^H}*a0a#UudSkJ( ztcB;2AHl4it}@l=erk}N^yo=}$8E->L1iOOX(YALXDkk)BlY*nbBX7iFF?Hv58U{; zJla(Jl^@Qu)57fXwWl@Cs9d?%hl)34E36)^F7ZxEIah_+yD~HTV_zwJKiQS^+ViY# z+v9#UI7654u{4gEg75MpP?0)K*(?b?AC7jZWbf#9K1K!-R&~2uurwskQYY{sE!uR0 zGCs#m>nq`ZuhIXxUN^H`xp$A{X-Y_%JlB%{$_I2LNs^*0#XG(H0*ata+;5Y0d&M~K z`)sG#=zn6x?;MlDrMZCLT!MKs3YeU_)$(_y7ZgS2UC-{ft@RQylN%q>Rl1U z@0$R2He~$!Ev^gf7Y3P>3KPRp(WTR`GxTx3+~MEP8PoF3bZ9EgTmyrcn=ejNoA+lg zHH3rD`6=&94GQ<|4UD4+!@s7Pqd($I_)VI0KZ}4@LBrpCUpUC+49~@%qYW-bA$*R$ zQe6#}j*?xUswFx{X0~}bXF~*(j@BPM$(W|D*J1gR5R)55)ZvsH6>R|y&YFh)%Re{-)%43yFk+`Crnf~*%G2NBq_ICL zYk;_X+T?iMiS6*lTG(^&6p7oZ**G+#%_5_=rjttE+>I>P&k&YZ8;Wu0Wj}GdBSuyS zo@;6}4g5lJsvX(%76>~9;1`8op?>&VpY$bbA7)o!lLaAHQBY978?Kc3?K_`z|2 zX}nXnyvUx`S)*vs{&%AF9AJX`FCrJTvqp*?qZE0)!MUx?W-2go%&qbl{DN%6vXw(; zAvK~E6H(!hC3vJ&_@Cg_QdiMS;tHeO#Va%f?5{iGA9#QO;U5;D{#nfMzg_<};J^t; z2!%P)XXVWa_35sU56IlnB0T7ImSoih_07!Q=2GGKbAW;i9!_ud5NrDF^ejUDXwqkg=J@mHsx1p@HpoLNjMJLEx(~1CbSH4nguhC#IQTgTxoNBjW~N zVn-xD9Rng>Y!2G(`o-$9wl^a zlxH>R`$&JpzT#~&CkWQN-ghz3#TrsuAOvz*dn@ve82hUnpkk+l?RlVH;J}?Os!!Cjd|<*M!@O3m^ac&i!CxB_+Nh z>-;ago-%%6N9y54AeVQHb^=!XwB1X|^om_hoKWww>_pQKpu7*$>kL12v&PK)czYhN z0dtM=BwI_GRtUGt#G-}wg=UkFyuZMv72EJ(0$>{+4%*>bst-;Oxg3@tdtcXtR1=*} z$!EarI>wH{#+e5AM=_wmeb*W;3)X(L07K!rj!AW=7+01T61d~u&?sDrgl^GYlG1tE zcMZYnV4f)kJzgD)JqQhV=DG>ZGjUP5Q=NE&Sz=rnQ zTPg?F+d2wJ6qs*!;wcBJjY(}+jNYK0B7qu5)!2*p7VM+~_X4U$t zKW&`wCG~GY^?&a8e+L6jUTse@$+o~dCq#HXulE3-rd!vuT48jWNxpqT@jghq<#Ygo zD2fK#>nUji15a`S%bqC!7|!c4WmXCQp>Kk1$)dnw4wqXgh?OXUEX}1vErvj5hL;#j z#NF=!=u!-W&yfDXDPq-+g`NVW7YaF^)SKh0d9)dgSc!}ijEP)C8bqiwwFeY>+?~O! z7#}|aN#chc19Fu~TiT}KS1cwd-7ggi(K~6uNmU(OdA(dW1I|mS8bklcTk3}k{ClY9S_Ewvzk3`#TA3BS03ucezP`0~;Tuv%@5Oa5X`0oQ` z(V8RKRmpVs-ztr!;pm#EpNF0QLV2NLc-uRCtF6QcFJ21Fl(K{^@g2W07K8 z?E?U{Fu`h~7j9*27yH7f?`=&q#)aK46zL;{!Iz#@8iMb3r?<4Z#zv)GF}748=2fJ5 z0v@7<^%ZsRXXT&8%Ps;{Tm!ch^DKLqcBiLxdv+Wjt!crdnoKA`r)~Po;iJvjMLwEK z@M7Bpz-i-3uDK}sb2vYDZpI7@O~==R4{bpR+uH=5c3$UFPE-L1l&%p=LOGbcEfMNA z)8LXtruq+a-oVrF(0%H$jMt{IoGm+BdNcjSyaXIVg~T~(8X04IxSSNx))8#tSfKXh zgNg(njgbNhjbf04YEX=XObrwh3!UBpibBjy2}QHTOjZ(mM>QdI{OB+OwfVE8<&G2c zg&~g`S}VrHOo9(OukE2%rp&{)9{Pk6)PpkP%`phAPrL!I)idXVxGls-aJ$0uoEB{4 zTlPMo7kJZ?E2c1Jf5|E$kzywSJ>9@yR{|_2Kw4s04Hlu5?}~`&SW-G0;M;`^?L6sl z@Vq0dS)msaT{F;@OH0ta+O!YJd^wrnZ|SvS-Rm1kQZRjp7x44r;~QrGv9|;9)kN1n zl{ha_nwRuS^W+`uX3f-R3DtL|`~)_I=u9AfOPeYC`0?n;lkTQ*1`GQHYO%Toz6#qT z0Zw|BV$MsBFRne_9nXwD4MFa@!ZIFK6HXquJD#Mz(O%xz2j(yg#tJd(^VxV}psT)Q zj08!YwK0AO6O!X}^y-lgx#B!Itz$tDV|K$z#9!Rdzef*v|Mw)v|D+TAvvV>FtEDuV z+C{^RN{Gh1UC89C9*eJIZ&hfxbFG%?LbCOck{yHS2+ow+Tdgd|+q26m3C38EBIEYg zQz)0&ouaz6Cf@jG&8Y;^d{j}vL0oISV`L=JyyE=;Cja$6z^MKWZWU}WUh%13E@X|N z+Ip{Y@1JCZ0olkdo~-I z@Ba9}?X+lztQl)l%`tXj7goNWFr4o6dCU}01d86!#r%mq0w1&+F_2`Wc@lBwYId4~ zDcS0(r`J5hz+9N%0`xO!z1ZQJO5Of1+oSH+!Yy0IIMM<};HY%FrldRe7x!U}>+P^4 z{khkoGyU4}dtuR)<}t&r_*^bC2W?xH~>cX3&t`|))*hd*miQkpIX=G51 z9WO`E@HC$=Qt~*axTQbSzFBbR#qT82@JJBbj&r&cy?9wQ$-vuH3(&RHIsfih{65fn zh~+YZi)K5h8Z9TYbn7)KBPD$%YDyiWxj=dvlgn0$^<47qG?I1$=~hFfiSs&jWhbiE zj|n2r@KWBV?tP=#KT_XI>A2=Ob(~!nF`8fOJI3@=%ozO6%lwj+nlllzI^ucE;EDlv zWJMExV`WWkjjFvHnr-bjqOLpF=9RNwC{SJZPEeQM(Gu9c!o#%@V}=Q9Qairm7s@;z z{?-zGQGbWglet}wC@;tLS#yU4yxX7QRB^Xe_Cu2}EzTSdSuTVWb7iJm*I{oIV#k2n z#S|i5JQ_T~f5c70&+yx4N38$R%mpx#IJ4FSr}*Gji&Wo}438pvQd@YYHKG7BRsg7r zVS0{lcfZ|g5f->PxRV-&p4%pEWrOcym~_Y z_O*>^0X{)BLtKtQ_ZChuc1Y~UCFjgb^SxU|#j{daftQ`{+Y2_&l*DpZfI6DtNoE01 zJgn|#=AW>%38qko5$ zvZOeqx8VhG-1mv(&0^V`NH0R@J9ZDR-KgSJV5WaCnCm>?yCZps^$fFJCovWHLWfZ$ z_2AYwzk(!^No2zlxLHyhf8QuXBAg@Z;}wMd)4Y9Ak0eb1 zcNTN?o{!S}-wfNatah1jtWu26PvXCHnu9p&NJj`|r2?XntK4r%OI-`>Myt&q8-GjK zF=+fc3&FjjqRiug$S~ks9>G5kXbDFus?GPvwMgQr{nqzHQD+Di3^gSFBxJ`^mJz7F znPbd%Kw@cfx&t2FyR+2m#R#}i1~T)i24+){^ei!3m#lXW!%$AU`ys=6y*Ny28q>va z*%q;n#1AOW(sL}&XM{MUZM4Hk9a(g_z;cQV_~o2xR@#6~j`_<*diXy_l=A1T`X8_K z-+8Rr;BRWVWwwJC^2rfgm^(fmoSxo?5Y>puCvZRdyzfoXuUj!n!Wja3@=78~(sa(y z$f{c5C)0**?NYo`Li#-Sfwff+Ow?U@C#zDDgILW2tUaI_ELJd4pKSAw>O}wQnrTBM zSvi#`^Ya+>>G@~FZBgve9oZQ(Misak3Fg}%S(c#kjvpKAC5d@tiXbFJlCUJl!lss_ z+NphaGp54qrjHMn;*?nPxC|O~npEq&=?Hcy?F+6vAAJ5^}k5PGpgJU@SzYzN?R!#DAU=sGlj8=l+)Y{I;j?j{bfs+VuOKyRJJ;IVPPxM~aW-T7x8^ zzfi0o?F9yJL7?6StslQo`ZgU`^_%iw;;*TmPb3x^QJ#KggN%QlJjc7-^Jyk9MLQ8B z1Z>~tA7G94qreQUpo7qDbwJy<)x-Y#;btB8c*1vFVp`gK;dVDeL7yhdX~4A6X~61| z0$3{Tsn_x?SM^*Kzc|R~qw2`=vS4lF7Lb68%Kc*Ozrmw10o#5u4E%+_CM-ClAe~vJ zx{Q_Vd(BJ1@v9L~*BYFTsmdRaW&5qmfa35A<(X{oeuwMbPSGvMKE#==vbNF}*3vly ztz4-`FX7t6Y_O#bXCzY1z%=zi?zEA#HBS>SS-#N0es`(GC#rj9VqNo2(f&^P4t2j?y$-J`bZKkPpUf`-s&trysQH0xTV`DAy zH!D(1XSMy@){d7!0H(0x#qWZ(A*7(s)|X!HNrII7949b%dYHGA` zHk9cTe*aYGFBE*&Q9lkqkiJYr2HRQzQ4DUG@!Z!;HAX!vOh3dvoE|`Ak@zmg%=`Ve5AMbUC&n3LO>zmfE83Wv|l?%-%kN7KvulOFNiCH&CL z18cmK(raH__0pgjBv|$uNh{>4R9ovRCE9iX)ooW*#k7#Gw$LUjGu_+w)+#5{@PXz2 ztQ-`bu0lo%FlN{FwfpHqSTDe*8*70J z0{0e}CgJGBuIy`|tM_+66*1wS#=W7ZS`5ph8#`BYpElm-4K5kj%FU;ajieD40>u)k z|9};1FT4y?T$(M75)ZzKf|%#jeq^=H^H;71;fac~YboiMtLRWe96rh_dPi@6v{(D6L`B1GQXIkfVLi;g;F zdsRKm!AmE3S#4uI>UZC@JPr5;6j(o(!Mlc|;1hY>^l{!%ZJXK9tiRdD_zB1z8kwlM zOA*MN9F69Hz(jUhA+0G5U!GH%uIx_&zyZkoe(V2+HT$!Xc)RU)%xT#y+kA?nr};N+ zYZTjmWiS74o{NI6U}c455f|^tSmVe6fLIDHN-kPg1PJtw;@#UERxPKD)Iz!&$pmt8 zEMjfbM@S9MRzq~$M>vAf4UfHgE1Me1(pk8PdV>YkG|7D{g>Dknu6tKE>Z9j?CF5rS ztb+e=RP%4rV0C)6p}MGCbzmUNGkbKKYjF2kAB}G_ckF4*dLY?u)iyE*8p|50zc-OKl{M9mhl!yi=%5LuU2BoQ7qC;; zt27<@HZFH)?_AS3W>P)!{U?K&Bga19ApVAyx~w-$7RJ&Gj7V9l%JQMoJirhhTV9gy`ti`FMYSc`FT@ zsnuh_AQ#tl(Wk4Tv%DC}EEJGY_-sI3z0i#&w^G4N!1%%W{Y&@DCZlp{@k@0;yxXFO zpkq$geiDcMfe4Yva%~rU!%KPHDuF2Lc5<)D0&q%^V#^trExf!od^Mr+B-#lD!HnOY zeSM-Pk0DE$*!E;kSrQG9cf@+=d7;p}edd`sQ9W3MkZU+9jbz4u`Qej9obF-Mg=V89 z*qiE|6|d`_tgRy%IH%9X>2)z%Oa?(kV|kfh!41DFNtzau8`Q?>Wg&n`blfr=Gs{I* z@u!q_ONmxAQ3;+wTVG;Z(AUkZy(d4}_S)Tu{Ymrq1PP0Gt8Mh5&6x&TBcO=;e{J3W z?i`!pNMkSWVyon>%0N`v2QSJKs0H+F$H#X^DG?t82z#gr;7a3<-iQs+HbY5g88vz- z-XP{m?0?TqwB0^6+QxKuMe(+j?yb*ye{>5;FX-=`J7*dz*iF!C(2R=yj@nam*w^-P zLn>tJqe1AZ7W2vw^{6eY^!t0zsP>#B)29#p$jD5$W^awtHscW!?Qk??wFj%Lt}PlJ-zr52sW$T9Fmchk%EP_FyE#k=t@u)353`74{}$IIQ`!12_5!5e5p{&AW=!eU3aXvvbrMQe0# zRS+4xJUAV?TxLgiEgjq-Tu`zYt6|?FEjmyS|BCZPIN?JHYaZH29({emMNX3|9jT;e zhR@Qh*5P2pQdxuXfsl5O%YzJoTW0tXYco%bcR>rDb?f?Tr0gaqwC5=8nHa*VE@f4r z48*=G<#AV;eso`!VUqe8=Av<^+z+>hAs3T2=EY-%ef*kM9ctT^!bElc_e|nO7ZOW@ zx)Nu4mOT69#!E=;UoT|mN6~4(1^jv(1~Nekt}5k$LI`$Yq6p2@qVH(v4_23xjoBX^ z9N zOGMQ_AHLa4oQ$nqhr~g5;LyVgL#+^&soO1D_rXd0$rgIsgt=3)l!0KTo`x;?yyPl+ zik}?x+3+?`vXOWdpJ;?OvQE=P(^+huY$QDDcL{k&?4O{s9`F{e>-1$5N;->TnKCV% z(>~J$Zwv1f=Xa7hvQEXQdM!ykWQI6Pstq~pn|oyRFdtwqNH8+sB1|SkH=MBU`;M} zK?g-S)>NNpy~DFnLrWg@uJ-wCgI(`5XI<`I57xT{Y>cVfe6xsd8mZJM4(E|#kGS?{ zmczcQokH6`WC`{)z)<3+Xkd`($_c z*g=*2$OaSl4Y@x0YBfUl9;|ym)HbxfPLRBhvf0b$3mU9ce-mM~tRwc_xS3*Z9G(+y zg?-K4z335%sFWUFeWOh>mdTbzmeB8{shapgN^U3V3_~S8XFo-ReA4zT*&+kqvSaVF z^(OP62zeoi&4@c8mETHs<9#ck8l9uGrz363aWhOd>36qs?dqyUmeKig%Y4a$lEnG5 z@*Co05zkd1xSqO_bD8sD(OU+eQqu5N%K0yS_Q4h&%KAQbtvcqKI&VJ}J=vP6bbVwt ziqyfH&`$FgBqLeABjhm|3%R!RI|WT0P7 zd^o1RNr>&rDYN77&5obS7%UpnU;sC|2p*YO);uAFZKHL%=-;5?DDEH`|1Utq`6V$7G8Gw{(9 zBB;eE&5fd)YsbaCf(G8Jv?IK0h0IrEIC};OZW53THwM|`b1-0j{_H0Hy&)SEz(At> z6b$#YB#$$-9({&skoI{SxDubkKein7+|gZ95Rz-9tMrOtPV>_zO&9=LuLtU^!N{e?4IF>uMeEXdgi$u9>2SgHh<8{Gxpy61% zbMs1k6>FaSJ%qx?cZU5P*7Lft-p`gNmH>4(U`+kL4gmlDcQl0!c(-_EcW@~4^z#*o zQV1i`9zRg&B(!ku6?*!v>4?0-xz?pz%ChB-BH(H=e;f4{FH@X3@vtPw?o|1i{#-Y; zaBW03+qRR~)`gbldrs@K&d~6yiqYMHK1rE@GRIko#G^XTIz3U3s+t>S>In%LPqmjP ziy1ug`nM?H;$#-2kz8XTO+;P|de zrl_(u)tqOL)GG~~=1d#a6GG=TE}tv!j4l@RR5sr#_wpcPCq-Mf7hTh&zR`E>Do&ND zGi?N@V=nNE|2Zy1oADT{Vd-(r^)cOv_UD_u(#rKPZ8H_uL!6-NE`9vrf-1TKh%Ht;9O33;Ma0YyXL^@z z7VGiB9j)k{#T!6M8dt*6vh{JUpB#t3-9q{rOsyvkIrU^xAwrH{MAEc!mE5hqdIL&L zpbc9VllqHrPuecB78It8&X2bcQs=jHfEs-&rl@&ZL*}OHp~5Q*%-h^Rg5Zq@Q8)Jt zyaxuVF_e2A$tDDtW=$QQ?E9SN@Gkb zUT)k|e0MQ%hPYvNrls{gMLXG@(`Z%u#KpJmSu9Gdyl#o3^J6Vf^=hK#<$GHa?CO=- zeQGXyRrx;Ukco~qm2ulAc8uMFCAxhVIgGYSBkVWqxPAgtLrCMwql~-2a|GD*FSA;aGP%7t?E*XXVPTRxLNyvT1)@_%sL&)ZM6^=fW>O<7*@Ktry~ z%FD4c*`>?Nz1>n(s?Ibon>&b!!(4ISxv<1=e2~Q-TmuO3D}Lcjp{3ftrR4Fbd#RRzSd(>gvI8t~()m@W@y*UAZa9w(Uu{TjfR`BAUV zTEdaEFDmwF!b7Fk+$|pcB`ybeJvMZ)yp56!CM`COx6JNK?K7AH5Ms0YOLQ+)&ej|G zO|}Lc*R|Ga5!#~W+Xao0n|_nhlt1++5Gwx9&wsvUyGLI#p<_lzB%j*6mes41Kkg4V zTGZP*M+lE~<6`YPaDpM>7wH2r)(xxu-^edY#FcuMa~`T?hi@BuxVKO8=za`de|_$x zpflf1C-(D(dHA$ZX%bvP$fKky6w}qR{I!8|sTcb~YDur2j$@9>${kCVxZT`}B+!>E z{5y(touFQtB!y##BQ$hDFkLeqRNYl+6h=@|h%Q1q-Juss{B~z&@C>=AUd!WU+urj* z!BQL5P)j)CY9h(61WDtPR;uQOd@QkNFj3;Z?t!5faYFaCb0V~{wUK+DZdA%C1FyL; zQ@7T;>b*gh1D1p5Af896Dj^A?DkVHUmdW{GOMT966zL*6?0cS}9qo{eeA}@s{|g0o zc94g+S6~B>ZrvGb^s~H@J`ya-V;G3GERX24fzCUskGz_vl+!&cY7xg^&RXi8pMx&r z2-q@^t;6NOGy9y;@kr2_gzK}!=be50k7^xV__Mdw4UfyO!vl+V&*^tGA_A?AE&OZR z6|G(+qs_OFX)@`NL>)*KvwsfU8ZDwg5Gs*W^vf}3H%b6|#;h#&H8Cm5SdSd&*iAyV zF(P^JN+Do8NPGN|P;;JUSL^}JC*8_|Fgl3_3smT3A2(rWo{lv9R!?AqRaR=nCdyW= z057eC_dP-#+gzZ=&`mrP8=4*^bn zPiu4BgvF@W-`^uyDobIlL}SW!tvsK$9kv}Wr41>n{S!D zq2wbhTHHtXoR{Q-$u)<5p{%sl=@!AJq>HS|0gk43`W8dyqUlz2uBK7(@#eW#9K~@R zDUxZib=e6@+CN;1)6v4-TNTSSz&-?Cuh+1s>y7F5ZBDWx@avakh=fS?@5ovgr^@EL zd*|e28H(DSMxzhjv7X;x&BPmk6q~Y)vqWB4TT4F|&yD_qUs)(orD5`+AOb9YlZoTE zlh@?;!ayRsiMNmsC`SirL+t=QUlAS2OB&AIg?B5RX{ISF+z`mTM0=)5l-TMlzQyA& z2L>69jd_7w0nT{*ZwfIk~JlEt1T4hwq>~ ziC_I=o^^x;G;txGy|&WgyQ=jiiEBoW6m&P>pQ%+aXQQoG*%XJz%GOKtzI0uwH~nqtlZqEKZ1Pb%uDiOfRDVx=oa%IQeB~bE9QT%mDf%q)$3EMg!M9y=44hc zK2_^F=lILh!h+HF($+nu$yt%XYbgxj3?)*i)a6{-R3Z#DNixwrU!kv971N}SExvAb z7M>w&y_M_7TqY~OHt0z^2m7R!2}WgS4Rh_OD>GrX&!^60|B%M4mB`djP?IPpd7Wdfy!x^dnXf*tjto@%o|KR!T z%c>Cx;^XQloky7FZ@9f5YuFe7O4}Ce_?41xzNFR-)r?u`z+Nd z3-0mETqnnekdrH+6`o!ThT~Aht`$U6Qpa>xM@|DpN z+1Z?+nbZ)z*Qwp-9oG4gaJ?O#NM{=&5b!Cg>gq48xz)1f70z0@<*y$r#`qKR4ag!T zz9*?$H!+SB+nS!3gpIg;+jVgA!w6V58@ zsR9$tvtTkfPLBs*$G6pbqQ`=z-@cVF9-F=aQ(D)k`35%{Hk@cxocJ>6BKaH; zmrPvSEa)vgBlcaJw8L@ohnn;LJjYZ{dgRL7AAJNxKX4V|H{BGGdPhO(nxp%_W{4h0 zNpBfCMXz5t%Y~0zl&nG3z@WgiGoOPCPW5G6mV~Ozml97XOpNkJH5-_g@KP{2bqF7@ z`Eh@W`a*$n1D9U5@jm4vy^gau<*r`ho?Z%ncp80`!mpl@b6yrj%-59Ph^MNXc28{6 zGW!F&O4*zR0|o#q&Ub83WVkjS(_VHG2)?Tnk`Qo-@LF$D3e;<$G{4))X;LoAM#N)o zb1DSC`^>I?=%`Q~FZ_k3?8lg{Rgdi5nfK0f&r#Ve+Uf4@oMTo^O!b5aY~5x}R?mhY zKN3!~6QGDRaw8sBfs}-pNp+L`2uK5eTve5X1hMB!wsUSc$-jiQk zR47~X@e^pYE_>fp$9OeMw!Jy1^0;Q3x&9})q*i6^wbW7s&JC>HWdx4#RXw1NTGi3b zL=q3||3|V1lmpmIhb@eV72!$BFP70BzyI*iUR9E|SR;Q8a!OsB+7<0dyn#<$wfa;r zVq8)APB`ScHNBv3nz`42CUimWChFL)ddM4QcaWPwF6YXGd%xHN@w}qg3S^guuj(=! zagka$CqZ5rs9eP~RvxWS!3?jCzN6*Yd@O@^m(X$}pVU9TJ1k-wa}@1_>BS0AHBrs# zM_<0p?9x!87?#6^m1+w2aLt_XHIuxtbD{2!9r|jM(OQ>@nLmg<6@B%#;1o~a%5j1C zN3B8&=*P!1`1xU8WrM>TwwOXmif?agoo3Vv6pIerB)woNs&7K_G`~j1P&&}CEFe@3 zVsrDrs^G^V_)cG2=A~480CES>F<5Fo;OO0mgMPQ? z|Nn$c{XKBtzj*vie|mPFbv88NE+UI?tlXP+cJA0!?>|5)q6B@m{U`dVYQnHAW;W~#b>`hWfxEBzy{cU}-M zSRjoDCZfjSS;a;~`M*$}7+r-Pi?XY;BFL>>J&wRjCeLeN~lv{qO z*3$OX%c&ExkIihLsK%mM*(DzaC0z4m$q?qfj~aVtRuw=dYfG?5Z$+cSxm5wS1JHji zR=jd5diBk99o1nbgiS2k*n%wN&0-1{Ms~dxo}5g?pBTG#+6}9Ln$bn1)2$lw>*gp) zS5*l-^fICm?g59K`$baw>)fE@QH|?dk@9!LUy=;M!R8`1mKv|@6($n!bF}#J(%kOf zBNE2+)C_AG-NV)#qZRFG1lQypM$Q>BLHGGJrgDRAa5>QTbozNApS6>&zDTIH%$KEdXp$nSMA2Cx=?8$@S+OYg;CWpZ4cXCY z$$jp|h%B|qwUI^7v6a4*eH%>~PVUhjuNN~QOZ~>O+HG+5C@{azer9SoE(@w;VvROB zz8Ns9)d<%Bwn}ocK=jS~%slCr`7+stvWEE;^p&`S>pU2H9UvAFI?GHae_pNr@s{yK zYL&+LgA1MXm?HcK*EnI4xzn?sRKS6_o~6ty#Cw{qMDcCw?z(Pi-)2{Y0t{*_1c(a6 zn%yRiCKoLJS9{kT)nvBq11K)m;S_s(4B&b{xxb>IAvm6dOu@8mn**=N_^-djPB zeN^9%l1@AG1#j@*a+*rtRHe>%=@N+0fiZwoH|~U1xV;0hBExK&UBxu_Gxr zZB)a^Eihb4gCgBtnZ-Q%-bb7Sc#BQ{t=i8)#sAv?gWu4Y4uAlD8fVHWIJNU0zs|HR zNF9eMi0-#$zQLV9%Y>a=DR5nOV_qpAwGky!tvv8eC+1>?N1l=Gj1Bi(d12B@?BTpEOm%*||sz1PS6~FXT6_CZdov ztio+-K<{g@kw@lq=BRKniAf}Wioka9|1GW2!s`c8`|{o#@+CsA*v&YNF#kjEwepjP z1oGSl@atbQM08Bll7I!RKxtoaVJ<|13RJ!7#@6_hs=&S& zb=h}Mqyon#o_c=5$Xsj8 z8y&j#QZCu3)%=K?r2PFe+sBbY$Yjc2tus((up<~3)NVf@73EE2JTa;n&`i*)d8LGl zIaS%XLE5xpcOVFt>|S{m5>zVcC_e^77Ce!GddxHSG5w`pPHnwgdw6aJdo(w#M!ah; zhL6wxG1#8sce)ifY*d}oq3NNL&G`XN$CQFTRPFwNQBwGr9@5AL!X+O0IW++?gjoL=dni_Vj(U8FK*M9$~TKyxa2k-0VN3vYF~p3`6@gvF+e)2~Vs z^W(crEA{)a)`pnsA5D`cD3}^x?fIV!ssqqSi-oVW5!JH<3jUO$tbF+Z4*-h(nRPIJ z&4&A<*J&)|`=W&f;k~!5Q`mqFXjblI7n=vWu~33p+o|N(Gpudmvx(@jx#7!Fni3iE zJ0*Ktxabhvvu01fy~%za7?W8|KmZ$d)TS^POCD@M__XN9#K{;|Jt5R7*k^J)sXGA% zC1?x2_@P9pMdMg_-su~UpZ>5XotyonV@kp|1^)(QVcr@0u5hfW0r;MSS7I zlvd5^yBWCB5tF7OPpL|hIMFKGy`O?fhB@3nVdieWgI9B3m`o1J+p5DcB*tredr51R))UF8?RI2nyREZ*L}VN# z=+YFgoRT_2#bs0XD zsANV0%h^ZWT1NJpmnjYkn6KN#wP-P8+w=<`kWqN+l6jHTiD>u~$5;{u>bMTSa7uR$ zT?=;TO{GvQ*~z5d@WPy6eY5svj4r zs9+BL?hhLGPHETpd0@cMCEfCd_}AXdGfK_er9_iS<`SZw&*j;~62hRUg&LJTSMU9( z0lsSbV-v-bPsSt9D&vHh$CzRyE4 zA<)Oe;e^YR%-h7Kg?5$ALF{H}_i)4sjr1;$69%54?YNLg?4tYm+A943@uJk1q&w=q zbMfG#?}uDYBH4-7MlRm45#F*98;(K+>y=}=VTB_$?Yt2m-%hg7fPD1^Tp(A2h1fvm z$1Zd(lC|aJ3jBEhz?Z^=Dsp#HjHPjsz%6Y(2-$MlJ}0AET2>Hed~}^Or~^lode55O zC2#M|2Rm(_*1&qk02S7?`hb@=f@|O!US2a&J5K|O#3UZ&*I3Pv#(0(N6pwi3UVdga zYzcZ_GTd<)fw;pqs4t9~G;PMZdv%asb$Ic@6y%UVooai(sT8Szs8+9&Fbpt=pGAJB z^7@>l*sTWp37LfsK8q7ha(W0qo7{5D$76Tna13ei+lj@2$k@uPE&{}MH%Lhlk$x2VVt8J#$XUC zXLUo>W6IaWEeEsGK>E@ip^1t_t?P?8L+nGo*v?aZsIq)M)d^6Cf`%-+qchsoHriSDHvo}X<%D(C7F503gq?eyRw^fPw_g>lvE6bvJ*2>4xx75RTbqh>_Gg_RNvpxQ$V=tzHovZMPXk7@3~bok4fKh zlM}ij`dB`E^6bqV`d7kAK9G%4^hVp*{t5osqx`@k{#{hY9PRi?X?qPz*27)YTL@KN{bP@H)K|$7HciohF{` zER&K<7J&CAby(-dnOELx->hY@NM6<=K0m@OXM_Rt!7;9_`?m01+#b^d?oHJ~z6y~y zj$Yu$)o4kFE79hYM0cKqYdY84e2yd3qu9CEUEK1LBNLZEZ}f*~M$S9Y(9kg@BhB*@ z3-tYjU)WE*D<$fq<=$02T;TJBy?5-&u`-l-!~MFp^D=v1(TDSKL->J!m$rpj-cgmB zhGm7J2)E-UV^x*nTdBIA! z1VUkK`k3^wjPYQux6MUd8WKE`O%FVIf8@-@+fuv%lf%k+eYlxsQq1G!Ck}-s#u*ht z_()qNd?=CMaF?(soJ!<7#I+z2r_zOYH?|c|yfTF=he>CyM~`Z=<@d%X&Y6C~oiz|g z1cxWBf0u8(d#roEGG9~fve<}T9(r0veCF_lq`-~p_ z3^-KIlUqM^GyS=;i^ze-C;wQR!=HQz{}CVDaWKzfk|$1uEoukvf`$#t1L?33uP(y~4Vq1M@J4>16+82>nCX?}HNhrIyzkyUKEakX9n--3 zS1FG57k^j3{>qqwRUTyC08ipCfNcjNX243Ty6oK;vP6&9-XSB}zHijxzc@Gl6ULg= zYn`yhn`#r2xo&WXDEEZ(A%bs0bRE&U@>` zexpq_L2&lG{Q2ve*Y!`Co;49hZvr#+8)D6Xpsi|giV3mE-ux|L#Q$uo_>WrEzj?oL z2V;AN%{70lAU4sA6qD3Vs;HB3x94*8nG3y~h8LF7yc+&o`-EWv5K>!DIYPF)-$b>4 zo~8e-bN&0?v}ZA<75m0Zh*BgHJs!|{`}-`d6GjNVD8LI!`B|jl_HnoI&8@Ic=_+qI z@9*D9uio3Y+vl%(pTl7INjs0yefJ%u8+cd>rMxg^|J1C?dq{EE`1EJM1j6(0%rMK5 zbh09zi2)sKL?@Ix8)(^WqqyB)#1JU`q9#eZtweR7jd<`0vRYw1o~6ni&exmZjH-iX zkVQ2fx@ElHzxql4_*(zJ%m95iAp#4`3LIi%sDS62mG!U9Z^g)x?(@r365|sV;$>7> zpiL?MP8-x52s7@9S%;f#g-6s>MmO*hUl9{_sS?lMKLs1@Y;rp}I0(D?L6?T+W3eSN zHZ!THwl>p(|7Ab>Vpk4_3ys17x^p>5Gu@1n4b}?z%EZuShp|53H#*DXTS>zA=0m9ud(+% zSz7rF_z14n{Bw@q`96ktbug~H_C*-ptY^2Rp8S%TR1jjt=a#SBAomw3W)wzx3!@VK z_Sr`7KuM*doZBM#vP3kSIz0^+)Ii3ZnI?MH?e4?B&4=7xG@a{t zST9>{Ta+kET0!S*Gry!X%)E3`OZ!~+pZol8pnIJc!pRN*cC-u4nFA*mp!UnfX&`p+36|M+_-u8VkdweUjz$c}A8{oP;7hpPA`5}*q_}0 zcXIzfE>SJPN)FHUjJ#%6ZnN&hjD%7bW^I$lx)yvdVUNqybknJnP}*idm8M77#)_^* zobjVI=Q+oy5>WzkF?oYvLgDA?GpXd$LR3caA{>T>edvo-iF!;|iSgLh8lHT0@E)&i zw3=V8>ag%8j81AG6ql3-bR4BBciwDG#?%npvJOy$<0-i;KaE5jul<)R7I z>XbC--^B*<%DUl%Ud`3iLqsRLctpHizS0oH(z{wH?(wKEx*FwyV7+_Hr_-_SG; z9VpOeG&rp(9HGr}Zj*_sZ9W0kQuyA(t*E5>)DKZH?C@+7xW6Bq5<%EeNG;R=MR2VP z@hn>H+{9G6cmJk2_?5Ly<9I4{xZ{WsL+10S8IK?O*FQ<%G2c1DYb|Wxo$%(?$M{CA zHZiSd2nbm-&NxDTQQlmjv;Ic`_3C0X`b)|Bg#5v}JvcIlycykAsL2KFKa z>k5Ex_dB64;osh^+sYkmq4DEA-#Tl{w-oU~LOd@sJ*d5A)k1(=9@e1HmoduOw$UkK z%_A5;*(Q})pm<#}*of9Ky(ARU2)j-V&hrrDkn{AKjiS_MO35S7I%v?PuITx!=nSVd z6+HU(_1cU_KH^$P-Y|iUR;KMubsZAjDI*5WcB%-^3O-dTqUjJ7e_KPEs9fQX8{aWz z$hzie>FSxi=k|Wx->LytaMp-ft14A?Y<^{ZPsGecmik#Re{4GINIfkCqMYbj2h7U6 zK5&Xay7Z=^J#ACcPHjPzeIdr8Yk7NHH%UL6AR{&Zj@CUCQd+1ZPS$*wvXq(v**0fw zkSKWLvyv^(^CWe-ctX~FhA*_T90yb{dP)N@qW+~z>bE@P7TVFAR=ZN68#9db`*!UX zjj~ofF6lx{((=u8H95znyT{-6BMnHlqRTccld}6(M{eJuaivjot_6o_#0mLxgp?XX z?Fb$U5uparsONZF!g7B$!kY=_9Ix)n`oiC^j$P(hUEx#dA-Od?1 zugYGUu}TgKfP^CKDjyq-9tT$SFPo!Ub5sE*9MjadDK$7|p@D4R*q0d`cQmW$%cej4 z_>hBMnUL;;LKHNh)q7rpo`hOw_@0_g2XyCtdma=`VlR5mj^%VdeJF{eif>1?&3^4E z3uLmtEL-Z6=ezHytZ55b>YKMhUCkZ@+Yi8tTmn)y_5HdOWpE3t=R!)fALifDApJ;k zd~8*%A$}<%PXF{sHWbj_Zz5mW@f|+NLftmhIHrIZH*5S{AiOfL)?AuUk*0r~Qoxx^ zT05$6^brAL2znS$d}*iZgxaj}Xb{4%t_~d_lao}f(v8d2}XrJBn?DGwNo5dB& zM+NeD;ftEFz>|l~SpWe{gulW{{mTAQMNiTb8^o|unxbNq4!N36^I;%m4&AU`aN82y z!>zNdy9k6e(Z2ucil=jJoZ`th3>g|U^Q~aUAY{912VAsT=7r9=H~jC^FW65;0Uj3J zITLL}F0y88d2^VAcj?xbK|sWE0jH(0$lIp7o}!067s9?U12yJZ(6;Kl80b@)AtvGoV*& zmYz;+Mcn(-JHomW^MFY*#L?9uT~ht^(FJ#;b59}ZgV@@zv6owh5j*;ZXoz7W0Qx(& z{~t-0`={K4DTE3qmoIQ8_{|DMCQEDFI<9g7P!)$3e?KU_eJ9=DcmG&f9f9bPHSuwp z@!6wkX+e5Jfp{6)!$0G8zUKXZ{{CyZ2(&bG6aqaWae*wV1qelP$ literal 0 HcmV?d00001 diff --git a/src/year2/machine-learning-for-computer-vision/img/jensen_inequality.jpg b/src/year2/machine-learning-for-computer-vision/img/jensen_inequality.jpg new file mode 100644 index 0000000000000000000000000000000000000000..7c223d38f309e0da8d01ad864a6f69d64b2d11fe GIT binary patch literal 55250 zcmeEu2Ut_ho_A=1bP%K$DFUG>y(1zeARR&nk={E92vJa!&?E>*M|uJQ>0MNMhtQ;p z^e(-JFTT6)z23XuEqk{=yWyFfb2xKO=07w4{+qe_di4!JuBHr924G zdHDr}a71}UWmR=eZC(ABme#iRj?S)b)bPmY*!b6p$@%XKi%ZKZt844Kd;156N5?0p zXFut}0^s};S(xvCBJ9uTqQKCFjf;zei~o}@ENp*F!J)v#yLI;(rGgH=mFEpMq2~lt z_v7A|eZI~vtowudvDXmcO%9QH&fTA+{YKf}M_A}TMA;t*`y*YG0Ad_0%;4cr0OSE% zm3?w!%WZZUY|;oXjS*yk>>{|iJ^sNJ;Efq%M;;ySbm=VF1zPt;<>71c zx4A&&CvLLrw_E{O+;?-%*;>#~APZY)(LiXXqug>vd*)tgZO&z!)fGTSe)s4KKrdg; zC%^IvEjPDdSeP@ZRU1SP>HhdV_DJc~#g8jM$JB)by7R*oAcN)P91?Aj9qTAJzv*}d z0G|KFACk>Ie^pj+QMAo{1^7dQV>ctoPUo)xu{9^7>)c22+suEhDd2+I@LAdY?y}M% zM*U}@Soo|%1G3v~n{bOUC6+(FY3Nr%nv|GP!5#ncZToN3P5;-Fe{dcfhb|K(@Z-W+ znf%he=e_TD_G^XfI<2w&wQ0X_Byt5v2yXkU^RMOWFxudl3i1c0Qu!kzIUQ03fsVwv?h(aau3P~I`z*5y z+Ar_N{#aNIg>n~)5OQZf`|nV=e{CXyp6eoX;R+CN1vn5kTwj0cKGOd$TWo{sz}4XE zr=YTl*ODPlS@uP$jjeBw&DdR=FcT>jQaNphNTCwMC5_sfY}FVCyiLz7Sj4FAm^~N9 zi|&0wa+*>n)8&rSck2sVq9_xxuj(Mgw&6N817M3Cf46v!s<)@01N$)L9$78RN0 z9u4KO+Xjq0^-0ZEK85s`SAfbL<>kju-^x-r+a=?w<5ILXQQVLHk~LEDvCWFVW0(6h zq~N*U?G;|ZIBjSiQ8QR*MOU@pT!f;kt!t%6YyK=_)Dy%_M0}SqYUNtRfwU#tXWJ0F z%wyQyb??riBp#7C*P4XKULm{YUzukQG?e5Fj$ew4GY9ytUHV=x$qH9pNHj2fGfz_| z%I{5+=;-*Jh^ZXJuG(#!>jLvOmz8>>11hM68@yfOG%`E43J~~(z&YBPMIv#*BRSro1gEH=(v`yYvTXgbmd{#&djrW;%96(EZ)c7IcrT^ zLFx3?okpNl%?}nEgua$XrK4-4V|-RpKoZ>;xlATg+L^u=NRP~Q8XIuM6`rA~^A071 zd1*cTUa6nE&>I(3G#quxFfx%14PRd;Qf-`yz~*|Gad=%kThx`)PeV!3*%xnG&bRUT zu*ASaJ^m^pQ+Nh%fMR*@CQj@?o}96B{+E@Qlx^c|C{RsEG{~;z3J{T=)Foopi4UUr zsN^td#yL~$-EnMYzqX}YUzEd6TtrNy$R+XU+52orr-1x%<`qCuG^7N>*AG{(0HkuS zxwD~R_kMZo_s9P$j{iuLi+SA-N~xzoqprgaX9wu~8m3ToX&;?@)hW__j0~!eFfqew^`bcab_Gzoa|LKs zh(Z&chS(iGJ}HjNV`W+bpp~ni<6@I46c3PpvPW@F3JuM7%#R=R0R={>yIb>Dy9C-_ zuoAH2Wa-3qXBzl)wY8_Zb4zvuLUO{+M)uViDMVnk4=jp<^hHjKo$0u!&S(QWE~2FT zM_{#z~WRUI(u!9+3Lix%=!808B%S)Dd zlM#dcj#I-0w4Fsar2h&)w#Qx#13gknWWVuY>3TmX=MvTFh?@B(ru>gc#hJx#|Wb@v9BzGz5%+^RbaDY8gTjjUPAbHW52ZwwY~lNLLB&tJPIiik>|*b!Uj_ru=>jo z@}K86l+6J5k{&>rSu0}rZ<*j;UzD(lY0QA=f%%X(PeZ1jMzTL_W@En3b#gu;#FsKH zBsZ>ZptuPC)_HQ?@l{VmRy8<=;Vwhd7qNCTYo`^s+^AntMfprfzWA$ZjSGIqK;Ef7Vr}cJ)hOz3jwYV$5+!Dsz z9T*Z2<=zyVH0BuEk-z(f6e6{jijhJ#C)Q{M`J}YR~ z-)NvvotLOb^f~t89ghjQH2MZ5>H#kQAft^JW(KKsk>CCKo$<Ujng9P?iRbZJJ5$=|r?FTk~p$XY$Y z3vrxLAcj}Ui+3ci!Tb3|X84C68HK*NQSv<~Xjp{7(bcCC^qjP{diX+e%eb~9DVagp zdqpRqdTns1nB+!ukgm>f5X;4rvCBtKJOXO!UylE1Ok**FLB6ERhdvk^Ly9h60oX(S zcZy0JVUwm9X^?Bqqhq1yNcz3$^I%{waB#wL=-%8@;+m0B3dwrx>dj5d1l}+D@7<4^MQ^5kK_#k?yM}pbym{AAtjIv zjlbU!JT)RwChVCO*P1aiU1PPW;H_n)x1Aoj-_p*&ht%0AI-b?bLIqr+97lUQ`xpzN zLX1#JN#TWd&LFYw5XLOhxrYUaA}2WhsWo!}*s3_U6QKYC{K9J~+hsY@X~3xXRh|)T zd~s5wwdWJJ(mZyn*1N78tmxfiBvS5Fa6aI%E`=E){=%q39%+(YmA1f{eesY7mBut( zis9=}-7!JD#7y>;<0!FqX_#X@e{%V-b#yz2dpf${3V?*FR*pHB`3B2Ra%deo*AQkZ zY?x4~fm9N3t$DO2)ir-=^v-F_7vT5uC#wHX?E514ZnK`0d`oOLhRm$N-yis|KK?xo z=IsbzOe&wm^M$d}E)w67Z8IuP*Sox-ThYwOBloab5mi zIC>>NAqgdYI*ybwW1%ZR{*!Qtvktq|smq1oGlQO~)#5MLz%URgr3js!$h4TcANR-1-$Ob^8~S90HuD7fxcKrbfM9QF zzJ=&kg<2<71f7R0V#f9)2ra{L1t=K+7YoXLtzZ$fPvBJ@?1JiRXz2NTKt|LKq(Pben%gNBjZa>!sK#V_eIWXaT&s_SEffp%-Cvk zb6$8GYXiLL{~87LbJkH5(K$eq49Bk> zZ-Ob9Y-VGDVkqZ#_AI}df%r0wG31Kb2qr?_rE3HY!>R&vMFUg(blt3*} zC-<_;*O|bmXu1?1_n8sSA$Cb90j`gzGK!bZMYoThE{@90;8DQg!Ys0fO_8X3g#ZdV zBlOZSVRP)(umFG15Ybk)Nl|*h^!0lJlZ}!OYY}m%G_-U0mQ;MY+Mz$TYN&9h!bYsg zM7F2SaG_pm%JSMEkjL#&_ydsb1N-y$F~Yhd-k+&km3bBn6-Ov^k--|AK@K1#8^?W+ zZDDnibkcqCdwt`~nJcKOwSJjmsITOB3Ly_u0(rw5L=I-0Dh%~&)7;C3b5jKR`^m+J zWgVgzs~Hi>(kZ@-6>T@zI_DooS1D`<1Dj&9lH7Jh+=+KDPv#1bnX@ZI19nJevYc75 z&B*vpvraQI)oOL!%!>Q-d}+Nq^g^KFW1yv|s=nqo6Q9iI_hh|*PJKnv3|ziGR0c%p z>OHk$V;^LDzu6{eVqa=Gxdi6qu8~~kOjf=kXbajzmmrS~y#=KbpaSn%ezZjaR# z;(|eFs4G}Pkh2CR)(uRU>XDRvmjC|tmaD>OC^X?fguA#-)bt&GvNvX8F-@z|KHtVO zZfd$Y#^M|;v-s`D*Hf)P*|f@iN+do+@V04o9IX^Dy!%6^sB!6Ccpglp_N~BH!**66O7{1$L*3u{A_&6;78;nZ4K6A1qqW&`$biwq}hnIW7i<8 zv@h0CW!DqCtTwj5g^mSw6fju*SB&&i`YGh8M6^!vI?(%9fK|KFQIZ>I17<;3$qL5WJA{%7s~4(0D^v68vk)K=irLC6gO!*xk&=JdewH6HIwK4xcr;Y&S0$bx$csb6|-jfeIcZvEvMcR+Hz@MIz7wdx!#c^dL$zMD~D;sJ1h3r+Z<>n zpdcyZ>Tb;ZJC^=baQ;Dc(IKbWVa|@F${GHv=7ld>XPXBO@?QJskC|sW^E)R$;?WJV zidLS~FSnMEQ^iV4LOGJ39tE%GmMq8Jaa2wXa?<)Pe~R6AXn9GXZ^8N|Qre-qfv>#K zR{_>if~Q!zPOkCjhv}VnFrsp=LgDF4r=ucQjw79>+TKB-?y!-V5e2WpeSb)n{?omb z@Q>>kUq2V&0R)l@0TKX(E5LZ6OKw2bcsjp;6;#y&?GohmY4^;aA=skZp+;nlD7FzM zhAJ3NfsLK1RyO`rDa=w{)~j^O~Z0*ScrBHZB8G7P0RHg2At4;O%gs;7MLip5yI#|A3rLTXIO0>CopblY%byTCS*|- z9?Xt5fE)YC?=g>j#5gp-kvv1+)n>LrmrKiK>H#MY1@YG|TPWIgNWg8Xr!%LAYiHw% zMq(^$7F>;)h%XKJ;{^wz`sS%gHp)Ca+${~ty<&q3nQR0L1Lm)0QIdT{KrV07CJyOlWC4dHw1zW`YPfw*{Ql$% zs-2u?G>rH^rm|^x-@@{H`dP&*2)q}SuHL#-AfcSZhju>O7S^$pHW)^lZO8I$lI@a9 zAf0+gvy0Cn6ZR71?HCk1b_Eb> z;0|jod;87ozJIK)G)j?PJYt*a8Q+_d;k6V#b<6eWLRZ`8H+o)qwD0I?VuEFHupM+Q z(y?mXl+NMMRMPPnk{r0JXslT*MC^Kj$Vi~A9lQnAG*|$Jq(K{euK>*Pka01zf#H2j zq+7J+yx=sY3qo>MIx=h7ZV|h$C;~FwynS73hyPvsoWk%y{%Xq>rMVNy6@Y(nGILuH z8@|59pK$Q;e*DqN5wYLX1^GB+gVD{&F>ab%C;YL>j5se#=QBt|G;bZZe8r{Ur`8W2 z_qKQJou%t$mU%yN9|Ll-`kkE5cd8~d@Q+;4=BjjI&w~69^PoDpa|6`<;K})m&czO_ zSZ$}pv#PhCy@wT&^VYA!?c`tTf8-c(dnghamFK!GhY}V`qViYu8p89n8qhp^T_lpE zct1cPTx{CXzqf0I-^EFM&Zd$W@o;bcanvE7Q>r6zN?@fcIxTwnG=1Vcw!le$$+>3S z-Qo&xYxI?94wH$=ncrzD0pc|UfG`I@`Xv#uHXa$|RQ|lGqkH3Wj7iC)B;a;>^7wTg zC5cUpGsYGQ<<27f(|G%z1{v!!84iVWE+o!aF`-QoY)th(7GTqgDr5t31&{)i{o>U9 z?%e%n9P$2CiT{@Q_&vF4t`&WjJcMQpCfB3qPEkt8QDnOu0}9E7XDTV=7!o>XtG?t= z@|9I2hWb)rF@k?6WZtI52s9}EUI812H31?k?HjRPVS!&O%#U( zL;`z&29+1qpj6n!x*B)GG#~P@V1?S3`pdDslBR4A3=R-fxEuB|MB4vvqLMo^{ld}}HqrskG@!;h5C$8hrSm}L~^|w8%#p)DrENOXTw}wOhMZs*)*g&>Vk?fO1y~r1YhEU zLUvZvkg6XY75S$;s|a@7#TVN0335VE&MXKJ z2K5iZOW39+GM;SAu%5a z&scvb>}W(&id?4$a<3xp;7LKTTP!3Nf#%duMmW2KTz0w=6(9z&ZZIO0krfrD)8_0> z288=FN?T>-8$ zIi=}2(P!9JCAjieym*{Carxs(8)0h0$3%P+F%4&L6KMCj!E&Z2V_;bBpxPAJ);v$E z7A{)U#g`Ro^!1sY_6cAqpmRC1!XM;IQw@!D&tHzFPI)|9Leod1Gr1B+9wjH2dtAsm zQkomL`Sk6%lNcu6{!H+=`D_HJvDvzjSMPKlkSdC|QRydK&nVR1O7Zo3#kMlimdNa~ zL^?sCZs9K8!bgH4e_{UiXuhsvn`a*`z%lB^v#TMf<4CY|Wf!x#*er;)q8uBv11=(a zh#ssP&LUS!EMvnX)(etk`tbz2Skc$tF^H)os|%>nst4R!8HB=zkJB?dp$1KzGt!Qw zhj6d0?V%Eq=p!m5pUB@Kvhx=3JFKKQrUgI5lzUts} z(A18|M>!U4T4q<+)z{ZG!BC%aACt>Wq}k&hVQ1II>keC=Kd8Cxj~%y6#>bAee)oR< zY|@BkxuKt*xkez;%CBZD+vk23>`rhr4UcTA>R3|9J$A{x7B`k?+mk?|97o2;Ct&ie zca3EOa!roy*FRUc0m}{8U_)mC0V&1D5O;l}HECEBD zl3>S4%tVp_kCjCT*qvt`=&U*xsfF$?tt_QnF(Rwxa1ZJ;@FEsPh6(Zejy0 zvN04ybW@SBth$RFGnI1ZZGE;SMjMtKvuCIy-Gd?CzW&Zwx?OjftxJ38{TO{kHj;h$ z@9?)C^Z2^gUdK-)FO+QuHpMrU!dZ;K%b*DcDubY@yvlOeQuwzpR#J3=ri5?6!VS>_ zkDGK9e7Bw*ag4On7`nB?;Py5peQLn)^Z=2HKF24B8uD+jbVlayrKq=N=E>SADfNWF zmzSGxPo{Jj?{ufQ?ZWt!=lRd8086c87x%AFKj6tAicF*uBqxkUTZcid$Wf_GAj>U^k8bY+%~U=VuO z#s7RfC9hz{Nh&%eK$p+-Nx%dapZ8avH4`b<>Z1xF1DK9U15zHx4ce_9ImNr`x?>Ca zo|XW@cD>a^Ky~?e&so^Xs%uVQ?A|q_K;0v^HG!O?AssKLv1wFx1wDy{!g6pmcWUA5 z2ZXV%9VtlLmoyw zPjCD%RW1t*e~vd)vw!oT_`cl?%UjazfR(~N2Y890KjN-$ULONLOTlUC2srp~rekuU zteoJsuR#CB3(Ep;?cVyTG!2P{m^E!The_5n|IgIG^ez87ui|*e+ndfhIwt)!;GzCx zBDO`G$-F|R{@zhhP9KbEcI)Lo9mwOj%JPqEM_62{x`{hck7&}T@Kfe}}G zaq`)TXTvRTwA0-6rbJp0nj6*pLOcDNO!rG5vqhfXpd5)Vy|-`c8)8STRed5`2yq4S zQXSes>rQ>o3_jFcKYp6mv7|j=EaE4mSu(QxND%D)3Simv1E;lXzgl@BV>u5nL4E(Y|)`dOo+b-1eM9x9avhh@YFjEEN0cn(8dQ+QPerLEZ z_oGgu8L4FD8DM2i>@Vi6ma04!;nniBv`SWYLGNR@W7ZRXWdD+}guT12G&rrXiZP>I zW_rXxq{{Ku*}%n9$GOA3$`njQEYkAqRBJ;egRe#ddoWS;IOr7sU01M&RO_pTDvg)gIDBPi!+R_t<0qOXmQ=7F z?aXhzfws zx_h7>-6by1SfHA@uYRfAZS<`YMsT#4{KWqVy9x@*N4kpMNlVM&yuDKro}PK}1QV<= zOFA_WB!zTxLgw6842xTcXsJhv2u8>Q!=SyW#f+BAYtGW)m-ACV0X^J9t}3OH+$6}p zz(olO2KB-Ql3#R)L^s9mizp35tniPzw$J4|?kU~cWz>B=)pK)^rh{(aA!_|*#brM4 z1}puO_ObgO9F}TDNE#n5njMkqgew59!F zJ?UWuY=R?kKFmyWYLPwb0B21*iNpLXaS@>glx6A^u{=DBy?j~)D!l@9-dtIgf0v75 zgGrY5#+ARSecTW(B&!5Mw(qUcT&EPS!y(M!*aN0suAfrIA5mH~!+A|Rd{}ioZSCe>vu(iJNXn zT^_^4lqG8tutsz&6`lEGDUxBaLFiU=c7`0Y__}ElX`vqrW(_i%|tfOrr=m4yOY0=Ku@sH zM!yW1s9)iQ(-Mueh&>&`74Gl8!;rU&aB^z)?$tZ_wj61BO1sm%kpj5|_URF;sBssq z>Eoq|YXTLzX2n!0DSrxz*3@G>9M=22S=f(RDR@a0G9b z3CdO*#Qh0t4%+7CD+@KTyolU|jI&=lK9$FyX-wVUV{mcN0;!AiWBcwct{mB~Uz z>N(tR#<{_A*q?b7-%+_;orAMn~f(`kE`sVL}Xe@nH4rNFrhkL#GzF-|^GYdy0Y z>4d@a)&C|k5NR8pRtQi4Ny7l{I&LHjU#@>gpzUGb(&5`7lL;-#x6&!LpVPM1*71T~8~ZihsM0G=rzj8By zBuXqT$85z}?8`G<)a2}=KklAEQ3+f+6SU){^mmuzMuyDXl997h&54RL*J$-0g9geL z(bVvxzL14W4cLQ^#djcjm%JdWJene9k=+j|^_uALL+Y?2{t(DvO&9HfUf3C-{D)G@ zOF!h@qs1$LNv17zV_e8=&WU65XNJ*!r;uCGZn)Y?%LKW&buQQ{R%lVd3--I2%|UnN z)mC;6HX?b$7~{&!<{3%ptKX}=%_zA7Jnw;)zK+tdId{-eseBVe>nD5#C?B}Qb^jgV_UpwUX5j$q(Vb2ED}Zh0 z8NnO|jWvX(g8cEE`aK4|udr$LbpYKXe?ZZE1!&H>;Qr;D_dZlMH|%RmS>`Xz)A{8b z{1OAN#xHwiEq~63Q3lEwBL*G&Bj?u(Bq8?^jLe#}9dcxR1;~oN0{q0^sr-6jLZ!3C z!Q9Ribp_b0xB@6JTmjC{3KdDQww|lg!l6ut}dLl#CVULwCK)8&4 z0zvCJcf_2S6#OlAvkvqtLOjLBkTPIb*mODu*6~?hXSUM7t@uF5N78%&u?6XL|Fxg~ zq|w$C6UWHSQi^8IEdUF;MXm!f8!cJ&3 z;85q-VsL!3~ z_ukR^m_W}HYlxnuEf~UxTx{|Qgk|T0f<*hQeXefC*uTcpq?3nuK=ty?E?TO~8iRAQ9VN4H&EQ6r_ zH<hQe@w}FUd~E6_i9Rf_)D; z=N)&LSQ5jro%g3CG&H*wI;{dx)(aho~bXJFMPLxR?F9S2w@EbTi^F^`0wyPg6@($ zb48wSp+Y3KAJb)1lYQXWVLhgG-QvTjDhEW=v>%(#g6uK(q?4x>SDch+Q|AU%I{H%bnC#F<2ADzpQ+--dqEHq5|l94^TJSffn@@W}7Yfa==s|gLl=ya(;FTXJm1w|A!munIXt2C%PoAiIuO)b8 ztf+a>+b@KcM$VL>mwkgV_Upacd50u2&W0_aii3DpKMCLGxA{jV84gB>YFjE7)& zItncfK(U;yH}^l|)4?P|{;XhW=?yQ8xHiJCgYkhaWyPitBJp=2!(L*36fs&WsCp+} zBXAmZb}!HhuAd~5SRi}kYN@(Brd2gX_Klr`tl-38OWw4y=@#v&u+P^O_>t^}W}y?k zQr-#QTDj%vY8p$&Ska_1g#I*J_U#(v`q~6Ks#(c9+g0mfbp!q6)Nmf_v+)h_N^ zr8zV1tQ@|2ErKKZn(@&3Q5wxgyHktU3cevF>g3u#Yxkei@n3a~b$>@a#yDiiWqEQD z((_>FkZGO!kO#@Ah-haYAd>Qm#+b$$ag+~u*uud-r?^9bucOoBHRFAS2{d*QFSji# ze3AT#NY&fP;J!#Y5x7vg$)sX}yy9fB@w&%!-OCmQ52-dT{2zz!Thu%BB}T^+od(Xn zHvEh6{yFwK)BTBKJ2C|XVYhROnVfahD_zC9NLtIuuUkZhWv-d%g{2kSnji|UogEwk zS*Qk9Y)n;_?DI8u1~8CTJ?;_FE5N(V3Zs>*#hMcg+M`X%{3NyeoTH&4wxMGM)xa-+ z!71;Wmi2J=1cUl~$Bukp9#sRnl^l+8Lk02^1&q%~G1;bWxa3-Ne+aQ4iBaqSw1@m$WGQE&Vmk^s$|NnHob1wHjX6wh$FhC2;x2nvbt~ zYo4CL*PC^~&d)JYWTRc}Z;6q=wQ8?0V|`Zo_10nrXNuXWXA)K>4i^r5)dAb&_w{~2 z>4^ENm-%%GY!M;*4R|_JFvr#IRVG@Y4;aIX;vUiO9s2KaG}z&D-O+PdgUM~g(1nB- z>u89j59U#G+S!~Yo!Os#8&AwR8420NuiY`ZIj(Kq%25+%9^4Qd40IZ(Lk;DL-}GW| z&fMWrK8rcbTi`#ilc^~9vEJZ&D!+f;N60J0uc;n@OJ95+UxqK|-Q4b$$)iv#T=GB) z9d3zjN5Z&_&lo&k;&0lyD?f%H#W;;kkRv7h?2L#&W@3tEMrSm(%DTnbw?wT*{1iIK z*g-BIba6KJp}@C~pW>z3bSaE*4_$NJtyHv&o`~G45}%A`eQsrV9~ndkG~?l-5J9>d?*UZij_wjLi9!i1zII ze*j6IQ)_H7t5g&B_${1ZGc`2R%*K8{i`2Pwa%OS^%*>49ps=uDLJd@k$FoSXG7CS0 z2nJR-&!10e1kUcsx}lvPC{s>NKeP<82Ao-EqH2*WT4SQ_EKb8M$k*F0&3$g*@rO`1kQ4zDi-#d{hR%e%8h+eC6w--7I-@61EfZ=b}N*sfLhEq6wM0tjDU=-a|>U_y{yOAVHEJt+!d2@V;g-Glec#$$m!z{h8;MH$-uK-xGMPO)QUx#M6cYa=}#ga6? z8d3G#iy_VCK%Q%~kZ9uoYY+v~C&%lAWKX@dEsdtkJL>2C%84VeTDU$sN7jGLFwKqM zBIAO2-iQl(_C(%fHl5nwyqo7 zzZ4-u+Ox^){H07qwspTZZ|Su_yLFnq{5<$acUr*W&Y~@&H&WhS!{kyukzT(>IC9Hq z=gnRmGgP+Y0NKr5;@H=>?yr|e@6?I0=l=F;O2l#cElfbR=wiL?_uSjPo0up6uwdh_ zotFmL;vHP$ec8FGVj!1Y_P(xuFyGV}Wm{qWdI@Ly3XrMQT~8nLgst{vb}~*5sRGhU zwhTb=zH_D%?#}xxUl;th>ft(&z5}_>fjl=`3 z09ImA)kQBCV}uAX(edq5tJbgfDhRdCHeygP%8!770hgH=Vc{+jANJXoEraq;^PW=3C~_NjJ>MypM!4d>Q3bm{CN zxO-GPvY$_<%%g99N=yl_a`bfhF#BblfQwUqWoaNwv?2G2rgN~~*4an6K=y9ufa{G= zO3Dt7XP}i~R5E0q0WPC1R+hIxX~d9w-J^*7amzCg(6=0^9ESzU<=yeChC zIa0)9wi+A6+G(L2#5}QO)(quyKM*ACLQI{6={WZU=S7u=F}`?1FcC%CXlU+EQk|5a zt2S$1RrzFkYv|rOsKk!jW;bEcfBf~3gV;d*?9Fd8chF)iGY3qo8(Ee`QX03HP5apT z*L^1V203DK%2;n0%gH7``eBjZ8**TUKl+Yr!*sBRYB2YMD(pcEuv0--_H_w++YQJU z<6_e%?i%hwlh+^AzgRogCXL9nXpWI3WtdjC&K#DZ3GmLFGy{6_aWBLgT!S9IP{J%g zqylnd-P^>Y3YYq8TI(OYhihx7Tk`&G6uGiONsy5<)f?jpV@1xX-My?+`LjcJ@F=q+ zUi7nlfw>s@u%GB*M=28{W%Ge#uPZ=^;>AlJg&@%ZL6{`4*;UYw8@yX)=cRa2+Pr=Tp8_A;t^nD)|}o3z@> z!;>`|lA~z{E@K(Y>Ech2_c5xv52LSt0XhDK^M6of|BlSUsP2|G=4K*84+oPZt!mii zW)qB&+cL7^nOMS;a=6b9sZqK@MLb{toR;+%xnKdVtWx3o@TOTrB*{zK^qt!`<1CNP zxq>pdb9!A(=KVTxzei1}nX^in4d@{H>8d*D_Ke;08uk$DuOt2GO{<&cz!EK3AP8dk zU_?jB=4S@ww_wFzJ5u+qhcGmb`%0u5H@&Q!3V0Z2qDY5#DPAVuUGK!b;Q_dFN9v~= z1@;)M9334ufPPhaB3!T9WqwL4{cOIOe(0Z!RBq=$eUq^yflN=4A8i8S?~JaoGA?j1 z^Wvb%iL|)7&@rj*?bOF7dH2h{bR{S(33wXUr|Sh5wAWfbhkRzrU30Xe z^Ov*j+1rM^LDF*k`tvYy_xQs`!$*fBkP zUNWPIA0a}(Q318j0Nqz>-F`(VWVm5^_!kp1|3Z2Hu7v(A01#}UaNS}o-8%|9W{0ge z9K@Bk2Wcw2&pWRGKj+vgoX%jRsL<9bluXe?58ktC3x*YzR65(KU~;}AL?R@0v>r|- zE4DH2WHYCO;jk}y`vu1&?w>{c$%{XHu(5ihM189VF#%1maQ8F8%uAM^J}Aai|HIPI zzgsQ+2Rwr<4CJwYl;zJwor+i=GMZU&A+CJC8wn>$^Klj>s~$%gbZTDH`#uHM;0mF+csGxKx)f*cusD>Y+Ph1qrX z;^KaRRBP>N0go{p2(r7@Ae(E!G00Y1zQ2+PdT=8k?>C6$g@hsWO{?LYdy zzIc+3@s!BE7(z-@@f5Mxur#g5`!mYX~7A&IyGm?annL};1=!d<*O=71H$+EfUHMY zlZj~?Y9{$&xn&<}nPxbq_-wRv0o`;v`l~}5qZ`5SJYcxQvk1<8uh|q`6__cZ2 z&+aV!Xv>kNT}r^}r(t~t`I4M73$pdROn~f_XU>RQZ=qQd+{Z%7^7G%j@6Fq5TDz|X z7iEhETu#PnbuMNw=^d{Yi4Hf%y;rhvNQu{^@899|CBydzL*! z^fjFCUnAH5ee0I__M8%xq}uMAskcyEuwuqr7BP=6ZetJ5E?~AZY|hYdI&nO5jr5UB zR2UpPtfZK__vTB3&NTqy%=SfKa8|?}v%Rg$1w$Z0L*7rCT}ouKab;J&<)_clx%zt$ z`HpXcGpJD|t55bvsDsVhmg`Y98ER2cM;#`!#Uy@xT)VfQdyISBAKOy{^DvMI=o54A zK$Y@fHGl_B ze(LAd63O_QkoRccMwZH0_PK&n#)KO=g3e4C8;4T#Kwi_=+ep+CQ|<-!smZ)zlZpzd zcn$Nv82kGV&;x(eLDbZJt$x)zGJP);;?Y#7kFPayOSCewDfh1&_ z&OXi!#Z@EIu)sq3F@z&{&nc-7VIjCZ@|{Xn0<%BMiaCj^_~t@q%?4V9pJPLPvd1lR z86#sK`C^3KA21iR^jneBC-L{{jI)%gV7gr#sm6O*Pji~w$F4OLOwT-tzt`|mzs->Y z$s>S;^%m>-+z;d#fV=oo2e-ob!BVwM?j2&~5WO``bXPfgG4uHJ3eaA@67QDs|;XoB0Mr1MLS*v(YIZ4f4PpLyXpTVQ*91^7gyw~gL8;amsC9%&>UV-~zO z51>ULHWLspt@Dd3z=G1cpC#l1P$jp6@lr!AvI{Z0_Wj|e$}i7Y{O^9>?}oZs#_he75rBZk>$(WSYL>k9_vJJ;!q9)(RC2>y|yol4*Z zQ>JSbeFSkfO5K@~{gP)R-M(yTDJB6JK4)|sPSt4`??GSJ6oZhhTj;@D>?QRshpzx* zXaf{B0WP`1s*>TyikP#}thXM4%#d zgO{zREMJcHf}1;MvZ1_b8^3F^zxxP>uY&^(QqAZ3KYS^mlYs>T7~?mAt-~sq4f~{v zJ(cs)-+kj|(g+Bt`yR}tx4WD&JPSwh$$6dACFFjV{6r_S#qvA{8J5?Nnrri`SU;My zUOP)@9KTnoA%jKz3^#sUwu#pdM9Dn~GS?x$X=nWmu&$v$TBVB;IFl(>RjYfib3RaO8IM;s5pu-qHyGi*BBh0pfc{k*B(AbQpCB=LYE#Fg+ zjo7T?J~yAl41;Ioxqa*jMadV`cj*QRxA&4U4r34GT5T|q!oP7OE+u!;bv){1 z{gkMC@3HVRsmu{WUe3$5E~Um4&|^~C5=esENkZa!P!O$QaR26ykX6~{(s_d|8DS6m zYg-ExIGuX1(N!IvwP8)u3^`74k#ReH-Z9eywFt`Gd$`)z&j$&8sSGoM2>#q$TdCS0 zYAC(&BygQTy~UZM-5&SpvqJ28`jx6xL7QFiSGm=olv&B!;&{SU3Odnq(LN$rirN@J zMV~ynf#nhxvu9o*q+>Y~lgf@ohdN!_lR+(-vqdvoShPkl3fP1Wk2V!uY?$fJDHn;Y9B|m$F=yYs6Kq!mp z20^Kor1y%xqA(D_PQu^yQt=<$Lm#ZizYRT4@oF)3vVz;Qj7q>dkoTR*6E%(jBKupz zg$S{vijIII%#!;QW$OfG+^{qHegn)Noa>JCZaS_$tB#nM^80r>N_TA|@*EN$2nq5% z4_6t{@tj;(&4%Jq=@?WIecj~0n813hNv#5wOAvxV8@?8{b?qU0M8J-zVB<%(i68>X zSYH<3b<`oRbExJxay%;hxe?1-yS$J@MtJQM@|-lg+|{OWlwn|>esWlzt#mG)scVzh zlVnc12iYyF!6yA_AGu_?kk>%2zf z$|`Kx)Kn$a4k({#zT=17`5Js44^Z9n6v`l31Tua4ICh!8Imtz(dppGL7zdS_qPw)t zd0nE;M_@>GyRacWG*;JBp?~=Qk@wbdQN8IK@F*yXgeWMDlr+)}BPcN--Q6u+0>X$& zm$Y=lz%U@)pmcW+p>%h{jPG%Gzq{YvcXxl^-Tm)<`GYw#=K~y`bDsOTpX#oLJ z3V}x%TNU2l#HnVn^?4k{?bCt92v{?sm{G4Ra*9Jz=y6+MTj_^bwLd{Fm*bn+#n3Lw zHPqmis_wb-vH1|1)koP2I7bvTBJBB&=DQeCAUPg1jU}Uyv?+;~MVWFZn!1N`Q6&RT6Z>%X0RYK8ptKS%(+(f097!;rm6NCWJLe7E!7} zmZf~k(b$z!wjLi8ho3ocf55?8+QgzlxIpi*;WmH#xGiQ|koM{dKjD&;w%#XU^}#gz z-k~t_cM(~a1I^aW1xLxK6M!D|t{7dT7*r}6k)L_)PxyIz_okxXHQjq~41SvumWP^s zMKVhPyLtRA>*6Pe6v&wJG^~7saW@iufG(&(g6T?Av+-8(Sx~XXu_Iw?E z%y&Fv=g!}KQfi_V6%7&W_ZX{tN}(gz9OS3ycfvNumwD}h(AhWTegl?eo80aJ-xw)H zGt4$$)9!CLGI^&;{h*QQ)cA&Vu|pN^Mrxk4ajBmhof7&+h4u3LjU-UzAGw`sCvwN5 z+cOs5Tw0zL!0mg229}v&-3(uf-KTZ+$K}T|P!Y2~073)-VEUc@Rih#!y^$@--z$Pi zis~Wqx>pDHLx$~DLuK1_*ohLfqsl5P&&4Hf+O?q2X+`{>+31j;HcYm*%~R@X)IQpw zTd*RCpOP95KVK?&HTgpCw9&&8E4V@QRzn%!Pa+qC zWv$=SZ?X7yRvYfa+PXVplUQ&mZAwEm$3C>K?ve>ay>=lCujya)`?eQR*(3vs8B)_2 zzQbnn5qk61wZD*~&Rs$`=I7Ui1>Z&k+4hVO%IdHcTVgbMf2)CE^Fq9Sw&=SxD%dsL z`ZLWVQ-9@XTe6mq6l|S2`4`wTFn|btOKimiz=r6jx=DNQbxA10BG40$E4fH(@olV^7Luj{JEln_g7#pCY!O=s@Yc2Au_*yOC zmI$G@*xm$uM{aQ030U8G?%N1`ZZn?>0>oP%aqPs?OP~|wB3gGxX=yV)TORV3li-p@ z4ZX99s9f<4#`ZE^vPYmldhiYF)8u?F!$_@tLREq=(d#5PV6D)KQhwVM!T}DcBmLS4 zD97qX(LnG!P#5?N{|5LSJpLHd5O-Y84=fs60xiEmRE3ioGbsr;6O$W+(qu{l(K2rptR zYr44ku0PD|a$Le*x4lFcn)om;t0LMr0Z`Zs$Yv9%wBh(uY$bUo_om+u(52~roqzu# zgfngVcu$}6yV(R)AQbB4;{{#G`D~bPxXD7g(UU`yT8HX5x5&KP51-cE13ZJ%w0iZB zp13Ku=E-O$Y0BTe@_)Tp7a9B{mPjlSaQa-VvVGR}5%-ajcbVTsNRb4puVgBPry2Sv zK~;(bbEuQ~*bN6vpjbF##geDuOFaOy0Q5a-qAJv$>9aij(@&L==794hUnY7H zxNHSWc{lv4< z)S>G|TAG#m<+KmEt|$I^(46y#%eBG|k<#nt%py*v9;Nr*&AqDGcg8&PCVJ5~5Z0`R z9XhMXuGin$_opdqiINwsb+^CFWPYpp#B_;|t|cnhGN4&Jd*yQWG9R2Y+BTNUwOMD$?CMulI9N?z|KiaPfr{V%Exwg3>imbtQQULK>AB&vPYLWOx@+) zA$^=Q?buE0tK@=QN;^q5S+aO(8O&UIV!sy;^-JAw${!>knGK{e$UZ4-qO9R3eWe?r z!=;p-uQ*DS&2;Z!%n;Ml(uSvZM(G$bKQA2;g;kW0xxJbo{juU3?weUqjdV-469(5A z&dZAWG!G)|-hsY;*C5IlW3L~yI=_yuwrbtXWf*U6ecpCeNT90?Zdl{J3QZ0TVwEgV z8vJxGtUE&3l}cx-B5hZb#l`g04I|*_h1sQ%h9lsDd|)lAF$12YLdDsu{aBpM6>hw) zv!1FuRQ^caQ`KzH%oR~;!(K71NhO54?){$0)w|p~ubqXwiLZG~z2ln-{wocJkKO3O zSoa4hz7mM5%JI6AuAr+aPs41(;951e!3&JppP*Wl&580Pcp2XXy>^0Nf#Mm24Fn#T zZibF2OIn%ny@Z%rEh}}kVp1;FZb|##tMR#T^2MZdbOOX@5vs3~(rPEVm}9InwC|Q; z9bV{+BpGa1SrBd1>NuV!oS3W-MP@8Clvc(~NcNE%ojig1zgAPgdr;1vDyhOO18f&! zp8o}i{3|Z~FWzGWAD{~;cGKPp=gL$Ih0nstBni61#k<)eQn7S4U2SiT9EZwb3O+hu zez@t>eXU^ABaY)N64g#xf7n-e!=YeLMXBQXiLv_LHsXYgq^Nl5fjC#3n^^ji1|vXp zlB}MncpNGh|7?eXheL*4y`>x59WNh7nGHPMBh1W}HvZk+UpuU=GBBBQ-m5)myi389 zz<+-R+1TD!K*$+ZUi(#f*G85Rqkpu`3w+J?xasPxp&6gAVv1sSeK9x6wjm7w;4FNq z6+SNPg4#aSMRGHc;3#k|@H&SGX$j4)9`|D(F6of&1yMe&mqgmx5%jtD_yC^dK&ZW( z+W3tH_-|heg_<(zd}1Kq;+nK3$1c%?OOF}MUae+6W_lflvR{?!%^7(;*w=Z6SQiCY zWjeaj0OS892aNONtO$jrXlsSr-yz@k6U6;+46g>AR|(fClbem`J>tl`jf9IXe6I(9 zT&>i9mUP~}T@Ra^0Z`70>SVLW(X!>mLmvK0(sX7n8^4O93;ni>@;4`VgL22B16kjF zX?f3=Hs1W4kQe{_8h|XefahpP-ms7~@Y)yXHgYlrnEgF1nQ%PM-MXaJzUDkeX=&h< zqGO7ubnqlnx4~5VIx}f6aM+%NF9T&|XIo*#^3)R&HF3;YF^d)6$N(zNu~1MxCbKz zpKYjcLOrwn+AAE_FgI*4DNkkrtI{_o>{fDGoc0eSSVmY52wP<}m?Q)OJ{QYrc$uQ7 zW4JOZQF&~|x|?$+v+vbC(`XKx=0L#l`kvjf1M1FLU8o+JCv|nD^{XJM@0%b%w<(^@ zHdmRWQT@n1nfoYEMJQ$~DHQz^WS^SuJkp3&IOnFHm?NXk+6EG&J1x?umfwZD6?}SI zepORG>xE7)fKSFh^L{#QPhwZvC&Qt2m9A)0O=yi{OD;=92o$plm0Xe>%+Jec1x7zW zHi4b8#<-mrGGFc{>X55hxeHbyoavHJQ~jVtq?YgmQ^Q}WX7q(#G902a{~fh>TOFO< zDEO`5O6HQ|&Et=o&Z8u}(I2gZKHAcmxd2=BG|I--H$ zn)glvOjZTbGdeqP+tKUyaSrC*bbDK9Grp02<`~}k=h7zM$}iN$ly!2=Oy=gc|7xD2 z^;iDZMo=k`H)ELTACzH)e+`>>lz;~}#hA{`F=dxYOtGUp-}KTz5yfsWL1a%Y#EYCnyCShj5O8+|~7bsQ?Wt-p0?B zG&jcmY~r7$xw7mMZ3B_k}BFv%zMpZy8eOWsLB!a8<$GTcQ2W5 z8-T-Nb&v&eYPB@rQeF0|#4(uiux34#xCYOadRbY-oWjnBm`$&w?lMwD$>*KCyOyyl z%hr<&$SIB7;09X>2N0y&1PhaKXQVuv-TH`U&wfx6IW|!wNZpfET{sThgWI)kr#^z? zp79QISrIu&$+8t!k5UP-_HM*qrpa?H$lr5hFJ7??^*hrJAQJmfX#oF7mR^yN#htR4 zQP63C`0Vjw+n3?}kD7=T_lJ9<*DTKP1?_g9*TxBAg{_6@%0L^A^(k@pP#V~UrN-5Q z@+40|zJh`%SsnRup}6p7T$4V|N%a`3TWE3+n`E2Iv6zvb2g3GcjaG2oCy_8`iO4t~ ze?@TtOuuv+*9~TGeiIuFw?_p;l`MX?`GcGSE%(Lp{nX!zzP79Qe1^mGv6jjpJ&%cU zWKAWJ67^E!Ahj1H$m*j7Bm!d_vINcrJ5;tbx%Ak+{i3?{sQc;^F6ifH;9aOr2LNiYha%44ob`Rdv@hhW7XVsQ( zV{%|p-r*f+Q}_V?{5ic;FQow70=-=5sgB&E?HzyZEO*8$i0)nJJ`)mR%=#kK@_zu1 zH~+`;nC@y)9@OdprsMB2VKXydG#UNjR11$*706f86o05}O>*fCQpQ+0AKo_;`!EU= znR6@LORDha8M-rV_fhY9-&#uMD_a3zu(vXJ#INbMc4>^ zX$uYzONV1K7Fos1+gQ_i8VD1b1O+*o(H1a_1P{jL#36}<-cH(0(^`b|`ru6yRwhI2 z7}wXAkM?3zt@)kxb-4yWX^%O(BbGgKNh6cvW%~+LBcJh5j9dVAiy^P0r626ZjXxfb zxW&ixBjq8^a2J+-82%xGy~LDV(>7XJK5B&S8ExT{%|6Fld~!iFN+bQGEUv6yFzD?#QXwDKeHcdS6CMU@oH?JC-DN2sKyNTq1W8Ec)q+{VefUq1TMCAJ{gWa(@(%zrLkN=p zWyaRIop3UWR^m`7D-3t+C zf=Sa4kv+-YgsR%TGm@$FwbcQxobP&h(T7UZ~0m|k% zyt@T-(E>^h#jp=>&aZ^EF`6|36+6ab8j=yY1kFtk4J22v3|U;?;h3hV_g;B>N7C** zBtGrJHg4IqZ=Ej>R~I;XIiaRU-}`J!VvbOaOCKq9MOWibbyf78bhx6L3(^=2%eem> zknTDpQzfr>hOU~r_Z>y*sn!$;g?!XUl8BT#-HpkcTLQ<)LwHWfX^1PC=!YP4Y^4 z%|DNG@LzE*>F?qkNL^l`o%bG}{}-}C{!F;5YN(UP%N}M(`?l%&<3SqU@CnKGW@1qp zsvo*U{w2B)2Ocj(Mq3oY>Wx`10Ql88_28V>=@gM(aT*;uBSNSptwjt1=`X`0K!$mq z1w@ciA&LJnuKlaH2ui_8>aIJu6~^==M3GAp%L?>89icVR7ARADf6aYUCQ#jkJwlu2r2TRtNRCh_4cB{=5HdAv5!C{aaXpi-FhiaHPIu~b#3qvEE`aS&bj zr(+{Yi*w&sTFIJ=x)zLE=leF4aS55q6JZFTc}y;+X$Z|OtWY=pi7C+7@C^yCM9ZeU z1WP<~7Tb0d2by|IM;0RN#vP_Bf6Q!sx>3k&^BBI$!g;@Awh(rDQou{W$CznbPpHLC zP39M7#6ckrAf)&L=sqp{2haN=ngZ#@5mM&Wqia!JAZm=+wD+~K)Z2n-r;V2jwc|oD z;l5fs-t^0=W0sE%$f6xNSEcYo@g#*><^2##Ne7P>EuTZ2K4p`Ggm0*?250U^#xLQ} zU`D=5nW!we_5xIxdXpFGQp|1+^uxYcDJe{qSoz#2oGxQI+_x|6`Cd2?n0&}Eo>d)1 zJ#52iq-~IIMV$bfB9&QaS2wU7(lbacmRc~?{oJ|7rY9rz0S2pP)k~O$2C9_wGZy&d zIvieqs#`9qqI_kzWl#LFInr<>8CE~7C2noy-p#_wIG>i69U(d92AjiMx68r<&l`7c zKo*I!%`2ka=5D^iOgYACd}!C9Y9P1b169f=%*A#-@ofZ`aE%E`hB;o?*+)M-OYP7~ z*Bc|X;`0i-bTk?I_@F%o@RFiE$`8kqqotVwux5R-Ya3g6zMcV9`U-0Du!l8i;Dbb3yQ;YJq1X>uxgs2H7PFmklPAm*t=b&3-QX75{*8 zM`1i=UN%WjVD2fYMTa{hz}uzN2=z@C!>j@X(|+L_Qxi_r70Xvl8(YW~)N3o`soqbJ z%|ak_bZE2)W#MU39YN-fWNUlR>#)04fWYpV_z7~K(8N8XsUaK85Z&_H9b4!<8e476 z*<^`n&C!y)6NZ$!b{?oT-AgJUs+iD}x`p$)FKGCIOT}6oFr8f79?r29E_X$Q%{p>H zQ}I%0Ms>hj&(&=p5K$YxK?_7@uws5)Gb-jwu}-FvisR)>V2X6xP@vd%!lpkRfdx; zV!9<&Z*1h=a~M3D745toBR87q&1g|CnWh=;sAtB!^bTtz^ZnD%76o#nidR#Y%ORtq z&}9-^;BnEsz^1133huYL6r6NRbesC6eD!)YOC z%!*Gmt0_rm|HTRH8L;;h%|p=vw&MzMjQlLc&CBvSe2lTCWVW_$J{0W2=6bck>OR95*wS2Ob^}<_LB3K0IpIPJxCl7pBb&}D7#$vXI$v^)=Jxi*QeeRc>}Qh}G4Uw+JI9Cb&V`1$dmyry)YB~Xlf zai!q8?GjQAHK*U+&#rkC8bfna+-1s#nc@Zdg_q@o;xf}S16_oMsHnvolf#BiM#ugE z4qS;9koTvjrPQ?(5%RA5q&Q z8Neq*WNn1xrp+4R#9KNXz^?ftx1%D`OihmpLu@LOWH)v;8$RXItyksDB`vJ2c2yvC zEyhlWY~Lg*Pg*hFA*YPv0}yw1s*~gNiSTD=iMo80tKzcNBzUD2-4t^yP?b?GUK{Cpu zQ=Z8RclGDMaf+@l=c&ts1vzNzugr{8A}>hsQNV(_Js!zyEuGK5fuc2knhw^a8jD_% zDUBY_(zP1exzN_cq(ZO<3(s0}K&a{W)nWiT@tb4bYb9jCYADwS6f8 z&H_{OR{cb-2$yV_-Sj;|B%HdpF{_*(kF_m_gB`tGOx8Rvrhg*VfYJ? z5HLdUC%;+5A->C!Qk{NWk&^d+*WDZvfKD}S7j0z#rc@0~B!>x3M~32KuX zv($}UMd20oN+wyk}#rdM^xkbdihM!ltU+_PsV#I(^ zfDO`9#d;;m-V--WX+UD%_CcPc=gY#g#OZgI>nev&Imppdj2dLn2o zu3=v^nV)}se`6$svDl>uK#l*Ue&pLkN6K62jO32m#}W|V9@>r;_i*IVpu%Uw=C_H( zFHnN@XKpTZ9!zx2mf@;2FDfh0G_ueGz&Ww1Y!=%O~@a=ZGq$&i?_0W2bBs6cXElb!(MeU;_QMSetAM2JL z7J;QZ+Hdb#R4~JWjQ^hq7i~DTx5;B7Abn)xRJA_w?v5J1j=!5xMSfAFZj@Il@zQD$L4Lw%R|9euJ!bRChHA({dMU~IPv1IY@d z-MN(vy(N;b1&r_&z1caL)wd0e*yYm~lc$pg77MfQ#Fq9Gmd z2E80S=1rxn$ynf;H7f5=AX_w^Wb=G9(NBY$+9*yCi@(vj28kAQBGXda(Pk;a>_xeYka;_BVB`6XiZlwHcDMuV(i z32qHzz&zrB8~p!%MEv~xMnae*2m)GDA&Sn$>6WLA24HUAjeBdv9p37NjQPZ{T%t0< zoaKwOAHM_P{#H*bKwJxYajioiiNP8Hfk*(rviP%NN@;dRcP>NjbNq85OTbpshAD3X zCjYc(!1;2@Dq(0rhx*ala@38%3xLa^k7HlfQ6}{*DnOi~oeMCEfLlL_H77T^@}3a; zAQE5wV1r+JEi8uQgla8)pbFaHe_7JC5^~BbsM-1qsLg-lx5^6n`k#|J|821e&Ah*3EbA1ADbPFadJB16nzeq3nz|I z?K@OmD@CZBIHFAy_)+erV_@l4RV250;fyZac^UwD z#qqhQ0<30mYJ9i$k#AfUS6(+vUZ_&Ct3>bL6BzKa*~=g z^%3({G>+~0c5uJ1VkfM>>$;t2TikZo$TRChl!&UfzkPITC=l&U95GmID<$|qYeMET z7e^OuBcoav`VnA#LfVa&1(Sy(bNUID2OT$B@6gUw<&=-v?NMZhmB}`H2|l*PZ;6KA z-u^7a`(V`;z?W3bqG-Z%qTXkPMJwK{u%9Ux?NruIM>-PJ347Pl0KhH$F7jf0%l5PV zj|a#u3Vf%T@^CHr8P*ZC{9B$h!dFwXj2rJIlwY6sOjVb`^tj8#8T5`$PQ=6v|Kj)T>`Y`H!Lm@(D<@te7UD~EI3$0|e zZoOt>qh!2pfJn{2<2tj*7X^J#rut&34tzP?DS<%fk+TpHl&*06*pg! z$wtcs>%EUvz*Etk74fFeg{F>Q-8f2P&kkq21a`?n=DmJa`f{M(RB$Fa;+6bHy6iM8 zUo{Oiu`-t5ZBeNROca(E9RJ5``BU0fD71F%w+o#`S9<-8&^Y1N9QaJi_QiSWiR320 za^?CH%k{T8-+q9b?H{RJwP@=S6S4J+SFVjHl)4cM2Z;mvX86ZhdKaOJaT$TKd-p0D z%Oe)Si{z0nX4OO1ih_qv63U!?`yE{fL?a#cui=^b8raX|)7pk$YgFED*}$IxntA^A zcmC(sqLTZDWVYg%g50xj3$c`h(>K)b)OJe}sAT0oW*Eu^m^O_r69bcnrhumbIHNeE zV1tjQrJZ`o^CIQ4QV$NNn~U!n@aHE!lJkJ08-At5|K9lp!2f`1LHjNsOxG(KqM7Mt zGK-ckx=<2R{!^)7bl1KClA+&HXi^ca5t{&d*8}>xcdmf~{X@io*-#x^$qqOqH2?kv_yHK&4)u_sl4^$UM1(ZLh+9g2D|%*QND}d){-q%*(wcwXMgs7aj`ZG=3(!%|lUHi6$H)C>$NSah^N(Qj(}ME%A>Pe{1$oi2 zMaQx;ZaUD`@NqYJp*8t5`q+A+3+ebdZ;ze3GP?S)#@bBc z<}-$^<9xig0^ltmnKy^o9Vr0HB*k>tc4LZ;JiC4KewSUzb*S7=kU{5#THUj2zn$jU zJT2;&)&r?V1KjKb!X(U%rwN3{@1mcmPu6|1m9bX#dZ=vh@F(c;MfiC0GIbtw(p1To zp95E6};^3u3HcNE@8HA2A4X@aynj zTug9#tXgmMHPhM3J0Cu+EU#WdQFrQ(1bwUR5;5&{*oV2^rF8-vnqzK4K1ba73f7s> zHnD0LkHUE~@cqs8Cgbi>O?9-c;rwr=yh?LZzia?{6%Y5?*| z$eWYS)kQ_1NFQr}8<=IgVzbbI|ECOUs; z{H_Wy@0GG?rGBgDdMe-2dr65iQ=;sM_`MaBmDQeLuT(DL%Jb6q>A1N~>kj`Z9~-(* z>e-VMZ0?ZpB7_ldV}D)-VcGLGNJP(@e(Ruf-kD8w0%t4q;h?S;@&%w;1%WW$-7?Dx zRU~*F8nm0m+9PC7u_Y_G7)`+HOe-bjfzfWEE6_YKv&n8$9oeh7-RHF!f)JEKF6?g# zG35&H*g+NBe6xQ|s%KjaheXbQ>1Crj23_XQMVX-`iVgnU=O$m;^Aa7T?t90}x2RMr zjZsD_ef7&zm2Zz%1t=~pDJ!eBgw8Ida*fRdajrglTmA$U*>HM|IPICA#eG0?`BYwo zCizBLzWyXjjk<)0wOH1`Iz2M&os&Z~QkfTS;lKFFTwgXl zvuK@Ro3^(xyj0_|t+uMRqdAE8QLMJM=OA7Sv>_8L>)s}KP*fhAh6ep{e~+m>y$%v)95g=(f}pl#l-&EQukzL zujZMmy2haNC3j}lJ8=^75EcyBzuTVwC+BSII>L4(3d5qkvA>N(Rm!XAD;T|n4NR#4 znFP?DGL5>{Q-_TUnP^E1{Q}%x@D$dZEJYQTnjHpm<(_#6{pvl+Po z9HzgjHviQz`DvrEhufk9zP|X~H+E*9`@TnhA_8gt;yd5kPJ6n49N*2Y+ez2)J9Pp0u@58y;-&324ejLb69!r&<1FEJkFnczmx;qSE0#Z1&qPX&sx)3-w&y0t- zdhs@!1Lx^y^{#avS~s~0V0hh$d}sKZr-v4Q5ibRLwJQUqm=B3 z=AE$={n2t3_H>K)Pd+hU$k*~M8(m(Zd5vSa;*9Qy-1iVs~KUt5fS7QUo*G&OvQ{&*H-ZIdgyvNZc#i49$ zCRI{_Yj->tmK8GfwJj1&cUh5U`N+eP`ijY<)7yhRCXn z?Ddn)a|w%y%(G>7bVZFN%F z${VdC%*si!00)*(%24(!1@A=6QszQ0=fKQUMHDs+Uz$QSs>yFYG7^qF>Ri!v?1^cK z?r@H{al5iGreb37NO1qq<~XsyjUsGrR?o)ei?wzL483>p zT?6IP^dLYzV$lLq>ik~XvgNgHRzVw-AZs7`O%X5@CGs2lSH;lZf9^7KWQhOpji;T? zvTj9;PllAPF_{$qQbZ%SKCa8m$=os}5E338c70K#YjHCOyZN5`eDcL}!b)OxdRtGn zm#_D`>+u}%F`+t^iSVDG!Nz>lHTZ`Pp@w}b(z?Q?aGGw!o%_1q5bd)A-uv+rge~&B zoG*CQ@*=7E z`f3Kc(26GX{OjQ_>-B!%x1gKEcQg-6IG1m0Sv9EUPrL;D7gc%c_(6@a2W@S5>=$G@!NlhKx_w;yIo zRsiupBHE(lCrIox{cIm_1*QD`8^F8%-;5>9-fW!n(K(y+-eclVC)aSD-y{tGFbamh z8}t8S{4I75=Lba39(<$-bU7xH?i+KXI$?f|h&=d$TEaJ;DNm@|&Oz>E7CocyTa4b_ zmGmfF(BXj4R9friSZ((~anufg4g|!e*7k|$N1s-UrZ-L}j6TP(`yPim_n(g!I_9c+ zLV)3=RzQem6K$dX&Evw1`qQ|Dq5gkyd;g1D_5X#b!c5k6qFb-cHbbWV0OtXnh;JN1 zl0j;7;FV1^OI--M$ryknJAOy${!0^(?sgCxVbJDQEiqTx_hpr#8>eZf!Es zCavH&%fUstJLi#ou|OM$8Y+aj(D9E02x*Hyz}B`X+Rtsn$H`_~!qnt8E)1v0FRjI8 z?xen>ibdJHwx!Wr#Vc2GemE+Fl`ST7eNNP~P(4Lw-Xx~#FyrBsv{DioYupPlK)wD6 z!YB;Ty{ooXv_1K9a?$Hn`0?X?&#G-1ETGX%KEMa$|3PeibJ65Z@Rw{<7P$3t5~45Q z6_Lx!#HKwMoKLE*N3#oXABjre{SSUaHw=~Pby)=2sZz67DD%G*A+Qv++2#*Vc>#E6 zmLDcS*&KPU<`qhzs}rdhmQI6Fry}b86BM|lfAd`-(Q^OAVBfZS|23 z;5||qZo=e7m)ZM-l_MiOztRD?X@Ah0>#rWnW82@<%I|}gqrEglSM%((X-2cTxw@Jg zMWpa28((fpktJX|r*%|}N@7|-a@54fO4}`xx9X3oIpPIPK->T!<%jt!7p2hHD#_80g%By> za;cDIwzm*Z^6#^8@idJ-xNJQ)?WnuH7{5JUVqVV)6;TzV`P^9slYZpT{`MW1}VhdvCW1bYT zyWm{sy7^pGrrTAX1NChpMe;L&;v~RyCJ<9MP^?(aHw*!xJE6q2q78MEuXt159Ia8wQT++ux zQ2F7Viq&V7YoEd#>|19ln2h(`{R^Apjwu-^Jm;e?kg7EJc-99lPoh=Pqei};5qDU3 z?0$mAbUOma7zfu>hxHw^6{v8O+l5XT4j^BOp&dFpn@MhEo>iaf^rfzL$*i7Gs*zJF z=DHGnSig|eI5qEP zoS33rG+9#X03A$6Lwswpt%2bXu>1URF;S6~%hDJXK$9J2M=>8%`(umN&U~#mU1({| z#A~Vg9LGg!Btk9M` zl`!??o-lf#KC@yuYg1a3cTZqubLpz|*sx%o`B~Y5jmUiWsTKb9m!RuT)GFehw-taS zBRfiA+gLh-NiOHEhLLk5cE+=wPN#i)8YG#@_CLJ_2f63Pr`m+O->;6Xr#&S zk`}_^90`r^Y{q|M-fChy1t6n@qSGSn=YF-q&;~33{$Jez{<&S9a<2%-(m;~H(WuLf zq)z~Q^gX@=lm2UAVLiqi3+%flKtV($U32vN)tQW9*4u@iSYR`!&>BWBN>gl*^EY0% zNp;YYJJQlxWaqf^uwUHuay8SA4r(T2V%#;@=Ti$F`4Z3k=xtInoonY^;bLz|&oY-q zTWY?q(Xj*k-=WOIcCzg>+N7ILinzq=WiH){G2ypo)B>=GI|YkNAVUcM6zBQpIu<0< z!Aql&xlTVy)i=9yqNYPyjMv*C)o8QwH_`2QQ!mT;fjY_MnBk09BX3b z7|HFqB$mMFrD8J?(sirMA57ielfFfdxQYzx&DSG@Mq8^#^lsIJN!|x@+hfrpiKZ9< zD>qjDAvVE;e(%`wxzb4VpS9A-oIvL;?g=x7GiBz`~`d*9mocrA9oXC zdkoam7>n>S{)0=vz|c<{dG^4HKu_EAsFyD5Zo^0u1e?n}f{Zo-(DE2QzcTVubeL@ z0IFmR8{42KBuQ4lTJ8C+=;HcCzGO?+Ncu~|gLX;$fTFS8G>C=$g#gwix-#>2vbh7g zaN>!yb1gVA>pa+1?%YgEQ z7FR-RmI~?VspsG%)gZ4sE}6oIT_i1)=0$U=VOD*1KrV%vqL5b7$Z+p5fx5DLmOsW9 z;@qr|*{{YS+zg*h0TcN78SabG^{miayT9Mu|Kl;yz&Ua!eVT8<=;(T|s=dB@zX&Qj zXa-8^yAv~`C7EE9%O&uzbcR@HYBVzF_~DyLnsvyt>6dS&6o%`4JvT;)8UaPB2L7Vxt=(d? zh!who?Sn!y8TYW|)35(xmN8L`-v?wE-Rvg43qdRG5l@U{?8jT6gzCU z%|q&fASrh9LYFGea_+p3*`iEBn3;<0b~-GR0LQ<1BSt$mEjnZweO8&}!K2hi67@aM zDPRI1_M`Z6{aIFyOjd=vo%eQa z1Dd$XV6j9A7S*EI#LRdxE*?IkQ``BIJnPQ5UtQKecx;Un@CWrFsyaHXBb(20#;<&+ z6yM=ib+vgwlP|_s)YY*w03N!2L)=P3^s(Wpqsxz_3f&X;>o6+rHchCzz)tL$0M+2r z$nAT{5e_FLfUvxqssyM{68dO7Te7?SaydKsHP(lqf8mYgoxE?|#%J*_CJ*x0>jfWPgOjHD zN9tJfXFarLDJ!n@KBW+xQ=o%JiRCx{cs2C8sWYGbAlUq3;SzhmQs2Qq@H!p zSe>Ncx6}#E_%0I)HEQ?EomEmOgi2n10m>==d9~x)#17)=0p$mtvzEJ=(W*F4x#m5Y zxww%Owq9R&kv!>bNw-?{zunXAX41-e%~Pwyk=?}N`|j^@SLVtURAuxBk#x>0SVOtb zEmb723cX1tGo6AK8KYR3)FFom?ILTw+O*K-lUkEK)%VlaadW)iHV91_4vq_df=nC7 z1jpzOjlqX|1Y77Mb)+1NHyzS}SntF>2PLnSyS)Nl1V^JQS!SfDS`GP|uWt%G37O|4 zCn$Wfot2XnGENs46>3)x3;D~6ziRM$$_vJ!x-joR6G=>XC!iMH^~USu?{iYMcZt!L+70^zMq)P@|J zy(b>ZaiU@R?yq#qk_vyL!-2cUzIKXur}&i=UZqBIG}Lc8pkpX2N!j**+w}@p3f;jF zqZG|3(~>dZC~yiNI=64fGw15_-hGWfQaP?p$P6mX2I0L^nbhNm9ntIA>swCaf;+@b zds=C}?-*I2ly8uccFYE+YGsA2D=TZrti-0IBC$Dc5vtz*!`b-1$l5jV!+39xR`hzt z&(AoYIZ0Q!&So>fNH&E@=ZmO_4J1wTbh~*|_-!VgoD^@;(e3@<=xG;<@64OnkKAJVZDL=u5y0wQy`X@{Gr<2?<)$# z|CKB2uZl}vH_c1`Wj9F*Ir1CY2-x784pC-`*32~Vk5q~}!DC@O-boTE`Gv@42~>L@ zUnvPY9bmYSR+)a9ydxdTi0;1u^q@P8{2Y0zky|~It^M-Meo~WaAtnojC9Xq6UY_2b zb?y5Tba>Ufny>g{{A}Y4nm(&qK5Dl^+;t<`^ep$&O60kE4xLt>_M>TeCxg~^& zVgiue-BRubS~6xyX2EqgA9-+jI_gR7t>Zr}iUxH*xiLGUqN4e#KuX!&=9{ESy2j}D z!Nk8z5H-WLPvx&GD%0GLF{l=8nM{~~-f^wC8s0CFMg5xEf%4{&#_<{?Gk74%)j|~9 z0LT6WI{>Z zMR@w6>$$VW&6A^Dm zc*W7HD5%T<3B1NHi|>EFG5#+<2c{~!9h+;fM`P*ZsLEMcm>E-L@Q*T4Q5LT+Z;jbL z>X_HtXpHE+v|q%AUCF%N_kI74ANB_dgTIf=za1A8%!QKOwOn!}7T@g5Romamtp0M8 zGnnk?5&dV}L{p7Hbs}T*(<-B{r_&`m#g}&o1Oh6)y1lb`+2eoS` z?xN{Rr9)z#_3*Lm0&*IZyz;1qzCG?)^~<(E>i}?q(~0QQn5uGEoISH4TdS+`jYdD=3kJ4;V9KWPH3x!U$vgx z|I^-g$2GNXX-8170a6dWqbN-&N)N)JiS(varH2loBScWD2vP*;y+Z&gp$JF~y~fac z5s=;q5NGQ*o^$7p_l}^S9#WYIJ>8=fq>##h6GpXC3(S=0vPX`hzC}kdT7xj@^7cwz91t(f~=!$Lp)(R%Z~=FZMGJ4TFsik7)?wkfscyv=!#8H7wzc24%MbboD*fs+p0al z4BgTWClMH<&MQg_0aE!B)D8iS1@1e!LMKWy(qx*izS)J}Y38wn)AC2Rp#SQ+M{b?R z;A8HwWA!xy?J?$&eXknC$B^|kfThD{j(yc+V9h^Ww78jv`9^=%tf44TCI}!~`uTOP z@e6_jV$RjHE8PYp3{F-&-Vf;)*{zjThN)Leion7nkF=svyE(){tWf**Hg0zgfIHe!A z2*3I~Uc@jYIbXgK18MP$Oa_*+!V-umj3E%0VB~&z56k!EFcll4I)$F( zI}?8k3c%ZD7OaGp7gCX&_j#NNJS#^0P6ON>fa+;XRES8LIm5@z+_}y5gg}k-Di)g9 zBZe6ALTRi!m?io*qF_C`sTcsoSgoMzw#Jq2%e2k-{@@_jB3pq# zDbn`5W{H3mYt}xXBN0N4|44TK+-GI~3gJ!r=b-o>J_iUS-i0`1jjDki)myl2in%#d;GX8BPfA5voUF|$Qgpi!9 zq`;7{`G92H5*n6d#v~R1TLND+B<|UEr?$pFh%Dw5D@A@f$u}B3TY(5Yk6mHMK^$H` zs&8Asve~g??M{MzV3Wyk)zI&0kXTn@KVwlq;QH{v^n(I!@(kz>FYOwGPGi{z9xihd z&hRqO%%qC$@yVSHK^@I#esB7gQBz|;Z< zf61?*n%@sO)6^&fv_{c8*1p^FTF#?{n|bHwLqfecya8|YyZl>AKRnrfFUE76sdk+W>#}w)(nBGN4*LVOW=F- z`zlX&%^x1=Tu{8zJE1`uR(L;~lB0b%M^fD-xXL3qcyf{E&98lO@PNuSEcs*ME*#bi z^j9oY9~H)M#B;JKE@bDIlt6`b#@fG92v^k~-ZR@N-M2U?*lnLU0*vpxu2GqMSJF$h z60{+KL+g=aVjP!_xj%z?w(HutSLfEZj&|Xknop#Mm?3n-_r>XZljKV?VI+`G)Wy6a z#EE(D!fY*h))FP>u%b>#mQwiynDR&M-CAK04!Q7jshd>hqkPGQ2Jp(pvH{1}wZzC9 zQH-O{?Eu51t?~GFy)(9A1=wdIa{#M9A&E9<%z0sa2k|8ujF8s;0I3h&_z<~Q{bJ_r zu8blwVAZ7JmSmFp9^r*+dwE((lq2><&cfB#dpHLp@wE+Ih?+d} zPuzhU~h1EEv z?p@V!awu+oxdTQ4eb%)44j30cEMv{NlqWS+mdatN9$%`GQ_@nB_R&+~Udjie)qBRiZktmn8anHr7{MpAccRcElN(`5T2j2F(icoU|4)E-qH>21$ku#Z=`N+ti z+Dl%(Pv`gvE6#&HCzief=7b6NMDvZxY`w61py%rgm79OATVYn}6-!ZSSIntOsMCL3!mN#N#2!UFeu1t_Z`R#Nw@q zDsMcy{gcwI$JvTJ$FkYWSb@&*AnC4Ti?a%qG5Bz+eh;U-0}6^5CHmP3x&TL^0*>hw z&3ijFCxjv5w-YJWF7fD=M)&O&t&v4_vj$y!b+f)1)&mw^V(i;pvX`!euFNBr2a1r? z(v+dB8h5_}WNl3X3F1AjCovwq*bV3)i9K%BwJyJXB0TzvHx9}{6iDs zuSm81N6q}ZpI!1B%%tyJ@DKWlKkZw7d}6cTyBcp-?2a`bGn$zHC<5(q7_Ghm9EZAE zWsHeMy+yJZG#41Nl4NWPu1V05|5tv)-+pgyrIWmGQ~g?EyG>5Q!vU2%P-d05749#h zD{mTURW^Hm=t@wyS7eJQxC|EUAM`Sp{E^leFKswr8brRpanO;`f zd^tARD@C-Xb2@~H*FdOGAXxy6$VG5T`K9DTENYDI10Rr@xHp+rEnbj}yo!a*Lr)<^ zzSp1BceOujs&;z78Fu|M$fmxDEY9D@$|--|XaZ%-o{qo5VGvxDuePwTpv7dA4~0TS zVs*5FC=!|8w3$YQ;D&(2{4D#WAxa4lWb}=;o=kaE4FAM1kZ>~j+ko4Ty#N20bo!o! z@ZUY(-a%ll*$}P4hxd)bH<(`rf)?cGq51@Xx2aM!=u`tKd?-~rubS9Kvv4h`>`eWS zLbAS`_kfXy6{D{v{^6TmJS5PS?Fh3+;s^D9?6E^m|x zQ5|W22z4Vn15_FRzXIbw@rp-?uz}nO+@;E{yP|kG;?3h*(L3#`;Yq`vbU*mOM>2p` zdEC_N=XECK@3pWz&g}5R@Ajqov&X+cmhP6V@lKi| zDiUhPRo4>lu(z+^d4#qi^6^`L34gF0y{%|YFj_t?N21yo;k|kAlh5#hIM-k%>d~MU z)#H$c94S8cA_Nokm6-C^@SSd!{)#;$*UYE8F7@)Z>C;ATM|aF0usr`(4gLH3KOWxx zfzAEDc^x%u`E_T)V{H#An741&1ZiIOyImrBTQ)oMi|x)<{Ng^s=H946;LGv5nhX%4 zB%;2bOjbZAZxz>|xOU4+pLaY)rN&8|r%{DQ_M!nInkVMu^A#ACl2BJu)C@%QmHdSr zlLQ#i{rwce;J>p8asI$(LQjL@nreXQ2A=Z#-R-yc&Fp2{Ewz{=2$CHveAr zN}zsnDMMz=pY9CO*nrD*mVxY{ey5dlz9n%tDVY-=tuH(7)Dm3x{UFU0;rq41c2CDC z(W6&Zl4e=~gtj((eVR->hJ&dmY%EIvcqDVO;FHE#5O_PgVLDN6u(eyQ@nA(D#w;ZSMQ7T)Vz%a*if>d~zuMr__) zEhg@sw%`d`d*Q_@JA%V>^>>@|I{G!Sd#$lEMAv(xo}C4{+T5Q@%5a4bJw$Vr#p6{) z9fj3&2D1u5OvJ7b>CC>vDTQEp(YwcoX`$;*y1t}o^XoT=vU|WcSn`X-;LZlr{Y7Pd z)ztol;%S3|rV#lf2|5t#T!e?G)`VtNw0nX6ZcIglk^M^+Qc9tQp2^COVXAsAZv-gC zuL;0YbK5;%kTQ0xO0$OIJo6cNIZeoiIIih3=2xN8U%_GtZ*d z+CPIJ9t@u}K7%UC*KilM2x7(xhOmaKF|0(|VF;AN9=swLl$~W6OwNVkPvA`LF-57Jox^#_b{MYBL}*u1 zwpe8f!RU8I4D?v~D~~UnXwN)H7Z#aUS4L~e5e?6r&1;@E7sOv=#q7h=s@8Oy?cd6p zrgjr7W;(SBzNWkxM$1^rlyka&GwIf;hcgHFs)}MNDMQF>9T@%h6o}zuL-C z81>4Y9P3aSV>Qs;B&G7=CkINV3g@|0Dssg=eR+lSB`Z}u{Fh~lB2t@6b%SwMHj>wg zAIF+OSwoZ=cY3M7el8fO62>`yB1Dg0&XjU#nCcY5rA}q^113A6r_!c(qA^@KzbtZm zyq!g^&f%P~ndobf^FjK<&6m;n`N%vk`1ZhpdZ&4L!y2a?!jo55z0+!F-mp|5+}Nf{S_zTtFq{nHL#->D$^m}8qtXeD zb4Bs{?Fetr9a-G~1v&z9x_8%YaHJ?s18?4`f*wZ5gI~)3xFhh*J0zFY_)y^VMoVGD z_ZPumaiK!HAVShy z+%jVsWZf;)VaFv^*-Q$^wS1;pTk_Brk5}O)L1-*!8lAYeP!a!_Yho}k#plkgU3%XF zO)>3zZ_%9HS?L$za2kT~P21_jm+>NN3j)xqi@QrhTGfUmZvGEa{jV5w^p6{z`?Lto zPpX^h%rCF<-$rxfn@?SCqoX-%Lj20!DiJ6#_L@<~oP*6b*Pm!QX`#1tbXsg|x-Q|)u9+*z+0KmF{UGhbH2BJLTLE+@AGy|uc1SgETYtw_% zn{4p42c?uZYview*;CQER&}dSY(6OSU>eULd#*>uehmz6KvTMp%LZY3;O3%wpdHK* zz(O}-Rheo71S1)N3P^*;(&X{^Rv3ejt*lJwd|65qz3y!Z3@$*St1a>wbOGrPaQraC zHky-96d5)X-0ZNv*RUsmQ`g*wFD&ei^ZvB(b)_j-75PnZb=ZW~uA~r9M`1)Ax|X7qq0PgwXtf8akf4gZ%ES zUczJT5YXi(t=0gKE2~?Je#A7>$z^1RpDGMLL5jy!L!XeL#p#c2Edgb_PX)$LrCrrya6; zdD+#YMo)ojm-hn8lh?#q-b++S+=RWhT*f=}d}aQ3qIJD^1!H=hj&x@A9Mexz??VlptXLDhV@B6?X3qFGmmeBYCqS~1dOmwMOX9vmp$F3K| zk>SywmQgAQ>^q-T4{7peS#I@mAMEDdmPM%Z$Bt6-;^T_JE>5PLhr?OQ%cEz_F45l8 z4_ZBEc4(}btTS+KcQZp|!uLjmw~9k@uR!D$1&!*=GWS(2$N{H=_tw+138#JbZumL5 z{D$}z{mc96dJie8iPLMS3^%6fW05*6CR8wXai1ZqpQ$`RxLb5$6B1V|Q)|q#L?9VkhwQQ`uy5X#tW!6kz;*2H}hs z_C8-N_O^H?)70k+%i>6ZOEXn&Mi)Z)RpiBAxM7V0W1zZVsLu&_kUn9zU%@8#0lvTT z?MWv_-dj}oq3PigwC2rK#3lo{H_zVdlJR`1rK7q0OW4H zQCNu%tha#SU{zyR1=l!KFveOgr`A3lClR2XX?D~3wQ>s)$i4W8p4V6}DVT-|C|i|w zM*p%u8p0)z9?PtKz5Xm73!KPdokMu1F^+ES*kF7FFSbXQ@cpelMp~`hZO+0AM@$Gm zzW0r3J|`uTBaEIEDqCV5BZpQhv7uo54)KE9VW{Br>3oN5H}Mba=RiC3`J%L8XBAzCka20y1b ztw`ex-8cM)XXTW1BNP}M-SbKg&1J$ggd;|HMiuPZjU?<;s#+~{ZhE9mro}za318lk z0$CqLR7acARTN2j*B3&u=RE!6A1dU>aU_2l#Zr7Z=cYLZ--I1QXtX1vYGQQu?G%3HRP*vJ1CMFz50Vw8I zVqaMNKn{ji#^s@DBXTZH0zG<3Z_deX8|&*@Qsm~yW*@~?Idih8CgzDG06c_YTK%g6 zZz$*_&)i7uNO+}jOe_7sl`?r`*~lY9OmR~2--tG zr=rBiD3EsAQGSngTk(<=?&P9$ylvVGIycjrQIBgmC+%mS!ubZ6!gzaYyIUbfZZUJ>sM zweuuKR7Nvzv)hDfiypL)sS*WV+f3T~US>&d%Knr+EpnJB*_5?oK0@9|USMhJV*OmN hD$r#$=;S4trqs-1aNveTTCl{QP3ipX^{~$){|0(s01p5F literal 0 HcmV?d00001 diff --git a/src/year2/machine-learning-for-computer-vision/sections/_generative_models.tex b/src/year2/machine-learning-for-computer-vision/sections/_generative_models.tex index b42544d..5e84a66 100644 --- a/src/year2/machine-learning-for-computer-vision/sections/_generative_models.tex +++ b/src/year2/machine-learning-for-computer-vision/sections/_generative_models.tex @@ -545,4 +545,198 @@ \begin{remark} Adversarial losses can also be used in supervised problems (e.g., generate a colored version of a black-and-white image). -\end{remark} \ No newline at end of file +\end{remark} + + + +\section{Diffusion models} + +\begin{description} + \item[Diffusion model] \marginnote{Diffusion model} + Architecture that generates an image by iteratively denoising the input latent vector. + + \begin{remark} + Empirical results show that the generation quality is generally better than other models. However, inference is slow. + \end{remark} + + \item[Training] + Given an image $\matr{x}_0$, training is done in two steps: + \begin{description} + \item[Forward process] + The original image $\matr{x}_0$ is iteratively transformed into a latent image $\matr{x}_T$ by adding noise (i.e., transform the complex distribution $q(\matr{x}_0)$ of the original image into a simpler one $q(\matr{x}_T)$). + \item[Reverse process] + The latent image $\matr{x}_T$ is iteratively denoised to reconstruct the original image $\matr{x}_0$. + \end{description} + + \begin{figure}[H] + \centering + \includegraphics[width=0.8\linewidth]{./img/diffusion_model.jpg} + \end{figure} +\end{description} + + +\subsection{Forward process} + +\begin{description} + \item[Forward process] \marginnote{Forward process} + Given an image $\matr{x}_{t-1}$, produce a noisier version of it as: + \[ + \begin{gathered} + \matr{x}_t = \sqrt{1-\beta_t} \matr{x}_{t-1} + \sqrt{\beta_t}\matr{\varepsilon}_t \\ + \matr{x}_t \sim q(\matr{x}_t \mid \matr{x}_{t-1}) = \mathcal{N}(\sqrt{1-\beta_t}\matr{x}_{t-1}, \beta_t\matr{I}) + \end{gathered} + \] + where: + \begin{itemize} + \item $\matr{\varepsilon}_t \sim \mathcal{N}(0; \matr{I})$ is the noise + \item $\beta_t \in [0,1)$ is a hyperparameter (noise schedule) and represents the variance. + \item $\sqrt{1-\beta_t} \matr{x}_{t-1}$ is the mean. + \end{itemize} + + \begin{remark} + $\sqrt{1-\beta_t} \matr{x}_{t-1}$ and $\beta_t$ are the mean and variance due to the fact that sampling a vector $\vec{x}$ from a Gaussian distribution with mean $\vec{\mu}$ and covariance matrix $\matr{\Sigma}$ is equivalent to: + \[ \vec{x} = \vec{\mu} + \matr{\Sigma}^{\frac{1}{2}}\vec{y} \qquad \text{where } \vec{y} \sim \mathcal{N}(0; \matr{I}) \] + If $\matr{\Sigma} = \sigma^2\matr{I}$, it holds that $\matr{\Sigma}^{\frac{1}{2}} = \sigma \matr{I}$ and we have that: + \[ \vec{x} = \vec{\mu} + (\sigma\matr{I})\vec{y} \] + \end{remark} + + \begin{remark} + This step does not have learnable parameters. + \end{remark} + + \item[Diffusion kernel] \marginnote{Diffusion kernel} + It is possible to generate the latent vector $\matr{x}_t$ at time $t$ directly from $\matr{x}_0$ as: + \[ \matr{x}_t = \sqrt{\prod_{i=1}^{t}(1-\beta_i)} \cdot \matr{x}_0 + \sqrt{1-\prod_{i=1}^{t}(1-\beta_i)} \cdot \vec{\varepsilon} \qquad \text{where } \matr{\varepsilon} \sim \mathcal{N}(0; \matr{I}) \] + By setting the intermediate constant $\alpha_t = \prod_{i=1}^{t}(1-\beta_i)$, we have that: + \[ + \begin{gathered} + \matr{x}_t = \sqrt{\alpha_t} \matr{x}_0 + \sqrt{1-\alpha_t}\matr{\varepsilon} \\ + \matr{x}_t \sim q(\matr{x}_t \mid \matr{x}_0) = \mathcal{N}(\sqrt{\alpha_t}\matr{x}_0; (1-\alpha_t)\matr{I}) + \end{gathered} + \] + + \begin{remark} + As $\beta_t < 1$, it holds that $\lim\limits_{t \rightarrow +\infty} \alpha_t = 0$. In other words, for large $t = T$, only noise remains in the latent vector: + \[ q(\matr{x}_T \mid \matr{x}_0) = q(\matr{x}_T) = \mathcal{N}(0; \matr{I}) \] + Which achieves the goal of transforming a complex distribution $q(\matr{x}_0)$ into a simpler one (i.e., Gaussian). + \end{remark} + + \begin{example} + Consider the 1D case where $x$ represents a pixel. By using a linear scheduling for $\beta_t$ as follows: + \begin{figure}[H] + \centering + \includegraphics[width=0.9\linewidth]{./img/diffusion_kernel_example1.jpg} + \end{figure} + We obtain that some diffusion kernels for varying $t$ with $x_0 = 1$ are the following (note that the signal converges to $\mathcal{N}(0; 1)$): + \begin{figure}[H] + \centering + \includegraphics[width=0.9\linewidth]{./img/diffusion_kernel_example2.jpg} + \end{figure} + \end{example} + + \begin{remark} + As the forward process is stochastic, the same starting pixel can produce a different resulting pixel. Therefore, diffusion models work with trajectories in latent space. + + \begin{figure}[H] + \centering + \includegraphics[width=0.6\linewidth]{./img/diffusion_model_trajectory.jpg} + \caption{ + \parbox[t]{0.6\linewidth}{ + Trajectories starting from $x_0 = 1$. The dashed lines mark the $\mu_t \pm 3\sigma_t$ area. + } + } + \end{figure} + \end{remark} +\end{description} + + +\subsection{Reverse process} + +\begin{remark} + In principle, one could invert the forward process by applying Bayes rule: + \[ q(\matr{x}_{t-1} \mid \matr{x}_t) = q(\matr{x}_t \mid \matr{x}_{t-1}) \frac{q(\matr{x}_{t-1})}{q(\matr{x}_t)} \] + However, closed-form expressions for $q(\matr{x}_{t-1})$ and $q(\matr{x}_{t})$ are not available. + + By exploiting the Markov chain properties, it is possible to compute the conditional distribution w.r.t. $\matr{x}_0$, which is available at training time, as: + \[ + q(\matr{x}_{t-1} \mid \matr{x}_t, \matr{x}_0) = + q(\matr{x}_t \mid \matr{x}_{t-1}, \matr{x}_0) \frac{q(\matr{x}_{t-1} \mid \matr{x}_0)}{q(\matr{x}_t \mid \matr{x}_0)} = + \underbrace{{q(\matr{x}_t \mid \matr{x}_{t-1})}}_{\text{Forward process}} + \underbrace{\frac{q(\matr{x}_{t-1} \mid \matr{x}_0)}{q(\matr{x}_t \mid \matr{x}_0)}}_{\text{Diffusion kernels}} + \] + It can be shown that this is equivalent to: + \[ q(\matr{x}_{t-1} \mid \matr{x}_t, \matr{x}_0) = \mathcal{N}\left( \frac{1-\alpha_{t-1}}{1-\alpha_t}\sqrt{1-\beta_t}\matr{x}_t + \frac{\sqrt{\alpha_{t-1}}}{1-\alpha_t}\beta_t \matr{x}_0; \frac{\beta_t(1-\alpha_{t-1})}{1-\alpha_t} \matr{I} \right) \] + However, this formulation requires knowing $\matr{x}_0$, which is only available at training time, making inference impossible. +\end{remark} + +\begin{description} + \item[Learned reverse process] \marginnote{Learned reverse process} + Learn a Markov chain of probabilistic mappings to reconstruct the original image $\matr{x}_0$ starting from the latent vector $\matr{x}_T$: + \[ + \begin{split} + p(\matr{x}_T) &= \mathcal{N}(0; \matr{I}) = q(\matr{x}_T) \\ + p(\matr{x}_{t-1} \mid \matr{x}_t) &= \mathcal{N}(\mu_t(\matr{x}_t; \matr{\theta}_t); \sigma_t\matr{I}) + \end{split} + \] + where: + \begin{itemize} + \item $\mu_t(\matr{x}_t; \matr{\theta}_t)$ is a neural network to estimate the mean of $p(\matr{x}_{t-1} \mid \matr{x}_t)$. + \item $\sigma_t$ is, for the case of simple diffusion models, predetermined. + \end{itemize} + + \begin{remark} + In general, $p(\matr{x}_{t-1} \mid \matr{x}_t)$ does not necessarily follow a Gaussian distribution as this is only true for $\beta_t \rightarrow 0$. However, by using small $\beta_t$ and large $T$, it can be approximately considered Gaussian. + \end{remark} + + \begin{description} + \item[Training] + The training objective for a set of real images $\{ \matr{x}_0^{(i)} \}_{i=1}^{I}$ is: + \[ \matr{\theta}_1^*, \dots, \matr{\theta}_T^* = \arg\max_{\matr{\theta}_1, \dots, \matr{\theta}_T} \sum_{i=1}^{I} \log\left( p(\matr{x}_0^{(i)} \mid \matr{\theta}_1, \dots, \matr{\theta}_T) \right) \] + As each image is obtained as a sequence of latents, we have that: + \[ + \begin{aligned} + p&(\matr{x}_0, \matr{x}_1, \dots, \matr{x}_T \mid \matr{\theta}_1, \dots, \matr{\theta}_T) \\ + &= p(\matr{x}_0 \mid \matr{x}_1, \dots, \matr{x}_T, \matr{\theta}_1, \dots, \matr{\theta}_T) p(\matr{x}_1, \dots, \matr{x}_T \mid \matr{\theta}_1, \dots, \matr{\theta}_T) + & p(x, y | z) = p(x | y, z)p(y | z) \\ + &= p(\matr{x}_0 \mid \matr{x}_1, \matr{\theta}_1) p(\matr{x}_1, \dots, \matr{x}_T \mid \matr{\theta}_2, \dots, \matr{\theta}_T) + & \text{Markov chain} \\ + &= \dots & \text{Repeat} \\ + &= p(\matr{x}_0 \mid \matr{x}_1, \matr{\theta}_1) \left( \prod_{t=2}^{T} p(\matr{x}_{t-1} \mid \matr{x}_t, \matr{\theta}_t) \right) p(\matr{x}_T) + \end{aligned} + \] + And the likelihood of $\matr{x}_0$ can be computed through marginalization over the latent images as follows: + \[ p(\matr{x}_0^{(i)} \mid \matr{\theta}_1, \dots, \matr{\theta}_T) = \int p(\matr{x}_0, \matr{x}_1, \dots, \matr{x}_T \mid \matr{\theta}_1, \dots, \matr{\theta}_T) \, d\matr{x}_1 \dots d\matr{x}_T \] + However, in practice this approach is computationally intractable due to the high number and high dimensionality of the latent variables. + + \begin{description} + \item[Evidence lower bound (ELBO)] \marginnote{Evidence lower bound (ELBO)} + Method to compute a lower-bound of the log-likelihood. During training, we aim to maximize this bound as a proxy to maximize the likelihood. + + \begin{lemma}[Jensen's inequality] + Given a concave function $f(\cdot)$ and the expectation of the data $x$. It holds that: + \[ f(\mathbb{E}_{x \sim p(x)}[x]) \geq \mathbb{E}_{x \sim p(x)}[f(x)] \] + + \begin{example} + Consider the logarithm function and a discrete random variable. It holds that: + \[ \log\left( \mathbb{E}_{x \sim p(x)}[x] \right) \geq \mathbb{E}_{x \sim p(x)}[\log(x)] \Rightarrow \log\left( \sum_{x \in \mathbb{X}} p(x)x \right) \geq \sum_{x \in \mathbb{X}} (p(x)\log(x)) \] + \end{example} + + \begin{figure}[H] + \centering + \includegraphics[width=0.4\linewidth]{./img/jensen_inequality.jpg} + \caption{Visualization of the Jensen's inequality} + \end{figure} + \end{lemma} + + ELBO is computed as follows: + \[ + \begin{split} + \log&(p(\matr{x}_0 \mid \matr{\theta}_1, \dots, \matr{\theta}_T)) \\ + &= \log\left( \int p(\matr{x}_0, \matr{x}_1, \dots, \matr{x}_T \mid \matr{\theta}_1, \dots, \matr{\theta}_T) \, d\matr{x}_1 \dots d\matr{x}_T \right) \\ + &= \log\left( \int \frac{q(\matr{x}_1, \dots, \matr{x}_T \mid \matr{x}_0)}{q(\matr{x}_1, \dots, \matr{x}_T \mid \matr{x}_0)} p(\matr{x}_0, \matr{x}_1, \dots, \matr{x}_T \mid \matr{\theta}_1, \dots, \matr{\theta}_T) \, d\matr{x}_1 \dots d\matr{x}_T \right) \\ + &= \log\left( \mathbb{E}_{q(\matr{x}_1, \dots, \matr{x}_T \mid \matr{x}_0)}\left[ \frac{p(\matr{x}_0, \matr{x}_1, \dots, \matr{x}_T \mid \matr{\theta}_1, \dots, \matr{\theta}_T)}{q(\matr{x}_1, \dots, \matr{x}_T \mid \matr{x}_0)} \right] \right) \\ + \end{split} + \] + \end{description} + \end{description} +\end{description} \ No newline at end of file