From ccf60f38b38909c6a3314a868bb0a2d9f82b6080 Mon Sep 17 00:00:00 2001 From: jannisp Date: Fri, 27 Aug 2021 21:54:27 +0200 Subject: [PATCH] Last chapters --- img/aliasing.png | Bin 0 -> 138719 bytes img/arima-forecast.png | Bin 0 -> 47665 bytes img/cross-correlogram-example.png | Bin 0 -> 30000 bytes img/periodigram.png | Bin 0 -> 19918 bytes img/sarima-forecast.png | Bin 0 -> 36401 bytes img/stl-forecast.png | Bin 0 -> 32255 bytes main.tex | 353 +++++++++++++++++++++++++++++- 7 files changed, 349 insertions(+), 4 deletions(-) create mode 100644 img/aliasing.png create mode 100644 img/arima-forecast.png create mode 100644 img/cross-correlogram-example.png create mode 100644 img/periodigram.png create mode 100644 img/sarima-forecast.png create mode 100644 img/stl-forecast.png diff --git a/img/aliasing.png b/img/aliasing.png new file mode 100644 index 0000000000000000000000000000000000000000..689036098d4e40ee6572843ae4c925d0dfc23be2 GIT binary patch literal 138719 zcmbTebyQVrvFyMyL6L4L5fG3L1q4(=I;9%{2|-ekPC<~6QX1)!5(Vk*E@^mk zpL_3k2@SKC>+H1{k&Rq5(lEq@oQhLvX#qpWr z`Td(R!DRzset*fy8DeMjUKXv+iZVxBK6q#$N2DMxPoxtO!hJ*55<4cCC@v;_(yxCf z+Q-HsEk34>=LXtO&x}y^x#e`6aGd0(^yW0SI}{O=o0d|bs-DF5%@ zkssKb!PaIJ`u~1jG3x*CccpAn3aJL=S$)-8chzf}ABz#2kb0W98h9S>lt7Oq$v_J$MLFjgcDI*cqk1aP`Pn5yv;{RTBXS-_o6I!&Qi(d=GBGjH(AN)Fm%b#M@j1ZP z($?nlyYPsl6C-h}GvY{y6(_<8$t=8`s+KSMgG~ND2U|NekWVw?~JLO4Y=6|?!d z#yTD!v1H@*mG|M+1m#U}mw>`Ty;>JesgqeWj)>Rcr0nw%cS>Y@d?YsA?ge0=xxC6O zE1%ffJ-_^_$5rd}KTp6yN;Zp#OrAJ`Gi@%mpV+FWB%7nFr>7-^(ijVFCgP*89nErI zO6Vh=2C@dPqZVy-$q=r$>PK2_`5 z)!W6+9|$svw-r6U1AkBh1GZ%Z{wqHVw$;e5 zW40}~)*MBHJNpFHzR|sIzC}lXIcfi$_eTA{ahsFfR>Gk#Pk5ZRr@eO?PWF3w_+GT! z;A4yJH&Y!ZA_ztAOD;isp1$&5T|YyJmvXAKnv{hN#wf;!v$o9fa#7%3_%(e^9^Z0f zVP(Y*(Ha)4v>L`}@IF?svMSK&Tr-dv5EK6IVyCHJ(WoanV83f9}Q|{AIcuIBX z*I>*8*UT%(4&UID=CC00X@`V_Al3(7>gqCkiIK|_E1=gt;UJS0r4#NPLLR>>TqwiY zgHsnAj!XJAyjU$oPeXN4x{g$_S6^K>9+Oc}n2eSfF)hD>rvgt~*4p|uLQW$1^Q(yL z)uMvryd)(e2b|--TFN;^34Q}1JQYxb=CY^p2i;!8GM5i63A>PtBK*N z;m@BxfBsfj5PBW125NAya8$>x4*L|L1|p!kMw3=*kdHC-G?PdL!8CVw%_X*7u0Xhr6uM5blnTH$H(nRO9OdMre(j#aRu2Fl3UeKb+?u#G4z z#JYj1wQclYTXFJgwXVYX6k4C_lIbat{&;&T2|ctm@Z(1+pQArdy1Kf4l$-Z{HR~pk zINz+m3Xw$?_h-!<4L!ZEg8^vp zpUOA)f9UAy%6}~!Sa|?<+18eefL;O%u{v4vD#wgWLYt}my;e#@c3A(JkJMjV;fp06 z|7JKR<{fF3sFA~g9cj^7d+z1I!+-ai;`v(Jk_c(s8#}Bv*W4E-GbIDA)G|U^UkC`S z_+xvxxxP-ax?F6o#@JY2hesIm@ncv|k8(mnLgv%&_K5ZOy?OmN7HINaA2}6V(BPcL ze%jifB)#k8H+Zn`Eb_ZVg_CxnV&CTE)xMkAnVoHD)2O28$Z=H0K}NmpGi`5&SC;~Q z9i}bW)XWR_7B5BLHy?9w6F!{SF^wwStQHx4slA`LDRd#QKt;Vma7~XWyE>Kn(d1ub zv3Sto5p5bc^U&?G=k-6#1y8cAWZU&?)#8VK(TbMqMhE8_PlqaPQinVCB#n2!ok+x5 zXh5lyYYmlGVo5M*#YuX$%#y9&R?t<0Gs5I{4m+_6#ZxYdwvG-aMn)8hx9Dp5q>|qM z+K?q-KPB$bV9dA}hbLn*xp5TX+B?cmU1W9H!;zztPY@vbbk$&eW3T0Ne{(^k4UP_L-E;cEvIy>uV_IVHO9DkJPjH za;m{wO-?mYtM1U+ClhhY`vUPuD z>d>dKFk<6#X@aJN!LArp6o1e8zzU&cj^`0j zGT%e@t6Ep^+&8=bg_daR>UKTzvCqJYT%d|-Rx)@xiy1t+K_2>!?`mbjp-Em-lQ`fF zO-|*UMqEU2@C}X#rYm*6!iyM*bad4J;ezg9_q*<#^ER)eANtlK7+9>lQN~Rw{kzN_9$c&GGeeD`sB)uff-rk-E2Cblor`+CN=xGP_4VMdF4-#BrK5Mu@Lt<;(v&zJG{y|BAD_EoXJiZg z_*Dh1%dPIFuCDH{!riz0my>9qES@U z0S2uAm`aT&^SC;X9|LqLGH#%WXH#tv8Z`_Wedd32YvMcH-N``n-VfmwDYP=yHZ~!F zZ+H7dW@ZQcuPUlB*9Zg|%<$C>3z`<*-E&;*iY0aPiQ(Tl@+yP2IOiDenW)N{)Un|~ z#WavcihXF0wOE;xp@2qWAt{GiN^7K}!-D5tTQ zteH(ul}f3|10~Ib$Lrlm_zT{7k}3Vp2JVN~wYB0-_|M|&Z(e!xQvF6)!sWXYbp5+S zgk?Eu>|OlLa)@at^f@obl$tgN7uRn#_4Fc}JMelf90(5a3_G%XOFn;A+%%eVtX8VY z6WhJi($&2yE&a@Uy&yl^&sbO2^^*B#vd|;%eYbc zIK%bH!zsf&KkAI@oM@?E_6SS--FH04&`S8tc%V5Z2{fkQ7p%Hve3N5n#@2D0_Cw)5==>N#~AVu20@ppxM zkfo~_X9cReNPK%xk@(_G=HgVY`)2aYZ?QE>rw(2h$e_sw7g@+OEQLOGP)+sGo}sH=-dFF_S8v5$p8NFNzW?}b%WRpls3*Mcf1Ei~Ng z+aYr z1{6XGZho~L81Oeidht0+)z`iwje@yu4hl__>#VhelMM z%s%rm2Hb!mgR1pl$t0MKZ~(p@{M(t~sh?$Em+S>heYiI41f_;JdL=8|m^Qk^+H)Ms z{BYK-E;c>=9h{#sVavNi?#zK5L)KL$TjNz692|q)6S2=zr3EdlibhMHMSC7B&;1BQ z`zYc-|Avr(Ak(i%lAaI)pC-5oxIkD`R679THgUd}Bi{^)KNlCb!z0+63uVau_U-Yp z2=mmX9&b5omq7CS_pU8-H+3><>g(x{PaJT8>-m$)S;0T^^CtECJ$J;CV>5}+U0Uc$pPb88*Ru0xyaVA+yt?;`e zle0Mx_}kW6%1Ygg$~>%kw+dszXE2iUUaa(|QHj{o0fpLbI5vjkjH{%i78+qJkW>E7IVswr%%^m4-(*$eMdL?s=I`2Gmu?=+rs!(7Z$NkRo$3Uh;skB<+& z_;0lnGf)xukRdlEykYEnq`Ns;L(1T@8%Xq7l)OEXQSe2!d9x|qss2rzkXh#%gbYWX z#PZt&Eq>uR)NHGxwTm>MhZ{<}^DVJO0XmwRDDs-T4$~4kPoCg1kA`PvW+LFAcUBBY z-AT|$pUfAtyr$$)8jY>jhIYOhT2@wu$b4%apEVU%PJ(p<8hgkyzf*KcufrJrwxO!z zJnUvMI)c`Py<7M0(XOPvA^?^sb-pRUWn53SwzkIf4-Wwi8|8P?fz@!{TwaQO3vfI+ zDuN95N(M?YGOVT7)A)TTJsp#DCv_#o#UX#J+u;*AdTo!+>HM4@#|# zDU}?1Nc{a~mtxs!|9xXoj=B}4iH!^g5FAEfp~*nHBzuvZrj{;_NKb$NNV`K%Hs{h2 z^0NBHH@Iy7e!VZcZ??h~@^J82NVT=vX(8CDso-SD67LiM1d_+od(5INuB@Q_z@|m0 z-_UYMHtv9;aGbFF{@)GCRf^~J+&44y-m3a2>cmu1yMFs(j?f=@YD0Fh1#K-Sy=3i# ztEx>+OoHA2v^j)A#isiH8`GSMl z(zCCKqS#r5`JG<=@EDBEBq0dhJ8rtZ=|1hruA|$|p5gPlzFs0Npxpo34{>x5u^f}l z;V~CNx!XbO@EmlBmiS*JkL`d_3BGAJxv#1kwS7SkWp7`zM4^%_h&^iLeiMn$4Be+( zPtG<1Ys-Bk9k0oA_$JWq0qjgwOf$PG>JqQ)CD(C64fP`0c#H!fc0` zMvl98$;&yZm(9=6W!#t1gYLJrwPhOBxz)BkH?)sKX>b5Q$iToeUHbDtSjfMyuyF9Z z!!snkly#eE^t~tSFwK?l$k+(wvxu>$1bzMKate|KKo|O=ZFuVY;qKEn$fJ)*KxgUF z@oL2ERi?XrnVyD*M!=J2zT_|$UcPO+RcFX;J5@_w+IV)GUqFBs%I{y)bw-Ep->)wK zd)y%MU3R=3q_Fk0_%R-X6y4I&5`xB}JZdE8eB7pVu6Cm&Xv%(cDaZ<6aVm)f6_1+# z2J+4W>d>or8TIblC*bAWMz=d6_(z>^#ctjP(MqtS;hzDWln+(FG_L(^3JZ*P z=B}*jUChxEsG0Wz&Osw_+MT_h^>uk^>He@F85!9R`|r5-i|i)8Aq$Sz_sk_WE9oD$ zKyL{)>0Ml1U1D0=x5zH)>FK%pw~V=@W|_v&xto>ho*Nf;%_2!8tq6f>MNSh6cpZmM=u!xuiWU{+_KCi8#5m#$|UZCo_?72qhU@h1-Zd%!}$x) zI9p+Q(&{P>3gX+0mb3?;pnZk2L!3??MIvW`(w7AFG57A?_7CI-Uaj6R{G~ob{-x=c+K)gMrnGa4Sg(e-soj>Wv+876r>QH&!L^LtC?5 zOjrbk{Bdw_ZfJ+cJw^Qi4Uk7-K;d6p@6zkhjgX104&X!4(wA%MpTB$=7R%MqmDks& z?ueod1vW+}?xOhf+_DGl*Rd60VNsDBOf5e19(w))PEHo0jLvby zt0}EgXwe%qeDfri`F;Syh@39J!Tr z7!xBa72bT}Gd~mrmtnPrPvXc4Yog)ntIKoKxt0*w=UG7`fWhu!j(76ZZSvOxB!;F= z3k)#;u8meZPo=rxc>3*xeH}h@D@rJI<`U**+{=3(cDqblup|=l#Xzt`j$0ri55C(^ z?IM}xhIxtIx;x_UcLxT54vx@KaSLzz@@O@!>YpTaSD0yC-Jr+h_+mKN5bl)Afg?d5 zov_(@u4*hpk{;z024aQy`rV`9lSmL5kY%^scy1qC_FlU}#BMy8m{}n+H#b+4;xcdj z4^4AvmH?BK6g|w*zYX5*Z5HotM10!(^Mz6&iiXuh%3Q{GWhbn|Whh%-6eO!MxK#>V z0gAjIB(!wNkqzwYi&huDzdk-@4|J-+AnlM=?mVG5~B%4wq37=)u9|rucLKV6U7|Y$1x-i?Mi@6LMgY;HU~YGW5f@U z^;mlUgx6(N!*;q}|L2w_5ALM*#sl4#m6cUo-{9pH)e4hCMyR}CyH>1K z%Gq#*h5FAF5%qk*?-;o+Z|r^Sw!7|>z9P1=vf|+66w6AXo$Bp4(S{SBZWwVVQ#b|x zK`22;@6xY!{3seBWxe}f3Jc|)3$@P%Uzff~0K5Q<1Uu93;M>F&)7*P2JyC%lgv#S> zVLcR-l%bT*d^G9cpy4CulGndY?6>W&LD#|BxNZ)@)YRAKEMX_SKo$Y?U|QhOwf{iZ z8*-kdIMU2fm>YV?KKQOO@JI4Dt|ebgV758Bhh9=HSZEx0^nT=do=afpXx zs`O0?#>u(4EM_lX;=IK4)GD!9GPe&{+n$=(I_tpwWy7oq++neEmAPFd2-y$sp zJ~Y=SVLT|RSwIY8xjJdG!^T`lG2TOR3T$qX*O`D$r5 zwtjgy==X>ms~oh+@!vY*?S7pm?uv@w+de#SZ#qx=oK#r8A1S!9nm@eO2ABn@{@(l} zO@(Iy7@CUrIReawGP?=kvUHDvPQ_bjB%G>($KHplS>Dl|XiYObX9*uae#VuI4;i}k zfIo6(=OF;D7?{B>9B1Av8bA5^?@8{ zGdSxa&i86r1u5B@yt1@AZVLYp#5WzpOolTTh)FMFZCx0K>w9@L8X{BebLtH3z1jZz z!tPwFUYUt}&cA|^F_2~2E!fOQgTp_dr+u${(+N<~xWNlW=F77EtvOKv0aBpC6iF)P z=VrOT<5rY3$v}mY4NfH52qjV)a}`f(k$GgH|M)Ql@*K0UusrWe7Ltu+Yc_n$xFn0;JA5rUyOMt#dNGRB|RJ*_oTDULnQ`e6xJbW{XkF zKP&aPn0mhfP6VF$9|*lT7@&L;slgG9%Uvz=J8z|fa2*Yi^|hn3GY1*~f@YaDWI=Os zGhNcV?P$m>Z#n!Mi1)_+m#!`wBlto>LhPxCp*5FzxXq$F^#?9E>5-kW>`wC-=%u4? zCnpULH^;Q=O$%Q(m)Z~jkEC=^Wqe0XO)cuO8l%Bv{$AsqqiAG#Ie#P-AF51iy=`AT zkJdf*8OK%h$^@bJ9@m0dTW)npFOFFPh9j}e?4Z{{m2^xuc<=pr^6b8@uEfDl0mOR6 zT~-$(d9Bq5{?6gM;0cwZ0=@zTifdVqya9F z2!L6Nii!aPE2Puh)XjZe-{x2P-{8{@W<9`c-p#6b^bMxNu*-uSpdvq$aG$W!!t?}p3F8~EEw44V8T#oac;zS&L8!-0uhZ@9UU zhV);c^~seQH#n{iW-VyBDBX9hG2A`%Ssg9S&?x+Toytv(Jt=ULAk+zjhpfM}y-RW% z1x!n8AXcyb`I4wM7VoJhRT@nv_BtX0r~dlt++(*Hv+QLb4H9|j>+6dzB@WPT8?o!h zkXUJIF=S2;Lh;7{{cnFu`F6usY`Wwq*hLBDL~DF%;8dLX|4X!p62*=Vs8k5iri11gd)nKACG(+vxTYA z97fCx#?W@%juf4Q$L{a^&0lS-wI~`*vEStW@yj&D78H85Y`c?2H5Z6?puem#D05y? zmN;9@0a<}OCAhF~*F(ajA~Pzv<1Gh=1h4P@VmDG*4ykHyOF|)$@c4=PJ-07IngJ>$ zr+=Id52MWM$lA=@9K}+@(*I-*lZ>1kyO8##3PC8^tL2~fU%t%KQ2w7mV#}gcsfMmV zvUR7XrUs;?u<-C^ASnpBe{$61Tm<{JAY!_}>;;LFV&;9;5_KzPm!;a9aWG|ZdIYv& z%Xb8bu&_)KM@A!5>aTA{F;J8G!4E_dLK!bFaZnq6{raV$t<8M)5GN*f{b7W-d3bfhNFjwV%WOOdgeK*7z<&Xzr_0YJ%=09;{hb@n&rHa4sE1+aV2o^CL|08F*|yCA;n z!d9ove1Vg*BwkreGfp_dQ_6U-o+YWu`*=H>MO|?E3B3g&f}ETjtUToBXVyM6{gJgZ zWDM`n(9&XBCK;-XGFBa{_BOdol#NX*N*$x6SkvCIfr4|H!4^>Pvy!V? z=&ge+z%H0g?U%9k-^@wM#yqEidmR20m z1zKQ0$xr-5v}CXEW?|c775TgWH2678bTqw(I5f<#7}Z^G5fSz5hnK&AcIW)+6>@YE zM{n+VxQv;Y|1d2IYQD9Rr1k)-}jg3(>8F$oF5fF6xnl1-zO zv}e$8;z2CMoMWR%?DcQsEi1pewWdz&-S_5)?w4G-q*T+6r zacQ6FE-|X(b)1zUo>n*~Y&cNN+!>@{Q?D#6eEn%qXS2+9A|m@1AD?D|ceq}4%~yT|1y z_`+%-cf8z(?m-sO%l_1GP(?65efsngZ;cwOaqdGx!YsHYZMZ!3gI&r}7X5TwdS4L% zQdA6xX|IjDw&Rsb?zcFVeTygTr)tArk0ZS({lRqAX^efYDmL>cy1EG;KA3dHFxFDt z5syzsd&0jaj`RSB%1j?-r9#)oUMS=eigMFb7KjpDo zM_XH%?GRXPaCTb$`hWn%#KWU5(kM7B7}_P!^M37k+M7^a@+g6~-0}3)$?lwZkBB-2 z1vY*3!T%*3HfB_Y2Is*j6D4`5gJ- zqa>)zsygGJA$*bUcV;Ee8S_2#`4P@c08U$7VKzhDo1HP=1=fc7@F7*H{! zCWn+^r#gCy-Sdt&4pIBi#JemB^}aq2%naLmumRk%RbW7ZIZikRGjMqd=}X_e%dHVN zItOV8#GvSw*mJgf{4eG`?t4qj%$zpP7(mR1gPWUz>!xv|+&4koZsLn`=ziqk%4dgb zK`^sd`?D04(behXns%n@{tNKrSwYkxpTonUsDTRG@WXh$rvPBe`~x>Z%yAnfK4iQC z#HL7Tkh_@PMTP3`dQC07E*wDL>({7rPPvQP^@6vi67OUxjDZGuRXz8Hb{CL8q-_@RGyF(;rU8y1oz$Fc z=a3`4S$-KXoa5r-0cs4wF+vLbh{Fgy!3bSYPvAq4CdewheFiQK$fQ=*!WKmP?)xB2 z<^c6V1VGj#?1q&>&wkmDfk#T4%j368OiauHQ3nDyP|3iGi@hl1 zo?v|rX}&8Pp#N{_I|BQlQg7vFQjk(Sn~*oYsm3< z=1l*OqP{=08;1YF$d}mtfmXfSg6q1c1pfXab83XJjhZo!KO|4lELYZiI!dp5_*Ac!(X8r3-JHazM z(W^?CdT!~41>k_dAxEqqGwt^~eo_+VBRfO4g5xgAv4Zjd9F z3;g!JR>LE&d9{)af>4Y0$Jp2`ZwzG)mPhQ5$4xk32>7f>!xZg z52q-^NoN4&JvtJUbYyR0M4G8CX)fah$oC)nGlHDj2m}w80QC!aEx( z*X;T#s}g#0;(=u6%s9{9mT$y19f0Hyooo{xxGw%xaS8b#o7D$jv6@V@@KJ%=+}sNG z_T2r_*B38KS<&O3o_0m3hLTF_tgW<#lOm^B>Z^XSY(l~QO3#lGYilSp`QUQJhAn^` z)tqs4$o^t1AE{jjL4SW+xmOw9c+h|Eqqu7!5drxpDbkyEnTwvETuuNsBMXj*LrH_R z^4pV6q+W%lMPX`cDqqf;T`h00q7cn;{1}2gVf!vnpnzS-XPA3zUTuL6Z1nOJXrl6S z2=Rd^a6dlxyvM^EA*m|}j?BsdBg{f&M4oqy<~Agyet>MrPNp$ly0EYS=ym`7i0^u5O!{vEy`SYgP3V?duMC#JUgRx({&K_4jwkhmzg4a0zz8L(5uX3bTN8n-@m zXb3@$Gr<1M5P`w}J`weO+6x!N-gfxwe{b{D@4i;kV+!g(8Xq8qt`pq!4yfq$rXwXeqid8oBexK$ZoXcCX8i> z45AU2urKKKHS9XK2~f-?5@C6?O47%|H^Fg-vXa0KNAcbzSo zbx}E3Wui@dqRNI6M)VCdRSd&2Lnu0AM1U_JBvPtgP|oH86U@KGqEcYp;PpDR^Z^1^ z+vF`l|NHlEL7D~2`hJ!mB1Pd(Wwz^S!kF1?q+c@O2J1C=Rar8VL@Gqd+(IQ-#_b|VH%@;Gn+Sbz1{Gx@J5tR&2^Km8@%w~h}9dHT)c>CJm?a=NfQt*A7cX^En(;pHle2q4NG;LGri$Ttq^DOv-L?a$*a-{P_bUhu{{KH>mrYT2_SA z>Li@KO;=}kwyPHij6M=#|4nu4E9mZPHYq5jkSV&${Y;MJtCiHQK{7(FSOeln2afVN zTnBiyEcdD$X6Ws|Kh2-r%T*}H{(e&LCY}Zrps5{hV{N?)4$gCMo3a~JQ-rY}2ez9K z9}Zheyo1m*s6G%BY2|6UU|PI^P*hbV|MV!bEI(G}Af%TWqN?yc6aR7;1PN&d7ED3w zy-8jz=J+YG0;{LD*LCbODG5oNZ{)xvJ0`H?M|<43^TJq9BP^8D;&{b{;YhKBy;0n~mkn6hFQLyqec? z@RsdNqtT$Nk|Sf+uVheuoYs-h87#9vUPlsFHHC2g+d(Y5dnY0?JUa0rpT!_(Vl<^< zok1oQF}8^Mwdl#4vj^tSED00%D#20W@3#N@6(tChkYew25}~qZyC@m2xl1k|IJ`zS zy#_sn2Ec~Amsf3={vxAH`4)+{f+ks|%_sqw)Gb6~U;@yIIm;yqVp?jfGBv2*o)~KK z_jkJ4piNE4*{sO=NeV#m+#j35?S(R#gTzoVO$q)q8?t9!^>`C@|tm(XH8 z0FK8bC*Q_vyYr-k?9j+BulJj(Z+6khLPr!*V`d!(q4K`Gd`LepzT9J`8j&*-J8{$rS6qK0R^*8(hig5hjm* ziLX?~SHa=?>L1kY%f5X164dvSw4kZ`p7LnYf6o!G%b?bAPS((C?USr!R)&iuHM)|# zrVBQ$$4@k#u6|O|N$1|Xdex4M0cWRjGa`~X&};QGNqAC~1dz{l;@jP9nJ#h}Ee}QP zOo8yo97yTOy?BwOc0cS!iKBDt9gQ9NiE5{u?ep?;QqD>4L|hR0m>Of&g?kUJkmUm% z-?fN2$9dDOF6Xfu2X}q{{q^&?SM(MNJzC z91U*QT39em7x_jlM@xD1I~+K8^yJFTdm7vY(_9TtrLH}=vTY|o0R}~NzLxR9 z8_*k63e^$F&IHb`;V8X7B``d|r3jjj&ir=6HQRe0j(hEtrtlEw8)^-?=Qtxr;+4`z zVe&EFy^9Y?K`=tlFbU*f#`im#`HUz+%sCq`8m7LcW~?Co6oeht3jtTmIkA{NaCYX0 zKG;^9_zCqO!|Vq@V2d=@5AW{3fU4l~09(sjiK(Y1dnHl34E33Y@`+tlcR z5x|4wgPU9s6igy^a_I-r11O9%{`)g?IM}S;l^#8M02!Xk;F&I)Bi4wS{`*%phWR?jsc|7v7JzeTll*+cxBJJK{9}1oBWq zhIbx!8SZVH=bb+2F^1a^fEjmJ$p5a&Vp%$DKQ*J@tU7A=wWWLi8QO zsAV~Q{iJ?owQ{k*GsYBEZ-7zA)Egob+Pz+rpYNBE9DCP(TK#-WMg`i3Lk5|DyNA&$ zIbhudnSBNGl^K9%g!O}P3Xjy!LngK=iE0ZXPz*&zb>D_i!$;ywvt64<7eHg%1!3Jd zkuO%e97V9EfSQo$>fW^!9}7gCjJ>ynY{$ywSw`lS)PCAd!qKI^rA{CH1p=auHHKQF zGzVn6{JIjFMD0brugyrrn;`iLVj0HlUw&o5pA6aEvF;xe@KB{iPLpiDPiTVD27~)K z=-%^VO8SsUB2~$Qxtv*BYapS{;&_{XiV$&ika3Mb0ADPFIOpDU&8-=_lZsv6)Hv2y z**?R_t?*aLrXjSg@=+Xy)y|u*{8;BQw4=Lyo)sPb3|s#97ftt zp0IyjnZ$aKIU{DIGb{-02EXEEAIY&689IL ze>uH~_00f@IIy94C~ z0xb*)wTq|``pb*~)1+@A_LCeYPrGjoCBMslJc_l-N>mk35UH*Im*tM4_8vz5?P^SG zIJqZNJAUj}Y^0TacRkIr_(ry@ageAS;y}d}^D*ofE?TSC6Zd6JILKOH^TH8^Mnvnm z84U$kRsqP_kA^XTYQfe4TEmoAo+8I+~KcbRisnVRW}P4?*MUvnrrE{MGZ|B{C-vFrBk{d>)&Uf}7Zj4iRg} zV&Cu>6G*HtfWwcpv`N(^0zoE7NKC|CLCII@ZA*{U%CVvWs2&0d)bB$AzpkT{<#NmR z&o5hO+gsz!Ob`XW_AC(fgMX-`e5%#DKWQ-QV`L2B?i`%Tsp0212^;iq`*v;|t@l4S zrFfn$if!pJGvj|P$z8uId$YF~B4!|TQ~E;TG1WvDWwm!b?&|OF0K?%cIEsj)9{NA2 z=$XBY#Mo`Nv&!_;B_|hIe2GT!7h;~-YGXfJ6p|%0q(>mCUfU4#H)P0T%yUA=B5{1B zyBe$9CN+`~As6Xsvtd+R81t(oCo0;3BftEs(#Xw-kVV`%9rSj8h+X;|4n0I>mk_I5 zS)HhNIp|Xu>on5T*pZLn?$d8!K_8wjs-#MN2EoqUoE4%NuR)0o>)SA+(Apl(CrtO* zSGs>NpYqvi5H@vw-iLjn-7xFqH$agxtE=^tGZ*P8dUT1v)Uf_@n}v-nVuzKDEgQ(J z^*C!)A88#?T2*18a$^0B7!fs_$<^t%Ht7@;(b^#A|SyQ329m3}$kHtSg$P z78{9esi9%EF7fNKi%16JM{+WaO1cEK_rJ{{PE}P;trVNYVJ$19+6)*g1|Bvt9IIku zHcf}CmaokcHHU2lC-hUWZ4N&KC}5a|e2+Q%vGIvsT`x&XPyEYm6a|RElN_bWR_n$@5gkPGHI^sF^)J4_Pr7UKc>qCLqus zJQ%8o-!Cb=4U_`1kgScAcO&_J5`;cT45$bsUx7 zPE@Djwxp!d?f|oXmX!p@lGrERM57z9=%=8j_HK5em!6+Z?Jn$|%!4P~cK7=v({f{x z>xD-wDDKFh3ayC!@1akTe1)JVi#BLN91K!Pd)GkuVLwaR=#etPAd!v2WB*3!qt&4Y zZPGm)M@PqceIg_uhyg%m z@2~EuG_#;N<-7q*cc84RYs49?2nYjY9+MK-f6L0vy&+>dz#$1)kH4U8rh9LT&5^U1 z|5@0>V#WN-K&zE&X70Rj40Ip}gnZ=Ap_rIht&q~e+op5VKxuW*hmeMN=vTl#Of{sV zoMz^~Q&Z_CT}O>-Pu*sGkF%ii$HPo-48-3*T!D_lH)D3D@M=u4U6%~~KWB1W6x~o5 zV~mOo`}aM{>?HrYQP4=cvR_nwNbNZsgde+IE9sx&R$gN z*G<{KxQV{FU|Cu{kApnEP?1&%l|S0n0zvdzU$^!-nG5|WXchPInB6<=jV$A&V=Mj% z0CSX8QyujsN#ttmP*zC^L3nt$tQBJj|F0TloLkWrE3(q+jwFzNsE_48$Be%JTM)m! zy(ifDAWcHA$(hBirWc*#DXm2GB3gjNAkWpXPuw zCtI=(`*M)tX87aRZ504@fpjO4oefr=z~h>Q$Y&dzn6~qGa29gkOO&3at?iYx=M0Xa@faV&txdexq9GW(J&7IWQqW z%`WKmpv9JWgKGJ8q^pe(wypr&y?|^b6D?z@h4uVl0B8^}QDKAdMs8jn&LatFL$wj# z0qJWWGYg9a(8)~FZt_HRK^5fFS3i7r#q%g?(Sj(=BH?bry!0AF`|gmtc|q*qCH(9h zIB(g{z~Omf1VX;7fyYa*%O-9Yz6o@q3 zg*N)Mn3!7$&6aDS&=ug;A|qe0g69MfaRC-MNL=r5Qb+u(Tb%y*%>R-c?kyTZGdey! zsp%m?tL0udDSVY*)3bzPM#5CCYWEMzL{SHOZ84~4r%5R(Zvm0+Q6IkrrG>R8+py zMw-W@rA1Zri$8MLpe_)~XF_@;cS`HEE;2?H`^Us6DdEFbBF8v4vzb#V!t?KEZq~uf z3&@aQ4TRvS#$-ghG!FZ9UMsZl9zDq$Aj|J~Pp8$t>NPFBz5`1uNUIhq8Q4IY7m`E=GjxiM{1}YSd-ewPFp?kJMWGSHR>TPs-5xOPh>PAX|NPI-rwDQ9};dZ zzyB;#Bse)c?hyE6IHzc*bS`*WM<^(5`2Z(|jBt@&rJQ#{_$7j-Gr!B0sggJy^!vY% z%2rlZeh%9($sS($9j|{La9b^93s6FY&}x(h|U zb`q0AOIra>M6=Y$OtSa`zqbu~nq)&fU;g001_!JsE7Xf%oBejs+J>0UfK!9+>kk{w)sXpX_w1H*lTe85CF~^ClAC7C z_5z6C)+TqjF-i#C9_e!U=6VZaGN;AjE+KdNU~OTVo}omhpb!~ZhA#3j!6Dg; z=YRH6UN%P#cd%P;tf1 zMLexmtb;t&GJ)TV4YluK9P=B3n-P$~LxDaZ1Y6q2F{%>noe|#cbuMeKVSChwgOIa@ zf7aN_YXoi>lZeQZ2yQh6bZ%18^Z4ULiGStioQcD0#urI2lU8QU{ zgZ=mMEK3xOp!=|b3Un3L$8pl72ES5kSexoE#Zdg)`{0|^-8yy1jw4Q0P3Z{R=*TS) zM;PHRAemUbQBwC6=vvn2Un~m+MS*VumvQcrU;I1udEFtq6FW+>Fd|7E!BjP%Z8}^x z29e!*V;)FGeSWJMBPL;$rKR#_&#y1=MhNsL_)Y|{kXoDR#?KOS6f1@HldHaowc06+ zHq){m%)%(Ag^uu#bj*^=W`P7juza)tMkHX$Kh*Z1LNF4Nyg8+Q{&QCG+JnN5dVMqe z-v;E-$OUEPHDlu9UT657aTZ>NSYQG&u^X=>z9tN9MfO`r%S`9;)pN%1_P-|*f2t(9 zhCPM}PH{XW zh>y&k!#`~{Yc-KQk02pZHNGZRqiOsPuUwA{VnFB!Bh{x;6fnhH*&dw=|55^`U+cCN z(U&5E_BoOIF2&p3YS0~FyrChPQl+|es9#(vp&%8FVp(Dzb;~(DBy}KaOEwL=_LF|+ zTe4;BJDd**W93w#sqvZ(k|s_Kt@O;vNsVxE3nFNQwGG+-(0viP?_%B za@-d%!9+!Y;)mcGG6<)rq|_`=X%r00>T|hM!@=PK7;G%QDmpRn$VU*Nu zizCy>*}?^QtCvOk6&O%6qgaMGZu9#B(iD z`L37-he9dOX(Nv`_szd3z&{{X#c=0wQOt*957{D!&W8;s zjm|26E7}VI($?;i+t_v6t;1FRGONvKvMveQqV7k!1_u+eK||JL>CwAp=Z}y?5!Ci= z&-nOwSN#wEHj0@3LxIi3G?Q_EbOP*H924*9n?+G{nFbzA)$EUxjh=bPymcBW(nq3D zkc;pD4T7$ORr?cPWHJC5w}f1#tg~}Dw?}GS!(9s8tAF2{Ucipi>PRsyQl856lRfc~ z`oAb9{OG?DjhFwPf`JRGfdmBw1!2+AiR&T_0^(s-4~!dq#MsnQKhrYooAuK7_>eB_ zNRuGNF|Re&`jh#$uYU=ecHmt=m;splL{;(|Epp&k!ag`%)ulYz3LFH?eL6qb|bz+cD&vKW}k( zaf>A+gtkWMvps>Kai(9~Ug|%7?k@S9UFQ%95fMt?v%?`HN=nLnQ<=S@veqBNGL26nVGd#CL~I*vnutV~z6_W&IA^4(j1B_Qs!usH0=A2H7j*Cc!Sam*G-< zANkNAhTQTR9XEGEn+$zpv~=`ODC?&v6H8cQB$|v$|B?6n`-Cg?!)_bz`h;iJ@e;Kz z*D!RltE;I3Qu%`LDBy5W%>yuZ8j^|<>K?89XEwoo`!k!v+h6MCd-;>fs%C2E7@2{N z!lQt`1-~GN=}od3S(4auK^CiI_&q|QA0ZcMw_DS_cK+o_X$LX|G?Mqnnwru>u;)K>B!5Kf?8|RQVWC-Q`i>qSo@UtA6~_VsD(qr5yk&Q(|N~J{lEWT2%*em zM^!f1MDcbFo1W0X|1D4IZ#D;zg^@LyagvLcFc|L*o9FtlJVG;?_Cys@WI-H`Rtb)t1OocT!5KWM-3USj*=b-R+l8A&4WI`mqc}*tEoE z0GGoMz(%G3tqvXm7{{(M)d`g6+|_c4Kdhd7lFHhbhTMI4a4(8MU5tby*`EE~Y5H9^ z0CHC(*lEZ>FM1pAar4R|gHN;B6KC#IbQ7xodL{+0f?Ucv*caQOEE@eE^;N8X%m}LD zml;CvUT#SR=XvXy9%oRHp7E`37IfXi%cpuLotmzYaS$w67ot!ucbrw z*WXk}6+8XnUv}BHy9J;*WFk<@`8U%{FFGMWCK7%H2W#Nb7Vl6K^k!C2xB!5cDd=zw zd0x!V^xhWn6G_un zP4wZA2A}Qp+!~r(9i8uXt z=Q!kcQC=OT*6x8cFyDU0o2M#nqSpf{XBXvbbb4PPr5!BJYE|IWFK*45X0LES>sHE{cpj(-+nm6AX&5gFrO`p?#c;%$82 zfc8mNls# zy3X?Y4A1X!v~e9{ox`+xWIuE1b|f1DNwYbWpR>3aNuj5|Hxpb-c3N%LW=#!~`qyHP`%}sZunl~Ko%z~;aEsZgt z^B|1Di1k+hKqCT=w#?+D<|lbg%wYBgNfV#+4b9o8$Qa_GQ1##ba0EC9LIT$&_LZw2 z%8S-mbFz$OsP5(Z@>Jj1wl#*X)*V*@xX3Q|bR$UJg^EObF3X>6i6QhEJV| zg+-y{EqMr$ea}6dCRuzT0x`R3sETDMi}JDV9{J`C-o?B$uyhXNu*g5v%H)Sy3_L=D zWUM^r5KIQ9is10eL{vZF`s@TEIQHLh-oH=Ca01W=a?nNK4#OU?Dm~#nv~}k%^3fqX=@!6!Vl>K6_V_1au*qKInrx;(eA7i^{Vewf;r_^=Hq9dd~VT2N5L z$7-+&<^U;e^LP)XYG@Hqq!-M!i4W3{GB*_X$V6!|MH@G}zD#UxxxMGr31np4H!-2z zG1*edzZhvsMrmy(&+^XPLGyF25U;U(Hkxj9GcAn1QD@u+fqk9xBRUHy$;psMLsqt- zjfbH`qpw|q5*2ARd3iNk%>tPa)Il(PsdCmp~+6cxT3>xSC! zDUgD1s#?_iN&3_f&=f`pNh&IMb`3(^@rdDn#0l|k18XdBg)?4=+>tElAWfuMrC;V? z9x>{Gh|hf?<1)zu$DBlqzg?gMhwdkVQ6ZIMA=&`oaFI(JA!l8EKjSgwxH|g*$b#f` z095)3;2tR{h94oPynIbRpQHp@Qm_vR0cnfe?gDcNcfmZ|xAIq5Ny>Ca zT?t{brwj_t=O#StOCaAdf~1)is6}g7@`W>X89IUj2sOET!qMliWdA`t@wc)ci#S6D z-Tl?Uv{%_VC#nvf;Dmv69H!iu5HLv~(Gxg$#3PYDmjbmpInhE}ppHU22>@2g1Jy(x zxue(UTVS~O+TzCzNj=2RIxi*kJcaX0C!)3wFyq4Vazfy3TD&C}CyHF#7Ijh?3L#qn zQLT=KT71`TH5_?TUA{ASFN!NV25+B7h~^o?Q8diyKKJy*9L*G|-#{kaWHI*|U5VJ- zmXI$TzM)mpaKJW>SMH5niu!ZemtZ`y6{+v;@gVgL=Ll%m`s%uv%Eku1k2ojE94P*Nde(h17G<4vL9em1RQ-{r0`+mj5EYDnQu%|j&?9Eb`Uqniv;;@4$dg2X>o;mnDNSXbB*t`qdtGvkuK#!n#k#KP(Rni-Zo%e%lepjpRe zYR>YXWB+!-@neTWDZ#PXTDE~d%ccVZW2-~WD>*PXdmkLMZQZHyI5AO+5dcZJfr=_p zlHH2(yh##OKNEMhgHLk@>`M^&wblMw?&*C!JxuFkgJGD{5rPM^W86cYR={_c@)W?yE|*9b>>Yh*iL%v`vbZC>v^#=jL|t z%rU>LUUk*P1|d{|dG1)CLmPFup?X0#`?OJi{C5 z1jW7wR_}TiK7qW4{HWUlH?intLg-1P_DLbW*7)qVgG?txsO4jC+IO%#;9=PeyOaHP zU8%nN-d$Wcq~i477-WfDA8M8yUr>$H;%&0tJ>LOP=>0=pI1|5Ao+slW>M&wyhW@em zfI|7`=_yW}M{=WYIWe`DFR}Eqpsi;7kB|(B1mXPzcbER~(8j^9ynkmL7rPlBt-yU_ zJscO*MtQi8;zCp38o2c>>-W*A{;u@7S?#*p__n^G;WIehQ+lGV$X2i~E__=$K6>}@ z{3S9LXXp5zAVSp{(c0XKg0`&Lh0?$V(|T$?aE%#3g=3-Qi_=dK65!qeg`!oU>gvA=t@!uh&Q+;GfZ?wxZ%?xR9(*uH{LEYH4Y8M_=dm zgq~E%)sQwZvsbyXOT6}kZ{QdMxjOz9d!08gNTF_#1w$CG!&q@}2S)cSw(nJ@>5~_^ zi+>9mcx?r;SO?aR*#uo6V)i$br5{h{w#S5*|>motKgLC_=8!6M8Z%(i+`^^cIcLxDuf zt{~%{1kd6R)quO;i}qTG6a5AKk-@N8o1J%#*PX9r;cvV5=G@%ey1?!H0#J?u)6=4x z@yK1X1A~rVaCUDshICm+QQ902LYnDwHudzM5TCcTwbjK8GMfM-#RNkuS6W)yzO&FX zk(C7FGsPGxW(kQI%52tQiROPe%NlP3&+;*K4_Sl3OK1J-^9%MO)$Ri0NMcjKOmz+@ z1L6}!R1071b2UscUMK9ok^JBau2V8_kL)z<(d1nsx8J64_0f~(JZ)?gK_ZO)!d2l> z&cjrO@uo-Og1x+ITb>Cmo33R@KD*l44uP;RH1;rok3bF-~B1Pc}@UY)r*r@ z`wN18O0-uxv(cGGRi)#3x}P$Drf9B8f(!3+waDB(S?xVI7XE;G-^H47UrC6#^PVu9 zX}IyjC7-wD6*XqhVl`8}n)RX(8BTJ4M1gEcqz~&aJR@mj_ylYPZ+EL!_tuV1YkgL< z&Xz?#>Y!><|CNBZ99;dR5Vd8fl@A(yvzA@DYlzm}ra@}D7_{0`dImmkX$fqp!qyUN zY9P$yA3y#OxFYtj`&~CGL)KCH%h;I4c2w|I67g*Yx#c%WjGh?-Mcpthi8?t6JVRO% zaI{u;&**yxXb^HrEco8l{CWW@DX2|`qL8Ze*D`qDVsR_S2ljfVE%e9*f#Q6{1|;4ZpB*+Sbw>O z6FR)8NQ>&bbdtdN@o=a?Xi9Ckoq4?_m6|sR8=)K^=;$W-+JZVqKQ17J39*o zJ)jeVF%`dIpP4}UnFG>dz=8*)6cYXk-RQ979`W~p6$XkAy3!;}`@~3<4FI0sD@fiU z3H_@8;KXZql{%+vS9_C-)r5qEZhMR)kshFHEkMwTm)^X2ATC>4X7g>h5)l&xM3LY; z*UWz%EAMQ}GtY*eE;vf3R1dJ^;!19Fy_}rO{h>pae+LcST=JAnzQQ+Gk)qz(>MK{S zAmORCkToQn0HdO>?;qWXBBmjqy%ISu8v&LP- z-3!TjxS&`H*ml1LpBNO(&->j|UF5hXT=$+3@wM05_8^nvZ*?Z+QGtXsd9w@7&dvoP zhGW4+yIaV&%Vy|>UO{Ep)IhSd?4R>ih|-3pu6+G{KefS|M2iUkmaP!25h5+IaF5v2 zk5V;~s-Cc2e?=irL~g0#9q$w=K#T)bcWoK9FmLV{YQejCTp02X;7nb&$mvDyNF*@D z`xV4lXAvs;c=gAcz(56(uo}ufZl3QQ%Qs{}nqr^sK#1x)KU34}a?x+&L}|1Vb4K>c7<0PcA)(umXp92w&J}DtF#c-lZo#20H_~a zY;l|+&Gpvxm+MK?!bQNhhNS($ef`DlJeq}m|2wr3KeLjm>J^~q=PLdF`^B#?#>CmH z>OoIRnQmBN6b?ZSx^A9MVs>VQl0Sg70)*vjW15(BU~$;}7c@}1^`&sw!YqLy#E{T` ztgsQz7fARvG*8LQBml<|#3$xgR17A|rFr9B-Ac7z3?8xK;|wssl_!jcI*L8=+nVpo z^*RVi&9AN1vBzXwN&KqJCA1sM4lD@b`5v&Z!{opEPT_<}KhGBTVgDZb@9}_;9OqSc zw_E?81xWPK9EpK%c*H_aLN=<*^s+sXv_qp8NH&mS!=Q6|kKckE3+aVH_DNZIimKEX zkF>>9T#=ZFF3s8`k1=^j>s^bT~Cyv|H|shM{q(z*ds$%C;HWbK3nlKJ~@JYF0&U=n=~VHbYS`;PHn z+lVa|3__kWa9!>n&mSVEtXpf$jXT}Y0Aew{3wA*WYDlcospE0;edk4 z=cT3Q^r`*}-w5OngoczoLC@5b4iZdx1AHCrnBiVQY|!viCbXj@k`(PO=e&cC18F0& zva+m|XdmY!r4AmRfRaw36t1PAp*KVaS^!Kp=b`=8^Xb@Fl;}IsM4e(vbS-XNrN_T2 z%b3ukXOV~(4@xkY-xh#l(p%UfIJCuJ6VV7U0@)+Z0Zh14QsE^Ez2g3_e<`jL45)l>Uw$FGv3{Q}K zhIteO7v2J)9mW=`UrG|{?m|(SX7O!3!b>5MQR@OCok!uUJeh<4p<)o9Y*|UM7=+J6 z_l%hL;j9oKw`2ske^Ti>=>;$Lh{%}lu@&~3QJ)Ddh zxLgB2SfmN$_yCEZXG1ge0~S>X0I)@Ipvy(+9g1tE_P4`J;+2+=u(0vrEcS8^CF)}o zWY54n4ZflHaP%Ub0o<`VAEa}tVWI?3V5whE?YqWCuI7X(U5naVE`Mn5mwAiPM_W@> zS_(Ds&s5F18(v`uPkfijY+M_`T^kn_g$MsxCjBLi4wkDoYky}zPty*BpT@bJhyhcR zNCuyI`T7o81VgVp{c5lMTsC9EHs5LeN1=i;ZASRdmQ6spk?;{A5fKxuKR%#J=)R!B zVz;I4>D)1PGrajxh}0LC)@kvso1>#F%o8=IR3mAg$4!!8A@f(jEHzQB8n-!YQz~P# zPNQ?JP2%4d6 zV$DKarT&Xa%1Ec)kZ*KF9&fPhTR3Utiyvug2?rW(XtE3gVJT@@6V9c4V-OnQF_C+U zSGHmQ!1@)AJKJRBPxbkOK*XwQy}vqIep86GW)tSGNT1OSuLBtd!X#mW66f=V-Jxjn zj&Vb}VjUKCJ9IU*kG3tYzv~Z(P8%XsUXdj%0y>}z=I*2^!cE*vQi9$-Lx6EZup)@V zt}W?PpFen)Fz#B-*4jQ(o1_ZO)4r(^Nlq}z7M{5COq~4IW{>x<$8ZqSa2$p8hgJE6 z>uhRVj=@Lv@~o;jaf+`C?rWC6)=2FPsnsCbwmzsR&M-#BL6qnVMi**4EN&-M5gn+n4>bcRS)lFp?=&cu+* zxXbrfOPY5>YhLPvZ*<#4o7d*(!ndzq9bb~P^DKM^v>Ax&ydnXduz@91A6s4CiBFQ& z^;^kxeMhQ8F?zFwaT!M$cdr< zbT)$Egq$th%>D*v_fQ;PO}%-)9thgSyWV!e#+RgCrm8!x##2df8{4N!*`c%!AxADB z3=fb?BfW@9Qa;9)NwXP_rDVw zO#GzGrg1YP)u}Spm@5e5u;;Tj!9n!D_Y87Hkn(l@v{#_Gq~wj4dgRB32K`a30N#I9 z14%6`(Zi-BS@o!8l@+?Zx4k=W8yYybD~VZZu#78oap;>So)M0L^D0F zhS}F!t$SJseGbhh!JgVX{D9}ZicV>Sm+om@mjZ#2$G8p`N}>GxOYjk~2l|-NNcp|C zeqK9`Ohl35Fpuhr6RV;odI^RPu`pP$hTu_WbG7~uglO_y@MsC% z7b_-vG~46_`(~c(p24^AdU7(T8z=6DG74*HiQi?iZkH8q_vg`Yv83s4(ILOIIxg*D z*>lB$xuxahUvTno9+t4&cS`;(YHQZJmLW6d%t_TVX>)Q**>0g6gQC#Ab zQt!<+ps3R6;Z7qf8zjY`eFlF&;t@y-%yDKSjm@sCsL<Sq2_CUKtlR0#Z`n3lwW-wpP+HHl(bfngQq%9we_8AakStWJdPQB6X*k}fl}fSBkgNu9 zUfizMc=V-hfgt?J2q;F#5*|wso&OI1JJW_prKo`RrhmE4#e~B(@FYQsBgGqo%Jn}d zD*d>m817;Wrqn0N7NVd!Aot&fe3rOV*2ky5{OZu~nt4i=hwZeF9Wis{5=bSWT49HA z#o@Kv@u&93?8gJ?&?#F5`a}TVh12TTsf895OODAw^Hg+S+0X0EYBs>E6NE-@>(Vyzj^EaJ=b9GA23JN$dY{fnh zU2DL%v78aoQnHzkgVkhE;|d`=&VW_mF>4})v*!6X_EWCmM^z~>N`75XfbEdu71j5t zu%5&Bu_CIP0J2d*?ngRv_-9Z`Z`4?NOVx)aWddL|#3iO>@IBGCe{fK*Liu}-b5pVg z`+(FS1e5|*py1~x45>z=U%x&FNlLdWyh@UU$6|KHuHckt4rjy$0;c}kGM&4CWj^`4S+Et28e2=(M>m97dC2KTZ7xR?6mfb_(t~I z&-{$(ZYg*>NSP0`Df9QoN9Gl~Nn+Nn^ zxXv-xz8|iy(f$_dL$BkmVG6)L?HmcD9(6nw?FTHdab^?|ANDV~V>-o-hYmll1xy zZ02K#?p(4N4!|cx<9M#KhDTF>Pq%NlUpVY^WXgdo!Tjm3+5< zz-Beruyu))9Lq_3VNp5TcelV^ii_!NUJ0AzinRY>lAmuy?2Bk0ILIvg=P&b^x9I6m zLFh)gj~GA?eji~D^b3jO1bl`T;@zO2s`W$UTebu!P5*0zT zd{?)eOsBP;g5fgF;#SqMwp_}rWEv}mHD^fKiG<&W%eGTi->#?X9zFOOWk-z%msLr{ z?%Y);ot19BX?#fCy2-`Gm3lxEM*jTQ_fcJZ)mJCrYK{Z36D!On?z30m>xPC2j0Qrj zK>n2^R{gxrjjEP!Vx{l2JIk*>#k0qvkzatlN04}2gr&k9-92J-^bFXg#l^*lgEVZO z(~b+}r`FV8KZeSH*wE=56DY|DjTtiLh7m8;lWqpu#l^N#4jsFhx(|q)4W6#_9*rWs zYL-61m*?{zhQ$_$!92-z%!FpwIfO+P25BQHkh22{7>cd!1tv$S1Cr%qV3MckvKagg zhL(YeN!|UYwI4y!2g4DLl|eaX@PXpPg4qR6F;CdM0w?s#b>V@L`a{Z+_&<;wmJb6- z5R{7P*#Y@OUAf`Y^{ad5-q~mQ!^Mg{Z&;PR#w3qP{ZwzgRa>TLZk3CzyiIeFv zppV-zhUgMCtVy)umu$y(`08yVs6wAjmT(fq2W2i!PC7&=TCug{hb$YJAc7-XS~_7V zh8J9b+#c&lQYrLg2>k(&!)57zXFie#?r87bpSYX6Lfi!-*S9}}gLPG|BOiO&c9{*7?^2E#Sw zR{BBC2uWgyU5o=LHtUyXOTFcoEepjnsCN;W4H9VuCNAQ*3+8Z43@ihdt`{ZdUK8l` zijXB_wN2^h(-${$BMmAWwy1Ems^&j9iVZ*O;`!K{sx{K}??)H@Ee*{MySI;wj z<#4^-B?tO9LL%TEN3ak`iTF^|n89mWOwQ)T(-JOQ(!ZWZv48g9!2>RbY@Y1SR*}(e zu5CcgJz)Wat`jZiBU9lzmA~hoyi>-gNg_(uIG(^aU-*%4N8gw-?3-bOg+T7>9)>+h z-K@<)+?>ueuzk0=9T0W!DL%(Oq^_Lc+>R zMsTHg)@3PxFvsLXV(QAC5dSsqmmJZ%PxjOAk#DhG&a$|}9TcG#j~T;{81l8~Y%@s; z?NtMyNe8<{s11A^BuJ++9HwMNo4Z7PK%A+^jxkI=&@7bWa-j4tdp>}x1AwN;%a583Cr&&HM1V$Kj}_}abk*qJbT9)0s515P#x{Pw>x8|#T?(0jzFu7Q^Rp1 znY~#gaE~i`tkB_LHrYj||554@vXK*PfZ4a}_BBx2M5MdP-j-IAa8_KD6c+>EIaF8w z?4OoCt@{4=UKk`^qOOM@nzERZK_7btJnaY!bn?x zJ9f}wCU>go!(rIZlXPOe!#F*cAyKP2&)cuO$%SN*zZDuN{kqf%v@!?I0Bz#d<+K!cn1WH$qZ8BrM!hXLrd$m|-Cf??K!Y}10C5U$JI zz;#Zf-^aqbo^Z=D_)wcsW7k3IgRjGFOZqS11DH@^<@DKY?u&FUGIz53Y3(lDsPggI zTRhk_f`l^PuWgXT-G3?*ulqEO+wd1Wt2zdr&7*!d7Edcp&G2EH6`)+@VjhIPUW%*Z zPw=;4Kj1Sc5VNk;{0#~|kric9BIiHY6B-+Sb+x%irMh^|y$42dchC5yG9|zG&BsQ0 z!_W>H!n&RrNM%WG+lgNf*d83zC}Qodb5LVb=}rXu*E|xH4?KXr3@5ePoy*&73K;}k zDFD5wvMk6}#%3^a#~;}Q37x1~{{u{Ls;ngY}oW- z;W7A`WlWUpA15St2NM34)W!M6( zn3d$i4S_s0;wG3;rDbVrx_#pQnj4Kyk($b$k|1+CSFUd3rtFLiNI;2zM7_{FxFuyd zjd$AR0#nwOo21`1dS9oa!h^M!PA1i_+1uH@hIvb8t#|I%c$km_H^8Vlly41e*Uzw) zZZ5m8d8wbmt@_GfR8StkTJc-vu4(c=_)vmjHiZyrozfZm2UW7~yl3`}2*zyw`WQaB zlkxWX=JyYDAgeO{Z_5(UJqnQd2(2k1Vr5?ohadI}S!Dv<5D4N(${W_4rN=NoG0>L_ z0CVcr3ce!y*LgL&D8Me8L;Ve8CWt|^xC0^nnW=W}B3?PPo=-3Gz^*=+CD>y}y}ISc z0E(q2jzP7>)pmM1azhnu21m2N)%<5jX>$;CCjQy_a?7uQA4G(Ne<05M;a_u3()BAl ztbU0>#?ZSWFunQ)Dw&BV4Ruioh7hbxiO_S*lA={nQ#X z9BN<&B>KG^8e{l;b9Es@4UTp>@G5In$vOvqyXx>Ro^OPj&O7^{>5lH3Q^q zd6fUj(h_1c1$rc_V+(kxr{K>}5l8#7KMCH_V=NP-jzX5RvBhlQan9Xmok|#@PVL_S zdI=1B-{-}aW_PDWgoK#5xzz&B;emursW@Zz)oExtE`pMP@0Nqd#Rj3_DRIe=!2 zd>{7FDa?vfSuNOeTs!JV%^I;7(~}lL@A?^Fq1;<{l;F3?z!U8cpUwYd$ElAO!U&?X z$^t1`2m}yvI`gBP6$cjo={S9RPXRa(j6ii&x&9VFmM$N86AhRKQaIir!&Vz99njvu zhhG55g=^=k`|#{PHcy-o1a${4BSrYYSBu}iei{j!OS}K{c_bBu@`@Euz<(3|{Ux!- z6kL|9O6(@P+R~wXC+o{v?D~AcZ?HjK@5*3i3Y?Mktlj|kN}oDqr3bt=$WW7Te90z3<-F+gp>m^2GMF zay=+1kd9m~rTU{N*!e)*=aqm&gmOUWi6tIvOL{S?p~h&1k@4KJ{Xlc&Gr3050{mtu|skdB%gy?qh@{U@yn3~ zcFvSB?&L(d33OGnv?L=5 ztTE~AV6O}tk}=kb8g@J0UE+Euf__q0CI4hPyN z{wd8{A4idTDKnLW)<2Z6^sZFqrY`^TR|L98C`2HLRkXDYy|L4r`JTn(|9=+1;=Oez zp00@bQ2n5KhXaeCymEi)@4aKhCj?ncqCCqf=kdj}wY*ufZ$SM3ixs<~1=_Nb>#$BU z{YKLGFBs#YEPY}P?DN3z0HmpWfQPsYBJn|-0tBMDt}9?dHlm_HF#7UC{26q-@Q0`W zP+xOOck5fxIL_`)M<)HpD|tPTCgNr?ldNP4>?63eBj=QJj|0#3=BO2D(v^x>l;aT~ z$J)X=ee8vZg_HlKC)@UbSM`x9EVS)^HVqg`-t3AnN?soJH+i+|2CJV1HQE3;MPi;> z1NOkZU9kRqpsl;^!dCHJpo-H{GL@DIMa#ExzDi<5I|OcIe0k&Hd;N7!xSA37l2jrx zw}yI?MJe`v9MehPP}TZI)TQYRYbV6K z7oRVog}i+Eu*0pGLLlAGsQB|2Yx8%{U~T|8HHfVUYcT8QFUCV%{7!ykO%JleO;*L| zVY8W+y-zvT(h;5w1>Uig zYUDUYb?i+UM)*4*K)KjkDzI2x+(UBDJ`altcHcl5mVVkLy{bXM`FC<^>P?+w>o5@F z$Z!2JtJWn1y#`2>NECSs$%i2{d*PGbM!#=wBS3nDbGcL6fo>Ex^upXinWT)K?mA1> zniTEVVrWYM_)J7J?5e7tUAInIIXJQ@b*cimj3V@U#Xh3G>!49q?X#k15Wfu&S+{AchVGVDRds_%)ERqKi27}YU43DQsIYL^aX~&|SaeeS zq1KlG_OfY+XG)tNUF(#+eK7%B*XZJJ%2d%?qDLLXm5)PK!Kn|*f<}?(agdLXAS|UP zdoZ4{?PQp5dL138$VQSo*;>VS{OR&=-Z8(ascD)#kLUwN*E0)w`6vDH$}#GXZiIu0 zm5YVHG9=2{m#{M3EVKjGL(O~UymiQ=>xYZK7Tzwbd8!hz7DmvukmU}r;!&fI4EBD% zt9IdT0)-YVDpYKXuYSKwV0nn_2!K5N;t#@GMe!_DtNjkj(a&)sInj%^3Dli=mx!ep z|0B#~5D^p<6wb5oYor?1cmBz-g?y{l-^pHJ2L>W~d~u%Ycj35v{REuWG`XSG(nx z>^tL_xWd5MD6}|mz+uZ@*_}uZU*u@)@*u1=w#5~L90Cm0o;0R;3+izY81;+rS?qH> z62{7VHpqdW<-)1Eey=6|F|NF?{@f)b7o8r~&`Al>b{19SW@XWcTx*uTMMI3i=3WZC zxO3fDT(l)alpM0NHHoh};f`*19gTBs#0KfZ3V<>Tp&pi%g#P!^QHQb~mHP%j{K8fz zWcau4G5+Q6?-rD*^*b)i+swYJ9s9HN!&RcOX`N z1gqXZrPk3AbWP+CWAsy_o6~&P4ca^3mX;F0r7mFH`RnbREIxu+p7)G2eunVVRj|o*1TK*11B(yEi|SwLVJ= z5r`5>?lDOBOFU1&<8m8&V?&JxX^HvHxuBb8M!08%>)psH`@KGbbbC8Tc~4+EH3r7U5^^@o`on8e?^}p=y#pFY|TN!#FqfPk9zM zL#Y0%;Z<+F&rgDjU2a)t{+NEWy+KwXJfs+%#Bn{_%~ZJb?kg?f8=oPoapFhmhuLWG7cN8->bqnM=}Uh>=oyKJ8hu;n+7e}5 z2UDzhd&Z@c2lPc|f~aQaw+9NBQmU670zs)o2OfdGQ=_7B zrT!-#@b_=czJLMCmtfVxsiR2+!iZG#`KLTWW+QhStPV*z)M={4H+D2#$*oB~biTLh zi=Xmo_*;E}0!!*Vyb-UO`C(OBEbL92#e5CDL7BgOYfe8kF*}c~&2Desx)pHQUu6?^`hns3jq39THHK)GYq^DJBQ4n91PCXbCSD-n z)NHTni8V`ezFqUaJjGTW_ke$%cDb3=DFJO{JM_Y6Qes+tF#ppqcw{@MRqtWOh)@e} zs($x2^%%vTbP~$=eZrhYx0zw99PZ(zHPP@vkV1)#&}q(1YJ~|NMvy%&G*k<>f1Z1oVxc74NFd5 z%ltTG8W!gig+1DYa2N`4PPAsE&S1RdA`@Ly9}&K7Y<&4ELjwD{WS{TCd**E^zjZwz zQA=IULu8N?Ux4g%A15T%79=?~!s(f1|NiStt@?eHD?FOvY$rq690g`uzYyI zVr=MH$a5TKW=~`lGi)`u+x~0YoxWC9W?)rH13oBNE=3tBfW`|^6~?q@<>pom$!?K> z_I|}$NLtynWQ>Ri^QZI9orPbLC+wE*^ z3;VCB4`)}fIs4sN`3grYvSjRlhN4@={#ory%3c^4yXs3Aw#*I#Ge(QpycO}-Q3p;LKePM=w_i8Ikq5xAGLts?VnV8qFdwK>2 zFO%&Kw&sv&Ferfnobow$qzusUUGts*`A<=)c`eRo&zlXJxeeprFG zV6HwFj1(i0WZS?WMb^x;O^i*;@SQ=nIznahbzFw)V@ZeH_@-){@5qNAbNf?Yu6w79 zu6V!@4VD{lh5d|DQ{1)VrA6iIuv-7LlXZF7Ip6-Z)>g;BfJ*RyGyd!ApejfWfGap2 zR$RSw&Q?@A^lS-VP*GR!yl!X~4uN2g0?q>HmvQD`IJ7oac4{L3#UZ6ykjYH z5OG`XP19=dOp-e@^Qkdw_)inNQ@4(p>7H;Jqk70A5T+5% zcm18Dhlz=ahCtX|sGRkF+Xm&zpVtGEl0x3$@>S-|uyNr2%k1nlF9T&BJkhzZ>VLeX z1nE>xZf;k(J!~#R{q5-N{N%p}PoW}$6fdtYnxbXIwX;u)P^H{P^o7v2zsT|3##9YH z#5F$JM?%_Q6Me-myCoA%sJJ(j17i{24s3tOT#onVQ72J5HjEk(h6h_HbJCHIPB&F+42kC<2oW06T5w!W4lk0Bv@dm{)FgWF{C#h zNZi;pPZ=J9yk!`yG0oa{d(R> z*d()4ksmezxZwq(YJLHJq>Kdpwck)Kz?W@Zu=#!dT~_GPqA`lAb($aIG5c-zbrRW( zK*WPL5qaZgS$ln?!6qC9d2U3qy>B$EO(!KBWH4y*J|?+`!(etB_lF|b_ATl`;39yf za38|nXj`>J7JH^QD>j%A!SvKTc+r`y-wlT6AZpbL>J0d%>efa;yobSb7Mr3emv!>4 z8c6{h@W5>V(62d#vpmLP&@NJxd?g}R)LsI78nNtSOv12b7s#6|)aV#9G@(!7K=2cj z@gDMv{!m2<=23d7K)ng<$vCYfa``U8$D6&wh2c}WWGhFQ-`XD1)$h1Y;Y=?8*e2iw z*ozBv*uA*NsVmuoYMhZS-ST6m7>B?(yzKv|9;T}mX&Vw( zhS8wQDgt0MCM0Av@>;Gxd-~fqXLNAUpCPZl3m8u8-ePUf`OQz&sLq;D6Z<%2$3K}C z2@ixJ?D*6a4u8-LJX``cpPxU^y>S@l)qwg$N-ABwPd)*?NT#Sf`cdI4%Rru@{~ieH zq-j%)5meAcsAesi^`Hw9EJBY@k=#6xR}givp*kp(C7jVCeKk2+Y^J7sRplvpR$!8M z9uWMmL8AF!8hjH`XFr~AdRXry3gxVjYSx{ zv)jx6vk0>KUAy1N2RH@dyhBz!D?X05yO$JQJ9zOe_tRaF6Tt|U-pyl=em7G&$tQK7 z=ejTapERPBfCj@~>B6M}lL>e+{0Evj9_mP#YJ$tj*>u(xb1$J=KE0xQGrV@XX- zJ_8$jODE(vJe*bH99D}z4%I=6w<)@<|o_Sk|~OTFMPF{yT+*p+Odmd2I& zf_7R}v6MV@?Z>PwZpw+q+A_fWHfZ-ZRC4zil&zyiNqbtIzOW-1Fl?zf9a6zb%_$_ST)#r!;=ZYJp;0$QVO1;gE}cO?)?W?NvN$&X)z2 zB?a-}F(bMAWhtt@zLy)NR7hU#m#bc~Y|IZTFZd50tWHFI0+2oXWT+A8ez7YPnpr$6 zf{UR6L_kp3B2nIt*SEqk(B`SpVyzIL1XMn%xhf3VY>w8ua0zx}IxGG>H z;}u&cm8T4GGzPXwoIXAmGBDgl^kfL(FFsd3R1{V76X8)ktGL7(n&6Ao`;Ucz{H`PK zyj}lx_XoNpW>HdAePjS$1!=q~4av2aUU_NL)b|hDyx?{ux$71LQD}cx3llW*x<VYTE|pU^VCkV@7F^r@dJ(Qlua@4-Hc6LAkSt?~P~19two@ zV|6@hDrYlCWWg&}y8j}pMG;=FFPrHjMbBDfe5!!?NczUHUWLn=AFh0K9$&A|kL2w( zN@@H5Mh{Dy4R$I2Fv1uLF1q5tSXWU}f=u$VHN9_#vPzj6#Hn!j0tE$!4`*@WmOyc0 z#grAUe6Hx$8fGy`m7M6WQ~+ad+YMN400^I2K8rp4_eiP@Vh_{Y`yB9sl86X*>N_%e z1UD~#d0A`qK6UM5nrGZ=6G^SQfxm?Nvr!v73b~l@@J+}cqJ@`{zMSYXv2joUBL?=D zqT4dC=Np{0%2F(E!T`t!(ub16m=L>q;2oqs7S@QEG!9}oD0WlpDuYhb3KyG7Y7y_Bo0OkHiC zy-QzD>%*IN0^>czl+NFGS&tOvAvGW^WVRM!jQ|q`1F$G52`mJTD`WigBBvR=d5{&> z1FDne<_6yCP~x$~6E-(R?`Hdx2OsJqrZyVJy~<*1;%|gKr?aA;7cfTOzkoT`DC`cd zQFNLxaan5f&PPRtID|#}sH+nps2sRl5uQeCdh-@PLGHm4VkU8)rGBuAr4>iouMp<6 z5%5DLDC{hD`x41@xaCW2(1}0gZrl115DL0x)3o^w2pmae(dLDw=HJsq~kzlgz=Gsx2A*An~0pm4YZa{qfvQ0US37FOL>Tb6YcZJII5DoO<+3r28W1 z{01&Vny5>FPJ@U6BC9Tn_AtM)@;}NS<#`iOn>KAW&eXU}@ikateWFG`@SZp#dQ37p zm7QbAr7GLYuVk+~R#8^ke^59a?y5fI0EO@~lnRdn%T)1}{<~>c7{Up#dDqc?T-`gS zygCQh5+wO>QeyZw7Gf4J7fEVI8hy{Rcn9PFD14^<9G_f_v?9A{X$i$jP)=kkQQN1` zk=+Lx^RCBPNa)v-$ti6ij##~ptN@ch3Ms|}lWj2WsX#GvH6DT*A&v^0YVhyAV3?kmH%))rrt%&8+#yi2C|mlQo!Z^klJr_DD2ll&0g2f6 zqpjiKM{XE6Rrm|!1M7Yg@zmGDK~`on%t2Iz<31=l=SueG`&kF2Q#ibP2tV1tgXO zar{PE|E%p{>;&6lQL1_wf#5(5Wr$I_BlJtf$BFW_`-{Pr(+o+e;qWd&qWBwg`*A{D z_IOUtW7Vks`3p=KEEj@9U>@2jYYTx}V-66uhj`OpnU2X$UF4e`DT= z)jDrno<%#t7Ey%r3B3r0kFaz_!+h)Bj0~C4Lj^Up=l_qV?~cc^Z~r&5OEw{UTt-4= z?>)0K8+HjH*^v;*zDQ=e%w&@tk)4^9RYo@1EBuc0eqP_-{d)eppKiIX^Za~{<2`pV zCGNH4_V~gMsaNVNa=`4~(?;;};u=h$h}aAe%yDslXn* z5NnrJe8Sni(R;pdup!G~gU_D+=BqXKIq6Tkno+#huJ!GTqs@!L)wX5H3sooJm4k!j z<0@=!h+7$r9^Uv@X)pE5qT?u&zv96+VkF1~OG{-FMlR$Sof{rtHea%#9*o+c{m6<- z$UyoE;lTmz>*DD=y)0IFU+ucO4yoK9JA#)tFC5hwbqU^*4!A@(5IkqR=c=}Fl@R|N zad|@VQ?X-t>_}65n&uRV#%pzJ>pAtx?kYkvVq}H*Wd1pz82@A=Fj6rq6CA5AAQa?% zW+uy8<{D})6nqyKp~L*{zgb$up8?7l9G1K_OV4rJuJUB~KZ89^$y*;%3_#O(ABcGf zJ)MMQp`Z_FLD5g2fGfC&$QzlxeqsNE1k%=2ad)I1^;ZO6Q4_f6sB8~GR{m}F+iUp4 zrQjdzNfoCAx;_LJRFG%F5sv8Gp<)3kqyho+ZH=->_7j;GG)99*fZ`$9x3DCBe3V5* z_{8Iy&6Y;Ab1>Lax)X{w|+ z^n7ng3<~YN`vjozohql~&fANgb)Z0hNRjz8yIA_SS%!;`E5z1?H*mfY1jG_X{w`md z{06noQHRt>(alm6CQw|RVpF+AMv>JkZCHp8Ob%ebVIe2X1ZEmh&#!MkkJ4^y)^F}# zj3)}3e>dy?=<#EtN6p0W-hqD66=F3ECi4%2G}PMw)6NJnT`*A zTana|z;{uCo;OjiX$if_4!;iIJor}rHA%VeC5?#+q|jOZwVehp5=b8yJO%p2iFq$E z)&vIKL;Z~x7-*p#UH9Y*`p?bt+1b*M$wS!TG^;&Wp$qIO=;7;e6h5dWA4DOClv0BH z(Wne+KQF^_g+#hAT)9#TZDCUTW7Y`w3t#?U7;|SKz0R;}9@f-1@c7T==ca$1IX`;_ zFP!cas0W*%#1G_b>_zq48vN!}q{zbq4Pk(IO1yfz)xYjJhggRp>QhtdWUc(~NpNK? zqPDAtWKz)LU?CYH(2h|L)0G^WK<9WV?vy|QM-1O@KgFKpo^fVjeQs<5Tib)G+>$%e zpFygOmT!WIgdnUQ*2H zEl-fmd%^po?H?z*>Xhn`$xqq2#Azx#nBr27zxs1^@tvXQ*dDeAq8V~)&APa~0@;?fZ)sEq$f7siSpAW;xfq&Ty!!aC`E<#*8z?{?b zOIeflo>l6Tx6Q#C`eDcy0-@yCfk#4{{I1pyP*2o%B5XcIP-9-YmM+fE|7w8-=xN_n zof{6PZb-SOLc%K26}<$S+_%(PW@>d502CnRayVWLJr!AaN-8TVeuZ9f4jfuW*vk@_ z|3!~D|9?jSvRi`I7%ELDAYwR^-v`(gK2Sy@L5?6yh9coX!$KFv1khV4~O4eOz@f?xs)Jp7=_KHA5%6Eu6aG;{pImbv-F^ zz}||$R3&5-q^%%iyeQZ4TEJSP!Ri{~5CjvS6hA9PMt%{NQZQqDs{2UBd}Hq-B()Aq zPBJFqD&MN^dT9j877#BmM{~1%yFt@z;j`xGV4LF6(O>?_ckWX~8gyzydIL=7h*JXy zJ-}VSjdB6>GTImMnk+u*_tqtBd8J7m07hC8aO$Jk7vUZcTlYS_xIJU;&@yz#T8@?9 z&qyBAAG!3$-R_*7*Ph9{WWjw-!hXh~IxDhukMVJaLtlJfnwT=a*#UjndtUQ01dwWAK>^zX%bWXDtMb1=P9 zP=N8vx%&47$TiYM{4+Qo4qX4}A2BBl<&@#w$-a=OobYEd+2PA@HU29*stA*q=yu4aUocttJ z;x^U3 z4xd@^&GCH*Iw7IV=(zJRjr#s@AT1#t0*(~jg&b!X!iSlM`}@i5$ouh?rXGFWRLNoh zkM zvowDs7oqga+J_(XHZyxNtIu6r{;fgb!#^pAcTZd3c28U;<~^Z!9oe+H@Gi!k?G0E^ z#Tlxj02OqF!LQ(8bn}33F@92WxqnIH+mFHC&LltZ7eE^8O^`$V0yj8vDIpcraM&Os zH7GK{f@ueje4LntJ1T`w#G(tMUTef1#ZnzOA8G+33Q$pWP&kZrZ@Pc4I*AhhOCN6P zHAj28i()iwLR$y_%e1kuZ-oH&4AXot&VLP|xbNovBoyxzfKHwX3{ zWft;4h%>y~?t#!>n^NMcZ~5NCq&AmNEo82cdtsn}yVDfFt)3tkZze zf{KCgX3BS)`;c?crh3&M!}A7nv|^aM$v$tE`HLcY=ghfTh!nxT!QnYp_4o=5sz^rc z`El_%@`zuz?`1?(LcnQ?z=furO+U{}`qp}Qez8`czEiW`YNomkW6wtM_|D*oM}%O* zOJQd1TvPp~^4c#(#>TU7GK%g6$-<=sFG>FXUhVpNP$X&kDg@+3bje9VzQNkh%5G8P zDJ+fy#eAuye)NvRE2Zf9Md4{-kb%GxK~$If&mV3?v4DTo6dT$1<%&r1TVbS5p~AK# zUtE;xK4i@9*ZCH_{bKsU=xavyQ45ajyA1qcWLH8V=u9O|H5^h{koo!k>X;BIDU$>h zyw6-8KBE263o%Hl3}mL?xDdq$(hJ@Yw<304({)?@1&hwUte~>{8X6J#kts4oz&gPP z+2P@m{}+i>V7v?|aJjoNI9NH`vB$@8eIr5&*<5>znun)nuTC-=FKMt>>`rf+jemhZ z*qv@S-V1WEA0mkdqNKP$*0zAn9Q$QbNJPc0)xIY{1S2qMB6~+A0NdYJ@+HXm)Fq|IMG8mw6{RlN(~k0#ZSQO2hA$!a*%of z`35;-gtY`QDmJ_&>Ol;IoQK$jd=$MOVCKWi&0{ z|CvnZ$8ejYo*R=geEReW#Cpb|dS})%9TEvTc;32>lLJg@`b6`|%dTSlA$nVBg~i3H zK%UorcFrTl!{Mq*o7ue8&<@%RMc8NaA1~L(xsjsV5t?4(Uy1AwagL$r1b69J%BPp< z+XdeHa@TCoQCfk>62iJZ+Otw>mdci;QHF@ls->x;GHSQ;p4)w%*n$jJAgeBOT?pTB z9khlQp#v(LVqFge$)-vl=eCO6j_ zzzUFANWnv%@C-RW4Oe$g7!TIqDpoE>Iz&K%trLzsZ*o2)^xQuuCnKSkGH+)J@)uTq zRiI(;4pV0okFThktB#+{Rh3A(Ao%1y+P6zvJm>nSQ*70MfH-?~|58M? zM7n*z+BxmFqYcvScN!EL?>_Jk4NtpcDGZY!ydOO5xUg z0nsmgCa6dHTSMp!wQZ_++2sg!w9m(0wxUkJuvrn9L^bwYGkeUgoE1#;4WON_0Z=c@ z(F%ht&n1~vnhk<7kTyo;`MFCO4g#$OgezX_mc-JR9qGrQ?}Iwb5Xe?3C=aTPU3eFs5MIl7uhSyu(GOkey#$nx z1w73VfPjSsU-&Q^o`U0NPJBf(qIsLnu}TQJkN-=lNhfIGIplK?vZf;6~HmC<`%QitH6c?HPnZQeSh&JKxO1sOhQ z6d~D6i}QXR;MG55JUcm)-X{En$Cd9j%cmbuYYp4>of@}njhL@bpCJh$x4s;`p{OQG z7F{?Yv}41V^sIYY!xLxeeB;drcX_+!N5u`HAT&YdRm9*3201ApqmhdmxeEZBPe_VC zDd(qDv^9_=;lP(6Csg8R%2F(1wN!_=KxJE7+p!tKk-r#nxO>J zo10cvEvIY1LV&^hRrtkE?KUeo?~A11g@ILCYd9{!|GpMupDUj=&ev77!RxGO!)5jR zZVEmoK##zC^uq# zB5^3pRA_#b?f1=7q9s$F{o;Y){!G_TKXB3`4p3}D23rj6>vT(>I*t&7ee*JEb=suW zKQ>fwvHDPJa801wsEZ7We7k(*N@$iL08$mPFbRpbiPs7Zi?X>4jjq!zfBx8M zrQ9TgO%Bz}o?J2*p11nQ^69jBoI*`F8M71}l4}CH?G|)wK)neW0*7HCn`tY!7Ll?a z(knN$o|+9hs13(A_x>|=UK3{WU}RN$NJKsvdDVCAIxLo+`NBWZPt}5M^Aid@p>jjA zYhcXd&Uy+;BY9l{N3S~1b^YltMY}O8iT=c8u`k&fa&10YvLtv%hjENbwks{fgtfqr zyREOE^%G4R4Gg%^V4&~C3G@#^-gyn|(6BH3gngTu?`99k3a@G3w@1=k5`O`418@R@ z#e*2R6~68*2)sdpUz>w3$-IK!8zwIjaGHrD_c@Yw87UZt>gxkAP^&AC-xkoO2N7Ev zgo6fb=eiI|0S-dM2w8b{_$+ONSGp98PE3RAsXE-Ce$f57QtVr4_yt93yU#S6 zEe~i`>?se-P5IE)0GEN)B1h}XvB)U?8i084(EY&t=<;t6u@zVzo^2>h|CW%Jl9B@9 zl-Mkod$l0cIJKJAbTL1BbK%O-zn~b_Fyc(3j#ja4E1$KRe^=0Y5?n}KGH{NHrQCP@ zwv?$~^UW!byYLz;tzqZC?pU-0@9A-7u_O%6P>M5DQN#|D;88-lpMR<`sgW@&8Lw3Q z(+Id{AHk1B#3ry01ArkvuNSJHyrVz--smS%HU?efusSy8pI0bJGF%e zo+c7p{#1-ql_F*rSQ_$@P7UukHWtThT0lT1BZSZzAW>1%Ojw$U|Dpkdz6ymhN{IcAX~D9H}Wt zPvmOJMZeg{hM2v558*;M^;>xA244w`E8a90$}!aE_YUoB_>G)8uoS6(=k62Oz@EJO zsh;wm6&RX9i78~$K|VYR+FdxNKW_a!SM%k4PH-=xX0d+Ax~0(+`=A_j-#1jwtSxxE zLpuWi>nLbQz3!#|!~qae`mXVGznnO`9`V5p@x>Q?>C?RVKyc7rR2+b%UxH>x4(DR;#XJ zF^P$GT?VWNl$~$mV!ARXuZS~u;-O2Eg~K1&ca;bSS%BUk!f`a7@rhJ|CGzb;(1+@q zWOoCIMnpIcd;63&J~CU&ptldyc(L3lpiLWIN-VrvhcE&DhQJ3!W#y3YS-aZb=hmCu zb01KBr(f(7ZOU+2U*h2q)va}8vHa4Xyk_|E@%p+?!;Zp>GA0I(ki#Z9*@nwK;Q4&OjMQS9NHS%-dSK7N&TqvyarfSn z#zo8Yg%hdh?(9MR_^ftCMV(ztASIdeS1AW%+JNNcUE(ibX`HK?a4zT2zL!#q>r*kG z^=BqmJ0(;W5}T{SeD&$qC3eROf#<(}_U{ObLNZ<0S=-sJHc%cr>;-0*MGX}%>e?AF zAf~Vo_r%%a)^>o80u8aCQ|`a0BDHw7LcR=ciI2fn_n9XFCCw;EdE2^$-TOFSEITI$ zdL3yYfE9S-w>KX%Al)ti@^zOn6FD-@Td)`e5r+pbi&K{n(SPAOSC`i%4x##o`K+#s zVr#HK@*BZN{`o*U3PBsdV9Ch$0Sih2^Orh+geYlk_myG>PbD921*v0PSG5xX)@ykk zl&$mUE8J-w6fmI7RcS_*Q+XUU)|}T`2qF@-fG;y{WR$;LogqISVCzf(gCKqg#TuJ- z5Yaa;bM5)aMEhp>8&L-hTMLw!+vI!=yJP*oi*t$D?-h%JA(U?KmHtDzb=HTF#I8XT zx05MS;tvgU;(%Hj$pTlAqm}#urgqeVHp*`BHv4(o^K;sk)<}e-HRP~h)n;sc?{r^aMB~Wu zTL&8+VpNT+t}QkiUR2+V-(`{R?H1g5Pxs}kBTk)dHH?0FH5C`|L6FQnB%JT2O z>?c7A+>Y;4N3Z(*4Wj5;c!vG4GELzfMo*)8I^5pSa0Br8p8@w@C!8^Gl^U^~U$wH41>{{&@V@r7m5-S*@kswD!#b9BExC{9P;@P?8 zw-`0B?^-Fg5HDO_UXCxzO)z@;w-#GJwk4i@f z@r3Pw7z>cguSotQ0oWj&}#Jojfif>4Q^nSU?(@0pq5Zq0U8?@<+lV#TYM+0c=xl9xCGBKm@fy z0wqNe6gqLEUnXi|O=Yc0Gz0r%4Z|=`2nWp`SNLHJb1=LIkS5Bb(Y8hGo!R9bo1Pv8 z8>qtfD`u;p5MbimS7T!sJkbXgHDsdVs+CbkaSPql92`=2pF6|C0!Q>ENHoI)=z8os zNXqN_6k(dfLb-TdfgoSFJTLxDt2W26K&yW@@y4xNl7fBUje+zQ*Fkme{2AVorvxCK zM7((BE)5~TWf%BL;!pJM-0{h>Ar;KP7n3aZo&iDjL>bc-i}dUFw+R8dM943N_v8?9 zjfuqNZ&B_jVOoAa$UEyM^VdxBVNSiwh}U0tHj40HaA%^D5FO{q?E(9fy|a?jA9YBVD9i`O*J;3Nz1^#M?PFn#+=@@u zF9%ihYcaS{!JG4KW%whaw? zGmwUZK!pUHQO)2&`4OOG=1gH3Rw!K!;VL~DvRB{V=6O#v9Jge88+1YH&46Se02|VH zglcpIj1aV1GCGp$qCj)VeafBABV%6e$;ByHd>a#?4-;7&HynR|UC#GiG=x4|OW*E@ zQG)N|_t7((Ald6((`%wE(RyqLy95e{^3 zUK!Ir=X!S&6t>(+I&8#-p_^!*9FbM=|uk?XMc1%@8#hv;O!jsBn!D}0Q z`Q^uE@kb1^L32i+>V{Ma^9KqG?$-1dcfI|=wTon{1E9CLTVs(s_<`GT)l*BiMJVCG z%q7}}X{nHZT;_Bdwrgmgi}E>e`&3m~DUJ$O?)b-`MgC2SrtE5In@$n$(E;ph2-*x| zJB@Xyhm;1vTbbVQ7a#Ou)6t0Qm(QfA6#X#s;%8mP##Y~?=BhQG5Zy|k> zh`AoBXKLu#{Loqjv7yktJ1m6UrD1?FFo1vJ5!HUOU28qk_BHqm7ymfweJ^P4ZLHzi!1^9_qkdU0} z{U`aMQ(hzzcQICFjA@CzUpkeHeU@S)9Tyit@CJ&m3Nppj0^#=6n)A-q zD8H+5Bg`M2VkWO){emn<5IQ%3-h(vLT3U}Dzwn1Q+ko5W4+HmuVMy8nmg*M*(jjq! z|Ne%_wgMm-1rgPZNCx2h#69*PO$x*R{>2daBcpAZ|iU?`Z=R5f07jl=L|KM85@cX z?QFHOn7$_*47E3ks3~Hda5!#nPj79oH~;*2)qnSLj&8<9tOA=bEz!2Oa+dU!t0`-j zGID(nYK0ehi+_5rKah{+j#6TS^-L7(I4=3m`5I0wZo$3ABPiGgN{$aab+y=EMJKFN zF9Cbr))zI)a4{?vZZ(k})mv>H0o(2^OC2e=9zRyryJ|Y|)Ft-DqRN;z8>MieHUs<- zgjh`BF=A~%4*+JA=y`B~k^6?QHYGs(9esT!`Iye&+$%mXv_PhgvcJFdr1LY2_qzH` zhm35z^Gd-~7*{bTBAZPOzxE_-ZYf%P?vIv%{<mo;Y(a_#mN?{aj7d&*^bYg8(4KfBD?3;9U=lxA-spM4 z!V`~Lp-o9>M1Z1$vB8_RG>&K5N!Qo@sF^TgNj;nQi}#PFwx(aD7v4Vs--IF@k#IHZ zp89Rc{oJRLJ%?h1*Q*!SB8}<2Ae-$Dds2 zEIn0W+$90@X~Jegn-9F3V8BAUd#koRpu!kXdk|akAE=4?4##pdYjc65;#$Kl1ya9q zo989?Zg1RyWeyTNzs{WP-$M8(cv_-nS(Z5Wz|GD~t(NFtiu>sy$X5ZL`v!J{1bp@Z z4@>bQ@u0NUUmmouYr!00;2ue!M`1}oT@GSNzeULzyfE;k20Fq4W=sAJ$M zFw_PdG&>-rp0cBIkMylQjvai+g6)OkcvWMUrNaOltEVYtU%ZLyxcvV_Kw7<9sF8m-aH^k2Geq~14W6C1X&A&iZB2ZHao2wom5UKXH5h`WsC*PoM#Jn z&+q{+{EB#U0BE99QC%joY{rt{iO|aX5S{PDPHo|6fgZgCoIGfJD>&kowK{*qlc|S< zmBkpmPwm3tt*C!y@+W%gr%>d6t0zmxrbWCj+FgHV3Pb_6^_wchW@Q|kDQl@kNTZ93#hBhTrdseY3S5TvGHaL&HRPd$#1 zWL6Cl&UHK;1i{TbKkw@H93fgs@ZlC7r!g0K#cWfze}@1B2=CrAMX}i2csx~mW20f6 zirO+}lT=@j^@a~n1W3y4HeP(=NA9X0n=Or9TKToPCc2GmC)zILbAb!e*nA-dCJxr$ zpGoQl@c$LJxV!D^xuZHgv|*7L?uJC%fV9Ybp4CTQ6?i3DD=%z#xjqZH-6T)rh&TWp z^F6x_NQxB`cIY^w)V%C*Y*{p3?6<%NqY(k%4#TMt)T+)VTxw@J9rJQNWulGGOx;sw zVoR%P-S`eT8cCA-I~Ux3!waMW6>7j2%tmEPncKRVF0bwQG-!AyY&8!yWtJ1wNE|XJ)@s+s(G&e z3<2G!`OPh*p)Crsx|$`oO8cKvHSW1x{fitY&z`H;?}VMZOjci>Ihj6)>soq3m_7#` zGVPGW8UapC&>F4Dfexc@Q4tCwkk)$8?rK=-$`^dzH(x&LZ(u2tdb82V&Xc$8TPxRf zBB9-{fd6`$)xQzs4*&}wnHjUK;Z+B*i`3Kz0MBnxecQ67{4Oe`=UrDH@1?)~YRbW- zamQ9_E*5ZL1A{WRPhZj&yh5Cwfc>X8?KSe3fKs@UY`blzWNrPr!R*0f}1n5JPk5GYl_Y79QA{+$Dr|gG z31Fpx&cQLB+K*E^@IJx=QhKi$=QU%;7A*G>+bin$I#IEfY>Y=yywQm70L1lAChZw; z9`M$|!3zeI|Auwv$?80r?sHx71u8@p4dJI0E8LV8ZX28Y`itx+3)-6J==b2Zo|#$1kdEZ{ zG8P|2p?RDSAvxt*!P5Bp)bs9f%=*4#_?xTPo1k|<963no>&++Lav5r`U;qMFei^eq z{ZoD8_p)C*|2cyG493$)s5n(W6$qar*iO3$rz_CT?U1~akd;$RCY@q?m;P!;YFtFA z;I7{7c#o>ypM^uX)|S?E7ohdW=u>|YgZ0AO!3jJpU8yZRM3(nj&-9EDPCOv7)i_?j z(5~60udx3KWWexG6_rWTkr}#&KEGbOvysv77 zHG|AhWVMXQRc)?_*;Uwv49pP#K}SbKcqe{S37YtNUp4*o!kTi^_hr$q!#(0LDo7>&0!YI*P%OGEHWCiCX}fp>19j_&|bUoUH(*!T&Q*KgoJ+rhQ>V}`^1 z#by!w1)+wkq@(*-icRgw=s1y-rsHD3mKu2td#B?#4ENBJ&yRVe4TmpR(jAVxVcn0sdFOxY7{!8BF!CE=RhXw@L z9Zcv!mR@o@S%(9l03<;ZOu`j5dC+t=VcD7@i**}tIxrVcv-L<;?sE+sWXfsjzDe&< zL+N-<7d5`<8RZa)My8s9>illzpE-ixLQhg36ctP{6cd$fCr8R!Rv?o2|dxq@H zO?eHV-kocgx!~0XaT_Z)x9a-uxEww`V8Y>YHdn6WBgQY@IXMO3VtMe{!ofKAkW=)c zEL74M&hUt6D2Hz=L)ffOM!hi#->1H0st+&3by<3dH~lyj=082#yArFPhx&zEg#J#< zoY5e$HGNOw$n{Y-j~T`N4u$^bB6m_ZgXX;lrtO|xne|q=C2bK$Ybz(u>ZXu{Yt$7g z7yiBd<%C(_<&YA@g6F~{#cPUi-vLE~u2=h}F&Mbu7qfYLv+l=Zk2$=1Q|2}TeK#JB zfWY;Os!b#iGVt5Yf&fD=v`USG!h|0G-T?cU6%2D=S%3#OJ5M9qfZ^0et4xW_mRprO zGEF&*;N8DEL;Z!t(xyiq-AX1yni)JLR|tqN0pyA;Si8gq{*74>>NY`5X%O6iI;LI} z;_5bB5=Xth>=U0L;lwdFEfm2-Y3-YM+EoV)qN? zZb>i@YY$cQPl{g{tWy&&5)p55OtH>+->Rq#8i;Z2&Jm0o(X6a3mJ- zQNsJTM(UHYf6b@%OE3C`)_?I6JcnZgxSITrFe9(9x4NlCboyR}YZmM6q$x9L*;0&eQ$ae}8etu1y1O7j+kg3o~ z&`TrHr6ymFsp0Oz&YWsNx}bl7L#ZLlDkE=>K3vHa65FjoT&GtmqJHPM%^8R^kc@Bm ze42sYbyr{z*6~pL7Qd-WoGPVTJ@ZVNPMb{|SOr(ir=>vR(u0w8PSWf^M^MW|)zmVZXT1)oBh*Gw z(L>U@xyw8BI$w$nP7Y7tDSY&PPJ{hb0{tSyN5WsJ!2jK*8H0fsGvw$fgOf1(v6~Z* z?D7TLD9+-!KK=dKa!gr4w4>DDbYUHXgF(*=^!8UsFFZM3&ixNJ?+XCQa|u8dAO<&2 zrzH*%f-K?6P);Tb2KS|Z1J+EoCky8~O-J3Oe7wEJ((egoE_s)tvakr!-f z@bFY}+>AS&?W=bI8Y1iFL??kL+Zb9u)}JgyVPzVFbI_XJS>?JpCz9GDO+PJ%i==HJ z!Q)s>&_wbgHzVL@*{u>!fknQ>H=?ihYQm_NN^Y-sgm2UysmsSQUAz#ilk!xdIVw(} zIWS%b>dW81m-iPG2oA@|XP>O+cyn#wMFfa^5!uMYhd&4pGmDs2M{l0;bJ30+$ANk19flT zLKJX>*haZA)maGI_5iq1kXe@&sNG-kllo`&hPo>baRs9)Dp{*29)flpJoNi*1a!D= zvW4h`b}wmAjPk$teZ?NDHu>|fPez)T^4{j(@#7gtG{e5b+hcfhp$-v)z>p>ofrYl2 z()5|{xJ-IgMyhMB^Nc~omnZ=o^?UruRH`nY11^oz=KqjLy9G-O=m1egvBC+3;Y=iM zq_&56vhfkjGkoWL5Z3?nX(gv=tPK#7WsDztkAHhKba=v!G@Mh^!&&Dw0`T8&K-XyY zvqkl>5Y!WCLm;s=9c)}U1v3_4Gy+fZx4kVkVOD@hm$EhK<2$jH*i8dvs(BBw!dZeV`F8W1^PNKbZ3M%QB4+F}I~-Nrlpr!M8c# zu;v!+FI0zFSh!&WOE>#F?5eS-MAQLDn6yCv@m@2mCkdPOmSz!o!~0g)wvgBZP#t_R zi@{`aT)vVsu6N6``33&UJ^Oz_j_<_gB1IAgJ^2aK!sWym+u#=}1q@zUe)v%n=Vh|G zBX$wPcRAq@TS+CinebdAYmucvNzTJBX=-u%ys-(AX)|By_1>z9vRx)m4!S|Zb5D|p z4=0Q4i>01gz5`S%0=vVvFbL^(ut))W0zFP;gyV)BlNz_2* zX@*V<(umRuWp8id^-$)aBV~hw2-J6kVJ)aoZ3%V<(S;e#VPh9X=<5SM*wCqXAg8VHx)l86m-a04d!}2exw4%+AIoUY&Z7%o9^2c}S~vk#l4@#(G?{-*(G8sHHSSbu8WwMDA_8O6`v3gYMM0PR;#t>agk z06`DyI;VJ4J1gcH)vKJ>XU&f)3_v) zMthvPAc9d)NJKkvABZOtYL+>8^x2rq3rJ#H^;PkqFC2ZrjJi1?b~LHe-Jyqm(4+JO z30R=n6zJd3wwWdqH!ib`t9`ggmc(qB^if)#1wGj-$9`**wcKjQYHbK4_8=um%(GwJ zBy=!w`uuo;rgFpkjm*IjzvSN&Xa(sC?mF2PNo#!kOcv^c8hN?n?{h5b!*dB(9g)Mp?brk$5WK8i2eZ7&TD?%_( zK)})6xD@mHjdi)xxGaV zj{gy_nq2;Mt3JeoZ-EuQn905$^?b9p+?z|&?#kxq&z}WScYFAIwpm3VEG;JVEw;eZ zbKQ5}Y0_u)Q#B-~3TSXPyx;oMVEAf$F}+|@2R~!M5D+kh_c0+dJyl)Lx5$Y@N?>IM z0}nv^v@#jG{<_mMi#w*rTedb=8q(xcU&XHxEEqTz#*Y7c8ZA3#krqleFvs_Xwsxo( z!jek4^T~%;GW)_1BBtPDkpfIS@GjzIDu%_h(N}%`JdkU5JHMynrTA&(+UrQ8k`pHg zaYhWN$5M2pW*5IG$-7*d$Tx4K*mDAf7TAoz%BFuRogevA@fLai(8A7bi4;VVXwru$up*X006-NWc3Iy7V^R;28jyCu*A84uOc$GgbuOo^ zsPWys(tGE@%`AXs_&OCTzK?mBGP4;i;hs$}wEPd=1MrA{1?_JRl_1J<`^5nf zJBMZXR?f(X8k()MHaIo?$2*UYr8F>wW4Xlnm=RapMY;V^v-o3qcJ5Y?ItxME2<)Nc zjzQ|8d3f7tTSwt|?H@20CEK6){nyB7bXWvJrEc@S{RFNXq|bM>i>`q3`am?*BqV#k z0^_z>oCI8y#4Qz0nvd2%iW&)k$?HmET}&LjP%o%nN>Ki}6I_x@elZLotq>}k_u6r) zE~L>X=+=2^sK^7m(s(kpiNFL3t3$l6;CKP7x~g@z?5?M+BohCek}~l)D7KI9+BHO; zV>q$)OR4%|hysA=E%2s0i2LTXcE5ZmHDg@>DS*S+i}pe0J*a~A%0FEonn3d z^l`+g;XU}S$$O~Y=dT+QuO|QIAnAvxOh$#)RCm)O8&agx4smuuZ87{0Y(U+MR9HyA zJ4}-c3%}Aob*uQLL%1U_(9wj^TJ=iw+R^U+gduEOSw-c7Rlt$0@}=y_toARRh11*T z*GMdh(DyP9b(WJ8yV{cQ^AqZGwcN7p!*lF4s|f;aBHIBEhunTNN<@+mNlF-ZPbZkP2&VQa3ykf=ZjVbh7C0;#yTqVW)dda2p`?B zz5UIF?q7lv41v8`=trV8Ue!FmT<6L?e4WfwKz3K%48BT zmU)E}zeY^|t0fx|h|d#*>r5cs7K@0MIDZm809&TSr|A?#f*pXJBhe+GrZ^SGEvH=S zWDSfu42Q1oyLUF zH6j86Wbn)D`BF$@UP64abk4tq+?5xaoVQUDQw`5}sE|_|spEq{AiiWAhpV_Xn;m9z z(x!jDM|pEK^hEm3-zM*N7BDG0Wv? z`i-+E=rReB!HK;}z6e=cx@By;jJ(}A;%nuunsbS3s-Ut(7!GBDkwv=x(vh^rq;#bW zK1`He1svNB=YdV z7f66N(^!5ja4$w8w&6R!fiM{9{w?c1S70G8;kc-tgas24twfpJ6Ha zZRMSvu#z2|13cSNp`Y=hV2d!NxUCl(qw(H(e&|hZj$>98)LQk$UavN6OGTlDcgjas zL*S}-*LRl&PA~ZD!&Yu|8WR!Alv;1?^BfwGBf#r{y>z>t&H%MJJmuZu+3lv}`DA61 z9fkrB=mOH7IbF<8tIUpN>zUh?&cyfPAU8~e@uK+y`(^RrH=4-jft1F{eG{4(h+TgA zxw}49ZMQ}NC4Ix=MvC3}C&h=V0z`130mA3pcx0#P7c$vIkSRez}fnnmGM^;t`eq0*l=@KM?Of?bjt3sQfL zbofe|;p~3}Zk#(5DQfR;+bv_X#;?h|0t-D%d~esH3oMlR3- zkew9}riV@qRxZ&Uw}cz@tIXRLx()^?Ps}(5tqxL%f-%qHGIqxG?~g2sFU%nXF`yHG z57E>Xtc6ip^QFl$o&(mW$>{P7)>eo?7XsEB>vs6F+B)XW-FM*D0f8mCa(i~%0R*>E zLoV1<7E8DIx?2r0_3R}xGjLueyHlc~)J~7;uR3;X z-R#=zI68$V^#NquugDxXYP2Nr-};fV(@X_^KcN z82`GY{#Pz%Sjp^}PjHo{<_-i#l>pa-5x$H|rBNN*VdjS{MKIy>KYf0bmY(Ia+u%+2OB!1kPB>ThfwF@8)D=trO->nD+Pg+QrjKupkjWv(16oWeipCx07NY? zc2#;YJfQz&^GB0O*mspP$>IeNW7U0sj@YGN`ZXE~KJezDSEUPALXhqW=Q?eoAqg^F zh6Pg^r7A^*jR|O4KI=Ra-dzAy{~J@>*qPWG0*8`{*Q~E$We~O@1j#i0Gg9vc5TwFE zP+*^b0BqiUKrxZfe}=1$+}_^i=_{+}p1F3uENURW2^--? zUf=FRk>8}7pRNSuGp^XPEn-cW!z2g9o@w54V3lJj{*>Jcv+tr9{-6| zWo`zK%#Te^7J{Hw> z&AwsvV7(d65p|dcek4{}~`%<*LheaOyM{x(42 z>AM9O$CY}}N+G<1GB%nx#-Ik$ef8C!Du-D&OB6t7b@B(_Ziz+Fj*`b~NsjLjKkRt^ z9K!U9fw34l>L;OE5s_XAgbwu{3rP1JKb1CmhCVlV7TXs$3W^g`4Z61A?qRFf30l~7 zGVT}0(%K6VdGBk8B*FvVlcb%gwto>Asl2dIGRt?EDwO1zdA9q*mDmtG;|$bPlyV*v zVM=wwM^dKy-&XeuT_F(vnFR^DXj=_nom|Pz(CwNUGpa5Go z)~X8cGW(PfYKax5h89pM{{6Sp_puLfG&q}FAzujf2=Xcf5n|S3H90LPOl+v74-}~o zQ1cDQj#$G?CzeYO9S5f1hx9`Hwz)Eu8tQ{OPt4+l4FP)vBFJ@Eu%1 zmI4%K4R->%tW5Yu;-Dhm!32nK0P-=TQV_odegjym30fSk5pXP)7D-7wF5kVmYJE-G zZg*1n&oI&d>7ji)CpoahJO7*w@zwQRM7U0~!IJ@I+*@XAE&l8pW9{>x?oi zO^A!gG}xlJJ_jld-~&wm;H%1Z8C+VpcaOSEvM7?&ImKZ10x+!X(%-b}C(j%mc?Ij% z%9u5+(1eVXPt`a>qIP4>V5?=Cma7>LRbT~uj`et%tzPp+gL29O_6V)*UCaV47Qz{U zrp6}mhYrgpI}mfb$-~RRzb)<9A@qH}+GY9#>OZmiS$mMVH~5VQ8e|2t@a=Av-du`# zV&c?-oVB3OwTgZtmd>*L61Gl6!i~rh7CTEdXT4rv0&qqsE^qbr-sZswpW_ZWzPT^jBoVdnmK= zLm_S7oznZkqX2 z!{_^SP`988VT-n;d!-Cu*#HJwU{kdWBquD0P&G_dejy)++iRnGQ+?{ci%K3e}QIVR>WT%FL*4x8-K ztKLZyF|L&u9Hta%k&vf}T*pcwyH4t7r$Fzpt+660B!LKy_Q*X6&WO}M@#R& z-Tui%>~>Wh)UAk<5}3H%m2o)+Z=QM($^L?|w~VojqVtK?tXI&+?`N~x081#t8Vja! zqod2ys)J163_>etu-^fG=I187?*Cn{E?+D;z28${+EbrI>p&KIvc}$Dg3fy^%C6wi z{eLvQWk8kL`~3}A10n_?9ZGj89U{^aM-WgtM5Ma~N$D=7LqG*2Bn4DDq(qRG5~L0w zA^lwY`};rhW?ncWaJcWiuUPA|*kdCSnC2z>EJi(o|DiSNz1m8SafZI<6oyoGoHt|t zgIe)Qs4U`7TwEJce3>-$gd%fa+Q|0XF6ra0yPIK zt28vB)y-|5&rUiH72g!7h_<-RC1~L2xG?TM5F)^ZK&>kFt4w>>*ofER?E@J%1Olmf zDy-382-^M+qoF#FAt|G8XyJ4R-2%E8YMmD4xTp(WtGO{)5^aa=J{-O7Gl$R!P|U<{ zEYe2D&^qe|SOLC(JtjTIUrkLn1=q?kRt)>;frqSOq_Ub?2#f`RG@AP~D-?&+cz8&! z#-0JRmR>!!9X|M}x3mc=VSNvB!J7x=mWqr6T=q>Be?PPy0^)!S5u6BZ12touJ-Pd{ z%^VCNwYUX#30iTKYQ~)4pX5R(Kqb3Q@=rF&r7@Q`BDY@aI z#m>InQ*j9xBCL=U3p0MyyTPPNU7uwjanpzjLBHA!3bqCV)CvNL`_-?Oa>aE~+HvtS zf|;)oe#rur?1>lP_L>_+Z{rOWivrI+-2fSl~D8I9tLWb76U;aQNg zNLxEu{mCP@ei$Zsd&E@@X8uXZ`;0@glXlx~>iu%G(pV(T&dsaz5?Sz;Ea@G=84Cp^ zOjOvj`y>n)iesb?fA7IwR6lVw#z}s#r0$~ahrGG+n*B+)X`4`&t;1t9`-dcpkFi})`>k8WGzs(^|k@d|4^?$6_A_`_b`yVv9|N1qM|~J%IgLr8wtS|7^wD|A6sMv zgfg3|P~0$owYKBZsi_MDlk-H>Pd)ndMb!4KpNE7AOQ95An;2)if(&a>?!4rw^`50L z!p@cg=$PPGdWfIod^eURZ;R(}nmERja5`PZ`i)o6f{SYZ;9yP$_%$ul;>z;3d%8r1 z00)5z3;3Z>Og3nOJ>Q>7;9obgOYNVd+{VrG%TZ%yJ1hF^^XYvZ#mU5vw-2dS+pxLO zl9*xM&z>7g4*8+}6T*c(U}6L&S@g7POInBD@kE^HqcK+8r>F^-7(3 zUu-4#pmsb(vqaSh^*6+-!SBsyesPh*lhOfhf98p1o;|YONpS!CI^LVs9{EX{w%!*r ztP^|@rsQmju~Kpji|-!1NU(VKzFQ&aiu`(1IboO zn{(4_)R@L!({nrBg5%0Mu(e}aYK`;odsT1=KbxeAh|WrTjW$$YWlP- z-cJ+0ikx;fkGF3Nhti!L+dBrHzcXdKVrzJUlK$@nYF@%KP|{Qky@@y%Eb(C#|1jr4 zrAyx{Tb=WM5NB)(YSCrN-PcS;c|wFZpvgdh64rpwo(DM=n@lOB$u?)l+7BwftKNm^ zR~ti*biu%uv3P}O*!IFu({-Dc>DUFvCjXl0PK@>;aAAKw9@&t_PsYBnu#^k@={YLt zeH7E#Q}}Yl*ybo|WW`101^mA#Ois>aU!`buJhEbS1m$9Mb5$2MiFxdTBP{}6uZs_E z45;U}c76%HQGAPp*-|9CJs^ODAV@RUyp5kFJt?f%+txR4wW~RL?k9LRASaUb38A*# z$BR#=jcUqZ#TgM1VZcXi&wzPK36irM{y(Gp2cXX$iMiLJ&wU+6qHr~&1agq@uLr_+ z(+;yoUY`T!@IkK;eK(|-ke(G1vD`T~CNNQ~SBp8;?@c}_iEyM_tcN8Q5I(-bX?R#; zuDI0CbzEo6O-4@C+;U6Yg8XiKoYf!)Xo(@(D|2wdN79glDJiD%BgoJIR946+dz2Ov z)&bA@2Y{2QW^$x5lYH1oQOg+hyLDS#O=%m{(rC>g9g@Zvf1t2zD9$?*qnWgzvtjWk zam%wIMcCm6I-Gk|izbw_AF6N`>|E(@8b-_P(QUN4dAz3M5?13rGO z(a-og4?Aon|H#p>IVnYRN#(+O5kb-QGIt~|2~L!cjOznd!H(%53qKE1jZa&6Zs+$s zVA|HWQ*3wdN5Fzuh4RV0GXxa}!Oh0^oFXrz{#5i$-a1xVFihHyW#EO;4>(<-2-);Z zJwxdlB+CS!cJ#59f+m?9s5btVucAg&3=A@uyfH$;jCi!4yIu^R^S0EOKM&3SBLqT1 zzJ%8^Fi(hraEdu#)2zoC$>YAFin4r_)SM@EC$k0zaN$I#4^FBaZMa0M?)gNzdVG>2 z_{^g$a&0k~J0dhM$j_t3s6E972Fn7Cc>e?Ythhgnsgd9ZW(qm)izP1UhO1$sVEXiY zBY@6mp(_y~<-m-nYmsigd7kl^!S}ij2V?)2Fb=o`A|*tdDyBcXtwNDDcd4#mVr9n! zIwype;-VmmU-DYwlkpQUP1}BpzB;;q;l|EQ7yw(N3D~t$Zds8bNb;D2=cz0Nsp>O* zkEd1jK}hU6#IvQQ_cBxJ4( znHKd3Fp&2%RAb0y-GzjNQ0{G%IpL%|W4l39$hyy>7|f932@b<=U3Tf9EGyGtlem=Z zO@1Z)`Ri9gEQ@fyM~~Yz(V*WKumFGeWkz4*uE9avD!5+4kmr^x{1vhN*YAlmgy#>< z2d_?EvU|l0B@bdVN#^%B+)-4za=BLa?x2O=?p=G(jYE_daB$1W%zg2Km>V;pqFkM7 zc&yvzd1f%HRYV-l7Ep%WASaxKc^v{CijouGAH8%wfc+%2>i{gckf=D!T8iQ9_VC5M z?4>B?JsZjb*5L$AxoEy6yaXE3Z$u;!Q|@z@kSrHiH~+)EqFDrh^zMSAp4NNg4kBH^ ztN(zB`GC?@5yKjzxX+N}UwH8o^kadXgp{<|wG0J4Ma!Ha6_OY|IeMn&a-eNgJX4G!|4CW=wtCQjk%Ra!; z5>h+yU>OOTJtU!B;PJ)(Jer}rub}Op-XSNb*U@00&5r}s9}(0BQT*HL=S`@#&&sCH zfXPY;7sd`#hP}qM!-c{yrOv9XB!S#=S+E!0yvZ%G$6sG6DdZeob9N*tBLCL?2OdE? zo8OxrLk^emaL20}K_&aC<;raxcTg9g9B-F3bgDv59?tMTb04lQ*Us9hp`pOecowlF z(zOKs;|yf2gS1-l*9P|Nr+Ih9eAc1(O59WuBDw0B!)R%QJ4S5sErsulU&S?LGrpfp z50vt(i^cQm>a`zru?mAu=YNPotnaB8lBQ1vDmBCVhO}YG=?Gh0y@`2 zQn3sd|8vrSc9RIkWe%C1tlN*&yoL0PLcO&sDIJO4`4qqfE8HFl@LOJz)s996I^D=cuNaws2p`V*R{wD&0YME~@ff7RnwdO(P+Hj$YAc-51xRM1%jfYt;kPFlKqhXk6;W<9Ta&VO@PCa^lv^EAb=@)sz`?}nZf zV%_NOjU-MnvJENoTxsxtxj)Kbz%0X;27G01#-{mj@`?B4&3n6)ri3q+9wi<)&3X9d zmw&T>ZG#Ruf7!3U`yh=f$v~hNkUl_c01?d5D|xL~=^JXjRbl;{TNb~Wig_~7a1SK$ zci^9)Pakp*$2@S>q}8ZL-mRCJepToa`V?%V3_ET}ctRS1{MD9RJ*C#s61oJIq6zSp zD^I-dUMM%C_`SbW*@rqfTiX);j*h+Nj~!m3d{68@DF{WvWEM!UVK?&!blp@sG8F@u zSKt#M1qo_YhD||b_sNDn3JXML=&=wH>{IHj?=}GLjFL!1xIUQlCk|Q`P>(T1=7^IM zg=`w0?ijkmyE}Apy>Fv+XXfud=aza-!2xW+G+%7o6kar5`0 zJSH$?D-RT}7T!C)%0Hggy&waNC@{8>B@XaijiE|AO8qO$QYJN&{4`-!*4l+pg?>Q=AGl1d- zlNtoJhn~&h~9epDn#Oi?<}#bRSm=s2gWpmoE>hv9q_%``UXP>@|V> z+V@i9`8;K{b#5la|CI8)n0vFUIUR|A zaMiKofBR7QAW3NiX=~_~Oq(9a>>u!JM`@wP zu+9H3NCvUdFI_$#;QsfU&?ZEYfJ~u9<5G?p4TeLwwt0pZ-X>_8{E<={8OXo8f_?(5 zf#x)GElHj4ubr!1DzXPIGvAz`QDHWy>A;#b8u z(zaP1gHPnX2j4Rh6i*p15iT~QSVw$t_#^=Lb)ZLa&ctiw=emxUWZ$_|X$67<)j8Wg zFP1oyo`KWynK&-%7oIEs{Q}E!3t)|h_Eu+wOm}_|!3>>G`s)m@|Cg-%qwwd3lr(uW zUwSXHPFLtNt9$0KPJ=KSoKjiY*$gEY^m}!yOu^oRJWH+NZywyhuhJG(Por$fr?*=? zmlPJ1w>!q>vReHhND~vWbF#4qwFx9Q+**DGg*S*3W&xEdD<>EH_A-@Po3YgP=77Z0 zvlWaL_g%XzVZdFmm66uxxW2@BJL&2TDoik?%Xv)0zQlJy2awz#nRAl6wU}C+^Ro^e zv!tuecw$(N_EgkY(;A9ASHbJvTv8%Gi*0qN6nF$B1w`YCE@KI=3qv>b!+=ql$K^b8 zMObT=!dY<`Yt{f^6l!Tggi=81(3Loi>WxRBGC{@?dfCA z%bt(SY**tPo4*Z$_p79S{j0>@#CPo3yT|rE0K40So?(=hw;>dMRKREEZzxz<*;OhQ zSnhjEqLDkKWJo;e%dioR-+9S{EU? ze*H1$MyR)ZU4Pdu&gYxa;{Jn!7?4?ry`?F8_9lHPW{LzX6W|P(gS5hmxrjf8WTHOm zp3-T9uMUWXOY`x-(-;U3A8|p3C%Y=>|4;}6Y?d_e?=R7KEEg4Qz$-8V6lri6HWGA# z4+IA8$HF><867BqfFQf!+^Gr<)F6NPJ z@0_XuOk!wwnEmYy0b*_7;lkhhku?H_*}FY)rnjH=)4$iRAKvARU%l4M3#g$`NUP#j z8pacSIwCT{z^Pj<+W^F@1lHYn zRj2$3Oh&-P4FWef=gB+7VOe65d8r z)0K{dBO)biT$fQ|q?Yz40rKGNjCUOSn(M-iXj2U@gmt1qFEJ(G>N-rV)o;U>$*z?F#aCv_;XpD*^oA#~!*ry2&bGh~{VvGgazAgPr|s zD(CqVR$}Th8r9#$X;??<9UlqkB~eQ5))UVL14QBw2G|+QMS-4mzG<3nPh9B!1GW)Q zv1@Gd@P)3Q>=>Ss!b#W)P7bh(Mxx39I!k7_8lIM=fawQqpZ~|0{S|O|Hamp&D?9>D z;v1jO{A=ZT{sQ`h>quq-fMmNrA0lS(vN**nAMuy?hi}02|D|W=@j_@jMbu0Ev+Ha0r?xA|}S^w@AgcQI#X@%`W7%oB=W<7}J%(f?whUGNz>&#Z9LR>cMezA ze8s)tIEB%4Bv=EP{xKfVz~9M6BWGocp@YlJOB%j<+D>0-Q?l9jQG0<;tV{4%P77t0MVl~~HHHHZg z+Ix3!tyZsQPGhwlO5*%`-0s@JFrEm;B-9O57`pxE^Am}SS*oY=V<(GJr=bG9!gqZj zNr3^8`yDd%VQT{O_Cl|UrgB4^p^UFpo4&Pesi|X8yPW?T{(;hm9!F93j%MUt(IA6H zq4hhS4ce1g=C2;UA#IP5iv%}1tW9QtK>K0a3kK59^t&6oZ!wR&A_iwMTL5{xV$$1r zVTHLAYO3Bd>yv|~V-)|WYunZc7hJK4e~*A&)efT4A5%46d$x&2#RBM|@Y-F~z(zS@ zZs^+3!fTi+U||B6QO#BtN15%U=qLEy)j&1P3;b=w^FVLK2m2YB9VScNxtY7~#zAe# z3uiPU<4A|tGsJHp0Z|x!#WLOp&Yvf&FYU|6epormyihf(haVhnX_HRsj$I~4|79{u zoTPu3qVU@z$y9ZtE1LZ9-sS~B*R@+)5dBy5T4-TJaXGK|jq!r^k|nEEu-GK>S1Ck? zeh*ldg(~eq0Qf%`V-4SxM;>ovi_n|x$hDBaW+w>Pxgalv2qthAPXLTSVfdY)o*{xoRrB_O0 z=S*32x^`QxDKX`RC>p#5ybfqOyQlNM7JD@>oO(BIZv#m+d?ddDl`Bx8F1!R!INX)3 z;3*H?+HzE89+RdwGM4+pd5N84Tc-W*7?}HW8ygKeueu(JkIUzl=nrFVaBy4%tx38h z@lwZgrJz@3fvVzNEkIZggfm9Fm;1 zhMQ$doE&GAM0`8L$UxyM9K1VJJ)2&vcaif@=H}fT zi9FgYpMJ3Xm4UJrp_+lJAOlNC5F*WhMjSwTru$n9NIM6H#04g&K|a4-sGxF-U#FK5 z;b=bLcqEo`F6uScmP}7sL^BjvCMu( zQTeg&i-}c0>~9P`P@935;KCI#eRsP%v`Slc(z6LtB5rxf>3=Oyj4@0LV2WSZ*i7gh zs`)ueOM&A69&kWaY=WleqxSD8k}kFwH>TcFsXLy3VEv}KR*yE*w{FcKSO@6D5FZXT zMevY(MXv@dRsqp3&6b_E!Y?KiRQ1}nuJgurR|;>&fGZO&>r;MW=Ae>w%9Q4r4>rZJ zx~h0MpnJ6k7?Mr`1>4Up(Tt+aVR!g^U@;2(kas67^Fc9NDmQD{Ox;ifv}0> zR-CK5cuYHJm6nlVd-Y_euH;CU;D@WG(TODV`zWXMYao7l$q$%#7xKlsnDha~7Zp*E z%cbEYADpQWmgl_)UEc?CI?(_)*(eT}CR0pXUEwevWggFc|IRCM?nUQQZ^=yaN#T84 zn1sMq7D^)v#Y)+HL0VWgX&q}#HcwMH^V}Gpb*zORpop6IQyVvR-{RjQJ=X329L3Fc zwPEiMk3<$^Lx7TAqi?|*GzwL$ZAbNBo(J?=I0U65XS&iKi#X=0zFr(eat4M&&D?*| zBGL+^$zD-{^kBV|Et7D$NxZ15-G>orOKVpp^oA!D85ChdHF80I(qq9i6AytUFruHTWxkgC72rmC$}fyk8MQ%bbB_j?Eme?K@gFBaOZ#qJ3;|=R(QN4uilg^ zQmf=@-4P-i(xnO;d1wMQKQ|H((+U2CSN$ zL5=V45L7k^VAL43*fN4@Sh6p~L0t{1n;A%|!s}a^A!rTR&D(px{ge`}PqTE3qZ2eshaaQ*W&JX^yTx4Qw zkjjWrnM;cBJwNuR6k?L97JTqtj)m+~=t>7)y`LL#ZjfogUBUD$c4qJJhc27>rK(WJ zEA8C0|0MV)YO2dFr+>?Z{t)!j&9Le%?4&Mmhikd3f_237lh2RdigquBx{Ag&=YVKu zQ3o5PvGUcsFo!*O?VbGT^4yQ2rPz!W*Lo1Yx|3#nc9Lx?Se}xdk^+6)GhDaxQxAlU zpqkdDqPlJU83wz#N^kmqaV(}1kG6yR_~y-K$6|wUK{A+pf$zIlc#cpxC&3}g$?L-l+Cr|a#^_LWsjg_XB?`i}8R z^Jf!767r0|LK@Kmc`sQ+`0&^d4^3f`qDk#-Ka@l{s0m93ooZVeKcYLa5Hs_xnqdy#5PaDv1ucm@OExlO+dy$n(YNR3ud{Jgaxb_9 z1c-qgs-)RTkdX^_TML}Z?+Y8y!-ZJc=m%Ss!fHWnIG{%d|`E>X~WU`580{+z)d-H`@-$5My5tN^80!G5v)RoHo=FgKX? zg(*rE(A!;~8>88nNa(s41ypb#wkP{2?Ip z=YTg^c9d@MNZh{R105!NjnGkY+1EnKn-WZwhAavvBVs7ikE{`HIf? z5$D79NI8k~3xI0X)z!1Y=)w0pj`uBZr~?<<=Wtg~0j^r)_iu#k_cMOEmxN+tUK5Wq z%*hiM|LfE--#>&ibrX!aZ~5lF{1~BKX!IwMMgt3UQlINLZe8J6dR-)*LM&44@W9+*ok4qln2Rq&HPta6|>fq^uhG+^Duh zqnc-(v(l&S-#9c5PIWgpNCmzN!nnGBVq&#W9}|=OcL!!X?V!_x%O$~pB9pTL-#|L0Jh8wO7WElA>0%A7eZ$&N%At2pP zZEZ-*OF{DdaD4jFr(gWR znpGNAUliA#JeS83_w$uH+p%0CD_6sWp0o)yW-G0=cyW_Deio&h`-VWBp8$R6zVkzy z%a}m5TYs}b;Y^lb2NT{~t-3ut=^+ydko%v9K?pR!A3w}zp*8^&k>Gryq~-xI+UAP`fk$ zyWnJfI@ge|L#@V3IComH_j^+#aqr~cp$dO|s-nzpVBi(kFJXTE<*bD@m9uz-4cx^$ zb()n`AB#PYcOR|%@G4d=9-i8*)5f~+jLgdHJZyQ(dgEo6iQfn2D>A!2%<*Qwk4`$U z$Ma4ZBJm;`CS+UB8{A`6dei=j_jx4sZJl^a!pfKyNlm|gixqWa<%Qic75Gyyc-Mo% zj0vBEd=o_GoG_{9X*%MEJ~Z)H8$UG?F#t5rR`K5qBZsM>DL5QJxl%raU-g$<{dpGe z{e|;OQ4(PCMZnP^o2r1GOnPMohhlO$x6p9YXbCdJxKn4sLWv4lF+%=z0PY%hNaoXhwrUY+qq%6fRzzOsNZ&zD;xdZxx#%O>K8&D}wZl=M?i|Ib{V#lz=q ziWS(wlx7b#^O(I~9|LWzjVI!tVPZk~}30g_MZcBlUKgzpTP*G`tB7PHC zK*J_^vDr^F-@@J}rwe~)n>If=;qdYzQzXH5Nkx<4-UK7n-8QanzS#*-(I5ebsV*J* zPGA9zcC>m5;ep)*xXvXQPehqS%?Bnc$@(%I{ZX^OIx;l$D=%IZlL>fi=)*rsy}nHk^)>Ia zAy$}w%i%N2=U4>cA)+N358zBXyolrGkFZ5Cdhk1xg+Zp@(rTRi4K(+MOdu`%`||9j z=Bzn@^MtvQJ6bnGq|PtcLAAr=mkV$9wOwN<8sUR7A0v}!_IUfcs`#et(2pMouR41# zHjJ{U2lFy{#F1|M@E9&=1m2?c*&ayg%ex?J;i?#v(5DF7ErJr*NFqr&k`%e6PKDYF zuPPLRY7XuB!6*v=L>q~_B;_db1E`t#>KmN%*4ur!B@VU@UHN_m8`FbR6@xK{LJ!i2-W(9kky`-_4wDB86i`W_giV|QK|K*Q zSd>6@u4SWS*)xzxm-<<$(c(|&kne>n=9Mw$adiU{`bI3jmivd88QVWkv;T?@;!`@5 z8355qt@PRJCI#VnZ{Fm96nr49T41}QkuOSuoKQ~VsELSNMs{g)V(=$(#Xm6BT0=$^ zlibd}cbEYd*2M-MV(>mgwjKJ_7AH5FeH5t^U{Uw-La@X@`1O&Z=@RGxZp4!34}ctar&)ua{GORT)-v^>=Rpo@lCSun805Cn)^QqC~^N~p6=6`N5Xj# zRlaq}^jCmICwgCCj&%m5CV+S_LC6G%5&w>{zR?bIZMaKhjE9dY&ea97KU#9BV;+A9 zvABSFVhv+s2x1E+ZM_TKEz>*RL+taPoBXFR%!wUqVp>gr?qzef? zIk9&Jc@dkQYI%oTN%6~XRNoE_4bgLPeRE8o6oJ*{tmnuAIbbXg6`9Il0QvDF*xk{4 z49rd~F_BaFiO|fd#fO=J^xi04>T2J*XZ<0hBj&=kZrLvG7S87!X}rl`he_qG9cv+r z`Mw@9&P6|OTY$$vl&-JQpTT@!MT8A7kjhy8$9unGWbsuV_lja!M~;G$QaNjc;dNkM zo2(jh7TDUyjST$U1~@A6=OuZ8NyzxeTP@@Y_44LkG>30x$a_t>wj);N?c=WF=Th7- zzAjwZcK_)98U|NojP0>6#^g(;2l|tp$Y0Yu>A@1Z%qlXgxAB+AkCeVp!J~8r7kf6A% zkk2_a0kTgtkHME$q!7LK56Vn@!J#f1r3mNJJbfujeP4aY?&nIRjX4Y!{g^oVT(y! z_1-5?A#*aE4K~&hUj^wUyQ$@-ob)7{;3k+Kmv|n>xFCC#0Vk5gGBkG*nHX~PRqJW>;8s&Vp zO|C!EdT}<&v!*+rlVIz_@RpG`>u1;s+xZ?+q0hl(jE!qSApnGd``$p|zXKsQqO4Iv z>R`*$zjkI&I~Xo(ev&@LnSp ziDdYZ_$Vu!2<(jJmH|=H^jTkTFzP=TyySZ{N5|3nuu3hOCUH+iS=ot^%3&&gn5H}a zeS1(_j^%Qf0VjN{zn~q}n2uc}=%Z>hEa5vjfmgw(Cxs8*LnV=4)KLZMABxk$2P;^7 ze;>}KZ0zY^`9wr0KlW1T;lA4>TeCti+qJUYaSl2@_)$~m~Q>7HONeSS-MMNiGB-Run)(Nb)RY_s5f zD0{v_Xc7Qx*+}x<5jGRhG6M@PpXuSO!rzE%Z!Ar~s8X|(6F!6;jFTedfB_5a?9kip zbGTd77d0e|`7T)Yq9#thJOqp^s`O&ZXd5^CGZyFjVXJcb5MA&kUE$4GF zY`Qw-64pH3zMYJ>>ckmH9a#KR-)D2PB^~_awc-jIvdHjgo1KKmioN;ir{kc#WTncZ z*Aw5_q%@328dwk9JZuLY=p_m_jf74>3J9?<(P2UfHi;QbMTH-Hpae&tXV6?0KTmeC z$iH!~H8~$Y{l61O&b3c@B>yr!m)TUH|C6r1(p%N_Hv#|c?2FByx*QhBik10QkESlR z4Lc8&ML09=$0{6w;`OJ=mPLls;9S0!od?b7qIWDohG5tRMI2WaRkicIk6BqbfSS_y zD_^DWrt>GYAU-Z`19sNzW7TGE3a_fYF9_}mi>!>YG@ijoCX8N2?;QD(UG zBdn+Yg!MlGtZyDf{#uV!;!mHR>~U=e-Hd&{d^XJr$VmJsbm!u?-wNBTz^p~t!yv(n zE+3-{r8Q--uhsj9?BpN=Wiys8xP9r?l7Dt3wG`~ug-`y?aRsN}bl|$AwdBvzXNl<% zK3&k|NlZDx`}3|Wh1R;%;H~QQnw{y|-kno?#ajtOccU(1SQN$Au{ zBcJg2Ep+Qvk!QuV!IyovW5?d@8J3ui`ld>U5Pa01UgOVM#*@Srdl{`J=!@NJ<0XVw z=S-i(UYch#{|h4DB>o)D+i8B&u{{hTlAn?jEbvqR;V zVX8F)2kXN*`lh+ShMSAwtGTNcl05T=2~G)NF_P6Lk@cGHHEv6N3tsugci0=G_v&M& zV+D;*^eJD$)Gh?%{0fuu>>J)0dA@tWiY(Kw^GGV19I+7vr}j}Id{21=xEC|G-Md9P zJigv;06~rLdd(bX8(GzKsI@71uu>eOz}>x%2E(Os!HpV!Lb_tle-}iHaA=Zn9q+1o zfMOFIKv(cM(AtERW2u>(8g$@tV2mgp2|2B8?m{2pd$+$*gdt#oZUn zyc0%GJPB(8Q}`_3+K^=JFy1Tsj0K(0J@eRtD?Fs8u%9;KU3yBbyX9{n#O`HQkE>q} zK#9m!VTN(~bKd$j!x9REHAK!>Axss}b)e3L)9mf4J}8#HcZIj1w=l1P3~K6k5~i@)e-f#F6-<$JC7 z<1&gv?QeuslHijrY1I|aJu|FUx}ln>rWTI9>PY!Ao-_z@R^ zeB5Cnh$uJXw?#bKTku)Z{6IChBO%jkK6%JdI#a<^0Xcj>a(c#m)cP2{#}D|)(d~1) z*cEG@Y`aKDPze#C{sK(RAR3E=vGq@8hS|NRtoG>VJmZ&d{lLz#eyOh$jK})=`V-jB zeM|YnHy4O;P032Hm7%1Qk6C%iX?#o-u5qf>{k_$;isS)4+=5ysm>&}Jr< zgGd)oKP=TYCV}=`R`=b{I})IcaC!1`Kxv_2fug6+JrhNLdQUAZD{+HGOE`S1H8bDu zCoy5Ox=)qZsW~PcZgJ$S!0rS>a|WeiO4xr57MeQdr!LWqrSTceqYtOTzj|@DM)>cP zwbO>fuH~Ju#c>AzIv)vv?(DLs3`9znmzNKv{wHiPtGLWM{knaw%*-Y7T#{5}J>B6= zl-F#;`x3IAhG%hyEUPzvUv3wL^sjZ|& zX_yi;(&;4Po2Q|J>A}^xb{YP&?Ell?YtC^=yr0ON{YFRmD#a{fI{EJhp8nEDQMBDH zeLB&96zt>4KA-n5c`%-D7V2 ztq@q5ak6S5br-sR0DHYn6(Y%QKkW!8f)NBLQf`F`65a$5;%}3trhyh*7~c4 zJdJtwpi=+4Kd$wOo1qzZ*q(}r*j;K?XCf076$K638bQRlbciUGL;WG|2XW}`^G3Hc+ioeqNuN?s#?_$ zJ!v5x;_|F`yXT>{_G9r1N9qM1X0?n6#M0v98^}@lgKXb0#9K>D>)4#79i;l5<6ZUs zG38|#pRp6syxfgDkB6Jjv!QPXJ4rAZJ#c!MF-Jo~18&Mnb$8Ppt=ZRcHxISC2e^RJ zEqv)8%`@<>wtLh$aOi_IZ zP{2Py1BAE@02yQAm{kv&YTDg(MKGeTz>ee$8Hm-n>`8uxSW{*7{b9mQv)NpoVQ-3F zqdhma__G0b!0{@}_Tpd<037hyfbbt?elMW!RKu?y?EXGA6$M=x96G%knG}m{uATFD zFmi*Y3!VUkNLtYQb&xd0xG&B|xT2}_JX2TNWg(Qn7u2HA>TnJzi!E?NJP??uWTEV! zggEw}WNke(;_m8+aSnLHLW#}~3bOz6)TLo(+LWHFSs!50<4)$UlqF7!5v~XV1O@x$K9Nh}}GS z$7#NUf*N_tZFtGmD8@~{ZNfPQP;ylF!7CPnRrP#?YxM2at%g@pIGlB%nkioXpQ5Z( z+A8+~(eD><0>y5YF;;eVAs|c%W8P~3vprhFm*MM>E+AJ3e5pCf`i2I5^U(`ec5Dyu zj^D1J1)5~=AI!j`8U^>S!%IQ zmGnKF#?H>pvaS8Co~rM69U@>>0b^7gSpi;mo+6{M7fOfllWih0HFghL9AL05*u?jp z_p7R^Ds0+8E&5Kyq|T06;834d!BiQk%o8Jbv%FqKyweTVl|7xc|vd24tjW>Qx*vc4r`mfog{9oPqXo5ebxNZ!MOva3W>{ z7}CSu+sxWp-*$?qcVZnj)Q!O?Alu0 zGB)RhWQ&TSWEiVtxXIDei7B&R+3>+)SM4=u5l>5Y*+9Zd}7z;bSnW$8GgZkEx{{1US%V~E?!W7H#vh$?2*N%o#ns# zIV6EP8GH>~b$nS34Kz^aAdamkN6k$1eEZgl zV#RjEBHzVneBK*=%`03^YCc$6ikIANUSvgm8TPm{_CGN>idA=_A+|^uAfZoYu~$uI(p84Tx)|D#5DD6^UF)=GKi-N zyCfVx^LVCt?eC~tq*5}cBHy)(HzxptArr|01@g;uar;M=%SMe#QO@5Fvnc3V= z_hbpO(7&26(itc^IEOeSmfzpt`rYeKCedb5yhmOK3W*;Ey*>(ivOuYD$!Hy4(NzlU zA{b{OJx^ivGhS$5ZWBFdkU8|>NFS5nVVB%Zn#iT49Ra=*a4CT(KQF;2H82R9%p`3_ z=ZP2OIHk-V`Og4}tRCCe=C>b5IYqDaH~4M2N!*D}-{M)MP1Voz-ogh=2bc5XT8j!o zCGnW^*4KGhC0qv2ykpsqH4ql-z;+*Yd}J7TnI``UQc4_9e9l7SYPGm;?Rk?Rh zi+>S+E2&0rsvV@wW-=m|=e|Ux(=TkpiHX$l@Q2Un`o}x1DBRYE1c1HHmGN|6qBgoL zjkpQoKY7XRauJQW8SD3!8r;svAX90Mt3vBvvZ!}hAOLmr5R&9k z+9Lo|a3(E}aSPq`K-)2Tj-npNnZrKd{^l=S56Dt2wLv>SOx2A6jelHvc*fKB@W)xr) ze%Jj_j$Bfdsky$?7k1&#E&6mUD74g7NHgy6TPm}XguPY?T2lf(Xud70Gv32%xL zee;ZZP5Yp;ag;*DWQUJ~L%H)UIshpk^y^s$-?~0!;LqDIT!I}eO!qjJJ-k^UcNOd` zFJEiRc8Ph@3A*p(M@(RCiHWvjF(C<5SNds^KYwEo5cnP!BTt*r++``KVELx{FH8v# zE-c~mC28FhiZh@|B|Yb#Gz$d=nvudR97aErei^=;{e(IzZe{BU(n4ad&z*ej{Z3%$L0VE)xv4x;;XS2E4}Jn0q5w#b*?xiQ%(Sv?lDigAgmAg zvCv5Oi%fY9co%>;3weOQYu--+V~6vj*9+U`^H!KGk&x~)%%+!LOi?s1i00pDaii<* zzhT}0O)ItU(I!Nre1U;VVug%>d@bORe>i+QfHDPSK5}fY%kR4;xHd$lq4XOxuREN8 z|EsdPI=8s^{^aW^!v@Yl$l%!k)l%U>J3KOCYVd78co2{2F?|ts1j#kguxr3uy4|*& z@6b3+iczh*nNL)t+2|1ytCYo)W{j2fwx4sVpJZicM>yaoMINn}LORR+Y`-w^@m)21 zzR!eadMIB5R-$zaSEygcl#x^t!EEfK)yQmNZWLzZ&*qK0q;bLNadCJ!C}|pWh7Mh9 z1-~FN=qyemeZ+}PO+4mH%ytc3I!J?wWbeF^4RCno_|OKO0P>dZ^B zsgSKBind>V|F@Y1yclPtvZY|QL#WfZsz|@YTVPACojdrO=0_L-EjK(JIG+&%z|nXK z|K%(jiM0g)Y2Y90ApNeZD!pc}-Yl!BkpqzjTCv3Po0q1nE4G6-JXFg+u1wvGYEpfW z)J3qTyXyeFLxe|zal;P@IHD3UtchqvD34DFu>t_ry!zi+O%skOG1|QAdX#+7-4K+N z6bj!u+nw?#={@MXF*fl#`l(ChLWt;wU$D(rkk)J_5pwZB=O=}m*8w+9xEsmRZsmBo zVwxD-fA9vAi@9>bmm|IT0{aM4XfAV?g_?MO=p0A&Etu2IrZS?j%Occ*wPub9~5VjhaNe(j|_a?I!*?%CkrV21R- zd$xnpZePa0yrSE7x2>FzqhKILNmrO!4sr)Go*!5qjW-=r!M?eGzj~mY8W`SSNfrlu zKJti%q9rDZN~b&7xPU}8KwOZ_v{PrLuA~MV5}2CM3LpP3nEd05$FfVM!%}^<+mdnQrF``4ms5Z ziwWWyIv%~6{%b2teOMSA!shDH^1XJv2EVvrc2bAn6xf~pidT~a$57SQ$@W=-W=|Wn zs3K6pB4Q{^bHZ_^Ui+wZIsb2g)rFCiPd?1MY7H$LV2)alUWN%l?RW& z+}U6=`A&60mS4K>x}OM5*rS-w+}XrAjoVCx)UY!~SW93(0llE)AmTJH#2zeXAmfPe zvg=BzD=_f%7K1tj_N}1*p#40<2i0}e4KN=r)9jtsWM-qn{w%vY`CwP=G}BlI#z+i^ z(NyS^wvuiGPsxMen=BE+!MGZ=!Rds0u_H_7mYeZ)jKTpW6kb{IIDdl&XLo2Xnp*}^?*f1d|4U7SB zy9opi)>~LeP!Nnn)PujemrKF63a(WYUk1-7?&lk; zj)WJyd_(vIKgV1w!of(JE_I`8>yA=ei(k zoG1?a_O?Esx%>-&9OwF5opm7&1@@HG@AYa2uc3iR8Ptb03r^e5yH)a4S3W&xi`i39 zQ1BaB`N+C#xDXK|*aN~Q2#t_@k|`XGCY5mR%daJkzQlbeAN{uh?sC}Z{5Bq6gzyc{ z@>T8FqPz>dz;Xtg&KEddty2pQ>L5WDg)$=T8+ybcOSlbglTG-y+{b*-NrSM!+1kw5 z$7`9jPLK9o^p;)2q_!V-t|w3$;mYEiQFK)Ggz5^ASs>}ZuJ0V%dgTk>{6|>LfZbGM z!mYUC%e=cX_5hkD_B>HTy(FJliub|S=4WSuGhrPWNhJg*PWopIL>B|f?l6_-=ANmZ zeqJwX_Eh%-e(&(wykb@6^tH3I(^g_zoC5921@BZ6%SrQ0=+A6xX3lp{uNK`OTfQ_>NiimOhsZ`g-;*QOLXq?eSGisiU z`!eJ4Af?z(iRNbV3Hk;-p^nb!&Xm|Ty@oXE5uS=yV;&C{eCA$wZNS~5`P%Fn(@SGy)dU_Pm zm1TVsOFLJQDXH>cNYbW*KVc!P{7EPxv{_Qti zK1xYXU}2810ZEwL$$aQa3&~R1Yx1e*5ICZx zl@qU9JA>bCg#`f_yfEjq+z8qTsP%tKwhp>hrqe;2cNqQ`;SjY)k7mMBZEH%wb*hhZ z#vlG5lU$%I`PF?zYLLWGyvwJ8G#`{_DMlMCvFgt;e zd8+>OupWgHjrbp~Aj}`=1+qLhKg?!I^n^Na-W}l^gBZ00#vMhR_rZP9zrb6mA^)V< zJ^__@B>~5F+z;#MpxFpG*-GDd{_qGJA$?z~^kujY=v$q6THJmkNuO}!&6hQpyi5SO zj8@q53ZwDvAb<;QPYPx-EgtfCk&uBG4)!=V(Fs=HbEN`03c~>6Q8U1~|0- zv(9|j;T9XJCTjW+Uln6q4Su?bhwi-P7q{)jxNTY0BF4G$)^8e)q57iAMMX7quxKKdJPN zP?@G?Gz0{)GS*Xn>DrBL{xh#r>^A3MRZJ)0*>k%RYR-j!|0@aw6pxE)sD9s1x2C5f znx3by071Mjbk~I?rQq~2Oqzd(djaX`Vq>aH$oy}{zWYoCSjO$HG=w8biq$!99vYN}(G&!_Xo3O~{tsoc*T^69rVl}czos`PpdkAO z;!J`JyIzFx@|=lL=)cv8-Q_XrMp?H%MJNG#akTh_r7aapKaqJ`EIt&Hpyfa(35kk8 zP~$m+BWptkc&cz81s3~(bn9$>iZcNU(?djNB!A+EEs&=KJxdC>un;R5VGsg~yIvs6 z0dS#8()hJ*pM$5;v+)UN(Qp>ryyO_hzkllt3Nn`i)ah$NWaudVJVk(F3QOt^IH5;~ zH&%5}4(JZ}xm?V|9?EI60mvlq+h}aca_hqa5I6z~=LfeB6hnJ{{FI#q5F?qm$Lco_ ze?Ee@mi=Xtk;q5TqM=mGTv68^!nl~2Cy-;T>i5HcIAJBaelG+X2<a`#vsWFU;8}klcp$?*hS~x-6W+R{?#9iF3Yw zlV`Y53Xz{+Zm=k5sFv}LCt=ky)dAK9Se zMrJ<5Yx*VbGx6lCJz3^X;%n|9kE&O%>R&-kZBF{nP-%D%5WZS-x%8iq5(z~%HB@SKv%Z6e>@U0}pZIk^pgru$XZ`(bl3d?Kvx15Z7TqX34!pX! zSf7Cuz5zo9)Am>vQLxrHftX zqm~!3#+weSgc%_G+|tJj_s~j&#iC+F6lS-MKv6e=Y!6Rxf;qy#8SKiPF&A^|VcIb1 zNCk^pg#I}EqJ4ap`saju_2iDXw)-rE>!Bv05rvEY+nVDFrtECOQs1dXl2MTL;N{s| zyKv4JhWHf9=^y7wx5fI%%uT#t$bvW^fB%v!+;MK2$G7=|{FtCbID-Z7OlD;GRDB~% z474cvleNhWiB!1o@nK3|de^Y^-2LKSCGrA9;I%#-hE;P( zW=x&$6dmYmv-&>d`*^Yshc=m9)@fXt`K{~#h-5^&>;3)vToWIP<6)Vh4Kv|S*>P6` z8nB+NrV0Tw*6f!%A$;%uUkfl*zFiu>a!*n5!v}oVT&<`~EpykKESHy&y$IporS>Oq zREUK1)eq<*_tL}?%f@nT4B|$y441ymZE+~XYU*S^;5w+frouphm$K9k-7JQu%)Kxt zzMRg~*|{v+-Obh282M*lq7o&!tJjq**gAE2u(h`^a|qVZe-mn69zBKyy{S~2Q~aRg zi2irRM8-%vweC5Fg&pTng!X}MwN&C>F;|pW5y7|M_ymjkLz>#DG$#{~7o+GDq_w~A zP#cQ8`Tqejz&m3GYCiCMJK6g&RJ?kQ_hBkEHuBJ1PcB^;2i1_s^is25h<~Q$5Bsu)Aaww}Et23c{p+jbBHi$y4=BVa7HiPN8lzMYztPgzGR(6vB zN}j@eGxhaWh)X$agQe0-S}TCFqGjoq&wvv$zobkam7{0y_p{T_*Pu@hhQFO<<}v^Q zL3{|u1r#1GA2rs~pij}S-`)?+#HXfP+3kwa2gbR_u%1N?V}fyrouRjaTM6#r zJwSU5M;Hh2UfX#cYcPx@f1p^aOWMxOVP4<5r zMxQm=$;;Ro`hGX~!)o^e44@bFw~cy58D|Ac28-f#C6$QmLaqYz7v$~ACgo(dvvuF3 zBzAwBox{aWOp?o3GE4{cPE_FxoUej{nk->u!7046AN26=L=;rufv8DQ|7mu+58N66q_wP+q{b-k zR+mgDGFs#h4-a1iI2`!m&0tyvdMixI9vV)?$7euu4^Ip7g*Ij&9X7)5D*RNv`uJST z=_zqupwEF3zf@N3gNJxvcG9@I-wlvb5T}7n8xOknXs9I|Mc>8VQ^X4%pkGL?RN>@{ zZm2ltdPNxCG0t1fG3OQ~uNHlNH0dTk%F|;3o6AOeIbT?fU6E+x3{djeT^#*$&rvtF!?RVbkEAd`fTll7u zNm%QBEPb*JaKSfkmPBX5_cC8yeySsoG#}Ozx8GJu5PF+pR|&Y}0r}x`;C{Fb+ez~G zuevS8%?EU0y$o3(1mKs^TH_*zfUNUyBs(8Pfo8x|y4~ucd;7B)x@ed5z1PU4*RY_R z4DEmh12l2xt^y&Fqwh^u%Nzk52c*LBR3e3xfgw&Z`zA- z))PyI1yhF4d|zoT+{QiOmT8zn>b37{F~z5COfT89ua(5COdQ%;TdTh-O*2-|w;DdU z6ji>A-H;;YvJPz|DlPz=uUGBP^IuX2*7^_eHDee~|3_U|E^RfSu;zB0YFpNZrLI?P z*fr6i8B-%*hrua2z7}85h~MY^*+!*vjm`rjZzwvxszQo%qkVp+m2e>OUVY&zTN}Ro~YtrTtG#ekT-j!(m?XE9> z=TobaGYzOO;ZDtU)adzJ`{eptBUl1fU5#Vk7>m8G*l3Wb$(Wj$MjfW`;YFZd(3OP> z;6-= z@iVX{1d_OHj3RZA zR#asAhdeK5;@at1Q%&*%>=B0T*Iu!SSw4NUEni>!;v=GS>EgE?{bt}%m7sNcWnQh0 z;WUrUyr)nPqc^)X`#Ld~^5BwtMaQ}75L$1E0-$!rpSHvDYVlVQlEp#0(|N0R&?UPB zuoqf%?J#=IX|z40ib$ z%DJIF_+|xlQJLL8G+CsxFEQJ_#GET1K1^l*^S@DKFyQXBwe^LLMms%7S^5%X=+fqwbxkt414zKfKH)b9rSUe(XYCzIP__yeh z<8hSxCftnOyrSsUxa#Wxa>xtSo-W}|od=?e(Z~H3)EUE>##CVu0W((SVCdm?=>SB=r#tk7r>0 z8W_Nbv1s8a*P+?#yx9w}IywNK(>9PHIJ;>?J}`5@q7Ef|PZqFSP)m5?(@=s4zi9R(lgwx&H!9fAkXrVNn{-xvF>zmYcR%u)q z_SrNJ!QTSz_oQjPgHorbfWp`e8W-|kB7Fv_w@Kq-#aIF#my}25ue={rA4`7(R3LdB z9SQ>jgMJr?`))Ep^Qr3b<6>uwx<-6N&Nilb^UrWaaA|Rs#+iAYw_si4nT?-fWMflk zex)MTbpE${G8Gpf=%|P|Eff-mCdJ(`;aW61WMpL8_|}FS)4q9Gb2;6mv4)$HPN|zT zwTZ>calpe*EQ8HW4cV6V$9Ps5rqEA_QoEPr~Xb@QZ8wC`01 zdkTcG1^rOUd{p^ zgBj$HgNRI5hMR^2t1Cr}3?_W1&*4N5xy|^T(t$yynD8-`fR2jvH=C7LW4~az3fu7e z!aR?^diUW_%n!urMt|xMR$4qKqTZk^W->e@&pjxZp8azGpGNdVrm{8gSYqj2`3L7& zWtMoSu79B!ph)WFP| z?>HRtz#hr46^~n2-*Df&zE85>1)8O5Bus|sr^B?cv zUw9*Y1h+VYh=?w=r}+X|)F@bGUVuO!l%N-ZT%o~VUghyqsCvGlFNvJ6Mhfs~z-7#f zrDU(}JOm=Hg{RxKtFSFmONfmbciJ?x>58UbLuph1u1NgHzR;^CkrVGzfLo?@snJ6T zuSg_JFZIf`IgUYd?pd7<-3PjG1i~Cu5H5^gex}Xo&W}5epGm`ahPY+_`AfaGt&dQn zNv|O`b|l8ZQK);vYHMq&6uPnkuiv_k%Z#}L-_Mg1;b%Yi1+^!ToJjN3Qs0sYeDQJ) z{>g(4PRC2)ju5UuY@1oa)~1It!4Q`aNC&iK1fCCNId9ACO?7v6qFEg*uVdol&6C5A zc>EfhAn-e?H7a3=(iC|9+5hBt z{PfDt{Cf&kR%{RrRSX#k_F_vVk~IErNMKaV0!e;CfLacP&z#-1@+8q*r!isTp#u=%q*Wh z#m9mZLsmyeC*Db=*kbYC2(Ql{T8>kte5^Uv!C3%ZJ05Mc7Uft1Z@-ecE`F(BsM_{j zt8!k>%Ulz^rQe%db@2;yN;)|Y*Du^Jw5L2=+6^sx{00GZH6LZcXE!_zb$Mvl83YDI+)wvk}u)L6>R=uM9v z`wXp;cF`&#s#B;yjuFB7<{I+!My-=FZ|OEVKrZ*@zz0(Bt_U~&@?T*YW_>bdzp! z?dTy!Yj%8Q2O2ytIb>`X6y%|2Ti|y!_!PV{*S#$uC>4b**<<)gwogBGTc7kxG-_iI zYOa=jUL`v?(jp;9WSlU8H|@p-LwPD28(Y!VB0>;6d+|FB>Sd_azt!gBZlz+4?p(I$ zG6Gpp?w=<=f8W01d;~X_wikVd_~W?l_t4qx)$K`w5uP*m`3_s|RLhze&u}Jfuvj|t z^FaJJpx=Ngi|DH0_=;|VF3_Mp_d!V00T;0n_r<2Y0W!r`YtW->Xk0|y19Gpz7A9)( zJ`C%!2E-R2;!4LYYIeu@B{Jy7wr-1c`$hX?9lg;KvUmuiEd&*i(|xtJgE)q8=VfiK zDVh-u;hsN#{x`%j!z6dA&Whs@j1PqsyhEjaXB7IfKv6w1he)>dz_e8d9VRRZNKrwE zw(l@fyMT^1NVMEwr@T?<^zi`HDsPDslbdE3@^f={?mC>s5*3F3K5|W~Ngr<)k2Wwt}%jsVDgF7mt$hK9OCzgz~OA4zyup0<~r-TyPbIAG$&Lhhp47`-SCt zpM$q*{u)Z)pfDg^Py;QSBxzuWUculeoT?U;mV21MNl7X)|0ZG)_A|49TWf*w4q)XV z{czdAn7Lkx+3%SXo6O+IYv}+f7~)gkunG&Bw1$LxltTadxq|JLVJ2eVZUp&_l0NYS zy%Ro2wf@uCqy(J&Lz(2j5qxi2@MNASTPyPQn>Rc{8b6ocrnc5TX@c4DS<&{5n6)G;oHYfDf%Ee<(T}>I9RRHi&kBm) zLEz+Jvv8;aP(~;`-iod{7+&ujL$8#}?wB&I;cnKvzdYhe#|*vi!S(`H)tDC_ z6-<0=wa%TtjGb>GzR&Hg1?c8S0)=oLfw0Nw*UXH>-<{eQT;}6BjS+{qheahNU~~Rf zTVl?KWq8~Th+v2$|7BHk3Z}CJ(=}Ltv9Xz*o*XCI?R++(Y1mJGAn5E14j0U(dHQTM znBGw!2fnZ${rVnw1?~&XZY5)e&Q@`>!Zi>@B<8HP_i>k0gf9IOtgg@w2+=ly!!Zpz z_HT%o%2iTxN%x`O4Fn3TfpxGa%>IzcyFWW1TVZEyf{+!5XBQLtO#~RQd^)f2WZ;;*GrL8P8~a6O(sp&^3wp<~^lB~z z4>^AG&;oZRzyXW+skn2a!ZvoIlaijo^F)cIo``Xd&fvF2#b3)TIvtxY>rUiLA9KLB zBMF`fbZ}OldxK$&xKm{-v(@!is$UDV8JU5ciJTj0p9BRKuB`;3h)UfDI{%DmC~K3;G*$wnc5^ zba9a3$1HNE^KvZM2h<36UZA|aJkP`ax z_g8C%oV4Jv;-96MFTT>TS_GpEslI@>!HnX`Lh2n*UgwW0?YL#cm5OzbZ#)%ZxN9OVus0G zg1X}}alPemfj;2za7Iw?}8uCY0NW;epznz@;j8~dL+sZECQ)`4uAPrV8;=*CIp)1~Amy-1pJ9sbaie0af55ixA;{WY_S6VzK zRqgvJ{Aw?2hW1EewB*|*qFuO*0{+$KEG$k`yLsco&j3TQ!V~4$A)&jV4;$N5V~<<6 z;*44@GNDSu2*^|_ynN(wt$agl^8l&~bR)=kkkCd28(zxPgO6QH$oAOl!P*EV`=NSf zqO0z%{*U{dzOlJ270r7*b1Zw=@Y=(~0XnmuKDLFV$wNl(x9{!Ga&|jECOsG04}T}@ zg<*h1BXuy()IT^_^dn|!1Ng$zFjxErql5ZSY?Ditv$Smtq&{$NA+8t;g&9>iB`Cec zQ1;n7t;dzs~!q0nLOD9zZ?4rxu-wlkY3XzCwEtg>HV7w*zYd6dH)t00(doI{ezY zyHTPhXy2mP(mZc_^(ARN5h@d3{Ve;aVdSiN&4RH4ycLKF=oanNboJcFwGx7b^NFQg zIE{*ekq-D?US6Wm#r|jeIlm)>4a5&q5H^A`hLXHIi;c8LU}#(_55vzG9!zRG+Q2U_T#s zqSz9Xf>V|CIwd6%rg_72%~>D+R6IWhvKCU2#s7ivJPH}|N?&M97(aYFQ4Mhd+U+;L zbhm1{@7%d1!8R*?&F_90v1g(`l;{!OL^3QnF;VpAEl*yE1kBJx53RZ>zcX=dcDTt= zbQ|t~ED#mGT|1IaTjrg^9!8M?;QwlU^b~J50iUdXob=~%1n;ZMc(Jju5G@apIHb-e zD(+z;9_Iuk3f0LT{7hkj$*l4aZdJFrzrxGQgT#`^gac;<&1~u4@)?hU3;Fr^uq(Z> zdNer>3lDzKhZQ6p*9B!Kbm6Ik&t~vpz!i~ES2A!H%D<$4Zz>0u`+Bd!)k!2{gd#!9 zuPKf7rikt1v7CQrWMwm6;HiBU8S}&en~V(LheB@(L_&OAlsE~<(Q`Q+E)s-tm+~K< zp*H`q&p>a0;16Fz33;$h!Mcm!v@KFLH4GK91|?t_h@ia-5E;K8a3;Yi16w_Qiw<(P z^(c6~uLd0PBN+^uy{aiq_wmeZuXfxuYKc(k7&12OgiRG1x+6=@)ODbW*BGs3Xiw~4 zXC}7#uxml}kQfB*d*cDp#b5r?JOH)JXSnyZv8n6FU!sn={&>Z~sS%G-lr!Vxu55Zq z>0bzN_sKcBCP`jX2{$p+NWcDFIfvUbHugBij(J(xxj9J4pznfpewV-oVf{3&fO*79 z{Nbm_CkfGyq9ZK5y>G%Rc15z9tXediF;qWng2`PMs?pd^4ty7H69ZI^Ii=>?6v0_jQgi6DJD1 z=H%CdS2D|oPjC`;Hd^0Be+p?Imq0>1ihW-U%(eRP`LkX{FhMD3q(Q`PmHDjw6ON&B zx3MfzAZd8*Y0luOBRVP6rgZAB+o z(|(K>a;hE`1p@&Hxue+e6gipH7!r~|M^l7rv3aGV;yb^isV@XeS9}-cN+?Vldv-)S z8w|rd5GaZ--sg7YjV_C@c@3>f)S~nu6&OUXrgV(;DKcJGkGcgK5gMGE=gq~qYu5nb z^!C~_U;GjXW=j0D;Nk=_A4uKITEww?Bj6F9BG_lP%B)X0{2I3SAc@eAyzb{kBKoKF z3kTT9v_H+lK%oJO)b;GE$LGL`ftYYGbP;7Beg6bEu?uS6mn`f7qNTl)3h>rISFWw> zkFhzZ{)We+|FNs%MGLqgcOj_{gn^(^0d&PWN(2R2HgsXlkRu!pJ1vk?bI6r~78=eG z)S!9IrG}&EDgXk3!X0I?2BPX79O+*lRgQ)kR=a1yAMTdeBEmABglH5{zM)SGI-cs) zDnfKiqR>u#0=2EvhsTS$SXCnW6y|y1fjYa51W@-OKNoVd zhxhvQV8N6wJ2%!gDr3 z7YTwYR@={+JTL|l06O4iFE2e)qkeV=E(onJ&(avyAQ9mC!NCDLyitX3-`++mRPqK0 z2+7LIy8SCZkvirKQg|)WEh@Fot!@APmNj?NCN4)N)=+`B8+hD^-*;Klib`I~uf2qT zhNuPxVP~`*lFnfE^DD~{KkR|?GXc}sh^}&Getr!vg+lh&A?C|eO5ql}W^85G#+zXO z$Zd4pOWJaj?XaWWkL9xVr+Wcw&es+3qK@O1i<)8_g46_q%G@CY8)`%Ap{shfq>e2u zIj{$>6iC(p+bMj935@mm9(VpJ{Vnckx;Ag|sdGv-cO50>KtaVFk(HCIxsek~|LhJp z-gy3bPcecd28`^kL4WNPs1*-zw>{5nai{x4n7omy1!^ouk=-+f))kR2A%W6y)NRlNas=RQzjku6S3eC7ERZ0ec`PWa(Mtx^1L`$U z8(3W20?4uZDqUPyDkD2-q8Jf5PaJBJIgh7KEiDr>^T zGm%?DFlf$0hQ@y*P)RAUsQ-S*iAmu)I0D*bJ#@%9rc}o zWBnnefIemU*?RyvMe%@8_)IvvSu`3|*d}mZoYgvi)_B8Nb1b%f!ulhA)tHE^**5>& zn9N&A3yF3T5Zxl+jwp|4-sQ`e5y7`AUFhizVPS)`)-~rS@l@%M{%NZFW4imwu}?u8 zLfsy?>RC3{XR&?vfq^pfo;UlG#5VM};V}60`Zo^0j@5@?vnpuhfiOu7#{mtWnJV5r zOA8*3N`uCyhFbW`BuMKfUezD{XXR6&kn_JcuJy&z>$`*h7A|af zs&y)C(PN6MlL9TJV0nyPlButxyI**2Sn^>XP3rA@VL^T3&|P>#LF1->iC^qYH+Qvr zG2nrqMAztc#pcwi;WfLH%QzVIwh9zjzNd%dx{vH24mZuS8dm^;McUdNRaq>fC^>(Z zr4Stcg_ShEKARQo>@Phni`o+KRkpX9Z@w$RNvxbqF}C~**N`um*B~NR9sdY)yhH%) zj9N>Lj?Sp*iq-kCOG!yN4P$MsP00(jt&4j&866vKJ58maL~4OhB$ z-m!nVZL1V|JFW1*XzJTf>$8~aPgd7yt3UZBY(3ap7Z78>^UUukNc$eYq{113xt^%+ z-U(m;1b?#5gI|}%l4@BMj5e=)zq-&HHz%6TQ$*aebPwlCoYc?qe4nyuj>OpG<_gB) z9XFZTs19chjTqZOR2YJ%;5kW?liQR8Q~9|M9oF&F?9bcnTLkj7ikWuH0p8)Y|0QjR zwQoLGM3bfxtaT{(uVSsIp&!mTU>in06_Q#%+zx7u>oh;Aen95;on%S-3PxByf0_rx zpz9A z^s44wL)gPura`Wf^P#sFj~x3R5)|8)+rLrkP8j1;YBCr9eYNG@;i|%wiI9!aEjfff8puJ6d)q)p~FDo^FA~1NsE=WbUVXd9MiO1t_+N7*Rp* z;J0*N*{P@108{5B%{maVmzJyA;IrkAY0p>Ck{0<7$^^h{9(+n0?pPyn!-f9V#7CxC zjAOxm!gtBQKd8Ok@9D>?^29E&I~gF{p!~k_%WBl;3Mm+6kzx*u>ro}!&5zsXROI3Y zJ9~JHn$|jRa7^ckfeUkiCBa1Z<{4}IsktzdyZtP4I`@oe^)X@HYj$ELGPpbfOuT}w zkR5o&X@3U~^7oL?8PfiGOrJ%{F;TbZo)t+&i7C=2)6(2GX7M>^@bd^GWhi-O!714U znP)s-2iHf$jwV{Z+r!LL_yS|-H6@&>?%_&@R$vy!ix^@A!}%i{3EF>06FiTrFwoQc zZHBourpx&m*dG6(Poa<0Gi8UIrUvZ^PyGe0qD7bq-LjgI>Yd6ibWF!GyK-oA+I1YH7_Tge7+w;n~`R0ib)ji<%AqPS^ zG>1?V+jOK;PyXRHuivjeVoT6AHXcKM<3-6fF(~(;x&+r{E;-M?G<#uMq^m|cJ1eD!A3fiEr!f0?qweao z2c(w5FaQRkjY(D;_5z(h_&7Iw#~>IB73&z;-9Aw}2ph zs+Ku7t?cYLidu){D>N>+vG?0ymA7w8WjEMfHfxXj1)e?5=?mtiNBt}=286(vy%ekW z`QO%4*mHoO=@k0P^K>Leu98A9dihzZN9F-onYeqY!jk2Yw{LwdI6d)8`cqC2tW|YyE5&854h- z$>vj^OWUc#Xw_xtnQ8EfVMh*)Ls#_1P`=A9P;nqN&U!C)TiIXUA&h!5m7p*OA4mQ8 zdt2Mn_9Ko~{GK5Z80hd1cGSK0ySjPhL(RE0O=vaXOFf6B)ipiT=6Su=ldjbhySkLL zOX^X)?n3USrvzFdKqAojoB}HFDNn)ubH~y$&%GP`M$5yMyz-e-RLq*6g8e$$+SIqg z(`i-yte;pCokgO)e_6du=jJ!sEsZM-KpJM+QAZ{D!*aE$f^)9&m#v(dT9opBlNeKB zs})Yot6mw42V2W3P|$)3=c9|B_e?I^18*rXz&iHIQQGXy(4$@%sZ0s4GFS{l$k+10 zv)yz59vC+iK&(!Jvp9yzEmX^LCjP-(Zc+-&W z7@qK%$VU!YA2)G=`8h^@Blzb7*IqfmD%y@IrUejKk<$H?drpC}uNwj#MF$q%$CAjY z%lN~(gCFAJd5o6ry{R#ZCLce*x+f<;zvzp-d-_%7g~f%1C%TL zk(4R}q(a^l-xF6R{y_ds5{z)5Xc8i&48RY*1x>J>8|n9k=?%cKG(T#ELj_sRzfZGG zUt4$*LoYfeNIym07FMO^ovHu)&9osrGZ>Iy;aJ$vk%TW?VtS~nA z9P1Q|@3pGx>dVKeW=-6=po{qo8`6(UJQRdw<>kE~_nPSHaCaO57cMaA!(h$vqPXKQ z^fn{>GtzI|%%f|Xq&i!ZXxEbTO>3-m`H25hFuk0yOlj5P+akxAwu^Ulrv6B2f=!~x z7SH*5+qdW=4j20ieLhO0)$pE_e#fv9;bQAmx!R22YP}mJlu4kN`t7{>En9>3*6i5h z%4ygP$vt|+GxFF&Rbq3fr9hc+K_n?_0QwqEp4nG~YXwCJbl>Gb(@`6QlU z#@REK!|yL8IHvY7%{hv$qjn6M9;IIqseC5bYH1RMxT;ES0N4lhY}vqB_~Ac`aS}w@ zhYhXpsA!a|A3AEp7eN)CYZiah(X zz_Ii_&#?G72&%T)Rjo<*Ubn!7=SDgRz(`31QtJtk{0x z3);yiN-eIfDS#If|3%E#0_DRpbqG()39228~I(2-r>idr|TD3Qao@UvT%~5 zHv4jqBZrSJM?o_&OGSqx!RLLmsm4$k$Ayk9*ptXve2Hfmbz^VJA1b>ND-6D2Il62wG%_~*chne=uq57AAX|J*< zNq7@5F0Jg1L6Z;S`1!>}Oob&+;uGeymUlTVGje?et-?x74@Kz)7Qe*eAA=DsGbiWH zXq+EWcvFW9>omcWnGSbF9NB9r$n zqqf&6F6}q%xD%f&|LkG_{05q{)%^SW2J9P{9m&IkgC7Ld?@CH|S!K&MYA*>m4H!`L=HBHLzVwq1lHT**jE8A0K~g2yz3~ln6oWDVVgxmwBcgUusoG=9h=2R%!xhw03;T5##S_?g{ z(BqD9rsefw*i%>P7PjPh35R>0<{fd3@@%lioDvH z786#>7i3lQU~hvT@@skWIZk?cZGsq^XJWsn4LRZ#UcI1ohk64Y4KR#I!t)ch#^IQs zNZQQ!{^JL|ZhM)Y5f;_&b(GHu^B)@>PJ>&Tu50C_oEfk#L!-ikh8u|qBC9w0I!K5p z){JUAOXcxI269vwLraM`O3+LPXuBTytJ0VGEc(x~azdG3} zS?lDt6wLqv&_cLO!O}eiqsX~uaTT{&JWo32s3hH6Hg87`WeaeW%!&C!M0?YUyWK~f zj;|OBa{*c#I=(nPRwH63>gOF+tmSH9-cefSUiS)dT~0dZI{tnCY^PuKbnTk{bV(QM zeW>rsb&(TY)OqHqj(hj=h`EnN^^DJ4GS^)2wm^$!-|S(A>GeZ<)gR15K`}1co)G(lxVqd&^ zsAQ)HcYasUSt9P1ckkYn$Kp;t2z+x>WEZ|46rlrFj6ZH1a;`JRrF!wvhrw5mu)rFY zrz{-F8d)m&0Egl^Ub^2dHApn4=^M=S+tnEHjE&VG;Q;N&SQGE{O`CJ)Q_GfU-CH>AV~EsM7rcQ=WUF^-U7<0 z^}}OW#plI+e{ATj-Z`vC-we~)Gmd_#g4-t+|Kl(s7|^g2qKx$iu{hKROW%KUNs ze(*nF0BG%ru-+B$Ica0Q6}!u+5~$cL-`7Zn#@-MU-w287+T;88(xm0R9VK` z7hu27jq{KHGd|F3OfJ*;7S-{y=GmYKNG4{L2){P#mBuoVVXSUKdq zE@wERK?8|wG5i$ErTFx!0_TG|XM^CPMlwJ6_*cA>w;7@Q7Rc&lM->R{1NGOYk0W2T zJF~CTDD6$x&YQ%XrzE{96=_%eMLv~BEnl;l9_l%y2LpjwU}Aqr$6XJPN{-x^2nFU# zPsZ26TcSDrj3J(=S8?T=}3TxhD~LD!I?y0>n$~JLa(u4yjA2!D+V#!8?`TM z*yf0dFK&wUsjvqqgP3F*PPINFqOu%AfB(9|PsDhitRSQcEF2d=L1kMsw8jh5ND%na zgwjx{=9!OhMH1l$O~V*BupVj><-Hhr?!pNddVxKh7jk7Qz7Q+gr+m~lmm1ZZoSgK6 zI!J*adzBH-^>w7GnvF@s>sutfwEds_A zLI`7o)*f&Kp5RdjSZ$_$5r#@kQN<7VB~f%@V5o`~H<%d7dle>B2W5osUiJ8kOx)bR z8U)jLIz^XJ|1&0zIhq%XHewcZ!_UPqbx&#Lt3h%SCEP#fGmnptk&3FyZAmCMTA4Uh z-9|m0-^FrCv2WdC+epKRf#oNaN{cYGd7C+V8Xfl~B_%nNBR1Az)wmK)tc4thIU#&>H zEygEutJ8GN_{JK!w3J|CUJY(aYEXRC!&jDvkt7ENHlt)ZbgHpYuk>JK`l3YiXZ|zl`XNwUWJx?YdgIiW=eW!8UK}7z@LB>%kLsrx z&jS6&8a!xqgoGxF9v;6{9x>5kZgEa;;ew9~dS>YQVatv9&iltFy^nQnE1J9*5&<*^ zNR@DR_RQH0pbGpG?V^Km=3p2Y97H{Yb{G|>s-=WAW<3^L7xtBK$mL4hXb8;s3@|fr z-QV@9%{eo=wr98Doqt~;w%hc#41}g)=-4y<*bC3b;NnZL!NblYvQ#Z*O0YbshXWM4 zh(A{H*r`H#tFC zfbs%b>Ej) zrK8Y@e}`+(0)RjM{{E3)Ik)~WyZm)|kIdAywURCDH!e|WhsN^;k_8Pkl+x$lpfeXE zv3UW*(I%uGoOA8i`hP9J6i#G(a(tlY?k$=-d{i(Z_zHcC_DGW+-W;9^@rV9%%j`xXJ69s;oW{&Q|lGfuTOZb(w|=3%Urg70zD2VO9QsRI;6CV3n{cV{9Y zA_k<0lAJ<{iQZHsFog#OzEdmGn*$`9UzxVGd43}%;H>K!UH7=T9!pNr%~UmQ@tBT; zU$#hqEVNigt=OC#{VV{q3f>N~vp1*-TJ%)?2cdu&%LS_+DAcE6xc6Mc*X!y{fqf6} zQusiDDO>8g(3f-R&KVpQf3OjoT6cm(1SA9hb%qY*dwEVN#|hJ{W}HK$Vmf8r%a#1p z(J2qD-jX`fJrbrxLZ+0PZk)xHo}w_rdE^jdylX#XIqj2`!mEE7u3&>&tzv4+mw)|R z=XA8SGe3M#f056B1|tznIqb67&tWmakMm;=l6+u}5O89qxX>7@Ls1vKVGtJ=m-0M{ z*9qyEAU#9qEpf(AFN|n)w9Q-4oTCdFL|a~}FGYClQz%C~jeIxce1X~1f50>y*HU!G ziaR)5XmAG9_& zb4OBZK6wX$be$+z8(<;5Czkk|#~q~^DJ^@Zk+})u{50Z8cZjICMJ^MB!Y3UBb-mH( z^R;zwGk=A^wvVNZZMg9S*+QyFwgI2SAG)gqWiNAPXb%N0QSDG+9t$~VN9&wy;P1*k zE{38HsRD}Y4s5YXZ}|U6yv&XV-BYE(dt?Rx{cZ`KAFW7L>4kdkIawi^P!JbEk?<5U zJ8Wr_a~|h9?wUO4MEZd=-%X|OuQ@^!f8Ny&_++wek5XsA>vP4~#igQK)8`&sjRJ`g zOBhy4lU>&@(yuvQo?&1WBMdcZ|B&f?(5J#X3A~I!38_mGYsp0o1@RqqL}xiZ)0Ugl zTow+p`$H5Q98nxo$2qJp8K)es!IAK_EK*;@vhHr!F-vET`cUF{1^mp{uZMx?2<()1 zN8=tvXPUG)y`bE)wmgACBRe;jMLzSDv{*Pd1>yhsNrdDJCw=q!nz}_#>}iK>-0T1T zj+^2jd*me5D{IC2jEs*@gzfI@km=T!c5_dA3!3WN-P-3`1RdAMj?z+=ENh)Njh5f^ zo)d?a&JjQi)CZGN-w3}U9vvP1BREqfEPx+L?f&mejX#iQU`;c4Vp%!dJ2)5)d&j$_ z(*8%H?y%GY^1>t1OfuPB4XI!Og7K0eQT2a@#g7Di29u4oE@QGS|1uxVhjoEsDz?)-58G3Vx$d`0tL7?lfQ?>Fqt_e!s zg6j{oTxhsdu)TySm|WYOvkp8A4IaPU^7wU>NFzYh{SVLdj*On#OF%T4Z{AU zO2Z@>Yl+KSn6XZuQ@6XbV{_gPiD40#`l;buPRDz_Qfv?aV>=#Lh%>K@6)ZbSL=KkK zKO>6YK8N|7i0uL;>F~;cscJ4ZV@cd`+3*U|7Ld?O6coH5_y10VPnCUECiE@UApsH9 z3F;uAe1{zRTbw@xHfYyY+^c(shl{+bx;zKDxVS*L_3i~8Uck%N?6LHwNl@=WAORoL zE;qVa4!LS;H1-58MAs{M<*;XF_CJvcg5Wd^bpqe_Ntui zvv7L%^z>ZF-c|~g25Cmppyy8P3%yVF)ZX6SA4^HYn_x7mGu`9?2J+`6zO!7M^g5q{ z#}hXG^vUuhXhiioMu*{o=Y4F<=;zk7D&Hc1jyxajfG1Bsh(NSV46cWO94=u}Ak^h7 z(~Z{0mDy!w7_N7BBR}cJN5`Kt7(youY|!~`1jwI><+QFaZ~|5!itlMKesC$YqI9A# z@oX-17vC+LAV4I{YwPceh2MkZ7{!pfI;jNQ5Mv1&NRWi@@m^;V&*1xaXN{nw09gj0 zen1fnWBm-!2!S&8e`xydcq;$?|AP=2DawvSc6O0X=8>I9vNs{wvO>vr>^(ywtH>(j z*gHfrvm$#&{9f1R{(b+uACLRK!#UUWe!pJNiOO0|`tpVGOOhB^GX|y9-`W#qwFkBD zd{8ROIO!pweu`aPkqB3O9ZAS>vNHky01Se70}|?rQH;X6`}Zt4^7&qXXOv?hBP?oo z1#o<%C8s1K{`@vNKbD*73jpQuuIx0mOhyC`8xNq(y>RPbukxs^oxO`{BB-{(!F@_L3|#G!O!;Zc%5M>fzUUC)#gmL+68ei9H0rg5d5q z7YEXQfrus5IOY`Gq`ka8|4rKonMY&|0P3@Iu)K!_Ana}4FKwILn4UjwEgJ`13x0PX z{tHrk)I6)k?U8KL&cRoRdKd`u2RjdFifbUX}aaDECE^)f^yptPAWgs$>sLIP|UNCa(i%3s!RP70{5gC8|5OU)*S{wFx6;; zi8F8BPeW=?g`;vP`$B@Ce@hXVOJsg!bwwgWkRZH?3n5~HNQehyA^g0iRBBHs;q}Ge z|C%}u#@YQP_kw_-Uy%n^RpA@l9q^?y&o3O>2WHm(bVPy@%F5JtibX_3uHU}x{#~T= zSP8&Q&Zjg~{+DmwH^zq3AVHaGnXl#IUuE~`!($HEMns0S!shzws&?0_-5$IzkmA8_ zGjv0kOjuYL86Qzh1&$@$XOL4OB!bxz=a);xQ1&8lgmLGgq{U=8`U_?m)G%!uJ7+LU z!Foh95RtDIex&`Kw`grk6oxBM?A;%-;*5Ws%pRZlsjABO^yJ6`9{pIc%RrAkhsVU~lh)9v@!KED=eugG!cL!0O!0$hQy@R-2`lhdPKlFz!8Z~e^i6YlQ z$XG$rvIqdzc2MMrEOs;GM>jjoOvVdeUU;#5a2x}OMw@#om1%x7I$x132Zx|95`tGz zpxMFYTOJf(OEMcL$1bEhj+33H2eRtx*#0}v)KFtBEtfjFka_@|;4m#8B=I>5z% zH}=&k2WCpFC{2qQ@NifIhh@v}w@bH6e1a?t8X6kTjH}cdNlVbQ2Krj?OD0EpV-76z z$vC;+zkd%x_pxw#%c;0<@^}>+0GqY)M6W<>8a=||du9|eb%<_1J==c@^$t;*e{bjt zQkaWp_gZSJkWSxTIsshBbTlH_`}p4}^;?R}S}2^TG34DtN5*K1#!Y|v@yAIleR*|t zSfwC3ArqZ;b1BUpFXF_ljsXskHb{!ug5;0ZJ8U6==8{Sl8f^4keSIN69mm2&U#~lq z40el7!Ikj4zwW0az=sH|4uJO1-0%?t?R&)F3A!=61)D=h{RDOzQ6@0UOGrHKcKcTw z0YEj64)-$(kRu;^iU+=dZ<$l9U5;GhCFBNBs3oS!a$9@GhCz%p7Bm!*Ao)U-@1~VA zRY460>kVX_dGdEC5#B0(M?v){y$<=yU%rG$B3D1CXCHhMGPc)j5?!(}0eRjnKe`{0pu%&8GuWpiTq8_d#eJ|@1{l!tKafk_+JzkqtkLkVAQR8rz+ z1%u9FQttt%rQ|^k6+VY#RRL7ACsC>J6xJ}3vkD0~CE>*|z!f?YFVdkd${X^wL+_g| zuEjFm#d?F*RI@WkXgjXl1%OdA(Dy12lCM+?YB7ouV5nk=zD7Iy)ZbjtKV4l}`HD=( z@Q+(OoRQ?AN;Kv>4?lr*4Po}+iHyf&o^j&%2m;$BnSh!8Zw zK7s2DmLiqBP7gyC-$aFQYoX%$-uetPGwf==H_pIlZr;rB7Z^lC;hKO1JERI3lbyLn z;B{T}!B!*Jr?m zzCha{{#8SNXePrM5NwQyKag8ByCI-)(;mWbI9Ftdm#%0HxQL|#GgGrtkcwoap~Q4M zm#b+=sX0859^|fgE*z$KO0HmMQsSbmbCNWP90x9fQ{-l~OwJ{52k(4_Y6%EwWG|zk+JIv)g3;dcEPJfv z(Y{O3{5QYIDIiNMNPVN^Po&G-*o9&QM*|eJa!4B$cU51M()Bw zCaAT*ddy`}*WedFNw$HzWiysf-Hq=aR?r%&-!FXensz$s-Mj7&p`84>J4-PPZ z-zv^;8?3NWJHSA*Hc@>6?2V{sm9Y5cnqUkOA~go9uI-g$&|Ogqa%`q*zJwb#f3!4@ z5a2A^j;gIVhYp_+gbq|^VPF^%! ziLz37ks@Ss38F!ZImqnGV7#C_^XRgwC;70eLU%c9b4{48yIVp9OSjEJt5FgEA*XPKTI}!c zQ{a>k^Ie48^^PN^WPAY|T?2!ZD~h%X3Zw)yYQ^cESZcB94ICwP<4-dmt z2R+xAoVK-gOMU$9Gw28C?d_eYpGz`${{RH$gpfKU@P6&e)vNE$J(|2)$mi0~;g({v z1I1n+fXa0s`(ZBvkdHB>K&Z$7YIqlkM8!@ndnO3IXjUqNN+~26g_clo#@m#{MqpZk zA-qP`Hm}n860MyK&Vb0vE#ln7yv9aG06_7LdFc#+0oj(=JcHc>3ar{#qQr9?22Orh zd#i{lS__{*Za;E~u8*~O;ExFge*mZ!P%mQ$MNgTbA|a^8bE`708ju1tTak-4M;aCN z{P_iaUa8yIRaUc@Ys4-a&>EML)3fu8xN_U8(%aL{?%fqU+i*R60)aNr|6cu)^)^)H z0yN*40nCi}UQz5{`Hd`xXTR*ISlZ-UDH_RH$kFQd-axz5{rq10?CoDPC+pA!hFg+G z#1q>;fBbQCeg3>?Luo^;V&e(%uz2Evk$vSj=!T)!+}}af59mbNX z+R(9?u;Kysq7w0D(%VMBJH-Ej>sguIgX0SUQRE4oN-|gfWq7qjLj=mthwf1=k!P2c>gk3mInh zO+J}Jg|fGJr{ihxV$uWwvUGlSn&trCBxgg$(6-Pw`FU0PvMKpo3phj_9s&bs8LwjE z%Jjb4ebSi_fyAXh@h0~Q-PVdumDba{$_NQ8fR6I8HTV%P5n%B~W}N^tBx(9PQdZTQ zsq?N}`u(De+u^1Of~0*gAYA1th;B{}WER}b0Zs)?8Xl2+&M~|D@WSiLX=9sl@MP0>Q7Je!RTU?glhoa$ z&7;@n6pB3f-6B{y!Agf*Y>A0)N3h{~sybrS01Lxi?F@pGJ)hd8Bns1rKuHvmp9j2u z!_}3}bN&n6iStkkIFY0j@QBlL_dAW*nUXiyQFQv_zpc(P#fv5UHTHv1FRSk*^avPt zVK`E>ZY>qWc=0aWmf&x#*ZUsg6Avpg zw`+kIKoMZN^m)I5F?9NEh@7LoE-Tu_ye}prr;Vu zy4z7Cj9pqEXn8tF-@+?>Fy&o#X-#WqX;RK$;K&H9wWFnv-|X-2C#7`eJ}y=1JAnDO z@CG->XGdZyV&Yd?0Wm~X?3>y&xu%eg*7seBC0Aj*JhXv8c9fG7OHUGv80@QuuV;QTZ*#kSzLma($OeL}=h0$kE1SD)Yc z{>LppO_Kw_KuCm;0Ni`VRZN#u_v6pyfS9HDT`dsIEX43@2MHNX<79!IYS3PE5$;A6 zA|x>wj&a)g*@P+GkGd6#+*jTt1ndFuhe#=b%!S{1#_5i!Ko%B{>Z+w2J^`i#%IQiT zeIi3aY23ND!>?iVwXF!=4RrC<*otwE!}2FeU5>~Gsg|&M#OoT60EWF5@)8OS>a`pe z5V{P1Ed1rgIWN%~7DCtCw0i`hrSww!DgT?Q@m4vl&}imILmoq8V{e!Lfm!j@>#}$S z;aVd=bHN(}$)evFDIye{Ar;GK_0hCehWpfyhk~MvNhh!8+xwN?d^C6ug!XyRIWgoi zJ>zB_{??(AJtleSb>Vk+!O!var7&^qu}+=3iSW%YlN5W<*rJP4wdV82}R7;T~6%;1vt*Cseu}PfQ{~5-Xz8e+mC)rLyv+ zfDqBpmTd7V%1B`0;QA$E5=r2uC_Hx&+ZqPzOcEg1VDBt>zy*07ReSQ;84j2!ZDkt^ zHngCQDT`pxJdac*oU6cWKqR{m^N2l~J|azLljBw8I+H)OVqnZfSAU^DjNodoqU5i0 zuJcnIaDg^*q zO<$NRcl&W=8u6GJjHmTRPkU%%h1{j}(yYG$)efmp1|+{hBnF}X=AR#9t-6woBY%{= z*n=JuN+wF;*;rLx83-Bw%=qd_oRJnbpD?o@`0{fXA8m*X*3G5ed>5Emj=6xc2f-%N zghlJV&gGI`sgo6+xl}3I7)z9-)D)}Yi{y?ydL(sCIpWX-;x2L?DZQgZRS$MYSk-$e zv8IEcNK%uLII3OHF@9|;JX@p!$*P90P49tFt%u^}s!i~=A$AQ|3T&ULkCZbobOePR zkHeMYyt}Nadz0tl`NBP4G5rhuSJ)o{tT2;ol_6tcv0&3SmlqvKAs%OOLMQR&Wr_Ot zu`%}t5jIta+D`fYs;t-!Cw@9P+sg5(=3T9%aD`mNE(b}nxtj;(cG{K3h(>e>Ku*1RNRgrACd!#e5*3^9|=@uXm0eO+4il4hyg3> zV&*5n{Ii&5P1o_-QW_WbIx3uWxj$56=hoXHse(r)kz)QF6{PYPKC~@}aD3<1;f5Eq zkx4*5lqpJ{>;Xl%x)M=;Ba-W{rFFYxls5>4*F*9Qr=kC@KHGl9LvBtA%5j6~)BR6K z`Ukw2Z5cCrSP47!%?%7IY#k$$bjtJlqFd2Jw(@pYZCERe$liu$O8_1?b+m%3I9&6c){U!nRkPP1 zIuwie$UvG`{b}oN?)yW~aUu@`;zO=B=j6z9VvCkd*&Wqb#u!N(OE1$EKbT#SybCW4 zT>9|-PDnD8kpz#6O2GsIBBw$@gDytcC8f@e`kgyj6I(Hlviud=B4wfan++6Q)k*4a zEV35op{iV%d_-eLRDQMwJid?@%`aOI0tXO)j*;p{$^{-|<;Ys0ju|0oGka9Y8&e)R zM0X?p{ORMN8@*n|`I<5>5-YNIarX`mSm?>-k%JuZ_Rlkbssab{wE;;~g!wR5dE9Y@ zr@)6(B3bS$cXvX@h2~3&zol>iwnRPnJ&EseWXG4j}-Z z{k`=F{S0>qu7I5)4R*>EWfSOUpPV+Q> z+*{>lksww?u3+0?{prsJsTOqacUCVu*TyQF)1yi^@E5H1{*v+>d%-Gnec5)&@IUs1DC0H%xG!4=jKr&!kwGq=S8sjuhVI2K~_x7{en!GlPI~{g;3uJfPr%;`h z32-TWhgA7}W=yZBVunp)(q4{_c2kxas#C}dt)P4s_S0Ablalu2*9173VU`?x!y$*HhC^$VclcX{{Z8t4 z3g~n(D#Uq@l5pjqVScdxMhbe2a7Z}Ab;Q~E)HB3skkSg`^k~^S=jpiPs`AHcR!^Q} z(!P~vVv**24Pz*Rk;2J|WV%@O(f^^rp3BgJh1hkx(Y)JD<0zIW_y+69Lp5owk;@Pc z-RY?bFBweK)IlL>6Nwu zhjYbj634WAtE0);mybUt@Ab_VOzha;Ls;pJKmFK(`?YGz)%kD+2MX? z2Yz}Fbg=#5zr^Q^E|G=mqGQtNKmi4kJZ7Z%Z+}2OP#Sne5n#xWfWhMF{8%fUlO&CM z#90W61ud9DLDA#SmB>TQF9Ql~0^)Zh`5jQ8oWVyNBwf=H8Ej@r_|H&x((h|C@_I&u z53;bg0>83=KllBHX`*H{9JnKMC)8G8!89$5I5E0Dz;d&}`^uX(N-E5s943Yc1?b)^ z?fR_odTnK8us#iNW+d_v!8WMGn5jIKl@nAL&mI63h7josc*Y8Y=A^?9R;2}GQ+t60 zyn;zgoIhI1{I3OWxtd2*eZ1cTiyj|^ZyHtpI_OtgTo`TpSKI28Fy?sTn6&x&w>sxp z?U<)N3(=A+6aAuhw6>N;v~ATrDOvTmB;MPn0x1TMQ`nwGy|=S7KM*)n`N?L|QO6qn zi=RO|CIcDJ*bqLuqy+nO`#98_lk3xvrU|Q7*F^UbdpAX=Xx9?#Seyl6yCo{D!h;?H zf}isq4?7E%b^~WlR)D_6`}nLSfDZlmF~f_a?kB}~Z9RcvbkQ717S6w6fP!oM1kBy- zfba;tlkbw_{|H+R60HhXL3#qyv(Gd1@z2r{9!IqY!F_WwLn!r1IWkVbHk<)w4(R#A zfiY8*48~?($yi3WB14slt4rjllRr=WS`ff$UzdXq)HV<0pFX{{-gNc?&hQ8?j+Mlr z3rrl(Cd&Yls;+hyn^NK=fqX`21NvU$%z}hcj?h2|d-G-D6|C24ySO2eUJTm~iNjh048? zUe9a$kM)o`Gay*&(`V7(=t7=u{>3}*IRgFu#lPA=8s%J7>}U!Gqo#JR9`m^ zQpL0*(DFquHM7NF9$2qkVgxXTXLJuP77Z7scIi=-_zfj5PO!!xaThj2c{NM+InVFo zQFXK81eLsnHh5D&qEQ5~=E}AFjCeuO-kAEgyLl-bR;~P12JgSamIa!oSD|bX#V@=4 zjpxntV{g+d{YVyZphbiX@i8ivL$sZ4-68__1aDUX6*=!ceVk!%zEdkvi`vr(=hmZ- zBrwAak>$i(nXH}Nl8#q)1}Iqsn$19}g|#o`2sX8c6=xP1^gui@QfHFA8iPxYXXB8# za}(CLgQhbHB+7MP&iGf62r}*gL!=145I|GR#C@>7{m?uOD)@hnyO#z8E!jfeMDt_B z@!+K&0O%h$!s=0THVw(B=6an#c4O@%e1e5@Oyw?CI)-=w{%q%Wj-k9*+s<&E^z}Nt zuQ5PeVq>~I>Ua9X6@#OzDOc3^k9~7nszj4{1GGpG2Qa_Z&Zb|oZU&vjj1?&8L94#kX6b?KOl_8 z=;dzm1g`+KUw!+=C7s$a?GWf9ZH2XVL@*#gxWRMB5>PekFyreu8N?3YV(6MwEoPPQ z846NL(&PlU4BMs_qu>tj++dJ$f5PlTE#{@Ve&~8f5(7XlvCwJBL1MhwumBWNL4g9% zzxsqK(?&m9|K2`k{b|e&(v}SaiY!Q5yZ9xB>=Somw`+lC099$oh}WXUU5{yiXTc#_ zbf8ka4Id4iHkO0pd+EEfMq1#Be(ylr#qY68+nx&4{WmP-68e?Z)o(v;|GxY>N+Gvc z;a0pva_8uZD`&bHlAZ!#bC^)fYJl&I@7dP1GYYU!6*CHw-qLB!H|>xl35A{t_-yg~ zKi&o`3Jiid(5VYr+!S|_48jMTbHH6$LzKXn{Pma`BVEDyPWk6268fXk6^J^kV0|$} z`i*W*uew1L0;VC_qtWP?my^`LO!WcJ0>JWgCG(VMqw$y*h`wy@N8xd5Cicvb=>Z+i zAXEuYEi}0S!D$J1#5^{cN*neKKxk$^SwjJQJdDr3{om^H2AAV-1|hOW*fQRc@nPK} zDZ{%8olkoJAV+dQk@~&fiEI6bF|x#F_~2%Q{At7uhbw&*HzJ!7k?T4*j8LMK)iHeY zTVS963RxVKzU#2mDq2{u8u{+&BJJtj^xa~GS}SonGNt{HT_DX7ZGW}ft)o9ANJs(X zHFE%~rf75~JvVEPlb;a=_2e?#(3r&abw_~n>@u!a9$2KV+`}bkDeoa}5!fPWsM-Cs zwc%1PssKs>q+;m@*SqHKGNd5+=gS-X~ zM)-Me$yHp(erQA zLj=iC03l-uulZ!@d-dU)H|HS!M5F;NKK{S`7ewMk9J%w=AAc`VRrwpabg~`-<5JyX zl9zdbg!gc9(Gpr<@NP98UPr-!egR6!SdrZhL#AJH7oHldIZQ*Kq`RlDsyMWHqd`_^ zrt|1Baj*uAPu;wAB#>Y8Or@5azUDSa4_+QVk-(8X)^(zjq(&O)73Q<3oQ zjoe@Pu4LXCS2cx5A2vE`4-x&ZcUSn)P>oVMiJ1h=hLXi?VB;`VG-P=!l|Etor%_d| zW}b|Kb|KGh!a8Xg4pO9;ganaaH0%-RSTD!&hY%PP3R+oR3y%d4NUcpRSnJC3gUOTT zb_j-MWNzf4f_h^2D_M2NR$1{VpT z;a|{Gz}-GIL<_vYA9#`%bCBNr9W^~4h<{;o9wJuLv}hNYJLS{}I=lBNil~Rm@eS&3 z)o;o|$DNF-m~*KyrH82dolFn*;lo6@9w>y+ParHG;DS0f`W^d)$$~64!D6_Y_!VYE z>Yl`!J`GRCG>cN*NG`%m$BgS+yhoR+u>?!e>|YI**1xYZN_8VoZ=k1PzI@1ErkMMH z|A?`t>PJUwmI+g`WcMio|A5z0%dhNz%Bg}0mX<158wdVZJDy)pd%34`Ra6Qj@jCA{ zYSmL>2(7tMyT9b@uPwbt^R_f3Z}Tn@QW0`o*gVE=sqSVRiR))*aB|lxusO}u^9@@? zHfY{YWUQJU&GLyv)3$!U{~~jBvZURpk9p;B!Kd1fAFm)1EPrZ!J2*d(h$I{m_ECGO zC6dbN?J1uzz*dkrSe?6`JY_Uw0@#EM^^c);t~HISERlIxbbhh5#u)y~GL22ozJ5TY zDhVuD#&fth+SOI&SA>Bv0u&E<)4F)1VnM(Wrsn|Y90bmHKRFdp2sj){Y(&b3ag{hO zn~}!iu0j}G|Jg}DeAvgLo*yT_oxG4juyTDhQNO0${98r+{r5sDDSMED5U*i4eYfCn z&wclfi%rDx22(I;YHxw5oVlSY7;GUNvxq38s8xX@Tvx-X9_muRN%kZOaX9gxQ{Y7J z5@7@E?9W}84he`EXLvbp{lz{8%Y(9IyLteePK!Bf%X6eK)GofaRja!-YjdP zVNNgAdizNoM8HqSg;kOKSy^3`Q&0$T8NCsUe<%(z;Wkg&h7z>2g@|Rs9~@U=0lp5h zUw`>Bf-G%5ZTqsV#>esJZQoqVn%+=!bS(Y+fR?IvGg_#)l2TS#Zo;Ig!386l$w3PLgpKN}G& zzUBLCT!C`rhLAgLB4LHU5`))!BXXfs5cVV_^u+|Uzu?QAhui!s2 z_zR?818N3{zjX9nn|eh12mT-^=x~H<8xNJh`#4N3Rm22JDOITB_LQ`hOiBV=Yrw2M zb5rW*waUx+EsrV>4r3;;$sZ*Op|2+kvj?9c34w^$j;eBIN$O0L(PIV&rfn zUi4>d_(nyPADUVMh>17!3=G1+hlCEkfP+_V7p|;!1%N{c!)%7a2OTMB72kfP;>k)g zt2;!q;E@z8#HsYON+*ySk8?pB0DqO16k$7HeQ&jzA1(Mo77mD5P3r^e6ZseUDPUC} z3Wgj{fQ}K>#(!OdNX<_<#B%{QuTXbYVp%IYT1W*@3+UhxVq33z1>wJhdBXPLi;dy=h+$E550XQ+SRMCLw zfgm^UTH#*%$pw3DxakE*D8Mg6dznayS3Ju5o{bF$q-^j#TSNoBh_qZgFGV?Xk6VS% zK!y9gL7xDbvL^n@orkT3iN3Ql9cn!!>KPY$p*auO5g;{yPdkJjd&NmPncKDe`L!U+ z0Aeu!X5dLMq$3?Cf6zohW*4wEufcTj-xCBNf`ZQ}6zjwnMeLYCr2wSc-2;so5*>uZ zi%iTisxPaU>@ty;0NS%!T1U1zRyM}2!GbgOXjCp-fv_Up4=gzH0Nx^n#)v@$H$tD~ z3Ea*EHT|9qMkl}ZnwnuXDi${j$IER8lAQW!)4z`?KX#+L!iN+#rks$U2Rx_%R~^`u0#dw5%#@CPLMnuz z-@iRt-?8OvdSc3|d_`jFo^$qjQmMM^Nnc|Ad<3rRRD`0i3NNT4J5SPp`w9q1brp3! zram)9WII3+0`ywYHazrbVb2S;`?sAIXeSm6_0yl|x~sf~g^T@=;OGRtC5TeGh)lBx z4KA0OzkR*II_)x`uF%l~%g_Y9Nwaw6hV1@5uf2R1cOWtmOCJZfV-y)RGxW{=jRJ)MBbqh;tczc4zW__+ zz3UW+0H`KVcBd0hm!LY1)(5hqRPP2ns2#l#$hoJO3>@)v?e zSqY@^zBHY5H_bp3^q*H;lnPuVs5DTDA-EP2`CAwfr0)^&4{fr`{60s#(6RBz5|Yh* zTd%(3FQPyJ96|(n$cX9zWAS+CO^>-cdUi5k<5g%INEimdj1KSAGlkG>Jq{qmqWn%+ zpv6hVg5AvUQW?MM69DB0{kiQBdIO2qFJdcE{i-rV2U8eauK--#;BgeAq4CG4mi{<9 zj5-5(JrWX3sit0PQ*?vw%sE00q^B0^7L9KZi!j34`?ne??(1TYI;}LA;)z~;Pn35F zL3_!HhW(Lr`K2_;UAHwyJ#W(dlBhU@ZCb8=?aS81Tb5cO^Z*+2>=e;o@FK&RLFB+l zx4<9w*c1r1gChl)Kv0an_HJae{RAl|P*Mg5G~^5;pRy^0oguvf04bg~o=M+K{?n5#mJ@H4kTGp;4pg=CQOK&ScR zx+{DeJWoLGR7?cvkVu#_EYsSIin(Ka8SR+zpY)Gt-r1EuL?TU*HxIBz1$N4?PEI=^ zVt@bvPX%4*<3EZ*u{1v@$pKTo@<^*F)9=*NXD4;KRqgiAyi)$YYn{!}RmQYIFfLYq zAV4A3XGlFr$7DMS@xh}}#9SrdRDoKwzK&k#*?{Mh6c%{{&F?Y(I+y$d66^fVUYsBa zjc;OTMo{ctmYhW$-*I?~zsxXK8-K+Gu+yp)-<>h5>O}wj17w8DUmy#XH5d=XT<71v z_%zd?)`b<`C6SyEyd!b!z`?=6yx-}P-v>~sqJl=Xj6VqJ+LGn-B`^msfcp>G8x$ky zHM?Gg$73kb##!RB0BwKPt7uN>UXX>beaM+WQZ^qxJP&ON5X$vDq9>zY*m_svgT&B} zd$fjXkO2pWL3#MWn=Jmmafz;#kw9oqccpTKDgXE=(W@-zX1`7-NdZH6g)ETn-HGee5l zbeuwvc^|jv#*u{AvW*gRY=c}M)CaW59vn0{T)~um!qjq#UlD<{$9%-?Z-xa- z7U;h+7BBPJLbRwu@gf3Y|G4J6OVPMrUDoE2V?7hoshVf{r6C1Zbd1gp*Clht{nE&e zV8REKKhk>%ic=Mj1m)PgM8TL6nYO2JX#vgiPU{tz{E7AXy?lB(^MtAdq|U1jC+TJ_ z6A=efLHA5B1k(!_xYa!#)X!hKrTN1@;0RhABEcRa z9%8~YPKa$J#~;0yDemclo;o*wkgwR+LodMj7`iuH$C*6ICACXuf$|1M2s|;x{dXcU z?*Uyx)UYZ=dj%KWr;hWygM1#u~5)+BnZW_StGfT0Bs#Qqg(Be_WYs zC%>S^{=tcztHRJnsyn2lMg546pajHh@Z=an`(9TT#jQpdL{n*&1|a=41ZkX0aZewk zDDo8gc(H%G4&LaKWko63r%%fkJ^2{JtZ4GSpAuR<$X2=fyyb+#E>zFokJl(u!x$3T=_U&lqIiR!-y-c6ZLnB zhblmR-XuIdPUTjn+(OhJWj1d1n>Ps|55K(Nm-YNha=k%31Up zq<60Y)4@k-h=3jhvkS%L+hT@w5&G(X-0lMX<_wzM>UBGa3hL(h)Y|%y)cpx3lg^Do zc4sMAzO;?xZH(1)q=q3g0_1X@`83y?r<2=8ml=cw8N=}{GhTv|EC3bD6o~9 z*H0D-&(6y5TR`Y?sgOcfFp;7}z&tF? zR%OyuIMe0HF46Ov$?QtLy{iZlM-ybzB8eC)mD;qn=IiHZOHpt*6M`rg9vQ(KH0k7H zM&3Mdj#Hb3C&R0Y98Jbf^mh)Hfqx?HElGx(77+>~Z5~LL;OypX3zARQ%pbp1zT4MT z^Q`1#^Ap4US-;sTR^O2Aex1a|~ovWCMs!6%?k3xWr-ggCgRTiPebyoUF|F_+WUNY@ZV-Q(>y< zLh}B@k9n4YMh_GI%=$(+e|^1g_c6b$3@WEut|2V-cY6`x#NNRE z99$W*3&&$4Bf&733_nXjNl^ld1MLZ?4@g2wj)1@}3`#Wah=LlA|jo7l@Sio{AjL!bai11{%O1MIdssjPC( zuwc?}r}y^OUYXzHY8J>BVlhv`4X#7JV89e6CbF4EVD{=eg&PqG`1QVF_dQo&6Gna_ zjxUfbSwYVuk4c0s(#St#-qv1H*7y* zBE`a43uS+Rq#~TpGzi1Mi}Vd!0@mj@S9qZNsDkVQZQ=nKjDSSB2!I1X0q_(lcVCE= zDMzeZ5PEZ5Kp$0Zuw@4Jd}a5T@z1eDrHiO%m)_>*BVygJPfoY5#^;j^y!W-@tQj;9rQ0qx&wumhbCgWG1zTKO6S>b^!2_O|A0yN}2n;y(*!}C&q7!B-PZTVJhzz9>-zVInOWtU;17Ix0t}&%(HHPN5dbp ztqIvizkmO(qNjpTX@1Ov{L=YgpTur_*qLDb`a_cEXu)xe3puN4s|DriB^ z%s2BoR}X||+A5;LoX*&^3&E?f1`yz0pT7n(KBkQr!`Zyf7q( zq?tc@+MwHuS2kv6ux#bW67x0XGbGN-gC5h1JkP58l#DR>BxH955p04;{{%4$lw4+A1~gTXKdLJ{6%`2H8)}_&!Sx^w)Gor5D_cm)ad#UUXM_CJy* ze4X(Vr2DLRN}e~d*J^M&znsGHk6>+zQhzCc!J2gyqiSoXmVWU$>x)I@xYM-nfeEn7 zC@p1cEM1LNjOlrjHGJfCgdy?TGoG^-1%MfX$qU*9<$z>`$vNi$Jj5R74&-ZZ!W?)4 zeQ4PIKR@D^FoClmogIWXys=*_T8>pu`5XkW!3wRDOPVTt5qtSp@@xu!`u{|1f`2-N zush@SB8Y@tOC4Sh7}kql6olVYy>WNY?h+J01090|%!Tw3wMM2V|I5$Hl8*Py4(;aV zQe!hQxeM?BQejiE20EoDBSx%wTLHxRu$Dux9-s|QfT}!y0z*8!(mC*!eKEG7Nv0TE z{=-N{c?g5V2Qa?_O%6ez)G)^>cfZ{B@(L`HXApHkKpK9=qim*mwjv>D%idcL`pN{H znyyW*xy!rFM!3I_J`tVCwL)iG@m%2aVKePjlqZUD|gZikJLLM4Ih%APs37QiQl0zaP?nX9B!_z=PqnG%~?_!xb1Bb|RJ)e@M<3A-{7k)t2ov~2j? z(|Zkqsm-=GJ381gtIy^+r(!p7GQCI_&hn;;+X(PtrH`RH;4z5gV;rXQ_c+r z_sIZo$ak+v>*BvtQUFO>QDOs)VLU+s*$BAp(5oE=Urrc=$DkcW0`mj@RqR;Q~ORMh=u0UlD!1yMC!A zl9Lod7T|HpEjIdTS^0IrC7zCc!0p>2#*ERG`LWEl*_}KKe@0pkMzN%>cb~4~43PCM z43<jTP2;-Y%EI#FHOSxiuB-%`F-5mu|)ORgd-RVq$Uw22bGqyju;js z>yWd`?fp92eAFph|J3HxRf_;Wh1Czk2eSART$hprlF{2KLizq{A1apX@&lrbvPsfg zW(%D@Mq@2BpRwos#Qlv8oP2R(Gt1e5oBIGs5i3cdjnULGA+m{xP+Eph|VHxUu{+}zxXGT+8><0f+5(?sxVWAL}L241K) z(mfXR5}7#YKM?dy2WAg`Y!=+~+wO(fO7WvXksrTYR0aCdHHWTxkr^u1ck^zPDykd< z%~^73$+07vnfk6)mLxqKZG^nemEr?=IQJ7BMvAE#kJs;dM!{U8 zq^ztN(Q_g6YfIhh(RX^}fIFZrPSljLL&jMsh>X>z%|J{eR6yZkyLqA&UR%Vpiz+!cB)1!+a>UqR@|(Lb=(vOxcqWpwxOUVUkF;0kyXuu~1* z5Yd5{%1CGg9th3xp5C92rzuXID@Vi5tt0>y<{~2B0AP zFBC4uPLwO4*8meVyR3=Q$#z$~(|$_^X-UXV4#Ewp9NwWc^_k?U8OZC#i8>MYW7~Py`l?aqaqfc?_8Ob(cxF_C5yK^(h@?t1-@KUIQUUv6;|~}8gQO*`nOcZVmRhX*m6d2 z@9nTW=DiBX-YdZ1G{qRcE$0bj{Zmc1pP!$%aI30sD1NSiQlh;%&Iiwew4q^|O4CcT z=}oa80Hm^TaUo%-Fz-Y^k4_Bx{{7+6bEb=5ARLK_?p8eE=i6R-X$mxSbQkVvey|y4 z^OW%Vxa;H5z$_XOmXigp0ww4bgMVg$=6>XT$maomm(4=%(HlZa!aMBG?ukg>zfVR$ zO8fGvkp~V4-;qLg%KSncP53~Y6RtTVq>e&do_T=>Ft>%e?-FdIF!&j3*{hd+ruSt- z%lA<|r`9vIzBu>_psV$MrX(rqAqaY)hqL9gf=!n6ISqN7)1MnJ+&h@1#D{04@X;s7*DrD3o^Dr1uW^J0 zf}sHi^pzfmv!O^c!%-u+8$tnjbvYmzW7++5gt_$h_^o;-77h+>2J;M?F}fVDHC25k zx%Yl&r-)z_C9Qi`gC+^hb^_JjH4wwD`R)M^2tlZ#CZ+fM!K4ValU6=Zw5R3P{N8GS z)4fzjjqNh>Q$P)c+ zf}>%mtysB9Lj6j?NiopsQ=w-UBo2kZx^x8;v3$wsLU^tb%YM`JttDdHyK39v=bxUJ z_ajF^4vq%A*`V@YK~uc{SiwpOwjw>@TRH!V7)CTEc9`CV`9-NVSo|> zly4~t%Yg)zho2nNIlJ`-$2aQ33*g*DEKVq-!WvmxQO~c$f7wVk*VGJKJj1rN716Q` z-c?dk(m3KhNjdSl@osV~89EtYxyUn&aZuLp2|K)eBKh)Sg=IQh^rpMoXN{yO(!lJWeNC?2mt z)p_`n->;Fay45-Fuj#|Y^W)Qi^kc2&8l z6<1kJO2A>0^Do3xu_=a>dV?de1(fZruP=j3A9ne`9QI-_GoyDzm^EJXbKkr-Qcw(y zM6$!vTETxs(}GJydvW!q%HPzdjU2~C1A88F@0>DNe+G4$%c9XFa7fSYc{wlk(B$Ri z6_#Fh94Fkcv=>Qr1_1!9mgD2q0?0EDdo+1m=gWy|yKcu?DwAv5zN)>x?DOdKt)sh3 zE;$VZz8i2hgR>z~>gLkWAGbsUyWV8lT|qBDz?S9U=RoO|nC>X1lz~hwnQ;AZia!}` z{rv;;i<2!yswn}%g}Apc(h1|nzg98(-8Y*l@OdyfdD`%pOV)7G+L)d;SJ)a_7cFa4bN*f zoc0ws-TBnM;uZg3y+j%#Aqfgpek0MX{xJ3RugCnqn!Y<8%l-fVMn*D28QEJQWoPe| z5EW&lWLAPd>qJhea9HJ0el@Upi-}Cx>AHVZBf1F1hxBI%T_w}03 zaj^OB%jF*XggI85r#le3+oK^acy%Qp|1(mFVFOu5(AD zxh(UrxQHj`t!!<+pPE#Ai>)q_IE)BCHC}^O{+41HBS_bfZfzm!dqgJI#BeKkwC&jd z>q5@!zrB)dV>d*`^OK+pVE6dkb(l9(dg=c0@9rws z6LcFqINXk-u4r&$mn55OK@JwbCR@5%s5e7GLY|rV6I^K2E=S%K_3ysBfBfEfNAi1r zDNm=xxldT15(Ru`w)%0=d5}C)=O>nY@$lX5S_;2iFr}M@T)}r zM9@4K1SprJ z4{594oI_r$fr!QD%bN|p%h<)oA|T)M*y{fI!l{(a%qlU0$4TTGycjBvlPx&>b-cXF z-+sFJ(Bt8;mX6;z$ZKZG*AstqdDM0^H#~adA7mb#)@fqch6AiMC1?Z@c3W5WZd3Oa320Z`14jB|5n&CzxqE&3-0yqH=}N6&MD80 zYwxKZWPr~Go(?5yuwuK@Lx(3sdc&rcbX@BYJrHL1BA+8K`+ob6_0q3z5v^m*I5<7! zw)`vsoVLLfMfx&*k<{kNo=!m>%JdBj?sFkiaQNiCJ^~a`bJPig$sw0ul6Z ztofSZx`2u?WynP;C9jP-m4Gg+<0s$;YP0onU2QZCnMyChik%ua#{j6)1%&zZz}G`m z`lbV8285*mJcqmQ9hH?o|LH^rIoZClk-!*YJOtrrE7D7v*k7bAedRYS`uOj@6T8lE z=gI4nZAlT{0#RCkOnU5U!QyCd;DQqa=Ux&F`=Y;@ZH-FnFQch!>gCQ+GhKr5(Ky87 zqFE>b3Wx*+zh}?Pzra8q(gcc z?`K`6VFU|eo7~=2>;9ewkJr*tyEQq-!mrFOsrq^4@lX3Fd5evIAWtS|WJq@H{2s;> zaM_bb?d!w@iG*F>u^DbFdJROqwnn=2C0uZpd2yz2FfvVFi6xa*PlL}_R&`-%)5vZ# z*pMLFrR=TsGVBc@A%jV!`gFqV69d$ol=n!NYVeODdJxD5_&UGY=HNM(^(5O@ zdDlK&lSg|R9Mx$nTbFX(s0isYgxOTuLHO4b3}fH94~&GqB%!Qnc1Pa$pSiNq!7HsF z-D6c#r0DOLglh2rS)ETrigtz&_tN==$g~vA^G#;4bQKWha6+F?n4j~xt@9theu+)H|#QKZMLMMnUEwp(daI>e=RHP=aYYPZPFy4cIf;X#p@rzx zQ|YL=$FXr2_=)NDoz4$O@k+3!%9iaWl<0t&xpJLHiHtUnxIgFWXT;nCDPG3#pTGGc zQXTP*2wO0dKOIWoyIiuSptRG%*JHioj?(!XL@xPt@57AbHhCfJcZ|N&5C;V-0`zPm z_9>k_e7j_~O}yPI*p1@{?zhbuH>u;t4LTKjoK87Ao5;IL%>_{Sow@bV8~k)PB>Ssk z`^JVG(AA`!51z5~YOsGZv0UweAA|I^y?9V`?vc zSJ~##rF&!v)E}{}W8oOA>}9;2&DNmn(YS>GqgHL(n>uK7I;RP;{Dj7X&EHj&0Qv~D zv(ISzo=Y@7f=#^I+QcnFhTU2fq^zyj6d@vY8b~Lmy`vHhuV+1mN!tR*oc8)##l)4Y z9oZTL%Hh^{<-KFr#>!FR)NR|brx~|-FAC1L2*luhCDYpDtc@%xzbhiQdh15Kr^mK_ zI~&_#n{Z<8p&SkLOHghXM&T$q(C)ZLh2sRp+D2Glg9ADgN;E5nL(MCDXsFVe$eKxe z9^ow{itXTE->#zVK7~jD`IUX#HgJ&t6M8fB)5e9x@t4ydDtL%mYb_&Q{;3>``lu*v z!RI(`r3>SF84+YN+8I{WEft63{y!E#t-+zPV93H^LUVJC`CQY6KWTQ)Hl6%aw^R6|H4dn^#8);?F}k#b>t@7T(*p zfX58(9ML?ZIcX`%NQj6~9dDfuouJF% zkIzhx`@pxHFw=m)TZ7)0Bj^B7@dJy>i@K8Tu0pY2;LNZAF3;<4{Xv_o>)M2ta-T6^%Gj^bO@b`!>+~9&6;FYe~ zkCe2CAdF1u4Dbi=0I5t%eVEt1PUMe8iv2!RI~m*}cO__hcvu&9R5*vqm;b4;>p#ai zFWj${AS)fM#9n^np6~28|EKHgaLt(febY1=B@g1~g+I&g7_HL3Qz-m9VWv{mMGR~4 zt4&lU%?*?v2|fG|GNTf6YfYQ~E)kqi0vu&ga4l#=v?AI|y~^}+*x$3h--m3(B-!<~ zb#y54+o|#VqoTH?Iy6}mH6WbSwvddZ_NcT?j_h{{HtsaiK<68aNg$?~f?{F@y=CqH z=mysEn+|1pL-x!iytvA3xK0kW+qT5lhp*hQ-|^dZIsmIhf^R@n>KMaYDEJ7C>|}~! zxeew!x;a^wQ+SOr(M;~DsOd>myZ8i-mdo>>9aor2_aq#XVC0ssE1)?wH1Qvf7Ga@@ zYC>30P`i*hKls}=Np*5f20?H zf>TaS%2**;2(_5-ZV)p{qL62>&KB(6&-gmLQ7dwMr>sK)xN0Ke;-|o|BgIe1%E~em z(_e&L8(w~4Nk{hOU%?Ik%NFm9j@&^`9Y~+MWuIJ7jJB}EgtJzRD`V7!TUT!W47bv4WRS{QFhv%`jKI8Sd z?n1uQ`?CJ$?7L715p!cArB6(pRzt62>mcn@Q0>UoS8mIO3x9#?gczaq zS4+-kOOmKcO1nXAf!iw+qC}>7u~Z$`k4xki*ID%KOFx6o4EP=>0YxUaRrPqqH3f!C zd3=vhCPnPP+zf3cAi$%=Ibp;Yx#k^YT|;OliIF>synP1_GHt?*5XN7P+skP?+NfSW z7X=Hn_`PJL#xt*bm{k&#T~wgam~NJpyebrA=ZQ+cmK-t<91>!ib$|6-{|AP0`PT`^i?TUSB}e6oIz~O_=?%!up&7$$rQ=74R?pv}wM5^& zi$6d_Bcc`nYNwW`dwMxXt@qtj$)|bnC%kIM3n{_KJCv-?cF42PwVmNr6FNk@2?SM7 zW9TItHb$)q&6VJ0&hDK6>0zu&0APsI2BmxAL7};2M4lNZ?%e+kV6S5b+4gh4HCx5* zt*SZ3l}q7rJzu9ibAPXkx9;a;5W=ht0;TjA3CCg_UV3ItD*g((U81uJ{j+STpkHrY zDxMnS+_Cer0;CdEOshQfZtX0Iit7Cv$rG`p2|N$k=X)cU9-K=p%EIh%f`Qr_&{8O!^1elRfv#ET*e1CiF!pxD(WJlK2EX|#^?VD0xun92}DTVg-!Hds{{AK6)1IG|lkBg4BK zhWeI}dLUUSbo~ZFw1nO{iS?A?U6<9@2bKmJ)wIsRE#fSI_DR&q*$R>d& zefi(d9L!#|kWA(Lza7InV>+A1N9lrHl;Q@VVqKP_zxi*2=+a4|2PkjxI`7Na3n_Ma zw{BtxowE93iscaw64rIC^OraON)4Lo&|%BX2m1fz?h;F3n}vsJe+?|z2h+pvl%V^^ z;Lr)-?l)%57KkcApOPX@^wjUCEG|5o{>S5-) zu$}Doq8WIh2S`S{)PvaxY%h9SFnlJn1*r9W7AMmkolye)p1oJujlrbk?q^O}c0TVv z%TE*sYu($exi-P}Hd6&oBK)X!T2bRa#CFPex|>4mmT_1bQz@j$op2O!!*&t_S7d;c z>FIY*<#|%_BBAf!e~aGDzf8H#vRZNPOw%U7lb&D#_tJ zdbU7hEhU6v$k~mp455xhAR2HcE`0k>4!6}vH!;BzwGkoEhV}!~oR{dYtYZY24Fd3e zP?^5KrkBFnfge2qFdgF%f@p5SLV0^v@iWf@unsGB%55{wfNKsBZu{R_bo?Q`>^y2a zDr$oD`U_q77a*_M)aQxxC?oeLs9gN&glWXd%BycUHp^k(j0Y~#pYrKm+MQ!NrhgI$ z@^eoncMxfs&=2_Y>-#kVQi{eVT{Z2WVucD~F<~-Fc;5T|80ONF8`&;V^bb}=yo6KK z|BznWWH{Q}+rjmxCDw|#%A{Ye?xTh7!-@pJ1ziX+70ihKl9khX;a}Z`OjPrOldXH< zdV;ZXk;%T+t5>fo2mIKDH2o~mJJXx;@f)NyJ^+LX&LeJ7s^<>hbtC4AG-ewN9+DL4%AOJd07HCRQByPuX}a!%ap=n1f^fdax5 zucY&rcP^vZT{C@QGWZ&a#G1SDvd0p4r@G-5Av5$LXwfus4#5Hj{{a9pMp0`SPJ20* z0%rc=&oS5mvv#6udX)n92;xnR+tH0YAPL}Jh+xDZ7R4e2PnvSaCI<}9w1^nG)VOWi zHk&zxg^$$jn^<$`V*>gTvuHF3+jZ!O)V2ur(ly{f^@(`|ou$ZrIG@1J0u2S7VAMjO znlqg2$Osh9sO5Cxgw&s$Y^9NdVB0Rwz3=d zS@i$-qHS}A$OqEDE|Ka(uon_KaNszdpdRSh#AnofxpCkHasOZ-jhIt5^{%OCs_pDR zS=~H}4m)CBx@5cE$lo;b$Om_6gb6nLdSAg(zSAn(!MF6KQOX z#8IkA;i%d83((GVAST4&$~&ekI4s!pVenhhc$DL>+6n8v^lg9N4<}Dhwx%k6URX|= zq4p8)8}p_kQHCQ{P=;ftr4#2IeW?(MPFe$tuAck$2c8rWUF|xUz=9khHeRY!{j_+Q z*()1<-609E>$Bo-8wl@tg5_ad)iU`xoTB$GY9V%lnvYMU46nnf)`ym)a@cwu3;A?+ zWqpgcQRObcM5UTpXETMr7{`$Xq-h5!&s5uHXDsKuJ9BF)0IOTo2U0G#?}LUc3No-1 z^wm*BUHOf0KqS~`vIJ!~Fz;-iLw;VD-~PtOdHNE1h_vT3Wz8seU({XrV%=$4H~Pv` zfF;TN1)hnNX6t;ZP}l8`?nA4`IY#%{*l5>W+bP>o>Au17L^0i6Fp9_rFA&_p6=Vlw zX*)7sTGgq2880B7`2tPiWc7fmv+qH>*N_rG8Fw^v!O8Cof2V7lzW@cv6W%0~VHo7en>R2pbLHH7N z?c^$Ep~A$v!ASi--1kLP2gfrJTnnCcZ?-eR{dgQ3t?h`6Y3p7tIi+1wY*aK1EJ#rt z=N=yrdj2gQ{m*7tshL~Qunv3IdvcBJh1%MjF~^^GNaWiretMSdDwh&xPsq5M*glXs zX3g;3=ZVO>^dGSwek=x_zFtZ}sBI~}9PjQ>w-gB<|H>7^z$L)q7kfJ94sR6M+}=d} zV2zgBbaLi)*WB6W(mT%@69y8K6Wk}It!J+P@+4FI32BtdllBmd3jQGB$Tq^01?{Zk zABNp4pRe-p2R)w$r_j3WuvAWjQ7CoXhogKh=1&d&b=Le8t<7PM<-1oq5ZGGMq4hV6 zZme8#mz(6cR^Z6Vmz&cKnSa{9tAAgq4bDItDsK90djERZ%m(yiOy1|H)XW)$E4e zrMpeSH)Aba64nD|<~nBi!kX5(x>sudZu;brc|%)!S^7B4Kfb!nzs2|BGeH)GkUVPJ zJv(Oll64AmEYI?W&in9uKfSy-e$sXgNynGOyVB7|eveSLxI|RHc16 zJ<~Ec7Aa)qS?TlbD*QGVnzVW@t^VCu8a(oXtFZZ&;;3QPC`Fs9pPnM z_O7*dHen=trQtKig(|rPIXeAkVs`6V$CfuJ=Kk1X=BldFkBK`op1%aNONUhVnxd1N=5u#clvY*IJhxnwh`WG~8P_I_403ajzaqw7C$MX0F$ ztbv6wCs*%os{g4WC4zULrK&`-=28x3PE=c>gHB2$Mu9;eJn#B%*&Mi- z%r3X;hj!{_pTB%#|MxiPYedzS<%|ES%Q`IF22S*N{#3Ym^7xQz_`*I{t%th$2CB^W zk9<{6E?;P(IPuBJuFmtrnc?4;#s)PS9V!xfeooq2-dw@2nR##|dVN9t)zqDsTcOg@ zr_4J`e+BhSwT7k@4ldd}d_6NX@pkb0FM7wjImLzT4$3)#3r&ZZME#D5?TGPD^l-^7 zZ{8=TP$u=BLF?t)?tPk->{8qXbSOyvd_(XF@9VQBO8CI3tbmDcvj6s>5;yg|oPYhT z>(7OEud1mWDj)Y+rg`TUPP#p1zPYckTrx-V^jn^dvyrD`6$3E*MUj)Tjhy*2dFxT3 zx$^?5T1&b#^2HY}x~A}?`#&9_yTMf=52h&oB_>_ZfDD@MD`mrmG?6G?0HE;5c{6$Q z26a}%keL*hxk&!7QK4D*Z^y?oW!wtQyoV|@3LA9)#xTf|clK_)cU|j(q@vX5VGcz) zdtK90jN%8L&qsV?>Zo7z+Ut68aXy_k_y|X#Oj<0kTq-nCu5GP;DQ_rUg%F zb*Q)$#kEL90T_^+A?>pxP|25Ec+2c1HoWbj+m(+;98hG6%|B5b9ndmaV^w7=qwt=g zWHRAcQb@3tOO~X@*SN3DM-}r8_b}S=T<#hxPuFOTq(Hro!>W)2i+Lli(HruX4Yd?Z z=6Ao&NnYRQz}h`;6}wc{=Hz%TDob!O_8si)F2GTpfY-f<6e)bpxaYn|P)hjbTaXID zJUI8PZ1}&zh^XkOg7T6>Hgs_jvs4x3-nQedAJ@!AX77ybvyk&v>He^mBv)SH{zY3( zy^Hm!_5Y6RkM6Tr)Du2tgo_e-_7pm9D$zNEH9wtpL4Jk2jW8GAoJWnx?%B` zemtQyHa0F}Jf2)awHe}fXVO@w`TbgOldRqT{(+>Qp@oOnIimfk*jDU3kLk0K?ZbX+ z^D{2B@*K7nwUM=oQ(Wue{)mV2@Zm!Ymh01V+_rSpTwduvN=#shLg(^*ziyNKHFxd# z4z#NT-Q#7Mo7kMmm5+ic9M^u03I_D84VFw@>a{8fdT*>=*-$?ykdiEJ=OO=w`Malj z<eYWiH(Y#rtYCX>(Nv; z&5+JEY%$hj+i+!I+Xe3Q?3@dAac9=H+6b2#x-lP9?QT(MUP*9E;TMeh*4yE3N>j!+ zB%x_h@Kc?S*%@2B5C9?s_2mzKQr52=^`VVAn!l5A)K>QF^$G{p*>Bw!OLhDnX_rN= zpJ;!(QkbjS!TflCV2u2(!L4&O#WnIO5`Err5`^R9E9}8Z><9LpCZz`0Tdfb>@D1Ma zXGv>?Z&_h+bcF$+InQVba$dlxq=E4ZUt$Bot{Lc6uP;z(&oAi;1Qi$U=qbMxK7ET{ zRXi|MqhG^DKi~+}O92%D?wyr_AHm2cG{Dzv>6v1A#y+IgvV^AGFFcympyOG{;4UAT zm`JXq*zg|^@t%FqHKmK9YAT-3(*A5xOG}G~pk^PlL1oE}rPi*W7G|+kENQ;(+j6ho zWaHu4Eu7c)Lem;cpVYw>T-?vV(? zZ*}AXx+aGlKifF}wXw~Cr|Sy>w~sjXTufBdySKjZN7SQ-nUlBl9(PCqi%Oy%EBH+~ zC_b{?T`d*rcr)Asu*Sx!#NSH5I?)ojlLx0qiUhr=TdDRlF+Nfb{Q$mgmK z3FLh^+txLy?U#~c@ke9$RW?Uw(@)BaWwn?)N%SbhlkZIy{=RBw@QSUUdB$e?4b|3U z7D`ModM^wd2wcFxxETns+m{Os-43u?>Am{0sK@A%B0MzdI$U?*e}GQ`sR>$%GF}^Y z{YM^n_Bna%4@5EY7guxe6F94C2`E{xm0L5;>BWq zvXW^j-*u3pEN7i08u^F)+r66%l79Dk=|x-&AQ*a%OJ(fhosNqJGxZ^2J90Pgd$>eI znbPIOZ=c)94rF5`d$Xz^$M@1Kj+s^GcHDu-7Z|J2@P^saMPj#(3l)~htFg!2;|$iu ze2xDodAodkzj;LKdO|pPY8M-uuuBmjLet%Ok!5r0B$Y#n`wLAXAF*<59PgUH=^EwK*n6+=I_tLR2cOu_ zYnJ<&tgQw`MtMht?=Y~n)JQ~#D_ExdJxsQ+mRHv~;9o5C{f;oTgIAZ*g_?8IZt47g zG&yGGxa=moXkB^!Om#$D;Yum|8eu|ZvrY9)P|Y36ee3IATZd-6n8dYOKik*%nig&7 z)E1n6VQ`O$)Thmh@G+lDqZ-1V`02B*U$u74D$Dn!`~YjiwZ*j%tEu;EtmaO}O2tvH zzgS8inICy(Ld6yC%lY%s`{3eDi$`&a3M0Dm%}F_Jk?c~Ihn8hDt;G$x($Czc=rQHE zeq?P7!1{^T;oQDwEMDX!Y;Txz9+F)jet+r6eYJ&GLRizb+}q0BBc&NN>m0e@XZUno z?>(R5gm?>+q`q*2gDh5g9ZtQM{0rq-Y9(P>jHyF^o<$d>L09(l`_pe{pJ)vy@o$7H zZ6R;Y*@u;w_kCG3Ds+E%Y}Dt8(35f#LGDSzk1Wh_Olxwv@X3~u6S`709LyB6Ag2%% z6x4sE%G493DP-uXE>&gkH|UYj?C+r&o4et^miJ>UI9gECLqbP<`zuDt25$2)A?pn; zgsYkX(?leII+>NH70gCtSL`mV>AuRnj>V@M#F+L5Q9g_@GW{&ADi zgrVkWmI6iFU`ucse_7$rwUGK7{i(i*`Z0p$|@?( zrNiR^vU43B6c?_y69|XU>8@1-fh7&mFi%U*E^mM z%Ka)+v+6E8(;y=~G*MhXBw$`#ZP&&;|EtW9b1C28g{M*N3Xj?dPerb(Jhuej!O`zk z*l42yeCN1KryI5$?RJa*>^nEV68i)kVFk?|Ax)Zi?RlxbO9?x=v#-XiMY{-EKlX0u z6cj`Hur}m*F~6G5x#))Q8X>6pGA=OPzIw2{!)Rg6EhJniH>aNIyK2qF!|q?1c)fZk z`9#I0gAON!|8#w;GN(f~(w4A8Pjt+ac?)G(M(Bju0(Yd5P|BY7Kl}Z4t=aYckLBlh z&ae8+Glqpq`x$yZ==oE-%ym}pkgUS>nokz1dYi?nW?KAnVqBvsQcN08(;B~aN_>7} z_hdgyQ1_>?DZv>E^+>~cUZz<2qK-f1**~t%Qw&X=W>``$DprW4^xHC3f4$zzuvKHH zj?rM=8JWTvclBZBc_-{=t*dl+Zy2AcIVe->I+t3<@6h?YsYt;}X`uIOV((x}m#_Ni z5J`bfKe54)ywm!JzUeQG)Xc}cs-t-MS18lTK#$kzQ+7rpYJNawAYcr55k`%VoTjXM zjku@mVlzra`}Cq34L1kA2o_PlbAErrw)>)9LZ+pM2{C=#BUP4>A4w5@j{C^ML&}tP z%J@h*)NnxE1GGfSeR|`9nwFj?IpBHhfuBw^p=lBsN5{kJERAE?XP7GT%sdN+Xgkuj zuUro+iv3m!Djl!UFx?80`VDbQ$Cd8Bw(tILRMq)Hwg}wanam`VvV$RCE9H~$uO9|wBpBkJcUJwCEnh););eJF2M7+v{jtoM#Oe&SAcW!KcL z`D-6>{>C%et+H`5FfrrazI{8u?}P^-Ayr$})q72VcCXcF%$}f4!s!CrFF@Jwe-JX) zq}fiZ;7-LQTQBHZJ%`Itp{MYbW}dwj4h?qno9e5>kpSYgGj?7dFgpCu?bu$I2!MnL zs`!tQr@EHxSmU3>k}B@{b!rmV$~BR|xpP(q1tEa539Y&SGX^z%g01ny@iS~v`fGs` zTOUm2tbfNV@aL(BIPOy5_*L--z{b)E!qS5P>pz3?4n7W(Hv;8AS{d#&inzTK7$3C! z#~*oVV+AvDCorvJ%-ac2DbxT~pMV*fu5A-jk{uNa_Tp$UEsGdYviq+JXG zRZ}Wl57nAm2PJ`B0J(&an-qO7#>rq{9grFeUKT)&0QH@iog!qOU?m#A+-pKjy;p*C z8)Un&*4Q@z`yq|EW*f#d^SqsjCQ_>5FF>uWaF|6fgKfk9{cMTqziu<^Rfn93GPs%H zZG#pyjW}_@flK}bG@Z~MCyZx0J}_ds-gpgCghx2&y5C&F*b^>7BLBd>!XTMy>8~$8 z?h&4FG>|y&XZrLbb-;V2-zN*vGH3vjL-=**0B>wa;V)ILV`zV*bx&CKtsL-fx$^9Mr3mzT-$ zWuCdHlGo3rc6fF%kdO>=8me*M=edoP6ZS_E5F~)#pt5j{z^1`2sxi{&47U+8CZfB* zum`hjKZG`c6PhIv26~r%?IE^Iw~_Tu8!D&9GIT<8(izM{Den2toBsj`WVsF<0mnJ@ zD&cuN$L@l|yi#vG1eOrez?gao=oCTXERA&xn&hx=67LB4vk|8D>%UWVlWE6UK%@f@ z@8?w4DS)4(HcXk~9DW!dzqkV^azIE!AY)QhbmPN4T6GI<03!%U=!Gw@2!M8p-&=h>V718sKylPL!LWeJeQ4?lJlx*iQ7~2P-wMJXz&&_j z2^>6*6gKnp(D%07km+J_yn5piJ45`{s}vSBJ2%2K8~^?BWZ0$5A}1%;`}{;>h)TWx zcY47sFdQU6)dXv+_t$vm;R2xE2!&XT{t45LvK5vurC{nC4WRvs&nK1)vt5he`9&BA&3>rZok4+Dk?>#pJKvP39Z3UJP9D~s z#DRdQ{mJS<>lpij)rS-cV3$4hm!@Ib6-PjH!304s@)EO*MFJHO98`GaSHnx^=b)2c z1Kxy)JwW^rFi-q70{~|&d2s~}Ma?N`kId`+`payl2dj$<-m+GhcTGKEp#)2y1z14K zN(XgPGvR~>NWjcE0|PbRZEU4LE8|6QEqK>cci|N9FdeHp^9ldyCC9K(V$b{nazT56 z`Zpf2VW);5f)oMNE+`NI|001;of{AeECr=j_BC- zOG^oI0Nx%#rB6sffdg+^>aRLJuX~UwCSE1Z{bv$RFh6FluBuwVnwku#(oI%)S}V2t z0D*>+N{H$jJ++{Vz=W9Kk^twW3ycXchH?nb&w#pcaZnmRczs%c*y#dVK*}{L0U?`6 zNf4yyH-(;I`<|U!w|ss!{QDh%)qqquuFo90e5K!`pV6j9Ed<~%g49S5b4uNWrGL9b zq#TAq20|)_g#LIksZw09>>LQ2gsic#xV9xbuxSv_fWgTdH`_=WMgo*!qjbE!cz3^b_}n%) zHUaxeAV~(l=d57h+_lm(qLS`Xh|YYj+|37Y0x%__Bi;zSnFRWNH_>5 zY~f^AUgIYNXVUTKgklUqrnvvcOYsXHKe1tx3tBpjp)4~0+q+7KY>J*sJ`MhG=zm2L z5nv@HjrXzO+-@UP@i`=pDn`F_PS)NJ_7!ogT{Qhe>q+9tT=N8J}D08i;M>g!i{F>~KM0G-nR`-Sh$^dGA+`tb!1j=+i`L|7>Z?E68tPN=4 zt&5)mX$%-p>-=iI=fHiOcm|TunoxZqANd6$w$BF0xqx8Og6hqL1Bdr+ln}=Tu---? zB6&-ID#c3JmiR0x?)bO14EQqWcS*VX5=t(#Oj2sP)f~Lu_I!0MMDVGHRn{C(Sl)}{ z`fD3T1DOi~*({Wpla}3az}W&}Js&64ZQy=Z!WOFJ?-E9yxl@MEZ=(pZvH$q;+RkK% zJpxt6g_4{I_ypYxfJYPI_yDVf<>y|xB5t2A1iKaRkW#5{3ZFIX19}r^(=o8~cc1*$ z8?;^0d&Iym0pAavB!D?l61c03jEkySRocf3-q>_d4)SVluJ70Q`)xm+Ai>65|Gc@8 zb8htsGzs<#x2xPyzx1f@J%Tmpf22O!LZgAEpJx(D1z!xlHQ_nfN)?QB4QEW&4X^56 zPWSR4&r!a7ce!m$@HN5506rlQ_5h1W^g97$(iUI=8~jAunZrl9Pj3>mKqsZFRDy>= zc$E-QmUQ}kkuL+uYj` zKHiFv1#`TW8hb`mY`|Osd*IOnXICF0000$y5)~^cenu;KM~L)@(cgKwQ?J?#WQNyz zF1kA1j39In5JH;6DM01CQE-Sb8U{S?1xInJ^_F-t+!(0<6ny~=YVkn|K$%~mIGJ!2 zstB*sHduP=KH__<`_m|+CcYt2vZkKUC(GHE#K2f2sdpk~2GCkL=NEJY{hmdqP3CEG z!iS%6_rXfNpMvrXwCUUO?%Vl-rv*tC{rrZibp`#AHRn3&*j}DR<+<-BFF$`GQU78g zpVBFzl(KwBWvxO;Ma9--x<}={YgBIq@ScI28>@1V;o`{3d2?LkEX&!wNqga7MNl?M zY^#epoQfNYrkVo*0*hh+EH3VCdBAMnR-hVNQECc5tM4A=nnjE`1+C9I=xI@~H{@eE zWvlf1z%#1kT3u!7luQBh-R5Rydn~^uXJs*h_y)6w*_Ib z!+7QI2H_+UkF3fcFyfbfVn1m{OMmDQWqjs=PvJj-NFv@#zR+b$lEt8d*2LLk*}DpU z-c==0X#x97A_*HLB>4{zv~n!+(}G6g9)*gYL_JQZ(mpshq8g+N+60SEE+lVB@zHTi zw2cpiDd7L&VH}1Q2PhyKl;0>C&~I3{Se0&s7Bsu^F6v66lmKGvSk>vRP&Xmv24=rU zVULHCXe9mQMA9wfBRO!EfX7k!FOywN{~XNVIcCni*5mm~{|JDfr776?;2)y0xn3mH zaHb>7W9puzA+)AF2JSN=4r7KY2xbh@Dxe2CC@ic~1fGt_NJ=EvEBTxw2`DNap=pGy zD}l;|R|E3Ps&ko%Thh3;9#wTLzyx(MKfMp00u)TdSX!d4`4dC4St&?}8gj}-X# z`{Tv_qmG1J^oOns>MvK17wl5&lphPeR!@f9Dm$b{979()V8RwpG*w;G95|PU)E2kU z)6*B66VtVqtv|Z$)7r-~)ukrF5_P*6Xlz`s^IdTpTB4O&A;t4f!CVBXv;D1oSeS-t zz>huiw}g9tDU(vwwO0uOB-oFZs{S>!02UK=>B8c|6nx#{S;p*N2(_To+p;d=8{nB@ zI3D-k9hE?>EAu^A^URs49Z*Wh+U$CoHLMi&DKv20&RDj=Beu`6Nn zFjR>v64dKi_)2_}sVTyr?6AJ@O1DsUGfxf+T6O}Ki6~NOr$>`1 z6I%}RGK6+vx)G^m$PnKzHK!P$>P{CPB~Y0iO!{;<~f;VrUrWW z+3qSAQ-b`2BTfL-u}|uLc*+osoh`E=Z64opS%fnItb=vuYtXP6AP|MudpRt7A0jO(1U&n*2tP@?2ihxw7jaegf=Zf*^5Y_wriEZGzC8z$r-O{_Kgf z$XQ#}_ic?|rc^>l8ZHG8=t)qFwJ^c}Ao(hS+X0c4JbU%6H`_Hv*bT2`#XelYmF+%xO8+Yy6wdp(VBg0JN&lz%!VhDmW(q8Ft zJfnE1`#nZ0G^|?uCl*7MF@WL>aR+e(iEAGRSRpM(SidZ`hxdP@E-mgTFyW3paH42j zUou4n4RD`P{#B-m_4W0*ik%i+68T2k)lD5lI)$IJue{%H)Xt2K4urfkCJ%_j6UgX{ zmqn}1o-9IJXK9eIaO?@PtE zKu^ODP2lbaCv^#kui^m25Pi-s2=*t}^XD2pUYP!bW)&>u{cq88rpY?WyN-7~ zsaa%WZ^o=4l`(O-+vTX~0UxCFPI`%&@4|uQ}n%kitPhFfOw_aRN40%DLnM zisXuGqK`;i4{9El@MTlFri}FeB6VYWK=hk5%zO!$0udxu;)Mb;LWny-dYjrk7f7x_ zH|GlyLoAv7-B<%y7v4x*_x8oDhw9Ux{*s*kc16PS$ED@z2xxO4$8ljqgMSeMcVCch zXk&L#iy$|w;X$5)+$jN$HG`D(&dJ7pT`f2>mez0dCS1s^yFc(hX%0S;$?{YjdtEk# zz$G0E@=G*j&^}6u2*bU2>VGz)RE9A=ZZs=7xuvuMaUFB9)ElgobK{!>+msp8rb(IP z=S}>^NsE;>e0>@3!MgllOrKKH9;^>J|Kak&9?hA*YTG$xrbW`v{^9Fib9YauaWD_< zW&=vH?EUWZ3;L_=sWSR0!j^_*)IEu7o>`0bxcOZ2n8@+u z6O}tc?CqqO6$N|^|8g=#G_xW%@zX7KD~*-^u&y6jDp7Hcs@JF~a|9uv}!u4w0sU$=hTMonD)wRR+)dq<6dn2^oE6SRJe2O zt&azXa%LzBvj&$#8=F>6n?_67=QX^&dvMW#^;x=JL9?Gg*ZScg0fmZ*`le^wE3m!r zWn)j4Ja}x``PugA2Zh|*&+S@DZ_&0aF*<*xH$`wO<5}khm4A87yiYAmYz|akWl~n> zH1G{y)V;Quz(Ct!WbntL$o1{hz9rWRMoxD|m5ReJn5T^*XpjGCe`ynV#`9o~ywkRC0Nzsl%n>iW`{CZ!x&Ab9M6vGVatowH%V&eP@l!ZC{2-CYxQ> z4tLu<(j@)dQ4Q+0e9^f4+RbG?_Nn=ZoQonyCj=G)3Suvf`*h7Y)Yhjrc6DW0FqQIU z_F0(is^AmyJ|JiHoFcd=&+D2+geW9%xkb4oyMx{z;-x(G0HRx4U=b zSDgqe35plC%aKe3`?X@TZ+Zn5Hl7Q&B{#}ac`O9zq|_MYT%Odvdr;7A^WY!B-g-`n zPr6%%b`PC#v^x^*kjF@h@sU`jk(uj@wx4^p*fk@%|Fxl8PjHQ^p!Ub^Yt@hFg1rqQ z#?@f}C3+klW)PoDZF9bLurSt3IG3rD^5x&OAF-V2$!AgJ3be{SKOv6gz@D<-F- zy_3tT!t#w$wEwBO_P9yU-S1}l&MXQ^|1OkdlA#&WnKP<xKsrFf5O65l84uFTk8g&`_aW*^2T!)D>v6LHTi#D z+8_S!U<`98_`B-E=@be&T=naJgSUJ(&CAT|l^9R9hS?!CJ!&jZe(N!JS1c%Hl z3p$rp%9n#Go$>hscN~6EYIgm$rDf0A?fWX0e%OPz*QkmA>{cgt3dXZL6nf{c%mL-m2i^|NY2bmY@amd^NXkK2M-_ zzBRXPZ8^9>u=FsTC+0N zj+Xe^d!3rKP6Xb0cZMJt6Z~H61~Tmr*$1w4f9nmWP#@c*a8@_iG&G2hB;g-p MeRIA0I!;&qAKd4T8~^|S literal 0 HcmV?d00001 diff --git a/img/arima-forecast.png b/img/arima-forecast.png new file mode 100644 index 0000000000000000000000000000000000000000..a9a16f483d047ddcc8b82d2821a75faa0f40290c GIT binary patch literal 47665 zcmZU51yof})bB;4yHk+vZfTHiq@+XX1_5cLyG252r9-+KM5MdBq^0|ttN-t<_ts-A z1+Vv>GiPSc-uo9rxT>-Y8Zt351Oh>mlYOZUfxrqtATaib@Zgmk_$fc|4argVwF?A- z-VOZ&lgxxp0)ae-$h{QT@W|L-^wZJU{>=Bl_k{6D#Lf;O_j8JmvV=9^G|#F-o+@z* zy{nQ_6raC0Ppsydn<>#wOmpM;YTz?wH)XB3P?~;an z`w7oPcrJV}RuD|9--^Hxs)hNGfQ$JMkw;ruWHDT?03UnYtYDzbpafqz6u}gsVbHG-+z?XeE0o0QgwB6ov6MCW|K61Jv;`qcT34W@U7bPWqy>EWNKrYy6{$4{QiP^OPU0`u>@oLb)H&FE9B-YZ}x-*$c zo89xwQZa)c%jn@xikhx&#P0aFVjoZFhbSpE*KRbK!?}5RO;6T(EbZ)i4(gU;tj51m z2nY}f3k%mfu0B!D;18IZ(rUh1i`1zykG=?uiCmXQ#{yrY>^ao11;_#@1gtMrR4^_M z=0i```xHdBQrhllv`Te@*ZX3r*w|EdX+He-@Wh6cWX`=&M1e&`j5?)LS+VJY?yO{9 z`yAfeg3D^2;aUGpLU=Fk1_Vtr63uj)3r6?>a>8!lGmwOyI(BWdizhy3ZXsC>$>RyrI zV;n7Xs)?VJ86Jep`@p5J*5uaJ@vTjhd}k8)J62qSQFN}#uzx$|#|ois(tr2k{PghP z>*{{VK2y*gCkcITUM}>NcLq{2p(M|qX%kv86 zT2+Po_fc`gj<2N$oM1W5$k6-$dwWp8frWONYfgE&%H7Q7z%x`{j{hDdq^7l1q<&G` z@!^hOUybYKzj2LLjQ?Ajg+nI&LZT1D7}48;oAjifzCyV~?oe@M5pLTyYGWwP@HKljZb_N-{ zRFC;2xc1qXLXi=y(5{r8EQiwkt`hwJw(p&T0=zv#RE z-8tg?;-YicHM^=x;V2tb?*9J1er~bPI2ZfhH5fW4(|_z99rbNqkntO66WVtEx0>G_ z&!q*yyLa|~_iSDSBomL}|997k<>lD6hjRz!`w~?USe`;YYqw-7qJc`d|JGGa)^?78 zT-)lb@81Z-&(F?Q?ye&}F}g->Zf;gv*8*|5;%|%aG@j6x)$(tzz%q@nGZN zRC=74Qd3hK&)3?~v$4timoF{8yoV1D57&)JfhMAyykZ+mO(dKTg9Is!PBrP96``D( z6n(3X#-lk>jxRn#{G}rCR}Y(xdR>NvLqo}Z33H{RJBR%qT)eMVL$3}T{EBz|!@-5< zUo0Fdw}fUz^o?&s(Hg~R<&f9Ak#@ZW?= zX}Q;(46nOhp5^4`hIWL&6J>9aN0acOe^bfCUv{vy?Y=(UUOmw_!rwnS3LW3=4no4g z6?RurLR(u~`_PIMO9d@2KiJhBGRlfu91V85Ei44P>r@`bLVCXrI5xf@aFRG9kp7(sU5JCD*Ya|kFH(E1@YG+DgJ@3Q59)dH_=ZMq!CB!u~+-f6wU zbyuAwGvROSfOMpHx(((^#zLEowa$HA-HR^}O)BZ@zr-NB^30aC7Ok{5=Z)>Z#Iga3 zgvw-_&CyQBvWUA&a)|4H`%0v-F{!lCL&(SST_f03NcYA$^#9f9o`3tSqo$A3mW;ZP@Es2w#dfYf}IXrt26%s|=T8y)M-p7%9mm=$N>A%#46!x#6 zLB9AsytkdHfN^NOrv3Tz=NVZ{_SxlS?qvViNSB&^IRb-48vE!8)~`n|!msOo64O^m zSMztlJNN2kOI;}cibqJx!F-)rU(B-#9cE9Ap12{SH*htp5{wg&b_cd@07jpW<6n-zxryGNG>r43`d0ec_Lh@KG> zCx|?f{POd3P%XIL>&)kW*zj~!ZWZ6gV*EG5U1{?NA&d5X3k@z#$1CD3p}B&weeONI z@3LQgi&xE~_IcpT%M=Re_w&Sf6^oit9Dc649{YD0Lux=T0t*4*G(^Sm1ypMLS0qpJ zB%*CDv{#zfmAxDH$wxWtUfisQYB3Y)8li#MiIDqQMf&nsT^@x%zwAbh`z zlJ~i&D=*gW$HQVdj3tS+r&qwMOzQOuf%f`J-Dq9CzcIpHGHc75l#~R4{5d_XbUV=f zEc1r+;MpR$#+zew9zIgxuu&uZ_WY9clWDIbnezb$tMBULlRQt9z9k+%jB;x{*keOh zLPa5-p8ii^X(Q@=AIINvJZELKAIatii%-b|_Ofx^e0*kR?ADgKVy1|X&M+4!+n_Ti zg{-g*ra0AjIS!MKX?tta(ejHB<5~~lFGZhLwS7>SHIg{mp`IM}`z}JXJrs?*Eb7Ys zj4tMubv7^hsH5$ngdkR!SNHr~l6nFR>Zhi^dnC7^fd~@!`E%)!7;0X*gK=b9-*}(D z8Rm(>XF~TI97UlAI>kbPAg961i0rK{i$|V)Ran%LiM!eO57Up!XqHwVeaos(gms!X zgbpieDVT~;P__mU_tN73HBVhyK0d>yE*dRfC8 zMZ)L$GnflnNk=O-PCUR`a=2{$DlnWra5FoYs{utzt))yK+K{|U)|;%xrJt}|^gkWT zf7<+LNQ{1GvX7^6x5`?vsUOaULvJATrcT04@o zv@~{~8`t_pd&v+|b>;t-r0cTNun?(Me%)?re}KMzeXIhNcj<2fV5w77QW7+2{p{>y zY)pN|wl=KfxJ0M&2??Kl)XndBbdcGS}rc! zAeaNv1Ox=Rt*uLr#V=Y~gkoW3Ly1dC9FaS=E^p~_4kBM>4kv?%%V}bZIC4prCi*v= zkNa+doSd9FZo-dTVzh}!c6N4ZO(JmHi~d|Tj}F{uJRO};d}R}sp?~wwkH|@DDLXrs zzd1L;p0y6+UOHOfD@cNnPpz(`7dgom|vKh*Dhp!hVbbQ^| z+h%w0B^jgB$B0X$b1#1UKu`bQWCopbjIJ5%Jm=#hh>ng{Yw@Kg8y+bvqMh`A6{$Kt zkCJgiO>{)A)O9P<7pkA1%GZX*)w&_=?agn5#?bS(jqFnP@)G=I?xIot+Q8u8)y{J| zI)vopWVL63q?L_nRCw0@dtgMKo>fJvuvhTuKbMt|Z*<^E%>Guy923x;Wfc_2{&7i7 zO)V%c9=}Ud{>D`lj6U)Eq*YA#KTl~NcZD>N4{|3S6Vv=CE-S3{*me4mIaf zt@$9a?Ob)gYGNN0sA?4_Q^1!FGm$@Y*kgy+7UB#dp-J#j<113ybcGl zHb91DhLa9WX&SIYj*?2+(}>)kl{*_;rt7kwz4#P^)7N(+#A@e_@o-Y9^(*}mPTML3 z0*!@;*Tce>fZd7P06C%wPr;!x;PHHK8WyrOm>wDv6H^d6VN8=l#ettbxHXPA@#E$u zN83Z}Zzg!${#IUKScs)%<$I|&p2fbdH1nZ1IW7Bd$eXIWxNsE}6&Y9RK&g|G66Tgr zYVhxfR3y9V_vBYbZN9?1wlk2F0lf3LSDKo^p9S6JeU%Xl1_uX2JPpv`Bw&X~Vp;|1 zCxYhvxpXSzNR|V=6`HOdCJMEQY(xG6hzL2oT3f8ZmkJ7z_7;M&sgVS1=r=lEUQOLp zq4MO$qxiA26*~&vY0&M`Rov`^udsX1niT0kka@;cEq>BWc)1UqL4j7^qgX5r!oOg z5wwu!ZOMNZy4jTh=BO$t zi)FC2SUC0d=X#E+SKfYy+N@?58E)_-*oEiatC;#y_&@8@|r)cxBVV0N?upNi#}ct!$4F-@42-~bOH>T+`^go$bHVRpaBgS zJL#HPP}b4xK%7DR3txTvEr_YExD#&{gyh4&?UaO%jM-{mXtTAsNmS<88^&c3w>s_5 zm7z)%l$uCa?l=4}m%wd_GWTC$F&Ro>t5QJ=Rs#1w8&^5$C2nWes%BBYjU&bOQN<+Y z6&JiUH_s_6V=Y>*2k=*if)3=?^41&1kIb)gRtsDw7Eotw#op4WGci_R9$U4~etB0F z@r^Y4u_k{N)GYV~UwC~C-nuP!<1@?qw79X6+}~^t=H|3ZUPr>e(s)oH>|PhP-T-9Q z@0B%m_vtq{|BaL+hFAZ9BA6+W--3>>SGnGe^eCe%)v!LOjlcHdeXvzK45g^eTQ~kO&1&AeV2^MIB-(ibcP}K zh5$&Xs>X3#xn^p-t6ra}A1K-=U0~f##60sW&44yI5NfQ3cM)RYn#1;uIW7t!4Yov66HJTl-=OLiJiP*6sf$(zUR_4P?% z(Xr4J05}CCF!@w5th7*`@}KUpVb*_D3P#kSZXR?+Z^{wjJoPn@*$}h0+F^_@?b~;s zGUKnD^aZ@z^VhS7DZ5wNZ5#=Ch*XOB^6+Ez#N$Aei#iY*{%l1LOxHiCVxNnMkU`n* zle^PlDhdi1D(R^9^;l6>5%Y(;YmduC_xPl|G8+~wtZU~6eE^ws8k}jS%8kk|9bKum zS%ruaCx(?j-7z7dt`?P*X&DT?*5P4hW$gt4^X8s)YHEs-k5BuL3l>8&CjEraF{Hu* zgWZc4b45|j!RVM|a7pCRoBCn%+BUO_hsH=W^!@2P`?`YtmtqQo!dASiQU@QD<-0Au zlWoyQB07~XxJ+?SD!$5MSlZ34);y4!lK4=F36xv$(!~xbn58z|S z5zwDKxj2N|cbm?w7`+lq;RV0je&Cq>dNN74MiT-h`XO(0v*fC1-%ofcDqt&IqvR zM8u#LsiDfMs1Q8*Sy?fVqKC%hj;j2{VFOvQf}fS2NmG>qorJb_98J4ZJ_vG^jQJp}vh(w4R!+kJtrAR}lnmqK)PAHb`B;(Fiua;Ap_DvwSJ@sD8yiL)t=4`pRo zYmCaHi~7lVGf<`+7nH^7c=Y*Om!?I4NehaKIulhy!a*Mqr}=f`54yKMZ@}6&(R+s0 z%a)_ydm&t%yeCE24lU>SppEGA91LSBo|YI4i6p4p7?nYg7;Jpk9)tvo#$O(sW)w{l zS{WRi7EB!4g;gW+y5><39TJy18Q!1Rlj?VZ@&7XC0KE?Y9R!giJuA|@g6#@?h<3c zenHdgjgdqgMuJsz1aiJtJW)KR^HbumcY-Z>N3T zz%6kn(B7WtrX@lkr>*!T!cp`$YwOV@G*N<_l$6+XJ`ahKVD{#l+}RErw#iQJ@9yp@ zhV?-U>rWFl`Nu3K3!0vWp$}s_yLTJMxVKi#oIryZ8DaE%cEY z8tw6cS{GV3VIXjDaKCRqtI9UHAN4M}FF!luFs~BWKYH|g*!F`*9S^K6dN0%pVySdu zr4x>0qWPr!F(P_*7YwYh6Pt*L2u54$iCyJ{ME!DcFbV+B8;yK5yXXam( z<*=52CH5LCsy_kYd`4!f3S~ezEPqcFLMZ+Cw4)R0RGu7vp0VOEgbqok&i)xR{D2k_ zwC|3MRs~R@v)%&Ob{Wca=EGl}ojFNKNtyVqUfbgQuNUCa{b&iz_;~LZn8qdhzRx(c z`WQUn;nO6JBIme{|0U>RLhC5~GNFv4+4g_~=;7I~AY* z9U46ag?OUia=atpy2a;zVsjTT=bytIrlk=N4j_e&qe$~}{pmm;x8xY-bo&C6R42lRo85u#m_BGO z6^sPh4`>t7d^V=AwlQyA6T;(kMrT`^sK>ECQTPf1KXi^t1C)S}l2iVMh6YPpTMeJj z7$R4Y%dIWbu0g(a1roj|PEH`D*zq=dZz2~Nc^!BbFfhTsv86a&Hs5vRSJlwiIIT1; zPFk|4-k53g6aA`~iv7n4G!>|Oq$40R2Zq$dTzEjlT4^|YL}bZ38KW`Ho9nVtX{k-l z3Orgu3mE?PU!Ir|pB>qjdhX4KNvMatBK3ye4CLa#x4$ zZA`w3d!=#`9tq$%MzST-443H{85t$M^ufSKSkafYPcJZse5AQt3|;2qUMc&Czc1{C zUoju>g{hViYLS?+$^x^u(vPHyba-+r2^s#%SlX%(jR z7QpU5(*sPCs8i#^9CY`1SN}_Ra+iK_}}#36F^cn<9G4>(VLzx8=cd zc^{b=0=W73%(_C*Jl3Q6ylD%ptgK8jLy;^L7MEJQOaSX(K&;PT@=mgu#%aJ6e^wv9Y}etvam2p$_71SD3aMWTA=Ue|$JF|oa*WZ-^z3uqqR zv}5&FI<87UI=ZxWWgtpUqr1OU9()=c}G=682@Vfq06h&VpV>r7OS6@B2BS5QD`obpNqE|?j-y^XV% z@st{QOpJ`23&Y%`9flYWAnU3DV(M1>NR{ht#Ed@<-!gOA#L9{|cS_RAaWKj!pW6e| zPXeH}_y_!%WYR9vxaR@E9=SPZV`D?3%>Zkcl5|^z`^9CwHyZLJlyUVss9bHRC{{H4 zXND@_OY8iT?vqN0zZIVwgRgJI7d5JN6JDC@pj0O_nFxn2ju{W2W#@dV0;L-2*_f|$ zm@biQoD-~x$G236Bdm&Y1$5xna3!%TPHoh-)BHInBVTr6~k zb9u5UKhNdBNo&4-&CpaKDJ=~@_gQ&YmCNKwg+(lQs$y-}>+ANKX#o6B8SGVo!3JnE zFmc+gF9;L+sqJ$?TaqwO3?2rx`rWJF#63Md9v8C~J$pgwy1GS{kzbFSm(bMmJ5#0o z)a4{4KAjlmr^XAT^SzChy15$d68RTM9N#J{u|V;;O7XiUSOAzd&6Y!6P7cX)$AB$> zR#RHj$S5`=gS3A*AJA9Lr`~5fqq67<)Il_b@5RH$RFZh|?Kt~b z5M=ak+1W7QdO!w5{qyHfh52Aw#TS*GxYoA=_$(m=JkID+GI|w)(-L9Fk3njQ9axkW`kRRbuJ z95JM91|OUKMJZlh#cK28sH&@DJLc2rFxVNdlwI^h615L9lYB>E|iiHxHF z=r>4^uf8Y2ZwflL21U^L*B^%;14w=v4NH8g-~6c89gFn%=(T)nIO7x7Jd8Yh;C9m9 zT4!7=EDx&%Qp1S)-qN&2qrv1OZIH%ELaZnm668~x*wPVBA>c(acFlVDjx^J=N4`lz zRR~-cAc6NtuCJ2fUwR060IL3EE8PLGwB*1#WSd}tn|(-1Qbm-hDd?ZctJH*w?&3k%mw91FiNadfQ1kfIykx+xk~J`sjsx8A+& zSET}M_2GqxgL)4dHa0e38X-Y`Lkv_@R2wjUg*n9M=jUsLloTUBEuX9NQGk5V^}9~; zCv~h`do_u=cjvDk-5w{=#k_NC?ulWhG2^?W)ul2@Fi*0ze|~>E072DQ8$2vRl63@=j?w5>%fG(R^Nmy$v-RdfG7^h}H?H-P`MGN_lC z>6oBv3A{Pbcyz*r7z1k0hGWA-1(CNw!0JavTEs-s%aBz1Rrk~|Q{4*Af@~;459^Gww?-Kkz2z_D>&D+To;#@lUGwFr>6^^ z4GDShtem0qcx+&06d`a9-&hhto*2%{D&RxBXDbRjE7L&fcRp7aV+JGvKdo|fzA?0TO%MKKtWP_a|u!Bbc#kkQeB_+9~Yd+ zDnUKIX-UHIyf3_eP|$qN4S*Okv&NmiIy1h)h`hP_wi$HrwA(yX0HYO@lqBJ)=XGXH zSgXF>B!q~WYkgawz|d1K=3bf~CbT_+>Ks^r{&HOQxeUJ-rIb@@3lm$l0pLABZ|dj3 z01t+(bD_YGG6aEW_InbMFE8F%kKhwi0e2d-%>ZbOEZGKT^%61`HRAt@aRN+t_wPxO zZ1dysdTykz*+Ix#$o6 z=mOuzM>eA}YXyD&AkAW9JwxiI?maR42K`6Lg;4Zo#MQyH>JplMu<)&!czAfSa&jGw z@Ai&cj(k*7C?VE$zX~aXhyfX`R|{0Ja`=pFdWJe?cI(V6kb?nH!NeGc6@I+=m;n?p z!1BJ7kwE~+0Y>Pg8wcjGbkRPg8EJKX|LmrZPMLH`*m-PRn!-kx(b;8;-KE##WKhTo zHBc!E0Nk9g830oN$XoKgwNuKh%g=v1lE))?!fV?O`-EN?wOQsY_QkvJA1@;pf34aVhEtEgrj6zdN3_XmKoLl{?MOKnr5 zi-*v%vGJzFpow=SwbPi7qC~5>esj|6>f|Jl?8OG?gTsZb{{s?Til|Tr+u%Rk4fQ${ z4G0!De8ukg*(7p4@oMd3&DPddfe)HBB92>2?HE#C=QmvN6gE>OP^ZCgLpTU@O`N-l zi3xGdoV$L3y5zVx|L@;9oyHmgKc=CfQD8V2|0<`hriLdcKg5UF5gwU`PMO}mo#-wh z8#W&|-$Z=ywGfX)sqA$oUF1uu5!F2V5yTIRLB}G))cd;WJYF7}S~yyE=5J!nV$&#s zz#iqkoYHduCzl*z{O>+03Xe~{84a|LH(Sx=XpcCsl%RQl0M9ytV z9x}>8)&{!@<%`e7YcMS1y{S?xve|de^7^*}KYyxMr>(0Ly)177lvU=mDX_14Y>PHa zM!Ul*KYvpIlDhc&_YF5TMpPCySxLq{ba@5WsYMhevi&T1&lg^f{>ezjy!+sz(&8}U zf#QbK>9uJ&N|}|nfvhF`UOEtqM8VrTgV5Z*;r%gwHHREhSfp7!kv!NDvMvs7_q-oj z4I%(rH<-@UsL$FjFRzPz7*+;!0jR77V%wNAHD@VSx`?_`4erGRGYuOX1_*p;oV-=~ z5Uk1A5`nY7(C})?Iwp;aULBXO{@f!^GTIMTnTUx;Md;)yUD^-ELa>90d60rfr?~#R+5l;IDx)RijDv@?0q+{nR)Vj&+k9-^K^3nXSG49LGS#e)_wOV zS0=WIk^I1ig{Sy^CmM0~apdzEr7%a&Xd)@F04kqSU(iT-a{<`5qtamO%V)qY90-f5uGp!xCl@88}%F;42 zp{qA_vPe@D!o(X|S~yR=^gTU2yJ^cUVH0A19moG6N14Vjl4yHpB_IF4%iIEXNF5RXHf<8 zBAd%|W#RyyPI@=;S}ycVHcs!g5{rOEVvuH@v1Y>tHxn8)_>_4S5fBj*?!2?Y^A<{F z`dJB74Ow|tY@fvaNnZv`!dKd?w#S=oDpl5NK+y!x+De<4WYg*?b|DoxYtQExsIgBh zKLhgu#;!!X;OXG=iV<8D3MIbz-OvFHicm_ud+!hxG(UWX11yDSXWVZrmJzFFsasPO zaez(zh4~Y7DAS9zvb?tzfI!wB0E^J+yJT#^B`+^e>3Ja&`y2=t&u_D;u$n4uq=sgx zP2SNbEQf+bdJv()%@>)S-<>mK-c-FJ!}BU&F}oIEU2B6-)&!Kf_MS`J8-W30)hb4&<;|_6Ria9GywSGO_Y11 z_MK3<)Tp1PTaDWT9(g?O%NO&VDqiQF2W_#JAry-2_rvB3K9`F#EnanGk_ot_@E;z) z&I2eU|N69uA=^&FnXX>mYP7Dq$tp*kidFyEu3f;Vkt;f{^0q@@BeHQ{q`5tA zA-=slk^#~dKC6Bh@ZbSBAdf1*W&X>5e0L(RGM^Ya_*HGk$Rt@j$+)KPD5xdBY!@5x zfP%6;^tmenkBOUHg&#ys=xkEZU(8MAMQZ<(I1(V%-U(}QW~|O%8~r$-l{e#PR0iQ@vHfiIMS5 zY{|jb5I#`I&*3wUT2aojtu3|>*mZ# zbNHEk7H%1Nk*+B}-U4MISi${>DD`=>0iq+3HavSPHQm1RkyOZ|1;)ZxWCgD_ zLwP%Ey4?py zXRU-jYE)!iRIYfA1ud(Mk-OxJUtGg01Z`KrQz{BCag!3lTm3@c3sBZXGZHo+Y}V`- zl}R&aAdKbke;7s%oj(BUzbZrCBkFs#+Acr%MOaKGl+fC<^$#BRXTfhfx}DcCvPhG3 zj2WfxdDB_;X=~GY?T}~vH6xFU^MPOhkOiby@CUh4zZo|BK?v@~Rvv|mHDjRC(`eGv zuyCC5&`sd|DtZ{W3KhMhSgB3CT=K$5q*cOB(SVwAO@SNvw~XvdSEY*Z*Lid|&cjGg zar!$EK{6>VEe#O}D*fmlOW4wtj!{R#?@QX&KioHQdk8y}0rSh;c$U-n)O`PbaU zGYt$Y4#4#2{rLOkwH`b=tcD?yB8#!gR7S&t#QfT#H+;`4&nZjSnz z3vF_Rb1ulgtY?~a`_|#9`77+P-e}W`@HmkDsA&x|i(-iqyNz@Gi_Rqh1y=68$@EFs zi&q4gI;!jHA{_vk;jtD@*L?|W+2!Y-!hd9eheVSp;9``X%OqE%F48JBY9nK7y`lt` zcafyzWT}==S?c~>D{A1pedUhz|LBG7rZ6J+xHHW}{O;)dUihUdqS1V9SDkb#L8hFk zjwfqU{liFl_jh%CR+Y|#iol*S6S`hpTukHD007Hui~WZa!@(1}J9Hu|y-&xN7DE{V zFJh@*eE*7OD`nO``mq9zMew#)9N;O(BsDx|^Ix9=0AIb}_jnKZ&`z83mJrZe=jEZ^ zL4emkJ|Tg!wfyD(WmV6aF#-Oer6sZ{m!KE9l$WI91_sZdNS-*7SbnGsF;?^YeMw0P zDoAjW0PboixM^!>SUO+6NTBxHQqS%+KecOb_^W{uTAL4LAT=$P(Z9sU#VxSkCuC6X zL2vFCSl@DeLBm9>rLApqaa;3lPYVPeY9q(F4J+!nf-5GVdAiJ&nR{ynp{5>);mV$5B$*o3~=m696Tz&lPL&eGYOTRGO zzrt+Iu5K{|5UYd$fMVB`W2x=Gt};hMCle~TWPg(2vdzoF!eY8j7}PJttbvX4jq@W` z(#MYxOynj!_ICF0KLK4rIblL+TR(?J&82Bdvbem0NBuwBGEJM=E;c()IzSOUCCMqG5J4c1KDh8kZBjB zgLT8srf67(B)fAa%2*d1@2liBZY=g{!SmXAV0;3bn|$QtxS|}CRP=4HB&+9IJ!#>!-Ip#m%6SE{`a?F9v>?m$j$F>rrQVkFiIx$QFsm> zk1-sfgYJq?Ow8RuZ*qUcrD@i#K8s6FCt?4Ek{8#h*+8N=PLsCGnn zF_%O}sx@Ark>#dd8sf++H2^!hd^1(o-L)lRGR!t%JVtH2_yTlPdgZMVnx|U^MuiRd z)}2UE>Hr`Q2i#WFPV9;uUQ+3NYVtUt1mf-1uT&~{YcL%^7#P%cDFyF(&ugMMJ3E_Z z*k{=+Y5(>u4LI%cjzl3uAQerxoQRJ#d4AaRsY*=zVGOB2&Lt*2a)}lbF$qbRCpru5 zSm!fKp6UWj0<@*jnrQWCxp3ey1gf}3>p6aJUG+-l?QH-+eOea4&l7;)FYM(%TLn{& zm$&p0zkeHrj$K}Du0q2uaQvUxl>=nXMKRd8+k3>R;y&O;%gcNEueA!AKfvz_ozfF; zVQK+(Evb!#*m!{NL6)#oUyzHwy5f&gQkvMDljgA3XH-{D-~hyKnRyRp2FRj=<_M4+wfFvqSHFa-k7)TCYhh%GUfE$zk0$q6BtS(=Pc#D}MH+MO36 zz-IEP3?6UqZeX=2Un;OeYy+PM5L1#0{(?8{?X?)fo{ix8V7pTS^AzZcDahGu5!4kB zy+UZYSHJd&%uXsFLHzVLD_dCb z8X{B&GPZ z;QETz+4*}nU!v8Mgam1f!t!K7XITqyd}Or66xHBc-s^m|5l4RL@H>A~9V zdc!H@tw)M!`ho2)2W5!Dqx1dgv7P~@JXR=)e2x7C($jJwS{j|^GrE+$SpcfHh>v3);(Z}7gLe=4 zBf+7^kc*;=&0G6QCx841Uo~6uewm`d)C!LdSmhWP`q$DiZNI8yhJa=Voc-c7Z^a)& zmqgz!%E@`6Rs2p>PAj5J4DGS{O^t5X??p=Y9L9x{=pdjjP4?gr6BC2^r)mmSs%KIL zx&#c9nH9tA=7*Yw_s^@L{OVYKgk*FQ0GqRk&8b`#(g#Ojm+w;@hwg$r4S>tv#;`(i z7hmkr_{eC;KxZ`k4F`l`qWSL6K$rQsUw;A(fWuLqDs1A`5tZ6b&DvIAm|*5f_%{(J7zJloC&7%WasIyd)6W*xiv zHleKl>jfD1pZq-zmFtR;d7z|bSK5YDQE0TIp|t&5iNyXqYdqB>yhyQm(fdA4ef=ol zz5*L3GAzA)k?bx1)(J zybX+qyRl**P=RM``TbgoULUZg9S`@nn)mYzufFb(u?ERSs%gEU%m(CW z30`q^b#=jAM)iW$wh@sHW*tdEA<>Q|IF|6@g+C6R|M?z*=VbScyi(pzLD*@G&0-eY z=N4}{)LWc8fofd(zUGAhfZ2eDDA9ZMYn75lps|=AI;yp9S8&=2jc@5w06?4gNY9nJ zr~FDSWu5p*C5vp%!I=O@z$7v~xC3Gu9B8;`9B0BE#1qWcFMoVf0DNa9(+j^+xw=@Z z4xa76Dos_-Y0+_8o$WHLxxx0u!iJ*5cwM4r*X`|X z=+U5va;!o_0q6HAmH39`%HLk4OyUB51#0QMZ_JC1r^4ZIvt?XcFJCqy=b}YAIk_nz z9v$gRCZ$9xoON*sO2%PH+nb!8Mkw{9R-BnEnF2rGYPcZNs5Th3Ac~p^OW1mAPoF1) zqd5M5vpNFb3a*y5DgO%MveA)?EI8tUHBb8qx(gNS7CzuSR39eip1Jq8?F4=)e;Xkz zCztD^Wi>X|OUc6{<@&Nlk%NK3iW@p2@J%{u zrNwm&!^kI(>8M`@aPC|8&vRIaX%ZN!#ga=ve(CNSkfyuckL!cwCvCqt2qbpoWj2gD z0*D2m@2S%E1e))#F$+~P(td-}las-d4)laHdbN2)58%Y#Yhk0HgA~sbbg9)ZHo4h0 z&=4MK#Udgyr>2WFX{T5`!INzq-8;6Xo|vAF#LGysXR@-hi*66wI9>8JoyeMR0;B_Z&hvx=#lNaj`Ht0Ac2^}STBZc3V}x+ zM87Ey6VDkd#j`SC5CF$2pZY}gn5vOJnMCAn(AN9Sr!PM&P7O=~ynMGIP?2h9Hy)Me zAt)KXa9XQkdKdi0k@%Dp1c0QT3AzD48!CV}o#0>`rARi0HgGXOH7Cflwq|lkJ-w!` zE^#IHj^MhtOSxU(j9iFo}c;t;j(h&%xYP69f;TV z<-{iW9gho&;BYmNDBDYuL2?D~9;lNQ^9SJXndbLg;1FIJn!9mlX?5irZXMtc*3`VV zWtg}*Zsns{oqV*7UMMvKJ(UR_&k6pJwK=dP0)IKV8;x{?oqkKUPKP#qJbX~Nq_}v% ze!}+;pf-ZuWssIbzF+vR`_K!oOWEItVK)8#a54ZZ{Sh7}T#`odl?^FZ++% z_eB74d42go$*CY7m_{PNS^DdziJJo{UADXkLKs^H>I-i;O@IIdiby!2c@!yGFvl06 z_neHO8|2`3tCZ;0$WNKw4^RDAeDSsRt{S&Ri_6LqGXfd2=LzVMg9puDO%!+R1ce8t z36_EG5-N$lOfCZZpnq&YGC<2BRss(#?$4;#(dvU*F0e$B-(IYKoHimyBiX(PX9z^cXs7)C&{wn7;!VBY~$1NLy>dz>eVS&qOZ;L7$9OCETh zfqY7kEcpk_9Z-p*c6jn61l6kFzWEfN#I1W|g4qwPI7E!0+QD)rpuO|x<5~Ev=Lrsy zalCoQ!$YabpsY0tshj@>v;99ry>(R8O|(A@iiCu8NJ&deH;8n%G)R|pH`3DGA>9qq zARyh{-AH%y&Ux;=@9+G@TAX#hF*AGi{=}a0)koMGuO|zjLA*LBaXBb&&YtjL0hxIF z%hO5sFZ+LG^&7ywg?xJpaUsJ$J|rh5QsG5}<$@x^{pNVu9oG-$U==gu>mp;&g1UG} zMt>|7^P2n+Bw-Uj5~>W%BrVayP4H&px8kw zS*!DgW2tL%#i)&K7sos*<`wVl2hc#L(v^kCb&urn`Q=%cY3ec};@D6Sp8G!o_~2l4 zR21qdQd-wKe3K^=a2oJB&#bIi^<_|lraJz>1_c_`d@Bs>dVWf6sedEtH>EC~Ex)n3 z86DI4O}YyByd1Lf!-^E{F9iukv8f^fJANnHj-rU^$lhFVs*eVI3PJ#PKY`bX% z!?4kRt>E&sVcPsE`LBE89g3=!^$7rp(X(K8NA6hH9=pbKLMUsZ;lmIR5I)keVlLzDL3TDPOyuplKC-<-)c|{f8z+5SvS52GmfbTeFnZW(wS2Ekj0~(7T1f@9O5TdUwl*E4Wy$CC zaXQW4NKhc9&%Y4QMc75(4s`Brjen&TD~?dUAx{UmU~RBk@yzihI3I83c6WA)&6jY> zcUd_c<}FGJRuakK${E-`4f~Jbhi+Aps80b zQ#P|LV8;yV`T;^jTw7r%hOs*Ur$riO;HCCh~X@wQ!~ueG+hRolw9N!qEkXfdDs z{2%g4IuZWBbppqKC)}-Sm!3fJqib86TuAm}NNrz`6?C#_4f+%e?hs`AK>Qrs=Li(E zKp9zSwag8c!v_kAHz0F@@D(u>Qlxe=@410E*QN_O7GQ%zDg+^BNL-kX8ieE=#gC63 zLfG=BF1%{Brf52D`*}W#lZr}8D$98s`by&8e%wY0kI4tin)H96LUQSj0S|Tqy_(_URVT zV!&CHSH7+|tR4q;$;>04>P9WKrPauamOIK%MsJ@zjtMBiFb1VOdVC03#mPwv0P0`> zcH^wxth(U^Pi(wr{d~Jvsn-=4oZbt3uh5V;-O&^!R{X;t7lylQO~94)72qx(v~Pkl zL~J1l)eklcA8I8ZiP%s7X4`v;5ODy?67_2Bf@1}qXX<0w48?cCb4qEaD}L{U#Ka(o z1?1`Az#ItT0w0}$+t8NU<~)z4VbE~P(jOSjfMPWl`eiyAbbzX|=M@PC`=vz|?0@A1 z)PIp4cim>q73zUe+ZTT!?R6@sT(enJS2TmRfK*U0)z-YvsSW5^B#L<#3}rG?4F9TVDP{ zn`}U4V_H>yUS3vtISPm+yeC=mwzgHpt5{@lgjA#<6hfO@918G6kyNA@OP`(hSy)&M z+`eo$HD6^Wx$}Ouq;ETN*pM1bfJR34fjF7iflK~aOa000xaC5YfZv1jd=vTeF&9oN zH5V<_<%d__8Yl}yIqY{p9F9bn{OyL4XFMn@Yz~Ou>~cVztu5EkaaZKl||I zbg(Fd5}0G+mmV^rqoE5Xi}o5xB??VV;$EM`fTjTaw;w2>Za4M|e%SB&)R;IIznElqG3g??1e_^sW8{J{K+{CugY96RqV?;_?himt-*k8h%_2l{O zqAiGQLV*!a4>yoGYc+9Xa5aZ^s3ts6ELa6E|zKI7%&}<9ytq_Vx{HOg$ zroCeEo_jy2X~ zRs<6bj&v0byy1NZnzvUV-T-~Ed0>7L>Kq7{Am^0_x-x7)#^-1yr_nx0KaFXZ+daf51=!H13SO z*r%I3CAA_b!2+3+7<%k%Ovq12#^2W(Bx^&)HTk>x{>DjJ@D*e^Rww9`BjAp}1PU22 zK-65UMTsVtaX}8y*hf~L$p|)W&;#q=+{{c+M@Q$+s91JqQf1zdA@e$j>K$OWMm??S zbp4PQ&YLIP)L4KnIe?3Ug(YE?6C*-81we1$c}Ik906T+PVe~oJ2E`|7z5xIS!gKfa zB2?t4&8-;KFTRF#qVAl{HL+KJ8zz7QJc7zWX%MrMTAevo+gZ5vTKn_A_OZpqe;0Ry ziHw`TR*FS?iVFRjgmeK;zqLNjRW;zPs4ORfW1@~sK%F?75SCk(>9NM^5o=(>J@(!} z=$H5NgHz#Hn<{3#I+!kDL*~+eQ7f6InU`l7!^;q-1_sD~740aW)p3=o>%u`_rUm7I zwAXMbz&Ex5@PCMu7owe|(`rCXWYonbo?KoI2mcnfvJ+vVPT56<>G&P@hO{8ny|DQb zpt$gjSM(Yf8p8v)x&UUY=_!CV=`B>a-F)Z$k#_3iJW7Gs#{@E|PY?>_y!?XHy>ElA@R~U_UY`@W>haeDDvs3rua zviG3(2f|Isn3j_hyU*Az8IWN4T8*;${;$X`1D8>|36rt)Qqf;jL~-l!_;060MDWM= z;H3b8G4K6e&c;LivJ-v;5#L+j6Egzk@T|u|D=Kqc>h09Z`LaTD5OGE2fx@p zy&R@HYpGnl^kzyc1aiuw$|y?<3l9GH!BT-QRt{rnYNR{KJgJ)(pA!GOlt9mX-X_X# z>MueFMmIftcD4^!6m2k)U_<9gUqipCAxJcIZYV3kCs(S?el1qfM0=A( zul;2e259i5L86(E5ZK)8en;qAV7$T`pun;@$8=ty8}tTo>s1;}SjxZ}aMR!3-=|o@ z0}n>jO#MMhCk!CmB|SV^CfJ3->8Rqq!g;Ee{Lz6C7u#}6NT01FZR;=h@}3ep{EQW!G^Wsy=BAcl>}2>Ol6 zT%<8)6KgGI zBf!>%j)s<1%LwiY@;cAAByx~W&Gb8b-+*klv^YqQxtR1TF9U;Y)@~MJbaZq>bMrq; zV{8nJoU5byd>F@$VCJHNFO-|0G?9kpU2&6A_fa~XT55U|ijDVuDoGO27}!o64(G-T zE#Jq26(ehL#Ve!dn-{=244vMICsG{u=g*(Fcr%dUmBWB-WpJ>w+sO2OUY{w`oB{^_ zrDyPP_JElN?IYy(2d<|H4ai%7*zfBA`oKrk?V22^q-159>H8k#Q&LcY?;FB!^6;oG z`C;O~fe12FhKl!-XYJi5FWyouGY8N2o^{_^T3Tv%ih;K_Iw3(6%qALMekBs+(MbpE z=|F^Ry1(l2B(9yDQ{hUvZfE3TuOTgw_JjideqLT$nxZiTeLGofH-yLg#$&6Q?&Z)G zip7?!c^sdV(~=9j#91AncjD?wzeiEBfI*STMAXMR)i-&6cfv3cl(LBp=sbI zwc}=da#E=z@$hiIrlF}R#nI}=Z}$@F6RBU{CDs6?OpgB37PgQKs189Yp!V2)kC4@* zT!{%z2`CxZv4B4A6r~l3Trp2rf!`hOiBVQX`8OTy%LkHV=9}*dt+HZaa6bDlztH) ziD*;I47uP}R4@a}8Y%O}IZh;SIy*b}W-Brk7Fpkb9SrpKR4xoZkT=%&%R6?{Obxjd zE96q*j-f>np`iv~k-U!_7a@JnBLB}I_|K;M2RhU+v=DMsOw3D8#@%Qrlh8VgJFC%*-i#D6 z(eT$cK&_U8V3V@IQh3t2)Y~hzd4WzyC<6i(Q=qXOFE8)u)s+#@%WPloqX+JsoK&#g zNP%aCe7uFpdZkfUV4VNW44WeU8xYp)fRPzE*$F8qDA0JF=wzYlcHkiQqe47&k zwY!{4zCk7Dby(zTIEBkYHn>zw&&AEnukeQb%a<>p8KNwgbp*+%hpB0y`Z6ur#g|j& zl0mG}w;e`c;-cA$u-XkF$sqna2%}UGRe})tfNyFQM`A_ZD%OnZI?s5|``MpfRF}T3d(K=)88I z4*NyhiLdMVQ6~aH zy~%+ZxMRfg6uUdsbx)*K6bbo~!IO%Uqf=N%ln1u1HBJ`1$_fsq0k1)rOdVWs3k^If zCA<#YI$SX~!{tm1;)NfD+HJ@g&vyH5{gqy1Ewj}|x-vw}$%ZVm*US|%g zrB6+T#eK0s6%`c=Z_|KwL*J1f40p5`WMY%hVVC55C~QJ40p-4VmTOE@)G6oaPP9S| z%BkthVHMQwSXNY;w2eIKxKh3;tNFmj$%)+e?{uK%elOJV`1FL#zz?w$dU$$*t?L`G zTOz$@?aPfHfMHDMw~ox5I{!^XMD(|(2OS$b(9h3LKb75|#tSSYQ5+R4*K<=K#HuU# z0|_*WSiH$4;pP#jZHj~rUtkQRNuvvq-|;x?p@Nsctc-_y};Es~=%Yt-pK{HtIw?LngOOu4;v0Z4JdtP5CUQR3tw`tarD zWr9QUsG!W#R%-c^DVMqncd0-e6j1{vEcfd(mk zq=-iQV>DId0WS0hNKl{=mWxQ1*AVMT`nj7gdaFPv;MEdi=Wce1EP#%b8uI+DWbo(d z^))3kt1`)-pQ-q)rk_Lo;2M?N`TzEOQ9u(GMtyp`SaRP)GTo|~xg%cO5XgNhqq#hi_ zU!){+@7H&C3uY`J!I<d@1d82MIt$TBq(qvQP+$jQx3^9*qkVMPe@6iezR>Rbi}1>s|o5dkQ}!J+nk z1JTtLH1;@LM%2?g=Y6lL>cquWwKagHlOm8g`*QL!`lZUhp>g?(&v2)Q-P`&4-p$P$*TlofIpCKv^oK)gKojC!)H%Kb# z^9Jz)UwT}Q7@o~Ox_55D1qcr2-iHDIG})2pd3m*{!heEvCidVNepWFPRisF{xXC>2 zhl{IgGVAf`__%@*QHU}P+hT}KzVNA2hz=8)kc7DS*q#awWZV}ZvrAYlZ8VuBh(ans z8Q+!zKs9+GTFl8qYp4W+8~WzD&DV2CGa zsIx#oL1FLsNW#RVU@0pKX3S1yc^qaV8U_(cXKMei54ZvuB9@DG6|#h&X+hbAnshvj z?$@;GC2WixHF!Z`f&0sSzsN{Am3Kn9@5$mN%~o1m!QWtl{{4>1$7SqOTnyd{f5@9= z60Y~Bx5zI*@=luvQ`g?!u6PWLs4?f7ci?iM=_oE8-7j^P+b8GK8*jQlcc$%91+s1> ze-dZjGgBIMt8Z>@%CsecOk^8`Om0F=m8x4T&wT$4^jBZRe~o0cQ^AAvKHi5`gxZ6m zjs>2(=ooAtc)!YMBEXgN%*K8R=EePDNd45dzMF}sTF)SzPBUAqU^FEx{3nhYtoJ}g z_Dczjwzf9OJE4@*^K(*aYKd_%u#=>7J2IPwHBIEp-~+tak$VQS>bA-BYL74iq`HcF z%2={RG~-70B(yw1toww=yEq?z^LgAxfxjnmojaQ14ky|A12j!g&f?c;EN-Y+U@SSlbC) zUF&E`k9l=r6L%UP_$qoH{synVX?!1It%jSJ#Tn+}F|X-n^Nrts&d!W1^#{FFM-$Q&nRda>Qh^P4sx2 zz8$Cl*m4CiIaFtA&;m%mCB=QLqFEpzA%PdH4|+6(DSM}$QxxN?Nfu_@xff)OIFRZ=00J^82ovggp zYEBj{*^${_UDmbrz9IU#KEETw<;I=x=nL1tRv0AJ+Qhqil(%;ws=-aQiH>{UH`e5K z#OK)+|1?z%Tk*)0QwNI=HVZCf{O zz>xX37$GI~l|Z*Mio7d5jGf)Zt;r2P^T{&g^+?*6A%SuQX>1$$H-D(kkBRN{*RNjv zZvok)N~feZwRZ3}M{Mv7r~BovbiddAN(G9&U9U;T{()wxB=q!Ul9!&+Mc4HH^>tRu z3x=NXpuyGwIg~~5CoH`V0Gyjtqv8T&gu;)Bn_I&&4-^W~y`X)BA0W_F&(QbGUXG_K z{z?DC9&WIqNRG9|Fzmq^?+M1 z{hC;U*E3Ux5G>TEi^c9o^roL^Pi`01TVBU;1CBIwH2UBt>`l8)z>DdMESWjo@62>9 zS`7uNU>0yEa}Af8$2gc#adzP?j~>5;`@+-Yuo;YkbE$}1pSWkO^2cAUoD20Vq!M>M z)b4HsJlagTnqQEzWG$(_TBDe}RK*$^8m+&0xXbqHep^Uf#i+N>SqYTg_Y!z^LUUp> zx4F?_Z!62(UflK``#T(;G+YvGys}-Wuh*XFRHmtCW+oBIWDSKnR>fDs5yT>}#o_dV z<_p#b|Kko-X<2E56HEB}-@n7~mNL^H-q~CAZl>*9t3Gy2zgT^$m6P*Yt&P8Fzm3R> z$>3aAyck@N@o4>yWzzXFVF_SYJ+J-uu<>b+>@6Vkkah(1Bx-M5i$;WP9p zvFbeFqyDSi1HKNl34-RD6eq1W84}15)k)QzNo$1nzRMx*OFP?!4)0sPR~P{G_zz6K@+SiKr*Y9NK^YF*L_ zygKS0HbB#wCyvNz<$Do5rfOfaMf01&ug9G#!T*=&(e?LN@A`lVIyzUQBcX)CqN!Rt z(N9%HPP>EB9$VwxExQXf7@n{F7eUVp1hNXzVVe8SNmtA0z)>^zBnH1vb-jL|*sjHJ zbn3;(?6oCt&cluCQ5Nz2(JvrVdbh7f0CG>>WW+)IPUn_Vic{=hR6B~_6wujCr0%DR5iTc}-kQ>866C2Yj# z^FNRX+e&XtW1>7h;g@*d#$ag9Y;1iS?IA>i)g}7@LS`DmODdayM|Ziv7tYwIzGVMU z7k74(1%KPA>KcP(ImFZN3;wR5iAp8;gayyqVtp;@1gkBuQizBk5emxYo9_zBC0dX; z?>Ks7bRh?u0avOGT9kXqGs^0)f3y&^T8$B$fCsZ*JGNK<=!J3hZiSInL(EX)-$B?> z$V5C#tgs=YCyd%HZ)}<}vA(p0ib&%Yv$bUc!R2H6jr-hJ^q3f~DkJ)Kk2`9nmr~01 z&pKm5({)g;XOVX-D@I)t*7H^7)MWQJI~Crw?JaDS+0jZeAJcL4KjyV^`BW=R7QCCA z^QmCeYAc-p-LL)>NoIGtgZQ2}3}B@OXO$8$PP6 zta4{sc)MtjMU#qZj*EqrSAFUS${S_?Gy|T)ZsRY)+CJ7eeK@L@)1h=4DRF_b4{;2X ztFYh{$c#J)*40!K?+>5J{7+20{;ZHO(LG)<8oncb6&35OTl7RMklu0X)oP|r({6Ye z1$|q4o?Fz6pT1c4<^zkACmW5=zIB_g)G{}i;%}(n;0&4ZxLjS+BHI7>b$)SsaNZGl z8JQ|N`dgs1LgW0LR`g=f{Wxk3*p49EPw8REcK9pF zb$|Y{EynPgDP_!1PP?%D<8ZZh&vzE}$KSdl_*l*7KI?sk5`XnrSy$K5+4%|t7?<&O z7VvMVZ|+khbo6xa9#uS0?z40zhhxxbG7aJ&1@O{r$NSt5HJgY%%9<}Th<(WA5tmJh z2N#jKkyEd$8fNQ0CHPABQ0Lg_xNQ&P^56BV5!nbR&be9rEvO?Rymi-Cr&ja6L#6Jp zk;|w`DmyV%le1)jp$r2z(`HrE+U=-wCMEvWg-n=6^ zJ-8g5YcV0VLOz%*o4lB+EfMq*ga&4Vkl#lZ)48&i1$Lg?i3`T6UD!Tgm4|OSI4SZ| z@!*7nN@0cy^eWzAclu5w#SPaL9<6P@8g?~}tIO5sI%P}ajqJD%E_F5FLi2CNiIi`%e4|DQZ!{qWQKS`Su6vZm zp7n7}BeJ)(<`O}_%ZRUZtGJMlCS#Z3A}3mY@{Be#qVpO;5qs1{;hXJ)6!GsP-bn%v z6%R*b0@1*F^uckRPg!`lVq0=vz?*K-2CDlHfC}*`+9)zGFgSCxi$VMz7$ju+aTNM> zdiuOZJwsP)EbaHHxNZO~e#|n@>&kOrvI9O!S_fnmgz5xvN)J2e+pN0qr4s-vMZ%?j z@}v?0e_{mqHyAiL3=9kxrb2m;S3}Q2%7z5*|#}A>x#i+jH|rFGQf!UbtcVfQ44=I?C@03tXuu?SDEu zee;*M8Y!`P+3n2d7K#ritK&#=X*<6((hU<+Tx14^i&4hvSy~Ra<@Bl$X`(5X(}qgx z%1Y#U-$2Fpy0JRtfHka(GnDmJhUYVpZ|%h&G>|UYJ;=h&TIDIIspX!cXgAwR8EFou zG{ibl2`NCm+7iKrBnrg*$>oO12|V?-WDI#9|Mh4~%I5vl?0$==99J!LZDTEb0wuuj z?H!}9xztS_o{^~M>3(*+yIScghuQp&aJvNWT%WZ5#PE~R$ZYAoF+)WQx$dGC*q)X| z+Lc|F{M>KWcBfCqN^QwNZa?K%E(69{{kPNWm*pmzRV(d*^v&_P@Z71FxZm+@v#=gO zz{sRkmhyq_RlpcgU2bk)c*@#0NuQqOCTc`L#jRlyjRaSIGQ=ts&M&4}0_-MHP?rj+ zVo~iEru_vN_12b_+pSnRB&$_5_*Yo~#iL?m9L?R%@$>a%O`x9@OB5#r90r66BcZ#m zZ4bvr8^_AB5p!{I2`DDumxx12Mem&YY_$dNaCDp2IaXO4S24t(BeTBtb8;x@mWH=IYsNG?0L+|H{^Hi_%s^hBLi2d zjczi}FP3}1wbP_pq{pJ3X(Eq~PQ<$0u9En@Ntlzv0GGYPs3~&#P~)PeHRO|_T~$+O zv=X!JqXl)Y@Q_o0n7B%Pjk0^91f}FuW!?7ICgnVzEeo>1 z%G*eJaJ$fJk9p(?L4jzz4nBgjf7HNtC|(4iRVzT%C*EU028&T`>_^(WvoOpWDC?0~ zseO=R1123a*dy{s9uiP2TTCab-+Z`9gPQVI_HC)G6p!{(R#Q{UvUR>Z1Mw+iJ4-L* zL?W|X`_^_^tz}`9 zE%}G-Zt&iR>!B`L53h5W|g4>5<6 zM^5#o+UUtvdpHo&1_)UwD~b7<9kv`iNMmfRG2G9pvpvqLSO)aR^LxPRtBeY`Je-Jb z2$e|V&ivfR+c=h8H@&$E`jPNf+uOUUm2%O^61M5kBj8?fhd(_q9Sxq`T{OGanjdGK z&w-8Zb~iELZ(4X)-ehP)`&i;Cht+nb(dy(c9c_>WqW=C);vIC7ueZBWyT_HZyI5S# zuQ53i5ia08TK-zhbgq#jyy=nxAZS<@0(l_gBH1{FD{VW7Bv<_fETJ>IQNCZNPYszrK?!QcAd)#ikM9Z)n%g&t3JOZOF zW+$fKO&9yFTBs0=GXO4y1?;XivqRJw;OU*oY z?}$FOy=#5__z{#!YMJNT&4O0`jL8>h9Vde#R&ZgN(yQf+g{{~-z9K)Fe6eZqKri{6 zzZxlsK*B}_5E>t-X@<>--m=>R+DAHiy&EfVh}Oi!XVM>8LRn((Oqbu6mPtrRWC72# zdBr49dlacwWE^kjsz7wD05^A>sUFAS;NSoXo#I<2)gWoguAUx<^}Ve3E#Ntstd=-O z(ql^$EShyxegp)FG;+zLbH{`BH0Mk9qvLfYyjgOYuK$E=Y(4?D8pQ6zMJj;Jj{SlL z;w>y@^Vu@Z-jnv15uh_wZ?MT4XajhyG6n&Gw5jPwaImJQemhU~V1e{XZ`mc!+=7~F zk&Ou`g1w(>!t=wI_7;!cm`~S2X8GtlBB5O;ORnm($hSA^HxrzJH;Jb!76uK;UO|-Q z$XI&D3w;f#B065s;oA6dh>h;IrzAxjRtgmnHL@zJR;&FW?q_Rxje-1)2osy8HgG^u znS67hj1@pXw4J-fDF8J(-rm|c+$w}`jO{lBAV(m`|2Vmo>B25`WEq@Kj4q_fRO_-L z;w1pCs3j-0i^nl*HyTlFp@3GZ=_KE%O^p9}sGsRI$V{fGw50NEHee1{hJQ#U+7R)o z=|Eflg`cZMSg414tzY$U^{*G-xD;>l!CU!OQwfwZlpnZe?Yy#R3o{6`gy-WyvB`S#)6t&O~&6xeDI&!k9&rjOU+DFWyh58uMRksQKpY3=$5b_l zSt_Y7Fy9Oe%5EBD!a;+x#%xFm<)-~kX3EK-P`=T|z(6%8P{Wf_Wj4FG$gM_RIJt$F z(+*~5IM!mC)f9@wsjo0982r+|OIbix0my#-xKW`|a zP2oEN04n%Q9qR%UKl;yo;W}1?vG=qs((rYfV1lUczxx@i3W7T~3(JSp>s6CnqPo+LVLxi((s>eyQ#J;$rHQJO+eRY!`q~eg|k>)6(J6 zu(r094%C9#?b@aF!$>lfq#mKt`r;RRDlE9HtSlfcF=S4@ zKA(yY17yg8P0<7px9kzJQ<+K@7V8)@03L@r-UhqJ9K{Vcf5Hi9tp58j!DdJ2kU_k{ zN1s(h!z&nt#ky|KqB2nGt*FCNHr$FaPL;D{KPX~>2hhOD`ojMg^s4rVSYhDl357^acXk3RDj30|=Tufk0W-s7wUHDyy@ui8*;j-wKXtk_y*mo2 z$^H~g6pkydsK)=w=k^zI5uwSBH(F}21)_jza2DU623TbyJtTvFpf58R6f=QJbXx}p z<@+>{0@ny?;l&YVf>|3J>>8b(+FO8_7^8dot2jvCE{ty$REwu#bL=^_6pC!P$}SM~ z0Z_l$Ki=9NOett{dUl6kfvzBUKZUa|NLRi~Na!gZEzGrFVGD~6)Ju@_A|a7CS*SM2 zq`@11eg5r$#UOKew3rBpOjH7bArQaIV;N+O)&XxZ{fk93BSe}KwC9KcN7lSw3Z(vc z)L2trPX!1|x;Cj!J|>P)aP(>4WH{>u!}lUuel9t)@ zl3!;h>GQI?j|Io1>2wSAQ}cs?k-TSXSsXkF4x%E)9?5S6K)JULOAdNMT(s4zJ4}$a6J% zg(eWm0E8a&k6%A&>*SE@{mwh3p`W%cU*ZJSnF*o&+H$^yCuHg224Qb3 z<9ekGb9Z&H-{>O4({Oi(sWkF>L(KK&VxGt`ICWo9gLg7%<=IQJvk)Nphy1uQ;586> zw79Nw4Ks??T~+M6lO1yOfPPCz=UW6^cK%?0E@88QqLfV&2klF^JZ>vjEH%~COdqKT zOziSy-*9l4&V)%gIpsDr4@&XkUQ1|p2 zZz3b9ahkyCpTciN^WKL=7m(KKSsAIxtT(d2cD8Z^y@H3tGbjKbWUHL$`CBb^2jrF@ zxf#5z@kWAP1KIKdT-(rYXkx4jMRH`DxOPZrNyHJIRI__$)tz~Z zgxh^pyEs*<;D!S|D7qEcf zguZ1t)Llv8iUjNWbhDT(tvyay@xUAMYZcxvLY>5U~WsjJov2Ln4o*_zomVChRcM`;q*Fg zS+IC`$S>pNa6t-^O{2WJr{~wcWqBsk-2}Z7Xd>leSF*aIzVYkUrqLF?oUP9ajPFiM zU}E*xURUhvn5MeVH|}ihjNj$i4m~sZTX0xc-H0PGhPlLFtvCPABvJ^7u1Opc8I$atLGem^ibtm z%@LzM(U12x0)Hvk8*h#OPYa-vKT7+u>88=N@DP>iOx(U+QOV01wgrH1=W#|}0hh3i z#yR`Fk2*1l5Rh?~K}&ybanfaTv(bEUa;E+FNjOucl9JxoL5tOL6FC*t=1GN4zzuN4 zgLo%&5|se>Q=pMyB{I;{6a4(yN9X7O>}*f>{a5CXk8_WGv=ddzM85K(s+6&KbcTge zKYXf_ic4((QaD197ZBj=sIv$A<_&NOe*XFu8~x|s!|spBu3u?|?DCr?FILG{rQD(0$#6_ z+vQXnPjVz~*Xvg+kGJ;v&Q{9vJt_1&x9hQZElh5>P!dHi<4vPdpb#FqupCfjPp>z8 zbIoR9=hAgDx3BkL#|{+UxHl<*VM160imVXa8}6Gu{)LfZr8RkM&&jo_s*U zvW0_r+S8jE>vn-%mcq6j9w}h5k+e>Cd&&o8{N(KC}E3xY8ehA6Vo`M?XLYH8&jDP18L`9~Jix5#f7#!kBj5-0Cni%E+Gmu_9ZTx)_X&|9bIrzFVAk8P zual~lKlS#{!9blOzE!?PbG(GHZsR2Yy%3=erkpn1YM0!rZ%5_BpZs>*vqqPK0I^fq z*4hxAFp{^Wj9!r+G(c}<@8*n2l90R}W~5aD2Tvr6dC zuDTpxcwxS+j$?SRd4_ConVu|%T$gEPp;TZGS60_{dT&`EoiJwU*5hEp&dvLW=1QEL z?j)^;Y^Ji=769J;Fg!xRY|HeY?&3{P+-OnNr@p>B06`ThKs*U^He0% zS}cd$JElj+zpa^^N@UNL%iOHP%Z!e7&U7lv%rnrmP9q?Q8>z3W>L?ct?>*Ag_;_uy zyR&hayX5`Ubl|w1hE>etR z098*^ET`5DEjhQ?JYM*<;bKXvD1#jG_6Biwkof33;r~-U3{#5v>(p4DK$)c%zh2ywO(4Lf`{qM#;~5fjeIv zZSJba5;?3{*GbuBT}<}|4pM3r^^%hXnJbN8z@XcLAO&bq6A~M)?e{_}DFg4?%Zzt& zIiT+Bmm8Nieer=ZCH^hp-sJyn+6p90^0c(H3%@M~e+l}z0Q(Ja?7#rSgZl;&flJF8 z_LmNS!z<8_Q?3f04Mu2?xMccJP{&-2GiRSyy*=Rv()DWB?Di_uRlT`l~dH&2PGhK^km>S1OwdeRJD! z7E7ayYt!p~KRG?5qaVG%9%=8TA-ZbCSg7S`?3xSyRQ!4YsLZLW(BG8Ef+yHA} zzle?|CncT6-`p!NGYF{7L8nUfqD^o%INJE%m`38Wo!-pN|1se<>5L`-&*v$?V8i!~5NY@dLnoah`ZC{`t<+ z^e#+n;^oWW_6GN}n9g6~fl9%}^Y6F+a9RJ*mc3Q=?#IAbw@u0;xK`;W?vbsP_R$S4 z;_-gfXMN>NFuInFaAv+vMB{# z4+xefrkNR%5AB(E(AM7f6hNn?Kpwk3yArfU@|yF)bi5*b-@2u={0tRT?unqdiQsQ__J9#2C zdc6XTRSdvM9{{ZRS`cEV0y*sz;2&gMT*;t^w937G#er*K9~(p-Jq|a&t>i|S8JpU> zd`OVez($8ttn&ZxSF=#u*U8d7b*W}RL6HL=uGsryvjFhf+F1p!)>yugLzeWSAep0i z4a5_$@7(8o3I$+v3QKgArPjpoSijbd20-nUFH3g;R_ZXh>$rv$CX$U*H49q{L|7RG z!NCTqnym~9p^9lB5Os}%z*7z#;~hF>(Ru)??VD#}2Oupsqaue@&ImhlwzWMa@~KWP zNsUf}ZX9b~pEHE=%74A-<1=bnadzb7;R3lp^O7XUTOnF8r*?pMgnuc!zlQAhL%UOR z${(qA&ALWM<)Vqvu&_jc6g0k8m(6F~S4@)Bq z*rVdaSnV!3iHS)K z4mACfhf2Uru7e|oOIj=?B)8MY10P{p3LckHNi)dzR6@TXLoNzFavT6th5MqWZ#t2S0DM$KsT^|aM$9mJB=m88Ujx?aio-B?^#O zpIux`dR0Oo!T&y{TYG+$AHdP*`M}p1a`eA0#syBvP^VW~4K_b&YyZE}zA~!HXkB+1 zAfhx%hoGRKQqn0Yp>#+}OG$T0Nl1!FNQ!hR-5^MJcT0CSoOikR*=OHz&l%&4dl`d2 z%jM!*-<;o^?|j}To`FFbkdQ@vY_&k9RAxE%Vf0+EMlmij=@EnY?`Ph=z8`&vku$A5 z7RcZE`Sc8xrSQzbdCi~GIsWwc7;5q*d>kE9;9>&1yrTD%RT)@orLMHeawn}F73OwB znlM850eFQ`Nb!jWb>3(!X|$BV-nZ-eBHZlelTtD=*q{r0tXk*?@*c%z1dJvIsGy7w z7ytZu=$M}w(3-iWG=SC>lXTDT&hrS=uq2Tue=jNGs7?6@nth7Ax4l~0%bWJ{?$YtO z=UY62!dcDe{BpA|&q4c-Nuc8Sr{=;o3tDuiI)#F9>?_;yzc#`uwAzLbAW4L@v~5xtRRRD^dve4tdi4*b!S zRjn`=1|-yNJzui_mD6dIkrT~&y4#=S45v7!^+c=cL9F6b`-9_YyBIcR%?J*&!<5WL zjgckpDZu!UOtrY+j?Rv`J|D>z28TD@!=ApFZw9%|iEVN-7%#oAvrscKhQiH;b>+^O zx99b%aPn2wa*cqOAe6ffDUg$p2#_t(1WO+gV`DlnaG_;m`vS^zq8ziAj*JV!3JUnZ zsmNZ@jv`f@{G3Vo^l3266eji;Agx&Q<8t!+(h)!7q{<~GosjJRl^)R4H(FV#vxG(q z8g>+cG_W#a@=c;YIP(6Ubzh?*_!)IL;1z^}%KMU)uqp$ew_*86cxA}aKqWy_B8CS^ z^Rqa+Kd3agx3!ws&0OZFCL!2+Cx+Fiz4P4n=F%{^l31FWtO1V%$jR;gK3ixBt z%@UYAzsgl)A{2Shswj1foaar`Mg4d68WG758YDF}Fx&axSSMOC|{nTv4nQp_km;xOv~P0cd7jUt1bUp+=tS&d;ve zk#k4^|FG@R5QodoW6ciU)}jnEO#oGaB=f@V9l6Hn>FiK-&fqCkM`f1XB=j7A0+I|o zMM9uC!{&j13eN{{y|2LTl&rX$3Z%h2rSJJae)yT4Vp85*`qq6@B7AaYIGO`ElOi#D zfG~z{nM{4@s7P+Ea!+`Vxo)&MA<^@pcyU3XUHny?^zW*qTdoyViQV&$=sp1-`yAOC zgB$)MPcgjocbmj+&Z_#?{|<6)>kt`JDOu;GthwxI$}m#CW@K=;m~GJJ-H=j`sFNs- zuXMaNj1aMi_S{pNd(ID&VK)H)e-?^l@%I$4b!PH5;rqpt^5Wc$O(|0JuJPIW2^=ht z;)qL28-n)kItt1**qjmBl6o>OgIFK9*sR7l2nq^{ph-OImNsM;@H4u(V$d5I<)Zj5 zct?BnpJHUMprvW*sm|JIK@^8IIUtqO6J=U`^hZy8m`~z`#I`?G{sv@=!+r+0elot1 zgrW;&TCi8~lU%MPi$?1gza3d3O00Pz*7-}c7_M+&V4qbR(VLxwOpm@izSVhruLcR8 zlJZ%8sp?_k;pgzv8Zt+n7B=NE?>O@$*PR5?%<4#`Gllzy^ENe>MJ9_nd^h!?54(|{ zIB-a$SNRyW?T_AdYDwt);bw8z+%?D7eevHyw#afdIiTS}lez7W$XU5IOM$z3YT()`9;^Z*n}^#D))6o-V&1eqFV1sJ-(sys@G^qW$?Tr99YnG zcIzm}{sSqeZLzxZ=z{I^(IeG;a#0|*r~`33kv*01v^2%!saDDN{N8WkQodza9^&XVUU^EFCj#?Uck)!llCL&n zmjGY;_5X+t3!GZ-w%$l!UZ@Hw`y5+Gp*^-m#t}38yAAPYevt)Uz3DQiQT_UYn?Fxe z>s>W)*lgU4NCCv38SPM8OO-5bUu zFZS6bFK#OuO=pjlhr@VX{o!QIVcvD}X>yJR*ZP2GD(46fu=LV+JGFURwmY-NBGOKK zOTU~qtI`U)@h&>s+Nc>ALLgl*97wWO2KIE{SaG*&!2u~|H4s{ku?#w4S5JEVyzEt8Xz6Py~N`DxH*2Mqcam1zsv6_(7{1vL@XvIhtT zcE4oTRvWy;G(RE(2ybJutE_k(;=M&5y;_qE%8} zyezw1M7}SUIBy{y35f}u%Cs9jDQ;>MzW-I_jQByl!Z^owjj%r&xTDp!d7a>#T}VA$pUB*<21>Is=Vo>+DX!h6 z5Rmquy|Lv2PGyI}+rLQWqDmY%i;PDt-=5QD=j0$)wb|j4BfAEQ_OA!QqpL~&pke#c ze*9v_h+@jOlduLBOakBjw} z7b)ZcwW$fa@p+-*zmRPpJfKVuEGOWWn-MVFIOsFUreEwbXp4Wi(B%*bd+ySB?vsRb zY{C8>ygkgVWVrvVYIcl^RVB9NPyLnUUku}kLW2^pf<)V?$l+3IPb0j*NX;aWrY6$@ zI~gjQ^l>|XVelEa3aVVHhYw#odiI2p5}~X-Waao2sc~L>4FdnqpnJN@peeOES%qON zM5cd>u1ouN zb}-bnhxU&yhm&XIwNq^qlWPKTqp#FMCSP_vofqnqU^!|a=jhLDN!74Q+N`-45k2fA z`&>8FN_BIqesB;KcuRnhNNUUCz!~d~Zd;{&2&{Fl8jS|gq`I2>Ir6@iq^MWM)X_8W zc1myT3(~%85T^67S+3s&mR!F~HQSG$U}7dF&rH$cB23CDDt{=NJyq=s^v)mJP2|L^ zrnS(TMcseUUDGtTbT`3}_fEw6GhTMUz_)?917%1~DI2TFFpld9DTv7e4uF=O$x-sS z{^VeGm_Ms5JX!<>{IOa^7;GVb_+=85liy|Q8-Xt2nzNn${+IQgGE&}O6KkfTn4wEH zFJ06e>FW9b^+1}CgDWtd(191*`3QtQQvq!u=jvLzHXvuqv8ymUZ ztxR^o!ppb=nSp)*goce&v}sl~52fin!^*(D0V?tY^sZ<)1MUA_mhHTrh?a)4qlsAI z98%({hQnqr%LYL5uO?krI5L8*nky2dtGJ5V%<|;N{PzN-c*aR&K_mdms?P`P=~~j; z_Av^Y3x{hylIl`!>Jx<>1yAsg?{hjHX2`2uVw=G;-iSf+8&KU!J{>fZV$;QsSkJ`5 zo~5VputB4IZP;C9ISS|8S=U52`6rp#ZmZ+oRrzKiCR6}f9=aA67ABUK3Nyw3CkNSF zU%$nAQj@EM!CL@*7;wvdIG!bOi1t~B+bv=q-a`M}c$Lxk4Fzzl=tfOtv|Rs4LCKMv z=F$wc;izNLca2pgkW&S&%?L#_nGk2u(F78=4jUDya2@J`1f+Ax!!=@O{F&^@DcZxG zZaO^BzT;k8TvVQJT$b2xYRf9FQqdI2q#+m z$SuBU(Q;6;U~!_|X>f9Lt!mIocJb+}2&j5=!KDPF*vfT)kG!AoCg?V+{JkG7ROQ8p z=blWlva;U6qmg>MrxKHuDgMmQFNXNCIKuw>WvP{-3HCmPa;`C|#_DNAB^SSzIjQ)? z%PdoqGrouKCO){UQRwL{3Z}@JY~(-Oyi2X-MrKwONb+{#SBaHqK0yL`$i3&T&*pu@ zU)3&lY1N;*R24OTKt#yX9G`-u4E>Rb7Y>d0pd962lt zatx1MK|ng__S}r{-qOyND_P`b!p-rBY*U{8+#P4RjQ*pcZ~9T}=Lx7a1VT+Ycp)L| zf?n6QYexE5^)m>1i#B2vXd{$p+USZ@QzZJM{xIkdYwB`Dg-nyhzMg!LMB9xU}$S=A3;Vh0s#TE2$@Zyp-eZ~1ZI7Ss!4Nj zJVZn4q+1IL3a<3?Z=5vB4VClubHuysh|Bv52-|d3j*n4Rx@)z&n`6LLAP{P9!(MY~ za*P-LFA(o@q&|$31gH|cao9eSU=+66M3no@p zl3uzVx)$2li8@$lCF|H&TGcK2VONr$CK*Vzbv1or+KY}pnzNceHlIy@XnJzUHbh zU#yy=#_2_cjI0SMa$eFV>6Gc+bxQw7i5k!TBYij@uolyj#ioOXi?$9d`r2O% zD=@YgQ362>#wvYx*1hMO2-48sYXZYRB&4a-a*kL}>*Y%j=f7^>8YBgNSY2OV!RtVG zDyp`vc*wamHq=CQ@#g9{IhM!RoRG!+V|JIzo=j(A<@|$=<1H(D zq0=k%)9e-;ItHB$W7b;23NPlP0vDSu$)rWF#JXmrztz8g80h52ro?cD<#f38p{c^& zC&ZVV%QtAyF+02U^UvhaCpE!_je(VEHE~{5WW{+}9^d;iELM51^PN-uSRUK_={n(T zVb98QGc0NDf0`30}J=s4r7;w zM@Dsihk8VDIFoB?{S=kIXpiC_d)Z!9L}E>e6LkJw{aWaY6}J!Fu_)KCQ_|3&O7ovT z14p{{1CGJ$*Ip3lt_`8Xs`C~0n~hL5lbD)@F#(6j4~JUx&FpV~+b=y{OyEFfv)l`j zk&hW|9}4%kf7XC{{FGj9vLWbeNq6U%{Nm7#Tm*Uw-5vGVSYt=~d56I4@zu8zbs~m= z7&6BX!zFU6^Y#Tc?nVmaHhblz`7Ugitbh}TRqoXLytEsprWafv0s_$S#~%qw5*Sv6 zkh}h*#{8M!;xBKhwn8@6F?K9-H?nr9ud35lZjZ@E-9F%RsfNQ1vnrm#S@yjuLaukN z0DXo!zQimU%n6hb2FZ#gD=h(E{6@^{_6?sTyYL8l-yA6eg;O2x&`U(@5>Ljj#NV4W7?#z0U4L`yV&{qTeHE4w*47z({4L&fQFwYIY9 zb`HC#z=y84bXAEeEHSRcFlQ{N>;>!ZUz3;@>&99HFKG&TxLIO=)H`|QjDUrCyD1_| zWoM=->U5lcgPv_j>B-D!rrRc~jXJ=dPI#C?Q<7#)8qk+r<MP{`B-4&_Z8>JU+pa zcN0=%uW~X|({ms3@=iP^SCbGI?|J-5982kNV}dh_7)KV*7M7%Vr+M4!`z!wL!DRX? z7U}+_$(0|)8M>NafK>R*i!02X|6)4#l8hEk(uz@QWU z7bXoS4O09Cfk2C?n8`|tH-!}iW#_@i^WEO-4rut_i)>@f>+9`}k@^IfSJ39GFx-+` z=oG^jKG>o3J1eopr3(jb(IYQ7ELB+|m~nVjq^zWVkB**rJf0mP{j<3Eb>9I{Wn**@E#9mRn6c#2nT8<2hkH%=|P#Z4W zq!bnNep{^3(b9l*15=1DLPu|j^2njwq&P#t7zF2p(L;Zh)~3kAu6aE(@mjLxWFe`* zdQc0~Qr4@87K!Socq_*PIh8?o$>|yUc~kujoPC0_A>m+%VBWi`TTym z$+@mA2SbkGd$N7VyQ7V!^M_9#HKcF-db_yp@73hqkWqLGZE1%QYM9kaUs`5sDXVlP zq(_;w^iX9dL}{m`ZCjV|KaAyz@$<`!m8=PbGWsEypYNvCeELxMF_KBI*P5{VlqvR@ znk+Bx2%EP065Y+rHB`&thF7CB3gSBdB%aoqU;UT~|F22up%o1=!=VeIsI6WeVV^zU zB87l~1h<@`^8tIMU#fH>3q`FWWYjlMw9m3HXO{+F9&KAt;g`IdQ$NvPJ6ooVMtKTwdeckS6 z!r8B{Z((Os3yUfCZ~?cbgX>Kfp7H6aPJ(5k*A6BfV&JpuG1VFG6_Uoi@I)(UepjvFk^*!pFtw$=LSuy7?JB64n}hXVRqL2?li z@)sAL%9aa)T&O4qb)K*L5CZ0vijzk})-YoXrGm+WBjcm}Oor}6RoFbJc5{COckVi3 z*p=~0xRxV^(2c!o2)(vE-QCO-SSm2@UALoqrYjAp8rB5 z?jH-?P>3&BUtgOZNyQNKI(b`Mw7=t$$kL4yO`M0Hp#fK|^%Mn;XRit|4ueiK9>{seq|JM+i;$V-fMEJcp~EXRZ(?i~NFVz8Lm@>=#I z*kzz1PF3uh7%2LsllLmO^d`3&5!}0Ox)A@{KJAUD4^rsh1hLFxKwI$BBPi%VKfWsN zV9LAs6I08*if)5K#YSkV3TJrjXW4ULE(l7MnmepL5#jH)$ z9A&xcKNO$o=x}4IG?k3bp9lW$gH+@%DY` zCzpPXS50ch1Nw{z5C~YU2=~uSO~(qf(sE0DN$NaLb!IYcWhS49iin_0!YM>xt|+1< zG|UwP1_hfK9}P=cx!utj1?mGz@7l3dHl5kE2kVwHrX1N1>AER>amk}6|!-c`HbVU!qiruz#@0!KIto{)yh6p_3Ui)d%#2*)% zni4NdA1yIbqH9oJ1beuW_eI+zwx-$>JkL?8uh8P)Ir09MT}gUiXNUE8GOC#|``G2y z2Pr2^%mcgOYB!WmuhQxu$?s_IV{NK=P1Awx=C6q&+bZ33qm5pbHO|=Kzt`uFEf~e+ z=lme-Mfdgkcb~vkc5BomZ>E7jOBj;v4758Ni@`(`=m0mY%ErH2V&llpJ*sf%T`GsF zOhSU`1z%mJJE7NLJFkH(KLoogmm$p-UbU^ z)iFS&AO^`F1SOzVklG9rBWJQjL%fGTo*1s{$d)a$^}dAF!N$Z#Xt|Q|I^jbHJBnE! z9i(%zDn~=DWpokfkd)E@Iv3){D#k8w*6|Ao8EP*ypd;h5K_GI&{sMNW1N1EbDqqob zm_b3NNiZ?t)Lfj<=c<=^CJFh@LeYXjMjegJ%KY~2n-m!;f)aYo1$J1-zM-tyO2nU7 zUgx`D!#Gg6F_1-ow9_tA4+d?^GEcc^KQ{9JxQT)5B&^q3Ri9#&a#Zhu_$sS?Xo$f1 zVC~oTToV(haZzu=f(}1Rnggqb+rR;--0PJLl}I6Ee1nL+P;bt(UhITC3Ih0UVPC(F zC3^fr3PhBwDc%Wr0%37+LBIhrovPL_ahib&5FCMTz!4xvSpXD1OH(y9viqK1UaR{= zfKcjP7_05a`ZZ(2)ayU&0DtKpB_(2QU!K?&&qG`oa7W-my4wQ>WWY^!gW42%tEr52 zHXht4&AXqL3JKh^&0*A_2{%jESZTQLi@ff1$FfM$#L15yE7p)KiS+ZmXD^O~LxpXm ziJ!IH`}-Nlhw<-gda}ee`VAn~t8ZvX`L{RP%z88ec@U*c9qLHr$NHs*!O4@j>aJn9 zlojzUL(Ak7ow20<osLJ;s(E-R0htt?g|ODH&HiVQazIKHqfEhTeZBGXSZqnBIo@8YJi;RROQc zn9f6));~V}hOOd~-wS&|%&o^9*4r!B z9>sKR%Jq;82yz)k>p(k4!@?2+ri0u0zA`u+AW5qrh(%G#R=I+B@#hmEqu>6Mj$Flw=w+0b+xWJ)$NHxHacZHkFjd;^WN^cUQj*pN3hUdJf6;AlS!8TWlkSIDCSPx9LEB&e^ zX{o8`2=LW@E^l|dqklzUZK9%tN$@^PXlN)UGV`FP*i3C^ef`PbTW}7^1K3Yg3$ele zQNGx6P85cX9vvOs8(R>FPJTarFy-v;re2T1neYBQM?W#}RhbQFg4 z5J90E!utV?`pIZt#R`av`wzOc&&M|0Pm6(^VT3@1-FjiGtBVUV??K*M*nkcaq|kk? zLf;9g2ZgQ_a`eG(!+1qcU;h`FaQ8h|&~`S~oOGDOK&D2)sC8HH($h^%qN z*-vmqL@;Jq-wls74hR6q7HC(h^Uzg0EBagrj#Vgdev9I=rGu%Is6h73!dQRPg~)6>)3)zt*l zG(^8^)wS9;Q}xAtJRo-0223l8+y3dv!TK#kXxlv47B|A7NLEJXJI9o~WvFdQU`kU)XcGxAm&*S^03peCxO>poHm1WJ0;yqXKHtKdrqjwM&p zO{Gr^7nhbDd?#pd`N%5f3xihfqXf8G$i%`XBD#rq3*{!?@gKa05fW>oMQz!g zucfRq!5AAwX5^6qZDiX%pQN-xIB=A}S{pMlpI7m`hO3x1vvX)jIjt+hm>uY17M7Ms zuHvMdI8|6}eSLC|PD*N$0l$LsDOH>8LOT&ys@?!-`h|pqAavMS#{!p;k08&@dyEjD zg&!RqNY~>fp?hU9>W}3c+0ukjohmr5^Mf7pWARMneMv6;odG`kDSTzd?wBPXv~!26<`Tl#Bx1CQNXm zc~WdTLIr)BhRG^tAJB*+eOHK2v73dF3kQo&;Xk)XNf8krs%hqww_fbZkyeP8~Q|eSV219Ks^%t8TV}r9uLczOMz^{M6heH=iNljyBN!7@M&V49%%R zx+5$#_^?!5eUFTAKmt6Yk({vw_XW{<91eqGf%0odlY`NONneCkVU&EhOO-WL9q6 z6KX7EFpmHG1PHTc3>d3dIo*Lhz=^{5x|DmT&c8}SJgonxYVm(nQvT~rpD%B4Si~A9 T=1^-O;745Km2j@$8_)j$=^HVo literal 0 HcmV?d00001 diff --git a/img/cross-correlogram-example.png b/img/cross-correlogram-example.png new file mode 100644 index 0000000000000000000000000000000000000000..b94263990e24a50a88e7956c96f74b769bf707c7 GIT binary patch literal 30000 zcmd432{e{{`!0NGo=lM`Lo_In2$_{+mXgdvh6qWLA#(%CSSqBX0VPv1W~}5^k$EaJ zMaYyf<329W^S=9i_kRE1+TUK^Uf;ggde$TE`@XL0H=O5j9>;P1ZXQ3TM7@D+13?hf zD#{941hLYBAgF5At-){llFdx;zx5ZC^_>WU<^%a3)xEtmTM1$tp`vhD+wI}6w##~_ zoEO)QP9N1dOuuRiJ>wQ?=0hbP1k(8rTOU8kUJ`$}qQ>fC`Rm#XSJ|>2CY-RlxHCnh z{&i;kImi7cjx!uhJhYB+%NC;*S3JHJ70b;#_L_{GDQbm)rN+K*Z2<#3euYTEQk`@_V1^A_wL;q{eASe_vE`z@=c9&&=RB5(`D69j!?gD zefg5_+_%j21pc*Fdb0lH8vRrWN$+`a8V_#vG3D_*u<; z-OrDTFmdZzovfch*;c-jNBB&K*EGi?x9;`C+pDWLjt=LKuvxxQjo(Z|Lqqu9;PPg9 zt{E%#@#2>+_yipnSDL6aKmR6E&oRGuMRfK7YpZAP(gCXjvbGalQ$97 z+4hF_pKZqwJVU&Sx~ zjtj1_@fe+doR??N8}P9{on?E_#m=`>p3`lvx!wzs=gyt0PPb4B=9FR6l>HN@nBP+t z)-%wMMEG7F?|oNUN%KI=US36IeL-QNkmt;Wf`zG;T<1Y1d3pK$PQ4Y9k%p&E`3V-! zZ&nIre>c>UQ-kl4{{3+~##%Tz#ZGS1NL&650mJOh=ds@MgN-RdF2D4y-?(9ymG3gd z<}%!Rb7JDs-Fx@mef`SnH9PU{?w*s?i6?nO#2Zr#*LE&W_JzsL?sgga=EvndLxu6a zwuV|>TbmK1nHh2W{{5S{;`W0FnIAoR6eZ!bEALW2kJmF+cJ^dvnYpo^vUJxG6Qg_= z>eSR!w_oXH`@QGg^z?0(cE?6X2Nrrv^YHSnJ$35T1y|RyTii$X+tlvp-%Q8zn%}zW zQE6YSPw2yk?Ap4zB@GQ*uC1k|eE)RE%)vo0YcD_l2VGOI)db7_(}ZFu`%V0jXZ!Y* zIyyRT!*BY?wZS7GK)oJVRta$l32td=_9suCG`~KxF)%2oCSHv> zW$wYnix)@7%DA>4IKVJ9HMMTT26;=%xJqZ|$$?Xzv;EJNH8quNZ1y~iiRl^{2}?Zr z{HfR6lyj<~^Wx%SZE=VDpa5pfVrg+fe2< z&YU?jGf}4*@7($Q`zi+q2la>I^b2#-O=nx`7lQg$x$g+zKXmHUy@23gM&i=qQ3Zv7 zfdSjZg;!=JagMITt@QHi$mK?L2zx<&Vz5b*P0sS;EsXY$&s&5}za?VIhw7e(VUg$6 zPj$Y#R-20@5p=#S&qjlRgCj*~>HBxf8tkW-afg=d6mjqQ-1_X~WOcTKPQB`5Kc9u! zYV-^a?p0M)6^TgqnsYI;uy|HeNuely`0zn_$u!;Ek23q{fOTkP)YWU(jvhXIg)-mM z-F;pDN%dFn(av|>Q$sD(E!7H^V(mUl3kGw3H#psu8JU<=?TZ(t3~gEwMy}Jz&-ZKk zY$g;iBnp=aTk~Xq1|fks_nP?LNdx8I+5vl7Op zr<;DB-1;DF4J{`>5m4kc7kD&?$tKJ7(j~^k#6-5(u3uj>v?{fh9!R;Sj!sN45+6R^ z-Y%N(_4S#cS6NvN(FrG?AM3`FX0xZ|klew}!Qo6986MtO`ADXvbI9n_shwA^UXAOY zn;sFgcje;Z3K=qrRg2trbGR*kFgWQ{l8*V@)Q~|P84V2nQ2V}m{d#i{vmg_86Wb7% zwA_mqFK#Vz(a{}u2o~@1Ph-(YQRJ+?SE(v;VV>8EFB=ht9hWZV(K zug{|x!nTvz16w<8YJfwKsL8O_q-S8*-dh=yR3j84=VP+YvH05f>c=0rrPtStpbc-A7 zXlWzA2^!_T>fah0pnmMwvCy*(FYgiCq-A7E$*)pZ5B}MZ6j?8rY>=gDYpN@xGv3$R zyGzn_m>;oQtM9d`d;dM+t}IJ6^x7?B9+nE zH73&|`mV?|4M<{^dT`L8ardspnKHS+fPi%&p1GI$wL;E_JZG`%cUr-HJxbIrg5o{a z`@kU((Jis?&Ye3il9TU#JLt01EpcU$%v={Hex67__f=Tv%x6Z&k#-rIT=%tO2yJR5 zgL^6DinyK|8^ATcMI~l-{rhKOvM+0>{I6eMr=+AruA7}}CqtXs+Kdgd>EtV7q;%PG z>|4aRuhW&5mYQQk&8L2SHAjxpY6%S7(DnWM4(E1JPHD&Enls3O;r>+*B~G#}<`gez zuodAJY;uv0u3Widz>%gJAAU?;(s^J6x%(%i}%>WTeCqx2+L38Ps72d&3Erb zYARFC`L>tNZ;F=|^DkVuK=*dR^xgUPf;}OIh(oWkvzZXFx7?uRVv;{QorpxCHK!@J zpv}g)Wy?0e(@+O^+5=WXzHIc!Y#beEzB$ua*1e&HB#8G^?98Z)(jULa3IeXJutk3ZhR2XH7_4p_BJS zI5Y2h?^kQT+cGy?lGd$Q(t`MROJ2pdt81sb6ZtC z67X{R@#DwN5M4RPpN%OGD48}kHnq7o8F*Do8U(pcXe!fEwCl!p@$#ybye}y^YGU$e zBFCxkm`$tHNWu2&bUdP>r?yi`Nl68fX~ebtveNwgconr?xq@Zo=koGW4ET=4@z|xa zjMN9LDsFwN*A4cX>AFE}(AZUSBi<%KGd5Ky75N2QF~v-DNXm6MS!kb(j4|6m0FRh* zJ7rldIeqW_)AjS+$Rj+|hOaGe)|)J-<*l`Nxrg%dySBu$y3jn@8H9u&&v^h*> zD#~prt7)L1KzkiGC5$WWw&wi8Lh1aU@ls|}&nJ_m{ZEeEh;z}DnY`OrP(MChytLq8 z16=nXG5a*1Fv~N+-WfR+f{?bCjy`p~N+y z^%SwZ^V=HYF?*v^Q|FJjL^B^*aj35{MwHUvI_`FZhC^gAZSm1Pgqr@2H*ekqgoKnL znOzuc6iE3~KlP@ywH0shK2R`Q_oTk>Pp5Tt7AI1|t_6>dBCqBghuF#=O|1_(SXcr8 z$+n;ZxK6hMdqj#XF+BhLh}0`^6Y}50diBeLgU>W$WhMKLDD?LKta+wa=q?({F2N&H zc+B|7+&SWBd!fg*Zw(FBNz=FUL^7++ACrBV(sBM+?84kg@w3cKMgmEU5EK-QDNpUs zNJ&XacOKM{UYMxcEg*38@@0w53=FrUq5=?a0m`;u3+>yb9`)EsRumCov^z*}1!0hL zJ|r$~$IPEU0M*CbKYol;xpN$ducAWzp^OKUkdTmbrPG&aQE}H{_KQwVR0LM1vYJ}S zw=BDw1dXi)Gu=Vtq!EW~S01wVKEdVk=l2iE$d=>&;=H@}?0E;oo^DY_V`*(Y_%M=t zTJRA=eOM`r{`G_HZbt?_EX>c-(bHd{->$e#MuuY}^S)KpqaTI=y8Ps89%m24#HZf5 znJ4mny~gU*tJl%cVA~%&ZD$t*%+B^qDU1?8znyOL=BwE64YO}JANttGCSuKf{Pc3bo#4-b!3<+#<1ygJL8I*a{QQZL(a{Td{+^yNIm+U~-0g=CgMa_N zNW6_#i`?%#ply_Ufl9_>s$N2n5cirD8E!A!NU&+{o3HX&yoO1bpXmt$5RUv-6(#hn zl9zhLp{hqRW5|dWfalHmu7X%DSCN1@h~q{^!BJ5xmj)Zjjb80$ui@yJ-dJFpuyU9= zX!dl#!d_r-x%ttRL?<#+S*~NxeiTmg2n`DI@+*9MNB#+a8dHro5~HJ|Z|@(lj&txp z4a%EkbJjdfkoCn$AO7>Isv91;5A5k*@>!beAZK@CsD;_l(eYst>VY~ATX#>@kIQF1z0y3nw@I8h&Udf2*#6wP z(La5$7H@s2axeY}6!B~?xIF1Sb@l2BODn7QC{XbAN1dHTYinyq->v0R77SZN!M5Lm zvMEHVfJ@esg@mwvC1e2fp=A?!(SGKjf?6y?-1FyZe$Cg{GrU4cX=9|Ka&uy&cbJ^W zwBDF_`uhRV4!=~@)J|w?uOi4f$wszrNZ5lVP0sx$E?IU|ceSHrvf-t|=y8&zZ@%kD zHyMlaT?F=-6a+XF{YiKiDI=>a(;NMC6VaGvD!9es%O4|RzsJ!CPWGWGKCR&Q2E<^0a3==`OKSyU!T?%%wj7J~p54Q=&nSSbhj;BtXe^(% z-B6C((Gtx8hP#Jt;ZuD=sW8oHfpODP_=J^sxh9Mt)A9>H(^jlSG@Rsi$N+*kPuDLKE?+}i^eEh*$zIFozZowdr234aIk3f{YJL&6U8-uOqXUO zfvOOC&q|w5b=}}%0s+B9#8p{YTl2PEO7+h8gA!G=*JrHzs7>q4SdS;-=Hv4N=uU?Ogj1=MDzyJ848E;;}WTT;TZ<$VtfsHi(hlYl%%I9V; zDqpYkf zIrO-{n|Ne9=_$7#pYO5NvCFt?OV5v%7~C9+k2Ki~aLHybXj;TiLcPiNCv;K2cW(~F+M(CD?fqJ zBIJvbhJ-$oe8BbVtAs9e9wNynvORny$ll?wVNGmO6x&Ug`%B0&v|f{F>`8=R-yuO#`%sSYG!8U3D6*4 zrwizB_vg8ea3YO$c6RzAKeEpI0~2`~y}7s=wpWgc$A!HgZ~!p{M`U12Tf7!-==xadGQMz|4^>W0R>52eQpB;`HP|gIj-mFVwV6SShgZ5OEZqgqD2G%xz)NjUJ&DMGnVwmcg{uCx(wKm1X6yf)wM*w`>Y z{^qY=&3Y^D&-^YIJQEro5CA0OzXT?fo|BWt&dyF7g9`Y&d+%P5G>4Rx*Llx$tz|N= z-+{C%wj3fi?OcxPs2qMEk9 zQ_;Z(X_+iY%3VQ0xD&+sUq77|Qe6IF$I5^H@&C_X*}YkLb_1|YaPTG&hEEF$*g+uy zCLRjol=)5*5)kl0KdL7nfd7Wd77Nr&dPSZRvP<($pwVqYT%DYbT)HG;Zf;(k=WNHy zvxA4nmaSKuho}76vgUC%prAl{6T3JaSfi)|)-<8)AJ!cf7p?3d@^ zd75Arx}E2>`mS*z3`sYb^*}=9j@1PCWU#bEAjfZYbzlyTt&((`DP%eIoNmdWk7(zF~kT^ z^n$J|iZ{s*W{U1AyKgCEwQhso3L{Yk1%Yc`$pyKKH}Ou3S-m@#eb>^HuiFwr`R2*F zxh$AIz}7XUEA!fa;?%su|UoMuoPCi$YoiLH;*1Qbu!S4Zkj7kxP71uZ!Zx^ z2oudWS2xuQrl-$hpNjn5J#mY_+`snk zVJv6F%)Np{vL;9F;`epXfuakfNgb>HVza5OupfE%)OAs^jh5c5ExC@{Q2<|<88!Pr zp#Xj7R8B$V5jt*(?e?VvZ?(Ly-Ww@I98c6H;}qkD)!}#U#Fvd{uOhei@;4rsTK-0h zY}(OR85t$Kv7T4!>$N>mRb0Gr1P_0Z9D;~4%Y7%4yC92TRYE^JJbWBdj%dt&?>B+lNz4Pbyk#xub>q_MkkXB;=qENw}AHDk51%!3K zHAuTO6chKXo$$3gP)^Yhy+D0t(}9R_J>>FQ@nv~P~! zdu*AOx3!tp^5r4~O+%~Xme`^781%HYw$gEMgrIuPJl|&UZyT=SOd!-T7Ll`b#~w-F z1d+ln?M4SxmGZ`^?^byDRl%Z}6*V${#txef@0j=KRA?d?}_{wM&#Ws}9*o zcj^t!`1&qs7-~J0NtvCA+c7kjp6(o`8zvy8*c66%+OoQytTz$G{ULt^XJ}_ zCW=2_q~TF86il9INWv>;xe|Q1Jod+0^4R!7EGc!e2tzK;gz6EuT`klz<$9J>E{E8M1;qJqZ;%_dtS>A^A zn=8`gY%8p7N6!R8;V1>+l<6-AZC0`c;WqzC#`#k(xdluFEj-wD@}r}|#co+UX}2Q7Vv1*iBC|z*e?I_r$gBEQDtgbTF1RcqFOkX?z{hkAYpAOhUfM&w5TxVX5u(`|XqsAm-*)Mc0> zZ4aoM8LnEjso_GTM|27-2a={S|z??#-dv;Ng`yo2|{?0f;`!t3*&gBLuTSVBW6 zAF4a2gMWPgP7uI=1NKtpAJ!QadA@m)(U{cTZT`Kt7x()4wI}j@#Cvun0q#Q!J5}Ao zBO(%}FAu1xeQ4Y~c#HqYwV?FqvZ3}Oul)9G)HW9!9c|pTzr2F-f<(1VLP9^{$JUI^ zlR0gyU*{({4As7zjJ?#xV9syABWBUgN%1@v^?u%Mv$^=iUU9GKjg%tOtsbFuycYW& zs{6?{Jt>-Iwvg@Ezgoa+UTmg&9BdSXXmac5y*hn3We5|TZe7I*;!IbNO04nm;cFzt z1&%hW5-C@OMb^_T#-4G*(PxnzcWpLF$l3likd0J)Pym{`L zP%Oj!_kE&PlmdH0b8msf6PhPIQE|V5I85dvNmH>zZN7A@Ax}_C;+`}6NyA9t8arjm zg~G%l)^X7{0_jDUHF6z=dM!Rjg;BrF9Vy)ZgN6UTP_mDO+%VS7?LXa%=0*my5}QNZ z`Rk%Z?Jo3IuwM7~H~(4vWZnAphk-VZ>*)AHNa=oiW#z}Js7+Ind3f+7QpSHB!}IjZh07dv&ZKaE`V{V+_JgUg#VirU7`{eNUC-YEa*hA%AvyBn-N{m9e00Xv`}iUOp$I4$C*Wa!p}_ z%6E45id$5w2nfmXyk-}0x!--w$jB)3QM4X-S`I0fPFOi8kT6DiD@;nj?1aHi(go$a z_6`S^2v{TNq&&NKuY-8jc-eGof7M`G@jlme3JO+NNc12qI#V+>DFMP5g~~PDzr}Ft zn~xP0^-alCtv*#>ql7GMHMB%Az9i3vNKv@2gZ*c|TOgv>;Cw*E>f#rVDdx*y_zNEe zmW*_>k~Ji0KxR6ygn_rWD|Kg7$(BI%nAozNc#Hy2SzW#UGDl$^@V}*{<=d7P!?f~) zYxy4qY`Rv)Cd#x7#B6J2EaVm@7(n#+#z?t#1DB4DjU7IAjOJLZYzX2@?#}KH_x9@2 zv9Lgmrd3c<+KwQ^A$iF+B}G7+Z_DrTaiHX@kd5Ef)iD4%!zg9*`?p(4u9>43gFX}I zcr?FISt*4wFd4M5{eYqZ<>^t*POPrbnHjfpt-18pl@AXi6w|S?-Xxh`jR#_*lar-b zK@j1qtX7*w{`aU^_ead}e~g*U>$fsB9lU*}ODHWwBK0y5>FxBh+DqJQKO;@O>4^{U zcznRRP&j(jPh=RrfEB*EZe!+0tef}&B)aPpPj-VYGe>~zMiD^5bT%PT=4uT>zGtL4 zeJNymn%SUdq%Fy-pm=GC(w6_6LLM(Th!X$l>FC2R#eD7qV=I7)*WIMkghGiflOSY;33v(==`xbCnqw_fThP zt{W@1c$CR{B-HNLVohS*5~U%>r?nt)spptX*w49KkJ54C((39Z}*EV|>EQtl)Erzyd#c!%$U2M>xYM0a~{x6(7}P>Ap= zD=4UNTo{iO;t^&N_)Uc6wdOf*glpiCr>C^m$&+UG_915e3kxIMk%wB?%7?h`K5b* zlunw;c`>^xSV~w5P%2h4-23PA{#B>o`m}!m^jfa}Sg2bv0@v`8n-{M&rEA^luO2)| zqW!7#|Ebi;Xg25HvuFJVzo(7G(PDUi!gA#&GAdkZFuIurDXm0S$HZs}HQbHJJ>Wd> zVwL!hmtDS`g7E(%W$=Hhrlx|M0u@SsRkccpJNWZS>+lr>M0yaV+W@gNKi|H6ipZFE zRpVQqKyvNhLO%UvRQuFkh<6o*DAJ)r0$4Zj2joP>CJ!-YFBqn%)z z1jKxJc+?tU@u1xU8oEu~Nv+T`;Blk3ti3j8?sNHS; z3vulF>&{E+v;9hotp7GOAG10U90C(;hSisFsZ9tog%;$Enc~-Ng&xdDj~+!e0lvX? zdBK$P2mZ|!oGdX{4+8~^hbGQ$+zhIf+xUIZ#z1;FvN{4l|7}SSn)7p`)%2)^B8{8+EJ2MzeX!tZQFrO zPytimE$(polYIBcr2&ctvhfW#xB#zohF|eBIX!fIAy78vCM12Q%JFLSPPjrY{c1iz z$^r$*N#^i1zlX*HKJhb0^wGS_;|atzNta){vEpBjJ=f;@K~rT;S_xP9l4dB%1x`W# z=URy$fc;hzj~1=;>0YDw!LQ<34gcDwS~R-9&Uk ziX~ln6*YQ~40Fz#jdhpKz!Tsc+BasdN7ku<2pWWq zIE^G)yf~Rg`fv>lqATbP;47_sjP-(*eNT!pNCd$hgGWLg1M_QmL}cnc<;q}j>hL|D=4epJu*Q@Wum@de=$Kg5|VzKoU& z7C$a1FdFoZ1QJ+5kOl-LJthHB(Jkv#fq!cr};T1U*=)8&>o>sYW+pmyjO& zz_5HT5zv~8W(W2{3}b|zTK#nwJ`Ht^)aW5&3fVRClh%qgp?8D7qPouv)rTyDSTGuO zkILy`!N6xnB8>Tn@N@Pu^JG?1wIMDzIn}WY4-C8%dbFvp;{E|~$L>`mqky}EVz-qv zdSh_+VXC=>g*RtsXG<=REl@5hrAEm`=s{3T-r}v0$*;gf*@^pLk+`@6So!o@RW=y4dYCIm+KM_%;+To^4{@xzGsh%C5n+$O(L$8S($?dba zWVs3Y4FFn-bH$43FhkA^|5A4AR(y*2nnRUx}0U^>B)iLd+&kX}yGx{B;h+3;qy|ZDmgJ3JK9e zJVP~f>+h?0PShx2-5<5JeMuQ5ZU16oV(T_-y1PeMc-MBN&<`k>L^$b4cMr6|V0H;D z%13@$r-x%bW9HK8d}W`e0}qUoHWxg(fY|xg-N=fhrAz@H&JQqMf2aAv6T&8{3MWJ$ zR5KIQnE*w*N%asUhXU;8tzG(zKi#-@g)v`dm$;}f=ofX+p`8(>6CHq1H(8#5K4Sok zg=4{l-=si~a`sacJX|`NwhgKk4-RUA#0dmPH&%Uw_9mdr31edcS2v~`5|wU0KRZgB zd^a1A2rbn+fMpm2zugIFFY5>hEdc=hkbTG)){n*8o%sCGW+HBgo{4E!swryHvrJ05 zPrJu>XpL{GuHyzm+qq^F%Qg-{7Z(@OLHYFQQ~3ntPb@>t=|}Kzs>AF1&)nHoVnL ze+L%Ylf7l@-}M}&NqE%5C_nmxads5@y9W~E&)WEnsF=Uglyz@mX6~ttSNqwVz8whi z2h9ym%zG{jBP(GHBTbVNkGJqRL+C~^#`7>HhU_nRQl0Xg)ng>L#Cra|`A=L{vjhP^SRU&VFzFB$;=li8xdsWp zlGRE@ccSiILM{T{mZSf$iRCoE-X zC)%-whJ76YZEEWxK4JlK=Ayr*f`WDu%#9G+*TU39w#vkJ!PUPm``p*7NUnGq{m$j5 zY0xz-g@Y$vUL6X8l+;!To4fbzTSNS6FWd^th*tOtU+YJg*C2nq{-BQfgs#M&x+KLg zXSDvLCe<=we*gY@0MK4>;k}T;)$htbA>(0~V-MwBS=m~=QxUW-s=ylvO2i=`aZ;fd zO$iGNyYg%&w26l(49E@}cnoM^$)rZL5*HsYgc~#yQnY-!_@~OJThnKj6f|C;&*h<< z4<~lN0^)bP7%U>WUUS)vndm(cvU~xg9&!=rB$!2Lg>ITjX^>!10PJY=`0L@bXJ6E# zo~)o6Vcjl#0-@(U+5=u)9=Eb-M#jF-L!s_BBu!@BKry7g4Rw*&hIXW7iC|&j%*_W- zd1Vo2Ns|GZ+g71Xj+l;3bz7Xj{P(j5HPvmH@ALEMH0mH`7-b1>>$o?*! zWW6ineN`nOhX^P3`)mE^DHHVOt)f#m?Ay* zD?=~K_TG~tkbiAoy?-yy$jAs5Z7Y~fww|b-kL;sVoC>>;SKpSGZ$vj!E#C*?G-epQ zxstbck;pl~3{13`Vi>3W$K#+**uH%ELJdQrfgj61cT7555pd3IL-!f!GXn>A>)t&- zWCzwI^f!E`0djiriM$vYN}L)R8pNTNVpzIhK!JyBoP%FM!IBAYAUpE@iYVk_`TM8; zC7tj8uwMCp+1Klpa}ca)WUJwyKYs{c{S2#j6v`U#8U%qZ12c4(xf{a9$XT>FYeyV9 zeR><(vL?kG)U=F^Lr4!HxN~{b_NX}m;dFx}^Z01wTxXHFon6b*@+6WBg|1Azg=MB| zXvqH7kInS=4;Xv7t4)qqELrxWIhNa%&hjBF$)SjJ#9K@_iPykX6QtyY#;K&7GXM$e zNbu*2E*UEHzSOi72$aGeI0j9t8`@qi%lR{B{2+fO>!m*}jacX`ss#*UGK|P07Y-sc zB4I}{m(NTI*QVD-JUmVbNtzCc-jDvo@^c8D+#$?BuB|wEem=ep!1?lSZsHI)#$eFr zfLmNxNttA#2HfuRH1HuMVUG~L@DMy*?)-eQ59G$JMY4G>H$UG3B^m7VTtp|RRIGc4 z+h^o*)9B!nGLJoGDb7z(kNPV&(aO#HfZk__YSoO=Ic5<;-sE}kchma7`e|lb2zsA z)2DZ^y9T4IfiAlpVgL#UvJb3rKFy>s5Jev&>OTN;zl@9nVEToS;WHgNik>8~!O=n* zaS0+lJ)QLNwxe0n#uJ}nlNKZp*h?_!fhYh}BNN>{JS@6D-2B;5T&&o#c6tjsNyt`a z7(3uKqagN;!THpK0+meYD0>EtT;S0reZqCmHQ_~hkMYOaf=@yrrtU{?FAo|mU{oW0 z@@PMWL-4JYS9Zei!Ta~`Hy3$Hp@*QWzkivVNBs+RXDzX6?OMCGt&a0Ej=$RSnGsa4 zB_-|U^!Ozd%q7REqw|efC@vv^UaPZ0W?8l!qK6i<=UBwOTAV|HUe*oJOUZ`~DA?9>Vhe7N#33=U@6b;M@Soj2nOs!Vl4-MDV`OARa6w91y5QY7y?g-D z1ZkCvaRiTl6YJSF)8~RIy}a_EJ)jfYIGeDga!mO#b#+EGs7ppJJeONg(bmyXwa3!r z3-LhZeiV35^xIy>EeB|<{^14KfQHm5a=L#Vge#I66%yMJ8o3qF{4=ox5=VIm^Y8)I z*Gm*e^u3{FSfrPWnVA;}zj6xxY$h1|Q$1EP-2MblQ#dkdeq~QFdUOoD9?^ZNTFRnM z(opMLqD=H4hScVwE(uiP^3t|rGc`3mp{4aSot(ej2om)uAp|)x!9UPL6QF}ln+f*w zNPnNPQf93=;D?QC*RHi`1#eLb57>2hx+wc68QOXoEszi)Zs^%^{fAD@7@>df*c#aU~-+%Wm+8Cl0yWvgRI_}KCW<>aZX<-n8Ay)rN87IgTkj;!sY&xd+eKC+D)`#qj&B7dy!sKhQa^Tk9wlzL4bN03W8Mx zaL6|DLh|xg^)jqN;AB9PY++%cV*0bNdDE8t#s-p08*6gCjS5*#?q+<7EkvTRZaC>1 zXI6}p{jt4O-VZn3ERDLUwKVkuoe6jRP4h0PB%2f(pxx(CYr$o7OWu&1KWw{1+3KKN z5`;ROYz%T7=y)OeoMjHtEWdTECNT@f2*4kWLSH&^S zI9~@Oq~W=?yi>M@Cr)s~0T)MOZ2Uz$qES_Y4ZMK3|>-sAssN2!WYyw-ZqWK^w7lbK+u zqI=VP7Lw|VdYf_}Xe*bP_$)ZXp~ZbYcWHI$-#w)dGQZsXC^9k7phnQ4eCj591pT?d zUo1E7?%HKLkum!bJG(AEe!Q42WU#CuNQmG8H*Z^PQ@6`z1{o*5>sQ&QTYACwU-&Ex znzF?N!MpF)d*7ODYo;7DmtTjy&jT)br|(?x=6d!CQ5r5;{x8-@YPF--(r62OS?@C5 z`-QCsroYS$nR>b`g)stC|6G9kw!h!KlJjB0s&!&kq7s)jvW$*M|6LwKaSB_?FAEKOnwH z6+IBJ$`S3sA*N0P2jJ?okp*HmhvS{Clmj6r&}(Q|XlrFdrmt^8}lXiu}NiwhI74)aLCc<2oHxk3FB1#}C;%-mcM z+29RtoBUw;KCd53-~9W{f6kkl%B7kFqgdCl_y!^gogNF~ted&)9iF1IJqXqwwWX@^ z@)9I8bhWGo%S_sljxIH|7nU8>?_1#V3A^HZdexplH-eUx^OkywdXUQj(VUCM0(Gwi zT-rLa!(O+3){0bZOBq&b@#<(ObTvrQfAE9bKD|QP^2Ms_NjIY%_aE2Rrqeya652FE z>#%FrA&H6$U%DnerF+MG-=yCEQ!%+<(oyAUl{)AVBV}!<1B$D^dk2l2jH3%Wud<87 z*d@Ae&DaWV+M@z{R)%3CJa78^5sF+}nV77mecCpv>6|+Cb+NL%ybe7aPXXupqwP{_ z(5o;3s^JB8VK|$#ezp!k`>)06>FLNF`K;T~z}fcGN z*I}a;*-KNu^cPV2)&q5j;-H|bqN~SpZ7@pp99S)wWas3p^)bW$+567 z;*;|rA{&OecBdE_kH#rid$Vc-=e5<}`W+v<+>;^3#Kbg!KwXa{(op2((S}ni@}S9x zx=)-%e|$e4C6b@XdzOuQ=Z(Artc@H|cBV^ORjh1mwg-u(2AmVn(gBt?2V_N@&wLM; zL9urs3<9SRrc@+7XI>>7i+KrbkObTuQWS}sZCUj0zR7#;fc#DbrPm6eYJVsLtn z9uBKm(kd?-O9<}T+#~*tsWj?=q|agjiu_ah`iW$Rcx|a^pzOlLNtwl&9$W-<$n71@ z{k2C?JnER4J%PvY1-j^3G)fB{dlXwb@UyG3Ctz!Kab0b#h)wN|mL(lV^RJOz0#U8oEBM>ZK3nXcXYX~s0opj}!LAj!hb&#=OD%ITN{NtW3 zxo9z1FJHW-L&tA+ZT?Us`>#ZyO%J3b}bP4!cB;u8{3Kpw^x zISzylD$((idGb_~xXNpTly%V&_h(>FVeVAXyocXavhG?r!@)-9gBhkK8QH*%qeYpHspU;)C*joyxhVb?FAKWdb?8UV^fZ0mQE zfHr)h+;p*aihJH?vCn4$M(lx(rNtbah?0u-9Ai{=v*;U-_MG{q*|6xojyhL z>vVz}jGyns`6MQWU8t|P`fu_+s)oZY6E2U51Ppl(5=er7q#_Ee8Su->uQ3YFA?e68nqS2C9lq`5B_ZeiqsA)PG z!=O)Hvbd_9v^%>v*2fI}lv^5?qb}JWj9}NIAqAsZQ%izenvDL}s;a8SSK$uw(1L8c8};?|EPx>y zhOQ_YK}*Vua_=zw6hV?bGsvmb9^B+ni0vga~5#J$a~^eT%Aa zczF1}uWM~Je?x_ zc0;vUjkZrm*ai=hfyjOV+*iI=4#1qt$$78?pR&*6ibPx1N9H zu}J>yH6n4@c~%6~4W&_A$#YcbnVEGR9{+5~Ni*iwNlH$xAp6QmNw_6N4ojm4Zil2C zZ@VC&l3ejyjoznI3MZlGw^z7+;RwcT$j<)Uoi%7tkItccvh}=i zQiHAZbgPp~24CZ@W*m>wl&@@Q!NJ5 z*PP<<{Ud$Pm9?BNTph=%tB>~pi{?B~W%KRR&%2b^Hpy(~0OcvwmEOJNtk3$NCawzG2cPcC%__fhRFU`+O!9Amlj24HsgVIYRF?={e zO(vRwCt;I;?Cy>QFiC=w@MUy)-};fz0qxvdIMxeigw5XBVFR0(s*1{qpFe-LOxI&%W_}K4K3sm2OX{0mHv87x8nNvO4YsEc95BS#OwU;l zSpAG$nt%T3#0r9~L_9S6gP_GB286cNu_r)a+5Kb9I~Ez(3uCC)1SdK z)>l2wMnzPXiqlv>V_AtKGYN(ZQ9R`TqkPfVhnM;xA@W2`V%Oup|9(7}3jg$7znen- z`t2%49J@&nr&k0Dk^kRM1+E3J|J{#Y3HwTwsen+6vnft#Ym;>bAl4orEwaB&N`xQ` z{MgqL?IkIJ=_p&j#LAf>;s6%v7ygKmbk;&ejl=!00oF3`tRfzt`RGV=dhsI`S*@*M zM7Us+yz~OCbs{*5j+#wG8F(=Q&8^8gNucsbqzapy9s0G=^AcWaE+hpFWM2?@y-)Um z>7*YQ+QSJDMyYuNFBO~6l~WBrbtX&^AskZK)Z71Y#h6yB6=CSe#&4&>RaC>lkO35? zfL##_+(h^`a+gv0x?X%>o(uv7m$DrdpUuMqqc1!05n|H`OM=Lxk)R<8?zFHcxM5!) zDUoOs-U#rT0bru)QAym3j7)m`_z)BdcO3G@NKgL+HSM3-*=P;?~ z1C1tU5kpkf)zSESs_+N;_@ZUK@^GZY3&g8`8K>5lEJUx(|$^H&=4(A zS@%$=(SFzH*_ZH>V9DY8qB(G0D-C&PRo#xI&G1OzI`NQ)GLBFYZ=Y0DIAV9$FGdrc z{nDu{TV*|Su`!;bt=#xxA-Djt&~?ZfB#2Hvy!Dx4h^=EQ;p^{MskdGH5hwBRhESuC zz}Ll0Rzf61H}=5tx*dKi^~%%nK`%H?l+B=ueV+a@A9L82$VWnMTNd?r@RF@%R&I0Nd_OpDc0DOV6V8_x^wFx;sPh7dDcj#tj3C{7U7h-aw9f2R(7UyB@&hr zdECm^E~R9=Y8^yv@&TFblN5St3Ndz06|qrPM5t z=#=L4_-oI)ZTSCY6aMQSHZlT$`O1wg&HIYQ-zRsWG8ahdb8TC>L6BJ*z%8$%nPp}DoX^HLq}&fLdn~5 ze!W+3f6)=M+(bYL3UhPGQ2+#Ut702viCsYsIPk!}%`BoZVTD1{;vK_p608E_;j+Jb-}Vyl1@(ojVb z1c{17NrD6kf+Q6wP!QPr)S2#?(`RRQ&)M}4kKIt=`@Z*n;okeZ&-y7AC`=O2wYb@+ zlKxEvsZPA8OW!p zz`naCfVyl~S3eA78%SaDZ)*AKwuER|!(32cQr;Df{rcF%4#){fIKo^Qo z8DPmlgtFivum`@0pZgDtg4=;Qg5cm8W^`|2N`%z?C|cc$gTywS$gCQ_8vm)Uaf9YT z=Z`@v!lguI`YX{QHU&6#4m^I$jg~TVc|G7xx43`9JG0r!Kd+5yj=zQ_owspX%DUpm z@|_d=a?)gH%kCZ0?Pdun(P0!q0-x0V`-1K@SJzm^S%>VA(>F>L+YX@FE4KnQSbPJ_j(<_LZGDfvH$W68g=&$ zX3lHSC(((CN3s?_M9vYexhAUxmm3resX3}3hroNbqQB#(QrlBoH)er^3Zarrgg3fZL1b}tv3}+i$4&yE;tDnP-UGt1VGgQ^rn#I8*Hj(47%I{y?zKR zm7Pyh&C&ldb7=p`Wmm*#*5pEqYmoCm`^3i=^2jv9`Roi>v7svVR?S1*g1}`x@UMvoMBkWbIXt4tuT$? zO&{c;8@sK4*1ud89PMUpD4YsL^AUzy0Ak0^H1QdOVMEOT9LDIdC~H&R_%~ZA#Y-;s z^+>|P=Y+?1;V1Vvc1>O@jq7r-V4S3xsB}8Hy1qNnDj^|3^lH_~_Ce5j10L6b6D)JS zJz_k*Ytpy2EmK6POfV_&y%^JvPNacha9?1gqu4{RZ@{I>e}x%-jSn^ zI*{+Qx~&V>wc=+DH^rHc!d6f7eL9paF0WD-MQVro7|Do=osibRwYRq?|G_J)SifPB zLM!-NdFL)w;ASIHBb&EwJ;ISaBrc#8yll0Xg^=>ZoKFYGO-{>M!!$rWn>Wi%c`uW}#XpuT*(lSH{li6S&|H=8x=*I-;*$9k$h&y@sJ+IZ(hzw<)BW*tyfl z!-GT2l|buCm}l>G8?0r%6JqTDEwn0l9eesufmJi@a5aAj&2-_+(C`HwR?z&pd`2nB zuX)POvyU29cf37dIVXE*leY!!)dl8Aw)Orfd=3|m;P!CqeNtP?=@dm@*0F$ z^Cioep$gf9d`h()iZYdkVM$61i|N5DDPuw?eQyGaG$DF%f(n6PPDN0h30Qcu05UC2 zUf)U|sSqsf>BnN5wK0Jn5)omdrx&4lM3igzw-RxfXUeH8El#R(WmR5MilD8i`Afh% z$@Co+s8X{rCukKg$EBhygI7|jg>#`XDO+ICD8ipCmhy+Stnwr`t{0=zDC*Aa>J6oM zQ9Y|%8A=u6a^KFC7i14fmlI0N{DD^{dQ(k;uYrFfup`LbQ-F9>Ht7+-9V!sA{!rb+ zW#J|iF>L4V!w3xIp+MQ+<<-Xvj0#E;T|6uae>MM&%Y;Myc-$LAM=$l&TV`+Q$&Wu- zYlb8ai`Cm;hZ*1_FxC4E#E2X`>PX)SwV9Dzv_mn4vZjcf5r72=DMLqUj}-Qr7M6&i zwKZXlhb3Sr&;o%D+vVl%px|K6Fk7&nQkn1a^4#JjOKSL*NS>o{)K3b>1}ZGIG|igQ zPrd*=nz2{Lspz8(9Z_iyhTWNm@b()XSJl=!4L@V+96EIEQbK~0@BGKX3a}$#2=G*R zMCXL2uy0`{j5?`!&gZIbskoc->C?xG=*qHBxfn>FiA*o>9ju+Hh9Q1q^+?53Z)iw5ZX_|TT^)wqv+v3euJV^&_R-;K~dC?TT6F8ar`*>MU2$M zKyNirb;rp_Y{&23alb@`>NgkA5|PfsF#tcgv%iP5#}pUg|6wWqfFrn1PY)e~-K0qY zAB8d=jJ9+9Y^eIKb1SSDpLzfHrmFO(MDhW}<%a*gKK%crj&*Wt7=(C@S48d*1hVi9DMJu1S=-*sS89Wxo6h^7~BCc{Roq6{6Yco=- z_IBGrTpPaR@0^QHOm!aFO^@U zOQ`lL(~*x0)_eDVpH+(8`;uHrp6X4(S!hhtQS4k30b0TL`MwN%{{=$J6$+uP6@z?2#Zh(aXY%_O`w}oP!U&*X|`|1 zQoz&Pp`oFndrjsiFuix4AM=)|P;aeo8MMX)8pOFgg_%pO%7bioXzbyF+cBuR8SPpC;_pMTWdj{?hYzT!5 zaSLN{#KrTM-XgzUoT;H<62@%_$xEUqEHfDv9H_9+Yx!YTB)XH%Di~LW#GjR}$&6nV z4O86XPh)7Mgo@hmnAi=DUUddSeDOH0Dt1kh=OIW1$RtrRFa(^9lGynxe4C+!f8+%p z73TDHRqw{3c6J&um*%+NJ$&A;#Fy*^gdt~`I+sYVECr`4hxv0ljP2_Ct9telD_yvO zIS8wI)q8ZK9b`bS+eLiQFI@88TA}V{HSR{8-Ph6nFyJ9M)yCp9+Uhom0KzFjA$<9! zgL3UUw+)bxpc#uo0&nY?0Khl`D)b=seY>K}n=JUqkir3+VSyYdai3}&SAhDAHurK> z!2Qm(0s^;jlZMg6*jF1A{%Q7H9`5na@VJBG%nUm5i((%?d>C34@F9>-Sn&oL54ev2jnIY z4j%Msi$xI#3GGx*|EKVmF}Ae42aZDF!ZV9ZshAOzJE&h6_ZRkQjElMiV0tjUwHA35 z74Mzvy2Wj_tZF|!dVrk@Jo;u}%gu%_4i}tQ2{@zY$?Mg8wn0;XG#W|53#QbP!#5SG zB6i3?tc5zcs9^wm!vwvHNyg!H5J|5gu!*J7gV%fYoK*;GQ~{m28-icPDR1~~qXBh% z$kW8b%gdHH|Ng#IOd2O(;nc6xnTNLMdU0&UAT|EVHaWQ~9tw-dedCh*#tg#ALl|%g zm(;*gKwZrSQc74LT+3&+dL%u^9zp=7;Oha}SVWxkN=?LpgP1N(@SV`^m^4(tY@?mztGBJM`*%LG*C>c=J%&i)~j_Y=QJ^ zQMceOS}^;1A)y?U8R$lC`=R`{mTb2U>rpr6s1$261PuYR9o>#WF=C`&Ay6M^ok_@! z;smd&0Tk6F@{8e=JEP;FVPTGqbcl;j0UopR<2HK?N@Lv&gB869f?|^@W$Bxv)Dy>aTm_4M& zLNcjsNH%I~<$SL)z6{36X<+YK$LDuuJU9?#X&;az=%9%$*$R;db^x>DBtie_Ca%tI(p=%JcfzJgBh)X!t_H!{urDiPCmDewM-1T>o-rPNxl~ z5vcfFd2lE8(o!{nLkcoGFYh z%8{qEdgG)za#LDL3XQmHm$tUHwk(66zBIyQ4IeKb2iD1(cxv z&OT29$zag0*n{fo%nI0Xw?HJ!h7Z~o{;JBgIP&jbT;1kd%8dbZzwDC(IY(-0J-IwJN${>nUd{fV&bM9dtCxelyubii42W z=|4Nhaj$Z9@dSsGn*v4`+@L+o_(451@tayEL87?>dK{n!(PDtNQF!Y?$#wvm8!(LS zfK(iiHOz6k&Eq%VJt{iEcayL{*ndb2hp-PC;k}iO0IuDy=(P-%BQKg3=HDy~;}Dc5 zj~^Q%BW|`5hY9Y;Z48JWfop9DS$5<)t>L3Mve@D zV8DH-{x9H7o?)vQ8yRiV#)dG$UM;MIV2<{*%J&d{qM#B%9 z7x_3IdpFU%p~NFO;-jzw8QN=!sUD#tt~~gDg8z3!&;t(N9zd z@@WDf4S~?u+^B6$WhUV1mM2!-fsS1ea@$`l;Y zPt8o)k?`4$Pk?$`>{4IPx-Sg-qT+;Rd$wP7>qWwCV3316YOFe_Xr)kX6B+`Icsm>m zvC_n}$v+?oN=6+u1XQ*KVULU91@e{6^H14X6mF(a#N;I^=O9jP$?)gyBpo7l2%d8T z;5YeGLk7Uf_rZh_)$v*-KBq|Ql`iz)V?$^Q38D_{?c zvh$;>buTVns8_JF6#D8*VXvilh=EsOYTe6%3@uqMs(nFt2)R;uY z1DHS!L$mPcXD7HvSoK>Wt zSfxZkvEuRiwfK$oy-R2DV}qr{B^wHgt)IyMSNO4P-Ah5SpF;BNDP@P?UoFlKJ16ps zM#{Uz_x~(rUA<$QmrZ@$P`u5F7aqivEKic9NeL#R686pPSa>0VpW0tk5A3MR9z;%nJPQ zSaX|+{PmRw#~Si;*K~HCM{c2hT29_-@^`i!^z_MziHXJ;hh;8Zd1Ph3f&5nE-BX{V zwwyA0`uhDfaZ1d`jy)+TD7bm^=FaWg54gL#+xwGc3cnG{rDI(3j5SEq{jIl;kKgm> zmv!Ezq@?`#@xwPDAoe_itMZB!E6ihe;KgERbhvEWgEEY&qm9af`Mo21dksH-`V^~I z@@#Z!N=;Joep#4kO2m0D_ z*yXn_Ij2vbPIsCxUbAkUT0>oVxjfYo83j4H$NJv_UL+myiK%R z@W~egDFuu1r~0k4TAdOY`@TFql+3(|JkhG25uJF=JiFP+CJPq2>p!Fv6%`pJw{PG6 zw|_VO7I31tw6r$-)U9;KG5vTXT7WQ$};>!<|jVWo4>5Ixptu=XdVh8TsnfEA<)E4?COhFJRT*W$f#-aGV!b z@-u4Ae*N<0%biqI5tD;Wf~*pyK|IpD&y$M%8M}IV1iQw_4b^Dcj()3=rxSJ4Shsbb zf~Dmv+_K^>Cyg6it1ORBisB{p@oJQV`HZZrvI%M_s#aF7hw`ViY=>JlY1p-D0#4|r zU;X?bm3rv=>xfOfsm?qFuq z^^aTldMVwfZ~d~%>n?pB(~@Uj($sYMkoY47MMZBH7dN4=nb@@!+j>po`s5J1;nu-% zr`~TLLcTBIb~F;S?!;*?^s6}y=TBY#-G1uM-MdoWqobqOOL^*h=V!(QY`Px>aT_TP z38xv9*Kw5#MYzsQ#_1M4mP@) zV>l90lGrZy%N=h^R!JEO^p12M&R1KSE)xCO(-UJmP#33N;6~jTENCx>r%*9Aj(?M% zpMgx;LND~aFQX#x&Oa77*Fef!HAy{6P1{xF_3PIpz|&=`qhcLD8;0F~lh-}JgF`l+hb7;|Xkm833E6FnR6BO$NZ}SgazVrOriHsZhYrT4 z;t^OcXUfFI#WkiGc#%XYZF}pQ=QPoOSn`3Vr;3wP?wdDn(v54GTWrdO`IVTq_W5d6Wd8he>S{hb_-P0=nYF9l`A+Ks8F9zEujzL1wUNy@^$dk<+y5Vp|jU z?VF72(!$hMcK5o(OQ{W}DsLGzt=dU@q1bXhWW7?67eoCkosTmsiD(qzHLF+G7`l=-*SI1=NJpKXc5t2UxM$pynKV1z z7jg6EO5v$yo7{=I%YJ@-*x2Q862ptNoCkUIu3a-6{rR=Az`cOitTFQAJ<5Ulg2fEG zU*BIWF3b&lx=%I4Mun@3t?C@nG5&aWi*ZYC23nb>UAf}LivgrqJC1cT9XfR8*4izK zT3VscS^jFJE&&4QdI+wg78b)B$BxJa$M%Fe%VB?Lc})YPq@ht>}(X!8@U+Wg(V{B;!?T()jTZI?JQsZ{lQqm^|2k-OT%O{75>6dxwjl*m5 zJ2YwO2yxG=z1Dao1zXPu*Y!x{>q?f>tn?f*cT`Zsv--+Z!5v!(}iU|^ttZNKlvjT?Us52u8O?>~3;?3cE- zww5RoRfhZfWda&g^&WPYhoxX4ySlqo1BM3%63_w;A34%rd7eQ@K>mq<{ust~Xpeqdy}a{m9%P|>{mp5O@z zGM*K78n5_c`ypIK@+Qt-y22T+_6t83uO^P8l zGVW5EzTW$2PDB*Qh5{%+h}J6iu6u%3`dHw18T~DRah*k8Cf{G_Y}~wA`Qa|so!~8f z)iDWxs#TMeqVum_MnstWm5%p|?!}Gul(V2Wp-8@H%rr|7ah;6~4;L#Jo(eY4pHS7) z)62;_i@TuM@&qrg*K(HKvu96`kYnoPa9fJ(bKX9z%IrjndlH?XT`WMlfYp!Nc_qt{ z`p&^6pz)Q?E%hw(B&?%<%TelGyP`ioq%moI<5>LVO9imLufKm!_g|P^M9svq@;`1~EE0napAF0`#Dt2vy1H4NvK)xp+ReMev1Cjf910*) z6~X*A%;_x0j#ao$wU7XNCTsIK&DKGmviW|`a@BiQ9m++GhW6?eN6bz=KQAvYkVhWd zer4oaEdEs4$p&#(iZ0E_liCZI5#PnU+@`oyLIc&)4WE+C#j5o+nxrI^<|fCcr>9rF zKgMSNxhxh_+W+{r+>%iX;yGpZ=#Ec!dJRN)iBws*&t2BEZ?W}j zO=FZib8l;gsu|sxqMbu$36-{FjkyztmOAiuZU~_Dd2(*}-KtCfEZWZwxyCS`AA62q zAx#p5(df&Q11J)9Qa8w2E7WV+au0!aecko)2B~YFVphr z`^@*m3+9IM5NZq324%r41$3l4inZf*np>YGrd2(58Zh1-% z$ZmSfMiz4^#r{z+`Vk-;wV_@8@pwr5J`eJb6bd=a>|@V)OrD`s#%F{hAWufnlYfY% zir=i%*VosWZKdnCY5k^6O321w^<^!>A(weLFtuqA|D%r9e&cWf1hm%su=M!sK#B>t zVs6*7%NpvjG3|>~*;G@11;btOl*b((?+rY+cw0Hu=C0j07Sq4?pEq9HPqA~V)j4JB zzLVkOtCp)s3 zqc-2!o^-B7aRvsow__k%fSxvzR^%?)-070AO3CaDOk?#y1i6}_L-8FFH3SjsEwyG@gn_N6UwMC1s!c;#InqmXak^;DjB;Q} zFafvtx2l)t9u}`*l7xs*@5`jb?K*p%PT;!4U{h8~MlQJ`_r9(j3c#!5g?lY}Ny*9) zM-7a%J|H^RP+pUGiK|D=eobp@E5YBV&zxZiX-hMZmsHf(Ke7z?JfwX$DQRhGslUE@ zC)1*hO;SDE@`bgH4XR;HaoexX2+(N4yOUGKIf=AkZJmnVOTBHIf{q&~7h|pQI}%?N zuavWS*#!jDD=RC#Bhgft`S{fC-@l)s^<91ogNO#{>|6Mn!%b51RimP!oIt=QemrD< zW|HN$;3T{>KbG4aWCB&E^G|wNV~;vtOlA80)hVzYB~bmzUkwpZ^{mITEZVeqU7SHq ztE#KJy1JsU2YsQ=Lsm}0LTT%UKH2;kh(?ryev#hZJCZKGK8*ri1z1rWEg!&vWIZ+8 zGVB%u@KK-m!x*T#YN#d84?8reo?{)Qo@vS?xsj4mZLGVL$9_nIXbXpV{szvBbmCvV zQb5VBot+r4ZF8OKLp^7HUXLt|ijHRH>;T*Unu7VLsc_L8zZgC-P`^xV zfK9c{TML#JEb_<71c_1ymE>x^`q6l!Cqbxw$TUCpzM^|;$ub*$j~C*qP0jC0FTT+s{$5e=m5A zhHgY=8_a4;#%INYu=Tg(Wd-qBB%^1!&JAV}Jrf}ojyz8_5az!O(Q$FEVCgb@!F(zZ zImwsQ8~c;H9}5myItgEw>5yAiWa_Q^ZK6?r33|_;>3%L?_v>QAbx~2#E&EO?V5Lqc zZGI?%1z13@tA#|xZS~`hD`h>=L*nq*BuK>y2ZRTm&y_SYu(6L3Z( zGz4A7WP|_TdUCb+*jyYW--OFq=0vhiTFWE}lv1m`I7(yNTX7008edz!7K`W+7C#vn z2N*y2{q>m`xsa+B`!-hHM~_b6)~#(l>F@l#CJS@U+k}Kw_s24yB2^snlx6X&vnjqF6<_i`E zEu6ai)M}vCK*KN8JGcB9F>#~(N>E5>Pg;gUbB#q>ld4PvlcAg*dZH(khYD|8zrMm> z+bwRd#hcf>19p2u8&=u>;Quem&=(Ji4v6zDkjoF9h0CDKckaoGRcj3ar~9E8lrkru z>HR0isNt}^-(p@LD(rl{zlMp&xJCjo5A`tN!VBB&bV}J&q_7gnT2RHYyr#?A+WPwR zZyl`5#iMe;6#(q4H0#MS+J=>g%@D*8{)`d22J?1p|D~@QSWb;Zk61-0# zuiT~Q21Zhi-jWFMHV$;49}NJz5)GDNf`6Lr5nW=^eIzpXi)&)ItzcJ)9Rpk7O+l+b z2E>~QfnFP^ju>`)xTB5%1XR6CI*aygt}zg{3B{ZmYJu`omymquZ;zSIK}|ywgXu?- zR{rdRO%8(@_2b`ly^J8)J-C10>P@4--N#JL_sLYJU0rUk$IIAQi3=AlsIcvaM&u3t zp;kId?mm1dfm3G7ZVoX9*YT%v=+B>dp?M^u&^CmJ@(^`~Lgj88mWAvaDFlm?Sp`g> zdEVC^Eq7I5W|NuGF4Tum%xxmT!u<2I6Uh>axvF*vD`7=yQF#&&-l;~2ZDv+h6)P(% zzfEPxVwCX^wYYnK$9n`lhjG;c%$890nAOBSjhb2xJ57bIKqlo++A|$;!GQ>_Whh06 zB1LR)6o>7|k8`dQwQ7h5|FmUj;33cvuR}OE#L^0+!ePla_oaNWz}gsj2FTU2BO@aM zuCwVSo0cC^9#K6DF)Ql8nY+CY+22+`o?#@jqAExVwFU0(p1V(+)^?kTD)eH|X8HVQ zbjMnA7tD8M7th1oLpM z03>X*eAv(sCvN}BDL;egw=>;)(abLLwK_yF8UYG3LzJp`ai*(tOn2*EZo?6Y-u-q<#oWsy?)uOq*plU6Ui zy}f<^9QpazlGF>=NefI6YMqMm*Qy%tt5#7^2nXyV(YSHT7LebB>yS=O+TYzE&;jU5 zQ?VUM$$jn1wu!+eHEDk~71a0S@0myqNl8geV!VHJc4E5(V(L4;P(8hoV0GO+HFfEA zId)q)41t+&mq`-OT?aB>(jsa*J8lG_pbz9FOUsCd5tJkAVRe(x0nIv4F14uN89ZFP-RZ<0&a`qD4qn zVL^lG32>qi%Pp?x4GsU_J5;RAH7IT&A{>OtV)HB(Zf<2X6}^ZV)c$9l-Ts)$R8=XG zxdgBi+Xkg(_mu`eLJ2=D|1rMen9zIFT5gM0p(M>b)q4=*U)==t=&y{pC;n*n3uKR4 zc2UWte?EJZ*4?-g&1}n44Gj&TuD%e?$mDp}E>)H=*`l3g%Ov~vad1tc#n8B7Zu91g zC|oFN7v?4hLv|7Q|M2rt)h=moK;4j0N3t&c$pVi0#UaxyqQQTPsi9G=VWdh>P}nEb zopEmIo2b{W$2uO*w=aCOr;L?!dWuCa2zh*0KdsMSTAX{E3= zvvTzA`o^ChP-8$Fm4#fcQs*q~i& zy?e#=UtWOTp;Yo&+?Mq2fo+HX6{wiU-I9)Om(l1ZQ>{z=;F@pWzMU=6UL=zmLqzcq z8>w<)tJDn2WE?j_wlMfpwlIkEU#4{w?|lA^2>btS;{U(*%{Sl9_OsaglSi)MhbzI# ze!K1cQhg=Yx#Ip#fm-UvZd0n6)J-(V-dXhEW&Q5oyAl4QdwW;ZvZh8E6C4Qc*Rq;w zqoiptJ8o$?O!|l+h0x-+8o}W=5y(?!Vd4Ddadapqa8A%~T7K(DaZlQ)z2@1c(4!y> zK7Srh+Czl`L_MP20a(8b4h~K=nwgm)Q#b%4Q1I{~dS{t}xt8JUV8>{1va8l^u0Z*3 zxyXYzd(0-wX?15^`?_PWB~Oh~WIDXnWlR>xB-XUG&~q=3!|y9(Oo3U4dEySdUd*+7 z#2}hE4Kpe-!LEFHt_yQtz&(>ES^UlSoDGC$~hO?eJ1}hMZw$8PU&b2g zrTDR^#S^$1`TMsek438n1jky4l$wfXTz>`Bkt_UJWTRT|#wDO+UBKu`S~Nn$PG*2a z;4&F0ue$P4*(}zJu6j0G&UVc*CQLgC9gu640v?3IGlQ4m)p?92@%k#U>|6$6VzO{pfre}GKsv!Se#+G4tljLLJ?K#Po zT>_4cQ!4cXuN4bol2BAUj$-imDR5aG{D*1hzfBV{er?wYzh%r2OXX1Jd#k^b%NalC z9DdkD3k?e5*xg|P}x6Lz*1$iSO-?X=55Rtu@0k&>>bMs=CEsR zI2M9}g67aa){Xp?+~PeHy+7?l?*`W^Szd%NkthAz@U|?T=I#xSH7EDzP))3H-;I)B ze4B~VAd0KHLO^Vbnd^W+rdrE;2Gr_U+VVha1vAlGMO0xdKP8;y6AE}U!&nAJ(ub=z zhU#`{AzP(nWs_7dXHsL_Ldb){x=Z{f{$XLm3eIJ`D=6B9u06hHR+tYe)i0q2whkI@1g#M7s**u>4O7O$s%@6 zSDoe6Qa&i-;R%i;N*KH(wNB-rZalh$n=vqm2l9ryg`@VBKvSryJnpi(-^z9&RMjhD zP&jGvF8P_3mPSoW%ghkgulc_1$=h=1L?Qe(;_wt$ejNqDnap_YN=YXW35!u)WPS|Y zoJmCfp*AnS!OKdI6TPM$?cvhT&I}H^gh>DwkTl_Cw8aWHbd{M1R36V%SPg zIM05#4rQN^7ysj7lS5|Odz+?!%2f*77UFA{O3KUYVVa52%6H0%+{H3H5;=MJ@L}~= zS8hmWS;%S%oKT_z;vj?1+ItLcv5+U385twhhXXnF9xRT>h!SrZu*h{|;ZVEMlO(-* z;$W1bRP5@~$8EVeyZ!0LMzO^hFYy3cCVKhR#5;zT0 z6F_l^XSW(=HM~LE;^KGFT}Zn`)a5bC{Mnmh3;Js*cKZKJFT!&x{Ir;rsBF~(Gu^_3&?H8APW+65=0~PN~UASB;ZQO7;RWCzu}AV zQ#!?ejs?XQR8syb9`eiB?_a%Ez+v{c{bFZ&@l?3+fj4N6-HWm&m$rE&UZ@zu9g zehJ1hO&+-T`R%QsD@&(j9Yz;F>bY%&Qb$U+g6Kc%8Ckmj-WSQ&TbJ}aPg;zQT<|Kx zO>+GWlMFStj}D9ScE-uSTgI1^h5yrHOg{Y|_Dhi=w(z&p{Rt_)&z>EDb7rEi`aF=x zR`yQNHYrKT3vjE!Qpb(WlYFIp^9*U(7x_1y`zS{`*x z<@D*B2M-<6R6ZdjdEvs-x@66SRqM7M!{8S`lpP!#JfGzd_n@Gi3~ZQoihjS9c@_r2 z55wfbL^S)}0GFepHSW>V3OVKZv%5P8qC}qe))TY=&P(LlW%DbcJI04YZh* zeXMP1F>7REf(OM(E^%jQ;U(9e=jOR_A2`|a=^ffv&?KL7yd6iIi*eW^#<35Z*aP0Y z5wgK#bnM+K%H5LPNa&+Y3Kb8a##d zDeH|}!WPGm9{MT-QL!7B<^c8X&glu|@|JONamjdQg=M3nr#D9ee1pPbf|gMV{##n^ zHpzA9>->n9`}IMocV;LJvhYQ1*t(UM!F~QU)A8fn+U^S(_dPv%c%PR>Mn;}|^9^;( zZ;j0d<%RA?Z*AbW9GRNpL;2>wJY3^W{W=Dh_C~+#%{uXG@zffVy4Q1l{J2U*MWstV z8uE2=Zm{4`_Q&t0ygs3!TIRDD)fq7cV*D%JVv$KD@k2;n%JcZi;9ZI2kOf^^h8F#96G|mQE~h3 z-5t^WCk!S+l$4Y_8OP8R^5ScZbtxXuPUF81OTqwooUf&*=sf;I8E!dfb!p80Ps74e z*xyc{h9Qp_j!R1SLN-UUo&EjF42@!Ivay<7j!exG>h>V@cyhOHOveASHCa_G)LK07&992!$h~sN> zQA&9`%Uqx{5zOV5$7qBM@QwsU7buWew>{dp9g+Bq5rioJ!yC+|C1;mBT@SapjCm5{ zoaSBlxS_*LK=h7#^{Qe6^+%C~v2eJ}$&PtKoIXVrT1ooV7j z8cJI{TnNQ&>~T&-VNgc!7O5LIZa|^4HV*kMQ#L!8yEB?Nmg&$JO~I0?3F^p)r4F)| zz4%wP&w+8YUrI`R;B0VlVb-t0^GeT-SSKg2c8*S}`rpdEGx#{jx^N_hlMLg2K0QAk zwlq%yvj&Qwi3W?1wC!Wj$3udG_CqzgUc%8JLw%@hWO{xrt-%;C@ZxeW(1%-q+&?TD z@#Dv7`WX!7?e^%V+w{muir$SIE?ClnpP&-UL%nxz0vW8!3ys_!dswjYgYp(+@*Z90 z5QD6y!*Nw1T`?t3lsmh^&2{o3qOo{0al|J0``s!smW19IixE|Rq3wq;<(}!z-nZ2e z=P8N4b5uUG1~+a%{KXjgk{PXu2D{M1G`D5wt!`VSrQJ%aewf?xR+sQI1hd1qH4-nbr^B*qCRZLMBppK;QhW^g^*{Y8i%= zr@=tjF0IQ(#N;LaRBVewXp5J`u^|Y?`)j4WnPuNX+V&q``nXA35@TKBSMTE_N6#jBs+Zt|x_-Uo!8@~OY?{W5a4tJWH;+REQk{Kek=J5Q{K#|( z$vUxns5r8`Wm`+fizzqqBKlm{?&B-Jh`qOLXZ$`xHlfRH$7=PY2Uns#zyf8EK zW96mLzhwYU9+m1R{63V5*}ABrhi@nk@R7WQO-)Tg6E#Zu@W^y8Otta3&W@k( z{)V#V*z6iJ6%bWWJEVxKN=6)7Cc)jE4^gqN!5t+h;n7u9CbE^?L$HOvAR} zcHC_F9@ie}0&PS?Hwqmm4*2MIe+w)GFj&2IZ4kg}P2=pgXye%I?C(M&pQsA!>#_RY zG60{Y7&l&cG3aNvUiVQ$u5CijQ0_qSvjbn}e;J5!ValBGn%0u)e5RnzMp2dO&T?74 z7G?9cgkPwZm&x*^n>KJ#LA1_HT9}{z7Afh&tRbxP&Cg2|hgvx7TOAE@T%*yM_2J~} zMsd!_V79ykYl%(0roCU&Bw8O2Caeh+&p7Us@J9@rW;K-(v`0ltt8UKl3z35fweF+W zdu;BEZ0LA`TqPr8)W2Lbeb@^OjQC+lBnL=HMaeL2sQRk%LFskN1*$TE#qbU$3@PB7 z(93F~rlU)G_fAZ@gde?-c%;y55-|Gsb!&?R1{06>@xO$O1{>aEXSNGws9t281nm@H zl2|n1V9O4#ieI*<;|zs3F){rsKl`6~ga1Q~Y?*ESyHjkSQBY|)LWG@Fk=QsWp?2j; zc;REZ1gt_{9_Hflo=~-7Z3}mk!#YIRWrX%=1oCR04AraXPj@lgO3zT%n2sC~CuXeC z5_al+`;I>^1u;t&Sw~SrM<$Ooxfnr9coVlgqLNQ-6@>>+E9N`_9YY7<7cCm?Dj_p{ z)G%3+(QvtwYKh})AVE0WpaeeS)E#IrK2@-!NnQY-Q*mnnjL4WRh*=aYWD*6PSekJs zer~GZf5gueCGFpjv7`drU9^1Wi8zk&1&7mM(5Qp)f!LTe-4`aXX)IHV#NtlmKFq2w znLELqvkQh6v}jF}`ebNIJ;ZQgZBR$yRBDvXSuPz7^LXP4&7mv-Y){4)6{0^;5|IHC3p)@B7>SDbMq z4F`9TYUKaHmvQX(N6P2$u;@NIfr%V1AONTp+MMT!!e0Oh)3dWd$m{@w&okCejKS1Zs9AaR()9=D`?v zhID$E^P<;m+7$~N){FsFqZKk52?Raero$Im_iqteo^hz59ZH zS0l>xA-I6@(YP=*mu(m)=R$F`q#l*3MEuyBNWfbs*c*026O<&%29>VuHw`#jUCQygFp1;PmJfx5N&weEQ{c-$~_Am$=a-{X=nvRt{73G-hy(wr`N z05))9<0PZ&_IE4jU~_4nm+t7twD361ALhAzN8pryX3_-XrlcayPcjm&M(zymVwDaX zwZw}ThT0&IR5C10pU+>IY$6jV#y%JYz0h@|iWuBAV42vOvX|l=EshVpivW*R-5qcM zWyE_NUAGUbmiNQii$Ro4QowOEGLoTu;{xohzEQbswXe|gG3cI(=h4`)d-uf`o*3sd zel^eX&p%3J#Z$2ueD&9-gb}3&G71ZfAr@~&?lKzv`u@6Borc20hA3wAQK<&9nzW@u z_m75F;Bix?TiG;oB@{0mBcm0_LOHx(DYeN_+1c5rx1eU#j+KkLf1c8Co6)v)bao!V z>CswqQD7F=nJ#}aiHCzCg_=b*7OaoDtak;4#zQhap=U?c^(N+5NMJD^(Ep`HL_~-q zmywB=SJgWmsBU8kIRZB|EPbFaMkhKwT^W|0V{`W4b$V$H*T;J+rA!PfU*16|4Wjs?Uf58rSXyQa)r z^75E*3vJ@5bk+M&nZ|L_tUI?WYs9WMPkM07a7C$oB%6e0h4>BTV;jv^NM?9s+~2R* zsd)C?;e$Aldb0fsZ|azv`)|Du9JgM!j8066e7$X%J=HumPzWI#si=JF z>D5s6&;FDjWslKcYKo1E+m4J?*?3GGnGVW(A8YPC7Vam?FtY0;JXlBQBI+;FiT8S9c>;R;2FD?XmVHz}=X~z2dEuf;`9v!vjK{L&H^6Xii zdBN1XX+0N}VF^-o)m^N*C zXg7xd+yG@swa(&4!8tQZ29d$$SnQfz2zsM0+l0Kj# z#=*x&1JCYi0|SGMm-zs^ABbu2>MgvieR!C?rnZ);DWfKkmCtZ&5g#&Lr zc1C&E#G2b!hfQ#L43^!)Q9+9Jz+HoxINiQ|`^=n!iCQ!>3(KW!%L8a(QVmG2ORui1 z00MIVy1QUuaxaRv!c(T58_}R~hCMtrbw`|XF{*4+t<}t^9zxUGwPjh zHn8U2ymd=bPR{KR9d7L!9EU<;^xL+1czKnZ47g~zhYH$1h6ql5$;Cwoj}F<;3x_Jl zFzPP2GU66djKV+xG87$zRis zb>4T<(jzsM6Lj}>NC+Ju=}v0u6JXfKSy@3|SG;R$3qwElf>qoadYX)^EJ&SeUMKC| zy`4itTe)eh_wg9-MAY^6^}WW8qAgomSwT;~0WyI*dMd$)#PC6$GEKa37+L9o6$Uuv zcV86h?(PONtBO-P3Iy^ALAzVni5o^E+5#C_85!Tq>A5)s*uH&qbPaj->`>A_;8_8* zgF`|fS;NGA_rZgW-%3l33=PHD{Kr5d5BYqxw6~8zo_y)D#;IL}V>?Zov!BB9Z~uh> z;nzDbVAK6=58y-*&YB!!Vd;c_OCm}UQMO|J)~%qL58=;?{g!q5MLRIWH3NgrfdOfR z!_;tFQDNa)V8Y_!;wL3tkm`4Gad9EA`%*fyYM{UlveTbvIvp|!8P7>16N3RS0<1HvOY2Zyz&c2kE9%f{`4Ta-A_`)lI(5(&O zQBj|Z?CQ%A~J)B?6#IY$TC`jtuxi#3In)>?Aj*e5< zIh2^8-{5AN&Ga1BMQ5 zUrAkE3Kv4vFdkc&pRvKrbq2?L9HxIC;0$~Opc|oZ%wcvsE;Tmh)~!`AlwG`Z>9zBe zc~n7D^!df^=N6WhmirGLyoo~uW8-~FAe!${8+LPE`$MV;zw7Moz6**w>fs z<_iwdtlzTbFa-RMA~dM~0}ZcqRzbHrDIkC_`GnhDH1k<5M{T33DKaZC__&Ai#bMbl zhDF3%*SxE&d@eT6Gtm)!|M@u_?^%P`!8Sq03o&l<;j>?`|9=U_r=8z z@EtTe_UyTzl*Ect;hzz;gX%c3byw!d88&~L#d$~KiyxiBhjHNWLpZ-r9RO;wm0YN( zyWHv1D>ZYkzle*w|NZ+#x9N^`6v4s46?Jumt*xOLH(fC?NjPGXS9~2;Ar;uxHYz^; z!Hrex@D(S85cd0O;;7{0*K-=O6DofIY+L4^2MXvSTGOm1utJ6hwaS-MxFi&sUFb z)=P?Uz9)1G$)khtoHH|Hh04JEUd$Oq?}?w^XAq9QhP0!=UHCGf+c+hT!=z%kc*UEW z6P)T69otr~*tBUAMx3wH(;0E7De!$ft9+Qq=jv)7pQG|uAp-dh^!6T8TFgw2sB$V0 z<+ku*VrBh|mV&z(1^G_+-Zo^$v$e(Hod*Q{T+}+ zMP+3NL~X{SM-xizP3CZ%V8i617`7T4gIfwEY^S0k(OR3i z(kQo{r(tS(L>GqU%BrdlXv{caPyy$Ah6&a78SQtqwbW{A_3llN_`2cjK$YTh_}$JI zZ*-Ux@X`8_x^*a9>fgVA4_7$mduPvwG3NOSU z`wo**^foH0j}VVw_P7ERKls>jxK$Wz&nq*N7gs<_#G})oPdSKg9 zIOi)crnOsWBki(td4S)(1@SzD@gO28sT3QgZPWxmP9XXozHs7Yc(_M+c(~fyhXMiu zk7#)|-Z^~=?MsWl?e5*X4o*&-a01hdxJZbJQ2+yp*}N`;aEexZKOunywytY>dU2jP zKwrqg-nIhKjEoF`2s^ld>ex{BA*JQo4{v>kM+_8lxHs%Y?qa#rP#rzWH&u|47pndCMPG2CskBbI)41P348&v+54NHfBW{Q1@yYQ zx{o|Pm&~|G^*u|$`Xb-=iUq%{tSnA|urP@5RPMN93wfU@Au;hR%0g0W(ZHk2s;beW z=e}1|gln7t8O1B3GyFYd;w(4|J@=F-y9g{VEQ|NdP< zMa8c$>H1)$_nQyc**%}$ZeV|IA#2lcT2qrQH#fIfY!qX^y4Zr(ub(3D{ae=!Zl|Z; z%58DDw!Z#6YDYw(@K0-gGH%brv!8yU5SzH)xL+4}{3FeOCMGlU8Lr~rzq)kF>GB*p m8liG+w{c8v`Om!n(kf2ou$gT;J}uj$B+tp6O+J0)=Klrg&G2gg literal 0 HcmV?d00001 diff --git a/img/sarima-forecast.png b/img/sarima-forecast.png new file mode 100644 index 0000000000000000000000000000000000000000..b83335d9d4b9e361f73786bf1b5c8bc75b80b026 GIT binary patch literal 36401 zcmb6B1yok+7d;AZx=WExQ9{ngDd{fh?uPGq@%;Yx zyW@^=$GD8+IEb75KKqHe)|zv!9U?C)j)hKw4nYu>q{M4Q2twe3AUI1@WbhM;PKFEc zKQvnjb$bZH?tuM)i>1dVg&-=Omm>@W*;<@)Mk>-XvnW7Q4Sv!|+7gwvJ1##Y=GRW?ROGFDbZUqjC@K0kX4|2&kH z3Z1>xHt^!cj^DmTR}Wctpxa;Ewm+fWK9pr~;l+i*Bv@W=@2-Zc^Hor6kr#L1$%-au^+Q*-cj&L8^gJonVATb-q);` zr#lvBiK@DukEG(5I(-pPqGMxMZbN4~{!P~U5?*xc8>YC-+FGKzx;oj?Bo4C&US|#S zi)Sr&O${|pr2oz38CZso0RfI@Y>lhCM=j!g2oD}URCxDp<(Q;cC2VR+F& zCMz!ptWjQZvA^uN@87>!yE?M1u9c6lpj6LOb^enPCHcZpt~IcLEMO*!G^)@=12GS# zANQSf6q_C#9Mo==H0(!tU$^gGbalPy=rM2#jPoH_eMpCwIscmy$9{PVfQ|lGo9Rq%Wz3_q;j{0N3p=wjZ2~>t13$}$apGpmL2`XHf7ca6=@lFqiTzqkOeAwi?YfhL2y@Vs z0~Zm_yo%)F;v$~kl}$EH5UWlr(j?830BjY`)1B!ch0HgO%Y3l?pHVV6;y@7*Aw$r8 z>?ZJ|U7+9WBYxDJwvo}(@87?dxf~df@i}4MT%CzKIdLK5P++FW260-9=}naBt5uo5 zOCQ@JPQX0Bv}o0{z2$WMelt!>i;yeF=e@HryyOUX2u{Y*c*`xPb>qRCxbfzbF-;!t zTmG>UZ47W8b(-83%eyJs2fv9P{E=ctvW&QYVzQ}eM?#qj$by0!M?yxXvqZZ=tG~Qw zU;yVQSyEU8ZQA1P&D9QA<}HtGI7pwbit| zmew{)9-PlpsjmxF<2vnQ#hSzu=OP{+jl)NNRB9e+pFjJFg%M0@<;v4t|L;atRy$5n z6 zLe?Lrk5A+1k&*97@)wkUTAkp(IUeS*UGOQ-E>kJ&40%YKu9(l_dFfEPI?>VD*`~)* zdtDzNLBt9_G&JP0ksUWUHy8PkR(1hw-pq2`?doZ31Zc+VYKO=DlmTGnSdqHF`)*zL zW1{=TOYLcVnD|mWAvv`pGrTYK5j`$Bc|>li8#)gEzE7X4S!5sIUZX#l=L@S(Pu@yP zcl?T_KgbojK`U)ML^m)rJopUF+|GBPrfo}G=vmVo*E`Ew!xx60v5Qt$N; z1YUvBsi{!#Bvg!ySRd+Ub~$O~Qa@6mN=QlhORw6g+T5=ht6LMryLYtPsbQg^9qA(Z z+KrFzY|k#{3tMye{)7JSqW~Eb6E%X?g24H#?>zt1FmOjPIsuz`wMG|K4Nc7^9U>S) z;$5W4jt|XBt*cPrta~g+aI={Gd15(T%_whCPp4(y#~B%v9F;=>yb zL~QR-Q(czOlI#Vt4}R>_%tyjD@@kUJ?rt{hUMDVuqHF9X{MeQN*Y^j!Zy$2cd$8Z` z2MJN}@sX-(J3g{*zA)DEJQu9Y_j|x9x&iOee2HZyfEb$+9 zk*>``tqJTVxTK_89BKunrQ)w%!5bJDSoS+QIHUvA`A|pZd3juZb(xd%4AoDM9r4(J z2vH0M9t>K21smJjla8AdR$}bj_N&q!cQzPqhF+H~3^gqC)BBR7pJb-vk?Z)thC{KLvyI(&4x*tY3~U z=Uap>k2m}q8~K&ry;GmL61uy<`7=B`RH`fVbLGSD1a_2@lM~3N!en46C&~I%sZLXL zVq$2s=hb5{8$sCQ-_K`h-h>N-kN5-*BeiItaJC{GwA!B%wzOmb`w)QVrZz3LcSyeA zfYA+VXe19Xj%+w+SAO1IbkswD78e(5ck8$ISK@S+*3!JY#3?;LUL38_Jb#YnM|Exy zq4N+?@6v&afx%Yy<_dw(04|D?lXJ0`xux>rbG_jDiQDz2YRiws_Mme2Giwmo^j3bw zy6m^19L(4c5SI>_a-4&38G$2ojeB=F-cklG`kf|38Aizb#@?P?Hkk(wfGaV(F%d%e z=g$vj+_s9^A%?A5D+TUzkh!KKtk|Z@&VW#crVv# z;Ap|Jx6RbqvpVl;dCz|D=5tubHSS9^vTp=t=s?!vb$PHvS~&G5G^NkgU>xK!D^7Mm&K4R@SQF?JPIU3r5c3I-?qJmz9aUV$% zZ>Zk07&yYzcK<(rdt%C6kBpO+{|NW(wcJsFDTwE>%jnyJ4J~ife7U@+h++Bc>TC}M zl1||rU2+6h&@nT21N`z44Z@~oW*%7bu(oFUU~dlxanHHXR9jB^iBq^Dibqj&eiIGa zzd4&X1Yr&8@LGxzyrjFmUK3g_u9^D*KAF{|pNv7R%m+av1U!LXbRkKy{Myh%Q(0Nr z^f9}k4+Mxr_Zbv51HJJ0w6V0dW1*58>OrxOao&|-|7U>o?EVdLuU)n51Y#nA!Cn$kh~h9h`RrBb35 zQmk2Hu)ok|-RKU(&%>awCK{3j!w4*-v7eu4s8Qju$$0eaJkEA!*T+lK+GR~>#3Ns8 zYLXH#YP`Qr6!I102 z4h{nqJNrZDIagY9bMwK;$q-ncQ`&S&vfFqh8&ukGwc7w&Oa7zZ?1LK)gXUHD`Py&x z0V4lzM!jDbr)^p~w@O>En{=Y;>v^xi`Dt(UMfj%t0xYR7I8|V>9h{t&0Q7csQ+kJ2 zS93wa026gw7Li~hA2jW_lRVv?^zZMNHB^xR2{1T1Mn*=KH_|Xr6ef|eaAy8C&02^$!on1bD@uRf~Hz@7+?qKA-A(w7LjDrAtXpAmIGm<#>0NRI|o9;BEGg zbP<0j*pZjH<(h4`<<1L4a{X2xI0;F~HcgwR008GjI!z=nw21!l;2?B!4%2+;5e7?y5*uU1F0-Kvz>y)DLEd_0Dkm+G(E1Ef5#8aW> zm6Qa&`c_8VIyp8L2tF1zMyDWWcmwi55KadF{P6=(ALL6K$u?G2VqlwqdSYvp?inbb1UdO(kQb(yGZlBFGCbi*@-aE54uTeN_KjDv1&5FlHlP5u!!K!G^^y= z3+z2p{x5K&>!+mb?ip|PaB}@uslAGq&E494iim{F1v~SvsijMug)oL=reCrDEA!Cx zLFxq(jP%xj1q|Iskm=Tx?(|HL5lz5CD_%g^*cew$sgde^&i5FdH+j$W$A1^Uc4cdS zv(z(ICI5eZg66j-@>VXzsQv$35>tNgKHY>)Ur!V^0{jeKUVa=)H**t?|Bb1D*7@ZT z{=dQ~19wH{v@?l8j!y4?*EjY|9FH*I{O{jKlp2y;rB*jE9C*nE&leCpj{3Os3JUyG z3dN+QG4aunx}qqfe*AcaNx{#9YjHob85oTz;=_M3;G(zZI}zcc*tlY2V}Jho^#c@F zcH0xI$9waXlarG~{4Olurm%!hzdcZYwBVhu1~Y65@Y))Pxdal#iIXxi9%tp`7>t)_ zuTR&M&RXbrp1fnwuEz&?Ke*pv?_(HP1^@ia&2ISw*&j|{U*Ahh=In^hu)=DZi~peG zA+|pW1PfMO5u`x?SuPuSU`zk_P)OG=LvKYvFD5=d7#z3UanmXdP_90vrf$m(xF5qO zLlT+7zH*l0YEqR4Wc=usp`oGjprixE4G9W1nXr=5LooPC4MtdejC~sbidGtaeljE^ zBwr2o`#Y$I6!7>Ro2h2(VHC1BOz2@U#3S+i{C(W!k?NnrpaQ&d!BaXU86J>kB^B_Kd%{tAPJ*CUzADk_@SGiL$s zBs6aL6A767oPII0>K)j?L5}ok;=P>X8d}q(Y4ET(Ri&I(dv!hV^513_5FR<8goCUM zyG8goaj<%K#r|xrebe${F6fr?iT-NbsFG=hmC)Lyoox7T>lyI!T3Wo%h$KgVQ1kOa zf+QyOtuF-=T0dIdA{ck$n_-Xtuk=^I!PT}ygs6^{LQ&qcC8s$f{LP-m9h%Uyv$C+z zRApvf;OV|+N9a1#oH^NTj*8@@9kwV0ihYF#f0u&<1{DLt{sNW|zIG_Dz<&FfgfwEF z^zVmZM?&65TMuI_cZY_nGhG`W75_ggcX$#K5_uJsK-x5qKZP&3?Ck8U9r^TZ?;nAX zuW630Y$H4Z2{M$4cnuyqSH~S;N>{qPE(nzEKY#vgW&9rIID8vg4_P0kJvWi7|3CBW zpkQXsOZfojxPJn}lK&AUB}z8iq#QkZvJW!XY{);1axE+`M*}4-5idt(L)=nKLBT`8 z@t>eXHW*A-7AmH*o$QYK5)1N)61pXd({>`pCg=T#_V5|ivuDU4 zGwk{ifPwH`?fx{`#G`Nuo7V82nmnK$LEyIsnK&uCF{W{UatN#>hgd8pSfo?=iEWxM za>_L)=bGFP!gR0UVY!>Nb;%v!?_yKfNdCfYr6WU%O0mHa5gR#=E^+aiq1 zvT!PPesSO}EFo3F!)dz!f$HtT+1HC8y4bWklDypy2_sxc_1!!D#UB9#jPbP6@jj9< z&-CwZZ&GIx?;&Cjl-yh*SP-h;AXXt7u844p5QFINIRPiRZtsJaV7EnA9-1ZD^QJHj z7H+XoAaQMMY@F{l?1c+Ok#b`{di00@1`%WeZulU*JsUv32cE{i>us}c*wS=n78W(< z>dlTA50ulsoi$kO=#=*UMueW^30Axu9~!cU=Z`{mxV;$g?)v;xDqW=z#s$FwXh1+f zaCmqJ$iM8CI?%2`oEG=+;0Forqdd-su;X9X$%|_1$d4b8CbW0#VWQR8ZZDAU>jO%E ztD0GGB2f7OHRrNj-VLf9TndWF&M-pK(gZdm^jnb8Q=k4gR)Vci#_pdOikYWl>R;o( zBS1dY2M@P(nCW7>_KaxdG)5*tR*s|>Fx#HliVP7jX$2!;5G-8nwRD4mz$fRK-9W~x zZ>_a<%PjAI;Qt6ZF{)9-uL86(*J2HD|-|An&=nv*PKxX7QfsT^K5 zI#Px*G2B=XuIl%mRV_I)&%S?A(d~(9akyxCxz8}emlzEanOg@ALam5P6v}FWT(gtz zKlLf9oc}Pct^eJ^l6j#9%l8t}2Y>zymTl{p8vk~<Pf$IFqD91fP)(o?H%rr84Wr><-&3EI)Bff;ZX%ZZ#3O^E zTOB#0ZowQ9{@vU}&7C#u)~g1#KdOzX?N$}IoT%))MxOtow(q6!KW5r5xvf~LP z+)sT<<{EpW5rTF8jOOws;c5k zL(?5w;3Qh^J_;pYDq{T?MFc|izNQA>InZRhh*V1+H!_B2F|vLY;8;eWuEa>e?M~@^ z=l+iKl zlMZaLiKo}U$3V<}&@?^uDH?ZPTk0hEq$nY8SqOYgy5J25w#E1UZ z$InkWZYxntYPix*lJ}RWfjm_Vv$%xUB-kWp&;AG@F8{cpMbSL`HsRsCe zsi#6z#*kXI-5BjN-bSu3p{q!RJBDmkB+wu+t#R_{b_g64PHwSj`z$W$J4osASfsp2w?hikf^>}nN{qL%9q(`{KB8wNYS50*c5jq_%V zZ;5i1q4mAHN7YGcf$Ql)5mv&x&b8<`YtcRD@jz(=xGhGfRk*j3Avc#K(E6y<_Vw5V z(c+hf@&DlkZKjiSby<(J@3g`NB>Qu@{})b(UkwcKGt@$cFi4LyA?bJ#uReh{}Pw2F|F8=Tp$HB{G5+4v;L*vIuj^6h42 zt&`r8Ymg&XiC~M~T=kklm+^G9mCI5HEg3Q=RQA5-K{$w)polziwYwkW?x9nXav6$f zN=k~Ur6n6VE@Ie7Z?oqRG>Ot2Uje`1jI@u!Yx;Kru-^OG{%;&z=Dq6;df_0-Dz^s zT-v;}uhG`yRi%dwFEAIX0@8RO`TUM&MF8|(bnglf6R@zb=;-O&0X-42zi*3=kB?~H zcRzlvqK3dp8r0S(p*Ks4g+z2}Yc*;n7LVnw5kW>iK|USPeY%ZDiV{w~RiCLY+Oi1w ztcTJp1yNUEp*YlIH`sgf^6~leq8`(gsRQCEBQx`0L`iPZ7loqiB_*i!)hmn_Q=I2S z0BLw#Eph*Rs#)POE~5VD_KKemW_n`SJg)7?{=sDX;V1w7qDhMed#^B^Qt{UxZ&ZG- zPLe>u1$huuspA!J5I?f>Tc^-OQb&hgxxmGep|@j?i7aMxbkZtdhwkXnZxO5ov4%Ck zPT+W-w^M?8K`1>Z2bqzPF}mkHthiqv%1jxXzb{0Q-fC*{{U9Y_$y-nz#2Vq6i~ALx7S~YfwMb5e=?8@PbruvdM-D&2LWM)-a_Q z&IbnG&{S6>0;H@OrrCv$-ZodlM)N!=Q?WDCaqgUhuNEa$bz=%^6?!<9|4NJX z$InpVbL7$@nVZiuKu*n`B5N{JFsfzCS#9;O#?;7o6EK2uE>}D3@w}rWqlM)|_^)e8 zq>1SiajB8G|2Q$b!xnEjmqC4|`{sH*M}qo{Ce(27fEE(HBVe%aG5% z2W2vs<3B(Q4GXi|sj9yFKxqy(Oh+m^5`vMD0qNfac20r{EjD(?yu9Ea3G8@XbD9-A}##i+a{q_!q zkS{w>eJRTvuiD_&2@oqQl8VuW&1J@)K7)tuu`D}>x3rXXK4)wSFCft93?BNCl(eJ6 zjQTZATwL51)CIVG|M&W=dDxVr_V#k?;0Fft0uX<;c2~}&(WODf1_z}yxxL&b;Cdf? z9?jI}4OefI6wBSBDo>{u-TQ4cP^6e(Ui3}iR;wt<0^oc@DxBy2WA;3u9p;>gJ8~7x z5kCP<1Q((S346;_uS+vB9$QF8M&=*=#$&gHsQltl4jGI4(*L{wa%sDxWJ$HPJb-MA z(}f-OzYRcD#m*Fu>e6^(032 zrjDsS?efU{|dpvx`YyHLP#>L32?=`!r;>4AJMFE699EFJ12F*K{1Uz_aB@p!dN@aS!; zORS5eI?*dvOAXA%o=_l>B0$AnLU0#P7ydEZ^l9~^X3 zYF=xpsi7uF2Li5?8VD{e7kxG`UFqEO8|=gWl8WHk?k|XB=@9LjmH^r^OH(jO$b*|B zp27|VyE3gWdQ-8osbk@dQx3LU)7%7CJ^lFui4=abDHo$zvNpWuN=T4~7157MjpM6! zHp3%C3&k=b^aun95ODUuY5_wC3fI4QmQ$5zFz#CLa-GHl#B7(FlW{9HKG+aOnq*V? z(I7xZtj`6UC!AP++cdWe`}&HSsDgbgE9g3n=>iE7R?);r-{Q@5y>>^03vCe!J(uH# zhd4;=FhgHa^O##2w_jJ7T80a29gIuJdj|f!JIkBh;^VD%cFE6e#I}@8;SB&JG=uv0 zj-~TTvtbsyrPtdtb;E0&uqyS_-IuRl9}5Z1@74i-15ra(0LfN{x7q&cN*rH*u*7r? zwsWX<*JFzUIEPu$#$58D46mZsX;n5Nby{Ra&#h?fPbqd3=sE`8W}^8su|I^O(=UJT zRw)t`Wp}!wROtZ?jNNpQ3Rnw7Gs`_P0nrx`5h2mYf^}~?@e>6~{u_`}oy~xCxBL6^ z6O+y-ZwDt0W23ikwZ>DAcNwi;@=*xlL%5FD;*d7sgv%5jV?hQyGzh>Q8n#u)52$F! z63)wbj9xDlm^eFsI?$XgHk_?_cLc&UHPG=|0E^BFhzywhBUAKRIEqpTR&8gN zlwbqm`Q%Ik#t8gG(X6%(1wE#m0qijwb(qNihg$_5!9Ne0Hlfh z{MHr=V-a~e+ugAM!rf8MfWuT|dAp}c9pe#ckT4k&dhI-(%;$JIIqNQ-R;?{HjHPWn>gSVx5euiz0$U%~ z+<*QUr-7B#)r{KO+A!6>ly081?;Ras=`W1NQwf^{@<6x9Tdm~ym3-6fsLh>*Auj#L zJ|*taXB{KE&@BbG$Z5V%OK~PXz><$D!~s!O*ATbD{UY|4zGuYi zeB}(FS%#_nrTl|Qny-EIY!)ACjb|b>koulIn3N$$zsekHnGZg9wuz$!4-pP%^S}`zJbawe)h$;q1DL5u1bS| zv4%QG;)VNd4yv*%D;;GwZC9T^A2w`4Vjj5{WHQ30E>E^#N^w}m<;aNg2uORSD{)BDvp~sh6M$@IZ6(S+9*zjHR4XIHtC}oF`A8O&Z;TH#xJ$xms}uiYk_7yYTbV0{ zHD18n0yvbrf$uJK|3TWyVZET|sQL~zgmbQDvG4oBtk2Zgl20bxf>OSL7Y!7xH{3byPstNV|TP?GvTjun0%l!P{4TCD> zRe?q6`>1`Mxf$Ntt_xqK;)|?O;!`O|Sb2pNY94I^{Nv(CK6{tS$ZE2Y9|(n*bsmqA z88jC5N%9xwXL%pH|0bm$8BGwZncKSahYRx#1HsG9b8q*b3y|rpB4ZCY^V_L%a&mik zDMMLj3CYRZhf|dtc2ZxJ-SOXMeTzj8SQs7rWv_q^37=mabs3VA&ly>5Zjq*sZ`qx0 zzf7|4XA>C`s%<$Lnzl0i{9BsUURj;kj6Y{@7UiB!%yoAryr&=>6sDToxxZIbFxG!d z*m|Ba6iFd~o~^jC@0nPkYJvazHv&$6`t4z_KyRf)g=H4k5Xi*C*BbMK%&e@~k(mK$ z&(#MH9@9Xo1`g6NCgf?%$$BzoFgy3F2X9lMhUA=SS^^;1gsT;Qw&0tsnn_tde&0Gp*E^-bbl z=?}SryCtnf#xDC*r#I{aV-gw~99>Y4Ix=13x3&rEdMoMb_N^>rwAAX#>Svs4(Yq!z zi0rZd9Wf>ubi(;Lb&$9?E2~4_|D(K#sTr$RsbVJr%V=aRJ=fTmi$NVW_*Eoc zMML~w?fg&iBqUb_A0@vR4$8mH%}qd#Y@S*G3ny@~!PmaH8;XlVfH+j8xhRzA7%0za z9zTvwO*KClZSf90@KF5xyo_}Z_u0m_gH5k0&~_G8*i%Xn`uZ4U*@X`o=R?ly6m@B= zL=hToP8dG*biBcU|S2a-4 zyQafK2L~TuDz*pkmuP6w2rNjYjQ)0XsGa+4#6py=lIG|Zq2W1ZCSG~Y+@bf~=#(sI zT!Q>Jf8X1ek2y7XJSIkj(@zfRAqcRqUKixr|3oBhhnf6RxK}Og8fIqCfjdgTO~%cQ z7pOe=>5nc{CrY#-AId9j4`6%^jmFlB zYPx_u;*@yg2baE!qovHNGW}aL%dCF$KbBPs{FGPieRKG+H)*N{f5@PUmZRX{) zxM4(>qo$GjkvYF3h^@A-PIN)s1`k}En*GCDSJF3KISmnF9M=k??8R0enT`(w$D@2) zi~LI;(miE9BxVHMBOp1l#wtR5)xbXWiAFp+CT4lm!e2mYbY{j6kUDUXZZd8X&4l{` zH;&%#&aT8MGO6OIvz@Rv@hV}yNENsh&N$GTy$NJTnpnYTY<;8`D8Dz?T;=vPew-$O z`2x^_vR$VxP5lz8TT26hPi??&JzK53y}0x) z8AanxU1HKBx2%V>S|}=uSjOybGuJ`BCI4aL3z!Q7Skz{l1;6lRx`NCXAC$Yvf;a3? zy4m7m4o0nya%WgbdVJGQnflwp37}7(a!@Y9F%KNgt1wN(L#v*m6%2&0r5KfJ897{c zdZ4W`7I?msr*aaiP}P0USWu4+4JLesuU)5`AfFj<)lMJY0LC&(n7c~k-MdFX9|u0Z zba^@!uWJ{40s@$|$5)LWRx`+PkYHg`@CO5-uI?sLekWW71lQJvNYg*34ZE8;W586i zZ+mrjTcW~EQt@Q7MIbyd&=%FAQ(R+fk|}c20-}2H>zK+WwT{PABk+^Tcy(3PGzS@r z(D z#ZNee*PY&2SX&1w<{xiXsjI7-nwuXUh0Zu%pUatATbED5=M0(J?P^tYmXE0nFBhFy z5{kE>LLY-PtDU~G5uzkAu~NinPeiUUxE#C>&K0%3p5?WFQ}pPwhSF7Uo`L~_uVFU> zJD0vjabMNFjPOyn?{JIcx-&CeMnM5jQAw%XVw~xCXL@{>v$Xm0#aAZn(CcfD_eMq+ zMxS8C;H|up63nR>rDLdL|KRPB9`Fwfc$I$s`}aKu7uTh$*zU$UZUu0A<$Y603s6i5 zpO_$m83eEG{rgT73zufJdUuWb!R$__ck|mHh!Nn9Y++2ru(PG50oh~um*VS^nXTEQ?xMQ^JR{Xj~lKJew%H= zjGCN29RHJHN2Db|Oqy?0(V-3-)JnydI{8AQvT?*d9j7ipZ}v;1j03yHhsoW#as>}d zIXPzv=wvs=M~X>O+|BL9<%v?d^B!Utw(Y6JB-2KPB`F^mAgEa5_Ne1s@F)IjI{yjQqJ$4$K##@83Up@L=gva`MN&f1l)* zCh#bDP%5fO)DB8A10E-C3;h|;)ag}!vVw*kHN{%;Fji z{5X5fSJ+K%C+H)Iproerxdp2DGR*Y~gq4G(Fy=t5p+*{*;dVh`8It@Lvi|NpMG8MQ zS>3@-{P+ornlGei;WJ0w;W>r7qKOiALy8h)NT};4EuGocStF24JYIA`Z&qkm@J=w>pZg678H#R!&r&Z%862dA(eJPPX<=X!AvgzJy!&E2*TH zp_~YB>kLkD@7DpJ=k|6BS3Jp0R}`>7xy4pmie_Ufd|65V=@T~+TcJji*<~F-Y%wkjpZqS5|*tAm6tM;ct4gu<)^`M7@Gx0RJ=<)r;LP8x|mx3L8*H{fZ zihlQ}uyT!uTBXQL3O@IL2#OLBq!vHv;=puyB7eWtx})gIOV^)LHPnsY;8G-WcJve! z+aZYA+zSO#YtjIg^0V1B2CqE~=3}l@_jT&&65G|Kpn!l$0VY-)bh&#L!XYiV z>kX=cLNHJZs?i>%%;h%xGb<7A%r%h$`&w6!I$#BZDBMs1Tud~&vVUdPo$I4N)-f{5 zR-GPv0xkjgak3l=-xejDnyC(;;AFPAw8@5Y__bl<*nQb}<;Bfs3 zgfT6%gx_4M^V+2Jly|Gs@~F1y$jXwwc#$EmLlKa#q&bvm{}SLljNgP&^uoX+)63~V z+YjSA9%r6xjT`RH)Hw}Ea#kwhdF35sOA+B}qzr-m_Q_O*b}{0)QjQ*Qn0je^a-W)- zis0l}EH<7ULTrmaF|FTmTGn@Gj9y;aw(0%=5S?9b`f?(909$ zK|a#O)jwZxGTc2Zkg8tj%XB65G9leOC z7qRgo(V_Ej)54vPwxk2awhTpt_nhar2nMB!^Rl@HRwLlI1&)DV&h8DCG`mHX#Xtu( zn-eeTOT`&vV~QDQ7lqSj`I020u%2cM89urvJtfhE?9X#7Ml53y_U>ok$O8-F3L%Vf z>#CXe3IiEQZXX<=kiZ7IWzvfEmeBs;kzf7^zF9AAkH(ShsA}E&e18#y@vZOurhv~4 z{7NtkSJ4s_QkaGUaWFKDyUa8qKjW$%K5uF`;d}tb?1}()F~%t2wT+imbj}Vb31&Zu;5>2fJ^NZwo z(*jC!Q1o_pSgbE6uP;s1Z)b?H^J#~!Z^H94c%k;+ecM|;|U?5eq+7Rz7{SZ;9(ER9<%BF5A@R{AC^OY5KF4^FwL9Ak<>b<)? z2c%MXQg;fM1vvh@>!aIxa5r_s6uaK#ing!c&zmAF2w>E9dH z=D!@iJM3j9zwNvQ?nD@m3mQA%p_1Aq^e3(dC^8_G(6#}-O_#$S+Sz&)b1Gc)BdsT3 zK%maf^k|M!uK93%ZkMJZj`CRu#&u)P!Ph71rNP_`B{o7aGaA4KNr?Cf;esT#j_Y60$Z zkE@*;IL{UUC7|DKjo=zNEtjEH$SWpLoYJcGBid<=87Id_(&-0Mowq()@UG%T2#=4D z;irzjdcCwnZkRwwn_-?`HER;)d- z7IYR&W`$d4O0<_u_#F!tqB>&dUGXO{DFw-ZRi_vJoCM?+ zJW5KN>jY4W`OO3ECIHBtb6?3yz~_uKvxP$3`Eyg6_7lz8wvWf2D1Ao{e-RnQ~HI5`C4{90v9 z&hCG&XlqD5lBb*-eq;fS2ORWIkm@8LWbg|9&kGPkW6bocHxsxweSz>5!5FoYBo%Gf z`Q&2*-B4NgwLl`y>hV`tC{p!}c0_;+0mi)|toqFYiU$)C&w$$)=C0nJDDNsZgXQuX zKyHWS!^z2HQ99gUgM;>OTH(UO(#uOXLwg!;Ai;|Q{?=)4Zl}imvKKT^-PB`Y;UY}J zhHfd&PP8rbbIZX%M#{DBd?7hzIB;B7$PjOa2g4lFMIfCHkKoXKlgMqzv@w|r(l0zE zufauuDvc}uS2dP+TNcLs$4wQfv?rXarFLC8zO6`qxHv#aOmWQ=Y0GsQ0L}X@pbr+N zZPNgqEdfFJ`;UkO$XjLk2WhajoUnE z`*E6Fcq?~qp%YbQHk`8vEkguOlBn+a&OrLYl2c$EtViL$)6 zqYku|&F^iosr%z#LYKQDKo@?B?q(=xP6sNxA*MC><};-`BJg9jV_lkhNryF z+wkdl+?Z4Mnab=^Ccj%#>7}}Uu3kr?xtB5s%R&EXY0gN{TLfQW{9%Nz{`CH0>3%%I zMf8dFr}(A=w$pX2S};Jr2r;fY7|;~|K+;;84}<(YIb5d?7KDz8=~OC3q>RVynC{El z>~WkQZ5k#9O!A$_!sA$*U;NCU+uFU~nW}>8k(KngJt9E-m_JGoG_v`IgIiOO!Cgst zuNRZlmeN-WD3TUv>_R~RPobIk+O}Vc$a^rc%c@zq;7ykerzhy4Y z{J@`t&6rOdPc)9WMpjmay6V$=Vmxtv!r#;NpGbjy38+qXy^J-r9<7*g8SgJGA?W8cny`f+4WyFl*_IKl1gJS{I&>gd_+jNb@>=&1`RQL=Y#h}*aQ{W z6W5A__!9T>&WyaGqFkVXJI8yP& z0Y5hr@X!E@0zunxk!DT*Y9keD?NTWHK4|YY0Ole%&7jKcz4L=*rV@vAXB$Wu<|$eI zyBF@t&E^ccVWzCcx3S!1P_t03wHpke1Wc2?W)#J5lIjWhOlzN|wo%?k2{BM5) zpBKt@&W*ivuB&jA`}IO{3wxDo;KBVVVFI1tfKk#11x=?;5-H}U zkzDt43)@UuP*B49$s2GkRbvAXoz3peMVXF|?VUznI~m=k&Lh{A8-%(V+BKzN`(4Xu1^p#bV;q zbG`MV@pXR`?WD$k1gw!G)0>&W6EN}HT&tT)EYLgGC%s&ftq4%aWT-(zwofwor?(IS zvJe7o&Vc^~U+HCKgB#W9@>HmPy5EU!NoLm3o=3xmWDC4S6SL^5+S(Do)FPU%d});Q znFbuZ?i`sUcqi}Yq#U68<9Dh6DS)%~N2*%-9s|Hj)(!-B1uZSI!L#Sj>FD;KM+>wZ zzJz=l9Z3Hsby|5`zP2k=dU)w_GPu|KmBHea;=GveV}fRlEJHyWTc@jVwa10}@)^6a zsi%6zCuRi6Su;wc~Pu2aOeFOm&Q_1$eg% z;9V;AFb;i=*A9*bgba^X`{G&j{a7L3=#3IMB?7PW2nSCNeAUPfj4xllocL}OwuRAD z2|C;Xq=ZoPVVn@0 z9|UX`>9%@k&8?QDBq-4?7X z8?O`C1rg(fqit?g{oYpp6KSho1LR*WivfhN)DhWnv5_6vF}ya?pK{`^{|ZF^lP3P* z1Ka8DY*_sA=5w={v9T~ibK!3L05zfMsp{K7;4BV&nmI7uAgYh{BCV-a$ z$PQ~Tf<0TcC9&~9DtYw0)c~;IK&^%Kk0X%jm?D4V|9FavkN$JS{8;CX5;c0U>7f#w z%Q#OfCHc^AbrkSUi?;Zx=gizj4q202b#=uA+8tzgd&}tl>)BIBZ zfV0f�zfy=!R#*7lv|ef#qLw2-Qb%B9h(rY{Ev_31Mht111UFA=<;BZQMTR6LDH1ZzV@NVZQI3!zLzI$K<{|S?37N_~D`Q1u&Jg$c z=y(5X-T%FJ-P>Acoz*$K?|0arJv{r_&sNYcz0sXx=t|w_>B>k6UTo$1o%`{A{CK84 z_ag5JXQaSEczf-)Z{I&t@ec zy%FUI%?AZ^fx;V`E=)R~PH6N>$rNTDwi9aSr^}Jdyy*G0An{aLmws8e7T;ZT6T^R~ zfGzGBi}W%2=OH)e7MZC9E|q~(*7r_Q7aK?9QLXey_x=ZX$Y%&f`nv~R>0{|~FqSm6 zq?j6~rpG5r?r;C`GIFDfj@!?yRj$i}st0e}e&cj}`}UH)pa5Q^W4=v0C|0iz?rR6{d)TL0yd0 zLkXvsU5+p-aD>Ow{jPb2{NP%gF6lhyb70luf&wCzHpwH| zIz%ZJ(lfn+f7~fZv%Ac?nbtnP?amfu#`^kHL%(gim44oQ8pnxwj=M*FsB`FS7SC83 z)O0^SHR&Dcl>qKK|tE9If7LN`ZBwcv5 z#r?ITMXJSl(Kw~!apx``+Y%Q$#^EvcuM*Yz{#u6X#kF7AD&2=_hiZAh7X7}SJj`kF zq4v>{aSZIYc1i=Q=pP)+vy-=;C0ZxDcI`T)^4jIx(-V}#9*a2*CXvy{wV#`fRbK)t zxxT)haoaYUKn25$ycnVIe2F>6=QGMfxl+v~sc);##l}0VV{kqc?%}NY-9+*5!PM`cp7`(x>Ha0VR8WUju6cB- z#p+(6<|`-HbE(;RSI6Uy&;7`DAlLJIak8%FL9QfJmNG2|`DA1`pr-+TAcX=^qw4CD zJldHrDvP*7D-)~MK2nzG37fcMRihxabk!%fT~kw&VY09OUh)UA(H%$TcL@vUR0>|d ze*II1X|R>JLNklg2`T4p*MwJdX^I?9?n}3YOtss!McW%z%qG1wMwcHl3M_%or@LCa z9=~`|@m;Jsbg$Zn#Ip&}*Q(dGZ8FPK!Ehsr9&5+^M#n**Q^&2Xc}1;Sy&#FQQ%Y)w z#G~ZO*I*C~t;#H{3)a!LsMgljz5|4|wX^8TcbCCE<`f7Ed460kvrXfL#wr@xAJmj@ z?O8(eQ|pgjy}B*WX_)HfvCr*i&BC%Gb|#kJ6@E9hIN6gQ|0Y1lG_ikQ(U(&zNr+YI zn-&##nC29{u^UX{<;aEzu`_|)5h^b=-K|G_G9vGMyo~5lGn3HO50oqS&X5gi5yE!f%8>YL{>&tSg_;pU&7D^TO{HCg&xb!akOlmw$Kn>inBp(i707 zK~1Ks*8?JBN0pS6GE^KTZ)O~fQ*OU^+J@g$WXl5;1B1AxJ+}d{NIcpA(WA_H$t>+a z=s+N=c*t>Z-@eq`;=RF3%NH!G^UOYT;xVQM*8 zK{C2QV%>H&YfF+Z9qGu5Wjpt!|0U1Rh7IdP(L`*`wq_lyiwz=*QjqZ2&8-^gi>lIa z`bQHKK!OdUQNr;Jm~koDuD1ed&ZcD|ulb>fB{Otx_Ex2>8WP>|z$cS!taQ(9ur#mE z4TMLz+hFRLiIp_~$T4|ICTB0G86*i>Dk$9Q$`D~lf1uaL*F2%d?)u(0F3$E*`~8fw zdp)N{wi~rr{mZ5*!qHyx91b=lBm~k)AIOZ^r%$Jmf%^LS5qK<0%=W{7a)8_qDxjZl zyvuDH1YH^=`8A?CQ)|%6z~s6wPr1$hCk4FEwCKz$qxRmr!y;UpVQ#)%+mPt)K}9PV z2oOe(Dn(8vxTXpwVwmXY(N!^?ORiCMY1suTz2@HVsl@$+wq(_Iy9MkzDsGd;T*~~7f+XkU^ z9Ws4TZ7cfYus5iztqZN}pK7}Wbr{z&o?G`#x&Ckf<~6t99%%$91zro3=2FOc z8MB*rDF5+=HW-wnK;%S^xYepDuS9kWbkn@^UB*P)29>Km?e_LQaDBE*RZCAUQt-^a z&6ulS6VB(}(f?3Y@wur)1_#%W%KKzG0F3NBh zMD9zlEw&A(bv@>c+iu(ndlnzR3*&J*Y+sJz2w-Z4(jPS)Y-1LmUR^si=DFN)a7lk& zKSmXDIRRClSlp1&Q7E`+Cp3(b>#MzPJuDm6io%cZ4t_!n@&xjWkB)SN6X~md^Jia5 zK5v*+U$1kq^rj9#15uk!e+(~Cm6nzgJ~%J$&Ch1?a17w!-0<jw+Tx1!*VFo;K&N3V zsN6OrsKtJ$i4r^Wm)wVZJPtw(7;o4iapl(?1`gPZCDG9cROtIv6R(|gOW|oLl;n(9 zBAke%Qea>i1o6&**#fA{5V|)sbaX^gQ4pje$g}C=#HI6x1_TA!!d)@=lu`l}e2|$L ze7wJ3b^d9l33bhmXRHf-G$YC0_%7vDh!7rz7E}^bnkqYhs$Bq@7OL1-(3S5(bQ4SdMD-3-h4;b2;c7}A z96X@IQfHiIKye$z$f@8;%?G!l3`aKzlRpQg!=2U&akCTl3sz z`G|BE&TAZWI8VfHguVFRxnm)^{9!xfT(kv^aM}6C6%`F@B1K3d_^yuk;6Wd>C*|aP zR5o_0a&Nls?*63VyQG1_JAHwjhYxRq7N&EJhSE{h6DMfN^uES{njm9SQ|OabF2-D| z8e2v+axzMko}x3eTyp6o_a;CKL|@AfLZwjJ>42ULH8@g!uKnu56akiDyMYsd4MD7% z8|e{2qdhvC=STCSoVT9%*7PbtC9Fbuq;T2g_ueG+SQbl5OWy#s z67?s9CVb)>i%;<2qb9;ExL^T`#uu7WdbE7-+>?T&NM6BdR2sk-hyLUfRRe1y6mi?EKReSG#6iw{8ySGbLW&Hqe z8grx4hr2rhKvhTKL}m-vyBU(@D9?lt$fUHQ@9)9Wb7 zn^Lx^%KFI1C-G)DKNwqW&9Xcn;BJM>=T*^C;5*L6Il<;Ibf}0<-R8tv?eN49l*+ zf+@V(D`Z$iSorG6dGrhRID!joS4*}nb6faiqCXlJ6L@xU9+*|GL4$51NT zn8$H(^%g--*17&r7oI^QK2B3`8{IFs3Qf(he7{}|_-q?T<2s!1xV${=ne;mD(DmR$ zvWrCtLI;DnN*ANag=Kdx!#MGu5ebOGMgO(~t`s!}3$L&M)-~&9WfM*{TU zowU51J)M*9IzOVNBKbTh@Us~dNzKMVK9GEeNd4rq83>-MlQcV?Nv4Q7Xg&tFS4VwD z>tjk47){%& zU78uFZ2CU(RnXlE@RTnjuLpok(^j;5h&&N|EJYR_m8olmZtI#9YUwsZ>@dw~xLK4V zL0sJjV(e#nTTnC+Rr)u)C z^~rCgAve)4@bt4;OdBL&Tk~D`q3lDnKI-e$T^LfDV2DIF@xGyI^kF8*4+%t^JS83@ zQhPykZ#YrX1%vv>$!>HB;Uy0LBd1%Y-6X)l5zGAQw$oU56X(7k^<_@E`|sY%-<8<8 zVz_LY$hwgPi7DT$tE(%ATFl7kE+PgU;yTfvdDPk7X|%QeTd|bB8wQ;vMew z^z>QnJ-aa<=R-}Ou1z0UarVzIIo@R5LX+`_g@tA;GA*HQGZfyfCn%C{uFAfmVs$Y9 z^SR%Hgi`&ig5snoE!!_6vb&+BDRpfsc!0W_HB!^W*!U|T80KX)$)qRyLJHA2v>P{g zP-b{{&Hiw{E>9Z>?L|wAnp$)oZemuWw_-!*>rjLpB&MRJ+?XkLW8G4(FXb}>(tQW% znqLsG?1lKu-Jpm5{sjt`FYns8apP+n6=mh4moGmFP;7Ko_XrkZy(A6Mw$@z7goe8< zU_s|giWVzOK;+O6AHy89L&k%RvaK<=#WnR>lvJSw%W#uQAm1gngUJIMVzgUJ*bybr zf`s;*0_3r7(QUtx>p0X)gjo?cK4bjp%2@Y~;)SlUk(Um~ z?qs3{CkT`I&OZ;ygoTD0I%Wq|G$d-wR_$8&{X6sJjfV-Ea&D(p+?^$}u0_g?*(fWo zhcs@$ix>M&MhdUT^gXzP?@;~JED*Yz%v_~f^;yi_Hx`jggDj@#n~V7o)6~Elh<4l~ z4;{rSX;wPw-Fx<2hI2-WtRN@18kc{IP|qNpfX9VY1Mb}ayvCNOBQD9V;<_ps?(#9G z@}3ayls}r%suM3JBcm5&{qo0Y{Y{LFUaVp^4~spa!$n%r0q(wxME8ervr*wL^a@=0 z6RRCnR35YRR9{;S&IxiPt-OvS>NB|*sYB$Xcwr&~W07m%tCW?MiEJPwPtom-tg)XE z4h-+h67Ep!|Ne}1e(+jL=DM1JHc|~9-dKKkb8B^^$Ugw+h*;^TPoKQX+1=>S@qX^= zhUp)o!-MZ4?5poSP*t0~XF{uefWNc3bL06?M{4;K_rfDRMNO9$=UOvN89?8U`ZpeA z8^}SfqgZw3FhKzG--hx7>&(TwkvfG$MO8`aOk9(4qjtTLYhs%Ez_g)#&(-AK)A|{h z!XidRhD*VeYA|vGo-4ihOAd+KP98wcTCW+WE6a;jh$7>uA#LG+2v<>ZWtdm-Y;sUAU7T2TlMpAVj8eZjP{WzPZ z$S`adarKPSVX$cHJl_8j)^BY@^H-YcE7d%N5<&=Ri3l5VvsVC5o73(?78mO>_nmR5n z?pU+dD)FotHiR*}OPqr*^|EhQ(#qDS-IIgegiJ=9xM^*)eZx0@|HwSY1oj6HdN_rJ zw;ed=)$!r-*dLj2h%|~r^nx9QPDpI5t$p81^+ZI)06agjyUEs=YB4$=F|QSfE<`tmA zfhx4p7aA-?v?DFg9r;2UZXWXvX3SCyziRU@Q0S0N06eI?YVMWdsRLPo;XQcgKnq8MmREJOc*eOp z&%p>&GN00arp-iPn`E}$M?fM`_uZR^rzuN9PZ30wUq5i4(ID7XG=b63TN9mBLamH2 za`B*VR`cK35BaWOO({>nT2RddXdMx%Xwn7WAcao^H>lb;c8_|Nxa|)WeBy0_>1Ulm z@kq&R&2fN4V{4w%tAn@tHPFklJ-g(0BHrPmyFHK>LM6mixjQ#!o0Wv9C&(ce#VD`3G1q)4{oOYb|p`< z&L6+-LVmrU3h@SK4ns1w_IlqxOydYTFjSd8Gd8oP-$?T2;9$nKx-PB02MtKp&YV82 zZ^KS2P<+e3V*AR~6X+l$BEsC|Y#B0as6ogMo)K5O82&^g40S2WEs22(*@qnq9L#lQ zBIZQo})p7x}N_%W6gF`i+>&SMDez%c_M znMx+&yW}t(aDl*i>{aKQ()z=INaSJcl zafJ;OiY%+_M)}4DQd6`I0p`1Z|9+|`>>`w)V&UzX=9};qbMHNTbAXRe0T>P1k3T<6 zBJTtWc1A;EcSA+=UW`qAugW87rt{BsO_?5?9w<@bys0iRkn;1Ks(jbc0}FI34@WC! zbD+PD!pnc-Q8W_y@YdAQE;)-W-zD#|iQj z&$c6*9*2YwrzCq#wNh3lpHwIiQ4RnEyAr&U%#dU&dysjigY75 zD(axhulOblQt$h9%ish;wS!WETn>u4XOP+eBi?!704-6g1)4XuC0FGh?g0xQTvd0% zl=yHqDhwsJ(Os?AYsu2)g=R0~_U-25SMfl}NDWXR#|@|&P%5rLPS`Hl(HI%!W=ca( zf85DQgy`%7#MbUAH#&3~Qz=)`XA8N1zkf;)w96xGzDh0MA>hZn_33;7F&6s~2M~9+ekf$R;gFCJAi>My^YBPG5sG$pcA-1pYO&E7ON?)Y6O2$9}sa1e+6pN0=J6(S!}(4oswQHL@AKy`kaVA zhIBPqulTNzX)W2M0#`k#r&Rl)Ii(I_3C7i;1 zH%9U@Rg>57cl3b@?;Zo$7#aNZud1vpVQ-=$Y#8x)is^AkaQ?z{PPVHTL+`)zAw&3| zH%j&GUa&dX+Y4e$?SKkb#bC~n;^#!g95NM0v)k?unkaPEXtJwbxsqw+eg*fGU!lH* zci%o5yn>q1vtZCcVC~9iXIqHerjT$UmcV`c_Q`s96v?T)Qp4dWNm_&ZMQtebI^G`t)+DvmWgx;Rn;ndT)1Vme7`pmiZ#eE?UMgJ z5q|^z94Lb^i`Lotz@h|UN1PxT^o+oNHxe&O;K|Q026Gtd_=$51GJn3SLE-=k+YWs% zaKjykb+-J(E|l{2EK7S(inu$_abw)N)sLQ4R3Bp2r&x^)5m@>o;8+CAK0VevH*1k7 z5tae1Z&DevpR-n}rL~XA9I1``V4Sj=it2(eHVpApXpU~DjCL0WfWgrRY!ibhXbH;O z*$E)yvSQw1$Be8jCLx!7|4gur)ujik>(!Sxy9B?YeK^(KjG>$IlUUEosTXIDp| zR|Ky9)hnl0Q%LUtsW1~88zE)5F!-Si50(=b#ra0SkVi|dXl{_z_tq`+eMkf&{Ta;F zP;X%ScBblxzmf;hU54+Dx{G=y0C+mG2nlnIW@WMYn0tB+7a)-C;NZaK5d-|E(kMO8 z`fvHFdC`wMAKdfRlq(XC${)mYb8?P-`J^t4#Xs0bglz$@%A`e6HHO6p(Ib&`jX}qS z_{19b3(s_-(8B!K{QA&eT*B-eUvTG$Ry{!(mKI&fE+gRB0BhwDClHa7!rCr%b%OUHRl z(VDfQNk0v__SA07GR5a1{=?JTr1Of1G#y-4zXZ`cWb_IBc35s<)t0^%rU9{8Y>7Gc zY%vlkqQrDg?fu|jFH{T{>8+63qXY7qS?f2T4*+Na*xoQ{Rforj-c}Xy0_?Qx4dn{) z>PKll_ihalJIKSch9WF1d||OT8E`fPw~g!gL*yXvd)ATj`Kd>DfEj?#@n(LT!c(Se zg+-MuI5SexAs&c}xX$c(&s|(xt0AJHX*x?_6EMa9A#78z`Rb}F!%!7Y&TD3=LG&R3 zN>#6|9&E3Lco}B@@J26g>WGhbnBfTwHPN=Tu!xp0F<<{cY9JOkHSItDoPiVmXDc6e zKa>>k!XsAZ;92r@91=5CR#90^3D_>_*0U)|^B)R;HQT5YcF>1(r3Gd=A%IBBJ2Mn) zb7FR^XYA!=Ei8N>opk;4UjM;MKh`_S(@JX}SdM=1;3lZP&z?Qoi6is3h3c=UDV1>^ z2{ayrX$Y&~*uv$%B@mzw#KvEf5Wy*kdF>rYw!ql#?y}0hpUL<0jaAzrl2P8|Dv+6E z+PZZeg@~k++tAW#v+__-SKmlY&$3(PreI>4k>i%aXWO~Xi_Bcvk|+^*W%O>f{;K8m z|Dxb99{UHW%x`goER(| zcMx_nwPdLRUI>m+4jncH6~yp(*I)?>DS#mkzYPOqMAeeyoQu;bp2x%aE>S4x$M|R` zeIPA(^ZI9+v0gQ+FfGr|Rde8Qy^6fH?m1oE(R=bP-%)hSgqj2qz)sUL)MRb{qN`Q% zV#d>qZQal9y}{h{f5I#w=3JU~uJ)Z5$pH$ozjzn(M<=hyoH zzsaOBO*=MDskorK-)%!e?H4goHB6`j^ww58G3<&XpQ=>>q*{jJbmBw5U2_Qp?gw^P6JXml9Lc{0Jk`3O$s%OEaIo|5VyCU&JPI- zyA{YPCUJka9$E`zQw^F#aA!#|O~IBXZ$ln`IIC1zjg?XyciLER4|!@~C4)q9n%{Fy zg{*JkaGzp=e7Jeq9{`rWp__ddC>!pDPf4W`ZWf9yZOm01!_(Ku{vL!BI8Ft`_Kby& zcOiEyW`b`-f-2~G{prUK&nD_v0;!QZ|MbX))AAn;jlU`j)BE*Vkz-{G2U7Pat5|`{ zR7FekmKZsT@Kla>{)%2O&HDAFs4!MhFpr#Ef-N0^Ihj+5_UF=(rjwOd%vEn+PkY&C56 z?*KQz-IA?6K2&%K69?b}4rbn$>Amx~G>ptUAr*u$Rq>o)qIvvg{Tzque<8ETOYxrZ zZF|sT#hl0%fV4bY$!Y;zkV#x6-P{V$D<>xhQJt?)oPnOc3=G~CXtg|^LM9FX=JL_! zv5ySZcX|*uGO_VPe7FM6T+}N;;V470EL*ZK`~)wLj1yB*K|x5^-Ty{Day(V!$UQ6^ z0hFD0ox3t-qE6kLBI*Rq+PE1ne7*2~)A#NFDmgCf-Mu@+7qJFqU3)$}&;o012+Bio8qpQ(LqD za$yd=AnIFw8%(V#2H;5q@yax(jY4QQ2!|WiYr>eInHpTqKXA{)5|*;cZpBpF_oA5> z)YQxtOv8NNjUPsSnPpCkrylF0%X1T|nVUUI$icQFd+sU8Z$0S?&JnXhEP3#b3(c zQM!cRE|enfCcdkys;H0!Yw2uQkZQ!CwIzROP3|7x0i}Uw3OT?1D*r(`r_RdkE?nEW^)4i6!EV0N@B6$+rurKLu?%4?}wvIb6py z+h2Z1!dfG=0SMo5qkydYHV~)-~ z&uk4o;9O~nz)LiKXx>9z7EKgOt!Z(T!EAh4&TcSWAPxZzySWD z61*v6S9kJ(_n?ruwH_iJ*m#1%23JX;z|~``)-iCcnsx%MS@9mPHDw)rH=nK$;Q~e_ zVDO#>ou|Yy%1G(<7k{B;&E{L-ydr<-{(34l?LiF0$;-!-B9$;X{U$`iLo1;n!iN?O z2~d?T1HnQmpV7*F8$(>Gs)1+2f(c^=Z;Eu&jWy%o`u-v%Huidn7EuaMS5Xj~Tc-=M zNd=0!5K|mc)$OQV(EM)KVPDx#(Z1Ku)CvsraUu?pQ70{T{P5OwCmHe@r+-sUrgFFkZ@SL zRW>qrl^677+a^7&YT8NX3|bpJEa*|o_s1J)-O>F2f+?`o(6V8DD_g4H8c}td0I4~_ zz)i!e^vmvSN#|h=)lJBizowX(mFkVs3st{zndoD4#y%x+GxDY;PNuIB{V%e@*8hbw z_5m$wB7fnAzX9LnSX-XQDh0N6T z-yj1)$Npnv4~eq!6ZiI{uBV}qMS~HXn8+^M#usNUr0TEIy*_^2jlo(>jmGL(1e2oa zrGFK;@L-L2#XH;M4Fg>bPjiKYeH|DY$}pplBY9+}%D5MxO>{wpSzG^$bLHaP|4Fy> zFT6%pz~QBU9fk?cvtj-sibjX{4Yf4PYp?lfK?ER;?9^Vohh$ ztMg<{5W3_BpDB1Yaehkc6rE3@2Mq**P~!nH^bOWTy}%Mg>>tA>UE~dGkSzdl&!%thaCK~fBS_FrtedewoVhxF<3S3K7~5Y|hvlZ~LaO<=i^y-OtG zLx&uAqA|ZVu>lzR*Oz7~#Y+;TF^hU%q;0UT&j-L2*-W^an$E6$C#&PMx-iZzs&;hj zu=%XPM2|(SK}W8JqzPEugtp_Gheu(N2o1Mhs|@HIm2hFEC+B{`BVF`c!T*JGl&+;w zqNTH=6(v6z=fP?^pO&s)DyvTR?J-9&f^ti9bJM@E~TCoU4K`JHY!%pZ&Q5rbgDQ&pd#rDY$Mr2%7s%ahx$GBBcrgt z$tfo?Z0u7V4r?SX|MR;5q-oV=!klnSV+E6UtpZmT;raKMP(LD1NxpxY;B7C00vjJ^ zh$mTpG6$vT^giuHV&JGvgXOmOtNYXfufkaSTA=)j0LV^qhl-bDn~O-2#ivB|#E~ci zgTH%)&_l zl5~-DH-G*85r4LU)B0eZZ3E?&6P5)S&(>K_My6Pl{$KKG{uR0#wlYAs{7pzq%w5E6 z&O?XPlkK(6p&y8*dG3_R-!FAX{%nU~3+7qNbLTPv0=zR5HW=$JOk&ZwNV+vZMEE?r z{MNpz&9W^h`nfg5dZEm+qiB3STdyEHx#eZaAfhjj4;pOIe4-(d85tJK*Qgrt!@$a3!cC!LX)GlM)PP2?k3gofLgp+45R#Ni((Z*wFJ+A^% zrkV{vmI3((q(0;?T-c_Iu@3H4pBfX-VvD5l_%xO!y)}r%PU6SFe|}9)z5}bv9%-jm z-R-45_zbdO+ZiaSQ3tDSfj3I-w=FGOfrG2g|d zhHrh>A9fyjI5Kp+L}qE6;mVK3^{B@)t`>k7h-^b1Tt+G?s>e+h_Jh^i1KdY)vjfS6 zK9X>{aVjD7=kL(vhJQGM(h#LmZc z%>24mX{regm*F_ca>7)nVNH$m=lh5nF&cosP|&ZYARqvV@+0!zoSbhLJAwX97WZ83 zqhI{W;8_y8G_{wY7i8G&{{FLeV9|p6TrRSAJ{TkEZ;|zmgZ`UenT=hL>z1eWmT#gt ze0i`sf((z6b&Z{cZd(DeQ$~9ZdlKDljIw>{>ofEiMP-XEownWY@v*;t_XYKVfqy*V z)FZN*>-~ohy?FhE_NL<)$3SF^4WQa(hCk^)&lk^cA;Nj!)BerO8F1#y;qL|YODGgx zy^asSNPiJ|ecV@cn^Op;hqn^hasnW8cZ}o~>0KYcDNeCCIbU7qIJ5x;_2;CEV%NvZ zwnETsHDR6*-WWP?V0kTtURM&C&D8-GPnvAN<_QR^ufKC?p?H~9O=@~G;qBs0P)e{s z?FK+TBJ0sRcVghr#VoR0mA~K@71_jUfSUdHNJd?7bTpl(rzhD+dvAF+hr0EjNBMXy z*gd);_dt+NvP(07nfDlY?bQpvVm{tplXXz>E*lfH(0!46ZNkZ727NWVRT^ooAe6z8 z*i{Fin;{EoHITCXzKn61nHm%U&*jIU8q%WUha)8tP!6&}8L8S1AH0Xu;SRz)Sr1K1 z>BSz5%+~G%H4X@vSv}{NGp11JGnD0zYK*ty?YhAkTwd}(oa+T@kTu7G^(I^JY;^LS zYZf0?8f`?U5~XI9vgxtFh?Cr8(>FHD?nm>BmqO!Hs^7g-Bi2JhF+h&MTo;A;L?kBO za|>a~)`lqIwxIIgLU~WdWE?q-nm`FYuA>wEYj&0#VL0o0gZ#pl^RJrjp!)B){)luC z;t-~pW%4B+osz_^Hk4Rz#rMjoW=`csqf?5BW$bDgEVt<{*e~HS$^(tP1HL)S+dn0q z-8+tB)q4HW&40GuL0{{lBr^vGKiQSAH-=uMxw$7775^qk8Eip$o6%|ta)<#Eykj)o zXT@2=JXfUED`@UPI1-`? z`s2Sbo<{&&vK?VIWeh9@#B;())hW8(X0Qx6n@##UR&q}X$TUBB_a_LviEkrkIVmzr zzqyvigFL^GZL`aZb<4tS9=KMDnS-_BzuUag>MM-);Sm=;Uq%!=r7-_r%@=JiBUn?ests7_+-a^| z#J)FMXE)SA@Jc-F`B%Pg^jfgY@Lmv81oVNLMGlR}qU9wwI*`kWiUL^uHDVQb*I9?b z9Cjy3lIbH_EmD6_Mv>%8dRktb&pgt2q7`ZhftF{OU2@#QW z%B=0(Sl7YrM4<;gK`&rqY914t7RiP^D9`O``7SjTxu8Qms;7s_9I6|?=jK-B=*h;R z=L*}Tj4qE*m7u(^oBnZb5nFIj0%Mr|9bE1z3RxVF3-ZON0T<9GkhRE|8j|CKv-_np z+vks*pLc_^rzmj`i_V<{<#DUn>__h6jA=7&?B zW@c`t*uiATq$qbo(oZPgWrx~Yyy48GW_)-@ezDS zIOc=Ur{B-W{rA*IZ2ibepVqa1dd;VD|2P@&8Ql-gxCxg!O%UzoARv>^=; z9hcG0QqSdC&pz}x2Zt}>S^=vPHf@g6Ff$0Yx3DK$a<p(vA{U93kgm^Tp4+3&8V~44zsHitV=1=19?`ob0@E)w$$8f9U0idCV&w3A+ip9PEq7ky`7|rKTpLSw4 zoEP&L?~$nWi|^lfEOW`l2K;o&PHYc17%u>Q`3~T{UA|wW9)#L|7~J*r^gc4{O%#_% zZ_plRbaB+Bm|!7g^F8a7&$)v2ZJ~PrtD3FT)bL1~3fLVUu}fVeV>-WwWR}f~ih#$T z-nUuxc`hrffIh{hGv~5yH>Yn2u~uRo1x{{evWT5#7* zJZ-#}bvh7+zan!i!zBtJM?{gPkHm}O75itz^fy{eKkqc`WNmkF$8IfJ3W4*1lGmKe zq?-ROQ*%Y+srIPg)6GDKjhI1K?b@!cSx zlkFE+Ub7YN2vD2k-#M7b-CJT2G2vIqsuzsUea7u@yQ|_26H;^T#FcNW5F9~K--SlF zKfID$y!vGnW*~|xAVWuM?lw6jh(^qHN1T3a#!s2?9U()QMAH$|r55UkqIJgLEiPa= z2+oop*|rRLgd}^?bN!nnryI{w;Em5EY7k2z-iA!wV>mxv{Gk?p2Z(}>hwhbFsTR_= zg0Ez*x(jl_KbR@5s8Ay7C=7|#oYrQy#FsCR0kvRvpE}bLvpE997_xH~C5s%e5O%i_ zL7l>DTae=(((A#jrz2lrKl&lS45)G6Ux$bPiC1rXrvDzNjzal{4!q^5TRfRlM_h2R z5Zl8!&A8f)>cMa+q94YX>-N#V-_Ux0J3JQ;vL4c_U_9mz03`rh6Z}E?o0LX|QGh4o zhy72!_b2H>+0Rgf3%B1Z zxI(LOCwT9cm~V0w&FYz0lj9F{qT6tI_CvKh#y=iR@dqDzGAnziUD{vevrZj;C@gsl zwjhthq72aIK99w5MKqC*TUflr6Wyfe`6mmP0pv#e_rgK|;2+|1VKVfB7;M9kJs-v+ ze%4Q3-_|y-Q*>?mB@GP?X=joV2r#<*L7u*Yh;WBw$nYUO%YXC$XvpK}=eUf;U?gkf zChn7rP|9^e9L~{oZ{-!0E7TlM}~*rlhj@~a-L=vV5_}kSJC9q z2=K9$>joFewA*i1qxN0N^Boz?tu*$YUC;3hp@oYg^*j#*Y7A6ouxWrFCzoq8?M;&R zVkq7Ked@Pn!jZFrEPu!xlwGrS?QIl9 z7e^ey%Mb({;uv!dE|Cz>UEM%)py*G(%4KKiXUnFF0`nmNBj+>-2NKRB`-s>sSsTQ? zAnanz@xJ84wAEVC8J!+1KE417AxY)&QsqG=DMN{4kXDC0mAGVI+y~B(4`8ZZv}4j^ zHg&b=+^x}Do<9#>cunzHLqo$dl$ks;T3Hqk$Q}3e=usF!tYboNjJbRnE{d0YvaGBZ z?!o|1K=rO%ZA(~BE>f)Cn_G1m@g(92~F-RlR3S|*Q{9s5$kSEXf+LOAmJOf7FCrK>ee=SWESQznEg-oX#Q2T zCg+t&e1dhQT_w2de?xWtcWCAR0R8;;9~xU;C2!|9aQ(#?cFa;J%EwR1Cm++l@jn1? CL4ZR5 literal 0 HcmV?d00001 diff --git a/img/stl-forecast.png b/img/stl-forecast.png new file mode 100644 index 0000000000000000000000000000000000000000..9d91834a9135b1272747856bc5df95360a145245 GIT binary patch literal 32255 zcmbTeby!u~7d3o9MM1htP#Wn5DT7c-0ciy3?&eUU(%lWx-QCjN-QC^IyN-H)@B82P zJRgtuUM}pj*WPQ*HRqUPjHUM{DNz(8LL>+Tg7V?LkPHO!fCB=7Gkt;pep300^AP+8 z(fqxV6$FCX0{aIpoDP);0(lPkAoS+5ecaBhtNDmc0`;9<>Kn?WC+y{I9KoGP6sd0> za}t^}i#CRLc7EzKB#EX5X}K;C(ThIDXxJ z9L~bW$A?Vz=gYIYcMlF71NOD~JK4hv_C@S3jPmCvJcPc4f3C7*$K?=$eXZ!z8~(Yb zV^DGA&&PsOiZWmPxkyw?`rV(40@jM55JPQk?Fs&ee|}RO)V};X@$MuewZh`F^aDt9 zbF(elw?FrxPuAA>KHdNSeb2W4KM%(6}FI3P=w_TOy_F7r%j2bjc~NCC$V62^5^p4`@6MRI3iK9 z$N#1Ul@-ira^_+c;lCdQST475;S&=2+_+kQW0U_kMV3Kd54xojiMCY+{u{kzVc|If z0)nV>eZhV;N=oqKe^2VUvFq>ZqMMtTqw#lESJ3(S6_#9FzJ4`t;fXEs_`5{Xgzrmz z*l-K~E`itstxHvu|K9a|SzT_!JpywkBq@kd6rO#2r> zJ8k}EJ0$L_|GlQ$5Ka`BcL|dJjmqN|Q^Km1he-YRag*8E*x9wu(dk?Nj!4t%S7ycW zFW88`e*OCT&_wB9#95ETWf2(F8UFXY(RX)5wrIa){#`vZposMJ>)%LehpVZYGX5SSe|MwiJRPa-q|8D(ZZ>?8jbe@fw*=tebbbejv z--jqNY({l*<8q``M{cGYZiz^oPo!br#6~aw-3#CS!XL7?3ipnyyZU2MOD!83zbD?`tXEoS8QaiN!Y(SF8VI@) z;DDHea6$+alFIgt2?@cBFBz56Vua3Zk1*wv-k%i^1 za^i3D;L!9WH(J^Br2KqTJSMf4tJCenKHmL>!*f7gk-pHn{sfsXC+U}%-Ja8dcl!Rq#@9)NjJb3V+^7ahT7OnZSkAfjCgYpkFfeXlT zn?IWs-=FcY-}O&M6`|t>vFs!{e<2_snDG#S{X(nn^7vUy!#Q~9*YXkVmA@4wKAG2oa4{G8zZ;{;qhaedC}_jS0(>8ht)51g}=#*SkK;`d$-~X zEe=weUBSOS8x~hc=b_w)Jy5`?_G|(|OXD$|d z04C(SM+;eK?cYF?R=zyyrb`hRpWdDcM@s2yPPM{}>)wOw$So*9`~B5?WZlZrGM5w? z_C#sy+}!wfIdUKSab~RgXFEDN3N=1o;fJf*9JewXJtjtt>t(gl{;=!ypZs4B4!D3j2#3ulI{SM}I9U>N)%F&!)y1x-|aqa&rnyoWDqPbTkbu z?YI8*5-5!a($BXO4Ye{4X_s;zU~6 zN(MeAc<9ujBy;fhu5I)7>C(nviY=OOMMMOy@l+{ddmw3hpzDp+LwLB-ii&A|df2{{ z<)(%6m(h|=8QvPrIRq0v!H@jq)vH&9_J^9Vb@#<(aPMAy3$lsJWw-hiKRfJ0!Xx>w zPtNC=4Jg`Jt1raHgMRpFaK!rKh|IbkAm*u(Go1A@KWF%2)6??w~e>HVdv&CPntm z8#u^9=tqGf2a2hi+xdI`wZ3@Xt)857*V* z{S10Xfsd?tdv%&3z*L^Z!O1zr{1SHIahg$o#OF9ny*vb8!UxzmI6UR*lJDL<@bU3k za>>ihMYgfAF^JWZ0ztF+t{XS++c!8Y5lwnFdAXsYC@pC%w`exKrJiUukgUvMQ`5e@ zhzpw%F>xs`E>7}+=g+8fl}7NNGclpLG|ca5L?tIDyQ>U<_oQJ!K}Me9f2fkG^*{=j z1Hpdb+hfR&l;GjsY`L7uNB-cF)bvw7FImla|Fs`DFUu51@Ecbxe}iS*nJfXzh$H=D zb!CO3RuarfMG}bG;E|I!-e4X?iE?==R`6^=H#bhImFB-;qgGbpQ%l7aLh)hY?-6=A zP^-kNGgJfzD(d&Jh=}B}vQgM&rKQ-{=ld1^F0*b|`eR6iz zw0xLa`$bwBBPJ$>9v`+{f*l=EZ_ZCoiMTP>gB+&gap?__j}DsA$kCr974-9TJM8Z6 z(l9bgIn-FAzJ+a{_2FR&%iR2tRFyxkZc#G}ar?@wfBfEW-LmSFjLcHUt_}E%geeI7 zllV@LgKE%BdT&nvu$+h!z;fsSiWw7z z+rmB&9gPTi@(`ZZl-Bbrvll4ZH1&1EG3GvR+m;WLa&o%oegnWAY!GLUL1Lt@{{(>O z2m#&X#A%RKBLbSAWc$RJ)n6hsT(mNgO*?>Gc7S$&fTmdQ#6tqzVFAg(pr_v}GBPry zu5NZugJx)Che4 zJXI#p{s@7F(a^)gm-Cn7GNy5z zTsm>v?GX!Hu3+(9EPS7+v17V%5fr%ENa--X9~eL%%m3ora68@5`s^ZeN`D zY>nMCKeDV4*J4j+XAzX!M@LUDrK)OjPXjh>h znkg+%-_ufaEb>9m=*7gug2KapzJ4BLE13?9rat%A36cYj}5aS!sVr1{O$UW^bi4v~s`x`ZJpLT&)8r&e2tJ0t;`|J%T@eDU4;!I|Uf>8aMy$_I~`Naf=E z5y&D!ywn6sT4g3&)2+aq)3Kz}>8QfR#d4s<<`Ct{`MK6oi+4w7=Nk=;7kib*;HCU^SQA90#n-If z{QA^U4td1!8Hb~Z|9s{NI8(Fv(fYSCp-Rj^GUx0L)briEjHD!ec58A z3M(yc;)fN$_5X4qhz>8)VCS?>+RY+*Ly6~@twX2qQ{Ix?!qzs=(F+|Yzzwxi>+4;b z_l(R3qK1oo^QZ7 z2x6tqbl6Dh7yDB-6-(jBynTWCwD~|!v1|jkB{%m@E6JT~giYYEG zW_P_G$&yWzva7M)#B@{nVEvkV;q@8hF_{>eC+aiz@$FR#pJsqIz{UZcg3JeO_Po3b zq-cKVp3F(zq8i7TbPYTv5?or^`2&b7bf+fa1fCAXLXS=APR<0`V16Ph2L+HcCa};mk0_zrB_WSkw8^l=7FaEjOH)~vW zG}RyJpre`oR%e$~a1b>IN-u-qrheyEpM$NTj6|u%H1W04S#tm>dF<8Va5M}lU%JJq^C z>Zz|E#h09Pc~;S!^Hh^^+4Z&nYD}a;ri`{Q58cnhNiY~TP0pktHb3a&jrOh=#!F8O z4r@`0+IV-O+*yq|IyL2UbaW)0*x%Ll_Bncx?TpZh6X<8!0-o_gAk!6QqF=sz(Ps6I zODQVCz`?;$EY|iWx1;hCCPOhk-|G%`N5HQNIb4m*Vsg%#F-)T}VQ}0b>F?N%I^AwS zfb2|jO-6ld)mTM}060iu2`wM+*Ypc+3^kq*R4;G|1qN@zdIkBCJd4$&)`n}3w zwOC>v%X?Zd7A05NIkyrf?C(8e%H`+?-nxwjOqGYw=T{sgmzV2_qLPv*Pl?D_Kht2p zwXxv};gY3e>PhBlxeSK0Z>+9R~iGNcSAv4)> zSy|by%uJfa@e0$~t|kvJrNTQ7{NL(<0U00=zO)fP;$*4`K3q_8cFX4E>2vpDN5^(Dl@!NyLtaXJ8)-s0}Yp~mx1=hSx?PoOW?r7KoLo4$x)Iou=JU?yFUZNYTH0$Jj)^awLL82Jxuj)eSeI18 zxD}44=kLbaf(Z)h>Yf>m?4r#S18F{bLyPQqphNCzVrGK>239zLtnpPO-YqdajsotmN;=)_+i)Z^PbT(COLkBTO z2=HRZDj+4(U`Z%0X6=dR#hbsLJ14F{k<3+7t+lskY4;;wgFW12gR3Bb0X$pBoA&u@ zkqtMiQ9e0ivF@DQ+<+%r#%vrxz*MbdCV`lr&w4-gRVp#X(MohRbt0FFz6SIOOK{X` zunF!qsHh#iy&x~8zp`3G222*td_pIukTz#z_s{Q-(Ut&gK~%8Tri9nEw6qj);y%5k zAd{a-a6X%qR#z$f`ew?66uZB@Q#fl%D8Jz{wg8ek=Z;&GX9B=+B;zCVQ^SI4I4TYK zZ_nj(1a7U}7tc*jB6!FFq7R@AbDv`mz&`F_27HM>&9INRtzNW3WpX7d37`GtvTJYjq72c{(PYv+we}0S%8Je8dgxA{IzwlJPn}BdoZ3UgM4BNsg%T?AbEboRl#N5eZ2f=rvg9GqcGcB+KR^s) zJ~r-(<5^5jubI}d|40%IK#&B;*SA9ejIC0zp@6itwHwB92!L70bTR zBTLqH5>OwSQ#{O7EQ06Y;IQATT9+UUFM|<{per$+sT|z{DMKi~BZ`&leW@AqOh}+Z>>p6ApUE?#iY8x%(3{D`pG+66 z1mQxCjvFPx( z;M|aWTw|Mu=IlJq;ao7OCoA;TePdpWLa7;Eam0^h>8H5yv*DcD+LP*^~FW<__hW3&VQD4n;JU~kg$Ox$KO%uPe zjo1H@S7j^tWzqH0(mpLc^Su%a1?G@b{f8}t^w-8SW%M9TNtEM2SfEtfV=O74-IlAs zGi#CR+oC4ZJNh5=^|lHXqi(KMD;Vjg#z(*zTKJ0 zEOGDE067cst2=KHygxSA&}fOqDswg(Im;N-r1y9P(p_}uIUb#~qGHFco)CNbCJJ>h z|0faRBn3l|hGhg3h5F)nzQfx6Y7=4MM}$N~k|e=ALSa_))aThet^!VjYRcJsx|1Dj z)W3qNM+q6$&0q00ha$1*y=0>4L4F#90l-&hd4r(I_JG^BL{y)OzO= zr3z9Y0ISE#gV2MKcjl@u(4VamiFC%YHN$JS zB)7p!#luOHF)@9tPI#F0N*xP>APa~MmzS3@4eD*!M<20|a7 z6*Z-{RMgw#Yz)U9tvv)<&Rx9h`8TZKlFqptDtzQ@L;9_jl2ql8H;K?a9$13VMd`!_ z@WR5E@O6U8k=RVF0~UdV`PNy7AbLX>nGU+BqSnc`y8s32ai?jvRzdg-oL)SvAWH{7sDI? zYz+NJR62U(0_3ua3|B>nFX7XbwKcKh{nJBU96;wSY2 zQnyg5#sOe!whElKt}cuO_>LyPZ1B15YNw=s;m|%rB(QrXXD!wY;ox%JwPm$?Hl>~l z_1aesF)df>^{`{Y+SRFFhb!H#EO}2Xo=Z=lz!0g|b6#8y+$dHZB&I8dk(n7kcX#;F zc?D25*4A{ffSePiTKy=TyGp^IkciW`5j57IJ0a_o*@+v-fsrv(s;e7&s0F3kx~MtT zA9Jt<^3@ew)~J;~_U9q|!lKTG1_TNaG8!tY?2nvGNC89)4;Y02#j(-s)YONdbOR)T z@$EGvl=`Fmtuy$y$a8dN4KQk7sZ^>^Xqkfl)PocE;XWF}*_bcN%08g~EuC;j=?EPm z3?x9Iv$AXw4v|CDAJ5O)|CkclZnf>51_jd@!_wx(HLnN+4TXGFmJ(nQx~2{lUqu5BY_{jRmD&^Tx-GG0)tC(#0RgDc z$8UwS0&?pNONo;n$BpNRnBc!H_3=Rh>70;{4B9c3L#4zrFz>o8Bd@cI0-<@yx~3|b z4T13A8dO&|eUx}el*u9A1TwlJjBp0fp`>2`NEhieFJHRDL=1e0Y41xz1Lka7st~XD z67DTVx|tsT&v4@S?uB1}!xQsZwoJf9F93SH0~D7Fn`r1L*cEK2{_LQZ;E~72uTdpA z-=1>Jo)?TNA_5s!D;QwLX*lWdHAe@FR?I<0(M|tJAp`13a(ei(kn%m%n=o(JOuU{>692rtS(Jp)$QMiRKBaDjcGT>kW2PJ+ z!&lDO$YcPcE_z&^rpS7hZD43PG}7?MT&jSOTz*Wd0_Z3OZ{W}{ zR()9Awdt+~yofMK`?M}6J9{ehI+{jkuTEhamlqQCisR;(g$(_TJP75JmC%n%DS-mT zyN4<&Dk#%b7?QQWy18rK32CQ~jmcx<;u2b_7oTMhb{W(ep3uX#+N9ILy+j(}CLQO^rd(k|NCxb2J zdP>7{Be^tP<&Svf-jJ8;8W>2>dgU4Q_FfJD*2EeBg>t@2;e-kwT-}(LXGH1}RbSKx z2w2$+DGdOEf?ZW3nbh0J1Nq!SKP5!1W3RLc}Zj|en zM^}OhqX);yoZfwUS3XW!hjA&jDVIWx{3eK_PU=&2GR-n)^=E#=ma*KPp2gG(aS`J$ z!_ag`HE%-hw(qBe95(A-wG4t>=ZMitas0drPp zzWDZLcK$X#SWAM4m9%MCJmNt<0Q7}<&xM4tXf|(uVM9l`RX%+1wtn;tw-`s)(HEZ5 zZ)X`Z-c486FjiUX#h8+nwAEtMqg>T0Og7yfFDKKcABYoR%TG;BArq*+D&7)i!bZ}V zuXiRFP;9hO**3rDW|$fW*h4YR=*j$t zEm%Wp_n^xH-Ny6PUF{vYP~$YJSMEGl$zSq7aX-a()QV35bwKq}dE6PUf-LIPxZpvX zNN&kmGL@j9;NDMlJG+W>)MFqyyb}=-849#6v|JUta1t0M&B)G1VrsZy1&zT9xuBr> zpl=K=YwFC8w=ZB_T~`=w%ziViSyLyBF$YRDV0vxQem;49VRrn>lccHKWEyjBZC&u5 z2T15IL?vl9Os4PyB~%>z7r^t2fVMT9bCDhW$yd-<`gR8R zT0lPwrpUlBRz?#V|AcLTd{!%74vzzn<)n8Q@p^1LVc`P}Z!7o-tdV(0# z>u1I+CbH7f9?jqG*)1O0n=iE>)_A^qxG)wm4d|d9zoDfB?#~9maX_0lfzFubf7; z0q1|E!zclw$$^2d%5da4{zP0rH-%^9ALe*sh7o2{&JYb$uYHiYGPAPYn3yn}?a!N? z2YHEbyWDUCy@yv5hXush<rtp=PN&O`V#nkfmZQu zzof8mAcUbyzO%PiGG{$hLRXgx5UB#!J8bVND3m2nvV&J08I@A46cjFO-hLb@I@m~= zZ(NW4v9`v0*u!>3mC$gh3sEQ_l*RXfr{Gn&k9du-O|Mxv?7wGu62RN!Fn&H`70B)i zDF)3Cr;SmNA}4NlhkO*D11tPDH=RJd?bC5}QBY-nO}~yK!$w+!&R>%N(cX7zN*U4^ z$72Oa6^N76{@K^p_kOuyJ<*i}wB&#;!2A!xK0|Fn#!)eh)7fLpOoZEAt2bEnPq72XNvH$S&JrQ^_%25(3BrR zwIycU+1`E!h{RQZJ+i*Kyv7?gk;YZKfR;hx)4KSF*HrIdRsWk%H zsmOL$84#&PEe|Dt>jB13%r6*6WGYAkUW2?@5LR(%itAl7Y3p^i6p@=E}P+TLR?>*%{Xv1eIj zez5SS7SJshhk>qqOXWH`I++Cp6^>ppAiFhd9W9?`8>f3%oQ7?8GL{Es=P*(5il^CpIHPz$$JR@jitth^{mi=8QnbNgyzde{4)mcrpJtxJ@<7 zwYuUb_q0Fiq&^%JC5^V6mz0!@C>VJHx(ApwCtWg@e)9fyNSuiPb9v`;@>lQko0QNq zubtG=*s4O8TgRQby6F}Sg67Nt?_yCC4i~V* zYsIf#1ohzQ^HwZwIm$aDaT0me$y~^+}AEn0}18 zxx4$befh(MO$m6;uus#yPJdlsTDIYXyS7@x>5{P6a5>FU_m3(C=GW|QMK~xhO@HCV$)9`m6V$i5#!^3vbp{cim86Bt(%StLDzum?X~>* z2%i=_r_#uT&`wQnM+g34k?|z!mvf^L0sXqMTqP`T6AoW53(l)5pKGh8vu|f-wlIe4 z#?iolHr70386;4^MbMTvP>>-Zu~7vfJ$(vFA|TzC=UhQif#uldzMh|NU*sy4=(Z5} zBqWeDtEm8ElEvN(&%3?u_qvksQ^6!--4XsVPX-(%pWh+4UQf>xa*8m7;( zccuX)VB%{PaN6{gDavu;V4_INgBmR@HaVG$bCE*D+eF6jS~pLvj?k?3(Btp{t5?(s zvle_7a4fkr2rfE<%{4MMMrga22{bH_U4XU2VTG)+tPBUxfF3gqpj+#SdC1PY$esY2 z-{h<;+MyhY0oh8Ei9$GDyFGSoC*@QmL@$9JrgGg`3(+G6IlK9ICpoFykqf8LFyuk& z%S;?Tr`#=VvJaBd7V0;tE#RpxO6@~ol}={3z$;tkEL6`(hk=uEjpQu*x0D4 zZXK<2OGZEPV#CA4;^F1gVV*Ibx&)L-%=Ne)tA2jHuE`e`!6Zzl-A`C;e+E#?4aL7N z3Qh|q^ygP*%5GUSQGzl|POjiXNL(&7-VLF&_E&(peT+uZvN@blWIFq5bP=_)WxJ02 z0XaaYt!H$WroL>C-1jV7u1z{8yT=+RQ2^o?01l%x<@f zPQ5|X2Isd!4ElpbeS@ASd4*c-pKlf(pKELm(bry^UYLncgn75HrlcC>viTBrZqz|g z5WYu&Z2gUVNUt-5GM$)nXKM@i%?L`e^xgtxDvVY(WNr;K5gP`c<3HRa%g%IUNdvMFD^QiWWJjcJJE)e4WyIUb!lR9(5BmqOw>pe}jsO zF90gd@(Mu5Gv2nty(ND8Vqw;fP1HDYYYVC2-nWGn;-eWWYw`w5ID{r9_vmUH*gJsQ zoSAKzQhMT2d#P)mOIFlFvq`uer`At}vf=#A#L)09@Ws4I8T@z>2i!Vn$aV9;^Gw12 zydZMNfZsi2{u~&!CVzwy!$KL*X~1c(>`47vSy>tE%OaQCtB!SmmgXF{86a&WNs$)f z1;H9miU39C&ksFQEVdEfQH4pF;E^FS%HPDxgn4jyePcFAICyO(gyq7C0{PFL+wNAY zjE@z5Rv8cqrtqPn6T&kJ4_AkKl9<7=&Fos;2DW8z4-n)y`m?)3oN$d+yTW0l^{?~E zsVPIl_inic{L1)cl0V=30yu2sA_)cqIx@4pP@BGyQ8W0U$+PcsauYDrnx3xv`LI}j zkPJAViLTVhmLt?aylB=PG(8Q@bJ8_3F#*l8e{OjlC@2$Pbs)FBl~12Ol|;Guur^hu zvae)fVkdN0lfOs8ci8g4{(AR7<1U)bj55`qG|@4QYSb{`$y08duIi_EdwVK5Z-E*Q z%-we{iiMH!CsjwDfSK<}7GbTbs)~u+(Akj2>IYPgZ+be_JErW|*x2Csc$0}+p5P&} z2yl2r3J83|PKz{sJ)M;%e_6osF&28o!q--z?SNJS@dEHB0blmTU-_5bfu2CfY!!%J zu~~sYarGF@Q4qazy}ddGNn78*K)O_zhrohyc+37Ymdh-_%LDqfY@N3O7Lj6t7ltSY0uT3q|^M(72b$&}>I%p^);!BYWsy!u-ct%}67zdHd? z%EDGBX-b|Xr8H_pDZkTl5(!xEz#1@FjFXXNErGkf;>r$skc_yg|7}m zZmr`CPt6`KJUl!?(j7>)Vt9(0+W2qzK(z%{4VYXFVoU-W*VZNiUitaaJ#g)U?%_AU z7bue<^$y3npx&zNGs}6;IofUx<(Yg{DL+}5C=w55P;Sg)V;1Whe$p9ZJq6HljI&QW zF0ga7hjOu_8q3 z$yLCXRm;nXi;1xph(vYn0DnWNNV%Q0b<(e2a9|oaH9j9of+?uR;R1n#30}7mx?krB z9B8q{KgA`E0ERJdS!;{;IPs+2m_=XVI- z|3K_gcouS6Qbay>*^Jgay?u0qATu+B58JQ;{S>|WJgWLkhhTt) z6c~v`oFHSy<7!2kj|>eBMcBDGd?w_Hc{?McqrE}Gf?TPP{w>QlXB7>jHiCx0TN!v$ z!Cgo??Pdvl5HSiYtgNh<`8$fwww-Pr5vpsN14Bc#Zn7oFHu1Ol%8$({Ddw~pzf`AQ zp{#?sgsFReq+xI{(hPC|=q2lZ)AF*iMUW_&H5Czs``wf;+sq=Yp#to-!2bIyFAwF9 zYEFXzTw4#Gi_(by#Un`rwM#vM>Kb!4JBaH^^1834CJLdc9j4g zf(8>6kOYaYcU2mK-(kruZsv;ge%Te`_9C!MqZy$V*s6o67Ig_pNJxrg$WeFNO?!R9 zqa8A`+oJ*G_Ojv~gn5Bro|)C|<%7ltYmDPgcb9qdAFbc$luszGZ;!JLjId+$_Sz+9 zZ~1KYPa~^leIR#fP|xOG*9RaJ#JK%>yq)#@crdxB$POvzcYCaXVgE^E!=cEDAE7(X zb<<9Jus_DXlFK#`2XCcVW6KagD#$2IBMt<{rG{;=+3D44@d3~)bFw6NZ0a*ibUq^h zZR6SQG}qE{;@xH<{j>J%f`))9tMw(&s&LY8Ie_wqXr~VruQ_2EROA8ByLULJVP2O2 zU8*+uNY7PwN7%NQtfNbDeIf{w^U=A^ueT~HR2Cnux zzbKTz`z?GAm1ex)t@Yc~!}VOH2f%D~bLo1wUPJ#Z5JPd~{d;i@GT2*Cibp(0f3o2y zjeVVTx`!d(1T^7fxC|NjzETVV;fR5Nugp(Cmk%^(zWbYFTQq9mw1&J-K*s}ENJhpT zOtt3rSe`tJ33d&Y5AZ7KDhm>p0ng6j`Ssw$L?-XnWY>9fPme@*-{{HdspuW=t7y7c zMRW<%rm_{q3zq)k7aSPdGh?=o?~YyT@nD4zWNr^2u>mXI#f8>#-!H{yn9qBnt#aIy zD)zQr0|W2K%Z(AKyTPJQ7AHMSDa;HGia>}1zGxpb|7l7#HZ0KY*aPzk$9y}0tK^bx zJ@Sf*G&T?VJUkHO*sL|vB~4^7gXKkjICc!=Pyt4!H-;mM*N#!me(}+C8%AK%LvibT z@bg6wLV(6#gY~g=o>V_S(P&Q^ddPshVpew=v6rcLc&;-_kOquOn551p!JC0tv(~cg zY1o~5oinzv)#6hY%b0i^nxiYjAE|}peZcN{EiGNSke#2P+wrL3%L_ONGw?8>lI}HS z$;MwK-j`5gRu^gttEb`(e0y*t71rLIEb>;F(0pri$|McY$y+|S_2!H4N5{t~#L}9; z{XS$2WpR%(2xTFO9EzM9rzCJ3%~h#DRd+gk1b74e%NKT(A$e}b^Yza%J|?!+J6{`< zLcvyARr%UVKr#t01H1*;-i~9h2DOFtrC{NVWY%z7o)yT#&d$Dc-|7%Lu~K3mf9QeapHkMg3ekX83pwa&3j_e8JdYEt;v*jBlLfbYIIEnw0ZPR|LZD1=!{`~~fHDn-u?{lN-k<*Gd+`DjBCQ1BeMuF9DAP_>%V}V!zl&8s7^fq5)4#=?TlIVuMRv z`e(60>th%)09Di5RW#A*$lD;$;@0ur>mILDZ*sCT#}kP5S$?F6_Q_;}#3I72qaA0t zS64M0{P|xM-oJi1*s5Z4${s74LhMWEofVCO_z=FDa7Ia3^@q`<7+Jk2v0oX$;BOQZ zB6R}w%7Kq~8`bD}amo2N|ZWK zba5}gv`5CwArL!z%d0`f67#-MdU_kw{@x>BU*LJB)rvn&orT4i>#2gPjsuqo|J_x= zz2ivi9XObkRiDGRQGi|X8x#i#d}&Q^>J3)fLDAORTux73e`^E?mEc`eDOw~ztsVfbL0I<|2-V&x zqJf&gZOa+xhsjd>!rZ!mFsC0Kq^7UnfEgg~a5alJz}XF!?Cfk1G)Ct^OU0}wi-3`U z?J>&0G*LA*wI-2%5N6=C6u|!EeH141^|KKWuMLKt!GZ>7XJ_ynyI$i4kcmQ#2LUAf z*;$#=p-$;G*97PS3MpxsaBigc7caqL1(ygKb`WBsGdMolJnsJztj1ZqbjJ39cJ>S# z837c!XNOG;K&~_Ju{pcG^)S|vepl-qMWA880T@1D_ykc>E8 zhYe}FH)F8hNJGnFp&^8!3E1pIJF|8;yE38TDEs*!o1abD40WuWvl6L=h3J5=^t~?Q znsxm z>t;x`jr;t)z)hv=nVzM(x>qUp!cBMhNKOTk27S!G$Ei%jEe;iuDBm|AlC!$bVjdVop;((bTu5GnE)j z^%u#ddh})Nkz-9C8ft({@&n5moZ*UO40)x7)yJSx-ZIOQ%s$KT>iO$WV9M9$Yr4~R zB_uDP-!_Mv_uoY_(KRG~+K>+pip_C8)dFX9qj-+r^ahWKc_lU|DuodE5`LgHX;e~I zXOh#-z)Xh79=F+^?I;1_Ol2-p$KPg*4Qec`r=QZo%O?Ma>gbF?8AdTaNH3baRl12GW*Nr%y^sIjg-Ix&$}Hj!k^?VTMV7ngdCb3M_57+_;i(X=XqofZWc zGgYk$53gzvki!uSDjt9WBq+an2_5d$UpmLRwgUFgOolpr8E=y&T3f#sqKvUw)Z5z% z#*ebkq{d^^aCd=qI`?{& zAT2?Kl|y=zRaBNe$Ot{9H8Q-syWUSpPHsxapv2>!13B1uu9j!fr0gUe3-4Ae51QJDc5W^pa-@L^NAIL;g$o#1$VD3Sy1yZv(sVo|`gn6r} zpv!8w!obADlZJV;|I6)HlQbj3-k_e^bA*7_$?gAsn9{cIty=rj>>9hz%X_*p29q@NHpi+j2oDkzy zgvKb1!?La5W#>l;5^2p&REroLz?gtjtZv|MtQbrY6?N*(tXtBx_286Aen<{l3%~%@ zf;Hsy^N~RW4L(*kj>m84$K z>4F)YrZypw(@aLx`|{N1ELvqEI6%V<~kii!U(p#%Iaq<=*^VT zqKT&9)u5bYV0bQsjgI+si=l6ni4rJ-ipfvMwLg$c{VM%r4~~GD2y%tdL{kl}pJ3*g zgAPJGl2Q1}msziZ^OF;NnGqp7kBIOIm*|a4My2A1pl9A%PYTC+OB}-D7*4KK5Cd9| zi+;M%2L7Qw08{|y0^~?QKlcJb4NN18Nj{Ge2vijnbNp5_TCreH725Qm*O)}{1~mX?-&1szg#`G=MgtM$H) zmvQ!50Rmh@fROAUvi-lB?(Dfv#N6CmD%33C^*P)sbG0(DNui$!0&IgP4^dZEe>TGl+%R7{*B**oZ~$esKsLRa zGQ?PpmYlpfY?Lr?eXQz5nWRWwOR|XOVN4j1Rz52z@aA(#@*N`m)Mv#p12)c-p(!=z zQ#s&1_%cnQ*?LB44h)>Mv;;Q!Z8WW|tukDT#%5+839@Pcl>)fd_GApDci0BNTmX*5 zS$apt(7creN&FWUvWTe6Fay9q7Ry^&w=2|wzk$`@^K6CUrtMo$e!xhTpvQ9(NFo&jY70gkfTCbeFyoT@;$V`DD9r;ek*$Ti`@hdo??o|D&jV5Dtz`USC~F>eQ*1 z#!xk1h1QJK>Dn@sK7H$i#!zWkq=$RdFfmueI%l)I6q*8~nh z7P;Qvb=(8jJW+XG2I$gGg};Xb(3@DC378mRV256=FcO{ye;)&&&ISht7CP1`eVkI5 z=$Bh__9sgo17-;pgdosSp!A9T>m8GK)?|HZ*_&Um>V|gN{~q6Jg`rf_q-^2jc zl*j4K-A+kLMFQoNyv~R%9Y3PJm}X#X3>ExHuhIQM8Fz(&>dQH1^D7Yfbdp~fw%kZ zbz`9kzb!>g7LdrQ!c=y_VGLjpH3#Q5eMNNg0h|ZiGr07TS^<~I-JC!AwH-dv&x7H_ zJ8YOcq}pa1MjK6BzDyaOe$QX#Po$+#9WO$hc@7Rtl^aLTHnWVlKYD7u(h;0mad|R) z82tS#MS6^R>^&i_BHy?HcN?fX7_H$0`u98$;-q0G}GQ`|%$ zB!mz`w;^*vnv9uJRECH|=FFL8NQ#6^$y|nnWGYg>WB2*~K5Ko~djELewcdL@|2$#e zdtdv!&fz$Z^SJV=mRY|{Pw$#8aEj5lO)k1MbDG=F;LUyEV`%GPb@Y>7s5fLxh;@X= zy$qi>D1S)))hhGzUmp64cci+LRYqdMQc`|DpU~pfWQp{dE%Rv*@Q)It_ih{K36Lm7I;9+_5Q#PabGX664M60bL z$nt?#{#&@jp+CP@^6h(sGK3DMR9Ns)e7|^BxJ)EvQX--_tXek)F7bR!A1WjVjFW{QDUsZ|D@?oby|$FraCdYOkUI zqeiPq7n#w|RSYA;eCe649}n66$vyt?rIcgrm#rJVm~v?kdGkUK!|+za$;V};x$2!= zUKlwqQGcJ`JI;7`b)!5t_a+(zFGaKu(x;uT%6ZQUOG|%L7cVi?au;u(NIb=K>S1u) zcwB5OgNM99HsBJ`E8fqal{vro(QC&IBqzbhI}cM|VB2vsoTU!|Pb@$gZtw+)&Ur8y z`~NL^-Z012=kO?TP?%`&7FcWi9Yw~zG;W8lFauk)2d4ihtR790Kf5i zZSd8tP#6gsn&XJsw+Pn27$kj2`^``8J+Ohsn7oqN_aE5)*zPLii7uf^lAsd3k+Ici zNmAsvuC)KNeI`|yvo~isP_`z;ATmf1E*Q0bZobwiT-Vr8?qSY7*nY3~bdbx~%MoOe zT>}#01_dwgW$@gRmlD{ol+&U)=JQ%^*~lw&;K_*#5JmdEQqyD=DIaLxvpB<$+Ww#B z5|oyNwdfy2HFT%LYosUnv4T)oi#o2{C;e4&QGZD$VACcPs%J)i*GR2);B3`4uF+Y<<=ICJVa6Q^!O{ z*J3;gvk6Y~1+Jf8KUaOkin{n*LLpD|a_0w>?{J>s|8NZ)HZbS-)@_2BqwGV!8}uu8 zNB3V$y4HL*Tz)8d;?VKR-Z34j-uy9kQtiFN=4WITs`{r!>9k}Ne<=CP+wwLZm<`y$ zOg~#ugPDFLwnPQa2^1B)i2AWeMW^2VO$ESF$I=zo`AO<`H{0;gO;=u7^Gr~DjfcON(tAh=6 zu@~DC9S^dWf=tx)2~yms0v$!>@r-K9IC`e&5p+zSnlLFV=c7 z_ZK76Akn-~@>$y~_tRRDdfzMZrP3Xp=|S#GX>>2cPn9x>UeM#sJuB{Xz+7UF;{_Kl zT@0*UkGB2C@7qld66xNdGhClNnfP9}wyN%@two{rmHie!#+IIeiAAc#Y#QfML52Fr zaml?0y)S^9p*DY|2J@u+G(oq5+d4Y*8dtKS?f9D(H5j`N7U_2}^G8>*McAZ2}qgoB8iIS4BTpV~`vn>2{Im z6oM0%>Z5ywmtR1v1JE!G4Hm?-~}a)EACsBle4%DE`&YEJ6$0!B)*`n5*n9~;M~4v=U`y9f>O%k zHj=)BVm~^;zehNJZy=-^KreM(`f?h|D=DR=(gg`#gucP@GUbDU#Kpl%^#awD$b5BE z^>h<%p`(k}Q9?Xlyr|9am& zL1jxH1N-TRfq5OITF26i3MQ#lTWJC*ylM{C&)L0PR$g94r%OJ9XE6`as*&7^**c7W ze9O6bWe4BM#0G*homahjT=(R*9JB%-xjv6Tha|P1$(ko!z9u3fBD&ufKK$D|6&n8E zr5`}f(YVXYZ=3;y^Ev94okJ--9UV6a^5_rb9TKDYV0Pi{kS+3A zR3(|V8dXsARYCk-J#ph0rh8ic=RcjoVQgN#10oR~h;~r+7=79^gtvia+k+b6Afz~Z zy7SBxDSRr#1W)xxwiO>tx@!K*ap%>4l+Dl@Yl*+VYk%d#+=~8y4m;(z$@G1P;`i&0LQaz2E zG3>u$D%Gz0HiT!@Bwz5LQbRnEKyw>VS_JGc)E;=JCPu$-E#%p;@C16v5nqf-cVH5! z{LPy;r>-owzrL|WhdF+qpzLz*#rShT!NqkHR7oB5Q4nB(so zy0;VjsG{(V#Y|;{o)162=s9xgu}ajEBF(dR>3H$_^YehnLizWDj&vi zqJe$W%ZE=k6eX>Q%6=$I85Q_FesOjGSklAXAybGYXg`z36ws-N-YhA8AO~Hg+?~R*P-# zK5xv-%ss(OPhxqO&Wk95Jt3f-C>PRvmv65qFIUrv=q8SnDk?V_O}=67ksx$~%pMus zZ3a1mOleMTJ4Zhm2raz2?!%|S_&M9(C`zY%p#2~MD~6LWFQLUV_|;FKKvV3UdcKME z%@_Nj5b+GrDE^ol<*B0%Tfckfc5hbajkV%!i^(NYR7rD@fjJ$d4~Dm2Msg_HFtP2t zP_04cKJa=hGA45>Erx8ph)h$hML$%UQ&2drSW2-4%=lcoC-i{G<4O|yGV=39UB{0b z%-gJ-x&R8ha5IK%LvPdZ23OTX z_}AA8xOtS`_4{}3^fsV;m5H||^h9}e#e8y8r_y#3Q_5YtRF^>g?{FfPMNtT{!dn@suuXW@UZb7wwn%{tNKR?ElA>V zG(1F~q)nv_G&K6N6vmSGU$?W&GywWKX8CaG_g)=V&2#=1B9jj+_vv)|-(A;Ecns)* zsQi6ctnUz4ezA3~wD{46BFVDo0V5g1yM8s2TpFpATL)D-wIoqcyI?imu%Ddn<~_3d zW%3-^JR0N8c!-;7(H}2fT{A&WaEx*6TEXFvua`#m5e^)5#;@#KVm~31jj@c6cCe*{ z1(&ezm>>j2V|h*+UF%#u2j0k;JI|h6I&!beB!7|O=-72-*vvG{BwyYcnRuMfm)-+? zKTCk3EFa;#17*ssr9(nZXPEll?qJoOY}Ppx2i2S?jfMc5ls)ce;+zD|pJ&jP&mv_Q zyy}SRD3Y&IPQK0U^M%L0?&s=sUg6NTs8%s?z7HLC;&c_IHH~7F7}d0-{5`}CJ;i!p zXaFL2r#iKsG#Iry)lDt@)X~>Z{kfK7S}by-JGIn^J+f)>nm^PK5yOw|9#b0SP563A znP=;swr9P2_}T0~%2@d+OqsoZRa~tWZPV~GLejoF>_=tW#9h1^J)!%89sZq9&&(_@ zFYBrfAysmBd=qL`>|D2Jo4m%w_Wxv27bpVJ46IHs83z2ty?5VU*A6~N7yGu0#Un?= zuhK2|-y-!n+hf*+_-o6R*#T|^=3jsMD^{L9ee;WEcMGTai!`-?d3N zYiHU8`|&4T*{vPMlA^^WMIKt6j>2W`QgUbXZF?$tf=+8x242cP(0_WX{_DNGldql! zygvB4c44i4s736CSnVaDp^#g+vbcX?SgMKq#o z#$)pIh(oW4+~PYGY7Pl_#}Fvh@OBA$eE%#^!d8}gyxMPdicjN9+5NDvotT9!Uu4bI zS)kSK|6>m+5X^bdg{eIbGC4*bd=*bmia8#)BvM^{=GqE5?A6x3x0mwsjdR{jFFg=B zr<~Ki_ut9>(md-^9*3BAX!0`P4?i8bu=KT$0rdSl-Ba6%@0TP{wvt7~YC9Nb0M)f`Vf98K{~Ot1-(2wc&! zWH38r{xpT_2K=RqlCIyWNNW)&!PQTk2 zU0wcOPMQLe4N8ufnJen#+=;n7HFtNPq6-Yyp-&N+dn}4FAr_!K(pm9HG=tMMIc{19 z&EX&n@)G5E$P(jXadma)sabcl z2Jd|KX5HJL>jk1B$_Xa4>-hWEZU>v5Ox97#G2rG&{ioJn{hI~S}hE7vn`4sv+_x{Rzf|x5$C>%GoXjULqgc6^Pi5#A{1GuaWoo+5U6u{ul=W;A zE^i^iV!ArgVIeXM`4FM3p}k;AVg6S6yZ6Gvf~d$h8Z7PZU>GIK|*Y89= zEwW3#uAEFFZQlH2?E2PO2fU3n9_j7-xiZgT+7Iu+ZgG0y`*#uNVWn**`tb%?9zV+t zYZcqJv6GJ-J7JK7e`q%7Mg>`rc-E@{O&h9=xa3 zy$PmaGXNw#y*vJgGacVQ)iqPpvl5F%3*D#r%k*HC&t0{5v*$6u!y@PP?9&oGU2}|a zj#`#M#{sF?k1;KV>4agXYzd8w3~IJk_Ve?*X>NbSz0kfVSIDmKkAFbG2qgZ5ssc-= zK9&`Jis$a_R`mGVtJ~on68uT%Q1%m^r5|fq2aZ^D?%A+m(CyjN=)ZTBp)bI)Gf>TO z=Id(}Y5OnjkGEp)p2%xwEU`ZNddZ-@z1^tPiH&i4K>bNqSFvmZ`^R78Tt+u9ddv5u z(9#VwwzbhXejrPfCEh!%!ebY{Afu;3*00AX)a}H?!Qq~=@9$dUOv@VcOOI=6Hh}d- zStr#7({Z!L^nUHl-vmz;Q=UO4D{zX4JZkoMU!3?d#@A!3I!yNcL2z$xw%a*;bLTT; zFF$kFQKH$Trwidg*&e(d|(`al&oYgDLbMwa0Y07q@fM!NH$$_$xvJ0?RLbi4Cu*najyKhvyAPn@b`! zElu|9U{{dS;9-9L42_DSpY%Bfp-}U&1SE&D)Z>dJAqre`FF5#1cQn5ptJX9B!xvt8 zJduCjxmN^lR&B4Gmk1!{1hcG>2;yCQC>De(J;W4hlG{TI6LX3UG(2T#$wfeX8#Zl` zDej(p6~(RKGRaF9B`A6Rh|Ni@O=If2=yZ3vxVXHVa@RgN@7k0cFL|NZc+y>VEqD`A zfh!+Bz8%9j1{eDl7u`$w%*bTd#|F}~q2=&`C_q9?#`eX$uA27xc%4`-4HfE9cUVZlVWo6}? z-Rly}=>67Q6f4I>S>j0*@~70mi1N+<{8QJ~R>)C*#nHr;Ff5*u1q;wfE)BWP%DOK& zl|1Z5m>=+)@o`xZa`wX8uFA1gFkxX&z~N6yMyXm zPU}Wu1KowN&eo}^sg=Wp7}wEEl8qjQA_v~E# z$Np!3q+zPowzfW>K6vm$fLVK@PntUBctCVCBUFC!yWJ3Z@N#c$HC83_n7_@{z0mpc zNVk9h4s3}1XOgUD%rG%{xtZqfG>|K(e&2n;bzUXXy7Wpj4 zyk_vXk*BBB&MliHSbtU})6relyAtGFLfOq5zi{r8jB!1zk0-g^4x~wPkR&U%GXWa_ zOp@;{ID$}q<7|cJswfBMD=76B8q#P2=@U6*lc&qaqV?{6Jm3 z%D~5zmv_hPcEJqqwBRaiX^)WNz*f0MMcZ%Ylv}~R;Z&}r$8Q+c)?;8AXB)a9ztAEM z!K3Sqmc)PUc4SxAg7kR2rV}f1H<;+?0EUl@cS~qlTiatTj}mKXJ*yDx24z%&kShN% z^GM|s?OVWnNR8?{TS?z)GADxPNp{HC zdd=S6%=P_W$Goj>9+L5%ANk|kuYaOJl;EofWsOh2{ z2ISW@GxSrg_&ofocELd+&f?eNso3=R5k~ACo{Vh_ycQS$gnYu{q|{rFe73r&=G2!Z zoksfl(M=zmOVM?Lf8Ip;n>wn%5+!Ly^aWxd2<=(Wx9^eAiZS=6a7JaSktsEq6G({E zS`Sd}WgBFzM`DmI!%*uy%KLf*a{?ZXB!uv&^7He}mP)g2S}HTn!dqF3#kwrm1bk&+ zjlVRd9!|OgDe`9>gF=3j}ZMK3D9^o5K6 zAXD^!J1jjrw5R03lhjnNa(*(ofSHwbRD9bmXWQ*@`m35?Z^zPsO4so z1&}kLi%ESBYSz{~*ZzbX=OB53PiAL3oEcjBGAuY)4qe24G+|TLFD32C;1?1iaA_A{ zog^iY?h`MM?^&GbXKqtiJEV<_@p(6WRGUtQzS++aqbGXjaCKy+#eCAa?ogXW(xsUo zLkDl|`g19+&cq4|GKsrshv%kvWu6?>XeG`~n4GlRi6LK6QBfS>ktb^XiWc5*4Cox8 z{7%Qg(H4+K{#2|lup1FY2ha-$SkD)YGcqzBNI9~0baoP&W>7E#{VW;Gc%dpGNCiiK zdUl|=v$G8*5eU=bl9y)-2?-%&Xy-vYwVZsH4C#|Vy$s^`1)@g(@$=_72oQ8g-|K7( zR_7}DXARQ^F3ksTInGzX%8{PAy19v3)RM5?z*j#`A9I2XtV6E3aMR~EhNK_0i-nkT z+K)E_@z0Ir?o&4u|NLwV4hw4_X4=fDo)}~iO18L1$(+w*vJevk!%adSug^9~6#`G6 zmL@)bKAPUiDI`Qqy8YlmFkB&`LUSH=?5E=pH&1j@u1e6RNU-km`~7p`Pu06N8Z=ij zibLB#i+%@X@-5P-hIwW>2N_q^Il1oWA+{>~`lbT7K>K^SxR@A)O|IPcrz>6ug4+o{ zdAL5qjLW|xN?pBI&p_d#+;ip@7(bR!vzmOLakqZKAZs@?2bu))DsK?O-*Z(fiHqT% z7sa{mJaCNb1ppZJ;K9K&RgV27sx~%hsUA49;_|I#YqiT|s=qtiKzDfj|zR zP}xIY6cHT!Y5{~6m*2i2zm8G9VlX%><{b%#!}yKl3&Dy; zr3ztbE)LI3Q&!I;Esl?i%e8peV(zRV;k~J@A!&PIQ4797y#7fFMF8u8-ZG=XljNPg+nO)`$n6E ztI1s@p3{eR$v9Xv7Jx?+EVlPnB7lKMss}wTbwKu19(q2*{|62Ojmb#!J(n)twfKFis|~ z5YIm;1fAofXjXK7#<=b|F=DP}Gjj=+Gk7+@9tV5OT1v&!?b#Coik6*3oc9|Pbyny> z{aBy7Iv3atRb)xwx1UIw_{}fxN*qmKU|gc2^VOeGN7L@z3#A-AyJBPMV!ZmNKZn&e zkjdc^S61C|jL~}&r~gD?F5=a5(Toz=B^&XqAX%7V!zP}0=$GL@y)sBg=+;yAMc{cP z^?ZHhGdATSl6}X&n4$J@b#&DjA4(zy8+Zb`nTJ9^|ZwWON z93X&nyy5S+o*;6G^2pRw9v{6z>t=d9QmvhYtmZL7Gr#Tcn_GKkoTHP~Mew{Z*U%t- z0jv5kj968k+X)F_uug*EaZ+yHKRq6YJiX5*E_p}E$w>%FQY4x&mx=g6Zly*-Kz!~< z&ieg5zlE$2i427{FVVp2>n_>x*=b2-;)G@6bNTk^|M?Pk>Hm+nG_C-3w)A)M)?5dAbbmRc?4Y1vJ(`WQyLSg%yGB|B8iqdI5Zi0h8b3Brow@Mk zbo=&&fyq^8E%t9TKZv5Jv2WbC0h72cJ?OOw>`3bK(D%3jT;<2w+GE^!ajr^uAsQEp zb3+`g;aj4jqJDJc`4Rn_AhEX%>D6M&RK94^O?Kz(-MDchEg~i=TjEd~r>S&dL7WGH zV^iA8J?#Dc{Vm=-I{E`bca)f@@9Y&s7r)p(2#aUvp3xWeMZujn5VR9DAezYrS?&2& z$9xytkL7+fE*#a|_b^2F%6X@u>Tq0~TR>p@(W6Jb@Y8(YBFxJz^<;5EjVM`PKo!ZC zy}Y#FFE5w{CmNjObLWzYoK{s`Js6TrVYJFrp^aRYmX_osg)0q+kd4T`8$ldb%`>ZN znCUN_S;EN*T1X)B@z5^gEqms_zY*RMuEq@_$8?F`YJpGVyVxJV%{8Cu3(P~p?-n4t zsJnN$Wj(&|*t9%2m)8XK>u=wjMK5&lxPVoa4@AEmsyakFwyZd*`U|9H7?ERIBB34y z=x+(39n^~_v(2hLn2m#CLoe^WNDC~FP-#RH>=+^LlTu!8OvTx-G~J_$yq87VDFHE+ z8Epneunw8>YJQhjMPMk(02NI>w3#7+d5}=;Ayx#^B>ih&PyAlWySfb}1=M2%A=N3^RxAYa~sko40Jaby9I%AG`@;hu&vL;i^T^vMycezyAx=nG|TK z)DikY)oa@O6#YzzX*(_%86#hi$dsw3=JKHv5)~cILkfQXUcVGfI}HyGS%!L`;8gf_ zv{1+p4lycoee!K#fdPG7r@7KR7v6}s4XYYsWWHzx9no&k#hPtnK>)DV~Kd9sHD%h&kde6$}#YXMTxcz zT}CKr?DwY~eIs1MNNND|^YuKY`-$&Q*o}#FJtaRmoOnf5~3MV*YsD;T@lUB&1C}0HVQA|c~IPKToVdR z%FSzCA7vPh+0KgFz9v=ylGHuFeL!`kqM>2NtIoAvpXXJOUvIIK;Ns!g41j9O&E)O{ zFbX!4cCt#m8kq;RYct3(CHF%jA^>z3t^a)YPRD)rW1pD~3KhG~v|Xr}i9GM~>)qHn z(8{8LI!bg_dCwskhWgb}H?SOeczKmG^gp~I3KwOnH4z6K9!465B`k|E3z=S1d+g%H zCTVJ9#6rDKMn}+ZdqAB+)kSFLz!Sa%2g>HEf|L{!w$?Js3=Ug@G~6*~=Vw)#dV2H% z0s>!8*@0Lcir5@94d{VWSU9rte%x?r&H7)hlAtEW?f;N^ttK6OzX%qh7({zIue+GI zgwtOzE_XgUemrtn-_gD-ItR7J;f_0_i@Cn75mK}oB0u@AUZr> zpZKw89*3&R3fSx<#`qq#9aB@=NP_L}WB-HmA=?;>Ped}6nikt>mH*MKT(z)uJaJUmJjUX`qBgoj* zwY3A)9!EVhY&{V#<@hzfK;z^|z|F4DX`Vc9LeG)#qJ%ipMn#gAtY~W zkr~q=n?&-pUqXTrO!WZTy3+&pQeQ$Ji;KE0oBe`7#y2ok_F{Do&DgA!UAEV;DjY)c>#F*aLND}d0w8KLY)bVFVhcKPaL?~wv z8_jGS@m>b484M63no<+aj|GW64nf%QxP7u&XjRU3R2)%=7-|Jr_cSx}MxVn=Sn|lk zgsrgE+Lq_|0#I1V&gF5bR7W6qwMUk z(C7pA&W*4%H}(QD&>%tPOS~=m|zN&@Vlwa%XkQ?#F zTKxlGL+npTz0E^9@k7u!s9=GBC3b>GdCbo4Adu8=n3AvpEqPh&_!D~A1@RLM#J3mQ z8~Q@vDfrecWpD3tzKY3(gpfAERzbkog|qgyqtYgFh@&^RAkVBbv%!SktCki5k;sSS z1ffg`LRLLsL?9Bwcq`F_{@=E3+k(Tx8tT5V*NP^zk zNi3Jo3R&%K94q~$Wq9UH2+HnJ++`DP{u^X4JARv9nRh7(3kO_!n^T3LXcOnV!S@J# zIlZue5O2})K=i@CZoI$0->>QAxIfDN=G80Wz_xju^ic7fxz+I0tctBAJRw0P#L^N| z+-eREhxGLHL}2s0lJw<%Fx(-;A4%p{mUaV|s|wRjzp3{4 zDCYHM@^pchA&1k|*Z(vtBza`1@mR9Xeo4vQ#5tBYD@E7TG>pg&L62V+!}J~tG#l!- zrh{x*KQzPvC}}~x##akObeDiZNQQ$-+xOSQ>G$}`GKg_7KIso*4h-C?tE(&FR@%$lY=Izd z!Z>D@+X+9)gS5e*w+%Y!og0*L`1R1b_@&7mwbs}k%ku9jWT(|HAU*R{oQtHC)iv74 zY~BFdH|;-4bD>)!-0?#PPGkB8lU~P6GfY2Lj9bAKB6lOsLKOuLW88MaCGs$|Et?P80($g`9;c$>P;v|Q(T`ZQjc*&;V^<1RU-zb^46OG- z;d;7w@aC1kAkVXI6_*#ryDn?Df~m-*7O{^XL7)*aw*d|j+vIQqDu4jmOK*j@ZQo80 z1#db8);b5NP^9vqsGbPXB~E`@9A!d}=*fU&bvI0m32QhC6)ieSu`x@yTIq7<{jS|A zwxfmc63KcQUrn4i+i*>USv4hd<@%x$9^E!tV)1aD~<<#itOT&za~3% zlgJBi+`QQc%6}s&9X3DDxxvH!&kF7o-Xxn(F{;3{L`tvKDv>#=N?)1 zL*apu7@~rzmujm{?clax`=^Am@kOvZ)IpyY-$0Ey+gx9(a8wbndZ=Az~BcifB##Jel zOn8VVRCvqCZc$&K@LiiJCI0AkT$}*u{m;&fQ+z&U2<9PXRo>e`Lm-MBppIlT+Evb) zlsM2K+fmLj*g>*HXrZ>XyGb{m|{Gr3^i|0{ttb~n#8GTN8LeqEF za2yrJN+mUEtxWH|Ga$O^iJIvX!d2G76SsWAG{PlPD`}=fN8lwI@~*Di6JLw?Oto_- zBOyz%E@DlQvmKjkxnf{W6#gNcDuGm}B@pF_hxeM!DcwgMxpH7T=X1p*+Kt$G$PZzr z9!?|n#l~>K{?DF?0Lb`QmO0@*ogjEPBcpVmd^eIf7yn82Zz)FP0BAmFYVJfcMKJ!W?tcNKxFrJq!iVSTfB)_O k4XE^A6y^T`o%*xYCB{)u$8M`FPIM<}sDhuNY;oiN0BkFx)Bpeg literal 0 HcmV?d00001 diff --git a/main.tex b/main.tex index a90c93e..5bb4e3b 100644 --- a/main.tex +++ b/main.tex @@ -988,7 +988,7 @@ ARIMA-processes are non-stationary if $d > 0$, option to rewrite as non-stationa \begin{enumerate} \item Choose the appropriate order of differencing, usually $d = 1$ or (in rare cases) $d = 2$ , such that the result is a stationary series. \item Analyze ACF and PACF of the differenced series. If the stylized facts of an ARMA process are present, decide for the orders $p$ and $q$. - \item Fit the model using the arima() procedure. This can be done on the original series by setting $d$ accordingly, or on the differences, by setting $d = 0$ and argument \verb|include.mean=FALSE|. + \item Fit the model using the \verb|arima()| procedure. This can be done on the original series by setting $d$ accordingly, or on the differences, by setting $d = 0$ and argument \verb|include.mean=FALSE|. \item Analyze the residuals; these must look like White Noise. If several competing models are appropriate, use AIC to decide for the winner. \end{enumerate} @@ -1191,6 +1191,17 @@ where $\hat{\sigma}_k^2$ is equal to the k-step forecast variance. \item In R, functions \verb|predict()| and \verb|forecast()| implement all this! \end{itemize} +\subsubsection{ARMA(p,q) forecasting} +Similar to before +$$\hat{X}_{n+1;1:n} = \sum_{i=1}^{p} \alpha_i x_{n+k-i}^* + \sum_{j=1}^{q} \beta_j x_{n+k-j}^*$$ + +\begin{itemize} + \item Any ARMA($p,q$) forecast converges to the global mean. + \item The size of the prediction interval for $k \rightarrow \infty$ converges to an interval that is determined by the global process variance. + \item If using a Box-Cox transformation with $0 \leq \lambda < 1$, the prediction interval on the original scale will be asymmetric. + \item Due to this asymmetry, it is better to use MAPE for evaluating the performance. +\end{itemize} + \subsection{Forecasting with trend and seasonality} Time series with a trend and/or seasonal effect can either be predicted after decomposing or with exponential smoothing. It is also very easy and quick to predict from a SARIMA model. \begin{itemize} @@ -1199,11 +1210,347 @@ Time series with a trend and/or seasonal effect can either be predicted after de \item Finally, these forecasts need to be integrated again. This procedure has a bit the touch of a black box approach. \end{itemize} -\subsubsection{ARIMA-models} +\subsubsection{ARIMA forecasting} We assume that $X_t$ is an ARIMA($p,1,q$) series, so after lag $1$ differencing, we have $Y_t = X_t - X_{t-1}$ which is an ARMA($p,q$). \begin{itemize} \item Anchor: $\hat{X}_{n+1;1:n} = \hat{Y}_{1+n;1:n} + x_n$ \end{itemize} +The longer horizon forecasts with $k > 1$ are obtained from: +\begin{align*} + \hat{X}_{n+1;1:n} &= \hat{Y}_{n+1;1:n} + x_n \\ + \hat{X}_{n+2;1:n} &= \hat{Y}_{n+2;1:n} + \hat{X}_{n+1;1:n} = x_n + \hat{Y}_{n+1;1:n} + \hat{Y}_{n+2;1:n} \\ + & \vdots \\ + \hat{X}_{n+k;1:n} &= x_n + \hat{Y}_{n+1;1:n} + \dots + \hat{Y}_{n+k;1:n} +\end{align*} + +ARIMA processes are aimed at unit-root processes which are non-stationary, but do not necessarily feature a deterministic (e.g. linear) trend. We observe the following behavior: +\begin{itemize} + \item If $d = 1$ , the forecast from an ARIMA($p,1,q$) will converge to a constant value, i.e. the global mean of the time series. + \item ARIMA ($p,1,q$) prediction interval do not converge to constant size for $k \rightarrow \infty$, but are indefinitely increasing in width. + \item In particular, an ARIMA forecast always fails to pick up a linear trend in the data. If such a thing exists, we need to add a so-called drift term. +\end{itemize} + +\subsubsection{ARIMA with drift term} +To capture a trend we can use +\begin{lstlisting}[language=R] +> fit <- Arima(dat, order=c(1,0,1), include.drift=TRUE, include.mean=FALSE) +\end{lstlisting} +\begin{figure}[H] + \centering + \includegraphics[width=.3\textwidth]{arima-forecast.png} + \label{fig:arima-forecast} + \caption{Forecast from ARIMA(1,0,1) with drift} +\end{figure} + +\subsubsection{SARIMA forecasting} +\begin{itemize} + \item When SARIMA models are used for forecasting, they will pick-up both the latest seasonality and trend in the data. + \item Due to the double differencing that is usually applied, there is no need/option to include a drift term for covering trends. + \item As we can see, the prognosis intervals also cover the effect of trend and seasonality. They become (much) wider for longer forecasting horizons. + \item There is no control about the trend forecast, nor can we take any interventions about it. This leaves room for decomposition based forecasting with more freedom. +\end{itemize} +\begin{lstlisting}[language=R] +> fit <- auto.arima(train, lambda=0) +\end{lstlisting} +\begin{figure}[H] + \centering + \includegraphics[width=.3\textwidth]{sarima-forecast.png} + \label{fig:sarima-forecast} + \caption{Forecast from SARIMA(0,0,1)(0,1,1)[12]} +\end{figure} + +\subsection{Forecasting decomposed series} +The principle for forecasting time series that are decomposed into trend, seasonal effect and remainder is: +\begin{enumerate} + \item \textbf{Stationary Remainder} \\ Is usually modelled with an ARMA ($p,q$) , so we can generate a time series forecast with the methodology from before. + \item \textbf{Seasonal Effect} \\ Is assumed as remaining “as is”, or “as it was last” (in the case of evolving seasonal effect) and extrapolated. + \item \textbf{Trend} \\ Is either extrapolated linearly, or sometimes even manually. +\end{enumerate} + +\subsubsection{Using R} +A much simpler forecasting procedure for decomposed series is available in R. Just three lines of code are good enough. +\begin{lstlisting}[language=R] +> fit <- stl(log(tsd), s.window="periodic") +> plot(forecast(fit, lambda=0, biasadj=TRUE, level=95)) +\end{lstlisting} +\begin{figure}[H] + \centering + \includegraphics[width=.3\textwidth]{stl-forecast.png} + \label{fig:stl-forecast} + \caption{Forecasts from STL + ETS(A,N,N)} +\end{figure} + +Approach behind: +\begin{itemize} + \item The time series is decomposed and deseasonalized + \item The last observed year of the seasonality is extrapolated + \item The \verb|seasadj()| series is automatically forecasted using a) exponential smoothing, b) ARIMA, c) a random walk with drift or any custom method. +\end{itemize} + +\subsection{Exponential smoothing} +\subsubsection{Simple exponential smoothing} +This is a quick approach for estimating the current level of a time series, as well as for forecasting future values. It works for any stationary time series \textbf{without a trend and season.} +$$\hat{X}_{n+1;1:n} = \sum_{i=0}^{n-1} w_i x_{n-1}$$ +where $w_0 \geq w_1 \geq \dots \geq 0$ and $ \sum_{i=0}^{n-1} w_i = 1$ \\ +\vspace{.2cm} +The weights are often chosen to be exponentially decaying. + +$$X_t = \mu_t + E_t$$ +\begin{itemize} + \item $\mu_t$ is the conditional expectation, which we try to estimate from the data. The estimate $a_t$ is called level of the series. + \item $E_t$ is a completely random innovation term +\end{itemize} +Estimation of the level (two notions): +\begin{itemize} + \item Weighted updating: $a_t = \alpha x_t + (1-\alpha)a_{t-1}$ + \item Exponential smoothing: $a_t = \displaystyle\sum_{i=0}^{\infty} \alpha(1-\alpha)^i x_{t-i} = \displaystyle\sum_{i=0}^{t-1} \alpha(1-\alpha)^i + (1-\alpha)^t x_0$ +\end{itemize} + +\subsubsection{Forecasting and parameter estimation} +The forecast, for any horizon $k > 0$ is: +$$\hat{X}_{n+k;1:n} = a_n$$ +Hence, the forecast is given by the current level, and it is constant for all horizons $k$. However, it does depend on the +choice of the smoothing parameter $\alpha$ . In R, a data-adaptive solution is available by minimizing SS1 PE: +\begin{itemize} + \item 1-step-prediction-error: $e_t = x_t - hat{X}_{t;1:(t-1) = x_t - a_{t-1}}$ + \item $\hat{\alpha} = \arg \min \alpha \displaystyle\sum_{i=2}^n e_t^2$ +\end{itemize} +Example in script page 185ff + +\subsubsection{Holt-Winters method} +Purpose: +\begin{itemize} + \item is for time series with deterministic trend and/or seasonality + \item this is the additive version, a multiplicative one exists, too + \item again based in iteratively cycling through the equation(s) +\end{itemize} + +Is based on these 3 \textbf{smoothing equations} with $0 < \alpha, \beta, \gamma < 1$, the idea updating the previous value with current information: +\begin{align*} + a_t &= \alpha(x_t - s_{t-p}) + (1-\alpha)(a_{t-1} + b_{t-1}) \\ + b_t &= \beta(a_t - a_{t-1}) + (1-\beta) b_{t-1} \\ + s_t &= \gamma(x_t - a_t) + (1-\gamma) s_{t-p} +\end{align*} +\textbf{Forecasting equation}: +$$\hat{X}_{n+k;1:n} = a_n + k b_n + s_{n+k-p}$$ + +\begin{lstlisting}[language=R] +> fit <- HoltWinters(log(aww)); fit + +Holt-Winters exponential smoothing with trend and additive seasonal component. + +Smoothing parameters: +alpha=0.4148028; beta=0; gamma=0.4741967 + +Coefficients: +a 5.62591329; b 0.01148402 +s1 -0.01230437; s2 0.01344762; s3 0.06000025 +s4 0.20894897; s5 0.45515787; s6 -0.37315236 +s7 -0.09709593; s8 -0.25718994; s9 -0.17107682 +s10 -0.29304652; s11 -0.26986816; s12 -0.01984965 +\end{lstlisting} +Example in script pages 190ff + +\subsection{Forecasting using ETS models} +This is an \textbf{ExponenTial Smoothing} approach that is designed for forecasting time series with various properties (i.e. trend, seasonality, additive/multiplicative, etc.) +\begin{itemize} + \item With the R function \verb|ets()|, an automatic search for the best fitting model among 30 candidates is carried out. + \item The coefficients of these models are (by default) estimated using the Maximum-Likelihood-Principle. + \item Model selection happens using AIC , BIC or (by default) with the corrected AICc $=$ AIC $+$ $2(p + 1)(p + 2)/(n - p)$. + \item The function outputs point and interval forecasts and also allows for convenient graphical display of the results. +\end{itemize} + +The \verb|ets()| function in R works fully automatic: +\begin{itemize} + \item It recognizes by itself whether a multiplicative model (i.e. a log-transformation behind the scenes) is required or not. + \item It correctly deals with and finds the appropriate model for series with trend or seasonal effect, or both or none of that. + \item From the manual: a 3-character string identifies the model used. The first letter denotes the error type \verb|("A", "M" or "Z")|; \\ the second letter denotes the trend type \verb|("N","A","M" or "Z")|; \\ and the third letter denotes the season type \verb|("N","A","M" or "Z")|. \\ In all cases, \verb|"N"|=none, \verb|"A"|=additive, \verb|"M"|=multiplicative and \verb|"Z"|=automatically selected. +\end{itemize} + +\subsection{Using external factors} +Time series forecasting as we will discuss it is just based on the past observed data and does not incorporate any external factors (i.e. acquisition, competitors, market share, ...): +\begin{itemize} + \item The influence of external factors is usually hard to quantify even in the past. If a model can be built, we still need to extrapolate all the external factors into the future. + \item It is usually very difficult to organize reliable data for this. + \item Alternative: generate time series forecasts as shown here. + \item These forecasts are to be seen as a basis for discussion, manual modification is still possible if appropriate. +\end{itemize} + +\section{Multivariate time series analysis} +Goal: Infer the relation between two time series +$$X_1 = (X_{1,t}); \; X_2 = (X_{2,t})$$ +What is the difference to time series regression? +\begin{itemize} + \item Here, the two series arise „on an equal footing“, and we are interested in the correlation between them. + \item In time series regression, the two (or more) series are causally related and we are interested in inferring that relation. There is an independent and several dependent variables. + \item The difference is comparable to the difference between correlation and regression. +\end{itemize} + +\subsection{Cross covariance} +The cross correlations describe the relation between two time series. However, note that the interpretation is quite tricky! \\ +\vspace{.2cm} +usual «wihtin seris» covariance: +$$\gamma_{11}(k) = Cov(X_{1,t+k},X_{1,t})$$ +$$\gamma_{22}(k) = Cov(X_{2,t+k},X_{2,t})$$ +cross covariance, independent from $t$: +$$\gamma_{12}(k) = Cov(X_{1,t+k},X_{2,t})$$ +$$\gamma_{21}(k) = Cov(X_{2,t+k},X_{1,t})$$ +Also, we have: +$$\gamma_{12}(-k) = Cov(X_{1,t-k},X_{2,t}) = Cov(X_{2,t+k},X_{1,t}) = \gamma_{21}(k)$$ + +\subsection{Cross correlations} +It suffices to analyze $\gamma_{12}(k)$, and neglect $\gamma_{21}(k)$, but we have to regard both positive and negative lags $k$. We again prefer to work with correlations: +$$\rho_{12}(k) = \frac{\gamma_{12}(k)}{\sqrt{\gamma_{11}(0) \gamma_{22}(0)}}$$ +which describe the linear relation between two values of $X_1$ and $X_2$, when the series $X_1$ is $k$ time units ahead. + +\subsubsection{Estimation} +Cross covariances and correlations are estimated as follows: +$$\hat{\gamma}_{12}(k) = \frac{1}{n} \sum_t (x_{1,t+k} - \bar{x}_1)(x_{2,t} - \bar{x}_2)$$ +and +$$\hat{\rho}_{12} = \frac{\hat{\gamma}_{12}(k)}{\sqrt{\hat{\gamma}_{11}(0) \hat{\gamma}_{22}(0)}}$$ +The plot of $\hat{\rho}_{12}(k)$ versus the lag $k$ is called the \textbf{cross correlogram}. It has to be inspected for both $+$ and $– k$. + +\subsection{Cross correlogram} +\begin{figure}[H] + \centering + \includegraphics[width=.3\textwidth]{cross-correlogram-example.png} + \label{fig:cross-correlogram-example} + \caption{Example cross correlogram} +\end{figure} +The confidence bounds in the sample cross correlation are only valid in some special cases, i.e. if there is no cross correlation and at least one of the series is uncorrelated. \textbf{Note}: the confidence bounds are often too small! + +\subsubsection{Special case I} +We assume that there is no cross correlation for large lags $k$: \\ +If $\rho_{12}(j) = 0$ for $|j| \geq m$ we have for $|k|\geq m:$ +$$Var(\hat{\rho}_{12}(j)) \approx \frac{1}{n} \sum_{j=-\infty}^\infty (\rho_{11}(j) \rho_{22}(j) + \rho_{12}(j+k) \rho_{12}(j-k))$$ +This goes to zero for large $n$ and we thus have consistency. For giving statements about the confidence bounds, we would have to know more about the cross correlations, though. + +\subsubsection{Special case II} +There is no cross correlation, but $X_1$ and $X_2$ are both time series that show correlation „within“: +$$Var(\hat{\rho}_{12}(k)) \approx \frac{1}{n} \sum_{j=-\infty}^\infty (\rho_{11}(j) \rho_{22}(j)$$ + +\subsubsection{Special case III} +There is no cross correlation, and $X_1$ is a White Noise series that is independent from $X_2$. Then, the estimation variance simplifies to: +$$Var(\hat{\rho}(k)) \approx \frac{1}{n}$$ +Thus, the confidence bounds are valid in this case. \\ +\vspace{.2cm} +However, we introduced the concept of cross correlation to infer the relation between correlated series. The trick of the so-called «prewhitening» helps. + +\subsection{Prewhitening} +Prewhitening means that the time series is transformed such that it becomes a white noise process, i.e. is uncorrelated. \\ +\vspace{.2cm} +We assume that both stationary processes $X_1$ and be rewritten as follows: +$$U_t = \sum_{i=0}^\infty a_i X_{1,t-i} \; \mathrm{and} \; V_t = \sum_{i=0}^\infty b_i X_{2,t-i}$$ +with uncorrelated $U_t$ and $V_t$. Note that this is possible for ARMA($p,q$) processes by writing them as an AR($\infty$). The left hand side of the equation then is the innovation. + +\subsubsection{Cross correlation of prewhitened series} +The cross correlation between $U_t$ and $V_t$ can be derived from the one between $X_1$ and $X_2$: +$$\rho_{UV}(k) = \sum_{i=0}^\infty \sum_{j=0}^\infty a_i b_j \rho_{X_1 X_2}(k+i-j)$$ +Thus +$$\rho_{UV}(k) = 0 \, \forall \, k \Leftrightarrow \rho_{X_1 X_2}(k) = 0 \, \forall \, k$$ + +\subsection{Vector autoregression (VAR)} +What if we do not have an input/output system, but there are cross correlations and hence influence between both variables? \\ +\vspace{.2cm} +A VAR model is a generalization of the univariate AR-model. It has one equation per variable in the system. We keep it simple and consider a 2-variable VAR at lag 1. +$$Y_t = c_1 + \phi_{11,1} Y_{1,t-1} + \phi_{12,1} Y_{2,t-1} + E_{1,t}$$ +$$Y_t = c_2 + \phi_{21,1} Y_{1,t-1} + \phi_{22,1} Y_{2,t-1} + E_{2,t}$$ +Here, $E_1$ and $E_2$ are both White Noise processes, but not strictly uncorrelated among each other. \\ + +\section{Spectral analysis} +\begin{tabular}{lp{0.27\textwidth}} + Basis: & Many time series show (stochastic) periodic behavior. The goal of spectral analysis is to understand the + cycles at which highs and lows in the data appear. \\ + Idea: & Time series are interpreted as a combination of cyclic components. For observed series, a decomposition into a linear combination of harmonic oscillations is set up and used as a basis for estimating the spectrum. \\ + Why: & As a descriptive means, showing the character and the dependency structure within the series. There are + some important applications in engineering, economics and medicine. +\end{tabular} + +\subsection{Harmonic oscillations} +The most simple periodic functions are sine and cosine, which we will use as the basis of our decomposition analysis. +$$y(t) = \alpha \cos(2\pi \nu t) + \beta \sin(2\pi \nu t)$$ +\begin{itemize} + \item In discrete time, we have aliasing, i.e. some frequencies cannot be distinguished (See \ref{aliasing}) + \item The periodic analysis is limited to frequencies between 0 and 0.5, i.e. things we observe at least twice in the series. +\end{itemize} + +\subsection{Regression model for decomposition} +We can decompose any time series with a regression model containing sine and cosine terms at the fourier frequencies. +$$X_t = \alpha_0 + \sum_{k=1}^m (\alpha_k \cos(2\pi \nu_k t) + \beta_k \sin(2\pi \nu_k t)) + E_t$$ +where $\nu_k = \frac{k}{n}$ for $k = 1,\dots,m$ with $m \in (n/2)$ \\ +\vspace{.2cm} +We are limited to this set of frequencies which provides an orthogonal fit. As we are spending $n$ degrees of freedom on $n$ we will have a perfect fit with zero residuals. \\ +\vspace{.2cm} +Note that the Fourier frequencies are not necessarily the correct frequencies, there may be aliasing and leakage problems. + +\subsection{Aliasing}\label{aliasing} +The aliasing problem is based on the fact that if frequency $\nu$ fits the data, then frequencies $\nu +1, \nu + 2, ...$ will do so, too. +\begin{figure}[H] + \centering + \includegraphics[width=.3\textwidth]{aliasing.png} + \label{fig:aliasing} + \caption{Example aliasing} +\end{figure} + +\subsection{Periodogram} +If frequency $\nu_k$ is omitted from the decomposition model, the residual sum of squares increases by the amount of: +$$\frac{n}{2} \big( \hat{\alpha}_k + \hat{\beta}_k \big) = 2 I_n (\nu_k), \, \mathrm{for} \, k=1,\dots,m$$ +This values measures the importance of $\nu_k$ in the spectral decompostion and is the basis of the raw periodogram, which shows that importance for all Fourier frequencies. \\ +\vspace{.2cm} +Note: the period of frequency $\nu_k$ is $1/\nu_k = n/k$. Or we can also say that the respective peaks at this frequency repeat themselves for $k$ time in the observed time series. +\begin{lstlisting}[language=R] +> spec.pgram(log(lynx), log="no", type="h") +\end{lstlisting} +\begin{figure}[H] + \centering + \includegraphics[width=.3\textwidth]{periodigram.png} + \label{fig:periodigram} + \caption{Raw Periodogram of log(lynx)} +\end{figure} + +\subsection{The spectrum} +The spectrum of a time series process is a function telling us the importance of particular frequencies to the variation of the series. +\begin{itemize} + \item Usually, time series processes have a continous frequency spectrum and do not only consist of a few single frequencies. + \item For ARMA($p,q$) process, the spectrum is continous and there are explicit formulae, depending on the model parameters. + \item Subsequently, we will pursue the difficult task of estimating the spectrum, based on the raw periodogram. + \item There is a 1:1 correspondence between the autocovariance function of a time series process and its spectrum. +\end{itemize} +Our goal is estimating the spectrum of e.g. an ARMA($p,q$). There is quite a discrepancy between the discrete raw periodogram and the continous spectrum. The following issues arise: +\begin{itemize} + \item The periodogram is noisy, and there may be leakage. + \item The periodogram value at frequency $\nu_k$ is an unbiased estimator of the spectrum value $f (\nu_k)$. However, it is inconsistent due to its variability, owing to the fact that we estimate n periodogram values from n observations. + \item Theory tells us that $\nu_k$ and $\nu_j$ for $k \neq j$ are asymptotically independent. This will be exploited to improve estimation. +\end{itemize} + +\subsection{Smoothing the periodogram} +Due to asymptotic independence and unbiasedness and the smooth nature of the spectrum, smoothing approaches help in achieving qualitatively good, consistent spectral estimates. \\ + +\subsubsection{Running mean estimator} +$$f(\hat{v}_j) = \frac{1}{2L+1} \sum_{k=-L}^L I_n(\nu_{j+k})$$ +The choice of the bandwidth $B = 2 L / n$ is crucial. If chosen appropriately, the spectral estimates at the Fourier frequencies will be consistent. + +\subsubsection{Daniell smoother} +An option for improving the Running Mean is to use weights. They need to be symmetric, decaying and sum up to one. Weighted running mean: +$$f(\hat{v}_j) = \frac{1}{2L+1} \sum_{k=-L}^L w_k I_n(\nu_{j+k})$$ +The challenge lies in the choice of the weights. The Daniell Smoother is a Weighted Running Mean with $w_k = 1/ 2 L$ for $k < L$ and $w_k = 1/ 4 L$ for $k = L$. This is the default in the R function \verb|spec.pgram()| if argument \verb|spans=2L+1| + +\subsubsection{Tapering} +Tapering is a technique to further improve spectral estimates. The R function \verb|spec.pgram()| applies it by default, and unless you know much better, you must keep it that way. +\begin{itemize} + \item In spectral analysis, a time series is seen as a finite sample with a rectangular window of an infinitely long process. + \item This rectangular window distorts spectral estimation in several ways, among others also via the effect of leaking. + \item Tapering means that the ends of the time series are altered to mitigate these effects, i.e. they gradually taper down towards zero. +\end{itemize} + +\subsection{Model-based spectral estimation} +The fundamental idea for this type of spectral estimate is to fit an AR(p) model to an observed series and then derive the theoretical spectrum by plugging-in the estimated coefficients +\begin{itemize} + \item This approach is not related to the periodogram based smoothing approaches presented before. + \item By nature, it alwas provides a smooth spectral estimate. + \item There is an excellent implementation in R: \verb|spec.ar()|. +\end{itemize} +Please note that spectral estimates are usually plotted on the dB-scale which is logarithmic. Also, the R function provides a confidence interval. \section{General concepts} \subsection{AIC} @@ -1219,8 +1566,6 @@ $$AICc = AIC + \frac{2(p + q + k + 1)(p + q + k + 2)}{n - p - q - k - 2}$$ \scriptsize -\newpage - \section*{Copyright} Nearly everything is copy paste from the slides or the script. Copyright belongs to M. Dettling \\ \faGlobeEurope \kern 1em \url{https://n.ethz.ch/~jannisp/ats-zf} \\