From d7b361c5ec4d918400533c1a497496c45812d460 Mon Sep 17 00:00:00 2001 From: Jyotika Singh Date: Tue, 20 Jul 2021 14:28:15 -0700 Subject: [PATCH 1/5] Add audio cleaning logic --- paper/gfcc.png | Bin 93962 -> 0 bytes paper/mfcc.png | Bin 58802 -> 0 bytes paper/paper.bib | 102 ------------------------------ paper/paper.md | 124 ------------------------------------- pyAudioProcessing/clean.py | 45 ++++++++++++++ pyAudioProcessing/utils.py | 24 +++++++ 6 files changed, 69 insertions(+), 226 deletions(-) delete mode 100644 paper/gfcc.png delete mode 100644 paper/mfcc.png delete mode 100644 paper/paper.bib delete mode 100644 paper/paper.md create mode 100644 pyAudioProcessing/clean.py diff --git a/paper/gfcc.png b/paper/gfcc.png deleted file mode 100644 index 451259e804986a7322f3fc94822c76108ffbe4c2..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 93962 zcmeFZg;yNgw=JBI1{w&#Ed=-A5Zv801b3G})4034OK?p{2u^T!mmtC2-5tK-+}}C( zj(5-Z{({Ho!JwDXRS91&H~@iGmtU#0zsOT+tFd|=L3~@m&|5r_sEHyr((DGY^fIhAEgh1V zy`c7?rKsk_lYDx)IpJ^YBH5SeQ=~OvRSZpB>aoI8+{lc77OD z4D|Ka#!D|MVB=WPeNCB~UsO28#dQ9T{iEnEujdrZ;u|Y-X%pCz5|y>^u2yv2o>yB2vDEJ zf(trmtwl8!4k_AVWdaAYFunWmUXo5afXC+qUk3W694%m|DZ|&-arWscs{;@B4;vot zqwdqw)72&Live&`b62bFGX9H{Wj(w6ZbVMNpP3da>JI91vfM@xYX$>jh@lCCi?uD_ z?-wt4UATcitxX&Zh+V8d+t_ov@R9!Y4Q}A?=fjMo#D9Io!HSPmT~3i$1Y&1G%*OD6 zfr*qKk(ij6*Us3KTUk{6Kc@rl_(;ti9BjE68J(S-8Jt-eAa-Vq%v@Ytj7%(yEG+cE zH|XtMZ5#|-=xyxD{_7%tUq{r$-pJ0v*1-Z|L;QSQ14D?T10N~r^Ns%b`LA)BxLEx6 zoowv?V-{c_{E)?9RZzw1y%qEGFwqK} zMNv@|-AdzLyc9-PmTKtpI%4fh-=Ar4pXGaa)UD;xGBq{J;;S^(=;)PH#?2ui>9L=zPR{qL8ipHBiVJv4Pf>R->KVLm7Lw=1HVBfuyd zR&|;vQ;GfCW%D~no&W8)Xf_2{GIR_*St)uF;Q#*&dWKz8wSXU2KeAA3bRD^>7+|p1 zyPKWGyL;|1PN=R{NLG z)J%9@U~VfD*8ei3Z41DfZ3{K+E!uxs)%4PW(h=BAw!6RnWk}~A0Bg>xXiLtp{`Z3M z#ijrp5w6SWsP!*Ha(fF{<2H*meG~S7I1qR%7>*7&LX0uJp8j8k#1{!z!*>w2=kaeo z6hiA8a(=Z!k6#Bx!z^;j;cGKbgxtPw=MW$I|}{E?WX4h28qg8j6Yd)8m6Z9i@Ew zHlh1I^VPTvV_m~x{XmAxYUttR9K>16rp}}!0{fo~qL~cX`P2Pi!u~(AwtWI(sNW{# zFzgKBeWQd~hok2)wqQ3ve@G>86FTR*m9Y@XvAE5DmO8SY_&ezlO)#y@f{Cvw2`#D~An7&4ZeirbBjDOWrLF7gJgb2{a$; z6YvGR8f&&&$I0Y4;joFQ6)HeTvG9a0#5H$|?njOz{CA&i9)>uU&L0Z0h&+ykY#RRC z5NwPXbR%XY`p~~;x(d&?>1uIK$9{;-W;mVea6Mk((9Wqg<8#e|lg;(cdp^F3LdK%hdfI+Q6hDuXn%)=x-1Y2U369Ce}~v;5QzWj zW~6~4Nxhx#d{o3{|4(@xYp11QFoBb8H1BB$&-JqZLe|s0*^!goetA#*)5DQ>l$-NB zG?=mF;MZLJCpDc(9mmN}Z=4hJwVh^6yng>y5ID$m-ArA#aqd9osNMPfwc+XN=}~Wy zpH86px{I-XQcZ6`$K#~yaG2-FVJpkKStJyCShrQ5^?3f(b))+4t(Gt2IpiPkv(Iq; zYxutGRD#{;38=k$r7ed7JUl!L@;nFY{P)Kq&KrqpZm{jX@Pyk~IA&R%ziQgIr%SUs z;?{oFEZWt6duP{6;&syoPjqe_;7uu;vaBP;{zv~+%g*TlBT9o^)@L#q#3Vv!Dz9sW zTK4^(-jf|*e#)HVw9W!Y%Z=O>Fju$gMAR&la$hh@b4~sZ&9UbsGM21I#rPk0^7+3w zB_fa#=-a@mPIVzY z%v_fJ$7LWv8!10(w1 zIn6f^7{e%s(BIi6`v4)}#g_rP$_N29KNr%@wqA5?xft)qv#dw^^X)O4yMvmmHjYpW zG>}>x+mw2Tmb<>3uVasO%>uTQy9|o9Vq6J1rn>tRr>by=xB?f;`!@9B10Rwft-z{TXAK=R(@Hvfg@yTiT1rYqg7wt(}WS$FeW z9_+D-aLMR~hN!f!!XuhJ?@SAIksZ%z{$6v6&)b0XTE6l>R?>?uAJi;4;pn>LjKHyY zKY9dL7+x(nk7T^0kqZrmj__U8l0|Xm%FL=%_@&zqb1g2A<8i$DfvC+3~3UoUs zcyrdo_q21QcG(YUUhnY~r>2L{y*8FiVl#0JNQ;6dAg`yprMqiZ1-=Uv6Xb76z_9_0 z?cb+n*%+w4?8K;k-CawU)om6#m_RZ%1brAbV)|a|G7s&kL*?-^r2;beBe3)voEKet zh+qdo(`@SdzJ8P=yiC%vISGrDVQiXM0J8C$z1OpD%f9gQKT4Z-v2e9(fW$&ty8Bh& z!6FzPq=pF-n42Ghw4<)%knS)p(pgjadP}A{U^E9wZyid0)n}zCB5*_pVwL(o& z#ZNF)SsoSMF5Ua;KrR{01Z?@?uH$~8c?}l%j7Z1OzO?js$pQIP4&0{xw>-~K)BWi{ z5#nn%|8_q*(yy6r-?f|<92b_J9-WES{A#hEw~I9)Hriv;5MStV8@#)7?D|YBVIn_6 z!+r%Y6?HA?j@ky~KZOJVGaSD>Z+wts9j6mj<>z$%M6NsJe$=#eSii?`6$$a^phZv; zFYN2W(c2&9Tzl<2p(IgoU=wOhEvV!b^rDS^%)*gHLU4^YIM)E__S0uvHv)AKHU=0Q zcODas(Cc|+9Ebros-MOf2(<)v=CUxUWpHeg0F{ z=pXwgwWa9eSGVZ|wrTC(^iAjEt|qIr_M3yyXuivov=0_>Bf3@Xh_s!~cN;Z}ZUeMx zwjB7Jw%KXSMnUfPCp`dR{k;r__d$brC#o@nYhVv?n})xmo~HACcZsL9(u$ zF^jOR)*LXN2fO<$L+kDV%Q`P$lzTng2aBFL0i-MA8Gs1X|^eZ}hJ94nl%z1rnMP4W2u2i1zeMAA4^Y`b7(IlUY0)Jox=IKx; zZ3OU(Zr|~!2ufYKQI8v}h-$b5k!RIikHF)~E5E~Eb2hrJg0^~w>!@b0x9EoV4fK2*5jI+?B)hP zjSGu_&C@wR4e{uC%=3;aXw;H|9G!kHRUbjKe!zriX^UqBfHBE|at2kQEkpJmz))I5 zWUpw!#pL54S|q>IC_L6~9nXtN{%nSgUw;gdt_m1E`-Z--4K(ejMD8SN7iI&IKok63?SD zb0t_wN%g8of;6K50|st9j4r;-r7Sh~Rz$-c(RSt}~%n_?O%ShzsR3+eet))C%H83IG|7u@IAvP^K=50Dp+_ zu?ayAC>048%m5~O8lmb984U9CbP{?P%JCkzzG_DA4;8k1hIJe$m%b|}ghq)4PGc?X&zH>W&dkaTz3DM+q=0+0v4xLBJw29Nv2?rxw096Bb2 z2RdWkTfp!iV~o{G+<-gBH9l!p?3ou=QA`3f(Ki}kZK^~>d@)pABOO%)rUto7?|3=i zZQeXDvOZskPQ57586EQ^+y9N_3aj~IiB&pI3p+IvxIffx)lA?{;{>rBU536oflQJr zRVW1FJ8#>8{D^T0-cxtWM=)x7N78^G9s9hArCT=d@6S|z+;jLkGyzv#eh4_jDqLGS zV)pdY-t#W`(@A9gB?*16>ZhD<%xLDUFhALc=U#hn?x3a|rJ7})6cMr_RgXmh&TnhF z*-W!`5Fc`U|8{F<`c*R0ywD|3AQHVk15(+KInS$w-$;zJVH;h*#+b!xG`jIcp_41MlD%vm`g( z3SjpLNw%1Xr_YlW;E4diT9P2*td&Yi_#fFyi=x^<9l@{3 zvC|7ytOmA->j|?IsNo@(%keUzrYaWNHW%oNXZlq-Z4N7z?=0GO-`cx^j%*=+J6kC( zX&>24eAG;gvfMuwUo-4XDzHoHci%e?b8We7z{?_RhMq11h}Hgi4oH*Nr++BXO_ubr5Bf8OVIgSfe;=SU^D22S+;|`Pt zH9gPCuNoT#!!aZx9vFK+Ycf&b!UhHa_^`U5ZT{*i8K_cbvz+U!3oqp6-YR5MMW1Po zC!^;jIZXZnPlO0oE~1{W@~wuDHHK0`_?|158lZZ;t8wK`KkoKj)=F4=M;?gq&inr4 z(f5$i`$lHPZ+0#T^u;l~hT?NZ0{BCSpaT9DNl7Pwv126~osSk5VGMz?{#+Fop2(w2 z3jpG0{Q-&kpL~BHoMs$(^w1Ilr5SH&EqDrNc>0wR)Zlg*O8CwnsrMcI&;`H)W_%I8$p`?)&Az3OTm`{_BekTnDxldjKJv zG1|%lDD=y4PpC3Jgrbflx{Vp@N-=)S;rHNO@eeM%u&XC35r`w z38kMq2t45*E#g)T$ z=X%O1ts*FV>$(7e(H>Y;^Aq929OsCioUzwqp?t>f5(5j~@{pkoRQn31OCms?LxV<%~xAc#uYgVh}v3v$J2AY`&@$5 zDdmaZ^u4+m50H9AgRfLYy4DkYWsQ*ysT^WI^SZXU2(wOOF$v3RectZTKKei2|_L7xAmYTf;;?qAAZFCk**steo0{q7riV*Lg<8Es3=Tr|0lc{12FZAvX{JQ;0 z!o|3)o(_zceUdvt2=w>*Dw4~{R0foCQTVT030#(a z4*~2ev1qgS>lv>scBZKWQ4`AxJUFxrJF_u(e3c5v#Y8k93L9e`=Io%Q^g8w@x~@qi zK_xmcYL8svhI{~)wtBD>7se^^b^4mtQy`-U$>-B7k1e3aF+0i|_6%Q6q*nC{sHp+a zyhbJ|`@X_m=XeA^@6CFAoxZPZoC}gHkFhv4v^+@ggT)PqkJ3>Y;r|C?%m`Y9Hc|LXsz_osY?jc3#4)X_|F=;XD-v!JrdRxoIBl;X5h9!(yd3 z&{ESVRjF_j*1O+pPC+)HnO%Y9J+)7#$u0Yd*wpRE7Cp)Mfu@Ru2J%B`g8;2G94*t& z_jG^O{EmOcn1uL+-mEcx;Hw#!Yx&O=eUxvk;1e)X^jN!7J+y&JO;<=7QH+uaD44T| zmY%T>N>#8O15Jv@Ggoyrg=j4B$MVO|MizhOAVz*fFde}vwn-nmx&%TmzJ7vxIu$nV zc{2Mm$tVD~qcE#A<>H>mV)$AQK#z~LRldq-KX4aSvVc7eh0hx$I~oANfWcMUhAqVS(L!2X&8cxSVCx8PS=N?mXxX z!EAxiy_Z}HQ_jHUH5?sMr5B1TS`fuLka&(3a>u;})~w65r7{}Xi+{s*A>z!JW&jo6 zkkInu-BGmc7{-iNOBlDxj(QDv3C+=(MQIFLWDL>p#Aj~{rDJh1#t829a}b-eY52Kh zL%9{(9Cn< zCJqpL62=e@GNjs#y);s?X;byG);zDQ)b_jj%}4YZauODS>E1!^2mX)mMcFOR223^3 zpBc?qIgi|D-^4yhie9QxRrEgQNIhu`bA3VZG=AAln&xtIss6?r`sQ87VAsP5UBBBo zuyt@%aQu#?c}tqc>juXZD#Izjns${gd$YW!4!Z8m{d#9#K~%fF;Jg&67B1_HmKt5L z1c`6x9se!Hj&ROf$FB|Vj*+P*K|4t``VE@tL}}Wz+=6ncxZXn4$8vJC3n00ND>{uJ z$I8u z=NU#)V(AL>Cfp>n>4*0g*vhm~?T;-$jFv5mRa=;6vNxelzU+b6XkSNiShe)(O0Oqw z-JB)2+?zC-+tkHz*Y$@6=DtOg7k(x>-h%4wMT#AY^Bl6DGh(uhs9c{qL z2z<_($iVA$fxWvh;nw-_d*e)})r(c>*O;#7FDWdN)NT1owRrG(gRxrXG?vNcL zs}z;_fvo`tUJ|&)>nv`(XUAmIuzS4Ox?@o`G)DXWaA}ISRW0z5KnUc<;CmQxMrUbi zfRmb5*b&Rp-^9p>UTB$%)MF6l@zp`cWmY3onF6IGg*1@qF-> zarG){OU4Vw)dDwJdbe|rD*5h@5IL|Ut%b7}DJ}KMoL>1MXwcY=OHsL2TETe0wecde z9)BPazIiT^jdaPcjM$^HJeB$HW=3wW-+;P0L3}&WQBOOu5`;SoG~joVwr%+_kH~tD zwabORKj0saQl#Se$Z1lh*IFR)d5t=WnMS%~K-Shtps&mJgC;lHOG4S{A( zX~-%AKnr5l4-!xf8PJc{?QxFA43;W~M-7%iKA{Rx!dTTpRl#VJBbPI0l$%mFLT*V- z2s-)pltbrr81WluFYtWszauvlpK?x2;Ra!LZA5V5Xn3|_!7&d|9JMDo`-stAE^o@l z?&{1|MB(gyY6nlXSyNSE@Ixq$7kKsuVz)F@p3qA%RQ*+gB$(c7gr&_QvgKYKDr<LNClkG%BCx(uk2^pf%Zj|3MBj;iukMWR2+ z58+zHg_i*7{ej-sauGE=!??_lxR!{cTRI=`QE?x#Cm7{O1LGYfhvfarB1HXML3OTc zw!m$+vuNBt;)Z6x4sCIdGC>#@Qv{4^ zx&lR20_)OrLB1YWRmRlXw7KA?j@jjt9wKLTDyE_>FCQ#SRaH=WC-+VOhP>@F&E6C! zYK|cTpWt_a?H7YK!7g*tnno7@UqQEGje!z@{juBN zOQ{e@NqV0`Vl1;ArGAh4WSTK@EHaUCsZ!$x+GQJ-*Uiu z1+1vx_VuE#nY%V0zw4R6XzO)5)AzV)CZ}#=@K6rj200Xg%PCOlawYvEb}Y4VmpZ>% zB)oGN6>{B)*nuzS0@{T*ME2b*mzeu+lgz2@q-fk%L#b}>^c!I;jHMPd!%Re)a8H&) z(GxJMCEh^;oHxR+QXPu1|FAYo4af;*E3Gvm$S*kiE^*Pp;8WyhbDxsr&!}2|h zIy-(HbqCQd>)ogc5tt9XS#xf!=`;85n{Wo{@hUE~r2`x`1y;vk!K<`JwmFkA~yFrlF}I zp}Sjq{GvU7R{5ce<8H%^uhE&ymViUWF6v$|yAiqV)!G7b{MX{pUVuv2qm%pD;*1@Z zh6bq|WhqAX|)b?!R^Y=j5usOlV9SPm$s#^{807y77dJfl`Zmy zE58_i!f>nbVUncPxf%^|VE4TFUKOlA^Z+w0IZ(Bc0)L$Q3Wv>W%@+Pg@^Mg_U{L2n z(H3;i(TiLD40U^$v!+<{QPhuxEFFvStQ3co3e`H?nyvj_B@J_ZH(}Rm%)C+>*d^*FT>Q->Cg# zJoNQ*HL*N@B(`;`9hoz42}e;Ac_bMS0E7ZOAJxSRTSIUgA|Q{Sb5~l3@^2!MmdwV> zWgD;Y*+e*PtKf)QozgLYn zoWLw~9Xiz(Zux!4Q~3FOX9G8@u<>L=UwCFK)19F-Lzs4hDJ)AuHBC($8hAAD%zzYt zx8!d%2Q<-B#WJ2MYaC)}Z0_rRKLKP_y$qi<&}49nJ`+zb@0#pepq2F{)VRlf!Z!Eh$vam(abS@g*iGcBONQ>9;3Y7Bsyw2tKu>4Ma`=G5?ZTam7nQVO|(dV@J*mO zHRvlL&uTd(~R>l9IE6V>T9+CSw1m zo$*V|25KgARsbywN3&2fD+c8E0hAKvOj>zw)x+bNm6W(C5}YdmONN5aH)@7ZK|ujdwEkhD&t34(|ynRHq}Y#G#H2Nn%7%C;)6;mW;`J@YH>B_8j{kD9*0Uv7AO5oVs>8kfal+8MZmZX` z?;iSq%Q!)Fh|E-)Z2LsL(X3hexXl@kFkzq0$Zu&yX9CE<@~(CZz;u+OQER-iB`L(I zJbkP2avH0yd?gdnI4h~iX6AI@a2hpNRd1lhLnb4&Gmuv2nY_fFSw57%C_vN`9q-Y- z`FPs;3dLn3ye>{m_I>5$Yk@z;XIgB4e zDc}wW0FJf!5f1bOcI_4zL1P1qE`a=QUaAR_1Xnnf*lFfTf7zz7G z!~^elE%8aSJq9wQe627Y&>Uq$X!qnU0rkT675q;%bDl=m4O7due$v5HVF7g@3^K@~ zQ2dRexG3LpJDA%DY%rN5@}fQCh3(gNF?Pu*PcmMk zGnf-3y=%Xkpw~Sc@vflw?hi!{hp|&hzp6QWtDw5u5l~OWC6RD7m@!606%}bJefM$#~$)p8G2( zG?HNtj!w4~-vSJSs{=p^NhJ9ax5Ebga$0bl?)AfU3zR+%?s<(5i{y=sN-?dy&BGyQ zvzTI*1xTqD{m3zQOVItVVXp7SrvW7;n;)|@`fV5rlb&sol3%uD9nc49BH{z?O>4&0&@X z3eSESc={Y4(#YJt0h-3tWic#&2a-X_gru%Ntm3qU(EY4e?U5^ZRZe!YsW9&kQiSKcZ&F}}avJl}FN z1UbE|^n;KN(z&@Nd(Mu|f>wc0Eq@Nx2Ow0Pn+ka)Ptr-ye4R)}->mWSYMlv}X|L4b z4H)S17Q$9+Y>@PWF!354#a&7^X5gKV^N;C>oM910b~FIu0QbaI*c?R++#}h2_|5nb zZFa(JgaValt3a7J!pDT-gye0?)h8`nDrzA`#8oWCFcoF08JjT;88Rw%AAUehmsh)k z^w9Pcv^|s5&V1z2jvT~d!GVsL=h$xNhv2D*sn6w`C|uDr%6UR!&Pw95=w#*=EmZ|I8<6w+AbY9WaN{T5WT0ox!qWN%ajea z4bY0Px8Smr!`PeBabB1>W9jmrGYBR~hiy6Iva|L(?0xvmOr2gA%{f3gx-nuC(M)g8 ze3Dg|;fS5^d&_@IeG>C5!yZtV$+D#lR-1Uq*KJ(;(S+WA*GT8A-2QLv-`pQxX`8oYinMFiZL~Jm0qf?EagB1)ZshNlSXe0;ZGcn)AvGJi`OpYxZ}v zsqX9Vt#W!Wz-#l$^H=8Bo|+r`^uY~lBddy>NS}A;z+YLtS3@GmW$c7=X-~2GvcE`xo-e>4na$~^pn149L47NigPL>#1if7 zL}sBRk~Bul2cHB&>2@2*6dwI6T#yIQ2tk5>e6vUOZ3oR7q^E@k)`&L)-NvR##}(G$ zC99VR4?)5sn+p6l`HV)s$o7dtUGobLzvYHk;c9`N;MBuOw6{a!&aYw*-Pl-K^{zms zXlk=VrLK-2Mc90cCuGa4GT}*r|avWzr?P?=^RTKB2+=l{$yInD`YU41Yx(he(Yc)J5&9)-*29=V- zLI()3ZSj;)aURiZYw(9NP60r~OaKuEltCMX8=hTQYS;XLTC_uMPQp1pc?x**-z#!CP=@YC*^EYp>;CIc3UVV7>?CnJ%Xv|^8PjvKwTa*>bS zEBev`bw?o!G()p_03Ny?Bv-;<1U%ZlftFXP46|f)a#&~pc2|u@j@s4o$W+gZ_5DG_ z$R0!*HRhrFrtw>WGVQg7jKkNN9xg^&I>Y)jHY?TNr&W@B&C#7>aUp`N=;oKeLjlk0 zZ&;)L<5PNgh3}SW!ds}p1H8bsZ?xQBUD~5nF`}?wpa;@J0PRH6(Ir0}v;`XFobz(R z^RMT}N}qeBCaz8>i0Fnplfv&)-6wL1EGyZ-RdbxBa2NcO=J~VM*_?teeWa32NTDfi zCw<74r|W%-=LGSL_aguqm)x;N*^V5NM%4D6d73nP*dK*|yHFwP5Mqc&sRkUXg$HsW>b7f@Baal2CGvQ00+7mQPa3E|?YeHl#p2t|(^)hZ7 zY=AxSBCMxitguGZO|Zayn>C;SuWQEC%toO$qdTfb(GF`N#HP8vg#P|jRlZ1GqKH3B z1rynbrWwZi^uW0Bp6Sq*z$oIFeLafj&^C#LO061;Qt(*>)=|SDcN|L*!+2E$@!Zq0 zS?`Ut=-RD_yfdm)pxlGWjeIlS3tbe)b$m}cIsuw>OxH?6C$hzWg=M65P1>w;&2XGL z8Ch4CXC>0N(NDdzo8AV55zuG3cLSjHUC3}=+|dg<)w%<4>a`m+lfHO54_zU>RTfzY zbrz_lrzzbmT!PTGv*~P@hyRUUNM0-f(_WR5^32`z) z{#vsSnzq(!9?!rkT{xZ}trFhqJquCJA97msfk2ozwp(q7d!W$ThAwjFPkclJa`plL zaCy~o0XZX!%haaF4O!ZZZ|e+4>)VCgz~K(wB6O0HdH0!;w*o=S?YKZKu){iOheP$}#Aur^@~A_Nspq-jWSSqo-zRZIV>l zamMGR-fn;$2Y(i%zefWYZN?Ac0`xwL>OZf4%i5Av(iPP+(Ht189k2yD=5$JW( zRVfcl7#U#?xV_Wr`NrUDin~>isYJ8HV~-y>xXaA4H!!%Q=JjJpnU=*WcTi+bMB6w% zt+)6C>pJ-bTO$WahZ)bleQ@=XQhXP zZe9S@rEiRQSsBCdgR48S&M#3Vc+0t4n#QOmAC8tkK3n#h-Tt@K{$ng@)*J$pXl|Dl2ri0&(vwg|&`_~71iI3kn1?V$6?6a!?M&M62DRCT z4no|Uoo-8}0S7@guyCP%UG zC`Saep=ljwohQooKOc+*Lh;W5U0*Flvi7)E;!5VnP<`a!AMYS#z*ab`lrf8L4s^-M z?SZ~h9iR!JOP)=CX!PxhjH{77SrTBeUx9N2+=#vwa>%~Fx!7qB#$kUGR z&JS`JR5JrtWyj!^8(Gs=1j)0{&0H^@ovrd0a`j~=rmld%a-i!~uazh*y+n3Kw=35%bn6Yn zLc!D;2m78g-wa$5Hu-Dwd=-`}b7ODE{aLhc4(S+-K{0SH==yRhNHo*o+1Q@hLrF@8 z6No;uSiVkFiaU{I8nvh{;e9YD_a`a1eUHpEA!bPJjO-yz2hR_}n5jE%$dWQKvV|iO z%_oPVQ@Y&?q7G1cHEOS!FdQ!jq`ebBgxY^9!QZR`o?!7l)igfsc7nO@9_YD~iZPr& zNtpl{kow~jmb)R=WdxqCoXuL5UTnz^zG2~!`V#*PwmCm_vq;0Uz0LGNf^H}a zxZ^!AL-Iu+_*!}vPo6KGKjcsK%yUE-c00VzUiH@A1$ z%il209aS3Re&2sNZ_pDINKx{=b7D0o{%l28!abrgyKJMmhc9?}xwhZBdQ!ES#xJHL z=3(QzPS4aWL$B!7_9HYByz2v3KuvdlMAu?XJ#eG5NSpeF zx2DI58o#;hk8;`aHAk+UetFfgmn8Vw7WF)KiKqX>(AVoUO)La1KY>5!SNLt1dRtIR zh>G1PopYS@tTF+bIXuipO75glvD&J9oQYlLd=yPB?3>6zWfGPF`j$a%@3!?cD@$qL z-bE*uWQ?>?iObO=xv^;O-EX~=x3L=5>visdcVSHz5p-lq#?94el$(WMnp-TIO?ly0 zNpFVJHfD_9PZLsB7Mh0u(ulVjyqUdT35^JKa@(ZtAJ+%8me;ghv4sT==xvOfYhr0M zNZm2s8Nfl}GkS}uJ(`ZZt{Pk~)TJt3!+wLuI75lrmtg!nWfqTS{tK%6KC|j5qs#qt z>7%=O7+t2U?#III@WJucBQrWso2TDhvfOG%Aw$+C($T=OD*Ad&%Y*f1xvkIwq~+n> zYgWEKKA@RZ9(o`d*7fbw5sHK4XTf9IJnuc;9p80w;`oMh*+-G$wqLDzwWger=A1dD z`8VN1RSg6!Jr2DEp7P3~2|z!)oDk%CfUNoe?`zlXTG7LMmfAk|gnis-iFn?t>vChb z!V$9+I+iDKXC|9OkFQvQr(G(0bFimH*VF4adu!64>X_qfkng?1mB8}Of9rE*I8E@K znf6~Ar-fDF+ac`I?ozG$e(kyY60(BxF&yo41tnxy0!xZ=j(ig4cQk{L%f1urbkAMvC!CZPp82FA;Iv=kU9z z)T#^)nPOp|A~?2^Q)S0+?Du--aE`t<2@T(z2Mb@{ehF<j)V9aFpX>OnLgq z2}nN01D^8oxez|AaWW>V%w7%qLEQCp?U7}ygHC!xFr@2<6W=ordgg7Hx4$w-LhqR8 z73MhQKe0AT*F0{UcS3r5Sd#%fK2~Sl2kUOMiA8X|MRxt+cT`ikH1?2|#EMZ8&Di%J zCEv}md07t1$NSeB`AU3-g+Z1I+4DemJMWmz{BXE#fmh*_$8g3o7f_eaL$*?5woHE6 zYj@6*KimR+|E`eQ@Lqu4N&NUZB{6$RT$Xyb%g8X{N2lP+c2;KVQ}l`n{@XWnw_gwD zrQ(|N;WS8L_@V?03e7KI#Kg1mmz?hZh$2uG*j0DgEG}YoQlb^53SKTa>p`3($Q>Fa zHtVeP>%A^#%o?h|YhAal01b&l=QrcV!YVc1$@sx%i5D-0X{X~IAxCWOvQ{*s_xxnQ z!}V<(Tc~~Ohb&w&3*j_TTPhJu{zPNt_5_`Ak7p5Uvdn9>*VM1mP*zm)VIk`v8hetw&jMG8~O*<^-pPpw1hF6va}eoUWF1<5D~# zoBm2UWTAv2%>Y{6CL}}+e7^yNgOtf6j-Kk)tV{$3ll=V7*R?4!vYG-_KV6?8JcO`f zHx&E<#aA=RzQTd@a<$d$-XPUXm<4jGB_zFiK!1kN5-b2D;U*-g?KJsEl##sB#?!DT z>s%YQb)Z@HUBJmayqUP`7PtRw#z{Kjx(}#X+(>;j7r{Te;uAUo?<+-Smn;bwt3LLT zlTJ`5>S@}JmbHw2wWvFze3!sh$tRFXa=}uxbdAOw&zsf4UxhWIrZ5;zEUODP><^&A zTk^Y5I~4x=e*qxKU~3J(G%!po?9Aq)l-pcg9fGYYlP`_2iuwcT1`3I<( zLneJ8r_tW`Mntq^odqj|QZc{nNBE}U?+bKRZBaS4<7604iZ(j@X_>je$3Yb;sZ zXnM^QmLfzf`x0cyH+=I`G$c>7b%%JRj%8mWR*2XmQzo>bbAV;wHt}QkS#FM|UpqNN z4hrC~QZfqh^q?fM>@I|fTXA)IUUM(k>yjE3mQb*#Hh?fX3}>>Q>1nb#p)V;<4ZyQH zztdAA?|ghfJi>ozcw;Gh_{Jv7o58}}adb57MY*~jhFB1I*r2*7PJ0sQeKzX5gw|Zy z@8m-w*`K;y>pFXzI|9;{lLG@Hc+}q-nD_*6h^sRhBjCxdwwEi8V)3Z5l-V>!+9j7q z2x^4Jjn11&mozWB?cE5PgPth1sr%(&4h_q@UD33Wg_zs5=pOZbH}Jx=5-5WS-M)>u zodP>`^ZMF%eItabJx&PSCjuSNmvBM8Zr5w;by&4|x8!8~&C?Y3<|>uV#o6f7`|i_r zAN_GqXt!`3`U)PqTpS~;%z;tkPu&wNdO)~P#o+5U57tT^ZqH;56-*IDMXMVnf^e;& zx199Us2OoJl8D_!9w()6lu|QO(HWSiS?J2LoqrZ} zolKbCfMz|@5F$X4oLIobI3BIq1 zHg18{xy2)0e|Q}CVn7e+^Fa-K&EWB8>o$Q0r$+?rhUcf8y>GhMy^{Tq$oB&CC-}SP zV$jLtMF!;Ld^pBmw*vb!hob=P&O5{iH67sbZt zN_+Ok!lpDO_Xa5{BqZRR#37RP>?uh%1hsIdtbype(!$itdD`=T2MvmmrWq4F8(txq4K%l+Xdi?Pt%*9Fus#c`X6~i^aGn z5+~N?Qw&15Fq-4fn*1@_<`}V;R}2ui)c92wK0j{n7P?;C9!8372dW}BW~%5{6g$tt zSa@U&4uScQA|pb(rEXrm#akx>1|lxmls^yIw z0S?_u_weq#C-|u$pyd6tP(lPOI~lqq&i9a=J#-`y-ImvSTKP2RsL+T*El10K=f9;M z>|BncWss7z_UeZux&IzScI)Fg!~q6?F+^$Y6nE&DXzVY4OrU#d%tfMRAXC-a)y_i3NPfe)!?EUe2`d`8_>}Y#x zF&kXV^m#uL0`A4^cq5?E!iZTA;hEzhb2m<75E!Y!Z`8X4etE<`+!3u?Z5PnHk93gA z9+8;I9#fdPU`~RvnrvZa-`ixv&*cURHc0MJ+ka$Z^6xj`HAY(zQsl`0ncyAc=0man zXv^J_)MlFo*BO^7vG;Ri$=-p4!smNDP;pwIz-{b!jvVix)X0BYxVfRN%XTrPcI?cN zCnwKtmUs^_oNCgu_Vn=lhe1QGaO-bBVhaV15liq2u%=LVeMFL3KGXnL<{Nr!=>Ts>Sx*DHK!OrCu z&{xAFFCc@akcuUBHlsHxaW+{^E9sN z#NQjx5dBOc!p0V7)SQ-Il5@8wtXlj~?FuHURi%#clyjZm-O+r$>_*OWjdG$Z$?uV1 z)sHvxgmLNJ5t^S~yQHaL2~sEC`&pX8^&W{h+{qvkXa<=$tV7mPSwU)t?`itp2TF|_ z7Bd&$42_O$X@l~3ey}MHNg~&~vr`&oMx>Hi;cjO(J680X^-)W%5g^KnD5HggTF#Nu zZLz*l)u9#T`4)2c_m*~LY67s)&7iH+SXw`HOzK(tbZ4tbtb z7=0|)KS4j;mc&-OWhMo$PS|B$D6d>`3OHi?oh5y#Rwh|J%Ivdbwczn$W`c$Onp4q8 zOYV=Z6j3kHWjP6}Y&Q!y)(hkft5sba*FU1y(!kv_ZraQ3*G(?Til=R(nl=lDn2i-BD65fdy*aq@l zGMyoTGlF~tq+H8(ExT!*s8%GIPc$$vu=bR4J0S&E-IAe(%@#RMADG1v)p4Mw24zB| z{l9xQ{KD1$Bqm~qP1PfaLIn{(`*BN5#u*#WcIeq;f2z=*TOAu(pn*rd(+~3Ob3yp| zgBFn(zOJrPlVJ-+DCzIwlAUD3=wfy1W+$mw=@y`5xo$x(mKc;&^e(7H{PpS}XVA;8 z3&xqIg2|wf8B&c5{5Y&%F)%Ex!H?tTHOGrljtD%?0G@Pej;i7JbRIS*n87WA9}Li% zLtn_{m9YEY;uRue`GtC7iaK_5vqOSVX1HmnCT1uAg9K9Zv5ATy8wNIBAyE_t(%0iE zVX?G^?<~INPVkSPa&iD>i4oWB{omsY0{(1`2ZxM^LZ3a)yj^Wr55Kf97hds?cY~P zSy{9Up(2Awg#HJM3`(ZX z7AJh_b4egtw4M-Dx@S(jXQ82dlEA4aK9fc~&=l92I5yHJlmqZqU4S<;&^{CevZgOe zgc$5d#%MyNfN`!QOhl|`>kI-G^_^>RG39_;QC4tjKj1j@JIxd0 zb5SmG(cLmiP=m%z6cb}a#D?$Rq@`38I1lyUm9Ebi-cl+TJhl-6I?8niwX*SCIw+1B zk_uxg_B*8*~@jZRE2!M~DGOQpGvB)MgamDBjVK(dyeR28@M5cy#z;TNeP*=WedNIY+hr^xVX< zr53O_6ZRRfu@Us?eS90F3fYQLYCQb`!;%5~y>7gO{_O3W9l#X%q+`gAXZViAN&x7j zqcsr8&w%584KSYB+XJS+GaTf*J`%@kvp z0vIIkP^%(DbTEPK_OY?0spQ_LXOFJO+`d10h%uk_qgHx+E_hgII>qO2-yTIEF*kQ# zpRTWi(H$q*>rbT~LwCKnof~3VGnK7c%Y6fpr!>S2Y^;uOUVsH=6|6NL!aQgC>)Zu4 z6!|A}!&=WD3gv|kmcjm7RNfu*@N1Y+j7naxi`(P4aiNvudH>`2me-h;-S4-fng^?G zpmi)EjwmY^6!@zhCw-_KGwwwrx|lCwjjToV%Ed}<$5=sMG4KSv8@509ShS6R#cTN= zp8%VhM>~pTsAVO0aBEy9r6b@_e3akhXz5B_;QFC+e^_z)lM;Q<M0F@v!(Kv*L(mEDoYH7B87XJs|!Wo-0 zzz*?PiFDfa+Nonx)wlx0@*}_3Z95y@e37=8%cpwlm8C!kD58Mtgq{#Mjbm0py`WEA z3Gzz`gI-v=c#Ld_k#4n9_P~p2#rPgRH~dch$h|$!oiz3upuc5b`YQ4r6h{b4+rhh9 zNI~w}D-T*J9&Gi>H<}@%42p3I-H0I?diootH_VpX)U8adb z7K^AzOTY{pNlO^lcLBt5qQ&f);S_>tV5b2Kg_w^Mln+ijb+3TQsYAAH&gd1GGJX!H zuuKD*?>vo3YUXJ`-g9pWET6sHwy&#OerFA{ni_h5N(5#7vLT&Mhk}Jrd)PqnQ$LQ&Xbf6xI6)D7&%9L{P?(FO@67RbjSS2 zHjd5$56g#gpT~P4fI~A4o)P?DmLBiw`oHsc0FtZ!&@oA~-{4^KpEMU`^EiFsFbf2w zZA=K`;8^6krTxWzfeAtRR3YkOUX@&D7-h^3yiN%1z+&4EJ3xi!&h_(1QC3~A(Q!|9 zwfy_Vexpst%`jYV8z{&+uycix-lD`1d#GO{E&C|ND1;H^b%gRL-{$c^TL@<@;dIyhD)a zxw04d!K;J}xpI{NO5B&**#IfD=BO zf3MlseK5*U;|kUnOcDgWjsCYO2*e69;s*KDDkA`sgC6`aW>HfH*SyV`MpgO;5eIvj zZB?rZnZcI(2pJERisHT_(m!j(t?*ONMGAKV45GqWbz5-h&Ngx(YddCxhkf2~nCw+NS?+o~h?^`uZ zp(7Xg0rMQh_lnmSfKx%XIIs`qADwo=Nc^d*$w495+nu8CvZdN?e<~{f437;4u4KgDxW@<9 zCI8CR2V9f?p}Hn0bf;j)Wxy8;Hb{G>i)qRldVL4V!jFFE7w>~kmGgKAiXjJ#AsE7n z6EY2fO}w#XTSROR0K)TN2kk-qY^)q7^k8|)?~r`DQ@!#4*q1awzyRBu?}N-l2WA$* zb&^WdtzhAoMT`7ZD*XW<*qm$!8~#lE!*X4VNG3>$kNW4+1h@1b)E&U@bCrJ{Fw8s! zaxmzsm~%dVINv?dhpKyz{z^`_{y+Oont5uY&rAGzg#%No_EL zWu@qpW$w}Oux^uz3wETE!LT<6YELt5KG7NMFB_f!2yXT(zb?-V^>1uyek?!o1nO!c zC$bG{QPE^$ClMgTtotpLg-Bo|J&At`k&V@=xU2h1;_9As@ZBa93fl(D^4`)wv&G6* z>~6VjjjeXTnqOl&FoSH>Y1W7>z#u_8?SB}NLEcyZkI@@z;ryTRR}cmdhS+q1tma{@ z%09{5tEp=ZXrP#FADf!-*BWMaY8GlDn{tuqe9Xc=3izd%6Vpr%NUlq{_SQVNQM#Vd z0`A0d8Dc#FbWTGgq}lWJ!mUga*z~IJg~9kqX*7dBf*(+St;#S|sXDjZIc<#v+3=Lz zb$-{~C#Y=RiYnAhSF9Gt*=7!F{Fj|)Eh3VJ#})XM`d^5p9=z|NO8!Ne82XrUamq!{ zQjlu#HRen$wVveG5b7QX&;k!}^XqEOQ0CAu(?gRmU4;je!`m}7ugm4~0l<%EFso_S z2FtY}$+>X#&SGEZ?;Wf}*r3N%DgFx)L=Cz!_-c#Fq>0nS`0%lmbqH z65l(!*|&jJ$gS2V#|6>p3t(aLn@hvG#j|7zWZnjQE@Z9s&s<0kMwXWBs4D*RyZ0Li z>T6m;cqOl2M&Y}`s-IO}yIvoKNgTEY2_3Go)eZdINQAfZd`_GIPnJabMY9|jNhgG7 zUg7k zy3C!~zRx20g}nf+W);kh(}WZj}9e2@PyAG1KZs8Iz}`Xj)M)D~!LtRh`w`u_qK zW4eKA+oAiqpNGf&ZaNs0Im^H`d|`B;OsvKC7dr+9IhC&fVX5;803IBUnc#~sh5>^5 zZpHb?pCU?%Tat6Kj##2vfnuLG3bO5*GATr;Ao$9FYW7=ZAb8b`9-{79S!oeN@PUyA zHSPFp#-S8GaC_lm!Jc?TNK`|L0S_t`bo$RUPTUcvqJ~rd6=gvov5Csi;Tmh3x;5k1 zh^iYj>iyHiqhvsn^ERle|J&rGK|n-r0~VL7WdvrvPC&V_mCa=Ej{5QXXiw_Zdl28E84PIU zxWC(u_Zvr1{tD3dx?BMk-mTwFlJaPnzxj0w&H^b>{frIz;gQNe56~)J&?iTLOU*KA z8AdWhF3E0fT@SCC-fbzHJJiRKpLB>drCB4S(x@pEl&mPUsDYTj3o0N8gIBf5!6L2Wbr}x+wA*;!J6K`h$i|#1hvg#<;isXMZHt zDxkm7TkrJah)&mLt`CyrC-6c^@WIN`hn zH4CbLYo}V3ZkGDgzk6fn@UUn_XC%}vFX@d(oIM( zxLclkbw?k-HO-|20U+KyQ6(A5g)tcH!*K7y)$i|aE=M}Q3)`aYCN1}Q|H^-on^!zR zyB2Tx{%+LFj>Rp2HvLJiDO(q9S9Uc|jkzKDTB}lj{$=Mzzr%aCT5G8`NjKRn={W3K ziCIhd&*aj(!}Cl=to8K999!X*yh_}g@Z%Aa!CMmV{X+Zx2#msVp?_ZI-v=iU0g$G! zA`4`a1#QsaZPQz@8mg*cM#jD;7^Y=J-?#TIwMkf082c4X3es{f-y@=(38sMCq3SJ| z@1*CxIBS*vr=2^gU0V#ZIR@eSW^dYIX&QrG4Z5qAAuwS3p42PTY`l zxz2t@pDA#Y-UR-p@!y14}-K?KB+{`w)?PY`=UgUNHtF2XFtR1*7 zS<#>}{g(g?^ioT7;N=rQ>xTnAS@iv7Pz@o6c?*Ybs zroIiOus?&}qk0dz#ykOF`94OT0qTn-o8w5mk z?m9xRA%7sNTzR^`ylk?P{GYK<@B*M#%Y|KtKS8(38v?AmRr{hW6vKn>Kh<^A>PPHB zT#g$e+~yr@YwX3#v1%0%)yqJr(JGn$I*W{hr%Aw>3?|D~yXaeRxQ)2EyO*{)aH-M! z#Q%SzaUTNshJ6TJt+HSK(2h_M*v@LfRBNFv z&q7BvvT#IMkR?2h3bF)as!!S~M^y$|f;2zSfA-SLQXYCK5hzOW>#OA^12a+%Fhv1d z%Z!lnavNX_q08QnYr#1v87u=@xBt$Y|Cufd%)##xUz>{&@+SqW*NmwL5Y^jkYC7h* zm%eGRa07JDLt+sy0vnr>73jb;yGEiCOaJBIl0v$HXE{CABU17yK}eR)t1mi00!B2C zS8p*1#vi%@*3{}Y05|r`S7lPn=4HH7I{rND$LTZL3)Okk`kFJdc(8`1PL!LNeS2dI zG8}vgGyAi?SU=SImG?LR+xuiU9Y^!NeZoJC&!gSRVS)IZNm1~4 z<(JbrQ^nY%zrd^@r=9j;XG3f*)?N!8NWl@woLQ)>!C4Q)$dV?1)bNFvOIk8VjX3JXYhq{h3N{iY( zZ$YmvB*Mfg(20bPKf>%sQv!B1x0{^7=_%MQ3Lsaw*EKhO@E6U-`g}VIeeDFjb6n_h zOy1^DTk~3IfqUnAa>0OOt*ea0ds|KX*co5iyiBd=teEXwkRjnh!M%Cw(AKj3ySd_4 z&ULzd#^Q-Y-ml+}bC-?VOiT8Den^c|dkOiqV~Yei<2CSvTnT$+Z8O zz3i$8q%g9ZZm?$8dQfT)peLMiOOaFl37mhU8)q62c4BvHilRlNp}~tlZudW$06`v} z+pzo1LYX27=-xcL?WelI#P!MSGU&YLG12F?YFIv-V?zEU=QkhqVzwJc5Vs1{LR(Sa zH9M75cq)LXul9HqsxCV1-Rv^#u~i9W-1NTIFGnt{1zcZ~RhiE;PWv`u@3y}9 z!|e~TCyoJ~b>3L}G;2OftIxlmPx!M*j@=FXG(gu;`OY-<&w3!k7s%W6bo+6-F?zvp z_pjm3){zN zuXhsLQ)T}_J>=?V;x#Qk$}nf9l126Sq08Z&i5W7pPs}&I{bfOf@BvTd*JrOwA}Ow~5lFZ?ufU-pV=ElH$s_cK*yZXGT4$THmBrXgFk>M8T$kdPH%gfJOFr z_PKUZF;|?po@E)YFUn>g_;a4S>?ywY@+k50B56~9?8))RL0V-78Po-V^JoI;hBO>g zR@!RB&$uglMZz^T;pJu?G!yM1pXD1*$mZ+QRajI6BII+`kZjz&uP9$JE!lg3(t z6dW8WecB8f@^Yu*oGuwgS(xznNMyGsWO!ap?0$IMyfP`Y`V-RJsbVIr`MrjKPZhs? zbkXY6i@0;@u;*pVPY?HcK8uz;;c<2LUHYrRWO2dRCG@k!7YjTqL}b&B zppX?8j`}JJzV&+4>%;GtTAKc6gMBOGG^KlunN66ImrR|*NA|y_)8iP?#xrp-|sFzx-aB8e3siDrOW)jW_q(Nh2~uL`*J$ zW7=KIWAi^(Nc;UouU7gT-3Ch%*)HJflRv&rHdogy%AcRhD5x?qWa2B$5{}cJCHSwI zTc7RP&YEpcJ6sJGriZXuWPj$Pp^HW!KyQX*clABDe_OZ=oQ7k%*iCRo`j(=2Vo zrYzv~#lE5>?IJ3somf&GK8?@5vgOD&&0psoXLDawqdm**X*e!JY82<9*{!(4>vC0H z|EPUc$#@BkxH`Vj63PkpFTorC)<(GxTz3EGypW()bg2OC>ajvMbRd(FK`g#v)R&SR2ifYW@FJ$x|j&sPyK-e&3IP!_usW= z_H1exS--`ha;P78+gZK2v8h?z)c5&WHIMw!A=*gL*L;ns;Hdk_iiyCyncTTy6z5q3(Fi69i-fQbA7PA;O7WxDRdzL#CXHZzs1Ke{L${{|@TgVZPr{UzdwQ(t zMu!^_BuQ?i+dis}i(q0-yiZSCMAALoMADP)JrOne+^WT5-c}$nt*i25-0}I5h4|}^ z5F9d|8Dg;V$|rJe|0hq9Cr%CCCRW>DtP5=(4&jX-=z^8EazPY8nC8nluwyra8B;fw zZ@V32G0)fHsohQ;sc9*Ji{~_(jp)y-{`TyB>ylmby|!)ln!oL24(I=^%E5UDDLC(d zHwec8I#=;P|J_E%@QUC#W}mU*6?g21q2*IP&|H$xyTLcnghsDzyf?U7Q9t!VeA@0+ z7+*pUV1JK4cV9Od7SOW(&ZZiKL~_Sq6dVr5T#;TQ?CREvKx7gByoFNdNG>m#Dl9oY@n=d$@)E3K)`t`(2(v4AOv#a9O4>im2kJ zE7K7mAvy%glChPmUdtAmF&Mhi!(z%(j&x-DgO8_~Z{_j5V_GivTDi;Gch&WbQ;wFu z1*TEDJJzKM-1bD*4Mwm{fBBzmKx7-7e&5*?yo(T7gbq$3(|7vZadp}ddCeG2#%A>p z&P-r=z!VW_v<#amIe=Menql(;KbK^}jrf@ndhZS4%XYe) zsOTwpDvY56Gh>W7rf51}`q<7tII3tGzFs%I`69I**Lkxr>2OPUXYr-PXW)T+7}H!K zA;L}6#>LKDh}_*a1#c`v*+ki5fd?JDHijs|wNevnyIK6!)lziDfs`bDP>t@g=Vz#n zH}-fLr#8lfir=m<-Hb;|^C6ZX^;>citM`>9c&S`=d{}o3C9B6jgDn2pqB*Ibp|Z}J z<#zs+e2f5VUEA}%Xi;UwXI9wph|x||O*Td7rsHmh=6$1TA#y8Q-*FP~)fxRM}o@8Vj z?=_CvrO#CKg@IH><+O=;F&8vSBTCB*^~8f8jVb8wzA)}jLQ2JZ{$nO&#GJ5rX_3t! z6Mh8RM-fI$TPx)>@=-9SUXf-!_|ATwdB+&t#kLHb^%2MkFB?+Xv3TxV9qs<5cwdlw zBCEH>f9%TRaxI!zm@@*?VvRFjISr50Dmb{v#h<+Nj#Brq6qLHfQw!c1(&Z&K_(XD&?p&T?JqtmKE-I?d0hUI?vZ~g5* z@s2>GprPzHtgBo&a8?U#{F^l7*$KWc4xCf5M5az?=2>YyGXcyZ7)Cg#e@^Z4UDk8A zy-`T93vDRW{drlCR$~WI%+TG1s)aBp4akC8|{o&o-Qg8qV=@ zdD>|j@77u5#j@*;Q29`Y!cc6BfzBrDoxn3zWW30?N>iUlx$ zdo$`J*?vjOu)QwAas*tkGJk@kN+I<#1Z z4ivCz#Jr?Qnv@Tu;#uOLUNWvpIz)$0+i2#81qpsqV3hf`L}-H?Z2`P;YsT787#J>u zQRK9;ET`V7LZm9(&uFJ-2kMJLla<^LH;3B~nxwMD>2%}|nh8?}X|?@G_7ueK-y#QE z&mf2&wC}B=p$s}N&gDQkFeLIa!Yak%qW8uDqI_i;-{8Ob%~sJpRGOyY(K)fZfZKT=(_SgRr@Ai%quF+xbGHY1jCE!V8^K|+t~+=3_q`|Hr@3Wp^k#L& zhE`2HZI>o5&y4Ir@-XOp7r(QxVLt&5XCkPca^umRFd3NO55^1A%Q~)_&2o=Ka~@O1 z9!VLEk|%%U*^II<_ox+r*gbSByT(w*eH42U_HlruUQ|nq2S~p9KOco=Ig+*5rH4C{ zM7|(ILraE~7X*Alm<);k(pUZRMDCE(vIi6K}NV`%4hduaQ_ZSlqE z<%`iEiZ*bOw(=kn-U#~Vi*#a{HQjx`V<|&0XZa|xv8XoSp>OGIxaKqyh z1;JeqEM=0Cs7HkO(MSBK1ru2$=4d?HnAWhF5+uE4tzzPLQYHo}wgn}pliyY(qq-`g3TY z8Ah~j*194SyzDheET5Jz?H}pmaN}uuB(JZdm61YHrlyH$Zdyj-`O2XmV4)+~nKwL6 z81q&5ZN~+wF5iA3MaAsP&6MDV@52g_7Oglctjb_S>|mv(J+z{2GJ((MRl~TYtVkN0 zlwxH)T-}Lplqr+!sxR;IMtcCtcj^b}m`L}IggA~Y>_IS-{ zSd1Rnfvz+k)&2C;jwss<=*Z_F`9g+nfrI0k>6f`WWqr@;GJ>bfZ<+7pOoQt(WTlL) zA@Rk1lk)R$7~)-vhvC_S+#yV93RAn;b}Y6riNtN;;|pUyjnkO=`&Z-`rvhuJJ4kk0 z>`*JURh(cROGHyh+(%J(uhv)sd=9TteVEKQkRPgBXZ)5H(Ts@3D50;J@4mc*rQhS@ z)aMiyL+iyqi77lm{amQD4!0L;qev1=PCPTCw6LV|6qJ+k0OUeOAzl8V$vc5Y5L4 zLuQje`2T1)@aw2z+N%{R1D&wzz3STDo~(Xr{i)-J;#Ub`bTBgjaqIlk@RleL;>Hc1 zlPk>7H9eq#lkf0b00?<1^#D-PXLRscUfuz~$;G+=PJGJsyBdM2x16N|^k?dn3x5P1 zHgp_6`Gg=7bVO}JuN9i+Gy2t#e%ad)-l29OY2`{Jx7A3M=Cpg-eWnQ9_* zV3d~0?AK=*zHuOrM&i-PNGt4?dMh+dD!`lI8LELuowysKkJ~tiOgpzMvb2DYj*SuO zG*>UAYs(hC#yY25O*tST`h?53Mt;4d=_f=N)L)M0Mkhl`^}rzMb^{rtA3kT4rHLC^ z8{yiB`=_Nqf#KA6jiOZBEDbl7!REqWE6{Z)&RVy_=bX9Y<%7<<7xho}J_j=7I~AE0 zrbOO280#{*7^iE8>FzKl-4iTBI10m(P`L9o%`lTwSQTw;It?B(I5}T3lSDUi$O=Zn zUZ2-r)fT3PRt^_{^9M#3x;BDGZ@=k39aUBD2z3HG+^V&0;~h22uHHv^;cX6j)q7(u zt(EQulRA@`+w&$1kBvhoHkp2ZU&i-b3|7iP_s&Q26GDQZ5ID3^owW-bMt2wIr#mMv zfbI|-Q(=NBYOO5XzkeZR zpNl0Of_zL%gG8Un*LY*PXvb(6#-`1xO^$hqqk>~rdSh75$DyLVN;xSIR3*9?-tXY! z4;(fkgS;Uujf*eOU_PCYHX~oL;_-=3M4OlP3p!00*Cs)xQ9_SIkP1pIv057^Ab+J| z%k%$A8`3P!&-FY?DPJb`=0>0MMXcp@E@U~bf8%-E z#?(||_4P)HqY(vC2MvOG^g6nJTS%T|#Y?wMq=t&nbNsdMO4jXr7jC#J~3FZ8a(j9CX+ ze&}c`;sY#fUcM+yURY)XtA)zAJS3N#O;a^fIevk|B5Tu5UL*m??CBd`Rh3rao zSX(%uSQMUyl#0Xh5oW4>!t2~8<^E*+`H?l`@Nq9HhUc zNtBhrIStBPt(pWay0H+pO1xZGOw#KiM}Y`9fN8dg8B$lE4R_kxfTehKCq#eh^~dQ` z9Av+r{SoU#zvF>0Z;1Y@7#Kb(XibLzj-LwEe`G6uG>xg2-rg zsFQ=^{p_Llxk=R-v(%AJ?rs=058IWqsfe#+2)$+Z{prEwEw<7hhUP!O2AU-4wJ`x= z)FfShNtpP^l3Ds9DFZyn65`*ni9QwOpvNeQ8j;sxG zh{MkkEg*(Y+oC#Px~H^u+a3uJK@<`$kJU85d)6WxYxILX$_ee8;okiMI)5sLwxhm>y`MYQh4sQe2pVk3ju_waXIx}wqcu-#zVvpO zwbV|;z8OKtTKfvMK*HU!=^yWCK)8;@dAX*)b-9(QB3y;n)7_B2zE6{N}Q_u{8 zM-X?L)z2OkTFU-x*DPyz>Xbr0*y=*IEB~rVUs&HSoBeNenW6*w*)$!cyfAFgWsC@k z07WaTGkdmN1PjupY-qF+*NiY9?Wa=AAh*6EG9J{eH|n7x=G0s?LZ%#ri|*J2=op?( zhGu`*Nz@1H>v<#ROlb~8i+h#XX+nZXl`GYK9PUITe!;iVvUMEpmw)44s17?a6yUAy z)cIa+H-*_4t@i&7HLTl@Jbc#igpNgt${UT9@XPmcBkJ=+{F)jz)_ z{rE1&Q$oM#RDJTYbP5<)JRtZvOdS1aS!ULIc5`$~TnKrY6#z8)wPLMx1mz?dd)Cah zFTL7k&FA=w{UITcwH%XA1?5j2>(9(_|6O_pYDo2Mz&i*3f^X?A8mFl}HRPUZ&OuqMi|}3riZWTL+c@vH;Rq zkR6g!ND!3sf@g=SzrJYm7VLd^&mTs~62~3MFKNwiyy~_u$N{5lF%&1r&P(S!EorF5 zXXy7#sRmX!!vq4zOc(J(| zt1?EmT?d@XEYO9{#6(zNujkQm^l3BeVn4r;Mm!EG1ZDM;w)EhRpxi!cEpYS?erU@! z7k~|#2ni%(dq3I1PQeAAf>Ev~r>K~2ilDf~RN6WISTaPCs>@1V0x7`qyB>3#e+`o? zH2rR{b}MWei(-!BjW-nkSei78G~-qRQESYBs72Yg*^mn&ak80C-g8{~Jfc<<&?nk( za~xa=yglW~g0R}qxe7t1eziaSGS8hOyr!xZ3yY)9>mo|Z@q?mgjAYAFjWi>pOAJ6( z#5mZ+d|7|V&dJ$OCq_ucKjbl5AD;i|Kq)h0AQ!VS)?VP-$)e4O%VZ!|tG+2cFGV`4 z-XE-nY^ z99gXRLYWxD8L$CK)`1@O@dI~W-Yn3$C_`A$-JpZ}=nD$RFlDU{PMoDs^>SEHrC3$< zN+->#ydv*W_xrxuL0f4c;V0n5GU6mdZ)w8<1O!j6gST_MNjR^&ZznNoyieE(`xVFp zSO7^CE~qj8vxv2Tzxu;N`$(2M-_bF`NO~71o$%vj+p^Vs19Jyo@ZI~@em{dmZr=rl zta$^Qu+9AhqCCHM6+Y?3{J(^F8|II)Z-8ze_yz%~L&_x?XK>7zV?~f-@LHtcT}97i z?9IF(vEF0?!I6{3I2VwXLIF>18~14X!3y0nBCr$>av&l!T2T4ottu@7p=3f8Ws+0` zGFmiOm>g+3kK%#f@Crtx8p{cjjV7egkd3$jYkrIrX>&Q+x2C?fD%w*o`JFQzCMCtGN)rHN7tH(?y&Ub z*)2c_|CYHG*{W93p*d512xH1L>_js;P~i98uske*B1&x1A^~(04dmzkUwOBym~Z|M*Xn7CHW5rcjUtt=y=a%hEg4~l`$_DTl?)9{O;b>I`tWdK)8-o+cb<_bF}i0H>+ z7gfe!%wglryfALqsJbB1E7F|S)m5^Q;9mtWy;kR`BIM1C=?oF;)zob4BecWu_0`&` zs~jBlTj96i>DQ&s&h2l|5@6q>1yg#v%lHl#%tQ^$!f5SRkGG}1KZw*C5yY`B`D&3H zIqMX9;QHZpvj;B9`2Jm=8{hWg=DRa2r1;^LKJK>Y9|tc~P;k2=BV}VdOS~PwVE0!} zxpQ7&n^E@s;Fp$z-{DZENE=VZ5%GS((G>X2`*)P@VUSkz;7TK5;`^Roe%MkQVCA(qrcWIv2GN`3gik_}t~5+Wom74cm~_>_htZFaNrd7cYbT9UmvpOA zDLn{a3RjHov3rdS5ywYlN~kN7StRNdb9cKc{hSV%kxn4iHWbHAV`N+ts7p3H&)WUM zY%nwi!ABHS4Vx)F6|f}sMvji=W+kUn`}sIB<fTx&1J56Mp9)b3>2c$j?hZB3TUg>#vW^@l=HkhuW5MjRwvt&C7nU7CkY>-F1d#n3q zdO28!U~FYiwea2qSj^kPLt7)D$XnxynTW5vj?Lw?d7P@h!$)R7AlQt*$7U_CqDOjTG8!LyL zQ9=P;^gfm_xUbNsG&BHKarA=PJbGam{=|RQ&ESy;yxZw2fLM*FQ)Mc<6Ai{-i^} zC8D~2dG?w=0%_e}n`n$JC<;wgE|m%e0P4OGaM8=_7@%mfl+7bF$O|6W@p&d;`zEzH ztP5RVrA3o_>m)R9h(+xEU5{o%1!*gXU0q#Wh3^QYtdc1o;F36lWkEd~{w0Nl{|O{)^gC~B76 z@rgk)t?M5AMhT>#)TY^w)!DO^l;c*yPFNNUKfjpfOpaC~@f087Kr{eMVG}n7o@G?Fz0c}<(8 zgOIZp*8%V4%V4fn5qE?0#T06<1 z5n}_O*$EEEWgH!XMHOIbEZQ{f|KDL?Oa{Vrz~7U*cb!4IKFnvdrKXA)ACW3MK2*6_ zT3MQ+FT#QHR6!?$N#?xmr178Jt8j64?nhZSYwnf#Y5nqkhhgyP#hm&okwIlaAVl6I z@`N%FZ{i}IYY%E2spVD9pPrzI^4Ib*m{ajki@5z@5IHglQn6-7k1KcLa^`LQl(1cC zHRv02erI+ez|oc)zU*%b=Mn-1imal9%!sj+tcWuuLx38fe%{R-*xpF%4pIPP z2KP!QW62HPb~k2dEG~VbM1cLmEDBYD*FpY!cXz&^Dkp>$S}D1b8N5bDHICi14O{<< zyT19$q2S8Wdi9f}`}wTc2|KF`3e-`QFDk+m5;kfl<7m?!lP=1Wj_~#oe@5TSdw@#1 z*Ps<(#mTP>93_$)_iq55L^y%rq62KEA**pKR}lq#gRWbTkBKm)olDtKK{#FAypU(; z%p<;}(kfeK$T?IBwQxTX_HB)i{VSuGR+8M1z>+yB-THAUj_Td;UN-N$$S?#pQqewc`{0!VpL%`T7*CMVqwJyP{76p=dh zDj=_uHqDWNMk;wGby+ZmaFAG4p4S9t$qv;61#)PQo*Z`rzj6Zy|0ABdj_NPNUmfy$ zywhuFWXd3)dBOWVD1na&ujP=bGULtZiFY-mQ@-1~%M_%RtOZ1T-;4e%YC`CeiR=ffdls|fi$1W&S0JPEf#DEn zY_h;fZDzxXnpN@iyW33<6xAI*j!hgjvoMfzFw;%tAxq~GOH&-=N@M&r#L1r)SU~I& z!XZJ&D|;a4%aq90Es9|%JyjiQf+ZasRJuol{jAX6L}e~VmT}zkkZ(lJavK@2RcJct z$w4on*}uy=U*p3t^~+OB*aMv6Y?R;#*NIGkyf>DVuDoGwT;dP0PRa6xtq6#QNvpDh zXYiYlM5xg`2ZC4MMsj~yv3vv#E_u;|;cA6_gMwmk`TnU9qa&iPS;sTpu8P2{U+O$H=*l?TTBvYR8hbeAnXZ>$(!WGy>115tp0Zm0k4cir-FXW;D#%L3<}^(=Tp!Q zJV%o}FqPA+|J_rZFg86h(&XkjVO1$%BhQ#P{ez;_2|E6VLDEKA^2d0Kh=J)5QNj5O zdse2}^=O&sAQBl~Bx{mku`cw-;!r!PO=S@W6DKDKbBVf^K2Zl14~jKZ6@Lkj#43#G zCRC}AoUqM|r0P&!yZmQ*J1=aGP(PXiMAJL&En+0mT4z{WRTmeR7%9APd-$rNFUt?j z&v8a}k?b4#GAxs3{{4b>`-+n-zYWq;nTki54NysP)6^Ie?qcwn=S@Qjvf?gIi8Kt* zWihEfed4&wE7AOn_Wdqu#Lg0~nQZPXcHFS<+7ewm%oi19b1y7B0tgN&VqEL|4<5eL zNZDaX-V^5%-;#@={^P>6x!&I-2jz4md>Gyk;WBEtnQW&1r4B}rU(*ontDDb!CR&n2fwQ$+%3sHR+Y6S}dc@u&TgP z3JQ=ESaDTdCVX1Cg^3nnSzemc528C%7mY8_5Uivz16mJ#l*ADjt; z=JP1RO7E{qJc-z%G_c4|bOHOm{UDP76cF6p{v^!8wF^Q`hOudxvr2hQBS=Nbcy>qD zogh*YJ4|KrE?2*$EyFR>L)(zs`{k$PT4R~hwe|s7O|Io<#N5}S>p+j4`|hD}XDbg@ z5W9$PI0zFP@Tg8NDQ*LI7*HMg9LOo~Z?BRBV+!OVlk+-|qjRGY|n*=7U0%rd6 z$6dO2LYx3yI53FiKsp;QRvUo;T^kIaMDjup4}p%jByI@zB&MqEt!r4liBN?VOdTA5 z&=Z250OF_r+7xsteW`s_lYZ*Ju;ISJR$w3b(2UQK+sdI|Sm_Zw5TIN1)T@hwUB(+7 zfE*}3VkA5W;m=N8r!hQm-J4Af%lH$?k|m^n;#p3+Q>imP_g_9b9-{1SLW7p{gXjn! z*m*xlWCF`x&9G+ZnR{zpb~ zkanJtD;SoifTS|71$Rk?oKqBGgKP2= z!<69XFDpHX*WJGoO5?7PL%`Z!1#jK+R2j*T^FrARYvt1jFeThj)UUCN1Y{g?3JX66 zd5f_riFW!c!Ze4>OD3|e_P|3y2SJ8L?uuwPM%HaLI{0*wQ91cFTWf|}TX~s>tLl~$ zR5CysQ5>Y5eQkUcdo8N3jBZk}-znKcRSbA<3q}~2t zAB&gJ%I#eX@>3>Pv4><)LPEmsE_$@P`VCLjPMM4Xuya-Ln_%ya#A`+5ttCswAWnWW zxZluhNG~5gs8-{E74(>4*j2jD1ej3oYvY-ji2skby^8crAKh@pGHQ9*uP>75{U`t|Nw7eT?oLD)SvY8r-P`K@8q(t@44!4^pY5u|rt6kyLHx z)P*F61Gx)Ig!%0#6c~@#Fv=h;TXE2nW$hr=uMgi(bRINDMyW@ARS5~UIjAbC;i-t@ z(p~>{0}Pw=l_L5jA?y)E%jwTt(hX7%S3W|%F78Epw>N?|T;si~o5pfjXWnNdoCr|Q zr>1TQ9TU>#PFZ@ygzv-T`6%BSI&Dv(0{H(L$r#Ar`N7mHnH+UPnv5@@96BkPl(m$&1DOsDI@GJ1ulw&2F8#h23O9K? z4i0iqb%O}oL8)&5ovlnCG+Cy^;}q#2D*DHm_RieDb*fZNow$ACCT*LBGUV7rE82WP z=iVC3DMVgZ$QsFEdCzmwYZij5SO_VlsYtMW0hgtpnrKna`KjQM(ACmq{Zd zxLIDT8N<3bA$_=d1=@mS+aCF!4hD|P9u8>~L}{~ZlLgJMI*;XfNvU;zH}GmRYP z{g!RNEmsL)-^tMgK9hbE^mE~jx3;6VA>8(J*!&Eq{Yf$&r%s*5%OUU$)-QB4^N*?d z1A%BtyHb=r$Kc}H#B2B7mz3iqC9i6wlKbQlqxX>6)FD4R7{3bx7@y8CrgAX zEed(>m$LH*nqzA+^Sl;1z9CUdkw+25nBM&WVyQ$mm>&N9x-Kky7QqaqJt9Xm4PPPo zinK2JZluX)yiYhchML+?2fmJU9%hrzVAgY8{rSstn|N6wKVb3sP|Xfivk(TE06z@& zAK`^l)_HvIpl3Xz;Sa&blepH6=|`g)R&)VmTI+?(3{S;!{FZ8y8ocV9Z4n4ozG06g zY>MPzwV8?Xg`N2wURpQoi<*AMKJ7>sVqo5Iywad_d%8yd*m$MICP47t0O~3LqGLtc zFlH2ZSMMI!%=;gjNOnsA;nP*P-PK>QPXUa95Lv@-PaSV9&sRckH9$O)q~TTCLXi`+ z2W;zQVnqU=a8imzu(ne40(gdaz=a00WBrp?uZD8hUcSgU@vyxFSD{!g5>^sAd-WV8c{Fv#Cx zF!RsYX2Y7*1cTp236BV3Q)l&e_;0JNgvkR^B@itU0-AhqUI7jNHCMR zL4h8bcy@K3cMc}MeE1}p@q|SE;kqX=tWBS8SHA8e#K<0*w=}yBv-b+b^Mv5(6^>-i zjL82=i+MWhFe3hOt>R>VpN)S+1LZ|0bLrm;J0$kMw-_Msupt#JV_I3v`!(A}EDewR zge@#8iM8H)06Z81@=l5At^oL*f8oqY<>gEgAJ0QxW@i)lU#@59u6+ko&_4jqXCbRj zJt+Ik*>RqMvPDrtvi z)-YBccg^5nI(*$#1DF7c4c(Hxe}ZT0Lf;C&qXaX9G^b6Ciym%>Pac-Hm9n1?@BHqq zO|=Z|M`|W!#foLNG%^JzJG6-Tug>Z899u2nnfOTo7qymEz-&@Oe7&FWV3z=62r;5?fX< zC)XL>rA(iYsS?gW4D@FZCV?iSn)S;j4*ts(S{avcS-wHJ5AO1~ex0ljRR3)tB6a1D zN!Tjx&OO>Bn?GfNX$C6h`X-UkWJf^8B*xoT!bC0OUrMS0NA2IuFKPr=f_seN=AQSZ z%j+RGQL~TyvfF>%DUh3fCk1K{-D^h!txuzCDMMs`?B1;oH>BKrMSVZ;ZkTQ8_efhk znvi?j%WJsQ)&Q( z!%v7d*2j$;bclE-z+C__3vtFq2KjSLf~NSQ6e7JQ!_R@{;KciUA{a>D^H5C9YGhUf zGAs%WI`W|X(0elxT8m;`zfsDZ7>`6*{Oc^ODI%<(*;s7d(71)4pOf;aXUmx6%ApKO z9!nr#WSTG#;V7WlQd3k5ue0_`ip-l zc!qi$)@X7$4Vu(X{yb;1@n^{^EF74+IxpF}axp1Cb!ITE6OSUI9nMeYdizOvs-{+U zV8;?cje164x?FN|t$X?W?P$RC_+W|h+ob$ZeeBQrxu#ze9>Ja3gpXjx`>kJjK{AQW zoD2%Kz!hwK1n3lzytSG;m>bsR$0CrSGDNZ;n2*Qx2d+(lM#CB1Z}}Mfp%5_j<5ODw ztVEd~T1qurb>2l`T8p-ffWAALIXamm`nbuf0-+K+GTOx#KujcYZz6pDp%)6*M$jku z(llEfRxME1O6<2{;B7xmu7VbX2^|Zs*rd$w=i01hoMw#ir!rr0=s6zALO`hGxuhoM z(k%o=&E8S5z!O7Q(md97;g&%*qzV&NVbl1Tt2m;5=pH6{tL5?=&1+Cu)HLvi2fi4e zO;uSLE;6zlxl3bx<6#QE<Y0_XS5 zA7TjETj}yCj@jGi(sTB`sZfpt=KCcVEK+cO3Vy;TYMbmhWAatJ!1$~@g%O9%7E8TE z-IA~?q0;Kk<##I==@)d+LmV0gH5kWkh(bSrJbknk9T9Hs`BSReIVX(_i@6Mpe>OYQ z>8FwI^kRKo|B*E0O_o-^NqK`1?3}-lcNnL%NTjv-oWIO5w#8iSxqJ7EhI4aQzUaxD zU7)aaG9C|IGR=J!K?uBDv|n09?ys3KP+uw(rfHS?DRUS0p;cB4qeTM(egIPsEbTG@9zUyfYTjKu~{?|<)0;A6&W0P9| z<>2`Fk;yfC#0;~i`&UwT%l5kt+j$r&g7+xp<`nWS7`|*0SBmHf_xS6`?90)d%Q2Lg8ZWCAB>FKo zlOhpnA(N;+KLxrf03Dl|@5{fyVZ47XipfEuTj*|f^1S@6jWi2}9bZ?Q(eCOAwOIp$ z7CG54wLTDBeTxfZ#|mR3M(njslKp`d zix99(U?{59QC|}J$tM1lJUyTgP8;6MI)VZkA$cT9I=@UcDh|NOaNU+f`!?n^YIOYI z$m>6$A65F5!x^fh81itjXg3r5uOV<%d>7zu_!AYx{z3+ZtTg*ieO*@Y_`$*_!_!t$ zE?wXIm6d{KLcyGp1&S-0phksxw6;P&qop)-luiQVzE~fR-{&HGvW$_nNGeeT{m z9slFUYhDc|HE{IK0J(uuqnGSSOn6H0r{O`X8~qYnjVL$f;;tzMIT_*wK3-RSCj8c- z>Bhdc0Nka^ZQcUiok~>HljMN{)H-faHTyrLog}MX7YO7&ZvTgj;r!~zgfIR77J~zC zT#uJM*vnAfwd?>ce)Y7nG)9lPC+`-iv_vI4vF40&ij^1nesiqMN^C$D7>SG`7i*fd z@o9R|5=oAfdOy-H*D%zwJDeOQ5-~Ud2Kq%in=ca)85@CtPhQ!4w)??ckg`g+RNkCr z2-E~)Zs5WYU0?28dPtC@6o;OlH-+>&DNu!4xLi3#-K7B0$&HsW=f|7}!APO7>0-5d zdy!h&_^&`*N$56^*Vd9r7M7nM(d{WJp7u_5>lW<}ks7TWIqj|>82q?mZm<&?lU`VPPn_4MyLgL2pP(Wh4O&V)3;@UdYhCxlp3H0luj z=NvLa`#v{oLMi4Wy^M`<$aQeDIdKk{mJRt_kp>X82%95Jms=|12rq&-SiQ7ofywH= zL0%Qe&mkDQ8|sHjc6zZhtC#m@)^X?TRCQg|ri5!4+SdcGA23w~a9P=hf2!2x*n*vl znYOz1j!b_AneO|Nj7pWUh9mNsJz3C??(|U&{WFoTA=o1|NE*rvF4}X@8X7h*Le63P z5`)*-ZBMO~S(>gpXAu3AGsz^AkG6pG$IOzl$=E39`Jz-^jhl^adiKNC5j9E7(RY1= znd-V8kw8Mqn6~=hE9SyX0diz^A#9|zp@y^!Ysht}$RvrPr%$KqfrdsdIwlpE%tkeVjc@29 zJFnG%a8d*;2Cu5^N9vhUe;SqG^2=~{1Z3aE^Gc>HBh{2YD?fv<`UQ`fbgPsMA~0dZ z4qP@lf7+g|ucbgt-B84~#mN)Rg=nnk3|d^HY5!a-=AGIgMV!FSASy7d>$#HJIh>+D z%y7^i7iTfyuKgvTC$JYBIq$}X6Dn&|q&3cvVPK|I@E|GSs|5KFkd}$t|77}mo$?dY zJ7%CK7k1?GhM&0?D81A00|wQ=01P1W30KWO^+g5=GZ1_zn0t>=6v4#Wf%o1(ZMud{ zF4tD)B5*kYma8mntRI1LhBqAQ1L>a$Is&m`(}nq2p|Sno7TC>6WQ|v#cG7u~`b zD!hsr8|-fJCnn;|<+TjVgF!%af*r#Fe-=>f=XG3gR^E>*MSYxU0Hu#G%#znH|+~VzL&$dip@GiuhshWvC`6xj$8H3Vu&G0F$MMW+}G+Q;41Bt)cyhQ(eyiKYlKrw;@j)d zn(78uu2UV3a$*gEaM3}wp1Z+q-Z(rmBWXB_7q<9Y)Rv2nMYOBzpmW*{Im1iL8}`X( zw{`Z0G2~g`id+;0#k6j?vI=~Uk2Ua&vWsr4{C%j`t@OVB zO_B(>4rvMk5md#aq`aA}Dl3+I!MSaihoT-DZlcGhM9FHT^ibw_aXfCHxpQz?8|}@1 z(ndfALYF2m%6_N)-Jkc=aDpz4yl>w4i*!FMR)ipqpPy9}gl5u@VGkKYbcipsg>3^u zoaPpCK+(Te!iZrO{^m`XZKPIR*|yyyd##*;g!uZU5cdRu`;B%cnP~(uq&W+6gpzit z`FVy`Q@B}gKU=MygE>7)%Vo(+8YWb8BsoxN=CJv^YHK`0qDI1`07J|Xk>^?Kc9Ny)7cwU45wsRu^%pQ-z8=BHYgztOb025>FKNEvB z6M`%1NL@(Py4_;#qNFzmq6Gi&{CpG0Ly0i7ET}=W^UvPb z)F3C!aA?gXyLpf}r7T#%o;{|3)L%f0OQMIgXt%Jer$ZpKDWd-^lxVjGFNK@3Hd6# z>*;f5xYfK0rC;##KWqj}QSRI1$pgT_4^f6(i(^6K6u@1<9len*=cok3)Vxm)#M6CN z*BxW_c^ILq?L|UhvN~%y6MUF&XonT)_s4{^;M29|9vTHFUxGg9q={HbBjgYz$x~aJ z)76m*3I^W=<)=7FM=;>@snIEv93t+($}oX5g4)yqi=s%o$*VP{arCYB&=KR9cPW3q zu1YE>Ce~duT%+|%t`*L<|3xK*>ANTyBR=?5Vb zL0{e|3I_+b4H!ZtFnetxWkQ?X#yvc^OSpX$^wQql-K_+T4a4H6ri-6TWr-NE}tu<;go z=b0Vm1i)jE7n_WdR?eZbWa8IecR)xSWDJ~flTOl@lY_!vWI!XTFIBEKIkMHS&&$nmK_3z>7 zhgS_`@b0Ma`3T6bq?|DQJTS}7_Wz+B-cX2+3J&+2jsd>Kwu50(r*#bAVE0~dQXuWP zU=%abl+*Cusj2A!Qr0dO3=gZkY1$^h_)9|@SZze(Klg0~oMJT%q4dR_{N$kg9FhmT(b+=qFg1=J5 z$F1cgf~A^x+e8p~X#11;N@-Oqpkhxv#*6TAXZZeytu3*_{YIOz03Z;eA^}hvER=yozP;QNTl8 zpli$cVa@D)==x51a^gaP+3-|F0mp}Drgy27F+C|jH#y#p=<8i$Ugfs)egb`}8MU}h z(e6q)>rYOTu1kYe2~hz_A+j{GHz=RU_QM&6Q4MMWp} z&vhm@gTFKa(+AQL=;ttTkyO%8@Ci&JrotlC{m+x-q!$HGIIBda{sn-D}@_Z<89_Ue^D(Xcj$0EqH;j(>8$K zBgfPvzWzAh;2;;BGv>DScCGZLzQz~zV(;jgj)=V$akXe==Kc2cw?ce|r`+f<-$>P@ zh0s3Yh=({12h3*mEJ&SW(!PNGad(1B3V;jg&v0p*j)E}vwHc`_(%Mc&%yBlKyU(H8 zYhx!TB{9XAi#9?@!ze@DMJwauBK?A_FLpf8iTs5Fp}NJ5-HnoKtfYc4xQ(430Hp$Z z4tsDYSh24URlWA3Y(7M2T*9zh30)QOTMiR9973}JyAu#Y5rlv4;F%>0&f-kdKV2J$Iw2q1LtTFM1&3RM`cDO|~G;kO? zE)ztkHQ#Q{Z>y~k+~JR+--EZeFXC1&(&}RIz%?nfK|;K7lju5w48!f~vW+TyTYt1% ztrp`7QL%SQZ09-WJzhK$&j4od;y4amLmLLC*CJ*3@@sJ7oOvpH8-O_ZOkq8$! zzrsupSz`BXj5++e-UuF0%wQu5xIbfZa6_;GDDvs}em76pEvYJOW?Ud=JinU3e_bRC zZ?}$bRA_?t#w%?txa!vC6egOgB(+q*xi6TX5V?OlRq86aY9_f$$y{sX=}hkAj=bVOQbP|9 z59co{~v^xd#{9gyTrxU(UJ2Xxug=}(E zuYaE#wD|hB7=He#de_4qxWzyboCWO%CEojDBy`cK&9Z-A*8Y}>qODMxjbx+{yT8+mXE^|&FPVnt zc_>-bCw~j5fjrV@%LR!(BFLONOD0t#G;MEC&Qa^}n(EFHBLv1>4mKcuJ=j6nom2H0 z7szh3<&2m3xvF!3b_dxoAC{`g^lc-XG3#;QW}&YUpN!H~;1R+7p?yUczo58g9Dq?! z0ZYHi0jEi}v_i#*Pk7AhftH zEI^kmggBhl87L4|coQU+?GTjJ+t(TX{*rn2?T9BtvtrJst*WJ=W5C);hB#0MGQ?-DEzqq1w7mBKtn0sAUe72Y`GmF~C^*{WXl&65mS!bi zBFNyfVfJt;A8H9ThCq#XH%~55e6QHj#DI#ginrEc3<1+@a@*!p?z{dV!t%^95gCg- zJi?jkMT(3E^^lWp;&rZ!Au+yXP}LLB~^`Q z5~NQ?Q}4FdwZ>h(?PZaQZ_>22v@vrCY3=ZQa`uZx8NC^vX z4?|)DH&F+?mV(HnG7ZY-QPr>4(tw;+kMCl7StE8HI}jPy?=$9S3kFS$So^xRV%Jmj z#S$1e49~eghWUmBZ9exQJ~3$C=K+T?xn&&>=^e#N#f$=5>sOg~MK5Ph?PqG_!|zT8 zW&C-sTSBj5Vf3HO#`Xm7cy3Yn%71Tsddxg~AjamsPpt5g z0Bq^p^F6--e#!sY6<`|{!Hax-0vxD|_@B>vN(^~3G`q*Kym$4jj2@?x)r0BQBq#Pf zJMKJp05!IHADX~*%=5(Cb2N*_UDyZeZD63NX^#4|*x;DuKzHUgz&Go1zhq8>Qgi;1 z*I9b~JeX?`?PU@zapKeU1rT)Bf;a{!eW^8Qz@IE%jwfDAKXN+>r&xzK@;@EdAV%Ak zH%SJyL_|a+RLt2q0KT!`n#vbY_bzvseRSTZpNU=Jx+=Zr0EGds4$5@sNmv3(<6Ft@ zcnnIgUEE+Z5LvJj#doS~w%~H}%*QI^YJ|1E`vXjj71a({l57J8^&f&6>P+wc`gEMP zb>BhW)P!>EJ(>yKn(e$*c)#8G7>&ig7YK=KLD-s7YctR+Ko`z!0&y9Fz;=YzdJ&LBb+{KuR7tY_IVv1~ zErlv0tAoF;i9bU7b)@4toW zbN;{zy*>}Bt(RS#M^7Chgy9YE9Ezu&^T~Vu!pq57;2qfLqh9}&1Cwl-W_r*mE@-rM zm|xY`sQ_&gqt6ucEme#eN^?{Uxi%D*{v*A#&?2mdDYtl_z;^PWHq0hoBK7M7<~2Fu zoFU#Zb$Xx- zMa9#e+x@?P$3Oy20<-r;_+!HIp;;UPm^DQvBwSSByQas#FzVT(PgxHUli$Q_8CYvo zChiJ-9t*V?AlCM7TCe-w8|<4m+#wiDq-9G>OROc~X+Jj=tcJuU4szCa;%9{9xr;wbMj5e&!5A|C8bopNF+0U`AE-)#FR3?ggsVqhK+1ynamC> zJ(S?dn(Z?+z$~X2ZS3_Ef53tXfS>tmZS;%TpVhTO6$+GawJXtiyNEn zcU;^@&&=$-h9}tSAKvpw9(shHd)WNCkhQ%YD`q&qiA+SGfM;wKnCaY68sLLkh}#tJ zeUdpn1gxL}@><7h`>uWwW+lw%rlyzdUxZi>98h*+ZLtSKPW=`Sc~h1OMRFzBD?mUt z71uXB_s1>z_AJJXW6+?#zpQietZ$Iux`Zo$vB6*p2e9>$Q?|A&vp$fC&^SbAgG@?`)vx&H&Yba# z_U>kR$?=-UM5uMb0V;s3=~}b+GdQ?*>f7FbR#v+l6)KzN@8n2gVVqz`Mt$1g##3Ns z*E>o?fPAwgD8>IHV*H2nJV59^;BWvgYn8*3Zj0mdT{I@IMWBDuHsa`{-|Qc@=*mcp z3z6ARaej+brC12zj;ThK7d=dP;=$-h#AubGRislUCEl70f+Ua!oBP)Ls=*oN$5^5= ztsR^m-#(iUxyCymz;UdE&IKsrq7z~5TJ6!01n`DDLFuG|=38tsBpD>% zQe*v*(dO@nttUMm)P)s^+N2F1FLB^kTE*xphOal`R=GV4=Wj$Mt>f#iqq;O)4Z)N& zd(7m9nx)4OtNLVFT@KwQngE31!>|^ezhAhLU}_=jwr~IKa-(wL0&I`8t3NZ_|Mvpm zhGW{exxph4CR2JzczQ2P!`2#2cvJlz9ZxMCf0kM8HX6{tQh3qA(YF;na^e-BsHf2Ro{ z|C#K+V?aPL6;XmZo%s{^Rv4EuwIryWmBX6m^zINfx2o+uA#hj3f`9k+o55)0d2!vo zHzp8POvf$D`$o&Bj^UqzBVsU%TdHTdml3OYm?Rp~I&*O7Bt^ho%#WD>UvYvnc$p%g zNcyPWgrW5)r2K5ltn*M>HM6-B&^TL;98L$!9XeCYyv+PMxZ{K4 zRXtta1c>cTkAZb}yRRy$JTW-W>SA7>bYQAX_`t!5L2}oZ0j?g_%A;%@UUp=EWWJ+b z&@iQ^pW^aCodpxfC8B3S<@SzrPqt}S9u+EO(3|J1u!iLDoGuyusAOnJ!7|!qxJ`oB zuE=FlB1tN|N~BJ2Zd~GoKZ_3OR8cv}{n%oJVopht<08kYNb+vtNxHA#fu)U`x1C2q{JABFPFbZN@y^&{U5)V0k=SS!E==*CU!XCTB zR8Q2_y=$C}BPpM2DTzWPN}ZfGqeV0qnQ|b!s)XsFZ)Wh5U!qC-ZGhpl7-?vQ%&ZgfQ zeNh&44o{g?J2f`@!k#zBGcPETTS=`JaU0wWwz%`_4V5O>ip$4xrZeX36+9XBpJ~&G z;ja$b##$k(4wY!k`-3|gF6aJ?&i!xJ=v5C!kFBGU<~H|kp&xlVQ8B-@jeSufHzmm& z)sXyOBMh@^i>X@Lgv|N149LA!(scW4;dUcO=y}TR@#xabbV!iI=EE*hfQLX9w_)JZ zHF_)3JPzje>6_fd4+%rSgJP$5=)>v1sI#*s2=eqoy`DxjTq#tdM7G=OY5e^L%>h~0 zLxO^=UC?<59fJB*Kpm^*bzo?psYc?y?nL1s*mwVn2$cUOGVgU@;u^TdVYIL#P1zV< zjM*mA;@TMi%tjAbS(q~|zDnt|I7@?W23%7ZB&ylaE|*tugw4&Cl2 ze>;q_N)VH$8cV-B{EENj-h{Q;Q*WpFPB4~X22RZ$vwgKq%{tX`v>hn!ad%r6P&6=d zfk_f={BF*8^2CucC5JBHUIe?ys<;_Cg} zztN}T@!EnX%X@?&QU!*pU-y?+^3^fAv@2`-eJ+J$Z1qno#%g1KJvpk23yk4x(HFfy z=Tfvj5CdCZcDkFB@SX67Z`y&i7qKd`XJ4ig*fwS?oRN-J={}Ds(Z;Y#ht3C8R<-X% zgFSN`x}ugS3m)H1FocrM%{uLsmt$ZC(ZNnGxO`825;C&LOy%@SRe@ULveMN};$jP9 z~d za0k<5fVe@_q2qFgO+e4RdL^g)PxHaix6nUst1erAY<{H&1iZj+_x__D+C>Tb;(+e3 z`UjQkeo#tqx-pmMs0r_Di1Ilt695x-HlT`Qr^Irw&8%R=po(mTMFWr++U_m!{BD=e z55vQCEH@@^joxmIJhU+Abs-Xh46WPRaC~-9E7jyOkG|au-?+CKjIAzmaR}9_Y^V|9 zE@EAqQ=z4KD(WZLFr#Pweho0Zk5`@~pyn?uTjxJaJo;{^$2HGC!2)l8n$XcK?}$I0 z8;K;_-f$iMLpddJVEIpoOX`=9Gn9td>k`IqSqo2NrwFWecLEYbIQEb0=P6lP73tR-$XcBgXkG7UK2C7m_3kv87EeOR%7 zwQNsE@_UR{;9B4xwE~14aFBwKxtGG76e6Y8EXuC-yvlbhvtnBq)F~&&n&ns=wogPTm%(Tl1%sq<#EcbONe-Lg9x;-D+d%MB=M}-_e z$5jNf6kHxPl!#`h{G5C9LMGC0COD(d6A3Xk<4^4w;YZ(l^g^5I3X`bDb#4>Cv7VMq zQUfUk%%`ufi-=dc6FiMoTY|V2K-A)bhGa}#RDfs@GU0ppMItGs1RE`s!dJg_kiL9N z8&7Mwlp`V&jy2XN^FhRv8_ipfYdsr`Xf;hQoe~(-zT}|Ib zi&M;8#EEC)LZ4A1q;$NjbZ8uiECqwRLWG`8=6>zrk&Ccuv~v}=bi;bKl@gY%$AAB; zc0Ih=mh@OtyHs8>hZj`WyV3pbqfezFI$rxS z+qYDv+;Ob5AMmcHSCH5O@`70dIwd7Ky==G+Gg!Blt3fOrcxK#9*&83A8&qFxsK(%z zCuI{3dTX6WAgbfP%hAd;EX4(8R|wM!KXond#Grlm)}%QtE{=DmV-!$nlyCXRy1U1) zRF|xTdVsQ7`@3?_l#_|l%{4(-R=eJIlaGtp;OYBdyi50ouSFz5_m&7?=_|CMH6cj?MD{`oO4waNviHwNp9C<75by zNdJWG$>*d@UZJZ`Lce$Sy-gJ-0J9{PIhwE!Oqa!L-3gtBc?y5-^49LKWMDl;&)ejW zu-tQadr0D(o>yNkncu3L2aq#N5EniAW0EF*oPPTW%A=`B1~ME|0w9KvFs;BW?5QS| ztROpa7~Lz!)ldp9Gd7T&D$IR?Ka$!j`~)@i%_{Z5<74JstJEt%=g89zzb#k1q^a`l z)vleEfhi=bV#ZCUj2Lz)W72!jfMut?_!Npy<7hN3^fXaua8?M<5ZZJSIWij%De@HP zFufspbPU00;-X;DGEk#C10k$POE)Y2{;8HylXKIu;8?)UCnjv`^ zKkG2HjVpIBItY3C52<9D4&B4AK=LOGZmW@6#ANIFZk`Decds;PWfrQ9BrC;~*;{04 z1dAUp=T@N~WAep!Wc2LUG^1wFEfmZ#t0_23O3+YH=#?Tgm&@x>|8jkEOPTXG+^}KZ zTske8qTe=uuHDunE#c?mRth?uSaT=nE@2)a$@4NDA<17^N?Q}VyQ^C0jwb(E;q!8o z-_c>zHTX(HI)qHM41lhYuNCdiKLn_ljGK&|TefP@Jj|3=ucBY~qn+bRUY$LE#F=?5 zw5(Ht1@3*2Be!DtW(iRVCPy zGts=2`6pWF@?$$zYSv#}qvT;`T)=uyKmv{2($ZuwDwE<2Kdb-{$JFy9Mpms~1`>vR z?b{(*!$n)-I-`W;#i;xvF*4ibJXx4bWlJp=*-s|{f~u5m$Ya(v3u5! zCEa=>1e#AmY)B-g&yRk`l0?7plL2C$taDMbBz(ptL8$pUn(96)mcd*ExI_$ATf#(x?Sy-9{M8^WW-$4mENT4_ObRFEy(uNSumiV$7>}u_IVw^Z`!KM zN_z1$3L_y?{8>-Auk-x!;yN_a;t(6o)Yd5b|7bd^u(qOY3kP?H5>h0%ySuv-|Z1o`0{$w7s8a#@x&tVc7kTiy$0TQ%hS&PPjc#ftF0r(FnWk)*&te)Pbmw*(M(xVn|7i z+;vkm5D8)# zyMxQ=w%Ifj_0Z?{<(!l0t(z^uGgiUm85HPAO35dM=hLp*;d9V5r&Zxx8giYJ!!-Kv zFZa8FxExQnvH(=4$H?K40e2JM#vj!fWz~~8#p$w?u5)v%StmpI`rwG0GLTVbK;0B+ zZzP32crhHsWe*vbnIcZ{M%3D*ve+oNqc-OYF=55Yk0#qCKJGW0q7+ej$9!&h{NZn( z<`<(oboj9q`G)Abq*70UNc~>kmImb;ggU3x5X`GCVQRcL%^_V?mo2sSZR3~ib1Kq} zWy3R}ZH!wh%BSV=e@VEv2ihF74NGU=5AP}1A02+Y*c?8kx7jkmK6cK(Q%JQ_h%Cfu ztf>nlb`^1dMyPU_Y9p0_=tO)J3fs~{zf-yoif-~Sd}J7{o(j^uAW3Kl*DFG@7V_Au z1nM4mYHT#}e~bx`$P{vYLXdH2vkfqrZ0Y&W#BbGFcEaDnSvemA2q>@k8oWdbjZ*K~6Q?x8*$zeIN{tLsFlKnu% zx)T_eF&18fPgX#Hi5zPB&1PnKl-bxb0F#PQ27Qaz%xqVGcH!8&JloE=-KB=Hts$*h z2355uB!_YAVdM7>9x6IHeA-P>1^XK!e**`tsR4O-?`LLDlffaBA)~wb*2O!+9=s+N z9{hM#R7M@;AFJJZhvM5$kHOTe!y_Y$I2vyiNI;G`%`PZI7EkzH5p%b$<=RSynjeqPW+lw=Fi$8bUW6UJ$zOdCi=A z{Pz#LxLvo2yqo&-I)g5?7Ex~KQ``x`@xR9dZ%0=mSRm$Weo=wFH*8MW9xO&F$=~q z(i?JlW7Jd#*io&Jf=n4!(nse@h=}fAs!c_Xto=BG<$=Y#18ZaN{i)scAr#N08y%R` zS6R{31%udB$}nl6ig_7%FURvi=ShMxtTy2dv7b&oh5k)ppui09)nLFcl%ip)Y`e4} zE@vX_I{>Cg8qOsBqYf226j`VtS#sbN`LI;@DupCnIxr{lI>Z(bh)jUt!`y5O3Q|wl z(RPXEPYg5nd%Gr;pxzdM9X?Z)UkxP8_AzvE@pIDU!q)JN8{|nDR>aCQD)RPVG{^| zGmEKhxMb64oOTT{0p@~svNyM(G5zx7l#&e5{hK^u?QT1*>X0FZ zwYgIlPV)_=t~YGGz&+L9SR_vX8^pU8i(a#!mb9uT_JU=Cpy96`6Nr=OBu^%3!z3Td zp!Eq7800|J^Q;}L-17K#k^roasd#^6cR5t2$RsNcYlvIQcdmb>mB_0|*9c)DN6XXQ zWx}@CR0z%X&tivC#YFWWPecX5B1-vzMm{=dRcP246Vktw9+G=Yv~j^eeX9oCSbg=r`No_qz}z zZiKkfn@|+ULNKvU?B;wo6Cmk+STT-RPB(ijsuL+pBUk}uMOPGL{Of01HDtot%c4fr zYBlY;*NRU8WZ#(lnOx|T%ZXirvusYH6{XLFp(KD>w+ua3t+~HiW^MD!`w=!uSl~a} z!Y^VdD-8n3gXDzW*aAYpcPm#{$7zI~t^Xau%%M@J4#RBX7FQpkJ^7 zQ2t=57wy1bWCmbXe+Ovd4=TTdD&YD#zKEz~@`NSv(V6t6(yg*#U|{NgFvKQ3R>5_c zfXr9_4GFfrUcCxd`6{N)Id;&1Ey@#mA)UT(sDkSpoDD?%2@r*n#xg#g)s-JmE5J8B zi@B|+#BKWJuCLAT*>b|x)PTlrcwZw0hZcAKO8r=?whXgn3)M_;5Sk1_JbKSXXgGH1#l~5f?-LrywzK5LWWPM>5McX=Tx&mscExe_Md{qQw zrjEJfzn6NOE6WZ~;4SvaVF%0ly5*m`)pZ8z@x5T3@s$6K=dd7Fet>!t&L4|hyflw{c z3c1$;RB(k6Ve$K7;RvuP!gfHHK^Pm}1CVU6gC3_Xxg6g`C$V!UAu^U}*hX zL1u1>yd#`Ge}F0Eg<*Uwkd1zLlp$nvL7kZ-9`iFzv=aX)4p+Zys66Wh1fU%n&ywyj zz&w>%NS`kLi-ee+|Bz~ZcD7%DGE&66K)*?f$;~NsfsU=IF!J|b!vm48ZSwM(wBFWw zSOQO-xC^xLC00L8g}L+W92cDKF>y*y7h_9DQABgg?Od|hk35+1A`ukx%VLovBI8{d}WGvpKNigv{v#7r&)lOPELKbXqk+8?>^I|~q( zak<>8>L;))oJz$)Sss;y;=}cK)@O><-P3?I88i8wCLu2)axAhUrQL~0k8}@y89;z( zG7q^KMD+E^W8RDP&Lqigfq$FrAPYyOPMn&e5g?qYCi|%#vOq$D$Xl^1J9~L4tr-j4 z$y4%e5J!5ZgT{v+_*A(kzS^6sC21gA^$4%(D1d5nfv?;UM38vGwzgKKIMgEEhaOoc zmf8A+F*52*OkaXZE%P(LoeEf-7bF05;TE%iANYEE?Q~gF6+V7VU4-ss$0rx0Pt-Ol zX#J0AB11_|FNly<0f{@iKNfpW_`){q;hVtU1>5D61zCJV%XLvgYYJfyiy<(~1b*0~W<*ywXW1dQNm3cr!whKm zBGU0E;lYFVlG_CGd|CWJ5L`5bB}72Yp9m6_9p323u$kcFKZ`#UM+WP&Qq(?76-U<5 z=!a5JW&+mVZu0pgkNP{3s9Rv>6y^!Y93|3bORZdKrFNO1wq=6^vT^9G> zS+FBl7`nIvW z2gl2BD2|SQ_aE6Q>gFVN&DBVP?~@q#(Ol~79~pPc;u1P;c7HDUcxMzqV& zYFAF2Lv>lE+5EOru*SQ2v3Y?&4ya*_%FT=~EY7iIM(77G)zhT?S}PK+@OC>bM(o8tr~% zxsKm08`V@FLDH$?*1z`%PK7n(=+sW)xJf?#ls~;XAo9X*lKl}ay80W%pEh5%uvOo{0F$4p?-sHPbIw)6+3 zg(eNCMBpGLpPyc$e=bffqUMlELJxS9M?7FKcQPFdRacM|Q%Ot-6%i`Y`8)Nqm<_B7 z#2I}smq(;mwk8_;Ar>D_IjBQyuk<4{WnnY?7P(AAyJcK8-y?c7Mj@Ls5270?Z$eV8 zfiMp%qDiZ&FA$Y{wZSz86IbSgMU%WgV*oMb7&YTxYr_~Baxqy|ju=(0$TC%EKTY|l z$qWozZ+)dycZFdwwPJ<1Wy2qgrfHs;`p|}v|2h~uV$(fuOV&Tj$cmrfuFljE4A%Xm zlaCOx*m7J3K%rJAb8>PX8oCQt^)-&`%A8MJ`on@Xb0+t)g7e?r3_9KFWO|D7AgdOF@;bZqmL?65>jBEvEJPd(onSqoCI< zEYJ63dRIi^>6Vdj4I4~_KxQvy-}Pv zI>Q zEA$fyBN$-9a`p!BR5IVHK9lY)>qoklXT@lPA4dh3o><3H7TOuP!}0FG`jUC(6m}z4 za9kj4iwre?e5Lg!Sc}MBXV`=TUPfkZaj{5s;0uF5a6%Cx++I=3d8FJx<1HUh9RF(t zQ)wEtYh|~dSi?>fjK3~4A_ga62P@0|C6{4DJzxuArVKErf8ipv3=nLkg);uZPVNp8P4^Uzv}* z4Rx1aKMPzs7h4Q@GEx85*}X(Dy2a!);ZTu517a4$u5o*j#DaKs191}ZgKL&UW&)s^ z*pe#9Zsovd7lE_9w(W{^u_hXy0r$_gquHc$u-{O%N~Ha}u2^#S1Cf7XBK51~HufX+ z_|@Lt-^&rSQTuA}jGG!Ecy-gL7S4qpdQYa>USGtMSuiXN6m-!Yzll~yK!S}F5Ox6e zzDD^(Y5bLQ;lN1ULZe01i>ml3Kc=sZfnkr!kAs5rOWjP=&UgC#5tpZEa3+C2df}jz z(IV9QR!T^q1X)#OmA_*If0TM&+1>H)LN+TBEL9|=Mw1fl5;15sIzjW~9~CT^MHET? z7Fe}V1d@7L$*8h6x6>eo0mPPOmVzLrcSa9Mh4b48kOz8ck z(l)B8oA^`r+U&*QpDg-zQ-j5ychB{VIkvnNLcAbW21G9mnk5I1Y8qtbv2`v7^0EDE{f}#Bz-(z-Gr+~t2 zNtA@hCkJ18+D@|mD~C`CXfUzjfik#pNA&5913a9}s27+=P$m)g!=pE1mH^wrcJePp z+eY-orv(H*D|-*j0pk%t-xxVWaD<)|fOTyuAKuXOT9T9-`tWK1Bc;asuEOfCywP*K z%|`2|pg?`cpPV-%!f&5|-o3FnN^{I@2iUw2bWdZ|BHLZ+9npgeEQfh~#|!Cd(35$O zQuAtSQ;fWIj_q5l7U@=-Z8MPZDgMnuJg4b@{`}eQG4ARS5jzl2)}oV=_W`ws=e%~{ z;AVnZ`7crN#|Fc*uO(T<)fZ#bIqIF5om3!jih)bo)!(b)jBnWOyYmwfBD8{FyS+zS}i>*9vJ#qMGGHo?PE!)dwzG3@9`)__HMdAVHF;e5_pqjuN7+a@*!$3hFG zn4D>HaTO!?Lp=A_yXD1xgdBwE!_tE2xgiIS={w$iM>mK?|5!y$clqtlYe!UR60gQg zNOrIsb=%h2zlVQsIr^@f&f_rgf$Q%;q}Wld(xmxlMgI>~HMN3A&BiykI!{eEq7$K% z7lk(nwy1V7Ul4bpC)@S30r74kQMMGOrXlu(aq33I6 zeP>0cK()aFiM`hOz~DO(Za_$>qFhCnsxAs9v>^ebV8`G-J$45EF|==>U7?;i(e5`~ zeb`q3`8bxh7!-5SEooQzglWXZzK9!(!LbMpSPd$))PXC*p`^GcAPPJT03hYlU{2y- zHk0lIg+h^DAO@7yxf$0g2!;}JyM9k12caKU$M06!ipoy zTC+nHcaKN)%Wl)Zgx`MOXiK!>;xajVdCa>bDXe^R>5-CX*)66bb10MpguE9uw1#3F zO*h+}#p1{A?_HjD5QJ$s;z_(8cLUita%nl*IYULO$w68Nn=|!aeu8$-zWe;mU|XB> zi+l0(IUpyAGc!cQR=bg8@fVTjV@ZD1skwXT`PW74@3CEL9B?JMpCN!{&jPY=?|NTl zc)5MC7|3d>)~}duwQ|LdOAZ_?vZJLzJ4i+xx}2fLT^LLC?Mmej2*hq8eli?(O`Q;3 zvL9a@B*T)P`E>So`(HOx`BuUuD+XJ@&vzU$(1F9{iEKw)8vp%*6 z8Cb^sst*AVv&iLYWbN&wB&Ql9S3z;CP^N{Q?ENOreS z`@7!A`XZbV3hwGg9U2WZgAK6rQ-|Ux*6wgOPOx*Jt<5&2-)H(x*cVHLT!aDQ86iRO zQG8Owk}GFvh~uU8COW1>35zYnfO}kYU=B?S1+*h4Qdou=LFSLlN-N&3MAC~n?g7MT z+BvC}6P&AbAuB4@AnV$dP*wJd2cS^JXkP#2Hh~t9K(!FmI(0%E(25W8Fgr%=^K}w4 zjO=dlP|ZFf>_jtW<0KH1b&^b}Af)FHIw3UY(m9Fm~M1&SxZ8Pq{-1^4v~T9od67_oynb3 z#;C=w^To8e{m5Vv`$4SJmD`hfjgVXY+`LLC)OhVV9y(%J_a~y;wrMY>i(jb#N?!if zaW4pNJs~ap{3-AHOI1x9r9+!oytJNHt}O1PHCY?&m~0hAN$1w%!w;scLRxvd5xHW8 ztgDr}5#o&E;n9$jqztp{S{!@Q_-liA~}fZeMOpXC@|pxw;6@fM{kjfK7@t z^wQeeSDU!fh706n3 znP(5*4(?||OKqjsE%(k}NuM`aqlM_3!PYU)3qF^|ISG={D41z3-m zMOtS^Q!<>_S8)Z(uHByc8iXf`j{{R=hl<#C14d^^wfq%nWZ~hW?81YEw054nM(qF| zMkUKui#m{9A8*bs%m0kNbP^hZ;;Z| zJ&)pV46PZ170fjw?|*ZY@m)6}ru7waD5^uyd>&4C(Bb4~(cMdgF7#H_pBir%K92*Z zJR@>7oYwzN2WkGz&<7Edf;@MdbixGZIVTn!FW~YgW*YpBc{K&+Q>k)A1re@(4A^?K z>)Z9gwd=lk75-4D^?%4QJ$$Hyca;IjZZaZI=lZ?e)%X|$;nq1; z;7fY4tN_0XbV|1~`Sd`H<+n?p0PEn~Ye;IQMAWZUiyV!ejHZjY<_51RH;m)W{Ge@i zz6_9fz@v>fgq%=&Cev|;Y;q4Vd1SY@c`29!8gBnqxVo5VUM6+?NCiK1$K19RmZ1Mq z%v8oYHkUycAAck`U>&C|$zQL+ur|W8f%46GCpxAHH8>UnfcpDUm5D9Bio3QNr?j^9fSz*kTO} z|GqA)h*VhRci@OPbF< zfBL@8luBA=;7>=Yug^C(nbvv~;vOX{mZDb8^95TA4G;qH1pjd_fwzosRfrX2iW0%=L?L3P;0RNU0H!87S29hug80NbFZJBP6inT( z2L9}n{SuOd7MGDZOf=nYOB%a=0i7Uv6MD_c)XIU3+kKA_{;fPzZS+J!4*gHm$0EjS zGG|tue5rdeO3dSG9QjRH3Z{vj1U+weH5!b;j+m)Rl(1OG_e!SG6_2nAmYLSG!6{qQ zw@UjeKLqSh6)qK1eBS3y;0-^zb6XawLCgy?=47;}sgE(-MS)ccXENd?mM)yObHz0QyxNF;>D^-AZLGDx`8UDX!oS-bi2 z1r^)3eK+`{I-WxW=HSksBFasRPdVI|Wt<|)sQ$qBI=|?>&X@aBY*gTf3;LYNx?kPq zAySah3pZAU2%4cx`Bsm+HmpzJ0*JKZvzgodp0bsT@eK_N%C=Y{92ldh6p?GQ+AWEm z?FCE~!lIi!#h<6AN#fd%$iUc5vM$V`xuu~7f zvLzx6H&=o4Wl+OP%j;yR@&BgJ5>aidB{2Aa%D*{b19(f;e ztm*wV@m^i3ob@Gpz4gO8Yh@s@@=`;S&5aA!Ln^6gdPTt9oyB%}g8IYf-Tol^nee-M z(o5p60!zQbUeC6Dnw3c{#mDeArVe=2CH%-G)tn}_Ecyut@jLP0Y zJODmw@!cxzn&&DcnZ7Sm#cr>E3|6ZM-OwTR_U{faRCENNogz#0z|mPkb~jBgObV`h z?3cw|EPhu1^wUy8(=6%q&0y(kkH zZ)tPv_}m3c&-{atK1Kg${`K_OvCN(optZhDI1eZ|;%XBy-U&y(yo|S5&F400Guwf5 zscd6NJ2@CvVW&F1IHz9W+t$pf`c(WSqtZJ|WMxp^%f8AjZYt$OlRAI{l0k=oI_#%M zeVbrxfLb_ zGQI!m6z6Nl5s!}eSubtsqXu$&?##+VvrFf^cN{Vre zu}Ni`;`U{^=dB2XvQuv)&aS_{Kys9P1jp<7ZuD6R=ofWjTvp>gRFh$^hs zVaYaK6l{0$(4Vr*Lq*0GwT!AVl)=xDBpe@gzWVk=c?!ZYi~Q$I={+#ir3;i&$dQ79 zTL3^I6W#YF5w#0quRy$DoW5lCo{(7o+*87q;!*g#Nb(t8jQf01quv(JU&gL>MTg-P z9n&3}yw=%SzSgR4Y^ztqb#9y^Er`hKS0L@UQP)rF0)P~U{Dtjqh=4o~ zTwwrJWa=VaHCn|uUEHn-b>th7OptEWnJlGwHued!le_^I)tKe*r^vbz?CLKLwdW|y zTbD-6cTM;ubOgduV)L4qK?@l7KQReGu&Xk&{@5pai}XX%sD4~E)#0NH@OoT}`{r`t zzhw1B3U-Eg_`D-OcKp4k!(RMqUKS>cgIuzbH^C-uI;@8-+|ShVkCmZh@F;12(?IMm zQwYjeO^b>3i!*agNz?u|vEP`zwbjM=4h&;nIDRYy_2fmOIuKXdSc4^<@*hfswUbkw&mj>e_Kkm}n^ z@-N7Yva^+ZW_R^FTv3KM?2#X2-dp2e8uZ_bgaSgfoI=>U>*^7TpjG@%rm z9M~LKKbl*&BK6(~j`e#DxIZJ7y_TOf34asuaumcPHV8mfwu$GxJVR_Vn(sM;x ziKLknzPNTUi1?z-m{c%GZT)irc35PvFhV^v-m)vZE);n7eDWeRVOhNZL{U>P40U;2 zckQinU{NLEFR)9Yc9X2k+TRCMdARX01z#rQ%}{))(FhI5^2q;~4Xg@POoP@sR#!cx zP5LboBjFkn_lEac6rjc{)I5s;hW}^c3A`&yk0idFO|wE8HJx`V{mzflKzUh8^_rs6Y$W$_CE@|LYfRJ0Qi_$9Djf`Q~a6Zu!Vk% z9{{Eg;NfH0joI8{IZMVFIJ;#X?@qx^+-qMvO^L9yv5~n$J7h{ByG+Wv!5!ZL zuUV;`C+6o+^VJH77HI$xHh~@JiYQVrIMq;RR-YK>ywN584n^bHtgcfrWf*-~@+gGQ z1ACi+S2y8rUAWG;q2eF;(*s|_ku z_y@3yWK6a5B{zjl3$vm5em|nA>#<`iwj=!!o?IPIuT9*Ka`yA2+vQ0Zaz;9rApCix zx=~IG6u_a4j`e!80wauhhI*aPb##svVI=0TJ?}~8R!*b(&XLw<(%$81BmuUc%J8@h z8d>Y>#rKTIsfRvdBooM)aS=eClS+zHxR^i2)mGEB)@my_sZ|CF6*w+RB18#uJfCC zN<;Si$Zf}6W)tze^-Vf2IIY|CG3mv}`3}LCWoZ>e;&Z_#)ijS>}SAqD0mefbfFSYt{%t);qVA& z@{cTq9a*s{Gg;RtaxbRUXwFT#k?(WmRMyMqAJNYBK(&3q^v9xRFL~)NjSvl73Ff8F z;+$zSm86rO!dbeDwj-e9aKo^2qAlr#3A|kE0F_YzuwUYN@y@cLz#8Ni{rYZ zgY5JZ;4`$U1EGm_@Hy&-Fr+p{VlM@=UF@$FhA3h)AUhMn>gi(7hXMJ6lJ%A`EsH7D zJbeA4J-V3em!e8D-W88O=w$*Wnwj&lC$Ktv0=@3Zj0oci1&yu(v|I{_<#Z<)9B ztIRUnn&U2SC>|(S5-v{N%HK{Thw-B}6@q=r+fSnHLGqWev&Xy!83I$0V9oEN3g*;K2PmSvjP?eQlzQ5qU}!0Lc|Yz21d_rH^1W3ih%JGiLH}7j`ND#W%;NRZTD-| z&YXXQTNx?7JC}1hsnyu==i5o?2w4ekGdZbsYDSB-q6eLhc!KJ z38*(X{X+**+9j${vk`J=1cWfZ&f&*}moLEEq0Ke9JaM)9*VlV@x?4hrBTaLZDj_(!O8u0s9z1O{1;f zNLcS!o_^A|lrnG;$IgQYs-cv?yaYLj*@?SdBrDR7s~^W=3*&@T)0}iEc-YbasL_s% z%O+h?pl))4o~4^roB7C?@ z?;z@&goVp%C*>H0v;ux~nPng@TSlfT5w`Bqb%#gzWWJdE!s5F=Ue}vYlUN=)U;z<4 z5H>+Pbh?6>j|s;zM{=IT<~o_At>uy%GunJnuIQ!Eg9D4i)4vlKDrbcVBjPu}I8_Tn zNGMc?Z~h3{ll(x=N$Q)(0syAaci<@&>u$nm`M(JnP2qgOaAOtgfUfsaR+sC;P*vqC z#PEt*?d-_B3m*tDH(Gg$pR7zJl^ktn)y#W9qc$Bourame)_C1luAiu=!KIRyt*ekZ zojA?yNKr$(@D(nGLcO81Bm2*S>wRBzGB65p3e%F|@GPxARcNr2L98Ga&`Jv@OFQMT z*WdJ?$5HV2?r4MiV#Y@JcmaW|ptw~$#Va2;X~{Hc(C(%R(&v7Zf*wBK6+`d2UFcKf z;YiE3Di`*%u^D7n?ppL3n6IB0Q^mmHY&%Qf)qIWc-hkO281V4*fX+Q{^OhZAnFi6` z5PcHQ1ydL-89?T_sMDmCTe=fnG%}x!VCAmd4S+mY!*2+_8^%r1Tk>;igx&&15=}`G z;wkY|OPJqHVCi_YN)ohj_}3o{+3|GlDBH$eY<8HREWqi+2&-uwJbVVVZ)F>nH5dN; zsczBut5~6l+{;kHvupNK0B^xX#@&>Skj6Ln3m4w9>&H5dhV8{BXy8OLK@m}jj18fBH^ zlN#ke`*9Gh(dk(fi0p&R55TIx?NeM^hBBF6+s(#8Z!~r#UC6`WtcubB+2v})Y$IJ_ znJLlAqB#vl1pG7ZZ9(%LH6a{FS5GxkWx(jXOU|@*EmoYz|1SJBAe;0RhHJHpmL`Ol z3-*QrZ^Ejj^7ixU!aXw*^oOrBY3UkSHpp?b-XGnBhd&PbN_TKfH;;X^CUaO|CEqBq zfzLKgTgwO8uj}8eWiL9&yv7q+U*-&<`PTVtX*p_0!AQY8Ed$u0iYDL_|81dne#l5q z4swnh;Wfy>J8CVKC0Q3$(*p0xPE+^jO`xv<5uxpM8PGO;6~aD%<@Y@w(@cx_{Y zf#2nPw7Z{1evaPaUX<(WY8byJBpmC3saqs_rPCo%tJX(@9WeanEc|m32C@(OFW=oAzHA!@_s6oMR(N4{Gosn(*|wVga8=wa{TH zT&P@Vy9@!qY(zFIRGkXaYv@NB7~D9^$rMukfiqg{8B0_gvoA^YCs<`-?Q>53_g|jA z$d!6hz`}Hr%F$w@%Y$sO*Af-ny!(uT80KiH)u;3Q9 zGao@=GQdj@!FlhpAqrYH*LSvWna~p!LyCw2V*T z6F2hS#FAewY^)^ZGIJXM_1-`)F3yw-iLn7eNflN6{=P|;WsPz^Z`l)NlZV@81&l!A zY1f^hWLeWrm0VZs{2h0fz7+v37Uv5gz4A95S_BO){M?7JSxUbMy>D$p0ARwt%lUGF zc9%!fhTDGBDQJw`?l4KqztmmC-08Ef&Uj1Dt1a(-B>MpbKudXdzd|x!RPuXMXuduu z5BBnUX*2xJbXWtalXP0XWtHE&YfrYRqgk$7v<&hPmH)@V{rdN56p|#XnV0vyJe319 z>g+B275*FiI|B${4g!eD_D0kdAiN;riJ;Pn?jb$+Z846P^1X?-$%_Mu>l5Q8Cwwu=$8Mp*DjlyJ`EP zi8zxg)<#9_iK$KFG)@dlDMT1&-9!#`hKi~m+ukxtwgSip+5933>B35=F5WYu2xI#( z!a~2n@FYPe>^AjZP1TPk2VSS%xXg+QY>+uMrV=e&1(-WLJA$$a5YjPw!Ind=fx3DRJh`^>*5xAtG|s^W10M^60yUF-Ji`!Ex)* zljx`eBbeL4o$m?n%Bm&gYzUfZKbf}#qoA?q@BHq#Os=nI<9#|vz?*R4ao| z{~TaX0Dsi$UbO6oiH!-Cv#x;c)0kZ&z_oJ-?-HaT^3$CAB9lm~;p%@5g)OyyVQiKS zfE7)MZEo)&r&;8>vZ}qx%{xW8mnpL47D07_br^4Ta*{LBsmr}(F$!V<9b-sQ2#6@5 z?~u|)Zq+geF3lKfgeP1pwPMA^-iEKEe2du1Lvj*}!{yHq;c)J^9~u8rsGX%2Czt}C zq1(em7KO60Cv}uqi(yDJs>ue*>k|ZI#}9m*ik;fx9#Vs*#0UwHnr|#0=zKVkGL}Ia zkRMk2z)(MN;e%LFi_O!b(3;p9ZvJgiw7$;Nu}=i`r#Sm8evKcBhcPfM6XbTB7jmH0 z^PB|Q_#f$&z%mmzMU9(X$WIB@ejDcQCVkj+&4E^#h7e!=QMVBBs1UhiAMlSN^RP^B>{l})E*=6rY+bH>`7`^dl z^2gm~*+Oc7FIgo^7!3e9#4DBr=5Bz+7b_6k8bb-;EmvH?T-*o=%frl`UL<(*EKsQu3^Of^6DKcx5Vw;6{0q2E&9f<1^D%m; zWw7S^bUuoS6O9T!Kmf-VP^cwkPP2Y+eto`k7$prk(C1D;K0M^|LnG&J7Oz2wf)zNN zb8s=g5b6J-!8P9F(n%p-LdXEiNhR0H27&u1A)X-+ZQ2O!bL`B#%o}I#;)_jRnf`dR zGXx5=F61N6n*K8BNqonirubwteqgHq^xL9ygd_dlu`I!M)n-EHjz67m>3L&H`s0|b z?gKqN{UM6cqyL@C+Ql`o{95!w0?v!=_=9V|cRt9G04LXvG{PL3kKN$?>@-^vVQwXa zn20gCX$SrXjdJbWC%Sq0GhM-v_f91tlkn_?lB<(fRoU*jXvxu@x7lv;A6)U-kpo(9&kN(P{uk*S?V82JyKF%IG3%PVKcR%hS7K}}w zm@3y!B*fss5ANW_V(gzVPRr1{Ny*Vsp%1F$X#rRf%~mdO5O$8k@}O9T-(GImZw5%- zR5%+wpB(O9<@S1#lRu>KyH*oAFMP5ZYDVuZ`B1&b)|~zO3^tNLu8$>d0G(ffsprKZ zjV(yXhHM*RtY&tx*3_OZ@Mn^JZfU8w6Q&!|CXaD5)GA#6YxH)5?+!V$aHnAhR9BWE zP*&M+$%IZ#&=%%xtQ%xhwXmzpVCbLEiM&yK)JN`ei@S8|>Nw%I>zEser5#PnGgYgX zk;53J!~Lqo*^z_CvTXzQ-B@h1lbDwmL?Bl06l7p`K2?8$q}@}YDv#akCaf2KBY~i9 z&i`)P-ksp98vmq6^Bw`cw7cdr;)oSu1n*O4F1jEr*lV@-^L$P+r1nF~qQ00hjec-l zEY~=F^Vpelf$TElani)JmmbR$$9{x~uWVUYCRshh>Tit2VbCE-`6rYzeYhDqz9YD4cQ^VP<$3GE-e(OcaT zqO^s{JDcChzf)ILAB5P6pyv{NjJu@YZKK6CFkPs^TF)(~BFjN-Z(++2{hG?~SFv<~ zUn9t_W7A4(*NJa2&=1Fwc%LF22OXr&QRsF)N*)tC6>YWJ$VImWACt)6>k-zNK}tRK z&~F(GcX>-%36qU3n)=5@IgCgCOk*1h0G!A47x9Hyn?p$C+22flaa@QdsDZCL_B6?= z?W#0aB6yO*jdCnD@0Z^)jengK}51SNP=D$=8fd zpZx-d-{$(&bwotNxfpHq^7GL^0X8Ab@FQdgNlsrxG>ne-I#F#xl|V z-g7qh34+y^{pO4siSaxjH;JmUD7sj0slaC+#3anklPO3qOwoPJyc)W+^aqk>SqMU7 z=KOp4wO<${FnoP;*9(I&`ad+wO`D+fS=W-~rXy2KJW}i%x>vSTp@vMjjF{5>Lm!6s zj0atXt@ZknwNkYL%UgueOFr9@d$e!gyJ;95fIP)o@mmT!qaaR|n6JN>2qnQFxF+Q2 z{xiW_F!og*)W2WC|8$^4o;sJ$$&+R>BC?@8ry5nH4>3_n=xw9F1cF*B;EH3{dm`s?Sa@sc9 z3|W$dJ_X%KwR4c}2`LAQ{e)alD<1@@=oKo4Qu0i*HGv4Q4%b8Y^!FDi%$+LlmijvF zPG!1xR~}tfl;K;T&<&MTG1zQuV*F9$Q)|itXW0=$HytObA#~Ts_;j`)d5L`QIId1` zA6RA$pzw%@Df0OeW>AC)$4*BAfqF>PO*HmbLiGz$eFNMlDkfULS;AU{E$1{r7Qm5~ zd(k>R+-P15dYAOhHI@}j=%;~6QuLF65=p-6yQ-vkGB@J|&4fI9gStn1r4PJiCH6+J zzQH;gd@_XbL076SeK@A1k0dm|rD{-ZaTCbktkGhJ!(sEPXRf=NM!X z*X*Y2;FTdfrD~9JAfZ>LLAHkgzgP5#TXechtIhcaLl@Mx8%Iu^qW2b+*lpkp0JvXa z8~pie4cEOyK}^Lot_KQBa<(t)Q>YL`e;9{ww;znkilNGRSu9IAxwy(bUc@nwiTNS4 z>|$NqR6{IYZz={x%m08bq@J@UFR2|r9r}1l7$6}t5|diko8oLR)x?J9pP$I6vKro% zBQmWr2z$Z5Sa`tFogc5xsK>MVLYX)08+QjMY4s*c2`7Lfo1h%u`|pS9h~8|Xl| z4C(K2*RcxILvFV%!p*Y1%}B(C|KBo5rbc09gDfaW^Ci=1PS&2$PSpgDPueZQM)gxr zES6D+1VM*iKp-tht`pIqRyKE&xoQsncLZiH643ZI(pSRIdj@CVON=|wjJzW_R6X50 zu|NxcJaDYY?~hUm%AvUUE`{LdqMA|_@Nl+hi|XR>PL2`>SJOD<_uLM3m+fA@95+xz zZ}V<2btn!+?uj3?(KglBQXcGOXkU2vAgkERuYvSjYeQ{7Gs7XJkXv+U&adTz7{U!~ z3<%6bR_lw$alPAqHY(-=S+aX~@!W=6O~{>S@`GoCsR%`-r8;Z;nsSY(#=Om`Q+I83 zosMFYc-m)$-x)5V)E^4f2ygzJ`8(XZKXnAhJvU}sSZzT{N%DtIuN+UyvA=SAW{=-s;bgo<6m6*v`$x1>_7)MJErpaSm1C zmtBkztr?A>K8WGn-yvr2ys24R!yiU=8tL0fs6}HXGbqtpBzi61G=8eaaBtW_q&nbP z6B}+QGqn6|Zte@D_@9zFm&HKvsKdN^dS33S79i19KFeHxYG1aY*KzxaYQNB5i(2Ix zU&uxnEOtqZmVZ+3NphlNejJp1dTKQkBk|dP8qQA(&2V;J21PX5wde1qRf;hM?0Kql zP!62O%1lH*9jq_Ulw`z*vH{qiPx`9Bw{l^5RH)g0F50%+iC-bla}JQ^`w$c=cDeVN z-u7I{@JsejN7f^y`#Z2#2Y!8 z_eT3gc)4(stB|ngkxLu|jT5mjbO1@Jrm3a02rYO9joaX4(MEI~7T+_& z-hLtj#QAH9hjhiC!5afPu#m3eBpBr?i6V#tr{S&Q1{0t{5*JXTjIK7$k!%!4Gm6m5 z;c!`UFrMM)K@C;wwxOU-%p3JjSqcxuR-sPD zo;;X=XcYwkwUK~p>U0iT=HM{SSOZ4g32MaxMEkHC*0{Vp>e0u(m$NFX<6Ma*P9G-y z9fb|fyuYzKPiUAyzz5YeE3k*K^Z!`+r8q95OgIp2fh@!P3_zq0GIWEuVO9q0h2 zj?$t2hClENqJcx6E(7G{_}xGPHaIfmzx(Hj2Ud_P0c*NKpB_g6Fnbm_FiSC{S6gn%`MSP)e#dP+5{3EtYWm|mYZwpbM}xwF@Q;E|@)ZQG(>r6B{R7B=*~8Yx7(*nd zJKaX%pQ`@V`RdwVsy;9Xfb@_j6w?brOs$uaC2Xhz>>(LJQ-{IRZwG&)uZ2TX-Y9$r zuy*cqvr2h|PY48Mm%yN#%lB3{!lQ!{PPih!K&pf!BiKC2uEVk#1d&Ml|8Pjk-C0)F zC%ds|2rP1e88#f7flG&M1t-wV zCftPtL*NrJ`9Wuf80+m2O@#9ic-dasF*Flulmqw_@THv;n@5R~PoMCG}Zrg&6`*0SLKmc!68yCz(Lj_OCl4 zM8P1D=Q~Wk;;2(i5iY$bS2H#E`Q1yhY4>%@!w*~{6U?~S*;FjAaZSoBb2aqR@BZ%( zj(`**ocoWx=)Ki{pulVz1&nPjfBG7)edn4y_AnDF`0E0-jD;+ru*Yta-=UZo3*U*V zi$rtV1(f^9Pi5j0LFiYbC)4P{N1$?gpAPTatx$)Vb561>NWRU`eHw}xwIHEKJeg?5 zho8r+uj6jBk6wmHkfIimv??W~fK2l)hTpI+h_V2*@+JPcobfU zV)Ago&=@*5;HGB{BBS$u)k*xh0Pg_7k9!jl0Y5=5BRd>Dk?y)MaA*DE(^yWC_GJ)4 zWcKQ+T&``{NDSP99tTrW&*nh=h%U*_KVA%FCuyo@|6GT0Id$@ITZU68W?EC6z{Qe~ z7j?6co{su{B~rd)h=~uCYzTq!{-+eReGh8t5K z$}d&!q2SPb<-(LShQ!>R)jvo^JOBenrzu#n!`X+X#5M1a$FsA<7N{9U5N|3Rl<~dn z@42IgEcFb(eDBljdGXLLt=i7deW=F*a&wW`s3t*q8aDO%f>Q}iDg+{qU0F{_?hxxJc}?3P|vzTKyd4X!rO<{%W< zr^3q)_m_dgLdYPXn~Gv>DQUXtXXDZ2fpbw0X+~@q@9%4VQ8ACN8K+?+w5FiN>@!$2qooOZ{>nj--jagOPC)mkhIcrDY4DmgN&a(3tC-Z%g! zP;@&^5EiK)g&7Dl*CJZD*L)JbX#qv`4GiaR%E}520ARxt9BdR&uh*_-^Wf%sinfl@xt5_7G4PsKfCL0kCW+@D z1G@~fxkn~{PDwzn334{uuOC<;YtT&~8|LKCp&KKMm<8bqA%HVp+5%YPB2EVvsy%*T z$&T$dW$`>9+>fWt*gDO>xoc-d*r#JKLo$!5+`jwRC2+(KJG$%>+M__guP-dwBqN@a z0a(L=IsbOoy4ZdJ8)vi^l+NAiRA%~-uDyGDCf|C9Kx!xz;Ck?NeYCwVHk<&*Md7!5 z#*E#7HHBt>I#tQi>a?15XXoO>SI}wcbDrOeu3l3wb6b=e>z3&?GP zXPNzxVfaB5@HN<`X&BlzF&Gj!Q0`g=B_bCCQYmAGbCW^i+qZ9(f&)<2rFdwGI(6jf zewl39-9#Jsk=;Z~n44`*))w0tPlJ{LvnT^BpM>DjCv{%oyVy40Ps5q7m)UV5nV;W_ zSD`YYwtud|2y~eG4PXJ_J6k(f)qW>~5Qa5$I(+alnFSquI3Q+n!52{Q z4YUlPU`mzs$zm-r1z<~Hzp()YSl0xV&>ff^oQ54WBl~&h?bzqxVNP*<_< zI`0RzQJz*eI0NaqB*F+JOfW-p3#)x#$@R2rgy3qbIIu>eDzIby(gjoxOQu$OOuAoA zgjqaQN#X?!J$IY<=$1KKQ@%qTjnsPs4id17IPO-DMe&K#he`>JEWbD=TdGT! zIAMR+`3NDx(WNXkmusAK`tXWu5v#U2CxbY?nJ>; zQ;HxxDp4qnJu*p<0HY2APK`%vvvY|Y#`$2YR|KU0nAvf-pO>tfMHPU>`3*AZ{nm*_ z+N7!j9$sW7rRIrFD+$>nb9b567?@mULia|swO=E(ia zfZk5>EK=YOCMw(hk{54XA`j{w_@~iQvzW2~AVQ2ty!NgErrw7a5aqpJm}4r6&+UN% z<*Y?uy_7#4n6P8_Gg7m3P1QF~@tMNUGFab@VUSeDH(oC~`nC;3MHHsa=}5Z|}0Qdgr({=So@U$-Y?rI|;`z zWJFkq8c&jPmtF=dWom+o$>B@+($Xjsy&A52utrc8nsI9Kh)&=e>*B^eKne)cCUODO& z=M_O^LWNagSn3*5ct}<$rp(EfQhZ|JuU^C_-s4UL(1^P(hthVk`m(*(u1;UK%;9$M z?YotBKwj0+Ncjp4LH#KlQG2v$TO-1+c`9C-C+Bhx)o2t3ovPsL+H1fEIpjLxw>{{W zda`$lcCk44R`Govsa~&#WesWo&WfXEUZ98ZT7G&cr|adX;g+Aa+O+*!=hf^317{phn{0rfk&I#@Z%cS4ttY!AdJC{d-P{a3TR_Nq^}6g3dQ>K z^V_Zj#A`iJD*K^If18AH^SqdEjq-ewI2CgTT}bA(^6fAi^s_CZYMs!fK~=R*!e4Jw zsl0iYR5-?^{CmWNC2&uv2ESp!FM#eF`?-(3-}+XjBkFWD0{B9-j`#tMB0lppKK-v( zjY;PP)x*vvZKszT6ar!QYSQX&+cK_Yo^&dI9PnE#hTfqLOwJSb%K>v1o0_HDU1`J{ z`eD0^_*5_{o)F#I*XxwZyRwKPGPf9AoIdY|_&*=w*s>Mg5r+PflQnE5A0m#tXu`06 zr>DuT`P2P&Vcp|dud=Hhz*89fp{>0HsDvfSqa_>f{}%oU*BSg1h|ISqk>#a)t-na$ z!|Wz~8Ff0beE9nBbtBJ2`d#FUl@$ZK%$wMP1kDzC*VCI;DYp;9>C~Eg2VA$)u}sSW z*W-$W-Tr*|Ah^8JmtQ>4RDR^?#PMh#!EQp9vFd2>?{8_=XSGokP5Y+T%ZyuLrx{hVMqu1tm0KJKI+%HDXN-fNg$18X=3T69+^ zAA|{CK%)4FsF2tYhez;mq0Z9Zex|R=X=Iy`-s1<9nPp>vYkIOjmW2$MsTk}W91%RD z%7M>iaKpylkE8An!0q}|`D_`pK|WL4K2wr3kt{Cp5-e$r1uz_jvmeK)isug3$lFu7 zz3S`hJ=P%c=r~781%J2)E)>0~^Q3k3&x{&jX$>fMnRLI|k9i zMqs8DDTfEu=)+&b@P^O00^yI=MC8h_2~Hwz z@aKW-3LeampO{<*2Wd^2i#s48f+V$EFG}|EV3$x4SEjNXGpIPj1MHz6PI2ipu0#|9 zjt%}O7gB^jcn4L9!{Tn!#F<${v7cM0VSU_brnO-asU8ehu{k9zMTS{KistScd$;Av)S9WI+ii5y*R^otK8gBb9pXM*Vk#Va>%o-llj9RaOm~s8J$1 znBDLtzFnn5X&4;w)tQ@-byWA4HJ{uAaqN!^J3JT9Bwj zEHUt+8elLGkP_DwPguIMQ=^%%V@d8Zjy;UQnVR<q62eaHDn1v7@Q4=)1Aw;uHmCpB@EcSomG$1`Qm`!H2TB|4mKNC@G z%+Y5?z8qL}GdZ2w%Ofw>TGLTh6s&FJ?TCpW%!w!r|pm;Ok@3BaJo2FYj>Vx0stN;Cy2 zn3p>@g6>!F?*J2?QUqw$vnXp*l~pV?c7ih?b{P6$l^iIK8v8wPQ~+4Ihth+D!+ze+ zX`U3!(#p-)jl_!NBALc2}L}*b+*1TL~h4-!4z@=c*9*| zHCms?&}_CybQm!yJW4rs^Lz#?9cRp*s>&^DS6gY0)2BfcO}qbHtEf>q054DV5WN@n znGx{6SK#dez~7vwZtpq{gt<%<240xmB%3yy5rCdTI)LMGA0Qj@Pf&0c<7X(6ga6~j zdZXXF*B4OQ$Pyi24@+lf=TYCsdEXJU|G-%jBZG70k4TP)U9)6?cQ9HA;GXcu9E)=O z3Q24Q{tgZ+H+Jk_RG7Dqat~MS{a|`spkv=mEM=wyyhT5dOyML|txs%Jv^9VxrCGk^MS7VTf8V z2*9#bM6yv0sbto%TF@A~rppBjd?_){C%l0m0mjR|NhNFZXV^6pnCiSH&^afdFDm^? z0W%>vMgCiYri-VY{XInJVkho}^+uGK+S&`SPe}OTmzg_=UW7zM)a5<|8tWozV90T% z!V1stwhwPehGeF|AD`^SvB`_svU$aCjqXX8s6u)($s8$2_sf3`_bZxm-vo9W0V9l5Aw9ZggW@i6cN_u?Ow}^?me7h*m_pKLnHb04}p zJqR0;z5Sa|F#0#p&8KJ{z|OzzwrTrk%Xzk9H+R0-@a%IZz3|7I>!W{*W&Q7Zv-oJa zu*J^Aj9Bae76DDZAoAo|s@>|tfyI|fWg_u9pc~o+{^ayDH4UrIqnlD0$w8#Gmulb_ z?n3N+MPh^ofmDf=c`K@im4^Vu)9_eNEzxgL$NmA-)`^)O!^}bfR(>SQ-AyLSnPEBN zI5H2@YJX9avjSLSa)deJSQ6b4X7QU9sWjYJF3(f7#Qsq~+8@blr7bp*RZ^xju%S97 zg(n{875kf0ihr)v8XXs@OuG@8S>9mgH`t1!FJpkF?^SM@?6Xumh5Ltu-`U-UuUdok zhoKZ=G73H@8V#3%pPNf9B91upwm~5ZS6-(NJzz))L?LOK{NI%^XKrystGXA z0j1cul=}bR$EDW4#voeJVb3Z6-f9UaSJ-yFRZi z7kh*p<}~Ip4`b5%MVp*f>v{knNlIH%!KR`H24u9Zs8{5H*TpcH0{O+co{+|gOeiy# zA%86D_P#s(jk5|68b3l4(%z8d7Noq^cTq|cKxUTM8${X;6>VVou}?Yb77|h=7&4pS z;!0MGF{@z9=uqqGfdo&ZB745Sewg}ji4V^cHR$r~Cg`g7WyIIZ5+~9!Kr05Mw2Ldy zRk6ICm85@Hu4}Pg)mFGn-;^7wu1oKS64-!Quq+tMOOx|jG@a@K-TC@ID!_scDejK0 zBR}`~r&@K!;&??Vl(s=?1qP4;b5OnG(g%UwEjlv^v2FZHU7BBEOg z8~}+xZYVmTiy=W2V7R1MscP}RPD`3B%5!%CD(By34KLyKnRYmYaT|ChG2*RB45oI{ ziTtevI=>*hr4E7uk7?rYP@L@QCkd@T=*l>904QYG7$zR(NRpulkZxqE7Qb$ijrm3D z2=T0X_P!d@EO@{d#guYym`;|KPwD5MXpMGFrd+afSo%#9c-A~1W>ipnm-3!nn8v_ zc^?`Hdq=elM39kF2I38|0A-v7w0YoiChSyZ#1wHFvw`SaMZ7sJG!acj21iWU3Wyz8 z7*1GBY-tRH=r;rJ0sBCo3T4QhXfg#@7KE%dAvnDI_LA}G1dPN5rZx@@%32wurRS1? z)RX-^7~Ya`=%OBmUjqencgP5TSzf9`FyY53O5~niDL^)7W>YW%8-^UJD(#i%vZLtJ zCjK~h9)#gUak{Y?Oe9<*u#)P z%JPbMGu~`!TwSGG{D}w0858t08CeG8fH88Q{MLu<<;Pj?7F8J6%wGC5CvKIlgQllwAWVq=eGxIIA%(G0 zVFlmSXEtVg)tU>)NZ^m?uz(IGF!Vja>`?=14y>E@@gfaI2nxHKTCN&lQ zPiS#!D5bBmlY`k+1XX*=bESDfEP|Fa&>QB^OM7zC1a3&iDd8YrG)m{E$!#XUSc1I# zQSM#VX<*BF^dfZNYP%L_l6M+1CiYcCXW=e1#;m-05d`wh^54ZU=(Z~+4#c(Q*qp1W zud6<8+v*f4OQ8fG>H!CrU%C0oi23fx*OC1D7$o;Zf^l`#7Q-sP8*VZ)^PUzy<9dK} z(9q%u?b@D4?cxHraZq#$;~0S`ilfv?jqp1^2o!1byfYK8^?BY8pDY7u5r!0lAS8Jl z<>5bAPc;J$Ow=rq7Xt5DdtkY8h9Wwd3uKk|6)bR0y z{(_=sNRJxwvq5X%&)->p!5yPgXHdlyc9SdftA8&6C~em1s^fR%HR<+hG;=SFO_qo~vR45ApK?6B~g z+-(tcgWL$iFvbfVO=UV~5PRP<1j%=5U5yXv{T%gAQb$&Tr8nONn8(?@d5PXFVl-n0#N*f^vPy31WDg^A^#kRJ9yqDG)rjY6Mt)WoSwxT zfHaF=Xfz%}+CLA3CQ7LDy|i{((K0_(8QS>_!v70mL=qjcM|t&+3P`xe%)h>Bx%Sr8 zDYQ%yqCIL;ZhtYuH>82-X=p|<$QRC$(Tp=LL+H<9*6G;>W!%DL)c=VAh4o52zijS) zP=P}Fav1bFRa<1^h_<1}3eH*JS7UJ5k9PmXnPL?VD3D0PzZ$GC!GQ(181(>ypw#z$ z$qZ?)H=(~i3%k;#duLc)j1jtL%M46Ocdn6UC!4kSY%SW=!`}BmWgY-w$aO z(1(n`eAxAQBdi8{H6hBz&H5Y;tq|AtV^Jh9V6d@ewCi3hA;8K+b#LMvAcq=j zrX~{%6RRaP1FtLgQVC^hB0NEFmRobt6bV`2w&P6Dx!^0wJv284PM)hPzL@- z3o$0%U2^;2Eq0B_00)=lxYeV2W2EG99nqJ`mYkzMsi|YK?g};sxjsz9ukct5ia;g7 zji05l6?=I5R%iHt7&t~^%{RNhi`MQ~UO35>{z15q%+G%La*CfM7=q;GazDP)Fsfv^ z@nV^Rg15if^bg8=-8m7KLy(PRwF?#i6hIcdjZ_%-{GC(AV_}iKXh0Qd!Rz@MMaJXH z(+gV6nl(GKEr2FSx#s=c+E}@MjRI@n}z2VwqIzTgnpdM-+DTT=K_N3I}*b_@(E ztt>s9ioZ2Tv14oKs6nO8=R1v$JjmT&(fT(WfCGjA#~zQWOJv(ui3$o@Fd*Q}_s53u z!e_F=hzG2Xu0sBdNBktYFT_BaH2Bh*_ zo?lZO*EbK7J8OG*U_=R$$F4r|?^lt)pcw}Ql#Q4Z9qe)T!jI3vigOb^BT1aTd2Mg?p!P7pfnC&wO=EVBt)DI zl@A#($y{{a-iW|RT{}7n-ufe>^L1Q^&5iZK#M-~>;$nxgjL56;naCYr?Ml_Kn8O%Ibr%K7EXi&ttcXWEOlD$U3zBlh4sK1&pPqAH?%p#OfRLANDRx3TCP z6aX9&diIsENAL@C#*CYVBiM3T{N@NaEC?r3rbU;uV#n`EBvFH(L~q}3VOfMdJZ-aC zFYM+8g=~NEob}!*iXPqldS8G%@!6^d^^2uDY`qOfy$RQl|K7(C2l@OD&T)#0Jn9)A zK52lg0`^&^A=}1l5a=(eoWbPD@HEHk78jmN-hGV`#Ik{7G9H0-MnXIrXE)o8k9ed4 zvB9U%_q)kSuz!y>=FY3jC}Y!M{)faQbbRl zEK<5b56TqwI1CD!T#+@%sjpAtsj2;Xf%7> zg5(c1=CBb2GyHK)Sn7XX8k#$Ig5hiZ(WoJgDE;)mE52e4p_TGIx8iZ$7t<$mZ zQOi>f^YEb_0d5+vO@NGls(N0y^#Y6=9;>hGy~$Z3@B#?cAo3=Ktft>iS6#o#$Ia>dGVeCJ?Yl1(eGEgBWel`(XhXIQG%N+OF{B?Ocv! zlLP3fP-5T3-ir$lrv=z--ApVG)#bH^%L2eCLbFsvG|W$Z0@z8qF=5RivE^+H&Jup_x4 zISmGvNZ{U$pedaA!E0iL+9kxdkQ%hcq{nXi;pS<&dhXVyHP1wF7H^3kq76SQfbwj0)B>BQ4~V`&w{;JDf@&tW^iUrECW(0*gj zkIjDl=QDyo;CmKMfD8KE%{#4#4-U2-h1qVHbM$IK=neY$me*hnG*uRNoM#21RMp}& zoPAe22nDNu=i2arl z`7&^?P7&b>=K(zuc+$E-@w=JmbeCCiy3H;l`o`N}<247~%6z^)NYR`Fr@ZZ_~Z-xT@IRG26{tX?~XqnkjYgm^sJ)T%qOIMIbW}p zK*v`7wE@%s@xH2@_Y346y5@wc0V|X9L!Y*^CZaYw9rk!taQ5>;@wD zR(|wvtLcDp^Hz#ZG%84!c zrm|{bQ1~fkMlLj;j#-e*;*oTiGj_w5s(-_TUOUg+Z6y4T-OnX-M7zL)oGDo^a{^gl zu1EWGEqehP8A09;)}#5gh|RR}Tc<`SZ#bGBkB*YL(6XBtHJO(G^Iyl2JnE>6}rq*{Fp zW?T1-5v}W_Ik$wgnVaGGc+;ZpHxv)!>cpr&=%WjA8=cWujLLS?=uk!uB-D9U>DamS z3=sp4a$MfO` z@=jll=nxd<-Vk%1k&Ipx@W9{vjA)=esbS<;hRJd?dl=fkp=6vIWJZ!}dBi^p3_HE$ znre>B??D+^fcJ1Gm2`AyRaR9U{vO}$XF)R~Z1|%|u`1h=Cv87Q?C(P`oc|lFM500e+4QN7zeAE+A)w3~2%h zve+IRcwv6O+R8{MGRh4clEU?ZEAxr=nU}1p$pAQXN)-e6fpd3|uu>@iRhT3OmV$y* z#hq7_T0mW4S?!_sU+vEJ^73*{@_YJgzE=L2AlWJjjA@rfUIafZr!wFH-ck8HrhtK@X|CgAhD6PwytV$k)kj#z<=8e z;I);5dAlNw>*oc33RL~+v6T=D<;Z9wY^CW?4-N!g!8}H4qD)}Hu%Lh&!LxP5n7*TQ z=~XT!Uk-_lMaOUMyLCa?u{BVlkHyyHEmAn}gJZD7Nk*JE1p>rlY)&X!S?yu>i1CVz z&o53mki)s^33kQ_`LGfopdplx>##J^wdKoszzp-Z4igoHRQfqr0RZ|eX)$3{VpU(e z(=(W==pb2RzZX-X#oEe+{04T8@~kL47+NK*f;8A4>%}_f@b|8nsx?>2+kHCDO@-y{ z1%fo%ZIa@^SYK2kq=a_yZ;cw|4rJP2A!ATl2^j{4d=KVqNM;I87)vWRNW+oh2&Rxi zHd=ZE1hdsQw};EfB)qS0STEp;;lx-tUlr}rW;NO}N*ka*Bz4H}mIcY8(_*@(r{}#M zs{j!6Nw+`IySRT&G$~;8X<%lwD?5lZj3VOtEn>Ct9&4p{slM6?L9H#)wPQVtxLZNM?eJ1M#@X=abj z(cdBbE$<0#SWS-{Ij>V)-70@3>?=X?Zvr*tmS%mk<#%;O&+TNmz?zr$ zljT(0s)@SmJtO9pRPNS$Or%bI?c))uK-`{PIlldA7~GWWzgKKB{dP+WrHkRoe+UzS zrQ;FCMgon=Z{-zAc9mJwy{y2Jh`gIu+xUzNEKczuvPs2vuT}m((GnGJA)Tiw$a#x% zFBsHhcy+}!hu3sGYF1MV%d}THTfbOJBwHbh8Dj{?DchcgTZ0@P+QvlwMAGY8(Qv$j z_t(tslCEaEluSLWQu&HV&BCz%{g%a*35E+a@6a{44RHq9lGAWI)JfV0lfWRnh7F`N zgte6-^wiYUXf+})a8RfZf*s=2P=mZhSa9fTCExr!riS{c>rWyGW5(>ccYN5k_Rt{C zlOtLBuMyPYpWTmoU$4-ML&XELW@_4Yc)u?$wA!)x@?=WLtvXUKnq6h(K++hPnD;d- zN5aZ|oboyL=*oaouz-QzxQ`m3+eh7$!Xa09w1euG@<^;cKq7^Ok1guzLGVAPUjBbp zno%-KCR)%7`yz-R`N$`fc>3U9FIw|E! zgpZ7EW|K=~{I~Ljr_cnXIpX?SDR49!| ze!+EG%;rX9*IT`a$5g57lRowR{dbhc{*OFvW~~WjW^W8BI!5)|?O3hruUf5k7QBna zD9#Ql69bg5iNcS!UIp>Ab!EX- zWB~T7HgsIx29V-9y*?eDe4%Y89^*qg4I~R?ot!YGqx}xel?h5(lzO~g$cPreID_G0 zc~{W;C`0&K z&!Bk~HBiNZy=E$Vmo9?8^3?8X6tW7c@c&7u_rgTPgG4e)Kg<&jby z0T+oVHuQ44C8iVd2yBn@tQqdPA|#Bqy>58jKVSRs6;VZ*TP>O3Wqwa|FKByu%{n_> z4K^iPAp(_Yo~Mta_X{!ENDPFg`iGd|VNId{A>NQ;;tk-y(tSDzu*6VEDFY|SYMNMV z-1fev1R*ArjE}OPy7}YIB!LKMLM*ZfLiQltJxg7uTv1D3HmjdtrHl8BbCr*vaY_O04BP)>Y~;SH zI3xNN<`2qZ9jItO*Y$v}Ex6+yKxju&PX(v|%5v-aXVsGWb!jrIebkkJ!mExUbtEqs z9A^txrRx@hn{p($U@Kpg2k5p3jCQzU^L)t{P8eD^U|a+Q`0k$&vpKxq!mWMQ?!+&C z7xM|aUVqnC5UN!7JrKcU(No6U1ZXGe)A6bjAgjW$Iwl3sU{5<9k;Xvt?Uz8touopR7OykOpAZ_x9OMX$^*@}>k=F3qYb8+~hNtWxxLiACrs7`TF9eGJ*bw=WX zyjC|WkqfEO-libH{Pwi|ls!Yp*SClNrXOPT3|yEW)fnO`xuJp8%;9dG11)17^5Pxe zh~w%v14RNoB#qILjKUxOKT&{cW}r*475_>f(psYF?s?)B%lZDi zOJ!wE+GD5^G#JQY#SxTu@@+j~PG5Bu|9Ie|D(7LskDpJWUQ0P*@3PJ9KbLZfzmfa9 zS@i@PK>;1*UDcFaMUkxNR#3?#0#_>Rh&@yU926l)D)A$m3^c_Q50P(Q2+n>QRIaY! z%}Q7NOF5C7(l6E=aePU%6^Azp=|_V=?tq1FOf5(DxAF8-k;22On2Z225>_!NBH7Zt z4W~ooO#gA41U0e@&Ieu}w7Ft-45QBbS;WCH-JVmkUEeKR;BDoguX9%TqBtP?o!`Xg z{dD?Et=D)vQI0vQO2j?i@YC0{Q39e>aQ9xha9I~i6oA~lf(NnKJRT7^G|`ME1WX1g z!}4~$f6Y3Ml4RxH;+ly9QWJ%8QP+xQB^tmba&rU~xRGHLhsT5Ef6@LT0$YYtWtjtO zzPIE;cBKr&kL;6+tH9YmQzIR^#+vq_s~PKDIv!>Y{0QizgDgf+$2^N$*hE*NhXDy& z=H*L~tsmv|5&BIT`9dKu?v)1t5Tsd=wDPXbH!{}#ZBe-LEqiltK=>_mk|d!or+!^3 zaA^o#KMc_0qbMEpPER7VjqdL+7Vc|{#A8I<3n10{Pv9hKC=$M7U9lUNu2!vN;EjbD zTjY1lo*4W!W(5rYgF+a=VUD`p1v#r1Y9q9?%d`06GW}g3R}-~D_x{g0V=uW1turQ%eJ5z?{Qt7GVW$DXF=vBxTG}0&5bg3c8OaD` znVpD`2>b|#!IoHPBw%PHftiy1a5MPac1Jy4zg&@ZQY64JSQlWDL1>OD+KF0p^fvSc zhi0j^+=-B%P$*=$#LRtVXxI;#2s~K}1h{AW6dCh;Q4TMOW=}e87vhy?Y#h0>Qck>! z2AvxEE%~-6jI*bLkyGahp=50yl0#TsML8vN%3whNfa{=^g3 z>=CA}pFVsoj5jiYR15QeD^=5|-Btrap*K)e@smeKCD1SbwF}eyUa6FgG}~4Tju7Y~ z|I;@kb=BG`UnALiUp^U=791$r*kf9z+juc#Cb<3;RE50YU#~%i2SK4%Qurq4+U7~B zw@g`WKK+C94@mN%(oL@jEh$0Latsp9^)`E{VReZ6r~D7h^L(6dVat<6r7YX|VUX_d zRcc>){9s`9CIOx5o(BB!q*K1Q&)~99z25S;01nIce2g+bG*He>(}v*R?g7pi0QbjF7@u#A)q4&=^Y z(LR7Gd9-z%;VHUBYrx)yurQIfXA085YkYIq#?A>1BLjQj=-`fTlD{43n{O)s>G9v_ z7WU%Cw7WQF#KYn69>_IDr!fCUQJ|cqaqoDDg3gSWGB}Op$R5tR_>LYJ4J$HhEVaiX zLs4~xYy_aC7!!zd*PEo7bX~3#4HnlfN3+~CtQ`~()$vw%C{F1{#OasNjN`rjnAp|# zxtuCn+S+omN-iv49WFympEob+Eo@=T%W;iudReXLH~djfcH-1;j4KYV#ALhJ6r{H* zF0xw@{=8%q3A|u1*bcaT3i7+^1D1Pu0tQ#<`$@4-NH>rWMX?*H)JXIdwE{zT1eJC9J0;?eH#m{ zJO?l1+UBZ)6s{kKGv(vj><=E~Y3Z~pvFPh4zUP#dNa;P#@Ld;Iv>sJva>8fIh`IHp z3(iw_kW=qiNso|eDGDkO?cDwz#&;&swy6he6Gr>zRyTfRLJnE<>5M>s`+G{`VktBmv9#2mBX;O# zB>|_Yycg>{cbYo0@mHCH#>k*YKj+&|AIuDnk$nVf2gOuzI`eh$UwkM`it|N69HqzQ z${R&k#NS&Wak+MI8e+{1m$@#|3I|Kb)5d0}m?{!;u5Hqj)vbRennZPma=50+{3{^R zYUF6q+4xat^!M5}ezL+@e!+v}?3yi5*~2Lk@_TSdO0Tk(W10(8YiZpeBs}^VjX)NLL6U^Dl%4zuU*aP~-3{fWsuDIR zB03};Q8ZlSNbOZftMot-rRw8gC8Ji2EXl!X!9p=IvtNxD*vr+jQBJ_C2OZ=yv%C%- z`+=+SQmhLVBSX9NjD1^DxX%2cg4UH}u=ytn;$WGiAaT526HOobm!5z;t?O*kx^oz# zD4H#H*F{CYrPFBS{4-X=WIXrwW`_!AdO~&i7x|kxN4g+N2_BRrsXjO!OFAL}{|Nc_ z_e|N)sA}fW4dQSlLK&5+mGYVwwg4)oK|68fSO%LzL*DB)0cl=0oK>G$f{)Ghm@ zc=rDc5)DBYMQB>&f9nVreC1_u$DQ37V?_p>Jqx5EWp019Aq1&)drp=2WZ!Q6+kd)h~KXu+ZcZ)hDL{#RIHrdvj=W7?og>ZB$pPvIv+gBH_rgkt!;o7O>&3 zQ%>$NltIR`Ot6)vBSKR==*iF=0E>=uoX5dhav1}iGLG~(f&bUmm4`#Uy>Vm4E(Y0` z#$H*nE9=nMTVyN5wasuz)@}<9fc& zJRWB}-*evczGr!t&u1l|KEr7~__g%J%03e<*$?Sn;{k_Na(>s@t+BCk^(lF$3h(Kd zJr3^z`3aHmxxK_%yEu>_B1 zVC=Q%C&A6vxI+2vh%1{!RTVa>6jKU0-`QC!+I+V`MuB5yryYe$uS+dpi73GHJP8e) zQbu}fal5|G`ja|n9?gI~cI&LqFsa?BT@R}P$M;+&%VTHr*nD^jp+j=|hQ+LMZx?*m ztdHAoZ=pu(pS@}^RE=!eJ3Yk)TG6fr7|TW|ma?gvtgR${;IG-h=DI%Ra$@n*COb@M zReJn&=%kI;7TzWTH8ILpjg|Dh6{D@5bWW+jO1IP{@VZB`_*HN3SG#+=J>R08Z&$H9 z_H6g&oTKRxEF0gs#bJ%qG3~u%_cQ-^?OmL+Z;$ZgBm<)#y=Qt~Ws2mx{H1d})v}X_ z6eattJ%>1}GHUBSzL7N38bXSZ%L~sTt!Oo~bW|lYZ2gu?7xC=R(Axv{Qd?Sqy?G5-JN6el9jxn2O?~Jf_t_ zzxf9KAQjig3m+EdCBz3BPY>7J73riRG41XunBlxt&Y2i%;~BvdPPvua4WsnD&m)aP z8%iHbaJU!IQC92TMUEu7uYRG@Zg3&Ng!pX5s9i0V_92mY>=yLOv$jvDG<|Mj`(p(Y z#eh9xp==?Fd)BT=V3b}>I=-%t6;rw~T=FyOLq5MTtI^9??dNK<_F`^a)9VnZdsRiV z3ugVR+f~yKG0uj{j44syX)ah7s2b$Rl!aUPL-IhX;&?fGMQZ(@m+U|A`K(|~P7r4xJ{k+T z%kcN{X_NwQH#G=k4Nh}taV*R=g0Y-v?% z)N}cH%WGs>|Ik@FHgjlx?-0KSbM|G4ms;Mnre#(a=E(V?+*bYMoK8z7B^v7WNQi1} zIZnK|uuPxnibM@KzP2qX@h~n|o7h_yJ~q+ZWRoAySCZ&Wlj<&-${zF4T`wLQnL7S4 zN7>tAo9}sHR9N7l^hHPNI8lRpTDD$tFfWFRe69DoHM<)R*T(H!nFcOghjhHk(Mg-C zzQcFixzBW_O!Y-$&G!$_6F>Sf#kRQD)KSW%OocsTXFTd%KKHZlmcRpbPa&Z@-IJfM zI4_OlU5aTwm0@h4;hPf4>s5NQXfioAm*_vkNUvh5Dvfe}WRm-j<(T=}uZW!MQKFqs1RIikd6tEp7Ou>0Sh89CaAy ztx-;W9K=Xmc$wJ!bS!f5l2G!O6!*yn>-IbDxbA0@Zx^@Hb*^ssYu+hWmHtD1&Y1k_!hE+u8l*tfp76Mm(1{c_3 zIJ|1DYZK89av2JOnM#+9P54AD1+L0l0&l_HutGP$NUG#wV-BVXUXqy zhGS}GoG>Y0DNNvkb8;PE^jE=ZiUIdj9L;1AdL5}E?G zwj0B9V_u6&b$<3RA9Y3f`b?(}L#md`-pHM0i(G4&@efyvI`3_LQ4lsTQVA?SQDRit zB_ED7t+ApEy~ws&KZhFq(q7~_9DTpG{X(4m5VeTEov&N4!dv6*=gM&ZCf^{NFT|sl z0Fq|%a$I^Z+G;AdPCAvkzt`)th)FaUi%?8*&oOv}qTO_#Y8c~}&Y zDjIm2!#}KjXDDs4AK8DF8#Zh6L&J&jgtlvl#Lm9zw7GRdVQQX+v5|E2BI(9kaigcY zKf0tH)_xQ*Y8x%p-ulBUYPA2(+M$~;^R1D&xdJnd6A9g;%3P$z#o3l%Y~BE~C)v!i zXWu=Rc3HUI4@QPoaOAsT!wv5a-ugWD-HmF(u>ngOqB25BRh>h+c2~afw%BeqNAaxi z&P-gwTVw43W=4+dLWMt%zUHJ?_kiPSDgK-;5$)oBZiudkB94xqE)IzM)RX0gZ=F+axjR@_9!C3{-BsMeZ`g^$bjIZogKa zFsWBN5-S#%bjAU5{jxw^#@*rQxv&-rfM{&dt%Ma6&BVEq<+YJ)CK0CX219O)xD0z4H|8cc+Jc3JT5T}!OVJBG zwm#YrJhbxWh`@~mkb>m8lKCazf)KlW)~c!0@nCCY2C08y^FboznQ|_|Wy-T-yP>`w zc2nWSOFw{Xe6z@2Zge>JtSGP5)YKFVl=@i?CWZO$-2Bk^jB(j`?IBmS)p@kWy|jK& zPgk}X%M`^IN(nzPw2u&)WQ&fd^29(PX=!Oqb)-Tv&lx89ha}_179^3x)kGL9CMajX z)#e4F3dOdO^)5i=IKuhtA?=BUkr8Sp)$tYYF;go&wPgw~{E~|WRl>);PiA10d{}u{ zNniyia69-U+oH40bGJUtHN}Bg^!j1*!-X5=e*hoCS#lIE8bU{^2hi{yTKSJ$a=lXl=YSgE@=sGYCQhd8*w9iiG3bkMPU4Xpv4u|A*@zEqQ^{KNATR=v5C=B zKAIee=kLt)ZoWXPw4X~C0yo_OaPHXpdb!8)cfB+-VVZR=h>Tkk<*gkdmIP39koi;T zyQDc1-LP4&n;m`{luEe=($S0hj2EaqdrhwtF3u3ZGcox%0z&E%vG4AR@d1Ee^)B-~ z7X1nW(!7WG+CxBs+eOat(yTNiZQilqvQwoU`F+8hkV>0BR`WY0mU`_^E9qETp8!8L z8ul%UD4Pyccve0Q=KhK~7~WAB@Pn7vyjv}d^9P%v9t1;Ref$=6DMSTiK{$6Ma$fW4 zNWO=&K7Ku*WKDoy%z%)WsN)YKROUo#XB_9Q-tajEiOfSW0C%sykAt-JQsY)ck9q{; ziZEqa{g;cp(P?y zxs3xr34zZ!;mvdw1Trm4P~iEdp!x8_E6TZS#nb(zXvRHK*|bq|VN-K@3kQX~Pb2#i z2czx_W54v+7KX6H&nq9x6Zfk1y(U~AG{J?zy|GT3LQfvjNYTme-$8|@>M~{KV1W9O zLjogXWye{zTBn}oHMLWZI((x|4Q?#Tj*V!&GB?)#1!CNooWkUNun^(1J|Vu7P{-pV zBEBuSyTCm{(&gdiCRRq?5U?Q;p{czTiu+D<3oA{s(Xng#owwxrU;#i^KN+rT8LB%* zkP97B+!}NV!81uQdaC|J;bWK7IMmqj^^k3{adThaikrNjd}pn_9O111Y~vq`U+Byf%TPPhdF3PsV1 zm&`ecSJ-`d?|EgViD>h_;{o8_<#WyQAA2B0o5t+pO8^L7CSV%TnPvlsqc?zR^dmqz zNeBVvnNHxa`ZlOW+w*O?H=!_jHM-S`1nTSb7(>zuN-^Z`+hACXQPEDUW1eS1*%1PeA%d-mr0{Dw+qTAko8J4v4P^NLmE$cA3VB3thluFA%X9t zz_zX#9>QF46Hl`ZPUade1KFMuMNaj$Z|s!yinv`SXglIPq;Qc8(j#&Ku1Eh2H>~MbivwbMqC%JQne2dHbl(r zL#4mk-^}lQr;W(4#c~kbJ!n`8AIkPRRwEi1JK_!uVS$1Z(LqPx5~#-*!b|~g;(eG; zcv~oCS|wZp-xhnsvgttBd{%jpcT;vNob@dJZQhnM^ctjJEi5kD5ocU$cE7JRHM;@qp5hO&RC6A7eKP$_6$@}Q5;B@M2at)a1 zyP1gt_wO;1l9HKq=RQil)HJZehgk=SO_Vd4J_D7D8Ua<=rQk1w_ph%>);t2ywhZ#) z?WAz2n=;8)pcsy1f0#Iujh)?jw%%U=&nwZ1Um#(1f?tAo-#}b#{2KaIa?%Q}%@9HA zn1OKPi%8*tlJ2$3E(Rdx+M0gM3B@>I_8DXHFw|U^NfYCiwWZ&w5+7(2dCPLUp$5@6 z$=M&da1$KYMSSQZ+D%0tRsfrSC!Pf4e-Jdgk0F;|^Aqb1IYBP!sMF(v44PeaUUfw7 z4M2<32Ru>FeKf`>VQ>w+sM7&b2JWPXyoQ=@U*2MRd4OvLA>wiHPu>jmlB?MZ!A7zz;&f&py_jqrf8P=+G>fRukJ8c(tzgeeN<28GcR{2|bPov4=r5^b`1qXUiViO@Fy@r~h?khIhvx zQf~U>=tt&miI0#2m^2oBBIubA)KiE96iO39cpVm53`1ZS!w3cR_3_UslcrOVq~JK* zjj%BTGQ@_%;9rUPEt4TC%Ard0F&lIrN0zqZBgm3rIZkU_*CEVUBo`ez#(@lRR_a^f zQcy9Um=1BBJ+iL6LKG3v_AZVP4E_XM&Ej_sBSZ*#^Ov;}L4@3Ff;YgG*xtKD^78o} zA~!P~V#}*IN@n;aBUEb?t*r(%%_%pARSV728NWs^6GO08!h>Ldl{~^=C=0fu8KI27 zM)8puGDrLEWlK=a8x63fczqWfi2nU`3Stf%ALM=}7D+>oj-fD@?08cL&_wTb^l>O$ z&!(sNC=B9LSEj2K#Q*Lb0^>w(G^ia-U(1bI=R<|ho7E9W9^-vf(ks{34Qn!BNHh=W zE9gI82Xf^@ktvKV!{QdaRBIXRc=)i2ur2u-CguU9qmqg`WC#@{^W@0ATNfze3Bw8W zt4sXdJ#PvN6{xq5cmgd+LSqw0;G*OcG$U8?br>Y%z&dMzv-49jjt}^uAHfthK^n@h z=m#HG8HR8~4wgsq%WJo>+qsB$=d7V!HO;|wb zKwl@4IR9*IWHL^hc<(O8`&iTnVT%8O_71W5r4@8w7Vj7O0IT}tngpLt zF+`-Edp9)Ba8O3d(BLItSsx7KAvQbZRXA5bTA{|O9{Aocc)T3KhxG?OBPZMRiq^m7 zizI%diKE$aZ1GKm%itp%U%ZF?#Nwz0;lZ40Rpr~lB}P9=y+b{sb0C>oAT=lzSj?lI zruLfTf8PC(AHX;nixE{7>{&$Dj_tj#K9OPnMoXaw#ROIm>&Gw)BW&>PzwV=}JV4gA ze3rET>N%E(G=2~23mvI|YI0DrHz;; zbm4~(`t$ETV9mj#eF$69m%qw`X{Y407{CahchXXsp9)LJstJvMjSQbUt#;H1c*1F| z161iN!DV;Eh}#kTXMsRqREW(cw0E080q0H{SLRgfrGgFA<*+NCEQfUwHTFi5pNt(z zsHP29m>*bR+C(LV2xCISDjxuEyzs_lnaqC-3=J#DKyylU(G+Y*O-0<4kLkp-@(H&Y~3GdTLonygN`yud4gn#C_W+x3&TW_0{=gj1C&{mxFXWK ziaS6lKrSGQQK?)w44vqFKHwm5WP434XOljhrY5X`V<%uLtV{HD1T0PE0kZYY_YD54F-R3OX8TDQrv6`~zdK)UIU4lac!8N$MI|R2TXmC5lmbLfy zum3rB=jwcY0bSiyHRpV5%9!sMqeB(sB;O$7Awoexy^;DTrU(TE69onJN(2N4e9|To zU=JLKnTd)jNQsJ)DA?N=n^_t`LD9q-=;~rf(bEj*>FMeYjJ~Huw0BVq35ihD^%?5u z>lo=6)Eyy-N%{J99S3b4M!5?r?{jB^1#$$*T{YtXcqUN;ReZe7-NxKozs|UFR8HoS z#`isC9T)D$=U1CE+y37%;Nbe+l4v%y=0o)yLsg51`9?uk@A)nqpk2YC@gj5yK!3r+ z*hV(|1y%hzjt#@ln7IwA+9@ukXF7I4!9&=0nOumpV}MVzb2ZS{Vi1b51dEbniMu_g znud)(PplLD?I*-6w?TIvL%jRm31Na-p42pM0R&5*A$0 z?~X<^Ly?e@JvL@gFe@_wJKab6Pl3F?XZX@~X;tWfqdznK{G67apR>DhaTYjmah|lF zpP#R@8QSO@F}hmW0`Z1| z;&bHz-dY(s>XEowSz0^rxbljMUp;*rCr5rVvX_GXdi}GWMy_W6DaqR5 zU(Es<$n^3J6AL3V(_i-nF6Ddqlt;nL)yPs!%*@Kj+5sp-fSZMx?;q#??VJCU_+MA5 z|L00JR@VQ%^1r_M*Oh!sFAeyw2K_Ty|M(OLmjEIk(_f(%K*URysf26c+{rvyS zWg%RLAO3FzsiULWjUYzLA^uhLe{KvE1M{Dwzi#@!#r$v3{$F|;`!JkvJe6#9<{UR^ zjKumkY;ETI;})AcHQq^3vAp=!_nBtk|7owyerB36MoX^sHaw@<6=mnF?9G?YYs z%5+#hiYBEfe&C+ixkLERPUEfnZ}4~=i&I$)BqoQ;=b&ecN-qcBRcak7-RhMHBob@a zrD%H5wHH0sVRVn{SALwk>VVUp@NY10&}O4b2Yx z)1=}Z(%*)|xrk5?3sYl)`hShme+~`>4^Rl#+!~u|__x1}V>eQg%@pjfL-er!=NK>M zhZQ5RI7uz*{o4@pYXzz?g2ZU__qxvzL6b$*U60J_|9htR>uMowpc=cclUe^>cXL!= zVp#InHLvYFzkBr~bX}b-+Yp@SESEPVH|^j==`1;nrC&@>l8qZn@u*s8CPU zRaTS6-ndb&vdL-JSq&{RPmZ z)}~_ySUh|`Y#q-@6}?|x*H%ZR`%fY{bZ83MrD6TW5(((gbqhsFOgh$gmk`xGT6UYY zm0FAWu|L0;=QCV4LkpFPB4`t;i@< zR&pxo^;U_1r;jvXQBcOk3iq97KZh0$LLoe?zr%nQ$zg__DMIX)RYmaQf;DfFCv;u+ zi=qgsy1m(o9v!64K67kMs;tlr$bxc>Fke}XfF@zD?t~@K?j0o4m;sATq+^tMR#%Lyg$*&cR8bE zJP<>=3$7Vs&E$3AgeP>28D@9?W9o1@tD25)(>iHczi7;8b$K{ze6&zyyzoOW3S4J4 z-S_8kcKG2mSkRHGyv=b=9EDh5rS;F0wDIvulX0?^v)#^d?X;XgIQR96gY5P3>L_V2 zfj*J@KIz3Bq%!?|W$TmzHLTS^2s-(SNmn3(F%W!C7y!D*da?!dN_j#HI*Uf3{+W6dS-fe@`Yeu?J1ufq( zeoc`Rw>Lc7oatK2}eypR6{-pBvCgh6#?XL-M%QA|q6W>Mp-l?!NZp<|E(`ShG zi{$j7O$_Jt5jCbQuLGgt;Oc1>js#ZO%T<_cR--WC3mkF0!MauF>bKmvad5SMgH%`v+K#OY*UNn%kLH{5 zyjnC-4>hP7LinZAKZvH#J`@!nV&LrQSRaHAv^a>kEp3hDrNtmHU2PD0@uh&%SuZy4 zd5CD5rN3wz+Zb23*T4s>C3c4~?!88*=ze0KRtLv`COQ-+TT`Wwobnz=r_=S$-7X|1 z`h1X!Y}F8LBXsk`jC=dg6=pFnWgJ7p7=j<3D9|sNd7Gx)wGs^_*E3z#SlVxTnN~Dn zkGSzqEGcKI&L+%mc+2ED`1+bftw6kVS~< z6wS24^PeYRGD){yZRWNg^x4>o7PNjkd43vyxN2y3T2l(G9C)V4{Xh~LIM#TzWHAbi zO-RT#OFw}DiC4_*R}rmd#{>P4d)Lm_*f>vn)=fL_98Npo(+#5e=MqnbN#H28HRS~# z9aX9C9)M1`a^N|1wqvI030qpHGYe0fS~>^MucgTbx=9Ysp8d0I5AO@r1*~H(yIhh4 zc7gXbk!5VJ;>HE;ExU<1EST{WNg`ZU?1GUh_)I5AYM$;O>DRw}em$08)TZLU;Kjp<4$_!yk3*_r87g=M2m=4u9e5tq&pjiwVD2S;(w%=?biE>5KaNq6cy&*pL zdc2$;^ONKH)o8cXC57A1)hRq2s!N3=6-l0st>qZI0VDNho;KT_l`bdXJGlbGV<}EY z$Uks~o}9q#cGy>#kRpyJnYd2{ZG80$`bZbo?a!;JtGXhX??NcUZ$ovkw2?%#jV&Z2 za5e-msbrXWPg-jbMa@ae{&`z{t(q=qx>hiF4(o`B*pv4@cwj<^(Yn00+y`hmsk(B|`0 z`JJ-VM#X;m*>b;FhQJ-LJmb&VoK@VNMf+H~|Jje7WHuz1n z>Nev%XzXDrM-g}&bXN9TOq;mXbN(FU;BF8iTLTxdZ-Q_SNixud!E9BejPESu&e1Dn zdmf5iPS&`YdIzB>tO4*4^+Ug~N8_!Grz^_yh2Znn09n=%Nk`1mDChD>FQf}LgoCO( z=uO%5?s_Dy(AJD^@_UFTfUxi#j+^#)SVy5+fSg6=(VMnP0gl>EmWm{NG|b~4-6#%X z6CMsd1{8jMx6Gddnh5>-2Oh7M$Ja^1I8@v3S5HQOMb|LP{g76Yhcst{j9!*{Ff=tz(qX=k*2fALV@aV|% zkofsVQlIA2Y7zJrsq9wi1^f)5psYTvy8O!g{A)0tx(JNjkZ>uNT+L?7h^oo7m+j*{ zl(v}vve;*D*C*9BwSHK!73Eot6HYdUFFdF%CcIa4yggdyxCDkMuMvFh=S4+_-4Q8u zjFiKPT+zb-RDq9sRaE7)5Ok)?#}gkxBiS%T=hKYpZ7!p_paZ_7hXU`bn(U_gg`Dw& zKemKTeHGMFi*-q~Wsy>QHJxcnoF8jF`lOQ?Ws59|HqeR#1!ir_$LSa4zUG7H$k|vn z2h1nG3P3Jdw&)*wQMguu+k6SUZ#GJHN7IY4JkJLsTAjOkALrauCn_ms0|1zD$tPWx z?}f#OdcnDGo?ZqS{j=>vX=NnTt%}`VEcFm+P*)hamq%-kkqgn zAPvq3FPhVR31rvJOyDvA`=v*@zA7M~M*~K3{Z4y7M!yjuv zzAaEUF<^$iYA#+f^&IcY(Qw4M3WSZa_C4 z0if`n%=%Y)g{bBKUB#Hq0I z3({t5d-c0`p%LexkyH&`=fhD=1EgANTkyqcH!A*NgsR&8cZbE$(B9?>uFkhudkC%$ zkr;FEFOZtRw&T_3qQozTuyp0}SWUNXSSIDKGZ0)>Gz>&mNFMqQP*W&xYfmGaT~4xQ zA@*GDQSaejU6u^FeJM5DAyN3{-CIr4$4k$kTh84jAZ@~xOyO*b!(gGc!}q2pkeY^` zMgIUAg7b5_$nzX-7{d+G2*MstSAs@GJQcfo)-Q?lkPVZCUcfDR92Z8wOmOs> zDYN&MAk@@girF~-^`9cv`c4Jr+wD=B9-;(7yB-hnfC+Q09Aa-Mo(dG$!;5no4ro~Z zJ~Lz{Y`BCGo?ZkB%YZkWwn(LC%}W#dquUu&aa?L>lI*mm#BR74^K^2yNdblEqo36B z^yd}&w05WLf&yGPGM?XdhilKJ9~kPx(v`?lS}Vu0ZJzoH!=k+FVjEdGtee+%aLJcv z-m;uW#J8X_8splE;2HaF>-ud@Tk$6VV^vOSREF_T{Y37u;y0a3VydJOSwqOTNQl|k zSLpaegI`CVYFalLxu1Ig;0@8F#Nmi~D1Q5m&R5lMXk(xK4Q2|Fjn9HU9udKXAb-JK z=;~9g_^R%&vHwma#~VOL@Kl+u_w=f{(TlzFaKHVvT2eS;LrR&9vt03i?xtBFugP|I zA)(4g+=8^_SW+Vo=L45I=;xMhTFBf={sB}Ew;L?5rrGRWokhDtnzR(Ge_nnuNkf-G zI@vOc<9yh}ZvU9xaL31HGR6*Tm&A?&oj6s52T!;KhT6}b6HZQl0L=vqCOtp?dUnc% zpV%i4+*`l)JS-_Hynjsvb|s7=%j!I@)gc5TfwjlY`gzcYKleL@NX~@!Hz_*Oo)8;; zyG^m~^MK+QL!yndt$yBNI&j%Tu&qT1@w3=B<%{`yD*?Ah4)5iCJjtipl(T*#dYL&VN^{gH#C%}Fuqd#^k^_hH?1S9LzaP&5$Px(<#Gsf^i9%eVI85B+T8eA7*##tLDBuuGpH1+$ma8Lz$4{kURGF;9Rjh)MXbB6;Eu zpL>vTHiS|>R*wmMwPw#U#e5kr&DXHTd5whcE<2AiqYXgny&9m_^6-V=(f0U@2vWM=R7s+W)r1m>}#LcKqW7tuVkf!Bs1;YI3?MU;bx(Lc7IHt)jxPP6$SGklRPo!% z3t@cFd5*_OR)xGw8k7ZWU%8E_r4{F-z6|mB*x!N=ln;+;#-my#LT7`83a)ASP^UkD zsK2?`wE7S`jIdaHN;KCgOR1ZXyg6S7VHr^iD!DQygZxOK?H-5r&a_o@+;*^%dm3R* zO6P>-hWd(}&77x}AL}nJOU*e_js<-^V0-UMY_(Mw4jeazxsv7Abk)^UNeL@+U#s4% z^qUi4t`5PGxG=%%$1W_+Dkn2)DK?VByYkp2pw)!^c=eFFBwkdaB*)$RjWA@$f&=$> ze5TY+$@zCk_-_e@Jkg;1Hov>PxBd!qC_Of%80_7ApE0(Yj^qDUY1K)J66h&j+G zy$SZf&i&Yl)od_~qotWzBkwGRAVi++-j6HU{J7=LR89v4$%RLFNeP+!9~XsoXv?rZ zEjoQau&nIlDIZ%8N^Z9&8@b-4`1B)Aw<n4(u}tM6zUQNoVNu4S6ZpuK>A$r>O`AOm0q!BqbEJla#1a z{af-9PuMO1S`A=I(pRE+`}C;Q4kLRe%>b#nb?+_bCO_$bhqLsC;lL@kP3Ip=)x*wH zX)YDr{&WP(v5<>F$Vsx(Tg_783N4!*D8D}wlg#M|PbIfQ)!$M+Gqvo}iI#N?!^o2D zdBXR8jp|q{%5>J~8~zp*#u=kKfb@>uw)dhRAvN&mbwHlOIjYZ10Az$Q?{Ubu^bi8C zhul7aNEtO($W6}0z4Ug3)%3kny+xJh>ObUsvB+=UtTnn&5RnRweG6+|Mslh&cC{#?hsuMDL(W`h{)pjDYMW!?TG(S{TT>*!VpnjaRA82ROa_bhf)cxI zO@0i?G&q%R(d#p|-E1bj8IL!mYWcx?So%pg2jlK7=KVu-brK74r(+`I#|$Fka6AsR z2+;xl3$DE#0}}SSoDDsuD~)ys?D80SA>;y3H1kMXvPnvIKFn8L{5azpk}(2Is z$=K!b`RC}Tk3;V56%Tz2?-InhP?l3OK8WedZA1~Hsz2UeyJY#CMj7!^sZVVhs1{(h zt&*lRX4bLHz3nVe8!aG(Vr3~iUBG)-K!I%Lqdg;b2B5En9UYbNR*YkJ_J`x5qEuGv zbq-TvI9Yf2z8Zs}Q2R6l^QzTq<4l1JHc-e8Us0I7?@NooMQrK?Pz5_c9yfPP&}h5Q<@SLif+dC+Y-ox-KUc>DyC zIASeH<4xT~TkFQSAGRD_HwWCRc2m6@#*!RhIV5c%sHqgzS_$i$zs#9eX)6Z5SkGMA znau@~9VbW^Y3o&Sj&0=sshVvoynaL>m5wQPs1?nH;ZxkHsx$8H<6)tT9x4VPAL0v% zaOG{~P4NTXcK$WWVW{uE- zA#n5JV)=;o$PIDn(vtt-9LNNYB(5qjS;N2>J zb3&cjYVxSg((l}&E&CiHPXsK)q2gEtv!VeZbLfjE*<7?Tbt7XyL(?tm<|ir|A|9U6#Sfz}Ig zl(-5rbUIx*gf}9vF67C5NDLe=($EVX$<^7zQKx4S;Z(TQm;OSYRH5K%Wm)QYgRw`t z4F&8jz}#TzdJDSMcjqDgtAX1GU8I9D{@#=P0E$TJ%rLY$8p~?up=u(OEuLF_qqnfm37Kdfe@s;C7s8U6`}FD6$6!V5KE5Ofso?ARm&r za!KifZg|uy%XbBzZ{?3nE=E5v_5D_sASY2Ud!(Zki^wYw)AIvyJ0*{5~_?rZkooP(5Ag(pvM$9o8Ca|b6)!R5-1 zD;p`ZJL>W~;^GT*E5KW3lIFMGm=-lGqiTKcMwH0;s)Ls@po5JFPQz4lKGESpCoU8*bN7?Sr0A{E0QP#fV81zZrtf$C|xCzgWIx8>`aOvWYd z$?9<75LFd{z+JAx;=HdBvFnkirC}c!ctsPcHAMEva8>&QCx2KBkOkmxabrb) zX|ySn?P06x8Fd>(Od4&Y1X35Q+FGH{A-u+$W%rp8-p**er3{}FVoQr6Py8cn@`N;wY_VjzN zO{A3qUa9;ekj9ibTOPhT(_Rbl`ow>fFWzk4rc;24X9kZt@Y(7ICVvT#Pv>;HUUexF z-A^bD+wqqzS<K6~y>WeX=d zqij0P`XuE7@Oj52Z_2l;u+TGti}`- zw7H89&v_h@vMhxZGC?X-`5{e`cv}*E1#5XeGdJ{f3=78$4J)jdTg1;?nPQnYHhDhl zdWmP$&%-?q`A-kOr07un8ojYB5!(5^UHD9RbJ6)!PTT4lWrE4+8)IOxjg5lXi)Xqz zSm->1DkWXfOmIEs9-esW8#RoDV#G+oK9h2E&5OVyVLe0B{c+b)%>o&En6WEoS8Lc@ zL+j&TSJkAUFpI3H$$CoYfUe)OE~P3+&V354CjPO^(Qm!kZ7#8zbfXE|-|NKfa|kQL zm?);FRO$f{us{P6V(0Cm`h;@noD2{HT_|a=)}3<`+%eTvS=V-)=j*6SfW%qr2S3k?Xz1WtZv-ZzxXZTG}=bNxu*TNeg$Z|ua z1xzkq$j-iK@9PWm_6PKVxk}I98}A;Tz(Ks<&ige8?vyTkfc?{o0EnrTqR z_$FI&Tz;Rg7&%$=a1!%mK1yFB0B0OE*kAND)Ib^L(_*_gL0*>7Rsn}Zw)y_tcQId_ z?<60|7T>;oat|@_N`Pt0$k&8u2~L?a9$XI1H-fegRok2+3~t(g3?F$ax+9fryAV)6 zwEgB;uHEHLskE4{c#YX#>=D=3W2%Pd6`A*1o(#4W+K+n)PZG$A#Txt~Hnx6lTM#eRVq2e`h{qFv+?l43>NM!h0Mrm;71`HD|hLgt==Xc%NFO zftfvPH7K7#GiN>duA+A%U5jkvio1~5705s{u6lU?Ik2Qnf4D&fAzC;UBMCr*{ET2q z(~%e(JGhIHb}#P13^l@wTC0Q6N-Zx!12k`;DchI&ninT+)Fu2XnBAsm{+2m1kcw(k z^d%sbO{a<#%{bEeBQWstAH(ca8mw2p!j#VjcU~j-*HCwLoic7~S&e>wv!UC1TG1zo z*dBZJd%5KqbFFSo9rIb`rjmq{MmrdNtcLRgjaa7cNYIMwRwP_D3qTUowiLOb^gfFN z%1AA|=l3(i!Lb|7VdPPJ84giZ7MaB@VxWXK&{8^hI|_Q*>|7|Pj6>Z{U3ml*9ii|; z#MJkmuDNcV!a~^sUIeMNHPzPWg0Pcm%Q$@a@ZYctw5T`XCXngNODqj(GS@lm?qkFW z%voqIVFDX|c`q-dayqQJ?KLfEx2m~qY*HX$;8LWt{dOKrUbJa{L>`ZPCBUSaq5F-{ zu6H&7O*ruMC0~?Dz1!&diHX3^eqZTf{#0`KS|!+G4FKh zOvkv3KC5{-+zdz9*BEf0Jpr}D2tasw?b*I*czo#G;)9737rf}QNn$^A0f@Dhrw)=p zflgS&cB_hO5$`+R{E>JTk7O5ehJtVw zK*BZ{=)eP_InZO>zYqn7#=_qoFV+-=I{_qVFjd?pxdMt;=}oy}s7Q_-`aqG++1h1% z@SNDqO;?m_6ptH%c8_PM;aQ|>%HNV3n`MvfD*z1;= z%~xbPKwkoMF^^D+!XD<^sK=IchCnQ%R|aGs3oqw4kEPYQ&M7uw%wp#LJo`OjhG2Qr zEI9Cx!UlHW!N#Rg$F$_$DGL;qenz^<8)4a!Sv(q18X7y|*;D>P9{Yr=*03`sl{lM{ zpTww@CRb#+WCh=Y3!$6Fh2~uoi{T*V@;%S4GUzXSp_Pl^Pzd(txHcntkO~Q%b+f-~ zYaey68F4TjwPhM5VJ4%Yl(l%}|m)k_x1Q7}j{%D2B^WmR;%E@x|}*?n>!^W+vuHfg2fJQatY z%v$W}7t0LZ8B()PSu{N088QB8H<136X~3bA@@U{<(O8V+)_U{MS*L3Em~L?-Q)?lg za2rP%d7MF5e6y)Em)^vd*r4}%%Is*uM_p3F%YV%7h$7MfnZ;-*A>skx0i~)cW-!hp z90_NL{rZlTE^Yiip+WBi3kf_9&99}GYRFGBhO)dq`S@hhx)9oykl7=@xc`O`0bZ8N z;@ls%j?#rzn$b&<&a%{;dI3UT*MS>P>358mL1(XH@jH%js|Qow@tJ#O5=nq%z@)tP zt75Mifz=MBNRB1ifJtFV?)yQS*FT27K;@k3}L&+tQv9%46msn!IQD~g#jd^|tL_my4RM;uMSV>IEv2M}zjl|2R z5#uD1C%w;D3$=tby?vq>b{$iw$k3K^4l1N)RDYt=^b3gRF?aSn1ar9g+%NxHaaZ#X zy5Jq3YamgUVb&%4Evtn<6?H&E3KkufIrtLQgC9_bMwP~O1^mx(Wu{gwh<%X*I1fE zdd2g(;8TJ@_*X01U1{?9pK)0x{Q7Mu+HpyQBk<^3;(I28{(B31J9|3LPXv(GbMy+6 zQ6)8;z-sGQzpK1x0dqO-owo*}Z*VN+%mK=8!*~E(cA0?!mr{;|B!@t52`3ZJ=66iP^O@uvuu zKIe??iMBJ=1N;R3=R{QqNZCGnb1|{|W}J6eFC(xL6zH@OBT7|shRr#KXEP-cIuT6GM59HcJ zhLt79i}*oRr6!gp%oQc~vWJyaV^I~?RFuJ7C!so25@sJVAf6stwr&~yxpxyF0Ygar zaB!ii7YAcgBHVfVs$GkT&mw~|=O^;B_oU+HY~9Qz^_ODm-D+WB1Dv-RhAbQYZth%6 zw_U~%HDYEQ{kfGOR)lx6IroQ3ZxC%p-&xQ9YC+JX5@UXkYOzp8h%*3d;QuMX9`|`M zM!qoq(t5}T26MsVxT%Qktihshl?z5>Fa;hu*g>c^h^wY^imq7LummPPM#gc=From8 z9=$7_|HSO6=AlPx<-#9q&wpay$ERi$+vh`Mz#!Jcg2G=wE#XW20C4iF)Mw&Gaj{O) zw;vf|CBBMi27hpp={sEr>HEf^-TKir*R|8A)@f4@?hW2{d{|qr7+N_sqzFv}`Lz1Y zSZk~tSJb+6Vy(#Q@ffsMftQJ{k+oG+tKlih7FFV2r3)c*?R-Fbx9!e+Z*YdkorN!t zYXdbib|--XJF23Hm^$s+wY)(*G9`$4Nk$F zAU8PNz=2I8CYnF|a8a%by~7r^Xi{9+Kl;__$<^8eBvoqb*9dKWfmzvY~?4ml;V73_873o9>Iz8040&qizJ}M4o{B* zh3`~okKxzq_HyMqPSh`^Pp_yxu|yjkpqsT`-=d0%5wyRS!zYbF^3x!T)a}ecsSZr{ z?t*6K?GF!mJ#DJ3mOrXN!Cs%Tu@MNDJb@-xi-Amogf&3TB*uiShWjxZ|HIhNnH0Yo zZPHaU?LcG+kc$xB)h*ZLMu8?hLi)^Ea6q{EX~%IpX{deGl0wvuvPSlI`BUo1KJIj8 zUYQgGdR*q~jd9|B=#i%&gA{8(s4J&AHo{L;{!s5l+$EOuODzR#)Z#MbfXs*!qE_iu z;d4RH*m^25??d8%rVfdm9d)hI#>Ld^3KA>FEz~molfoUGF-grFTD=ynrI!6;n)saU zRj<3u99y1Opebg3uv4z7Zr?wZ{iNca#9|{TxT{4U|Sv3pSnDfcA$h!d`R4v%!-;&F?SxATrsf4@Rh#Q z2FQH98x(pF`LUKs3A08W*bY~tW`hTrUSLhy>=pwJlXkVSi4g>tn(2UgNEAkrB}Nzy z6OpB)Kh5~pNIw;RHbWCLRz`Rm<$%KO*(&3D`>-!5Xm1$%iU>w?PR|LDI`=*c$D@Iz zZGZh@vWA$f`4EMfUKNGU3bjJyD`;fC65F+q=Ef1I-c_lVU`L zrAflW?+d2=&S-fzB*C_V>v@-NY}9~K?F#HFHY zH?D2MPGoi0FLa2*L2})>a5!wBa>LKrpPv5E<;pKM7OLOF#}k4nLowI`S_7ExEolbl z+MB4CyafX?^HG|X@EKvgk086pLFDr@z`7-J^z4?1Jm==6(Ni0L7g9hxr3b}1Z;Nn;wj(`k)XQPloP$rnD6fJO7z7$nP^9n?`(UMmCk9aPCRPF8h{$Y})wVl&9q0NFggsUH_ zJB?SLQT9k8dIH7YkHeyfy}Pg<>0?S?@Z(53EFD6si$uA;b`y+7UHfj)|Qkm1%>#B!R0xGuEfZ{8|6tbHH1)M)IRD@xHP zr1MINEAi$*K*m`-V63@#n6YJ~JXt>{xIsUIp{gy#k52A;$S@5$v>vQ^fxIw=I{bkY zIaiL87}A~;xmk)`mR%q25s#8`1LjTFRz7tkg+XbU1J(Ads*aOp+YgQ0@o$7Nx^R%X zu!E6Y!U2Xg8bG;Dzk=NroNPG922Tmpn=cTp$iaIR&na(A;LCdr*>*-;2=QE4bs>&D z9WAn-#)0a$T=L4&Z<~dXQk+*m*-LLWO3fnu0g}#o!LA~(P>2jRjzmG)3(>?R#Xsov zNvupgT0b_MoJ|&@U&Q$nK1F03{Tz{gSR}j@6FAne3oh6;MyNKTXO8@>2xq4{iUq^u zl{kV00eY6!4{+mEY_h`|eUbs}RLBfq?-t3{Ht6HJc$(9=1EI^J3~x;M+wLq;mx zG-U-OW0?Z4&&Zw##~dfb^f$wB>0!^aJdUOM(d2Yaf1^N<(JNm)aB}}V+jg1!E`Gr7 z{C#PUZT*z`6V3Z&?h153(8efGK6j_Whp{*w!e!hqX<`8a!eYL!S5`tP3{b!n%n&M$ zK;OHWv|z7k*$>>Z2WX=21(g#v=%0$z7qn4gD81jzMFC&V^0u`VWP{5nKLBqQ;5 zTC;*K*0Hb<=09Y}_ZLVCJ<@USYHXztyx#%q!~U5n-V81)MaU@^*rX@@5MX^pv9V(><6ktv(}l7Q*CSsj4D z`zRHLJ>?f9H(L~EP>>;#lZ0j(SFI@hrd;Vv;NQOm@I~|Q##j*&L0H4mG-B-`hQIam zV(u4P?{REd=YKWupXPqQ2eg5vK9=^)1kD#it?tObENX^x8Ws#SlM?u;&YHDs795)I zG19Q!e@Q8nO-}<<-s!+ra-r6Avda>XJu@;T{Q;~)xxCtS=85Vqt4^!br8(kA*r{_? z8ZAmXo@d|Q+x)JZckTx)cd6<&KQEE{x9<&isgJW(TU=h;LoRN#?SSD9SKJ5Sh=Wk) z`v&7ErN82DjlI|UFPHDEZ-+**T1ik)@f)BS38>KF?-)1%s9255ZJ&P&(1W8R>TGYu z-f7gC8)>^AP}cOm(@X(0&$u7wnY_=CrgKH%T|5B=U7C80aVn!$GZ*XigeYoiKat0X zn)-ho{$jyj@FxkP;Bh^`~^g zqj0hbq-`9ZZO6-}jehvGV)>&JZa0)V+xFUb#$JYy_PP_E_#ZCH^6U47UiVjw@zYt2Rwe%frAYI=cma@uR8cPZQsyD2Zui&(L+Y)-2*>2zj2f4AG6l0{>%Ga zivFtH4%}B%%8B5|Dg-4Y3$JYQM zPSUiP5x`kEwtC?UgJPRDuKm-!=^|ya-eR6H(`3EFFG@zlwdrN~`Pa;d20a_$%N{lR z;5f@kIuQaA!ef#DcH{PY>&mPC117bsEc$`Vdm2MRY++RK_UiDVgW&&B(-7ZH zt}k0kD(Qhjxa3fa{>T!c^H3tY-vci)hQCPM@c77b@p~R!+*;l6_1~_1ICL*S_^X*B zIf}qfZ-8g0i`@Ti*a!9ye`@UWq6m19s%Et{dO1-w+e=g*t@j)`xCk^Tlj_3^EvDv1=4b!NNAUdDcIm; z9pt3FWpVxza;l<`%1XiP?Ud&7Sx1H%&t7}gpzce}*0`_Z;!VerL>X5x(V?#cy{3vi zP8S>F5!yX*^;$8tvpDb@U8+$+DgK%rh5oYsTf@RSuh>bl*{rp)hq|r%!DmR00djz; z*w@(aCr}3L9=bY+gIRjedb+8{^wC0~3{PGZ^hCmEbf40$_oZ%KpL)m-&?O0CsfZH# z`!Qv+pT!|wj=-a}C8g`yBhB63^L~*!+P$^=7!a&Tuqb57$3o7u8NEn7N~{F8@!pm> zU<)qN<^;V%vlL}g?%9$~IA z8RvY-e3s$w_N`OG5d&^JS$+uzuV25K8jpVfJzSQr~ zdS>$>tuAda91QbC=il)&2LZSW&wat%e2dH%ZV+{S(p2~pNfao+MMO-NDC1v0eM;7}y-4lvA3V1Ft2MB+LyG#b4@C?LG>=RfhlCr#*@0y;U z?lb2VMYOixqb&h$%b5(f-P8l=$!7moJAe;e$EyzM%#VtVJ_i2~B*may%v41b4d{eb zVfA>5_hLvz5gAy|n@g06ns1T-xsK^wYc_N7_)k-hXd-@OZM|^Xbu#q7Ab>gM%WO2d zSMeno=atL@hoH;2Yc(N!In0>2XP7A#IbIlX@cXSc!c z@}Kc%zGvRdPcpO3`BuTGP!z9`9`;$1)Jzm|!gc+EQB2zMKM>NYfn&gQj$2GtOJkwNY{U>f?$Ht=sM4ofjTXQgRv#3bCk_i8 z!F}5Cc*>Dd77B+s`2Y$=zcN%1!eP?3Mb!Kd#$;N*h*1Fs&dE&ply8-p%)41eWgqAy z7C-^c5`UGkt09lGQ)ji1$Bxr2lWgME2grUt`V|-LOZ!P<#?R$jE8AzkD#DZhUNG*1beR*pE8-NK(83)|B@<1EC#?3%M3&2j3RU2k^=gzuIUUFs z*VFD%(*?U`zePpg-l<)`G{|ACp`esctCB#cGj7pB)mQn<3gdz*D?nxz9Lw#`Oc32A z`0^s$DRQG@K;xgqk1*ro+vB=N{37wP*})+C-~Au(UKHpzpo!y4G@n76i~GfeS?s{k zugHV#GEZxaP<(-+IGx(LMkaKW=GfsALze(av80Mgn!kS&dIOsA^0?5Q$2K@dPulmt z`)2s zgqB@Y;%x*2-|=>W3)l~`fXJ6k^Ig;D#}P5`mFr?K$UaAdL>&c}jKK9_S-W2a_!#>+ z5aYWx^V4V&{5~WddqbJTaOk|H62*Ui1PZn!XtOm5(5@&comD=rEWv)RO5hG*n-x3) zuF8E|I888Du_*q1RWv&Z`_;I>886094#H(bEui!_-Rcghc(!~;rgm>F; zhYse814_2lKFLv6J+|=}B7yl3feW*(v73tl5+1;eo~Asl4&uazZu{aKCyAc2EtEx? zgOoJva!&Fp$a`~7mhFWi)?3E{xQy9=qn?pEjb0w~3n1+=vDR)>8g%lz_w3LvvpEo} z)ATeVqVWo5if>QW?7jc@vhIDB`X*e*mH5aqH&TeCNmu@nECsR)l6k}RO!Ia|^Bc~- z8r;hR#;Go>b`k@9wlb3(#7Kf1dOU&*&vvs5;Cdb;ha8xt@sN%u@V(1-|;{84&%S-Ig4n@)*Fn zwxiLqLHi-=`#Owx@xv1u_&z6URW5mH{p{&s(3dV$NR4l7rt2NBIVTlODZ{20OV9_= zfeYHCYbV)*7RIu9Hp)4!C0p+K$1*9hfCqfR7I?XIl}W8-i}-hRUD-|^qMZZ{inmA+ z{(Rr~{-@~Q1k?uib}p#4Q7V=nxA4&6yFup} zWbuMJH|SYx2aqx%!Z+#-DHOCK=B^4hpaon?z6)c03xFX>q6Vxwj$#Lpa@t{RJUc?e z#2E^09jR@UOJo480)?HEWau{qK7nulHbH5vTK_({D37wWemmS&P?IREB@PW&oF5HH z=mKva5f2i#5_E7EjYYQ8#$a0Bbl+}X8a`jqGCR$q3g7)rg$_Hb1-!gzDtXdW%!N4| zq2Ptd+b{QhQt!IoIen)+XC%V_S-lYA(~rxSe1ICHq>Qr|uQeZW+4n@4P}3-#!v{Wg zM3m^$VEv-Is;BtxP&ALdM2!qLWK8AY@2BP3_3VI=#c9A2qw;kG^41=)+i>ZP{DJFa zRSEux?o3XLHmsW^hlgfPu=#~~_eagr_Gg;p&l}u!%T4@y!vw-4QoY@t@q}N_4rdC} z0o^jcHbGrMi~*nXk5p|q1+jwM&$(zvU#+~MtLXRl0iI>qwjcwI;T<3VnEqyI3jqyr zZ>bFPAL+ z1?f@N_z)lqdv_H=>qYhr)_>d*4PAESO<}C{%|1cS66}Fay)r9PGK;4eq{!CAkRg8d z;*-UovROd2IlU<{+! ze+Y!zc#UyppUh2*4gyfW1THMmb|I=VTga#^U~$+117a@V0#zIWE&J|Seafw>7DR?r z7Mm=x%{$OE&Nm#;=U~Ih!CKFz&?}pK*#06I@ORB8%yWmLDOjn5q=dvEwzcKc&Bv@<;<(v! zRt%sqLR|>u->!ikY}%at%$zgXq$7y%+oYKJS^KTqay8IE^E;%jwYbXLjF2jcCCuap zU64ABNO$0FN=)YNj$j$^WBlbC9#mJl^UBzTRpjeA=ozR(N45YemQ}hRocjf6LT8)Q zK8nHv9%OK>EJ?mwoVoY91mocPlC4SN7vih^aSo=|1|$RZUpt#F$T%SLL7>vldU+1M z`gO#cz458|=qva(;3IoVC%B?D0}EyV=^C(1;etf5$>N?0?lSL(K+(QlY^QnbZ(jom zHcefcOHH2avld9yyiJa3T_tE>E9tE>11McQL9(G&yDp=f#M{ICBeb4wi?#c2jd3CO zhL1}ja@6p_%v&?hVfgo*`=Ujwu=(ZgQ1~DPBn7Y!=nx!^nM`3nOcHiH<*(2>pDcVA z9|tp_$&lEv>tf@t#|XdBX6XJhIVC{qL1(Vpdtf4>V-Bm2-fB5)azZ;_mU;-LiMZzJ z+~BRB)+@z>QYIyf@ga?l9W?afYBaFJgcdhM2A+clDo}v5^mo@7Ak}H7l)@Mivr`fc zlki*4f|caZFN$(M%qdOIe+-a~GKQE2EK%}~4zEHRcai7u${C0)rqK2obi*1rWNXez zNAM-vdgnC&_L9B}Kr@lXuANa5NCga-0++hJm}CnclTnzQwP>bULHP~n-*LT|P?n@g4!Y5{y&rW}dq6Du^U zbHxS;!1O^`#yz+DDcs`mRP|w^zue+D;r}6R0#}#~9TYF?m+<0VJQUgQL*LSfX2}bP zdju#tiHxvEA@6KXNIA0VRB)HYIBhdN*u0;jY=HzP{oBK+j0%q2)vlE#YV)L9W-*q; zP-ahN1jLlo68Ow9MWuAIcojl-D+}+bqoXJE|*jLa}b519Q0;sTDf& zVffHS|HkGz!dOP`+SQV^hJmV->!tj>+_&tppSb?Xuk^|Oo>WZr5aXH(_=Wl?fM4h$ z<}-2;7c6P~<5_3tn~R7eEt-x7Out~j!f|6FP3;X3x-#lQZ2&3;7a)Rtu#h8>V6^~H z1ztDDsY*c^UfZckk&8K5KHbZ5qs|}LT7%1KusIp!z?dD(9tuP*apL1RI$$0^UMbW< znWwVOt}o&pki&4{0F(_i6lkQDsrhrGO{Np$JwbuFZ^+P3_EUnFI-v^Nafuro18*ri zdII1zHSFhC;+sf{MlFICT;)Dt_$6pRuj^YUN%Zr-nI*4ssz*5m>7HHGnDP|6eGCJ) z6jO|N)1%qqX66arPU}7TLc5>Sqj918DBHS4f&k!RAF!p4d)=$Z5SbDCoOhLZUJCI6 z(yv5hFXc2qtdsDQb0yzISVF48vz5Sg5(XO2#E9<;yfxU#8+Gml6wq45%3mSa(ER`+ zRRiEmyn{L;>`QmVcys~;%<+ekgvw@W_=QS832;+{$y%kEenb4 zp+9YDy0)4r#2Z$iFY63$63?YdjCmJi2|tUJOBO*MnfR(O7q|*K*EwiJwc3>++0=Y{ zFJRn5_*5>shW@8sS<6P94*)EFc%^-MLzjGK|pP~uA2~x!#hNl@|+v;v%7De zFLX0x@qfTw34o{}c*0_MnhbCb!&Y0*{4uY-|$06Iiiu&%pU zC}U@J+a2;DPiZex`f0o&y>1N5KdQC?#Dv-^=%meG1q{KrKUM6R61TV_VkO~+$s_A8 zt~dNFO7Qr+GExOy6+53Fzz(Am{w|4pPrbEc=QyTbO8%l({~qC1bYGe3FGf@tLPR~^ z-fvkGQuQT{u;$|#hl1JLT_3x4T>y;Fq2v29GeN)93lxjc|_WC4IlrtA)W8?!aZ_9*{=Pq58< zD-+?{AHxFHv$Q-_-diC!quPoK5yQE4j3CjEPVeW2ZY-2ZYfV{}ioy0T$@eED_N` zsLto!8E3!ipj`PXAvW9b9?(oX0tBVxbV2Vc*CJc`3&mKs6||@7s`XjJKf{~Swav48 zFiED>`=gEe>;Y=NOFpMu5%SSwiz~R-HKz2Z!$b>HZsv2Zo(w;1T6nnXFhE1xgLg$B zbo@TVP4;=1U#+`+lAfK`{HKK+$dqp=rI9){S)a&e-OKw^rgi((>Er3Dd}X^9@V(#5 z{MLx6*iY%X;Se~R96=I#anzUuB%rbH6iTkyuY#&gJJsDbYQ!4T8viJ+ae7HwVcwL2 z&)9D*ZJ)_!suEiX!+8kL8G1aL|f6w3n5FdBE_L^uuZi7kUf%6&pW~c+XE6zQa-x7dB67 zD@DwaNq&`5H6F3H$tLeyK~?{b|CJb2h~t$}-f^9so$Z&~e2RLIE-ci#=lj#v>_AU5 zRbSNL;<^8ps^RT4z$XbXk1~Lp6MdstBAq%kZNV>8*{{tbp*%S?)gx(>Qf@&h-|_nB zRhSG*a^U_ds=_QwA9bsw4U`dm(8ZS+b($Ja{DdO%1iAv|LcADR*IAoEg{oO97~-(l zS-kc@n+cb&;k47=JQSP{LE5LtK)j&D6O|T9H`G5#CWac^{*$b4{bmd9@#7luHz2mN ze|q$-kmJ#JiCeNw;Cgw};I%x5Eyjkf}$b5-QeOiAs z4+0Ka@3ZxVr|Vs^{j9KTHVS=Wll^f6!x1YRC0^?)J|D+dPTd`vb{k^9?atGd`)p=* zrV~o}7<--c89&EgOAR^}$qutAPW#F{>nEq~$8kYpUwRC(%4#rAN`qQ;s4qDk8tUH_ej$+03t6*+j&w_xt+Vazcvfti#ChzWN zmt8R!UGy2@yT!EZm!*@}2b@Cw6EcL#s7ym*Pv<5)kwc*#?JFU-Lz5(Com%NNvj&4U zn;7AH!JD%Ei+3}H3*7tjtt6L)W0(`|w(DuEeS~$d!sdVVTU)M+XDm`)1ux4|S?`4` zwwG&laB2s}S5kLk_!ld@4LDv=Q8uSc(#H$d_R~{vWZI43PitH6&qgX+-TOAhya8SC z$?ri}8O3|(X=fv5`8BJ4Y@@QX*QA$aKXqK#R z^%s&h79%XsS0EaSPUTxATuUtt>hgavq>=SuZ4E|J%;e{y*o7JQdbl|uXd3QKOE5Qm zPxPA&X`SWUGLg9TWLdx5^vxdqK=KCX_e|xHdN}twOQ#F6yoxXYOQJE$)y2s<0;p+n zHrYW3@y9!2Zav66oFx8F)kcO?bf~bno9tCmGbz`Ndc<5j`?V9vX*>hU<3;1SQm#E6 zo6Wf0A!R6KM*7x@OmYSmne{VfcRsJ4-!%E{widEeWwJfH1fMtJ;Az|MZe_uy~7_Dv`H1{o9@ zw_3S6StXp`L73ZnfVzd(=omryKuNY2^_j)kEYq&9Zz~k zxekMqBK1A)k@w~0joUXJ!zL(glza~1L^xti<`n{)2Qu5*N=cU}^zlrHJ&yUVM3OSD zUVfLqdYxM(yZg&mjl^+2G}J(zhaJdbt~uU>I>2AlTYa4Zju!uo0{!NliFVi@&jfE{ zji+&qd^=rz8*K`)R|&ynk_H%&qSX_#+0ILL7+V%=H(H$#UT@YXK3Dzj+mSf#qTRwD zM1{2mKra!)@k#_7<_fuD(A4$9b50fSt@X?pTdQH880>)n%od~OLE6n?8Y87AG z-KrNFI7oarXEMB}xXdr&Co*q7Zl}bo-rc_PPB&Fkbsl71NX)o`%gd4+Q#^MM(Y1aa zw(6m}tYour7iPK?kGMa@A*2P}zGf|X~%_oj6Yxd%kV`V**LV>nU80Iheb{wgKFn1 zb(JnF5^kz>vqFzlMnE4~kBiNkX5HSpbx~L{|14N%nwuW+4C(m+*W*Ptq7Ufhcs5jk zK!q``f52NZ%AblsDJt5jb)Pv;>VeoxtDqfpu;jk5;&l)YcpZ4zGZ{z@+?UL7IIO1g zDYf*7fAH^eC*N>tk~W!yw%XpOag}tr$lV|wbUnuhzy4r|IZz-}$ZE~MK>I5}FBu2L z^c?a0>Eqy9l8$ZCg;gABMX`fTgZprWzzuhp_Kb2y7a{MtK%mRh6hdmI`|;lBm&Wyy zb_VP5wzD=#2TO_f7bwjyN&cw@dTyDXTZueRC!;j#5_m~uGQ@^AOC~fk4hux(;Rp7o z*OyoZ+IH4;J1p$BYt`*y9QWXnmtzIT_T(L{T5u9co55YZ;7VGH7t^-b ze(`|7G(j78TMT?v5LXW z@63~33lXAD6e3#xR=hJQtDY3m!wSZ2#atvP3p?5AG}xxjT#B*o^coC!!n+uqkRQ|{ zUv3YN@eq~kGOJ2>Ky#Kf!^TuvnkInOt;t;F;A*FAJ){$7jMuQE?{dl+C5uS(4TC1= zH=NIdN6yG__$C^4_mlzaw1!`gA8Gp2@a0HzxgL)D#)*c7&rOXDdJl$Awnwfc@jPq4 z+`{+FGyNA`?^YJ$FY~oOy;dX)Uv8gK}0A?;7`ervVUvs zHZ8|Y+z#pMF<=T*p^LWrH7tJ)WmNw@A9n8!t#*2|G2R6aK7BJphH1|83bV{V$+zMs z$m>Clvih1{Rq8X{VOpiOnQfdOX8(jkG*7ZaDoZC8)|KAXt@wQL|JN`;;`)09cS+&$%;LYP(a(2LSjsGu&_?-r);)Hv zzmwsxT2hfYbTD2@{Ca<}n+n$7x_YxAKAt46&6c`XuJhFg&1Soq%%@3mFFR7;#8dFb zj<~G>g{i*9m_@@=#+4KMMWpr*L#6Z)K^~1}L7gmyG(EXPbkW*DL#&yv@D=ss=?*P& zEycG&f}?G(TQvLO76#wIC(|_I0&W%b4)^CfT8HfZUc=S%zpgM`wme0+vjnBEQqLqu zDU_cV=1LopV=m5gD%ltG{5qDFtseqw09b8P+}smcFq07zxs4c!r}J37Fw1gZgWY_} zs)$|YN)@(C9G7SNNd-c=OU5duLQ1wt^v}^0z7>egAbZ+?V);Cp=hG6->N5_rwy}LX z7^=2A?U=k3a&pq}!VpoE8zPk#x$1KOV?T1C-+J=zh5_=kV*nOqdEnFBjRyTqiTerp zWSLufMbd|WVNp`qr^{ltg4kH4!CV97f#spDAdZE)-(x-U^yBJ*HqY2B+Q$kOJM(nr zr5~K&-B;Njf9D@IuD`2Ign=?OUz@0~7#V5apKn7^G@OQnrIc(_aTzSR#0ZTsP#Dk+ zb}2gAS$Et*?uFvaGbsvc z;tGqOx9i=vhdUV>LaU0FEfQuD8>*`~b9H&XK`+rhj+2=lnKUB`{rYtaclOuYbdGYZ zBgFAT6eWl5+kx3%Txre0w=~OrBH9zB`k{nQqU~kGK73K_e^}VVgW#uc<^R7_hKI5u zB!JgQq=&^Pf&y81U}x>n+7aS23R1(H?Uf`lvzQm&M^MPjUs-bpl(GNr`pBj9gCg9G z*-8@?gk_$Q&8%C?Ok1Iwtt6Cpetxjipx5H&q~r?ZZSj+-xQUb-fgG6K@qIoG0Aywf zGS^VWhb4`8qwm1XT9ZYIv5Y&>!qmw>v< zY0rCgd)z`k?D_!`v2+PHk@MWQV!P6?QQq}FYr=wrWB)B=b+4P-21ow)`^Op}c};>3 zUpz;CyXqrl`-S;sBO6!PsH^mV$-iw-o88B*qrulV$YE%Z3g?M4GqFSHvbc46!0+I1 zz;jtpMoaJ>zIpBlt*i;9k2K^wK| zVg45F(~POu>~m}}E29m%SMUALE?LOn>R$e3E4$1EQcLKb?Ulw=FV?+hLbU^4TUPhy z%)a!`q$A}LtVaiM1L8iKEBAlqx+^xEh5YH;pL-l8KAj=BuUDDZ5@;(|j@a_Xv2-F6 zIrnzKAfJ?QU(CO|))>|JZ%jwa3=J%vz)?=5h9!iK4GPDk;jfj$n9Kl3%{I}WL&%It zRel&6^ZCE{G)AMB6XjFVb4th8=H!C=L+F&|eH7)3O z*LTj#V(Mv414mM+EYA7HGTQ}-_*{@?gUuyhSgK`gexKfmWE@SDlc&#vm%5FnW#*J^ z|C|Mr%{qw`{Cy}ws8&qWgk7qq%@St^-Igc^k;ky(X@&&=8d|H?*WC3h}b8y?(R2>~E2l2D1 zT+wBfqx*1J6FK+Rlw?tI8U3Oy7xvmk-_6eXsOS*37wc^nD77&6#K4b0T!ea9CtINx zoPQdOVf9dMrSCgj`pf3|Z-Q8nB^AAcU6^T7}(OrNtnF7KY{t4mrw^amWKH_CSSYzj?t$MhxZWbZMur%L|R*6+$;2}25-T(A2O zi`EDkMP_yVpYaR0-N1{X2Nvx)h4Zatfk=@0ebwxAcCAM%vVy%!pnf6O;neww!{S6a zE#TQTnh-#zq$=n{9#!v2;(Hxuwb9{=FEVUtNf!*86P|yHmRvXhkL@={bETGMNj73gtf}7&eLp?|J_%&d$IIx-P`4`)@K7FS%-p%;Txh>E z&}vm@e?K)y1RZz2zQBK(f`WlhS*o?rsr*gQs-;|+8nh^i5d@1+)0Zt^N}ZxVD)PiD zj*~dHDtEh`NTNAv0jA_*scP_SNC!dZ)g9Hbp9wn{v#3n{ zFXH=z>A*=`iI8Rk-L1_p*%oLT_Fwr;(+^b3p;dZa=r8c5RAt}BV?MC|M#y6lUkT>| zFW=ldf>}YqoA)96VA;=%iBuV&);!>Rn9%pz+ix>5EJxs54TLyFx&Y`PXMn;u-zMQ z5~iV3Nax4Yo)`xD0J{pzM^q>I6n;;sCVwh%jmncXDfSaKiG z5M3qRi=wjh)e;bJKV6OgnzPIqUFIF{X)Wi+-x7{y`3+W*nBW<`2pTIISo{c)7oS$P$b&tp*7JcA-V7k8OA zU7L6?K?K;g-|X4vVR$;m`o`nHmW0;GYjG41U0@JNTho60gYZDprIq~Kikv#D8FtQo zr+aX^z8(HR&b(*nJm>ta##Ge;i)PbeB%#o_FJKjCl@AUrH}XspHd_uuscqay)y~4Q z&DRbW~oyKDnJ4_6#IPii&~e>KGf9}ZIU zhLO$Z;s{2HkAmjnBqtwKq#f=4be;l$c-P=Tl7m_^JGz2~ERc+z4idQxp2w%YB_-~7 z0l%laGO$$MQL-}r$)2ZKsf6&J*@%uJz6^ZqOG5cry<7C(3mFO`%Vil zhnyxlxcC+fptj=~dgRVhKueCR*{1Z^*!0u&o2FaA{1TncY1d6H0dt5^<5PVT^Y_vy zp!amvz0lD)*Q8Pid7xm|_y|1Yk=yNTYOF|gL0y}AAYO45E|a>Ga$|Sts<&gdL?26W=R+>%t$+za2tHh!=P+sXS-G39y6+;WXc#89%hH?BSMXiPXB4UcxUImAy;85J$wd| z-ndsyMN+PL%t>DceyC0#M?fWejGzysU?cA0R1x~hs+0!WC zCpew|yk91%01t1a(t80+VB9V~YGrF84RJYkBjE_L4%x|)!M-Q^`h#dWw%Z}rLa$g{ zkS8BQZYRU@!>FCRh$(fuz}je5>)$%-rRi^{v+IPO=b{|L6;P&3I^ZZC&c>$;cPsgK z^9V23$;o_7kEw;k4qmpkuC{nOw)69=)+4u2jnoQk2q&E}cvTA(%=ekaGh@#& z!WR9?J`0Qn7k>_CO4Io)JKM+pw!6C=9J_c?%uBR5R`RhEqUK| z>=)9YvfT&i|_Rz`hI=2L;9Q6tq1HeeK={z z!}D6*a;rINeR&#ut#!vfSO0iI;;%1$m~?u|jCcr-E~&yOsp1UoA zmKIty@cVmurnR-T@=gB^m(-s1cAA?EZ~KX!gVnXnOi%Ou#skL36&mTed(Uz4kQw-) zM2^m&NUh>w?t!g>1pk+?!CFJG^88m&q{GN%|=tCiEbuP-ZJ?uR$ieDS=z zHZYxE4XH7Pz+)w3s+4Fjvt+LDB$tBK7g}<;Ha?s5yWW*L(2P|2GsZEkxF34!#6jQx zQ3*;Or_v%aSbFk<6u|esT&z2NE@jfDFo)&rY0{QBe}tYn0og z*uh?czzO>1lkdDYjKA@8fAu&!iE2s&&K6NUEXD0t+E+;Bf^WJ@O@24N-%A{*(garF zclB5TJcb=UK!<^-MA#ll)jS`-cyl--(_p(4uN#KzsH=(aD010G$nUJMFqA5kPAK4{ znpB}ngH~sQKNoi>@=ErILYTyNl_Xm$?dsa@lweLD=q4LCS~mS#$+fw8V+YFBbog5c zqjt+MPbg9A&HL;$HHLpR8#v4fuWg(Pp2+@OzYb#){NT_@B zrx>r1Y>9)Ip}XQ*v*FR^Be=P}$br_I`}-hU{=h z5clV=NeVF+ZyghW@x!$zx70|#){zNMl({sS4q;eLlJ*B~sl~MF1B~|ThomTcuFFhg zUzzy*U(9OD8rT~|jD3baPj_sIirj7m>J`WfS!dr93!r*GlLVUq1O1D%p9}r5l!GK}{#$4= z*E{`)!lAsz7r~|jGBsvn1tuRd`F}{5-p6(`2OgAR4hd7bk7w|y7OVc@9Rot-OmFC- zFIi}CfYCA@SYS5<7%cJCAV5AZp3S7+^1~^xCk;bwE&R`D)9(wz6pTOL!gH6`u7b%~ zdW7+q45BkB_pqQ!4N6PAR`PV$5=+e|z{?{mB!0z1lu1ooV4e}Dz47s8us~yyE?*78 zTpXW^Ih}s~Z`7>SW@p)ese-Me)oDIPiYK*-y@zQwk1mHsOMHb*8Ha+{};t=f2|a-U%!GN{zWIvcesEevI|#3TP@=)-{eoYPzC^ z@`q*Tzni;t?O&1_nU}@fqqm`qzi0l8twYh(uUo4v1yMDu$oi5_d@I|m+V@BGe)&AsrU0Nk$ZZ$vB|S7`+PAD@CfeO0M(vrzA{(E&a!7S`G=n zyZPn$QGTvOO^C`0(Nry;Fus4lAQN~MABOpIL|Zz%HW%gU5n?Mds@gYxVevI~?fo-D zx263l({9Ov4&7L^niaom8{~;f13y!T+(2bQ@5@)s3aN%RAO1B&Nc|5ROfMIk%jBbs zfQ(NGSi*2BJb{?^DzN57b+O=UR~n>iQf&GmEi};VVz3%>S?VJO-)=oF#zL{(7e%Dh z9iE*+s}cOiUK0I8o<=t-q(4CqFT33#BMZ+@1_x^5jC;lv!Wy&_;rw$9;F!k{m8EGa zpOVXi5%9`@-mGlE6Px^t?)6>!aO}(Fqy2$U;A8aFdXPXFp2?Ir9ORCkHut%)W;Qin z)Z+thpOuRH(eS^b16vm{$l)*9eef~OVhTyefqL^vKQnzneNjhPxpt$Rj+X<$d0j&= z{{XtB$bY|fK!3{YUZ|kGEhifYX&lyngkhR9TBe4L6qFQ8tHK5nvOL?z zIhg{kN$%^uGCL9ln(Xz))lrq4_N$tX-hFmhWO>#B&~SC>jy|peD+xtE_Ef8yTGk{p zQEkS#5$l!XbAVBy9Iy&2Zys*ri?C)s#ROw|{PN+Vi(@b7oZHhgFL%I9QhiP|>1;Szg!blgwpDMNf2WA3l^)a9(A zX+N05H@}|h)AK2+n1u+^&X~Ux$RV@EjC=p`%EofVD^CK^Y3F~B4kvuM*UWxd9wtww zvZ22JHhbGr=20!~JaHma$3SxtHSlrDex)W(I1EgOXwL1hR=mS1&}dIj(0BsS#O`GI zizP*bDs5;W;IELw+-xZKn_mfq&Ti;ietqet}V`VD(06v*yPeFxP!1 zyGt|@5w|$7%X3II@nf;m^GK5NK}yEs)DeSC(&z>8PZ!-GtIm99lQ2$hjV#1fp0c-+ zrW(DfmyMhFW{?~W3zq-eKT>1@&RKO9%+>)6f>?&&Fopvd^(v+6%h5D0`PMdZ?o4rb zU}!mi*u>3f8_;Wq2>Qwr@4R2Kw)pv-KXu6bWyQYy)Z@+E)PSvAvw;YjOc%jr+U_40hjnce%3CFg+@YE<6Azho|f zk837T!*W_$?BpoX=X7hq-HIu1K=DFrPS!T)5AsDW%w?FG%XW;&$S*t>E-1U@s_3@! zS>MaQYmJs*YD7D)4IWuDfAgiR6iJ@PuSqjB#Q#bkG%8es6t_q}C@7~Rr2djS;stz5c0b7i{zPMfB^3!BOl=Y>Q_Yb@ z-yO2cDbX))(chRNxo5Rcei=_~=9McUvjE~ZV8JlqgX-EWz<$>h$;Km09X+GRvdEV7 zMV7cX!K1~dqM2ILb>d*KC?fG9&{q#)miIC?i;b#Ud)$o_C4IA+Da+9h3@ZE0I1s1T2j6JtS1)+6nb|QCB~RZw z@ndHBpBjQw@V~yAV4Z^`I{}Dq_;I;I`&~-3iK!>DtckglDgHtwov(d#I2Pw~jbh;` z!b`7~{b~3(yE}nCBi>;}5^;_)rNO$c7hX)x1j;OI+~fQgR7e7puXl-=%qMGdM61!l zq=lw(3mgMm(}2>;!Se-#;--;)Yrfc&WKYvfyWDuB_N(bmE;fmU-vRD6rDo03eTgA# z)IV+KBFtR*s-x`@IT0+Hy*u=OeP=8E9}A#=lu(!XYRcY=yc_9$hlS8GGZ;hLkMIS%UoI=;GG0Wwqr?171Tx zaO&*rF3!hNKa@Eydy0P}KrC_(2*^c*dQI^Ejk9^D<<@WFsg9Ow+~WTy<2Fk0=@0z$AXQhC)A?!EfP=y;v8QOxa-=C&j^+4BvF$hh4bdg0XZ3m9LGxyaliUtj2b>6}sc9 z>82`4qC9vH8$6h1lk#UnQSQP8h?Fj;8;|e?NuPP(U%oYgV`B&8@G}qY+gs%Fu6)E# zXWU7r{~hDRAM_7-t{)$Kwjm2`c|{XBqK+!?@xW}2 zZg$U4N>&b!%06LnB{vK=IclqLQxE_CE?h(QNB1ggg6YT>@~#&Oli3*^e16#VVt|T2$#$iAe$s+LTUD2f*oAwvj1K3+ zrc;#!Rs~}!)(h*=^=%LK5NFqs-(T*|GpF|68=?26^=n6~GeTnr45B$|6H&|<>S)2L zk^nVyL5GdC#V-&j7U^v-cQ?MTDOaYjuUFvhQOqLxL_Y?J)KB;c(W6ScDyT3Cx3{gc zU3!qsoFJ%jg02VlgMTwV-9(jBTkGuH^FLOB-F~@fO@Np>ShmCl?u=7x^nDyzVq7zk zAKcmQlegR+WM`d9`eo?E89b$llp7`HJnKH7xG;RjvL3gzBa(Ql?>k+oW9dxTNR%K& z%17~6C>WKw^zCy)VYS+eRlPOxGVgNd%XN5~fh6G`kk^aClELZVc3^snYmUHT7zPv{ zW=#h)(GRMluh^kE6|w4MYNNzs@>e z^>v)cdZ#cj1?1dxWKG52JLNRpV;IPm(IfiDi(eLVT{$M2ArD!~f2!gYC!9G7BHnOk zz=rxMdX2WJZ>%pZrCd5^iY}W9T6{H9-FL0cQ-TLoag(yS2xe?J_8_Cj4E}^eP{sLi zXLRyG8jauei1KaOa~*)_-^FzT_kO~%*CjRy%IF_Z1x|%aTeRJ>e$UY%uU>^#VA>hC6h#buT z)=_KEBw@D~M{Y%!ixjx=teYa-P~-yN*_Tibz5yzH015_r4B0O@1b6v)=Q8d3k_}-} z?U%B+0(N;lV05a8iTDNEmOw${x7&5K_wA{N)?(FooC+3VauYm$@{|;}+90hab$vAHzoQcI|Jn@q5FdlNR8;+K`7`;Onl@eczD_Al_aM(PaOlBIOM*i(eEg z`vuwsxr>(>>ND{M{2Y;#Gj@q*VG5Lth-g80{pGhPlPN*be9z|&=~{!z7RN93>QI%I zOJ2a8_gw?_lfL%CR8zONodpd=+Tn9bG z;&(QpE@pVLif`9wFOH zt!4e;`)JCuOfJMm0K?az8e8U3Q5Fo++)kPAgmQa9C;JYEiZcg;fbtKPQYMBd>JI{# z09(rB&_oL!<8U-fNN1tv7J%{`lEEGi+mu-{H_h2benk|2ElV3yqT+qZhCtj;uoCVj_-E8^G2s9h(^A`viB z@if$#KvbTgR7Vf2C=&CRG6@0vRGDt-*?i^tdk?anm?ht7;^C7VfL zGwT)&@s4Oo%8&Z&kEUWWC5l15lT{4cCTNp-1BLwj#>`zLoDebr_v|iP$Hu~4B!#Aq z?x1RV{l!{LXMF8&nrj~x-XA5%@N|yiOp*3Z(3aH%6%#a2WXB~fto;%3z9BkCF8I_} zhzze!=kaNaBuw0R^ks_6-Axb4mks`&T_{$#zkdvAKKdBx| zNPyV@ohGjQFIuv>67>YVR(He?J(vjL4Ajt5+dFF8^22R6J(tLjw`a+U>D+RFw$jEu zBZ>KwUQ1<3np{&qs{X>@ki6FC0gThFpCb;ZxbKJ_ZQif$?yo!3?tN>`vll$Rd2}i; zSv^#t4eUq|Ra2GXQ~y3|ium_ahsgr5uU*C2s`ks-czSn-(o`Tqer$EY7gMm7Omo;iUFHjJg{D_a>X`9nV}EmyNYT1P)6@;}#klPl`+o zF@#BNOBiR&MB=lAkZsH36R`5y43MVY;<`T;>Q+n38hQ~f9RvF~RH2WESE7joIGuC> z-cbWIHK$WA{@BkDz}(gv7Ed`K^%FZ0D4p2k9+b+Ikc||W?EjCdw~UJFkGsAV5h>~J zMqo&(p}R|R=p4F{EiiHoR z{mQ8YOt9hIj}`@9$!Alav>A1|?EbZp2>gwG@Ctlr{HHuu?HP*G%ozLG-X&Tgje9{_ zp|YhlX7s_ev;BE)wsq-V{Q1Ye6Pxn|eEQA$1S8%Z^6lNamakV=4u`y7cAbi5+jJEL5uO_rtfjL13@{i;ne0>3TO(za*o z@a*zh4cfQ&zV`W_afx1M6lbZSxc%;=Y_|WSxOSs;*2Yklnvl;rA-O2s)ycAS&TQJE z`|Q|Mo~-Z6&FJ_sN(y7gAG1Fxq|Of;3@wZfEF}glfsOx?L1fsWWY#QFsowi<{paB` z7G~EA`<%snPsfyL{v;D_4uu{~ogYqaV-~EELp^QjJT^`4Gy z5mLq6GmlD3#(F4&4Y2qRB&2>mXHmt!Gj6Lx%$IrxkikRiNBs15j_15#A>}1t2w9a+I4W_SCurqqp{Glo=8E1IwWVO`BIh~o|0g~C-j3?5>deTC9V73*862P8j6^rkq}fGY zI@-lwN&aYI+Ar3zSvI>r;a70~P0F?2?_w;yN#Ywlr#f9zu>aDfukxu-Fl6Q37TW)(7gmdk#^coFp z<{OIz&AYzu(011oiq=03}^ z5>zcTEBb3PojvWbu zmS@}=%~p)b;w`B*pdTZib+MEuZHtpW0t3hQn0+e?OftCLUuE_-y1>y2;WbE0APRdT zL?aY6r5iER%A&Do#{bSBaeW7hfm7mwf^OT~n~+Z*Cqe?4#Hla_R05%Oz>H|#nV_`t z{Gr8V`?CQ3dboP^@A&YfmOR#PfkHCZKsGC{ggb^s&xg_q#1yz--&~XDgd>&v3g3uL z5pBpTkBzj8G0Z_hvA4#pA>!;*_p7f`Y1J+>2-zjDMgClN^le4{aHYJHsQzC{;IJaDHeZ5$|XmRrRcve27OGt)jrYv_t+$fcyHUQQ4*hMiUZ5>5< zg%!KgL)yM0w+@FfPMI-@nL&{lHhDkY_bVc9>GQ9oIj`sW80H78T+c|&o%4(5%Ymwr z8b1o^WuQ;ZcgvU|PPj^f1HVG$@ib7_ReY?Xi>mt3{?LAUn0P|4v1|-3 zDOv5v_&FDR%fP`WV2P=XrwT@vS-;~l1(ipf7;BR}_4}LkyOUdW#C7+LXpLm9;P2lZ z2{UKFv^3ZEH~f#gJ_sw{C{){Sk0*<3_3TC2F4itd6CG=5E)N+#YxS4yb8Upbo@Xp! zD##PY=&!I=lxD&Us1N(nz+2c?X1`5>3r}GKs(C$!G#k<955rJO*$z_{SOGXvH0S~+ zU*c{G0IH4O_Ga>^*qz(aVhPfTu0vmY{B_xHjW7*3P}qvuT!>6?R2={dX=+@Dv}u{m|`ls*ECfgK9rUqUQ1TRTX^Z!uEOXy6oH5*P)v+3 zN6*dUW>+?Z1ML+zu@a9V6)w>OhweWD_^o|r&0Hwc?8vvvj7xTZgyQC*DOwX?)w$XM zO`tvgbZ7Y+bKg`iqKy*$P@-p6gGyC2kv*xqXnxD=yz)_1m-c?wQ=i}0<6d#r+J^L9 zv%t~c4lP|#a6f77Ev*d|&F#@b)pf`BeNTOF&-)(Mh7m?Q?k%^64O!Bn3BCui_rF+5iV7CS+NqCb!qK%^ePsbpOY9rNnlR^ z#IurC{9YQ?g$8~)29lNBgNUCd;bd1smbcCaGz?XPzK=Q@8Y+dly2HX-+4k!sYEQ29 zAHz@sKF4#_RlMAIP3B}gdTL2*dvKpVZW|9XkB2f{gRg69XlkNEe)C8$k@(iHt~;=- zMuiJGwQY8PAVCeh3?OEQ^=E=zhJ{nt`T}QSkHIhn8g?wW`2P8fX}APA&x9KYVF`i8nd=}mNiDy>>mQqtdxX^-f)Sj)jId(fu3>E8fMVk$J zc&;RY4fzPKWyV+6c5t>Ga$FGSP zfeV%FGOT}ztvmE9W9xBYu7RtDGjxyJo{g4#u4=ps%x91jxa7?xo3DqJyT%ixXH@BX zKTC1o-JcmYaVrk-Le?>Js9m!SXHcP)*zCD-Nf3Y z#i>Hu@y_Aa6I#`4Rt+FA#X&E6Kkp zGulXqMPT!TV$6!8=`dqHA3z+m`9f~D2Qk;p@k%N;U@;Kt#oj-8M$8<6k{te>i+l#G zzIUk3&r2Qo3PX9r$et>NV-Je;9*Oz{@@WtEEpBBmc<<1#^q!Hb(d5~UNZkQl64Vhr z2sm4+|4Q2#mCoXn{=OM1S1pP1;c*I4c!p;GLz7o9HFsUv1y~?t_px<;*Sq^Adfso4 zU=TgGP&C5gg=2NtSSLCvEIi21uvxv;-G0-G#s1OYv?wdJWpmv3*1Z*aZ$FemvBu02e zIlCmbwAAKHB-3o%r9>7hR&ll0BVEgV%zi<2M7N;dTGETm%-8R{oCh6RBil(+Rd;LI z79pXG2PQ^VNU!Bd{!Gm@x-kpj~jkzsXRnK7BEf}@H1lV(ZF zJV&rAG7}C>Fup3-*(@={wd~%8s2X*Re`5xn6VuP~w@uC7 zadI_{$to%hgm&ly|3w#d!S@I&vn++$2`bl8t%RG=K9r}6b*TM&^~OJd+`LaP32Xb!M34fZ4ojqh?GC`ekz?bDNI+!Msx28&hM_JiP>2)ZWK$qaCKW zbU#A6K-x)fVa&KA$q9D+*On$X|J14&RXwI=Lrdh{=2MrS)XA|D<<>|IAQTO_gxvgYVzQQ+gA+bIIoegCsLJF-;~6Q8gomw&Fw$h;qd-)g z&(oVJO7zj9Rh3?P*X7(*hcsxlp&MO(7LD2GC{tjk$%>4p^H5GhX^H^kx3$_OQS)n_ z78ANV?O^DDE9<$J>&NlkLAeA{nIFR*#JQ#B~f2LKWj0iW5{MVZl3R!X%2O` zCxb@*=soC>vEF<{V0AI|iCtRJ#axXb@;<7;;4ErpKPahYpK5o~UpZq)ioXe!kRVOk zXFSShuk3kFQ0z^O*hW-I=rP#n#HixAHWYDP7l1mm_*N&ihz&%D(s?a!B z--oSNqtv9aQbJGGj?MMo+*m#E<&2SlVpSA>gQ(}Cs6f}&Xvf+$!}a5zuxA*CEX(K{ zeCR=jsT$9;+r!Q2REM{_T{um5cw)X-bM=uZ=nc{%p)+B*!!~&Dp1LOB?)%~eX1UUL z7y21p+mk%y6tJ=Wpe3TF2z~q;CQvI9Wn3))YwA_iZ&kOt1#EjJ$+R=C*;D_?nV^X0 zCt8Ch5AfI0h*s`gj??%(%}9!?c^fiG-0j5FF!Q=YSEy^uJz1bXIk)F(qxwy+FJY1x z^f0}}%5u4n(`SVC3>Ay|!s;v$W+1^TKjpa@4*bEo=gwJu4KMwbPyQ6;AX4MKZxM^8 z4`bmHY)`{Ad8ez(Ls+;bscuPMGZ6m$#x4yC!zrMlx%fj#fSe=ScA7$MPQ7ofK@e z7RPx$VSJHjzdvf@01lu_}we4RyX5`&tQ;1}qm%Y3J=cd@zC_;Udk_rI<1?|+zBoN!u@2f1~d zlt%CDGlz4!zPNRBX}{K=S$A#rzP4BN%93;59;!&){MXF`mH~=;p>tgeKG9=$W4ns;{{8r^JE>IYq&9E%Z}iz`b5Wc6uMAPFa54?6fX*ne&`{m$u224FI!NJoO3w zp`%l5885B8F{pNVtu9rO)+xL7BXPYLN>1TpfOXpZj?L`=(gL{NUD;d1>J|Z?S)0z^ z0j~-L=|wd300<@P6Sh88C@w&qUUV|i?;cp;Lh+{hWUW$TB1y^3qjw7^jroRMetd*D zEH*=u6w#;JaC9xB)Zi%Uj=M)Os#`s$O{n|+1{=4(>0pt;@IT~{=9;tjL>^77N0WxW zy5@i(=0)>Am8Pin*L`r+eUBHw8Tks2uE=#OS<7H@PH?tdo4UOu$PAT)S0ynm2;OSB z-BY#A?J($oD#f0DDB6{(_ca7uQF37MiCyP39#A@DfdBB-emg0NYSQU*3vV*v8kSN` zN6*q|{~BFSg3^Y|2EjeorAbj~05BFL^+ywr$g_6j%es5XdY#<>MK!}f#^W=p6=xOH z`IjL3fNH&?=&kW|b?*U(f$vf-%x|No16G#IZa_NUkN5f=+@i~YJkvW0H=Z#HBjy;Z zE!Bl^Iy$&!d%w#WE!9R_?Q}lZQlHa4d=7xRRia*!K!yL(tVv(QZ7a>pE%5I848$K8X@72OKl>s}xShuUU|6uqJ)huf zrMAEM7r$@K3{L$9>`;PszU z%wCTG#kf)p!ham{7XS_?VoeUir)rLbFP6PwnBRB{d%=I%UvBa*Lw-q$f)~wDuEW`F zafs|S_QcLat;g!Gx5i`r!^w;TPIZB{yuqgaH1Em?@hIGVEp)d#g-OTH;}~Rc?|`{6 z?F(@|`>O3ZR_D!V#q7RElvugbkt_M6al&Sr*Q))H$Ve@fy>U#hkd(Zbwt%BN9a_>U z%{vCe%67LIMKse>K7{f}2wp|<|B*-M@c$5O2-0kLrIu;fvClFA6-+{O+YIYs|2(ujXVZjeH!J zIDb)H(P}7Y#ZyU|v^az$65?P%0J%!L5p<%8ia{zC;$WjBbLoq~jW3l+a*LBN_)s0} zQRnbKpM~Zfd^0O%B=A=p3h>jdv7SWVLu z50$4>e}NA%1xuuA{j$2FWk>5x%jdIyDS}l10QC9?yEi~D%Djmz!b}hjTi;t;l#=sr zE%)$Rwe588j5CKAjAMlrqLORekC(sk-j$h-uuwbxze3EyCbkRAfx1}bGarMjz`)mozf?c;;qC6bQtUk~j1b&6rnNOUU+v5uYJ$p_@=T^_*# zk85qtSBsv}Qp<~A=mY*Syl=d*F-pwO1275{I9In${Swxa+jfK1;*iwTyTh;s>fOf< zqf9ZXUnHbz#C$k-I6*VTc;+;b;-^kW@DX}e2nK@9wh+E0=*Wu%yGR=l-LjGf ze1)c-CchTc0#bxMuvHvX7zGx5?1U@apRJm8D(U{5#qZCuOv9D-pIFqx132Y6)Pjw1P3&J1W=c_X7!UKLuwNDyItV&Gta> z9vKi=LBXfVg5Fn%tzs3)={ybwSwqQxXH;C*`RP~>&o_pCFn2@^WKF{4?=4|YI)vf) z%q44{6&~VW@bUTG4kweV{#O!d=W16U*>_m9>2Tyjm!`iiP`So+IY!o)7$JznWBE`e zaBehMYS53n;^}3Tljh2z*IZodshjcjyc72<(u4^DuZsC%AjpffDoWtS{JDfJ|9-?` zx>SP+4>67!dpmTWo;}hG+qKP7jDk0nNsGnMdkxJ=vI8hj@PUq#E{cX9e{_o9(gS2v zD3H#~*3(cV_SZ!uL=P|^8_zr(GLUN%d;8e-S2gvL6i`truo1uuA#LdF7MZ#5T6!l? z+o1qn=SSJbdbh**FS9(;nR!lROr|fB>+=cW*_3|E9R(&n&8h_&^2cL-s9>zD8JEMV z^IWTMY9lX;ey66N?n#k4NJ|G9zg^Dn$u9S^?UMT4MXOTJ`D2pyS)KEMUW?n;jp1~C zYxR=v9VBXyjlPs62jRDelNHkWkR%d!jWJA}vjQq>k)qJ7l>gy;#qmld0M(YfQiyg+-SHREHZ&>Et0v%s#5%#^sCmYs!lFH9u~E5 z*c|z2*LeN7TPmY5(ioAyR;tK1I4nI|{JmOhJHt2hW6@n0kV|sj^#RK3#*1L$%f{Wm zleB^lO6FN6FNs|CdU9egD32qJv ziY79X_cVs(rJ=I+GxY%uX+}avq3N~2J$}yrq}ohP9$f=uD7UUw;$x+M-0nQ^ytgo9 zT`q4Hd1vov2+HeUE*4d6*@qnwxvj)rBRa=~)iZ~RIW=@kwQ#;Y8H{00Er=?6P zg5}9^M0Hm*>n2ulKv)og=1co#$aD*{cXObW=`K>a352?P3I+TTQcHq3lA4clrb)6C z2Zgy@G{JsM;#%K7UayP*n04IJZ$c{o@sRMNdDKgDbM_wnXWGsTp#3I`6UZWzS4KhU z%cUxZn>|+(A|OmZLMRV}|Br++Z#P#Xe>1H@v;I5YwD$O?@gqC#lV%E4bsj&_8)yb?gjuoJz#JyY)m|AZR*}3Vc*p0w z9hIeV^E0=nRd73AoH1bH=QC=uqOSYiI?&(@Oeg{Qp=ybyO6a~?#SJi#uQZ1;@aR#G z?(QEKm6VV95B+@IwBOQx4NNM5z(`@l@;D%xY%%MwRH6AnDy`I|C!$Y3Eth|aTG(xt z{Rn+gQC>j-6=f!BCi^RZcfRdExu(VU_fJ!G&!GA_(f(jK^yutXqS28+H8-$PW3lr4 zd`+O%bk^WeyV0xTK`Xuo2#efa_&-1oE}i`in-!kUr`W(nTSJe0Un7X=W0EHV-bim0 z9vwD}*F->`@?_idPD_`aB!^oZ39Q)Mi5=*f5cVVpAw!+d)09HvJ4!)d#+2u zD&0}AyC?5}ndPOlg7_{4KS&d1WcqUrLHlZZnOLq1JTdaBJQM@U8ra6DIlncr59_|+`4ef-#-i~RcEkT7BDY)e}A%xUho^*P^OUtL_iM8JY1Tt&Nkn% z%BNn9`9crWtMm*Igy#(__kWAQ>=*Z_qurOM6bqvXS=OaGX$yek$d3W#4>tcimhfy+ zDWe~gpwa_bbjNX#Uo7*w~ z5rB5io!63ZW8qGBqNiJZp9vMaxe!FkAz5T zzcb}v`bfW#DM!T#L|Hog?FR6^mG6CJd#dj&%=J0Bqu6~h*p*q;`On^)(kWcWOR*uW z%;JQPRe;*GW-E@aum4n-%6s0wh0dv;`>JX4QAW=&CMO~pb~34T-HLd9w))}f&$dP^ zX+5#`_~dIJ_q^|&sBpI@m<~QN^*nf5Zha`H>iFoNUUmHp!Kr(|S_v33?4lQrc~p6^ zjCx*l@?UrYYsq@bq0p2^SM9jc(_I(e?Nl5+!eB$?@i)zH2v7eCty9-z-r&zGO|k<1 z(H(p|T}#X`a=2#NgfG1q*c?&7Nv${0STX|$C6CKQK+(a@8(~6*9bT^5wPxX*mKcj~ z5o_^dPJYMUc%MvsC)-+t|22(1{f-7P(kLH~|KfPDMa_A8oY~CO6$MWmMw|)Y*y#w5 z&Yxn^-~4?y48L!y)?}~WQ3>6LRb=&LUpuY$Iq#w?`^zEYfr_!Gs>chuK($ZvG@rGB z7%y~VFn(U26Jj``1)5!%-5g1kZ(ia5F{?xP9&2*$Y%0$qK2QkS;<6c+(1&s#GdBKR z`p!yAHm2x-a{y-~XZWpaOYIlRqKW=;;z(V_E=oPwc&t9;5mFxanft7H?nGdtIM;6Z zY)s&f2MX8bxfqVp8Z1I%(nWwaKFGIBucvq2t`!4+5~dYa#^w+UIw!U%TFirhqcIadUbwvwc}aSPF}siAxt}d#m^P< zefZ8iO4<&TbKXfP^c=@n+Fvh-X8%3ho>^j9_HVW~X@1ZZBfIS)pptH9Oi>8}3%z7v zVsY^(J00hSFQ-&6e`i`RK`LkXt?ePNqDMF`-SmbLb=5lb{?<8Ec8=S5EmCjF;o>hs zyczW{S!eS-6TK1yZScTOd-bSlc+0Ey=o5S2FFD)+To1IKE8*nItAd*X7W6czOrDeQ0_FpHJ+NJ z1jG+X>Sa2L+_rx)N_Bpok1i=TzR~Rb4Cg)rK=VUNQ!KY_ri*j+OT}Gf4gf2=aK%ze zc*%P$kKeVL{f?g^{T~6{@kWMvK66D&Pl(k(g$!*^tzJbmE50F+3f{l$9vA-Y&_Czv ztLwml>A9*kgs~1d_pvvjG1jD8=#LcJ&z*~`P)N@pLI#g}l;q^Jg>HkG_KIPcg8Qrh04_;F%^D)`K1%903YlpOnweZOh7 zi|Hm=s+D1t8&_SKV{CU=;JJU+wSEp$QYbvZ>1sCO_=~r~hs`7^!cd>4mtif}cuiuA zfb4%0F5lE$$Z1o~7Rb#9?cQW-vT`ZgJhoO*%))1pqmt4B0y9!0-}&H%y+f1oD8H9(%}>@g*C{JV;2az@2l*QxRklgTHd8M^uA}JdmC8l+t0qaor&hqvCCuOfoVpq9GK8;Pa z)+v~VbT1Bh@uNA(HAXzT#Q3*(8pg5pAUL>ry4z}p~31$`HV`xnL~I* z@dk=Ldic1?iXpuvPDigV6j8Sf{U0l4C2b4W&~Fbh9p>tdDsq=!DQ+gCC zZ;lQaw38NYT*QT^*@I~OjbqX^w6!*oBMJ@%wAqjHca8xKh#C_&i>zK-e3M(A>f0DH zzn&F;S-!;o4aC6n0D+k8Ht8ROvR*X=+Y_m}x@>=nCMd2~mgMQzDL+ltr*~Ol$&9XV z+3`2LO}@ImI%EJ8W2SdWGj+3q&#;?sn3XH-ihHnPko$^XhaV*ybc=+L&o=1Je=QTF zA^Wx602}M%B_4D~+Y7{lHa44tCs*ERwT)h_v z4h=p6hXM2k0rfX+G%*iM*JboIx`fZKnnEku7~$qN6GaJhGfWf$vuTV0BXoT)HvG^{)6tQ=ZKhAyd#~)~(g971u)pif3YpWG@7y5mh@8uQhqq&PUfOnRo`wr)J z4vEX{n}{4`U%WXVtzQE$0`&7j*HiEG@qC1%1Pj`(inTec2p#H>dTgxbbPvlku5^EW zHv(X-i96vIsP+)mRkbzw8?C4S2cAX_`0lGD634(JRjAy2ATbR~X5BW+v{US{53gK{ zcnmUcisl&64OX>LFftAB1=7>_QGObY%O&6OkTuZxX98SOUrWFD*Y5Z}Oj7Kbc^0uL zce@3b>zXkCdH0Eyd8U~nX7Ey9XJp4o%_n6Vh!G>gW`g3#tg~G-G&Q$moyjc%b7cSc z?dhHd(~2s%PH zM}o=YXY5Zry^xRbMo1pN-*jKdRXgPbqk1*KOUeDK<~9j_FXgp#zDdAjH};JS3Y7dl zDbdRk%92rdPU3WajFT#lO5v2kp8MNMA+w6O(p5yZNB<@%xzwa3fo~jrDovRg(@A%N zMO8~1B|d>RVz8}Bfb!B>1Sr=LUqVD#L3|vn|HO#P`m*t-hUbOALX$P%JGR(O@6dbEYLdb?@(u9h3EjVh<% zdOTQgqGqg&9NLnr;(;U_ZC)*OW*TbX;EU>%}jkz7Vs!?*|9PqU;De* z&r=v~V@JPB4y>pbv60LTi1{Ay6p|qiV0zOvLj^(!AaQNNlod$K-22`}9q72sD!LFt zcYeBXNpJ>z@80zO02(nEWU%`ZIn$i^CV3Z zoZ!p0k4Yrb*?}R;I3AS^=Jir#$p-qhM@EZ4VknMMNzXJ1gtD=(@nfF}R&J zJo-&CdZ>54Wq)%tUO!ut2AlF0Mf0P(K1|#e48CfOn5M5Q9%31;i8m1BL&~X(AQ4T= zv=OK^SZ8dwqL7a|SgbSTVJO5x7X1~7bQ(L(gwm? zo-I9Mk^fPj$ECAS=R6+$n$86Iytr4|KA_tF@wCi&Z^MeRCEaDYkmab=hhi5rD{8Jq z|GLPa*d}ns?PUGhI=M(WCmv;3?%?>|dXH1Zp<=MH zTM9^|JzsRhk*4T;c>sqKR{j7cCB1F3rD=jM31Z6tAQw47{X}6{# zX(z$QUxrz-jK(n(`i~?58Uk&vd!yX~Oy1Ryw02qQTZ~}l?G2y8Pg0I{6EO5qK4DWr z+=D4rgsjHg#MLb49g92_7w6C#x_z8aAQI~rif99PtTm1Hy^B(Ge7UBFHjgHu2AQJrVQGSS^OAPp(i!ayZD4r_mZ~<(ZOV@;|o82Pjce<`3@phv`I99F2 z1ewLBgrjp(%Jto+M|Qk)OSHoLT6J+8%GfyBL28!r@iWUS3s+hYoObd)&4}NL(~2%u zlO+uUMZN>cmwr5mxqgqxNrhtgtg}7 zQJ^f*KmvFy=o%blY$zIO0;7hBNy1c-d{yfGzg6MI<~A8o#I3C%fl)oUT?>1fVkBCK zfY>evpUmGsK+492z&WyQ7r@oHxpYU-b1$-m-mszJ2AH~omF433?OQc(9EC6M?v)r^ z>edzX;72<~mW#0P-4}Gv#DD6LB(8APP|JNqjI-Q2S?%Ggqa{=V97E+mYCa$7%xwAW z*>}}}^gfl}eU#6v*>^1^B1XmJb5JS%fj}=V7V(FaI552KMs`aaLoz{yN&>5)&>T>* zT5Nr{iot14vBIJQjU zgLwHyu)R<<{pZDgCiK_4c3_({F8;WI0B3a9m%-2e$}9e7vw&AL!?Io!!f~?xG^{Ex z(QOF|It+fqOf?GYr@??4N4|Z81!2FnW~IUe!M5i#IvHFu8jMwb=bJDiCo^!oiYjoK zd&#gATLU$*N<$euRrDOzN$gTsC$=k%OE|%c&WgYKMoN-w0t-%) z9{h_Gb%$sR1QV7$w@K$p*IMGZY+!?cN4NsNZkqrrT!TGMmlmEj&ZCBxs4Pxc@TeB3 zUAl1v2NS&2;WGhh-n;~ViJ0cMs}{(KVsCg*PDyonj}|Vr0IFnpOu9=-@O)@o?H09s zjK}U*J`j2!^rPz9U>c)lIRQ?F%DPh6ISr>ywUMaG42H}360#0^Ha&BA6#bXRmX{PR z;ChUD5RTyq`Y-(SGFu0}YD72;CahVY|3zV+zOur&CuAO3rW-hFK>@W|)D-J|Jo|zp z0#S@cnB@FIlf$u=AfclB;XH1rx@goAOrZ&m?CHIeTTYKP(IC-o8fC`l23@srO~hWs=FWU^8#DR1b|`wl@K?Tt3o(d2YD zpH)KhiQ|M&{s7`p2n2l>yDSdB7CMhGPef{Nvp3n4p22`((Y7%`3&_59%8F^iHF5v& zWd`Zw^$M_KMO>FQF^o*uWqEPrev+OMd}#cr?!E2F#yR^(J6ru;&$MzVUp8?KH2^B_ zSVc=W9ofep6Zioaf<;J6Q9<Q(&}84%#}Vd*xQ>8^$923RjPE_!k1D0eeZ^E<^GI>)-Z88O2n(4E=FSo6 z8w_I08Z90wc!N?P&F#qfYy?i69-cGX<)NF2v0eG1<6Z|q5v{gGd$h8@eb&%!nr-J3 z%%xXMr_NmQFfT)Iu#z@@Xg34f3-k_+G`{8hc{&Fuat^hR3$#x2v|Fj6e;YlI#)b3p z(UB>=g_x=0D4CV!$LFZxek1<7YXO3#B`UdrB)pCyt!{^maRp43gF7uYgGl5Szwp)Y z6p*hNZ~RA#U*sG8(uh5YxWCCcCtDc*3b-efRvu^&`FZws~+Apt_dg!JBwzFx8( zra0mx;moKs<)(y6qxov+F8PPuZ{CUPfSd&TH+hKynLgUcG}KEWaZxK zn{u$5ko06lQO0*@zN*LQxo0gHdku~SDXIwjD6d2!K3i)Wte1#!x5wV()^MqAMC|7kAwKR1WR&l z`u-}E@NE06!CA5&mE-2r+q9wXU3l!PYt-Il9!}J&SjnHEz{_~|y_z2{V2ARHF2j&< zwOP&Ln;LgB&R_-4c#)J=kxhfocV%BYf&Q6y^-lniLta-YD<2hWmsV(Uu78dvMG#a3 z(d&@g9?#kYmW1~Z--%^GqU|rZ0+}akfkUldA$~t7joN_s#IiV|GzKVGAC4mY2)Bny z@5lW;0bamZhGruk9o-LT-2Q!!^tVDID*}Vp@ud3U>^={Y({Yd1?;V1YQa;TG)Hz{G z&z3f1nB3i)I%T>vQaE9ESJyO zAMd@d4kjxH0?O+OvuByZLmM4djvBo3W_pMexR*o{NSI>+`mJSXkiJK~rBu<^B_oB0 z>tH)8TH24ScKm#|KcKxOsgDnq4ISNgS!KzjDUb=4bc={hYxDaueUtv zQX1|#>CDA}gJqb2U$q|3}Zvr?frggtGhO$|QgvVi> zRK=DQEkLHZTXO4AXEfwf3SBQ6O%TRo{^L551fq*3o=#Zian-QDOAanUzT(mEF5H8A@uEpxm){??YQLys z^h((Y6H>mc@+npE75r}UbE? z9WHex-pme|7$Ed74(xim(={NyN_Q5Ft^r-ORfN_%%D2q`W+e@GoB|%?p{X**6PqZzDFHQi6MT)(bI;R9N4yWy56XakZJsx*5u1*dZ!~>a7%k7xTD4!sA(3b$*%Ah?JwK>o$0< z{FD>3o84sDg6d_Jmg!0}sa+^Tm6JSN;4;|tP9`y=!K{D6f3WjS=w{Pff4M&)uJz-9 z#6;tLO`dR|T{k#$X^jkT`_DgQxUho%@>W61fO4PP{!h+~+-%u|5GYAfUMWY2TDkM2 z^2Ih-M)G^RpEv*X?9!0Q}v-k>9hrbK0hsJs6NA%3SbNJ#U3si%J)r8#!7ww<7L`HJ%1eQ?C(x@huN=#OK#~+u{Bx-qmm@0CNOhV`(KCyo-Y-srq zFOFTl8WrsSZVfjBrWl3e-vs1DNza(*<;|TTB`oxhwR~xuPbr?n-G!Dz|-On z#Xo&Ah7vw@`FGI}b34rPk?r}H0m&JPQ(TZPSEDE*^V5DQh}Y2ri| za~G>#<>KI<5vFI)-&oT0kWYW<<23<^9KOlzzxcWlaAHP{iWW4*lu?D3q4=s>__2&p zQ!-&rWU#$=FX-DVSb*b&3jUf_rCy6lX@e^UzDf!;`%wWttKRem4CVB*yGp(crgpVa zKpO;&TnJ=PJJ4^n!}x_40Sh~oFxqd?H|fJCv4J`Smqgbl*+J7zYyh;B3XmIj@@36Q zKmDp+!VZU@eZHY)!I!bHfh5YjH}2m<+Px?y-PkuZ@v3355Er20wv+gf$9#9(G`U<8(d}j$Nc~DAhXC8cXSW^ZE!0@IAHo z=Hj5E+Wn~y5NWMvSLBxmTxDXf%9PlC_4n|@Sn?rC%e(Bwq?|NWq=x6)c#clJu z!yv*JvYY<0Y9H6uM5^?$VSD~@yUs$2?>P{xY@aSM&_3H5FW8s7N7vSN%Dtq2;q6oj zdosg{WP9eHN{8tq4wSN=%7omzBIaye6^-1zx{z&+Wq{k|7w@kxr*#Tmz(ayCFp%Bw za$*N2tuU0*cWOtm({HIWl=Pd+#p)lBWX*VEjVgK+Kc=adX)30GwDZdTmG1idMuEk+ z2<(8v8IEGhpAp%Sv?xL^4(n0Rz97>*nUMF)#E!7Q)cwzZ;s-f^=J${l;ZCSo4aA1~ zb(J}B|5c*M3IX&~&KWvleF$lHRz>m+Wi|Akh15GN#rysW&|JMV5d@u^2&UX`8zwjX zr2K_7VC5_2pvZS-H`}JZ^wwHsA7~@-VJyWsN}1fcc+C0*>o~$hV3oklK@m^IJ}z#Ra5u7!V<5Z`^SAQ2 zGX(SCC3`z1sN!rkQhMwyZa~bU+jJNqqNb3DWc@@frTqIHkE;!<;LL#BXH2&INtO;w zeZ7jt=}5qqS8_c+pH52&7e@#RQJRuS2lpq)_~_EW5uQskX0_5Oq+zfzZ8gjqFag)I z>6ut^VV1bRMyfSplG;u7S(R`Bz0vF)5p_tkQSlIPZL-15ePE^i*71x9VQFlSG}=C6 z?iPj|`nD`q5OgwXW-cUOT(2$&1JSSEl>P_1Qc(df(Op6!nmCasq<(|lPpdFZ&PQC2 znnN`{6G#|{-wEAB#ct>~k{cX_n(+cmLn@vNUv=}bXeZ$+wI8+9>b;mPU52crBhqUb zq1k?lt;<*6C%!@ItR<5f8nTt=qV-KJo+}DXn6uLL9Dq1N1TF)C_(q5yg`GpQ^!!D$ z?(*{ivFE=btza|m$po~D47nd(Tu%;E$@S6%;wo!5>JPJrQ zEfa2>0o*?c#vfb{!=&~h-v+lGlfKqdtyzl)C*SmYMrz4~=LP5M?XKyB*YG-{vrToV zF%4zz%K4_TIhzp0CFZ(=wa_V2gV^WogZ`hM+ zs2$dC; zU9B}?vc7*;I3hG2 z`r{}RYaMN`QQ{N&Svc26pid`z0DC3k=+tv26otXQCQea?eq%6Bvx+bC(gVWrSH+I~i0vby3y7-GUl*JTUHQJ)qWR9C95=t;s7r_Y~!~5Iu*kD2K#2sCi z^HJK(^KR9zm1LhBPgPuXUEK}Gs3nu%Gyez85zDodziX?jErU-chxN_Kcn{?MEBQXF zPn3EE1Xg9>vTRQ+{bfbqS=eE&me!fJu>dfaQ@t3hFMcgp(F?#~WQsTh4~>IgT-6$7 zDP&=7WHiCG)Y2?f>rkoDuX6bk<2y!?8H}dAa0Cir;WV9bH@%LshP$c-mqc-Ng&YuJ zgK^P+na^{k@1yXn^8E*~Y&3~hiHw33KJaMVy*31Sj{jBsY^y#8v>w{%7LRt>-YRg?b#8(agsTK zcq!Ia+pMI}FO<<9Z%-GRULcS`p};D(x(Wr-%mS1@e;onHCyd7CGO^!bJuW&U6aw9d z6#0F=*`_>0pV0<0LyN&nEt#&>_M+-aOilEA`~w^1+lxhLFy(8HOxM7}P$1MD zR6G3QPk!Pz6t4v8Ld*bqC3Or8N<_rGNJW*~{ z0=)eA(#St(DD0-3=^8baS%Ti&j3d6iyQ7~(+8H%X+!e}x$R!+}VZHPPcRpnyiTebX zm<`C1)d=al%n((D;8HjXA8afw;(Ra=Cl=#;`t77mFlFix%k|qd0jK(=`x8KeOa?Bb zp0zYsb%@5mO1gLOT|SlNrF)07aZvkrd@#=fl*{UDweWQ{9Y*EaAoR_;_SR3jm##l^ScJ$GlIdZU_ZpP;c* zkOWnVh&90hd89~$#LtJAACJ!x5%4`|^HdmbU${TW6gs$g0lgAmKsf=hFG0K}xTu#o z`8BrSC84il0UK<+5_z)_m9I1I+0>XAvVKZg0tJ!liSO|OC2Lc#>6I-5ZEL6b?jtAs zU?APl9G_U$i5TVBJcN%-p}Xv^XE9v z^PF>^=Q-y(_kG>hy+u(qO?Y+dRO#rn%Y0YBDJg1bKPxse?yCjVgcA~dVau}SL?M+1 z%vkn+h6RQZtbI}aE%20+JB87%!$XVf&ypji3OK#TfbSqJ;NxoSfFi`eekK}HI{;Xe z%Oxu7zP&SJ)$ToDgeq)U@zHI!Cw{xwkg_D)#b3l0fUTciwz$OK>)f;i+z z`=I<0ms+=Pn*Vi9d>RG+NbHS`K759R#vb|-Ds`S|Guoo!OFqX}Ck0zmo3IJlx4lVw z+k0U8=z{BXwf@^3;c}eH17$~MI#LrQC8kPQnpEsqkQjC5P#`q6b!)E2z159%JL-A< z^JlueRe;CwTi~h`C-$!jL^7=FTVqHM?Oc=FiCyl|qIoT=T#9UVMQ((UOaB6s zb*=MmRV9ckA8qxVYwf2oz_Y89Crk>__;9*gSIkTU`1ZWXq8wYAasqPiZgmshm7iTC znIA{ai4}jhc#n&{ta9%tFv3yUi6_;eGpQR0;!>BfT_exaFbnE@ID2_VD_8PIi711f zJ||XOF-2SO3L+)+L@KnKhU#8HD5xkb^D+J1XNu1`1qJ+LStznaIVV04af;M-xkBTB z-uvf-|M=}+2-RLX(^E^JMv0-$ic@G=%<(TK)94j(&2u2Vsp-YTB>WsgJ6TZX?(*P| zC7*T87sHFf`N>dK3di+c$nE!txzC&(%lvmJWNyHk{IT9qdj8w{G>BEgfdSz_zTBKY zZ=YvRVOk(a@xS*-2^yH)wn3Og3hDEvu3L=c51gj3$rD#RoU<8Wu~C80V4XcIBQw8Z zp^Ou5AGd+Zf-%tXG{>>)ah|i51|*CDV!5MPqUIHQ0q608d%twq;Lh2ZVI9YvLicq* z8r1al&X2xeGxyo=`>wdqz&X{*@cG?xmUw{RSH}LHzx1l814gJBIQIv)PDMRAuiCoj z0m9Y49=*dRSISJ5$~nEKUAd*iHmA5!k{(8cb7IT*R7xx|$yGjcYbvRHkfU9%t4=wv zy@lC}Hp+tWXdkpN#)msfAW}=XTIAH{1EBJ=^DCZ-_rj(*6cK*Ql~G!0p1W8J!kxra zr(a-DF8!QPtN8T_LXYdLb>F5PlSN~2HB2f~B!qbqxjV12250>s48EqJo?vc)`G!i> z-=quFLyaIXOE-!`h$V~;1`sSKxW9HTHoyBqp6(ZNdTCbPuN&&sd6&56Vuj$L@x3dA zS*_@hv-zp?=`l^Fg>=s7Yv=fZ{Gc3fDOe2u=+@Nx7@w2vsa3>QIv!v)(%br|nDJeJ_7I!rc5JtjH@em- zzBamuW-gmh#1p;re#a8aT2G2b=kgp17x1t^Sl@wN8fRolg{NeZ45X8@S|!dZfT;IqhL-=;`XG7*Zm zQLJV1OKC|zz`S?S=aEfLgP-Ris#+0*W7?rg;}Lu_jtz@W#9N+&kqJEU*@q)jT_Ynj z&KdGl0ToWAj9oQ+o#@V#`#|*Y(nW{w!9`p?aq^WwAuZTr@GHq7Ch2Pf$ZW9xn0V1T zDu`z*!F2RNa^^068FjJg8IXy3bH@O`{Pc-WQ+%`{ufC(jqqli4wS;Bi&97tAy@49k z*j7PS*mx5q?aL|Dh=n8Lzwi*8Tiz`#rJSwj3+2!T{4QyLIycNR1)~>y&s6jy;KL^4 z(o|@LLl>)>`!zt>677abcGxZR_0Mc%9V2kGVMT3WjItU9rENoDtI`gPy%+gK5+YT( zV_GEoWF62n(=6Bl)xMzjOrE9G&csB%8+)?byAkJiyez9(xu^tP5J`Whe}N-iDQjG; zAf%!2``){agvlGeb7Gz+>s}}&=oVPoR|2-&rn;c%P z`t+B+hj-}@lIInI1 zSBvC<{EEehSf@CmMtvQJ%^r)yB)eqZ@XNmxqFwL7D`oZkUWLI!_GoTh`%MGj7<8Ch zWMJSY7PWICS3@|gbVxPRNlk|Z% ztm%sBz*eV9js3Ho9;>Mo+NP|6w>@O5a88ehr9XZxsEfUyRb}yX(`vqGV}A4 zG*rI{;T2xiOze@<+xlOw_H%Qr1a4X+#!5^!%#m%a|4IDOW*bW|9ei4OxZLttch^;g zud~^+YhUYcfZFHRcDz1gn|`^a35v|z(q-+fb{)_@cSk*Al+Tmgve3cn@c|bDm?=ay znuoB(m#>=o4`C9ZqqDwGcZ=H3o*)Dh~sFHDP zjV6+=u>HHFb*nd5fJ>rcD4ae9p2j_yLC1GB@;21-|;28xxuZE<9x@4}!I&uO8 zi1$YvA&$S4-%`H`(dv>pkdw1!rOqwe$DVSh zV|feHCMvMBodnIAX*c=4KVg5%bF4NK;BfLqtJ0R}t71qZfKkB&6~@xGcS>ddh+*VJ z`Bl8rpvBt@$vrp}TY#lHb`&rNj1HDw+qplME@|5Dh~G}&YUJs6?hBT{)PDZtjk1#l zpe6lTez0Duk`>{byytsiMeEtchmW^F z&fE}gq8ZXrx+7U@>-R%8EaZ0aLX45#azj;`mePfRI&gEJ)czeT$(5Bm>l>EE;){Np4#s)vLmLX(pQ7_8TG&IYc%LuO zZZn5O0oI~wlx6JRaC_33bdkPl_Z!)=4$(;hqS0qf5I~>hV#Z!L+K!`*;|HiANZ`BE zU|j#`80_%x$F9Hg<$^r|kF#nznCEjPe)~B+9V^esu;h-hNsSQ<*6~V=lD2)Yjcos- z-Vq4nR`e>Yc>1>{jXsZl4BBPAVcQ^RF8xN8)XU)!-HOB6RKr<3jbI;m2MMg&)o`o*$j(cW;4b+%eH_zKB-R)cu z_Ee_S8dcaUQ#%3phK!$y<>X$1Yi&sF`WQh0h*Yha#sAIrAxFV|-L%{~f*L>rJekTc zSJ4;Kx!{TnZSX?328(3D7E^0_lhHhV7qhAZE za3v$5gcygJCby&kl&JqQC)Mv9)VUk`x4~OAa)LTl;1#k--P>zM*oC4e@~NxBX`>?o;OCc(^O6?}Ri1j*k)$74)`xU`h?t1Y`Ga zi3wEN?#dIcApXX02O2CXhODeW}6<3q@l zDhdFu+8_TW1NuP&p#Ua*I~Yrrf}!;#pP#WwA4Q%L$U3jP370cOWjwl%bQzsG7~TGz zr33DU3{ix#q-si}$LxoAv;Oy^{(6w#>Wo4n#5s|f4 zajZ<n$ousM_YE_3PMayqZu#u5fg&B`B%1xvHFnD9vZszbO<>bCoscpU4P35UYcpGo(A z2j{Jx4wD{eG2y85nd|RKL~EKqBkY_r?{AIM5|)5ZDSzl;s)6b3QuY_o0O)?N2Dk3% z4yB4!4F5?uPC^LpCvl(N|MW?sFFJfq1a}%bt!-w+nMZNhSP!J^uy^Ojy-RTt#<8## zE84X}Dc&*bS1DSHB;MouA$!Se3b1Iq3B7ntb!f5r_yRNg1$^`ce%tD`Z}{_3Azt*N zz4$0i3{|mkF`da)!j`U(3!KyLxARfLZ1oS`@ohe?!}Y++Dy2L7`&hbs6{hqGa%JVU z*g!XF^@pvhBV3JH38r1RRF%s==jWd`Y{Wyt=r`4KzG1~6Gc7IZbje4zjcsEgP)(w# z7`;uOcOx$^L(Dn)>j+z~vSOa{D9Bw}*c7e*L`1Nk-}MN7jN9t^dWN0$qVepI$!YTB z__!3t62*Oa!}oA`ch{e%e`a;n+4t^U)97S!W24N5Nc(=0p`qdZm@@}Mxw*L)VkTL7 z0uveQ;B8SJ9v*{uSD6>EDU3p6VkqsxUzchR-zi}nIj*WK>-E)l$#-+zhhm9eaGiJE zjM4Zv&<4|L;%?PN`s-57=)Hx7g^xaU9ydFCdV1t+e;*&;J1B^WiIHnUG{z@{WHZ#h zmou1IT5`2sdku+Xn~J3D4wV4k|Gw%3URko?jHg58)Pr0l)yOFID?OK5VMyRH#~BqcA8 zcv~*}v6q!X=*w79ibNCdygzL@Xt|M6F73=OY;minMlolM@L(Vj+Ew%?ccO0)-&E4{ zsYkHY3jV6^+WWa2tY*W&#l`h8RQ23&#O3(A)s@x8Q?$LvOwesYu1&=?hQ z6*;(Aw&gNB*8i#V!@{l&4p#@UCdCR$2X8|elWwO?XoJQ^XnY*CPlatZ0YlxB@q-p@ zKX*8o;$~cxKV8Qo7`XXkCY17X{`B=St>$K7OkC?ET(GgaI)!ompPC{VD^uJ*tz6XX zxYY0#@2eH-W`AyK0Y&PV6qwd32Zy*T$Ox>#d_9$)XeJ}qrZ(8?T^W*#o7q99uX)^E zDGR6Ez4<=9W?)ff{M^y_CI71|Pw-naUEle(S95MY7T=%2ZmDsAp85kb`x|&ZIk_Sn zvO%laWmif5C{H6ege^>Pn!hHEGe!n3%&n}fa5cteQKk@$R|U@rTMqG{jFpO7OgQB) zCuTjkBqG+fJy%ekej9gIO8X}v67ejL$$D6Mnfq??TkQ3lhNhIZwqCht5lgKW`Ckm3tK+vJ0#| zvUft5J)eOdGpaXFDMp!X^8cA7qp7QST4#@DpQF6YnZ}0Hk)*pXHEw>}EuS;}ett;S zrut~8$?6rjF2NjJH$SvJ0W5H0+dl?ohBoXNy0t%NdkCRpd-8-=}Lg{$E=v q>NhZyqJPnM9kG21{OM{LXc9GSBmM`~n!0!Z diff --git a/paper/paper.bib b/paper/paper.bib deleted file mode 100644 index 8f8e7ef..0000000 --- a/paper/paper.bib +++ /dev/null @@ -1,102 +0,0 @@ -@INPROCEEDINGS{6639061, - author={Zhao, Xiaojia and Wang, DeLiang}, - booktitle={2013 IEEE International Conference on Acoustics, Speech and Signal Processing}, - title={Analyzing noise robustness of MFCC and GFCC features in speaker identification}, - year={2013}, - volume={}, - number={}, - pages={7204-7208}, - doi={10.1109/ICASSP.2013.6639061}} - -@inbook{inbook, - author = {Jeevan, Medikonda and Dhingra, Atul and Hanmandlu, M. and Panigrahi, Bijaya}, - year = {2017}, - month = {10}, - pages = {85-91}, - title = {Robust Speaker Verification Using GFCC Based i-Vectors}, - volume = {395}, - isbn = {978-81-322-3590-3}, - doi = {10.1007/978-81-322-3592-7_9} -} - -@misc{opensource, - author = {Jyotika Singh}, - title = {An introduction to audio processing and machine learning using Python}, - year = {2019}, - publisher = {Opensource}, - journal = {Opensource article}, - url = {https://opensource.com/article/19/9/audio-processing-machine-learning-python} -} - -@INPROCEEDINGS{6921394, - - author={Chauhan, Paresh M. and Desai, Nikita P.}, - - booktitle={2014 International Conference on Green Computing Communication and Electrical Engineering (ICGCCEE)}, - - title={Mel Frequency Cepstral Coefficients (MFCC) based speaker identification in noisy environment using wiener filter}, - - year={2014}, - - volume={}, - - number={}, - - pages={1-5}, - - doi={10.1109/ICGCCEE.2014.6921394}} - -@inproceedings{mcfee2015librosa, - title={librosa: Audio and music signal analysis in python}, - author={McFee, Brian and Raffel, Colin and Liang, Dawen and Ellis, Daniel PW and McVicar, Matt and Battenberg, Eric and Nieto, Oriol}, - booktitle={Proceedings of the 14th python in science conference}, - volume={8}, - year={2015}, - doi={10.5281/zenodo.4792298} -} - -@article{giannakopoulos2015pyaudioanalysis, - title={pyAudioAnalysis: An Open-Source Python Library for Audio Signal Analysis}, - author={Giannakopoulos, Theodoros}, - journal={PloS one}, - volume={10}, - number={12}, - year={2015}, - publisher={Public Library of Science} -} - -@phdthesis{phdthesis, - author = {Dinger, Vincent}, - year = {2021}, - month = {03}, - pages = {}, - title = {Master Thesis KI Methodiken für die Verarbeitung akustischer Signale AI Usage for Processing Acoustic Signals}, - doi = {10.13140/RG.2.2.15872.97287} -} - -@inbook{packt, - author = {Ben Auffarth}, - year = {2020}, - month = {10}, - title = {Artificial Intelligence with Python Cookbook}, - isbn = {9781789133967}, -} - -@misc{tzanetakis_essl_cook_2001, - author = "Tzanetakis, George and Essl, Georg and Cook, Perry", - title = "Automatic Musical Genre Classification Of Audio Signals", - url = "http://ismir2001.ismir.net/pdf/tzanetakis.pdf", - publisher = "The International Society for Music Information Retrieval", - year = "2001" -} - -@misc{nlp, - doi = {10.5281/ZENODO.4915746}, - url = {https://zenodo.org/record/4915746}, - author = {Singh, Jyotika}, - keywords = {YouTube, NER, NLP}, - title = {jsingh811/pyYouTubeAnalysis: pyYouTubeAnalysis: YouTube data requests and NER on text}, - publisher = {Zenodo}, - year = {2021}, - copyright = {Open Access} -} diff --git a/paper/paper.md b/paper/paper.md deleted file mode 100644 index af937ed..0000000 --- a/paper/paper.md +++ /dev/null @@ -1,124 +0,0 @@ ---- -title: 'pyAudioProcessing: Audio Processing, Feature Extraction and Building Machine Learning Models from Audio Data' -tags: - - Python - - audio - - audio processing - - feature extraction - - machine learning - - gfcc - - mfcc - - cepstral coefficients - - spectral coefficients -authors: - - name: Jyotika Singh - orcid: 0000-0002-5442-3004 - affiliation: 1 -affiliations: - - name: Independent researcher - index: 1 -date: 2 June 2021 -bibliography: paper.bib - ---- - -# Summary - -PyAudioProcessing is a Python based library for processing audio data, constructing and extracting numerical features from audio, building and testing machine learning models and classifying data with existing pre-trained audio classification models or custom user-built models. PyAudioProcessing provides five core functionalities comprising different stages of audio signal processing. - -1. Converting audio files to ".wav" format to give the users the ability to work with different types of audio files and convert them to ".wav" to increase compatibility with code and processes and work with ".wav" audio type. - -2. Builds numerical features from audio that can be used to train machine learning models. The set of features supported evolve with time as research informs new and improved algorithms. - -3. Includes the ability to export the features built with this library to use with any custom machine learning backend of the user's choosing. - -4. Includes the capability that allows users to train scikit-learn classifiers using features of their choosing directly from raw data. This library runs - - a. automatic hyper-parameter tuning - b. returns to the user the training model metrics along with cross-validation confusion matrix for model evaluation - c. allows the users to test the created classifier with the same features used for training - -5. Includes pre-trained models to provide users with baseline audio classifiers. - -It is an end-to-end solution for converting between audio file formats, building features from raw audio samples and training a machine learning model that can then be used to classify unseen raw audio samples. This library allows the user to extract features such as MFCC, GFCC, spectral features, chroma features and other beat based and cepstrum based features from audio to use with one's own classification backend or popular scikit-learn classifiers that have been built into pyAudioProcessing. - -MATLAB is the language of choice for a vast amount of research in the audio and speech processing domain. On the contrary, Python remains the language of choice for a vast majority of Machine Learning research and functionality. This library contains features converted to Python that were originally built in MATLAB following a research invention. This software contributes to the available open-source software by enabling users to use Python based machine learning backend with highly researched audio features such as GFCC and others that are actively user for many audio classification based applications but are not readily available in Python due to primary popularity of research in MATLAB. - -This software aims to provide machine learning engineers, data scientists, researchers and students with a set of baseline models to classify audio, the ability to use this library to build features on custom training data, the ability to automatically train on a scikit-learn classifier and perform hyper-parameter tuning using this library, the ability to export the built features for integration with any machine learning backend and the ability to classify audio files. This software further aims to aid users in addressing research efforts using GFCC and other evolving and actively researched audio features possible with Python. - - -# Statement of need - -The motivation behind this software is understanding the popularity of Python for Machine Learning and presenting solutions for computing complex audio features using Python. This not only implies the need for resources to guide solutions for audio processing, but also signifies the need for Python guides and implementations to solve audio and speech classification tasks. The classifier implementation examples that are a part of this software and the README aim to give the users a sample solution to audio classification problems and help build the foundation to tackle new and unseen problems. - -Different data processing techniques work well for different types of data. For example, word vector formations work great for text data [@nlp]. However, passing numbers data, an audio signal or an image through word vector formation is not likely to bring back any meaningful numerical representation that can be used to train machine learning models. Different data types correlate with feature formation techniques specific to their domain rather than a "one size fits all". - -PyAudioProcessing is a Python based library for processing audio data into features and building Machine Learning models. Audio processing and feature extraction research is popular in MATLAB. There are comparatively fewer resources for audio processing and classification in Python. This tool contains implementation of popular and different audio feature extraction that can be used in combination with most scikit-learn classifiers. Audio data can be trained, tested and classified using pyAudioProcessing. The output consists of cross validation scores and results of testing on custom audio files. - -The library lets the user extract aggregated data features calculated per audio file. Unique feature extractions such as Mel Frequency Cepstral Coefficients (MFCC) [@6921394], Gammatone Frequency Cepstral Coefficients (GFCC) [@inbook], spectral coefficients, chroma features and others are available to extract and use in combination with different backend classifiers. While MFCC features find use in most commonly encountered audio processing tasks such as audio type classification, speech classification, GFCC features have been found to have application in speaker identification or speaker diarization. Many such applications, comparisons and uses can be found in this IEEE paper [@6639061]. All these features are also helpful for a variety of other audio classification tasks. - -Some other popular libraries for the domain of audio processing include librosa [@mcfee2015librosa] and pyAudioAnalysis [@giannakopoulos2015pyaudioanalysis]. Librosa is a python package for music and audio analysis. It provides the building blocks necessary to create music information retrieval systems. PyAudioAnalysis is a python library for audio feature extraction, classification, segmentation and applications. It allows the user to train scikit-learn models for mfcc, spectral and chroma features. - -PyAudioProcessing adds multiple additional features. The library includes the implementation of GFCC features converted from MATLAB based research to allow users to leverage Python with features for speech classification and speaker identification tasks in addition to MFCC and spectral features that are useful for music and other audio classification tasks. It allows the user to choose from the different feature options and use single or combinations of different audio features. The features can be run through a variety of scikit-learn models including a grid search for best model and hyper-parameters, along with a final confusion matrix and cross validation performance statistics. It further allows for saving and exporting the different audio features per audio file for the user to be able to leverage those while using a different custom classifier backend that is not a part of scikit-learn's models. - -The library further provides some pre-build audio classification models such as `speechVSmusic`, `speechVSmusicVSbirds` sound classifier and `music genre` classifier to give the users a baseline of pre-trained models for their common audio classification tasks. The user can use the library to build custom classifiers with the help of the instructions in the README. - -There is an additional functionality that allows users to convert their audio files to "wav" format to gain compatibility for using analysis and feature extraction on their audio files. - -Given the use of this software in the community today inspires the need and growth of this software. It is referenced in a text book titled `Artificial Intelligence with Python Cookbook` published by Packt Publishing in October 2020 [@packt]. Additionally, pyAudioProcessing is a part of specific admissions requirements for a funded PhD project at University of Portsmouth [1](#footnote_portsmouth). It is further referenced in this thesis paper titled "Master Thesis AI Methodologies for Processing Acoustic Signals AI Usage for Processing Acoustic Signals" [@phdthesis]. - -1 https://www.port.ac.uk/study/postgraduate-research/research-degrees/phd/explore-our-projects/detection-of-emotional-states-from-speech-and-text [↩](#portsmouth) - - -# Pre-trained models - -This software offers pre-trained models. This is an evolving feature as new datasets and classification problems gain prominence in research. Some of the pre-trained models include the following. - -1. Audio type classifier to determine speech versus music: Trained SVM classifier for classifying audio into two possible classes - music, speech. This classifier was trained using MFCC, spectral and chroma features. Confusion matrix has scores such as follows. - -| | music | speech | -| --- | --- | --- | -| music | 48.80 | 1.20 | -| speech | 0.60 | 49.40 | - -2. Audio type classifier to determine speech versus music versus bird sounds: Trained SVM classifier that classifies audio into three possible classes - music, speech and birds. This classifier was trained using MFCC, spectral and chroma features. Confusion matrix has scores such as follows. - -| | music | speech | birds | -| --- | --- | --- | --- | -| music | 31.53 | 0.73 | 1.07 | -| speech | 1.00 | 32.33 | 0.00 | -| birds | 0.00 | 0.00 | 33.33 | - -3. Music genre classifier using the GTZAN [@tzanetakis_essl_cook_2001] dataset: Trained on SVM classifier using GFCC, MFCC, spectral and chroma features to classify music into 10 genre classes - blues, classical, country, disco, hiphop, jazz, metal, pop, reggae, rock. Confusion matrix has scores such as follows. - -| | pop | met | dis | blu | reg | cla | rock | hip | cou | jazz | -| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | -| pop | 7.25 | 0.00 | 0.74 | 0.38 | 0.09 | 0.09 | 0.33 | 0.60 | 0.50 | 0.04 | -| met | 0.03 | 8.74 | 0.66 | 0.09 | 0.00 | 0.00 | 0.45 | 0.00 | 0.04 | 0.00 | -| dis | 0.69 | 0.08 | 6.29 | 0.00 | 0.74 | 0.11 | 0.90 | 0.51 | 0.69 | 0.00 | -| blu | 0.00 | 0.20 | 0.00 | 8.31 | 0.25 | 0.08 | 0.44 | 0.09 | 0.30 | 0.34 | -| reg | 0.11 | 0.00 | 0.26 | 0.58 | 7.99 | 0.00 | 0.28 | 0.59 | 0.09 | 0.11 | -| cla | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.07 | 0.23 | 0.00 | 0.23 | 0.48 | -| rock | 0.14 | 0.90 | 1.10 | 0.80 | 0.35 | 0.29 | 5.31 | 0.01 | 1.09 | 0.01 | -| hip | 0.71 | 0.14 | 0.56 | 0.18 | 1.96 | 0.00 | 0.19 | 6.10 | 0.03 | 0.14 | -| cou | 0.25 | 0.15 | 0.84 | 0.64 | 0.08 | 0.10 | 1.87 | 0.00 | 5.84 | 0.24 | -| jazz | 0.04 | 0.01 | 0.13 | 0.41 | 0.00 | 0.76 | 0.31 | 0.00 | 0.53 | 7.81 | - -These baseline models aim to present capability of audio feature generation algorithms in extracting meaningful numeric patterns from the audio data. One can train their own classifiers using similar features and different machine learning backend for researching and exploring improvements. - -# Audio features - -Information about getting started with audio processing is described in [@opensource]. - -![MFCC from audio spectrum.\label{fig:mfcc}](mfcc.png) - -The Mel scale relates perceived frequency, or pitch, of a pure tone to its actual measured frequency. Humans are much better at discerning small changes in pitch at low frequencies than they are at high frequencies. Incorporating this scale makes our features match more closely what humans hear. The Mel-frequency scale is approximately linear for frequencies below 1 kHz and logarithmic for frequencies above 1 kHz, as shown in \autoref{fig:mfcc}. This is motivated by the fact that the human auditory system becomes less frequency-selective as frequency increases above 1 kHz. -Passing a spectrum through the Mel filter bank, followed by taking the log magnitude and a discrete cosine transform (DCT) produces the Mel cepstrum. DCT extracts the signal's main information and peaks. It is also widely used in JPEG and MPEG compressions. The peaks are the gist of the audio information. Typically, the first 13 coefficients extracted from the Mel cepstrum are called the MFCCs. These hold very useful information about audio and are often used to train machine learning models. This can be further seen in the form of an illustration in \autoref{fig:mfcc}. - -![GFCC from audio spectrum.\label{fig:gfcc}](gfcc.png) - -Another filter inspired by human hearing is the Gammatone filter bank. Gammatone filters are conceived to be a good approximation to the human auditory filters and are used as a front-end simulation of the cochlea. Since a human ear is the perfect receiver and distinguisher of speakers in the presence of noise or no noise, construction of gammatone filters that mimic auditory filters became desirable. Thus, it has many applications in speech processing because it aims to replicate how we hear. GFCCs are formed by passing the spectrum through Gammatone filter bank, followed by loudness compression and DCT, as seen in \autoref{fig:gfcc}. The first (approximately) 22 features are called GFCCs. GFCCs have a number of applications in speech processing, such as speaker identification. - -Other features useful in audio processing tasks (especially speech) include Linear prediction coefficients and Linear prediction cepstral coefficients (LPCC), Bark frequency cepstral coefficients (BFCC), Power normalized cepstral coefficients (PNCC), and spectral features like spectral flux, entropy, roll off, centroid, spread, and energy entropy. - -# References diff --git a/pyAudioProcessing/clean.py b/pyAudioProcessing/clean.py new file mode 100644 index 0000000..834cfc1 --- /dev/null +++ b/pyAudioProcessing/clean.py @@ -0,0 +1,45 @@ +#!/usr/bin/env python3 +# -*- coding: utf-8 -*- +""" +Created on Thu Jun 10 15:23:55 2021 + +@author: jsingh +""" +# Imports +import os +import numpy +from scipy.io import wavfile +from pyAudioProcessing.utils import read_audio + +# Globals +LOW_PT_THRESHOLD = 0.01 + +# Functions + +def remove_silence( + input_file, output_file="without_sil.wav", thr=LOW_PT_THRESHOLD +): + """ + Remove silences from input audio file. + """ + sampling_rate, signal = read_audio(input_file) + signal = numpy.array( + [ + list(i) + for i in signal + if not numpy.all((i == 0)) + ] + ) + mean_signal = [numpy.mean(list(i)) for i in signal] + thrs_p = thr * max(mean_signal) + thrs_n = thr * min(mean_signal) + signal = numpy.array( + [ + list(i) + for i in signal + if numpy.all((i > thrs_p)) or numpy.all((i < thrs_n)) + ] + ) + wavfile.write(output_file, sampling_rate, signal) + + diff --git a/pyAudioProcessing/utils.py b/pyAudioProcessing/utils.py index 761d2a1..772ff56 100644 --- a/pyAudioProcessing/utils.py +++ b/pyAudioProcessing/utils.py @@ -7,6 +7,9 @@ """ ### Imports import json +import os +import numpy +from scipy.io import wavfile ### Functions def write_to_json(file_name, data): @@ -16,3 +19,24 @@ def write_to_json(file_name, data): with open(file_name, 'w') as outfile: json.dump(data, outfile, indent=1) print("\nResults saved in {}\n".format(file_name)) + +def read_audio(input_file): + """ + Reads input audio file and returns sampling frequency along with the signal. + """ + sampling_rate = 0 + signal = numpy.array([]) + if isinstance(input_file, str): + extension = os.path.splitext(input_file)[1].lower() + if extension == '.wav': + sampling_rate, signal = wavfile.read(input_file) + else: + raise ValueError(""" + File extension not supported. + Please convert your audio to .wav using pyAudioProcessing.convert_audio + using convert_files_to_wav method. + """) + if signal.ndim == 2 and signal.shape[1] == 1: + signal = signal.flatten() + + return sampling_rate, signal From 7861a2d8f7835dfd4ac88c8dabe555be33719b48 Mon Sep 17 00:00:00 2001 From: Jyotika Singh Date: Tue, 20 Jul 2021 14:28:28 -0700 Subject: [PATCH 2/5] Add audio visualization logic --- pyAudioProcessing/plot.py | 54 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 54 insertions(+) create mode 100644 pyAudioProcessing/plot.py diff --git a/pyAudioProcessing/plot.py b/pyAudioProcessing/plot.py new file mode 100644 index 0000000..ed2aab7 --- /dev/null +++ b/pyAudioProcessing/plot.py @@ -0,0 +1,54 @@ +#!/usr/bin/env python3 +# -*- coding: utf-8 -*- +""" +Created on Mon Jul 19 18:22:15 2021 + +@author: jsingh +""" +# Imports +import os +import matplotlib.pyplot as plot +from pyAudioProcessing.utils import read_audio + +# Functions + +def spectrogram( + input_file, show=True, save_to_disk=True, output_file="spectogram.png" +): + """ + Plot spctrogram of input audio signal and save the output to disk. + """ + sampling_rate, signal = read_audio(input_file) + # Prepare the signal for spectrogram computation + if len(signal) > 0: + if len(list(signal[0])) == 1: + signal = [i for i in signal] + elif len(list(signal[0])) > 1: + signal = [list(i)[0] for i in signal] + # Plot the signal's spectrogram + plot.title('Spectrogram') + plot.specgram(signal, Fs=sampling_rate) + plot.xlabel('Time') + plot.ylabel('Frequency') + if save_to_disk: + plot.savefig(output_file) + if show: + plot.show() + +def time(input_file, show=True, save_to_disk=True, output_file="time.png"): + """ + Plot time series audio amplitude and save the output to disk. + """ + sampling_rate, signal = read_audio(input_file) + plot.title('Time series plot') + plot.plot(signal) + + plot.xlabel('Sample') + + plot.ylabel('Amplitude') + if save_to_disk: + plot.savefig(output_file) + if show: + plot.show() + + From d37bb41585be5e340ecb8f8a2859a505e834bcb5 Mon Sep 17 00:00:00 2001 From: Jyotika Singh Date: Tue, 20 Jul 2021 14:28:55 -0700 Subject: [PATCH 3/5] Update requirements --- requirements/requirements.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/requirements/requirements.txt b/requirements/requirements.txt index 660cbaf..500afd1 100644 --- a/requirements/requirements.txt +++ b/requirements/requirements.txt @@ -8,3 +8,4 @@ pydub==0.23.1 pyAudioAnalysis==0.2.5 pytest==6.2.3 ffmpeg==1.4 +matplotlib==3.3.4 \ No newline at end of file From 199367b7ef9564e4b80773a3ea4f8e2dd8912cc8 Mon Sep 17 00:00:00 2001 From: Jyotika Singh Date: Tue, 20 Jul 2021 14:29:09 -0700 Subject: [PATCH 4/5] Update readme --- README.md | 38 ++++++++++++++++++++++++++++++++++++++ setup.py | 2 +- 2 files changed, 39 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index d4778aa..a26d5e9 100644 --- a/README.md +++ b/README.md @@ -205,6 +205,44 @@ convert_files_to_wav(dir_path, audio_format="mp4") ``` + +## Audio cleaning + +To remove low-activity regions from your audio clip, the following sample usage can be referred to. + +``` +from pyAudioProcessing import clean + +clean.remove_silence( + , + output_file= +) +``` + +## Audio visualization + +To see time-domain view of the audios, and the spectrogram of the audios, please refer to the following sample usage. + +``` +from pyAudioProcessing import plot + +# spectrogram plot +plot.spectrogram( + , + show=True, # set to False if you do not want the plot to show + save_to_disk=True, # set to False if you do not want the plot to save + output_file= +) + +# time-series plot +plot.time( + , + show=True, # set to False if you do not want the plot to show + save_to_disk=True, # set to False if you do not want the plot to save + output_file= +) +``` + ## Author Jyotika Singh diff --git a/setup.py b/setup.py index 932e6d4..b20b6ec 100644 --- a/setup.py +++ b/setup.py @@ -23,7 +23,7 @@ def get_requirements(path=REQUIREMENTS_PATH): setuptools.setup( name='pyAudioProcessing', - version='1.1.9', + version='1.2.0', description='Audio processing-feature extraction and building machine learning models from audio data.', long_description=long_description, long_description_content_type="text/markdown", From 8df3e9fecfc50c669cd14f4a535139bb05eae3f7 Mon Sep 17 00:00:00 2001 From: Jyotika Singh Date: Tue, 20 Jul 2021 14:54:52 -0700 Subject: [PATCH 5/5] Update requirements --- requirements/requirements.txt | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/requirements/requirements.txt b/requirements/requirements.txt index 500afd1..725f057 100644 --- a/requirements/requirements.txt +++ b/requirements/requirements.txt @@ -1,5 +1,5 @@ numpy==1.19.5 -matplotlib==3.1.2 +matplotlib==3.3.4 scipy==1.5.4 scikit-learn==0.24.2 simplejson==3.16.0 @@ -7,5 +7,4 @@ eyed3==0.9.5 pydub==0.23.1 pyAudioAnalysis==0.2.5 pytest==6.2.3 -ffmpeg==1.4 -matplotlib==3.3.4 \ No newline at end of file +ffmpeg==1.4 \ No newline at end of file