From 709c6c9c76b337c46d762c7406de484863d44981 Mon Sep 17 00:00:00 2001 From: NotXia <35894453+NotXia@users.noreply.github.com> Date: Tue, 1 Oct 2024 19:50:12 +0200 Subject: [PATCH] Add A3I autoencoder + missing data --- .../a3i.tex | 1 + .../img/_ad_hpc_multi_signal.pdf | Bin 0 -> 34187 bytes .../img/_ad_hpc_multi_signal_rank.pdf | Bin 0 -> 15351 bytes .../img/_md_traffic_data.pdf | Bin 0 -> 27502 bytes .../img/_md_traffic_eval_data.pdf | Bin 0 -> 10307 bytes .../img/_md_traffic_resampled.pdf | Bin 0 -> 34481 bytes .../sections/_anomaly_detection_high_dim.tex | 85 ++++++++++++++- .../sections/_missing_data.tex | 100 ++++++++++++++++++ 8 files changed, 184 insertions(+), 2 deletions(-) create mode 100644 src/year2/artificial-intelligence-in-industry/img/_ad_hpc_multi_signal.pdf create mode 100644 src/year2/artificial-intelligence-in-industry/img/_ad_hpc_multi_signal_rank.pdf create mode 100644 src/year2/artificial-intelligence-in-industry/img/_md_traffic_data.pdf create mode 100644 src/year2/artificial-intelligence-in-industry/img/_md_traffic_eval_data.pdf create mode 100644 src/year2/artificial-intelligence-in-industry/img/_md_traffic_resampled.pdf create mode 100644 src/year2/artificial-intelligence-in-industry/sections/_missing_data.tex diff --git a/src/year2/artificial-intelligence-in-industry/a3i.tex b/src/year2/artificial-intelligence-in-industry/a3i.tex index 38d7190..c99f200 100644 --- a/src/year2/artificial-intelligence-in-industry/a3i.tex +++ b/src/year2/artificial-intelligence-in-industry/a3i.tex @@ -14,5 +14,6 @@ \input{./sections/_preliminaries.tex} \input{./sections/_anomaly_detection_low_dim.tex} \input{./sections/_anomaly_detection_high_dim.tex} + \input{./sections/_missing_data.tex} \end{document} \ No newline at end of file diff --git a/src/year2/artificial-intelligence-in-industry/img/_ad_hpc_multi_signal.pdf b/src/year2/artificial-intelligence-in-industry/img/_ad_hpc_multi_signal.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f8a8a19f0d94f0ffb0185bc08388dacd05b8558d GIT binary patch literal 34187 zcmeFYbyQu=(kC1&!8O6Q+gJy4Q2%O#T>C?#@+F3c+>I3Nk&0iisCuL}0 zqRVgP3>=Xj_{%^~&kkT@X9sA)(g^^m0yeb+aQv>yXK85#{9*vr`#UE<#ecC*($Lb# z-Wb5}XEyR+QG>;?}vb6%D5LxpZQ+wEdnJUag zUY;(Q+|WE=DVLv-@^i&BEtzNe2Pv5EQD_Bl^s*x8+DV%nEyVM1KlK}`JjQqIw|3~- zP2mQ1o^TLShMC~6vnP~E?;ZYH=A

kySGHvk0VGnnW<6{D!qFp)P{`6L*l^{QMEs zti?@BrVwYllJtO$MN?S{|B+`W5O8fzt?g6CxeAoKX$}Yt~R|jp+b9Y8V1lC^Hk77~$+=|ym2j5wv zI-~OoFPqSpbhz};=eHwEX?dc zyYL_E155m13^4<=;ISbTqP_nskHg)N2(F7eucf4d?fAE-(Y!^%X4B@(ZUO4Yy;~_) z8>3oV%ZDp=Kc(5MmZrOEEm+-n(%LQTz$@JG!{Xhn+|dz?(QP1)$);mt&Md%18EuTn z^d$ztt~4=e?1`ver|I&gc2K7HUC{TVp!d?eo3X3|u(-=>jfJF3Y$9oYgU3N+M$^Zz zjXigD_o*=JI?_r-rkRIBI=p?WyblrP)41orHmb$K0aL{w996J~Um6|fcHHm6-MA78#`t*?!+^#c~V}QV8d^bL~wuD?hrTs6$99D(2 zWwY~*8dG=bO@w&n9B>r`N8BOtg5i`ZcU#7zhhBCPamLcCL)P5x+@c})cg2)0nz;Q` zU`!T;;^YZKRXKzVQiTS`di^6sZiQhA6xAl>sgJ!)NFr*K=2~Q*m{RXY@V^s$B+;2B zceKZ1TPh@hcjM@f{;HLg78#wFK{7~qqL-SsAfDkWIgBYR^M3BYk-q*UzkbE1ehnw(k4CAjv5%W%+&wV)FB zoqYMHUOD*ZnqwJh^=Ug%3GAQO97pXuK6pGmy!kS@^yR-wB_qf``B#60mGwUhn^3eA zdM5zd|2oC@J-JuUc}+PToZGX-8?mnu=P>MmWo))Yh@glOl=frkhHL95QfNx_LPX;G zJQzmhIL$KFx)#xFqJj|B#!OiXhf!=8|b4H8OfoVTV%R z7_BurejQz`D}~Adu6KHS|4E^OZJU2P8kkg=;D-DshiK;*Fecp!|} zBDLfn#nX!7x8K@@lr*WNXt`NkJo_Z1c)ycbrpMEBGspjfY*IS< zX8F>6ZqZc)18ryI3;lw-1M-gWeUyy@vK)#_%TY)RRk%A3`V7vo*t3-vk&E5Ddg-nD zaQiVH3u9&c&gHN*sSr470_Fm_DBM~0ly9!%X_?@{?b93Hw3Fz6Bb}gg-oHpED#0dj{xo775Q$t9SdESYJEnK^tD7yL>v#26$oc_$Vop;ATjfXbf$1F)qU7w^CVjA4ON)Zrzeb<&Vm)o>qsiO8h<2 zh9~h{sOI27mb7j89p`@Vu%3hJ%$2Qi(a7x~E3Abqa zwTm2~>s<>3LzEZ{a@H_}$g(Y{JOlU-OcTD~OZ|54<5hMg=>i4=;)&B~F*k5U5%JpN zadR6xIIEv@Zrw-+6Cm}ZHcd@6Nf2}524*X?x?IufA%tswS&YS$u$pKpjD@qx9oZ=CE?l}A5{Pywo5($0s z{@>XN5dQEla?8xX{Ga8PCQc&u{co)r322EO*$4^Ix>)r3h%^9)15YfDnqt-;dr%%s zr9|R&@nz+Cel~HXGCwRu9*ymmv#xFywn}*NAk?Rxwsh65=`(>hg(IHv*_<~U7Tdf0 z<kH+c;Q9>^m0(nTcHnEk#R{!0>B_OEuOC^?9PS zaAdwT3<-9&8yGorjiPJPs!}jZSp7UP6N#aI)Ui9j7)Oa0Bi+*)j+R`fh{*xhSYT(s z;#AxV?ZcJq`XQ5a5`Ba%IelF7$hnPh@RhSm`_)e0-lO0W!#V$zma6)Mk+P&CW@;?r zo3>3=Wt9(#rBFV4_6+fSidRJm^ORi^EN}F*^jpu?Z~2!wOY$lsPE-3}I|EjsvFbhx zrIUTO;NDJLoo|7|j}n0X09gz_dt>4wpz1bfZ|8sIH^q^&)s2ftw(!B|Gm5sQa0El` z@<+L5Gf3r3u%tnn7R1_#pS>A-E=@oz9_jh{h|KTb4osycb~)#wtg3_;;CneHU{WBV9bpI&ZTKuQGVY6Sa~;?F;Ra#g0Y+Q)T>NMi`H>L7`8jAJ8h+ zT=+e@yDUW?WO;lyD!o!&Ggf($kj{W?k?H>RZorfctXvsEE|+et&h zbt}mBfR-Jnf8sb}?Pq#k%p#?8YGq8oFy8FDkE`1eC@k+j|B%CDRAdqhe^(XXk1>~$ zEid9GQMVhCxT8^?AAX^jL|+{@p=;n~6u!bs&5DSg{XD_IlWl%CuxPM;kT-OU-{pYz zkt;|4flX=Fs5A&w!B7aj%Ug;??L*kyCK@1Y8K8w`xILCZqw68P7|5tz0EPT&RAr2AxI zU~dc@>IEkKJI)EB`oA*tZ+v+n=D#ulNTj*0ksW}E@jtVJ&rTnNnX=IX_YJ6L&<718 zkl{d3*jm)k#K`!i5SC8m&j&LLknv(byx2sa&(g@;5VUv-_J$V9poEmJ^9waV-Rn=dX0kjnVKOflt-S$jOOaMkUHUJAfJ%AmU2EJiIZ#G~aD4z+42!kF_`9Jdh z)&`XSKX_pODg*WP*8}Q@nT_$~0i|E&4n&{X7#RUwhtZ6^N7nAr$t{`yUf}nIy0= zGjNB1Isv_z=vjUf2K)xqfB6QkA}IaBC}2LY9W1Cm3oxIFg8}#e+ku$%Cl5prs0{SH z^bKSd5NH1<$Nrie@cqBNf`9AdFDd$8>I)a0K_Sb?YJmwp);U%39VGC;!r zF&2n0cA&I?2n9Z%wxH)9jQT?(sQzCP08GRF#e~251C?>mGXj~y@K2EgW&UHJf4?>U zmk9j7y{~_QWq*$>y{JWoKLMB*P5AFW47F z%lIeq^rC-(OZ?wQZ~lIq5oQ3q7_7fXcmD1+@-h5f)&C>1MJK=q?37Ml7r+2gZ*+W& z|DV+u{!#63itsNz2s9)AjIaGo&;K*?@77cdIN3ijH(B6@`c33NtG<-|_lDxH&>Y=A zOy)~q4e;C80E1R+Kr8h}qcgHGfFfY#R<;V(y84EofSj16fuXaZ0mvjcn&=zKi|~V* zz>;5FUY%cFot$4DonP*sUhJJ-Y#(2&AD%DopDpa3&h4H~Z=X(WpZwfB8Q(k^**NZB zJM3LK>{!}wn%k|N*{Pn|E}PiOAN`dzyq-R|_O*XCu6tP^u9GjOgEy+3C!&ojtd-5L ziN&Xp*{hMsqk-C?n#!(9gTkg#gWRfu%%TEaF8ZBJ#9OIQG>IToF@F>hA0#19L;<&} ztEO@ zv;G<0^a%2s6s~f569Drq7;#nycVz2?#DQvPh_;YvB4g5UczUCu`Nzg_9Nl*RSuibg_ z_}Vyqg14(Z`SSh|rRy_{%!D;fkigp<6IjT4f8AFa!Gz+_kO`PbZ~0Lhw0=6%V}f1s zDlP_%$$~M1W518mBjWT&%o#8c2lPNiI8_x&1=sJ`xhsm|58zSkX$CDD&mW{294H|VmD765(T}xB1S?EL3mcAr zMw)vNWDU)ZOSvApM(&dhz>5NNg6@9hb3g<>Kx4J8p8-7qHTC%Q3kh=Jsqzo;;c&~StZXFI>E(UCV}x5&@@Twfj!FD^!7uZ!OU zdy+n%?MLAyo~&DA%al?`s4i3}TJm)6us#mst&FBSFcICc;^p%}x-Ci_I%P70eOyP8 z=;7>=S!4jsm`X>FFnHbnb#02C=(E`rEJK<0`U#b!VsF<|)C z{hbZvCuuIqj5C#8x5tmWrKfwP3MgqP3bHvfYke%T$%>X6&JSS1f?W-(?6*{yH4pT} zlJp}Seh?D=_+Y+BkR#q1!$Ee{>?WcGX&lVNxWdDDVXS(>^wIQ02`X$_d@`Jr(o3QX zkbC|Lr93^xG^0JYigu?k0TfooGle?Xmga5HEFjsz^BD{E5q~H}qg>jG`i1xX{DQ>|po_@=dEue;zU#*Q7*ia?ICkbajiZ<<> zKd-Npl_Ij_MVtBkPOQpjUP5SZn-lXBEw&T zg)L*|vE3;Hy+yWp0Y+ph{;0hW39sEIH$yctt1-4fPZpk*di;Pnq0=$K1UZS#q}ag= zu@=^%MaeETJx=k)!HdKni#veQQrd(4`_jSWo5^~7q04W}oK0Zj@+g~(gP8M($Qif9 z#+(!roTI+vqwghi0)vbZjd*<+T{4t=kezB_*@}s4`XOSI%@%8Az1?5yG15>DAt1$L z572kjWNF0fVrXIdSWG$>Gdduj+$}Bt@_{QcEP=j>3v6eu5T>q>M%bT97a`+Cm7Z$i z;mXce^O`N#m=+EFdhIQ$T6#~#=HBq}rs-7n`f2d^WkUr$L~Y)&5RGBqHT zqx0k{%D=609rV%Vp@}ETlCNNM#8+8=$uufR4ok6^N7%3H0zhED^@--AOKT3g{aZCfP8Bl8!7kfADS$!cm; zFzdoRawU-)0&s}bLf&pe6v5oUw>+4LZV)s@$(WZxlrr5iq@lg`i+!Jy@dOP>tI2Ks z=g)g2_!NyTk=}ba?JT1Qd{mhKjvzbeq3Gia{eZ^o{{bsewuPHiN%1RjdlyJY`TSf4 zU|$%f8QMf6V~K?HRgde8ZSO$!7V)&d-ia$%iHZfx>?_#jDVKHGq=5-Bl%)o5P={8t zzZWxJC#3YHAG~m3KFXHJ4zYD$9;1!wf!NqHHrK$*#Kh_Z3x=}x4(2R{{H!YElGv;I zm;f!9pKMjux#<6e$oYnI=}XnJg}0jUClLr?L92l&6un;!AADOGmZxGwdI7=kD#+wv zbnFMcV~~IiFu{I6MYEu+4>AM_m_QhvBuyBJgArcGT@dmPQJ0q4-6_3Z^bK{I2?X69 zX@ZynZ1GTi1$r2r#gl-k{Eu!7s1hA&YuqWg`PClS8!BU!@+Zy@;5C{7Wsw&@Uw^zL zERmy%3yuFEq<)K5ozJ~9tw2zQLaBVp@=+N{cQ4xoW9}@F>}}nTaaO1A#qY_mlis_0 z62V^rFWZ&ZcXMT_uzaL|idS?6#}H8G$~t(Yph;vej()-rmVjEsHFuDCMa= z_`)$@Yw6}Cm7q3vkJfT&B=^WLyDk%UPS*MT!`aST(GKvBjePd|QJ72+M|V2DIPQZE zebI@<<*VH2Eko78UmEVl)ZIMo3t-*T)NFnpU--E>bHWD`_eGQ@k!l=UDKb0u=M~tv zV^raIzrMnS9UgZDX?nd0DxSMhknS@Ivy>2+qzA1aG9EM@r?3pJaC{1f4X$?2*Xx6hU8iXON8jm+7;!Z1?*`=P))L;?n$tL<@?_(XBEnc+rmrkU-kz&WBT zA6f2z=V^S1Epmf=zk}kgY_v9>hqAlk$jG~59JR7smw1`02HUgb;`jhIm(_8GV1LMw z(Z=cVlDl$$=A_UYe3K;lPv>dMJYb+T1dFBDeRQAgMyTuDt$`Aom=Uof@&9P0+tXt- zYHI$hnA1J7q8vv$as8dy0?5pUPKHF0^-Ctx<@1^znBK`0_UabU+zn$m1VOqoerP zTD!(=WL<#0x?oCgIilNi6=dr_S}Rkw`Q+BL1{0K=e=gAgQg{fpkJ6041{9H^3)|vG~Qy#2A4(hs^^)A zh8JhQ)x?Av*p1QU&%!0r4Y%RQS;W;f?gHeJ4*3uz_1X{hebz9F7LSXOAoa`JkCe^t zSs34xGZwhVRcMJxlhuKGFV}vag`n~toseX);>90{kGwPSqOM#5Duk@)4uadP6@oCi z)|K}I2=sSc$Jh7oH}?gERf#KW0R}nWYzko=Aix!kuyY~h3llZ4l}bMdZFsg~n#pkl z^6u~xvz~HgU{2V)PZH~d{2<6Gg`?<2qNkRWn6+mq090<^leRKSj7BPNCfepJy&2;I zFZV{X-y<`Jb+Q}HvKUyy;;CczL8rnOP7`2z@Ld|Idx1Hc`H8xCS>xG@a_%8gR5YDa z4U^QjhU(eAeb+lt%42T|$(dIz%{L$^$vy>^Hh$}H#BaUJU3C0FNiHKdd#BHb|9&7Z zjiW!MFPM~C8AIoyK>E5F+) z!?)A;R(}F5yfFRN)oc_AuV>ihl^3|5BilBjHvRfiikm&G@o9ix*2a-77qiVP9*^uN z#hE1N4mm>Gvct63rYj4|`+J`?*M!TzRwShB=dL6U-W=Tm)u~Fl>}m??FqWti!lGh> zl8@|WyxZmWIN{hYt8cK+4HxZhNz%l6E4kHt&+7qFVW$ckPxH&=o-3SI`mugVv>r_^ zhwI%kwCTeeTI_c_t1(u--+)PsXf$1n^U!JD-NZ>Gjd)m} zuJibC-|hU&^|BiAiK5eTM>5d%zo(PF>RihX!{G6F&FB}-?aRr1gA5JX@{DiriqK%2 zpFh@!r`h>*F+YhmHQ<5g_TXo?5#QE*y0=D#m*-vCvp3k!#OrFJ^*VnhU z(>*{aTC{9$Q*KsC1O4ioR-e)tXMQrS;-d57td_LL+yl2C`d;~_ zR+mRtY&lG@zd|~K3~f^GM>T*~lz_6=^vbw@X{>d}ONZ_Jq!LZr;)%>-@UdT^k^bTO z&9`q}v|jggool}=*d?`mI|)c#J8ivso=mY@U=K9$&Yd!zQ@8JJPo7&C*qR?xLvEq; zaSETzI+|EJZF;|vYTs+FFt6c}Y|<^S66hF&o#s0qb2?OwGJ^Iw*x3lFThX1zbH}un z-}K6x5t%0o@n~I0bS!ft{C1Z_wvZ`0wWt`(SsKUv)7y zxv~UYwW;O3h(oIrQtelpfL{0aXd&shmpka}hA#1g)M%2>fgc^dh(e>8q!}>|oI@u~ ztX{DSS98kv81Q4E3ATZ81csBY(Zdw3n{|a_MyCd0V#7+g2mX-NyY!irH2%&j6jAR> zzNhs$!fx%p1y*(tMN#neW#lCTLJ10-FzV+QHwk#?q*oonz^G}biaDW{G=6)Df$?dg ze|>$d;r3l@DJ?C3mtKl@RruIjQ$f?$<&1{vloFlPLU4+??Zwn^6Vyy~g;n;tHZ~O* zLYK0{W5@+a%&*jV@h9y1NNSa9fxQNM_Z7U&vvAN`zmv#pFMf4y!Qu?n-`q|W0T$1u z*hTpefkj&fX4XrjFZSDU12b;#pQ_cfplEaSHh>wO5d1Y~U}3?brm3zz)oM=(-twca zuA;7vRUG{0UZ&DTG+KaE-e2S<9XyUCS-g8;I&G~wx3-oLxlaoxLo`Dv1Lh35)t@tO zyU~(}aR|~1-a+uQzv_S@PVH-78qr7NCZRcF6JaTj+Z^ycI}}R2FKD444&j9*lNJ6( z4~&UA#@X?%G1YF`D70$oiCj4Gubmn2qr`&*^cD#Ox-e_9<2Anc%i&Has{sra>2V|a z;n0p%Y~?0#qTq;;6QUg0!9%6okv14oYr};iC`uT!SxtW==<@~EazPkHHD@@HRQUS1 z#>^wnXBaTd-*&Qod5FG`@rp115a@qcHvhW?{824L4{xnVp zQ-p$ae;eF4#?T6YB$ELq2kKBxa8en1rAP*6j+yxPsq7A>xBlq0I)Y`dXpW{%$p9K% z7d|mGohlMyQo_kWMC`-iV|NlL!J$Kk#=`Gt?1f!!3wS*T%R9~r72K3FhByq7YjiBE zy0_yEUThg!h5~S$;N59Te*35Kp1FaLd)5l?=4dQ93F$Tj3S#ybNp7f^fzERWBwFhh}`PQXVI7TETCIt-+4rW8n z8@hxZ(waZ=>C4og5g8j7qN~D|7KiKXkFt(rNuC$IYk=1C=Do5d5CSg+M@Y1PAUaD{ z{+fr)R@%zRg7rl?ohZ&_+L=N$cB`p7>8rBQ*H5KmB^)X@AlZ9IsTZQ)^IP`9qsLx6 z7jWW!-@za{u4hB5*<++6m1v|l0vsvs&cFI*{6-N8o>DL>MTNR_SAmW5Y${{b}7sqJhKv@G7gvZ><8fLvQx_Vq{u5ZGWK#y8@AN zyI+0Vqj=nB?K8+oGcDfd*Kh8)ks;Y$wKE}*1w^*Nk;CIV%@XWOVz)SvYvAvS;9QaJ z6$ZZlG5oWlUZA`AJ1-B1?XQ)jNZeaWy+K(L*dQbVZuzwdtAX=Q5n=ne6qi5hR2-Y6 zgXQFGM5dv5dI{{Ze`{-5oAi^Y;igp?)Gz@T+l=^pP(Z_#avV@8!actVt7GJX`AFl^0d`-Ji3|6-5R(6-8@+s+t#>tgN7uFbVPUlM}9u>;4 zjh*Iq^&r5M*I24$aenb;e=DL~>)zAuJhUq!2Dd}T!k0aV!R!%G zr}boR-m&;-ac=ePS!x&Q+qdU?HjC^{p68{-hx_L?mkFIg^c$)s9KJXjoQ8b_C&Nsb zFJ8tzUW;J9l59`l+sIEc9$0qpCS?|;W^}FCF3v4Jwh6P}me=7joRF}~U%#Ado~E`q zF2g*p&w`G%x!vx*FeUMLn66bZ`jriBUH){s_YWK9+uYk3+8o4S({6RYo!A})yT%_2 zN}}^RTi(2;^}Ooe93*IUyM2@(usPcTR$G2^cX76PPN3QHz&+NBL96{_nl=j8^}}oZ z3|LcRnoY|WhsOF`O;BJj)4Oc+fjRK~Br4jlT9MAWGrx|h^a1OD$ z^5$-Jo#Pn{g0h%%W~(6H>~1s_#7Z!dj0H?1U)x1B3Dg09z>j&-Z_wi8AMT}w@HM_d zk6^V!*rv35N!<`2@{474bSceD!Gw}uuVKd+rjU;+sV!a&LbI^JeUkOVwt|u~9j!oY zL|jsLU-{IY$Uy>T7GQl7j-vP5E`g`Ng3=_3H`Bt)Hphh~B*!JcdkBD*4abDY(Y*N( z6pOmQHUmvWDx9m}PbMr$B`0t-&4{*c@C%mNM!{;6TlvxQyZ|3sVc8cw3$Mm8i&AE1 z#XG3?*#p^lQqFjVrMII1>V%rlE}wOe&+D!R{7W~F4m!SF7WD~A>YFa**m6Krq_>2; zFKI1$oQbjA!TYc(EG5=n)7?B?BW-c)HT!+@{d;xdX`4|t&cce^_WD8!$oJC2ZqD}L z#<@rzTk{ZtP2Z?P&34PBYESg$C~YUr_Na9iMzbF_7g37Q^tz*QHDxu(I~0*6tt|vx`XqYx(qB-<&N`DD zoP|Ak^3B;rJ%3E*R6}g>bTpe@1B|*0%ahSm>Eo8UFbh}VM&6{hW-08rVy)*=m@kd} z&3TV{y9WNi)bDeVygy2myy;UB8dnFNAo4rmNKIK&^B`MAS|Y>Y9xxgQH2ip2Q#@WE z>{}!RI{4w2CcoZOHJ9+K6En#;mCn+9)`=STY7Q)nemr#HD! zT^em*AJ+ujWotbu(f1s^7oWZAIU*rko^1xAMq*#ZZv4u8&=4DDNn~FiCSbV~DeO*b zCyKGWY6(UoJ%rc_!NRd3kjx)|=E6=HWi;0NoXNmTfPHE_$ZajM6p#urXUd;_DsABE zO7epFsI>3!0CKS)VRyQh$3s#OZ zh5hYQf<0T2P#&QV*#~tC!bx$$hUP;V>y^JG)NW(-eA#SRq3cmoj3ksrx|!{|_STc6 zDlw1qF)$RiQ*~o?qPIM%6H9no2ZA!?cwGd9!UYob@FXFC?vJl6)9>g`%|%z5$D@MV zgqB>m0)K~%q^ecT537}aYr~ZmwApvcan0?89{0-Luf>@0uNiA%Mxq6(Z;Y9_@Ozt= zp_AP;E`%W!G6^r`tT-bHn|Sd%UPS@G$$>Uu}5oBH-5VKG?!DjguCPU6hZk3?|9fN@_ z`;N4Yo{6wWRJ?)X9Ozo30Zf(7OU&NoB~H88LmOO0wMi*H0e*m@JiL#UjXzmDPoE%m zP`AFqodIi`jqOFn8%^0zt|{k7A$ulXjq8_9r&lZWdClpS3HjIBd ztat~bG%vA>*9?;^+xv^J(Ic_OvXjJB;V_)0$!>>{W_o$_0DaYM#p4sCVTmaQObiZlsU8z?xOX--d}{%ID{ z{@^iT_wzNQk+x|a+QN;S@J8v&!Mv_bNU^?Z0=B0(@8VA!)0oA=ci^k3bj{r7sT|u$ zZM~KRN3+pAW%-GWGQ^_7>^#2Wvqc6+B?ZM&d2E~Edei!=gIaBfyv2avqSUFcRO((z z!KvDIdxOCBY11Uw$r8Z%fjaODEMTNu|3rMhE3mz|aHPD-PKhz0y|@Xlbzn6Cb@PM? zL2F!irna_z(Y-iv#ENFb$@86groe`$o8PBcQq}~Jy?ONzU3g|JFewn>dVjgkCQo4_`z!y3g@M2L#fm257)&y za9o+wA>-&}k?gdwXJwI`O;BdrjaVihT1iYdxaA#!j>$ecgm@}Zdw~^V<#4h(|*C_u#^WybOk7$Z^;j#B#U{LgqYR%3wiQBw%+JtAY3L@ z9jd`r&!bg;_(6Nj`sR3Irk8crCu=!?9%_Us&0^)&P)-yS=R!}mRz96L^Zs-N2P{_J>*u{4+ zH|}21OF<%9y-(^G*zC>sgT}2dxs8*H;I81FbJZgG$jIoq15+`3+Gm2pzOvYuGJ+;q z5qhT;whlRYLIa)6j-HyIM1&3Ie-ZF+JMBwZwVW60Xy6I?qxR;d#rXc`8HcP7XP%)jZBk%mCe@e$K1eUnT;gpu=H+=zlD(B3gqq*Ui|0$I zd1cl^wC#`cf-ic<0(KCp__TXe(Szdq*w=|hMEv;DuV4FBUb#aalCWaJ1N5Rv_;9xg z)qK$jafvb{1LRV&v5X8D#re^YbaX}ejP+TQCQ$6KOTQof zWkNz<4KB5%`j`t%EXF{GwnaK59y%|vAqFvdh6&p`YD|w`17_Bh)oY>ya$cIiQ03c+ zC*WF%X^qe`({A6nuEA|Kpa!yh_MAE}|K6SCn&bfcxiSE?n^FrpNby6QmQ%oS?SoqS{IZ(O#dv|;1xC0=tAU`*zFJ1Kb0s1-s(WW@K zY9D>I81vwgwXT6OePlDo#G)7N3>UQ;Wjbd^(e2d=E4zwH{tgUIjS!DJ4u+)!WEFYG z=#4Z~6cQ)ZBv5v`Fs^@)nQmc>l=ed`!N)JupntAE<9)3^L5k!b@rKb+IU>j68_7gz zj9beZC=lJRIQIFhEhI5T{zY8@Yzq7Ajp{O+B#V9mG8ha=#PL4KnVby3+Dhq=Ao8U1 zf78o5rVU`#E?Qbmc=6;|6=9|8g7lAE@(C6@vtbzCdk&=deDFpUwaKSLI~r#1joHKL zgMshI9!*5&(dH7)H{_JRnG5L+>gPmn6J*i-1;o?JI!m}i?xsHABwh@G`+p%OVpy2F zU_jv%gXNmzy`sV)c;mO;7DAxRx;NnPeKdfl;_7Se5Eni-`i=Gdop^J$M3iQDg^>Ov zC+4(QZ4uggXe5U>!Sh&fjN!G-hD$Rp9|7AceIn8XSU-D=&%7J=<$^aAPlQJq>OL`j zW6mjAQXIA;CH@ z6wuiTjS6-Bu>+O8TS z2v=%JYMwEqJ}(}$pm~m7ymCL$JSmh?~)M~1(pvw6FeP8rzZ_`L*`b)PqkU56B}k* zDPMoxkS!w~as~MXT;K-{Z_Qn>#)$wUE>ZY~Ayy;!MKpxa37$KX`t`oUO%>hc2_*4z z4*j+9T_X?jwqN*8jxJw$=#zz;lg>CArpQY z%lg_E?XAcwcW&+(=7obZ}ygos)t8$_wiTBLl*Ti}q)*$2)94s|lWW#51}2nQJkwfY-*5S+?&{Z)Z=q zelg%NHARbws5bf9Yke^Pp`=o%d=DmZPW=_%S}Tu=JmZIm2e~tfEVj zVU)-3PI>jrS!LmAQVwRjszfttu{jkfw~<~7xozSj>3INeMsN?Xctk1;e)04)nOId) z2#si}*Cbe8Rf3paEG(E~NnP7P^(0*$1!}!ldoMWAhLy!+6PvafxPkxc;`Pb2rtFPYn^hvK&}U*Qomz;jEC2#x3uRP0md| zttqo{X0A5i3kcvtl72(%W9IkN(E*v& z10f2|j7d#>frQK1;Pm{3DW7+89tVJGOfZ%P(bicz!Rtovf!OH1sEbV3mf99BDV*H< z3P$>#+@9T>Jw3zPh1uUd2(A;KIDK`=dPg1m%CVrq38QbB$w)f=gWYGI2iU9BFCFcE zMUIGHt2xE=IzbT?m@)srFgIbU!QBS(9zrqTfnnCUrow1ct*OCi6m=X=vgg-88douI zGck6Qn+e#PKn-1T{Or++Q|Gr)VW+`5MJQcSuKFy&Dyt;$GraI)M8RJ%V4f3vka5cPoMjNsm=Soq%)1QqKI589RfiE8#Zp z&7v0*NBsM`5m@HHXt}L@zi|h@m@#I?8j}r=y1!tTt(A81G`X2Ed0MfuZQXcUV*o&r=q(dkG+h*@nUz`0Em9=TlPH$@ z$h5pIS$m53%P)DrY8)DR+nuiz)8)FlAPFD!r|T`M0ltitOlvj!2JFVvTM_+eO?oY9 z4`BT1;@MsQGwC~Q642>Alm1*{0^VWxEHpk;iI0nZz7lTN+wQm*9 z8$;&Gq&b9Pi{7gG+GWBC6QmrLU!b~Bjl&usOd+>E=rIh@G8!HT;H-b!R^@)U=nAK@ z4@|&F3NkqDC4FQ&Ue;%D9zsyqakn_xPn&KJxn1u;e87A(HkGeW`RP zbfl>+HCqCBHBGXvR)Dkl&E?B=EOcxdtCrjAs{lI7l84LfK05c)9aP4Fq)@GS9GKeO z2)@x|pR)~@a<&2C=Cq$&V=!BVJD08uvY`ue4cNHEW%=SgUoInpJKZ)}j?7s*(U7sD zY6^yesl9E{fI$vtBnP%;n_e2yax3Qzns3XdQHGXT00}?GT7EGvXiflFV7+qbzskOMCmNYVNXD$X@aQMV4>#8nlb4+o5k*a zXV$55jfeTTOBNo*f#w^9n@nSiI~FxB!uPDHAQ$G9MS~Ko;CBc)MN0G(T*B}^`TXSg zg}zjmfRW^*jLX6(@mS#X1uS!)YQ?%|RhwsH`s0W;eGI?h;Pl;XwvKo3{NZ=w4f(=8 zn3iVi6wI%IfnhJyQj};Re43Icv(qMODSY}xuz*sQj+Cu$%u-POF;esi^Rn-f$7CxK z`u)-vTmT7}6Z6#d-Abh~UwI4bw;HYG?Iv_=)W0%1^GZBu`Y^bReY37>?)QsF20BXm zGkV-Stx}gF0aZ78Qv?NpxQdXb+09&wGB*5qZs@e7_;H^xdffNukeMdasi#()H59xk zJvnKo(i4_|?moEsWV*SW*U#cs3YAN?Xty4R<~OxW(|cCtcC7KU=k-WRxkJhKG1WxvI+T_}!6UAf6aS86 zztyZ8^_J4^B*L=jYjkZ+M~Xakuane#YLn}Wo_JNt*QqN5<0LKwXaO2gu#XM?otzMJ zJQa0UzSJV9_FvP8rTYQ0#uiE3o z)!19|-sQ}SarkDU7-ThP$jAohu4U2ZBjCSgtjHncp0u@GFRv`-uaOml^{Z;CYorzrZD8}LjxTbj(Zs9YHVqtg-Fbd>z08~5wul;Z`@?UAo}{w2oSNW?$DXTDp5z?=ECPWrfZy>Pe^{|nNJ5#i16PYC7!|T zVa+3%N3?mh??HEhnIlBj3Up%aC{&1uWrE{xjhSKB$H}MdyqKXO=ZU;$>2>AB+t+xb zH%QjT={dy?Sls4Ls$MY&SwU90p#)FlAqo$)@N0z&8=nC>FFF=Q0~#xZ0Bm2_J~4bO zblCvnvmfPWzaz?~L!omUfkV`ot@3}m>FWxNJ&6I`4I+f}?}_Vnx8cj`)UY@D@)|~} z^J#tElvzUqcTWh3NNR3xeO<@KhC$iWGl9T<@8(v@Ptk2)`M(wR6;M%i{kzgBLrZrF z(v5UWD5W%rbVzqMsB}n3cMnMC5DH4CARW>rF~q>YJ)`ga-}`;6|wM%1Q=!rf2c7EVI zFpye0056~66-rNDjUkU-^_4hN{$G464{i1sbhak{Genm1DvLS%Y`M3WXNUU<8Li#; zoq1nGgrr6du1R8M562N%$D~?P%SCyX1)&54Da2tj_Mrk^u&*4oREYDm-S0saXT+?3 z^P$N|6mN>eE52gleRB%Er=;}HkpJ>e;W}JuuQq1#b!y_28DulYdC0&uTt#6sGw&J` zx##xw*yXGG0STSLtW3DBWH|CWqu0jN%s*x{$DKWhxvFX|>Y&YS*wv7iHYYMHbe>fP z5tWs4Hg~bWf<1-2|LUdd5*6BHcx*HFx%so%8O>E=YIUSNH_QmBqVPA=ba`)^4UiT# zu)9kIuymm>5d=kuEHTFij^aYq9MlbQv(Aa$!9fEja%$s>6534yuxJ~xC=J8rs@6^J z6KdnF!#J+$_(6cso7p6f<61M=-QnY5A@#;4ZxC%m?TYqbiSTmwF=eARW_e?%l*Zw+ zN^R`xj+69Fgu7S7N+h8lEe=kQ8L6-N#mt1bbr}OqLWAOw0y=R;ozy#X8=Y5Sc4omw zda>~D7j=;CXr!MCc0PIEHv2gH?-pGkJUnI_)${##vQihqXl0vJ>`Q)~5E5Rds{e?}sm~#kT(1pq@OLqo zTa?eNrk3HFd_DejeoX7WIVxSqlr=pv9t6Rw>fy)o3PfHGIX;S^52wA3$F7__jThF$|OL14+`k&fM$n4?jDg zcwLPILDS6uPxFD;;(%h{&N(sDpam(`Exsb$jLi}~lWXL&S~oodUnF{NG+G2%OzOKC z0|0D-7Nd4pAU~FG-O@8O;7V4YW0@?FW#s$pZ{gkY%)naJscJ4_s3u~YZwi1Hj|i|`JHklOQuk6j~#h=u+X5s2RRg@F~BHrAX3v|YJtK^@)A@s5jW<_<;!GM}l0KNKP zQ9H|%=X+kCLw{sUb!8@Jg%FNTea+80DYL5Gv<^~m*^JgqCwa#_`X35^@RUW33`Ms} z=uVfSODp6eWOV>oV1%mu8UhAxp9xb~zezXN!y^3=VVd$D!O^oip8elin|o}smon2X z9!$k2a?|U(v9m_hyHIa7cFKJZZ^n8_@GstMp3g&S-Wd}DfXSgn?DH>U>XBf5AyGW} z=$g_JfNe<}ko_yM%fl~B-gqWN?z|}5qxEOL9mA5`#Rnl0265vYX;$w5O^wGbU542dn30t!W-#xGbodmZ_WI za=OP^BugzzV>ViWmoVh-6;e6Lb*b^mY$TI!E=J8tpGiTtD2YnOq2}Hu*GzAko#nH2 zo_G7$qv}FKoth6l4TR}O_cEIzxcNK6M10!3bQ_2O7NibN7lOhyIC!=RtYqW`sM#b+ zQ&HFx2H05+>`pVB z!6lkLTL|Um9FgMjGb*~N1p(|^hVg0)ybMk&k&4J0nHDNeqJ2*z(Qlgj1<5~ipKmG^ zU=8q#IjzlzWII!-$9vs*?Yc;PNmP!( zAMx!Qj9gnVcJ)iG_NG-!boxL`Ut`NT=r@tZ!0G^be*QpjfbZG|m_C2y-FOa3%?t8; znlN;|j|&mpn#FTR)=RmyI7ZHoBM9F4JFL4DE0|0f#`jJX>jq&fKvpOLvlN?p-Qo>N zKdga=o<>O_0R|{ijb(c#lNGoRW2aX<7pc@zMZ-I0wH-yU1+iolXg-*Lh~I$I*uS!< zK)0{(yq2=kZX9g`Ak`XO5`ZgbFh=>88xdGsO|M$XPObRM5db{HHNA>zy{N}!8A$_) zOZq=3p+pP~$jqH}Ns5c1%6^sxm6!8dUMl!_a@z@3dsUODaNcIniNH7AMh zzj0G3keR916TLI^vtYwn+H0(yHf8^Vq$3kP!R(10>`~yB7Y+Ej5|IA`{%kRh13Jt- z(}qPDG0o*JWS^B?QfTnXA?-l$U9^uukUY0c)v$dNPGuRA^*guq@cJaFa<;~WDg_0{ z+d1&f*$$b=LmaM*U!z*)4S3&*pm{@VO7`7ZWR;qOo^*)|dKfvK=PkC!FPeVdFwT75 zZat6_Uf%n&+!`{9vHu94KZK(Jxajd%p=vOfBa<8{s^{~bD!ZPM1{)}QFdlEz7E$3B zhvk>aeFFGLMGgx(2UYfpxP)F8D6`(eolWDu`J*iZU~o+VcT1tp{HJHGQ;Am&{iGYd9^Z>Ep(Q-%o4%XG@TQOV3+8lRJf6ayJ>_?_IL}!IfS{eDQ@TwvG8`Vv#QLszP2O}}>#FZM$8sF`oqz(ZnOrtsP+B1v4S_+MziPs(tJikH= zek$nEp*;*e+1ry9(=*P-x9n1pR`NFUXao`Kc1eamHKjikX+4F8#16XtT5S8JK^97u zhZIdgo=B9J^NyAQthB+QM6Y<1B5lj(G+*PTb=JSchuO$Y7|*mT_fw7;q|nV;`4$j9 z@6<8z{Gqdh=>+O;{EgM1gw{V(A=VBnyint*0kqPN?Mf0;85(2cIQUEJQKRFJF7ZUb zSfxrYOrYi$?NR~epsr1Fa5LRkD({v$438R^eJ8@|U1l4Qn(Wvcl%@`wkA;qkFWYzD z4pGtuJv&xOIjXQqNnK#K_|gpAcOw#NJEVqLP%;#3S^C1QZ4o{ks^_OY&U3HQK=^Zj#5h_we3tAh2i4zn6 z7ag1Vkr0Ey5~dNwR!eNv#3>I=W6*3YMC}_6*L=1+nsVU?5JC^wk+Y4VQHY}uUHH#Y zcu)pu(FziO0DWWtePjuc8@3GdE>X}gdm7blir_O(va7HudB z;kcvgmoXN6qxUljdQ6yF{xTYq@$AX_Ozp2P*w~>;O}as?0D43nrW}0%orrdtM|Tbg z5GS)rr!PAJrAG{8v2kRKuAQc(Jb&$v=HrecK%b=AJ6lDY5A0BT5^~e3!?K(*00Yd|k-RZ&}u`HV(mDB@hl*j9Stb+FsIg`!4vi4^E(d6OpS3b&q zluu$>Kz+?#e-UR(e12)BR$BH{d1?%t*I%a6HwG4*Ux!`4t?$+P0KUGiw&vq>2GGI+ z`ktF>!PtaR|S2;O%oZycWqR{Xmcy9^CRaw3RydMwL};jO_QEq zzc+J_%KSxp)*aO`LiMhd7NAVDm+s+NEz!>UoAnFA6+$RIQP=V9y&exencR&o?ps4k z1{KIJX=Ilb9 zhpAYeC>Z*lbpExzf2B2mR^G`!sd*UT5 zPA3Y$q7sSy%}aD%o$r&Ar>9!ffC;0LUiGgp@qwLscp1_3oN&|Kc@~BpPCoGmipPB> z_I8JGGeVYwTP4Bf*W1kJG4J@(O(=D}bTp0q#5(+l%-?EJ*mR`YNS;xy!ggt~Y+%}7u` zgqq4Ay5&(Eb|e>wy!c5=&^%*lUJB@`CioGHh`Ebcq#V=8j&~jv zi^>qHh2~4}*-SFHQQSJ8Mbzi@sHsgNOww6cmdxVZkCgA$EHx zQ~GJn1-7;4G9%gO%Zue`)2>x}0wX*&(s0d+1lgHP8^l^3`Pqzn+0hEqkJZ$TJ!KCM z8`10vzaEGF-bankofI45ayOU1ZL0gK#B4w_gN3?Ip3iVLjvCen!N2s8ipf~(F0_it zUUDI9duh^G?(Eueg)6do{M?({X?1pca-iOx7p9`$qZw)dV}T&|7p~_nkGfVHF#F*7 zqrH#n6&0BIB}Ft+PM6KRsY?S~P>*^ay@9ArFpPf@ES0?NO}loD} zrm2OWX!qAKl)yIpAuk%uF%Y8~%}lmvSg|m)vQ8>FZc>&T1;?eZL&xwJeO;4r-gk$1 zrO3*|bITZB%RIou8|%KU8^sKwem!&j)vwB-p)0R>Zb*^2U+gyJlD`!U^c}X`hHv@NU{zOjER%>U^Rd zK`A~D=ObP(ld74fy|XTc)l&=_xN2Ic$Ay-SN6V`K;(Kwg>D=1)A5sDR$wqa{^AU@s zHr(wCm!Ia`JI3#n4HHK4jiY)57WMERy8cCe*tAOk4IVJs$^hNWnV7WHNBZ+X4fxt? zx*1Z_+OrQOy7HgCJ`#%m`e^Fs!_?GAeQDXIhXZ^(=q4#&(@qtgPB!xy1>#iDG+6=> ztHF>Bg1;hdIsvBCi3b(_F17Ltjnhpy<6l(yEcaX&K(DQk1vm?F8#P#qpdzWGMcXDX zCHUr&teF;jbHWW+pRa)_&PW-7VZ{J-r+FTuRU$z1qAc^LMilC{S*lEe-Bzht2 zo7f8cYI$mY4$sh6W;q$A(20zjR`|}hhHh8imJ==hCtV^y83W7CeGL-tTKKS2S!v-d zAZCc7OEF86_6TI|kvdIsj&qUK_fO12pLjsWyPrnxY5&qRDfx3)MYL^w(csbJ26}a+ zWMNpjN{p*8jVn=Ghe2V~Zc*Zg{5NV=XP$xCN*j#>zuMf6@;STcdT7P$Pnb1WUOR8L z89#9>2+hhjPVY7Z*b7`TGar*8tDpR(;b=w)(uxWMQG@F^1CeAzTEs0}Ke_x$%4#qx ze-Nq0Wi<@tV6DvzS{zkreQfCv{h^wzJv3nTvwkz1WCY3W5zi1TX*-F+iP^(WRi(I1 z6^tTvR`~#m)oA)f<16P-4vsM+Ge`pI?++`j>ST02xg4##2cqz`n=%ad8^`RU&L4*o zbRtwRjj-fb@Wx}9#va&Xb^!AWP!Yn!N}kltFEwsJ{pIzmz2p1?*zdg;NZ1fIXFtYb zgrAI}E?Tem@5Qtmi=#mN8{gYwnzz&14fgTRJ&I5B?1glB?5MT}iv)`JhSqVuQlHnn z^_^W;dBy39RqE}ohy`3uJ>E76RClHPnBSl4UB`ivnzHK&e-{C-wEaf2AE3ig=;ed_ z{#q#a`du^=UI&34?x*z-cKb24$b6l>7l#ZS19yAdP{5OMsZ?*F#o|+&#jZ z^e`#hT^^dK>-!S`10me4MXc9-nxf-#hB(s)?)P&Dx+}cy@=?!9`k^s(59qHwnC#P|AUi*Q1>mTh+0?bH8G!-r&}G;5Y}TRl zvt!wG+3j-WX45NV2~)(f-F$U$E`;s}Clg)_fV`w217$_>_!=@%q9%%#l=g9JM7N%g z%+Z$jFAZAo6C1=j4LYjOJ1%y{!U?1iE>lJur=- zP!?f5wpjHvEyJQ!<>!RH= z=s+EMc@-Jd0rLa8aLrz0U9q3+U^+t_;MKwK0ynmiPcoKsRT4ziuA2C zd>fDm=EOWdi+V=-+tXl2vr}m@UgggbO8b42owllBy34`x67&Qg1m+TIIzS|1* zwjZORMky_H5jf&)u=$Q9fX-YjgC9R2p&2v4C|f37tSs*&9vSVDSxbi*NkGvjPnq$V z=`Dq}s|8W2%Eu-?!8NS+5*LA14_!`4Ls-rf$HZNRp3I0u>R7#e@-#;;nahu3WC1I}Ia5Y3ENKNmp*D6Ms z#jg>NrTI(mnVko!b!a7&4_G}4E>Q}4Z@yOguts*um#mNcvtb`Ens7^t|Ie&iPgiLi zwg5~@ao>4){F-Q2-((#QK7AsP>PhHJ0Z6)_&404%l`nueA5hkEfxbIG_eIOu%g zquldITQ-N}*;Jb6q59Jr0Q_UakAdMm0_k!wmJBF)@mqo7;(?IjtwZOoXmKY=`$<)UjEUuv9K`@w{ zs}F7T3Y6();DywZ|603%O)Ar5c13=tHG1aD2cYs5i$_c6ZP>G`fi>5F4i0frY3ICI51gV1WS7n|?T z2}>-kgtJ!78Wlzfh*4jn%WPC5!}a*w{V^~`>%#-Lbj>X9?~+;bhV_T(L^^}+@22op z-N(AvedV9kj9vT@M4{@O=LUKmE_oF^QQ_Z_KYgMm|FP5MXz}OHh}TMh0h_t=I6M|F z`{^a|cn(wW5$Hu7h-ocYt*BRrR})h$<#h#{V47Mf>Epod#a7{vW#7xi)+xnbQ_@aZ zXf*4&5x*ZS_r*BStE1=R6|#+0*RqXx=m7}L?sR$Ukmp9hsmoOM<3nTg)2&uFC#i>) zqv*(?kF%uir+@A_Bruu(ogI$LquMeRrr7B!&6hFL%MdFF#1u@ohz`_2*g~U~D~#Jm zyOxp$F%K#0J!9uhstA+qG(!k7gnZUp#4<@IWn-J?FGvwugE~kGPv|CI5VGo=6h-FO z;6(X!?LR-!GvpF#V?z6R?3rA?2>A+T=CbhvS>kG34?fu^k3Z=#7aq~Sl`kR9Z+N0r zXUnld_)@-ob<2L&W)hS0Sjsfk)rH`3+M^L6?}#9wjvfvGaZkv>1O$!qBR;ajZ4kN$ zw#6{3Nf%i<^k!+7!)~gVjCD1`Bsx5YTOH3@QU{}x@Mv2)_P4UMIQ54K=eD*w44%&6 zj+{vzxh`j8p0o7nV2hehed^mF&R99$nqbCH!fCjCMA&?$`tI{VDJzLiC6;?Zb_m-D zeL_W;9jwE>eU!UM@D1|7j}_vTgIg^v(Dv?aTYz;lsCpd^2>h+$WHlTPFYXrguz>H| ziC_p4q`%n_IoR5Qbg|qz^Yr%RRSsy3Qh(pwNXax(%^SZzIM{)HNTPjoFzJpw0?B*m z=4%Db5jTf_H1`CmXuo=`S<)&+#%q@g-t-Ccn!0&$I1#dYy7jK; z&@V89Qk@9!b`+ZPZ2XLiu(VvoR$3yf?~>fpru`n~Eo%2O>gm_n+~cnL(>e5FFzC6V zwd7uxWZ5NjZGuyJ;l-Tblj%4B-i&>JAyV{q1;@gmf!noz$X+U7f^ z=^W72)Jn&(W?#^ocp_lJVW-wR8>^%gY_C_r@=?%I`t8cA<~u@7->~s#=?m}PzBL|c zTfYdiKDmtPf4YPq`nlVrwzU5jN!?8-nTObx@Q^|I>auL6eLu5btYU< z{U1L}uwh^)*8+9eINs~gVW=hcJ&QD|O7HlFRq~#frhpIAZKyC^@5B3;Z)9w4KFVnr z297;bvfnuwk~OO$^n2A#VH}BirTt1D-na=bTa|zFEUEIM1e`-JzlX{KUL}Gs*`#pF zWq{X>%Y$6Z=SsoGz_jpN%~_aBdiy<@U8fP_!aR7QRY1&${Q#7-`_`*>_LLhhj#{ryh5LORk4(`ulSo9UP2MVDPQ}{#43=c++d>)rl1R`s!rcDMUGMR{GovLK_6%a{@yG;amFy zrndp+8{6^1LU%3?cUHG4DTAUY?@u``JgHG-X&|@g=N#j_B2m8;mwu_De~-UIJ4N#) zKb5*`4!Yg=dN1v|I%~Qz*K(Ie3tz;LHu8Z(?SsSu{Uun}DhC8jg5Vz1>=y%{UQT~X zp%SUlM}R@0C+uaA1xTR#_ND2Ozw);zub}tO;g=#dT`QN5p|fc+U=e;318HLq%9#~i zuOo+p>)p|82zOAx_7Uyu>cM5Z*Zt?f%lUhUj=;;KAd}Xc{UE2!^Zln@K*@y5qZ7zV z=grw+yO+~qsA^D`+csZC{4QU~!Koo`+k^et?NUyQt!Eo6 zM~l}B_ubc~N6T>PoXuItO6%D|f29eWx$I6FY75oXgX#{j4+FwRs}$#K6cuj_PlTrOEMN3ulQv0`#_v28A83<=z9wO;{4#8aFP2WW#$Iz0~~(!jF|Ec3ayO}pALs>##p8Dw(YC$_>hOdQna|cxBf(%Z_Oqt& zYgi-Lq&4tR!TTd^a2$=_a!~gJ*!Q)*`!4sZ-w>_3^Xo*$DC3=}7m)G-5MP}`LBK9R zRmsuh23^ly2KpQxt^~EYo{dYoUTop?NLD=;6a5mRz*&iD5iTnOS<%wjw&)FPF-oCIC z4SZ_kldfs2&spQFf17Grz|4Uz^RP{>BNpGdF zQ`hYYR26;VOH3x?%p1EDAU-z@7WeeT8Zv{ zUwGA@Ite8RZD$X>at$JrhP1nEl%_c@iU<)hmhF??)|#A*UF=Hs!6t$A>qY6;iT(Sl zU&qZWt=EGyhR1=@pe5fBuKT;QN=iyF#LL`#W0sD<X7WsGjZW^w`|W4gIxVZ75}m2HX5m{m8V_ zV}C$usmhHQ{dXQFC9KBJpX&%^vUHwf2*MDc-9r-81&;*LA>r)&&yAG z0$4%M*KM4gL1Unt<@%ueu9Ic>&El^CF|#6wZ<-@)>Z+~Zwg z7?;NqEtj#v7qsDqpd9g*_*22xFJx{*fERk9+R~*jXvJHsX`@9OgYMq}8{;NV^b7gO zOS3~fj$O2X@fp+$$Jjs8f79`z* z+?*};dMB3Xsm@|Mjs=LKJu35K%JI?)I$%POJ?;7{NSVYcPM-1i5SfQuez`-6h26}0 z2g0T;JUr;Bt7@KO(m&CB8m6nOOaDgjdF0JyZk+D#N*O%K{HfoES@S5F2Ld~d$@Y2k z7g}AYF03(PPqFs!CbPnweGv30DtXm~M$y^;PA2Ue%-xGnhhj!I3%d35r0As)Z>J%DOANAooq1>TP?xrG8lqks*VdA?4%}9?wu8EY|-oND?T1t+~ z>p84fB%yt}_mVIcdW`tM{-_nH%OCl2V_Qx%V&@-UyT@$R$iqhS<*Y|(#2S*Q#C*@& zlhfj80?fh}x0T`pZ)PS6l_aHL*Ox2QlD_Ak#^Ua7qQE|9Mi2h#nZr1PlML{M52^#u&=m-yKavPfJ#ZfhV$iK zNTGdc3CDKo$?#$idZCudA3Kn6UUm0f?+!^$ zNm6@zjCnyT;*4yQo+aYGlYJ*M9#8LVy+-7Vk-AB)5qBJH;s=YBdqM4Mz~l#__NA1p zZq}@pc({kRlVL4Ak}c`{daMftgAOR0s`%?!o?x^TQUeGq*H#+&JEI34)$h0ZfZ+Hb zY?!XFnLfT*dd{#Lf`$!yiO(j0%Vw1#o?FaO6Y*n+Sg6{-f?l931mJ zDr3FKK`MbYKq85#`LTdu`3&8b|k}A^G0ChO_GOn;rYYJ8EGK7@UdM*GVW%YXA zXO=^1V~W>katdmCOz1cWA{mqI;a}7dUsK3uZ~XLUbG-?{C2}TeCqkWxbZ{%%cf^VP z9#pMcS8?{~!k00zFNEO{3JH6RU!f*g_g6PD(>q_bI$dcUBOCT$-*N1xnCB(Cw>d6P zA^7*W;WsBa4<>uz5_lQsJYmD(jGW4v4!y8TWjgjSi&pw8@aRlE+u(xg23FYNtt8{X zLHWh#aXqtN)0py~A_d_wpJ%K`t2=L=NBS}mzk*YX2iWi#|F_n>%i08w%1e z8Pf|GJjZ2qD0~Nm&X~uxwnIS>z@$|ZKwnTV-||$$k)4EyC7oSh7Fmvcsbz&WHnl9! zLH;86O-z`*dCb81@RdHXQ9A^;I9XrMs-myoFd~&m{d|>dzSjTa*6TH*_XH^t8o8Pi zlqow4_;wZG7dILlA#{^Q2y;77h$l(X!}B`Z`h9W4n$~mWE&)1MTWI&s`muiN(VPGk z4F)#m5akt7zYE-P6+Qz4gZHeesvihj6f8(TetgBM+Fjjy-vf}tA+IZD=*QP5CsAua zybp~`ytfX1hDkexmIaK3D(963uiQ7q1yPJ%%C(u{wRXc*A6sD%d@#qXPC%1OM~Z|V zC(0&CZs7<#2)$Pg=y;f(U(ka`a(RR-in$4AnRf5*EgeP1qZTv7_z|ZNU-!@8A^U!s zXa`p?BXdcr#WW1EMLOh>)T)-6(I%EJ>z9VmGV{IHqUi-r;*a66RczQOuk%E$z-Br& zm_9aZB<7s#N{QWa9QCxHu4pu3cD+$CT1=fenX(C^M?|S-f%-g2-TBkuX3x5yr4Jex z``)kWyhbRKJ_Kvo{#C?0_ogZuKeKEJ4JR_X3a$C}a)lK1?m{2WfM>e%89-%X8fnP- z?9{MKNY+7nAIVm&oYr3;kCP6$-UGC-~YY2(0osE}|_#T%49Eg`8^X28Yjjw4TCgJicy`tgVLbxWz#-{h{Gf-%s zw5iM;m@4cnm+m_E$1DT|wl=eU3rsJ#m%9QE1{Ru4agujZ7l4ZuZ;QuA)*C0=<+L0n z)(3ms@T0~vu!*SK=CxBzVE0rh_|ESwbkhk$`}9Ja7EkJ%OMIjNqs8x1^MSYy--9{7 z@7El-9F$N9{*mUN;zuKE|g0%WV z+Y5EUfiAy*XLxo=8b2bpyd39K4u7r{l7*zEzDv15(?DCuM&-!i<6D-s+$eXM< zzqMK^8pZIUKAN>Yq?#6@mcdcqPPKnP*I#{WOb0zObixQ*Vc3bYcm{4{U!ao+%>`CT zXv^AbKB|jV7}->}Wh35r^dOHw$|nuuf%9E_JZU6Mir(1dUW;&_^M_{WWI`p9Jha1J z1$|hN-jv}RSdpFCZ2L7oa*}0IG_GH=B4oo_v)mw=I)X94)T=9c%Ap?&cmBd^5 zyiF=}6dw&u>jV@kFHfnm;*0Zrw^1kjIG}eq9%OpSB5P12FyYOb z+;->fk=97_UA*0VF_v$XD>pmP85AFda&GEqpj-vSh-P+ z$SxDJzTh*`u3{f8T^~>(YXYmA*1e}?6}P!*Egi1{BCpXeI)GBYiy1-|Lt=*-T^T}O zXgZuu?LkI7Em;%wCY``io;^qO#O`)%rz(7!&$hJRP>}n>7ALU%Ild@UB)}qUS2upd zEeeXqdk{FO20GHTJVujKXL2dUJZ~(by5Z-?JYO!AjCn@R_+zv3EJ_e6Lz$lov+345 z#s5p)a&o%MYXDR8qmy1d615hpTXz6N=+M`5q{cYtr{M z-TQt+eUbU|M4mbjS?uXu-i~75W^XdFq&N(+=7q826~RqT3ZpaF zMK^6xko$ie6d>N?Klfh4%o+$c<5sn`Kt!AY$x?{?4`5H_oIHT+kv~~D{~S6X`RV_> zSV4CdSSE_J3aDa&onPjLi)suUUAQ zTmI*}oGq;A-k6!&1E2EG7J#0AHgD_XC~xL&NyjEH#>c}a0K`r4@&fS;JR%%Ce5^b? ztdIY%q#bWpODk+1IzAC>Ae8E#2avoa$S+7|MfX2#h`2e#gU<1vHXt#IABc$ik2W45 zQA8%uf42eYX#dqF%mXBQ{i{v*|IrV~q57|WJUl``Vi4l-Ki`FihoApnpUW#E@~<`? zJ|JQ2zuwC$BJ{8Q5atCUl>f6Iu(!hh`dmRoQrUm@;}I16_x1$&5Q$8P$N%}xLL!K) z^#5$*6-7kv{bw662>*4g_=JHpwEylWD*UfDej$N>wF&V5Yu|VTL=Y)a|M9uN{{HKC z1AcPR|LZ%uyPDZLSh`{(^8d7LeSttKAaF;^$q8}tBgO&{nPlYz#DV>J0z~DwxtqDV U|2f_G`2_`pv6-0_UMOP!FB{ct!T8*@}oOROB(=LFt?-)Kml=6V|x=*%$S|gPNs&oAot{MZC(5ES42KT#cz!FZ#=pr zMzlA)&2Vk%-GwDFN9FXq*sCRda2b2Q{Z%wRoAc5+&DZaK zU1{V_)$=*peY-nA+}wJwygYX2Rl=U9@a!&Be?#iRrNz}fzrAHMuy`+O=+b0~S3~Pq zTI0Fq@|oFA!9Cm5Pwvzi{tu}>Mn8N}N15MFs^=#crt8}>OeFF&NxwdTXxlgZQly$K z^_vtaw=>0AuRL-|a?AK}qa*E~zPi+=$$;fZ?>3iz=6dOvFCtQ{pON%E^^~A~GM_Md zfhVfJj-XIcF3|)hCV|_9wep1)d)!@r_zbKUOJwOb^c%zb=5|lvBJbzLb^O#CSvT3t z3!Cz1Yt$yEb*Pj5Z9vJv=65zU`BeSxmE6jyZGoIjM z3UZ37fpdB68?wB6@`;lBbSfVw^TB8ToL0BOaqOGP$_X6=r1PAXPk>CS0Qn_7q6oMk zXM_IxAcCj|D$iA)s(PBW*~LG5PVT^grXGtwu1C&OLj0vm^#)VPP3F26ss^n2j!ou| zC?|{UB+f7r5kV@>RH+j|uDqS@#3Oa)`I;2S7^}Tw_o-fl*Gem;;5h(^2PB2OhNw=M z$C;4N3bzQ@`>oV+qIFB)yAdwddij*Bx^B0G!ju;7)o)Vv$|vNu2R;L;8NYv#e)m@G zlkr5qds53QgV;~61=58;>^&}cH+JZr1!;dtN^vr7qLbb*+r#3H+A;4l(RkYZt_OqeKuuF;#a;C@ji=a30UMeggA7eHxfA~J*!X8P`<`0qPGjenzU>dJ zf}g7k`tWg9E)|L6abP!UBrhb~(0jzmqkX+A!opk7RUmpq4IJO~a^lr!_>?UXkqDjL z=9eqH!k3c57@e==Y?^w3w%@s|$S+(^L$6CjHTCYbpq{XR%~QQ^{0H#cUuHj#rRmT0stI2@g6Z8xc{}q7@`daq zZePD!%1%VLpmblk72+Q&}~ok@8V}GOg*^!rx9(4TrqMS)bZp=(diHuU_a@i$1thurYJjb01{3kkqs3aPA+MX3VZ3pS3%3J& zUuh=#Voe1vP_gwnmq)GP!^`W%6#Xl>Sf0?Mj=K1A`u)_V2NBli8hZBUytO@x<2a3K zV%HzGeQgqPPRtAk2i0tQhdhOT!yAgvmcsGA8?3QYQ&SfW^Rhc@Q!V>h>86=?%0}BB za$B!l%OIR_(LwLhrukFOb2McvgQKPkIQpjF@V&JkrA=TlS-R)%(~c~3CE;tFeRrR@ z_DYc!tfA*%&YSj8nk`3qbfBVkkaee=Q2A#)@G6YsF!Sk8Jcp#E@~PR(RV%Ar@|Ewn zjKYh%CYhFS^xq%id((RALy9A+hc&382PV@zN{h0mXF3k&8ff$vF*K@A=-SkIcOY+h zMiX3KXb^exXl2K(@nFLW_f8rU4R3;#uEOwiL6^uKd$}!ZY;ww2Lhp-=`(~mha4FBG zLpM!Su^Y**9-CTgAu)e3fGZ#q$nD8I#ok-xMJkc}cVDR4<5jyFD>_#AEmRvh1G|K^fIoUbYGyEft}5&;WA zPO9-ESbD6J?YD<-dcQV=;F4@7}^;9I-7g+=E;X;OYUUD_@Q^(@Z_Y~RRiiOoq95VI>)V$&>Pv$GLx1*^xig@N`1 zwA2mr=w}z(J(YW!!`kPwHH9d8bkw)H74?d=N1Ds>qPm9%0~#K~#&WQSKAXO^XOzO8 z4AGnbNE&`Qs~AUAyYTV654JPk6M@qsbkcs~2%g^3P^4aP>-j0} zeOY1u_yZq4)`sgkE$u;CGD(GLmVfjbOaU|IR&x zikuxb1aGXD_4zfXZ!$ew`T1dAzKxB}yFgx^IUD{sU!3W>u>6w)>9jZ{FF|LW#>iEP zLE1!0PPFr8lucSR+AK|F?FdnOx;<3Wgu zH0#&?waddv*V<{ls{_KUBt-|BGUv@0H*G3l(l(NXo)*+KW#u!&vwEb+g(V9`rZ1H+@@QMn zC?(D)OAm(J`OUyynMUCF z9DDQS36Dh-xrF6aoQ~G5m zScNsiG^A6yzH(O=_YzMyLqUJy1;u#tzbhC70K3u4eMu`&-X!}`OJJ2)cxw?J$@CGEFQsMh|pL zI(%|7r+GQp6UU4a(=1_}MkP8u?<&eU6sdWcaK`IjOBD3HpL1lODsp?z%iv2j=Wy9s zIORb#hYX)ID&mHb((O`)U9Kwp9zuA&=A^V(eC5BKTq-Y(Jnnjw9!vaEwr3noDRD-{F1Ge>v4g+=;% zo8RqBF)yW-4Ru#Y+}lN7kv`OuRr`G5+KMNWIZ9NB?1CSd?rXfyo%nms#bN3`B5yJ+ z+-~u@p>W&1ok@!~L_~B#`cL4~uj{)XsssUt{{^37W$eJ02_<%1K>FbG^nSB~mJ;>S z9~#$p6g-v7u(7|9ITO-q7+#vua2~tW`E9rPUT;a7o#JpZW$C(0*xu;koUwLYu}Afj zguSGAzDm_jC;I){f;Y!3g*!fFUBsy-+AvkOT)p`*FS#4q9d7IevmIki(&-2iwz+Sd zN@qBgFqZ$Wr_*x!>@$#C*W1rqp*}U8mnAbF7rk548IM`3D|C1&IV#An%EIHO^}a-F zUt{B9jsG?5S^)#ml$Y6k58jB~`*cqC8{K2R+yriC=&eBXN{6Hahw6MYtSA18+^+X>Me%RTGpNI{uhW^mHzAFPoy?+X%z@oC>EeXb4Zmk)g3 z!ZXw|M!6%@P~3UOLpJBoBu9KcI7pt@Go;tQ*AC3?Ad*WdJa}H0>;YcqC&OU9-It>x z!msj4TdfrOU$nyr)o+$I2ihz6mcXG@85E?#BLO9ANi^#Ix3hVr`pR;t21L#Jb8>?{ z9&3wPcPWuVJ_YQDXM9d1T)jOkbnUAUp>YF#+hmBG!Rol2;X^9dz)u1L+*q_6Ykm8A z1v{UeeU45qeRM^hKyu91(QhP2!2g2eh`7#ZMhKqxhAB1?I`EXw`f})fq3y4}6A8JC zapdQtuH{Qw58A-Jg0wf<7Lvcr_3AB5u1`6?Q$*QM47OC-BE3XXU)VZhm3Y&K#d+C# zQ=YS+bUeGkJQx%G$rei*>S)evEZ2GZi!L=M`U*Qvsv$5X*^&dcdD=-S+c+tP?5e;B zZxy{ap=omOiS?5RX^G%u##Bx*Tb|x`N~~Kx=%tWwjuH^B?~!Y)o(a2Cz2buE)kE;% zmq8>Wb64n#qGDb5yh{d!jMJA_^xfPhW{{*;BE=jnh03K5|Edc1*NK@Ih3%^q!j0aa7Zq*Z@Ezkhjl@Pj(RvOBwL zkl0~dE4{G3oN^8udj4`2QZ;qbdTXx2%A4c;xj1+h*3EOSbX~H!-N|L%PS6hrZM;mf z(4sHv$S18&^1BEr3fMe!>Dt*(!))_pSsrwiWnG3S1CuwL}jNlbza^yN=Y4)P4|@V zrj}G<7ueK_Rxe2_EY;k2C-QU9J1y5c;#h(ee z-$VLhL-F~J!?&w=Y?OIKjQiR6P>opKr^u=X>C7v+p<30CZ?L-bUbw+$RvS__F**`r zq%+;&iI-H0kPe8%*Ew^UaF)9M30UxxK-kyqMys!(YoO9Y`Ps7QvIndqjMxgKIQ?`( zS1D7-5!~_6jUvWsT9yyJ$=iFUlb&3YKLK6LKI?DjLScX7-`o(5IeQtecK@EB=r!>v zn6|d_(&3Q{SxPn90!!vi!5h+7k&*ZLP`3+HjzmNmQ{yjlNXZwzTyjUO215*d0xAp! zE$z?ZrfPRHB1k$*urFwFxEg@61F?%=8NG=LtIS(VyO;kgsGPkfObwG4tST zl@`m3>RHPT4Rra70JYugoHewR1AR(MJ)L>>j(SbJ42)zh0>92-8WWjx}a3i(Z{fgzloO}zc$|~+*;!Oi3+>K#PGvXm)o@0YN+4g}!xSg(f5zJjT zD84*;9o$8B&tc({ZT{GdOkB-JbguHl0Gcb&?!)Ke8S_THdvdhb!`S#}x;dlX53=1e zdYR-kmyErtU@9d`dy8p`=hA_^ju7+8HAAd%YgMMSo<+NQTIl06NAU;eDV z^{6nWW-(3N@z@$ivU|1jF>jVAZup!l<-Hw><0d^TBge{6nL{VwiT3~WZFZ@(z6|dz z{X!oOXKZddT-ao5~b*;~TZe^IAl*umXqjqW*&I%I&si zA%y!%6l^cfGhO;DPcmP+d_=1v>DL-#yb4~$@iIm?=SDX}EAPfT^_Tj@;Rc`FOzx zNY%DMva>@g^-1gPb6!7m z3<~DPCzfFi>yc|?95Qe2-8#gT(R36$fzBr^j}gF8(tq8jLd0s@6+rL;r;gN1?#RCK z<6d1>9td$gDqf_Gk(B`(;7~_e6Vk@_31@2$R#nCyZnX)KANmN6FYxI1c~4(V>@}C% z_GLR59v?CyjhN9e6t&5bAgtA#k>9H3eC=_O!&H;E)GsY|r6iP_Hq-iE*JUyZGrvS6 ztbbq8iu_5reMTlH&1k1{{KIYM;71;>cbl|_P9(bTOsn5QwAsXhI{6ASdLb+M z{d+d-4Oh%P63s`91gB9CTcta4`5Fp?eLNsaX?Jh+<8egXFz{i_g=eXLE}@BS(D8dU zOyI?l3BxY9k)L$l#nv2+a|IdQ!q2?4C|Aye=J)XrqHL=s*mTkC6xJ(T{p3lE2AW3L-lqOMeO^MmDWugvbqU3hEtfRUW0!@cn? z!poGt_nqq8z`#I~=#^S6qxZ9EIrO)Xk?-qyrAO)*s2A+UjO>)covsYus#Ll2h9qk; zEUQ3x)>2OKHk{RFFRA*#%V(;0$XBJSP4Q150@U#zwg(3P3)ch@(`g$B2+@Ww1)L-_ z$984J;z8#Z-)=%hMKCRKbBLU}+QI9Dym@51;3wP2gr2vHj?U#_B&jV&d6BhT*3S@}Hgud*M$PJxQhHi_q|p%M8Xa^6CF#vEx9v)4i*O-kED;f z7kN$2`w{TB(|dL~#_kUqDmdN^XjZy3*C3s0U{j}ejcCb|Q<2vXeuLC8fZjR7hf4Id zEPC7yUZwLU1U0AFb_Y8?MB<_GRJzeL*{$-yAU?Xj*#NZ(-dJdPxx;k{gHMlkG|$y$ z9`HAtSJ{d;_r4eZ8uGAWs6I1XLV70tO$Lf#g97R zoixuEiWN#m*kS7mNl*u!m-8RCXVvfR=SbY|ncc*h$y#NmM;GI;TZ*x1QI}HESS^_w zpWdYpS&Uk`O2veqXt)$3jK0RlI3UV{w>42IWD0&oP^aOWLa6XI?KED_g^QJLcg710 zGX-f=J{Rs#MOJclpMcQ`>s=V?FEA2{k+W;&Ar#*c#^%0p?I84>hYGna@6MEKuoH-J zx(V)UpPUG7$@X4$m4Suw>NZL)3x7NBV%rc<5#hIah!@wuCENCJ zKi6r5sp0zOR^>;@Ja;9jhdRMCtuJOeYVPT+vgij`84uhU7+`|8)-kTdv97!^SJ&h# z3oq{6+MZE!C2H2kg+@o@$Yqp_(w!G*t<}zGw6%o?e~lQWVJV7J6IX1LK6ld7(!iI&vNlH@>#X#)axpCBqq18*W# z^AL8bW6P1?uN1Ti2+%HlRU%HuqAl4wl@&NQ$az)&p=F|>$mGg?+Nox{PR`^o)~e>R zv7sK5G7lwM7K2^uD+UL`NTitEO}nl(ezvT4dR2z$U(WkA=DaS+!c%=BziV=NW(B2G z?M2vs)mW?~pq#{9iC-0TnQuZ$Qp%LE`}SKDsnRgE3&t#< zduK0CTD&6@DKpREvR(tH~#+&gSaQcyzUvhL$r-rh~UaL{wU zPN^lHbUdQurmBadvvB&`sv?ff_}xyBQ7}5>@LB) zeqJ}|rbzkANpsR@U7dhzRyx&rC)K7WGF1f1j69MzLoRva#zkgOaVZI0dy~Sw%G&5A z)mdj1tyfPlldPv9y)H(Mpby{HDWM+h zH;nG=Z5@2Wt;4DuIzcE-T2TXMm;cq(Q;3qY3&044aH|eD2KQiA(3ip`deS%PPL?gB zw)ZP{oVmsHfIGAT(GulFzTu51IaI=}z+1yQ@KjIwpunqwcU4<2` ztZ#mZ@(w0%y!AHkDm;kz9f=_W*hLcMP+d}KN7 zd4=dyemh*qHzq*%Vqg`hf zpBW!?fJcttIUh~WGL2sAd%i&DoE6FaEZRCU|ANT6^U$!@!QsP^n|vJJE%a4An-@fc zU3s;eIfJ`rMi$!IBHKefTsXb&yYNL+IG(;qmcF;7Y(UO={C)!CZ=LYs#9_Dq`a!~W3=fy%LhbL;+`<$W5_`-%piw2m%? zZq#;J*}hUtDR=~da)lZPqlL6$k2ZvQm*xR=6ouE^i*cBGA(FY@PKPs?zptO19nj&@_FYt z(L3)fY}iU{6!`gO>q~QV*5$>$r&jX41e%cR;cVB^pE`?Pe;jVvUSu-CgFqF8j$ z)7-Uvw)s-ZDm4n!wwucZ1DZ$;ytk}}lp`CN2U~lGd!LCZ`}a@SBm*3{KOAp3FkNXM`cM#ALGRmG$wr-DEE56IF&g8qDICV5S96wc> z6PBz(hT0RXsu~8BN%pVZyYq~zXxh2P?2;d=>qU!CBYr3v6h+QtN>{e&=Dvpc-QbvZ zKjk{t;+_h(o#}T?e8?Vj^O!iC(WBE&x+vi^ePwr%&P<-MNTeREQsVP2@#YsM=I%nh zl)7A6tZ+H|cbnEy(Hw^c&TCX}N#kU$uIP0~$)mHAkrju`}Q%cy3 z`fx#haHHZ-aPi#QBf%E^Q%kQ`4#g)RTi3tnX=(SFYskA&r^FE9Hoe!d z4T%#~`;z})l&z%?for5^-1upB@A{-*VRq^Lk14M~%|X+6G*xC2Y0PG}!i(|KqYVV~ zkz#oKXA202cP;OTX?cyHoddrF4De+ww9*kVkMWzEk?Pw?-iK693MkiGpVfGLI-!%Z zfvB?YU0eE!N67FxFO^@0Pg+h65uAa%W8h|wMNO}p-;Uxy_Q>B2ZzLNRT)kv zsHc-QL;lLuRgtl4;UTPDq&R3gHMsCzh!sbu;;1pc0*37$m2Mmwr=o6gH#h;IMrgv{ zuvUgNtlF&AGHLELl&GgLqK-zjz4R#(?>a49N+?DWS1bKE{LO&4gFYiowtt^%V{`up z9=)n%YQ-gkw*9hJIehI35{E}F51fWj4wR)C6=zp&TzR21P9e?0%B|)4oM3a6#&uHyLRMy8c7cJ&@`l`Z;32>XP6Z+=MR6CW{8@Y=i)1jNiex| zwOi(X?-#jhxDAn5sg*rjoZ9@Zo>x#vDF^;e)abCkwbhxbiL#fSGplRkUUu^wMfPUl zU2Y%c%N$$a8Sl&278{=zZ>%2T=K5JRo5%%QU)$vHXM zW;5fyW1+=f##cn~9wrWQA|u!A@Sk0>XPG>r<<<-!a`QqMj*tdx$4Oi$H&O{GcolU) ze}N)lZ(RIgq+PC26~pV?UFaIroH9Pn-!R@*gT9#>3)viIIH+qSz%B36{d~US&gwV# z+M(%Z`9RqWex=SE5OU|GTYAvV7q=;(z5BQ1x!$KBtw-eACRiF z@`p@+dtP7yBTRZG#ih+5nC<8!zeri3yIDO)GlffW)kEg()Llz{pJ9)NrHaNc`#2*= zwd;Qp3x3j4ANn^-eHFO~CLl6qh}HW}{7Y23hhD)zQuUFmjg_RQC-@BVxr(*nWv+(t zsQNb(yH#!0=e8G1g<})>b_MSEeDq*57##By6MPyE`&I(aq-f&_id!l zyi3cD9%pk;DUA;5zBo)FFui!66hUEDr+g8r29pV=D2r>S8cEJnk@AwOS`Lk0(kadf z-&RZDDUaVt@6+I;O8Hyeo*_Uc=*dlUZ24#=-Q-S_bKxRyz-&0~z3JS{V z>|(Y~-+etNXSA4wp%Y*@xaAFhq@f4|h#ON}+|=3F$#s*4f&IIbSk zJm3;38roul?0;$Xd)4dTgV8yG*al80;y5Cm4~zm5x`2lXG_7EWcCtJUSLfp4!R$r= zfB&Q~QR~26aL5B#@uH3cI8IW@I3w*VsZ?JR+Ed~Cfpm`fGw=GZ)=mE^_0ES?!EYPkq&<~i~1qhsn0wVz8 z|9~iYZcR%Qv;~02_nQU(UOhM_>CZEof4TJw(T^$hCxrnD+8CNUgJIDBPHR!;V{A}7 z0J4~tF{p7u0h$6ABOIi^qYq?)xNrXWfFl5|$^dsJER99&%xz3DlA($=wbj5R6b#*u zu>oiRMg4kh;pf_2`n6`dCn0DYO=<$O|ACDc75)>c?C?pJw+NgopmCd9L5I$9-tnESU+GGgfMxS=eTWvSiltd zmtsE$2fY8UIrvK(Kc(n@)D}hpFjW1?btHfU5;z(^ZWjtYrus2w0L1_43xgOhAT1a~ zfd^9;^ZY}oA2?#l|C9hA4f;uhpY37t_;{cIQGn@=VdGEE{L|6NQ{#Vx;Q#M!{TufD z>p~h(rkM4K3Pztoeq3AnSKUG|ZWoYe3O){H#H5Z@GZbSRfG;yJz#$+7`mVcy)%bTX zMx8@{*d|Lb!1ZIW4H$4jj#IV(2fnB5fD2KW6zIFQhyLi$9+(K<3t(&o5K?el%>huZ z-&0OtKn#vyfWrOJ5pYZFxFgUHs{%~b;}RG{bG!%x2J8Y%obOOiU>f~MVQkW|&-ClX ztDm|PW7i}h;A12HYyPjhccPGA&EG$l(zwM$fgZSx4Z#qMR^}Fk{%?x`F%v(E{i45r z@f-fNProqlU*IoG%zuHu?!A9EWZy5_am!hnVC?bntu_^m=@+wi0SwUbAb*6$!+$-B z5CblhVZ03%z&&uVu}9lj8i8G5Tzp(S9AFDH+QFHho7?uEEG~N|b5;;H;3k;37z6jy zey!zTVg@!cG`0qM`OyMU^0;|RdpmK=MLrgBekczV4yZ2(gckyVLD+eq%sf2ItiRC3 z-O1Dp!~=#yL4cC`@dGqD0${%x_#YU?L&5yOc0XVcI22>te}nO0B>Q(5U=@CcL4dg3 zKVX1$`2)rWNDk)rPrpDK39#}v7z`uS{|SRa0B7en7%)6QV1F-%`U4Lr5(S9!f0Tnj z;ix}o0ObMB{C+D3Lt*CSf7IoHLNOBm8w?3p$lqWv$RG6M0aX1T?ZHsM*7k38;h3YK z-(e`gP5cdpfFXa!jR%4JlP(B8%+(Lf?_b&@AsGGg8w~j;?U8(dVg0Qf3h@Vjc~B>m zEOX=Cbid_h;$(i6B(3k7ql*xO^2!m$pOu`>g7Z`gn zRi{s%{+;Tl`=6;fGefT-Bgf9o!G}s;vq@FmiONmIMdfT^hbksU#i{KBvZmscHg`97 za0XIwYM2A9-Kco}2{frBBv7rLto|bu`d=I5oSodMc>k|}Q(xV}&f3zQO7Op~thc+o zmb-K|}nsQCZmqH=0|HMg>L0#XV5Pt?`fQp?(%%IIHO8M%Kb*52+^ zoQjVB5TyRcO8<{lq%!_rINbk#0srCt5524PKf3?ob81?$q^>3>imGFP1l1@&}|2*#h=>B&n{uBOxty8gf z0=j>t;{Km>a<&ftilyR|bNJT*8EZ>tE9?I-yScksn>(U<=bq)MCeV$$lwaJj{sD_H zF}`lRDb#wRAg_in!HTfm50x=tClk=Y9A8|#=v(P@8L2T>vsO2i_!`0wAA1$kicd|S zZA^WC-q`s&+WUI`(ED_^BliCA-TU!)vf$f8M#SZ#{M*CFgpJ>ncRPRm(Gz-?zyG~# zI9C6AkJVOtLiz6TH)6Hx-9_~8#ivhVuM30fz4L?L=V*Jsc{ANDo-E7xq8H`4o|Rzs zSl;?a`;5Hbp~Nh`ADUM5KBKRl{Jnj=b+%yUR^eQ8^(AY}OMYKkc6IvAz2|Gk?qEw= zCjS2Pkns2M@gm{V8%tB)ZB@VxTYE=RAb7v8Jr%V6 z%yi#cd{N2RV_2{7gy+g+#0&U{@D_7Pq$M6#d(1fFP1FJG30Pcc+t)oIRV+we3F#o>U(27⁡FGQSP%w;&xdWf6K#%S944-6vb z2vDbKv5MOxh~^qPl&l`?&1#VVyUR!fkC>iEzj)EyE(pkBxX=@OFAxK8zIbD+2THcAW$3$A}MLE_VOnh%< zq+i%E&uZ^knx|Ywlu_VV=-zbLf3)yQNR1oa3*|H&M}$>qor8`sS86cAM6i6mO3#3a zJcl}QcD0 zUS*%L9i6t#j@ppnpaQamD$puWoS7q|?!-Qk-hLabHZe_UT$EDrrYlQ+J@6Dab@y(4 zEu5J@JmAe&cI1Dyj;=_CsNc;bXf2w!eAde+p)raQ7bPGxY05tyL4Wq@S>&yQODdF> z+CDm3_bbj+1=2(k)12&Rwp_$nP|UHPolNns5J0@g%czMggzwD0dyI|>wCD^JC19Ss z=l_s(?s+W0zbWOhy9RrT+q?N-Os+8Vx{lQB;51gf)ey`^T!FvYpNLa?DJ_30-@YcU zXI8X&d^q}8YyXzet%;s}U$DgC>3BRmV@GK3YzZEvH_HKY2^}b6X*pNMKMr)IYj15J zBqX)Q#S;oq);ci|*{q|fm+=$ylA-LbhtHP$?jOom5EV#}4@je{`_}#^lz}|jf8-3n zj?Mu>&x_o{Oq7xQ+Chsi_lZ8K{FXN#HQ8i_Hu)~+DK=w~*1}x4ec(=xJESz*JxOh= z?R%;tBW(80^gKtG95zL@l}y_q{g;+V-u&h_a~*_%>i8%%m!q%c+6xOe#-m13$bdbC z-^X5~SfxE@(k#mLn=W6vk0)E+ZG26xA7UAa;pSC%5WSVpfMA6>>Y<4I#1C5|#Do~t zdun*J%GM*k;StNrDdYEX>}z_Qjau9+rH}5x9#dKpznch(+oTvZSbi$k=3Q~DM~8lK z)#q~(&%5FlScCWdsLgbE1DDgr6jrx?=`ZrP=BGwBRb-~LX<13T_^vD)QR@_S&sIyx z?^r<>X$QI2@ZH%NZ^9z1XSg>`{0`27o3<>a)Uc-gx(kutjpsH&x>&~BN|O9R;hFATep z2e=S{)e9xi$<518Mk9)nygBWm8!oVf(TEZ`5D-e@LKu|Tr}3tGM(ir+HSR&|brmaL zi`LQQAmnLEa2$ftSCg>rh`k%oOv(Nug~Cs0uvngRZG5X{feq}Plp@^fYu&7#R;2%c zLAX7n&7QrSPL(_&@>^sL1+GpeiYbbFL!Tm9;rQK!+=iGV@W2fIOaeTXt>k%qL2F%@gRafapA@I5j2ku}xJ;_Jnx@vNJG@OYOU$yj-lZMbX1G z5S?0?l8yVA^_$tGmns3GzG%9w%I28JcR=ji)NA+9%Nm~aYMaaYroCwDJRKTBlI=LM^KND`_u~&E?zC9pfEQxIEUcri zGUPenn92cz#duda>Qqk`QwAV*W5YLxft1Pe2w)FOu2)F}VL>^l<+k9Dequ(sLw$j; zJZLEd49zWqpi*>L(z-lS#*H#Si+HxH+( zAzN(dV0@Vk@BxiuqH+Q`8E>ciI|snG$a(O)Gb0C<`ShJ1J;R=iSrn%d0-9>*jmQt| zGAw&{FU@tE^WMDKC*X$7`}aE&`HiW+g3iE$aJft=QVm_FuaAFgM-Nm2N1VnfZ~Ifz z=j4~jrpM`Vb7LeJMB|2c7r3h(8=FFv3f$L(szsT}`nU7kHZB>uh9Ly1RNbTO;ZQ|p zSNQ;YSE;JT-#M~N1oBv28XOX26l;~Ke&WAfPn54Fj}MwdICV8bHs_xP#dlnkxhafm z3V(mMI0w)Cd5kk09=^d&f&FWn_CyY(fPwyCCaZYshHyH$j+UMFUpTD9kE$d(V^F)d z3Ft36*^u>vA8i&?iW`5gq!lW}IO$A9OXx-tX#`-BI1lG#r7qQ+ir# zLN1SSwyy^F(>fY^Lw1Kz-D*<(;@B4_0E`?KU!uzv4)!+bF&OLL)U5oW#&#H65$x$7 zo2mF~cuVrM!K{VqS6`2+b;60e7^f|=n2=+$!^$GWyC#l`rY6!KhC3B5oGN_9rL8PN3fbxyv!OoRQ#Q)3 zQYXj12HVU=@Q&M!kC6N=s!d$B)Z&loLdd(ZxJu01p``s%%+^sWAvj!(k&~h$+`?RDy?3No+4H&|+X*emi^-W#%3 z+!%xN`)HWw(vtAIgLVwSERmfd6huR4lQ_-L550|O@Ui60G1T+UtETkv9*&+sIY;ve%1bteAGhZ3zBp(iTH|S9_sT3 zl@X1FEQs_+d16^)^&lvtDz4`KMn+QuTMDJHC8x6(@$_b7s;~;@UnSqRud{6R4_{)) ze%km9UDrZWo&ly>Wk~RV&tT(AZzk+Wf|P~Q-Mn|#qCR9eOQ`Isp_1e_$i-K~Uxd{SYaLG@ z7?^t7ms?<&3Kh03vc{)}>L4-HV$xqGQjT4-x|qe71PP**?X}p@sC-n?(7&`0iH3%1 zvT=wLBSJ&Bxj)$K!>C0LlUd|VP!Bh!L|}bsq8sRp(L73a^YC82AV}fnv^HOJYRowA z<{1*~$8$@~xF9D8lVOCMOVO>3+m!NeqEM90sCcL&!g;5aMMvlB2zpBsAZ~191T4=y zVujHE?Xi-)({L>&5Ht7Ln>>tJ74u8N3m!IL`yuw-8LHr%PME2KEaZ}Is26~)mRlx# zZ7GB8%~U-C!w9kPfJ@nHVUno(=DMk}uI((Z&KVKYVw-BddmRZ?m7%NSjtJRvk8BI6 zH-x8HTa+r^L0Jq$S4bzyMEK-Q>hX6|k=ue5OKtpJFY388bCTpc!iCJQ2~gVRa^z0eFhrCu(yCneX))Wcn2xV~38DGWSBNz+uL zSu)0g@*X(R_8>pO+!lV*I3~60Juz;rH9m(`_4%s`1Qj$a@5Rx1`ke;f+ty7CA8h%8 z!3ew8O+OV5J_u(25@u3at@?x4J_t2_`Sc-(c2&t}YmF!efv)OCus=qu?cf#gL`C4! zkbAdhB0pcBT-R?61Hwn9&#eE{v6bWxtS+r0$iT|Y>{odA*$bTtY-5n_Qx-6C_q?L1 zl)#=0ewh5d)ct(^OBV{hAfiX(O>|!%3FhtTAND-pj6U4~o8*ui zJKW}{p2~J=g+*ZY=Ym218}}?XPa~Lr?mVN_Q?B(ZG0K$|kfaQE+jn z*iiv)#Hwgkc;bVEK(h}4w{mCw{Wbs{QA~?9B{xo{Q+;PU2bkp0kL#uhG*&TGmxA>X zM7rqTe>2!~$Hbhtr9b*&X~fgkH^i08%lK(57~e-ICb2X>*O4|Gf!FQ3Z+@Z7-2{~v z8c)kF6}V(yoaKW`&WmFL>%NX$SmQn!;!Z)cvAb~x5<|fdMuou@~Qx5$H^shBg!Z|u~917eu z?mb1;ero#vLd`^mFCTUN?4z(gCe z8lIx@VXP2(a+6Jt&u;2m{t#qI2>r~FYoHJ_Sw90Q8&H?t@%h`XjmFq=(B5V!iIDBe zpw>ziB7E1JCH1GyP{rDXZftX0Te_A*ssbd2yFFheh{~O8@#V^cTgb500Nsoy+l(ep zaskpTz?pl%UYJKXr);6&V7^uohJD#g#}KhFV6Cq})1`?3lEPt7KKu;`52H{r{;De& z!=+7m`GZV~8G8oB3VoO@eKKD-Xv(a-aHh5i5sm&ammf?tQG7n>66kl=uBr+-$E=h* z1Aff_Lso1Arc<2|SJu`BubN#XAy|sgO>E6@*EG&hSmwdaPEHoMj2PD8H}8A-L2uuD zqQQPkXI*1*3ZbM3&nKLkvxBpC zL$+kIbr1oRK$e)GxFC6`FCa7~!!1>78{mouIFtZ9q9%$iQOsARj>Y{MLevXGiqE6q zuAf(|I60P=UtzxYgeBJM!P@yAT@A;0TK}umnm)Bjp2kL2KS!3SNf{;Bi`d=An}U{S zAUcm+9W2YU1$%{N8!k&$gJLHyPo$i2Wn~dtBir&=wAg-ha&Txxod{iI> zwz`3ll9gCjY$he4RV>y|ybfr~&{dJh36@~i-?aCv3nk3znhq=Pk2qDCx-bAt-IOXS%U6>(8U2d;N)2Utda@^8%51!{%wdvJ{z2z zNy(bTWD-uktnR%X=AunA`t5J)0E%40%)Kg2S95G04C6{H@KB1+*o{e$*H7^p3vMk$ zoMSWtd|vNAnpYeYxczkeZi2=bv)(16@kK=Xq?RKI5 z=U==fqMJXd7}ih?_Bes+Hn4aW2Q7B$AmRan zD&vl!3G%ApI0j2aRD(WkQtkcgHMYCP5CxB zh{wmD+{h`R{06HQp8dQynl)ciaEWbxMCj&qLu}xb9~PI=XBL-cW%mG>pvuJ6Jeb5< zC<8hxe_qzK(pNUz-b;sO-)L-O=C4k=>PhqKz6fN;sIFP{4rxNyf2%DGSX|7yp@MT0 z%)ZR_$lQXgIg#aWWA1f5U6 zG&OJi!E?Q<4mxZ9ygJh>J5ekMOtWSsSf6LI=Mpw*)Ie7o@Z3DL!Y6j4$M-JEvt_PA zO6!i@4~7LV`0)1g%L?`HZ(RKGKWI|>sKDnTfmGF>lKHb`X=H+Yg}2@Dk-V|xS%Jf` zp!U@&rq+9Ner7N&!kX2S%UYC_Ijr;sqZOZMyQa2Cw;uT!WLF%-ukT{|-k199%7kVNz=)NX+HM)(A54VLX<_0OxWRdeD)mzQm@=p`lwNdq5&1qEfhJ;L-tot)H z!{>=Ls`cmx6s2{va8a_(7LhyDO_YXCM3HeEp|e>|&9mR2aPoa|_6S{)LtH*6g-#gv z--(iDTa^XLoEIt$HnQfW#Wn4>j=}(NdWam;56xeQCJl=)*e<{X8HETLIn6pVKo{PH zHbQwN%^(Z^g^HAMwC&-*qlJ#vsze$*PISFac(u=?O8Pb|Xp9>@9V{4^^Y#tt8RIL6 z8Tl+OSHG1*drI~b%X!uEzxYnHToZn&=WO7M!%tReje;VtG%>IST3>tV-J?64fdVkx z@vHpH%4<$snyUNClD_b`7c1O%d)>(aO~eEeIRZ+07kJgqQ1W z(_STbJY(7uo_{F}Hba82S%nqZCc|5>W~IVIB@5b`B8^3C_BkBtwu&$JHO+Q|kwuu2 z-G17@buT-mJ)j|3Y$;CAWdt&N)AIaEW@U#-@S9odB>R1j@!(Jfb7<8JKjpAa=;$8F zy>hgp6*a71`|j$bSaR}N5V#(q)%(Xm+#t+m|F(O+X->)v;k%pb2eIJ>!dF!_lX0$^ zu}m_!WNpX`Ge3*EMFfnZX0OC0Q;h_RB%{wP(>c9ueXfO8$Zg?B%W?$&|;u$w-e z6Q)8nX=%1y;$9V{zgSyjE`a6uK8;8^g>tLOv~}#qe75&Dc(n1On0}4fHBZw$O8)lj72|qipJCf;%-2bf-8>d)sE0fu2vrNNoJHNyo+1!b1_j{F1^-!CET#BgUh{=2G&lS{Y_SPdG`eZJhRI zo%#01`02$k56!7uUiCvTO4paeKd8QaIi7oLmAwv*C1$+mp7;LmQ43%G{$b|{28~Oh zx($(mH3&|sQu{>r>p7B5kaxbkujh>_JjP$^t-vFz^$k>{_3vjO>@*`ttS?tr#Jh(s zqO(|YAi^*bCd^4Bure{s55DKGS<`LH3s-Al$B|F_&E6;nVS<+I!zZCZAIF2IjT+-H zr_9Ln-E4)u%j{ZfY-6Qb>SOb-*C{^aGaISCdwEc_2%(K}=9CS}2v^&4!ce9*FSjyQ zU|ptAn#LSrA7eTqHMYp=qScR4+2wHa72kbJ`)P}@6?;EyLGw9Nuz8)ZB>V%lba*hW zG$Sk|$fzy-vas||8;K_Q)q)q=_jm2$5T29Z9J&u`BwW5h4vl$jM(@qC3&-@^+1BSk z#8OPTpW@FzZWCmzKk8+*U)(QQM2nwRtmMW|!(UIq`YGnDg5f{MXk-cCFyenjlN1+mS4+NBkkcL zd$d+1Tx+C%ygIRDr+c7|z^PIM!ZopSFHo`Ld_`i3*?g7+N>tyfHd1nY!jMpEnn+k% zO?R&0M?A^RjRT@s;&=+6I|(HBqwsf%_?SsW3k29IW#}0u?`^st3WqS(nhoj91mXtE zusl92+Gu(-xqsfj(Q}yUi2O1CgHHG?$WJxVYIo7H>5-f1 zKLlc0Q8*k|O8fFINbz+HU(@vb&~u?cgf7 ze|``@+6a9gVnQ|r3sf@G|Y2j0f5xfeqr2B9TbkKDt z=FULTIkDN(!vgAZxw+NbM6}s6!>j{nGrY%sgq#) zXwumKcE#wJlALx3;gD>F)CDk%(C}wfuT7x=O3^S(g;Uqxc*bSVdASMlqf=LOcnJ>9 z=j<>n#Pf2@^I41f>>CrWPKRJ0S`wBsf1{?ws;vU;+1AB0AxU!0?v4S`i4WDaq)CO@sR|XOIh*18Urf1BaesYs-KDdQIYr^=pTqz)r)ZgYC z&V;Cd9txt#-lHRA9Nrmb7aWe?_j2?Cs9IBE5N2Swqql$>W_P@!orRr@8O%GsZON=e z7FZ(G{Ps&it9cEIq6-k83T9>&RLhjbQx36OilS*U_SooZXV9a_wYWs1lu{BH$KD1Y z;DVVf7ERget&|qls}JR+peZxWpuuGQGDoY#r>~DpKtg{*NMWO;`Xu`#F`wt+`7d#urkbNG z$68z@r)Tz0jdcTw$zTZvjP3SWP1i|APR1L0{=dyh%$Qq#k5C#Nmn&a0O=*I{Oju;s zisPo$g@{Revwg>pGGg+mpU+-vN+2vxodnaJ#-^G_T1<2J6(Jigq>##G>IIk`)x4)d zkUg0>-H5Mt*DM8(Lrm9$s%-R3k8r}wTN$QHrgGUKDmI_YdGdbM zj)G9$RA~4$M_Dyc8P2)C?7mNa1Lz51=}IK1@%!{VwW05tQ>H^8Pg3Lp6O6*Q^8u_#ivf+^O;~}TK7Xn6JLby8fe$mNeP5)20BadflQVo zQ$F89!w<(YmPM*N#+pm1V3_Mv>X5Jj?}0uLH2$(>!6(w6j5xV%8Nc+R?8Xl?I33h2 zngrc`9DempyO6OfHrAl#O|dTs9y>B_H8qyLg+8q|(2-la z`dX5Px;PUbFgvHs2xHQ&&&JdVI-nYE{3w!r=C@mt{x5LqJWGKUfgzHOL>WkE6Pf1W zP2o-MXMc3sH7B?{3kMN&z?;Q9kuZqd6l(8BB$>uQg{pp2HjrP1jZv(oyfoTpKWQkt z;X6QJY?i`wpx8$;*~4myv6fTr;9H4?-)?O?|C7Xu@%0+HGeH`eai8av1GOGfR1&P< znuY<$4GIUdyeO1bjv)g$f{oJ}^xxtJyNv;98c{gof7FNbq)seY#}i6nXV^w{SOZTY zH;zh#H&C~&NDZZ@{n5h~Li9KkwAf$V&UIg0)k0I=t}s%d$!kvQuuO_Yx`4#I^!T@ui~;Y5+(U&-o%@`k<&d=|Z)-c+ZM`5R2SH{fuUPRxy`Q!u5hTLQaKm~_-xBBDUsCXw-58S@ew(=~=W6N|nFYhbJ3mjb zXpa4BVl=^pj-J-sP&&NokGl`%D8mQ1(Rp_7KOS-w3`Y}cFKSavIgW74wtH%hlBUE zjSq(={Wo`pGuIRV=gPS-5)xkglkL0S+1Q+;rqY4om*KmsO?)m}anO3K{Z#=yhnnBr zU$!JtV?Cp<0T`(t?19a_3H2`fxzmc7mKcTFe-Q<_kO7^HL#;Q(Nh)~uFDUTPU%={( zJUo9iO%$Fpw+A{bT7?O`6+_hROyG&#Yk!Bv_!?Z?9+XJ8UC<~K3LouvEy_e-trE=Y z=S+uWx%H}p40W;Jni=_^&J!ajn24M!_W&)y>SeVNU2KoWGNT(0Dps7NH$^ zNJvu^>8EBGx@^2J63~ElVnUwTE_#%ND}fWU%OP(w!JQA?i{`Bu&6Y3{^AbQafqD`H z=>b}fHCT?K_3V>c_>7X&ycdkA?uKuT{t%s`o)>G^I?YDSSLReqiY%wo5!Ikcai<)6 z7zF3x^OsDmiazhwqDR%mHMG6E6(yfbp?epEfA47!_TG8*T+ukRS{VdKYv-usu-#pO z!|^VR_MfI(U}||BweI-R-{a*bg~ex!t;=fATs+VFL+DZ)$Fze{IXIU%qO&$g`i$0b z(q91wuo6EOovI%e6iAeQ{yQ2CRGzoex8eZ8WK5xMp?v7qVcTflS%)B_Xz85%+U;=>QHrw4Fuq0ror_{7l5Xt5iH*)2XGIZO|3)bin2t!u4c-+F}Wbz~xsJbyx4y%`O&nki)^WvE&CxC~eK(ju$+C4Jm@<;#xUOX9pXuDM{K( zCTnbQ9~@p0H}}>dC{J4qrT9AXrDwIJ5du-I1Apc&cZOgfA;&zrJvSj3b6Wz})&^+` zer;wcPU!DatzsQX&>k>gX+F~7Wlx{s4KwRyMwNv;Z94t zCA;1SH2|D%qpww<#LgwH>9j3jfmfLYowS-eCiC=S;atxHNOkbe6mjGK%iCeb0 zcX`JVeMg}VwlYa1H6TCbkQw63)$DMO&>x|2UhimMinrg|bZ zj_j@WTK-cogMM7oQ?FPk$Dvict!X}a6ZRr52O4xI5mrWl;=SHjt-0Of^7qBih39Bs zurXV^RoL`)QnUJT!8w$Dvphezgp=tTFMM_o1m~}2lXB75njsL@-I8WbL~p;@cj{>5 zayou<{Z)$0t>$(UL!A5M-%o8d&rQEM+3^_ulR0DB0seTHcMC)0YpJef4Yg1~>Q^HIMFw4kYs{$ls@GsU+r2ejrc|9VZ=!E^(>O0BfM4jpy#xgWQ>vTJ zH;v<==)*gmegNh2U#r9HeYS&9P6`;_lyf8awJoJ2G;7^Yws7M^^H~QUQ5JT01)_g*0jNjcHk7Vfil%q3e##?c)QV5Uo26159H(0W8?uO$kee zS3fh(gU@V=Npg0Y5=wW78m-lBoX=MM!*!MHwQNi0S*GYlO=*07&xv?zN(TGi z3{`mLGekx5j^)~#DptEyW!jq7BlCuNoyS>}eXm*$FYezELlG*T3s+TFl0|2Y zyNSBbjFFUu!b7a|NW9mz)HJ64J#{JKq+E$r0n;_&c;L!+MVT>dvluT%yn;XaT7?{v zPkbaAKd-^XNwF>1Z4UKNkaQLIedv;c`It918AJs${uStj`_a3(vhUkW4*rkWT|H;t zx!{+WP3v+pz5Pcl%B>23B(IpWr!peoG0;6Ly+_iau_IHUf*uUB(#MRqa1m2jKCZo( zkT1{@;rId`G{BkjXTc^j{>~4EZy|<{0V-EDZcr}YsN66Mi_HYL6c7k45o7TcP6#ub zu+FJA%O4OBobpYKb-3C|(0obHs;;fG?RgP^$z?viT2&MPsE95~ z;?NM&drC1qLpW*Q@{yw|^~;M`|2|e0ck^S?o}m0Wb!RJX%REDujAaR7`XoLej1|mQ z{0Ec zzd3!`dcr2H#NC|ToNO%f>slqZq2oT5M*-cD`v!hKnMx#8?wT*9{wp zz@X1nY=!HP ze<3vPDZWkw8F0bZ?6M_?=~N@^?JB_A*G2jnExuAbn%DSff;?>f8IdQX8!IPuc>Qh`@zJFQ22bpa}-rQYF2h$X#Vh6}2Jjj6-Z)-JwlG}1{Qw- z58dI&BJ5i{^w=DezZ(o1els<$_Xyubf*OAR|vYZaA-DOK_;^be+4IYbm^dX&mJ7w5%iJX z1-W4G27P?qU1qtZz!tQ9G&1hTb=hl@L+zVf_D@6s<48|ew|;$wkeasV zYM}BZzppL_V}hKRh#8MOJY{|=_+6|@fqLe(xjEPTh?5bl<|*fdk{T^ z1J8CRncO2^wNRGhA2l7>HrLFuYa+37_7@ZN%c(Y<3ZWluMB{Q6oSu?aG8&B*slpR$ zwsqy(EPmIZk&@}{7aU5sTD*C_2X`7CI+$};cPQY`d|vuqocYO?hi}Ma;&+n5H?n2e z3`skBM&5!iS=7B2kF~?Ii7WulJ-8)#pdc6(>}nEiYFQ}K32xGZ&Lt1G5J(4A#cD@T zqQa<473e4xui+Q|1oen*=y;SIJ*jg^kY^_~nmTF)jj+Wq|D0_r;~zqdMOKDT zBT!C{ByyO~t6j-P`F*xS4GB7-U&~+)B+Prpc{{|BaUw`Gw1SP>cC`%1P^owh_Sbb; z{us9ny14A!IAYs`)4?5_zt%lt_#@1Yxc$7H()l$u)R>aZpPvvXXu5JBjiMyi10lg8NjuxzwxMZ)~r7 z6GI}WM)%dQ2iBVF)RmcA-cFZF6I{X`810jN_5I{{(LzH@OU^zFhgKfbCo_o67dc*| z$ZptBw>&jyQ@rIvuA-y-s;C{|_Ym`0S|fP-FZu2z_MHB`E)|i|rLF1ZYcylIf4>%0 z-MM){PPV^@X4HB{i(1tm@`Dfo+&){#A3=`aJ7yUcgHuV26L7d}eC`Oy>1ho0@3;}x zq3vdsv%?I1vN-nn&ee}J2)tX4eg#l}jUP-=hs$f6opHW620K5|DalU!z*327>pFlQ zAHu}oRSVykgk8H z{&zuE2~(`*9DGx;v$aAi+xay7aDx*B6-r+Z=A=1? zWTe!NZ39{PD0g!VA%Vi784VEIc$1Fpq|5VfwgaL^LO!BZx(`+Vr5G`S7`7 z3uJje=ZL=AZ`L8KG2Rjs5h{$r9lO^a#hZ4ozkV7BVr{5_o`zeyD}A>@0RF9>jx}a2 zFfe!6`jf3Fa`kk62@a8jz$s_mUc8EdFSd>OS$0K zt@ApG<3)(VYy6RCv;lJCx_?pF2;O+hY=|kkv3ccV&amiHJ5}1QV6ORTiBYb-aDxhK z_MaWFxwk&_=(5Mnd#CYwlPQ9ft9`l2OFIC2 zntxxJ>HR`idEX>~Er%_JOoenmII7(#_La`m7JegvN6EL&(dV)!p+SuwZW?ZdlIJR- zG0|xft89}20j5n~+W3y_NV@uE$u*-1rn03_w5e@RBCY41XfVDph_#PlflOGx^>@&z zuQTENW&^~zj(BW4$jw7<$KlF!wFbrtq0KOYrhRtrJ5=*l8% z_?Pc@O@LC?tx?UQ)L>&6bsnxcj-J8NC2qd-F+#$tc!w<)H0G>|*{V2^Y^Bb?tnu0f ztTR+Rlrr*<=}s4QaPYbAew6lGyh2Z&+47tJA?bVGTK~rZg0X) zFmjv_uzrApV4W(R!sXijDai85i0NC^#R=Kdq660AuOJQX)-(Q&<{_(O=?rH8fug*D z_O`quM^#+Y4<>_^HzSswG64-c?(58-pQIYP27u#ZR)}Bt3I0-aDswBoUd$VJ3a-`- zNy;66@ydV^YB#qjSSd_Y0?usdELWC9^AiddA?1dCyK}xspLuAn^BS^C*1x~qqZpybC#CaIRNc_O)@~PX-#zI<6B6z$n+&jPJ7=&`Mdtr$*nvHgD7wmM# z^-?-*tu8Xpn>?DA0p6LZq>c&2N&UKg|R={szMz@-(Y*! zo~=N#$}b4tnn{HPs$b6}xVQz-WQ}IlY9xpOb0u5Pjok(P`25DV=|Q}R>|g^a=;M5U z1sAw8$X@H;KS9|BMk?nPWst&{WJiXh&Z)1B*2-v*DoZS$otpjcyOItEB#zIAzYMuP z&=ypDm<1}BkY+{V5Qu7B_54iGv6e_)f$PyK0CwaG}94LHZPQqKP z6U^QLjoPB+obid9R*8{W$4kS;5rIC%T$Tr%$?;17w_EB5I1@F=OMHTmN3Y5g?Sw|h zscQT2JeNxv;M5KQ+;&{p>rH4!P8@w^6pC6dxQ4bQXg@_?YjY|E8k$hu?9;!0&hY(( zNJyGLKz+vyPsvFj=^Luc2V6%_IL$y_i4fLGI7ZaCV=;M!{wS%BKsx0!eZ2LZH&_a- zc2ZIxD=t7FAA?(eM;%Li_4V2M?$wR`@OkL)k=)zDMzzllCm z)6ux2-pq!GJ2fG*>`X#XTWhc23JL(@sTiwA8dKyqQ^Fyrp|{_~WMB<=gct|T#crkL zjmtJ^)bFHH#XU1)qC5ib??J^$WYEa47bcs6=p|HyD=rWIEAU&S~c zwt0p$PMUj_wu{q>Fc<%uB%Ha{3ny>nGv~zuKsZ@*#E63&Iy3zlp@F>gd;SUQGG+rY zwWVkSxTc%R)EO(d;tBj+i+c@|Yt7b5DVNv>Y6+xU)3| z3r1J7_(j(I_$jF;(62RXsQDOEO&h`ymuI0n$l*qLi#QY)Kau!?yM3Ezj46u05|oh4 z91|17!~rHmTxf1wU^h-RD;o8m$gMy z6rcB5EG~p{Yam-Q$#La`>@1ZXSCp|n!kE@{Y)CUP^Xr`Vfc-|qiP|>;P(}&Pmda9p zA{FuaT-Z~@7L6%eqllgmdY9}^0}GFU?~OvQzS47MB#A_&sr)oBYE=0OZNylXtp74Z zwkvmeYnzv6rID!?18&38ktSt@|#y(F+ zP5gYL0Lahtw79848cvRGgc8(WEu_{xZaprP^Twqq`Vosb|4(z@9oNM6^sQo{2#AOv zHGoJHQXmN(rAtRZK$>)^p(OOKh=NiC#eyJ3ibxYF(xM_&iqboTDkX&8%ez6ndiDO^ z`;>p4@Y(FyIdf*u%$c2YcG-NVHJJTk?}8g=UqR?Wb&LYq4>PR#K)v}6NgP#yDnWV2 zEP7>@FX-K!S2kT^;;kmCy5&jXNic`7E_150S&?cT1Lh>^hbu~9Gw-=L8k1edIfmsv zKcz?yroBkWSw9+2T8d4f1HK{kTA3Y(_lqNpYVXM&>cx?=ZtK6??WMYA{8+VoZZu{iof?oVp0=a=Ao~FJ2l*FRg+Vqx+nYo_Pw#I?nWYX64mky?-vjb ztDQQvl+Au~7^6zXyVf){^4?SIJ#?qd;``3MYZKIdsB_x0p50x~m|Q*ot8=uJb52rT zSpv74+}ZR4_4V%(<=J*|I0D<=vi@pgsZM77@y9RwIkn$DA-Hs}=)vAHhQ1^J%qX99 zc?`eMf(_WNtqlm+p3+-bpbqdFHb>?>%_wP;Q{gQB;vy;(kkQU*nZJ;@H_yPjm$A1y zIT{`?YPP`yU?F_c*z}Ozo?@49+SKqodqpl+X1235KU+DnBE4Yk?xa zlB%i72CbH45z`ng)M<0Q2fZ`&Ub?-e9U{^ic4?pHwoekCpC*8Ub1HF@#aqUdcR5c? zHzj&)F;cD2dJIpCf5sh4iddp8rk!SjHR5GvS58jU_4(;08DWAW^60TqO=7`=<&qa% zj>#B9S0gUgdo1@yUUT-h!#E$V@G7$pIIKL#n(;P0z~zBvvGhEp*W$}pQo(V{%x5=B zGPdyCGw#ZjyF$_tDNe<~PSin_qf`Du(sF68bgc`hojX}&UiKHZRCMrmXV_@3nQs*M~k-Jkvcw6?LwCMtbQ*lXr#fUTc2I>!bY6BZo|t`3Ki&b0ZJ4 zvAeG?NiT$*YQPr_c1X0~C#vw1BhwtFxd;?8Ww5T}m>XCsf-3at7)!F6$MdT6;ZQdA zrM1^)5%Z4|pHL-o9ClqXDo-(&d|lwlldye@Y{}!Uh7o)qx3@!aI3p`@!;c$JIH8Rl zfCea@S((TcIi%q)DC%WdBrT)5v&v9MW7#g5{k)Hwz#_F&C)F&O#Uv$|wmW^pt?b!~ zLiY8zXsBmC3lb-FPZ~%5|f|rM3Vo=XnZJVw`*=3wVqXbZ4b5H(7aKg z|ILQmkxYl@BMiP~MRYd>z0cy9#(QJ#K3rp>HN6&k|1IjC?WFYDfvzycIZSwp>Et6$ zMem3c0RZq1$IJqVg(@ClpRHjlw7e?e>=oLG$B*hb&FiwiMk6=>Mh0pX6kq7;cNo zoL^tPb2rr0+thrki#}<ZpZ-L*>wULB*(K}!Mh&Dv=kVfX*%3OL zQ|d5{l9-%IO=Aqk-=y8TuxB-2Mg^P~9}mJGin}$Qm@YdKTmyPmN9hap zJ;%lR*4eS6SZLLx$+Z}ZYpNM!nNF6Lzqcu_eye0hD0glG$^6-;Y|0}4H2lPcxL41vpzmWQ&b#ZS#s}+yf*YZ z7Pm@eU-I_Ak~V4YBJs0Ot&k}^XT1qg zHo25!t@YX|X%b%zQFDT(M-|Up?B=|AR0?x+T)QNNF#ovga$fP45+UkUX-YIYlre|1 zU9jA%yjqe1g6*jj`IlB;yCGfubYqh(|KgKN?IiD zC$8~&2NA9@F~9$?Q8M6L8$VQAC|M!9Fy7IS&YiXO!nEYdJ)c4b0t-dr;Q8Bx9)pF6 z>2UFz&IE(Kjr)>57>-Z1_Tl_)vAGXX{aj!CeCqaA59Mc#R-v$2ixUHtey(eH*Y#Dn z(ObRc0=d_b%e2LPN{aepG^-)JnQ?ityJ1}vh=uHv9X$Ei?{l;2ME!6<&v2m@IK6pF%2QQY~spcg2 zB_{Wt0ijX((^O{%WrYpHHC2?l`TfmimQF*RokJ zDW)q)b-C}|Rvch3F5jeWkv9shJTg9kuar$)BQ>9=is%+scsg{xQCiP>e%jhEO#Q6} zdzQ4k;M7)Hm3R)$UB-_My)H$H8N0UVaV~5~HI(z?xKpHF09*PN3-|UQtIl3~*a}Pb z2uh?7?>o7T*tC@$%JW;Az-bqAk8GtzKCP{wVe1r$qLa-dRLOv12AR|$7JsEjBsn-PnSnWpey1y)Ka6G=Gh`c(^S2)s}Vux6y1V>j>l*h`(LQ!7> z`q{xJ5(%#ZrYJQIwxTi$r1a9JxWt&v-0^s{XQ=mpJu~JRx2fZ!fGXF14-s$0;c5Gg z=ss#xR&QoP)k>mg8EI*aYl~MhipR`Jqi0C=gHg)Zii>4ePCT!#%-w9P=t0+;Z97z( zBX)C(J0rS!+>8|!0%Ftn>`1gv5ANxBm81-FF+~(VQa~~*9CZd7AT7Gd@gkQueg<7) zU^P(nN=l}GuH)urNv>zbo(tUFb4#z^ESk+min$?v`xf&GZ+QmcuBJ4{NUcFtEzNYo z<75p<(s>rLmCRZ(e;eF1uv$>0T3vs##_|Eua)Vxqgew47y2WDX7;zz#GivjjVP>nT zmxe>V=5-k->&V9wv^FABs%B!SJ-)7Ph3G}IhEXYkR=`I2CTcb;W_F`APgW|aLtKyD z5)Cf)3^jQ|NO7NX7n3M{KIk9N)xjSa;m|k4siiN4opO~FDzPnkrNt>I<>QQ#ecPgl>YnD0a zKEW?_N(2k2xXt`C16Fp zurS0Hu&L|4U1iEz)W%cT)eUNd*JkHrI3+2yyFq>ROMq16`f}CcGRl8v zF=n@dnmXG9fBh3wJ#k?jMJ;(xdqDX%re+UQW6_lUC`66mS+l!=!=VQ6=+IoQuEo;Q z>}F7ZRUoeb9j_>!tTmP1T`tD%MFwmP5CWEFuwL5(rmWMS?Jj?IjRS8Uk_Ip0*c|R` zX_UAjj(Wrf3?c(R;sWO51KmSga{veI{;C_a(RERVH@ZNLIP{ z>^Mf5DZ`T#Qrk@^Hvi2;oR;M-URv^9I(7$3y|=Z1trm#I4%V2WaJj5|Eu*NtIb6W@ z>Ol9hy)E0-R&29h>;og(UETJ8>aD@(UG`Azc5&Ho$M)Qzz-2rVROGMxqH}ywE{|;Q zC8a08;zD9Bc+!|%`Px0BN`I1u;-SFyHd_kG@uHIsAFy^LCJU8ou@~go=#x$8ilVXp zB)tGfe_!URqrELx_sxKgqva!hgpz}AV`G-xS**f0D48IYJ4a(_G+gR;&w?ZEEgdpz{GPqtMe8FHVLR8zd~`3J2v>5?SnQtT~KBapbZHRF26%NY(yhnn0q@5F-%ABsipi1 zb5cCs8{E6Zgcv@cygo($g2_TEr2GZd+tM%F6wAs-<_p05Q?U|aTC5to!0UP1rqY!O z4V}sl+}N5w_B)5W*&UJbPnr$r+nru04v-+FlYc8vq+?-gWZLBmF1Gmz1=MWLL~9JOZi@uU#$5&mGyQ zHg>fe`_id9d?|8%J7N;4d{Z>OqhAEa9~8o~s;da+YWX%)Mo&Fcekkg<(* z4vtFZ0s0sC5o=%3zL@&?vp4ANhtEr<)tY!tjt{wOBn~YU5Vp5M_o#!)csq#@ir*ms zzk@06;{_5i1Yr#b;sXO;1mp20j;xZ;^+EZbro4XI?#tZ^z4*sJF zW*47*;ETVp45_C%T`NG>u3o73K0nDXRz50Tx8t!9-n1s+`Sp~u)$5!wlZ_DiF0?0nCUQ^pFX z9@3|DXKqx^Xo`RB>k6COt`*@@hGnnf5ihD=ylgy9m&NC0%v{fZP{=V;ndd>{>r{5A zTBaqzyuSIRPiD9_Z-H&@vz^*fYQ?L34kp}sLeI9ES>1JQ-RklGL! zR8I*y792Jf%m7Ma7JPK}=8^l2L75G>hGAur1IH++(3sSBL1kX%qb%eU_~ar*`}# z`X?Z!ZN9@Sk6UaMmIL^KO46{z!KId7#Wk{_5DGo5z_ z%#>mu*2qpPZyop;A=JL5Zg=WM0V+8~;7so)w}+3G-EKYcs#||&*mWRY&oFrABgL@p zRd}sK4EZO~SII5V>6h&r4*ZoIHeQcyddww;k&mjC8ZtyHU)}Qaf@&n*zS>TDK0@=F z-`Nb|RPB|#GclD$fi>L}KIc<}j$~=Re0mb&XoEh=fr$Pn#{G3trGN`9<`*1ty7n!_ zJVx)6l*y}^MNHxA^93de1-+p&gJ+EUWZlS<)BLw~^Q1mppY5k+iRVnD7Da`ShFp}p z0v={mi7v^d^%~-84T1Q|%Qm=Eh(Ib3g*YWN&e|=Q8qPQW!bKhQ1I55(4O5;>+nrMc7>C?p3&;2cZpQH)a{N>#m422pVfkK(f z(<5stj9=^?oIQ1>!4rEM?qkK;(yBe$(b4hrB1f44fYXqe&UzIQIbI>6)KkvMFyYi^ z?xb5MFe9zp$CW+@U(&sJWo(MJ{vH2s4{L~PmLE(;g}_U{_$ zYF%<7fgUg0qT9Z3z`kI1EtSVxX)i!P^itR=1f)nIpathXXNQ}()gRJ9!G?H6TRHC+ zO_%2sPtupFRYKjjJws;EZu7ngC;HgMCaZT8G;vFhv-QE0%=}VJ-P;pIQTdPRdzd-q z8T?18mtQ}6%%L#$yl`bzSjQD~4#3cGyA)!7TjHoq8*6*sPGt4dOW@ltI`p3@E&_%AO?>+yd+H=w=sR$w1rC+e&&kFl+!&--O(BNN)77Xh>lkn*=;)mj-tMTELwuyr|OsQ z4bO1<;}WGFwf8dK)QXW9#Rm%%v|WkbQopunu*Y_XP}XSYSflj@Mlc*o*K;_53x z#Bfg*F9DDADm|omnJ(~&3}@u|=nZv-bU{$wS}^Cuc1O9#>g+a!O1jLh*|r0rNQ$E= z9ZMngvyGD=r}l$PC%uFWnp`AX>J8Q}auvp&y_WZ|&|Jli50aeT7)##lYIj*RUQJ)I zK-K2qwD`y7Vmxm#ve5C%vozcBk1n6D*;!CIsAf_Mpx0WjJMiT>sELV=ROF`{;Z@~) zho)cph`&SN@A6$pRPl*|;FeS6*QOjPt!Sd@c@W{05jhh_(kzdQ3AF_u8mM>k{qoxF zRidnAgYv`9gy?mOm-k{#zr^&6eq|cgySCwT?$d+A=4#`1cE(&(sWA=Rc_tsdX^Tk| z-i$dm7aj6XNX=@IdtKZH{MKEmR5KO9CFRo^LKTA!$;p`A;v369U8F;YT=u{)UON+c zh4c&W&gmXP%J$O6&c+J$>GmzvfACu(p7w8kD-8WFOwIx^D)%{oz_x}Vj{sHPZyvpK z$7H!bK%BaPg6a5K<&*LD_4j9UZ}aPN1uQ=v+UxCpIFz3r9)Fn@xgk+h)J^_cp?x+i zs8}$2*sau>Es)op<@#bzAo2{7E`9J>W17|c))kxEx9-;mYL&a^Hox&$8*Y6kifBex z^~njJ_4?$blpS}FwXiAM2$yLg9cjX(@wlW>uIjy|ji+SGX=6bHUSSnf>%6^U^!c4@ zZnN}XXkss&n>J~RQXS!qPCaDQCjvbqp)(y;$E^CXTqABiYK~F0lkjFoVv=$efXFmG z@U?DwM{WSRB(rK_VAy7JMb(|**?p>G@5T+T=!@xO9|1&MYv9v^ zcDuQHqeC=xqMDhCyHCu>UjEg&)vaJ!P^@|f+)FcZ^kZI*&kK$d0@S$)}C^CGG8j@ zvFN&Zkl%tA-?g46=)@D}^y>%fr!ChE77jguLof-Rb-Y$Rp-Pj(-=$9D`4X)Dfr#kAIxLA6CrkY z?s1bRonDKyV2-YQMfP!eVH~TSIO$=e;yn@SIx8r`RNqE;j%!U!i|*(1e3l;_(!|nD zCq6uRj|NU>U9QCf(-FFKm+p0JJ$+An%4J0#m7=LT55F4arr%xGiGvixw3%7@*xVhu za2`Q*I%Tg7DxKo6+0bt}GMm;&VEu@p6_-r4*hcDh+hm8H)V7j8{V`AtepM{IXPg!k zJ_s_QwVG@(wdMCc{^xK&i8%E?hT|Jf{yz9USjNoF>RU-xQB6%tmtWS=6}W!`)~c>< zXxZy#u0T7ms@eB43=Ss;6WQgg+$>yeozW;)5Og0A9|YFMn4|Xr_=)0yc}U&Nk%-3s zi_~vTWxk=-3kVB?1Yq!e=z38Q5-1o0X9Yy7nW0^6_i^n7ArRs!2>AP}M1;2oI;9D~ z?E{GR`&j+tV0kA1pq>cE|1$}|4-z?8&eq!63V_llV&@xzgyA6YbuZ`ZR!$(|&8N4O zD+&ZgIRPC-djKW$byq7Z5FF^ewXHi)0Jz<(+yQ1du<~-U1^A4~0UUg=o~ zl9jE^_5Dh6u>SW0VWL8pfUF3%78jjt9IS{#s*SdCyh1FfnR)JO1LOyQA&DUWKW^B6 z#A(C*!66RN|8gV$pSBkg5(2@HNDv$X0f_)*U{6lmBLNzbE(GK~Aa2C^zi7X-A=3Xp z8~KkqqO2bqQ4a7(V}B!-_xldq#35lY5E3B-LWn>>2sls{5#Fy8LO?-qs1P}k7XgEV zM1k?xZ$mr=c=u%pApns&;|L;!CgDhh1Gw#4l( zLw(ng$p6Cwh&ui-!Vh`GI#CD=Fbedi%Mpoxo#>x0jsKQ{|JP;xe2zzqxj!P@evpKI z&q(q;tU|wM9odhT`;S6^Y$e193nRvIp!_YM0)w-kN99|@1@2q+>xe-Z_C4XseryKD z{O?Iie!c5afP(htwO^B({D@k_so)~?*BRljgf3v&i-1tDg&7D+jCbIRu>Z&g{gqAV zKe9mtfdC80BkrZ7ehH$#EP{SU)?cRLpTu9yss>zv-wg7zexLBe?%yWx9~oDPnrEw`Vt`17q`~-Z*K#tm$ z=gB$A7wK2)OY_K<0yhwSKB=&)WgLy8?7o_mn%K47D>-BHU!K0RNHQhc8C)L=re$vS z8)iM(T#dUwAGXf<#P(RGzJ9@UinuFYh1Vsg5=Rw!eXlFMuFxc_0DnXR14KFzu zSfE&9EPxa`zqWF=v<8`*S=a+-`7QzA+!t?)a*`wF8sd=?gF#@zK>US5MIoYa5q=1a z8v^0x{l%v|U9GIiAwU=-2cq=%4=@$Mh2S7-&|fs-g+cs)oW9dwK)eLp@i!Wj_yqrV z8sIL!(_kWh$`gVBPWxM1As7%1{zd~1{x~lLA|wQu|8IOSh$zt8ztbQP7%=7jod!^l zf6x#@h~L}7ghheJWxur*Mhg9*o3Ie_54*rcfoc7>wh&QbG$Vd~+7t>G{zDHa0`bRr zVK88|`CD6kWio tU_g(5ooeyF|VWDUexqNDGJPdBugD|+9xUMmiYhx literal 0 HcmV?d00001 diff --git a/src/year2/artificial-intelligence-in-industry/img/_md_traffic_eval_data.pdf b/src/year2/artificial-intelligence-in-industry/img/_md_traffic_eval_data.pdf new file mode 100644 index 0000000000000000000000000000000000000000..26ed39fc42f1781d352bac7b831ad6516499a915 GIT binary patch literal 10307 zcmd6Nc|29!*Ep5vl1v#gU1R1uqS<>WvZcY6Y&DyiT+g$@}v5y_t?*b6`CUEbC0l53hKEwcn^YHev1LPs_ zZvcj9W9+duN*;c|8==5I3<{M5!zCrb79fZ+AQdna2S$HIRdjdv09r5t-hNFGy1%RL zG{)T#?*xW@dz~8A6%ZB-QF8?}pn|dUu*VR1#^Jp%Hf|ul%${pK?&gnaBR4k%SDu?z z4p{7*(-PJ>MA4yCA1ZRGjKMS-%vX7|y&`9IL(ksI%ifFRKrM+2E8!tn*c{ zPbka1y$ZK&Y~Xv*j1WxMO}CrqH?x=J3$NZ+Z!&#&A)cwHz5P1Cj2S9eC^72GV9S)WLsdW$}zm7N?nXY-4LKVH`sMZgnTvc zQEkyPrG>$rS~<__AB=tNwBmS7xRR2{WMVF4Q6KWYnl%V>9vL6bQR+6Xad~N5EIS}1 z{iuR5qvr!%z*=G@LZtn*Y(bOUeJ393rL)I)>h~cWy5jcx`vyn&{MY@(s7-?!$J;OQ1r6G5 zQJ5Et*{GMoT27+pxjUq#LLHRmKyXd{h6aEH*`e5eCbDY)v zk`Vef!tCH0V~bafD(TgzK5y<5vO*^{x#VCbWL+2i%d%Y4cN;lm`c$8a4r*SEJ5RS^ zz7A%;aa1g2Vh(piDqSgbL|%#PU2<^Lww#%5$ea1NJ^oL@lZO^;Pst ztA50Vcl~YtI4&{mVRE8Q1poB`Jr#g20#Tc1vQd2Qrwc6xV=6t&tbsTK~(MPJ~_>%nlRN?kLEOAPN(sTan2 zggurj$v>1P^B|S_sH;1tV57YO>0@r>ie?nmJ6g_ub`Hn*L!PyAD~-wu@Xi}SG=;4p z&eAN*W_;aCx>6LO9df3J0yW+t6U*Mgh4jGMBrh!@jz`&JZz%_H@=rZ@Yv9+3eW_S! z)S^rift)mCdT-(f(wNPQ4+2R>-{6@#wxs$ti6Uc?1}<+@L?gn=*HFLW$X-z9RCWwPaN}- zyv*WVN+B?Vy}dR|+a-W`-X_IGH&i-dj-wkg-nc24f5=#$>*!cF@9|~c?0SuQ*1G-x zvKcwv>I384-inJ(^yUJ|Zua6>(?}iBfSR61HmP-HHaCP7-ZVA*-cQTa0 zP1S2d-O>s{oski=lqUX%ta6RGJ=9EmO#SFgsj6Ix*r3K#J*s8_b(Q8KeYyP)tj!cY{l9;JA@NA{VS2=_9PA?QzOWi-4 zZ*}y-iz)uuiUSiAy6cuWc{qritieoVqf+^Xf3Dh1wM6HIrBJEowLLud;`1l8xX0#I z6UL&czCh(8y}fAzQe-;hoT7I(vK{Mk--bJ+xOEq2kz7qiY}~b&5oNzAO7nb{FMj%J zHk$x%iJjE*gNN@Pc~Q)^!)0y2AXSTEm-CR}7`3mvLf&j}g*2_+uWYLKJh$rQvWIam zl^zR>ooaOa{cgzFVB>EJAJ2ZfV+EI%Pq1gop*U?; z?21VmKQ(_e$m%6EiRGkRy!b9DrT_$TRybJfIwyJEYPDXVo1Jv|R4D~_ZkD+PodX!6 zVn9`*ik}XTUY>WHv*w<3du`oPGE~5pZ}i>6-WK!kZ16{BL$N8oobj|2m69i@c=OR-Wtijs-*Oz0+M5 zM(vJVXRnepMY~GWJ#k5YLld6=Nkjd%qm-C-2wMSydf-FlX@klv^9wnK^wo_856-&< zZ`%ac$Ulj=T3?(k-WCx?eR zq$E67M;xY;ILf=-(zhLZ=iyGv-o(ZHIf2o#1Pwo|RM93J}}=nUkGWJdD0W+`Oj$fLRx7Qr0KJw}60r=_ptCpa$A&#JRI zO`Je`gqqd}m0b)7k*+E{mD_)TTXhADq}`4f>}v{9bxk+JGI;UGs`J&lCul!ixP-VU zia1ICMsKSriJxg^f!T`G&_805N?DIXVb@vKd0-)3*4goGYDtX#gZ3ub1>TwqzR1)C zpGbyhX;cfg(yTPz_4x~T(HWzvcLcS;5Bj*u5+iR}^U}V+aA0E%TYH&LMjdR@eWj>h z8aQwyOXy{ahU0zTD7I^6EZwY_lB}`#P@}qbd)T$kCN8e>wu|SfCofVPH=Eqe+mK;c z(xJOQqyG9?aGzFEZb|2%%9L)|%xIHQj;tD} zT;|MidX`)ylD9N09YuNVYWdhJnN*swT{DR!fw`+D-pl#f`D5od<=mU%q{qc4L|%>a zS`I}oo@(FWoga$7D<*vG9FF__%tx=l=;S+GbERQfIz|1rSE86qtoG<1CY3D)EZgO| zsYRV|^NGvt`?$9JajJqhaoHo}T0^DBUeiuv2>nis|H*p!<-OroZ4}ynheX^iI%sM3)X6BZBkg%XNBo@Xu4h9XxUS49;tS7`Ec@EwwRz4`lZA(wy6^oH ztsqs#`M|gY!Z>A1rVs{q2j1pHt+0kUvg|}rztY0(!Q;i49qvg^o7K0WL&vk<)_0^2 ztQB-znNvM~JK8MKY!ITfOZzdK+TUXFS@xU_%(sPM%TcUyai%ZkMfG{wwfM?Se8=Mb zG8GF|MDz=-#E{toV=tMNU#xS6He0k&Y?7DD+Q_3l+;HvkQUjFw4US^Bx?hLgYlFA4 zhXTa!?+}TwUejdy#645>-EOb{I1c01di^PN&&T>0u#)7n?*RI z1q)>kl>{F*2xb+W__XyQ(|jy{`&Hc3(&inL4_gzPrNch=8mg&VD%>*bwj8$QU*|r| zB`h1hrM=%45X2mrkT=66(Bj`$6~yG406Yg|;NKDVFEzd;*eE0t$g2M#yGA8zxP!T< zR5!grR$w}g&?yTUIvJIkBe0s7TsWV`e@Dpq3~&ez7cF|)4SPY+`HDs$X*hBFzf zmc3)QM(3vO&b3zfHx*pj%1A@k8FqPbY@e4oJBF3(T+3%a+(f;KF~TmMeP5E<1Mj(H z7l?2h6U;F0jFfY|Y?sYu^Xkf2>GR$$?Bt;akZ`#5F9J6-RVwdd(y7&qN2RDnrFLbJT zir8`KWgod82>;Yz?Ke{{#ds}-2IlU);&6(co-#u2orvYwgdUz2L7PdMZ2VweKGWrf za4cV<5Z#u=d#3f7$uo4k61Qv_J^R5ewG=F`c_EHmGO8!T5 z;Z`A$iE6znO&`}grpE(L1i+Wiujm*W_Vk`KE#c#Q!qRHw0cx4fdGlGYJ|DXx_xJfu z&v5sx;Dp6%-NI&-lq^rmz$T?j?aSfABAGtjt>cm0+mQl?aJSCk zyq)I#W&`rb3imP}?k#eX3qF1R2aEi}N)CmT{1=9n(v`>yqflAJkWu3!NP?H&MqifQ z_#E=`O7UC@16_hbshZ26D>5+h-0I`m%#YK3ma`MfuW-+GBs^XYw%56d2g+yPbHg2| z4C07Q3G@hJJnF>w*P+#ugGq^NZU@xie>tAC)9NDqXu&Ls=N3MkZ3EbcQ0Cto&?mHv zk429Uxz~eHK?asjqjR)oj#*_;u~H-H?U=lh)&qjVDqY%FEVF1tM=6gjZ!s7z9*hlZ zTJV1S!wAP3E|&x<%=6;Pq?g4*E$D@%p6TY<{vnF)Q7EGv$!X- zI>-yY^5wB4pC-Kg{4Lm?2$Le*N;CyhyQ}lLVA>`2tF}*iO9M+{ z4Fzkk6c%83{ z>z!>@_L%1NfYUw9YPvil&s$h-zTxuDRaX?%cx0O`Gn{8cBOs*psHz8Pt~*Yd8eo3x zm=V*N=epWwaYgy@ywlBoC;=_mMYUV3^fxWZ(iVNgl?F(>BMMwu94$Mne1(-4*K1ef z=XbsY?|vaqfAKQ?cVmMSwh?~aHV_y8XJb=M&}Mu9rij?g4CfIDd9+?z0ig`sb0gQd zc6t4XBzWS4MB2fq%e}PsR&^RTJ$LyjgcwVxdAAFXz>SkFZi&~ospoMQN1Ha?&=d6T zJE4bmXo;$RIXV($Yd+Z-K#@^}QvW;ti1|S-sww8%1z?#q>DbR3cbq>*FM+CdPES=Q zR;LP%@RDiM9)7_##Lt+;fP$pKSIc>uSOr%4GB>tJGYS+=|3TdS`!heB_&-aF5EnOw z>OqlbptVpVC|tr23Wu4f!`_6)ya{Ip-(VBF${RtJ)E!pR`MPsb^B@U1CAG>Q-cHz$ z`9;|%V5jF_gphOYH(?YJul9^8!!#d-LKffZ4@CLwRm`y_X=;G24>QNRP_d@<%N3p* ztglPkS${0cuoEmZJ`1(#51M38?{ie!2od@+JU(Pg8~57SM$xrMm8!+$_38B{(GGuh z5sZmsRcKD~LS;0BHP0ocn~Pr6Av9ea@nT!YnW3P@BR5Z!WwZ;Ic69@H;hKNPr@QBd zNHR^%g)g>KP8yk^9=j%ky3l30eXxbn7hA5vZQPFj>5e0|GLsTlAF6j2qua_Z1pC8u zb1s^_pb&}EvkvAhM&=uSsANfQGY@?_e3em+b%^5i#pN{v9b;++f2)7RF zGS}()h9XKf7N$0}PCRo?-@op z2s@m=7!eF1@y|vi8s9>D5C{)ABgG>J;;dxn-kXCra{}(^)au%j#V%`Sz&*|HzggLs zGK$$QQoY~ASY;to<|;-O=Xpmv(oY;wa|!eOOngVuZRV5Y@Cs<& z0Yxaq`pY_54EPact8qvcmG-k7Qi`Gz>~+3j<2P;cWLUF4lx;G_*NOK0K_bGQ>@O0b z(Emar*%YlLHb5dEvl4^S9@vo8mF91)T)p!_>&&z&c`Z!>Z^?;r(;AMC$K8WPGH|1i z5ZhX*&)X_vGg}KEXL?$7aSeUbZKD0uXm{zQ)6{ctT?x?ExcGSP+s0$D69XrGI_>l0 z{u->LWpg{HQoQc3GumO(n^i@fn#7o;fNX8kof6WI2Li*4{q-Al&jD9d_Hmo#{V z4Q8>OUyyUlbd&vCu7Z8R(2@y4=^4f55M8L=f2Jp?iac*-1@pFMRF-9Kf@Heq$waB< zY*{Jhrmnx9v4nyidXg_!XhUycB=>WNbGG3GXRC4Ri?Vy{vswBhM_4r?Zfk#;IzsvP zb^xhKvS6N}Xw13Y=qsLHuQkoBM06hC^J0t06YtuSiJ>T{y?6LjvUu8u0=ZsiX}`=s z+kX1<7N4@x*XIvW##Ez)$qx_L=_dT$zgbp}U40SR^>o)7J}-RJ-^c&RTAZc9j%Idg z${YhOx~%zZre&bVCdWc~Yi}(I>lk;noI{C5bWBqi)v)4@7c6hgN~(9EknloFL zQM;WcxyioMTGY4RGQr4|J$TL77kW?tX;qPC=oRK(xjtbWO(um+$K!@X&O9+_zci}w zSA)YyY_m*Z|M)#+`qoyV+_UggYjA_6H51h{+w(VW*~&lqG@{gc@`X;qr-=_iBjW+5 znCRzw)1hNQ-Zb-S+wp&S)9BOsx2;6C31145XB=W()!6e0;r7Rko-5xv*K==`9R;sS zng7t^$*+2VE|qyqK%H_eZy>zD=lv~}v8`Qlh3t0;f3QwMiQpIOg#8PjO$-^K4;Ykh zAxYR95996)ihtpnF6~$&6&`WH|)YlJ#s?}aB#e_A8l~3ZD9XLY;eb}AWMnWZ6 zB#swNWOWx}-fbH@Uc8X>BvilEr=qvkcXRUjU9@;F{=t|ElGne>UA_DYDMwvTx%ul7 zJNbA^R^9Z*Zj}f3>>d4N`xq_6Oa+lz9?##ooJthgvBoViJ)=$0;9s!pNjNzoYSK zALgtiYVx}?rp9Nb&Xkjd+2Ua-if2BSrj81=_oK*dE$!~CO>HSn$dnaUU4Ea{0eTQQ zNx@R@pqg{i!A)*1ZF01Yk|SQ3Lh8^>s^L%AFlE!g5j-y9L#T1Z@U~azCn7WOSFx;uK)St>kIx-!^@IPp}E01MMcy|9)`|=v%OBueZHX| z&*x0`4sQ2h*Vn)79P_Qu_4>m!6KYVuOfv%hFH$U&fmR$JjACp^FeohTzQhxM%bNok zO?y7B&T0Vx;Dh3g1}-*SVr}CIx1YZJRR7rJ=*C=?Tyi@4lXO_{dw(J8k!$!I8ve6S zCOT9u+yMD!dNK(eDAI4y@P5iazLvXw*Zoqp{c-vDSD7N=6#luA^nypKour1;*o7Jm zJI+1<-_f{T(vtA-R;DJcg&dRGohxmW!Z@zfcizJ}Q0M5&CqXwDH{*qOziQ__kSyhRVJ?z8Br6=bu)1r<$wCc0N&mc4| z9j{J#!ZebZXK*S|tNv|t+Pry1(WQ+uSD-b?{WkW2j+b63h=@}&=I!;vR{Lh>{Hs^Yuyjl(x3Mk+8Cx7qAfkBxhbYyt0#x7ch;G(>C9p;V2XcLO@r+ z;OxAxo_G&0FpOAD1VaqHZSln7C4oEw4AHT1BUCc?QT;kp>1)ML6xc-&g`# zhzi!h0RxmF33bPFU<4ct!Fk%)0VPos7~4b3y6PB3)7%vYn#KRq68Sm=>Mge#Z zK(!M1#rgm+9KaC@uwD$-(FqTNxMKlC3lLCFgqUFM@lF6QUrVe%YqUhQeE$G`YJ8vK zh|>P9B|rIbV3mLZtPv;^8lrGuvVjV+r#g{YLMI4v_FDsq0%k@7 zC@y2|6x|(NF@)JQ#ADoy2@l#fene@2GAmqSe|`6Rs&bAvPlUPpUtXa9>39SJ0ftLR zfKgB=SQ2;!?jXWl0)P?V2%vmSxCs3}VEe`p;QyZs^u3Qj>-$BZgOq?1FTyjCcVGb{ z0f&Pn#1UX|NhnwxFc=9*B(V=64g;fL2oM2R9F78`f%zbgA+!NpA`OH%7==Q8rSVOl zM6G{Uj5ttK|0XD~N%vLY?+g){1O_94Pl!N-a7REe!*@5}-B|M3j&qw(E}{#&#N7C_MI_gNPQ zgb)YT?nJt9I8p1wnE?d<@h*a3l7O`k1O+a_Si?}{M%6$g2RP>JGS!GVFPnc971rk?+TReui8%4=*<`FvRb?AmD_r?H9a1yaNGf z=vO>69EftijFpi5T{a1EAmjKI4-WX^Utp4G=x;Ct9Qiv;QXI$!34cHJj6_QQ#tRUz zf5($V{-%2rlHfl6lO9SO*jf4oCXRsq0S4^X{E8#Buq!acz{7*^K@gpqhPwmc;l6rOzz^W?HePt538KZ3k{~`lRb4gEe*wBP377x? literal 0 HcmV?d00001 diff --git a/src/year2/artificial-intelligence-in-industry/img/_md_traffic_resampled.pdf b/src/year2/artificial-intelligence-in-industry/img/_md_traffic_resampled.pdf new file mode 100644 index 0000000000000000000000000000000000000000..cf52d640df346f2c7ba49b8a8bf786e06431fdda GIT binary patch literal 34481 zcmZU)1yCGM&<7ga-Q6{~b4YLwcXxL`f)iYVJBLFK3+@sixa;8(g2N%fJ@WX!?|W5W z)vK-Asg{}fb?;91Y}YK4rknyNFP8v1Q|%UQO*c9(Ef1}SwKKZ7I4!qsfTtZTx2zS& z%GJYxmRr-x!On-4?@d9QR#Fn(&fWGuMUns0LBYcvM9csGDsUTWSUcOxZ=S@qV{hgS4|RHfbBJ>DqZ|MdQ^C;k)vf38!t zb9Vqa((?ZAbP7(cZ^qJcE4aRSK+ev_!`ALU%swD*J1aMI|ALubwG_JnFRIQ4i|g!% zGV0q`8@41@c=(=Fx&DNKS`h)ah&cqMu=~dl^(_NEJR`G0vWvYqLR4QAkDoch{Ctuc za=(u*|6YCnJ9hc+D&_m1&CP%J8ruM!L-`J`PBC}b+n&m==R^g$DEvh4>$SW2ZsKARt$Z;(cTPcC7ed0O{H+mmQy>r`s z{yoI$_!szE-0}0b+8+Gk)X)8vzo3N2&ncLXxz=u9%FVBHphf>+PbxURiJ2~W9iM(* z%($;i6+Gf9);-llebRrW{5=?;K?i~JR`Hki_&prZ!08vz{!{kSN^+uiDMF+AntHVM zrfF?ED6drQTqoYYY|Oa+&-a`nbYcRZ?~g{t({sm)^^qp&Q&j&dVz}n^%bPk9duJ{r zWykOjpZ!yO>|H|(E~sT-brP_EVbZH$;G@2d^0iU}XHp`lj?jn>&8L zZT>9μ>bqj2n}J+kP}DOwtdsEtX-B!^kE)Mzt}6v|GNr$m8#%7E!LWsaKqhFL>p zw{UJYOC-v=M);Gq2h)QeJt@_aG?!#3X2i*#BXRCY@6{!viWJz(oz%Y-abuwj9}f&a z**IzhzV{u~nA13C>~odqk6&i#qL0CoY9P8y3mN+-@U=(6>*xNoPACzEquCRi*H52) zgYrO{ru{z2;$jgk)4#d?>b?(*b1b!1iP-BI0pFVFWQ%A@I>ui!p1yUeHe-}jVhioO z27Hpq9^+qU%UrwXqmiNMBolCBlum$u{UIS7Xk{KiXX}Ux2)6tL(+Garjcj>6MNMM9;;^nZ8U6jkG3&_;Q;gXvE)Gd)+yQA3Yt`p7_Wg`LBMeiw(xs<40uuSa17t}?k{nG_CV^bcY-?s zXI-){v4!jyEgVRR_K$pO_xAa@}VM)H==_?#^;FneS5xDHaaD3L3XNb*3IDXeP zE?vP`hNRaa>pNya6uFnS;BArdIIc+^O@jj#iTeUt3;Zk@c!M^U-d*)2$8v^o1aYAB zk4BgIqXP`vgd@`98=UG_pYT>2D*uNytRq?@`1~bP3}TSgtI%YUB9u;o9q*oD0o%7>B%I{sS4Bgt zCo9(URKfAGBqk0!I2RXx5CHrZb2+LP_Yj*gFIf`0gzr1HHb%Z5FbU2tN{;w%;*eE( z?^^VYq8|wcyX%WbFc3FYmYz{H!6dTRe-HT1tV?&Q5L}I&OJZmuO!GYM;C^8$6n}`4 zWZ_UYPUaECM?Ac5nIEFcPd$_{!(3pYav(*}C^W!#zDP1x*(ui*I+w51q9VzNIfYM1 zvEhYCd60c&=K9UfX?HUEsx7S{wlWikXQD9Fr2Xmfu((vCO zYK~vU>wk?)z#bv2f7~IUlRKdbo~M!V5Is+r2z?wO(K@+j*`MoG$+CD=||{oY(U72vq{?=oMfFq+xon72yN(fwq4 zmw;&^`MJq$Hi`sZeUniCglNx{OK#-iqZPLCVs-TSp-X+2~ZH$2gu_LYqjuU`odvU`-_mIwO@-9bFdBt0>?kr1}A*eJ7$ z?YgSY43N9oEJ{P{!)qoEA2?G!AIQsr8aO5_@P!dLMwYD3 zc2AelMM-J(h3#9Y8%YNJ*;~-YX89maRgHtUZ7KH_Yl>lXcY}h{zV~a=Puu)d z(O=h457nJeTvpEqWluyhXxVj(16Yp37MdkFpiX)HIA7^khAoavuGlWTBP?lUP9!+n zu#@n)BcEhZC8MzaQ2NtI>Y^843K%+4y>Hm31FdD-)taN%Vda|NIpcp9TCD9p5uqd3 zoSXNMt@H*0&+3R6-DcX{(~mZM6=9BMloyNy<9vE&JO|;a7%}v_Cz%Xis(|Yqe@>m6BQJZ6D%pMZJz{oPCFh! zaqshbkIcg*#Y|V)4WAK$wVIgxsXtBUWCbqx3}Cr+$mtdCXk@ZbRTv*wsl8~Y;;jM( zwA}>EhsmnVyt5NT{G}tG=s{rG(Y@Pic;w-5s9$(|9=DBc>f*t85)PdA*wJ0{6MBip z8og*w00~gR+>HeI>lAygCL$-I%GM*1a#@wxJ35Kd8=LOvg~LvMlKmHwqE%T- zkRGHtnQVakXS`EY5v$e9oAOQ}LWand@kQQu z;IjB;atrM35d(2p%Mku_0!?y8SaL$UVNGqdiT8)u<2Y(Xzr9a|^J_bYS+!(l5V(a=J``-=d^cWt|tH#=|z zp?rc|0r?3tk}#3}%wm& zeF*H~0bvYNFPcscP!`uy zquOkZa1vhLZH-7InfoqsQxQkJn+nPIPzqhFeQ4x@oN1&BcR&;0{?|!1e^e^`_5`gj zs@zbgtA+7PP|*f1SOY-H7@wvAE{3I9fK21qdaC`&f<7M(NohP_r(v(lg}WoZgJ}lo z@FDedug#r(v)sK~IN>;{nI$!0pSM;T8={tp?GPK!H?~gQzG|p0Z5vYtEE+BitEDrB znEo6QL-8v$s#GGR>(Pn{{_tx>K9*j^tqD`^-(b{H;rwLe-9pnJy~w6C&Maq*1XhjsH@oQ_(4$9F)@AQZVy#kU zd6kW@v|#l1c|CAXPhiTS4`o(sN*_PH$fv~a2^NrRkt18SgavaOlp>#U8puN<>h3f_ z(*R^=zm}OQq1+BP4%ZH|4+_PpGzh@MLUV;wx=bs_PfY;CJa(Vo*Y1>kmY!LB!>+#B4#RWXSLBT6>M+Z@3b3 z-85sWW8hXOM`!nfXe;~CH5@K}tTXmTelUj4?%e+#<~zoZS5X!8ni=Zeg5;pG<++`{ z=l%Y!!z$BGVw$^O$ny6frFBJ6L<4I=v+X>7jrw}`F9?e#9@EfEFdDxk(~wTG#T~Yr z3|ffg@M!(7 za2;LdzlUlOZBd!R)=}oCDAh3S-9p3EsbnWCSCzgLiZT%RFp$M=`m;C+?(y9{2UC(1 zW`l+Jq(&kT5K0w#NR<2+=B;+(FS)!~RjtOcpk9jF*Gl2+>MVCa?kgH61qvPbJLFIN zgl7lok~>55Jwo15XqdS?dof>0-@!a}6Al#HJ|j~VDW3b-;cX%0@+@?sKx7@Q7u}}+ z(1AqYBE8jO?+6G;3Aq0#UStJiH3O? zv3WUVC~c48j?2Q>8ytWKQ|d^C+#cXNL^unQu;iyl9&tyaPmIX*kDe~1`zv&4@nurW z(@Zf%xmRJk(mw0C@v8n|%NwTkCWnF?T2Seiz=&;2>ci#VNK`_O7we0s1gGlmfc4TQ-KmV9&WA6 zto1#3xT;zd$g4q?dC25lN5})|u~~*E+GI8b#FB~K+N(cYMMjoJ16h;MYlodb5R>D% z_H^4#D?lVyN{C=!!wfy+R0^-Lk-KI1?>EM~Qj%V%wK?o~%!Se_;vs{06bPQ}Wyc6TGL;2sWvRv7P*D(b-A^A2#z$hLbh|CKBSmHN^oIEL zG|*u%)=wTWd`3<8V8v5<(hmF;ThxZJ=Li2GY!VDGEm<+UW}VWNL0B6rXq%dOg~L{+ zBsC3!62<~-@^nMj+o&h8Z(7sqkN0$+hVJzDG5+E2B-M(TafnniLA(; zkd0Q-;t}3NfI0&s23mp?^jJxt=uYRrsF)nr0Y&xH1HP}8SCXL7d;dsiZUS{ICt=vb&^TYHPSc1hcw`V0RD3WwT5x@7-w z^2dC;2n%@o#B`gLy%Z3syRSStahzG)DlPW?E7yl8Y~EFe)=gP}#BOWuA;jiUCqdsd z9a~iRI0BUemkM{FoXqs?RmELY5h>6$Z2~vs+8oHIEn7Nelx+=DJ`?-9^6c!vzcNvI zw`L#WD#h-kLONEWA^Uzzu(~=jD9U=rS}iC%ib*+x@04Ns4i^xWVB6caEFZ|!EN)Vn z0|Ejj++A?W=AXh2SCjtSzR8WTe*ik(20%cH%wC4dykC5bXey&}Sbq;5nS@a1bS=d|kkhQUL_-&GM5M5Rx~`bXc=R0FYj zIX*H^WS-bGnOdG(Q&_&^hEM-5)q4f?&NQOa(cBg&cw`iKwXlA|I`g{@%OAHOx}*!? zv2V;pTKgrId_Vv!-T6Df#AXw&or>+E(T^HaiK-A*)Zm1dipU^U7q|0!-mARjs4M}Z zZC!96PFwd4t9^IoY1vCJzDku0_T*7A=YmLag7si(F@J^Yc z>Qu8*^fKu$Qoz{Xlp*0BEB)lTy2SZ0wpX?sqp|c^TEDHZIMUzOMt6>TK*gTEbC`Q( zHRJvcFgD4$llu+C`^Ps=k|C%ps+iXJT^&`Q?bs3jLHPTW=bv%>(baRU^64+iq!x;a zHB0VM?>YYAePa^kn`@>usmTQGWPa-vTe}m()+sw8f6xH52UXa+)slOSw1mC>Ov!3h z`eR&IsAKa5Sf=n2muqJ0*zv;A=|6^@wymr-7m@Jj$qO??zs6&ZMn6m_Uurk^fU?ww znC{{0O{%01uVHNh1C%D_)|P{g3P2*KR`&0gTp0g;OCeIj=|I0^nf+z2+yeBtx@GjO z;lO~>)g#r{?EdPk^Z%63Yn%{yhiZ@_^W(gduuKoqgQFUN)#7+hl!KaRP|VL`nF{r<01Ky02+5T1~SWH)TtGh zMp@r;z%&(kHEL3UvEYgCq<%S|MgyC1r68>*N-hgNN*cw#xPk7NA+_HzqEXsD+;nHz zs)?BWfS>3ej(VpQBdhpZDK-maCvsP(jOeb>W$?nsFP3hDsnQ<-I$24}N#_|Caveft zGTsq_aq^${P|}l`da@h4>2IBbc)twzq;K;{1E)e#CmEUDeWeLu2L=jX>f{vzM|1)P zqSLW2(pC^1vd|f?RNL1E*s~Nkkr>wB77yv4OyaNF06B`E2cuszv9%VBi!<+%C5T;i z*v`048UKC62&vN6M8rxZreh+K?}B2k5L;$VmQu_0InS1=k7YU6G^S3LY96Ia)M<-m z<{Db83@MkG51VO=3PBxktHOo4*s%#aJYu^0Vvtamh!co2(COkEOjhV>^VY3vc9ddY zXJj;6a(b}*2k^6NwP_G5tv9X$M=WUR7%#uPhkey;NHio#RLf$|VvVO65{bs7?+@}p zD|eLb8zy|vJCgBq?)kkD6CuUWZo2oAJj{^n82KkqH0tIKs4;(FrSzz$U~-(vdaeja zxTK2_2NLSPE<$7G`v3u*6>ol zOQ`3x5`qr2ccXEl6eWW$M0tcLgH)=sUN@qos2u&sP58yq**25rZ7bZ6mw zsc$J_QgeDPv6k0U=I8pLHzHf3Yq>K~omTdV7*LDIrm?#4lbwiEZF2E~44)K-!IR6l z`qn(UAYsJbAVzkQAguPZPbt>OjA^~HT;LzCP=;}28a68m9nLlf&%cPz3{=}nX=;n@ z@L$-w7_CB((M>b@x;mH2Xr9WHfAdmBq&TZ6# z0SrQIcYy9c+`yR8lLQZLBs!*1XDvHDb{Q_l@Z=}i$;Kzzv97+N-&EyWTat4e7g^N; z@Wtgcb`OG9Dgf-N*5$Hn{1j&2J;1eAc_sq9Jx7uFNuvBcld5rfRhcqeJ6@%>?m{{I z=HFk0Ez$yAP#bLwxC+7cE7_9+TxAQJ{+ajAIV69$meHl1D`$3<+hopNM)b2zBZXec z=W-E^vDv-~ebcBC!R}t;TV)1%1^;Sf_9uw)%kI|e6;-3%ZmT`%X2!kb@~tr*7lO0$ ztCrQX^LrULqU?i@-m#y!8IN}QP!*exSePD)#o#^QK$q?LKDY&0W&U)*0*d! z#tA+xS)1i6!V|>c3e#=(ULtA4U&rN`xgW-*R|c5+fha;%@2ts0nD-9Sz&K=^beq^D z3A>V}<3t=+V3k$UcyaC3u5fDAXYeF9=D>NMp8u{Ap+;G)IQne_M!j<5IRQ9z68$WE za7vKz#^x;ui|lr>s^Lv2S&kQR3X}qvDAXq50v(Q%*W9M4pu0W1KCJi1;`hQYQBDFc z-LDz*_S?*daAu(323tb1kzZXi!T>`xzF3;03)vHd2UC+hN;TTeH^#;nI;#9Fq`3NX zBq%u4`QkPRK!{LiRj!jq+s>rZkRKud=jvBIvMlo*jYkZ49i=`f0B1k7Hxoi&`tcin z#w05(75%@{?{|2iF7V%z(?7L-pLEG*`d6hRsms&rKg&#>gi%~CoO(sLBGiTj@462+V3&ZFx>(aTtw5&hwOr# z;_zTw`6Ka;@UO|~!>yR(35Fkt2r`mAvU(sP65Q6EH|dibbW}OaQAn1HYiMYzmPrXh z;VA}eeC@F+Pa?_g#wcN+&Y;_M^W)yfccJ)-a6jAEG~r;KDo_u#Z$}Ut3=}G~i}WHyPMM+_{<6^soHh7Hj<2zo54tj2~D(T=f@!DPX(Hp9KaMI;gWFSfN%OBqotw3oP!w7S0sLdrV3E9D?l-8^QGBWd&ZCfB8Yc zMW5AzWoIY)pxoM3>hFdhpPVl>1HOU2(?grk0+7hllS6Qo9L?vt!`TC@%pe;O&yv;m zjgbkGWA_h}5Bm7O|9RdjMF-I-9r#HRrlbO`9rLZf^s9YFD?3P?NwTlvvR9(tWGJ-^ zs}`v9_yKt;QSx3lm1mPAO*dW9Y90mJprxA%8N?<1vz&^ta@9wPpq;Iu-YyrliF?G3MX)sZ-cpuicS*p}ZoM>A%ET(n> zpGMh`9@yjLz15|?e`I^H0@E44t*-W;elymp8h-~9aa87y9Ce!(g&1w7Z_-m0GfjB) z7N`bjF$%kXG`E9SDvX`4=I0xu;}y6=SOLRO4FtPi`UA%lyvPnDphiZ73#)$?Z6jHQtW^T@;a*!1c^|WLrhyrI zg~FX{LCqx0hy(;}p8^XKY09@P##Hl{PHd|mS4-KTr5{vgR!lO|^F6aJ&t8#Z=urKW z?L@WlGa!T8eMN2DdhD>ank~pnxe8P7I#qROeEQTXQIFbJ3vF(vXVaBBDII0?7b@2I zDuhxE$KmSiSgekUdts5M*cv0$Gb-(}`V1vCXJze4mGc5nkCyV%%qChVi-0{H0gsBu zSQ)!Xnlc+3?OT0@*%!{}bIebRTU@?cjcPI>^G>NdFJG)jiKwEX)I5_fU^>SVWW>`3 zIv$9u+kqenGMTdLi{9ba3oGlrZ<*=FWXpz(__D?kBuPqy;~QX-Q9R5L6{ql-)a^Vu zKGj2Y0?a?l3S+1k1M?2m#)4cOmM0W#acES61M?{uzi!}&Tp~(wuH)s+IZ$Z^>HLtl+V@>3oGHc1POg(PCtpcVC+Jy9S%J4Kk{ zM6~dZw$QH9eVclrZuaI1iANL;uj(*LyuHB%d}9l>H1f?_AEgv zGe;V;Njx1zIE~m}Xon||3^3=RuA|9aL#xGTb=qLYy=P|X$X;e{0&9D_V9Ff@L-p?M zF!kZ8S&mZG^ga<}2IA$W{`w6?EZ?4F*|g9+m9>-^?Z6cXoNaf!paWGjvD*5^)4@DZ zV|0zaUXo&%xw285G8G0@xuEpvILEjco(8B zi!gRFL4P&*<7Z>%z2f&+D#PNLbGahUSC4Fu|EQ9v1KaHBsQQw2q7vgrJ{mP%zZ!B8 zpInKQ<8Ks+Vi@d2(`eJ#L7RR?&_Ls9p-r>6W8R0kn#xZWx7|3JA*s*WNRS4^v{ruL z7wn`M=H3TZqBX#iOlWPFQe8oEAKxP4;#r0uPN>G!;R-q_bjmU)Lq6|;OD$-FJjBY6 zhsQrIL4k!fCuC6Vbt-nA|IW!V;pT+?Gt%7MuIhCFsYPQOQ$xi&CJ0O57a?2?K8S&Z zbmQALIa@Pd76&1mnG>rp%rd8FwHL8ab>p@f zBVJ?&<4bu6A>fmsDJiF$d7}?`VueFXJPy?WqOt9#-b48CWRD&mGh<=iJcL*N2l-!^ zTNRl|eRk7q*a-bFm2`QscmqqBd6SQ#sSJi^i3xl55%tK@zGTb8*>0ZZ8)g6EgGRAt zYfw>odzWEVIXZ@j;UMrie9K23qoKS&II3;^7RwYN{~VQe2__mD?#@fQB#KDvFIUbL zC6}~f=u&R0hfO$}(NO@lr9Mm6=pD0z9m?9apZ1H2oCwo|q_E$lNGl5&@_ zC$62}+S%x+j74h0PDa)3c!9U@K2y@%h0($)1(cxdzLop&bpa05GcNHc%!ewMPn^(% z&RK;$)n=Ehk8m+b>wK8-ioqne5A^%guAgrLsgVcH+vh$^6g+9_A7@OIEtS6yDY7Bmc&89b5QA)VcgI|O7dww)n&X;&ic9LRl3^XnSr!PS+@b9hEgWGk zM4)ti#gW8Oj}g_WLr~;1^h-p#R|K#y@SK;a{hqzULJ{LI%TS_mGWFzT>IU2bcu`HK z`%uKjrQubQi|^u1GDvD|9m<%aRLS;WV<36YOffX7f zs(_WXZYsX$uudL>-fH#_C$5GF%aq;ADiDW{?*yyX&jNCTNJyv7$!o9HAoaR7!eRq= z=k{H?JZVKQt}X_&(C0&&YFGM@MwA`=KG?KrR6B7&I%SubN{2Y~+Q`ajLD75U1JRgD z3&$<75tMjii8-J-+{jFbP6=haX6Mc<;;k^Y-_q)I!3Cwr^f8=Xn+3%jym#}%hBAC3 zQKO(_E)0Q9L6N|q7_JxV(Dd!nXdClY4SlW%ik7o!-H8Z_MHm`XbdR3v%^PDHW=}js zEi568iyG~)qS;oY;M+P zy)P$>;uGf|f4iFBxJUV|Fi)owpJg8mdp|h)TtIRvP3IqrpD|Y~SMMET6K`=#V!paE zN(}xXEQ#sz%*4>zu_X^hhS4Gb4!*K7a=;3P@v`$yXR8jzBXAZUIAH~u()ueBsla1M zVlyF2nxvPmjUAHHwlN~w!$RF#1U#Zs?1*85X%0sq^2d%-!Y_@T2BytwkvYXvrX{-= ztrl%VhOE?lV7+pHER?n+E_V8m7&aRt0Xc}z?@30&F$F5%ac$z(%AW}i)Ez9SgbVNp zHK`G#b~;TLMeAb(!i@r*M39k4XC)-gvo0T*DaHQ!vRHb}$mn;P*Ug7;>6Y5Wv2ny8 zAw51^-o*ubx)sbG;X!i;)$?V`$HoDV=aY0*xlz(tep#5oTN`p!nxby0S86F83nUAy z9Nw0Zgm11NdZL(QLZykOFIRKxz&U-cg*HZ`g#JZ%Dbu-299QBDRk^(3o|jI4esJkX z45rIQ5yah(x%~aS+eWu2Hp#ab3sQ&0C2VesY9a~8b(`m;W)xj@G~Jyr^zOPiw;VCU zYT>~upC;AU)d+0JtmFdSr9HzHdiWo`4~IZ}1-6c#w@w{iTH-4v`Te}OMg3ew3Fmdb z(evdEtuJyM3(xNcm4HEp>4MYIS=Y0s#}p@565pi&iebaep*rbgwD45R3IYUTrK46u zgsETn$Qkqg{vx3wmqP9#m5uw?9^=xV5Kv?Q@50|kWNM#LO2Jz{Crs9@m2HgqmOA)o z96_fn2AvnJ)jPNfsf=JGzM^ z$BE?~mqGmBj5b-##pq_4Ox8caxeVE^ToDQ2u5sd>4#wrKC!YYQ=!bn#c(ppo#m{(K zW$@=|(^u3ig-Y>EBB7G7r18{p6)qT}%S=yhjcdM)z))vXA*(Q*xtNAf0{j9014V|m zbPQG1y8s8jG-gson<5^Dk+8?pW`2gO3Rr*!IcJ6`$xza*RE26IwDfNFI}gYZvp6D8 zgw#4~!?j`9aRWN|Rvc+)-cn^?f*yy3v?u-?D6^#mntm1sj`2tQZchq#I>+H@urw!*2KMbEJ|l3M2vZmU*TeO&nGr)0}KdAF@ZW2_HB(&}a^8$(lSM zN<4C9RxrPtbdp;)xNe>nE zW}3-TBtJ{v$P1^H&_UpUvxka}Y?;0lhA7=zhGkDENAPdE z1GleOp8yO#Y^tQYhM)D78mcRv;*n6^hjMKdK5WLZRx-J4d=!tGUDXvUNIV#%BT(ti zx|{7nogn^{hMmSD0$_+o<`zf}l!j&$t>=A8Vr!&iZ%y6w_L8PKU+8NMKVz7j&z&dE zh;XW8Uw{849r-dKy-7R<37k}RXNc*WtszaA*}WzFv8HPf$nNt)FXI?&=qoAzOH$2TvC{{W=wuIym5Qow2Zr1v}L#T*4dlZ^nLpG$Zi*0snXxTvdE(x(okMoQ`PoDU0_Va z#GhL+5jo~1`NiZ3W1#^O=Mp4X0lJQU^;Ccizwg5D7X!8rpZoD-H-kuSO zO^tHHu@w_4^@3v$nVso0U@Zg0Q!`D#7u;WKLe8f#enrsY&O0tn=f=u2zuwYMl@uwE zp_(w^^k;o|E)w#&Q!xka;^5PQ~->g zQ91G=O~*UP(h{PI?D~-mgW!msT)OfXo87M6>}fa^kwK2<8&^k?H~y)eL_jC#k`lKt zVfvw|Sj^UZn#ILeeKvrN^9N=w(dJkeXOd|d#d@l_O%|CXdA<_BHoDb%@%5d~y?P(o!zDu6bW?T z3w3KpAkJcAJ6rOBiZaUbNEKST_ zxTbrM_hc|bVdG$SjvE3Ma!QHcjNiy`nY1+Q zbj12-oeP;5Z@kGi-WoLeQhjg1GT10D$wTJ7xxw(h@TLtF|$Ex z^76PVnVSgq5%jrhD)=1~{HUrTmkZK%;yG~~ic75&#LzU*=%?+qWJ)ctha$o5^S+i$ zO#)-=)C%gsYCr%b*uEwaW%GDf=LWuwk%}f-;z&;V+-d5MlD%S!rW>40)dQZK5!eRD$z9Jhpgc}=eMP87B{k0@)^?2QQJK2rC&|Q_Nvtd>W8pc%EZm6-6#8gPdvFfD)@o`i)LN`PC_K&y7@_iBTh@-HL zjTRPt--lrxem9BXjCq(an;2{=wF~iim<2@I;cEA5&oWU01N%;u1;kSigcxTbKNQko zHs#&*%q`TsU~xeF^ukPek}ymJ5f1Kb8vDfBT@v6n9n3v0U-T_a45W*W&8gxJ71 zIUK8`38lcRnGhU`%mXmMNtLwOdZ#moKJr|W9@YuBu`r&)!EbTkXA)52;aoYfk zRj}QWzS)QXPUgf8lazE|IID3Dp;Byq_7QtZ%Ynf5i}2T$IzE&4WAf^e>NTZ;6t(n) zEp3uNXsj`v`=t8Ww?*Q3Ehi^pGJwoGY`SM18M6zxc~ zZJ-M-v^&o?VzEQq(l90-&E*y_h@pifu^&s67}zwE;gtF)7#QinjWu`~?oKwB7#L5e z2u0qhtMGH}CF3IJd1A1J;topDZ4jpo2g#1~?nEjb<2LG&EE|i&TOBQz(dp8a3r5S| za736a<4%WXc|i=!ja|}aJFDCzLnP+F=5|Dr(T^WYQ%_TH=_d+cZOj|M*qY5rZ5uVf z^{P$$So*Ayg%`(Ong|AKgYU<2+9LYqwn!}x(`ydCx|zaKG&shmBqL-N;(ALjE`C+1IHR6J}2f98=sxc{8n#krM9b+IyIg|kL; zGy9jSWX)9nZ6cnvZlv?q-%KOxa?WYZ>JxcQa4s4ajmWM_%DHsAi~LcwlP)rBYe19Z z!R`vm_`uc-SCD7xZ@@F37dtQ7Q*)q^vj0nkM4Es-40v!=uMwV?XXkHVgdU=Vayi?E zod-g`aWVcmgoiKCyE0P>kHwdB!H}fLuK2B@?-x&H{t_U+j-9TMp&v5S^mmP&pkJm{ zi=m6W`se}XBw|`U7JcE85nyE(kEL~jM`z5r6a`Agc&`%wkCv8Mg?aS1V~&;8JwaCX zfFbT)q(rcET}@{iSdwl%v?;i##aElxl0uy8i?1UIXDs6v-$0Y8d!<-t7MjbEH6IB$ zL)CDx&_pSgKzpq6QI0H2FGoura;u$kC}sOmqeq#e^(322LLP9L*H|!p;-oF~)jvMO zZx^Gr)Biv&Z~k{m!gp4JKyQ5wGX5V<^G5eoAvUuqIa`J~&{SgAOm*`Ohji6%r`Bekcn+@PU;k(TO1 z!2RhmdVFu-H4T}2i5lSHlv6hF$+>4HmG^`6qy}L@tZnje`cv3xosjK|M)nQC4{*vI zx-cI{U1W?Z(kUOc+MGL6$l%|IJfN!@!9lJP4WDen056eNYN^!uVoD{Mto7)r5;q95 z8>tbS3`5swm|mx8S1_yN7_Gb1oF|(iBhC}ak`)7p>E~ z-gn*w&S2W%9htivJGAvm_+vciS1(h`+!#Cw0)E=QcGOmlsW&i2RP++z< ziOtqHVfkp6O9j;)?KBDnlO4~7BGWWWR1Ky=)?unSX_{$;942@)Gq&!g@1%gA`t~Ih zdkChDY*V%v^&ItFjcGrgS>c&AP{k+=i`rd6B9XKW)JeM`#X_c|dc}o88$si`m0X9s z56^?__icOuZxrh?FEc)RppASun8I(tsdc9OaA_w*L+z`5V(~!zq^qNcatF1HL%VoB zr9?F@sy3C4K>l>1b9x@Hbq>>&570NU>2OU4?2F@tm&hl;{=wn4dKHvi&_K$XeoJaV zl(_Yb=^zXwgN#+>d8d9XB~ zfckn{u-#D;T0!3?Fxr?Yt*7Sfl!(BQ@pX;f>Br@~dAM&%7hgVrMg2YT8 z;{k?9OGZ~$Lz{d)v>LPC0$+h#iTvGP4Ooq_s)OikT)lQc8dEc2O!+u`F@t&s`8e$= z=dO46KSdbIf3W_1tQYSfGG6>dQ zYw0WY$3>%soy4dfDQmCUXdCf?Yk*cMW;iT9_s>qx;G*xA*h!dVnW9Y`5{W2hhn4SK zK+D7v7kQ{|9qIUtz`|sG-X-;UOgkr_kS(QQ-=rTQ=;OFZBm1Ekb2~<$-Ngd5E&UEG zt5)+xeje}OC%`fvB;x`#Y;Ic`nO}90Mujy}L#W4|2oM>{Y41f8Qkwqwx_Dg_N&y~} zPuz+O}yXqv?Hx$@}C2Bk|ZDrKd2gqgFpsLvjMbdzKQ?SI_jYg=P@I<{-(obZ~2<+LZ4lSffWQ^o3CHS<5&2G#i{^}H&5 z_G=BL?Pl$;9%J;mZq1BcIw5_YSwV2kY0ccvC{oO%r}Cj;ZV1hOYa8MK%Bt~oEbwr6 zqk`RXn-nEB&!ynU4^gv9zGqU#(572KZZ!b1mNG8t#o}$xTy=0aPRY=dy46T#*zDJD z&7Yy`a?{*44M6)tht?Sp;3!r$lp*M-=Z}(d%K4_)Ch0-Bq+5k2tT~=pzD@Qaw zoQyS$L^Y7xz=ywQv z*_9iRu}Ew+S4WyX5j5w26Ikhg*(4BoTof*QTVkckko%S`R{J=R>@wEaw~|Fxjv4Y5 zA>C`+kmKZ}jutVc`b0i14yC|j#0jJ-8Nkrvt#U$z7E>uN!ar5N^(YGZdnUYzZv@ZWu#4&NU2qTPgDuVzL6NP|nG> zA4TY~Uta`z#*94dp~sj#!_}OP{OLhO2FtnIWai8MShEWnw-rZ?$*Bxf-`SF$m#Yw6 z5kmPN+WU*_aiu2o1neJjGH7ZDlfcJz6%LurT)jXt7`XmxJ&wAaPe2bn_e>3t1z54Z zMm(Y0Wwq`@-(`s2vvi9fL_A zm%NhC0WuqF@m zKryZ&5Dzj}-8+s0*n!THk{eRV#j%3(&*k_jnzZ6A-y7cI4>L#%oF&P}a#UhwV4c?% zuW=#???D~-RI}?`I4IpG=hyO>%vt`F$^Oy^q?AAnR*xoEI<^%ygyYzZQok&hfF)io zm16;5g@WL9WXHEbIJNUC_r7OPIotOlmz_ms(Y2Vd-(nUw?Mn7+7pxp=?lD&Pw_KJE zv)RqWXJFggA(>luz|G3}e`)#6%Tb32JPvcQIM_8qM1WSDfYxIA@^+DkglfBRYC|Uz?h>Q1kIyNL=f2M1UqInr+)E5_{dWTPk^Zbw;dh1M%a)~1#cI*`OU=6Uw0Ycgm7NPy~o%k=V@4OnZ8id-gf}$RE)Da zIsFu~EAS|Ek%wk_^@Y@3Gk~+W?W)a-1!{u2zdpArq_KT3Up_3GO8vUCGA-#^u2FmY_qEg-#&2_<^%>8qeLSuz~+M z<+aBiId}1Jc*lQ)A!|+vfT;<_vP@}eu}dI)adJsA8J9a-9(eBs3<-e_FlcvIZvIKf zE}9HUvoIorEd3%2Ph;bex$re(LQ?3SY{TT&v?Q#C>4c-Fvz5L=@BF?-vjO+iHDE!oO)Sy<>Y*0W58DEzs^5L-=j8v z{`qv7(&9np1BnQPaH3Z9x0S}Trgz{~4?UAju;H3Hh3TR~0+OEc zGOY(bfhep#*4|L%GoJ_@1sg~Oq~b& zmqR)RP08t#*1&JC<1c%v$BRRB!k5OHeRG7~i+}r(p(iKv(dO!?SQ?cBttzRr8mGRQ zcjWr$ZC_1^79)KEeadYbKogl) z-vKfkU_J#aKenr7kFXp{7mA2AiLYI7#`WwOUyz}cmfF=Y8zvOZhcsEH#>Kv1Hv4C( zxO`u3gl+$+io?4E^9L(Zm0E|Z#qL6+)n#>7X&1q<I=vN zV&_Nc2Gh@MhA1^WUX&J`=0b2Hu*c_plgkD^M=|B%KXCJ9N)(-~Y?|%ckrsMnUL{s7KFH3_Wq=9H;C<@{ihfkn=-j)|tYE6OcNu^!U|74s(DlvZ!7FnsN;f2EBPM6)ju4cE{GTJ1pruqQZ$BmvIbZaAhylyq5=Z?^-*xeT;k!|vP4ptp} zr?tvE@{glMRwd65i~!)3@ux|wr#CfDgs22j9DICJ^&Jy(25jpUMwX#B7EW)bxn1b3 z0CR0m@Tia1yDC>^Z_<3(r%xRA=QfxOK8`9!PYqmrvVTqAuF%~kMdGYfdB4Ll88 z6SQOoR_*6U&W<@E;|wYDjG&$avlIHVyOl9isj*u1(^+?#KRY^1kfvUB z@qkIgg{()-cC()+EbudKvpi+rjtwB3j)+R4L`PCj^XdC1Pnxf!_dT`5z}lje^SJ7z8sjS9fN`<5Qi$(YiUxrt+ii{v(^rFlipQN`DHh zU5+*r(i;k=ZL~U@3rRxWU6~dLVu{Xa?3!8*!SF_~m-U%uc}Gpg0jlsyJJv-@j>Sev zPnYr>S!JjAd|mW5WS>W`llb(T9MuL_N5cSlsko0+QFn_Uqn?|!$Bf()LQNv){k1ZB ze@MWS_%|Wc_@yyvi7`5!rDqaOMJIsMmX}|2en_UK^^zQ~A?T7mNiOVLT9V?*reQ&{ z#n^g|MQFx(ET5E2?O(@0h#~O>M!&Z$ZMij<+ezj&kLHL8yr?0;x8{?%omRHG}un&p3IDm$u*st_0-WxuJ>{uJ?r9rA*J6$47==j(w6g{t+f_UAmI13V)-t$N}7qg>+bm_RG6C`SZT!FWj4gMpkZZOcHwRqC~uz9{4=`6`9|W9bU-q zfS5MNeR;Q6dMIsmOj9!ptG^^aXi@_K%^H*`pBfH1WTQ;aFekMidZm#LCw&s|v2BVAd= z$myJ{V6$$))MxhFHDo$bREQTqoVVE#XBUXhiU6`)oV8V{raFq3TJeWm559d7Lh)-A zF2OzU&E%1=!qOvI)}SCiZxy!$2ey|I7C_hWCTe?CwY#o+q7kDH1?Trl=g!>T7;Wx~ z1}wnS`x*3x1UZIpU2=)_!zs$&6fk;5WiP8Qc6U4nV*X&3G3)} zp}s~ccPy4djz{=0C^n1S7%iISP>hxY5{%=sN{28*&E!1NjeB$UaSM>+q1V-WRKlHE z8l#Js=dvqXv%+7T0LmN){Rz@j_+a~m+yuh#g%2$k&^{7c-SgnHVupc0jdK`rV!Y?; zbjA|1{Q>I5gXGe7t&g32Gc;N?jo89OI2Kab)fwOL@r4$A60`8@PD6)Xv7Cj^HvQ#(M>hLGe$?$qUg-|(;L+JY zLri-o;({S4lorMJ)sz8gf1Atn75j8G&39n`YsZY@#f#RInDQtRxei!%? zPkdpo*VlJxYOlh5GHj+b?5};Ogi?)vt$P6(9`E(stA1^|U@H zu)%c9P}FXx#%d;~?ct5|`l#cjfb04i)+8a=)p1peU%UMia6zZg`DwE64P~8lW#uBj zUi*5@+NPk)7!JdkTdjxoxRS*WRQ{c8f#nu~FNr*BkFOw<{R1LjAm2rqidNI?U%p39 z^09l1Rz$Fm#b|Q;c=llkldp|yu)M!aBg%(6_zUfJb+6*OoT;#qZ!`dI+{os=)AOCm z<2T!f(gKW6>(Eufo4exYb;;tTdTb(3>PEYEZy(mCuKPYc3!(CuNrH`Iry^BhbEyH}F1J;I zm%KL`l(#lZ_x3gp@t+B;7^QM0|IBO%C3;7bu)^x#`6LOpput4!d~U50H@S{NRhv#m zQt=esy1;3K6&%HAT9C|IdO&b6W148s7E|uX(6b=vOxdebXifn7nBC*qq}FojzIQHf zj}y->Z8uA6&>edR0DO~MhcWCcnhoixC@|stynYORWBq}XrUX-pxT`qd(tJmyHt}R< zBA|09>_tAs2Q2Diu?}7Sd?p>wh3IgMm&Cv!_XS18{eC8nOz@#Z>kBUe9t#3E6; zJuDOOYRkHsKFI#^pzsHC;=?Vn&twk!)~ZX*?YwI_#Q;_yN0U#9l}XqY@C6y#*lUd< zyxneb@Z`me0b`sO{T_cG z*~cNx!L^uZ=x!lA7%`D7`GDZaXX3fZl?bIRbKx}qxRml@umm$)?_0{~l7y=XSi6!)Vd&*49FgHL>=tXkiWvv4QH#*=dI43s+~zZ8-Ue2j;(+dGNOFMDCcvuQKEH zbB)ngI|4t4kz=~K9(yKI5bPEmV$sja(1%XQ8oV(KVXl`cEF45%QDAAgd|d0eh(&XH z$T@1y5pBc7Y+tQCSy%`|#r0TNr>x=^Q%~?mN~qHETIiZeIdZO1CCgoV^O=N}!+8Tj z61mDmhGFvFQ#dedQ`pKTKNB~oSvAKIi)>FY|5%$(SB@++urQ_5CUeE!e_oCLlvBpF z4F&MDn3T+53-bfX@{#d~cKO`^(f~D97#AwQOTp_X3>LLN8;nZ-@;aN`{C(S==S0_s zK}J)QN%GkV%UiX%m$W!C=^j}p^M(o2cvkk7E`h`g9bP9-G-Pi?8o&t_vO}xFZ{38d zsM(=vof9H)iP1KSRf*!K+m=hhHmv}v-DISocyzA~VJ2SpMlSVUw7@TXI&{V4=R}PU z_x3}_j)Vor7^ZO41k|&x9##$;VC9@nRGsaXygyLuA^y&DmXMM@n<3=s57Jq8(n`_y zWLhbRl$`a47=owOXXP3BIHXdBs3)E@qBIc6OsJMR=)O@)PAO+6)}ailw%6xP5n_;< z##EZM?&J#3#e!Q)0WVz!t*$)vySH7-KVCsy&sebZv7j^>*x?y<>476OWo0PbSx!o2 zJKYSIhuNrVsO+dmX|i*ZSG}YAJ>&7FVJezE!UM#s{PQy~>lV)5LlW*Cx}{^M4*-P6 zJ3}AMo@DmMI6jX|>3gmdnVemcwgDXV%x%XYMlFt2nO|@h#EQ6zq=GW-DBh{=y}x`? z(;1Q=k9Imn1^5($r-1BaC*!RiNTP1t?dzWlekP*u1z$lKVbQZ%RzRb4FuCi;dNoX1 zRo%#^2bM%yX+G5)pN%BACic+l0QW-7N!avM4)L*p`t>`VQ%K+!?cCZ7-;BrAtHD+L z+ajbufzzj@Cfoo?Ckd}WJ0g8wSQIiKb!J7E(v;2yAYh(+4T$AZkk!umLF(Q!d(ujE zszb6T{ROPxvge_t=zKI~My^7PqVT;X>eXQkwEFE^p+;X!>Xbua+9i~!cf8AQ#|2#r zYl=VkB*puU9}=U>p$^N@Jx-+MsQ%nie^rwEiITUdvRF?iS&W4L7ShD{+FqCW~MgWD6q1bWMAKscZxcv9Duk5X&L#Gne7oj z4Np|I3JGrQ+NECymUGv2CLFq8xH@%%i#`*Y1tew5j~D^nl7*??4&i9JI!B#R9(&!8 z0#d^1_Z0I`bD9N=rz{+*KOup79sx$5Ys>FG$kV~!>o7X+^!Wi)hk*%^@5(1{#5dj;f!fh^l7^KiYG( zn+!1_#d5^LTX1g=wH1tbhrcf-Q#X5%pX^vM-0?ELF|}f^r)oyHdmZuJRJ@in3W#az zf+hU2JvfDY3nCU$7y}@s?##&Zx`zG!t|GvKfE6;{2$2f81C5+!O!v?PA`;L7wjE^iG>axvBc;N0J8O!5ZOG zkLO9hyn0W&-+Hl8Ge=9kFv^LRR)Q@;U$QzQ)e}(4N>>4Hd^587Cb6~Q#528|f*D5= z$dlEsDz@~o$Nh0cZDRHniyE{Y*stoh{KYqUj5Yz&A*9LK;0jj`Xn zS8#OmtoQ66KTnYZ4K@>{S15Fzx?cg#Rc226zvqU$$~?$D;Im*g)b#@U?k{-yS{0Rd ziXBlHc^XmbFwO%|-v^rPTix!pcntWjohpIWx(aHDTKP)ejmD|FR4gpS*;pWTk6Rwp zyYJ?x=P33-TUJS4uaPQkfyz7Ee)>et*Q~${I0h1?AUIB5-&%uXK)ShOC=)#9#Jfj_ zmk^)nnJZ}5YiWMT4*(FNk;~7e`P6S^-cw1*@>=J4_G|cZ`}+xY8x5LF5a9DBtVy-h z==p0$a|3dv%GWmronaq*949@XyS84s@=(+xkkXv|beH6_Z>%wYPVpc|Z5rJzk0xWr@IlVz{ zSDs!W#eZA7eG%(TI=8{D2=uCDh%BwH_^L32VVe8GNlVP)H$~=ZBrHoLa9$Z zxlqHX)#+fa)cneUfUJ?@?F-cYM4vqI76eVQe&J6iaj<>lg{5j$^3amd_k4%%{Smjv7=Bwo}!%1qKs2c{pqC}ET`P{?Oi39`6=; zp_r=K9X?{>PWKSTq`7%#^-~3_OPHj`S$~Y9C<_i|+DFxopdp?SY8C+#2pCXGN!whlrV%z}dYr_;oN06m2O>e8*DD$OXHhIPBQ z{8xMVK)>6NMSh$41e2349_;tsF{QAvHlA;!p-qtDhSYqj9BQ|vB*5}E$!3!B0a0Yb zB6b!Tpwh?gaRxO(b>}QY{}7!QFN5(SogH(nim}s|HO<Dv**YSTRH6+Jf(g{k@bi>F+MV%H85^Q%mhcUF;ws>dVXbFP zhQTAU!Dh7|sbQ}3z49sGU+ky);w`lYo|;e&m@daH=O@S z@pg4Vb~V7R!ohQ@Bfaix^CoILmbw`=wGP`C-lVg4NUP<#7AU16!^qVmQ5 zk%G4F4W9Q+Z$JukC~iY8->%vCbz*~a5J%qL6qzNmq~6tv9Ohhc?3=6FVDQ<})B16P zo)4*{oZ{JLGo{586Hoh`qsiRNvPkf+L!)vl8WUd#3<`h(ad{=8JoZmPRFCJ4Ya>n~ zL~ha}bu**~ca)ea`IBD=dX;AhaAoFiPx(SmJ|PXxqSe*vxa~bsA0$&>8UWHj+~p;7 z-_RlBtj70=lb;})$d|{A9pirpHR4Ie`hJ9$>6 z3CmBvT08W&IY-yj?Q?|?_;pxe1^b5WWQOG|2C;`fT#$~sGM78oyylzw5c_=QHQbM?>Z_H;hmmVZVEos8E_~>% zapX?T=7WI}uIl8s%T`rM24tl}`Cm&1t3Z78_4~-~cj=U_&J4T?ty~fu&4c)zpT|AKH5w4|0mrI%x5>A39r}+Va2H1dvpsypo9HQSV$Lq5Hye9v4sA z@|XJ3eO!pw6eoM@!_6vMA*;>g$=vEP8?wHYnr?NwBHL%kN#CN>$rk4oEw-(YSA2|Y z@Cy>U*aMoz&mHh*bjl>MamIUH2=fwo$wfm{hdGg$8QWE^nCfP={UvoY%A;-tYO!ZP z>v3l9t^~a@XL+hw`0B!x1Db>;hCkzOTY+?8Q*ONv>*b%ut-PUpF6YMV+747!05Vt~Up2&8czM{~EnRkryKAB*($QbP{>?;!qCjI)nIJ$J{6-v0k_Tsojp}r6z)+58! zKta~ErKDJTC3mgT{@il$B@fp@;2MNy0z`FuNR$PA+)nYt$?rhP0CM+HA=mE30(Lqp zcrzC%{6olR9$C~{J`-&9qG8<6yaz7@Jjsrme_%&#+N->D-|vP5`tdzeck3HHX&z5* z<`i75u*Z1V)~{bWc{&c>)(z|5LF8)S(|-)Vj%zwX$t=pcoNpE)%?-l`Zj zp0XDq;EYxjs|nd?1|PqgJQoUk3iT`G4KI~fw&K^Fy2OOSXtgVHLx&)7oB-^)w>D7h zs}TgqATY$sfwM|_%@eWq?R?nI$&^x&u6{ z_k%m1s~Fj|3)e`-1Cy++`DqAsv_~+Pv?pt7XX<&;9JF1VIh{NFwPsxtlw@2uPfm>a zbYkq86e}@f>26*6O;6iUAk*aI^}9U@*CsP8DJL>8^ZnKLtNTe6TMneB>9+KECoIW@ zSi@Osv)on)U+oA2{YwD?c>w&*N9&ipbES3?V!0;PUILi409TCJ1^5dSYfU@{z`&xB zTRo(`lz3QYzhhl5_H}O)af%cj{*HUKLtSC0c9e{VTgmuUc;Jk>Lczf`Mr}sALQ(T4 z!ooNg-O%;!+}iUd<+zPpYMv^xuo-%*smA=gR@G(iP)(u%7C$qRBYY-Y8vk+=9Voh{hFIH4s=3R7fNm^NVyESFEiF~(O>Y*-ih!W;$Ug1qZRnJni zFsTnp9oPA!ik1C*+7pM*DEJwfo*de}77_VK`nED%96Y8?-|T0k}Iwv)imZo-8tYJ6DA%4H$iV zc9%O+&3rFfq0c&0GgcfVQjD;)>kls8gy{mu?UOSu>)3NPrE}filoP*5LsxShOay%- zo=*dw4@?jWVOzOB_T2z$yT4Z|(HgQA5j=&^q!mnPY zUN3}x*IUH5po6&n2%VZSGi?SZZ-Q4BnDuIF9@l+XQ1-`ej+R0u%NeMG>#bh}) z5F+VP*X!zvk#LM9OBI^e3BlD*V)H-8#C*Z}qIsj4zV^dKuxYwl)ZhoTd|5!--I`=(_lo$&z)-N{|7j z*$$?Hb8xX{CAIHLZzYeCzCVzP=)(5R+x;YWp7(w7&^P#t?;<7T(2F)met0p>aEp!y zWH>aR3?RkLce=}K#M5hfgz7s~h})0<#3Cw*YVCQ$x5+$k?N}htUrVmJn!6195q-!S z`HHL>86`f+QBWR4B8yX6yW$j@(#g6F+puA9 zmVYMuItPhsQ1IzyYjMpbbKM4NZ88vF+gQkKMO&@5=wmTWYesZ(gRtjKwa#eB*?zkG zL26un&E*d;2kr32P|cnbZp(VpF?iw(XI{J6HBRs_U0+^rFOMURwjt^B7*&J!!q0w- zeO^m%(p86s@lfPHpg_Ic_m%cJ;cB{jOR9tMeqv#DI8eGZq*A#Q6aZe(=I>>5f;Fv35}`{mfy5Q63&)ppY4f-o?O& zynfmzUNQ1aCj#u$ELNjD3Fh0r4IUb;k96kEjCW-vC00hVMsE#o!gM}mb#gh5JR_;4*ZT5OML2bs;#!du`nbiU+Z-LqW+S-@)dq3&S}mse7<*u-Z1sxSUb7A7 zn(Ewyffj2(^xEQ|Rmj9^!LpYsgRxQ13ZKqB(K74YSQZm* zcSK`$o9R}`WGoJujHbRLT%}+__((2D+1`dyzJ)X~CwKrmSIKyNkiegn^ga!+O8hvt zWD@AeLq^@-X(%660*7{AX&!dw{D2$)?8H}i_opU?I5S)Zkjcrv4m&@GocO1^HN1Ol zvkYr}9pphUby{mqGgGx7puiX;f#7LHuDjUp`%CaFcr@S_Y482gVHA~CE4x(I|19rv9^i~t0gWQuF zVm~NwV))r~y2gf|f0uP>PX7)-+n*3_R2ZZvh&WIgI`0Ko)YaM4n`4`F?Is68bDW69tc_*L*Z~9wU9>YSs zR1?r$lDkGp*-*(YQ2F-jW#?3x8}Z*m5opaWa`VU9On%gMB)a>x6j`DwsJ~O+d858Q z&CAxUGq6YOXEh3fHl z+tME%fv=m8g+=aq;fy~|h3pzHl02_g8zJ_3Gv-rmJ*l0H{#!v;OskVqF1%w8V$b7* z44v;>u8z0xVJAYjr#sY>XOQ|6)_oRI!~AV_+c5mOAby}Lt>tAZr$7Z_6&lCSP}do6 zZ_vf8-ArCvp>$Pa=j&@!au#EHa}wbOXC9@-hMRvt0KuVuvid!`X!~s&H~p_6U2)!# zRJuYB$j&ovQS0%eZ)RVUHJ8* zB3aT*yujP&UA*02=e{Gn0^2rT*)gw8FWxjV-<|CVWj@)liZ6a~+c|p&yqaHZyv|k~6jc~DehoIj$&+fp}ZX2Iohqbii zwdjTryc!{n+caNri}kIPeNixFYWm zZqcF-W|`UEDH3>g`Ok714+=>Jw%i3W=U;%;^JYNquwo}Dtb}}VpYvqq5?5o*^l@z~ z)mcx-_0;s;liSrjSMN*uX|Y{xNdfML5OR()!R^W15DvTRA5rJx4G$XT6AlYvUa@d% z5t`5&)yMxVwlGs}ZlE$P^x7>*2f0qv@55g|Cg$c(Vq+Gb#qr*4n`PH zy>%4M^X)~~!VX(lN?4Skk`J+bvWTm7AQC0TaL#qDr9?m4qMTDGHgOR3*&AnM@9g+- zJ>i{F7x3M2Pb;vGp+9Q6FZb7flvAp}4YWe5p)2*W$(gQ2g zy6;EY?X#0l_ebBayc|=jSN3MsQt^0kXbei^LA8(iVCQe>d!R8XrUFT1FpSkcXfR#C zx^YfCFU3i`gjj7CS_Y02ojBzD%qv%3{626YA$xQc*0l=TP~!8Pn_+%bc*G=FR8fYv z&{oX)5bP%+aN5oG;40N6k{rG+lp|AeLcDPAWd z?xbxc1*fNy?oe>5%sRGS5(Y6A2aXZGV4{zBSv< z+=IHDyr^ZY;$b=4WQE~TE*G9969PtQTibfBuJg-WPhZOTA+k2dKe>&5fHa>}qPUjK z>Fn5_n_NDTZCU<$m&`;lE_k45+@71$U$JWrLMEreeY|VuWJbhYTTZ3f5Rx~xwKB1< zioWGW?-C$#6WvZGs3)VCP3N@sB9luQykG@e{bA|Ju#Oqck%_2*=|a*coztIO=IO|` zf8EJLCCyfNy2q8(o|V^!ftybU(jn=lf52{&D@_yASC;vLRW8@~z_5ED&m;GXGHtm< zamr0+Ew;paI%{2Ob@r620kS%Bek%P58W$%*?)h9Q3=iJ!@I>8oaA^4VG^*YghlVNO zS?M%)*?t0Xg;&!fb%gnAFPzgQg&Czf48ee@4AmzzbTS>K{T$i~bLcVd+Su5t_$ng` zavH$w%rMH;S~pG_8G#+~B4V6;-AA!Iu6}RF5u86}SreM+cImm&i|oLD9E5G&TzlPK zBPWc_C;SJq{0|s%oE-n%*4VkY)L7oJaHz2SU{PgZ<5p&2V^x=AUGw|A=0`yBjf5$l z^5dh(KHuD)<(?&JBm`u1EYW|zI@>*>-9HfQIN>;W|J~H1v~2TPQ9dr-sh0Rkcla>x zY$=Why4)2*i6f<@DD)o_gjrz_$Bqhq*P5uTh`oVz3Ov8@0?ci&=#6?VktPh9iJy4W zT~EzT8a@qORx=Q`&KAR{Q(u;a)i8E}NEuAjc}jg!qqa+enTa#3KKH%A5i|8k;9?)U zlDB-GRc@D_!ALmM3yh6F0e(sZb)7e9O(G<#Yx(W8p)aYv=j^nOLhI!%NFQX~&KtY1 zriZ*V10|SE8v>TNBa(E#HpS(b<3aLTw$50qT-|2f%=5S;x|12Slf@u46Ord)) zWUxQVf0vi^%-P1w>G4ahh&DdzO{h#cl@p(rUjSZb4f>(8das~v!OpRBMHxf6F1UOq zaA$!~XI2D=mj3<2)oqDji}~&xHfi#!RBT?m0F(e>Q8nfzBAJNlVjR#S)kpw~rKr~{ zZd(e^i@)>cSk)$_o(|0o&h`o&n9|ozDG*dBxcac?o@}q2$q)@&#!x;d>~U)h;`A^f z8yrzy9UmW05`I~yX}G?UnoaheD{Q@iM{>IU6~Tt>tf8&KSI3uA?<NE8Och2v+60XPGqa zl6T&Wyi%V}StumX85KFHUt2D3e3}awMD=b_4W`J)m8JPGQ2dtdz$3sA;E{0_LH*sgqPxLX%#N-qRI+*T~uDQ%7&Qt{Y<8%a8pmMe7NN&_a z2EKG<-7buN{PI!tfV~^*(gl_9#%K?nOF>8n6#Ijwp~rtv=RH8^Kh(*^#{S>c$r&wE zMoNJq3U$S`T~h6q82d>X(?c&pHaeWg% zt-;IS*+y15a7ZL1=)$Ab%J`{&d3vL>Gpsup;WR!{LDjPTIw;%cC_N`DfZ> zVt!lDt6(VE)8sKkE9`GLtWC@jAaR-txpZcJ$t8~qkGMgl{i4&`rT)``k6z&ZF;Wn{ zQ?`I%t(H^fWY!$nCu)+w=O74@q2El-t&0~hM1@)H)p#Lt+h>mP*pnv_Mh^LVJ8HUH zwjs`4k9RnKcG!iisDM7B23cypteh>+$2qXy!BQRTx9W zg*-tv6Gh3H-z(uU8_@*$7iJZbsw9qu7W0AJ=#MkTVFBH{eNYP9u?NJ@KDhhJXakOxO0vmv8WQEQX0hA+Z39(%v{l>{Hp403E!Nu{ zhV(6su&iZsF&UlCM$E10O04Dhcvl)qv$gkRMLid{^E~*Qxc0u%y-Ahv2xnP7$rL-= zvcWWY8i7y4^#wDuXyeg$V+=m_Q9s1_ZlLFI8L%K##JEQ~b^;u6j-D41tv4Jsy}C)f zq^^JA@wzwWp`qNmrKJuPR%TSsREchzJ5Cjn_>VQ4fl9;=;LQ9%(Xy&hE9M81weK>y zs02Mm0)KG?LZ}6rMGOl44Hy1y#@y4!X|AXD$ z1K0k;ZaG;0H-a-`luYC+xMMqWMhm5YL=LP52kV~9dGllUpc7+INWY-An`wznVpU6f5SZ~$%Im|qRdXxdiut;aCd`r^T(5F?p&-b#ogU0 zkhrRqtPEZ-LFU36hUU*JJFPHJprwLQ3B2e0zFtQlI{oQHr_?8}HM$qNL_d8)10~zz z(;;Rn)=4=Jy`DQxhc(%LEi=Xy3R_HO@IwKm^We~;mYMTSij&e+D|cyhQ#497>vRDR(P@{drI}0-+iGUQKwrwA+H!7z>UA1N0Hv%1Z znRtl1M-S4LM^e8>%+a}}ltu*flTP9CFF`||a^jlSE0VIQuuFZ#EsO5PpH9wDlJJnJ z+zO7})Gp5cdZH4?QXVyGVC-S`b@2@Y7ZzT|-6*S2hV^C7obk%;_r3$NHfJ1uflQ-o zZq+HX!oX+BCSrJPK60Gz`MylA<4}BApwPuJfez|f(0gM1`*N_}1493?9KQil|3aB& zero_U`K=}*At$G(N-tvL2!DQq=cetJDQkKaKcA# zYT*K}z`21YE^uZ}c;;nm0q4^}g9A=8t6La5nZpP08wmGbDBizx@$YK>o3?&U@!wSg zpSrby8IXdV?Y}EY7-)14!OhJAznktQ-=8qD!B-fLF>WtuVqs?fs}YS^#el5=Z0{uT0wEx@w?Ck6m zY~0)woGdI9Jn%aFh<1PEhSTop>~Mhb`*Pp@C+%;2?&<%Fg7!z-y{tdVy&Mj1wqNDG z{%h>;hd6FFHVSSob_y;Y778v-c%6siR~tJQD+MPjJK8-j7aJ!9FMK_I^|?QX^Zt^- z&ILCq&fjGGuFqdu|3ficaM<n;7Vcr%jE8fe_rT6-x~i%6a4>O)?fR0_dfRz5BJMS zvfl6PDgEhIS?~8=;HSU5<*%&}_{qJ8WxMy~@cM5K6}~v|Gqm45F8sOWSKGZ4X8X;l z{^pzEYkuGGmxulPQ;#?+#jm*b_x3-$)_o`tX8n6aaD#s*Kn3m2pEN;L)btUB=#$i(*xe^P3xz`4`)P$z`EoX@Z%6EVsbX zg6T{Gj*nWoVK4i9e{MXsz%|YKlqO5#g?ssly?upwyy#`);t_9!EeNW@Ug;!)IVwLEO1l%2Os_Al~S zSlHmf^j~Rg+&sMhlm~bGaF_nCeC({e@Xg$R(zrSQd0lo^c3!xx+<*S2t6w?gztG_0 zgKw<;D<2yVC+EM7kB18$?Ek^X%l272D`Y*=_bTV*s`ej<| Q>^xkoXjD{U3gT%015fwZtpET3 literal 0 HcmV?d00001 diff --git a/src/year2/artificial-intelligence-in-industry/sections/_anomaly_detection_high_dim.tex b/src/year2/artificial-intelligence-in-industry/sections/_anomaly_detection_high_dim.tex index abc655b..749545c 100644 --- a/src/year2/artificial-intelligence-in-industry/sections/_anomaly_detection_high_dim.tex +++ b/src/year2/artificial-intelligence-in-industry/sections/_anomaly_detection_high_dim.tex @@ -198,7 +198,7 @@ The KDE model, bandwidth, and threshold are fitted as in \Cref{ch:ad_low}. \item[Autoencoder for anomaly detection] By evaluating the quality of the reconstruction, an autoencoder can be used for anomaly detection: \[ \Vert x - d(e(x, \theta_e), \theta_d) \Vert_2^2 \geq \varepsilon \] - + The advantages of this approach are the following: \begin{itemize} \item The size of the neural network does not scale with the training data. @@ -211,4 +211,85 @@ The KDE model, bandwidth, and threshold are fitted as in \Cref{ch:ad_low}. \begin{remark} It is always a good idea to normalize the input of a neural network to have a more stable gradient descent. Moreover, with normalized data, common weight initialization techniques make the output approximately normalized too. -\end{remark} \ No newline at end of file +\end{remark} + +\begin{remark} + Counterintuitively, neural networks have a higher bias compared to traditional machine learning techniques for mainly two reasons: + \begin{itemize} + \item A change in a single parameter affects the whole network. + \item Training using SGD inherently prevents overfitting. + \end{itemize} +\end{remark} + + +\begin{theorem} + Under the following assumptions: + \begin{itemize} + \item Normally distributed noise (i.e., distance between prediction and ground truth), + \item Independent noise among each output component (i.e., columns), + \item Same variance (i.e., homoscedasticity) in the noise of each output component, + \end{itemize} + autoencoders are trained as density estimators. + + \begin{remark} + When minimizing MSE, these assumptions hold. + \end{remark} + + \begin{proof} + When training an autoencoder $h$ using MSE on $m$ examples with $n$ features, the following problem is solved: + \[ + \begin{split} + \arg\min_{\theta} \Vert h(\vec{x}, \theta) - \vec{x} \Vert_2^2 + &= \arg\min_{\theta} \sum_{i=1}^{m} \sum_{j=1}^{n} (h_j(\vec{x}_i, \theta) - \vec{x}_{i,j})^2 \\ + &= \arg\min_{\theta} \log\exp \left( \sum_{i=1}^{m} \sum_{j=1}^{n} (h_j(\vec{x}_i, \theta) - \vec{x}_{i,j})^2 \right) \\ + &= \arg\min_{\theta} \log \prod_{i=1}^{m} \exp \left( \sum_{j=1}^{n} (h_j(\vec{x}_i, \theta) - \vec{x}_{i,j})^2 \right) \\ + &= \arg\min_{\theta} \log \prod_{i=1}^{m} \exp \left( (h(\vec{x}_i, \theta) - \vec{x}_{i})^T \matr{I} (h(\vec{x}_i, \theta) - \vec{x}_{i}) \right) + \end{split} + \] + The following adjustments can be done without altering the problem: + \begin{itemize} + \item Negate the argument of $\exp$ and solve a maximization problem, + \item Multiply the argument of $\exp$ by $\frac{1}{2}\sigma$, for some constant $\sigma$, + \item Multiply $\exp$ by $\frac{1}{\sqrt{2\pi}\sigma}$. + \end{itemize} + The problem becomes: + \[ \arg\max_{\theta} \log \prod_{i=1}^{m} \frac{1}{\sqrt{2\pi}\sigma} \exp \left( -\frac{1}{2} (h(\vec{x}_i, \theta) - \vec{x}_{i})^T (\sigma\matr{I}) (h(\vec{x}_i, \theta) - \vec{x}_{i}) \right) \] + which is the PDF of a multivariate normal distribution $f(\vec{x}_i, h(\vec{x}_i), \sigma\matr{I})$ with a diagonal covariance matrix. More specifically, this is a distribution: + \begin{itemize} + \item Centered on $h(\vec{x}_i)$, + \item With independent normal components, + \item With components with uniform variance. + \end{itemize} + + Therefore, when using MSE as loss, training is a likelihood maximization problem. + \end{proof} +\end{theorem} + + +\begin{description} + \item[Threshold optimization] + The threshold can be determined in the same way as in \Cref{sec:ad_taxi_kde_uni}. + + \item[Multiple signal analysis] + With autoencoders, it is possible to compare the reconstruction error of single components. + + \begin{remark} + In most cases, reconstruction errors are often concentrated on a few features. + + \begin{figure}[H] + \centering + \includegraphics[width=0.8\linewidth]{./img/_ad_hpc_multi_signal.pdf} + \caption{Reconstruction error of each feature} + \end{figure} + \end{remark} + + \begin{remark} + It is possible to rank the feature with the highest reconstruction error to provide more insights. + + \begin{figure}[H] + \centering + \includegraphics[width=0.8\linewidth]{./img/_ad_hpc_multi_signal_rank.pdf} + \caption{Top-20 features with the largest error} + \end{figure} + \end{remark} +\end{description} \ No newline at end of file diff --git a/src/year2/artificial-intelligence-in-industry/sections/_missing_data.tex b/src/year2/artificial-intelligence-in-industry/sections/_missing_data.tex new file mode 100644 index 0000000..b2acb8a --- /dev/null +++ b/src/year2/artificial-intelligence-in-industry/sections/_missing_data.tex @@ -0,0 +1,100 @@ +\chapter{Missing data: Traffic data} + + +\section{Data} + +Time series on traffic anomalies with missing values. + +\begin{figure}[H] + \centering + \includegraphics[width=0.8\linewidth]{./img/_md_traffic_data.pdf} + \caption{ + \parbox[t]{0.7\linewidth}{ + Plot of the data. Straight lines are artifacts of missing values. Red dots below represent the actual data points. + } + } +\end{figure} + + + +\section{Preliminaries} + +The dataset has sparse indexes (i.e., indexes are non-contiguous) and missing values are represented by gaps. It is necessary to use dense indexes where missing values are explicitly marked as \texttt{NaN}. + +\subsection{Resampling / Binning} + +\begin{description} + \item[Resampling / binning] \marginnote{Resampling / binning} + Resample the indexes of the dataset so that they have a regular step (e.g., 5 minutes). + + \begin{remark} + Values that end up in the same bin need to be aggregated (e.g., mean). + \end{remark} + + \begin{figure}[H] + \centering + \includegraphics[width=0.8\linewidth]{./img/_md_traffic_resampled.pdf} + \caption{ + Plot of the resampled data without artifacts + } + \end{figure} +\end{description} + + + +\section{Approaches} + +\begin{description} + \item[Benchmark dataset] + A portion of known data where some values are artificially removed can be used to evaluate a filling method. As accuracy metric, RMSE can be used. + + \begin{figure}[H] + \centering + \includegraphics[width=0.8\linewidth]{./img/_md_traffic_eval_data.pdf} + \caption{Benchmark dataset. Marked points have been artificially removed.} + \end{figure} +\end{description} + + +\subsection{Forward/Backward filling} + +\begin{description} + \item[Forward filling] + Set the missing value to the last valid observation. + + \item[Backward filling] + Set the missing value to the next valid observation. +\end{description} + +\begin{remark} + The idea of this approach is that time series usually have strong local correlation (i.e., some sort of inertia). +\end{remark} + +\begin{remark} + Forward/backward filling tend to work well on low variance portions of the data. +\end{remark} + + +\subsection{Geometric interpolation} + +Interpolate a function to determine missing points. Possible methods are: +\begin{itemize} + \item Linear, + \item Nearest value, + \item Polynomial, + \item Spline. +\end{itemize} + + + +\begin{remark} + (R)MSE assumes that the data is normally distributed, independent, and with the same variability at all points. This is not usually true with time series. +\end{remark} + +\begin{remark} + We would like to build an estimator that is: + \begin{itemize} + \item At least as powerful as interpolation. + \item Able to detect the expected variability. + \end{itemize} +\end{remark}