From ab6d1294311d797ac8d4d5573b15e69f058bb131 Mon Sep 17 00:00:00 2001 From: a n d a n t e Date: Sat, 28 Apr 2018 21:31:24 +0700 Subject: [PATCH 1/3] 1301160471-1301163598 IF40INT --- Multi_III/Multi_III.depend | 36 ++++++ Multi_III/Multi_III.layout | 28 ++-- Multi_III/bin/Debug/Multi_III.exe | Bin 1135689 -> 1714800 bytes Multi_III/list_child.cpp | 143 +++++++++++++++++---- Multi_III/list_child.h | 13 +- Multi_III/list_parent.cpp | 128 +++++++++++++++---- Multi_III/list_parent.h | 13 +- Multi_III/list_relasi.cpp | 103 ++++++++++++++- Multi_III/list_relasi.h | 6 +- Multi_III/main.cpp | 205 ++++++++++++++++++------------ Multi_III/obj/Debug/list_child.o | Bin 31589 -> 40639 bytes Multi_III/obj/Debug/list_parent.o | Bin 13082 -> 41162 bytes Multi_III/obj/Debug/list_relasi.o | Bin 26482 -> 47862 bytes Multi_III/obj/Debug/main.o | Bin 31751 -> 49750 bytes 14 files changed, 524 insertions(+), 151 deletions(-) diff --git a/Multi_III/Multi_III.depend b/Multi_III/Multi_III.depend index e6cce59..1dccddd 100644 --- a/Multi_III/Multi_III.depend +++ b/Multi_III/Multi_III.depend @@ -51,3 +51,39 @@ "list_parent.h" +1524922551 source:c:\users\c3x\documents\github\asd_multilist\multi_iii\list_child.cpp + "list_child.h" + +1524919451 c:\users\c3x\documents\github\asd_multilist\multi_iii\list_child.h + + + + + +1524919962 source:c:\users\c3x\documents\github\asd_multilist\multi_iii\list_parent.cpp + "list_parent.h" + +1524912378 c:\users\c3x\documents\github\asd_multilist\multi_iii\list_parent.h + + + + + +1524925417 source:c:\users\c3x\documents\github\asd_multilist\multi_iii\list_relasi.cpp + "list_relasi.h" + +1524924073 c:\users\c3x\documents\github\asd_multilist\multi_iii\list_relasi.h + "list_relasi.h" + "list_child.h" + "list_parent.h" + + + + + +1524925417 source:c:\users\c3x\documents\github\asd_multilist\multi_iii\main.cpp + + "list_child.h" + "list_parent.h" + "list_relasi.h" + diff --git a/Multi_III/Multi_III.layout b/Multi_III/Multi_III.layout index 8a208ed..7638b2a 100644 --- a/Multi_III/Multi_III.layout +++ b/Multi_III/Multi_III.layout @@ -2,39 +2,39 @@ - + - + - + - + - + - + - + - + - + - + - + - + - + - + diff --git a/Multi_III/bin/Debug/Multi_III.exe b/Multi_III/bin/Debug/Multi_III.exe index 7692f3e9d6a362889ba69fd4727e0bc2c5652bf6..79f021ce69cc38ea9d3e5cea4d9b4bbd99ffac6d 100644 GIT binary patch literal 1714800 zcmbTf4`7qk)jyuJ2}FrY)FO4O8a2)`m=>+Gg)#$e0EJ=^il9_ck=2bUY67@XDJGRZ zdx%y=Wsdolfg9U+H#QNALk(?hKyemCt%|NwHlG-rRTvgT`}=(Ez0Z^M-}ZigZ1y?N zz2}~L&bjBF`|mtA<<~XXvTZh-1ON5(*lbOB@?Svw{m*}Dk^PNxp8JMv>q)Pk+hm{i z>bbM3Z@b&K_^vyCaMw*g_T6&R?YG|%^4)x^@2>FezT0m1m0dm4_v1Sj+($qS(0x%K=LpC z#XaKXnc{B>xokF{#AN|hje1D@EpFS!QzZER=dYvPZOa{?;G93ZZ7%RP*uRTHw=N4I zv!ovKkRi%y2_Z|(w^hu)Xu(aPoAByqBT;tZJU|_!{{?LG;}_i}5tnU3`WEE>4$p`C z;RP-(l;xUo@T6|fz_SF;jDG=JLExgB@4lN!f%EaFws*dXTFZKGll2N6LYKC0AorTy z_@EcRsPvjyESJYWapY4stUu$QzzZ!B_4=3&-3q*$`{P|aMharE@jDgXg1&fxi5Fi| zOiH%4JXF|){Il^~*cZ<`@#4ZU0`EH5n#~Iv`Zk_X3X}d9umSI~%S6KCK0E@zI}gv_ z4S@H(%LU#ZW-SID+gQAaWbp^`PQ19NK){a<#iJH@E<6tmK(AQx7of2<0PmZ49vlE~ zOu;3{v9;4qwg7Jko?rLJBM$$~j2tRjZyP$zRu>QDCCdD)-iD`x?UQg&8@8VI$RRgi z@2LTsF=}-RKH6(w!8(^%5M2l7Y(`EKClbXWIFUxujcR@-#1ZYS^?9((>tw#X=fnKI1_*L;evwK zn6@O#7CG2uY+MHRhBAkAUF*pdiLEDFEP6E@iq>KrIxX9#<@t?ydbTYV`Zo2Eub24? zbQB!_5KMLH`0+73?kfKaEsdI?K#-4`GM+*4NVnY+J%YEoxTmfW&oS{xYyS1k4qI%A zZTuP(4ow~Z7#}0XKY~a2Z>gupJNZ6w{8@Z|ErTkl8#hX-q1(_Xf2Jyt*wfzBgMX=w zW8O_J0TA0t3(aJRo!#)OqE~^L=-t3Wab~FE$(v;onKzTJW)kEQ^2y4K_fCaeyLytB z_RbSk>{NLpkk^n=P$*<0GV9(Ita_sV{<^0JO3yRCcXyTzTFpy-h?LkiRBnsyxR8&? zp*(QNs(Xf4z!HofeFY3OM6Y}rqspJ!JAZu?g?c)*qY8h0NW3?g|0=bAL=NSy_idO; z3m=QRY+I(|ck}yIZXK zK)p@q7RBZ$T!dx1vT99$=Y*^Q#L~zHJf`Ba%jOQ(zYKsM1V^xNh``p(c zu2nd+`L0-SBiXp--YlA#AA}OYO{lfUxcCCtY_JipRG7BYSn@L%c(73m9@O#wN|%=7 zSGdSr851%hClL^CS3o|LM45x2llpe-$GLiNvld*Zha0s*zi|;N(1Ytxy;jf4up#1Q~1S;K{ zS3N5n1Og85t)He<R1r@f3NIvlNGbJjEc!8l6{Il z69hjM4q0jBkW1AYng?7;8=6T#h#GJdH;17ouW)8TmuOrxXR1Kp>Xh6og!JlxJiQVy z>H-x3B2&;|YQt`tk*dlQT`5`;$`vH=L_Oy)S1`}I``Te@MrJmvV1-KK%%XDL`f2(# zd4eHgh=yUK;l(l}0Si;=r-5qH$z%zlyE8-|OVLY-Bo#|OfiJ7|S+WOwX}d_*mdSM`25O*ua(RV`WWYmI3bo@V;uEq~ngT6h#9uDs(mkeX4L5B_eV zLqla^HWF23uI(<2#zyXUY&MmW8>w;G!{@B5adR;eK0_i*J{LaF;a`>u|2ynB_%*Sq z6Cxs$9?{^qBl5t%wEclSZ$YN#z5UESp0@*Y2T&{mMbiyFb50-6JG$;ac;2g5r9H2h zrVi$BUjW(O{&okvzVf$!y63<7+ZUtK-!282{{Hr4C_(t!)aiuKj2$HP*?fUQ7{V|K0V|avNUJY2TfxOH7rK;vg~)w-+hgoW!$nU*<#1#8>lUs} zQBW0!&L<$alsxHzSOvQXE#5$pQ6TuU(9Gg;4jmsALHp>XP<=_`6RI*83z;$E@m+3Ch2|dxhAQq`P z01{tqta5~0@7G%~gu$Fz{JL-S3#p>L!O@~;3bf8wS;*@an* z=^^_16M^srrbFo9yYk>q{_^ktAN~Z31eE70()h)<=oy4-7c&C34<=$2m=PS2HU_}- zNqsulX}xS#^wr+o61^$i9fdKorwSDz{eZsFNw z_rjb*l}=k9O)fN-;sjh6egxo%#2p;UA-ot&ro--N93dD7$Du!rO54*V%(KR%t?ycf zL3O3pTVsysPw+7qY&j1g#{>4|-ZL9u!XjLP{Xx3&mtFchp4RvvO=Kugr+p|Qkjq0R^B zDh^w9en4`~5IWBqx#}Up@<`1=IJUDXEbM4anhoP-Q8@*%D!;?5JRW;gWQfYYTdOLMqjGdR zuU?shBHAq2sZarzV8+>BkcZA#Fy4!Y01MZ2+Cum0!A{BiK@>Jd2$m1%!2>c;%-SzU zBGA|g>abf1_+Xz7F&-U&g8WW(h+pOpv+2(eR}0Ch+P8>db&Fqi2z92u&q7UU>C-$K z*MUUpZ07G7Fn=ua2WZ&~(If-dK?QW4{5u=}QF3K92~ubepVeSmBV>~jrY(L?fn6gN+jc;WccIqOH2l3)qZDKK-xb zL~NShfxV}mJ5R{P{*0A}szoo}fdz-`#c@DC6ur2WJ0W7_|M{qNFW!h$nqTGZ*uLt# zl~Q;iP@--VGWZW|bSD%Vt2=-MnXJ0s<}JSlwu;f9X?DHUwjlY@8<9h}8wa zTUApkDzmsYb^u$>I~#Oasu55nY<_qpsRPh~LEe4go-|2LhQCT08z`NscZ4QDpsLnpFq$(J#NmIo$>Qj|HiohJjg-wTj)ekINey9l;K3a;g#!r(YuZuN8^0= z%XH&>h=g9sfwC~AaO=|eg?T79nnCyb=mtj9(sZM*Bi%Q!XJIzFjs!OAc6FL{dbx5n}gT%!>E<# zJ!T~Zto1h5TGt2*W-l3Focu`Rgis&1h0^uBmQ%&OC~0)^`9TlIH2 z`>NYahx@$f=Sxr5A0@E!gRGU!yU;%RX+0lc&ZUG&D@swM{uGnuJcBAUvKDc+VoqR= zEM)hgI%BtX&E+GwcVIlrk zDGpikN-Ee_wU<3n8=G-w?wf23z5FGrz;4W4JoPx3o>Y2Y!MasE*ph&E?alE?=qgt(a!VZER4*)}Jq_RF5o zE!x|WzYncFmKB=5_cWRG0!bRB?Zf&n#;le3y9$dB7VLXhs1=T#B zb*9h5qPxRxSkf2oq+XTvZ}@kX&At!sP!aeUvoEz(9RR*agTnb=Nl$2Gq;qkJFLce4 zf|5X}q@*I0TT&1njq%D@2RnlPTTFfOY&EY14X4igqVdq75^u;b#-Sc0v&yYc%r`)_VTfI zTr-RrY?YY~?K6&}%}8j#QKZ)9*)}9L+pdTF5Tt%mPN-%~4-CLOkBl^<{jclMIwGAb zUhic4C!+5zOHy(6x3p#M*hJ)?#?mZSKYMs2j)XZq+B=aCR=oZJ3%n%?0K=Zp?)64m zM+;L__MtCFdrWr7BVou(!ij*0Z%A!`KCYduwawIC(_W7p^67SMFUI^lJ*%g}1;w3A zWb7gF?~vFm6vP-ORuedm_>Al4o(eCH{((9~N47R1(&|IyEg9#t(C1sTXKHO|M`*7A z`gDKsdiET*)n1>B*)96O%pR@X(!op7ean({pM-qc$6A-Mj7PdCs2w-Tp<`6HJJOmb zq{MSfJX2ow@0Eu(qgnK*e-|HX{Cn^K>kGsZtIS`$91ASGFCKGwz@{zmhag~XEb4Cr z8ieA+aS_aTnuc}OC-Y%mJN$8E*%MKJEuQ=bFe)Ju@^OY6y1*=R=FPAaq^@iw8nzo%kdhjgg~4j>j4AE zKI^RuZza~-k-9kEi#&CwqoGtP1v!Xl05%JP5tcladeX8#pzH@xNKpaRau#fyc}o^H z*+|tBt)h2qR!Fhc{(9gV9o+i>3!ZIJ|2lHCM$j-Sxc#w1z*^MbfSj1r6ObM3Lw7(k z5R0m_!zA9f)gATJAIF=g&W?(xO1$vNvlUwt()co(FGr(79d=J$In=G*T%Nl1c+(g8 z3t{L5k*{o?RS#oT8|kroR%ryVJs`piOncL(`F(Y}J@uF<3VkRQp%%{j(|X|4SE`08 zx&J2Fq(mcA5GXVI2Qs^ea%Pm;f@GBN4MmCM`!HfOWGQ6DKxi}hVLk&Rk}n`%$IBRY zh<<(i4fb(*fc{yc`$zs|55E)(+TpRU~Z0M9IDEhqL@eb^AQgb*LuYbsoT56IxQ3B_6iq z(-PNg@ugG1=+aWNr6CIH@^Q(fEi)k5Xl>acJW8}>UCIoATFdOo-C8$tinL`%lAm*B zp~@xyffq_&_YkTw+tgw0i??I zz@C#~*`fTp)EU)hR--xmrk3YnIS}cxCoe%$nR+s{>8blb&S9pYZR@TkobDS-Pohxw zZ^n|)#83Jp`Yg~lZh@f5Q_x6iAXf8{%9V%cLs5M#9%NRHN>f(LQK=#&N2OV4&uKCA z9uix49sG|}0bhqwiSkts(Et0aH;xT?)*Cmc{npzNye+ogI#4;+Fg8-GJ5LyKAuvRE z8w_tKd}rt;&oCWHM0xmp7;5YS;MtA_3hc2d6&TF(G4j(J=0h_+jM3F&;v`EGGya6N zE(^ou=IIq%G&fEHViX&658UmCir8oqJoRQYt>syRDV;Q>_a`d#PJ}_%36Sd5{TGrybTh_AUELqEJ)FOkv zlGz}Y8UGbIGzV-~fTu#$@?7cQi4$)nnoz5LN{DF?V*uP=k zaMZe+)9~%fqtk3{PFv$tOrV_e@lrAgI&&@n#D58AwFND*pv4vxvY=%OGDhBOv#n=T z==KsMNuu+{5sKoSLM5C&K(ZpgDwc5OD+mKu!a3SXE>O^hS^x=Wp_NgjAfu_qtnfsH zC?qZ`ECVDf>_m>N@E{;5nW3N!0iY$Ehpdb)3p!#!-3l_UvT9qvJt-$C%i0{Own#j% z!3Nm4cp??JA87p7=IkJ}oyFRmZxc>952#Ggv7mz%WLOaQzj7w9J{Hd>giSH>9o)tF ziE&HY$qYW)?&2xmwh5%Y44|xdIU$kN=By!{aMr3!w2B4QThM9?;{NQR04pYCn_$6V z<~sb;HCW&j%IJJave3E;EL6_Nh2v z!Q{dXtpJVo?=x0A;hc596u8ZK9ifFA=HQWV&QrX*a@dYy`m3UklTW4 zfiq83P3*-2iUJaC=iH_XyJxjJQB`4 zmAswEuzdBJaQZDM-+~%}BWosh@0vM?8oOUU8C|M^1$>z9BfwJVoh>GXC)5=YL!4cW zZ*h60wRwgmoUE-D^8?9ba2Hi*d>39z55_S> zLT>g4BQ+a~L?@LZkO?45Alv#OzaWs=i~?D-zCwOI(3kQ<0{NgxnSe?8*Zq(e2xPjU z#pIcQiF{8#w|O{ialyEae)*ug2Vk`Zwn;k?yQej*cwOUaqa+rs6!Ybt6t|%?X$B zRl`u*c8(XuVM27^Mv@S1#5m_Omu-81&~QSuJYyK3)UQEVOgYPQ;g-wf)XUg{7cosk zwW)|)|B3lmb*!=*kwl5$9ytYT?+{b4j^jZ{Q@KA@xmCOMfEL`MVe@k8bk6UboM4R& zZmAFcap|eC;8sfU5M=ah3;q%Fu<|bwK_RY@het6}|-GOb?rk+dEmGDnoS6N+{+#nMm{dAW515;{6$Tq$6w! za~srZJP?=uP8cOzAxaxRQE9@efycCkDou0?m39r%6myR4J_??}Tv`_6o3~^L(TJ0c zOgvMFf8U&en02kpqJYt1yPEG~rHw$27Z26HZg5eX{Fh z8?1v)PZ`MXv4&1Qhou0Vn;zUDO$Vw*RNfZj0qz#S?nDy__ca=hFk^Yc^~1HZV?hI( zu&YI(Rz@q|x+fvOYSDtxL@?fTA6FE+uDc56jFzdND)z}Z48l3OV&xx-3O0!fe!rB* zimuw44{hOb$bF7zi0&(QWluRWY(@_HfEk2c@w`xk9*mOe!_%;G0yP!b!+^$s2nZls zTricpQBX{?9{=XaMAgGCo<5=46}l~Z@ezHtOY6cW%GEDN;)}HMHL>!8B>daS=(dRL zI^>XSis7s9I2CzN3pNk%UXDsm1z9uUV^Ctr=CdPQTivufP_#R?|50<>GfdSHB)P zZudOEP~zAGyZz2BwlHAgS=y9h|6IE;Rxeqj953kcpUG}cxQnyy>^4!m(GQDbDan%~I@40^hUwa7= zosNp6A|ZOkkwn=UG;n;pu?}jiy9L`LqWO~F2PFO70N4_RTWOFV`<-AodN~Mtwn0@l z_(F%07vfEAtJDW|*|J)2HE^|HBVTRfg0-G#j$qJ@W-P93^sIUsoOrfX>3VpzUfvi9 zuCv$Y6);wFibJ=xm0>SL53kiHx%AoY;&xA@6X>Kk$%VK37(U7UbG>}6Zr1~}IV!BD zT`yl(T)t+><&o|lPu(Zn019GKu+A=9 zz9kK%h>m4hQx(atWkV=_Gvw#e2%mmZ?gH>RkPt*k&fu<`!@nH!B2|y^7~*jvFY(*5 zNX;gvXtXWpA)G>O!W3$am_ngD8NV!t;Hpd1thLi-9sclq!+9#KO7vLKQzO%J>_;bg z?V!(jY-p@ehSOu?YJtTf$be8iMol?fO>h%%Y{r;=xi=!$IGH7%g3ld*e)w#Y&=De( zudCY~8bJpaj3(I7vE6HaED7m4B2W+I@E^NBI#PrSy_eP&u4XKSz0C zlX8@T>TQ$%FOE{kb^Gv>Ii-M0qNhZcqmHDL%U*^9hTs}Fx#G!g&;7HMldCd4TI_BY z)Zlpm9}`w}An$dQ~I0-(GwR996ls=24Z6b#dXnJY|(@N0mCX z%C+o`=L!GCk`BG5Q7g&p23LVcy=DyzSh=vtbYYX-+GMz}=TR@5*UFl8u<8|_Rj=Y* z*gQ9*i-W5@(N_S#*?(>WJkVo0Z>SHjyg!q;HOaum0@ zujQZH_-8nF^+R6ldRMKHjgefAT9pfe`@x_Kx!{2!ZqWyYo5x%s!vj(I@IcLQFUG3^ zE7JpgIVJ6Z{@5?~J>(koEP4LG^ur@e4|Eq0q-#iCAy^cy&zOqBndk4~vtl_J>+5fh zNPiQa34c?!oaUniAM5LLQWO4z&$;2RE;%`a&nar6i=e|fHT$X~!zScp_@*<=nVE1n z-4p-M4(FHS<;<*{{ziEk`!a1OKS_qCnE+4IKu_~5wk6o2@HRa0MAw0Lih7<6J_aY1 zdlON+MEcSSI_bc{Sbod#rk?niCNv&K=oURx(0pDXZdhVMkoK7Pq zoWk#j>7y8U*OJK^ej_bB&RX=Ym}9Z&a(1I~#ox-BwP>j;a5Rl_V6Jgtaquxulul`( z@IsuTptC)Pwzy(cz?}^GQ8})EKd{HF0*1k~7S*%w!XxBQ%^c26nP+Pt@%MGAm{-?gT|7l?(VHz!6&{P`J_3mUR=m_pTb>9caqV{A_Mt#o>1<%PXK$HGT zcp}HUs4B6M8ise>>LhJC5` zN6q)X^i+QMzvNe%`HXjih0pUBBH+mj>*C^@bMGAW%w+5PQJ`DXz< zLr+C6mgi&Qc+H7?FeGw(NSFtxUM*XmGxFXK7iK=z{2!UFVjv)xz_TqLE336Pdo%MB z_Oh`!%zmau&6j3sui&s!rW*f)RL++k|B%|iQRTu0@Sh8sK1d)=ZFc|#D^(n~=71-E zqSTGHwIxa&;!OW^mTGo0Fiy?y5fAnnXm}A4F?w7Gks$N@MWL~vn6DkvFa=#?(eonF zuU!g?a1%DI)Dda*idd}XybO9k61TGyTIHS=#w?ZweM?_9LsJU6Ssd^Ty+pF%VyOkxv>=?gVmrR)1Qs2IT)I%2Rq>B5q=l;>EVM~ zO^#mEsa3f&e0CYm)5H6<8n*^^0(ojPBjY}k$d_M-f0LLb+935L{84bfUfw|t(O573 zRB4aAJ;4vyCUHL`%>?3M)wLs|DI>;>8n1?341SA-7{BGXjpz4t!Xm~mN7dfTUhpY| zWE};=ZZNF}axE?yZ>znWuEDMI<8SEFTl_xGkwfR{S5fL3uU>Od3+HH<^4EZX&myp} z0dsq;ywmtMPKksW>y@3M-N;06{qyW_+))79%g!(}3;>Q-j*P2K=$uZy8Ac zg-Sn1uIsP=60#H>R6jLPA6jDo{oF$SSa4ANOc)RSlpOd!=x2h`&mX^+W=84f1o#_J zKOZhL>mO7(dX`?T*d0FB_rVa4=HsuooW>IknlHT9H1f8~v+ATx&J*l~kuO zgFck~%UH#Up%+1E`TA7_`gMhUs#}5py@CW=U4&QP1G^HVlZZb(W?%Yu{i>Y0-OF+! zNqgv=$g!T#Xzi*THGV~Q+QXme*Lk(v)W>4K?J6&bX}r0}C;*| z;{gXI@sGwMt?tb0mKtckIna;~G5q=Z5G?p|^f}&0TntKoLyN*)cZ3hYk(`+z zw-{rfBJ>{=&qoInx3a|N1#CKknAJ)V=ro2J;Ve0gk!s zisH}$6TWs#YK#e2uqFhni-oYcAE@xF0-5;l693eJ@CWK2Q&j)B?}q;UBd-u9*@!bZ zXd=IMnZp*Iv3{d?#iAxRG+#Iqh&Jo8jE*8C=+6<7rEgh^h9RvDBpmvqZh0Ll>1Us2 zalbt`wNd$_fs|p98Vyp!-aw|3x5Enz;;o*BqcQ%_f!-)50{_9E&Qba}dwzd?xGzoX z<5HoIstkR2qMOlhrcMITUD|obYX6&R=E20$s@d4kTQ|4=i)&BH8-4<2LCqL1x0-38 z3(c0glU63CnY~o|peP<1Z)`)1r8FbKPk&>x^t-1dQ@`gyzm!OJ)`Yx_EXhx=2a(HI zjq;+IleZ1tHY4C=jnm$OyAb{YE$FlB(-7KwVOQj~xIO$WeZv0OTpvu(p}pPH&dA>g zCZfp~v4cRMMV}zX|h_W+D6VnBPpL&+Kz;Lt#rR} zGjyVrb{Jz3;hD&`jT%*|l^(#vx3qHlEZnm%Uj(QS{BQ@xcF^P6!Te|KEr_pc=Q2)#joFWda?n4w6Ee8ZSURKnbjvc zVt2yjhX19X9Lqbo_-~;b&@8!H=@EU1wv6X&l*ux?x}mH)e2>|c{tf=j6ZS-ao1Hdo zJXuP;lsyveI#-|I&~ES2CLK}9f3PRDlT(}UVb04h2)uf&T>#q4$)5~niG@ZCZp`SO zgG($NGCFiM3?*T6l*nV)+P{;@6j+oLZ)Pi{H6> zvbGZ{feJr^P7yZ%Df+1Rydgrx*P1GR_+ryrRa}2Vl{qX$b~;AB6FEL~$v0z#SW!5% zGq6^{96VPW15PL>f)#Mh;HjxDZP#|8>DP>BuT3j(Dytq;fmJx`8N^{{p`#gJ?K2&f z>94Ql{IZW_*DKY!Z-r|61jJtdT_M)|NPIpFoeUdmUlbm*IW#f$6Nk1JfkT)OfXj*V z_=tRTV&t*N&iOl&S%-fgn>b&!rHHP*9qq(UfEgKXEEMw%yjfP;19O0TZVvy(n1ySA z1`%u|h7iL~!7yJKXgpr4#QEa@;;bGm#nFdvf%Qj>`Ni!^PR<^_6)(l@cb&_=yz>Qo zxrQkR;pZW}nA@B7Y4Q3xPM1<0gRpr2C17#oUf6ZzK>FUK7`%I7e|@J$2~)0sCXI{1 zi5#v%s|ATl(M zfeg>L_qCq^)=y1Job!LsUz|LMv!1HPrpx>#?rf*fG~l}~fJ8JYW5)AoeV3zodg+@; z7VG?iI<Zfxk!uhut9|S%>>qyuJ3pxJ~V`Xpr z^#VUIUAnr4{Q=?Xy7Q!~d%7R~odUmTg2ZoE_)Q}uKK7?cU&JT%jt}2Ob>pP68rsf` z5C79hVL4(_BX0O<#@ZiW81giB7sqR@GH#q$Di-!osjKTBlEXy^)$bi6HxzY?aFjiI zd0Y$b;11v;;1=;IlA0Lb*2Cd(KcjE_`d=k~BX8@&->Dh=h0%L3sP*UXP@2E_|CIb~ z>Brv>@Cia+{tkm;Z~p9q@V8&`x4SQYcjl+{#~T6$TmYdUjjj2efgW& zkH4GX3>F>e;_~U%6xBhm*i44SFr{wRX zANApHOa_0CqBjkwzjaH}_NVyU-;cjlbp9{lz&6AFPVdLxxr6ZcPs!gGeffLn+i?A` zIJle_n&5I87!Bt<8-I2hj-8zjqYGYpWGh_%Ig!pTd^>}^NPYr>BG_;S=+e*|-0V%l z{_VB!s%jDO6nYH%ipUjx4M%2i;}7BggS0ifY>$#OhrW+wf17`1Uwi(7qeP$fpnvMk;X`os1KG>xlE2~~_u|q z#}$8v`swdkTvyXqf2IBSn=uG~UrYY(xxJ76cAlT+?}EYjo0jIUOYv9T&tHugfWHl( z*js-bUu64Mi|>`pU|C0$<55T19pn!?_4`#k?712I)uBftpfMKwJXX%n;&6Q-JE9qQ zy5zS*ZL!KDI7-02lU}~XxD0(uuRIb99+qK$v8#?4dmj-Oo^a@D|Ccn?c^E8v$45@X z)hj~PJ4DdIX6|EkpmJWTE$S0p_n&a}a(yMnuio;UtmIkTN1hpofkh^Pl}GA@pwdfGDuLn7zOMjduP^>PU8Xd*+1ik@(yE`Ber zV%AtmmF@n;B9)rDCCl$3PStv&egP}?=BzexGPlOAls zn*U6mVB+u+H%7*$P^CnT0<}V_&S-)#z4g-uS3anIPLuk1>&`y<8FOx0KaZkEQa@k) za6tWZW$Fj59xLynkf%d6csfRJhehEkDZVO&g?=#IPjr=nLUYEG&BWZ3mNCr2|Fj`$qW9D zdA`^$R_C)!H9Sb=F3=Y*fj;-O8X9z1$tq_P79etedA$U!HA2F^1t*h9Cr%`L(POId zsiOBAlb*cKhE8IRp^rJAOoqdK7oy!X?8nxAd^iw}bZ4(P57!JtK6TX{ z4R2D%+2XDd9Kl)p@t~EbHAh~y;~V#2bLu_NnF1O{;f*$2BtieegS+Uya7%Iy9F4e- zhbO)zK%9l|$LH|I72%MvC%^+p7QPU2i!(^A*;6+g(-}nAY~p4`j;AipS1vPARkIgw5~@^h1GQJWARJ9jS7pOrln0gE4LTEbwbX`5y@BlxGMStizsA;q- zd+{BEZzAPa{Nf2gK!=E(7_4;+Qwnq%~LlM+%dT5 z8MX;I1nNnX9g$D$k$<`BKJi3Pk?iN->Vg2<=glk%(G_nx*XD|9#T z@{R^v_&EQEAP{LS(b~nCs@poBCVJ$U%M*=&lgO8@(7iC|dY;hTTqR~2(Ret|vkeKX zFEQD{;UtrgV#j~d1V_?|N;cU;kE?345cQ5-+|()rT|=y#WFZf@sHMr`FsB)GuGiXm z$eTXzM|NthsB0*dqiReBKw9j-i2I!u>6^vP7ci!Rqd~71U#U;Ppy<`3;!20&sDCxe zdZOQOqFJKiz6J0p&V+Pq8i|u;d_+CgQ-|$tV$=d1*PN`uW7Hb))>ei~O7LeK{}kI1 zriwh9=gMYCG8!eKc#G_!5sIrx^vURu33e}EDuB?ZXoLrL_{6_>7t;KmXbUR>#2wnp zVHCJ4B;V$#8x1h>rNa}w6oX4-5jN7%0fFbERrQbtq#6N}na1kzu>3kO!9|P!s62h1qsE14MmfOXc9a%v0Rud3@*CY5rnQ^dR~8AS-+- z?r*6@iLX7;zccB>ui!vpA^$Y=By4J;61Top=t=1nPQ-zn9Hcg&91wVO3P~WSQhQyibVZJ3d7{6DpioE=hD@~D^Dq-ekMT(rQWYJ5 z+5VB^*@ztWJa7;dpu>btM)SkY-oPt7Qr&p)jGH^6hgp9YILLnvDK^{yAPONwu$Vvrk zaJA|#oFK1=sYM#tuKz@u7g3;hrouL9WvF7TEgcl31>O9Je{7_6k?5cZv61IbIKF&` zVt5{S7^NWE13!d7TGyBk%JN_#y2ZI~Qkn<1qN+p?NPLKR5pYXM?8#qXCrZ&n!Z>^K z5hiRSDg^UqeeY>s@QxH4 ze)0stKyWu%p)1jsYLSFPhWfGKD|@wgEnY2T_e68i-jt;sd0LlfBH2E;sbfwr{i<9v zplCZU86Tag6oEK2?mn@>_dkuS6F9dQ(wxJ7@J#)rjT3W;f(uyb3**#+ zE)vf)Nwl|?5Kz^?XpJZlnpvgM|>h9n+EOLTW9+JcR6VdZV>y&B^CM z)?^TBFY!dHVI<1$n?xlI(B@^IYb0%i1HzC*1e&sJjj@1&a2rg3*Q1o6tE}Uuo3e^N zCQvsYm5ap~oOeE({ssO?)}siz!h`=tcCrM2*e?!HRb6Q-iF6G~27t)c9fFRqVq4_H zA+V)v;9FBm0nCie^~Yu`NZ4m_Uw8rr6{vQCOFrCuXdQ_OUiqFQAGz|8Cm%jOtp0B9 z{tH5pIKEa0A4*JEK!V!b>d4MT*C+28%ZMuFU&OqTAKk`z+!1$Jfhg)cNX6%=W$g{m zL0>a-)rEChX)f;7$3-*vVI`sN3Pk!Le$kZ?Zz#`8d4Jnzj5txSfoa}+%mZ?uR&m#k zCQgm=;57Y6nlcNk3(Os-0j_wgHo)_yS;o=R#Hmb9B<@%CFchtr>v`aL5L_uu4)(di z6a5zwU>UV|MB?`G_^m+?Fnyi}r=h3s?92vP^O7Cffw2eCx8OY=FMfOT!iItL2Mfv3 zr!2q__rS*_&sUB-6}VkTFKpJAH#@Y#7HxS8er~~Dyepgz+V=UhG~^{2GG$e$WZ{ax{6GMM}k^a%-*1$ZVL z{%S6{)g?g22&@hH0+rf~pGmO_p~WIH0SX0}3XAKC=7{Txaw8v$k2Gc*@4o}0%fatt zi{Hs!ZE{X{N}Asp{rNS{co#ktCItF<$e3MNy3*z((zTgVCc_6O2kIs6dLX7Dyz zTt$i>nS6joQ(7IH=`U^%osJq^U z1$S|`WaCb-VKJAl&8*fYRqLe-5~b2RPFfIYSrnVT2r;uN-Zgm#9Ike6bz+jl=*DHJ z**XeMt+uz@_ePpsdU1m7i&<_!t2wCO<4_)4N6aqHVqM|A*z1uKL+gBf_RQFwkfj7M z9cbkWeU3w$iyzQ)=yP27)E5%&2=L-POEV1GrZbduRbS7tMKah#Ck4b z=5n=)9DPQvHaAyaR;^X!>T|1O6$}y1DL(9}dlXC+zvZcm;rZfd{2BA^$hVN0ml~3d z+b-?R`bGM^j!2tJTjb9{dak~xBVS+M;nxF2$F&XPdt{NS-hT_Aa zJbHlQw?aAEJ=Jh^`iuqooCVt41zN>|)Gvz{jqgfu5IxE|RO=SgnPtQ%%~NOu-$!uceyPW2_v1^57&3pzR`YGv#zw z@pN~a4Y$QT1I>80*~j$gH@H({I6u~dHVq#lB~d$WQ!U^JM3Y?hL~+ZCpJL15vz`j< zHuQvoz}Kg{M!pjH(!K(RP&wnubMG#zw?~3Gc7CyZgFBM27kAu!Dh338u-vkw8DBZ3 z_P}2VB3S$Pgl9xr^EAeEBGMtfKB)pjanz56*vvvGkeHjvdK>j<79g21J&K!W!Ai1- zT~Ab<5*t++_QvI0hWwBmh{gEy{r+bu|FgC+_~r)H6o|N@{u+q6aaWifT5DPHBc%l5 zhi*l^5Ow4$d%vU}+LRs&7HZBh zWPUbNX2DH!KcPkYNd2Xn6eD7zA>G`FFXisrEco_b5z@=)*I}{$dos2|OI?X4O63@Qu*zSke9zzl-L93o#wn6`1kiXEHnZK;iabbknmKNo}>)AobO%`o^2}1^U$I zKz-WViR^V(VIOg+s^AW*0&9LY2>qy{|K3STp1$-q{y2mF2u0u1pT3;m886X=qZ7Zk zrH}s|r2cwUf7M|1`!nl*+zDnteFdmfk*lB;smQ_FYqg^Pm1_|BS{G%=ce$c}j-r2I znm+D3ewFt}uRK%&PaQ+FaJ?g2%nb1wJ`7`zJ$e>ETp=*t*IkMo9TN(6*~Yki&;c+_jw7`~FrwgRllF2*G2VtZ(B23~B3m}PNoga541We|spSPmD}&ToT|le`E0 zKQ_yMF?m2O)HhI24vAyPkU&kXGY3}7KbZRA&KC6J>!+W}v-CjT_|7j%ZQ)8iJ63b9 z)JpIy{XeQCi2JYm=;Mx`3w=1+f_YE|E0o@Ehu;SnO!6c>ua|Ic3YYq`)gR1wuD%nu z1{e&g3*4s%xThuWYgECPO+zqo!>1Wz;&uD*%t2VXHqnvDGW!hGW!%Eq0W!6TuC|G8 zo3_{Z`(h}BGc~w}H-^f%BTmoC@27r!s?44NMaB2*0x!6})s-i`AKUR^G~ z5Mynqz>g&X>Yv~MX&=!}{vlS;rKk~8nzxNbsFV{R@l_heqsnVvEP8ILZFb~P1$`PC zlXF&n2xrY%ACr9rsuT0oeXF4XNN((OiuvjS43fkb^Fvm+9eo`G%XUs8!Lt`*!~BG8 z6Hc-Y|2o90&F8;37FBMC(?Cl2EK>)2p~gsS1qX6|GAE}sBtYWSA(oq<5AEj|7u*Kg zSm+^}^J}r5rM)8G*o~PWc`|D6z~?vXf#TD=eV$!iBT3k>@Y#Ehi>_Y$Da z{6Bq2d*M$3h@CNc{s>*;eg)0m6|vblALP3xAc=+f{>)facjV9lt$c^N^Hi%k7^`Yc z1UvuEh720td<5-?$Tp5wS!h1oiZsXkF*1xc`XKDSM6t<95A#E8^XB_e!lCr-9%v2j8u&fiN|3{M>Sr=kXS7 z9j@6~^vYd(0YuLP9juURK}09dB9_iL+TbyEC_Ee5K5n*f7XW}M{xM$TpgsYkm zUW85iHb?Gw9+S#DbaHWpMHZBRRb5q_`ufKsV4z$vFhekK=3opwwD%-1?}C1~nFOMU zLylc%*KpfeGk)h2oK!V=qVKXVUIR{=JgXigT)CCZoI=st99~=zwL@H~(N>1f*Y(P{ zo^z^J*+iAjB`>{|aXUnj%4q7X3@3O2B`O2!rK+u1o}hNEMeyN?E@Z`22bg$Sv;&!F zbGU>qc%z5B&I2D|qjlrdNDe;d6m0B!xE~wb6&{d{d(o({5C{1P#v|Rip1OnZrs@*H zEp||Xn(*VyFl}ki@-*J~F)9H?1dDBEHv)@h00UAH%wd_$jz3Z9-qdDgkH8jZ1DTzW zrFC(qTt>mCO%3t3p%Y|E^t%6Z`MWdAUv8C`_ko<<=lv1ueQ^4HTJZEt`sLU!m6XSF zM;S7HhZ=z@pn2hFC?h%*9~nY^{p?A$WF^>v`=T>IU)3Zmql_5!@`V2;5=_ zU)6MQ4SZGQ)>!2l?baQ%`cYq_8w7Dr0dG7w6&@h^Hf5xvT1`jgiTcxSBAz*dgf#@UIKSa1#5XoC>A zcc_7O&eExmtocB&Ub@#hZXhmfK(0NtJH1}gD|cy?tA)`AJE0GDGvnF^g;Z;T4dNt4 zwB$Nm-KGZ{$yabKCei6=m`t9&3!Wl1t0|}yku8i(unV#=9Q%GnN%M3}Pe9OS=c>m9}vMP0@MS`O%OJcr1O9|+LA_j8>5?H>>V&k>cCHgSZ_SYKw`r`dPjcS22T zsvn1m^_lX%^d+opIp%gexeqPGWp((1- z*Rl^$A7}NfFPFc=lUsb3tS@(v`sgnE*0=E}>XUO%A(CFf?_V$Dd?H78WPt~d21Bh; zXvn5`+;Pi++YWaCS$xAf4+!QwuM0{uKY{|H4@}BU*m&qv24s!nAF;1J!ZQqmG0YbN z%6->jNF>^0>_wKZi3P>*&BUxtY|iWOyMZ!?x~~ zuv6{j(AC&!#ZMB!zCb*W_Bju~lyJR6&wE76dPbnEViG&k)D^}A(V zPFWX{SXqT@>0b0<8aNauiPtFN*uI?LO`Rm-lThB95Vxt~w@Vz6L(hqL7}C}=WIZSqiYaf|2vQRtL0*wl><(?lx-d(6S5zYM=&80bfxER!ye2Wc>7Ag?- zop7uKYt#V{KBvw=Ay4oCvxDFj^cG;WNb4dC7;X7wTGJ zJy#2R!-sJe$=dSnK3&zQ%f!oIJj#F3B8!^7JVV;~<3h;vNO$)gT7;-!uZTTB!BG815?GSlvMmaPBxpAO%yG4C)Nvo{HQIe$l+*mz2`}S?QPUYpM6r4W@d_O!Wo^RxkIN#0hBt ze3W7FF4UXkjgZ)EsW=Jmv%m&Ln6q>kdQU}<|Iv0#s)S1tQr*8pIG+kJ<|gqXqQ1xu zXxogpkb=@2-z@&JIff~vOjgCQjf~%`Ve#APDpc-BS-L=j`o1eqzAJ>wTP(et;J~3s z3?+#lkVH3365YB_z2W-}?eR42SN|dzKZ(T(Sd3S&W!%4{&Ocw{Jhlq=^>B}{={N{X zcg1G(6t^!uTc7RF9rwYya9o<&-72J` z4m|WL;i!A<$bS1XyRCM77o5M%6MYY|gH7%kq5M4c6w@kW{A+T(!;rJIFX?6p%;bbG zInUUHkD=f@LZ0Z^(s$(0cjQRlv4@(yUtx&kDUR?SBZL%mT68fT=c_2J=iP^Z#OM*A z!^9S2UN8d597-2+ABmk?Y;p=qoyRvCn+Cp%cS#56fJK{avJh2e}Ljpj1lezrD@`)7DLISlI&uH|8QFlGYJ0rQV3)gBf3DZ zbZdoAc%lpz7TLJl5X7~-`sC-bAY(A|VK_M;j+K@tx*mdYuDqPr;@yC2@f`AF|NlXU zN!SkX_e-$U_oIw~w&B$t-U>|j~)e#!fmUTWRC0fhM5BUR%E5GF5(8RW^ zi(*%0wN12tNBbP#1dK(bb7&%_Jkg6`Q1z_lN?P%OH;(lyr#?HGwj?M0=Jzlf)6p?$l=p4_J&F6|p{1!2DMX-VO zd$BlvL!XC>s5pWyK*z(2VchhifO9lBh$*mYcu#Q;5|&$YaLUG^$num2>Tx)Y^_=&R zuv**C(nr(AqCHquB5&3wbSQJKZ|QUY%0TBGouCK$f#3cbo|k7}=H>u+*_@*1U50zL zY@stuZ}kN#2Jt4=T-5>#XTD+o4c%4f9n-jxZn6e@zOtU)XE#xW!%_+?xsY+U2C6(K=K0a zTlY}2@8gFv*&WIopDO~(njN8&7lF5?+DE6!{hb8f;Edw9W}m0Mjn6GZP9oqSLQ{MV z;64Zm=M*Xj{}Rq=7E}g^H6Zd)6mrh8vgVjjz)P%zvqB{p1(+-#z+rpi!$=-@Z*$=W zK~-K}Z+K>N&cs>2LzHp&cVXOsbjCmM^%KV7?Tbjt;TQV<42}&GSYoT>&8V5!;(Jo; z+&ldbOk>{#Q$9euCX>B6xa#pS_^dzpnP!4`qTxf*Bp|gG_z20lPtMm z9bXlPSDSS%h?!!~2V}bvD9&m^l-IdPLEC4cY@2g2U)!8_%Ew)NB%C3IgI^W1pyd`+ zYe7*9s<)uk3TksU5NdNiBp(mU$0PEwMm`>ukH_TWarxN5N5VM={K?iMr^|RLk8>U% z3PqI*ajaJ4tFb)ARulsu%Ro_Ud$;1KF4c;yAR>v!0eOXvcClXkOE~u^X#0FnX>+#o zwavL#KKAi}AJ$Vi31^1|9k8HI3p!{)h6No`P@A)hP@D5J`S@Hu4$H?8`S`bd9F>nR zJ_yX`J#UQ7fg^sELQKX1tdwrD6~u2 z?%QxHqF+q0u*(2dD{R8RZdcg9H?gCuO~z{hoe;jD9+1@kY6WdCU~y-Im9fTx)>_ay z3u?5WjTW@Yf;L;w77N;HK}{C4!-C=#)M`PyENG7fwOi1B3+k|-0~XY2K?g0!u%JU0 z)MY_OEU4RpPFRqQwt#iJPYz!kl%vxEoig_ z6m9f);N0C!jXx0$LA#I}a3u$v8=ChZq`j0kK*r zOVk(K#LW=n!VfJ0h>P4EQaR?p^XA8@wcHj_7od&hK!!#MqtHR6(M=|{!@{-!@=ll7 zgn@lXVgCf!m@inUd4S5Sp>ZhryZj$=Xk->jZk8oC`1z`a#zI-=nB8OI_?5)dD5KMX zztq6?18giOju31RM_d^Eupmi41XhP@^LYWS~4@vm>O*6x}$$~ap&=w2YYC%mFw8Mhp7Sw7% zyDVsr1+`nyehccbpaT}vsh~FJK|;oRE3E-iw6nv%Mw!Vi@Oi=nw^~NE1&~`A6=4`v ztHQp_#NKRSZvr&sYG6S#gn{i=1LRPNy?w1rrrwO17gz(NO5UnyzkN_~vc{s_0BG|x zNt-ZeZ&gFy?@jF07IrI+Nq1vDV5Yv*}FwUgM`$CPheR(&HF6SeX8m#(q7{5w_1qW24Q*DtxtA9^fZ-4`M3f9$Jnp zw(X}2a5V9qEs#FH!Tzw^KTB_(g zd%ghYl%VajZk!wVaDFha9y`rQoqy(wKv>{kfXIX* zPhBJTqO)k9Q?8N6i}!k_@8$2fq04(77)N}_iQZL!Cgp~@4~h{jfB6rfbLygbVG%czzVAyFlw|>W4qP_qb3q-B3J_?fvh-w4F@8iKf9fJTAm?WO znn^c$Kh=z4jITl(=AnV;R7vP2^qSd3N`BD@v7-Eq#oJ2}ry@k~96Mf3tP_{DL1y51 zU7%5R$jn%x-?tI7+iKxWgqpn@ZATBW`xFr-$Ot$}nMdUuLH$o(<8%`?@T!4e#XGAo zR=B=K*)klj?iI>Fh;&P-d2@LkJc}~#GDwUIUbJ)%4BiK0ApaJ;p_T7cD%tv8yn+#e=;?XEkh`WuTnKE=ji3*Q@ zI-O2sht5#a1k%!wvMLJ^RKJEG(Obw>c38;@kuQqOD1`_WouOW*zaQeRf#eOnYk_O6 znlj=VPFdNZrz6q@g4#cb+NXf>txF@cN6M6}MkSz@?9lw=5JRIBnD`!qMl(N05cYQ< zit(O;&?Y89B4H95W(;8&bY>Toiz`8i-u{Mr3>Cw4lKuiMgT|xDNhQh!dKW|kn+-(S z^t6QnovLdDC1-Ai0vS^FMKK?a;fH1v*T?ZI(b6-0<}TkQkXl1C?KLNuQ1mD8JtA>t zTP4mM6c_)1z8$lWV=9V7tcATw%8Ys^D4GfFwUouMNSQqSoL4}#%9RmB%k?N~Dk_EM za9*}YWD2da<>0Ur?w7YrodnaVb`0dVEkm(e{j91#c13V z)F2kQ9NN5Dhy{=AXp~3ahI?;DOAN3$yD!`2FGm$R>ym023o~ zDlJg@g`FjwFn*L`4dD)mIKjv@5tRnRmy-&`el&LoW$gkL z;CrBxJhpX86j8qRSv2EnQ?a8XDCm7DNmro_Iz||AG{FVoHO74-a2b^zNWd&!&!6t1 z^A&h@%YU`>bN3~0NRWCiq|6}oN4Zzrh#>XTa@}>b428^7?&1)ho?4f>lbfl*q~+cT zqJ0s3CiE%x4FVCqT%c2#!Bw9`B1D4lGkH>8=v2@^24-p8G3XW}k-+RnV5}P;a~N;_ z=XiIoC}cYkZ+;AZnfA5H!xRiAv+RKp_Ic@)&1gBDvPkIWY3EREF>Ld+Yw;};tpkq*@0!U1fJFfX(7BB0=LhynqXstUu{C{2LKdd*51 z%sD2Dq5LdhIyEKKfv44#j;u!dL29_`)}dZ`d4MkvA-&zbN!q$&gNO!2rn4|Tv8@{P zlw$olSTmWVr!WtXn=u+oAvFrDKOclh(f`Q*&gs5P%?y(S^;?(|Jb)GO&;Vyd5OU~D zB{vEI)`ok2(lcHYjxc-uYmi4}Nj^-$2cxlA87VCo!ZZ&yr+fBG7Yivl^j#EFuosH1 zrvi&SwfF+^<+2JSz#)yOK?}H$8V~gc%Ppi&eE4MuDzB%c8vpgva93U}r;2qyZj=Fc zRt*UGMg0Lf@hZYr-!)oAT2?C04>65lkRiB5lpyvxy^K+m$SP_hMafFFAi2WfUdbxq z*^%w1s|&S&s>Vdy&sagxr)p#cbrFGMNd4DPp@BBK82y7cm$&j?^!?MmaW9OYE`Bqz zej3NzRAwZcaxR)d6@tU!(Es^{ovZq~$5eB(ab;3sD>FNFA^tNIR^B&5QD8>T$36jO zHfkWb7-?Bk*_-WZQcl0nnT~s;YCUx+G$GcHzJ`7P9yRIQvYrAEPti8sBwhYPbR%l2 zf13-#-iVZ<_0<|K57kuoUgE+E3oH@vyzod0iw3KdfU%Um*fgpOZ=sHd|KEtrQ=U*SPKQH3G-uEH0tz|M-Sz!-!+!haZU-rRWuH~6RHa2H!*E7N?f zX}CehrhChyZJRckqJucO#39QM;cvDL^5SK{H26Ko)NhRSSokG0-h)dwN-~_loDqLU ztTAqJ7QWp~j28+QJ3{n)X$Wp&60{j%yBps#*JnAQS5OJRi!e`IeBD0Ky7(s(p7Owy}#WS93$u%0qJFYxGZTndxj3uWPWA4!6V z-zJC`4gvCrd_jGL4=UB~hQPqejvwLw-T1>tN6^;r*Fi?S0s~*R%{ZUKC#o~RR~^ux z-w3S;g=50+Qa?cXiC2}ymM@Dfzli0Fl9g{-j!%~Jrl6e;Y(me>rU-*R3tGVqWR-pli$Imp>vuwvaUZ$M)JiM;z9W}gZtuITuA`~mMYywo13+RiJ- z>I6#L2o15~L+A&jOPpn)oW;m`hYPc}9B?6r>FMFkpMuHM`S#nZSwrJ`pv$+G$7FB_ zA!mWx&CHJ@bL>Ibl9s4h|ClSZS8?Yd7s9p>+HP@uS4}1_mx4$;F>?AqPuC^5@Yy< zD|hE~kr$ot=S)|rA|gz9jAu=^2_DSMx&BdEbN1%`t;|;Q!=mQW5e~20EMSPi(*7b7 z6cF?e;JY?)7qdg#NdJ)W^k>jl1rED~mz$a!WB9MBJ@&WU|G(4$uRmkatU3FnExi=; zk>1g1P{ivZSICfoLAbFm*zJJVY0VzFcx1@y%aH*LjZ^Z`=v|usDu=y|FtAmw=VI0c zQV5)Lfbd&Y0N3h2()uW>w6|(iuJxg>Fu57`mvDWD5@Hn8Wa@JhA+#d*U^bD&fqdsG z+|I)G4bB?3YU%!-$dk+Q2Q<{od+dJ#Kn@2o55UzxU;8MIvIG3Bz$f^Be8T|!B;>6h zDmPp&8bAS3AF7e0IMn(M)a`2@t!)u+3Xm6YW$A>pKZ*l^tgEk)f%w9lHLAv-!*V4l z3!TmmjB=K~?(L@?4{xsG%2k}ZW*XYH{AOB33e=1$O`X@WJn_b$Cnc8(I znFa3}f=?w+(d1m#e&Tu;+;_o}=xv}M zCPaVO2C-H3VW6s=?z^%)`bjG(U7CHjy3&9-3zoF1)mo<7k-Y6E_?+&&2>&~3xasUV z3bcTyvnSe&r%*5C2}uOboq~o>pqnNi0VADu`jQ9cvN-S+&6HyV0jIPA;v#@RK&)F` zxXI0Q9*+?8u}psi{K>>4jl>B|ypt)%8!2ZYMLaKxY=mt^6YB8W22`w8SLN@VK-t)Y z2B1|CAzk`>$Wtr+YtNqt8xEVdXA_60P4pj!hiUqp8|D60Ho7LiZ}iICUielS?4N!F z=kzQ=p0|9pI9tUX27JKL##QU$cTsART;4Vh1N4GtFb;K|S|AXY6U8Am zcAlTX&j6wvL!!&6It1?&1i6q@Mk=RHG^Nx1RG*r^<1JV6Ai9SM2ltav!s8u|k6ePt z&cCmjhABwT)4ziEEhuC4e`l@85*P-KbW-!u-^T4@B*``}e%nw)pFAJ42rBLL<=YV? z!>q*xSh>iXi!+>_xc%?6dvlGCEcNg>a28kfc>fc6>1&@kp$%YiF*}TM&DlHg?-$u> zF76uT2vbGL<*9@7{IX|}SVY;{>HCG#Uh`Wi(8oX6b-v`!@4Czp+W?8K&0M(VAC%{& zkZfN`Qs`n38CqZ>LFQLf2h(Rr5X_AFfDCw2GrBa)gai zpk0(8D3UJIUZrGKg3Fj6LL*=iZYrmEHf;w>#OQ|%Fc!L}CQd(Osy-X3q`jY`DxtlG zRPtLlyo1O6*dMe!5c{vrJ$ zke%JMU*z{>k>AUL6=n#>-2jgej_bFBp{q6r-~kYU93j82W_13Ax{2d@tL)vTYQc>Onl~Dcu4q(;B$E@{9}IM;6fVW{&y?jbL#J&(9@=+``YuU*(!Zh`w05yIX$tumfyY| z1uV?msF$a0YM&Rx^%Las?cg2!82z5n@J8dBe9_-}`G}}ja z7gWLxOe=q{Df*jf^!G$om7tHGn;Yrxc!3<%#|?hs{qSWFLQxTwMTinx7J}-pAAzyZ z{WVL;Pl@Z}UC=!YNu$=s3@sa_Ku9Hg75$*#3vdzxu{vY$oNdIgeV*;FSVpzd(840Y zR=;qFFAFB-c2#c=+r9O>q9vh9tq2FoS8}VKPZ2ZcpINyX3o4u`JkPmH9XJUpHlKv zrRv&EYy`1;2bBU1vtp1(8!Ulg5*_+n}VUw4?Lh%buH zM0_zdg0C^w{1lyu_+n}VU#CU$CtrW%fH|=KnyYiZv8=xy_#cvQb7cMouYhfW#tN#r zkP{77P@-CGdfYP67=hRI=db5Pvsx9x=ymB&KtNgi7b*Gyi~nDqzZ2H8-&gqD6pF*= z#Y+r)8uNE7KBt~##phh$J~DBe_`Km4@%S7E0eEnH{u}3Si?WZ`s#V;o*FM6&PT=`j zAb>TyumG5|V-ZrZEqQvC^NU9VgY8z#0t7>TRW;G* zgohT`bku*0YVzA3%Edw%70||(hFV-SWb&W~Pjwc8B|TgxvVQ0T0faTf+|k;v7Z&oa z8E53Tafgucpo}e4rN@>aGKFyhVp;F3L0`JUA4m54c|J@X2iELhf?`a&C4pJ?F6|}w zaiM-Y?`W81!<)5xMUOi8O)cH$_VIvl;Hg?`&EMTCF1FY1ndUvAcF(W9SK*Lh?N z=m@Wmzz5KQ{!FNf?iFbW{n{g(Rr;Ry7XXNB2=j)(W{Rmhd>v`10O!#I@#{V~)6uq^ zj%6J*EN(}&)!vp?!%)7I?*tf_?C=w@oaMFM`CEt;{b2}Ogdjf&Dn>^-!Uhct(XS1% z7vdaSBm^TE%5TGtb~}Ev|J0yz{C!sK@9Mfh_JOAW5rcQ-x0LR=sXCBTGT^G+(}%OV zo%#)V2+(~jBo4mYH~6~j-U}qq1ySx^6GF8P{fKix06l_bjKpEn#_od4b0{D1r6gNx z@Mt%DfBpK|f05!fE!rp8N#1}xlsngBhwDjDN{oJD>`&7pS}ro3{35i7t$GJ8cc2k8 z?_ad&O6|otJ8iaH+oks}y7K;_7w3GyA2rv$&=;9OLXK-$XrM>WMZ>TY(Zl;ApYoLk zUC2KGTa6A6v+7e#sNVHRI!#qIE|Rz$iN(xUavK||)L!?)bM_6r_Lns^cVpKfAUcWE zi}d%={W5pmuQ3Y29>hg>p1J?&A-w_IWP;oCkDCEblR6wTVnJ6*6h^JZbhdMZ@WAFW+5(9#?9B`<=`!;e$#TaIbWY^W=fc^ zj~pI1Unid*M=5#!@IT|^`E3sy@|-OLlf}yO#(b+hfBKOad0w>vdyyKZ#;PX$4?MrR zwJCO{guUHtOc(mEhYDg0u^O~bg60r9=PQx`#>dpZn5v(QRO&nDUS#yj>@Sc!l|y~! zPJH0{nAtG|xiDNZmaztWrH^~Cr$>@8B298L9)5e%GQm$f^((Pci6CuUj{Nd5RJaom z^~HD-0*EM@t4|}%8TtD)S+xeMI9O2Wf8!+#no{xVpk&QNI>XO6^ruh+`5m>uC|b;3>K_pdZck7WqFYnh zt%uZJj(2M&QpT4e)!T<8f6Y5v!o5uXeP;_kdTDSg`;0Sj6Af>1-{Brusu4N+YgC0Y zvTMBt%_O6-y2~Eo8f)@|wyhaiFO9HmUB4~#&ej>dwq|7G*L$Jq&usl{>-vZI1D*1| z7kX!ld#L2p(g4n^_->dMin|^KDgLt@bJvmPP{=dccuY0MsaVDB+jz=qcD&z4^My_Q%-pRU!+%dP zIAa!La4s7{d%$GlQEQCHFaMP|9;@$99FJ`DNHh3j^I1v9=ZE7! zDir&)Cm8d>DD*!reiV&qBjU9I+%n}Mek$1k z1wg;DCv<}yE*E`_=qj$M1Jzzrf*{&fi}C zo+H2K^7kbC7B9u{uY(3S-1V>!pts-q`1L}59fbsz{{>TunetTxk@a+BBX2pePEZvU;D_ws#oy=Sj#E;GP2%tudJ}K z0{6;vV(f4Iq#8$c@0#ttwP~ea*Srh5ABI-pM$E9ZQUI&g3THfv#Byu`ODkYZ7R9GI zJ}}Jz-ND<@NBess`YXB#U8xHZzjrvXrhHBC zFynn|Igw}I4Sa7(_>7$hWYi716D$PEgDD2QucEtL(PfpkPCMSc;%uyig~*oQ$XwOh zv;zo>{tuk2xm3Ii2n6KzfLCX`S8kfoqxNPO>>D*4a8+W{i#GyHHPh(W<^1$S@z;JthXk#catG68lzZL{<(=dFWVGl^a zcVNYi<$CEpO|RJwK#{@9v6q#Uw5R8h^T0!PO)q`P+pb{4RCxCE z4^ab@+8lkJss++9$6ekrFFm|5cKo$hi?)HT!+nuFul%GV0c_5`T42iiD-E;BMXGqs zhaDHX5J#9vA0w$+tGk-$l-xEb*EJsn){sStwmnZ(Tg~sV;L(xe_3c3cDEYC})Ls=&7|v*s<34T-G{HP{iN((=dQbowvKcCUCVFnIfyjw{o~xyxHI(8eqp z^F0^e?XlmRnjyI?`!i!Oi)4wBpsQ$oFipb14#v6%Vt%k(o~rK({Q8vO;1ijI+c@>j z!MVq?JNVOvJCO2yTrR6`o;TdJilE))ErH=DGD_&+?4suUJ#$)!3I+vzBJk`fcn$pK zMEu_|IL8*8%QyZ3B=E#P6pSg;F_(cvZP&DB8u(*-Go`)GZ{A+mS^RIe*Sv2d+g-Ao zf`)ra_e~q3y&BGm(i`GmK{pX%$KYeH>IeQF?lnhiJ7En0hC9D=f0@nu790pfv(&tU zWugR1#wp7|;nRPYXmNIaHAW9 z*Zuc_sBbLrGZK2L2PRu4YI2c28pz7RH<{t_dlZoed~q>43{Q?@8J<9+>^1A34q*KQ zTXUl07XyFNw}c-!2>cn}68;$nfq%odg#QZdeY(NV&EFFK4F`e$ZO8YF^Sf{Vw;kVC z26hks+m7!I2Z8@>$M?vC!2h=6`(!+QQk$c-M;SPAA~;`Q&9Ct&#Y~wk<=LZiRN*CbQG&Y^JbY%!&5v}LU?%aeI#mS#PF*LqYEj@GoY8b4 ziseG?OVr~i9{c7lEihG58^=2b!HwBst$rqcYf#bO`VB0bs@@LZ7`tK@0OO#$SsuUy zpXfs#nxE^h$iV~MuO}qDB1&+kzls|MnZ%U;9#(}nr(eP5bgG&c#Y(WEmO7kXQ3m9| z%O5P^e*Kf z8nM@p%@zUWzlS|rZ_tA(ccmX!Ix5}{RKBcLwg)QPJGccB$Qp%`Xt2X<)oa%qCeJQ> z@K?fKZYsm(qQuKow${1pU~nnb{i_gum?q-~_6N2@}7UyUq$$(3B&?s z@mFMPm9@c&MJmK>;{#-ns>Ok-x?shU!M(v3ikz-pO1@}C)U?Cn3!%kCz7YE<4h={R z$Kq6hs|Ybo;lVH|-8(3T(!D;`;XV^oPUC2k%3mFCQ2Bff{V-V4AaSF4 z=pc%s9-;4d=Eu>uj0dyEhbUQ$!3b8Y8|lI@SVNQyxSjpPZ7h*Z6gHG*kSzf?JtVyY z2W74(LUAO>^QKXlB&2;8DM7|iESz_XPG4XI5 zNI@=fxwx4r{N4_0b>a7=a+@oL*^R=nm%3hufTF*#NW5d3;5A0?r#-IvUwveJ|La*d zFq#`z8dkIYJ=g{1Y10^q_6Ul;CS| zYQ1HCz}5@sM2K0D%Cc+8BOn#Bs2j3DM0+f$?2y(pN(}QTwfz3d!^Fv>8u^C%n+L(i z3Wblw?g&15`Mz6%`6C3qVx>dJ)a{cFj;U5@r@~Z}dZvs$OibMZIcVLFC4X^9L^*-H zUl?Vv)e2V|Gs$9&6hMqBZt>{)+8l`diVyvjIi|RQ7_C60TZ90A+aJ9@hv`D3jC)U4 z*VfM1#dFOkNi%KxYK`252Jz7bA1%2mO1M$|ECsl`IiY>zipeg+sY@{h9QcS?Jb zz-Q1XBY&4df;M8Nd@zA3d5%5#_cVDitX|K(pNuRjI-p#JkZRQ&$H z|EiX^{VnoO_~jeSrv|(+VB$o0-$1?_@J_?Tp9t?8=pzQaf7}v*C;BAKb>dwZjK7oX zd;Q8&p-ft@(2Sc-y^I@u-0N~-U!n_7=XeA)#?vtgPfqiWQF56d7ag^VX6#%rt#*bK zPkKos65}uKO7@bo^l0Nq1cj^`lvStj~}y3b=qn`kXaUVzcoHuaE<5;LDajpWnRsP~@G$gU zL+#3CVn>+=|4v2q%R9;@nVr{9vqEK1RINp;Xz*7oN88XLmPEVR3$3zAzit{;NOq%?_7nHArYkX zwKj!uG>Me?22#K|0y%=5p7@C?pZeQ1M9wlnj#INDhwPt-99p^Kz9Nx>o94}-IoK46 z!-;mh1t$`_^*@G_1KF0QF#alWGA|WQa4!QmS*q_AoFIS+2qqRM6xoS5Aw}!`;kZE- z-p!#K_6bg`d|JbXDC7&DLjGX<7U~n4$fpbA`IOo*vHJrBX$f+h9C|t+AqwCogG;Nm zVLuG2FpCLT?vAsnwNV~&RqbNHj?mDn$64^jkcz}tT|8sKOAYX}MBf01D*nnPNf?W& zXd<3^p`7lQ{l+EiUBzBOidFtpS{oospNe%{PHPnl^gfuP{gn&A}+b=*e^PAZE`dF4}j)*j_7PMhd^Q9n_MiyM1Sg<{=AeE$OL26Sh=u0f|2p zQ&155kiJ{jx&0N`Pi=PJaULX|A4-d--uaqb1KRScobSjiddFZiM>Zz)rK|wz1&@qy zZwgcF<2O;OTOEEM(=meG>5p&18DC|CK6eTsHig&oM?KD7!#km!=(pg_U$Hp+G$tr! zzeTdo*Dt5As#q5OqrY;#euc`8AXUh5rR12W+izlyr6H_jfYo_=5i@<}uUNuN#geH` ze;XDUNK(G5E9-QZ%2c^PPm_ulgnq>06^zTLcWq=-YxS?ZEYui++5*V6`kOyjkQXu2 zTg()g#jZX`5~)}e5(ob(X(_XY-Mvi{&cn1fJA;E^tvyraLEwMe@jWuT z`}R-zmh|)FaoxlJw&PoQ5cuDAd_O%1{e0W;4aCF$-?vx$4ZQsPU$9quI0xrw-?_co zcV^GzJ6Tb7uDNp+YcKV!?V0+2KPmj~&PQuyOKV;BS*gxPXJZoz=f^laHjhZD=BTsd zA(!^xHy(sK{P1PC3t5&G6Vi6;G4eM!5WVh{_yf_TmI{L>v2ow%7`f+lJP?)rr0(!@ zyTVUNVJiGw^V8J$@r4rc)0v2$Z*a_B3eQoo2gXV9^L-h-Z-k$J{5%#v^B~pZ?VaW; zv>E2N796|`8zp51mTW-2tS#bNbx{~%twH)1(W z#syYAE-nunq2=qFq2`*V292twcncUV>4d(a+IH!GuLcgfv3L5d(f_mK`#)zS`0H=ZbXU6p_svC%Fvj`UP2bn7at~CUWU|Bl0(UFksrzU;{k=AX~Oar{y6>W z?+`y%V^TRZwyFE@;P~m3rp4gr{{DxFpQVsGR{W^-U!gzNeclmRDyjSKuvItx)otw0 z0Dy>h0AGcc_zUX3&>@t6>Xjtr)p??vU**1MwI_+}N9B@6jGgRwa{wHSKKFfWhv1;E zEghJk5lrm*&H{gP4E!XZI{PV5Gfhyj_A0}+$F}d#>^XX$rhxvy1RC4E6z8{#L7hB) zy&vJa#9qaL#>Y2V>{SXYW9>Ocynxe%t$OcT!~}Xs_+Mh+|HP{d{O?YM z|B-R{f9ZL_fB6*({{^U)_%FslrnIMl{mN45Tq^sOjy3W2D@`(3sq%mMY<&Jk$)Cg? zW%DIb`;V%qeMzUZCrN%+H2*|P{&lJHe~9oS#xZW8CI75c`Bz8b+bsDPq{_b|nt#LS zX#3}->hI!c{>Dgtkw4wjr_qP~ASbK*H0>c$j321F*YnEWm&VH?y7^?mh@@J_@|6>lD{-0I!f4QRjfny_dAGKG2 z{YMIVq5T9YMt870TD{}z*jAhPPBFeL&k@$!;c}Gam!>G6g1*ImgXQat@>Al6V1;4PpuAB#(liXI=PIuSY5_Lw4eD{@GmFz8HYwLxq`H8;|0+BuU(GQY2G!u z;&Nzxyo0yd*eD2AY!hIeN7UALe& z0O?cSn7_yq?KA{eg*^0?)yD;ShIYL`PWc6}M?ngtmgO(1-;x;d6~>}ZcAW4D0VxacyDoq2QY zU}LAMsedzm>=w${z0!6lV>hNHaqN6FI_KR59CpH#XJM+b8-TL$V`uaS7?H7CC}Vfi z74%Of`?GDA5E}=zKdZ}6v_G?9kWn<={%p5ca$y}u^RX@R z!>~WIJwk&o!~QH&ei-&=+494%KdX~6hW%Ns{5V3{pLNO)!~Sf){4ng#-j*MR{h33c z8TMyc^24w{%aI?3{n>meW7wa~lOKlt*)IM_W`A}+9En@)T1W)6KfCtnr1odjx_CgG z(*CTH@J#zNSt>>C&-!4>O=5q>l~zjov#)nq;C*NIXOCH-E`s_)+lZ9*XWH?Y4U*cQ zQG-o9_!s-LV%do}sQuZA)|UKd?azLTQ|rjk)gs&=k#bP`vym{5NN#^dbs-Ts%Ki+F zzf;?v9bs+Af7br&w$Cj%8EN1Iv#J;>CfMX1LFTDks!tZ2B(p!GN|uNdC(7yl>FJpl zzmnRY{c9&0lEnV(#3z#4pK*0UNJ;F^o&cm+bDZzc{_J8l(`5f!fz`@=nu|IpI)6xLhDu~*j-Carflf?dvdkut_#QyA7z_VKDaIF-z zm*Jv{1(VpHmB$t2A}Lyst0@*tVt>{X6c~}9wB(Xnx_Om2-`On#(osQ;2@UmRt z<&f;pzAsWGnf)0TK8dIi`?K?5#*^Cq?7>fCshfLEQCj1Yoj6Tme^wn=kW1odL9U%y zFp2%y8F2-<7LFF=qL~G|wLe?5MeNU}@L`yk^@J6@VSiS@3S#Wf`i-Pk7qvg@w^Z4m zJ=_0ORIC4-Tw$?48)HBg`?IT$WXTnD*V*y@^*DI0U0&3imR3YX?Q0)9L8?I( zM`7h4o>MMB)%Yn6YxMua~NpCla7z*TP_!?(>~l;=;`jQ-;6x^u2Xy2 z;B7pcNEL_6WC6`VSMZ^sz~qM?ACU1%hQIj+{svx}h`*78Qsb}r3k&{!cCz$Vh>W;H zJ0^D6?7*3oNFyk$V_6f0$H9R)Fm-VP3jdrfAI>vTcoIfaP^j1aA|+x55HUqSOatR>Pf8U2=|Z6Jp^px9HK1FWer#!J^sz{U zDXgdhIIkDkhRvXv7bqctdmAHh*wXCesIc7{_-?=>!kEy#ibp_vwD22gNq=|%INlI@ zzsCT}IG}rEVbWww2>?TU6qLXRI{1#T^>_%(#PbM=$Ib2NGeD+3aZO-!J5~SwWc2UB z%M<&z@W*EV95`%?>)*JC&Hhb{?O*G8(f+LfhLZFzT0;8QfD-Zjn}zwJoBmaTh7$XS z`6zz;mKyz=F&h1Ydpf~9=OzqM)A{J%XwSr==K4*fK=(b(+F(a8jiYG}rT#Nc$0X0e zPIJ_@1260q?kA$zsmHCUG_hZcA-qW6mlriN-ZxHUSQ{$v)Nf+_gB++Om#ypd5Co4A zro?G8y=1zbOzti4H zfxmy_woD5ArIHWr20y(xK9Qd$pJU-CZgm}upZ-u3pU!wY zj-OKX=S8DGf1HrmpM}Mi{&0)xVEqZgd#WiPo&z#c%ZK}sGrm6>BxEZ2Fkze7AL9aD z%zQTsLZLaT1<)G-JPwG)a3W(|!u3Fbb%Ot)@U*AqQ~!w`d`74k#EURz|KalS1bn1+ zk<}t_v$>RqKG7k+a_LGzDF+S;gvq8rxB^@lqa1wmqbmAI;5>f{BtGq}x!;mRzHczb z@2YDO$8XEomht29*1^WF=ULJ5+t`o6Q%qrO6O{AuqQZJ2DPX;IM{_G#EQs7`tTo$|3t`VS9-NJa&Vq8mYgiR0-kvWzEBRSq_u=OT`g$&aUl z7*g}&k;oZ8o_ipXQjO;;Z<^z2@MF~&?KR%H%JJJ*VJ12mTp)psaIG|dW9iPDejdm< zd%)P;(?>vi(e~(-C&0d-C#{+f*pUUE1ifX5rX#Urvpf>c^p9L!_oRb_{lqr{npSIB zV{th&5+}$%i~&vm3=k+^(_F3f3va*>_We8VHN4#uh_?Kx`=(s0InYm8V6AGkBP3_b z-jlFncTY0_yH~(PH6xZ|eWvnrpU8>)G37LrLvCE6u;|}O;9vI*;g?3?M>`<&qSm)m z5+nN)o(8q&y5nb{m$>!qmNV6!laQ-AG}Mb*&}j$zlc{$$W34vXZYr;gT{H!IpBwW* z3%n7GA4XQ}d^qsUsXvJ#P;s(pxM>_i0;Br7OfL6K!KaA;?ZW$H4Iw2J_9o%!(0_rN z2{u|Ti(vJKSr+LUc2quQ)z|{TCRR^8vGK*|d9p)%{aK2BvG0>28sJ5kuJrQP)&88w z7cL&%bv|s#fN7V3EWottk-18KWvNGYtNhAQkK8u-<>`<|o=PlOFTV;m$fNj8d6c{- zkAWe1lzlFb@;&kxmi8g*8`(o1qk73>^ilE{+gBdrkCn&76XY@JBza8!p**IXC6B4+ z$iq889y2eH$E4-bTsWJiJ{cZ}ai?Q+aE^+x7Cc0B>G-qb1Eud0T|H zS@PD1w_15yj5n#Vmg2BZ(w5?Fp1du?+kAOjj<*JRYr@+Cd0UOQh4R*nw?%lPUQbs} zFJa`@Ax$sD7)6%P`w_4`R-^_oedDh?uP5F4#|Xl`jubCZkAdn@rXJ<$F-$#1s>dkx zpk9w^$EwG8^_Zw0lhk9fdQ4G|sp{cXkD2N*OCGhgeBduwTc=*|HZStV(cxdPwn4q% zZ9(L1VdQO5z7^2l3Lk zOFgpNbT_|s)=n{Er#9NuXk)owWkvGF6jTAjf-bm47<&6|Q zQQk<=ljV&RJyqVC@ir503G${HBNUN0u3`UQ-T+Y;r~eLlW2iXP9n1aW5xgSZKWaBL zJ7^^Z(oRIhGM>f8vxHCkTgWjm6L0>s0mJrtk1A^RwU^T`u-NY-ba#Q@j%Y7bGF-?i zalN5mWz#>@O6CsrkN-5X>Tok-Cchpw0sFd8a_m@8Q#*q28IKf3ZRolz*SEcgZ%3wYcMo?xtZAtc6@*U4OH>^+{Y^8h z8O{pMTq=gR+7_YxEZEDc{X&$K?|<$a`@I42Z;A1N{v*r(DiP5cIA=6kHqlQtl6MQo zA`N<;T@iz7HE~W>F1$(Cjp~51Uy3lu6ZN;m~`O}&A#pSaAV~BF?>(NUtm#lc%JnCzW~IUa!fB%DSZ#oIw$BJ(nuC3e z()ZlIZ4SSW`lN>No00X~LmX#ciQT;b2OZ6A4f5O1;L7S)l>I6CQr${rk46HCs#msp z1_jFTjxBxXrh@QgM*jNdXL-_zJ|K2xE80@#`={N$*4|MX)_P4ZsPFRT$vip*QFtN? z1(&uZUk5O!egpQd0>jdLd+alwK?k%>8AL?mGyl|lT6R8E(hFu}+i_T?fzE$)Vpmtk zkaD|*ZCRdf>ZhJ$a0S+%uV7E8Lwj9&4Sd`{asxv-fIoeAq2SKjJAbXWkG(DYci=}4 zFGpgD!~2G>JqJM)^L57A#0S&_tIvdWjv3-^NJfqHcTr zrkYKVdM?7o)9Fx8KDhqVccGgqpa}@Rao>tWcW4=Y`3Aba=WvHFtm@EL)8K1`2?&4Td-XOlxYnP+m ztfFn0Q%>>sBxfOiHuIj0y!JM!5z46KSHKt^G*hP;S7`^@wcgC4;(5c)1rR9exFFAk zuy)F@5%uhljZKz~43*!`#M7UW#K=Gy_S^`Y* zmu*(_Z9SVX@y!meoP%AZuG!Q768@)%h;HIh<%Y2TvmeIe`TKnP+zo0l0rhiqPsa~h*1+D>+)*FT-u^>J!FfU_L!3Q7+l0DfEX7g=v~ACHQ6Z(z3Q zTpxOHPRv}*2IKxp^!o+yj%f-yCmz~`LER+*~A|E+MN;s*uA1iYtuUG znr9y4Yq3LwGd!O9B=n$tPCRwh?roX=a_!#tW?bOwvI_w3^X?Tl+vTJ7weO>5?UUNQ zwKYq$PHiusxL53L+1?{iS5o_0SJwcCXU1K=mNcz*c%Jro?cRU7@2Drsb)^X;_wBzz z4N0K6>v8G2izT+#^w##)?tRdGd%0x2E)7wRw>N98zIA9?t-GFq)lu~)?iHQdZq(oM zu?zLvJKZZj57ZUbzPGch)ZuZ@?SX8*mUOLm2-h0L-ipw7x$l5gXP2)l-DnRE4U@O0 z10PtTQ?=(V_wCD>(m8Nf%~9H3Y0O>jI~t|_E3jr zuM{uOq?83-(C&m;PUsv`n%H9))+S8VPe!VSQ{l7?Ul%6L>Ax&>d2YHcaB-UNBfF{ZX>EX`y;|MU=B)n|Vca7i*8wEM zCl};z*r?ZJOB+KIz>h`Ep)2q(rcL+C;~^;m&q+mFAn#aFMrn>`+M}YOhWartCbr1@ ziU{;2{;`hyeH-`H^brOY!DhhII@~LJYHO=o;BNGNySsd?d!-(zC-n0L^jU#`4UtPk zj?LL4NzJQ>meRjz`iy4+S(j+XhW{Lh&bRxN_?!Mm_sXGZTAOrqJv!=MxlVupM}Vg= zMq;`h!R%y{uegp_d%eZ+(1z zrs}^k^50?2{~`IcDn36`^$U#rW1{(eA2_@Pm@P&*@?YHeiT9MtF(B3G%>nPJ*u?Vf zJ5bXL<0Cq{=F~Po0otT(u*e5|M2dV7dRFwB>A%_KzmX>%d05dDV+~NE?S;<3lmhAz zm^PhyEs?bsWasjIVE66DXzc}c!+;_}%b;SU4Af5WwPzZ%tm*k%T6U*#XJ4&Nwh)%K zNBdmgPE`o&qny%?n@;n!IkX}B2@iF;gb3TQ_uCi$M0F zP}(o;mII7-it)XXc0;ZHfiG;YZji=&j+3d&MVWH{uC;y}Pldwvy4IQx&=hDg=t{nR z4fg|a9%}?#KNNh8k~&l1%X={~1Ew1^2ia`4CjRFh+!?`6D|TgxofAttXIz8@ZM8P! zKn!|3K+h3^5Ap-5NrL?bRY}eNgx^wHb`*cF3jPfJE)$v<6-L@R%I#!ruYNZ$5{t6_ zb7s*J)n;2GjU9qT5fBwYVJ2E!+K~!{*NA;T);sV{;KB$o?sqn-bWl)2>D6#LwMA#l zSzo&|AFCZ`ys|!_H-p&xu4w*&*8E^w-`?3*Tt4G?e|FLO0b?ERdTvi@>!M+!=Irh2 zX|v5J@fSiS6|K+z0vh7LOpz;vUx}OoxTq)@U_+kuC!~}^ZJOq5g^qK zD3AWnxX4mIZTbU|@-AN}7v-}9BO(Cbzrfd0JFj>6alyBI5PzM~3V z5wL7jy8Cw8d_@5F^@TEH0K0r9;JahiPf9fS_NGnuxK|#NiHW0H>*HQ=OkcdsyEM&b zOE*-K!uy+u<{xazM%R#O*B@l{18DuDm0kUQZo-S`i=yxbgd_xS}ejncbLmh#6 zB3eaC&luhEL9gd2O#=%uDOpS3xM>h6MZXH7qGC2(E?pS)zw zf06!WqJLZ-CGX#b3H{@Aa%dgA8GM5d{xmS~SM1=%-B_L$xL3w@@Ud^yK_##B<5d41 zQvKV2{=IDJpZ4nIS{tT_GDrS8?BvyHK%Mqxc(~9X#%ua5?v;aL`%)D@Sf9@rtnJqS z0)|FU#`)6&uF3u(&}j+LJHWlNPvCJGt*>Q9emu4_pUY@XUo%dID|UZnTv0Or$R6Z*| zVD|>m1}@_LfgFDsLx4N*nhRkAN^x*$jGuXUy6`N(GZTB9F1?1l2)Ib}Xua^p&xNG5 zEL>EGIsea^bF-5&!G9^qiF=r8g9e0%-?SuPI@u>v$@n3#Jk0X28m)zm&{4db%3}8` z(4RRsyHtId27K0MvM1|TtA0y;E>)jH>T~G}K|V&8ROi^uNaw!$`tlB|zDzji$>ctA zHc;f$;94Y#RhgpjTd=Ba*N*}X_+1_}KUYSHgIORFK}JdR1MN*{pqbP_UvJr$hKc`t ze_!oYZEfksX(xrt{8cvp1V>=7Bfm|nu&E3={>vPtpU?1s1D-^jhq~sPtx+;H2-xH| z3yll?a=$P$Dm`-pYI7fLmaS(z&5nB=BQdK$my|YWy`%H1 z-{zm@$nWqSNS|J=y-_{qgRbJg;kob z*`cXf32=}W{v@h@L$*C^g6zJI{8fw*FTwOATS;Ga$T|z0M~3ze$Zy^FNlm5J zDy;;?7s~0uKrXdR_0)fK>ECV|$yr0&spA$C<=qJCqPtDC^&QmU47V6)#+)ikvkqfv zc8n~|nxUPII)DLnhC7&DX{Z5oLw+%DXcmA|f0X^|H?a=eQ2;Sl=BODD$?ET4+UXsF zIrQ|NPzle|KEXJ@|EVZ|?m8Z};zVUG4_MKQGOZPq`7<>Kv}yf)?P^6S%PRa(c2dT9 z7#0ftLTy8Sr*C)K^s~A5#_d$@fKfHja3BJ~sDHeOo2Y1OPR&uij&umw{-Nuoz1oJ* zPw^6=znIE6|D$puT`GsZhF+QcTMYiq#vuTEPw9uzqVm8+W*MHm^Hh#!4v?Rzf2d>x z?`~mAM=!JSHjE5Vz?)&w_1%sFQ=S(qdCnpwn#l7^bcSkW8J;X(&d#wFI`?$|GzIt= zd0r4B&x^Zjd7M1Y7WtZ~XLnm!Jinqoi#$K1`V4t)*0+RGFlFby`}#@_qdt*`7-^62 zC>9LBrwhBr+qlo}J>6J7JWG+UcYZ>RkGk;ht*fwiQQQdvCeLC~5ZfPFj^%Rh#qxC) z!~uv5RSm>C8N2vgU*zD_My>W_TLOfKrDr{=;zF;L>lI_Q_aVySB62QPd%LeO_uKP# zlX2E0FwQ`a{?xs4=<{%3XgaFN4&NJHj}G)-Dobh{>!C4Yu_m4PWvc^S&cp6<0X*@L zCAMHSTG~kx^=Tj)p=wFQ~%eOWS z?JnSMdTD1(v(|z83^)njx91ux_YG^R0D+8~G!=Qk`h0aAj5xZa7JPh&uD=Kfi7{Jjx}zY%fxQ}g(_1_~GI1`6*oP`D+6!a~8I zC{P9l*K~tH=o7@>B`NWDiitn>%1uC;du6k4ty8PmAAZ2p7u1LFN9OM+KK-%yJh2;m zp8JO=KH+dFf=}KJi{kTK;*Rc`v62s5+2zJ!zKmj) zxjxsg{fEgPojBlEyCLL{JYRb;C;Nyz&Tqv`hQ;O+31g4tJjhJ<|6baP*P1(gZRw!@ zybwLXnf?H24=(!w)Z(bu8T$bRn(POt^?kN=KY&K4U=vGz?gtq8Axg1-VB|+L&GS9Z zwdD>VN2VS!U5(fGwf#9xPSejT>I!Eo`iA_$Hq3?Z1#Yp^h#)-eBw&ORA3s@MwIeHIIQ@(Wm_vI!^DQ_7AhDYjC_2?w8B{1-ALN z=qo=&C$LraZfWqQll;d9hC8&Qv^0Nu=@5ta&w!A>PC?idUad5<`y%5({U{Im4hSM& z7eO`+_)8d^0*~JMyC~CD6US?*C!Lc(Tm)#=_kLE->*62(f`o>nh%We{LO;I@m%t?Wjq-*^I+ro zCKMNQJYPCMmV^B_KeChEOHQlYmp*hd)n*K@M45-G^5R9>w!{ z>X)$ocW@tm%!4WJbN?H|-=?_Fjrs7uAAiR^kOF`Iz4zgF8T|CteTn=u_Dc&tG4$}k z_~{O~SvC3Tman?wrwPaz&rcWaPt8v!-XF(LspP|6qd$)?O6+01cr(00;}qVeAHYfNBa@H_ zNRo??=wchoGI(Ow--Q_p&n;OjE7rHQk!fdXCDdMza%2=dg zT@P0CCN^qus)$OYASQa57LAic7Nje2qu|?I5C|@rF_=*hDVT>hI)_C; zNkl>aFo#yTd=;IK>yNNtB?e&*GX^s}k%GB+qaRxoltk7@Pv%CAzfd)<%49LeT;?`5 z@zGVTN%YB=9>Ks=D4#{3EKf(~#_0D`6@!FOH-XUpb$DhlV?W#}Dtzw78}G4m1HW>) ze|VNwvE&gOvTBvf3`$$YJgAU^ss~>%$xUFeLOM&A3K#3Ea75*=T8y?znG7czg<`=B z2i^=Pz&!QP@4{^Shzp5my5ur(ws;l&t?R!cq{_vD?>Q_S%=pk~^s4P_PX_-Nr>)26 z{2fblXf8K0^_kcPQsgG3*<5;KH=5f^HFwnx0&vVFM1RGyU`8iiRI~YoZbah1KeCG@ zD%LTRzBxkDQZCvNI)T^!#AQb%P%=kq$#^>gdkfy^trZxML^h5do>5V;F1}G z8Ji;oH{gxlT2W9Eqcze8y3)AY==C>v-YYxi^xv|`8eK@~CL{=_|DaR4k&os*|H_CA|NaYpHdS5Bm z3}@*m7pQ3093K77PMeM42Cz$vVCy|qu=N?eRG{^NP~qIYg--Nq!>BaIt?lKQl!Pe5 zAFLv&hPMgJgg37$=dV{pW`;XfQD%l;5Q!gd!ug~2(VQJTP?RZSS+L?|75rjDmP{F2 zK3>8pV{@QtxpwW_8q6&GpMjGca-jrKF%teH)Kjro7`qJhR4(&hB;6oQ>BZ4{61q{s>RPpmMk~t1!+sQHu@%zK zjJ|UjD{PEZ7{MFo6}^os3*xO&;f)P92PpVE%f(mmJYLbz>0_fKFgV5NvrQNcQ5gDf ztcAt(l5bLw!dmoBIQyX=z~}hM_^GRoAkVHTO5OlHCUs6!!6XrNRWWkIC2ie;-r465PjE!_gy zEQpegIXrIE7P+u3KE*5MM}{~uOD)xdTm_Ky=0{=Zn;I;I#jkj@upw|{ruq#Fv%B*x zM1PO9FlQ@-zKGN;vz4OTN+~>FO&Sml+efB>g ziYw-a-^Wa)p9;UJa62B}jHy!3mLH45L3rBNd&`f;@U#BPMfw4lVZecS_(^}|LVc(F zSQu`^Sm__ij|Ji1nH$ZfeZTh6;%=aIgOWf08}?92SFIU43@!&I5p=zRn>|MYrXuQL#Y2mylV)AtgE-ndjrDf5I{dxv{$pw?`e0Y#63F zaVx$o)1RqTE#q8#u35YMw19kL9PfDphs!us5t_8+Dmz>+X%m*9Eo1lBZ)01QU=%C` zk4$LG0G6&=LP|W5y+@-)MH>afysX}s)Y+Q;Yfkla)adEqLc1vug0OjzdIm+h|Kj`PUykD~NKf&#OXar7-S zj1I|9ONY*#Am}xia_h$m#S`{Zbpt885XY8JCkcm<-y>8FI*Aa}!ys(f28LIGnUM@$ z231uo12>>uuTLD~Fj|O=B%+p&w#7@L&PXiihch}j;KeWCY>G_o*bCD6{9qa|3@YIL3-piTN zb$^|d1H0Ub{Z3o$EYGiO?m9>q8%~yUNTs{{<>@nVRS^eQ{xWCj5SROQG7|j$Ge<|c z=QNxDaz_I$(z@?yDP17oZmX(W@4XbQ$o0>c1pinU3g>Us-p%hQ-RZvMRa_Kz-wByv zgKbZ)eVzTq(l%`<4SjO7F%I|bID26YF+gWOF-LV0&7WQKE7Wj3^FPaGvl;f_P%=qv zhzyNmAQ zC&13!doIHEVQhVSdBNCSj~S{<-|<8ee6tChA-xyq1y5lX$4~sS>1V;(fDp_k0*pQm z)Sw@mJT{K8mq2ESlq zFOFY=Ccg{?zZ^hL_ezqw!7pPR4b?HUecMEk^LV1fzdXV)!<_kVzzhqP`K6uiOFDQX z<4!CNZ2{LHdn+jj`EyEN(k_9+Tky;YQj0wn@a)Ho^AjuYOhaYAVrvq4=UVbk?&BC9 zeD?QDpSjC-33z8HdFSt_z#K7s3i8DB&cgQ-cqd}tlE^=7Xia-J40Po<#X#b}gMB6c zyoA0^|0#R#UTKG+GI~!y-X9A>hB^lfbxpg8jVHp#I6_#WsdyZT{3PN5Ja;3>-^xJ~ znUKh8;orxwRj*$lq9fS~yP}co7Pb-$q6K}Ee-3?0YsT6iK0RcDqRg^@dIg|-&1F*O|D)|p;G-zA20lp!3=-+60mGWrC{aOC z6UCK4bORyWA`mV`#PwjkMV$duz`>aT+IA3cbYaDFao6=01q2d~1aH7Ai0m`1Ueba9xPHz&gn9ovPVHuKc3?cOH#xPii&{Fh~6*b%#_nIxn|Aop=8eYVCC~gsj%*H zryX7)ho$9SOs+jxI+s)x0-yHj?9bgYFeRT~lVZD`GW#wDv8P|1f{hc?M_8Kz`*!NZ z*V*4brl?M>l|7UW;!D3@nSP#E&aW_~LNz68)Y^%s#s;qyYx8-8`Ihh%^SM4?RlI`q|!eJPz;uWxAZ(_^6PB2fp8_#WFZhkVRWCU8^-p$Vt zy{!+W%*Xh{{)@`}%&R$`>OS?uU_vN)&5?1p=^u*#-Y+ zBc#Y#x4`jR!k03a4pzC$MG{pN3ZPbNQpu~7GF49jyzrN5cgaVxi!_X*m)=BNc;mCu z;n(})%(BqRjjora4Yb-4?m1s_kmPWWOGx}sMWK9+Q?{D9UBLujG6;@;BFBB{ZGQ#@pdmk78>`7c%~QFs;`2-n*|%`{0$oKl?ICLna*R;!85L zc*Bw;b|R@L$SM=e3)c)bTN5OlpTVT13iM*NioR;L4m$Bywf&~^{RsMs?ePdUEZX8N z;okEz?B}2+`7X!GVtWRs4(hTpPB@{$toR5suVVP1K6Mq@Yel|s9efRoC4YS!k+GLh zHz6Ho>+_g&&!Qiq#uurwdoV7oSs(mPQLhHXU0?WN6nBWyh-s1#6a8=D9P>jVq@_na zbY=hJjtuqk)DMMXMve9m;rZ*$e7|e5E1%zA)Kos-#u%Y9CW(9wN(xtbvVXXX)4|oj z4&vx6?%}gfKPS20xnzSHmz+w9O90LP%*#ELgY819WZ}COX?)!77Tk*n_ZMxVn*G%% zq{82zf+F`Vw3=`CzDMc6v}18Y(Hw4mCWQo<{4&mHnkzk=C>-O z!QAdDe{{R~z2G}fPBW+Qb6tigl%%}S=dXq}UV>ZPCAjJX#h=~+*jKI8*nbhUHOsF$ z*IXe!r%IFSx356rfXkL)67rBN6=?5&K`6%Mr#*~6-5vky_tVG!dX?&}jgUu40tV@| zLV6W^$@$JE^SRaSZ(gJRmXd-3=v057FjqY%>F@jJS@Q|p45K&eyrK&lOT1aqBNA@_ zJ<9zHt0E!fqb|!C8<+xjQGIe^5WOm*4}^w_p-m`aJT$~;g?3~nnn!3~ zI;#_!&(c37_m}j4ryR3H7sL-r;Xd;5G(-P)0xDyauX?2!`hQPZ3AxBLS!5v&`_jq4 zDpp3Gg{6Z=znC~|XbFvb%9XT>Ep{nH2uc<)v!`6vk*135<(34di8={-2bj?(10*$6 zFEqF!iG0;RztgDwVibo=g#DY5BVv^{c$sWgu8LJYYF_e2UF9q4`}CDF>nf|~$ZRUt z{H+>zK*a0sYP~N2vHuV|>oZF0Di^4keB)EzeQ3&Oz9500?8U+|#E#C&##L=SBu_wh ztKQXHS=pBQzPkM$Xp!D7*`^L-Ge2dRNtC!r1SE$p)P~0VQ4;0Jwu0G&Ko@bh_>Yz^ zYy37ozGH47z<2g*;p!{Rv+jwte)6Xav=p z8q(_3auQ0Rat;B6?!9x2@K73v#~dWb|5|H8{&xR}LL<7CUg|36@~@juYs?(T5OEaVw!MUZuyMfS{-ba3p zQE*himd!zr+vkOm|n*r6hn9wt9zn&{zA$tlpbE4 zFA>ox3tFgcz-ORS3F9vyjGyz3Z1Y0Y_F$6hyR;deGKbAN!G7=p`{f6cln%dy2jOY= z&dmT&u@3{?>>oIPXJ`IJYDp7b0PAkM7+K0Qb@+av>Lc~-A-uJhO3P8r_a8jM>*#M% z;jFn>Ux$gnshsKj_eWHAF4LHe($q)hF!pIS(mB{bzfzF?V_S}ZHu z2EHbO>%$(Yf~#O%n&6uKtCCAi@yn`~$P#4B6cJrWA0Z+UbXKneBcu_2v!!J zUN&WJUFCex<1?q+77r%xn^ew0aUcV4;|3f_2In#<`Ni?kr;Q{l=&e3kH!pii?6hDwh<8lCcG4RhX>@FlDjAH ziRGJetn0J6J`ATX`j6tsvYc8SX|Wy5Dmczpd6^>`RIT`OH&NEOcdX_M6gWf;X$_l3YqS+*qvG zIa}l#TzWDyRYVXxo*Bxxbl<%q=lVbEj$sS%8r=z(I&brjYR%?X^i?Ceir?Ya{LU-< zRq{xUohAi>r|O6)be;;E=(OEyor9C5$yV{(WTl8ykIZq75ug?STkP9Z&V}u<{(moF z(th&KX!+*=37BRYtzDvlFm%`y_Fr_bX8$Qd-N`^3>?cTo{dd6mcGi7TOBTlC+7ecr zXX^OuFH|3?Zx7|Iy-Zr3(|rHI!@Q0bP{HN<=a?+TD(*9l#@ZgKn)cOgjMA9J-_ zVvVqPgzKdDHsZ~W#2fAdc9H`~D~ z`sBB7#SxQ0*2ALY;o70uB)8f@J^5m_u9Lz_IgbOzl=-L~F&lznHpKknJ-gvEu{@LC%!bz|{S@6jwUgdnP65z*LGUEXURwcGVmw)Ww;3-@nL{FB ztbx)G$C+h)ITzw_d|$rc(xtBv7Tb$<#!H!!gRV*iWR1u_bgAZ8nf@I(;#bM2J)i2 zRY;`h8x8|S=79*}N#R`vioIasVFaFnT_o>pRrX>y)E7TP(UUlTV%1RMGdBo2Zk?m^ z&t}nk0bD`zME==7oTDPLY_OVDehvx%U!jU!t;lot8>;|MrTA3P6X5_f6c5#6oeZFu)q?{nmA&2(LEP{6u}2JV;}2$GGBK;KYz+m*44SOveDs{8Rq$U zvB^tGF&;R`Vte{9^K3tkk+~zRb6_U(L(%>KY7m21#5*sw2_1X!tdWx6M{X16V!v4B zIqkQT_d&w=+2JpL4%ZgQ4)Q{u`Ca?%>i6&Y-Cn*oR6YVD5f?z1;?WB^KN=a6)XnpNIxMmt7ZpT`Kc8n+C1ShWMLh zBZ4dCnHBZNmy@`{gByQ`>@e*3+0WXvh84Q{4qok2Z`uR7lmypON(`V-ukYeiIF543GU zJBJ2xLOajK-VjW$oGk?>0BhFbLg}|Q!<%f4c|8^~S`*1{y9G2DH?#6zqs{F>R{ayx0ZH99-GG3ZFRRn@mf`{UnO1N`CA7R0;`$lwth zbc_9hNX^mN@%7=BQWoD#G+on=5t+tt46>TJydNt&kSo^K962f-KVsZ$a|6@_*ycPb znK|qrU+J!y_lVOF=uKKoS{e)61vgkx$w6Hkl>*-q9;sS%q%fkCn0x^Xw%L7;oZtvY zB~+79@~W|rD)C3$`{*t_5|7R{mK_{wxH?b~J9lm9$5s$9DOaP4k zqhw=zoi#YG`{4X3CstW~b7KWV+1fM*=fw){C#2T4E~}h+;p!Y)?xUOJXRDWl=Wf#T z7mnqnugc=o@=9Z2X4%+4hq9{!xv`2ITQWo7l!v;F4YXJKEO~#J`}Yh{l{0!JrgQxJ z*)$Jz8x|nRr(TZ{ysk2(Px~Ro43ka_SFiy!Ag}uXVeqQlSeJfesx}AY#qypbdwd)9 zX>HMhWFtLaz$4(A3G2WETum0n2=2VV~@>lQ`v7HkMt%>~+BrWkrFZ z&|_6z_p1EKq@Xb?I>SFgm{vt@EJvZXDlg`ri6Hz0!Su1tGH;TXdwh0$oogR}6~+dT zsV}OGPNADy4GR9uCyP_;Z zj_UY~K63KNza+r(%bR{0;ET7??TLAHeJ5~6xVqqsM}HpRyYAcgJo4YxJCf2|@Qw87 zeoo=_Gp!y4;U3Vje@>(EH^%>Mjn9L1BTMMp8j@#SCV^R@J74MMDJNNz@~v}nMd!rI z6b%i@ibe)7zTl5ZrZ?tpx%QX$)%D55{xyrDB8Y<7GC0kO!(=Vn}6%qKiH!#y|T z#yTfDd74hzxUI*MkW88nfg5`o(R!hU73LZ~Me#a@rMMR>DYB{xyH^z%F){e90R^W2 z4#muc4*U4Kfg9-K5zbFq5cI7q11tMud;A*SI`{Ao%Me{J6i8xfAwOTRh2~dQvkKZk z1zid*8zuzp7}{Zr{S73j2ykrheV0(T*c+0CHM&qOQGB6dd&JMnREU49*T-H^)**yZV80IGt|teN2sij{ZXItc&xasL+VYN1RA32w{r$?o0Yc8KA4daL)`jxv zL&$)_M)7_c4rfMuA4F`F?)@jWQOao(9H{kCm7jUMuS6N&0#n+mUWib%qmZR~FVR!r z`j5c!seb2<4?7{cSm%x`Z4tRftn zm~R=8gZO?Eh*=~-gXL?!r)BZ?k6Zoy!B*kYEF*H$X}o4!B--vlJXX3jUzeJk8K+AU zHopJ;35qCL#t9?K5<*v+-MmX4W6Z4{JGH>xL4a5={oHYM$8^oGysry;RGr!ph*r2- zb`49gd?NqYrKKJe@j@<7h=#%*QmC1k*ShqFnRf{|MkH{ghbt_i53I0|0aj2!Eqmwu zmoSF-P^%b2cPV2iTu3b~W3@$85PwKkTLY2v9Y7q+KlTd=RK$<`1sFQ+HyDP1J^KhS zSF%1@4eW(72aXG!3f*-**@#w9z_EWqe37p5i11h;!sAm`7BVknjzu85uw?tv1yC9> zI7&LsW;ag~B|(km^94-Z-Uxy4d8UrWtfSg{cwYWEE#e(S{^+^ZrQrK#58qpn`Utlv= z6t65QsM(zRL@0!4=(Qp?GLugh_^QMI&g%575jjun6t%P^+vCT&_WdvLQ)lYC^gQe| zU+}$z1l?zfe$b`p3k0JRgrkr1{PkZLzvy@S3!iGz))2p*P2|ENv{By-(-O@#GcQXE zFsF>%#~3yFa?P=xOqA*aEFBMbe_GJIeQR>b2VJXg^WWsM&DctcikEa@ql!y52w&+W|D5 zX0o?cQgovfY36-SP`yM@{Y&cU-Tln6GHSd-lQo^TOCa&|#C55IzLTJ;edg17)@6Qo zwolMKdzJB`ruM+JUC*YBUC{j4`%KaE1oJ^TpVwMzPy3O^_SqB1q}XSw(pHxKCU4zu zvafC2VoHaU7Sx@hDP)TC@OHJ-DWjbxZ5baoEh;ac7gCw`MdK;k-0Usbsyekm~Wd zL{27`*ypN8a2765ovigdw7bk%!tIW zoWi@ZjmWbETV=;lFW6d6I6KE~V+S;0nmdQ_(+cN7ZJ6@Cq#~-SFRLl4O1_#`ZmPGI zvg!E{0mTCmSrPg|xb|fa;ULw$$g!uTFww+W@;!Yok-k+we3&!Qx12u1Pf+9T#FZ@K z|8lcVkAfe^AVy@0_!G!yjNA5-+H%H~6qswY55i}1#0-ufgpXw%65iaNEUpuWu=j<# z*^Bh;#*A-a8**a`!_<80j}6Q#H?Pbqw=VUY$eByCP4cf_nqywZ2TLiHBikRC3Rogr zfXp#6tnG)@=XezQz@t42NzMd|T%3R@@q6C+j(Ktw!`xD{$Y$c zC&jB=*+~Es0hUVCo-9xrnM)^1C7*eMniSh35baiCLNz)c>K~cK6n+!$)avgUY$t3S zzTer{Kb*F!hIgJW@*kYSuK$xR(&L)+z5IR|{1_eoXfl4%KYc1UW$gdSKhX(U^1>Umnp-4^LH7f`Pmw`S`~`n_+O9q+!!K^Ne}~WC)0|6E z20dXv&pAT|?X(Aenzrk(l%ePC=lOoUC!X@94BB=-5BjkTy65?R#cPkeW)R}spX9Y- zPxJjKWzeAq?59CRYe^v0h+1tB?2}L=!qv~mQ@FYrV=KYYw^A`N`=kWjcZ&}gO18_6 za|(A2qKiWC62@Dcqa7(2HR)!U%< z2m0fb1ltmBwpzum{ZDvT=EOFfeTwwWV>GrEg8wSnu8#Ib7fD~!{b15XUJSYUTck#MSskED1y?yory?9ywJ<;xkDYQE^ zb|Dt4l$#%S* zj+7QE&qQosF-dcA6|BR|)vjYQ$&V`_C@}lx#QJ|8-s$Jt%ffdzW2^)Y3|HrdclpiD z!IdfgRNa>VkP>t{uaM?D7Px^8jx!?|T_&w0c9Dvhlk~(+l0({mtTZC0Ah;BUcVcAc z(T{UEovYO{q6^Sb@`Vv?Hw}?dJ-ewH37gnM=}5)>BViMJY^qnz z(Ns@avqSmm#V?_N?tJCPh&~UdoSl4_At~)=(?c3*_h+=!74*DtrzWl4DB3wssUla_ zF6)cAVV5WR`-S-Fv|VQlegzZIIV7#<2`SpWDYe$UQuI|?QCNyLq!ul^2pw%-LAkq#M>ij@_;W&)2a;=; zl!d>ApFI=q8`QGXD-|evqZE~-6|Iq?Bhrdql%m#YMGs5Sj(-apyzXzOC`|xPMcSt# z**ksURHwBY*|^=;dulgRwe!sDBL#$@6uCjNdVApU6kV9s`%d(zb9P$8FQuqVih_Pl zjmCyN7;0!g@o1MZEfi}i)QQkkkOR7*$!G2^Ym~u3Gd|%YA1Ly zxt{whKORaT+*(qICbRRIO?UNZME}enr7HGsL`U-+>%B`Km2l1yV8N3qk=SDd0ar`> zb&6l5QIPXGRaZW8;Jgej6m$#%xasIY(JdxwK?s=1+KH6XFd9Ca*X8cgP>$;Pj$LTeNhXTQ- zJD1oXr9T+cCsWhh!SP@DLS5F>*Fp_rgR426G&Z9TNpDg;5=2>K0Tgvl=g-?7eRy^O_TG) z`Oe_oyLT^p5R)W+T=M)#%Kpu?U5_Q~6(jQU#uOax+o8qX5TNwW! z)a4$>KbV)^8g|`p;|K7Yl}{Aw$I1K$O^Mg@S+%*cM|_q#rt`*!tk-ui-=+8n&N6=K zb#{IhYfAgncM9T~i!t7pg0$PHpAaNTr0ug}n8!5=>pGm24C59{EaY7+jp=^$VtCg9 zM)U?sI0I*OgDs+0%Ih1m$$oXAJniUiM9-1;JrSS2vSK4r$v#+F3CEHs)ms9aftbl2 zz7C19ZUYiU-N%;wf#t98O6@MlZbPwE>Epga;rEYoU~UHo=EAr@;T@-QB3F!c_R^Kq zs$agGR`yS9I&d1XP&Jobh~MKeNWtYM zi*>Ej1xCVn_cIymd88n*p^p4ZK!@F-smFIez=*`9lwT#U#ztnxbCDk(gjaBBYljhe zmscDdFMTT*@BTbilh24{$^@yc&(6ilet@%aJc~@#J7+%3KID@OTx8wVRr-CtjDKS} z@4;=p((k}oM=BQ@u_Yi3Yq&GGDvBFnyw>dQd^(Sl$`WM*H(Aejk-=AF5ce{B`_0qM zA0#hK@Lg7;v#C0-1C26Y&MA~^w|l>*{iad%OqDPh=gl^J#p7LaWGsG|cT&}etiu~u z$I;fv0|#0^H=;|$LoZjGQqRd_t}~Ce?)j5the!mYb0VJBM7~bjm6x!8j7Tn9_z2sJdb5$!CH4TiL;gT+p4uId?5RTl60B9J0G^V>OQ+nwOY!d=4XFc+8bBA-xb z9Vj6=xn5iPe&9c)Zw5bexL2mmXV>~qh3sS(p7r#TDTL5N;&fu2qDNVnus)~gv~5h+ zTN+X6Xpf>t3)e^_uR(|`m9S4FG>~fEB#g2X1k?n-*>_01Z<6T4gg^KceK~%qrYRwR zc9Il2Q>;j#gFI+b$d{^$6r$6S%T6}GV|^b~y5@ZmH10;cq5C9^yha}0YACV5{_tq*z2T&2ZgK+6;TB@b z>9gUSKHJRcvyZb*z>yBzC{j@q9!4K7cKnFu{GHPOYF!-Y?eclv>A?>*I)2OH-A9Eb zm2y~o95X}#J@6WHyxH%pLkOh=bxU~cR7V-UOWQWU#BOqcf}MVS zfT9BSfEoKDqRTn(ptlU7GuOi`DSPP#j*`Z4Do1+`i}RDXIMA4~`M1JcP9Hi5H~0y4 zpdU^{=yNP0IN3ToJ6uXgaXsNoDcgVuQDsxw6A?aCmb8KulOn zmmL${j6E0t!+&JV9MS2?0~6LYJ2)dj`0&&;Id%-Sm^CLT(sa5vd6xc<(&4wcgr#2r zjqa%orxzBTX3=TQ7 zqcs6Si6d7%AwnhMoOPVo-0KcKsrce=5jTJ36Vv-VQYRYeLnQC3dl6!o-N|v0v>OX? ziSAwf_HXFEgySm4!ZTwN=b2l|GA0}pn>b4zj2RcdMQ=j&_4b>IkeO=-wsVO_zMZc0 zJm>Dpw3aCYF0+9}rrl~7VUb)$S-cvvl7eBi^r_#=J&VV9pUQ_1aRIO?A9^e3tP_a# zR()y5X1(*C7+(QC+5Y8&&Z#1JuJbQH0hzW4C(S3g{EI~O6Tz255+I+V1>Zxfp}y@> zXKzRLNW_#~5={RCC4tDbn7iQ}?A(x^C9$Uy{wC9YNTdfMV#fDx;`0@~xZuCQrf~ML z##x~N@IEhf>4&=XKq;-JG!=jM(sxt*U8xu5O6QJ7)gNrOdQevnIv2{AS+aVY^qBXq zV$6Y*?lUTWPH6VM(CXM6k8EcUB&1xbF`{3Hel3@aH5kx5r%w6UW=W=_oc?|ZUayyV9m{M#yMmVDJxSHOB{X=hj4cP< zIt30)s{Z62`!!PO3b7B8R_|XVGIs8dl*tV#*6>DL5SAj`t&>r?+Fb2iF27}OadJ@^ zV!kUXysNu|UxF!XC5+{R>0N`@iiiU+?8T@c& zNR7Q7rrLRJ4fXr^onwF4n|4hduH*Ja#e(nIj7NlR`oy0SUd@avc;=dR^dc!s7;onL zV$ba5N+to*Qj&|(-y|%)nK@ZAE!kdoK8^pjSuWZar-xZC-YY6h0`0l4E%5)67%(Eo z0CZEa?|FS904-suU&T_>ksjWwb!*!0pgJNS+qw10U*{bD`7MK=@*9EfM7u>uQs3gw zwch&IQlPk7Opo7y0)THD6CKY>jVx56mSf}Hy9XFno+-|;a7&M;PgQgV zf{qCY&e0Hb_8=(J*W+I}7DTwzvFtl+3-bf>&3KUt80jqy+zl>(F8Yag+K1$m8j)`? zFcT4@^%`$Dl6&Knr$vmQ|7FJ~)qn7@ zlFMpk{I`E?d{T=4KaIau#()3U#xMSV7(XpIH;BbfjTdon?ud4xeL8 zoR4?9D-xD`0*YUkeJJz!^w;Jyp5Fd{==U=j|Lb2He+y>VejZ<+L+cngCJmp5z*Ef% zE+w_FAC`S10B_|V1gI8YBFa1=dhc>2L|qZ4yWZ3J^u$@KL-yC~v}_fdsi9fub}VZO zol8jdh}cvPNqDTmg#JWp=-XkEJYlb#AhFm~WRvef?1koP6tx|sNLcKm|6$}C_DTac z8hQJ^fa`hbA#oLcRXe*Qd5!+EFO58}ybXw%t-tp(P^GfSBZ_xH;A-=AYi7QntCqc@ zocQ_Hz4D8rzr)Bm$Q`9V0#=o%d`9kv)O$ZlXHxDep6SOE;=u8o=dZX=}BnzUMa2hw>+tKx){GF zkxj`O#TVtmJ1T<*IVwvJ@_n?Q5*5&#@Vy#q1JHhnm!1yHQrVXx<4AtI&|D#La5W|y z<}(Z0Emk{Hf0aQ>HwVseCDItVB0XK%@6&e+2gHFO)#-O zzJSa)`OZ+Jv84uBDq;9N4SO{2X70aXp$6|XM>5cV9Ls0_aA1a9!BfxAw~|~d)+~kc zi6vhPaOR5m(cb;>HSA%67E@K2SccV_-&I82r}DKPMjT$q8-klJ@J+3Z$*K!xHgH&#GZN zl=l)6OtpCud0^Twu%X=M1Jve_tf1TP0^M(-M{mo|&Hbhl0ljh@Fv`Ylxa;voBqGn+ zR(KL)AIrN_^1fG^`TZ2Hljipuv~wAx9rufsV8r}BaxWBz7LIOOy15>`HFyZCw|yct zQ|-0rmc5eLxHtK=iF`S(DAukYc=5?+SID9iEc=(+#GRgkY*@#Z(9)VLC`% zjf4U{ey>1lq=B-2OCw2dwa*%803yhx-#5u0^?|sFWsufj*~qp8E4|SjMl{5uxkXVu zlAs{oF7!nkBl-vMrZQ??K-wV=5}YGjBdx+t`|!>~CVpwY^Uh~KtUREEuS0AIybV7W z7z@??^RhxCqGWy=3P*`NPucYK$ldu?z@W9e>C%uqvTttn)`UDIf7ZOR4zPG*BPzB`%q0L6Qs zJyO6C$kc9;=WXbGTuE%8XFmNo)X>q0^6lAl`(F4wF${xrG`DIbxY1!V1sCa<_(;XM zQdoaB05ugU9+{E>@3&A7-?{S6^X#qZ;|b21eHqVdbfzfGeI04pzKo=W&w6Kq$aNLj z@Zujj|Ehddrn40)XJN=hmT##PS5S_8NGvzT|L#qKHsMl#pnnQ^#3(wQPPd10wrE&!O) zS>oo6h^jQNr$r+wEAvRX%xVc=yOU@<;@_X!y<7JwS8Skh8Cb5)B#16>V=C=>_i?;Q zrSs`lA3pJJ6_a}|aB3o~*Hni2pH*~`2&xrhw2PYO1ei4`+Zr!7lpMWgT%|5b>bpIicMU8_ zsP*K1f_+x&k0s-Yoy4CE|D0jmyCVE^vH1aMOwIS9@GaRZjOa`jI{Y(dscvpewEqwi zNQp6abU8#hr+!FL4#hRa$F`?a@sUETM&y3!(Ua*S(Or4&$?fC-&G!62TF+jibb6%W z9y6?ntB{(DuB2N0XXkL2{`XbtohI!tOcVK|C4u8Wt1tOPOJgHn3h~jO8Q(BtbG238 zIW{E29G)W*%2?PVql^22IXz-bR5nJSR3PTT=7V?=V)TY@kk_I`zr2QAYF@sZ!a6ukzGYcHynh z3<@NC1-NI1)I0^Vpllesi1PRPz=X1KMr0Y)^qFO2Mn}$~0nin_L?SbmPV*Y-*3Yal zBKOb;>6B+yb_sQ>3>+vKFSXw)8AFHXINe+{(Ze~VbX4PXq=fUDw!NWB{mxgvfhM!; zIwNu-5x27OM&tqTL!HNZ$f$suA2^C}^2tFWsiEdGkMNFDNYVqKk|Qc|IQ0Rp`BCQ0)AK(j1Kdcmm-9*NiHu~->Q6_ka3S5u;U6Qy z$HjQaV$XvfF#!vc*+1lft>kj2s zR*Dw0LQ-%I1u%ysVP8!DQgoiwsS$h}L@#Rn+7H!3*EkI*bL!+jPBX~7#&IZ6`-?aG zt<%}SEwXNweDsB}vv*~jRh)K&*h|LwUDwwzTEQIciul}#!sK{RX520YhJ0s1a)=99 zi%A6Pu>`}`Jmd{~9m9J5j93D;eTjH}?o7b1%;e5Q^$LMfh>FwEJ~9|zWJK0N&(vu{ z)=`MANUf5j8ddwtvPyG>;AQQe#vOA@Nvkd;&m~J(EKR?s^`N6#zH<@k+7HGdcmp&= zi%%C&2w$*%0*wpcA2fhl=X>*c80h)tu*>!)9|hAHExxye5$2L4AiDJc0f(v930AT!h*7`ws%Uzeo_anCVK}l@w{B3*fdQ z3-}S>3u~Dk@2M2c6s8o(Ch<9NlQ6X4ZgC}j*`)$Z4Wq>$q~8;8LCu}Q0WRH~tH*Yp z197qIvXG+4tSp)72zRFExidYP8OluiLe1Vxf8;PQy&m&NnW+&uTbNx~1v$!Tc4oV{ zA24`6hHZcKS8rPL1Q6Rk9HMu80L}9?C()U3|2TQ5<6#UB&T*`snhFJ1awN~Jb!I{0 z+#HAvo`*u3&^l~iCpzYLlu~ESsnmhWowlkL>Hq=U0a!$QOy)0jL_;Y7Tx3LA33qA% z{3wqifTKSNKM1D~&)_RCk(a=MF>4*KOV&%SsK{5$RIVFDU#DhL;;BTuk<&O!Rq|@6 z8xpS#XjLl7m3F&;$&+>ua{5xux1B&Nq-`uDBRJ}AyzZa@fP3*6YCz!0mzdyY1m0qv zm_zxAv`Q6tx6h+IRp3pf0HP|A<#q+$6;h|hnMfB%&+$g|TUqy>nM$8zqE8&?S(p!{ zv)-!AD|xkhWxf&XLw%)H$|d$!>1mZ>inU5HhxnbN`2}1HI?J@2&Co3~_Y3y3UF^TB zvHv&{TB|=JQXrVt*w65=f4j!MNHB%{-5}eTby5=h`7DRR{=a~>G4|hM5QY01UZ&#y zS$=!C?;wOLwDy3=#8lk3R|p65-@@?<^Ec2=W1cTN3-#2Vz@Jpix1HMv^L`41ol`Ks z^)CwZai}@D9~-*S&l)&t4O*x*Xu%q6hiAeoT6$}sR$v=t&8)!3!d^e*bGTm_ z1J1XE5dgMSg4K#DT#mm~0I7BQYX)q9BV|ponneX-X^hqaC%6rQEZH9FitxJ-RM6F1 z+>Ru@{J}E!8ZGT@yFJ}`MCJ;wmU^nPLj{pRyUzfFeAFl@l^&r-=PV83-}=*gjq{lX z=&~e0A{PMYW%^MXoyF;lR?j0Bnas!f*NgMiySMoTkojp-EBv*oT@PQ-ih6o#E7a89b*J_Uiz<*b zn%YGgnlWm8{EH&{V2S#=!osDLGj*l@I~7km)}pk>2U?e1MJD|1P7efAx1Je_qE&i7A?oM}ltTI3n5oQhj^GDu=@F?N7U3!? zsDBz<68aYlXQyX&9Iin)j&VVN*k-TFNj8`DT|92TPr2UaV1ClD2Q^ ziW`W+HJ!!mW@m9@>MX9}hY(Q8N^MZ2%t{s621Bw^vb|K;c%>eu+OMtDaca@+u9$hr zm5PE9rdyb@QU@>#4+HK>ZM#=t;2S0uUeQ8Zc7;k$Fzf$NDQVd)l~GbHyO(v_=VB}@>I9fXQ7daAdSG~=1 zds7xgd+_O!`E|NCMdnVPD!0$4%xSA+t~;kEk7;IAf4E0Yek(%Io4}(o$y!JEZ?}_v zP#wEMU0)Z35wJtO^rl)Vkke~;*84@!TjI{Z=Tuhx-oiFjBzR^V3-aRE;y+d=N} zo;Xw8+A7SVdU26^zVuS#T+Z0wYqkh-P+c2elZfZ(?@CDos62;Hn3u5^cNiXsitlvI z#rMq(-r%%Hm%ILHr~wB-!jAfDO~#DZj{@8HgIKuYApDnCNe5w;aKV@^o@&C_m%3~2 zWXUHN;F2#XcjF@*cOzOYn(Ek(vYT;P{z>If1K!yx^>Dor zy#l^B77oq`HDHEbi`c;FGa{GLnvsqG51t*$*Yi9(^gbCSL_-8LhpacYE0G9mqHzVDfqSM z%P59tRSNl5jEcVejmb>y%L?+HEaFy?{=n&+2c5`xT8FoggV5>S4LAWTrJ@@ zB;|i;DG{6_DU|9SA-m?|?%P!pi41!2+ys@RE9oZ$MCHqi;~nLOrGyy%E?yHMhKYD2 z;&?yZD(QG{YOhx0NqAaOFk7Q-AQ0$)&Rj=Q}z8}%+te`tMC1K>L&^b@TF0uX^M-aA6E1S<=z9T z0`W%?0;&3b%`AnstVxW z6$DL_k<{^-DyT9zGt>ZBbs$xVsFxTb)Bs>dwvY!PD`UMqxp@hBet_%^%us>h_mDtR zZjOUMJX-6gS^ut>LfR{6YfVTVrAbieYgvZ0piq(MsT$&)IYrJXDfB6b?lyuTn4JEm zBk2Xyx((>LQyM-A1`(~`^ zZK$D@F{4gn@K$=0wKXE2GiR6RqV-BoE5E0`+*V8XdwSodkoi27v_iJ+??n;UI+-l7 z3Ovnn15e86>;cx9`PoM)HK4dpFyP!mIRsJi>SCqZ;7#{anYR6zh0ys*L1Ev=CA&0h zp_Z3|QaQM*0vPD7`ydwyVEvm(GuB0&JjRDRbok^#$Op9*xJC)xD2T;(J{^E1&=Y(; zHOP}iXHA1Vt%c)c>mWVIvkfScA%-vYTvrNqYn|_K%^`MtPaUcG4;>q`ih#t8lkH@o zRitJ-RMt3B^99n$jg#H(P1TK)-OO)KFHRJLR0PL2M>1$?tmd9WRR^NdtJ(=gVd7TO zQftNT8q|CNH8ooE=UeGd*+K5czz7N;0i`0{I9Y|%sd08l2t!n2Y$_T?n%Bl3=y2}Z3;n6%MBB8@}yi5&W zwdA*ll8f;r6iPOdN zFsY`9zU3$}7F?FH;5I4ShvnF;+2Fim-Q~a}+zG|IOL3WI1#X`rTUm-kB=Jbv8?)rP zsJj$n)uIu{m2by2rq2oyIkFUg_*2a_B|(dG!+ z>7^LR6S$bn+N3ST>oXcH#bOFrid0+eZ&HWtDdnahT_k>S00a@5l!fi~C3092v54*F zCz!Za)MRxFKI_P5$t&|zF!3$Qn&I@9C{A+v1N84npGQHHNS|`>2iRYr%006~tYsJN zv%$9FfGbgQpgkcL7Sr6AwUpN`+IxCpL9}^ev|o)_P-vHgHK}Ot%x@3v7mCv&LSX}+ z3`s-#%hFuXK1)5o0o%}E8tt34wrnAckjeqWrZ+-+1qF>nLNP^Y)Ge2F0ib@9*Opl; z{*umWo%dx)RE+&KS&~GIJ$P=4=w&&kj7nRIF3*w?2y->iPcY~WSm%RgNr&KfPSm6J zgdfG&AZ{xs_z?A*MNHauC+|gYK8*`$CBBJLO3v1Vk9#Flo9^QtOxy~pTBe=BLt#RG z?a+g@73QyTHuFn>N{det7X0PVt51tV>go8Tob@(t{}DOPw0$Pz9Fj+qQ9$6CJ67s@3b$`jjO5sPd2eV8B(*j`Jl&AeUtLo#D(Lo+Ungnk68!p& zg02#>5q@1D7GG0-I(UzbvHq3dr>xfP+P!}kZs#ExDJzfr*0a2d9woHFCMRSX1S8QA|5t< z{0aFZr>Wb>&l;J)=~^@{pf%G}#+gvBb3Q^+aX_oIe*OtM=%>Bvr_rX}#kvnAR9p@i zqJdgQ3J6*qdNPfZ=3ba-Hr)BGN3kc8&Hnzjn|O%Dxb8KB4nT@OPM7`I=+sw=vN>s*c#CyYXJ*`YBAY#`)t{DfDzcdM;ghgNrA0 z#q(X>PTA_o_V}yFE~2Ho_mQ?KCx@0KCixm5{u+<9P~F-6#H>x6^*Km{L;A*CJ^)dq zq^ZkeEd)kczYt3dDpEJ3{sK0X6ezT(qL6{IP?ol_6v(IAuR(ZrLr;C`;9puH}P|3A#R+9}>n)21%nfMucchvB!0Q z)QAm7YFfcu_uJ>3#_O_7S$BAk3t=ebwU)al(r&@Zk4tPIshvX zlly4GT5g7Qpfz#3J&iM1rYqaj9qmKJ3f+Uok)#Q~Mr(4nn^|;MaSw#GT8a~d)6+H1 zfdC`qXSy24sn+{ecZwJnJJFN}S(y+I&PAGy#YXjj{<8;kXM2or+aC7Tw^HrbfbOq> zo-U?of(AYlIhfAE!*5VPD|O&9NKcAD>eEEWycpQGUrQgcAv(c#GipbwBsNLwBirTWcm!K=kVk-Y0^`-;2pFSX)f=AUT&8 zG5gc#*^FZ+t!i$ivU3%3zbO+u4M0tqK+us83%Bv3X~UD6 zZJ3|hur)vQen%?-;CujJvOgmrongG@CRopYx{HX``brgV*ybb<^?Y zi4=gy^}J6Y@<6(2!gRx>W{tCg1#Y?tel{}971&p$2yE{F(K%9&~!4a1ZG ze>aSxsNa$YS;t#=a56N`?_EcwR1#P{fdU{OrXWw<6}{p!^+pC%M;o)PDykxr@ z+1zv*pDHw}lL3#5p{Nf+baXz}=>1OAlJKV^4+7yP9-Q|zgzu`iPNvs$+L?m~6#f-~ z57a#?yVki!uge_W_FaDAZV`^S1c{LDd*AaZ+;as(CGaNdz3dtzx*JzaZx%;URqkeS z7Sye~YSE;t{?gSGEP=jn$@#CfjgWh3P+@63hEG#w4SRFxY=^YO)F&RM>bblj0;Sej zs(&q0zd+TC@*p^Sk_Tr#5}W7hw;K)oZGZw+^;Rq(-p_CR{%!aDNxTOUdR5idQScKc z^)cOgD}6Bqz;POIctt~W(N&6C?G7Gjzweh@)_D(J0+7QR1JYXnsdX0e zTBCU@jFG-#pKSu7#~s!FgSYsTO1>?1`**b=j524hu$^Xve>AT9;q`hfC@X!=(`1BE z+majn5qi)Y{5SHXHu$@E`d%Ty9z+ujNU?SmrqFqscHbf#!u2!&3=wV%a(5CtgFcrhY;!ZsPqN6P`Xt}m$^FU>ZN!? z2}v|keBGkUC};A@M-J^2h<5_!xX&nP$R}JrDf?Uq$ zs1f3Cn(Ms2opFLJID64}MhxDT4(H;3v5d2rMS``b>B&iCo-WgC-zK%cN)@307I=3e z2}*aXQCN)(^8KmhxZ9BK_6b?fgg=k}q{Ok1$ntS+ zK8()Rcs4cIUS@aka;$i@S9z^^xZYf8M0$%5ZWtFhCDwCo8C#2vh!5`HW6{dy>@n0N zCx%(8PQCXNH(*s~bBoGz!3PzH|Gh{DG+KHLP@vdP?V;7%he&}#9evWAe0x$*>ujZ^ zI7&J{fU&T*I*#9qZrM+W{)e}S3(^i;pJQLck4C0Ry}kHq)y>~^H{eJ6;<@;Yc$IFP zZ9wyfe$SMJQT4PV{xhQ*w@X?X@|s-d4dp0bpGlsrhx#M$z4IEe-kD}a4&TFIyIF4S zQ0rBA2p-`OOjTa@s{AR(TLZk?R#o_SMDIBSqkX#Ge&;*vVznRpM_NM`CEG`vTh1Rl z#?6xE-fDFo#mSaycZuH&BEK2$hBY3h6%(_5S1F9lq378N+^PI1vbql_W0%!c4vHLz zO7Ruz?JIQS(KMF+!KdeT$Q3)*ffET&KfGpnKd`r+d_W&xT@co08hRBh;CaO_*l_*Z?is7 zVGm-t&6Zs5T4QyMjr@euW)se2bvr|L3$2R6?iEE-p0WlMn0eFG!WAN$I;Zz0(3RG5A zVfU&cBi31-fxv$U=YeE+v#KxwftELt-(Nb2tF$h`3|8A%Sed~&qR5-5PCf-BDo}3p zm|JFR0yGvfT{(3#;agWI7F##v#ySrr+v19hPFqa`W7*SO8E;SWjJEn)A?8HCd3Ltq z=G*8C8va1=>&;D4nIz|SjGo(5m+HAW$1n};-_+Yr;C~9dPA-Ls_A8Vb7 zU(ma1AFC7w3QfuIksXJ^Sf$8&nQz$c&4+1b{765>!fKLM+CL2N%}(@x5#`WMtr6+T zu;6{DD&Pa7@)Pm1b@2&$(4BvFfgUgYd-Lm%249h``j%Ia#Y zXgTvm4aJZq6Vfle+BLsK&0^rvaYs?8IIsg+%*^Aw6uHKA@C zDD2Fd$$>&8hDM3Ut(4A*dT9^11bnrkiZ|`)qUD<6OK#I8fOy%%mnGfR+nH%XyPxj) zpBM8^c)ciPit-VqW_mw3wf9ZB_k*1i>DB}5TRLr~VLinOuqJy*-G+niHT+VZo6hHL zitA`h^K$=-Xd%AuD>j?+veZ|UZN$2|&~|ZYnNL0WpOHD$`8rbeBZeP)GGaayns<}_qd2vtN_nEKZet*HKh@8s2J{= z&rUG?spwgnvX!$ERINkB8j)iK+Z8!ZTlKf2bw!?alkE27TNTCpk=#oUEEU}3gi8Ab z&Ii3SoMX}64Ly!K^{~4`i+Or@uE5OTtBQ30(y2OTOxjJ7{rrP7Z zsS5^BsZb*VOHv_pWCET(ERg5x3(TB*g`BGjonvLfwT>tVv5&d`P$wBMKsW}qFK~_E zb|fdOP#6n~IXlkE$R5y0bVhlG`CX`C!pvSpN9sevp@xfsm1PrxJ*<&ktchJqs*yQ& zSDSshnmgwcdQL`glQlB0 z`^fw$pId!AIW|(uvB0`IUx@&7so!grw9lA+{2#_bpmObi3q{@Su!qS?oSoPG?EEQr zS|jm?6m_4S7t4E2F5TZmEumM!QM-+01B;F{duE$!>oPf9;R`#(W`DnPF0a&V9fK#& z|I+y?J6o5klgQKt?ZbT$@K_@krSD#uy&-r>sNtl*1?Ecbrxe7`Fl$_#>NB_4?-wY7 zY#BJix*{hwo|`1PgK9b;zXS`iGrJ~uymWF*s9|WJMX2HIU`tGb%0OG_^G4YUs17bj z;!vm(8}A#Hn=j~Ko`t&|7yN_|c7<=uZAI?Fq5e))#fSg_H~y-d4odsKUjCW_l~Ki2 zy~gy_)Qk;&kgtdu({+xprIKl7`kR!?S$4TLQ#KrTncpha%9Yv&l1o+ZNZTG6q*@fi zWe7K2C=63biUrtUK#qMFoE)v5ROyK?bz(2oY3=-M^lKv$5-Ec}s0`J*N?&goEOt4i zR#k!7`4-n^RdEB;4mI=)9v5C!U~V?+g<73IA)Cct>c?nghjGITJxx2Xfoh7N$IZ5` z?~KECsMSuW;sUx3H*j)O{Kc{gj^@kXUPM3S#j1jmYSoH9gJ>Uw3W1X;5J$KxUkW6| z%9n%u%b(ogCakb}W@jNQP6<~ZfXtBl3qz>DyT$0*L#l*gI+szgL|K20qi()RiYx@%{YNLyJV5tccw( zM^Nf4lA6731BZrJ(QfogiPa9yiNCAjMWVHGcrjY{r{qhmD0AG%I za@FNnnPbDnM&ueEXewMI<`zPf0tqRD*9KYP9le(_kKIP(D}Jfv#jc-BrSQ)bejtS- z@=B_^kI0{Lq}AIq0!Fw-Ku(>n5~$5fv&~64|FsMiyq_gi9R{CXB1m&OCh9Y+ z9Dk5+;IbRR+Q;9scVPO(*SPT+0FaZi)Vt$3q?XtW&H!q<@gEN>!^Y@NPT-XgDtWPf z=e&Scq~Ro(&S6hi4lh101hvB%pa>@u!r}hrSR?W<-Rh;8a%$7HF4W9`#qyCXNqIJ> zG;%ZfO4mZ@N*&K!hg<}Ns1lDtg$tz!k-hm2q{Q*>&{M(0*~kb9N-<%{mizA~$g&Q-h=wvFyKyW;f7ugTb8y92E$ z?aZ0B&SoFKE5V{?%Iot8tPvaSjc80rvLBtUymAqnlHX1wzS#GizY6W_!)-NYukM#U z!UNj(1N(8r1M{s79LSh0x0CohFi06VK62CDy&_VL6)9;4CB`r6@O1w21=mbIgJ?ud zdNFPhD=n<@h;uWIXZ3m4;786SK+_roH}>;$cbqgl1mx zgzwD}+2)pbfi<8wHYCriLdzrYk%KZ~sG(2bl%&n-$s@kFERyX-fu`%J#tfOOmAkv> zo-M4r45M5}ac=@E#ILCWE0Z!}BbSF7N+v#IEL>03>YWk@dqHAqI!IIph3f!-;^lg~ zO2*K%x+iZVbLNujnqW;P7K?DKZclzwD~2Y91{siS@?eu!HM zeJVE3OnQ(_vspSs184h;NQMk`odhpcz~Vch;;&I$e}&iD{R(8-U~2IJ&Vty$t9;fKxv_yU9~txu$Y##1a!y@(rx5?zf`+hsu^?yzcYKuy8^r{AHNCQ|BMJl0oB_%a9gr*U)^}5 zG+wXxlPZhEGnM^~`6Ik#ZKvypzStzX;d#Tdw^`SKDO%5JSWVpcd1IWtp$i> zdx=9h($~$>SAz)2diyiZVkBYYVwO}mUn*?S74D>mWCf9cR5(K_yiA3~m+FF_v|x%z z3Oh9kiS8wvanxFxwUlPlyeezlHdlKEFS!L{yn+d7op5nMI;p{ZamuK|^D$}Ax78Kq zONGO!5U!ED?E{MKx4ujTrj@RCgH+qb2;rIob+x~xRpXS83^!D&y-78mr>9k5KR_y! zNQEbLg-g;ZaK%C@d=pv03W#=;TUIaPrhLJeaB zSA`mijOgjSURFd8u0M5&_*0!de=6q*wiJfKbue7`+swKQGST_mJ*w$~yfw~z56uQ* zJh@hVG*IUXQ19_(8AsH8@duW1@ZA@`D_oJ2iQ1E7Q=0R|z1eS4kUL%)6JFnKpVrVB; zY%8<~vgj|dK^gHjZvXg$k@bO@c=gJqs|)%S~9ewJGbyxoD zec~F~W3IQ`ob9#p?3>u2Oa<$R%=iQ1uf#@V$b8EL9ijz5*ZWQzk=43CJbJ5tu9%9S zBFuCo#gQE2IBM;vHr)I|r7)iM)f-@ktyS}$!MrtN1NpaX?9Ave{u+_DdAUe=qyJi7 zy=8!W?)1JI{B0hQmwLFDpVe@z*RUvcG;D`I(ayEAyGr z+ob<_m-262RJL#wd&aKhDV7su9zJtkK&mVasVbBCS4w04(z>V^@baTBIy>=ncj9SI zqH0uFs4hA;@oK*NRAc-3X0rWQq0iT86=}eY8avaB_T_CXPYoXHafn-InyM4tm0{j9 zN#4sx*`l)XYee3qcjFdGv=!c!Wz3k#L+GZ~V`Bqan=yeM`V{4KPcNQPQD#iA$SEOXUx>0c_#5nC#F zbmUkHi_og97pZl(m*EJ_pqRb=n+`;<-^4Rz_f%sQn6>b-a~UO}n=;N-d-O(B5{o#) zrEIAHIyP`%?2>IRA4;|07ClaQWu~^D^#bj%+aN}_t3}K(T}oMnX0+~6NFZg{Nk;TI zU^CS`#MY0EdNA}OK{>e{Ec`4?T^p2@&vF~L> zI`LBMiKFyZnxo`HI(n@Z4*)Dn5s5t+UqVmMov@l@Y1d7Uct+O`ORemld#?xzJ{?)=`npe!T zHrYdeuUN|erW6y#$Z^@In<_VlzhQ0=7Fw*>eclBEYh}GvxyFoMEYpkXk~KI#^;kNV zDm5$DSe1{OKUu?{sg1Od`T2-@_&HOP4f=Kuf6^NMin|K{#j4W*nX&N?np=sf zOl;@TYuKeniL^kEV*}qfCyMdq#lyV#J6|bhqoo&q)j;%D4so|**iPxow>y3>>;4ir ztjnSyuA-+Ql)WAsSd_as^llG1h$$AH{LOR!au{FzE|9cCg5an%-(XZqHMbZuS6OBVE5xGx-oE89ik1U z#jn_*Fiu%(^2P^7)yWxy6o7?4h01fK_g+PP&5rTq@|WoUmiUXV{k_8}piu%pyw8R4 z?2qQlV8JH|_B~UVMGf(p#p(Dz*4_p_s_NSNpGgK7Ab5rvHENVl2QLxS#KtzGXrm-T z6%-37w_;0gZE9P*wK4q(i^ZH)!Q`Z-A#_2NNIm$pq|?G`-x;5{a92b0*BYVK&pt;b^VP6v?q^NLs`#LV27v$y`j&&My^nelXImTn7_wwHsh(Tj?OR`( zV`TcAnSY(23$-esSXjfU9OaU$tC#}RDKen}6GX>i=Q)o4f|xia4gd36ruKKf`zvIs zKan}Z)NAkLhtq*Dfypu&Ti_*p%AovQ-@_FO^P*GiR~hF{bG~?bFaX1f#Ltop*p;{_ z5~E0>W6zbx`Rgx;03zC95+XZ=5%IL-n(3=^_UhrP_y!@x{Uap+m9-nL^2;PVYQqF? zou+akg5L{t@^F>)V0H9dIZ=2HbH-Ct{XFJFwj~-LD}) zRN35JrpiLRVuU$kev6p&rAmyE-5_%;ea<|6ZAttvJ*1wu=TiE_ntg`I=aiCL)a0vZ7zfzo z>Vk#G6lf)r#9PZIhtsn{>A}gPk<2}TKvf`3wko)NF|o;`C3v{aOV~=OCq=$P)Fwr3 zpsLZP&Pw!!DaQjm>!S4J&@&+tXa2(g{IP!XPfe~4le?I1uh`L{_Fn3{HqnwLv}BZ) z9ErwU-RR+bDzhMez%H2#OEo>IJ(pOD2@+$=q z@)tSfN}wq&u`hI(q*m4WSH1PeW3N5Rq_|pm7@S<&*uBAoa6SqvDD2Y|i+Xoaxd)j) zK0ko`6{XMFF$YJ~vF>=3zQXD*{Dt|>22oQ9b90n^b-?*I`(u1uTz6c)C7XvljSZ#? z8!)v3HT!_@H2N3hpCZ(Gi+e=V=d9y3`C*8nFJ!(n zUjp(95d_(-&da=kusUF-57p~+Z%E$~hT~q(LHVetK;J&Up`nn-w4*&kP`#`V?xq4sM;{}hoZl! zLIsibJ_33du!@H6&i*JzUxSc14O9j|Ld|LA@^59;PWrSQ2{y&gP3Ofr5<|1s<>(oX zb;gI;Ell>3Ta96geV%L->I38QA^Td{!%of5Otnm!pLuDro5}mQ!GA+`i{GEBm#e;u z&MrTGYp$y_{9tgUq}$C4$r3yKGTZuzuKIJv`Hq;_CE( zbif_}EziDuY$QFtDDhW-jeZ`3A)tL{T9eKE_?pq0{tI}vwD*m<<9$2*u?$Y^|B4^m z;1Q`>MA|{cM5HNLuoQLbV}_JX@oT-2mBb?#bXz(?AOC@Z`qFPhU*fcgI8i)-kE@{U z&;A+xf=Xhj_mjTxPDbq4a7d=ZCOO@S%~FeQS59&KA>NdABwdz6bdL0$wdg01L7bRl ziYwG*LsDvcdK1u2&0Jlgd-uLmlAaOne*3YlhAiCYLO#3f#OQy4`U$M34%8z^zZW1#KJWSJ;+8^z^jw|#%A#wA9#WeSFCs1lkYu?snTlyXS$f$oUb~q7)iWJEPWnA$MIT(zBLXr*Jof+X zbMQ-kPElMA=lXK7n+Vfmw<~82U|7QX@x2t|*vmZ**S>nGB~H9X5tnH=1v;S^sp^$knxt zjOY9K8%+F!Xn~iY#|N;@aqF1-24NPjEAD|@;Kv$&$4TL9BpFURLHp{^>J$7g z9+Y$yeYg?h6Z8Ln{bn*E`JvbIGG?k$@4>j!j5w@Cm++>LdGJP$)R~dA>4nSiBWQ6w zUCZeB4cwN;%r|xpR!)WKJ8*zu1Kk{=O^n~<#0~^|slTz8tcC|Ajnym*r#yP5(TU|o zy(ib0dmDS0?oA~t%iedKpOvX?oUH$Vy;+FZ<035Qy%a||-BV%}lR7`sd~nVmcoP0F z@=}3W=E+M*ANc}<74pB)(X3Y9lkx6hdZOOEJB`BsN8VjcrX25T9_1v68OD8B>BP9{ zGPA$#1b(3PM&|ToncAuzWIc(-+aN~1GAGg3c)Icj@C_uE8?Hj*XDyPf#&Iz=0+2@xjd@<_@7bj zXC&!mejcUR|B<_NzetW~rT-1lu24FkXhl+s;wOf-WmFhBzR@ozKG$O@i76~~ZI3e8 zZ7OSHlAni1$FP$jkyAmPMVyPBtLa&e%d3scZ4ndVhPMdz$ri`v&o(KUTI~a>=-XHS zj3_CLpx&&s^T7WFRc;_tjw+XWVt$f#G29eYQlBs*M3`RqQ0EivJ4gGGJpG}w%8%Dq z<8uxOGsFG(5X`#Vs1Y|a1F=S7WnCMAESKb!A$QvZTCC8NC^O*AKzj#ud zVI5g^`0?^IMq>J)yB(Xh61nDVXE7~b@AZy4C%L91XFwkpabpt&vj0nwFh-BklYOa3c6}rtsWnN`O<|WaehGVb)9~-C+FG`pd3L9JCMe z+5Yap4uTT9J&%;n2)XrlW<7s>q2J;U^Ci4*x#<% z+BV?p{I!h>d5^I7DDWN;?@{PIio8d$9<9|ZTj1wxIn#_gnR?4%qK9(}^ZXE{wfbD^ zLc3-M#fKohc7i(NO%(pBc<^N$c21S~4%Nb*4fm0kqbQW@eq6rXU%Yxn31K;Tu^wMN zE59}GDv{L*CiW?RxF>(SIz4f#eL(HQogWi-I#Jx#=%Y-uwA)Bcrdk6Qlo<`*U7W0(gkOC!JOc~LfJ z!f*wK=?;RkL@#lAtZVjId!2ottIL+~mv1to*VqAj!<=ia=XWJP8kU&Eey5Q2A8&wX ztRU*`pGku)@No`$n^0Ip`f*~g@yeBN0@hlVsc-7~$X>_44cXt4%sybRGqCZ$RzzPY zQLWw5z3n?#Mtq=sm+cN@Wxib)<>MWKfDQbDc85(St?lm;vO(_yJM4ClgJN>{aVtyj?gdPNc&+LkE^7 z+OI;3)uKd)ebi7Q$B(gB=KQ<${3pq-VOFXUAkP`%9I@Ay9&3N!?rh&}A8Fq)a1X1+ z5lQ=X(cXl;L!1NIHrTtm4%x5Ut0721?De}Mw0M|2@5fqa4T!y-$WLa2lv~a!G{0o? zRlcS7x82dzMG6+6`)Q8r@7ODM6_jteoMNqe$3ULv&>R8ph6_WX?h$3otu;1wkEryY zqy1-vd4jNMOlvs=hPO+Yp*^cM7ETQD%%JR0KH`H|37y;(OdKq4I=K2^?-{(wKDR}z z2FaMOl;CcB7~=OYHo$Nz4cOfzY`QUDR~UGk z6Z;#}WK^&g^({`HG(>hq;AXEen zoosN}9lt2HF@6D4_zyPWw|sDQWk;giTF(Cvb$jA-qDf0$a(6JXD>okNRRB;~Zx&h2 zISQH>XE}5*yTe-ETH2BA^vR%}qdKbbQj|g~Dcm!^CPc?j`B>)8Zp2fHM6?N$O!fmT z!Tb%J8{22M%!#yyPSq5q2w^6@>;u^kmD1$$Tz-sxkE{BTsj8zdQMGC21o($4H8)&lHq@xP!SezO}SqlHlGy8nxJxd}l!NXusJ- z<(rm<<7OT(P){kNI~iDVm-uSdi+A9VW7J!}AiK3ujg)D(iXJ_MsJ(5E+6$3`8;YR+j|*iPxSq`oZB zqz6g?La$PWG?~p)SWlea@2$rOZL1ICeKehB$XQ!wtkDQdB$CGlC*H;+(z-Ru z4{b}4&NGp6mFMa4Qx%At&KKsD_mWSD9|+V^^9!8009AsE2vNf{F3@6c*nf!D#t?8X z0d@=RDLNMOEaj>8y?|_H-k4{hG$l{%4pTe#SU7fJ)cM09nGYqv97^-c;XBY;1srju z$2%W+NQ1BWhG136quq&+QUJ9#_KT)OFBHKpV%^iq`F(MJjk@%~{Urhn?icwuUr5fA z;wl*xt^*COMb>gkQ0cv>Y4{t|rcsG04Vy&1(TU>PE4l-7?jU&5qC9`HZbEMTf-eLb z?N6uR9I*_Ma@7J#A@P$aoS-qFA^M5FqIcN2^P?Q`WQUBQL-?hWQoREgkkpV%JZSg@ zeTMERL3fm)8KTy53?fv+NVNEEk5$t}r7LsA`n=%WjeAL9x#qtg(0xd_hyeBy&O;BP zo6!(3a@f)0B#P-X-Cx^?7wX*XL&y75?1}P23~I;ZN+rvrT*=)(>|62~6x56DA}Y7l zU|qi38%K%m=}M+ZZqTYR*it7#O{1&2&faH#!tSV3gR6sU>wnlCh<}NNpD`Ab%)W?B z#b6(Xm<87I{;B}gb#&8vL(_s+o|g)vp>4-lDt4C&v86Em5Pj3dcy7ew!Jd3pQ+!jr zifR>S3u_xGd|v3n0B0Dsd8PlB<`CV&*75-=mR7yUMyCFXWlZU>X6pf+t+%&%`oNt9 zGQBuX{*nrSSECUosLo$Syx@ZIS~B}Jz4vd^jHWndG%G_{QknWGpGlU|1ZRJrbuOa= zRs++R$}~v`z-7)w2gOmcPi`RLcs7ckD^OabM=F}CM?j=4$Q7X$Mxb*-vh#o-6ais= za!rLlC4#>e7?Y6hAAky=(1v-6mP$ZN!4@i`R+Q8_zY4+@RYxxrrzuv(>2PcZYA`0Rfob@_Mq<^8j%M<1#C3;{N) z@8dEE#sgHAQGv(2qEaEJw|ib+HoiiroTTQY^k3)p#q|3g=Ee%5{Vl(f_&0(XVS0@Uylf(~$gKH7gU~_D*J$QB*c#Xtt(z+C2Nh|6Z;VD&E zU>`1Zc!r(#m_9^$nqjp;v5#l<&#lp%;EOE!uzdF|wxdxG^%=brD!Av-Y${%jb7de9 zp9%#=LfDb^UM!^1*`dPclwcdkDDafoBTf05yv2}|1PB+H^-6;xjQCX#jr9~~f9w}$ zZ*#Tz+UE}=za9%rkB;}*B3%Xsy?Zq0quG6FJOrBe;f4?aaKo0kv{^Nrpj8kBJ`0E) zBs@LJrPX-&Bwo)sYX6sdG|FU7)cSBd>7@%wc-TB_bZ|&ID zacE62e%7HiAizq zBymRitn{@-i$a45#JIBgmG`|dJ;-MFuiW%-rE?|C1j@yI6M2~U`+Mxy&51AeOTOia zkEslD9=C>Yz}$QofgQ`}Zf-cX)>^U@{8`q=Yeuv6r4G_KHe5I8(Aa)H*&BA#+QoG> z^dV4aG<}PRX$ zd*x4j;A-n_Z6m};UsZ6E{l;YbB~#xPYsn(NzOD1WU%Jn$>j>2~!I>}un}exs0DWMh z3`be32H2aEZ9(S}Vv~D9B;PA3=OmBfOOo%tH88uV_zUc{V24cN z!_3Y3r7cdkkN_51wgfF3Ma!50B4E1KYW6%H5vWmuDR9|8HFm9qS2;#d;Uzuc|EXB4 znd(bC!O{ z(n@XqiQp7XUlUqdkAso>TIX+NgV& z*q;9kp$anzZ%lk10cRm#lTBrd#BcvB%^%p{&QVSq1|GKGNGwZpw#`ii4V&uDNZ0Hv z?FhE;S`gganqLNpSbO5o<+tv%QZXTP4aSMJ_!PZP-C4Rh*aC_;^==B+UHiKxQLaD! z1U?NsYte5&sH%vCdNBBcmRNZ(ecLhDdz>na& z$I~*9!L3o2i5=-%w{~?V+XG!&+;K3PAAddbMpkMi0bXwR&x-3=uOR-hUzI$!in!En|$w{nvql}^K} zo9%bg6JJ|2b!T!%30#*w*O$jdle?`yeA2%6P;*HfHGiv}*lKT2-x~JX3k_y(wpR6b zzQKZv*eCECi4q7VDe8)98x8ZCM9x*D$XpY|?AeuLHtg-1@G2U(`vv}WbMk^7F2@k( z><>+gAk7CoI5787=Lp>etBnPR^#ZrSp%b?Zz7J%kP}_YV_q8 zh=GW)v1=Ss_5(OE)@)@iqXkRX+2f>e7F{S_xVa$KVr4$7@C^u`66=^kKqfjV zFEpiPbm^(D5z(N1f-JS@YLRlX8h+1j{rml`hIgrBw!l8>DWN(Lq;O9O-7F=s>GMi&vIbS*bF@dg>1#cbG{OvA_A6uO!0k^`?Kq$C|0x>F>C+ z*+oi+gP9YuC$4iw>;>?|b-79f*V(tejQ>8dfrETk^|z1G?>fT)j!$@R`qr1zi4BZE zzDYwDSShK?;68gCD+tbKg3OT3`Mc)FTZ41=no+^=CjFd{yE$Z52P*xcamaIO8|;=8 zAsd$S=A+2D(8&JOo#3d+t#Aagno&J24E@XL(I|mpF zPs6FQc*cd@MZB8vCivli3^-H3&;3XV=;m$?=g_`_;64llKP=ftvRr~<<@=ZbU!QvT z->d*5Z|;>|Vl}_B_wOWb2OF`5`*o_`IF*^!o9(qX+3O}h_pRF6T6zgHF^iJGf~lfS zikU*gV(-ezzN9B;=Dd;i(wE{z&nUg!0ad%)=3@#k-E6lfcBjXc#9A>&TH$JTrp8(p zd?m*p7Y z=yqkgE}Z#(H!5=$s)`nJ_FSWSRT*3Q>GOe&J?+&`m2|%h2lZ6&FSL~MJliYJ>_D&j zB@c6E-FZ?>Mv?x%R1<|5aE2ppSlXi(eqtJ?jT62IPJZ(7yt^1|#ab79mq7-db2Fhr z>`UK5!JF|%fwgEYfuAbN{m%8@6-~g zag8P(Mgsk);6DJPEB2A&SxoywPblK;`EXs>Df!)kV0LXEGH)WdbRPiC0`4AyU&X4O z?C;Z)={l^%(z+b%IX3K`&)W(8p*f>&-j+MUolRTjH<^Kc?TA24?G*uTj>zw4wADKM zjfL-P9B(!J5sZ9qfS;_NmFmLOu3h*}_W~>RbK=v9rrL$Oy1$s7zoyon`Vc41C6AtB zPhC1^PDA(Hv#sSd4|)2>dZH^BJk-#A_aP!{?V5+4IYrgg5PsCerRAHfCqD^p+}r$i zo;~qNYZ?E3)6%}fGX^;bFW5TtO^sQmlHP;#j804;Cpk{E8#5E%7i0S)BNkePG~bE2R}f_FMM;Qw-cK9uzU;0333qF4{1>!;wb|4Wze-2El@k(T;|T?x$wGBJy^Kcz$vtd z8mF!1A<#NJa35}CLPf{}l-^+~LwiA(G9G-i8bgwfvGn4F2{^-tFjit?2Y9|tG)awhT6S?)LY=|@cmAy{=$zJRmud69tZ*NTOvR+u7CQZ#xV~I!W zZb;WWTDq^R<`LPRR>LQ7qi3m14%c0l^9O|X^pR&QFPLHC6NhS^sE?mbB4c{#s+?@p zcM&Km@m^QW69E8P=1OCNsyMljZ*s``ax}ixHoDF9RLOPIoL`u4OvyTVH1gOqnDc0u z2E&e&W4q8HC;^sl|s6yB93;B2pQC1iBoSHMV8)Fx{l3cCM` z!Tq)lyYtx{OsSSPIUmp>u54QoKHEUVPR+^gb6!!zFd_^$J(5m9f=5`8J@JXUiq@Jp zF3L=Ovo)`bwHNl(r`+|Zd>>P{8Y>KH+BHkF>m{0bP40{I#P#nnntn3=Qnn?xUdHp+ z&rGMHDG*)wM6{kq0A@-*8NH7;e5oIUOL}FrkuREh3`y%1ftwh_w0Lj4|C~Uf+U#0I z68YfdjhGiM33t6mN zH8Qs{B(hR#h)EtEVKsE}lD;om&jYtpb@`!QSQxA*s|fqCinEl1obiFHpQIYh%+g?H zR|&@nWxma{)T4wZ567$}XW@h}XU`1P%i)Wy#k#B(>o@hk>906`#7YfB{ILj&m>)e) z&-7<-0Wn8nEwa3rNT%?|nd(U!6lv$_sAJnrZAxV9za6hb!x(5pM?EFEW~T9fI=`L) z{2jqATn_o}$M6W2;uw3I^A|1*bLHXl4z(*B$d-GZM|)$?>@Kuj)kE}N*oJ2*2J zkQki#cAh>^rhz0>2-&Ul8OAuzYLKn79gV%hM$4goOUKlnsp;UCK0`&VV9G*l zSivKZ`C5n}9d>gCT_cMjz_ZNxp2SBx&Y6TP3}LTPQN0G)wlF0+#Yz?W0krN#YG&f{ z?Fds5`e+Ne^%A4L7%zw9Ct!RS!^oXVQrd@Q8&&n-V?e<(#|!wYXfzGzw_B-Zf^63` zwO9Z#3%DWS=GoIH)W-gFZJyPj?OqBq^gki}{lGh+_WxV8zd4uQulM<2p;rjIl_Js> z^)^+`wHLx!Mx39_RJ*@ua5!P50*Hu&z_eze)=iZ;Pe_CAM{gpM4cAhd2yOg8M$Fvd z1Zh0Y@lw`30|DEMP;N+(Uj3C_r`4G36sTmj>%IeIpWm#8t8?+vQC@sYE*^SlQu?v3 zRvL+J`w`N>j-2kvmVflY8P=jwzjXZ4lF=g41>A)I5Pqtc^CrEdxgnyqQTXWkQ-cr2 zqF>&ZbLA=iFMLRhtNch^Dyeo^8scCu1ZCTR%-6!l1xQyIyRB$@m6uERC0O8ubXPIN zaDPcUkTlW^cYZBo1X!GBzoq3T7a@}uIrj+RStQl`yD3)}n4ADFD8{*-L_)Lv=;y7} z^$@52=;ypme!ZB|Xsz#&(#+=@cym6DU%Be>iN;C8GINY>S_?dM6KCg~_7y~4Na_e` zXD10?m-ljZz&I0J-D>TR2f*dHzVzDSBa+tNop%Y-(E@l}SPWiUh^@6F690uNd;o7; zU~puZkyaFpxyx!5jT~@yE5R8g=wWMk)%^l>foY34hbz|&_@MCoB-=F0E0;ipdj>>I zTj{TvKm>w$p$hj1flx5dV9okNKub*p+$%k_E35`>B_>I}pCn&N3_fS)@S&NeEXs46 zEgG!-y)+&qg#2iUQmtR>`SG~;8LwpB?5RxNlWP6GpXNmj*2r2WDX_1m6OFTmZ7*U zruvYvCzD9J6JShXw1w0T<3sKTbP`(NRc36!9)gPNPb7?K)I6|MtsorpMPg9C3^ySB z?*S|~fo=9{MABM!G%J$f=A1evy`KxE2PKbmCraA{ERbvo#Wu|O@bX#V`6IAuxyOqX za1yt6MUrbG@?L1b)nO0vzc6L}MGTo3>ViWM3mz1GGhAHMmSIXkn-}DX#Hp8mv&ZAd zoZ**|c1{EgvOnwbH%(>!S9AUo$TJcNsN`8-Bmo%P0^8`hk6cB*c(gJ-KT!G!%eLiR z;xo7p!;yDu@h`wN*?p;%`maYU?5v8{bH|cKHM)|oh)p3mIf2=Hs;b%qFE~Xa~&a_VKk5OT5d&{Wl8g+OC$RBE;8UejGKA&x~7JSquy# z;94-I;}K~^e`#L{uf@(^uLd|T)RkqMDxVfLIRL$C1}Hdpq6&PtI&#soM-USZ;LKcI zn3?dS!t4<5?2%*>JTv=L9e@$vEvHH(w?2|nZM=@(-_Il2(dt(@VM{V!9oBrT-{sRn z3%&&7zdsC~!G1_~cH844nMstes4%vE)|qX2QX7)`jdKo`HfL_kHt)*IOld4)R%6gJ zqE_kt_V4^7>D{z|41eqM9sz%KDIE11uOrIsCqjA`ez;ZD`x&Dm{P`^ZKs`EVPv+~% z=wV{g4@CFzXiG((=Al1c*LZJ%^c?~FfoKz7oqM)D5?#j&`KRH_nTdJ4iUYPUwC?$- zLRZtE(|Mr_mNG>EVEa@S?)S?{9=+IpGkr(Ie$ourti`2;=!2t-hDvzJd{_KBJvxS^ zFI&hDS5updG6l;r@oP7br%CWuP1P+6wrgNni$5le^QH|D4d*yHqV8|W!`6aVGX)Q4 zreC`u%k@#~xdZXOK@4ZmAHq@EBr`2&KjMRXRo#PxlK66M`KE!0)zYGvPNlBXYu z{+&=(E)7kmypShNh+QN8n$A|vD%NveK%^Wk=!q)iH!QNVOx;=eMZ!Gl66E}$!hAjr z#D#0rN@k3fyw9{mIJ->x&Ct|41E2F4sJvIKyFfe&!79@bjdCiiRd)npuT#tzhOQx6 zgcVx$T0=~VF*O;ZC(}#syp`mdmei?W$g-^6Ty-s6F*XKIh*nz-dr1YuvSq+(xPzEv z_w`n);xzm@){?V%B)d7HbP5p}kA`3ws)xdo(jT$XNrUH0iB@>h3r~6t7<9g4;uGPd zSB;?096rTmR*=gu5A&c@7w-Irkj}#=u*SoyTJSYIB<~`ERDsnDpGhi8mN(IjCEq!W zI{Q^quxa3irDf1eF;+?&!jkK%{BLK-jTGl8L=U=KEU*|$19uIcB2wG}A=4gP^kNDh z7oR8G572-)`)_P;%rqQ;X!9|18FBDra@ub*ynt2szb0`>PFXx#-VNWSeotQ27;**N zO{k#0;wTo(mFCHzd$;Vp`;6!^BPG+ttDPX=>rK9sZ*Lq0E9&I@3DLRnV(}#wLh@+7 z`IdY20oF*!n=lt$2KOW4f8berzomO!r@PskQjKpiJg6dlyS$ zHfRE6@s}xFyC|&qY1>k!psfY3&!89|5(|K=1`XZ(*zzrzRCI+(W=RpRE4|mSER(Ov z`nk^pK~yCQcG~Tuw6@h3K`*jlOI@jrfU?KM8Fj_+JeZ?o@WHpx*aD999_EoL9x6au zDZ(@ed>UJAE%`mpe?Oi>8Q6G84{l}tx2p7NXq{#@Y^7HTFNOr- zYxr;m?el;smus~d0^&H1ZMGJl%WF;^X0q(nlM$Z}CXuym9EIvpsE2)lyAjTU>Sf5l zMMPPPuK*DRoNg^qT8flzhgHfNn$m@t8G|{7FSULsNms60LC3 zO+G^>s8_)RQ#B-(#z2l{WagdLZSO)ES7wJ~DwYKg#g1C3M@bK2n32gN;W~%Y3>P?= znSTfbcV~C_Wzfd^M14=u$ieEBt&v0hQ5FdTW(3To-Zu3W>HwxQ$iSSzN1NncIflyE>3qECRd)wPlVtbB zbz_s=u?1HWCk~*Vw`DC~o(1<`t4|#BOI!uiL8EfsFgUxbR(m7l5K-o3n+C*jGw=g(>=CntBP0e;UwFJmIC|Rc~vcDmheQssuu&0>51l1 zw-#3QO^L?YHb8G>E%_>D5OjZvRNK5o@#++xOfY(di*_cYF!sPlL!#nNX#%##dvVxu%H5YZq3 z4$$jBSar_#C_rW7i7%*zTZe3*r{ZmV$A~q&bvAeI*yg^qF>HT!?y;ARkgc$sh=OK0*s{$4LxsfDiXpAVwS?r?`sk?=(cFAQJ{K zsx$0-RRA6_L}P-?NavG=9L`FxDm@tdh!yo1Vb-GQBH27Rl!1S6Z@M}}1{-qmBU+1bGWCW5=0ERXO%H^X?3U&6<%q$6nM9K;X<#%N6$3we~pIg=0<|t z7rFRM=%+mCL_u3k0VG!QDzP(+RItTjIh&1SyiW^ow)Q|TLoQiSIfLPTO=3I4X#deg z=ew;#-jj(i6kL6$peB!T1=9qUn0GqHOKjxZ7ieF&XGTcpo=WBs&kfN(IN1R8I zRQDZ%o%cTn29qMbz)9S$i_Aa!q~c~}{s=h8Uah`#x7fiG8JVc42;ZE=`GM)iZ2oYB z!Tljw{Q0sf`ZTLyE2Vn&7txZG`z0x!2%>#tz#0FPA+9sR(8oy5R`1ypXJKEX_*3t@>c z;;EG${&4C(qj{V%rZ@e{m`fDoPwDI@rHdD9>x-Q)p7~<(?MSjY!snTXlJ5t_<=gtL z^Yt@E58?vonds&L2w~^S=+7w+tB6iAXf02f&!;)UCKdguBAzslEo{8vRY|uXJ`$tt zF2Ccg)G*jVnc)mUBwvew+GF7mQnPZ%7b*z1erNjdJ(~!oMP?5491HFqi58>2($%>JWXPySeD8c30}_@#V$?F$pgOo5vA(Oa zJhz}{cflo23;nG7ATe}Nrjrtau+!~i47gKZN<-hAVc(N z67aI9+YItF%-B=FB5#JGn#deC`V9BDKvzjK1)SY-S9x;jyGe{s#{Cw{k81L?KP2bj%sVavdYo>4+s4_&ryso&BN{oT*``un27mjF>Yk~9~VcU`4 zHxKD(BBK7Xkye9>$Yu2hSj-2>Jd(lqUz!o{8_kp0|5Eyt8Kg4qh#0R9o?N^-?g$!5 zD!VDU0~2&8c1unsmwe1OAbD?6=HXrSm8OLPHe-_5p%^IFuP{-;Je{Q1O!ZJyptK&S3^_HHFAJ6E-(+Bo4E0c}?sU2RbDntT!^z?+8SFK4W5 zrYPP0Fq>@B)ZdBjg^LH00VEw8n|I|D@~w-j3zw4oh+K2b4sv__{c#hWna{?Ey}oNR=AV(xsgbBAZ_ z-1|$0IoXJMgX|#v^33Cx2_{Uel2fcDkJ2B)ER$f-MGxpb9vu%&OBxPs3z?3Ttvebj zd8BN1hG{N#yF$#(SXM(7?;S&YJSsb1^a@UnA{aLldn5h5?o=|+nqQuo6{P*D^u;q; z!jt07&?0dr3Z*;#84fn6vKpcV@H-~e*9g@h<7S?|uA}IY&}|)gTl=GP?LqN@eiUc= z`vjd3jSd{-_3sPUh|>N|-m=F%UkY;^mC5dsx>HsNi=g~?v9<+WYX1w0D9lqb_S(!i ztcQM?;{PC@*fcY>kfZFNk*|>mm~}u@E8W<9B(E`Z6>Qm1C~rqIN*@H96WO*J zBhk6at4dF3q|@V8rwLFj>Zbh(s#_zhrEGYC08@XVbf4#6_f&pcP^=EXu%7g>I<#On z?BYC(Q{At0?gDe4UcQCG8Wi>gDJxx}+!4y^D(j3-XKg&O*j(Q5@nUxFPh!A|gbx2sh{UZEssgBOwIz%&9+nejOE@ZA3Qer|n=SAzR<<-$TjYDvsbm9x# zLUZw~!+tUY{(Ik$W!S-5lpTe^4oS!9B-N2XW^Q>-soK|<3E`0A^m|_E2dB@BmWZ#X zLlM=jiuWmcFI^|aS{SrzfHp5(hvNgn^G+sDk=s0CtOE%CDepsH>a5p)Dd7EI;>e8=p;^MV9El8x#Q>=$t zXj8oo*9@3=jtz4YqIdFdyd8=zV&R!{I%SgTDI%?9TB`h|0**^`gZO+%Rvovj`#z_t zzt481%^@v}wo+P@PQ9uJQ#Y&OXMTT(Zd4Ka6Xoy;4e4}zs$YfS(%A&b#-B{ZspCA& zgE_vliCV=4gw(ew<{MN=$`75=*{@o>Q1SXS9%}AhW%h3Q?Qf$Tz1E+r)~7+{itCci zWn!4^Zs&`O2K%b?Hx$*`+;L% zo)~F^VY2_?jczLvUEE*ZYPmHu9TqAaGu z)1zK}iP!v{9ay3axk=)R_vwklX1+O;qU zG#F1SPr-IFe6FQnI^0WG1$6+`yyyhy+CoroBijVFZ|I#a8@3BFRI;Mse9R0ihPeCg_IWp zvgxH?^~>km7`i`0^m~-g;@_csh!ORd{Nng~!}*X~5WrTwhWH|c@(9@YS^kEi@#qp# z#hg1%7y8!X1H@B>63teLb5~(J8~=p0Y`hNaJxk^c2F+)@CvV~0Tm6w(<{IpM-N?b! zTCdMPjjoN@ga|NU%~b_M!C+boS+2mZ{^XVXDOv|37nxolX{x_d!iZ<#}Z?f z{h+^<((+!@UAaRQr~X+?LBWWQWW)Uk3tf6zYPG53Krd}7ndz-f`-rZuNi$a&UDdIE zQ9jxftt4e7#hHFe0_$lT1Qt)<4(RGBOqzLo*2+b;SgF+#^(GvUzNDc~5B_(hy|k!5 zdU5+M3S7VK9SYq1%O5~-mh2zgAxJO*j66Cpub>sbpUtz|58r846eaiDB4=6BqP z2HWt2o*Az9h!?CMaJ~;Jv4d2;Pq2+wVXe1!&$)pVc7+D|eUq$qE>%ox(rd9G73vxK z|DKkF4C+G=2`0xhZ8X|>S~P=rMw1$4@fj4E-C_pHW;3bP(7_~x^q8{B%BYtjZZIp9ooz^(r$&}Z-M1cNy4vEu|N%MG{ z&V(0+Y%jjZmiqeSB&9hW1%UQR%jw)6F`X~d22j&5^W`gzYF^L`_$Z(ajj4JS?JD-F z2E)|Dk`tzkah9*s>wLzyi|<7DaO-?`w!rVdjlRt3#1^;;ow$n%l`tR!VzdN^IW7C| z%-R5vC2b9Vg4VtTn7&G@&ttw@ckzQ#BJ_trekKF~F-?Nt*7a_jdL(RHM-I`~NFZqx zvat3h^$osQYFv~P%g=bFk3Xds9kEu2dpzXM0H#?aMD!Z6nNrIo$~bhyQtHBnh;P@r zf5NlEx{*Vp6eSEhkodVhZ zUbk6)q>QdHuHkAtXA?dmC$Bds9!1mZ!aNx|hhyuk`<_xuvC)m=%xsS%jZ&0_xQwo- zqsh0H|3MkP394@9bcz;-i4TQ>8X1X+yYsLDX{~C`pPx=qafb4`S(h_FWkDq<&12%P z>&@frdAyQ1YPV-Ur^Y)5z&^^#`H>V-AMa#X{jaB&s7s|0Ff_wZcmugv{4+pW%Qzup zk?iRc;h`U$F91^BGrKL3rk$#?4WdGM_b9~PX8@6vI!$u_U|1by_bY5FI@e=0U>k?J z^AHl>7snI~s43|sH=xH7gAbuYkvi=h^GKlSFR~ljas6s*eO}f)FJ1gHejcRC|ePDnNEzi3ns8`F7kNMFSR3iAzggB}FgJ zHReqK?;N?^k7%^y{6fU!L53NSY{}!4C2%|p6E5hl__&TmG;QFcwy3|#g>7<5>v9!2 z(ag{`VA173xH&OeM6hgkS!X2 z0S!A^3~DNAPB`?s6T?(6T9I=FJ$+xs8bv!$Op%yt@yiqp!WGHpa#s97g3(s0)*Fg> zFo${)X)NO2y7(S^%j}ax$fdZ2cCKbQ-n&iS=aV&Le?Vf|EKd7n=kNyyA>jT+R=}7~ z868fGq*h(5-L_y*uIF8#-J5q()$#64AcKSe-4mA77kF)S&+%$t+!wA*zpr-7A!{|P zfTr#XzE~+(wX~L82ofY@j-+b?vm^+4)IF0hW3IUWiTs!{W5Da{zct677a1lva_a1% z=3o%qhpU5`Ns-w4*?*V%aFAVd^&L|Wx14nU2%QZrTmqj)C2jwUI&iR6<~o+eE{fPK z_*a&l387)K)RskOCHAvXB+owG+aTf_7XE$^MBdwSnI8WSF6#)}lbGlaQJ;`IJjDFR z)bb{?-)lN3$0_qp7B*czIbtn2B-3hjq5U`Hw3>)`=B{oGIB8|ZGWnSa_lJ^e3u!U@ zb3dU^cqqi=WhWSQ?Z;V(cZ`47@maMp21)rL+`TiY&VKtCPkFXR5~Y?HttYP3WqPX0 zq?d24Lf>8I1E+}oxrk76eE(1mq)fJkKuNb`D0xDI-ZJKkw~UHM%g$z%F3*uXNB2Na z7{JN3A$Fzj2*%j1MwXGYv=gd|n%|iQrDO}6Z13lolte5Ox}RZ4^{f%;iu>6ielAI> zl{DKwUBm$>gCHThfMU&e?Sl}qCOTq;ZnuMus13hbx6J~uSTWFIcsgM z2FJ0#Jcs?ic-WWpU>|0E?f-y3jh0+9-Rw#+jBSqEDN3JK^%zsnNAu!$bG!E$oH62G zmHh`!=GJA`etaG#53N{64?NGzr$jI@;*^Ry!B(E^};{y(Q=V50; zRa~jn3s5o#h#L{(?C&=BpN5c7d0dp&*=SO5Ykgkg+#KRly<9oOuQ?9ng!}b?SKdSu zn;Q`jr3iz9BImbKFP{utaC*AZ~MQGh*fQK9{+tk$^^eJB0n*W^!Ry=FB;!#;=HI)%lM`!cdt zv6EKIK3VJOZLgK+A;VnxrGu~NVrV)cGwMzEE9Dn(;^R_W9;->(n zg!MP3%_kMAxy;1K%70NV@BEbMH0Yh65a&YY^uI=8+vXS8j=hcH@IKDBZO+U)hb1zX zbCxcv=h*|5&q=scRW+EWrsCb`df8DpZ}~d6aQmj>{Yl~n+HZygwDLKm~}hZMyD?pSYFs8E2n3L zG(JsLozCxi50XaG@-Y{dZwm50ls9f|iEwL6VRE(3Hjp1PVw%y+nK7iD(`uIsFh)*A zC^j!zIp?QPVGNF#&k;O9giaT)KpUI>f*{RJj_K;igzn8^{WboBoq7Gx(%iyEIPqgl z+vHl@*Kr*K0%{Fgq2P5%94+HNSTc?!Fv?Stv5 zA-1&!I}ldWO@)!9SX8&2PbDLby<7>Ejp63#%cHBVoDikh(QyMkW` z;f=+9#*oQSIm(_*BGTW}!2%c-cNS#k6zX`bILAZI`;#PjB!HtCw$qECSQW3+f+fi| zMHPGgUecCtLUQ|KR+a7p%VN(2Nn$%~my@-7@=Upl(Yk8y!B5_GqdnPov*~!byyC;OH@fq7O z63x-?>3K{4!4iOvXuGI=yYzN6={F%vEOv61Fu3$6VXhg7`dYQEirE#TntO8Chs_dg z&hlC9{uh$l1~jF~F8x&h9et)mnWvZ$t60-qRYf&Nr@x|o;!vUJGyR$!9It+MlnUx3Q2{53 zI$TM&vE5ntii#ZATHZvquwS6KdiFp;OON{p*Y$O_zcdcFw$98F?#&=6IxbOz$wz=u@_$%?)0SltWQI_1sUqdEI)-aevT3q`c& zzgsK2Fm?87Ef?lrz)%}e-{1ZoJ@^rOd?B$})*-RjxH*q0lxaomo=<$4JtvDI3-?^Y zAcna|SZ6%DPf9mZ=meVq!60aNvirlVl`pkt8#ZOWU*a9yI<3%WlK3A5BlE!Nf0KTg z0F`fP0R zyOqY|(J}g3%utrOKFno{yEtlOeA%y!uYj2{^PQ`{H^ zz7+%QNjYTezMc8*Ky691_gbqg)Gz!Sl2e}sOuE`_5q5secsTY};w`dQWTv0iWxq*= zs@NxWBT7FBZnsu(Aa*kWYpLQh*gfFZp}OTvB?zq zG7C5&b;a8{w9W#Fgwx>p>g~Gr&$s8dbrM&~ppiK4BBdvfroH+jINsbZXt!pc_tD^>kL~H1 z$wHIV-rK&n{e#%v#7o&<_-yUjONHbdN%^DGQ#q*7%mJH&T37;{`H@#Y@XE}4kY2GN zkok(atrmW^QvX40x*(ctVN}r&f^7>*2q|UfaC-FN97 z=P{k*JT}idKRup1?I8Cc-KUivgc-^%FU*q?IAY%|tF4tU2G`xP8b*_@@aU<#N~eI* zBpNz)ZDf9blD^L+4E6rPs@{0 zgbdDkPMD;>s#Yl(1Eu;x9H;43zVvEG>n=vo|J zW=Qc0l+h{*IqpVYJ}Dd@sTT#bRX3W2o%RM*Pa`mDrb^`uwecZNQ}qUBztOCOd_Olu zbjCt~KO(aaXe@^ILzNktou>I7w9%!|PL>dEQ_(ETO^@E6Pk(17Ya{EgxbxQ&V9!b` z^&s5}Sja0j$vc!OJ=9uuZC>U(c}$X64JkPzTk;w6zK$LthMPo!#Kia3KT{wBN8jyt%mmpV7zV0T1MYoHsLhVexBkCoPsm#_SB0BH<-oW$4MqR zXsIVi!66d%Hg;61?6nj+RUz@ebL~a_3ct`l5l1D9J@L)9(Rk{ovsWuMD1uOLsJG&^ zCk^9tvSp?A=oI>toX|y+B_@7<<$5diIGzy*!-W=~)6DAkJUVe{Z}U6mG)?8j+z%H4Zooj5~9oPW62M6><*_9+uM`dwWng=#=~*{{#vNahU_DDVbuA$ zmI%*`PUk=r<6gTnQui75cQqE$zi}Fmh9>*%&9Uuu)^jD`Wp|byX+LI9Z`4qA$|@G7 z2>of=9vXy2{kx=zo0O^Pw)4!n)jCgcvf0p|ih`io&3`d3cyb}DA&Ir@$7(z5qPvqv z&s-4Ce4hsRQZTto%cTvmtYx-I@nXC>dF0FmUxa~2qoxNL{!z$?t`?9v9PejZ9mk^1 z37vA|K5N-2J$Vyv7}Y^mkRFK)=5=jmg<-M#eK{($pv07A&S0`TFxVZ|P9+Zys2jBL zFtp%p!66ZCH1ioil6t9M5R~JU6$TA(L3xvh4`MKn&0dK^DlfLpN+yVeDkJ5e&1dw1 zXfndcj`Z!Pqa{{Ko5MJLttDhFt5;Roh|lfM`v~D8vt>;%`U(&SR2*$`YoPg)Jo~Ol^ZWfuTVva;C0i)r1&GAh z>HFdqgqij+GBVbaqW3A*NYTB#I0rED%o%0g#;;y1t=fY1eir3BFDupK;CEswAAkFe zPvN88{vv|C8B^9>lF=I!@E+fQqTn%q@(pGX9YEC9U+b^xu z1$uc!eVE3<(;>ag$Z2xr@3YU!b!$E9+WmnXHS<{7$M&^5M2b)pm;q-6C-tf%k?Q!6 zRs>1c$Ve(#^>2EgP7wk>%Fc5}z$O0S2{S}~b~)+Lq%(k;)q(3e4>{$k{g0wW+sz9Y zKgNsDRgLr5Ug5q^ZQ0DBBRULUk75a#l=BF0C{&Whr$XBE|0I8Qo)ENBzw&`xJ~uM2 zDEaQN_!aDqSP^-)1SCs0o81w07pN3k(wnIS!V}&=XA1s>;-DyX`BxClg(CKF^0~UV z1g4%Lrq)@Wt|ekkCxCVEwF=Nlo{2!v??lOfz zdbgf0^jX8rJQ)+$HZGV=+7bvcl5IhP+Lmu%zvn?=nP_6WTPotQ#09m#F?ZnAl-gCF z4WxCYc&x)}n5N`#lHF;VneMZF$9dJiD1?vAd5W$7hrPFtkE*!-$2VkwMS>eJV$=Yu zu9|4Hp+rp#XdnqtAA>xI6%{L`v|@{}3$#7}ZqjmlU7Pw)ZL1cFZE33&Kc$FbH4tE- zqN1Q6AX3G8*TotI0TIdX{XR4I?nCZ|hxYgR{PTqu+`adnJ9EyNbIzPOGjrzj_yqt_ z*-!t?;?RCPYmAGN(0p~62&G)Sq^d&qT+QlO8}^O{0(>FQ{0KciZ6yv zY5z;RUeFmR9?BjiT`Lw0KxZR6`b7(VPD2U#Dh+j|!-*R}F=A8?`is<*W&ks0u_5$0 zVDoS&?2^|(eSYEu@q6@rsB`2%VEV^&;u_X~_x>gIOmY*z?Aul#CZhz*9&l*&D%%&K z0&G=ocuLCrDVrGLBTH6Mj{hf>D57dI<|FRo2}O}FyUv&lN5+6f-0{$6@4Fnw{oz9(GW&EyNym862>>Zpci4ycZ@?Q zAqe|GXW5Hd#`=HKENIo^sJvyY52(T^Ya9v2H-0Qr&!I4I^51s}kV9~8tUuBXzwrH7 z(oFiy-sm%tX%)Wtr_(+&{*fG?u9&tP6&3+o@bw^O?ast^0rZe#{SAL*DX=vOWS;al z{1JEd81s{*@W?RhqhhNQo8V8vSB-q>n>E_(z5G3d4*lI;H{h2L>G6mR&5Gw$GS>(re9 z&XZQS=SL_fF$Xy`50oH+^B{A&yb_+ttb~uCaQ};g$ux9gCpJa)m-rhZWGOuU7wh0T zhj)Ryi@Xv$u`tN+KR;)e8|M9oCw#W2*929k!7QjoU(UXWi8 zFh~o!C;!i019aR6x~W~}kc07q{9Jrn>`N8VinB9mdhTh=Ry@xTxNN|0n%hJj@h@R` zh07C~!yiAlkRYcJmGeA(s1+ieW|`L*4KghTA{D&G+d#+FVoj6^mVMh2K2RFU&rh3y!!q@eLqEC zC+X{x`nphG59({4{%*Lw-m9N4)z=C7ny=r_)%WZ5b){VUH@7rR#9!Jrm2*|aqlq39n<{sQ&WqlGLqcYp zHGe6-h!$P+dIFkuHjWo4;6iPf^L%e;_|&(s#J%#+^eqw0wc#{v1dYVrppT&bbJXmm zn+_js9fa2!HQwV{zyj0C2`@Fh`6wazy;O?&zGr%>CV9j2P1s8H+NIC>sHWhc0qD>3(H8QrwxV} zbMiJtnmwVeMxmV2m#ykTyK2DkC`!dSbsjTBWg5&CE+#;#J=wGYhW2 zF`3p_#U4-m21dTgDe)%~=f<(B8*J7;o(-hX29cOa zHZFZO&TgO+(LnPj!)%}jmUF2OpaCPz)ubRVgbuNo07^EIxf_QI=f|(qjSBqRHT@%Y z$%zd-U%L=)K>⁢-Z(5A%&2x_*AqE&QpMeIUYVL{Z`DmrP!S>;R>2%^A~BA=mnsv zGXFjIqC&?uapfOF@yKlnXa{y5A0yAis@VjlO0t^sAfBMmD>XEW^jI6@`_MJ>pOoT5{gjlMJ|-c|XPQG#b@+8=xDLM# zC*wnxW+*xydUEUaz_nrlONm~KFB2;r>TVSd^hff5@Hht{F3<*B2%m$4SCLtY4?H-m z*#Y^TdQw#3l=LOcL&TG#aa9N5B`sxi;O7`awc*TN#Gm1~Rd{Wp>Z*#TPmFxx!>LoD z8+G~NZ7!sU0i5?uNR%>wDTRcWxxfqQQvhF8ETqr)m4oYAaL)8pqG3M5uaeeiDOEAq zjQ=Cl0cSpigX@bHR77iAoe=epFba|bWwTZL#dScF{8QH48=Q@TtXuGzl81Z2EJq&t zqP7@jSCa@dehe$?Qns+*F_ujh7-jMI+~K4X3KNc95Gcil#NJ@PrYPPEdV${Cr3U%3 z%KkF`u8QPjTHicM)ro|n>crQ$LrGbmjMZ4g-|Ya`wGPw|+@XZ>1%x8y@f+Qtq{;6h zl<=MhoVd^^WnJr(#X&M+QrEZx3lZly=zWIqze|zA5HF#GA@6qpwf$NfYQH;_ptqDz zLh4iQP*UUlPFXzB$OSJcYqC=oM;Wp{uyFnhU?WwVYxHR~pRI=Yt<(>x71A+{#ZfAM zS5_>t2oFOw4veJed*Det!~}o7zu{l_6^rnme{}hwp)C8$O4}mKv@g1z9l+JgKGAk7 zW+IjZ)o2N=wyu==Fhs>`LuyStL(-blorJGZ27f*VY$7QbJUaeQHsA?1aJ)NpAq}25 z6DRFn)Uoh#!jmQOR`&1?{QPENQ>a=EyyILQZxjXlZ?%4kkV>4n>WG3{k^dZR7r7io zx`|G8S&@j6(8}^<{ASVw|Fc`yVz}2iP zh5O^<%e%Psq^``q~A=Y zh8X>u8t)r_qIfx2`~gOk6+Lt9L&+Qf!vVmg>JP)tZ|(?tE7al+a<)g`rD-*GF0Ti2S~VBB$(kB z$Xw&Ss4u?Dy=xTvvT=myqga^R+*v7B{z<^8eq}$3%z}mWV^x~4yu}?(dV?ETn)ED8 z5baW$Kvg(UdjX{z#u;CV8=Y@G0Evyx^ct%TET)})F*uM5k*`JoIut;JG*3DFtGooEAwT@-hyVey0goZn0R6{?qwxbVE$(CmZHgpl#z;@ zP-klzMR%iqJVr?@?7^ss0NCXPDqSNh1279MRyRyE7%lVjnpF{;r{>V;`?$tx)WG&H z_{ykZMuR*mK`LVa#g2-Pt)BrbR#SwU+qmwhrZ84h&YM`xc)pL-6!2nAVQDezc3xIn z-@*lpfly{4)S6`r6t498xZ|9zrL0<|L8}2chAAX=1771e9zMN*Wz|gbFR2NDx>(Hw zeu^Yhku~{qYXWwEFq7eZWl-{@7;N6~H{8owHpf4P6ia^1OnWw${X^~5kPLD;{uq_f z>F>x2x2~dq@MM3yL2HK_)W5H?p}qw+!O@xoU@L&FW_EvNqTfx8AAxjMN%C;DyX1L9 zaXtz|@I@cgtL4!hektK^KXUjt2tWA9;e};AJAij%#y_vjj(_V#X+aQ+_&n1Ad2Fcc?a+r^op7K`H{m*-*@wo!;9(df8_8o z_Q-LAx8oDsk7N7ARift?P%ACTZP{YKspXrs=aX-YVYFaAW@RB)o;m$JmBWpB4VOdH z#2Nl=HjtYgkY6VCTg~T{vfdF;QA84Y*zT0XPqELhx*R1IaT)@4oy#1>BAo#PV2&=P zdv+f!Da;!i2^;3>%4QEN^uQs(EnLFrz{mK)EPrJFde{qEq)oVIjW=P?G=Hal_%MMy zk%1LC_$cPBkdNxhR(lIQ(=V`Vy#cj4U$n{>2yC?#RM-IbLMe$0&9+k?i)MXKBOrhY zuBsb~{r8Lpwf09{NeezAZiir@kUydbQ@K3>66fS8IZAYJO|wY;%fNKvAFlzZ6K{4? z=A8)0Eg=2zT!1F|&!XMn7d!AQIvw5(l?K8KDjxx1o3Qi2jd&>@IPybz#Ny;&ZsF7% zc|IWlq>u`*$*i7$<8f*V!()Jn)cY%ixhbQ`SdFfI0?LCdhHu(i6ZD2I1?I8bPhNa# zJ4IkTI8Kbmt1sjA(zwb$wM(s4?{s;ZjNibg(FDj;De$p=4JR=1D~G?9iTn5lG>MAm zvHjgTi^apxp3=Y0AnalL;|2%*EjIUNs|Jo${O|l$A+Gz&(Z&aye#v(RQYXPFA+dig z17qua(XmAs&RW02o#S-zOdjQQ9l}W6X_8z#Hm~$yN?iLKk034_+2ymwOhGU9BG~`asj?IHcRbLFf;-gPA3d6m(50-SpQJ)IJgPC?tu!-5nLzKwjMs59k^g# zV3v01Yf`o`)|(W>S12JMWJ(c3-rE#}35aUww-Sk;Ab<=}1XQeA2q2j()jVU0ylBwhj`q_DUZ{1X(cMp8@A;Mt&VwxJU9vVmM;gQ%JQ zEY%e{Q1)2EO@cqGwIz5HMiJz-hYCi%et5Rx?+++*S8}O)54<;;e zMdK?F%7%Q!AJ9YsI@KhLQ+6k76+iYeJ;HIrZH$du;xX$KENn|eQ~l8e7VNZkGw1U+ znq-n1h?v;8j=OQZvXS~Aux-v{rzp3_^R~>o3H^*5R4EU?K;#$W!g6@}+}f1~C!J@K zF->PB{4hBG1y&!DCgYXeEmi=ZW4%W?fMmKv==289CoqW5l4tL2USI}TqI^-S7O7tXd{kzZ#?XXw*)xy zlTU-V?zgtQ&k-+H1WU{+`AfIw%F?C1(cmheHJ$QZPeGN1C~@2=_t*NPUX2jahA3s6Do z{pf229htHRQ_9dN<(xO}2IKGeS6mbaVX*uNgv?(f3WFqG>>diErQ-c1&ePpcRpGRH z$ANnd_7?MKqrGMxmN@$x=HMRwnepcQby7%}E73ANFB$7RRE?>f!UY7Ix(G4lGFyL9 z{y3+6S=s2(D45nOx2{c$o6ljOio3}DIn z=%|N0%Xe_erVqWLwR0O9(srGX%SDmJ=6S;Uk5xu4r>NhsC?8ftW8QEy3+-(b%9s8I zCh{Umtpw=}ga$Sx5WX_{>i3Nh48A{C(KoQzY4Jbc4O^W4IFi`vB@tkg3p-`-zVi~; zW${nD()u?=F9tssD zB1Uc=_BE_QJaT&hfg4n*1I2||F4T#zbRiVEA3x3=N@&_K$mYS*?md`@_Va*Jf+gbZ zZ#WsGf&q=caxYpwYGl#WhIj~2WS1PDjW)&BZE(gDAFQi%BXStO7FIm(j+mf-nuGqJ z4lwz0ppD5ucPJ_AO+tw{aILEgTZO8powBOj%M#`rfHGDo_IGiIlR9s9>Rb;W+@(%| zs&b${>Hz9Q2kH^vPeHW(Yw;6`MEkHt56%KkD?$TQ7SCX+h!oqd+;T^UKcRSY8Pwa3 zl7(m~Aks?_Sa9GPsjHsoz^6oOybF18Y;F-=R$*{U*T8X>|EV;i|5o&)ub>Y~jCLj< zmIDqm@?Ltzm1Z@kZ@w-sFZQ5|jkNgm%s}YMsX`j($xz#w?sqqVU)esdLN+_{koG8gwW5B7A3;12wF4!MH zr>L+W4JhSLaVvG1)eO^Ytg=chFmz@)7G7Z*U>g*va$529QnLnOqcTtE46~-xELy~O zQ($oDIE_UogW(!-edvA$9sax8pRoNk_-fX8mJk2MihYP0rj#SO1_m2HVhuMGBZgGR zy;QYE-XjQ6A*__cw|S_;)FG`_b{)Hzl--_CM6=(KgQPwXVwQ{%qeRM{eoNWdS?X~S zoHM)*HV7{U2!<4hn&Cvdc@cNBGW%HQ-)#o?J^4?lCzM z_F=)8j344(VwX?~Jp6ZSE>3fSB`8p1>If5FIPy>Cq}~&Ltb*@~5jJ09uiJh{e=$Bm zl>q}L;8Sc+L9snB*hWL@`T_iz9$>sgF0(wJE-!-P7G27lzYRJq_~lE{m^@0B=OUF7 z+@EkEq>>++X&*HKzhrsbnx;#${mE?Q6`(w{a6rnmKLVTRC`;}rYsd$jb~2_op^5Oc zy)}%R-306B1W^uxX5|U~ipG#LSBS8cV^1<2VtV4{6t50Iq(m@QDPRV#bOxmyb?coHv*dnt~iYd!BP_d54fwAKp?CwMTw(u$}7fZ#yWL?*z zE;X`GLGLVuo*mLFL@^$78WV&(fq~S*cY)HcRjZS~ZX@)?hzP3q*Y}E{BHqEPds6lhx)7vDKgZX@)Bvz2j_8?XK%|u^cZ{>*>&{G zx+CQ&+zQ5Pt$i4I8ZG`M)q%*4-H|n3O!?VsXC4K$HbJr^vh)>4DMZl1K6-Pzi}$<7q-v!=D`zY?8m>7C~ z_fP;q_AiE_>;oR-t?8Fq=lrv+Z5h77E>!DyT+Cra;X8Ir;$;MK8ARQU>Qg7i?fK6A zhi1HBv{*ZFs!_M?NNBsvTFdTV&rrW2UwbX)$Z@{5o&|7XlbX+gIxJK`P(j;XVF9gm zKY$=I=VQv6A!lScUo`;?9c!C$TxF~r!ax|ay{k|9I{3ljQpsKgQ?1iYAp`C?(eyw%& z^LMu(h&!kg5V__We4)c2K@j(W{iG-1j*~bto)G(LZPhgcz5l!Nvv8UYdWX0 zk6i}g{*3ZRDD~>b`(?PlhPZ#!lYA8%Vt7^`e-a2g{Syef3isL6?y>W2wY#nZs2L6v zcVlKNYlH*EE<^VZN`Gbeg7{y+M9vDz(%&>y(UU;kX6wRNL|}bYk8t`6i}KaPMCcY! zDqE2)FQ|k9N-DV)nz8U!bLIr(D&0u;hgEQgm%X9Yk$-o3sW+ZQ z4xKpTIjA7|^?WEn{6#$^b@TM^IS;InvBeCKWA{HK-VJ(`1AQi-vq7EjK;1|dp+7<& z<~32~8J(2<#l24kwfo*^#446hr`;`h?L8yEJJ+OvFbd~2CsqrbF5li zV{9tnGk18t$pF-4w1bC!Ds*atdC-rx(D9L#-W30pxD#jbW+FSj><&1i6MX{B)RJ29Wy)|^)K6vy{tTuM? z>{N9pJOvAzP!JR*lm`n2Ho_U;v6yrU4t3`+08eEe*5Y1bn*MD)*yxF8ZF$xGfBX92 zq-56TajUPBuJ5b#`f7E3lQZhG$B&bdof3&Nt!;0p&VxZSoY~%j)99oN!7fXXc7Ki7l5g--1Q#MDlCJycZ&b4zfp3WgWXKMKS2!*+bTYbd z(BrX=lh@wJq0S-f_035vvitT=FXeaM#7D5IdKH?z{w%jg>od>CY9>i_HRE}q)%qV^ zu>zKhWzDYU4BtW@TEO4PnROGn-)knxYyq5k?&4zY^!D?qkT5!V`0X2iDHbMa#OGGy z`RZsjG8=w1<7~5LQe^*UcixR90{(kH$0w2fID@d17K2`L^{z9K+R zmQO`}Hvaakyr6(In_by6;Ex)dkdy@OIL7Uct8xca{A?+fA+~X7PGOpb3Z%=HHOQ5! zI+@_F(4!kdjZn||^KQg#!BU&RpQ&3~1GS=fVv{kgfPj6}H;Ff`TQ{M5t)2wl$uTF~ zVcZtK1OMsqj9MOO6Xwz|@$cair@xcKcjHyg_x<v50*^kI{ zpkjMZ^Q*{Lu96t6^Z^DoPwr*`wJd zhQ_^$D6ksdo@$eK2|wA}#gVY$>s!ztE=-j#OBcKzP?43zO1^Y_EF10*o?*+^Z?b{h zZiB=*DADp|jx507*S3Z=LFoW6>oCkH2wFctfY%&30m_Oe7o=G3F?fNeP*vT^B+b;rXCPu!;ov&YA- z>xZxAde@uraWYV-;pfj&!Jw`tR(!z!L%fD4qD4}tB<1_lSUJIEXQOT(#*=gr%rkZ* z@k1$W<7r?X;H5x2euxxzCUiV?J+!*-1a!2&E$^Y_`d;m7Ex?Y={X&Rd?v3WT2g+^c zE~9Zr!}#V@&_}>fMZtwGViO*J7Fkljg-4p6Xnn3E`y$N=0i6^rmG}r<8U9x|)`75i@hM3a|5P!NlRYKSl z&=exG15toMKgE40fIet-xL>R$kFTw(F9dID3KGY|-xj0s;)}G+52H zli=g?A+&?t;91{-!uglOI!G(b=WjZsCJ0f32d1_kFT1-M?k2-0<(b0^&6#=TSRXXU zoWk^;1L04Xn_MPUVGS+^5VAX&J@NkpL|Ka9fHP-wg&D%4FDBRK2h8pSCmipX?K>aO zgEA?E0XVo*PK-Z9Ns*OT&>yzvb7Wr)A{XOP)&%nee9fgoOd?&3FJzh4Gx#d8Mw?B| zkNk9g+``iP_sPz`Ksx-72%qByuj8R15YuY$xITDacbI+6kv>cY3=?heH#{qHia|{Q ze$ZO=qiFCqt}2QTVg2I(;KSu*p{sE63WlB%5=kH=V%|}J>~7`OhX~46#;`t$FC|wP zgC=VM;rQF?s}|?p*qqp4J&o@KoJ#t;$Q?eMPr|$%QKU^k#TH((PeiMa!BZqdoa212 zKHD7sKEcs{q|y5|p*MthHBpuRg#;CmFfHJBJ}(YyObyoT$cPGt=+Fqni$iK=F$^MX zu_E$b?n19|tuH(Zg*hWl)IW=b)8L?RGS8YNh;yVltkB=^DIOV@i2ldA(pI3*@ubfe zU_&ETLnN0K6AVL(=a<6Ef=7bMDrIVt;p|N`2AkuI9NFe%7z=s{&ry&)5y^N6P;%`q zHlAXehaZu1&iqF<_$O?5<<7b3`y3l2K9)tQ@u78jna8t?T#D>hsUH2co8v_U5PgO{ zm0TTrbnp2BsrPa}?+};+vkUq|bcHiYxDdV<#=RkocMtg+Rsjs`>ram3r$n)H;JCnD zR3(LiWXNB{q@?z*@>+MwI@3YADv2ptf;cw5U%;}g@1_*eG{0344NbGhye0x8MoVI@ zrkDKlxRf{nB}#GezG?iPze~ysFA~P5e<)ggE8eAPKhDLGKdHKG6S%sG{H9^%F zcD0O8@YCB+?YHN(G zzY&3C@qQ9UHjrm*kT@Oal=gKK{ssqlA1FV(K8axdw0P7Oj!- zw~4x8LJ=Jpg8w+bBzFuG@Hhc`5$|_^4^JQmK0WNwx7qCmxObXWNxnwBG6G!|ITZ4`r8a_C(M^B4#cvh#+jFegeS1I@@8tLpjV5y(V0yk7G6HJ;Vl5mdCoo4Za|IZWz?~ErN<9km zb()?h6B#yqCrn>-lx^)DXN&8?Qs#-h};p8QNyZ3a=vTxwA#I09kGN4C|N1 zYs=gE<*ey>04oCSJnQa09P2%$V3s1pfbK^HpG7_gL1t&o*v5}>au}A4@7r!bf}R4O z7--si_gQ#VRQb8_ssE~1C`;rb#tL3S%@8Ph%!RCExT+)>-iBDP;C=6~V16)06-(e# zHAb{1Hb#Kg{W)s#PR1K}nli%u+tain{)Qg7i+NspYJ0PGUX2z#vxh{;M9ubaT|8HL zt<`ar)Q&Co6Ht>b^AKf+>T0m|794gplybEx{5e0tz1+fAn1 zpr$8M^o_Ua*v5-O zX`|N%Ir@qq1dhTM@H^|mln>wx4TCv@kN9V_U$)O{@wt2({~oxUVlPk~lpU+_wlr|CUx?Uwp+7H@41DjyD}g{NBY zoCc{{ZESMdJJRNvaon6kkN+4eOFp08`R~8M4{I2qaF{nc&sywL`U7UAtgqwYxwtzO zPb)V~yAYUOfiT`1p`Y=WVr6WI=(3Fg#LoJ&t}*eD;4_2g@T@FZeexz_f4A1~?8H*t z@OJws{z})C-k&Hgg>dFai}Wh#{R!G62wXZxF3t&ckDrBsx?+<8P0GLOppy4`z8I_n zn?kVY<9KTBTRC6=f;iU4Sgs3i3MN_YkH&T?9=Ih_scbaZOU7~m;I%%5v4`2h{xN^U zXDGmb&kp=QXg1#CAOL{L@*IC-cl>^Dw@;u^8;?xO=BO7oY zy;Xo|O3>I@EhB+9rq47)qV>PSICw%osC)g*es>^ z8y>(-Wg^tgTJjc45C0aE%MUe6y`f*D+J~({m@+|Y>e|?zrUD&I#L>HmkN9Cg5ZARC zcq+ApaE={2kt<<=q(~<8}esTxK}k`V_#CZ2b9OT7+)du7lr2mJP;_= zAP+Ui{VcMrcQ`8Povl7Hd+2ZIhsSXb{)0dA3i_N)91dZPJSCI8)|rA7J)2r0&_yA@ zTeFPs``|tN1oU`&XTqOS4vAhLQv`|O$)(b%GRF}lJ-RW0CM5u|5??IRSBE$5c&+sc6C3zz)|@R%M_rt&)MKNcCq1^ z5-4e3)%Xk(u;B3-l7_Gk8@_l>6+JVt#-V-@899l*!XZn&F%pYmB%)9zfSmS>US1k$sa0(WZ$;{fm+XPCIqjvIePDFt zc<@{aBIGYRa=1|tln*UK#_i!MNC<3X(5&%c=0#5hVR=yEUJjFAz=CB_u=v;5%9s1} zk^knqLuw3g<1Yx^DsC`}BLFg5D2XLD+PwHFU~FC_-|p23Aa!R!lr z(Suy+skjpAV;^wP1aJ6sUb6MuUjIf{rf>9)0vZa&bIn^taXt=R z#nZ7M3;H<-k9?IAK7~BHe0Zc~JZey6cM`J0etr7gExX8tP-k-tLI-vq!1>SoK~VTh zv9=8=h!fsW?jnRkP;O!s%|OlY=&j?S44~ptrHISPEYwHC2VX_#v4Wrk+Es?~N@{!p z2oP9HSqDB{Hou2^X{Ad1($Qbk$KotxC=zKJL(jPg$A4Xi3Q<2$J`a6njCSY>Q%x*G zntDQ-aJczfp?+GT&eij7YEfizJb(@UCx4cduV8qS*$*|0hqTZGcm?LiT7xk)#{T{v zzl%Fa2BjHIHVK4B?{I{WLvk>u3h^|NreOG9N*)>U1xiy)k3x>sTYsYr+#qL=w_-S> zr6{>v%Ul^`tr&DySdacg%i2ICYxm+FvR1BTjbi@|S&a|qU}&T@neaIDQ{;?O?vS%` z5EPWm=M$T(WhW|Pe!^YUoE!PcIru>yOUe>F;cx$sNo1TIw31D>6y=kBH`1rRVU0xO zmvtuYO&hPEDy|db3879djQF+eGMxBM+I#fio;dd(=<@>M`@CiRgL|^DiW;XG9q2bJ zXPy7qW{eHFiAj8z;cO31EQWK|MGN{q7eE>Pn`Mn>0*A%tMB+K26J}pL7$=kO#_fjp zyKTm!@W&Cg_*EfdkFSgm#6*{xclp?SqaFiUEs^Fjqi$!krh2*MUB1I>{rIG|w&!od z>|Du8w9KjEOd%@>;<9-Y!4jH_yzks{%X#28e&$b`blbOaEx7Hx(1g{s!Bft&K7JG& zsL78G>|)eyi*>yje`3SD>f%$EJax%emjZPuRF@)NR@W8{^x(f!CDkX&Pm8Nmv0ZoN zt*-6sKhLP!!PjU!S@2gZuNW4{Sx12h$h~(W1^iy{4kv5@aqD*Ai0-0gDfwyJ8~=iq zX}POA4JKQyoNz0@w-~M1#qV*1`<2^_&)7bBLG#L;7Hvgk3p~23ASKq>DABxY2l@Jf z`i4KBQ$M5M-lJWhnO+CKwn%?r{F@uTgj%y6n)Sc+@sJKk*=B z2=RjXJ_Iik=P0q1J!4!VJnKjaAPaM44{!7}x_&(qKXA(mD7p zbZSaGCUd-wt+G5*!;uH%mw~o(TU|aa0!;h4<_Re5OpAHZ%>j`^ZJ`UzOW+EfVm;DJ zmJ{@}zJpgXXw+VIkr=E*X)ojb+>wR!d=ufN2J9^Mcs~yQNK-ww#B@l?bG7rkk3sjqpXSu&Ci#3 zqQBwCKpjk$v7pSy0E-hObl8J)@fXag_*kuHQy+vbWQ$w^=>qS?4(NDKy;p`+;KG|m zS3MWQPk4Z7_+?2R(ERhXaH>T;Er;*7fN+UFP~Y4@dfFiIQK(k;N9b>$5Cskyccqf? z2{aUB94};GMV?U5N5h7Kq<{ymp|#YCEVLJCy){zpW%}y3pw`)tX@Eb3?*(Ox{hwV( zwhu<)1A$hX*zEC*Ix$Z6G|G5=%*ZGfFp(sR`F(0%W{NyTT4ZV=j28xWeuKLA3D|j? z!XRZ~p&bua?cH1$X~B|l32$%SijO6R@G5>m^}53{A$_lyoNoL4b*pW?llcm-S)Z?G z6ZUOEY9p-2`J_KCj<{gC4v99u-a`iUgs@KEC5tp{j zb`RL)H2;YHJ6Euj#!!&5p#fg)^>e?V?eI6u#k1(l0&LV?^wjo@sTj4`2op6>O@PVb zp9|O!&Bm&5b@bL`%n>7=B6$%W&ZWRMJQ)1Dj|d+g8Ox29FdR}YJ^kV+#^W&h(oIk1s zmI&jB24H9>SGX^bX0>)Q0B2uTLUP0b?bygh{sX4#A}h-nDslL;z$uYlAs}Ob#AqRp zA6j92kyuB^M*I7kJ~t8g6wwh^`apy)UIUu}d!Fg92)zN3G!uJ2sJjgPvw5F^1(Ed$ zt=4KY2-OXW)MBn!izCcqI z$tZFe-2|fxpl=jte;tGU^{=xdW>THBr*C+u#3Keo@0Os)UzK6&7sY8=C}9`8cX%*!?#@FgvoL=S8&&ou z2wQ<~^%9>ZAQ)9kLc;R3u`1*zU{?ZugqcwES3~nlhN6p#4V8cv+_?j2q{LEN-c*72h~+GW<>`z`{d8kGmLH+MABB_ zPoW32oUdqccwAzk%O8-{ROQWg4Tr(ak+U_o^D@;Z;h)EO1Qg<=h$04P`QTo*RC*D zBt$+wRGUm|SEWkR5P(7+hvp@gV<8da7;tQMD0`sA_cyS(sP# zYrUh-k=2rKV>EI&;RE*G*2(yYW&+#wYS$+kwcyzC5Fub7)U)0Sh(dFH&OmVl^n6l1 z*2QnO9uV4aURvW?+9s|K_sbbE5;gYUx0+Ay$g{)bF=M}R2l(v2j}eD`9B&5$_tkLU zYB9o!@LHmG6j^_H7O15}Rv*WGlnd#768%c}7>~r*v{DwpfB{dzz-<=Ie~Ectbw35rj6icVP2sC^DywGz*!P*d}e(c)Y)Vs=AO(KuJmOf8n_<5 zGnXoj!dAZ?YS5_p1nzvWPg?$Cv^=86QLMv6KS^!R+r$_C#t+CIzLK`)TkF%eq`fgo z=5O4{*OVE5<750ux%J=o7Js_P?p-PT41u3R^P}G{vTk0I&dd?GPYF{e^4OlN;U^jw z32T+A=t?=l!C17&dS~)@?;@)gi^C5x52r}^!V~p^y2xrDhY;Vxx;Zis;V>{D2xlRl zpc_VitT*r8;T>4;%h#kJLLEXU6kmnsP$S8m%wU?e@Nam4TBIn(dyDzlP%-nw<7xgR zW>?eK)1lXw#(=v0SJro+WguYb>lJ{Q+I`=o=XYdk0QUV~nEF>jL~q-df42BFB4);l z{;=I3rqI~b|BcR`*~`zF^Tugcee001+-S{NV{9-E^xOg(#clZoVs~1TGv-^zj9g}c z(dc{fjLrMbH>Z2?D2C%a-x|wPRi+EaE8v z^G>9Pz1nN6S^h=8eg9s{VwWH2WxTcTYbCE5yO)32&v-XyH7V;U8Rd^tv|;rxG>UYz zqwwYaYg6cA{Wd+Ta}gFiFufOO>fhY|4LWdIAE)_ctw^hJK+{{^O^cOPG4K~b)&wH($^-r zBCkE-kj9mJ%(^|sa_b!kSJPT7)697O&n(YrKHcDNM?Y*om!52#aplff-I_&Z)t*@0 zy4snSd!lvgqc>Pa;qyhmLHC0*#K-%hb&DXWRscDinAbettlNqC6Xc}FcCfmgk!I$z zkJT-PXW0f^*J76qm7MR3eQuLoe}iZSR4Qrh>f$yUE%eBA1-tRQ|VZdNyk`h$#tsKNH1Q)DnUyTs?>DfpC0h2(dV*+qEP0ghk2oQdPI zeGZO`z=sqZu~S^+O&WMlvVr%g21dJFjmlD57BASccyXcqV$WLDCWkL;!73@Mi60=2 znkv_EwVX(_Z5iqg1 z5eLxVzWTi1qG4)-0|8THOi-(f3UP!Y4Lp(&*9HS3EYObkV&c;D6iD1(gBFae9D73x z#@viUStC{)Y>Rok165#b_A(WuDL+vy1-%8ikkDBdvt&+L1Vk{sK^zU{+k2?Z%6;e{ z=Kv$igYmIAx0i)tAJ@jO{YZGq_rlk)(b4;jD{)leHl^n~9-j;9>a3d=fVj~+ zqoY?E-`<6mv@ZDslo4-)=%v#H{Ow{3x-B&nQjXrRp^&l7ouAE>?M>)`^bbtaAiS7Y20iR8> zxx%W*TdVX#aEAa#%AUkyC?`mCfl8tE0-I1dBeq0YOJSSH3;vO%{XXl0oX(zDt~4`t z;Uu>MWRagol>E&9U55M|+Lb0h?|P0@elB>~k)Q8@Ybo;69n9}gevbRsG0D$gaeiDo z`MHk`nfLdEMm)(R}P38O0r1kZDKV=7L=u6upAeos73* zx#MfZDh43(9%~Y0K6*LMmk0gP%Zp;U1BW8G`9|wOiKu_{b6oN1XW(jNj+$nRu*-(r2J=cj4)WGVj%UH(^b7kVDie%=W5QtbOn{j`1-RUO8@KNNHH^B-%{^z&A5 zv_t(or86oydi#EYE;r4--+fx9e(r*KP@GWzXVcH;$r0H1k$-BhpTm*7JWW6U&{u>W z_C3iM7yG_rby7bUgF&hKISQOU68$_#`}`l+_sIc4mA;E(-#5dw**wwu`DP#5ccJD; z?0d74pE-Zdke|Lto|Ga#vrww|2T3+%@ef9?a^&Zy;981(KNrmJP=2=1CLg{0Yyhh5 z?E57m@Tva6ldz*UuXxQSKZ~{eJn&?D`SJZLLw>$fB#m-7`I)yeDL)}FC{=z6fc}xl z&kMBA|AG9JDp609pGRPkY@TTOdFa$E@{`3LHh^6;o*(a2_HbUReJ_NUMthqNn#JDU zN&Eg8&ZjVng4S{OD!bbYTs>m@K3ms!ms@=cp<}F%{7%+)59mX1DC(>C6+E@gQ0;JDuJi$X{n1okW1pOy9m_FOh}qB(*rmH_Z*)P@N~ zNTL?4JgJ_$w^kPUmo)F&tc6s|pDyAwinT7{jj3pFTY7NZCVW7|`^~{Y)D_;el#P^l zSB;Ns`F$9lq?FKv+Xz=Dq_hy$f4z#}aXoZ-JajqD>3xz$1j@GgT^PkrVe7zm$(h23Qwd@%zGSQ9jc24gh>pz-9#U+$o}swclV$OnDVZxmsa85_KlZgOm}MISmg zc$d1gs>>dA*{?1Kd9hBz;X;s%{8%olw5tFX@DMcjs2|zsS*YppwWH^(Bd6!w{~A3b zIv)W&HoporzpOiUs&40jMwr8l#zecua>&)l@}l@P0PL6_i!?v>V#o z{%1!9{m%{!PDGb6v3;MB>@U9ggTwY0!vLbnaFk5#|6?gwT>wLY^Aken;{2RmI=(c~ z@ZN+Y_bRs|-(wwh-Ri_bsM9;Klq4W}-GA#uqYj;jUig5nz?l#BKU;g#q0F}_`faZV zNY-9yyn_0V*Y&HqPiEaPdj4mXf7p1TLUce}%C9?+=O$w5}`#WrlepbTb;sS-2m36^#O(HP)rS zRJfj<#8thCpNTgq@*K-)CA?q5@4L&PO}&YK{zwKqr&X+X@svZzSSmc<#8+j)7ZUzy z4gYW|Jm170vfJvB-RbN+b}-|JFiA{No)|0k=flM zGY5Trg*kQ)78QAs$*gc0t!A<_b>^2MiJU5=CN*C555px|dTOFGvS%i8uy)6X-k6&P zIX_copjU2spM7QcxyZ+z;2LaB{23L~vw&BQv{LnZ03#zi4yn*Y))ZDrG>i1$5%43; zZejub&w>Hwh&|Ysk#{{`Ykwd*q^%O8EB{dZ$9%a+I6tv!+=x!0Eyj8}C7%dzlHv@0 z^_X~!{NgYQ41jlZp_x-PcF(l0ffvSWO;{}1jt_I+6FvmZuJB$Wt2$MV-7{kos1(9v zo;}Z@Cza*I`e^xuc(wmo%pTVH*2dRkTGUwMxVpjwme-Sq5cE5D$evuZL=_}uY8Ubx zGi6-rgob-*GxNQVpaJNV|S=~;zZyF?hFa%VefY3 znyI_Bz^AZBN0CVws(M(!dfTKTc(>f@XWwDJ z*kG<#|BaJzO~KdJAJQP1-y@b#Xm+FEGqPh|x2JORjGB^`$_@TuTOfGIm4Nd+2Z#D- znPZA&A5|nMgGufTf&BWPWsEp5ksH_bBfzOd%CLvyfj>IAov`fIo#?bu*xh92Bys2S z41K%p=3|nVQXy$Lg0)k3q77@A z^t(1#7_I9Ry^+6)jJKi#uS@iD^ifIM>Zwco&yGga7aK?>R$hB3{2?mfs$n!6C&t+U zF}IV~T88r&8=E=(6T*qCiIu2;p&z6*} zlJ)*)_Y#Mwcci^`y)!}v7`AOHfuSgP9l4Ec8AL%?foS$JdMY~!`KaEL(j=Mf)9&8w zdq^N$4WTjrgCpp#llD{h*OeXg*Je({%ImN_GTKYG z2h2&d;4&jWz4z1WF$y7$0TCg#cIAp0r$bze4djb>n~n%&$7*>lmp+r)9|cXpLvHEu z!PoT8c|WPpe^!2`Ez+6oooR0nUwMr(%obFwXJAS4k8i;G)Xhkow%I>)HJhYlH<2*A z8Zb3K+)CN?*S4T-#9MF{AE8pE4>>eHkOau_+ve0gLWDP1x!phXRg?rvYLzDop%ds7 zVf%kQq5LWg|IIy>+h=?OpS=PvbJ%8Zrh-_!KTc4L5ye=^mx3N&(ci1{M7>i8^eP6X zX{ds4Dkr`0ZCZ*UoVGv=p}3#<(uZ(Ca1dyenm}Rmj0;Ly=;?mxANDSauH0_C?NEc} zD+X0w>&9e#-2AyBUsVUzv6)h<^Q!99dTG195bBe0cGNq9oSu+GL5X_PW1lJI7cz+G8x9YMpAcRelHM3X8!`bf4IyjP;w!So>e}_Jz3+)>Z)% z^l0y980=%V*GrCIeAPq7R~L`#nG@QohF7f_!>dgHrE%<0^GjGlv&IB;!(kJu!Ma-b zVi%kJ%`tl_--LB5ns%NZAJ88ITh6EJL5T~ZLi#(ARXJ6YgGE!{mEw{P4}Pg_#dLn~ z=V?;q)q3sCB?;zeW+r_^{e<=2~0QltV0hO`);-XFljt#}I*!Z%dsFOXQ z()>WjrzYFAJg1DOd^zjUVz7;L0>}$k=SS9H9J1%vN(9ZE+;o5U$i`FoZQ9Cae(yG( z8k`(Yotm=-BdYepsVhfG99<8mmdJ2wuKQ?e8_)+8<4MK&nhI*N`jgo|WXQ+oBacx& zs9M8eeh?cg;%G@4*p-|BGMHS2hsf!~QtyXV-x1D@s0t=Tx^PiCSMVxrK;sOYv_>82_^TmVkn8xX1frzIUpH|4Rade*ZS*xrq3AaH ziq>A>fudQbCu>k6g7mT1Cn;ugpW5p}67={>4Iu6D7eWeKW|U(@!oimwdF8BEBS{&1 zL9aRddipAdJE_AjXg-HusWmp*HKx_a@t4$9DdVpVl^KIC4qy*S#f(&d#!E6P)Fir8 zSfDFZ?ag>t2#zF7FznYA9Di+}F%q_CxOt8_dQau18Q;Rn=7}_*Ypov zk@HE;tF&aa!LYy95~Q5Q*F_~8v~WnmV=OI89qp#k{~*R-qc8>oA(_1SF5YQrO4>tP zU+6y^cD%*D5O{g5zNtk?nMXa|qU)M6f^yL(RFsS#aJ*JLsA+SJC)^dWSF^etxu5dd z;B}~|4c`X`%}c&7OMfr+pcoBPhHa166wEo$^frnr!S9^_H&1m>W3;HtLplZK~fKk6lp5UD3V_g-@u?|BBAIhZE4$)QYPQ~ z2Ce6NE*$kQsqUEupn2eYA@^lThNjb7H0QvM_Vflpl=Z-+{{g)=KMUs^$lubApG7Qx zz_FE2`tt@=vrtWcuQd9z@LQU&`I2;!gx{2z(j0)rsPv_EyCYu}>HP=! z8yw_$*Lk1O|D?As`j=LMrsG#gd)P9M@&5m6|FXU^o#dpx1a>(1mZh0b>3@8K%J^RN z<=N_Vc>({;>I%nPalVs%u5B*Wdg@}^{-b}XW>M+%7L(o$zxfa7wabUTOle_zANgcr2YcM~Gh*{t3zR zE=(s`+E4nIdLp6v7gv25&-ecweVNjpUJ-@`kNyYr+U*T}nb*F25uTc3D_`l$`V{() zTwm7zI-MlpH|@zW>dS1G^0KtIkX-Kqe^`B4^v`zkD8h3~dAjf%p*$u>GNc~<{|Fx% z%WGbP1WWvVO&(ITqyRbZ^Y#0JEboWw_gCP(6jX22V*wjV9EBXT@?)$~uj&|Q)ECH; z@kV`NN@c0|6zcMd-0QplL9FppAooAQpQ_gTAC=!y@%{7Ux72~|C6u(Ctv>s`I7tulcII|lgVes-;3yIoz?3j?4(B8 z8Jr`bGQ})kc&P2U{lCSu$xo0fA9?ZWUSPH<4+iv6Z#Kelu2Mbz+BQKMkHYk?##M1m>|!?inh=I{&$+cJE%bs)^~0v){D)YwtA#` zT7w*49_z2j`K@0M$Lqw0ctQNEKM`2I)Ad@LpGxlEcHzHwuJHeti46V^{sZ`bko@nu z=!p0~1r3IpGx<+*4OE2x?_7DXt^Zo2S5*x#(HMRfo5QpDsM}$pQ6F4Ao81DN0p&|0 zEH}^$a}OP+8M^*0y%`2_BI)qWu;T~qo1rvpbK6>u*U4r$V~YL4ZiW$0q8VKHKTyg4 zu#YqNzx;RL|7?-}zZ?<&TYvA$|JoG(-*5#(E1Mr-{kfW0d1ypS2Y^g zMPE|e>#55~M6$i||L@!DoU;$pUVntOK8E(XXEI4mZ?9J!TV~yY*U9!;Mc}md+706a zf5oM}cKk%_+n-xA+Uw@uqP^y_z0Usg5w%y-0@wB$MK#d&?W^IL_N_qdTfnv5V8eRF z+&URo<%&VMM8`69ssegdiGLU4Ulsmc)2?Is{dtFJv(KMSZ?of$OvhgRUi&sX#W8%= z(|Db1v!1tRw%MiVVZ`f9{^!zuD^>g5`dLQ%&7X(%yO-_v9jvuK0{>wB{KK~2pkeOq zSN4C~em^chO#5Ac9wJrejr|H}*7_em1$uH)sT6%YS zzN&>O_tC+rtD~`=ZFyOI?qS|fN_l^@>m{RueNHTk2u7Bd#tT!*b9=x4t|b1^jP;q3 z<;C&Mhk3s=8W3PAWhQ*VC#J1Xc`Fvuw6XP z!m5;SurSCz{}$&Ocszn$96RpYgujU;Df|R=i3Udsv6&B0ZD7)I{$~e!1*h&j$W@mo z@@(_#bQ`B`*wwArrg^m6-ruA7m)NXpK>s02HcF9F6h{=A;XDi|{YwTH4a^DkYG^iI z4tC z+XhZR9G$OI58IROvYv1p)`>tPjV+wRFIj=#%*ZZbzXFsF%~T5qfwO-JKvIG(S-$5% zlJfmVoDZ(Q&*y?*^}Vy4Qmvn_s)rtcO}ZP&{b;7f!r7 zBfhTYt9B&cXUy+He~~V!faK~05v>PMRwWlgOeuhMHF8vg?+qP?)hJdF_~*2eFI=1Q zwzcg?lJkt_L9H`F6F3Vb(pDa+22QPyRruOhu^b0qWNz6VRvnRUfc)~Dk6 zo`XsLq|g7Q(w{{ndS;-oc4h|2Y3+5G^%t4-xv+SCaXQJ@byQzwc`hs*kx^c^j>?0z z#TuOCd|qn#XfI5#Ra4iLe7Fer&a=~ze{@C$vks#_Y%i?m_zHD&w4NjR{;>MKC75;l=UfnZ%yIPQS19@87RCR${;zdz5a83e+C%=Q~QJOc2r-c zyt%OO=8W=A?x?)O>w6h>EvvroIU^nUC#PjF>xlF{zf-NP@2>Off#my){y&u;kS{Dq zsn11O!=-;mMoISX$j;D)#1h@vzfT6fQSVTvgI|s1rygtXR3_Y)&8fPVxA*rP27Sr* z5xw2V-Bs9sz*;ByjQ))uho)mCwDGdF@pSk@`~5}?H5Se2Nr$J*zhty$?nqx^5Zy{V z<^ooFsc_lg-~Hoe;^H%Mak>na#2Prx2%ZQR>`umt)DX%;O-1Gac$}-f0L2C@oboA$ zOQ1Z=C-@QwIn++H_oL8%m`9#;FyFt3@5P=R?fRGu{=X)ii{isxzXr*$~igqgYof}DOHWllM(v^xOo@s(cI_|z& zl#aylTE}*L3j;6lSJroN^vl(L?MS{qto_ROIr8fwEKl}z6P63VpV4^E_%;=Pm*L7` z?N!EMrxf_NSJowy zkCp$a`lbA%^~w5OlYrk4MAI5&YbV{mH9libf!*w00*a(z*Od;*NBCzc9`PLxc(rm83?)>IQgPZuwTm zjFfPYd7YQh)jaI_?xB*~Xnc_Br4s3x{6p~{^P`#lqhs4HF6a_^8zCaekLIMp5rGH) z(jr=r$JG3Ce=9s{{t14`{rud9b*Jp-uQJhg2S8@g^fI%=Uau$n`D+I;yS=b!Bx-Er zhW=PiCGtJb*e>NIH{H^oL_Qz2+xqDFhxn$mpC3m(cwF+OvBFvB4)$itmiFBnQuc2d zYtq=4nGYd+(y{Ze2#pK@ECc%>gyG{LIGS#Ep*!178bP7c-0Y0{!Ob+G%MfH`_w4^W zlE?92O#6I&BfQc=es1tbw!Y)JT|XI*M!r7o?>D=t3~HT>_1xdTHS7LmSD8D*{AQ#96&^K!~fF&FwSE@|+Gd^_k0lY(@GS>K)98YmZmNm01OHP0uP#b3V zJMw%0eL;>}J^*C7Oy&bX;+W(tb4U7pxO@O2Cz22V*#Nqy?CUrCm#h$xIpBZs076CF zIg9>lZZ9y~Jq>_uZrbMq$e1tAY|nQ0nfU}Tag)r(#`&2J?em*Gk6IqYd^k=569T|d zKsJCB`>c`xWcUPUAqN1B2mAt?K{ugxn5cK5bdF1qVVyf_uVeHNV2|@@jg$UCMRxxn zlYh|nG=?H~6qjm_@aFcEDktIhb%L5Pq$oYrT54s#9Bo$yt(M8-e9bUa7DT1RD!ZH7?LXCP zAjJUo`AePXw2{M3*I1vd(Qf~gteUA+p5;{8p1)AXfoS<^X0=1*73MWw?Dzksv){k+ zBPLn3tsco^MY>>BwHn_Wz`&`zhiWM!ksil=Fw%8(|0)`Kh&|*bEib89&X}i~; zqE$pe_x=CpoU?m3AAI=H+UJ$ukL>+8_k7IEnVByY_pl68t&E7_;5o=i{Y2Yy25vGnE#Hu)?!C~X(B1KDp22`?bA5Tq18+?L#*PkXs) zQr_&3pZ2BS0$G=8j&CiS0sj%^qm~3rD&J1{#f%bW>DkB?S57R)*L|#WLTpOHT9$Wg z_{9PBCC`O6+Pk>&imT6(Jy912Sbx-Z!tmo!K}9=U-h#GnXme#%=ZW{(Ao$kai@;7p9HmaXRGxY_1OU>SNW%%K_)A> zP~g#d4X=m_Xbv@B^}*Xq&@3X+xID@-%Ohm09+}ElJ<=?X`pZ{s`1RByogu&=vXrJT zkrq9I#m8+I3RSWtWRR{lELYuo@=^DA-+O%&Ol40y8SOD2^{Czn)aFKbFoY)`HT11| zJ0tl>Gy|qs9WZymv$Pso1WcEgf`%tt*GfJ)Ct?S9X*All#jE9}GG zq4X&%dZ|mn}VnZf1+{9jlo<4mS3hy@`br1cz zCw_X}zrXd*J2;LDvs5^5(yv&h=+V5Phau{gtuRLt?W@bT>tbXt@nmDrAzBx@a~Bp1^)~D&M|%FpYDG>be61# zN?yZ?2*$CkvLuRSjby%GgvC7rtoY;aUcA2*QPzsoyv{+O3*ptXzkRKTG6!Nkv=-T? zv0-nGS?gU5z0*iK?I-s%>-VlF>}UI54=qVmbl~++@9fi84>*YI)77aq`dSd(<6(Pm zAg+YnPwT(TVYMFmQu=zxvl;?^Vc_zQ;w*md2TADkUJ`kmyV*3??|P^h4NCU2tG7i1# z`^llFt%m@o}_rG3B&xghyrt(cge;tSD+gUp${=TZQJ-BFbVHtu^m&Af|?WX0te=Q~%?9M# zgY)RS9{<;cIE^vbLAQWl^T6N+JJ{p|QF_imxLpS$-4`kO=u|a>eZ=2+7oj?J%^7Q* z;2gWInHYRgJsKFCQ&QK|FsLLL2{kx1%_TKWq3`0xip)YY;WZh|P+EiV;5q!1-H;lc zs>XQ!0`Z-K9J>>JKSPD!cAqHcq1Ma+UfTTG zIOw~@uJt>RNcv*bjz|V=DI9oA8+$7qR420ayzq z%J`1655p1R^Eos`#5}m~-NeA){E}c(=z1iyWxwm@I~D%eWf^wW9D6m6+6qQMWT7!g zrBG7SY~74arv$h{7U6{7O#JXyoXAL3X^p)-0*wV*!bmvlb8#v~;t^Uix|eEt4$h6$ z#qmY_cUN=7oh928d3|vR$!h`M6e|o0d1cZ2to$k%*sRZ1N&IINu2_1oaMQ zbofd9b2a}AhJQ||+&U6pu%q!`e^DCp5O;evpR~w8RqGGQ6M`6D2^s$WI+78e#P^(u zgUx~qIox<g&+NBS1$Wq|`1wL%rmDtUHlcC)qWh}ErwF^w}iN;WsVnwC48?TIs! z#5=)4Ti|31tyE%htcV3i2w$9~ZLkP`%JQLivvxAU2$-H-)hHZJI35_?wz*)u!uZJU z&QR>`tJiqgohUVZ^1Q$WhoMUFye!4@bjdy#-`nStKEU|07@`Qavw_lBaX&l&o9dDW zk?xDJp3wa7)VG0+s%Gd@q&ILdpk;`9R#MgE)Xc#riU;1HdEhkRfip4E@R|YP)&c$S zz!^U?Jn;5jJh0_xBDe!Q%W$h(@I>>#+W;5vKraJajs6<`_fQZ1_sjnHpR|$2|G->{ zS@o|6|C`^F|8)Xq?ZJ+#KbPWv^+LEso6ov31& zl_?InITL|sg(@iW=2p~?j|7)Dt80|=#lQ7=Y1hL( zn~vm@`5yK;O`fzUY7q7r`WC5>PvQ@MF2z2N5?(Bi@4;iuKJUGX?9)0DB;S*NR)79| z^3P?8e-0r3yz%|>Plp=lKR&{$!uCm|ysrtHg*RsSs79g6Z%iHFDkF ze&AsbDcV$TUzF*s;e&(6;=)6KhZH^}c(k(mLx)FC|Gz#$mWuxMZd&|>J4!@QD&$W= zR{iZ+Umqbw&%c&l-<^k2Umx)tKk8B6`TMJn{+yZT_|62d#2`7jX=c53q8JAUP@y^)CNH$G&`tLea)GqMM8HT_EfcA6!lH@sDRM}ASV zy*_|HsYiQx@2@>3~K2XbEDl|H^jWrsFC+7tE{KQb5fADaL5|9oM8&Y{CmAK1XLc1=cp3ICz6^WzQ=GJSRfl4}-zI8f(4rFzD67(P2Wkbuva6 zzxnXNj75QVFbqH1#VE_h78|x8pupzg`)lyah2JFnGTwY5ezW5fvUyZ=K32sw;kOg^ zBoILv&>Lzi4zHVFzb&r1pgHlcOuqMbKO*+D(U~Jg3;h*$ z|1L#;CxZSK^L=zTdRxrih88F)ycHy<$*hHGMt3g+3oHGO?GBF zHeuinzznS!1MF!(HR=u(D z?Zd6v_u{+Q_y>Hk$<=VCv3~nFTo|vhen>NN#x8_AOtNAmn&sc9udjde<<;+gYW3R# zaQf7Cdu!+uju40y{u>I=d^$SwG2k>2#waq_7Z_iqFVQpc)D(76*jifbp3G;kjzQ`o zCyo_97KNFE20+8Y%8c(O1Q;gF`U>@;cauXW2<)urAK5Mf83tIgdu(}OPE1DvKzVVcjho%!cf?-}iD7}ogK8KFD)uxXBf%UZSCeG27dJ_!95 zxHQ4?-deRD#5fE{^Phn#ZCFs?DS-1@Aih@vdBeINOp(0ZZbgTx1_MR#(YGR>Lp3T- z&navG{JT65vfmD8BAZOA_XJTB>N3fJ2p@*046~w7<1?9L=s^G-@VS3~M=I(y-`Myr zyn7f;CLT$kXwi1}A88NVKjRiX5C~g0J&ZfoK?9x%r1m>!?PRiE@QOwJnG;yRpZS3n z{wxX5%!@7#$NR;+1hb4)PquUD_gEZ1djMny8Rp}765q+YV5U=DftM9db){2QjjKw0 zU(M%boJr&5suowZa>ZFSL9QrdC(6|@TuqWII;&kHSL7Fy<%(Qlid>Zfn56(#IeNxk zhU94(uBOWs10uNcN0HpYEb^AH=5jE4e1u~8W>|m|9x;|72fwU={D^I4#ZNsRq_{I+ zKLy^+{5s|K6X4uIe9C0cU=U^Y^jvW1iQ%^rp%LKHCkU6G5g48bm1;h{1SP?zXRRZw z?Tz+}no*+?^~&G9vRTnH^@D=$)YI3Af@FyPc>I}JJHY;{{~*iRa^#ZSr@>|-QJe#{>| z8QoqT_pk2s$B(}fDr;5d>FWTfW5b=hAiCCAk)hyw;h9;9P$3|3SzEA+X|&!=gw84s zb~T)D_9qH38HkyhES<_|O~7aP#h<|F$S;Cf-7Cz@J_WVPvu#Kt73>PFj8!2IQfGX? zLy1IFunT>IGPcmE=`7k^wB4@R;nd`HpPtlb;j~=SiCJvFm8i}{UNF>vqM>6MG|-SA z%5(g`vsPuEUDeg_v=iK651*$43L5eoy5LLX)a*dwU<}-6-8>x3%&zOQHzPSyL*8S! z^Ev*T0jT(6FT9)J;neoO5aaJ(g&sKmoA}~acp>MMF*<8z*Nra#Xh;F|S9>iJjd5Sh zjJy@sWVa(T!@(UH?Lqj7V(JEWlGuWeHOLR9N7CI3CXbsQY z208I1ys}>_22SRvZ;KLkU8mE~W$*3&1c7)FP0%lAl>E!_FSZ9yJs;KM2|6BKA1j^b z3`YMkbZezB9Jj2+vZcZSaf-iKdl%_B3OC&H+GTcqLVB0!foE_ZO5LI#@xP|2Beoi;QWO7#Y zbv)A5xOD4*Oahr}O$;A{#;xcE)R|UCh>fUpb>G71glw$nQr3*k=_*);{JFq){N4u> z3ET6#Dp^@bHtdesb5Zl4x2bCMH@+{#taK zX727ejq}w##hD1P#uh%%a!m3><3>bTqn4i{%^E3T@kRt%qli;2(;AnkHzL*=DOONS zq*)^egBuZOjjifthDf(bb|lb<2Xb=_ZX)JpGH$qfkT+9sBNCnxID{Ljg7RiMZa6f# znSmP_9f~zJ;wkPqPQGkp&A4wd_pBWE3-rB`!j-rKa74mIL~)RB*_=lXXYp3aVWo0F zj8H?MDDLDtC5o%@OHoXboD#)%9Sv6C5yh1viqFHRaeN9eCerHbQa26ODBISBQ`Dr??2D?w#(&78%qSyJ)saQlEeG4R)jte z_U3SWWNEQAdlzo3rLEXF+Xs&X)qk|i9yB0KEyUF>X9+b3O^I`5JW8h$eJY=$YLR}_ zU}RQg>ya3!qEoWY$g_CIvF&0-Sb6)w#9YcM)t+9tkO;uVk`U6AZbdhvq#MT{tWrXAR{+^fa|C#Hhr3P{)cSpR?Eq^jU~GW*B7hgA zmxs5af1$$FtFDOo1jo=I?`iE?ikrUJD#6 z`gy>qT|pJqrbcc>rlVrTtG9vAdOPxi!#N`OgAN|m}W3`0ZcUJddpra7)Gvzb#L*dqIL=BnigC?8LAV`K!h8z_|HQ4R`nir}dq zx7oNQIpZ=Dmo2=64t5`e9xPOVgFI1RyMxg*=dXdtlKZf}UK+QSDsU3IpTXd`oQ`g# zs9DVqVD``ujPx$wmdWx*SkYgx{Eu{b^x88JKp_u0u9%F33zlQCoE(K28%lA0a3uLL zvc~-m@cdUezyjE=D$)lTeaVV`iWox`=mTL2{~dc&wtG09D*83!S@LU?yCfI0Z?}I` zz7<)IwUT+4`?o6j~tCV!fNj;!yivA!3$V2!VVBJ2AJ977q`_X3VGuI~jFWfO6AjTwh5#}#7x9Y?PF zMe?nry)mZepZ{JDy=GXEGto)btB1|85>(I?ggzTv#OE~$vNSL#=MoJ6dp zV=k~?EM5~j&6GIFQ(}rLQNa>cbPVh940y5(ILTZ-p=hQL=3={?uy}3Q3+*%e;h!(Q zs3wjJ3el9ocIBfaD>m(D@S}xfPey1I^k^{)l;Gvq@tbrz>3sSs7{dWNB_6Wfzo=1H zqXGZh^jh=>Ud0dU%CujNUk7N>Lk^&Jf6tPVk1vhCl&1H_^cxkBHaK_OpYHY0JL_U& zYz2*V>&Ci&r0tgk#ePQHNB!YezdHg=X#U&dd(LgtXV`zA-)FjeN$q0a@7X@_&hPO< zsPyywqu%djd>k0Y_ktdu`x_%4JtU^)RN9t@w~5r8@^s)J60>hN;DZkcR(W`dL zG^&hUFe!EucSfR{Kx4#{Rk7M0mE(Se1vJa9o&>4{Q@TbmrOD`>aO$!txKd0hge%3A zrsGO6r5U(V+__OfO>yUlx|t#jxk=q9?mS1`OqVy!xN++MP^CYbt_)LMDO6pd2BW${ z%cbf{DXvsk%5bH+Qtoa?O_CJ8R9OvZ7cRA;zjy<71I2dGo=?`q?q#n-X%T}pEuf-a z+0?bXI#wOv)00SykcE!elStejbHW|(T$~SECv~?qv)-Z=9cBU)rdrg2MzzxE9`$CQ zg&VG8!Jl~wEpoPZkI8uuN%S0xK^ zWvy!Ul)}al+MvaLjXM?6qyM)^j-CMD`0QD5mBTIIO2;hK~3X-B_(Dd+OsJdum%nFMBGiACY<5plU^4fx<<5 zQ3muRS*pE@mCQK2#x_xOCtlL{Swve6wuhdBk=n>>u7Kv^y|Ug}k)0TVQ?mj2@IR-l zXC0{MO+4h1h}%or;6_`n`KADmn}VBZb<1E=o7$C4%AVN;t77+&;oz1Gcu<$THuXFQ zQ33wjQJv43*_E++M9I__2ErOum**72!Utzpr}R;4Y2D`HyuqRIPTe-xAZb;5&B^<{ zol6TO%#j&4JY3SS1>eJp82Y|4Kb?T7ChMAKP<6Tqsy#z(-YgM+J@i9xp0xMLcT;~L z7Ae?{Hc$p5SSsNn6-)x_{i+S7YA$i4SO*Nvkg#ymO3<9S&E9K8zmAt9a;?Y|{5rt` zSg(~CJ7vR8Uk~1CD$A0ULu#2d4b5sh7~00td%jv)O+jlcRe%Az+#oaEx=Gc9-ML_v z6-`ichY{8PQ)B(kXhp<@71@gyAc5U9f1i=kmuUaqL8joffA4_(8d0 z4IMtB)^A0d2^LV0&t5aMCch+@Z;e^w)a2Um81Au!P_+TZLjz}o4$*jMMT_vgwt;S7 z=iMAMV@g@k33#os(H7jCaC7-qnS9PNwBXL;BEg*FaiK9{ZV#QUF!vq2mXEiy+(7gq zWr&qtG(4KtgY!`g(>38P=E`RcKipCM_$HXdoOHdU6N6v)`wQaFUstN8TQuQ{)+riF4mS@12l7A=GD;Q z_>|u@>|+0Z%@G6h!=+W}LMl143%q1HsgJ#%q?HdvB z`s19JIpRF*RCj@~65#+QXMgDTZ1`3@M1!HrpbM+Ns<;)tN*c*^%ka$Xe@jhPI7hwezMT#|aONrK{1WOO_>W_7E zV-c|N9X`7@#>F}2n{ft1j48&H2cYUjeXfBov}|0qpdA#TeVPhgR{U&P$6!+u8{(U- z$WPEgxbA?HqA3vVNlBu$B8_+i!lhZ0vy)Cdp+GgJfLjDUr13B0z+E4EtrbN!b}om? zieBQ(YJ3+JU~&z_Q#Xu1kY|c~bot14_~t3{7ejA@p?{TA8b}dznhIvQ6+H|kg-wAm z;czyCZ%%{d90K{na5Sgzvl+T!1u{87A*;@YvSh6i)<6*BgdB()95Te`#dr`Z#mA&4 zC>THmE6`tZL)Kb#JfFyysy^AKC9a}tiCjGazJX8Gbd$+OAR$5nQ!5D{D>?_|Is3kc z-=de){5um%En>I=7`{$0Ecixy-*K~LGG&#VmuZE+g!*B&MQ~689{wY$!4o!OxYp87 zx{z`y_{n(=YVtfU??F7AL3J877-%gjHbg1-!99_1BGeCe z&d<01V6Eyf)Bm^VG&}!iREdrg3uBuiXL9bL_3>)PrDj{?R@4OMpQp{@W{!m57RPx~ z35Q8F|8SXu%NBOE5|abFL-=Jl#&~M*0nQDVTX+UEw913OS*td?+wmBEWM7JQ18WsN z_b{|8S2)Xcx4Q?ha{8m=*PxgiIvx!hfQ$j(j`g{%{LVuz*I<~6U4IYtD{?_#j-jan z_g3i%7*KL?A?`qBvIt@S+;=#Hw65ss^dMeHHx%?!RLWU=JY|AR1E3Sv3FVuBsbD{@ zp3B6_v|Uc2)mGF2bc$Yb2cuFO$C>K29*at>383YkMZ!&Q<|2+Iy%{xE)0@doHggSn zf@WIyonlE?OF)c(UHiOZ#C{I^M;GYlwL1;4x7WH4V1;Nu*A2fJHv!CuKPofkP5^yP zfpeX>Tw;%lt7uUEa6IM`y%^Q&Rdyj=e)G>!?7oVW83{D9L&}x+dw&(CAHfqZ)Bii} zt)&&C>^%@5m89_>uJ*Egz5 zwHN89KOk50{`h%av|y0sw^@-R&_()c2C)ZuLQw)P8SvFS-`<<==<}NLjr7P&z zg=9}v?ze%3b6hVOGmXO)ZwzgmU|a0uUD&#;AD8SJbND(N!iakfXFUAbd z#WMj1y`*`T#SDN&dD7xCTV^%}riUf+t7tcut=wu7hZz^{;B;1CJK9?Te5Vk4I!dVd zvI!+T>lgYr6&jxamJKb!vK~iqruIw2J1c>T8DKE%=tOLUOoAM}2I?&>Km{qp<&)?% z-HhG=x`F#|J9x6u6rRKti3SQnz7KQ*y9;+fiJt=C=PSg|IWg+nXbNBvPqG=BXs|yI z(D~6Ky~atzbZw>ODLa1J3x+_}Ds`3wQjWdp{YCw2hrFL}; zNbC7%{ak5X`hsqJ#SH;skoTaE(V&l;rJvc|_iKmpD?l5I07fB?Vew!<$YU7f$wj$B zBZfSLyrJs zNXAHvy-$B#@UL`#;P+V{Vz)og`to|#r{Wa~C-)z(U_YV!@1VqjtR{kT$AgOLbj%GD zoF^s`3&WoQxk|*sB>aeYMPU%2UnH+MrK_j~h+Es$R2aZ-R(wx3I1<@Yy}cC=3V@$s z_R}G8DYw^#D&bR@2%Sutu7}Tr-4Qy2$0Q<2eDOwaG()}pGHfBQ$?S%E`I6H>6+X2V znOcjJ6T8=g-V{AfEjA}9TCCiDyy55YZ4`fr?P%+Mwk7gbHQ4aO?q#Mv?mpgG-X#LusQZhO-nIyZntToyb3@CJDi|DV(<)flU^GHC{l~(YEJ^*)PQ=Hkf>TTl~SRZfYvBxGvm)v ze(o%&w>OJ2GyxB}*;HANKck}S8?FW7YGc}EZI?f_+fH;dkl9G)58yL%{r{*M36<6N%sAU+4gBCF0PzPLGg0~E~xDdb5?T;kj zO&>a{UP3PRk+PQk8D#^qY6Y!IWI&?25aAZsWRQr9^+7@McXy=bM?U7q z7n1V>2M&XD+|w{(DX-)SLX)0S{Yl<4enrK{&Du#jDmVeR6*2HK@UvDvQN~K}!XK*@ z$rY*n8o45mn=DroaWzG*hT$qCSB1EmE?2{GHAAk7ZM7Pa8wQF=f6*t9=Xmtchxfw3 z*<=}Rgtzmi90SY)EtF|)t%4%RkrjgnvmS3Fv;*WszKvhHVA8*X+`1UQnejLC$f5&e z(e0>eJRVlqPm@W5Ki8o*9q0i~S>VUl=l0;o#RuZY>+rESXA&#*b~kpk3_}JzEeXi` zBtI@L;^EGH@Z%5`k;)x;L~nk4Vv-+2$Y5CPlNIIqw|h2{NC*plPUr{wxuCDoBz={- z7YgC@*zX&L_zBIc&ff@PU{=1cFU#+R|oJK34H?g zyT0NhxC3)$6qB(k-)@Vp4?R<~2|FwZcla~6dp^TWmYU9_;f=eO^(AfavDf=N66bK2 zwJfu~&CCH)pNKcyte__(DlOXN)OE@BSa*)Gf8r<@ z$N#gEXYIqLo)a5>hf|dYe@6c->{}uSF>>6Xzo@oLww6OjBlU8YC<~DVq{R}%v8>`w z=d(AgWmH35mo=L_(teg;iGDn$nb`lop!PNB&|Y8d8hU}p>L@3 z*DV6c9R(;WeMIkGxs)Y>U&Ll?gE82t+1C9h{ZjYgdeo~ytHlUc-3pIWFE9<9h6ZwA zI7Ql6Z;-@reB8a1v!=j37O&caScDkAg<96b4K?=+xoWEE#0@s=I7%)yFLiCSrkD{y z`H&GYQqGuy7s`93!WE)MHU~UKWh9K9>B8Nz(poDTL?4w@9*6H;vJ?aJ8|2yphtt`D zfT%b*vZ~`yIp)TH_*wS`Qic(rcNu|PCV%)?|$_MBkv~sQOUc7)S@BsCOQkL zi)&9wSYl9(2)V`<7SM9ecuR_?Gw~53?M!@x2s{%XAu>;SOQyu0a+pksITa<5l5~x& zY*5ENQ1UTWLe@6CVXOqZECO^gZlu?I!&nK?2YAC+i563gu@dA1@(p7pNEN(kY{Uib zxi2aA5p}=V+*A7EJ=F-lpA!&pD{(ym4^tr%R6(Q)_Oz#{&f+sAs#o9=a%4hER8w`J zsHVtHiR#MZ(nPgdO&L*rDSEPp4I(=NMRj&)oP?Qw*NDWlWz)rG*`#)?UdM+brb$fc zVj4nP-inZZ0Lq;b(tm)ikhW<04H`B=`b!}D?z@}Sgqxa_&uhH$`8rT^_bmsK&&gN{ zQhm*(MaY>kYbV3TK+Tj8fT{_l_-i}pSZpW7@mo7^y%uFAvkb)Y5HJV;sG7I16~p_A zu;M>*=(q6;HMKsxA}}5$z`oDI56ai#2kON7(0H<&6@dxrEp>nF^_`0bSj`9=f|HDC z;NnEZG_WyDL)JKJ9s4XR(frhUhTrKbrap=#=`#2Qu*0$8=Q;zqHbLFKj5n-hRX!Wr zaImo!VvT~>jK~_i(8IBoH7GYL^zs;MSwz}Xa&8|=L3e=nJ1Pw;^6=}=pfZr>9ZtTY z#z{a7#jR(gT2u^SAhBPiToqLf}w&sD=c zF9Ru`A5RV0S~mX70hkPWyg^`#L*YLwatHo0*yM-!HK8Vap+ZfNqs_D4(0ySzeX`H9 zQ5ZmBx7i&l`nP0%Vv0cG!}n z>7RG5h!gy}@JrK@n%+c?$vOwl|p zxr-umkUUC33Qy^;FVhUO?yJ~*Vz>sx20kZe<{Jw}fyoB`?qnzzM*jo{K}W_QqF@*t zv3)4(R2SmP&#SWGrmvAeCLf?&8P`r(=B5-k+2*DUH#z2}9J5I+jxaX7$i<7)K=M-q z$-`5&tB1#dhg)-T*T)F;+$P{`APDe@Kk_dQn6A~GAPV%ni$7-ADjY32@*B7{mm2b< zHgpXeuf>5Ja>4hA6-ozYz|Y3WOUK2)Cqzkhe(?egV6{srjz^ zpvi>2Mt^%*Fb%R(LqMq<)Jml1qYm;KP3?VPoqZhm68l(y^0g>90RSgmgO5@gkh~{w z?9w|vD8Je?uT zxetfm+)ogcub_MMT^C-_H`MV~;DT<3Tj`_I58(f&TLE6X>gbS#RQDEmyLZe1yCA7j@LaA z-ak0sQLzpvFdbZgY}ZJ)8Obi)g8rx0^XcGxTY-~M{da-$5%||Dfjk9WrVKG%4kf$1 z9WMM@KkHLJ$i|l*7UN+&hpZnAO?GD@D&?BabZ1hsJC*E?+MkSR{pfXgWGem0Pr*fu zNitYCn`P2Fq!U2zlMa$0WM!!kvL0LsbtQEG#WeewOiv0c3ZOh=uEy)Wd4@3F3;|uC z7HLCpd}|8fFEM4K(MfPkN(_dT4d<<5?6h8<$|30C4#IGeiv-4Q2m=+A(+mlLwy98^)oFb+Se-{MLpUtXuAHcxb&+4Or?eh;8a1$$lz5f zoL(v6jVkj1ji5=VHIEb_tx;G@Z~EnUm+PLWv}ENT?39~^+-@iwn%+~&SVdA9t4u0m z)w=7bC8?8*$4ycvtHn(=#wMC6wSuHhHj%8bjBEzR7zK<_kAg)t$0P)e#lDc3;#55-NwGmm0TnqxbDEyBwX*>rPp^( zpZqg7ou=Op|Lm4HXliR6s#_cQlR`IdlieDKZuMXTT0=J48bitUCmn&Gp3*VgN-w*9 zSmci96(5MmjuxP{F1>raO?Gb*BHs-+J9cu4!RM<+(-{0c=!q^1g_(RJ-nd{8&1nH> z*yQMNb}(Fqy(WpIg}1}Y)#&2z`Es~~dnI;B7M=;KMu0o@ZHa6Lx+I|b=;UaYvrBVT zDvuPfNu|lr{1}*N-aoX3WXt>0j18<&$38Z4(m6-c!fy?#$>x&vBGIK=!ksFphMfFY>zzxITfa)P-njq-+d3PCqKsb z`yc*+h)u^cawVBs8tjMIu6xeFK-kM%wa=SE51EV^y8Gr%46nJL_`VJduikFh60cms z&A)B3`R9%B>w>R2O!(f6X~7*<lIu@H}I+ib%H4w3QBTkt5{6KViS>0Bs4Z%F*hjYH< z3}1|(I-Hq#n98VvZMX0%8BW8tlD8fIa{DlL5x*HXJXkVwBg4J0XBHXF9!XlM6OHY! z8IS1s;N8waBwBF80Gb?WV{~dd=*U6C93Zwu?L=CUR*XRI>92;pzklK$b(>A0tu#^6 zVwnb$=$o`_8S^9{NmCzzwJf+**+E}NHPM9HexXNd-!Xsn&5SpE67S9aqN((JU8$s; zq5Y9nDJ(?l&>ievauC=wuYX8D{hZd=^eH*P0c5 zgWwEyjTmS}Y5N8WoCAi-nf{u+sh`rk2mcCl&zvW+H3e9@-y{HZUeI-YcW^Db=3c~) zG*o}D%LxGdxFKyTc;?f5hkeqC^`d|V^SMV0vKY%!jAE4#My0>o*w?Pv)_ZH4Dg0!U zS%on6v9*m2XoN6=*lDTnL2Yl~Q4ea1`B!=Za?d)7d-Vu#jZMH_{ok0fudWmO?G4)y zUnPm_jQ!F7s7?a-!mXI$NW$iSL?!!c=wb+K!!}G^jLXMUc+E~AJj3fb!L_aYlX&CK zCyc8)ObjEV7Xhs;?rx2UfVBfo&qwP6p(&A75g&T&fNK_13CwbjaEp3?1IM7jb3@6o}ynzhuA~D!8ey z3R0GK1famXdaMKOzaHC}#VXdUc|K#!vIns>u19c0U_HiCj$-4ny;aVkA@e}|!ry@V zuTC2iI;vgotGT+0U=F~vjgP9W=nu*LtyO4`55I+76#Pt%;e9;{RAQXy#49$ASy#ro zg%~b1LAXqDEz^G_8eN7m<33r*Ff3uM{j?Q%P-G1~BR>ncpzDS7dI_CI2e3-z8firq zOCjU^>xoRWw-Fu{m2Zdt z@tq1XS0pr^iMeN7Veh)~syZe+6|W>Kd_B5iEh}K{4fmk-D7U;o{DqjSzr|FP{TYJm zN74@Za04mdTJ|&?5uw|GuJZB5jL(Y9j51Y>G5f4u6Or>pj!1II$lUwxD7#^#J%AonBG2dM$zkYNnT#y z?nVPLem$Ot^!PPE_Y(mRrj#K4uN2N!i60_3({ERLK|ko$kpu(lG_%bRT46O8%i5P7WwO*W;l~ zRgoHczDBF@)C;(i)VN$6qbL1snt&*}O>omZLv4E?c7w^>G1>@6+YB+l_!`FI5Ko0d z5ble3r{Sk#As6K1_m1kN_$A86x>?*tG9Pr$N;wOO|AhSq#-}hoppnDW zfdPw@N9ht1rRT{;P==x{C@RD+v3p8ry(4ho5_ri}zFG6ub zri#h}>`z5S@F4@x5tLOb451eEQ)xw*e^_Q~DMx>~TtZwz9H}{bWekFfPW>0u+wWp! zo(1uhi8-o7={$B&9ri&nD#{JE^l+)w8M@F=uE!tw3m1t>if#=}7YCWkAUR(Ook%~g z(2e5lMXg){xmlA$a7~7fCS<0HmqE$_HJ?>Ci?G#KspRJ6?s#&ar2n3d=URYjjQ>HD z^aUpHQs`%FOXh!rZ6as?M@kmEWXkn8&k|s=R?)wg!{x9!N)^v1gNFMrprC^JWY{W* zPlk;kK8W^myHxV*1j6ek>sY>I|Liu`m)2k9Pwg@|O!#Zi2kI(i3Iky%rSQC_L!Kcj zrB9mZ&k&$6%w)Eh0WaqyJrx4{Gmt$RTof2HF?`y?_MZ#1niav=mFn0-%_1FC*l|$G za9H;xcagmdP`6g?63w(8khuT^Qi16(jDE}tNG8<33H73e{=+}HkDEmmiWD+$yQUCU zL`9eYXrsz?3+fSqxdsH25N|5Tdx^2CFy2%fy@z;&*Fl-;Mv8Fd@f`5kar8NE?_$qM z*ON)kAx6U>UerAsP=~h|GFVK#1k}=fzr+I~19PwVt7!KE(I+5#6QLhs)CFl`L_Dh= zqJM|t1L^Ts1(Gj-%%Z>zqDg~H{JzillmEJSJ~=Ox=UJ~K=>_NWu;lh&%M>}sqfk=S)gGOQhS&tYY>QsOoAxMnm*iP{v^sf3R>yL&S{yJpye)be@9n!` zx=xWl+e3}(|m`^R|E zCb)y*n#O+Lr!%M{)Bx_=sKT{-e=9 zU|x9(y*2h2@m3Cf$+U=k{&Z~LidKrH6ISF!wy6B-AHYCOlCFQ^ag!<{$oqj0TNPj4%ibrZbvyG94jSm~xQFtF0XSUAmjOgr+tN?L(JY`N&M2LY|cSCWj=) z3s}*;)KPTdS5O!UZU7VQZq2ZDH-SG%d87%x4D#8E7GliiK>;7k!2?hgi3y`~>5+}u zwY%&n*iFK~PNX`PHqgJ?}!ofvVkCau>ADn+Vj z9QD(@W_o-_>!*W_O#<-7mE;jVWbFp=H?EX9rJ!I%8jnP4WdU1g02)KPPzYx_$9WX? z6I8G2Sx!01Psb(O<5?1Lrh}PoV4}fh3_J+@6q9QcKiX4gVmTY8Me*i^%)_H3n)ckrv$JZc=g4P^0pil{j zsbok98oUO=a$(R1kR!KXSPDVq=$%H; zCAe%8%qMYln7nN)kqJ39t61Jz(N{o>PEDi2n-xJC9`IBm3y#Cbn~4yajK`_@B%?xL z5)8B+usn{SC%^qeVmp@)&ZRqUO^t2`0rcBF}&XoZBfw;n0i3 z7b=1EH&|Hnk=-bv`K{tT(e;}9SkWU{PO<`!uxH4z!*T7WVW_)Od z)eNl5H(Blg6iutI+*6V1l}-iI>FIhizRxr^`s_JP|u1HeN`HpQcc zSW%kO&D0T#o-=9~x_8UPgatxjWO^wrAS0y(fS^SWKw3qNAmx9lY5F*PY(PI41yb~= z`}<>Iyc*98it(U&#vW;zlH^Pj)8M&@yqd@%Y?s$@f%}BN{&>;500Juol4LI+<48MGe(GgDVT%1$v|0K+2WCt3&V^Buu zCrvho1?%GUKMjRtJ}4paE8HqV$#8E>;~%|e!vqkLo(;=^W{u~BdnsJ+ni#^B^^b8$jyAK2|M(x?}9A6Txj+u{BY=mNcKfIJ4W zpz0w4fU|yFj)I9^-W{ilZ$zMbEunzs|8G;{*EOChwqthM)Tc z#@9!Y$AJP3Fqy;dlW+7{j>pp_8Iy=MMG<8=jitHJW}hU5W0DL+m-~hH!k&%Ygs+nN zYj6C_lk!kzpct(LEf^Mmv#=nrc%|?Ni_fA5sbcY^uj5jaa0f~FZo}foX%_z+0Auj= zca%t@T{2Gh7}lXNx=vv<#ldIcbL3l8t&K!yl%)L|%4x2|Z9=1Ex6)P_HAWl1Hz zYYU>=8&1(T)sk@_0u-`Z` zx)=3<{!Vn>pf#AS`6z|dFY$%D9DkDZN6pT?pJ>)#IYS9H88P{4^hnSMguhXueu5rq zHE3L3G4$pm@LqQd+#ZTII6KuqgbZPXrrJzY+Z!L7;5TPVdY60kL0Kg>h!jU zf|C-!O?U}e5&|>?NxV<-Bc_os`hj~bUKx3=ptOplD3c{rg2R>*d2z$gI4}U>?!UZzz4c3TsFOy#Ou^^1!G)Ls``O9X+nyyE65&nziR7-xun!I z;fvV%p6sFFK|{D|i6Z<+F{7Wd*~O;O@YmbU3)(nun)A<1PSO zjEzdTFQEx6V#X_v7SHo5eeGq!QrpYu6y|Fy%f|m9 z_{8 zIXWfwl@z-TVipwUUaNk!=Di-X+5IzE7+&c|SHN}7eIDoxKaN=JIc81Lgym)dywi|; z1b@EEKbK=&9~xmDi3JNx9wi$?vZg!!X0=+W*=U~l`9#zo&u9`|X5GS7%t#1AfCNm( z7r*@hPx1I?@y3Y}O5A1fcRzz-gme7+e9^PkU!&HfMYSLMVy)M{IJP}$Up(rs{n{75 z9)o>xe#*Z1yMKHX?2B28WF34E_QeEURWBZ~yH|1md;z!iJIMi%Xd~9F*Uua*fTA)S5$M(gK z?Th~b`{Gew{HWU(N1%tsCimZNU%c+j)L1^YFTz0cv3>C)Z(n@$1}M@!?TgtT0sG>a zV-Lc<_`owXsD)r@`$*dtmtL<{D=GWp0zTe%@p(9!82jQ`cY2D)+wrDP z`{K!SJ;m^?*kI2`tx5Z0(qFR@zOkinYvG{*%&(qBUs>Gq@QQNW`*EGa(d)+_e%ME6?W7-btY!~9SnR5n_TUQTgxPuv zjifc}Vl@legB{=g1B|4>`S#Tt?3_US?;U__O_T?X7%8FI^YE7I>C9?(z3kLj8G0-b-svO#IIH7&3e1@&Cxz~phb`v zoQog71L&af*DiZEp-xp$`u9B3!VsL7)V+eGi1;d0-ePA3GCKHea=7z&qD+>13TGf~ z?~4SWE$EK1q(AZ<(4_Pp9|_!-KanCx!6%L5ec-dni_bg$=*8!8?e741G~s*jCP+gB zCW-hx;B8X;2XXR|JUuvI5V(tf_Ybg}2Y1AfHJLu&QZWV^AQ%XBfbfn2oUW3F+{dp? zBKHsIst37`ZU%Di>IYW0;InjC&DoHG73Wt!`vY@-4AKv3|Ks}S04n8w{LTd+|U13i1FRlK(M7CA|K}JCQXK{%YLePx=#QU@ypQTf^rSA=^yr{1)9`&Ca0Y z4h7$V>mFXyzp@NB#-rdW78N&C?9+O@i5Fr^xesq*dhN3V-G5B(@1uG5c68PFV|e|1 zpW1V%p1xz@T9a}@I(SDKlviOO!H4J!vp1? z%usUe-=ngSTNsKa*W=kq1%Q(=qtgK3!%gAyv{WkrG z%kum2P~L*Kx?jg&pIi59C@xLEg4oHAJc(lPN)CCIn2uI>+(oOk3pgEnMl^Z!`GEkQ% zAuE~P-xU8r?Rp%!lkb#o%0-wCDe!OS1QMrGH!I+#UG$WC}YB*!-$BSA<)tH+s(UTjH@ zGz&OX97)gD$j@0+A>}PVC54nW!YD>ZEN6(QcPg~p8D-qSSFt|%u; zI4*|X2$OY|(u{X2@75=VIZezhP?r`ZqXr;Qmn{VvdRwqVVQR7z1f zXW}`pY>EEX1DMUa`84^WGQEtz_tKdd$~ULOdo%cCvTd$10dGmep+|MUcT@vaMRY!! zljN^yUYW;XxQF6?opOQa4j7}t$V=AN1BK6#@e3RxsnsO`xvfXb(sCeFs z2afVzJ_bm$mWiKOeMxl=&R39GFPy@PzRnq(bYH#;*f|vUWyznNj1fA3`|>I#;aqYW z8ch2CGfzV*-kfqVb?5@~rKGv4pM(eIdyScZd=D0ZsIUl6cOZ(99@{+*s1f+NN8+j( z)oPSOIf)((SW=JoqBq9-_eVYnt2zl; z>2OzJ(DjBMRrSmYYzS0&Eo%4O-1=~7E&O*sgXZWmw;A&z<-eOw58p`}Pr4hHI{_{9 zc=TJ;nHqn(FB|D=0^3T_pN9XXUieplW|fVXSa8PWD%MZFZ$+=e_rjFy4lDW&=Ae5V zpQJh3x$s@;`6x=)%Cu5idvr+-Jze_T-vL+Y#ob`}>- z1HIYHwr2KXxqo3%#d2Sk>1Ga;Vd4wr((D|I)bCtV_sewWr7D>NCpXjdMsObw(>fsj23XPjqiW*qJCDRDyQEs8ZC8I=`iXXIwUGmUxita#JTR-skRKD&tksb4@ZqZ@#k?3o;;4)#9OYK>j)EbMGRRruZj_J5{aw8O@?RkERe!Jsg(ZDZN?Qw=~Q2 zd?l$yB#b!1PgfsGfLNh-brj*Kb4=3dOa^M_{&Cu8pKYsb%1ai2o z*UrlIcCC(^skbYRY4_!0V*w7#yqS zh%JT7SJQ?b0+PI23WxV{S#~o4b9=RWI;2&Yrq4rnJO0^aYEh8d7KrhQhiRi1iFng; zvpk@&@ekiiZ3~<{%TqkQ7;pOA78pFkQ_O4&oQYcdwI|N-+7p-lD``)>8|T{hV^6&J zYp^FSNZAudJ@QeoC(i$YENBnHo_GUFDhB+YuqSqYY)^!hy=UftwV3Hf5PVqn#3NRH zY)_$g*N}McgRv(LzFMy$H^4FZAnl0*!T$DdPs|v1==Q{;>V^Hf zAKMf6Z%>Ruc|0V0;-rfp($nmT7vqWXf4<)+488oHjdJ_3J&}`LG_C)C?1_(=eTI+i ziT|J26Q8(IOM;K>iQX(NAKMd+QSyD-6Q3BY<<>{So_KDmHy@@waUq)dh}jd5^K|KB zdm@cD*sS{4o`}`+e}g^o&)=bx>eHT>H)g-~#KQlmJ@Kk99)vyd2uTg_Z?Pwi4XQ;! z%AR-*pY*gR79-t6@?reDa1$|Z#(zRCxYV18c+;mnaT#Cqto4Oo(4P1~`Tzb0{flv0 zIGz2R8hDXrI(1og)!g>r66IsO{C6~r)-=Og)rP^h4$iWz9lK#3tyvMPfwS>CIvY=) z5BR2>ja$Ts`^Cz`e2p`k;icIGuhm`-$JhYORr!LQntV7E=b!@o^l~|#LoeXEd6H~{ z{c6ERjW7NsIvm$*v4b1ozUtJ>gDWtcJGRspZ904nb9&ayqYH9#!}au1t&5wKe4iT4 zC8Kx&2kxd}cP_q_WPJH1U*7&5X{9&8dEC8(gRtpM?bF!SxE7U@OpN2%weESSN-XRPl()9Wxwvi=C=nf?Q@4Wi z6+cgNm`(bN1D8N#tZEOutTj6Asui)S`R&2wi^SSJ2Zn7x3K;#|9vZyY0b+1?j{o{D z(g4{3z2y)W`2vmLBCkM)<9;tMHb!|uXazHpSuAhJbsSh1OMWx6fU+hCdcvRhr z4)PoVMm%JplZBX2Jfzf*x*DuF{h`7;b9DdW%itWCx}_U-@}JPxLb3~NbXPSa+#nT? zFy}U$#T@Kdxfj$F6zam<4}x*5(|-SB=MgbEv8o+9vH8)r6KOkO2|_=#8+!cC^N{U4 z*s{EuGkrdIw;Uq&g>dICL@r>a$G81tZ({qk@WW%))ohgFtjpTrqIFEDGTakN8t=;2 zFTUWE!(j3~7d3qU%2;(qxb;)3XpvBjeRmLL^PHOboJ;l1@t>fg?#Dd-*9b_VyS6X>)GeGgX}yn(0xMHc zQV|vNyb%?uPc15_WiAhaNbR}>==8pUL7kupnZ)de#-j>G5r_+zy{k#w(rt*hJ8#Fy zJxk?rQC99N`9^qoRbAv zkv9gBL~k zS#aNEP1dSW$KV&iDjn!@{Ju}(q>Y*lLvi=i>8nfDST_~H^By1j(Vk~aqd2DIJ~$&f zzW)t%k8;+kvLT+bZ7}mYGFT2?KEgpcO{)px>S4>#%O4C4ZczEcGhRiTvwsRKgZ9}Z zxUL!7g=mxN00=}9`VOqwfIRs2>RHb(1{ij)8=!n1t>|&6xu`W`Ba|6oE8L@^Alq+d#cq+V-4ka1W zMyOI65M7Q?Yxu>C@ahZ#gNfY)7@Zmz((jRoBM@M8l}I1at7&7=FHTG~l6=9k8bG8S zAQ>8LOm|e*#FGgCOPw!WK%{cSARAQJxRMi?47lNQPE0&{8yevQ91=;08KyrJ|KAcO zi0`zbQO=5#7Wqsu8BYh&+8VyuE>E(xn+JFW8)*`bp?4@Ax)p3xIbhw+jM=fP_gryh z-I^Rkn`G|xUzlk{>-QxRLuG!Vn+i!TpE(c7+#fUCxiY}HKc>LGyB0Ng=RS^?YSftx z-Ph>`6U>&J?~yCT$x14y&UGqs3_^&6T#TwW5>`x9OVa?pr2lQ>N)iZQNa|=9PvT2a z+G9e#e)moI*%<$%Af|C=YWf*OOhUcgzp8K6_2FPU`sOH_ce@G@DGKjm+0a(Z%DJ+H4Oll?ltEx7@ai=G1xo%`?%7aA@6Bidu^^)ZG z96Y!c=+)0>s*6Vr973Dd=55jZaVX*AZPHYo_D~Xhc7;nFXU4^0jv`7TW+Ja)#*{m zCJ$#BFSEH^p0GjlRV}_U3i<){p9v}bC+i^fA9(j4l>RdU`i~@Fr2YfV{(rIlb2+BO zzf1oqM_cbl{~2t{Rhf@5B+B-%cSW)@+3|F!BBByY z6RbZF`z-4b6Y2+VpIvqU`)oZHvnhjY{Ga=^&tgAk0n|$@0(%;07vC-h+Sjt7`1NU^ z{mo5;zsEp(Et0eLGSJqZNkivcWuV=AOPcW%2HKYRmv8RVK-;}P1MR>pkAb$1U};1q zn5=*bU4y+#TRjsSVS~k{P0|dztba3XXf!Oa@iUNbK-phmQvgz7f;Ib7KPXW4*Gp$7 z?XNQgBecKjeJWI846ZbgcQ27ye;}jjsk-KOfSGio>4~#blLwPXtslI`QzQVYTM(;@ zq)e#ugp3xhJAvy5S~F-r6+=?JEoLk+qsr1dFA%@HQI-$9ZHnF~rNw-jHt`1)V(p-k zv(P9Lf1^n)A0#9x&3sBbgfgE}tFa>AV+s*iK$RI2F;Q2P)|cdB5okpQz`~)Qj~?z! z&8PWfbijT{8M;)}IC|2reOsy;onvGEkwmy%)kp&&SR%uu>}Q-&uprA4EwOQEuo3vS z*FLq^mcw!yN-@(?rXP+_olB@qKaXJiDy~=^A(1rwNW6Wl!DDT;8#;=1*V_#nJ?4Td zz6)}Eh+|b*1gLP2DYQ4AzBalY#3;5P>y}43;jhfXs<+|~$~Mg7+dl=nMJ(@dV{WBI zLef28`Hrd4mqp|O8bNW=p%kN~bu;*WHp(NaN%|m1!(}-*8V+ExmW}3SgR!(O#xasZ zao}dn2K%X}_9$EH+&*os(>N$?mP0&ZA^Lrb@GN=?wjiuo$IK}9U` zJdZYGo9rmrhBF#BmTa|Vhk$Eq+1*lBO!+)=IB$w`cQqhq*KNQlxKjowI|LeQqDfCf z^^!uTp)r;ASG$gsPO9o&j05s)W?V3i{ z-Dmu_<(LvYj}8Da)hl~%jo5qFG~60qNkGuvE5#VBf9}w#F6VYmF_>P$YX+2bz|=@O zR8~Qlc8pdrM7(pcP1RMR4qcl)34pWZx^X4v5hiwL!&%Nl!ei9YgvaA7a-Lm`z4ac( zT4i0Oz4mS(7tk-+r4o;wjwo@e5Dgnkc3F|J7#Y5fAB(5%DBL8CrOfH2h!QEpoQhl_ zh@rtQQp6*uvbV8xED#5ZaQ{hTsfzz?lngc?Zt8(O?WJSC$MSx6S*kpyVW0NW*Wt+8 z{R`SliEkgyQxj7zYsHK^7<=gpurtzLdI1~r*h^&^m*u%Uri}JdQk=1Of+u5I_stq! zzzW99Su7R`CH}aXyoK8|_?3uK)I<_-eWdDj9 z89QX^&^A}G4ttp5VHlf6kCW=;Lb!4l+!}xp1=c5a%s-J$jvB^Ht~`IwhB~;u1gZ zU3-%JfKwYJix}k;6N@(hweBeZNH5@dCVVxlM(!GrW1Hv!8SbUP1ps&^6+>;u9ai0Y z9rH(wLhQKYvvOgpi_m1;g{sAl%Sz%ekCkw2FZx*awI7H+_SSd>*uM0!CyocL^{J21lm0)cj~(kbOlJT3*rPKs0`Zd| zuY)#sQ2N;4L9PeX$6Ci7SRb1Y#iyrT`QY`jEAe$o!4rM#t7(r!A1lVA{`9d4=aE@Z zJ&LdXa!MaN4o-mj@qKvQr#_Y;UO8UP>I9O*_6qtwdu}CQwH+f_f&-@=TZdMOH4N6#fpb}+<*^>g}+40(I(d^tn1d5~+2{hs- zRvEYsUl&UKB@CFD8<>OV_%gtEC`K0n77?Hw&m!Xk0lY83{~YIn*J+o@cnaNsU(f3q zt8tOn{dKJ8Dq*gH6L($$ZB9m!#~qZnamAh-rk@VPvy#by+=e4ckP+RA+>FLhe|E`u zdgZfe_52oGh1b9sn;~W(wv76v#;gD?xpwl$7nbhhmIpjGXW>2@6%}xCme^&j9<>i{ zbXTzJX-~c>;6aD(CTQ?Yc-{26HQBH)V942M)YtuRG9P$0>+1e>>YgC!zEkIWs|*yN zvg7b}IHo z*MC1B4!h{2!+}Vu-1w0%qbI?|G&AyxHh(s6of`P{wwLW=pKbGWAqV8tECOx#ow@}$ zF%`M7;(x#j8wS#n;KCb6;VEe+xDfB+L)b@L(jc&0R?FAHug1YR(CbQ7lS(enYQm}- zG=Wt-U6DO~eDkmD<08-;0bI22oy5T4qLSczD|!_1syvsOZ&b3l&(nx~>e&H4APFPm zSDyh|IIy~X>(^xYgvG6}gNvNta?tVdTvvXbf2Q$ICEbMzts@m0`4wy=rrPhKTImd{ z#mGpl@yD-Y?TgsZ5nm+RTF#|-{7SGSToa1%|Hs~&z~@y||NjY8DNwmZ3Id{5tbnpB zYEnST@&E#1kE~%)D7z>ov><_y=Xu&ZK23>QAYcojMW_l=5n2|DEnv!`QWl}&hEOCI z5Q`LAKg+o5Q<=K9b@UbS$EmfaK>Ut=`RDyB zo{|!2<%?s6`rDqvn2SSqoJUl^u*N69IlL#jYn}P?)?$v=-`DtP+snt?J+v%5q35u| zgV`5#M#4y@%2wpz(m-j_Fj82^3%^@&=rEbX7iI6=_!tP;JcxYk%RBja%+}TNvEfvR zHMo4d;yj43a`||!iby`rhhMg$VV)UTuan?;Hw1Px@jU3! zJ!I{I%~q41&z%7KG@JBnzTt(Vx({AMa;kY%GLx@yGIQcV5&<)V%+%Jyu!9kqN(&c6 zraeLuOJp|Ppt)0Qy0*Y7imY4qIWID2jXQ{^CNgL7+rXdHvCOPp)%R%P<&e?4;oru# zO5MQr`nhRVke^iRW~J(!;p(KlM1CgyowHk7er|&ME?r`RmR3JtRE zYa|aYiO{D`=EclR$xkR@5`7wPAWO6Dx4o~JL7qZx%?_k0?&GJ<)sVXdtCfO55+1po zKBHU`4xuH{Gcz+SYhN0zj%#spqbE)uIO=qDV-`;au96Rl>-&u3OJesq6Qfq*0!qB_ zoD;e)TtjS0g*^TGcJET2&T;Z|4aw7S?}0oGc;i~gSPHf3v-7ddiM6W*fe4!b$6dTG;V(C@D>Ip+0oJAtm+JNNyu>85`uLxnING(G;`zwyrz+u>A{*qP&voTY)`?6Ze!qgIVayk3MWvlvBQctGRWPkPWSs zH#9GH$18Z4KB=m69}Jy~a+lKuf~ER1lj|2`1k^aTq8nHHF~hU%9m5x7dN$%w>-%+x zdrJ?y@VR-ZNJj!HqWtHmVaG>I5-($yEYn4Gynm8DeNvSFGDhK!_Q?!LA2m_?C3R8$ zMC1x*5%gr|?a<}+G4Y?zw)d7~Py>$O3w;4=D^(-xEsGySO>7$D5syc&j>w89s{c72Bw+4Y6T;l>o`%&ocKO$rt?VDdp?5B=l6sQdhqaIbJ996ZjxGVo6ynDXymdC zk@Z2$lJp_gwxalQ^kJWj@?C6L7|Jf;EYXd@{<-qjYi)mnt!O!yyMo zxtaEHFj$VD;!=?VTGwtkq$$dO1fmw3dmzm^V!tSVC&D|`4%1N+&rc=A*M+fN!HCry z^bb=**`R-ix5A+J)wQ14km-x^7pN*X4aEDgPOE_Dvv00LEYRrY?x<6n<2aOLGdW{8 zozs$ilVGv4xiCiT)^oG^hxiU9(rW!-(pG)jl+fEB(px%ZDQjuJ6|Q2kI{A}f+oz+w z+XREnB*-w8g(g0OJ~27#Zc^Orr`_&{{|d=Y18(Kbwad(mnB5q$40r2>I0Gw&PN(IfTqfhd;Res>C;t)GFi%VT%h)_*@7YNUpVu6=1+H~hXb^vr zpRE6q)$y~ilb;{rK}(UFy3Yc#20_9-wbJPI}F4%&LnANW347B>IUT<7GITm(F6gqXYcrXn9USaTu#k(y_^KW%M8`<}pl}b}0-U+@; z_??v$)6PiRK=e^(-M~6qxlM)}sdj9S^0PP0eT#HGn%pLq3v@SmzqC?a1I@7KxqLPz zMJsqC{}M08XE6GUcLj46gR94FOMk4%M%f|X}ny}y^webFXvW?m!C!@FfbqGuBQud+mfb5Bt@E&qvgP&tI__n1atHU*8RWCeuO!rB)w5v#pjuDJ|6> z=ic!1=TzP5;OCjl_?6)2AF>E3+rz&HKkrQK9zT!y^1H;(eneTaH<`!BGo)CiJ({IDuB$}QKhbIt5H&dMD(($IU#H4}hf%JWE)o#5&g>F&Ze7=Kbd;d%Y6?T|#LI4(b;mz# z$|$5Tv<_|Y82TqG!O-S=%EBX0W5dwrTc4^hw93`S&>niuuZGZHR2MuA9(AAUAhht4 zx7Yp$@Ut5#VQ4>GH8Auo!VC^WFXuAwZ!Z}7&-%%K#k2sUIJQJWGxwmqXBhf3{N^!q zqcHTx`Kib7bIhbq;pMl9pMMrG67|B@(X=e%_>1JdK}kRR?ENeaJ6Z6F+aj zg!F{y+*@zd#?RaFQ-ESmaUCF&>%O72_W(cNGcv)?2hzw&@bf{2&r-PWUE=5MSAm~5 zvF|V8=LV*4f`6;=^8=eX{5&ne&&z*WhM$YT)a3or`m}2Nyo494@bgj~8stGg%n8gs)4)}T2JIBwDRN?1&wejQ z{of^C{;$0`sFDBE_U7OIxEe4257?Wp``v2e<^S57H)W0duf5rCsFtwuf9=gFy!`L8 zH-B%#1TX*Jwl`n7ex<$nzU#{H@_+5kZ{Obh>_8=6erBJQ;pHnU@bXQ^IK14ndu_a& z=}qHh3whQ?MVX7nMpZ5vR<6nsV(n`a)O-oYrI)PEXQr&qi@nuZ*0>hDGq)pBfbYE_A{>ds$&S#?)c*y)%Fgag>xxY)AHP&ZrJ-BGh zRSERD;zbNanv}IdTt{?w(g2$_Fl-ins{q;NBJYo+Fdtkyai@M?c~W{V`oHhgQYo$CU4I*yOq(L=ILV_?I7_eD}M_pLA|zz zj^lk|*IE-JV@7(}tWWywgS-09JvkIMgLR8<$l0Y$OgF zsU&p^o=q_HuXd}z(ApW|0~A57yymI4$9>2AHHsbW*YL&PGt1q`+bOeRY=KRmU}rv0 zBa_50C-!C>Y=gZyVIQ+MyM2@f{5x{m_Vi5KAip9~rLSl>43CW;K|=F1$dOq@u78>Y z4M)q~d^8>#vNt=AjSqNkWT%)ROL6J~n|m^1c+2DWbm^^NTMjnvV=BkJz+1tVHodO( zq=wA&w((|lzNFqT^h>gBc56mtUw3XBlcUc4xh=Nfw$Wu?Jk!+N>$q(w*@Cem-aYJl zD{@S3+Nf`v8hZIStX10Yp56*WCH@+h_6a{v_V!ctB+8q;`8fKceWJLT3$r)N z_30twQZ|sTf!}e|&}`x~5~dm7Qsu5uFY+=>a@W|CVF4uTbIe^snJMgbxoe#A8wZ~` zxfOQ}o1(#8BRvH>b@=+&=q5|Z2LlnpJwKZBWaER;)p&1o;k|K9{X*-E16Kp7q52iC z)|{fx@WY^{=XJG-``YEGe8^1CxR)(x|EzP-lbxMl`2odSOxFNnAKcG>%^&$2E*CtPwv$g_4&k|Bb&u zl$8I*({@W9o<-h&;~(n7UH53@aNr2?vvVG1;MDx)R~y1Go~5B=7$LPhJGyl4`*gAR zcg?(PE-H_68Q5HA>ACvJf8TX*T#3~&OaIW`GqbehyEjYkA+z)wuc!MXu^!(G|E2BI zudB!{TkwIlO31$>)+5<_eTymojvoaZAPrU7r*|ujLg(|;5loM+tQmtJ=W#GS4lfl? z+oyZf!ByI)aefLE=~S%#Aol6C`6;wFSFcpNKvdeN`>`~-_E+1#;}c|+B^*-z9iO6+ zmDs2EuCz}-Lu)lURq5YxG5nVJcZ>-fFf4xGD(us*F{iyh3GCb*Z@_&rAFA!spMJl? z+vg_s=_9{ihPRJl{F3)e>)N?|#mfCV`gt+l8BWz2+Mk(J7e7$jIDJEkL)H~%SKF^Q z;&GXi%y)T5jt1Vp5>38>JazuKj#tmL%}1uSKS|YbdnG^esj(vx=URu!EN&mtmPEVffmDA zC(ZH1RdglL-8n^@2TqhfZe40}Yr=;~b05}(b3or+nVw=>4zR(#`QC=O^QX}nK=*O` z7nVf%UkRbNQ(zzSi?%fWE!;Num|yfaw8WHy?gMB{Yep@A%B@umReeEN+A zwxaUcb^ZA>=mio|4$@sf?+))E-P}bopzgLsa*%$^N@f<-k)JBcF9qy(%vI;>-0|UD ztyo}LZ@9Rqbwue5-xWbAq>Qm4SWI*G)UpH zJ{26+p1qG8u=A(WLX_K_l{2^%=1=0w3d=p8EnuqfA4sI%#*v^|x1Q!a6uF0a-P5oq z2=NFBe@5gk?)L_YTqq#Z-eFMW0-%WHH!AEhYTysQbWo&)0$aQ4nkNUYq*RxPw0_C<|PL=zR<63wU?61hC9s$m5;g8=x^xp_>8ne40{$E^E5acaUd&esJrT z&9x)&4bLI<%?+;9zMm$hWoQ;R_cVMN9=e~BHfgy(0v@`Z`-UUXGUh?Vj=64XjdI2L~J9=ZuQTix3#_6W$5{ zse>`TnEM72iRCXPUX~^DI`vc4Vi*M;%Mpk&gmpy zhtcAFt+Nh~`Icjnq#M5R5~5r(c(D-WFMDPj~5iOeFsreeWgn?q_GGbr zWMQqs5kun7Q%sA4cS&Cl61rP+NssInO*N=A2dVg7_jK=je>@;SeeQcK>S3h8q&+9< zv=fQMA%wv%=Q%DDjzIxJc}}F=53J`QHUqhShrMSCkOGpt0<=4GD}EhGmEcu3RqEsE zz(vtdv%*T0^q-#YeSc^P15I93>pwsCFte9-s`Q^RP|#0~&VNcoI_T=ln*KAuuy?@__tdp2R{9}K4eJz64g5Y_9G`t{}DK_wd79fE47!{ z^(ONb3+fop70gloy(pgLzYCSbgnorDSAKKo6wl%xC;JS1#@o(Zs{FE=h`IHt{u(%=GrDA6xPk_{_v&&V}!Fyb_&9|BKC9!zG{ik*m~|e)H`_ zSK3pJ*!TD6)oCJkZftRsbCrvhL$otAUP@ebqqcr@u;o&g?C! zfsT`>DYzrMEBRQhYqmXOY!*#ChvyFOXbgkOo74GyiNlc-p^Q}6HTg0{ZM`2BJ`EPzKx~aV*y6J&J%cNzG zE<3pc+r_fS>tFwcxU>F&#wW+E7j^ zKZxDD@L7j1t0{aw&JQW!Qwk=KZgV*`n8Abew_!)8-)5LIcwEkR2pr$Y(CoM(7WOdx zxMS||TuQ3f)F&RIHm^$@N((7n;xM~y?oAnPE1s(nJo__6B^n+x9&F^tU^m52C5k{SonQ{yx0CkCEH(?^kG|ghzwC&5dQWyX;O@s`fG~6&dHv zLYZ0ExSY+nManq8xz%{7#C5R^E0r$z?z*lKJ2-o0uu_r2Ek2xiB^fvbQeDbXe-?yd}2x;I+W&Ctq*mUUhaGb!6^FGXzxLO3hgOYphl4& z@YokIOnX_PFRZpcw84@@AHrR!#4pv#S34h9ww3W9t<~sMr9SizI4seJ4k_`&w_i>3 zLv?!!NlW&Fj6vf^B#lkqtJa4$ebMPd8@v|up?xoQ`cNX_`a}_9=WtvLDn7 zGoi{bS4*+r`8RnhRM#p=3N99ub z&!eXQ*vc1=q@|i`jk*(mAvFl8ey|nBOC|khq$U4-gsp_o|I;fU+;qcvzStY z=|A^W=|7vB{!_}&SIRauVbcE0edXvQ%@k>;mR{(zpSd6Q+Rs12?$B-O{J^c}Xm{w^ zp!)Ra14_F?B)6!MFQ+H9HRNi!=)$1)WUj(V0w94!bD$B;io|$bnVHe-!z?*YrieXw z&;4=M64q$BmgmEBoUr=~8Rc58H7ALy+}qtPY|psbzd=qp^6C}l4}2)J6Xmu+NcLy0 zLV=tjVbq_QCYPq+QEs8h=bl2QuRHTfFiH3b8M%hnc>dNv^*;}BMFP)9-Ux1_tES_4{W%*t9e$GI~W3Yv`?d9 zPWuZ5NAH17FnSL*JATT~;zgo($;&Y>%Kx1QX5x4Je9f)saAd!nU*OR7y}p%b;!jen zf~6N^dStg*km-}!9V;V+w?~Q>qx{9Z!sn!zQg~QLUKv;WYbt8$?GCO;#pYQAxlUXIViQBzlXB#rg6q-MN*puG zqMH6JFgp(*5pnWgWVsbUW8zQ|=FEI_-D>ZkBYCdC}uHIn~= zA5$d%#(75acrzX+cv7+}UJoWI*~e$bq&83A%U@`1J@R;q_0|TlV!h8DsX=p{>9i_J z_{^6#JXlXv0iVe*?U(SHRcPz+Wvrmal5w=*+aJ(?%}Sr?C_( zFM&fWU)6J5Ffysd@o=P#TO8jw*GrPN%~QhWmT_UeutYjn%k`im{5DIn20jn=nQ8U$ z9m|vPD@oBIe6m|higj^;5`~4aeA#4^jOTEXl0GUI?_)1eT^ogYQXhYgC#gP-q)&eO z(Y}`M3OTn2FZu%fB1{s$p8?OxiRS0UmZfeP>E2%}*}&7;kd)G`YZP2Dur0y2$=M>h zNb(tL)|c?o`4xC+r!I$=x-kO*in^OB@RAg@caN72YD?p#KYP5iHUn6JmnM3=w6Gj6 z$(b_XrJq#crQL4|Eb&}xvbgMm+^Sey9A0{gABve(wx?k%ufdJ92N}DZ@oIc$x>(RD-7@FIy>iiaB{p;OXU6fT#1`33z(3BMqLu zxPAqABHut7J&lpL^ysM}GwqyiLr)VOdYWP*G_k&R`jc<)s@zt=Pp5t}$P$_FD)E!x zJkUbkM#4*J{PbP!YvQN#N(EORKb?3(3O@}&fkBFj&a1{xK+Lc{y)FDSTFLkR3J-Yv zG+N2`uGA7!g`cMOIs63FTm^o@RG4H9St)=zobjp2)u-}9imS^3RFUr5YQCL5x&)wR zd?O5^15lr0d>w$&SDH7qlXXTd^|P z;#iKKCYJD%%r|crKPjP2IewZ;JK!fqKtMK022ur}u2ne)pa!^11O@;~2G1aN)~p0j zck*M3eKdObFl(x{}r-^m(d8>h+GWG)a>EwW)KFgC7 zetL?Yt`t9g=I!98=_LAbNxf6}>2J|s_$kL^E#aq075M3-?>PL_gmZl@{FFK2y}(b= znQ8nK>`nLcv;sf9BYRW*b%766_ng-o+I{Wsd1ZYSM# zDXIIqLn|OtIbwP*>`e{qZzA{qr|nHU&Pd^<$4*UHdewO8KVWY<^YZ`Q_NG?o<;L(G z*_%FxjdNvi>E7CK>HleaQ~fCpF8$ZuR2RR8_NGnq?}fc-@l|1Q{Psz;@X}rZ*RKdtKg+3w?B7?+n<|?y=iy$=bkFJH~m>g5x+lomwP*Gqdhh? zwYZE6?GPz}ZYmuICm^YJn4U24pX01OvLQoJXY!Pv&Wkq zh%LIG+7?}hZoQT1Wv*-L<3lm@r1bG9m!o8&G-72sf_t+vouTT&7TwkL9NQ!_?*kBu zp7oY*S^NY0W@?MB`P%Y?2if%dKJ~69hEG#V`-|)dvNtC zcImQTOQWXWzV%OVeQKAkq|Z8glYL44^HMJ}y`d-Lur$$yd^?Xj+J8!C`WP=db0-hT zf`H#|@aMB|81z@!o0g+2r14Y2NtOF`W^W4iCrmTW-gKDl*WHX~8`L&?Pp+oDX+A%T zHbE7`Ae%=~0DaRkIB z%)B{wyXH?R&^$|W@}W&XwVVMrgHqTt%H5)7J)x|`$u6Kv9nmp4Np2R%nVPs z9HgxvpN4X2B=s?dKDBc}USy#{ zgW#!V+DzM@aX3Gbl(>LVw zs0TJ8Ha4YUVMzE;?d0_;{{LouXb0uJB}zwBBtivC6z3+U_9qn*8TKb_6fWiGlr8Go z76-1Dn33V9_3;om2m7x0EPg|F24|1cz3flV>(MIgPhZv0d1H|do(SbD_Qw|UQ?M89 zpjTF6e@gG)X*SogKRN#>XU`gB|L)aF`_qN=VfE}!)8a4C?n>-W4}8nvsZ*T&sX3Q@ zgZM!SUc5SOxY)nzwbkSA3`+J5d~9VyP8o78zcjUYjy|Rqo?6ONH*2(eW4^tzu>pWsDbfM0C;ZY{>U_V(Q;uwqx4pT735f0l3G zrQ_kJLc~HQITI`#eehkN)q>1@2min!ss~ALU>2ySgU8cM`mkc)o+crxGvi5kV zCv6M0PifeP1?w$(VH9??U-Z2cUu+(ligF7O$o-k=fT|oc;F2^n?Y)4iGmw}%CL)7x z)-yGoo?ONK_?B7*6-!nV<*x(G`DjxYnj;dq)CF8vbh`p0)R=q9MF$NL-9Db@g-b8c zze#kv1yNXb8cc~6-JV$!T-!Fq1*R8}e6#mHNoR}ofp++qj`r!Sio^N(!jgnzG`?CM zl?j3+vXogzUfnZB%d1;nuFwu4#Xa=dzP@j%wFDzO11EYZtX4khX zm|c#&Rl)3}x+3w?(3VLS$*vQ7+IkB#;nv()d~aBDPoXn4*W7QFgUiyII|DeS^NUBr zb-6tts$(Q5R5vgi^#N}5B#d(RArA`)8S|Ws!5q=SV!2tsN89XKY*t`*q|3PTN^7oh zTv&5iPu+U^2+c4meKZo*TM?kN-i~nHcH!qo@spQNnl2kBy>t7C2~!)s(@e?Cu>Hgj zA&E8Iy4P^8rPX=%5r*%2qFfzqxa3-vMasQ6dQbUd?TJ6ui6SY}1bo*vNs;Gw@*p+a z*6&Hpwp*GLe5cTyirEH_I(%m*>&2I_vit85Czo@u*q88nM<6>akCO(I{9Z2qnvcJp zA!os(DXEB#$#U7X;OnVqB5W)IzW$lZH2rhcn_kQsBt-aC7a+?aY#_MJP64g36aUqaGW08I`9-yjnu~K26vzN zhXlV)(<=pA6JNsj(7g91+!01}j6Y>wL*|;O^Fkh2U(D}WDWF<+^@5R(MY)~%ga!1H zf5#wA2(&(yH=NTKtD^&rqXkp~Ke!lv*OBV@>n(X(?Cf2@-l9r(Yc60CxY6vk8HFW2 zX5xz!CvOUyu|!}$qh?$nldIkZAf<&9&n2%)sWw(2onWVG0j0=mJYU(+4$zZRF%sxG z1L*l6_W^Hs4lKu?NF<#en371N4l{`qE1*go9P5+?hd*b;7*Rrf677n&R+6HCC-EPv zc^<)WP$%F|iHcAj{OQY^|Co*i4ES?vz2fj^%_=`40Ouj?1bP_oXS%*`@I2J_H?IBu zXSzrg{=9-dr159E@FJ^E^2J1IyfybJ{JA*sAG4PR_QMVZ%g4Kbwve}Ny_UZM{0TdY zs6-*zd56S!=_E3X@zPFpO7eZEn38;V5Ncwc6yAT#A%@mN!V01cVTM1CqjH#)DK#DZ z>Ca!b{9$L~#UA(}(dgF@+08T81@B!Hf1D>KUtBt#_*1+FD18&4s*FJKKe(utrFtW7 zv{y-0ww}4w&!~^L0{mj&^m&#+bH2Z!*tQtYZzN0i zf#zE_ft(i1B_~<@>0kp7BVbkokM=q|deu!1kM8_pZ9MwfJ%vZ{*me1tD)DI7>fzCU z9hl(JYoh$$9Go1OLl_He03i}QDsNVgNB=}AR>Wxbm(2-(Qu)vp`mYZ{Mr9h=mOZ5ny5*n!FAR*0f!~d{um;BBwN+p?Jgl;NWct$kw zP~^MTWBI6s^J^`p%?As!Dw9piR^?MD+Grh#vd3_3tMYVPmGMzZR^>hckXm8FbNHcb zRsI=orB~$%+}o;rrPc0NLuc_z?Kiefor{{&)whhh~IC=pj(=JNk@i8t&ohHvvbQ68SJW^D_Dy?~Dn_=8fK zQbYh4+_zZR0g;SkDlDxw%jKh1Z0|CyNlC!mi~vGCft^%J0gApw!Kz|1KM7JLfv|5d z2cn6eq)K!r3o0gLaN>q)q8Y^ohh}u_-smQhE)xOU*1PQFp8DSvURn0|{5L;V_;Wo$ zu~QYy8A3Uus8b$m3Wd$`w})8Rmg#F|dN*jEn$2|J(cTN#^ZL>}W@bRVI8oQ0TRN{c zHMh$3rK_pI^re}}>cNw`feHILbaEFTPC(~4agno!iAnNg>+?|WX1KuTCEzRh;u6Hu zxvz!8hQv>*>Jr``u(MwkFD{v&w^un03peElIXapSFy!YX%HF` zTij!@#Zwhq+#?EC#un>bi73MKm@_--sE-1=)2-0Mq@f;T{_9ap^2mGoZ+hZX$ZaVukPl;8ZRtDRkdv1N@pX)) z;k&``0eGXrqNaf5C@Z~jWeA!nYUk&K1 z!j}zvvO|+vChFodCTg0X@OQ~3Xq`c>EsCpUSV z*6VQEWMK!SyN{3TCWjf*)DEQ2p9O}aO8%d$gY5nJ*r=BrknPl6pWpc&dRJ^3>6NsB zbxtvUqet~#&Nm1}dNFXeR@hn?D$5TkIUnVAmT$Cf%28sud2MSaAfuQWT5KN1G2KpOV11Hd z0*W7eNE-P}x3Q|UM>tyT?&z41>)-9dH$rx+`;VcWe@iKF|~Vdou6 z@*W|;KCR(JOOiCO={auk{t-pCHmHjLEGPBVCqrt2lVOq+x$jpSp4>M=tD5A#mmgB( zE-kAf_4U*sQs*vZ4x|=^?a^_t`8tjnE?@l}m|ajfd|!Sf_Zkicf^7ZKgio0w&?68s zn#(E?{>PJoWm0VBnOWA!ovFz5e`lW@Mn|ZZeBgbKC!+i@lqlIJbr^kE&tip11o@I8 z_HZbf5dT<(QDHAMD>tSCyRn5j&7inPys3r-1sdt?H0v+ZU%p_ z0-7X@@}GnOC^GPYJ>&CDo2A0d6)wp3j{h);gCL;?;>;M*5c zu(aOVdOnPfC6j@=6ievV2S3nLv_Se)7dCVTTjUGwtPHL6m0rcW@M3y^x(tafE{>|)<8tF_uIc=e(RST_SmoW5Lnj+ zgV`CMAR2mFNNQwtxMlT+j&{AV58WD=bKBMsB1S+v{uF;{BS`Fo{xOX9VF26eAIX?B z%#SXe7tNm6y;t4V<>US|)=ns^?!NulRe5hO02WEcJCK=K{n!P_`8|B{b<{A1OFKRrzB-!zP24)z1V8V9? zH~(#HM%jFEt|hD~(sy#WO|(;y;p!gK{;$%lpJCT=T~n0a&JQV3N-8%VXhHUpDmOr< zMrWo(`G0aDL2YAxsNu1~Lc4j4Pt(LW*w(a1qMUZ4HNMb;T}~o|nVIlUn9e^S-74kb zAE*$oufn%%LG2iV;71vPT0fwry5Tr@@-=-$dvCF=ukcEPa?Sk-=G}4L=%zjZ9_(4h zn~2U81A9}wpJ;cU8-U-5yCk!0f&d)i?xVZPFhz?;437&`T9U_)(U+1unnD66$z+p9 z*1}>cV_ZZ#${jj9#-1!Si^1PPpJCG1O5VZfYe-%kqNPsqQR$`vzxe$trCO@{^xGFZ6Xau?^f8{{U-a86HoS-pAFzw*jb5+B1q0twKCK_6Kp zvxkC^b!&K`v{Jo=t55dDVOmS$-_hkeMBe!C%ubJFsovQ|4>G&x*Y*_~RoF#uC-qtq zb9-3!#jT2)6!#jnZ}IR^yU^UmT<>K`&<`KA6Za#yAEP~Du7`8oz~7<#-Jw95z{7UP zzPMTT-mQ)yQLd}kfHY`8ipPw&_|3liGIecx z7mppauV`;$1O54VCp^qH=J{TXg$>cM4A-#?*Ri994|LuRSBRRUjyaCu3H;ewqn1`` zX)V>#N-eF_(mHDRibqpbXoRc!H|*j!m%O9?eemx8NdGpz_{}l*zZ3f1{J?*tf5R_+ zv*#W4Z;wa+BmLX#;y0gqNB#T9@BbtH8+q}YJ3R1C#`o!G{~i5nK0-5O7iQrJ#WP18 zi=aH1iF$bPo5Kprvd`U`eQ0RmTf@397`2V&XyMFJQbY?EF#j$Xb&^ft3z&Qtj5?BM zLkG6M&$?Ln=CI-cqfVvHZ3>%Y@7={`CO3iW+B<-DzW&;nVQ3CA7j!#OE^&P-m9?_C z?4kvY1~#TQXL=ES0*#C?adJ3~drzQm-R0Wcix1#6em*I?ygr(MI#9=h@!bcEI-$R= zp3Bw+b%5czZW`g`fz5Xc@F6$Gm2J%qT_fI!YdpJnZI`)PtyJ{6Eir#AD2^G)qF+2{ zeEIjAb(du63U9KM|WcvXwt(yiYspO47 z$pVL<(3(+xz?N#v1@GT^+{oyAcXz-7b$3#(F3Np?5<8FEnBzCTcaQ(@oE-6l4|kkb zc%IZ-xgiv7yu!{!?iK!8B@F2J{x#}a*QSanr&Lz+pZeJRe#kW@&z*clPMaTCWZ+NDDp(Cu9`qu4BUEe;+-@(gt|5SZ1-?(jk+>OTL z%RBR~?B9%5+x2vDhOd0bd76rawc^d`D$h=eFXT1yon&7e-P(I7WNicK>I-v5FV3YnpW=3xT^Wcns08y(?=VXh(^ z-A8hVachY>+D1Y$DG-0$;Vu3S7o$wc%pCX)w|0#;&&;;>^C}`D*yomzF2>k_ykkqE z`Mdu!Kkvc~l_8J%-uD|BQWei|zpxCM(3}bHtX)lYd|^@6<(z3&CH&mIpTocWd@%1( zMIg|fkEGDA<(sKN|9(gRf&L2mfAm+YqW`dlLFvEyLGPIU6XG=ePkm^W^v`?xw`^ZV z{{y*wNA%D0;kD@hx1Co?|Cji=g8n-{yc+bs!}CADvYh`PSQY&zeST2-&&N3aPWgWz zP5%K>cdvr~pJl_$_#X%PH2-t^j_ChBlAhM0|5>9~O8>9%a|QkHe5j26*%!AdzBA=- z;Nv$MQL^`LlW2cEJ@2Bv`q}SoeJ|hj-q!c(-h3{>B>j%J{9*-oS*0owMGQkP| z-piDKH1W;9Z;Qv>hSjbM{D#$^%f0b${aBedeur!osr;iowY;A?s=V<(wzY?dU6^C@ zr>;XCO+!uO6F<`ng8E=ICo^m;Geq}M&W>@#O?VE;IOpv7^|6ijMN@1;v~}3n#{JJJ zEQ<1H1ZRDB@WRDHdwQd}cWk4M*i}AI+oo#$Z~#J^&~A3#8lbZ~1wO_WT835iwC&Tr zr)-+?tvF`OKAiaTcY~yKHeH7dk@Ek*@wKI+(9+Z00-jiqSl{0 z(jI=At-YK%bs7mECFL-~F(eqCdh1lp=~P2VT(*4#zkiM!I~)3NRUXcUo@^QMl$;;a zCjQ7z*&6IND?ZeVaX<5vLn1@vfwHIbeA?4?LN~@)K$}l4x-~~uRQVTm05g|8FC0V8pyC!2nai`;onKRP2h9QvkTircm2=X06L|2R1wdN1hG6TFXU ze;nDkdh6PVkz{moUuDP=zoulbF&?i$aNM^ALkPli@GG2On_?l9f%SFNGu%D4alb91 z+zpg2J%D+?&jWrMALVX?jvei=U5;3ZRH4?^btrIdl;4YCcSl5XxDT}c2s1HZ13Qv0uz@9S4Q$Y7Y;ZNzcs6J~-S%#~Rk52anj!J; zFikQu%q8LO(aqgar=>V+;;iVLG354i(_9j^;KCTS+ibwcK}XyF(EecS4Zf9rd=J_# z3q3!Vo+n(oCKDYN9f93D(--B&`S(*M>2IKQiiVOc^ilnb@}xLi5r39mdi>s>>8_7I zQM$KNx$|3T3S_1%$n^1jHa)ZR#)s2r+=0^Txluouar~56Lj%hMZBz=f>ut-OM89=tD_&}1^Ux!01o+M|hYum>2;A&qO7rE$fr@#m@iD`k?K zuhB@-xn2T!6a-4J5bg@-&QmE~(l_1yHV4wPBVz(n4*$61^B|B8qkf5xe-DE>J~sNx zKg-kKj?7B0kNLlASILk1nl?I>^w-KD`u~!Wj{eD7kpC6b3I1KmWyMx0F36n6?c{p? zpZp$bm;Ycg)drF-#)~|KQVq~^I zkh51dl=;Df_$fP(bD;6zXyO7oz@9UwcyR7`jvEd+U{*=?hI7Y&6`;@!&4(PU0& z9Xn35e=T~Ej92)%H~#K&?RR;85^dras4slaz5aVvUjJ39{~}(iQU5*g8TF$4O&B#q*~LH`{e@dr_Xa(d%!slGJilvZ^)^b3i{pQKN2|7{Swe_I9KKkP3K?>F698}I*egO%d_ zn&%Bv9`*I#L^gcM=e?e$mk%JEJE1yUi-X~AK8euU@@csp~ zTd^Ki;r;wa6TE-ET6kA@e`9KJ3sx%Yu1Tk5Z8hQlmdNfZ`2S5?n#$lm^3~!0%WU-w z`2R~*(gI+|HZF{^vH_b4(AP-j%>p?+)>0g$nQq@K_@8!|fF+KuQ7F8>$5S-;n7(r^oRBw;ld}1xE9OJa|Ihu{|YSpczqU zxFz^MSr*Wpxv*0Ms03UDn2g#C%1ZNYC6t&-7AHI`NZO0z@x zXx!|$U0g7>&{VArpYmZpJ6bU&nI>%Do=B+*a6i^4Mm`0=J+Ss7)%_;<6ok}GKwd-v zyO_nhS}#)g{9#(D!skzF1y_Zi$q-#M6-F~LjVZAWKOJjnoDg}LRp=kcxiQ;z4p z3~wLDgFu!+@U{e4Za0;4w5`V57eR(l$zR0!1s(8s%5>{dA$7-8W;?3D+n2z$tv--%BAu4 z5Xq%gWx+5xxz)Jp+zP_@`9=GmPxpz}p*;6fFDVaOhAI zZ?}TDYT(^p^EiM#c%38FR*ARI?{Ikgfdp^gw^2FXeh|u3;_VIjni}oT7WjfeO6*%@-YB{s`-qWvi*M zk6$|Uy}-*WK;0$0eCI0h^6{(2%fBzj%d2A_KXWzka&zb@w%~V-mxofr%I)I{38@0e z=h$LW29Se&{Qo{aUW!y$iHZEx!~dQ5cp|lvs6!UYNk4fP__&6B{9DZF5+;7n?Bkaj zG+c>&{CWzMf#WNHq^ktS>j}WxR?+PeMm53lez*hMq-{Mc4UUz?0kI5bUp5o(msV^Y7w}Fo}MG}6v zjXpa3{WkIOE93t|`1t5HhmW63@bS!b%klAjtB;Rw_INY|+JMhj2OnQP7(RY>b@B0& zwej)AzCS5^EG%wIfFSjIh>veRpb{U?`f*KsynHqA@m&@8_~~U1AOGvx+W5GQ#Gj>X zj+VR&(3f^0>1*96yL{*!+N8b>2My(MEm*lKTkY?_+9j0yzEygWTp^U)#C9y9d~`7DgeUFCiyzd%%^Kr^X0_HceBdzfFzye~P> z+$E!Orb`~@-mfIHnEcz$ucQsoTA6#h(xz+<1oA0i$0qF697g3HGarcsqRg!%WmDb< z>V>vtQ~r+Gl#9-${4pV%TG_VG<1L3TO4#`rq`$W(C;VjgzE0sm;seZs14WfW)MK6pSGN>s3PUr!MmI{h;_%A zF1L`p^6>g-x&yqvgD$VA*yB0KroDIb+Facp#Ps}XfY)tM#>4B+P@Zorx$EVZqyQS~ zYqfdwAzq=E!{UBQdc5p==`{8VbL!th`CSuy4JYFeQh1U*7kPz9jBBYFTUawboW8N& zl5+R>in9>l|KZ&|>^#eI`?I3Nu|JF2mi61ox6Y9)%+kN~+z1}1|Ec-WoF^L}jIN%K z3l5}^>qnRJf1B@zCG>L;dp~L@GePg5wcdZO9SMl_*c|Kzm}pdBu1lDpIVhln&pfeD zc3+Yr_MWok`r4jnxT|c@PxFcqdlO0~c&{Y0^S_7d0^XiRnM!*!C@X1UFnjcK)M0r0 z4*(%YFVX*qSP5=)AMojO8gaXqw5T(|6@OIUV1hVzBcITv(;^nTU2wU6+~d*_3u-Sk zmyjrfynQtB|L7tRe?i8CQP+r#i|Pl|A}S&4b`SK+?n&@$qyup$}uN zpPPE)r-4D`_UJdLFMQA2z}u5~EvY{&iM{dN4D;KtM`zDkDc;_R-ip5E##(b?sd%Iv z#gcrj;s0@(!`qi7c)Ovl9B&sPSdg!Q9wc3<)xPrQSF}GE-aef#2(>j0hPQu0)8+NS z;=PuTbjSPqU7kuCy`I{5`|G|xDZIUFz}s0alw;lbZD>Zv`_QM*oEXEKqmQN*Ge>X9 z@7dbE8+-0v3AcCe6Wk7KXT4iHhcX%BUr>#=NMnz7`Gqci@#p+h$lTIRdVrIEz94hM ztR2QMon|crdK1jDaLC>kOIKuZGmG>?!DG8u9UWNnA41$XRJnYWU1})hvE5P2W4kN0 zM!Qdhj z`?zz+nwFm+%-%viNaw_1`R+&$Ij6m6Y~%SXn388E_)36cOWJitqB~vFWpLYdb{@N9 z)>%?CsD(_f-+Jvy4FT%k3U%e4x}Wo@Ky33s_+*;!HJ&Nj4p&z8xq>$Z60@Iuox>*=P@oE* z6q_eGWuP#huZ=nnW!%RNYqYP3I`SsVbJ>^cYw@_b029~}i@FV$OOoK^KPfwJ;k~O607h>&&xP@3iq{l7qKjal#h`&xr zHw=g28?HSxhu`f}G>D!%4aI8)X+B)Yh#f*v@;XLy+ITRI5gWq;u0Ziu@mj~+cBoQ^ z^)g8fe>jE0kPPv3hmlG%SNf67+--mzPG3oC zR1ZtZMB7Ie)+!t^BwmLq^?u@UKGks;54;NUeS3iO(L!>@JCE~^*h_aSXZ%df;P+H) z!i9rLP9=^f_-HI`Civ9v58TAFM0x4KUtM0qfmYvw+Y%mq0fIs!Q(h32=c=3&#}~U# z4>}8MYMV2D4r~N(SBc8Ec*O`VJu~s2NhVR=6b7eWeSn6@NO}RZ>&one z2$Fs(rMl~9ycK1_`l!K*x0kTEWef3!?v>B}V_tp)M7kKEQl-CiP$*%>+#;ImGS(~- zv)v4r6S`Gj=r81r(J~85TFj!x$D@f4tGU^x(ihu%O7ggCL_^VDA@r4L(!W;&y38ix zK#%VMuQrd(75X*^AOpVnLw`}C@28;CWIV&qJ@Mu|PU$m7x%eYg8$NLcFNgf9gVf)l z`fpjDs{a?R`SzapyQVKx`?D`B`Lp+=WYEt}@cPWcc$pgZ^behBE!QV}e`1|Yy90-@DP7`e-vO3k5K>)yIo(YB)q}os1HaVJcOG~8&h6_vedqf)4A#t2-Y6q*qvQ=)X|kEXd0gG!tj^I4hjTX6jtjsqt{wOzz*hp`vkp?_OkX;ljSm@KOkY~B zXx3nzMm8w*x4RLlbA=7%CsZ7QorZRn5eQN8nLt;>w90`wr8qN(m zYrJFZJ5lYth1PT-7jB-{$0ByPUYDv;`qDRO(|>wu^^5YRFZ~&GAbR^``BDBZF?uFf zbH>^ph)qAOp~1c&ZFM}_>XRB+NkiEebVkD>4M)npFwJH-33j8)oPA*q1-3TJNNWEh znaj3PV_^6T_(}!_Nt>wiQSQRwO3uJw((3i-ru&?MK~@Qj3;jhBYd%r`5Z2`R%NEY( zP=mV(C?#~ZYv=Z^+mIY}vc!&}3$oX>0L%tMpR-)$6>a)IT=wdWBxiliEDrZm147h+|L2PXM*`kK0QL;|PjbTJ~)O?EDYosuw#Qxbk)BiYtfeo(@O zQKwEf)5#MH`0Mc^=Os*&KwmS{wE-*9?GBi&EdyRsE3 z|2@qdr|-<-4fLH>3a9m*`6}Vr@w4fEZ$R%{zhfl<4)R(yB%R0b2td=xSKS{G-|g=M z{(cNL((h&Q)SuAz8GRKb^DxbI*`3pOy1z~YGy-8^!EAjM+RmfUF`8}0Jx+iuiPEmk zb|^YSsn>RPK-=k&;r;MEv&+B7 zQ!?(9v|VWv?P_9+q(8rK&7<$E0dLpZzZpc|x#zG%-_dDfVLU?rM$lW)yBz$-6M0@NJha<>Prw+0IV>!-CABF&}o?&W#s&ZRa0hcgGlf;FGMWh0L{Kcc({MRcd!< zRxMSBvm=HB2TVtEwOqmxg-+GsFywqhCHy|{C5{i|MDxOYh%(dV-I-7Jwj%pCJG-Pi zmjO6*=DFX$8IK^)?VRSBV|P~4o%4A>O{s&~FWrnR)0^pdkq?J9v0@9iaDwpya%uBl ze`Xr6t7mwWdqEYlY-jqqGp_{m0c@^PvRH;(ZdX5F57n0XW7(tpLtvI9kbu`o^Fb$* zL^~XksCYRYG0#4lYw~K;k29Pg?=vfKW>U7j4-@cbSsPhiXF8R`rPv`=&x9{h*n(?k zH4>$qJ(gmU*_`n#OLn_%y*SpPQG=j^wdrWG!hBkqLO=&I*@A$8RFkL_8E$k$c>W}7 zYpFXV`l|Zk?n)t@`vo6@E7X+kCZ)WCG!m5qCy@_DY4U=J_u6t3@2fpdpZI{GJdP|< zRq}?KhB9%~Qcm5#8){}<>-a>GNG7_-SFS!N7oW23y+YzXx-hW(Z}qf&i`wRHzYE2} zGfCa&lkBMfH0ZjY-<|1)6HRD-++?-e*45F@$mAv)BX}Jl=|OxR?nKQoE^@0n`@-Z!#<_c?qRf13Ej+bqyKHE=JcrAzj!3Ue8MT%eL4YhSKFjoXazj)t0GsYEx&P#?J{qnx4!9ldx`H?S8}6jQ|O z!fWD(_+|Rd_qWWld^GLFQZgE;kzqX-6%v4~6tnJu2go0_2hB56#{ZXi+2UVkS^O(x zxREt3!8350`S(Si_cO8I->HSu)6LmSJaN9y z*Ycr;Zz01}%B9G#>z_Oso(uRPk#%_;Y8Cv4PUbcIho*ASe2`oDABYWnlg?!0o78@! zYcjr=GNMrYLtnom*AcOj=v3j)*LWBp#s-oB=o2P7a#p|24@=9y6WC5*@_AVh-@yO| z`?d*+YCL%t-HC}KEYUwSH$u&o@UXr$zE|_rfyY7W`;+QBm13pwbYRPukH?Ef<&T~N zWT)|+jsh47#e!si;|=?&cmv8gdv-7WgW^>QD<$31sb7H~D=JqCn~F!L(uGocB_S)< zc5Kd>qKU)!Fp!(ggQK`GnQ=51DG4F59*?4FF6!eCbCD81ui|Xx$3Z>SQePqbT>2LS z0{kL86K@JrWnEs^mZffm>E7S+x?c8NJtIHUtuO%%{N(~NTPFBQHI?wy4i)%n-YAE! zn$E3_uYUQP_X1yS|703pZSV0_%+nh9YGMgrDg9mwUv){qrty`wdm(O0{C{qPApY*jo0w0MDRc zt81bITO;zTM2Cav30eWcC!7@3r489h9Ox8^>caQ|BrTRGlZ zAz@gCw(c~Vwe!o@V~=bpQC<0Jta+7 zg0~8qy=lDV(wS7^t()1M7T$UTvew31X1@b(k?JnVVp0XTAE z57Qb=3UHlHeFnJX43I(^kN(yp4Y^R1)+1YTus;O6pWv^FCH(b-5%ZQUkoX>M`E-A) zgTH>y%jNj%N|v3{dfg22>=G(Xl8;mYFa=X4>#f6Ia_%j|Uo&|S$T;4_U~T+Wpj?V7 zbIEI{1v7q3>nZ$F5`TGR)(`mWP+qIVUzZ76tO9?XLm9(gm-+ew{wnzUGW(wlBmoeu z2L5_#X&L_dF{8LT_-ij(N$4M%tA)RAmB3gv{yK_cNqrUIrw0DgQC%he15sAsuk&Aa z`0Et`B2LpAIPOS%1062tJ< z`ZR6$YbX~fA=&oGs_@r8uvB@37Vy_PFjZ~*wb7qy;I9+EnZ{qaGW@ki1^ybjox@+h zKC?Fd%KY-Zz+X2lOyjR$-#YE#n)vHo*|%<8J1hq~hc@2>`_?a>D92y_wQnW%t=y88 zLaq%t>`*DB|1I{djennpT&JJ0+K>zL+W&p~)&uWP;jN}$CwS}MYu`GYR-Jw8N%Gd3 zNv#ZTO`#+Iv-Yh$#{FNiZ=D1c4OslYZQp7kL9LPD|Dt`XPS+nDKyChW!)y9HQKW{p*@e+7A_ zRJ`0|-Fg*ny0dWI2^m)ubX-SEl2&2Uw1sQuY6}+`y-OCZFLPrSE|MkCR;7jOE-BG> zafoc0DSbl>t|<#w^R?yfiPzz-Ex7ejvvBp6ZzpP-(r+h@V>_`jxx%V;6Myt@8g2da z#Fe70Js=LL7n0q?OKdl>;C2%gJ3|MIf@2FCmrUK`c&lnZ@hsHFlzl7Vud@BbrnG%) z%*yRsUzNHl`&JA4WJlV5;*nuLk)51*+E0Xa^J`E|IqM(6!3Ylg{PCWI_3J3+>|06K z$Y++`Ph3L{Hswg3;I?+7PP1=i*iY=W{Jer}+1K$Pe3pyyCKvxRGpJgQpG zef#z;SsYw`18p#xlqq)+ zHTD;aYFfvH+teEPBmQetU(>#IcFMkWIImUOx2|3d`_{MKmVHa7bOeJ_V&9T5$>|`? zsB(X?juZ>Fzi1OMz6D0Cwr}0R81jkD7N2ALi+j^bvOa|7YT38$()?Yued{X}OX{mI zF4eGaJ&s*zW%jKrvF-3x@oO?TnSHBaUOE0+iGAx?xUHfKgW0!aXH(3+F*z~&GvnGO zE`{V@jij4tD{VX+>Y0UWEiN12<)O0%FfR7{#+q`Wh%2fb*5T4YHeSj*@Db{NA2Md+3%0?i0tX$(KXZhf7s1J zWK)7im(C1Jdvw)2VXZfX$XqRR@!m7#xGU2a64gOkWeQ|N~>)160GKOS8d z3yyu$j#0ap=8Ekkk=kcC>v&!fel7vlbm!3}d`3+M$6QPIycQOSFNHRv+}Eh4pEH`g z>s@~)3moeOj=iP|InRXPy38{*J-S@2zrI&+Y_ZR(!}-79yN>pYalIceD)HX}3tZ#E zBJcGSLh<_r?y7@Uh`g5@e8EEN}w+ z+u&iRG=$iLEs3v>PH{`vhgcrB&g4={7)O#dHcwJyJq{sVtn_kxmyco8c|LbVOUuNM zI=bvu``EI``d($HC`HzbN{Xx(jjAH+dlgyVJGA8*3#%t0ztGlOXrJm=#m&^3m+Qm% zszFx8nP~)ipWX?p;`DNVn-}=h2AD8+h~p?ub+J|PF%%MUXZ#bB*bs8(acnYU?6JZbgG+kLAZkGWn=p)bN?Q)UI-c^i;JWD6fJN>Y-H!{z%b;J^~B|ed(Hhi-R;kx${qSkE}C#0R~88` zZiO8cbF~iNC~y z@_VcDrp5i4={6F@^OojGobek5)Fp~r%&ZUGw)d0LDHbz$5)b4)D_3WpIK`U+|s)d!p*m3QhL2LNuIebclZwa4H$Nvqlm;|2|t=E44^~aD0 zjyL}|Cc2Zz3VyfJN6JhHRd&#m+EI($&F|LTV1 zjYl0meHJ+9{omLK)*wlq%l}OchV`PNa_IvVkM=FY!^!N8*Q9Id;KYmK&3Ph^xQlHK zi8oLOG?_Nx!ldk`X@r>wS54u#fp@v6cew_n06Dq+2ebx1KKcY9riz8*LE<=k34ReQ zjQ>KHEk5CfV)J6$+>t2$!1MNbf~~zyqJ%c?L$HJ(gj9a1LGbE<4zKReH?kupA4_|MRWGSf(TyCD$r0Y%cK0u zf~=%j^g#$ZkI5iwd*9fdzXbqzl?UaJb@+<`vR($*hDI`3ecvGK1VW}Spn3_*{!HGZ z*3%^aR|BR1;)lZYOR= z)64v^))uRFA9SBk?^o?b3f%0@;q{~b*szW0OYv5{ zURt~JskOV0wOi+Dtz_+1jDXL$={KANauacaib z?1}--ecl*vu-NG1DHr4$NutE>KxKKe8B_+-_LXyU8A_J17)j|+vi8SIE_r>Nmkm`q z+Vhfd+`USjhLUNdalDx<$78bmgOQE|x-wa!-sN>rcllhqb|B2PPm@c=&$ZuDOru=h zy9#;t9oj6}CsKGhA9X5zk_9hoBs3G|Y^pTKd}CD?KAv>p`k&N-%qP+@51I20GArm& z{X+uO$FH+|kLAd>2~0Sbftd5g%7ODl<^tJZHG*M0pjNPF8qH7!8#S11QU)QS;-Lq$ zY^Rh#i++_pxZ+5s53;R7JhZB4Xv=QKwLID~5gh4-AczD?(^9h5tAn4wm+k1^^#%)CW1;eT!Xnkb(o}mZ zDpw704o>94Z|Tk;azXiL6S>f>0Sstfav|jzD0jq$3|#jjluu!>+i$exy)W)#cnEDi zjh-a(PJ9~6!^_(RwsvnZ*!QHf(*|eEG*^Mg|6EDiMOE)A;*0RIi4g~=5CINFB0mi z#Iw)yFaXZicvJeaQAj4(OVmUq!fpSRL%3E7^47)2YjUj=McZ`k|acHeYNSy{d>|&8N4xFd4YQuxF*v)0!4<2?4pNk3T9(mH_R#bhael z0SJAD*n1oJsEVt9JP9jAjlEH$MvW46!JtuzQcWb*09imuGy_9#p7#I?=vDiuC=!2e!PAY zuTd-h|CPJH0pmejEv7P>?>Gng(^%O82(8j=H;A%8aSUKe)?T}3sb;lkevcz$|0dg4 z&|XY6PeZwwYHpNesDDH?uDFMPfSY`Vx*uodSamyjm&ApFmqIbzAH@otie;hhWIFe5 zzfk(QOgUE?5}hmG`XZex)rZGsT2=ram^7r_3k|r4lnY8hgT~*}#B$e>rU>;s>qxc# zf{0r#HVvHq8h0}ma3W|{+_MCx&(XwqQ)y%6*vS};*9i1@fROuGI0_^5SFs0xoqnY6 zD*I@cRm8CMiSQlWn-~f|V!cv1KL5E;93C?4Y?l|Ds_)gC)!$ z2_98huw*GNjL0a|X{;CJ6 zp~K{xjd-N_#%Q|gCZ1;<-UFnQb+CpSSDMMmAhOG=7ahaVH#FZ%FlQ*Z#Qm}jW6Y|v zQH^su%EtExnL~+++asin!J?h4O@Uzl6VQW?3SKns zZjKfwot?;+GuCM)0LH#Tr=&7Sbf26bqtSSKiSOnrQ{4XiuNXlTaWU*vf9}l?YaCW%?%p6aQrm0wckNk#mj4O-qAdK9C z6Y)zW02yMc!7^0tO8I$s1tt0faV9xX7&o*6sFdooMSKIlah2#Y8O!d+BUjYIRk*nr zsW_1+E-0wNO`~a<1$wRbK%A%UX~CZ}9`7LqYN&(a5OFXfT!`yjr0vOGxUK4o?mJa2 zR+$W+n~d-Wco4%s+Q+^gSn`c=2UK*2_`BEA0Fo7kP+0d7&=n)W#li;S0V98KjGF>H z|5myW{t$)%uD`1JV{>o*AR_I2RIbJIZNy$;n-|RcWlTH|gE30+JZEX*NOJ@#)*P<2 zG~;(MExim{x*iW)B0U0#wOR|7E0snvgl|O|wOhd1lZ}pD!VaLuxLtie>vcym=gtgMeC0|JRi+lQF>$3zhuq z(o=ozNPd|X5&h_U_*z8C;VHEoKL`LkOBUkyWG3FqP!hM;E?h&H)2No6N70h{{wXMu zP`~S)AAFeP@3r1}=cTZJr-gRpSSMP={>j#Ke<7O5#C5R*yr=ue;64NQMT~aiIvv;f z_)W#{XcO+pX`@3svO=vnGh4Efl!y2e)(6|*Q>`!OQ?4)fQ?Ae7yS^_1fqo%KJ_%yY z%viL4N#(?(>WS7Y|77A`XaoG?^%$hHW#V};Xdxt;1#-;-xn}v(?M+SK24d4c^IDL{ zmG@vjwFFU1FkVX#wFFU1(4XG3*;556+y}n2Mf*Ds3BDgR|3~1KUz)Do6dU(7l8w{nUI2VdRR)xU!Wt0Q}BU9o=z!Up&P*qBW-PX*-x6Jl1#+t{sM z&E*_04K;^1Ri{~3W>psW{@bWuYd&u}p`FQfCH@hnlmD`Ddj!S9+fd}X3>2Af)T2>j zCH~}h+*EZj8@v5o8bxR<)CRLMnB|%z$n#5_my?n<0(#5?3l1H7OSbXDmfD4Wf6|kD zW`r*R;>X^SiA_d-xK4K@d=Z{0`z5d0d@Bs2ZVU<+;M>UAxZuveXW&<=0o@n04M_?f zj!KL$E!DN1!`JQ^9_mbSp2wXFm?vc*cmn{RD-m7#_Hsvh8VWKwXRv9iQJG9QRA z!aUuPJrrAqIBkbnMPe(QMpk(&F~a9sVii)e^Ao&Y0@j+1Zn7TYK0F-d;_W3@FLA+J zM`SdKy^US2!Aw=oe*+8nelEWUbR&|T>(rCkeBuEZ;UP+1ZMZ#U8_bxVdduQt*7mr11PCbv+idpRMGcvK%Lm zrDgv?(}u6W5l&Bql>y zrQL823$L2x%esxV<35Nq-!_~*M->^P>8o9eeJ(c8_=)F(U=pOfgE#$B?EbD7#AIG! zm9siPr86Ps<8>KoKxHnXn#X+5Ga&xYQuzPdoL=}p``iQJ|HPjTi2o}dJ!Jf!;S7NP zuVX9l1K|IT1pNQ{`-g!4dUShm{J;D2LGk|{UiZR((FKFx|5VNYutgL3KlecR|H(ZA z;{OHs-w&1l|1kjm-#YJr`2WZE68L|~A>cpboCD$iCLApT!5)zR@wylOoAW-v7@lh# z+GNol_Zw|+<+{cSRN5z~@2VA_ZhecM`gH62zOvmyt)EhVU;N{z3t!$V{nSVEl~c+> zP&pqa>=^4Vk z$Q;#bcEgZ8Gt_yx8E6juwL7$@$hdng4*iBx>a?|yZ5Ws8O1FGxXm~>~<^8S3%F->- z>qZi^==cmX=ub1t*K_%oi7~1K^W)Q(`>+ktdUM^VmQYJZ?ROYodjaj$)@*^5b_#8w z(oC2zbzj2eqQ57>EmM7!z?E9?-ogr8wHIku&Bk!E*;bupm3COkXu@Y^_z*SU2^EH?({o zqgvt3YmF}SpNY!FKu34d&G$n8=w|ou84P!cIzI9YvS#);H1N;}U0FWDPcSjw_;qgvs{V3q&1T@F5p3iV(^%}NyT07AmF)AQ@(dqvO9nx19g7nh#JxYqP6z@^ahMwgye^=dCkho;0y znns?3nHA&Q$1qwPJm>DhSqR`6(?06E2_J%1DFpJr9V2+gu;KtCvx46}R-2uU(Q z$|hDp)a@s~{b5gZ#z?abie(j8GRdsiXjPWTo4KvF-Xm?X&_d@enXHC2q`@5gm$jf*ptyQ9V2p8WcG)u*C>(!*!@;by4uryk-^vrOBx+DItf-XJ}5{ zI4GZqXVoP;jVKzM@8Q`rCK%VGFm|et(PH9G2dzv$CF~# z(-EB{OnBj~aA}mMN9T>i80Yd~^+xNaG~0rqoT!U1{;i^dPt--Nab2`AdL_p-OvE~b z7*N>J@j0ZxM-NaXwW={KhhtjxwTiKR3l@v3q`#}X7$dEB2e1RFq>coYl!-Zae0*68 zlk>p(s8x|TKEAy25cN?j#}`mp#+PZ}A6FkS!eRwh9~tN{!eenAs##SOta25SR~vZ; zn4?ir`~h)&bh?0tk+k_>M$$QJL?8WGIKnd`(Ffw?2<30fg~e0?mq)Qh+jybB44#SU zu%2dMBlHT=2=9s*?^ok@y7`)k6<}cSQGdeQRQsg|frI0*0e}us$nl$aTidDv%ZH!jZVru{oMHf_|LHjE>s!^M8JA6;jjbata z`g-uL4+`uuSbFJtNB1vc&Pnbof}E@v;e%!~TSOV#i_a$0Koy(~J+NpWUm4-6@z-uS z9p98Me+|OGgAKNDczzA|gC`?ZGCyc&vDe`HA3>vr_T)m~jJtlp+5z9`F94_29p>6N z3k;XWl3xb{oJ}a9WoSduc&b@t@5CY;e1Nzboh8fxpcaB|vwzpf>?HK`>kB90DkffyqNiaWHe*!d# zCa#IUa+cP_4H|r93DTGRdS6R$*^}VkiVh5^%+HJSi~Wt$_Vpy-)Ws)on@;{CJ|{vZ zH9qg8x{Q`3hnj~gJJKv)VZStru-L;<7fFZutnw9cGJ%v*8%IE0<1R2E$m4vapW5nF zZ7*hXVhnq3dAv^4M7o2k)4>8HKV`zL^q0EQqgbgLZ(M4Gxie+xqm7B*Q5yXlH09{RZ$GU3!#x~S^-}s1u=Om_pkxnVoQT(6IU8=1B4-D zwk(X8)g8_{M1g7F+08iF_{i3a3csDv?acrz@H3Z#pQ+TtP~&KF5_z zS1ilWHTz#@YOy@eBbH_8wSD&ReLdT5%u1j)S?EH_iy}6qavQK=_bekDeO|=!$M~3H zX+7IVEbF8(5zF&>i{)zj8q5s)7t74wDzRK`gqhDgfLOwX85heUuUM}7*kYNT6qmhJI?>GeV?$TnsWRu!0q$UJ4^?Q}QVEX2m|g(A&_J zX0Xy;^2ij81bJj$u~!~v;GXixwD1IZyg|S*L>|v`<#F|(^0>Nxd0alQJdW9uD38w$ zAdhg5sCfc4l{i5Ah@y8Ku>IzLeroL}8*Atzn=U@GB0yYh6{(>KhC4@sOVVp6QXi&O zXIpNvhC+v3u#;ebDuM>g#%B3P)6=G`4POrih4@R|-~QUm1aeb>JJsIo0o%Lmy^qnJ z%I`o*2_dqENcCLx~oLB36IcJ3>12IG2I8T)fLc3_R32dgkHp z3NvZ`P~)XI8#AnGoK2r*)nwwxMtU4+e>ULMlaA_(%{}HAKh>A9a*wg5MVb;fS~@OM z?TKBgIa(uhz|?Iv)!aFQLkYZ@X7!f3iuKxeIpZ4`Z}(zehxF(5;SJS=)`BdvX1%o_ zTiQ%5XkS=}tMDdm5LQ2I4W&z9A#?_2>^rruupMrPuDh%S8S*WnZGacw*0he=Q&*1D zCt+-dnq4DhdbSME#r`umfe3YWvyZDWyV(fi5`FO5n;u{UARRERiy5LFBj~OO?a2<# zK#(~y9Oxz}t##!cRPH4JXeYkc0MWuN@2EZluv$Y=q%XjDZG>Nj!j^cq^G95nar0IuvfG8#^HYzxbhUow~NlZUi!6~Jg3f>t_=ExTYN2XJ5 zi{wq3O%+uK`OmAcWf-eNMqOw}cB11x4j(=_DCKV_Ap|EXEZ5ckZoK2* zzE4+NNI3N9;r+fCRMz7LyfVaL4+$Q+4C4gKtv=yNj&5r z0v5O{k9kU^8IK_>^UP?@%o0EMD0Klz=wK4h;skD(=(bBx8i)Ll%o z$GGP}9=tw5g#-eBc;cZEI09ivATYupkt;B~xCB-kYf6}i$xcGxTU-Kr!V3Kncql$_ z*VlNs`YM4Hc_jxG8e6wqxO#mbj%Y~Wh(vxki1@;`IgBslsQAKcP({ZVW~RYoU9sN& z4Ynv5)p{rqhP9}S5r)S}>V6^&We`G6y)bOYBMdq8J=ove1-faVTNydHPfMn8N|LvsNpgX{fs8aY>l5_Omyi#kNF6=lW1gXZN4mF74otBFun z$<9yl1+H@>#6TQ4b$Al@&#_$mT@~JWwbdcVAF#)x#2<20{9!gY!Bp{wBaiQ`yACG) zz;Q7#{!j)^v_E&3s4(&!!Vs}Bkt&SQtwa^JlchWZ;2{Sg633{Ek2@$8)`}h=DJ?!m zwct1~i9@(!6d>+Lg{eryg`&d{iJ0%|umcQIhv5Sizm54Bzn>9f^n(cP4`~qn^_=jJ zcSQS50*~|;kEqh|h=sl45l!)U#Or3RF#o8RAStOYeq^rzC9M;5M8ct#d4ANpFMdds zGwNUVP{@@vEZH`P!Kid&5|S@z4L49NDuaPQRYZx3W?h4+mb)?`)t-U6N7*p+JYTz9 zuJ!LB#3QC+<^I9OBib@uuV?Rg#0SR+_w*BwIRA))k4FpzFZGT`y!!`WRN@hFSM#0H znw8uqBvG>pv!c|VvfTbXpQmEUsSZdWc~d-}2sl7#7WqZ3>WD;>sCgZc2zX`fP$Cj4 zo)%ZsFCMM=_n-n26CMEnNPOWdmBy~I$%6vB{ni2EFLjYK(X&aUGdmKg8#F3 zJYo)N94H>KC!HO$$Dy{57mqM>rTxVtf)LXL|0mbfdHtW$a8Li|6#T;f>HEW}(2v^g zt`vxr3p61lfn0oVNCGzRD)?2B4j7Z5-h=*2j7c>2ib-H^Wh})*JfhK+&e-@v`8?=& z#HyJGC7BYB$UV-L%!GKv^@bM9KJkd34L$gH#5Whm+~{|?@rap^^%cwaKgZUzSb9Se zHFQ=CES7iF#{v@E50e3j{=|~m)!Nc}ePNMTEDtFn5tqnI1#YgPJ(!ThqxZQIc`FAe z<*&D=9Ci@#h>R}HiR*8prcl1No@xEZBUqd+s814)aO;5S;Dd7N$2E5_@rWij9+7>|f#MNM z{~hrN)jr}8vk%yQ?WY-!XgWYVVkyAsKOS-TA;ly5wwD->=pL}Wf`3Om0?d;TkJxfA zl-s8lk3jVa@rY*>>ws1N4e^MkKJkd%SWE*?vZ%fT$0H_B$9Vf6iANy&%bm8b8zv)k z?|?*8JRou35eE!NoQi?ylLsU?LstQb7jVUZL>qn&Eg->o1QpY#9glF8-KQOoV7&t< zP`l9&%u^exu5B^kWL2#W`&{t_n@@yD_gXpEG9s zj=`_be7R?88YOkB1lfsj@gK-wcP!)zs#HyD z#bN`L&tUnb2VXvm<>&QNp8JWUUQ%{1I+Kc}v`j%<*NcCO(k_|pc|RiYz5d4K2UW+2 zb?&`~-_xzB>5KN&5^tlB3OAf;CEoeX-%jkj=4Zf7_Vgtn#jPB_iS=hJ+Sk~(enHm! zPow_KMf*DY)-T9C_LJ04{n3{nn!lBZ5_Wqqei;1*V(|yZKLT=6Kjjra%>IST5AXmb z(i{AecF8=?`;m$7!4Le#B@y|dsc2;EK9OGFhb2GnpC8uUn%Mb6<%j0J^$R}?=}bh{ zA=M9l=i98&!X|DC@AQha&M>y~(BkvLWU*g^}d)iFNgTJ*)vQn}&C8k(gu zNLDU|69RgLC7@f7ECoM98r`VOs4Vtp;rqGx_3jff8~5q<@-%{-jjaaDLvU9;6Fe8| z$20P_oMfE6+f^_AK`X%2id@r)7YIIS zwm6lr?7a9`h}HYEu-Apc$t)xX&CzQm9{#1m1vBUcA50$006v(VoN879FKUA5MT$fp zmL4g%z`8bu#-;;5W%j+Wg}EUFc8}N=oCK_V*b_WCzomLe=yNGRj3nvg2`$y9dq$~lt+iVM$p^u0VK})mX;z$oJ zikO@i%Rdht>FZj}j_Q9gf5V~e7nRW~op1?d#{2IR){iYi68Ddy{H@`JjG-MA!Wp1Z z8E8c``*A-Dzd87wrv>rtpTn_*-7&ZxDLZ%!FMX@94|tMfd>h5xd2fR-StN|ZlP;G4 z(SB@B66W@Cd7Hpr3;j9Rexx1mz`a>xOZ-(v=pVSt@4x~{{6@Cnv>z0PcpBl)ftW}| z+iR@s01(;6ns7Q7p7LCQVfc-fb=2-ds`^9tE;{|UNztmZ4zt_%-7{mM4vf2&;Bj(y z0mR#ghH<^>Yn7Fi@4vJ5qv31!rHpzvvdw%cc!D({b?k&RBlI^E2sJ006H=dsDE5TV zi)6x*PJRL`>TDQYm`fIomHCd$$4Y=Hy-D7&C~U0cZe%$yWZnMVo{b7!dlvNqx~kxb zf;%Jf9NS&!&q^^O&Afbj4thG<+-K%M>|kbd?~a_LSUkW5ce{pw*&sv>H$%(5q-@WG zr0U$-y=Mh~%!hT01zpCPwGKnHN?s|eInD_L3GrZK%?5}_E{Ntk3sstFet@0L9LrRk zj)gZ}k0Q%ai?`X1{Z>?i{=98m(s~Z6QB%p&*Z}k&wg55rg;IT9=uxGgYJ!`GP%RQa zqAHBYpYWNe3qarp07-JHO+4P4*myTQe2=5ao+o&cMBX;%?+Fi_KjRh<2!@T@x$m4~ zp#hHok>AZ1xR@vGUy3@cd;QDs6P;Uy(Zs&ur|`03RB5+;KZBM04PRA?m zHI2(uTv9wtn9+NYK!{D%O!Wll8)K>#pf{=iN26>5%a&zERRz(-v5yy*x|=Ty2|-Kh zI@I@})`fk>Q|e0@7&J{(JQH37E8y2U#zdZ**^V7gqP~bH#&i4b{qQNPZBG!yI+mb+ zj;&*TB##;io+SJo$N}?VB?z`Wc2@@bW#`k!P_~Xo-_aP@ihYDCUd`K$#j)nPuCqM+ zhP9%dkOHm~g)7&Wk1xtQgU4c5qk`&eY-{9u%vh6paq0HzKUslS%`x{dbxPhY)r`7s>V# z3}>b3VB@E7MeP+I%~U=rmb-4X0P$wCrR!+)F*pSachI+j_sn7QCq@f@YL#YL!z|w- ztF+Tt=}VOjmw`Pa{4Dx~6fj6}b-N4G9qj8$>|VVc8`xC;0nit`cheI%oy=qt#vS_r z7cpZ*Dl~)-M1~MAHCa}5r&V|dHo^fCO)P(z{w<)O+gx|^$$G!a*fuw(PjNYIdck|x z6%;igBhISnH1nM_R;%Lc$!7Vh+O{fx)riamhS~$Eq{b>@OSTG9n;6O7Lh@`sK1VMv z0`Aa9yACa(FV#4sITc{pd%{DK(BvIF2e2#TQ6{)l`ef0L^YY~#1^Z{+Uzglu0NwuSEwpm)VdsBYK`dT>ro&6 z#=}zNr$sy1ceF{0TC4p+F*wkoGpfuizx`|GK}s%Ge%>~FWSYxGa ztW;lPzr7smcx!65`68IQ&}><>m&ThBIYzfc%SyLYyYC1iatiChv{d(fPVJB+=W{Hx zSV6PiSp+S%L@LAZwG(9U0obItDOc!ld@x^eD)5=hf1rE5a$4#A+#oc-KQ#sCn zbqisOf)9dmsu%j2){}j6vG&gK}A!Eu;Oh7*p4t~qZ=iI1MIv@ zfOD)W^fv+M$lFHbXXp)ZR)U&|qmZ3!j!$ebjD=dy9M;VIJg=V6Ol=jk4*_oQq)Rjw7Kv)5eebC!pCsEOyL<~6#vBh$X zr7|6y3)KUN%J8AAg1X`Y8N)S@F2%A@z4Q`rv$SR{1sr?X3pfFzUjT)$;JF9?MG{h> z6Kp7RcEtG$@^=Uc%ob(Um%*yXC(~)!a}>pMvFc~Z6|MT&az(3tj$F;g)m#^RZG8_4 zex}2nMC0~lRP%>_f`>nnah51xW4*e!>>~N$bATJa8MRBN2=}^}O6a{p+Mq&s_bx9& zqDoLTEE+wO)ivX^jb%h0!!G$4`X*!Y9(j=0APi=Fk)Pt)?ZkECKkTW!Eej)x5nkY< zUY~e56>@N-TjCN=i7HiMvZ(CHRMz9^aFuj8#Vhm3^8vSS?2FX}Wf?h2$bJMHw?8hX^)>|OHfqm;^0+H_gT=lvP z4fr_zVMocC_(5HmYT9=JTi9NKeRAfrB=mhRd8TpX>3>Yw#pT(-hAHv!k9Dyzwt~jW zbz@!M*Zzp!_4n#+KlO*2ea>^_RO6jX& zL6vgy6p{~wi)kNt?SjdKLFKpgrl&i8&_#$^z4UaRByab%VX7~prF0_}32OVrxez{A zUB9trQw$7QN-3VE7U!2Jj-6UO?+_@1VMISvOV=XNfE|Jmc{{r2Jj{4>+s5*ncb+lm@oK z89}XCSLkZZa4yE(yq>(>dD}2!CjW7d-=z=+HDxx!I{=ZKesibin|xeH;JestghRN@+teP|f-kT_0WOEmt|LQ%Ey-9DQLu0RBuv+_!hfg&~>;7(80(@ zFaXtLT$i9Dl)h6Q6%AxW-a~;<4~9k_>=x>QfAqU3G4_JsVPog}s%tEC3u}1JF3&E& zS=hOz=V@GmJxQ{2lWZUx}W;nDEe<+yyi8x<+vZbZ(I#?na}adQ+hsh`FjQd`ZeRiXA|^{#q5 z4`}BhPHg3ZAdJq8r`UXSyqlDC?%&AMW=*Hd)7X}4tNA)yW9Iu-byjkVxegl?TSG$a zm|6KO-*?IGkIu!px|2RAsMucpCfqM@cZu`gIRY(>y}*cYn?r|=9+59u;9h0vdH-_p za3ZReZ>>%6RPlwwc6ZDz;CR)_gI;;c7);HFTtDI{n*_5W?W#P z_FH8z+5<_-YCjkHG8#xOP-X*=iRQ3{U9$PiZr|nE!AwB16p)0TNiJ}LN4Vcr|I-8E zlYAe8@NL4qJ6I8ekaK$kAurKA#$jsOBLd%p5k3Yyg9o)J1j{6hpHOR+OojcZ2Iegv zRX^rwu9ZdAbH=aaKrNVY=ykI-HIuyx)+?DXLhrIZaV17Jw5xB>9$35tf3?2m*6Lj8 zD)CYYbE?-d`JR|Mb|S(j+XchsU}xwL-M?25<3hv-stNmhK8jbGPVGsU*d;kvqfHgx1&3KjT3^Dk3u-<; z1s~Emf`ff}$bNNU#eM6@brBwJ6K62+`)GCg6quDexPxpe;)UqRdEsX4>Ysxx?FCL; z76yW;@UKKnJctHTG?%JMCJVebrYPFipCue`hc~ezBm4@!NaQOMo3SAf%b5=2ri>;` zHzDjFEP~Tg2ORJbgk?b%#Bh|rFk?Knlg~-2!{%;A1cwO%L&g5{ur>V^NdUDp%6T$R zc%W$miyAH7gBnn^8_CVoSi~bAO3J>+CJK z4DI)Nw5sV*qUu0wAC;A1K0g|?t>u$vh}`KerE6g@$M{)?sEo+Hc4S3P@#pyDI}Vt)7>Rw9SpS*po+OxWk#)Y9>hml|5$1ya2}>b410>3 zkxcjJ#Oy>Lc9@Cibz{ig8iesa7f(LFGe*h7g%Jo*0@beK*#5 z(C0x=Y$0r!S~Q{Kmm3!PlG>quU8-!r6{%u&lPdHs{}@k9JCP_nW@ay!fdcJ{97;{j z(PWtisHh`J5{74}7-y3-&tfBekOqozHj1$LY`bl=D8{*n3OtF+{z4O+D|(IxL5x)B zVRpMzy2P}FR@b8A@$p>K<4>&v(c^d&??aDdg*@Qz6Xvf#Unb_Se8T#Wi~On9hwa1? z>r?q}jT;V>{}#{p@`Izi`Ccb|3xbZ^H~J|#a7g~!LFIdu!5Kr(I}@}Z$1-$cAT*ka z)$v5r?KN;V@H`;lew71;%&tl%ft@&D5|~OsnSY#nerkPl*XDSrZ*@Caf|Ls!Ev%ToSOkKpZAvI+Xd$4UnyiJOh(d6^MDV;_ zEyC-fSXYbf%@_%Rfyoew^|-85G9iZ{)q9e>xJ;}#gl)6*kx?36=0u6OYj^{I7rK<@ zP1T_JYjnmdXJuTRMTGIZggQd^C??Khp{!K?8uuv@pALIbSc(2HHK+s;vun`oWUohQ zx_?0|n{BpjpA(b**Kj#dSGD|?sjlkrmhs3Z;^g|I^7{WepKUr+G=2Nn*8#YrL77c# z<E*@x&cXt8aRY z+iR0f;ZS8@*=RzRYGr6|5BF(FG6E=O)Hl=EakweD+u%C+L^s%l7lI|EcySw~`1k`b zbavNMcn*79-v^JDe7fpOC6}%`-_4`Tsf2juKwc8k={)sGa$AnGgRQ{6M18Pdd|m5Z z`x9_Nqn#%fH8t9K(kW*odMxEta-7*N8Fqjtc7Hxf#PdTIqkFI;8Rmjrw*o&pKV)ps z%@5g$Dqe>;4jw_W)Mpjm-WSp|8RI=H)nk`8g)b}cPY&5P^?${Vy zsXUK-T&X+{rkpJYEMU4~{Lt1^X&=;{D(%BfIa{WRxhZE0q5b%ZCP}vL7%mx#qGD#k z1?%ueNKk4i+km>B2sc0DbIi)1lGFYbrRTyDtpg#7q3W&#>5A|rgMlgmjn-#W`CVAm z**V(z8q^7BYy;gQyq?qnBsw(?FZ#e|#h#hx;r>sMLOW|eOj zH(x=8+2x+p zGnc=;`DZ=T`{th^_v~a>tY>NUF)medsVd>h4Fz5m4|2B=qLD{W;|)Luv(MV>>u}Y3 z^ila|=tJHnt75x&JiCsM%VVf387XlEub4yUUlJYjW2T`E)oEx=K9z=sX17cGJd!z( zrp_}AqwkdkNZMLMPxvc0tqbi>Mn0Z#2d4t&D@03VHf01qw|2cCt|@0Jz=WqBkQz;eGwhQ_0*M8Cs=tQ^fYW~XT4bZWZrs5-otyB-Gg`;> z4gHD`n@;}R>)(zat#6+DrmJrj&2#mQn~zr3D<6&OM&*_*MFqG~xn&eB+=!}i^U+jp z8FdNXsN6Cg(iffM=A(()ar4nc)wua+qHSuMRRt=~Y!387EgpzUn~NI~S#GLuQ|I2y z!;Pp{WQi3qH;pbNDaPD1dVu7HxoLDi@us#G7r4LIy=Tq1U+Uhoa@@10EMM=ZaJeR1 zEH{m+NU9U36%D+4N&Q1XH#dzKfi7g4fvYMz@d!v#QG2B-sWPc5x2jjnx9H#{^xMhD z^j4L8qfNrFGzV2ltB`9PCgV$+UrMGLOWLoT0dZWcs&2D4;;y$yVzGy$?y|V){?}uLL{c0{$IFjLn$5x&z{^@hWxa! ze-A3=KXiFa*VV}V8Z*Bd(Em3)JuDe5JlPsbBZy^^Kg6NyNmPq^6WGEL!5X8fh68}? zw*KMiA{<7TBWh@|RL&%@XxKl4m8oKEeF#cIuZEie5kUw>*mN~cVvy7`+HWfLjP(Kw z)A6&Yl^qo+>UIy2ClmakmgteDSaD=AB@n|sP(t|{jSq6x*U(arCijZ&p_JL(Xb#3 zk1)cg8FBoWT@Lr8RsL!^gzEj&>}Hq6xQtr9shF8aAgcmrb9t$lI1|_<3h{;>Tj2u5 zzr;D7l7ERt;{7?e+&BrP*MgHJ^@jXgRf!w6;BZSHcRX4MbD)btRhEmylq9@n(7PU| zcHpXLj0s-9m$S&Bnwa3 zuI?T?9%|0S9VN6^4*?E)K*XW5#E<1=`DXvfXJm%VAz4#hKp68h20_2( z3!*>NoH{UXJkqTwpe=WuE)|E9<6{iY2s*W7aQM2b!df|H$uKWYQ$Ly!U;KS>_@NrxpfP?=_=bkBR1@O^M@xaI182$o;uNQB=p?H%l z`k&&>laQ>Vc(azks<5*M=CBv$@1yYGBrjwogOD7rd!uw=><>j*y7Ui3pFx z(D)IPnd0&1L|K1J;ge|nPvP@f(XZL)6kYhVPdPMFeFbAMOA?rhhx9uhD}QKA-+Yqs zcx()u*#L(owhPXj7&uR&OfUPQ{zTWl@X<9ylKE&~AQG7>;ca5Q-vP@_VJ(WMu=dhS zs4F(+Dh)b-I9(~?PPaiBV4oh<)?K^{)7>rr6d9>8z8#UN4L>6?1VBP-b5vzo>n?N? znkEVTVP@-_?6tNlAHYWl)FRl6k>MPa$C^o*m9GotxMdc3%P`X{R>p|@gmopN1E+RC zMaR-g2UFGNUX=8Xl>`wz9z@glWH0<2gpj6VvY{{nJWVE_F0_TCKK#Oytq2r+waHoE(tu=k#jt*&VA$;7MPzk}l8@?=yeCeSBQNe!};fY#7@1<}St z4DvPx(QrW2OR|(@9Fr`jtPVEffW>-`IHBe=@aq6t=hqToWnyf$W@p58W;Q?Vtuq0ME(?Q{qGvx}f^FFr!hBmT<{NBXsxf$QT=^yNWNa=JVc^L% zb+N}1Vr6M&7c~b9fxYshSF3d*TpS|m1L|`elKw+CnLkBdRJL_t>19|ajOK>Qd@%Aph4=7NX}7hoJ(`~$ppkFg+7wEHe5FyQ&A2E<1p=yFk@*)#YXcz_^gp@xebjkaXqeZYrbTJuO)MqrZb=S+qh)DDXjx$D04E24CPKZ zVY`lt+hd_Xht5^L67FA}s~k-mf?VUVC(eIkNZ?hYsp2K3UuT)sTdfPNF*vwyV`V|s zP$S%l8sRu*&T{ouqwC1?53f|?F4CWg;9e42oTJnFdXdJ!Hm^5u11w7?>Nx|S9<9<3jTk)duJqsoxbbh;T@=MSb{l7#}Q{W}# zpx%YABR%v68xbZm_Mbw$g!$74@52@VOgs4>Oq>;Ic9j=4)tM#U7bW9x3yH z!b}s_6%G5&&8_}CiXgWddu2qv4q(R)F(Os`3Mt|T%&A6P4uLnb{3VCmIJ^GrHFV)1 ze%2mHN0U0kncE7w1v)uBM{->b6Qmd5g_|IaRLAYkOt#L{JLe?#is*B=Mw>4C;|$ni z%*kiK02KZbYI9Sh5kBdJ`@C=Xgv<72A-&3y?k9YLMfNI7`f&PT&`#+jWJ&v;@}&JA zxl*M_Z;xWn0Uqs#?C4HJZmPFpNk7iCuXxq+J*hLJpB{@H9I<_X?+GMf7u29`t7bcR zbro=&@@T!@*jJDE0#A(HwXj zl}kL9FP(2cF$4M1t5x14-L0ITx!KaqNJBDh^IvA0vjQ+s3@0&9bP38(FB{<(4x>zQ zNb%tr7V;WRS9|@KNC6tDvP|DZUC~Ltgs+$M^L5-wiEs1Jk$Lb-W2zHG7#5*eG%Gts z1~DLwVJ!806ruCX-g!0j*4l&~Sjlc;mzdwkHXRAEf?10y#~{-eAXV}>tdV(e1eN%& z;JeG^Nggjtq9|I4vgczoL zTYDwG7-@v3v2A3*A%c&qyiM3X=`=dlAyeV0@{YSIVI_m)p|WbE#nBociB{(U6WN3? z7-~<^#6z|>bgu@(k{L-dAC&m#QOJJ-`Z2j6h!!uRl4gr1iYq_-D|yFFi@0(k%zU?A zG(92inntes``|aD=>+aY@3hAJ6>Qm2fBeXeuYK=U4de);36Oq@!94E$ckz* z7~6a2@2K9R;prL#evQbDXonm5+>LJp5CrkFjR+%WZtlSy=&I2)nr~?oB^kwA-SgjF zo&H5Bg1+tP2_7jmJKWW02?S>zKk2$x$M^I-h*QA&bb`dS1Xyn#baCI-1TG<7WCBaN zQaltjg9Sx`LannT65+?5nN*`doO292p+|_9fw9;K!Sh~K|C^ef6{xcJc(T!3nrDcs zJ~8vwZSWvO_6ySyLew6jwalLfxaqFQPL&xmh=9%0!1febYJ|9WUXF1VuS*=nrConR zp3v%9JcwbBqtqjK;NtHb1-kQ7JX?a4u6g$R$m<2O@MI0H^6Z(K4Q9o3-E>%gHu;>9 znQYGBvH4Oq@~!zIF24xRJ0}s{GVI-tE0s@D2lW!mpBo9yeSNG@HhF^ycG%RE%*&Kkap@6jf^E;+O51W)1?H-2?8P&|ap_?{Yn=0Ty3#ss7m)qutvG9=$M zD5=QY5@RtQL2ndVRsIE)P_5@e!6K*^9alw_dHPfjZ&*o+J6zrnbq2D{^YppUS<9o^NOZHfX9LV>F-00&m!GPo4~jh3|}Fq<%3 zBW#U1%-2Cfy&Z&x!ft>QCEKaD&W7A^x137zT`hhJO8gZ#FBcY8oP34Dl`~j`#w`QO zkv`S+TZGe)-#kCxHNp(GXSP+}i4z@3Z=_Vc9sB_s)|z4gYUo-W^Y`m~qOKM2&u|Xzad0GZA?&NLh5Y%&NeVA=CbKI_Bn^eQWsCh zrP7NnB2u6WwkH0g4|+anKI8wo{9`50CD7@! zxrZbr7;=qG*|ER?822M7z1V*tUeDFsapV;+Ct+?H;gg|f&1X!U|Jsa_qa8YDmP98c zV?#YLM%B7iW97H84NUzdTmS;jK`LYxu4?xMf``}c!{Vgda2Ne{O2I-_$tsMMGgFK; zi%*dcw(xiRnNA`WBpEtQ_kFI(T{QKG;RW!6~pY zFHEX_iM1IkkF~~Sj2)M0gqVL>myXXv<1(a*>Zi=^?*Vg|l%VcVYspL#=j>KsV@M1{ zv85+iMT8z>sm!nI!U{tzU3VuI_?ap&DOSK~h7ymm?v?PTmHLGC3%bB+KCW$XN4i>=}<(i`DO4SS@3xtWLQch*0)S z|L>>7-V;xHEz=kbue9CjffhMglKKr;zlcqcvfkr70b06%8qakuA$eDf1k^CVZRZDA>k&v&OK*xY zFHsA(J|q`$_AmmaxbDeku61m(V8TDI{^8mtrGJnf=jtCWGT{`^)jwUAx%#INGH13K zP3^$dn666|KSDguPpTdPE#WtshFDi;jJ+D-c_E78Y^P95ig|U08ZA&Oc6Oq)8(}VV zji>6EJB_Ae#UPaAm=V>#iRmXU)rl80nx;rfrki^dFk94A_z4t?PVi9?g1;{Se7Ts- z_x{#%-c2m8jyBA6qpj1zPnZ_|h% z{Bo6myM`>wbl5wOntL84sOHW$B3$Td+E7sE!)1V{qM+W=wBMiC;{-`!$R`nrbL{q- zG@B{G4)dzxBs^$+vAyGxrK&Ne?MjQZXC}*9TK8 zqBn4i%7oz9TP8skAwb}NI~CVJQWmh;YjHP#Jl4ib~4TvWD>~v!F%E zTfjE$yiF8Il{Z$`GSlo zDLCvm_P`o9FLq6;;r(IW_qDfHCvj!^xZpamH?jNab2xv&`tOBUyjR4{dxA$}+n!76 zCIs6iR40d8GiF}94qImIx)VY_6pP_kWdliSwPx@Yh&yi)_~jnWjxep#H@R$KAri+CfJ8H2g%QIB!WYo!z;Jv- zNFU3X%3UbuW}AB!eJD#skHh9gd3CB>yo_3OnuR8z%xMtq!LZQtCk$g~Agk*+v!m+~ z`*Z;T{ZHsG>7jiJYxzRx6Gu-UdRd=3{ck4yn_T(}`7^D{7Q)|>CE`PZ>d3W8Cb$_) zkU4XmJ@xBE=|RwwXt-=4W<99#bJo!`7Xzu*_#B+GVIL)x2xZhC&>t$rr#`?Q8u;b} z>qN}lF`Y8Yak6x(HDNT50Kvx{H-PY;5T9%>8rZXFM?JdP9@yA8x(GiVzgUa}kieE` zV1;=-Qs=i`nKmg2+RFa<5BFoN%cLzFXuyN^04C}^J@&uGL;VEmtw2MxlxC70ejBdd zvh3)Le2#p9d)fja#7Y(;xBqafC}uCm4+ID8)5gHIt*XlLaC(`69ai9; z+6C!J!4spUJG6MA1lTmmo_9Qt4Ddw*Z}ne|6x#n0G+HTkqv?)+O-GD=llU};YwV#1sdQvWC+FxpNsqa@&+R^Udk-Nh83YbLyTXx zE6}mOLqaho3LunUs@_XpPns&=`Rklfb7$2M1}z=ZsGmt8TZbJZN#$^&(WA%%s1^L9xH+;Fci@W$&@Ja?S_meDow#Q3sI3Vl8If~vw+i0#BxfYbaM+A9 z($4oj;JOl-VgwrOzv5P|n@POLH{s~gY=(M%B6oo1$IYh)8tVcN)z&c?vEt8%SybYj;nlcAFAyVC-18*v^8<~+G^@O> z0DOA;(=1z2S5N_T9;IX;BI2X7X}`T!|Rb!V#&+)}^TC+*edj}BfX%(lQ_t6CCk@m2wm#*`)i!0oKd0A4S+$6IcqBRa^5Q*7UV_nE7%rb2PAnYLNzO z#XUGOf*peUmIAZwzP&v#rx3W!LcTpe4;o~%ilqfJa*fDx02B>SIIPla7x0UcMG-pO z*h=^$+zrooj9-O%cm--^MmCs%MkD+u@Q}P$^xI83DEg&>!`cE5#px%n8VgDr<{zFP zc*uy1#iv$zBWW3yy)*(1Se}4jiDLBdFB1H@svBxoat{)!yGdB?O0GJpcc#Li0@|77 z%cGNbMFW!TeKzzrFpI+RXD3jn2UZY;z}O9Ua!hKl%9qR0Snx1txnBxM)xK6rcSc%~ zfr}lZv_JYPd7YBC3F;G(Uu<5B*IK_F%T6lopn~}2qQcbYSHdB}y8yL(Yyf5VIl{`jMnw_o^M z<`dTVT&T1=>G}W?t-w-@r^)SsrDQyET^O7F0W!^IeiRd2{D>QfXe4|GsHE;KuV)%S zY)2*|>}Mf0@-zZ=UH+H}$xryXy{3I}(Q`XLh_BA5yF|gVB*_ zl|#fEtf?9KzLV76IxbT3`{A#4cWe8GWUxi#BIqBNo=S>m;t2?s?0g;UYA4nfNYUe5vZvp&Hv&PrtOXM&!$0lC) zVUCu5pKc!vo}GBx!b*4>@b*!@d){)D@7G-erut-FmB~{5&!fLoJ1}^Y zorkegaGwgAVinBdXEU-HKmLea=3Nf%BHg&_dc1N8O#x>thXfeIS9Z}DzQ>xDm7h`_ zMqxaJHKke84Aj}b^$!u1=bX=W@ky5Zi65W*!2QG(cz*INd?InB+L~QR8aWa&R$H?> zS-9PZ^dOVgd7q43lm$!1$wTK{hT5nZDrV{x<0Ul2Ljv?9+#vog%s0PAbSreTGa8RQ zM%O~1!YaSl<;62tJ$W&Boc?ljg5?>4`lrM`Lu4sYC8pRYEys2~?#;7Z>-yoOZwe=+ zlgRwoVM293#TbLv4A*s6ZA~Lgzr`r&Tn~(B`=A>}3-SS-Wq1z52pi9_z`+27mvX=A-#~KDzNA2bzzbb=v>s`KbT6Phmd#{$ZcZ zM-Mz7{qma$^UcQ_W<+J?k-Ukn1>$BeDo{W z-3E0bUiR_kqfdaD2bqsf`QgW(k3NKe5)|S8qWS2XZ@4DWf##z>6Er8zNAJM1_vGMFMH=~sA|nB|d%2zQ@V!dXD-(FP>tdwU($1_ja zow^@80y}z^zlUkQCrCs01M)pm?YrOLu=ir!o>jUFp>AZxAm(k2Lr?`Shv1jpmf=^x$5ttU z((u?XyZ7+^_Rrfy|Wd;+`gf z_d*TTl;nX#X$6U z#7mFgpX#MYPH=xuw7gHO9C&xDKOP;0M*)GMPk{d5SMA$m|A;J&7*GJ{w{N{=FI+*S zE${}~k*+|cU$7{lDEmi$LMB3Kw>WvajkV)Gh&10eg2@BGVxFJU*6#@FG&4K3*0=GN$x0!FHoPp#x?iJc5>8Z*vMf@}Biq?&4GnMchThID3Fy z6~A!gI$WYq171?)_D-yrhFK=qFmg7!jo=aXforHNxEztKlYmkc*-9sJuNe(@{GH`e zFQm4gsN77{5TlPK#t4*;69WkffA#4kkRw%1q$3Fw13h6`?K@1OXo`Wami+t*;IP+n z0*Xrya4>>X>Z#v&1thPQdp9 zPhv*J$;gLsGb$pNvx`O9eKIPl@m$C6v|LDXiHZ+AftN8-z=0pG#Dj}59G>lP#`Rc@7{dVr@RZBwO6~u+i|!p22gg@2tSB|Xh}w5qizQ7_`NQ9(#!Ia zp@wh`3o_})sJke!)Gp+iJ7?gT%4c{NyyNCGAQgphNI(a1h}5oG%u5J!`J@g5-h_U| z7&E*VcW!t!lW3`~^ymj2TwH-dy`gzkP_O)m_g@9ZWBC!6 z-N-S|lONHp0>4_+e}zb5tQ!s32DT0l;`%`2=N5D}wtDgwa1tb0rz(VJtJoz~!ks`t z9P`%+Lh6yptrB*!Nuu$zTF5hU7zp=9%8q}}} z!H1$;9`TgG3dA_jDFRGvQ-FLBAl~gHBXTOKq^myJ`ym&O#(Nv-0km=caq}~n_=99T zXe#F_KoG-UBCg+pl880>5ODoG9=MIZ>Fv*VV~sk$Mj20i67y40=GPICdlDV*f#F3M zD;k_l?0)YEqVpu+((!gTA7TPNGn&dVXq06b5pH;(1`QccR60Z|u+VQhgeOhUn-0+_ z-t2=IxMLuT-F-Lzl%Job$1QnwPXZXEKV&j zC#Z35#+B#~O%Epnc%u9z?8k629_j+>voIh`C~-FsBi{C z`X7>^0;vu*NQl#~FKymQ^j9Us^PSr8pI2>XWT${uwkubZi)2s+5dMW?Z}r1R>uFlpN@XD|M_&_*k1GLdSr5avibD+e>~89diLL?`-9J?yIv4$v~T{! z>G&Gbcu@HlAAdgGq36?8?H_kO{Yp;?COYo=fd51D=|{I~Vf-I4pB^&rv-$MDcRu~! zt%>vLFXR4y`h5DSb%#EmzUpV6U_M>{SL(8ZnNL5vLB!|)^XX+M_5b7f^oX^t?RcR4 zjwhcdIur9d9>TNue0p!iXY*;S#rbSL4cnR)1D7Wn;eW$?dP&T+b8yQGKATTt_Ue2# zpFYU>^wFzbop^}z>5eDe3O?a{`f5OO5cBDdT`6jDfIFWa?tVA;eEJ@I_t|{<-!Y$l zr&XKqeR56*pHEN3Ub%zJr~f?nXaAb(`q zq8(uw=~B(oWzo_-NZn`;w5p8))_)z20qhs>;iXJixL1-)HbzUAn^;nL{T4H@6nh)l zbEm;zD$R<@zIW|`MtY*`GluAVl6%~&4mYaAe3HP^jQlJ`ojUIz(+DHNgjiNKH&(MM zvhb7MJFA2%&aoz(StVBKGPDGzXOcY%`6M_&5GUCopM^Ej&iV^DF(=tSV}wvmRjY@WFc!dmzAn?i-FQ;q{CQ7Bl#?`4%@H8opc0{EN-I} zRt0it8jzk6owAF~yxbz06l(hhMU0U%bb1Q?KZ|zM^-pfIl%#DBte+#^Afa|SvS>O& z<3Rlwxo^D+!cf{LT?Jc^xwQY0C}h+ll@33gyNyig|zgq$P0 zZtC8iZ8u`MAbD8AZTL;g!U`(kywe|H6+d#}GW={q^rZ^rkNQ3QG*Urr&ApUPY$g}D2fxVu z%21zr()WVnt<6HfcA*UBCZNBIX-wpyEJ~9X@->G*Uy7!u}wXVoX}(sdT9e zVF|F?^#>6dEHgxfTxNJ8)+Z`|_b%~wOU1{a;xg217ogf03S?}#8j4hN75&+Zb}U1! zRs~3wn!r$HilIhL0Yg=U>nfH+E5J?nU|qIZu_aou0$jpft{M;+L#Sd|UEr4(ab)is z<{tuNX>IR*(q%b}0=@T5-GkT_YaNCeW}3krk6pXb6=UUu{Cs56yfp-{Oc;$tuwXE2 zLbh36$DMO93UO5>P|}#(QqW<9Zf3dC_f{^e=GKcllmL5Kxs(% zVs3g-zT6Dda@&i@LLkyuGvOFBvH(|bzgS#xzu-tzXTPWe)W;i;{8rIukdj|Wib(wZhe@m_LV<72f z2ew6E$hN#rY|wgZyiRLgVs;Q?h?uL4fppn0DEtFP$}7Nl-PVLm!R!Q%%(`dx5ZF*a ztMd&MtF2iKyez3c4~0ENI>8L+jx!lW-26EfHNqFNZjfH+Rh#(Lv!GYk18#ZD(h^@! zLAzbQj^(4!UMM8vHvG*q6 zQB~*vc!rEH>c|90A!w8+5fed;N|h0`Sr|Yd8iXK4;x5$|6>$boS%Q<4++GG_i#4@r zi&iaFRJ01X6vJWyhzKqSii(PQ$H5AkY7}bzpU*jWoh6G)fBiqtm*>&Uz4t8ddH3_4 z_nb3Q2p}|($1EWBl>44T5PJpcs(~6n)d23Z~%~ldn7M{ zd!qjY(2aq=xS}87hhcJ{#}jt8Lodsn?Ns~PAD~1V1@JxUU9z)8hFNW6jV{7CTzTx8N_yy5q7^=$Emvk$jF z#>X2lKU@M|4+=3p;BaW62sjKchdq|T&A5QW;`4}QTfm`oXp(@#kbhD8>j8(i;6&Pj z0V3egr#M-_VGHl#O&M_bpec30VV1LxC15V?A4RG9NEvXbL>F*N+Y31C8bstJ4>4Y%=%H1^zeP)i19=6QAod7GtIrT_>LtbHNy9a4D;jY%3X5pO!=NQb zX%odw#bz`D_m}Z}XM`CR>{}{$&ckhyGT6X_c8yS1GdNEK5HL%w!DVu_h5EF#eqBjFIoFd`BYaRM98>1I3yclb=^o;EdYsy~Z?i50%8Hy|#U zrKmG<7?LQ?RYI5_)?>QHs5a)1y&~=+c-4siufRZ2t=lkjL&yn{ zjO`4ega!gGYZ8USt(NPPsAmB>CIXyx%d@O8jY=A`&>ly0K{$t)UFvD(Vk(h;BA^W| zQ%mbOj1dLOi}~xT-%{RGuuW~T4@D5J7~%De+OCu@VOS)}ut;`Kh>{3bu(66N%oD+k zDS{Or`_Kb9wTi)tiWTZ~1ca)TP^CKE<6BjjsXR4@^9(asG5t{WmoixK$dRnMPYqS! z%7IKZv;u!J)KDe|h>o8!f)zmoE0lHV@R9c6ghX{RqaOBPMFra{hl5;|kNIOW zaJxN!ErLG_n=vTT0;8dh06FxzkU&vaqKJaw#atK>i~t@`60rA_j44W8J^-acONd46 zPWjST^BMV|uz(m6bEp*&_jHuk?#`qn0AJX|3zT`4#swdV5JqT;8mdp9Awn3R^-6xw?=?LhVM|yS44YY4#@SE(t5;ls!zm765}0z4$rL@ z@s4_^7c<_mhzZu#JoJ}BZJ7RL9l&I~V@VExt?^aGfO=pT@eU-6w-fKU>?o2EBDmj( zcl?d{=ML!Mhjef_b_M`O zwS-%^5fsd_jk2nzV2LQN>a3hw1u$zvU>tk+!Idjp=e;Xtyntn~L9C7V!(=d9?0!Q( zC&V9KM8~mZW_uLV!t7{`6@L)gLb9)o*Y8KGLLxASDu_loU^tH4Gg5e-$?r=XQHbpz zB(M+0Hw%bqz0w1Y9ga8G_irKIu^-v*Hr#l?!OrYGL#pG zc8LG9H53@eqrx+j}ZeSdp(|NkR<^$e5&k)_AyzmL6o3=;4|*{fdgX~3B< zPgXpn6)yjGv{$dek-{k3vRC7dm92NuUOfb6Yr|e01N43ed(|vVKRmdO+pFWHw}2{6 zd$kMBR-5)}5;(X$d$j?>kjC%_wO0{OqP^-1E^^wdZg>-CuY#~B$?TO1yEqW`(YR!W z&x&iE$4H7ucy@_Z@_A>=i(d?1n&y@6fxeQdJ=GV(PlrFPpRFjafD!vg<=Ov6ceV0< zoor-96rigiMmy>>ks9IQaqrYJ8;DJGBpW?Pr&-PZdsr>|f z@R6Fp{{-uWJvd+V^ z`ttk6q?z1+`+*pzqPvf|TK=}}E!??x3{b&)wRvr$JNgYy$A;q34o-!)i1Vi~-5fHI zF4qbq)lF*gPimflv&reIYL$b4scV`gBk1!LT|g0~FkIjxej?O(Y;*Vpq?J9#ig!1+ zVDBj+zE~kYh~ErF1eV8^>GGp&Wny3tkZCaFb_n>o0P;FaSvzoabL39=;{E)u&MFt; zNo{g~0(HOW#f!_cj#ax-h~2Y;{S6^T76OHMzyDw>#b`evUY8-x*O{v1*a|OQ{p_XETLaL+9J^gnhtO9ToQ4Yt;bLPF>3J0 zFQklCZ)+jy(1-Cs|7%A1a4F2ZbbQwROG?Lt<@-A zi)XTp`3!ovp_b)a#RauoW109MbDeiAB>MB-?+Jf?QLREieoeBJsg)- zgA8hs8-Ls+dpffyv`bJ9e{tiiuMbpG9fUD}iZ&m~_7D5yDHuy=w>oT*P*B?1L-8NkODz!Kg}qI_Uq zqaOac8Ie^nkQnD#40I`5jb>& zDmx88z>!{`Fa5TKd-?@Y4SdeQ?shvqZTL~(D@9hp55oPE2LzXc z<>Y@+d4@{K5-T$I*;crkcGN{+kYg=X(`kQXPjDF7n z?L9`sfMsq!rUuU}3!Uy;<(sM;0Rh+V6uY*0s*-uFrLl1zqB#8IWq;F*r(?aR)(W*t z{{`nJ77T_Ec8#q?Oa3=z-6ML*Z_;it`f)X(r`QspqbGf(afe!3h5yDIC$ojs>7&kQ z#=VncfF)djH0X3fT#94YaKY!9Y$aXoLwH9u!)J+jM+J+7`$RHBXFh%=x=&9AJ9q~M z2>JFi)5!1hABjD0=>yn>9zrpl$S0nMTgilcx)JvYWoLeyeawyql5CFbn_uR!m>i6_QXLkAfDi_3qSvw z*Ns6>DLXHbbB6KCM)h!^F~(6B<*2>Fw+f9RRfLkE97&B~#v_}Gr0RG>?=Oy@|M_G) z{0w%+NuEF)*%^*E7(&;o3m*mg{p)6Riwv9LZ<#qjU;xG!kb5wCd`#2UKs&*C2ye)d zS|9Q6TMt#Y&VN;D%-^y7TmKiceg<*`FXMpeQ~-Gp)NF0$=^zGvs6F6%>m!>C)^|@v zQ_4oegh0Q5J9o2*?D!^bHk*h&D`pE_V*dbG|Dmq`#n&cLBtCM*(6ZF7*pd*|y#BSp z9L;<`ss>vKkhD=R!|wZ$A$H)EAf>Bq%=-3&#cb zF>}UambMIKpy9G1(OJf;KL9;z zD8TN2bKm@Rs42rR0%W%~RKz^JB5eU;=Uep_7`Xxq?YKJf(57g8>}wM3BsvsnnA(Cq zUW}fXqssZ-x2dQ=*L|q~Cy4tqj?RfuJivFekO#)tt_$=p3&s^jpy0=5zMpo93k&nQoH2RyDlQBX$_;K3uglmfJI^b{I*b+QCL3Y!wwjBk0Fgty&y>%{>Krno8!;vSY{?BR6Jz zPRw5BKctp|g)<_V$VBqEHsSJO*INH(->?4#)MC$0dZ`EAxxX}H#^qrA{Pi@a>4D6F z=p1_pjZIX^AsK_f0CR52?}t8AIV(xW!r0tQ92R*mT9R#{()Ko>L@M4gY#P8U2L-kPZQ8IM|0Ap#mubU;AjRuA_f-H2&e0O{Tt!W+yX(^&ihaIzx zQM(JnH}rw%5>W)u1nY>tRdX}dNy0%Lic>5{2E1@lvy{1+N(k(UbTE$|0*w~MV9PlT zf(DAiq4raweY(Gcg@G&_THF#W#C$?|F*3T@-{>o8%->J6aAP9SsNE!N8ob}9DH3qL z={Ly3Ge?ru9HlS^PPMDwU*h@Bik{)z_BW11d+~~Or z>qdCVcdYkw{1vu8dp$90496ZhnEEfn?1L&E*f!GAi&$7NlhZfS7w<@r=xwK<8yDWHgcusB^1oB-J7v{9sYs^nEKjQMrgme^^S#$KCCh?JT z_6fya9I%UOc!`Muys|Eau<_7*-{KYcrc~f|_ofmtkyLJD1md>vhGDwfi4NXp2Y$2~ z+{s@+hiE^2tn9;G63HAB>@B=Tjsqy((I48Z0_%|QAJ}K?F9y7XLzL8~z|&Z=G%Y$6 zEFjJ&2H*m>2*S|61d6p$vJ6O(9rdyt_AY{dwm$>Sz#C3& z>0R8Y+f#W_8Jw$4g3uraBmyy0m0@L8P+&R-KVA0_V*1e!z6z+~ z7?S9|KU{doWsaAt<#AKwx+sV1F^d>|^RFI%&JitQ|2F6}M9orhQou&ckXw8sn_S!c z+ku%GCq>2z{9>v+UXGJf577M<4i4xMF$Y+ov6c)^wMAy``-C!Vk9QN<=r1otf8gsu z6hyN>m=tuW9j^ChOche}cZTS%WAqtd;n^`;Ht9PY?hXjz)2H^PDLLwWlR&bfq>r5f zFnnZF!I|&8CyVD@V))-C{qqc-ORy<@?R|8h{LedC{%J?~4#-!QISPX-EsjbhUmNaC zEnmyn-uIHPsX9cRm9GnMkqgD*`^ndkkA777>Z_xt9r-H$_y>}&zY{4SM?3QM%17+4 zWAfGbu8HT)$=4(A#8qrtzUJx0J0)LF+xzH%e0|-?@;|o^UUfM_o38b6kaW-b&VPtC zPeU_EnQEi_70Jr~!13y%{*3t@Out-zxl9@o$NCH7>nCBFp{oEBeyYLX%uWC)2|b z-g8fZJZ&c9sJ-do6vLw#R-71R*Vp9}{1wB0or314!>nWjOM}JPOIVrdS%>TiSjFK8 z`lTNM$E^)La886=NQt;dp z&+5eK>X_+-6HO`?OjpKF_pKZs^sT%gSTiwLGX}rLhwv1tnHZ`W6H?3F>V~8XUr~TOJ&>$3xi5_eRP$GzGMW70mbn!+D2u z*4+>pg?asRS_a~9YIy^uh?r$J-d;(_)k1eumuWr6VvTkVpBryqz&}m5SMd-2DaD-K zH{DJroBx__UnGCvSFQ1@*jtGv)U@I0TYH4ykA5r~e;JwPwg0hW-0h2CZO1GtF&^|Ay%rwKe2N<0+` zJOO<~)jUs|sJa6YY$vKpkFroDBsMv|x_}vhuda*Y@bzd{C%)!=F7Wk(BTM%YZ5;O` zj(-8d60l{J)b6y3q{i4-P<+$+6s&a_qUlb29qWz97oroK;xH6asB(Q~qFZ?Z8Yf%n zp^k1==V5*1NOhE38RJ$x>aES`*EPG|Rlep@@J(nva4|` zr9>zkX;na9o?jo{HvtMq7YHS=m;6KRvuD4QjOQYtG#Kh7HwlbTI$0CC1+9^H{9*}DnN*nT*6(VgYtQqG&AW#%lve1Oi;(t605HafL5eflc0UK_XDBmK%L%s7oiZ>k?HQ>1xYF9T$#`*mz z$A3tUf6Zcj{OKJSzs_@dcdlJpAIE@_A;794F!0gMoxs2!NE2c}s>F_9U@BCo!~mEz za=sT+@+KE`s5S>0j)s2lLv*gP%z2lAFJ0G$*LtJlP_%YDn9_q=OL|~YMxB(YWcN_Z zvXpV)2`~T8ml?{G9(Z=6%p@cdH7nUJb9#<^4&`OWo2IDK676+&o4p?21*3$ihQVgm zhbu;V{VnYE5lm1_Vy|c1Z-`eL^VV-1sCF6{Mbpg!!i(qdU`$PXkQ$(oT0 z1fb_|M|3$vXG>GyIcc~X?w?Oxx$)dP!9f-E#BGi1V5K(K%2)xO&{X$$5yKFWVcrxe*tFkhR2?bJA{Wu4xjcJmH~o{>Si9A{#Q-QUX)`SWrc)_DG}fY)!-hd*JGUZ_GF zycwz#ZFfzd-WTWhHo~;vIoiyZnSi>CBhqeVNdY3>2ox=YmC>$Bczq{d z4?|7ujZKM-hx!=R^HDQ`lge-x%s1cil9gr5E!4W8rdU5}hn|^|o=5%8q~~f}ag~yu zZw>r0>50gHDtg|Y)){)bAsr5S{`Iv^(er8~kff&PgD+Y1e266-^xO#rru{DA^;*83 zhMHQpB#m42{5ifRq30Q>*%5jMB|YC>V$xIlPaE_+^5h?ro_VS1`NX&1bV5D{-xx>F zS6}HAJ(o1LMb8~CTJ(IAB^~tiKuv1v6J8&Hg3;dQOq_oLgtobJRC&(DPRVeoT78 zhfGD!p1Az2ql``Ns%Eqa~>m1xlOob~a9yB79J>!0v?9A6)50zL0e z(zr#>D8444=Q`Bv2tBvV6aG-?JtjS8x3odeKj!|J^u&1_spwh!b!X_g;kr0_UIp{h z33}$PZHt~$p%M*x{*omff>;N8rHxN`y@0O=p{CZiUB)oo)uNR@Fc2bhY zEqdO9uSw{65o&gXo=-}8{_`&;Jw0EvLC=9WGypOEA8G!Xk(!>b0IH7L&k0w@(en$K zpH9&8N#w!Di;zXnFQG6EdVa%_4tnOnUTGgByzar*&!MJvagxR@dj1_>lhE^a)a(d7 z2T6Y@a<56xAqU!^=Otp7{*Oh^?9}w^@_A?IS#@O`J^RCOb%LIIpKgnu1E3NOdY+85 z8z(&{!Cq;-5?&Ya^**RtZDEqeEqd<4*Ch0O0yR5A&*74u6@NA9dF^Ly&{I9;$CS^U z)bu=Ke`o0V{YMeEZw&0tLmXfsKIs}3FsO)Ne1)&&R5)pe$%Z8h7#9sMV?*Evh zKABs`qS$kT9rfpb)FE_`cbpiO-c%yf0`1O)xEBf;G1_&XMV2O)b5Kl8M%pMsWH zvP6o~jrz&~16Yg<0$}_s5P`OSIK_dsU{3ChX}+p6@fkTrS-zE1uvfx`R7!4kREN7} ziOBNw#=g$UO@(EeI^ zk`D{;frXLwiE^P6wT35An?rX5UD3AiO8r_IRG{|9WQ9VAk2mFIvMw(Jba~;bRu1wdFp@G1(Vk8~{6bisem{w@ypSj? zPiUV(&0AfIUwV9gE`#%G2+QR4j^O+v3JeylAA-DumPSIFGPhO?{IS6 z$MF*4P&Nm}0RynFA45dCQ$$MZeJc^!b}2aRPnQoI8(9bO7+U1@g{PtnSl7Rw2TU#v zofF+fzWq`^&w}hN8U93B4rSmK`2$OQE4TToJ|~L6-BnTi;8NIJtcGO{9hv0|KZ!Rr z8R3y!BCE$iltOmKdxiMSSccOdNd;Sc5v^3a2rr`Yv)!(~4dFd*oXiLC4PgLHpk#$6 z_;9jR=jUj*JppQ?>IDMl--09LVwm`8vtP`bc4UKv7nYjj_GLC zml?1@7^9Gj+8D}UoBeTfpw*|L|M1+U81i`hGMWoLzM89z(F^!a4$TV90A z^m*Q+D=jj8b$kK!s|_Z9h5bNL|u#D23t%0KMmrT9hsARISc@GmYLx) z1^i4UKPPt>UKehDSlEH#5Y;TL$Hzh+WJ2j*7SGZ`>E{SipDfQ~gwnq(EqDghawaSl z_;_skY;~N+Kh8VzHs8uF;dL&q@A2!B+)9uF%fH}(w3;sJaJ&;F?~k8Zr1@8R&*2Tz z^p!J{-vt?=*E6xIhgGJpr4AO5u;%rXB;P${*bm9XP#NqDt5{@_nPdX=YG>ov!+0b1 z)G^x!zjF*q{+x>TOi&W<_2sCmwFe#pal}y5CpCx1fUQfg9)((hkU!HtgvR3|I!)6w z7DjEpAj%W~nz;`|dpXI6gE4$~5Y@G!WPOB=Hd@i{#CK*a5#Z=bFc-fF2KWW4>kN=c zf3E$R^dIh||Cf*0>Hndie@1)s7pE}L=wAknwhaRYVlpfqDDwD=yfe@Ct;EefF08{N zVLKDpz?N6R07MKClKzq8Hl60{b^Dh{KMXfBw1zF%=?9j`NX`=*kj-Wa^Xv5;59qUBG?D?Z$I=9)Xs$QvIHV$mCrIzv z>m)sCPG``PSwZt{@NzPQ9Z`kjC1feQk!Qndp$Ss%m!p~_^L=PNo<>45+vHhCZs=<5 z^@o$N1VPZ{`6tl2d=zxdTAoP9;Tq`J%2whCJdhuDtN>kZO4di{1U5^?)Yjs=o`EQa zAmn zEa`B@7DMT1=O?_L#n&gGruNUjCpK=){CudX&-`|gPI_j52Hjzhsm=V-FXw{(f6q4w`K4m_TuT38FoK14|KT4teX;!= zDb~V%=(9zG*)eME04A@dqL?MEsqQ#bZwgMO77!-WwA?|;3eFjZh0!&~Rw51W45NYb zIN;zIyk&G2-Y8Cb8dv5t1kZ53z!oWevE^vT&=(!B|9=Bt(2&_p2>UbaKU4%C1>b2b z42b!HeJL1xCUl`NzPJp{7>ua@we-cGf&e8l zw`sw?<-{m<>_(;&xNGX00*hoWQtj0wZwU7rEJMa!Q=l$uCFuL7X)MMI`M95#+ih{& z8`6~C+YMrfHVguU_xuNAZK|G)3jC*S1&<ZAuIFur>2# zQRZPdy`)-n3dFtjHhQThq(1g+ipgXF?J_~TVe_X0xv%7~P1^T{U}OKl7Noifr}0+wXah^AE+%=| zMz_CIj4pa1ic*1zYxmUhN<{##ilz;(@)~*yet4DQo9Tqa-= zPR3Wzk_r4(u_QA0jRpJaiF#NF@KGyAf$fYQ;*GRmccZpopQF{lA`0DK-a@m1 zT7z-CJioqZwqTJA$s!qoDMGliZKpc7imVaD4$nE@mtrhM)ESJivwvVW;uK(v(EUbF z7DwoCzK5;mOp&@>7_)lVDBR?TGhPiAu#DLvGtI5^ub@V#)){dL)CtO;qusHL#*Bfy zH0^gRDTakN0xxT!47E84uOH&;a@5rJ--jx5Yei~c_(Hh7BQsnyX0m!QYDRD&YG6_H zC1K3!1Z|H&O`8s}^hd>#1^bw)4zlVr71UiZR_F{8^u4D|g1)d*V!rf^rZfTz=U@II z+Np%4J^+)@8IS;N$Bf;eXAeDgk%p|sFGoTnAaPKTbjvOWN!@Ac$k`+w#a_@9f4w9d z`_TImeWD`=P0MT5z)sLq>7oX9i%kxDlwwb;E(P%>8neQHLA=Yg+IvY75n~~o28uBr zoqjJrXwmOgQJ7;e#_NK;)SgRt{RtGFb{A@D1uRGFlY! zM?;SiEUR51;fX!0tc|_j35RmiUqHr`4&{;1g@!}vTS|h{H#Yh_7dB99VFQlW1NeG7 zG_5u*N#mA7xdvZ#hw^hlK$&WKH)egBx8qBoUh+TnE%~nY;@2Hvke_pm?*+^Z2Q()s`V-T=kaP z)mOck-&pp`qN6f=RaJca`D})4OT4~cZ|CE6*fNz?{i(0&Q$Cer^`+rUcX3Ye68$_8 z?DiP%#d63@5>ZBuYfzGlBWB^yE@6O_1F;iNZ@`Mj;oB5g&mI9mo3K128~Z2dKO-Gm zk&uU8YwYH-eS8v$b%Z;l5!m4S(TgCIwQ4$+tIF~yxx@8NFm7>~Z0s)1C&l+%d=Ku4 z{*oduU+78Y7+&?K!JqK+MiE@W*fE~yPbu&@FjdC>fX?7|6y_BF1NeQsoXl#&#e0fOSwFJ%v{gxjbxgRt!Iw4*)9r^Zoja9B6NSGg7ynb8r(v`yX?1EyC~eW zVsq}ma6>>CoH#T#Re89vtqln5?n}QSg}0A<``DYuUoNkzLgbq=S*r1 zjdGZ?leXK<8MaDT=N&0)6YSRCi=+-*NBP1nWOcaOjm}Df>ATkeBlc`3%-bh*z&)Zi z+#q7PD8>rJAgD3JycPTbB^`F`QkW2}Z^G-5eEm5Tq!vlixMkkn#aG?DiFv9XFIkP6 zhJrNw6F4V0&pg37*+=^}m(I!j4J2zF$$ITpiQdF`mSg#30glEtC|JR}Z_Q~E;0B>8-vtO)_2GV`v3+KXyY-Ait%|Lv7K)-lYz#qEE7nWiX9dmlGq^6? zOopW_T(SqvdD6=Su-=$=*w3qGl*3Ajscx8G8N*pjw(uCuqTyZK@iT;YO3|mA$5;pI zV}I!c-9P_5sF~8O8C-ACeaPMMbf5Yv2z-3P>kIk%n?Hi?cO_{YQ%Kzt`$;$zF>4O@uVhDe!5?zcS;sTkIdX6#@F8JfE6 z6Z?V1&d0{$x!9*%Ny~(Pbn{)-p5mmNnu|SYMPr>CnOk@elfIETNYS)5GM_S(6iTv@ zdA8WdEcP>F7jvcP9;;u)b1`Ai7uWO+ir-*N#@;-AyRyf&UHM3M?%1xp3EIUFAL>UF zfBN=J?8@8&7WOPR76M_F2E0veZ&*$fm@X6; z(+7p&IWaU87{W-w!<3Ap+8*q2OpJ33b~jYGIavHiKHiVyc+c7xH{SC$JICAo2Olpc zDx|HAB}SiPA8?$|GEr|oGXr);&5_>J&rTD4E1IqbtV&U@nd%5&f$cfn5A$vj}2 z8!2%}z&N+shjTNYLWbRrP>y5JW~4+vh5#5>hk!#zOm7-7op6#2CD>pxZ@~DFPyjNNmae#P*Xrm z&o@PTq6u++MdW;JYR_saY7yKe&wti;pMDE@XS`_TjqotU?$aihEG1!I>yZVcucM%V zAF#Vc=UAb>$c_EM+_-4_XZVjv_m_Tdi`ReA1XfD6zw{yGvm}ex_dMGfukV8A&c^HG z_LsiAQN-)*`%AG+6SMACPzbI##-^Va!UO+Zo1rr07jgc!76VL3!@JF9Bb-jMk>$WPEO&)ieiqY+;Mtg3Wm=n1?Ok2~ z=4VJQ)66H(+eZ`mfK@C<-a^U(ZY%qMjf;erZ^I2;V@u^C@E=g7<5Se&9nfU9DXJT5 z&WwW_3kFXvu}x7|v2ffJ^#dpl?axU*Z03g$s%sg^`mjw=FUNOtirO7iVEG7wm)-!tiC?U{mzc{$xL&7^3<(h8yRe> z+Ypz}`mSR6K+o>iy|{PNg4e?VgLMNd#P4@rh*#LpoUq@Si7k=P9t>P=d(P%Mv)uAb zrYXiEhaO&1v33xE;>lKUvhE)2dq%`jtb$H{fi}dp@0sqJo(^b(^MjvCR@vyMEa`C5S8W1I%t&~>l&{C2ruNaI#KtW*eF$pmZn}$HqPyum zP?P$5Q*@+*zMG=mw%F;tDcbas{kfg}(T9Ys-Z*QUMgMhe(O;Y-izxrQ$Tq1YJ_BXZe7T$W-MxMX<%WI$M;ik7ElNZ#lPhep=c*KP#8x z;7>e=%12Z;pn7mUw-hAXF8{!pl6&sM>=q}Bqk8Oj1|#|5hj)UJzWGfet9kjuP^57E~u&fDM{ndIJ)2e8NNo!aU$;?rMy1+vd!av0jfx748c#o zaPSMxyL#EqKbxW-Z?iw^{KOQ^X=(+Qm6paIp>X*vuu2u2{4aY2Ts5~|L4Ia&gCr0Z z{w!_sh**PmSI*s&7Cb@h?+`1{U1wuf?k~#n{dyjlh?Dx7tZ)%CC9$BGUfld;;ZZqA z(F_jI>M_JBaVSEaI*I}9UUJ=9rW}Zbv!Ibbk+U|QMG)^Q-D|FLiDhcw4qc{ce?47t zzlhy#w1Y8CfdAypIiPV|M2;l}>r*y%8m~#re zGMjrm4bO0o)$u%~OPM%bc*k^&aXc5CWS-Skf)l!MJlBX&&G-(7*j<(|s)H?{KcElvWoE81S2hLeb?AJSh?`v>0_-Y;-grlyRx6mN+7B)lz8V=Tu1gaFVSg(L1j(!d}tEdzV^koT_ z8nfj>KEGW`5(O%aKu$(lty;cXEs?1Q&xzE729bKO!Aw2K0CqZ-dJw3QYb5r(gHTv4 zt+W&b=gduk8sMQ-yB(Yg9*tgVNcSSOyjBiF4b;G)b!NMX@#*W#S7{$s0q>zoCusvU z!YCAKCqb#98$sBC)hKBo$LM<^G?~^T*_UDb@-b9`c00S6TNzJT9s1Ys)kJ&r9wF~F z!WVrAl`VNU=*yL6_+!WUxzX$RsgSFdsQ3SW>{{8CJ0`Ksqk|hI>%3N0Zas*^A zNB6EieA+=O9yTP`m(&r~az9B%&z@pLx1RiqzapLh(uw7MgJkfmlP&kxrl5_r+;1F7 zbh&o#0%APLa=+nQ?Sb+#$g@`zwl5X;gl^VeN_c$`Dn@${HMOGT?OPP8MFE{cuiGee z9V(j?lJbL6n1ac8I;FzCQZk2DQ>2JK@fN5Afyr7Wk?ru5!oVujjqsF4Q=H~{tpK_U zDKf^L2Zi=CqnPyx|A*4Yb<17mVu!XqPg<%3k7_hV)t*PyS7(c@I;3VsYHdn?YP{?( z_Cg|s+xCQ>nV%>npel70JfTC-V+M`WDnSo;LRmnSQxpflrfAzyRNIZ#;0axmq*2Qg zT7|DVVRuWy3QwpO4S=2#$J6WG%7x=z%FlV^scWY?YC3$+?rIs9kVE~nnY=}j*XQ7i zc;#*E>WW;0bI5p2U3jxwSt~9&;ESmLBnH~_e;sSTcW2t)HNe(B{I{18LoDNl6v(Ez z5uuP=h;U{7liX9FK#iDT3;^svSDFp*420hcaz7V9=VWjJE%t@zG` z2=U8o6?B)w8hSctF~Fjahl&fWimBimro(sWA4%Z5dtQg&%dxuY0DSkIXu|g~kRm}f$_lV1EWh|6S)#yYH^xUL_#n5r51 zT!^WN!{~&XXqbH~C{w{Dw}=5Sg&)}19&7`0@cL`=td`eT##+h|X)?w8aHiAh+yoKXyh69;hj)5X1 zgKc757o)D{;dGf*ufSN?7tZW6p^3RklubRRZ*R{rludog>Dv^274Hg?-f|bPii`DG z0mvMVtJYVwhOh@}D`#h?1xH~_=PJlZt*)f~GSrdCK}Lw8gB-l%_!Jy`3~(jQWoizdtRk-y zhW#)4c+Ddlk^f3T68yW!;NL|C|4u(w*$@5&DZ#>OI++-gYTRqf8T(XG5GgI{7%NdN%ZgAn9q`v8w#Zg ze!BviVB^4#Of7ulBT4x8P1t7LQS()aWU^%Z3u-6fUuxk+h8BK1P)kJ&{R>_EHum%h zHEby1uhkJ&-U8O=+SI>0j!VJ46~I(`+-vCH_w>=4&Yn~M))@R-WAJZE{o4`#?Jq&5 z{;e_i_pGzrt5L|Goh&WAN{b_?^JN z=K76{?+e9ioQLnB|6s)S;r|vL02k}=eUV*z-F@KYx!BIW2di=D1_rBDdu^YMm;Xe& zn#>D^&p6%gORPsh&f=8NB6V(!8d@U55u;|S{bWR<0<)o7%;tFIYla$H#NY%y;;;3< z1ok;%K9y->?6w`_fA&hj*u#Os_85DD?p|yp0<6G<#}<^RlAB1>K$UQchhuP<)Ny!- ztzcd^g7dl&#=OoWe1#MX(mf@pvEQhrRr>g}3y{--wy|M2hbWGp(%obF6IHFR_|{;1 zof{iGV_~EEjWavP)jvad)J0d=|M*ME)eqyARwq|K{UEqHh|f;0{`|VOxOy-YiS}}m zA{JL4&mN^eF_!*>3snG(h)VqX28Tb<7C-04@pF&nIDY=aUy|^%8&`mtv%3E_Kif}L zZJVDz%}Bw|L7=vy{Mpk{QQ;{&(G1n zf}iilXD2_OfH$fA{PlHMn3-b ze}jiJasO34DTjP~w|@T>77Ot#?!O9BY#WhT-dK1G?xqsgVYQQ4o|cK!dnA(Q;g5*o zTbGFikrjfLArj$+>0I2ia`69tBvLq%<=`WC1DA;vGZjCiUvE}Ze2boTAO4e-cF#M} zwy?!wH#6^fOW2Y{?9ZN>eG#;7s{Hc?k$Ip!@+Ht>&$nOmM<;$3FBGF_D*V34iO;fs z9XPPE?EeO`#BC`M1H%wGw$&oR%RaW5_Zn&E;=Ug@Rur`N84@m$fFen}u>@2skyH#< zlD7EQ6t0p#@Jpl*@Ljr~Vu_$)7?%cO1R>%99#I>J9Ea!nu*$8|1=G zTQ73+B*M_k(11M$N%M#tr1n$v9Vq13GMNI(#ZMX59H?`5_Fc=LS3WC#Qb9mp%LxZLN&QWsUm^E@LG3t zC`wxFP@4#kom&8pdH>TC-2XJqxrjKJIte$UU0eq?5vyO_RG?VD_^AicoFoP8mTt}z zuBZ7;-nINI1+^ zCgfjn3$E#4JPf%-zACmOS1rZQNZ?(1xx$6!dLwf1@vLu%gUR3|PCEhUMVfT3JfRQE zKfQQB->xH#YoNr+&P!lz^pcoIIpGS!KS-TNIY9b(+D;vQb0P;0Mb8hdCLCOFNa4Yj z$h&Zrqe6!4;`#+MNw@R${+>cN@t^P z+-T*tQUIQ0Lp082-mLI5BWS=TEkZt#Ac{SRo=wsHU<=6Wrs&^3w(|$_`QbcT{J0DH z;caZ1S%6Yd>~f!o(Wt2ZF(yy?3-Nq60t5Evrnv93tnaFe8Us9nJwC%--teB$;g-T+ z-*Ag3nCW}|6=WT3iq^2YzW(W3CEo@0CQ;kBN*_-Snic)Ofyj%!|GS&bXDB=OK=7t< zt1q7wm!;qmp5Jpg$Yk>F4QX zBX6?+T@5kX!R>T|^#wnzFV3Z@eoJYL6ncaG!UtWEdEVeDiiQ~^?sm-et4+6#lZdefLR?I_Ne zFz)<=#>lzE33_P#?J(rqVR$dM4H)$P-|b-kk!w@+|5wn{#DSy#D>~Ev>go55Ni(Tk zOZx=I#=%io#?8lZqOM>M4A+b4zlSTkQ8yaLai=vdy-s`OU+dqw^7nVLd@!y&WwWh$%fv!`X8gc~H*>$^am|qBRFVF&)JNzYTPE zYh%rRk4Zn9{q{qNJbQ`Hk7u_TVw2vwj5L16VH-7FZSM?b$6wzX2oD7)df!1RIpe&A zDd@Va+5hUzM;mu>Z`BG=LPa~7uASmOZNY?7a@`n1-A0U|mcpUm-Q7p%JCAk<*$r@w z3Y)|5#Me))#V;Fo*VamZMZ4xK`fc1mXoHPES5q7A_pRlA`FZI~CKC>hHaJCv{ox{y zD^lb&IupT|FWcJ`W&R!@0DZSYp=O}n9HN~Y>(K=sbJIme{Us=;_Ey$Idt+~6KOE*9 zxy>6K5`jXd%ny@na8wR1PwWl-T_W{&ug2lMsJ}C~E5P1A_SkxBN}$Zu-mzEEzt~Sp z;-bR^2g%#BCivG!#ve8FtVm{>|5ab{o00LyF8C%5$*nVU{5x;XUa+3O7rft!b5>Wg zLjJ3=qHp9*)Kf4GA2}G__axo}&9MsG1)eyJd_C+MrvpL$LWUf8D>Av&Vy)L(Bx||J zS|;)Vuar(V#36$ThKGRZ!*S+14n;!3q0&3N!A<$HXrlHQkFq#EjV1fQq|QE+c1t%{ zQ9`D;lwO<;HWiD<*dFLtonL$C{5qBmr;}N~5MWRq0(b&ZYY=16|5iqgfFH zMvC})?W`1ydeV&iy>u85IVUV^R@UWj_J8ghxx>G9R)5SE%=UJ%MJ*~0)b%Pmjjq9< zUKkq>hjA>33LIQcd0z_WFdlziW@_5-XTt|af6cM*I=DfGOs}CMAP^oQ4{DL3FZ40) zr_QEF0|i)s<99Apdpu3XLw;%gTK`MFg<`kmoWs(F-r6$rJpYcHr%)_*X$9SZ+Fs-@ zB%*E$|Hl5T6NoK*Bag^z zgxOe@eXupQ&b7_oIP1@%hx{Gd7MxQn`f%+)FR?n{VlnxA!j+QGE%panglQLe}?~t+Yi(^@=^!d)n@;@vu=X}w-pjU@=aK=3t<0X?FRK7`b&a% zfX>?pU)3~Mi)%BDj^8wfkp2b70MM=mimwHV^8|{e-Gf%TRe%VS4f{t^ z)FrkJ^}RgikSs;~87x(*qtSw&^NWv>=&8SvZZy0cp~0Xbd*U7v=peyQcYFXVLVgna z%|&2gJdVsc9MXupDh^e@GCK#f131tKQUxd(%8}FvW_~Qf3Pfw{4ZXiO{(a!+cKBDg zuQ@;_j@lAvo6)Rm%Y~1jUH`gS-6F%z@VCqyAW#qlt)W~neDo)lNPOgqq2Z#A$e8A^=Jl_|iK!*jxX14g zmmET@=^5Q@mjUVX1}eveH{|Mi8oR6dk?I^T**pe?3z{kGW1GkyXpL{nPlZJ}F1FEr z{={$uv~Z<|dX9Qov+`#CI;p~T&N|xFqH98J9@a?&0|-0lO%pgKe$gQZVzAjq=6J+> zZzQVe^oHi4OGJM1Vvy2CtTwga_{vGA{@?_AI?1rSVX?IGBF;eXk;a1aLePvJAXffrK)oIW5c&&khmNIubi><=@m5r~EDCsz9aA(> zd#bE`8p`SRTWEN|#IK|9HCF9g*;O=l1PVc%O|^J|jbG2Izy!vf%U9Ybml(20{L@l` zUAYw6%w9=zjG2evXqO9Vz&U6(HWm6Q17xBI=Ydp%66EOwAx~lqqBZi5(UOp>42N9V z;aoh$4jbVU{wAkZIleVh(BVbRV1NPapR#EZ9$pN9)@~3PO&~swaRDYL02{jW+Iz{f z^&GW*LM5w z^onm^>MON8BfmTo$q@PLpfIrKk=pA{NUJqpnFHd%sU_boMJu2S^&>qwnDP9b1CJ9t zpPj48^E^RAT?ZSG$-iy%cRc$uzB?f4#xL@p;HL?I1stXJRAK1AHwHTi=qX%a*;fTs z4OTLNFxpQt-g{BQ>_5r(1@`X__U7o*v!CG>;zckagFof^^K*o%2u66$MjG4tMPFp9Xv4xpd z0dW}W7!1yh6;Os;ptM@Gkr)_swh~yu$O-^|uu}B9iSY-z0P|OY!>}rwUY<$a@B8(K zz?fRPJiXL|=hBQBlgNSV(3@-9Ky9s`(80{|SvPT6z0)}`a@l)0I>RppOp z*|)N1O-7Wbnq!OZSCp(q41$~B(O?DuGyq@BWRCJop=bij#P`zWjH>}wOpN3Zfs!=s zYATfSWf&p`Dn^Z<1SgrkJ46;sV43c@{PDz=*66>XFZJ_JIWDDqS#%(v;eOvz_C^ln zj7ke+9Bhp?p)|DnRaE#oMh}|^{|D+1sHUnCpX98IKpLg`UCi}=j0s2h5i|@o92Nf4 z3jlWG?FS{05vqa& z`*E_cA3}4B)@?1HXS6JIL#D%y*v6=h!0=6Z5?%7fK7{x~8NM}hGckWrcIIyzienQ; z2E6_^XJsjKGnEh+&?~kXHq&*89*+>eZ~&np;*h9)Sgv=#;S3hBzrvx#Ex|%@l38SQ zv%k?-(wM)WXo1Ii8t|wU37Z1<@@X-`*mh4+=sYYasgh@b5<@!rO8 zWW1ORjFN~QVG#t=Bhr_%N;DpQ@u-8XX0+It9}ZLds&jHD4V;rZ0rT!M_2y=^q{a1B z{=WtWb0_$lW*w=HhZOr3{~4e}CIB7iAC>@(W}$J9_8@Fg^{2|Z$Rq};v#|d1AD8Ni zO!oS!Ih~@vRO}W06XqY}oCz)s;jZE0=Br7OX@_}TpTM*7RX>8#_>5D8c~h6mF^#xd z>DyEy<2birk~tK!n_;?-XvNz&zhV3S;klE7+w`8M% zNH}~%7y4y^3Fz}ey#T~0EBXnf-(m_dPFF3xkNN(i86 zuY|gzQv~~uP{9#^L90LVU@JEJ(vQo|HMA=?nt3$;M`(^=VhDwEvVs=P`8&BFM^-c} zxI5Ri4lTH~uXKQf7ii&zzx4X38$TY7ZTbJ7QuEn?#RaS5WWUJpSS1q=GW}0V5{1(O+Kj{=lk(lJqxF@6YhuQ}p** zne4Aa^tsqVbKG>&qE8-K%a}@=rsdoZOajT8l0J3{z!H*81!s2Gi|1WpIK(FX^9;;- zKnhNG%|6bz_tAm!N+-+ja+L3Ye2scv4!Se)HO!MzzIL&>?i~6HzUCp#;QPy0 z3ls!HKFL(h_m;1rI(FKTuf3%|kbJ#Jlz-DqOI ziu3iXXE^f;mUlAXa?`&lZjMZM4V^*%MtIXbmBC!enTjBwv67>}zv*HvgiMEjQ;-IE z6H7RTnKw*Ay1Ta5tu<|=|e#5Di_NU`9KMw3=2JSWc6u5YQo{o8Hx%c#j>Q`{U zw(qV6aS;y=_ipMk7CFGUkSET|Xu@60Fiu+Nr(YwBU<0)nnpt%d^Ibh@VlIY6-Ugid zrQL^=X3Wg+9hKk+wraIAzhQn6^H1a88zkWyc0wF{-`+_0GUDL#8t^q0%TN@JpO}*y z;O!V}2QN#2hlLnU6%Fvx6TmwV!UQone3=rycjDo@RKVwPz^9{byAE6m1P*pUI1_X* z5{69(ulQ9w0xu+l&VR|_JzByW=^uyBM{oF!^sYYBj?g9yJAvL${4yTgrNLD69w6Zx zlp6HX0ecJT59cyaXZl>nX#;H98L3sC8amvODW%tr`f?9BEXBIcmD+NdH}o>^d2JNTN4l8yk8}ww?JJx@}28|@b?&J z0=*YtKZp~7H$qW4#XAMO=Sg_4KPe8MTYvc-=^Z-Nj?j-W>;!th!p$uXdN)98CD%Wr zC4AnzIQUK#@O7TvJ5I5KH%fpPNAEKez&jq`rNG}A623>{;ahy&ccu4W2ZRq|oC);4 z6RAK>1kQ(|>JYtGR}1@HkspW8cdkuI??`_ap$?3g8 z!gnYhzVifpN$E}aQp)!L2Y8bNcyaVDNdWJ3fR}>a%O!k&J~dJELGBi~gH z1-TOAOrZC@SH&an4k)S)(fbJrZ|T4|c>gu^JJS1ghdSyez>V|QK1b?_liquvwUX0& zjf8JsJbV`j_&QJTvmD@E3#x2F=-uJ3jZXlt2;ill_k$9?#e?GT_vkg>mEKDn3bGO7 zOrZDU*izv{;9sDqIz;c?65ex9iG%mst5ecjYg4`-7-X04J_6i0dUr_xcR#dNa(ZhL zzTNTgT`J&9N^ioKQog%7z?%)KB+&b+%j2;*4&bGr_cjUNyi?=wx8|y3^cJXVN4~Ef zXh+}5*3B^h8=b@-NMDKml-^e*V4&LJgyb1Jf>XKb7X5ZSUv~uN`mSe?^>jM=}4M`JY- zklpwBH{7R&`y3j$|8*43l4Q^TQ38xaY*HIy%#FlIehHkAJM{Hq*~lqqgcoQUJAy?J zA_JK~*m$h0!y*D^_F@fJDPPSs!%q(Y&{AwGUab^m#3Is?h!e>-;-u~@p1ybr|JQ{_ zFm7bLU3(&*tu=`JBIowfowORFXYE)P!axc$(9BW(z;i(n0O<`#&<=ClwaG}`vzQ_| ze)mXzIQ`5x{C2-A8UK z=fEmD`S<6{}6DJz`xg{kp%uNn}p#d=igIMzLWg>`2e=opq>14BF(GAlgoG2uZ6yE zI6ID>^Cpv?N#uKwZl6kNwUd+c6^DE;!MGCSdp?KbAm{baS|+aeBRRZFCA>R^#KF7u z=Y%(2z6q?MKkH!o<0G?OD^A~DBnr>?#c8S$oFXE zx;W)~2(5;c@3|-NV}gB}2}lh2e&(e1<$Jco?{B|?Kc+@X?FWGn^r^e??3zTV*>xK1SAIkev{ii|IU#3y>nO`ejhDw zkALUTdM0NGmoaG-Xk0%r3I9Gyj5+wX9(vEt5OMbD`a@rJ%sy3N#zUL3ZvsX@`$VDB zw!$9T?ZaYZv9w_y?pQ7Cg9lKutuzdwqxR`ZV3c*HIr^tPw)fw??f!kT{~DBHTa}pY1EDKqV z8F)J!Zwrx3#KYpafx(OCA$UIwo&X-*t!3FQVaEtYzIBAO^eL#W6GP?@)_j!kF) zjpF?%y&)9KXf4Yy8$)#oO_^wf&`3y_8pm|^u>uM}h4(`Uihwd3mj`5-jp*~8?+%aG zZ0dUqD${I4!qW~t^0xjTJ;-3m_~ZWtJu-LxA3gq;=u!E9@*z~;e@#B%AC8Yyw1oEs zvC{yX9n|t1rQ)?n#go>V8wGd3lySena-|$wICj1mfR}*%BH6jx;!?UbgD}7Q6*fO% zdve7fn1XDzf+tL5sTJI`m5Ey>R?q^drP*qEmXW}!RxC#g+=syI^FmxUf#ae@<}eRE z&%y2lrF^-*J!Ihpba=3PV>$Oot&ar0h|3aT@~5%M;RvMLD}iRjx73VCfScU1)c~_g zaX~JVrT`DxMgo&s3J9|q3j>tcIkB8kHnFP%8^XO39>&dDw*eS5L8t&h25vAqUkwzf zg;|Jc`P9+^1zY0fVIr;D*dv2=1^OH9;a8EGREqP43YdOf)ZA2@wSRCCQia^Hu3~>j zv#~p*NbC+d9GO2DpuR8TsDCme%pLuL8|w6(8_itMy7s*QLqmS}*8YhfgM5#fe~~>r#WR^=cZZc|5Ly zMUVcSzN)JMB>_8l;Hy@#anp#enuM?6Y{zO^frlUmse^BU0&Z9O=2!r%U5(jUN;}z zzPv6^M%QJ6t`udHuHr-=(sh}n>r_KvM|E6a?>Q?$U{~k@dl>fDmp0@4ujNyPN}x`3 zO7B5#ga4VpF*%7{xn{&{|?n>5}fp=F%IBNW8=`P zVGwA@aYm_>V=_1GBa=b{ujwM^9zik};1uwx=cwtSjmolkK4J@=z>$&C=12vNAr^k1 z!ML{zIiT3&f)T+~0bb;rZUN^9;D&qgnudFgZn$A3VIiU9mto|v)Y$pUi${5#n_B3w zln@UHACB9E;MpZ(ULPIK=Ljc8pquhqOIS`=DTF1q1>>j8> zdg#WJBry(sFN45A&hETG%2@zh2$Db;KoW7aD;m9NIEGqYKq5S(lY}mVuj(T{!Bzwc za1DJpb>Um+EdiaoAvz$s~CX#M(UX)!<(k4Y10X-%5crKE{nM)pKXah@8;Qt#g= zEzAkAub`@g@jWR(qSP72H;w?(sG0(EndDG0FVC1OgNu=#y;0!VuY zq?z_^$tM&G3c6AFx3Exn{RzF><7Y^cW9vm?q-ApW!&fz`r7; z+@%aNAoL9NmZkI-HwuoAl<$WTfXRT);l!<++fconyixs&{qML<*DKXO6sDXdVQRrm zpZc^279x|%lo<=wv?xP=qb*@ioED*ub6Vsu8#!v}e#eUwbUP9(L^v7e14aU$=~Jcm zACvO(5~g7KtC#T#<iD)&D;Yj%Cp(upx8yR7jz2_dMwyihcOG1Jl7OhE>EspF<3~*>hJ`T`!LDx z3of?v`=vt#zk}JOLtUB!H573dQ2>NPDwUBW_vyz9Jump49_bIt_s~0-r*{DpCUfmg z?mt(+Ai3Z0?rq%v&U^9PzXfk}?%$5Vc98pjueW1yf0cM+=lFTu<5fuHwgZRW|vMsq7{+yX6ki>dI}j*)3pfQ`V~+=4rcA8 z>tgL3YQ+@@%;6YQbMkx9Lw07|V3d*ksG=9nV7|c78C0SH6bA3Du)+3Qm@9p}(!Oo6 z-0wW;Ze0Fzj@R(FU1Ge#hY0M!IMc0&W@ z3qKSp5AzX*^fTZ{naa-y>C<%B7#d+WH56|efo~%hc*8nd*1@zRFVCk&@4o) zrj@Eyi&o8Qk*c7qf}*BPQy!&I=))e>5d~l16BU;miwekMagqMN=gfU3H)+d?`}uu7|9+Gt_s+dDbIzIbn(xevG0Vdj zXKMZbh2>#FZh}16`F5H-yaYbj$U`^G{22On9v8BghcJr+zF1@LcvzU(dGH9R-NL*9lZ=sD;TxGNn z`|@LNrNSKgXek`$#5*{mhCxAuNkK6--iFTw5I@JCta(NNYmBK+Ud4~u71H-KEsLZy zrX80n4_%ABsY(&qvNFT{A?_AeCialqC6%R{b(3dK7T(9oQ4RAclZ#^^xeyJ1n-=ie zgSDroY(cMt7G&uy$hNlNIdnX}1<0_bY5}ho7-nukDNje4Y4FF1M1yBE8ayQp$!&2R zENGBpZo$k7RX_IzA8p3t-4Ahm75jjuboBlC4gGzidVc`8Zg+n)?i=HI)fu`x<4iL& zkCG4R6bf?&0_!TYyuuIU5C0Aims$PcS5IPofpMw_)5!@F}z?Ix_TNTJl; zn9ymZc41eP+W8Jg{e_;}uf{VG?5l=-JlW@CarzfF<&0|*#l@Tum)0v=FQFzqf!tuf z4R9OlqzdOg$QEhjAz7?#<8)n1S9G1)FrK(GHH>AgGji z^-zJ>pU}{6cP|k7@5vAy2^-=zOer5d2#nZCE78^X8Ib>Se=g+1w? z!)T4!Qts|$C}+`&Kez9T*NeZ0X0?>r^FTY!FJtLXrZ2w~`tsCk%=&V9UYz`E!`@#0 zH+NP3zseRq5)ci9JDdpy8M;-(xjITw^FX!qajP z`}*fd>@jP%Fiz|jLF}b6(x)apzG7Wslk9b=+NAq2NO&ZwO=1bCN!_GxpH1GR97wyh zNoSx*YShsm%qDph9p8;wSRS#JFf=u(TVC^M$m0{-nsq2=edQ-_#jDSKFLjP_T z`uD}_%=)+B9Qz}OWlHhToK=bq<$vtFHVFae}X2o$e-wppZO)0R-~Z8 zSqUx3(LLQS7bn|pi*K2LTeQFCtsG?10 z!Ov&aCKdKoB`FUVq{9BHRmk`)TLnF%TR%@|{CrphZ9RZtFRoDU&P`%33f22NliWX1 zy^2aV7f2;p`gGK+J7&rbb`oF{Rw|PItpRGx_ zx|dn-5=_EJ4}tBS@S_XYB}e<%V9sn`nd#ue~Yj;Cx^`T zX8rMT^8UZGH&c!=lRv@UL~G);ebT(f{@R;efF>CNkkEoaLJNLzdvjyz7OcE9o(8|T zz1f~^qCuj)Dc}|yKzp<3IIF$Mn3Kxh?2L%J$?VMr^?ovY^PGCW>-J_oo{Y0MU&D47 z{$7H;X%q3rF;mUikx__HXBU(ep`0rJQY{RG|j`v*E_Z#Jw*)cGCSn;EI={%(GJ z-S+mT%BJoP?Tyo1ccQ(yk?Zc*-h8w?vELoqo5mwj(tP**@%^^9HRXv5C z4X+j{^jz_gM;|SPqdOPjxU$R)NYM9{Rq@(3sl{oxi7%37($!Emgcv6w>2yQSgeIAj zPB#vrCfO&Qunq^g9ZP!KGv`*Dh9wPr)P}u-XUq-bsCVPxDI2zFaPo!$&xD4>MI(7O z4NDpisSP_gu3_x8U6{IIz7!41s5ir4%c9>7V22 zpJR+`7>hIq7x? zg~)^t>jNUpy#wE^&6)pFylK5JTXiRs*w?)xo+}KS?W^fK<3s24iK~?MHAC3fS8p@hSLb1IzFY0<0B(*s zbUiy$v#)YNepNXzv*}M{dhT8Mgj+5cBo(-%0(YDD5L#SsUZ6@94e!)54$v4Adp=J85EC33phxnB4YmlsUW@e8Fg&a zhuGgr9$G>BBW5==2M?3|?mm7T!Yt0D<6kbhq(aUFd_P_Gk7Y2wzna1P*h>)!^!Cv? zY5r=!ef#*wY0qg@)ZbL*2pumMxLXR!oKnFMxgcFC7#=AYEP5F!7=jj=4h5$2!BgY{ z*T4dIxqR^;dDL(`>7b)-E_Pv0sWdz=DjnU%b8bAx=XtNYbsH}_F31{KkO2T-Pp4E51>U^Naj1R?Mz?PxFS4?7TUYxmrX znrLsVp0}=|_R-;wE5Ymh-rs)3`&4!uY1!q==wXbV2lzL^04T&4OL4o)Oq2G=c zf00A>S8I2!;XBoIC+e>eA7jPGIQpOgr|*_JcP_m-)I+>E4eJxt@m=5}D&FaAYsc%I zl7Eo)*hN*58@wna?Fet{t95RD?~?rPAEPvvF8QH0`byLCTl@j^t{D9gD#|ZZl%G|U zk;-4ec5kFpN zw5$tn8w3?4*LZ1P*nGL%6}cuy8ig*q5qEB4CeUa86}`LP#Yd7kIR;=HD+Jh?o-$)6_|=Sx*+V_(UiFBkWfs`|

(a6B>z~sc$`!<4vz&SKR${BO;rK> zDsJ-Qqqw-Ks#q=`(&R6ei-$;6LnQwYxp=r-K3u9AF8PO}U>Qo4HC2^0`OCDUbB%-H zRKCcgvIdUIxDi{NVv9h?3$1@i)QOw#YkV+1wI`;7BgEpcsx@We?p6r+1vULdi^nzYF$+o53FN%&R>8B@G`>!$Jre z-9hob6pixjiAvcXsORm@rXp`2=>Cb(f_#!lGH=S)|A9yrc_-q!S1udW;=@SsVWjxP zNb!l0;u9mK%q5k%0biBN`buT}rLqB34}`Z}xeN_};y50823@FrK_g1 z4MO=Gs=DesHDfE{tA>Ql_Xxy^2+a@4Q+MSkL}c*kDx-6=tt71 z&?K=-!D-#!>$f}hJxHhjHvF||)rQMPiW}-O;vWEhz+J=mbYjo7jDGDHroC5$&V|9T zt<@Q&aqJ%?O~Zgz8$imOm33@A)l7>z;SPRCR+G4W>fJxJw?3^r|2`W&-adP|mo(K~ zpR;iZdNV>j8+V6}hTLVrv(1e9eMHFcDi6cSHhKz|4_xV)vlUmjm%3*Dd^|+tWaJTN1C=sNi6?d{KJu6`sZ-l#LAbf?_$X9(6sIv!(aS z;Hl2nF|KHn8*&B}HwXnskVW_^JcH91Ha33jX`G91oWRS_co32D{K^X>fXU zu+S5Og`OD9dZJ};z!_eZFKwqW53=GY@Nla$5^^>Ls8ImV*WXg+zzaN$hvI$Gzd;3p zFF0a7AYp3z)HX?bl*9WtpAAH z)hCg28E{C7$;FgP#z`e({)zHJZ#^h0 zH+Y-q;{|U6eUwx{3Tgkzqg1Qo!0!Rm5Ar;?qBWEJk(X&e!A11w% zqk38m1{L1oP|82HP&w1N9Rx-PhG+gnvJYrBwvFO?e zmsG`FD;^@zf9}><`Y52W+n+TZ9I{X*Pw9kL^@p8CMhWs=e-nn>o8*NNpGjkqld(wx zpC0}eOer5gF$)?>KGX8H-GuRWL{ z?Pzl2H?Go}FMn2V-lvSj!levkd2rJJs09;9qj?&6bi!}ZoEBTHhF445J&pNzs$a9# zD?~n&WShe8X?TigW_l0mMg&KxHw0{Wo)lwn1)3)9Y|04xvz&MhSzM4u?C)3Z!{cOy zw3c{on}qr-?}<&u6*WJ%9WOGt<09mWDa!V%W10boCWu63P=!%w^a-I%NGSx5 zKq_KWdl{t{Bsg;eQ4VC}0TCNRKRCZYQLH~bQa%KF12z(&|L}-^u&6(FI*REdOMDUW zXS#e-{*O^I1;J5~tG!6a#FQ)EV|7qK8g+7dc&n?=WID*k$A+e{dFpA6?ZMtC_tX1G z0Kg7K=|(OrM_YJR`U5}ixzyPrZKsUmYp50b_NNO+aHVqe8-{tFOPupGY(hB4nN%Eg zGhBGU&ugqGfPWan4`ee2zT=t2*3a)ljbJAdp}Zvl+?U2R7>s$IhHvpI%>p!hM$h3g zS#Z!8dX*GI9(u<9twVa<(?Ax|Gv`jkg&1)dc{)3+giLwu?EYjg=I0~d1NLd_B{=q`ZJ(oa?O{$-^Ll*p2?Hytj&zw`yV9(R& zuJpPLuVeB!DcWyC?{&R@MA~x1Pi)x^Wz&)#`c30*PvEEXuBq|dN&UyK#xwCWT$z3w zWPg9>8~t`Sw!?LiD3LONJc1&xH&hclAB8zCpa7*`dzyb7PE+%bLt0)gaSeP2>5D<0 zSqnh*@V+!p!$usiJU`mR zQ4Jz}_PKC8+msE=F$5yBxNPffdOVy&->@sDsXQ==#|d*vo?L;X`ylyjq|~#~I@-rM zgQNqwWU^|`w<72_vS1St`BB2Sq@uklLu#SSPKk^9)kxktVov#*aj=kiQo6VI>-2(w z?|TM+gU8&;gJDDj=#7HtHAXvH>-rIv`fV^z{|$QF*#Ngd&|^1K4y1Y?Ul0$}P#$*^ zmRRZKDFB~{@>>5XUK_CO$M$|38h1;}Lj|Z6Ih1T_KW&Ht8Y+LmZL~9=QYTVLwRBBQ z>}WJWm7HAY&AiCO?yy9$7QC2dSg@~X5aylA2k{bgO<6mOV;p`->jFc6qmYXVqh5S? zX?XpGioz#`^ALLmZ)DPI`+uNQUh0$!ox=BLDBx*B@`jAmcg`dV6eeC{rKj->v>i`w zqbFa(lggUcP5MM+N3-DI=aOmfb%GPh+#Bsa);}E4qbpjR3(7jAVz1{#e_m5@p6t($ z`n`0m#h-`FaK5;mPo83NUknAQxIcM-#qb?5f;mGj6%RuCR!tj7#Yj&2izsW}L^(=- zfJCpU7%4`7F^%q~;$nOq+*CYR_792rhlmQGrH4n+Cj3doNH+S*$kA&mF2f{-R9pda zM*Y>|Znf;MQB&_yaSiwr^^X;I#>)P2QU5sc1B1|B#ptxt6DQ$SS;9lW`cT@9slq!J ze6%DUhavF@vs8A&Vq_a}APLIkQ`S+!Xq^Au9!@+)%5tKPLB%*M%f~)@)W^X@)R)dJ zS|8QYhH4U#Odh=~S2-E*Um0nLsDt26Tamt@(&Pp+yikrXG(8={D(c7U5=CA+T;Ge{O*_h7OC>v@9{+W-Proy z%5NRPM^nr1yKDZ}^81BsmEVGGN#wU}K{EOM?u`WbeRF%F{BGTDmS6aA6_FsTlm6;F z#(rnKXu|)G$P4f(4>de^Z5qPpJStWjNzg${3bHD4a;auy}k*g(KJ-lfV5oFhT`S zTs)|ypaKY$6%kh%Kq~U6GW2>l9>&bC3E5)Ads0fg$}RGUYD*@00Kgwpu1<CsiUwWC18c-C@g@L<`#|$;2tnwh4URq+9k!SU?XOR#^_bW4xz}D z04sI)!Y%VOVxw9Wu(DLS4sddlvcXp){|>xLwGCb+M6Rz5UgfJDdlK;~)h4`(3RJ zeXb?6O2w-zLvMaLyo$%RU2x_Zud)LxtdzaLf}1Ix1h4Ww_7}C_RcbW6$}4*X{>J>=QFh1otE^oo7 zgxqul0s&TpU$Y+=l|zt=(l9FfiBEYI(;b;`mhmPlJ_XkwXok`E4~o@bAXxDzG}CKl z4vmLj3y<;xuw!aGKyz=)m2TLqo~$F|QT~lB;sqY14=(@ucoY?bLI9L<;7;N(D02A( z%90dMkg6sKJPJN+@hHO?kD_8wWQ2p|Wl~j{aBQ`g-BcqJj!!8%-f7dVIzJ! z$W7MB9*@FB#;HY;<58-iB_M5Zc79@CA62Tu3B4rNVDiA4!RC`wuDM(||WJ72g zLv3O>h^^hgo6I`g25;h7(l^}d3^#WRzuv7*3hfgRjhA5;wex}Z6OUri&J7PTwK@$- zx!hF$P#4GyM9Il?4ftd_-qFCS;Aghdgb0+JW}>jbtgP$(W^583u*0l8hwB<>0p8}^M{Np&V%Aiaq%?o9QPU##*{*0n&kMD34o{^NPG&d(>P%Glz%Qk zPZ^(b7vyKZ@hKNWCUtzup#q<>eqV0{~$i4 z-x@-w_=n5WFmXZIhvk5$kliT3{3-C$1Z|4-7NN9?P@w||{~LVDdYr@q2M72Rq)ZMV zJ_VT-AXESaCxi+oR-_Rwn9zTQd~#4g@fv(zOY6HB4vFWWu25t9h1`d2AX8d*I5BHz|#q| z$w1O^!D8}jG^a*Gh(PE2v#BzIY6Oo5)I_gS+TQvC-KoRWUv8*B73kO8`f!I6QLWGD z_C670vcLeDj3oIHAd{i^N_ZdE#lJVV)7DF)RuQxYXZ5tlCXnE1_SsLFGa??97*N2#zS z4b4gFOx}Myil^ZOkX6N`P)3bFDT9dIJl_q?KrobHps;|Ultl=&Mh;>wx$D@>w44e)+QWK9{+}U%QZ(T>l>{0_9sEQ1&QOpGU%CM0ElJ z#krERB(*DFL4}M!0lphp4dwpFb^A;B6XsFqH@yFE917)cXcAZ@hVo|mAy6n1eI*o1 zwLJ>uT{8-0BNa|Sp*({A87P!hP!pax|3EYtheG)~E=95?BnQRU=)JD zGZwjiANNJa!BMt8&8$NdQZL{r z4Z1!{PU?U$>R8}nLqNs3l-(8hi5d+*arNbdpQwR{?u~6n8F_NG1+YS>j(EVzI0;D^ z9k5az4_F~|8A4L|nhAKT9bhH&8A1Yo4FOih#kNwzRQ>|5@)UmR{Uf}}B|2V(&M*Ki zgBK$XV64h%Pa+Qoh)NklRG>c*dnohQ==hX!R1%L*IS6<#G)u*&)JWHijqSnX0^fue zGhXDqzoL+uSvMh8=Aj^k@-~Q-W5${gD@}M0V@+n$dpeCZDM#1wBx6lR<4L9VQC)Kg z1!kJRqlvo+uuY6NSp-}IvXlQKyvY*(kUBtVEf^Eo4}4-77zV%zvWfl*GJZ`AHIa%t zk1?5`=Fz2M474uH=&68{WO$R?)cN{vTN3B%^VW)V9pg==?+@PO#hu_f&({-QZ1E;1 z{guWvoC7LXCzTC>NapSz>O_T_L;*FyUklJCsh}oNAJ0ojK%Cq%k!S3W)et9lqT`G> zG5j~QjzGCO_GIBSZSKChbv14p*poA#)aLGqWKdtZiU$iLP{x8i>9by+yC;c`ljm1| z^Z(`9(Azcus$}w9ugdeQYZB$Tdd+_;&;J6JfaEmlNGi|ekN@xG`RS{z^88P9yaRb& zJ2ja+U-3kOJYPs#?8nLTrR(D5*$$6#-Q5Bo@>W#fLzs*hS~OsFJj!;EkntNdfRqgc z!-R_e<~o5B*}2+`<51mMHNH*2qpZ^KFLw25c$9ieeOFL@fUw+QsV4~@rCELd&n-6n z(eNm_miKp4-+yZS`?0#5@slPz%5B|#6+8+u?mThZ0nE{4f|B7;OxVigcCQQ8OUI+o zeDrec!9i=AX&OuecqnK6lOlFZ?#gMwW7Dd4!EGR6!hGsY=X4`ifMFkQ2X4`7jZNXz zE(y@T8p}^}9{GI!x9m-WNV!EnoBF(UAeNE_HQV4x6D$AEV9oP?bdcUoQ_#r=r{gaX2s|uI%^w!;7=;VA+7G{ ztnK0_?(EXPwQ1i9gXukC#vN%xc1fj6;qc0+@i5vUsjm+ANlAsYTM+2)7us9SS zApLUbQc*xIm=rCTL~oP0C7u@xf=%2;d+J zEk}`Xb2^Dj=~AU}1N`uST9w2-iv(5?%iaWu)?n%|{5q%t+N_Nh1SgF|PfBqP*iz*a z-kWGCN}|<>QreXT&_|j!RnM=PAoyW0;~1zru;HxrU<306tRjBwTQ2xf7L?XYmCKZM ze*=92&Cz zq%TFaqVRC1mr3cq0D-$yV(9r5o(!M`6i#PRQfW-I>=d+Jx@ zUjgRgJK*1OMv+wfd;A?94Oaerc?P}S#6Q;RMAbIr156yuPvqd);Jv}Ysh|>b5b?Ez ze;yQT{V)ap*1Z?czZ%k67XBRr9orHAx(ohY_Ff$SX1-?S-w2Aff35L%>**cx?=quE zD*kOgcm%O+X@uy2Ico8skY+%qJvS(6gnbK=5s7ih1HqpDJU>c4aU{f;|w1|vvyYw>J zZGuMuc1D1*!b!htVTYyeRQ1qoDZM+j4VQg6n9Wh!i7#{)OTN1ECA#fa9|0-5!@OvO zX@ix~*am(Hc2(H3>r^pPR(>ehRr`w0u1c;TO&*4QbasJPQNN35D4W$c8ARtMKVYHp3Wdh5Dl4p~01XqAvuT*11egFhTIqe00LNiAF5>?qX zkSb#s{f+2RyLZisbaj6$i$1#$Wm`9B`fRDNM_FW#_|VWgGD^#oJ#W)U;~_vaRYhzx zix@7`H5N2{*X41vkVm>iLx#%il1HbL2nNi~$f0bI_}x^n_5F_c-Cywg`Ave~*S@qr z{9e+#i~PRL^1y!c`};M?`2Ab1z{GFWcr8=Td(Oh~GZHy|6V{~~9DjutD>zxN7tT=ucx_lza`!|&)RUF7$DmIwBm-|f+4{Qey(FnHEu zsme3q#*=fHY%oqF1$}@9WBoFnxMDCu2`9;i+=gMu>wo?MlTeZ#O=EA{FCrK}M=(); z`dA8Uw5-pK5adWnU*)HJDeIGm+q?|vV=MuPlmw%G;qT`ES!98>)QIfNwim5gpd{^i zP;F0b=iBq;v!Xq}x3;Im+Mb1viFS;OYlmi^R4`T<=1j(7uRvPksfYWIP@@KUmDMkR zuH8WTYH${Ll3A*bow(DFwE?&?JT=s9!# zXzdp;7m$+?&yq$%{%9)Yk8=M+(GonC=6-89Z!`qigF5LBN>adGjf#vCezeT`j=a52 z<&9?1yf^*HNZm}W!5d+rjSSM-hf$}RL82sy@Z(f3P`QrGzFh{1vM8P<1z-c`dXPez zV&t!yxOwP_IfazVxudB=L<*@tKH^eH&wWXjLr)=5K1TKHn?R+w6w=gsBZc(9A|jjF zYr6=_P*s4O&r8T3bw~OiLDb~0zy@>v=(VQ>KgyMZHS7z5!zHI%_V-c z)H4e@$Q#vb#E&|Nmr)-xAZZ4vJ&*hVHG}k&c%Yd+j11BzMiB>-)W;+h86-hf${^h< zh^cdvo%TiitSJM*x0fo}!p+y5cANaekro%O4OFttKYR~yNtu863@c;NLCzmB3zbhE zBnq2@;swy1n)OPS|2s_Z@2s!m__yzGR{pJf;8*3}h3uB4Gg zlX#f;r#j(Fl`7%5YaBc^(Fv~r?+u6U?7s^R*3GrVTW6q9>n6?rw#ok;hZV|J{^hXF zGV|{vDE^N4w-bgO<8RTw;`n#LQ&#>RHvd=U-z~rGaQxL6MN;wah|g{Kmy2f&9z2J> zrpzEc`&B%#pJsJrCib;ZjRvvtt;77$QzBqFR{`na0V2p;?Gdy0ZLJP3Js#ZyL0(M zMOebQ-wJ-8|Cs)K7shw=xGwVhKFb69&F?cdCgb<-P=Ud-DD{eX)^Yx58L5l|#2lYt z>pIFG-H2gG`J=x*s^*W_*Y=C>#qTCZ8|e`XYG?%nnes<30}C(mM+_VKBQ5PMnHu#A ze|OtGB7d}an8@2awYXFHqdV00^y++j&Q#lTszyCGDz?jz>-L% z5~*E`b0ehEMN%bZ2G>Rd%LGuRdC@HLtyh1#0~)1vAtBb3MSEzextLxGEQ*wV1#24( zJi(c(OHTuYdz-s{##fHuczMR6Xn@iH4!K9#)LrtO4fsl%!Q4id;2>toW2VyfBzT>h zis3W89ea)gyPl0RY^WCgiM@|;s*POO7uC?*UHdzGE1!`9IH&pvfED=gh;o`C z>Wj&tz(V!xh+1Xd)etefyL;NCUEvW~&fUcsPP~fZ;^4W;2f*~<7xhT_h)Qx3afM0b z{xjC=uS~eS16oa4h$oeEY+fEZN_$+w-AG_D+8CpS6S&NCbXVX>_SZY$XNKVC-+s{f znf*`-e#(6gBtP9~eG-0tiB@%^&mn(G!OvHEA4q=YCFkei4|av0 zyN-(E=UF#)iJ!a1r{d??*BJafw=SM>6QC=VlM*hEqRV@K4}RWn^KyfqG2FG`=L$U8 z8GbeiewO~I^K!(w9*rk$__-5$pfmie7X0kBN9X4g52WDdu~-Io z;P^>qI*Go$aY0x3S&HOSye+qt5$>G;+p{Cs47SNPd* zcpN`h!u)iBpABOZNpA471u9YF=NnYg!p}Bn66N`X%U{st*?3Yp#pdM(KX1Za8-9+) zlbzw`X2H)__v-v~-TUdV{!=MOMHUEt>nm!;z8ZYWHR zpFdGa3qSKHo?!xKAoQf=B420leq_y zpLCXSlJVK?-mdU-%VBZ+JPC%Y3;ZN}N%DB*WT-@qpQqNw^RpWEO6i$!xqvQjgQ`_- zw|Tk2&rP^%!_VjNWM}yKjNoUjW2hE?PPjV-KR-V1K=LyqIX}<5rz`x-Iy8=-Z?T34iFc zZaP2b&rQM4LwX%Ze$v6-Nyg_DcXfrIMTf-kGYs?71%4J?oJexCP4$OvgG$u+c?XrW z@N+3Ni849i^22m_IG$9tRwusP;O9U*X~WOM@nmPlr%&+n=QN$4tLLQP=Xu8-NPgxf z=jYvbc7>n8gW~x4Jj_oQ_!+z?k>mzHUxZ53`1vxGwD41bCQ%+uxV)Y&PsfwWQ8q6( z_<1$%+VHawPwMBRGg5oFb2_#^Ih(imI2f^0ds!YbhMpzOd_I|5F0vxZGEoG(Q>nNy zPSVZg3JlhtpZZ zgxi~rlMUw026upd!zP#4Yj_qU|7dJd)($JwId%4Pwve9b-s`a!(k-}456M$q{hHPD zYi4`r;cDZWnd$Ou?_7NCx1mnTY-|q&uqX)tz+5ap9Jb532kAiVt*Ah0=)wHP+w$n= z_=spuSnTLYaB{If337rTw=OlUpQktWAPizrkEwjjT@I#E2NtCNVS?CS38yv4pf-0w zXqwhh=gs3r&bT_Y^PdR{XQ z{c$$OHX>`N?Z?4ehqV6FSl_6&m)G>G?VXLrXs7Dt;JbdR?!`FbJa`roqi8H`X@paC z$0;{gK%SW@$oPgwA~iY~sZl(|y6i&bWvCnaiT*m2SE(>9JXaZvS12)<17)$zjd$qA zG(4^xX;(++B<(Fqop_q0iFP;1V*!b6#^xSWgwv&G;XRm?AiN$H-h@3ZhbG+OS>LIe@uoJmzB= zD5i}EJRF|tavt3r-t59gXsxfCbUqqyniGKN^PIpURq|_<`cV*O;s-!b;h_-x0`r`} ziYi0rw@}HzB6I@HXT`P)3P*W5;qs?+xd~4yC)vE*(D@OY8tVmaJCAF_Q`#(2EzKgG z!^$#SOe1+3&&R8jp(Aa&K=r8#Q-U(1pQzoT%%;NV2VEe+p_VR{AtaM+ZahRchN+LU z);k|RECQj)Lk;8skbcMm&Bf{RkW2EwlW!~!Jq}alp$78sMFVpqqXT&u2ETz4n$x{w z9HFtGOopKUXrg}+=$~Ov|DEkl$4k^j_#|~Cr_^og?wZCu?Vcq>cOeEVSx3}?-dU|5 z^ZVEy5AQJ*JFUSIPZ>nJ>|#^H0yk|em{k`B&xwc`!A!_8akcePZTy>g$;TkZabHxk z3{PuJrgrH}zL=OSEMk^AS2#|YPzs)*-*UIKvR&a}Pz;4^5j6%sG1|o7C#f*HVrKA% zFbvAwHaA|Q8&~6T#bsAV=osxSN(Js~V<7eiQW0o1i^QpT+z^RGd9dh*`Br)Oz+;k! z^|KQ6gT#7)NvyZzTo20wGmV9UNScA;(^d9<6Bg{v(AdjEG>)YM$lB0z#LSHL&`vR}tzBfPpB8le0IJ4r)^S|8;77gb+O9nAcW)|XMY#!fzsRvWV>c4p}8e4vEc znU##4o1ku}w>(}yp~7gV)_rP_y9r!dX>;Ry=r?5n9#?*6S4Zds?JY_p?h`xfa0TXz zbWQ9PGgm9{7UHTpzaJ9w`x7z0ug>hVW77N#@iVk48d!aMCRi!v_uaRGku^yI;ISnD_5+=1o#xOdAVVgKgV4)65C|5%1iO2HsbX4Ns#hM#8EI**S;HW0e7&58r)ST z-vZ(uMcb!f5e)WE`47~xlNKkPdIKu4**v9No71xRW#^CBb4S}eMW(?v0?3k%7Qj?u ziIPjg5~Yh=#NyI=>v9)0{!8jlWFUEG@+W@kY4Rr?o@vq-YOJRTIMtPTh+#N_f3P?a z2wUq&F|!#IW|>^i6Y)52vCrMZD;^}GnJh)!Tzfr1p^I|s9u_Wo2brDLmq}mfzn;Q- zG#!zR?{+F*wd)9iLW5K5h<^+>>4>FN7z{yOx=r5#EvP(XbK_0AF$Iq+nRa!Ahz9%? z<#OCtC5k)5O5#hik~jme(F9TbH1x%vf*?XXYPm2=v{gtPmXDtlSc~WpqUUM688w=kC2O0Yn0l8hddChVDX_-r^h{;F#EqAk z44UN`PmaVuc#C{bwLLc~y#f%Gd#QI;ea6qSzc^I682U=o$`qi$s*etL%F6`{fIJ=Mv@oN6+XgS+-Daf3O$%0U$yfhGd{d^+d?8eECl4M zbgncWyG1-DgzK4V60XVyDNrwkUWf*kR%DZfnoXiqcQcq=IyX*^0`t*=cIBmiTZIU( zWeHl|U6r5@9l^u2r&)ZCkpr{AX65>6crEtDR-@f?oKFI|VG+p?A|lSw3e`tSH_9^_ zNHl`jZ*@B4r4UmC^EJWPcv9dK?0QC__F}CjLn736W{P&U&SGP>5H?B*%$5W5H4!ji zXR}rQ*DAgI;6`X}9PDhqnkF7Igp3*G;T+19RFb=eD@>QWpbVAa372oC%fH2wN^>C| znK9QAN|7-Wj~|XFBghH_X2;%QV>X|8+X^jX(jkWasGWD~Hj4hhR+XpB-DmPxXAna( zkI@-=?^Hqg(hs8!YApP6@j+xKB`ov-goK;{(V!iO>=`Kmer6KJcZM6=Sxw!wdoVNt zfPBo-g*RDPiu3gbPbKEjuxFm)Go9E*b*Oc5ov6sd)5^JWU?X^nXf*H%uaw*@6}nsJ zCt+Td76=41=8aXx77$DHc52Zo`lIsip<;u7k8)w^gVx{m&}_==gv&3}*6ajZO+KN6@^_L3{S9QU;j9dtoCUq{~ zhF;X1%Xg`yC6DKXJyez@T>b`1NVykJDt&EUZa9~-a94FMX;){|!{hN%JgG4gpISVZ zB;Qj{%rx>nkM#ma$9YA*#~A`?VH`V%?|+Zcqs8~ZGc0bJ$n{JaW6ARb^Xa8(;Ek^w z)BjtoON;r8{7Uk;ZvFRyqp!q;=&cXnt(|w(-Z&qOp)3#~l=U$QCrVAf91Oh&<&aCt zK{@mS6pnM%2ErIAyXY-(H*)F5n^3Ason0NK==??8*Q0aA?4r%a<0f{}eg?eXBJH)< z7sT%00J=$yWr4_;7#(yQ*i*m zdH!@y_;XxDL@nPi9XqEte2rh6N<9G{XI9>)xfXzgx9eSicYw z_G-FZ>!u|PrHd?6FPllx)y}JvY8ONUtN(r?^jv5mG@o)TP7UnHa$VKRoFEs0Tm=*t zmh1YxyvIiU3|Owdn&r_f*Ey=?s`V_XoL6^V*}f1QI!;1{XDn#Pw5v#({Do-Evt%W?3k%e__{YZ>Q&yv7AF&k27v1WBrU_tA>U9e;;2S9-(wPe46 z-qS4EK?70JV#&^d_EvV%3oMs&>GGRUZAzWZ%MDAm6n9liMn?r`mh3J(spqf2T*by2 zSxs!6u?j4G$V)7pPb?jBogisq{>n1t^6XCr_iAZsN}r-ANbghNUf%{s9GZ0IAf%;` zobrr7g6b%F^e%b$QB(P7X4+*Hicl^z@>nPeWrw91$YZr;BL78ci3`DB+DD8QmCPs2 z+2eX@;6g3V;6zzu8Gzi7Eo3zeP)cL-EwfseX*_4Spp+&kMBcITwgTl}iW*%wz!|S^ zeW(iz-*9#+hGz{j7@mDjJZFn1gR{v$hd;n~Py6Z_{ zkVL}RGo#pz zqA-+eDGSDG7K}gNpe+bD)6dxNb{U9={SvM|1!ObtS8~`jR{DL0`9shX`<3{3Lq?oq zFulb$(-E!Lnj5XxX;rV&s$Qp+gDLG}im8242aQ3Yi$Nh{ZD%W*kfN`937TfvoaJRG zP{TvA@9zrH-|D=${vP*xYk$A1{N?)#XNXv95{U_4nLGRw+939Auwm_?3Eh1Yy2I!$ z&XWfGCIhoex$t4VayRV3c!`TPfXvCn=0(ydmwXh(VmI!R-o#ehP>y}@M)R7(kH3I? z7Eg*6Poh>rl}OrxLt1E9JOv9)=|+=(N_4P`i>%6^?X}zvZUt)3=Gx6Qn}R@i;v~VL zFI8VA`%>*m(FyRYoVH6$@_6muXn@1#v(&Exa) z>rDCicdvpdnfIqcJ9u+*!t2@P=dajo&Cid<@2=8YBZ+!zQQ{2hM!B(Q<9o^UBNz7D4Y7+4SZnDQ>#sVjw@|^Lp z`51JFDV1mIKp_!NUPi7I2@^i`l=lfg2zxx;dzl0IegOh#+z^}yvX7w%4e^9qZt&LQ zISMUw*cH8m{4yfIY=}4Pb}i2=a^w;`N2aBtv}Y|Z0yS4T2f|NNgIPwrDc+A)^hR4b zHocfQi*_5R19~|_MD~T7ySFal`Rp!6ofT(5(^Q~c>YT6(bHbGO)}qdN{Y_El{Zu$E zxLgT6sm!#w@mIQ0iN}@gr`yzFiaLFGT8}ypgW;h1If-y29@od`n%IXc0gy5MzW;UW z?~AbSqxt?(*gnYo`$OzzXZ)u1sp@Xa^4s6D{V`Lb4*7Mx)WJ9zJ6h;xbYl&c^lRg)swnlxUas}MzF1Twaod#wm z_0PwjX}D`wQ%Q>>e*e`FiO~s{>*;bIJgKzgC%)Y9&$IEQ>YqDFO4Ll#j();FUlWU3 z_`4={`&u)<*Te>6hgB>8Q>-`N$hLa*{e2DoUy+Lc-|77KG}II4lgYr^|6T?HTOa`E zJL=opXCQvtj1}y!&<~_U>ZIc&7K`&$u{i0N*u5~KN?v5#hH+-84D#K zE{_{4n1snbL!+z#78*vOe#T};@HA^&m^H8<+jHAe2oeSLz!bqD-X|3RQZ!?Jdk~wI zV?HshaMy0%p}A6Ee(+@FTJ#vHFYHk;UmimF?4DxUTC7#YE(Qn>b5x1hp*BX}z<~2< zrCan_E-fd3>K)3vIOmW|*9uE?sAdg_naZ=GM63>DR=01ae1R1@iT1{Rhmwhslu1(= z#q`fu`p2>nLZu?-K}aCAaT_6!8431L-h%1?kGaL`Q8H4xSs4oYTJ_V9Q1HqlD60Go zWm-Q{&bE0e>m%-16TL`mfN+P9A@U`Z%kcvE!_qqVq-98rChSj}PLcqw=UoP_^Eocm zX!vPBQEVBBciL?6y6gjZX{IeYp2Bb1qN98gxyn^QP?QICkGTpSa}~A_HMZy|pF$NL zH70IX5mk8cA^a&iJ*Nz_%oeQG!kZa8@B6Ml8a(*~n5PtFF#YE<_)MIY_}=+M`mHBJ63A*=M8R-rmP2olhrzqu8#&5 ziV5dMYl+~2CtA)1y~jVrds3%k+j_<^Acp`P!>S0*>Ip241R5lsyqDl{esn2lR$I>k zwcC%W#~d-SPxp=^76t0HL{EleE^T1v7f^&{3`J;WD8ed);R1?~0rGSXiV$cbr?>qb zGY%mXmP_jmg+VbvG|&V(V0=MxA+xc|v_U>wuAD2nAqSeYNoO7L#{E<0ov&0L^U^4< zx3V_S#74uXZ0${>oWp;ml}c*F(ds_(axiec-JQKqddlN?UMZy8GwLnVFl0JJ>*wLF zPWIRW9`;S_tNtDjo5qvMU&=thUjwqha51BS<}J+P)xiN^F(&%K&B}Sm6EkNQQ`!zp zJLnQ(DAIx0xR@EL;oHiH(}t&qH6g&a`Bi*?;G2pMn9KM8LeN|A0h%irFyR9pwdilb zFp=Hc@t)A|wa{X!^CO&j}9LP?94cmuSQlAmz-61w~wJgF?A zmjlmdo+vZC#GSaSYUQ;i%l_smX7*_L+!@AxL&i=+FMv5BnVWGg4Z*dV|6k2?hi$h5 z2N0JX(Br#{G4^s*Tl(0=7FN+_Kw|xlTx?AL6U)f+r(r~HKR)P_^9^7fPycHygXe8G z{XaJeZ;a`GZOfps%H<~z#cihlHQ#Fyl$XYy#ax)=5m$KpZh$UPA_Vq3hZFsQ0| zQNw6B%}Cb`6;Pnl4HT$(PbWfw29Fg^7p62f=~E%fSL=nPN^r3bMz1<@v5r>7V$MYt zu|N(B053ybs@@aHfihXtXITJ({5>rIN$n8be0<_40S{G&Xc_dF#^Yv`B!_4KNM#+0 z|AMAb?m|&zAGGcojN}ee#3=jMwM=HD^~grCFM+i zovqKcfAxL(c3ge%_ueLdj~29G?CQ|jERs^BI|o&OTXu6ER-+*h2PR`{6%GGoP4P^a4$joBiUwA%^Fe=zDZ6_|+o%v9*6XP% z#M5vOD6JVE`SyDJLJUVy^E^)jowzPnF08+K3RWDwj9VUT1uV~)Ctou4CH%tAX8D}P zk3I92W73yGL^>oLieK6TG`gDtfFM?9(E2yhwqy=yf4QuN4X`Kbe5jXkpTj?_zZ#aG%<3J>&z(3{PQMuBV{^&0wrjE`7lYB&}s~?Ltt6qKp>* z6esD*o@tltl0J$Z3_FojpFO&k+uPcxzDM~IYCq9>4WkgxOaBa{e-85;qLqKnWSzPn zD>T;AbcbJBz$vW<^T(TJ%bb|o-!LLe3_?- zIUV3>xRZFHxd9idZN#cc#yGi&w^H#F-0euB{ zF|y?@Ea;U>k)i0M1g?K0i3GMC-LV8#%VL4&bhXR61a?LMD=~-`u?!XlTM8kAN2Xzd zX=lunN&rt3&27C+6R68!p1LA{{ZJmy5-F9&Y$1R@?}-<{C!yPvI^4Dj;FhBxfEX&I z!@?z4g5~G6nW_Mu+zSG@+@^>jfIX>3va$1Glyp#jz%bVYa4Wv60+>qweTsOKJgMfs zLIr+W3uNr-bpc%q-dSoRf9JNDv|t3Cx0S!yo`#dm^7jG>9BaYZnil*tz~To*_-Tzd zgOnkuKvICD4)IB^kt{kf2)&7-_0PS@W(o#|I`kv(ntQ-f1&>}QiEVk3FY|L%` z!83%>L&F?OxTg@o|Llqv!M}`z2#&*Ts|Nh?@Khq`g?dx|X;Z`y!Az==G~oPLJ!!xl z80eY^evR)ef~oYMP=1Ta^A-NzFkSxc9bzMYKAsR(E$^@6{~7ar9r}MOlStvsAYw;S zsQZ6vw{`3LU+KTp{@;pt{RgAf72$hM7(5of?wP9o+Ziu>`OxUf){J=J8;>g~^dAPU zQfO1e5Wac1YtesrL=(OV_}+Q_*R0Fmh*DktjwrT~zh<6V{#E4Ul@^_}Ncr1Un9VX;&-}mwI_tY@R-&MG6ReoO|no9mo zfo4-y*c373FN{3-Zul|ME3(DKig{8<~xpO$-u|F>f#q>yG7NV8Hp zP4Yt)XJGmDX3QO-4j7Dfr9V$|tFpKVL`dcZ`pmX?9SUk*;EezrHgh;EACEA&akm_r zM^0evY`JzW0$_sI2zLw3%8y7rc^0K9?WddHD=ZI#bQ+^OVq3kJ7xi%k(jKG)-} zSw5e|Bbt0ZhVPnu+T*>uk=oSo-W3&)$t1PMXWk&-c!+oy#_~1ORf$`o+XgWSjG2A?friTm!^ZhR(w{C~=4yqXM zsf_V1+~}4-Sc>w zQ@OAbWHRHsPe0#EuYH)-Q}NyZEwRK>2!keJ(8NG>9|1 zpp0(hi`^;^oLe^+cyKONz~l=rcg3DWN%bCmB(^6R9=ry4@QKz*CpYP+e6JE62r=Q= zk{&op8tq^p_^sfQ9mMG3=d2K;q4?c3h!LuM;oLajx7w#)9RE%DyrXdJs``F4-cK=K zoJ~aG`QpGO7*23-pBO-+h#g#Gdb=E_Q|gmFPh!*pAKAFU)369%BZ1H1oFbhB?18q` zCIP@%=ctaUayO(Huw1X$U5sW$2=Tq?kb*4Ki9$S$@F$2id4>tI$g8?(#y>ew?_`nc zQ-%pZs$Ywe zG^PACpVw=K58MOQuUvql%21TSl=23L<)tp1VB|8Ul)dyKawc`0CQr5e{2R+?;qmEt z5qt=^*Tm`}7LbQEu^$z)d;qTr=g^SHP0$aYVr;HQDJXWaE#syNg4xlm{?O%v_Yg-H=lkDL|6*NoQ~e8=K{{ z;IWu@P<6btNqO;cRTc7b7~GQmS<)sTf$6aaEH~A9w2x%<$vm?5oo>|lTT6{amX{jy z`EhmkvJ^w5+In+BDAJnqN#;rR8q@jg@Ak)_Ft2~XvA>$;yB$-9c1vKse-xU}bUyp% z_^mI2!S+;iHv5Zo9{Y%3Q&q631mDU-_!VlZ3N@94_;mKYy!d5rWTcxk?`ceO;y^Z$ z^1{pBt{_5Y)BF%yG*(cHY z?Da_Jiq(m5SX*Xof%d>euPfT^JvyU%)@J&Rzm{2F(}!_fyLL|dHoA;I>hjK(x^>!1O(C5wev zU)jv-D<{2&5A{@bS||%&T6wCF!VUdYb_I=4z2TjpO`MB3X_9d&dm01N%r4?`m=V$! z;cW@$v0o-m!Texsod0(EnS%ahlPF$Ts_etOANUci->j0YrJlLaQZGoZpVA(!*NI)f zT`e1}*NN?5j`^76Djjr(ZfP`tsWN2j`w@A?Y3vRrkdFxzZg$hgy~~v4OqylP6MBdZ z*4~HlP$iww9e%@&X%p4xfon=;A4+F5Lxn=aID>iMv|6e5@JJe8`q{R3q4RXiI;{uP zcBfMEQKa=_j8%jm*ry9vQUIJhH1*#Nn@^#Z)?#89LaL=vAM-=G=>#I$3uq_m;pEgg z=jd^XJwNIMKPFre$Bzg5TKRDua?HOPKOSC`njifNsONF~m`D%B@q=|Q(dw4o9dYDU zu+!j3JG!61kp(D{k|P%f;yJRF6p4i+k3sRV$*||g7IA3z;w$6$ao8DVek@ZyL(cU; z^JAGdJ~AIl#gC=R!xvJ&NdpL-#pC0X2h9ZiJKCS}4D?<_D(#kO()=W_R#w_w4NIn( zThcFBUJ_^n#7rt}RwG0yu!WS?_-$BhRwhX484psraQ^veL_z)ha~BTOrt{C;awuI& z?+qabSWz>;&)3exGn7<4a9?))RYujru4wR#7Pe| zA9lL!q2@UBw{k5-mfgwwDsfBc-I1ZuG{g~5?wULba#q-r^E#m^D(eI}XXNYTr1Oi3 zoWtC-yg9umwuh#UW9J(~>yb8cZc?H|DKLSQqYL0i^cxVrU2-}4?Ti%Q&`H+FLhTNt z&e|R-Ue5&2FzeoQA$`idzvYKC-P^I)uc@@sSJ$Oy zVUI48b+e)H4PcL_20OD`j@-1tk{0&2t{Jc!RmmjiOp4#ImBfp*7!L7Uv54RNB7Q68_$`3V zh4)I>zhLm*NGWxO2*DoZ@1T@PccW!!pz;A4XLowFDV~#y65{Wdzosq#@}AcOOwXmKf}E=8ipEE#^3WP##C1W zmj4#~OA>$gz`Ueg{QWuEC{z6XHh!Dq?~b>JrtK%J5%_sb0zCrHIoTS4>-1B;^mi)$ zZiQE9aL6?e~SqoVke5rYRavf_3MdJ0o;S_HlsrNBPn&2or1f;cByHm6p(o}LT;UKrxHmBbf1r|7ydHwnTgaP*_+Ah4#D(BN z(>_D>fJs=LjtijttOLY8-WYZ_VXl=4lfVY^eAI&{3VxIYMLd4pVN?U{HzeY4G_6jW zOFeF>XBKo2hu3Swk2;8#m;xjQB#p>FXFrCV#HfSmp#F96t^_ z!OD-%(tlNcjAXwjIX^rV)blug977K!i^wB`EF9^V=%>qIr{P6j3jz>F^z}X#Z+#5P zwr_#i0XLO3}+o=DjcAM+d;Yuw!;JA#JUNa(*Bx)>&obo#0)!m!@uElQ zPh*2?RF`DDELE-_P2G=+&~L^=27%LaJBZK^xkx1;B6K0$2LaG#mF_6?luAO-FLiuA zTR7y;1VKuuxcuXYg8Lhve@FT$S$uvMc|WP*bHMTIBo5H0=mGka{R+@O7zrZPHp`)9 z-~}(Ml!9qfRW1G(bWvTo=XS8LBKy!xVQ`87J$RBJDd?FpzPUtbj(>*)IX}(O$*BcT zoruq`B1&~OK0l@meYK6xbD7}Q_)*wX<=z4OP>T5cp8L&W8R~_8*hG)lqEyQ0v4&Mr zC*t#-(Djhnj_7-ZpzlS05cHjK?EcWV$Gu&k@5>{S(YJXX3AB~I?B`+#C}*A15rzAK zJ;uQANs?ki;X_a=C53-trP2usKMU2;A$?a1%{qRnpl`2Z_J_WY-(#k42l4qOrOD_! z7Oyb~w3C`b1WFm7ZySZTbtYT!C`<+9ElE85dx#lDuf2{|<8yX@{OtZ91YKl~&j(^G zQ9Rsl4+Z2DpHHXw{BR_lBPBrqa(L^#D*+gz`25&r5ucxg?sPsrpQ*MdlHGB8{sPIP z_B`BXY0oU=PEGB37icr;;UCdMQ#(?{=eJQK5TCozh!pWT5l8W=jmWV!;%AyrN{G*o z;x?4gwux3W3CDMD5k{xREPE$9LLx zk0U5fw`^Wh0^^i4LO%&=nT(Gbq4x*P>>_kM|3JA1nnO0{9|p_^!PWTno+HseyYr2P z5p1w(BI=TMP<{Zx0LOACQs+#;>*3V7|Mq;NYe8jn!0E*TCQ9 zfVl8~hs*?7&GF)OS%SW0=>qS00by7u6k@z5Lje&l)}!$)^-R?cwx_Mv=oxhoZ=yb? zsoG!cn`sKopCx;cY}FACpOS&e9g&>nJ-zY-y{6t0N3RQdTIqFI`);Bafn$GRV(HV}day8SHWMs?T1H7_ zj8P;x#XdqGEc@e{CF@(jwygAe5{k%7FIC~^BO&XPi@ZfN1@}5oIyq7%@L}@*WA9s_ zqbRcXGcdxaqZ4q%s8OREkx0a#s6;^XAUqT_Jc77_q9W=pDoA*!s9-?Sj-$AXuU%B! z6=hvi+*LqD2p|j!YCy&CP*72N2r9}ef{_1rZ}p?Pr@LnoaF73UemMuGyQ{kD)^~5+ zx^?ST*L`q19v$i7S1$KQ0+G9SHNAD0Zxc4dB9_G06pH66Ry@B@=YIVmG^lJutb`Zb z&@L30sa%CmfR(|nzY6NJ4ByBVU(3B}j3z{pZb79OD_6TB1JafLO#=wK6iaYnTEXd- zfy9dUa#`PS;A1lTu$AC+?nGg~3~oUTwiri=_BW;&zIEuP&;{&VRjDC{`CSmi!I&U0 z+RKL^09>VGu?)+C#)_ai-;!T4chCl8#VZ*oLKE<|EkO~PF~-~j^Aw!aE9M^D_MTWA zYzjnmdg`D(be1J+{~4nF?HONA$Nz0#liSj=-gBLK`1#~mOfNJFif9; zF3rH9IT5H#{7(<@t$`M}_oD+0#0oOvQ+;McwBc{2STFl{-2vc3F3@{2)NhVOD`kJP z9_;luQ0z2b-#NuPUf+QGhL6{_?;XDz5@v_-y<_$-BVIfMI3OM`U5>}w+}v$Fp!Ed9 z$(*TPTGs>KxL>Z(bv+c*%^*~HJha$n!({*ehYvzsK!vvplDdF>hEuKJ|F7fG5JP%w0!72o-*OQOwtT`@ zbZ5GuW8R@)Y2|DV46npbqzRqIv)bG_GXGbu2P4K2H7FE4NU|$x?*_&WhS>u|kqElm zEUplA$H8g1i#6%R2H5Z+_^Et=XpI)(!%R@d6;*!fq6oDsJej77hM%9_)pYa}z+f{% zhD)J#Pwgjq$&IIL=mAh^Lf{$igm}9v#H_lw5-`j5+QOp*-lfBZfB%s^jKpDu+ps5$ zK)V$Lsph6+oC+8xLWTqF1~M=c~xWB7b)eI*t)&*XC$~ zSDc4r@gFZjw%X4<{Kxm5Ml8d4iC{bCh#K5Sh{^ur51{f)CFIPH0fHZ&C^mkyJJQOJ zgS-A0{OEX>H$PUKNUgT);|D8MGPPSZv2f(-Z^D)wqhQEaBEF&kmQmw46s2WbHv5bIVL->x-0AesS zB)id3W-*1EKu=<+mm?P{i(u6kkB$|wRSy?>Wf3CkjCdR^p3JW-C4+gLP`xOeY({19 z0(H^xET)mcTt0=MDT92vo4yJ0zF~&)$51S$sPUCH{*@&7CoUo15yvTFB0ViC;A?k; z0iO*!)8J)fCKED@GtF}(gI7c#`SnJ!J`J=I%@n+#evD*}&b)+*(LBhSQq?2q`W-x& zWUchEF|x#c0@B}K60}Ay-;ONiTB$?$+&L$a7_z*e5!7ayicxSECNA;_SB{a20CmN) zn~djoj|e=!Y?>mT7nC;u&-r0DJbxIKh^L_xeFu^udMVgp_ThY21h}c2MWogo_E@VjH8`1e`D|Nc)vDfzvL7W#9c=MjybV^W~!X~-GTbGntDCRTd-5j|+( z$yPeN{O?Z?5%9lPra=l2A4k!? zM35FAx3j*^?tka`6vfBAgtj{Q-$Qpmyd?j7{q2z2)Z^o#h>VkB;!cN}C2g#E+?N2Q zM31{MzltQze<#51b&iL75QY$nc8-U;)siU0$oSu_z6cN3$4WI?=f7b~p|11a?_mX+ zgrQc?`R^>!DVl$x_#pTt`zPf2?~l&&-;Zg;k(Lw|;a;BqCXI*FX22J5vyB;W21Li4 z0UOZqg@K>C1{M?c-W*FzkiO?CeRP#3cIt+41|s@=IPgUZ^WlFGHu`$S=EtFLF&{ql z06;SKqwP@H`fR@jK6IKb^2B&EF6eLhgzxAl$vjxv5;dJ?#3SZ7&4^$8o@)YUkDzHT z+9l11dy>)MG$Y=OtlDY?ktbFwC^(G%Vol0+HOa%;+F(aPKxY%Z3i|HlX3`}rJy^w}MGtkXp{?)-^ytVq3&`p?s zg~)vKntvTUkN73#!^{r#*KLHDJpXzddeH1s&ip76{P^Z68$V9nXXVEa-~Mm-F^udu z%|qeDkJjfzSu-}+vnYNyB$V49NTUnNWfEF^bqbta>XFS$)F+U#j zcOVHh)_X4jnDYGiRHDFre!K|wi~Ia|UNM%vc!E4eo**M=Ams`2v0}rd^91=TYD>c= z$ge`rB;ZHi$4Q(YpH0CY`uyXK=>ooE_ZaYb&yQykGO5mw2WqWMoF89H#W>H8KWPDR zF;%QXhh9BGmcRdk^o05GtH@$@XovaCGpuM*n9cRa$fe1nGoI(kcs6@h;JI*Dig=ch zWt=LWfi?_{_zpj7N!{OYEEQwJ(@>EU(~}{3KiTVs8~6I%4u}py7EeSk&!ujj0-{Zz zfj#EOH8l6o<E4m>-X28X6v-)`SSs=EtAx08!TXG-G}|1#NYjA76JX z#7mkVUx|Bpew;Ku%{D`R6pB`wAFrmfrI*d8Kqvuk?LO6hMWO3t8;T=GFGHe(-CI&mMyEGmsoW zY8suPL*@L^7vJ-F87bLB8E1duHDniA4Kn`%bw=}NZaQ`*YE4f^amJ}BM@?f1qoyyq zE)E;5Yj(lk|EahC2X6lm)RG>_L-9kAtQSuo5LGwLu^^F-wudc9gcn_pQgtMb*OAx@ zWZ|C?NT6V%$&Nrjv=Xk5u+}Vr0G8<#Ah5R&5cm&L2mxC153AE&WdtmYnhO2p-TrHd z_1IHM?I$te_P?OF|NErv2keq0IJIAv1hf4>Hfj6OM%VV2Cbs_-hxS9|r6B*kZ1O)- zZ~t}|`3KZet5cVMxz+mjn7~9w`9}*~<^Re=`Jc_Lr>>$4sQMQuxn%P1car}X_4d~$ zykz?cbKP{eV45`<>+<$R=$+ z+UVN;-ihsh*`fUyqR8Jy!BwQ5)jN=heC9VlW&~G>lz16Zcp{9DJ?`9p6f0_4|9MXyKOR7py4EztkHz4Jfm)LOb371o>pySxO6Wfq3iK@f zr!SOrvi{TV2~&R#sTKNj!@uF}>a`6-3M^6o!-i1pg|L1IGV$A*{n_HRwve!!lj{jwyO?FX_++mAN7 zw*Ruk_Rn%?KL)@QulQX|y_-{G)}g^4~L2{$JwOTjd{0 zI+^^pagzVpdi%dk%71_^A)$>QDab#NHIQ(Vf3(t-|2-1<|Dpr`p{Bj%e}|L&zoNH) zOVaiO_9X3hmVY3dwEbwKYx}z=wtuEW`=N04@q?J6hLDNIkFz4u_(3W0-7gs92j73I z-)s1Fgr3fDi%OGUzFS9g60;%zgQ%}{IZcs;D)b@iM? zyt;j@i5f7AIZ6&wAKrYO7zaw&C%QUW)K6$wqyfKiQN=>EK+2(JLm!O?= zZneYwEgxyMuOo#5t0{*AbQy`z6;Y7{-CJKUbe5^kOz1|oU)=F4*YJDf^+f!deU*Z| zy-v>g#>$%?95PUI1TCx%>FO?Texx-*-j1On3A9NY6Xk6L)TldNlQg{E|4$-bYd1AW z-o}1oAlGnt`(U$#oSVFzS?n%v?-w;n-qzqXhOXy^M0vXa8kptH#h<4tY!j=md*oLhf<{8IP+n2)p+^uHatA}W&g|L2MQ zaV8Xa68#_4@OxxlB7V&_q#$pv(~zy}|Axw&9~?4JbJPEqxXYU#X^oJ#W2i{h|7#QF zZ3Hx{yS!y;c)dSA5wErD8YFLHX~fp;4Oiq`Hiu{f9n0u(Eli%^#7-t{=Z+-{{S`>{XbqSzqecYVNrgR$|wDA zFE@$)&js^Y|9|d6{~Miz{@2Ps)2;lS*3T7A#rfbXu>C(TLfcb&VSDPJ>>l_&Y~S>W z`-W8YOdEY#EREI~Vg-Kj!$x<-dwKLNfiU(nz^J4J4BFW;2q(GXGqPQ?bFnf&_I5A) z2J6>|13+?(m-MD;`axMi-yi6O%7&07HGtBe4dS#d6#dH)m1cmugSOA3uK{G8?B^&^A^&!mKceFmb(+lwZLS5QXU?O9rjANPkxih>pxe`?Df_ zsE|DRW@BWaU%A?^l=^9ZWS@X?bwDW%LL8UZ^J(Q6?>B`mVN@+SaSw{MV zm8-)_X*e=4Bhn{BxjI8B&4>=n#5Q7x+CytFIi!ylprPtBu$|~;9R@*lDsGftaH}q- z$M0nkQ*9rJXkTR&7;2A?Hf z*}1g-YZDOd{DiFc>o@a5d?~zBVFpE^AR2H~i^}wh!muwicZs&abt=jm*g=%HKWlN% zwDRvlbJr*}NT#C}>NjiUTgo%)01jNQt1oX6=?6-iR4nl+{je`O zaLv++74@}yO!B6JAD#LHM;)c*>JwN>Eow7yU%|U*Obes%BSqm;>%VST`N|5bfQYvv z5UoDJ{3T;rR#f>QXSm7%qD-M&e|w|;i;%`7T(gwE&m@{$z70>6b=TByHoh+g(MP-2 zM6gG^U$FM2sRD;3;+`ri4%9v-w_oF@pkpcFZ?yh=y`IrWF4g^Ea_jvS#Q`7FY{uKl zyr*g~{-HPILJM?-HYk`}A9`d4ndmFq@0rT-(=QMy4(3#kZjELcHTN`Xz7D(Dl^xoC zc2t8tK#O#_**QPuFAiO~0{x!Oo6b~M4n>eRE_{~`fSy)Wkbuy*#asmeNm$oz`s zzG#`RvLp>@|5iS$eK0zg$BK0Vp{Ha?sa?~4Pwj(@QUd+=-K%`meuIH`WI!0Z?m>S> z1RtvI(1m1n^us z^1l^JeHF`m`J3+lEBM)dL+w8#_7T4dGP;adfLi_3x3z9&WKmYce5~mUg~Bgng%4G) z<$yAG&QkGScnQ=lBsIU#KkDdcX+8FPhvpX4a|g*4U3A|LYVOfXP5$G2AcTujjiiJT z0iJ2oH+_O_``{p+@@7gky%zEHi$JqgPu!o!+5@4=HIQe6ey&GSN*s^r6n{0M5+kY} z-x32^3TAE}}-U`>K!YJ&b|{^~*ip81Y;H*+Vf!Rlmlx|o0Y>$-gQ2Okk@2B_K6)CM#`qV{Ae^vVY z%E$M7wG!VC5Uu)2~4}BNynMq50gb$d_3LlPwx;{<$kdv9K%y*FYN_?XPz>l5zON7#FV1EX3FQ%+D zdrxFC?Y+Dh8pHM;7oKSErB=R+z1Js@-zPZcjF3(m7j`zRvQEXpQMsXc!t~?ukgXu5 z<^r;Un3_}V)*n4Jt-tzeE^j?-nA+*}Yigf2H4?^ew%04Fn!wI9>^m->?K{!h1pAH) zBm=Jr8+eAjlY)KsJal-1eYd)9bhc*Uaos(Pwhfjoys57C-6+h&*}nTI>Oay~9Do_O z+_$Xu-(=u1vBJV@GE89;?`4>H6=W~MzT@Pl$-vX$ul*1P-V{P9!M+PUav#wT8&8b) zntccQH4Be~baa=LEWAaS-80QAiRNx$7N+4-%)gPW9&QM61MN? z^@iDZD{3wFU1RH?xVVw^_mJv0>@nDPM2H&s0D~$#EC2j64XM~VDWgaBoJMZ^24s}) z`|`a}9tP5e*ms}4F9vqIediosX<6tm5^G6%eDNI%p@ncIN+9JM~myl^DLY?Mc zf8ZUTye5HkUf++UEkNUqB^`N5--r);{yo`Itj|xJ)~Cbj?$+!twl3{!@x@OgO^Ywa z3bwYqpB_sadWCf@=XENBeCur%p}*PI^26_o9!J&z?+>B_LqEnb^;UL4zdOZeTkz{_ z#V@~F!>`X0XZ&tGqjC6M4}KU+6uLi!7?7~OA6DNy(;dI7k(LU6BdH9+PklELzfYm} z2r3JHj~+P=<0;1|xz!N4>X|NBO* z{12;K%AY36KZeRjxkuQ`)y2St{vLwo>TPc2cM#>jvOttS6YaFnt(Wf{zh;rI_15^c zr`Krm_0u9}`Eu@`HFE!y7Y>d7>0=rb+yCXejT7}521gK)7Gz|?`r*rm?!to{-_-5V;{aH`sbTNg`B?&Of7Qm z(tpae^3QQAe^-|1|5QHu=S}u<_5R~h{${~*^}_`&^iLDzAET9jgj@O0Z&;F{^A?9F zz30SAR?+8{m6A`RC2zz^s+T;37>SaaE7wA#ZrVtL;~-RsP3j!tRW?VDiP%Q_AM3XH|leWpg5<17@@r{EM+ByF{mLK`HW>dLpW)+O8n@ZmQF_>|i}b z?~EAKFf#h1CA*L>R>DVttJmQZ=@EVs={-k%eG0Z>mFz-AR8$4hYG<(@a)DAZ8@r43 zfVoUMcy*3?ClOgPTNKA$$!aJJN?9=v@@Gkzixj~jZ~WE>{QmN}fnVl3C=&y6Sx}3U z6CjSB%~5hmaNP8uhU08k9A{f_3~M+xBQeo&G$EXw2w^6^>TW`KJ1R6GEI?ZAD;^M@ z3&gEJMKOL5gp=pmAsmGiK;Ma1!f#3A`hai8~P10~| zsQf($uB9e_(@&Nm{GmdIunK9O^7k6iXMyk-8Uq305pUQb+zHhJ2r(bw{VAl0)I0D# zS!1zljk!(CM=9|#q%h#xeTjbWEx&(+nuh*-bc2C^<~%3)t@75NFHyUM{xqUjSbt`8 z=Sd0cPub?t_2;qRwt;(c`8|z~A0~}Tn6*c(ru-Ho%~O7xB*^bn8Y@sx<$vtpk3mW* z^7|)&-{GEknG)n#+0k;|; zf6w9EL=(K%C(7V0MVhDlJwQZSz)OerCh!7t?BMNzK1xOYZV>qO-DKc5=)Z>`f14&~ zI5t%Nx`As3j-K*2sFe)i?WoY~!V{3@DSwv&aVvx$(r^I?m%VC-@V`g_gu4DDO{CVN zI?|t0u9oyCrNqBQ3IiVV@%?A|eWZVOpnVlq1(9p=8nPz~{c=ReZ=J5wzXcjt-SmpE z_G1Gj`Y9#83@IA@eE+6?uhTa)3H`rSx=w%aO3;6rMt^geeoBcSq0<}l@%`@ET6=W* zA5KF5?=@X-e+O+SEs?MJJ){R5=- zQ%d{@y}dCX-|v1|Yyaf;%YzYL{Sd$Aue8TY?x?uc?<=>*H_@s~pi9Bq@YuK8QSs-1 z4_l8YdJOTAh*An7mhu}Uoq!L(;xPwc>HfU>>e`RAXB-8G@vCAxKGBQs>FTpj%sZcg z`-$eATcLM(E~?EwzkG$YuQW$naJ?^0Swa&!1goTXneg{+X`#taV&WMs*{+mKR~AQ0 z;xx;N6ybBU0rBDyn3k%?bvTH~K%Bs_9r}&F6kI5d;Fy0DrOuoMBui%Ls#aM-nUDh? z-=M;JPsfz=Xv(;K8^Wr3&#BmsDKSFUu&mP}QZfs%YLz9^u^X%Ny`d+nFmzTHrANwU z<4g4g;VyHS#(qrW4vofb2904sBZbeXcbu=$xI?EgL!>sRR3Fng!$u>W-)z!I6LPf& z(O5DYG!jS|T{bfTZ=ec{4H^Np{0?9&08aF|3^b5;xz(Ph(XdOWAxosv=QY%OUm~1d zu+flZp`j^dd@oKoF%2v`rPGN~r-25nz#?plEY8Y8{6CvyE7)ZSr~iOgMf#Zx;+Zt< zXWF>XORu5N56w{)Kc6+@^0bO2t&s*de;`^)KYpe6Y&EmRJ~CaN&!!C9gB43IGxD57 zc~GHRm(F>>H{`(ny-3N7Mmc@`6&736mt+V^_4K7O$$;Wa6v8B|Bg?n$NoP zv+b5==i?b>-*`rEO`a`2Y6LPt_Q(p12Qd*0h$CO{bCodyeLdEuG39GYg29+~=^moLTx^?1-iBf)_y zjgde!P^3?|YiOEiWBEDgUpfmeeE}RP4(qphe4DA?o{n3r_(7e==i)Mj@_ziMrM%62 zYm~Pdw_16_jPfuZi0|*=#BhB;Fx-)Ov?ZjZX4?0LIsV~G_5tDOK^PF08Uw=AXGqV~ zISdGNN|ZbxG-+oH2!nY*DAoo9;=VfVANBzOnUF(Pw#QJ$4O^h-%CrIDkHN_soCXBE zTQd{}j2OG`p=Z_+!`Dh4G5Wm-$=1Rb24l?FMLK;o`ZQD*Ssp^? zSI~e!$*l6V4jO;I%`#|Af6g*! zMERBm4IWbN!z~ElQESPa1_7~>8EA7_ZKXC4bw`={Fj8$DFSKDKK3p0$Dwza%*qHmT zI=z56J~OIcYxTs>#iP*CtRVIAq^6PM2@4htDebFpmUTA&-&z`0e(UmW@Rtu_SQ_$&`8+W6#J-gIkuQEPekndKcP%G2@rH39z^ z#&i579nxbM((wlt#0uMpH*&>Kp7`k?emaVu&f=#){B#vRJ;YBh@lz^(`iq}|;%AWf z86tj$il1A=&v5ZGLj07ApK;=6JpW9bKtK44O`Ieya8+qsJ#1V}HLj)^S5FyN(~YYc z#?=eP)hy#`wsAGbxO&65nr~b!Fs`b!tK}2lqboy#|BpY!v)?a&M1PF=sQ;*o{sx-@ zR^>}2h87Sh@tH_reW%?&uHWnY4fe3x)Bo51M3;z7{5|x)|KksFBR28(rXThGNBmJQ zeNyzlvx=ntM=9|$k)riKzCT{S_g){mR;&+STxU$E#{UgwXF_~OuR=M#10FC2%b(3Z z!cjzV9#>wct#4S?+3`K3JkW^X$%Hr$eSK}%-yPRC9G2L}AAsqm5nwJAt-V%T=U^-F zDdef0=@F;!(h&PP$G6X+*;wcJ;&C!BGZrf+zyXwh9kk{u1HBw&ZJ|*F*J3k#ml2+|=g0wX% zHX&7!$5URJ{}xCuct${a&R^}2o{SU;Qg1wm2|T<1YT!BkiNheT-LGk+yj}}#Hb7qQ z_{9m__x~t^8$ljVdHov+fd$+eXd_Yv)sNZ1U5FG3TwLnk@ulV^z-t^CBAsd`^LRaENO;{ zO?j_F9#46{2pqJsq=begu%ydWJ4@OkMPi9Jo{tDTFRC~2eE6?k@}45DXIzkaB=C4?-+saLur@k z@uInZIRttAxU7-#+6r7XaP^eeT+aC__n?YZY}b7%Inz>Z!5SR zX^aB6c@NvcJryYuxVY5yGxbDu6WB`ndFzFeex{W8GNkZ}F(2Q*so#6^XAi=>u^@4G zQ-eR9A9a%VH&WBjr@m8Pv4Lr9;z2rSbTw^3c6hCQ+yRzVFjr-H>=Z_wd za7`}nn|3&X+tZ?-_al$DyeH`A9yCS)+ycc8Zabt%;NsF7-yej$p54sA_u+>RL0<1b zFJW8*ay+F4*MMU@{aO{?T*p@_IZ>G~`ERdGbumnhZKVXNn6H+8dz41I%;Ca?D z2AerSn5faQ}@wp7MGWbuJ6Ib2E$lM)ea8v zTrsjGSX1&|6oGa(twMx_x*wmZ(L*<8ag5f9?L~;^bn!j1>UG5k2e}nN3kVKDAsUs6~29q$6OnvZ!UGMWiUJOBKJrh2BT(Mgc-OW+;WZk)rf2 zSvB0L)zOqq})sKsVhBF-R08E02fxX=v5n;?F)uNFW06vvNNn(?D(AmT^4f#EJwxdGqk zAx%u?x3>7vS%}HNc&gL5U8hmRkIv%I)y4M`jSt&s%&^cHq+$X@Bf?qr_|bGmxLA)@ zVgkOCaT4*PvydT8{dd5KVbyRF@uRZ>l-h-9m};XT%R&Q(Gfi3~(~#L^GlMV#%|utw zc(qlgA)8~NW>IX5dX`SZE*%F7{s9X(FzK!Fgu^r&4Q(tm(1M4WMl_T$4v@6$E;CqO zj;8PziZ0GW;YtzyXFj#*GL@4z;7v~Mz{wp9+2$he&7-iS8Ij}LP<-m*jtb(*C?@H$ zqd6vNu{!8G)QJowPf=_t1sgrQys%hA8ckIw(r6mOLi7lmt<;0w`pFV+#Ls5(Gb7%J zpFPIUR6S~ypWTaR=!;s^>cC)ENX~IItiI9 z54KTwQt#;;y;KQ6kw`ITdc^CW^<+dZX~`5rrzfwV=p}j^(Mwu#x|Dn-k`eEUbk#_w zuBpF%JqSfStw}m@re!>6r{8San*CaY?5q%J%#s-tAv+6!O>c07Y^;Q1CM;n0+Hrv5 zTSW})cLe{%c!H={5d-@zJ!yj{2yjw4Ds~G!X(is8LDz5hAT9iq9>Vm_-E{k~emk3Q zr|P%Q@a;7H_7U8og%r`HuIWwJOku2qmoei*nIH0_SP6$3#BV2dmT>(SqkioL?e*H( z+C}^i2?fN@NO+``87tv+?D%nR8RAR~$^d7FXe<3T3 z*$dyF>|rku%@%v%+!2=XJd1CQ@w^4!8sm8r+-l?blel!S7ZS?<_zp|?ReWod|2p3q z<^Kb>TKN~5<-=Z}{X!GBPa@;5x9(sNE(N$5rt+4d6(|3JJV5MV_}eJE!7%Q0DAjb@ zG&CJEwJv#^X;?oW(;Bhgq-A9A4D2^)N&8J^aN4irJV53G+Kz$`^-^+}d<$8e{Ir%l z7=8ho7b?Yh}wDN zXVP?+_tP5wkY4|=+72Ta(KhbB2F*HPU&E$rjqOovzX*bgvO`n8N4icB?|OP~I1ywT z5=+V2D9VO+%Or@sB=0;g6O`GdfC&9ut_2}>8JtZ74Q4L{A9Rt%{Mv%*Ag(xKfoj55q2dnY4r|k82TR>rN+u^o zMr<&4()9?V;@OG$5ZMW1c@)?Nz zPT%l;C#ypMXtk6(=%nl5AK)_Bt04AFvCB`C@h2pM2vj8eA;PIp2hV|6Z%as8h$Pcr zg6z@3yOhC|IFg3;@6I9*n<#lL`!gtgyOe&Mkv>h-%)1Pa_%oCtZNr+?Qg|vtQznrg zimi{}LW)Y5#eTDmf8r6J9bMIYExQ9Oj*II{?1spdcw%*24BliKBEF6mL!=2xmkg1e zx6-X)h-~3o!w~rlw;+)n7bkWx3=xY2t?qiDzF+)m0IjtkL24n`t1$4)$E78 zxU|_Pj^&@rB^c#r@vTvQ3%)hVZ-QIh{=ubIelq)Hkg!kQX=~Ug`~GCNPdc7xu}_A4 z<8Gf+bK0*Md>rkQQciZUPv(5p0Q=-qcrf|%8IJbJu$xk}PhNSc!S+cOw;>h#q-wU1l&fDcUEO>I7-N4G;SyduWRG$;lRiGP{gmf>N|kUMyo#-q$2nuJ%b5Cwto`^G-PY_Q|MA677@g_?gw~aXCM;+9y}l z$o9#mH5OL-@vUK>bmd#aKDhw5x_xq22WR`FJ!)@+eeyxOL$FT{ z;AN|Q()Q1X#XiaVo!KY97kX^=$ty>B*e67@#Xk8F-w~DUlg)f<*bl4u*03Lz;8wFA zuDZ^!A4L5V?jrjnq5Ma!D&rm+6{K zC!!Wa%Cq}N24$CO=OOmMWIQ8M7|hvu<{VhN6?IvmNvrrGy}YFT`$`=j!kU{MT3Cna zYNoFi$DR7snw?O{xW$2r8OTtO^O5gEoPpW{=L~kmxioa{V0;1c(D{lLi-%)fTHT%Q zOPeq*6Q2?bO?nm;L{Kk+FfJ~-to+K3MLo(d>sZu#^dl7qefKFMsleCqfya@tJQ$jL z+31cdLX&T!DM``yiF-Q&!-J#ka_Pf-?)_o#-7@ z1?mF6A8=|TIUm$4(8f*cf#(I(Hk=Nr6TbgvBre7`w$DKs$eyY8d>(>>)A~?%Xzo!R z7nlDXmzfjp&cv|0lrpVG?zVJ+$Lh(J+?2E9;?Sg3$vzgamO`{!+YwR<~zX0M^$W=vX9Q|x~5<)T8V4M5JR@>YnUsrA*K&cM!}6O@QK88N;7`SVfPN84OmpH3XD6`b>_wcv{0~~4 z1aM+tKdem*U5fg>?w#M-|((^D1K{8%1!~ z=I{PO9t?GG2U_gig3~6Io3<;6mH2WnO4fHLSBbCBlPha=tjV~}*rHq%0EN^bVhaC= zgDBNy*Hg^gdzi6MF?+A2b*cbbgm{`&5pgQz*Z63u_0*#38*x6lBYi&$`hK<3cL~#% zF20U$&==I{(>{<-An6V`J||OcZ6R+UlNYp-SDZjzdyq%*qz?G47xX=QfepWB2N8bw z;OgWxkur@w4LalN{muYR!j@?hz`1BA9js&l@cDsu03W?U)rUhUC_7PPTv(wU&Hx*p@qC#z?JuLhPDOGehK6i zf;<=eJ{9yma*++cSO3^peox~a^?HX{j&>&S`}F~K0G}I@BEOINEBEg%9c}a;yxNuD zvpxIwo7hil^7{lP*T(NA3FPj$&W+!#1brLr^j*vJIr5w6bM4=)EaZ&?R}%PrW0@Vz zJ|NG9-v1?C-RHoOF-`%{Ys+Jkl`@cXM$JB1%ZQKiIh zzrgdDOKkMEV|p9GZ~8uhDW2V#TpPd7OCUE3^UC=k%PTwQ_8prPkE!uJxTA9G_ zzg}rab0V~q3%~0GzpuE|hTji;8_Vx477f&lDYV&ZKV4y`a1#_&O8jmo@H}9r_Y$Vp zk>BAiUiSHJ{y>D@fvy5u672J$1ak90t~0+c7W7Rou;KY^A6I@8eXjj`fQ7vIXk`Mw z|B3Kx>-6CgcN;

JD>$1*O}iP1bq(|+3JnhLTtQ)uINiv$Ymp$2UHuGpR#@zI?4 zlij=Fe#|sJ%&6sy_$n3$@>i4}i;R?Qw#a526QKKJ3d#S}6|R_G@VXV`ESb0jj*9#9 z*M_D%3g3aUGIC_JbF*l_KwG%7@>ho@y+F|l{Q~*>LJu5?%V;=<-3Lo@wke;rg`Y0J zS9Xt4cTWDkylsAYcGvPVBk(-HW6{;O*tetN06Z)Bo^Ki)dI8=i1HyK0s;i&8r~Gts zO-*V|rFVq~hrB#A+s4~O{c>cAG*#~LFZXxEk>a`VY|`0s>1oFK-M$t1cyH{3C@Pa` zzOxk-IQb;4K#-70o3nhNEQ={Si5{W+uD%t%pNO)_>)?3cJd{3)b`Wqn^7Zgl`+mw_ zapz@R<~PVkL{i=+aq_^?`R0P^Ai_h~8yKLX*{ibTRJdTar^h>sjN1MiqBiuvTok43 zXp5{(anBG?=|ld7)S}6An)Day6xw6r6WINpG3>y=s8+QNN1qS#YrD!O`9!XMe^15FB`! zV~>Y_G2$EDE;RRq%JkZcwE9tgrdP=2N|Ai%yq?O@bfHVS4%S}EPomL_OR z7Wx-F8zv2hT7PGc`qd2$uYYp==yZIeJqVE)K_W5zv_17ECM^h)W+ZWh$pzGHWITQ% z#9uzi9gzV^DYD~XrzhB8dQS47XZiYM2t^AG(PyTSd`DU!{)qUAUI4aJCk>*H`E#n# zbIV(xzXn;V@hCnNHPFh3PwPO*@^@%pet!e=f4a^}59|jz?^Hz}7^EF7Bb_sVjc?V{ z$I;xY=JU%iR*N%FZ|M%yaLh<`MO7fb30C+JNI7^;ezE_~0$&yR=;`|=W!TBX}k!{#c&9f)wK3YeSM&Shv;=EA_z@F!LDgk)z2po!5GnMp~PEM zrsI_N$o7Wc zv^OFd(b7Qv`tqA2ccn*=`_`b+A)8h)BO}9+y8_BBL1i3@2}57|BS;ySuAGR{QQ}A{ zy7tA$xbz4zb4Bho=}04=AX5DiuU8X9;@ z5QKB1(cr5C)L66tMAA4ulFE4yR@1PCsL`{~3D6gEsV{thEg>d?cKkpe*H;c}0_Rje{%KwP+oW>Z_Vedgk3Eru zbsZUOYCln*sLfBMpGV_q?n!d#SihyPfcvp&1C3~lzJ_y<2M6+(j14J+0}9>z`hGls zqV)H-pJ;ub`Zr+(83Pj{tVwFHCxRK5FngIg73vcz29lG7*Rmm3Z6eqDBNr;`bCzK4 z(f#xMnz1MOb}&PslOEAaN*8tuteYTO$Cy!bbj+SGT9rzBI-*p)J(-E^2`vO=#1%*) zne41ws8;AA1w{Sw3#qkq(qw@&w1%`>kP=29vK+U{ii-FA*O>Au^XuC+h!&tCi*arV zDRI!DRpVC+e%1;mi&Kc>RDo}{nax5CG5RR|Eh0zT4-AU3h@v0Td88wu%McW$fPW6- zPZpR)88@7&dhREUKnHf5BC(^n32JisFVhQU`jKDYZ`7X9;JfN1{Pq5d{>|^P5($tJ zkvT}pp$M;$ascCmLIGNa{-Jl^3?TgYzAYRk@s z)_7MFX?b!0d^CGF9X&Oh@KHKvt69}BN(T7zKN;Ja#tVRpX%x!U>rlu3D9cGev{QpZ zZs(>}Mmu$lNAjZE3uAMj;!Vo=EV&?SeHguJOTCgzOlaJYyw_fX;1@;?YJB8Qf8-=o z=fx_$r$iMzVMQg$em}dCHC4 zn;sdAkYWb%MyNBAo{MDF%S&g0fCQ&i=P zoX;?S>b@+0{n*nX@Ie|kAvAs^oUH~?jnG_d$wQ(v7TVi5O4P~oH&~pRP-s+D9u%5V ztM*=rkh4=GSCH4V1ALwz=6sRAE!6$9{FM-6S;rAu)hD;vEA0iU92DF^Odxg15x<8G z-{U|7_Z|m+PBE)B>x1M#B>`s$2g%KHWry;ma_^SNz2Tg-`8z`0mjmCEBZDD5P)000 zgVS~CnHfiIF36r})~0<=4?XaZ<@J23k+g$D`(DBvJwaX%seQ{-_x9zRwQ>7G3!&5z zv{1J)reD8{e$a8F~hdj#_ zw=*kF!2b~2TMQc9+B@%9v%TamV);5Get-6zmEUqBdz!U@--oE5hNB`^{Uq1=$uZo< z!zMpFzjep+W>FWh@UYca;Zfh-pv*tl{xf4c`j17P2eE!uUt0!)^LD?oEoXfv=;u&( z{Fh(rq?r$FvBN#wSu+pSNYdNSBM>Zu(dp2KN=;66r;=c(dr1&FF@qH1Xl+E*72-5h zY`uZVaT$Lfw|ZOt{FmFLIY(IhgZhr*c9R|K;x=+XX$4JSk+&lj2oh`No20SQu;$ zDme@?cx-kU1?#X$LsJ)qyqS217N!Jv1&wzu7(8iKp!Zi^|IEu@GO8Kcl85uc^P_ME z9t=(TH>}0Tt%3Z{%Fk6+-dR8kLY?vtmY;!57G%Hi#0U-XlXvB;rI@W_!qdHGcfE2x zCj6SWFf_M$WnrLpi&%fi!?GvM=3z6oqqWr-Cik#Maa5@&vOO8NWH(SzpDrPXZvJwy zCH9BUchhoOp3+GvhNH_Yze#2D+8XlT3jgaBaMB0_jrmwN;c&u)lN?St>&wr?vdQU@ zX3@?k`f!vmt!|w~EabL;v>T~nywobE##jyFX?y@aVyvbhtrjQ1lVyaH6=7Y`92#G| zq-IS)^}@nlO5Jm1^qv588jhClN%m59eqFRfi}KNtdjRm*c34|$$@Pz>g}*G#m#mD! zibWn)pwfAbmyB^yqn0t2t2sVCoGZK=`AV!dA=TwqT+H)~JszCJ<}?4g43e z|9*-tURr!h>Fa|CqM4 z95Es0qZ=yds?S7h0H!6hHwaHkj3?0|pVERJoo76PCnrpv#k^(+ks!Od&~Hp&%C3su z8W1J~zD(zbt|(PvSZf%Rv#D*@?EY=XXZP=v1JG$FL2hW$_tgACw!Rq|UUBOPx&X-J z4N9#1WL}{QO?m?v(Ord|4!PgB2yO45JrL4yHfR`xU4Um)jL#nAi~3J1zZ(z?0?o8I zjLU(vK%u@Y-pIroXW@BvNy|LCOX#RpE5&o zl}nUv=vacI>1n(^UD>pDtr1^9)v<`y{*~89Xz{;!yf0cL_{Zx*@gVMnh@lNcBF$EU zL`OKZu!=;N*Hj?3@!ExT^~P!&*$>e^gfE&AYvaX~BtLyhN*^q~Tt zC68zO1}iCkF-acK4>{PSulVKzwR%WY7CPHe;FG%b-MV^T4RP$J<#?atA=G_ek@N(G zquQKki|VEVJwgszLcGy}dWz!D_Oa7neOG^(oIvynYS$M@a9X@PQx^pid2orK0TdC? zgbR)Qk-DdEDdg3!?$=8c4pUoxWaU?o8RAO$J8jm;M}AO`#mvG0?9+7AKu&IQ2$GYV zG;jXWv2Ai{eCxS{{5mC^9qJzQRikJ5)m?fqx@(n2U~Me@o8(%Z-P9aQsYQ*gZ<3`x z1l&mVy(!h#*;Zc?ew?EhEAa#TQ+({4rIr#aft`Bem-?7uiAS*W&v2Xw_7Q(ko{$9+ zLejrRndffOc%j$M^5CBT{s!jXl$ig2-QR+2kfqq)#=h;)-yUM%8`o4mF+xcY- zEE>OT{U@=%Mf4I=>~AYK9+v(#=?krxB>k;(+TrPMVM~4P{cTnKZo^h42$S@;cXc!* zemM8Ho$C*Oe_OPnVf`&+r#4CdydyDxLj2<@HieA%M|=9iwsfdwQWrr|K~>zHJ=g0l znCG!xH+3yFpVpJi^*SEuGf)F7x!c*J?w8izjC8Lhy^BP_+H00EQM^yulziY~p-WmS z!wMyhCIeX7U}_udep+|L`a6s})BL0LcX@rXWUkwKa#Og&c@7{N3!9SHlQ-_S$}5DA z8gE$-Ua`{IKDM~e{~)FK+@Q#2$fuZ}=8~z6s9Kl^z2Mal(YcpWbnbsF(YZN4Qf%&1G!qiB zxd+JpM(|KH+y_=CIdXB6vyG#3ZzfAQe>XN8cg;?RZ5j>U67`P=P3nc$dG-XemBjwU z^Q6dJ+CGf@a%65gWqPAMO|jaqL0Hi+B|NU;Ju@~p>M!J&+^Gm$IXQp#ohNYgY=%}4 zjN|msJbV?4f-Fw~IVaK+BFBGgG&nLec|DpSGUV?bHJxZhgL*`R7e@WJ_&&gTO)oBQ zC$$tIx_}7fVHKvD%uF?U_aP-&9%=(!+_K9h&u+3Ow5FhAOB)dsvi<_FD2 z5F^SvwD{fTV+%Qc_f(pFf&4uz+Azl9xl%uBM^Xz&v+yyBevsT?sXnjJ;%A2`d9~kQ z>S|d*yyz5OK{SJOpEDGcJsvb?|7t|&Hiv1RIrccrb(Qsq(LFmfFEmUE)OH*;)e?^i z7H`zzf1ToUONm-e0JQ@&YHbm^hg$z2kNT_6X<+?bvpaA+Y!%1n&L@ulx^s7ZPTlId zin`|bU@LuFAaiU8tU;8nfrO@4yJx)boJkz-8yjQ9`;I#q9Po_yotxnv)b#E=+m-Mw9@4Ir#ZX@3J z+;4Zg$NSoXeJO(L19{}$NMp=#w5x^#ez%1tRnZd)_zgWU8JAFl1vx9q+rck+HdJZ> zSRc*(Q?ys_wCM2BX~I8A`kP%zx!LN-v(fD1Fv!w?PO-nyU{U$Gp?T6^Q@k@hu-iB6Pf; zdi=JZWF7Am|2wZl#Qzr9ZfkOY8&*U*x7HR*iU}uVkuSy<8!Irsl7V}Gx*GCx*+VWbt@{Lw1{`5%=3NjXkw7U>p%lU=zzK)#rMetZZC zI#+iM`qT9N6}JaEwJX0mGJt|40_2Zl2Rg!cF~X|Pw$XKg(o|`O?Hm*Z4#)X_412+N zOY`>+r#G4^&6G~HlgOV8!w;^{e7rQdYIKp2n-(0v@=GXpu^(m^Xl#lvKB0ct9qIA@ zV1S6<<`)OGU(>!SPF#s%tTRd>iwGWRqIB0;_zan~1?pxz1AerBM6?W{40as*-&?b~PQl>#abk?G za7B}iBE|Qv-bZvQ+FMWC-;yUt`up%YO7Xca{sd9Yn!jVJ4?*hE=`F4rTA&MkzwHEacAPMQM7p1#tq!mD-M+fb3 zy;(e;Owyh@5&z5W$xLhysZ6i<-?%0Im!{9=d|!(IHs{?oejW3Yhd*Jn9tkV?69m3q z&VrZqw;bYsU*-5|+5f=H!y^9L4ga&r90C5omedaoNzht6)?A|3<-m@cBz812P)$z% zHa#ZRi2r5$jmi_^e{V$~F1uam1+Bjm&)nj7LBFm#U~pSwfNjyPW;`&_KuZ@c@x+=! z`O-1w)|fot!Z|*8b)8$t=|(-Om1Mvggn6L^@XT7R8v-Cz%FhXCl5= zsM-!L5xx?BDYW;8JvRJgRmjaY)~BU-;fxnBzIeq8Z`I>$S*)z_!g8x$+h$chsFCC= zwRqtN^h(H8it)sVJC$qbZLgt0@xrI+RS@&6@xpQ?YTRsw9)E&(Im8PiGBq8c8u-Rq zq$I5Tj4;|Ip>9j^cScSadv-MQk7#Lr*_N@LloAA>ZBYj65yOZ+)8kU6BfeIlurY1z z=yXYFMxb7LPg`l1NFr%b`w&_1j~em9^OD31Z)TSu{GSQ&!g8(qRI{~uf50**EsUYh z=1@;sqDyN2@;e=)hLNaecrgz(p7_*L5l>9cFe9KC$a%ycw@b(`$(tNcym~*ygo>!* zoTae05L3LmE_qb(IkqTYNv2faRxtiB*Y~b1>Q%1qvG1rpE&jU|zD#RC(< zdnKzwuJJUg(fVhNUo+y1kAF^z$6URiB8)+TSB&u|h<_EM9IwzrWl1r{G7*2nq}8P1 zFyr0Z7KJNUd^%NZ*5?+Fxw;M!b!cqT7~`*OF}QMFZ(^3tjWp}C#G5u&es8ly*~)bm zQk`afqdEBg-t=hZh16FN%7IEb3?Gf-ApBH1%&)dESGmIKZ+27saA=+_z8KxHEC@A8 zF~-ATADG;R{cgm=9u_8d{q+<=ajmMurPk~8T1|;E+k05#=@^fw z;IB4Y@I5T`Jwsu+WF0v0bEH&q$@yK1Rfxy;%HgaW0OO;9WC5uPy z2z?sud==TeW{CGr1SF5g?9B*B_NxoNw#c?MAX%oP;!DKrN`|nUb~Dm6CMV(@nwL^M z@;9~}F>?9MrSdg<1na%{!b^Tki${*(Lj{OOUK^V94yM=?k9+_hqgi=pX+?eWv6tts zEzj11htFlt7foRi3wT->a(5hDeCnJ3wniiy{zqOfKy31Q-JeO(#pKB2_~a|3_~dA* z59{8vh(?_S<}^F|7958vjQHd$Pz@~1g!trnSRg#1b{&=}gn#%Fa!>M~*BDECJgU@5*km3tbk2It-y?R-~x9@nio8YfWQt>B5wse!Yx8!dxDnGRqbkxmHb2Yd_w&4%^;6`VVNn$FB5^m9;3U1XIY_nCk#_sz$H71 zR>DVAND<8B&&3=YYrTM1n^oy96HELuWg?I@m;F^O31kt!%FiC>=40%T(ic$!%Bc8*`ZbnIn_U(V(D<<=a(eCe2z z%=qO?6?pZYoMpr>BUTxoaq*2y=hFbydyN#eC1T^@f*M3V(J|}v4hy^;O%95qSfcW&^@O$=i?2yf6V9g8?X4~ zc~z*{j9-p~>hOtqW5v-UzNTAB@ij*La{D#Il-v=#O4WZv6TM#}xQ2VcT&)u$ewZSD zvk|;Z+g6%JM+LB1A_vj5Si30<(5hRZAB$b*8;c{faUz=ou&Dho;>6lUIphRuA&3%J z)nl1=nYD}ccr%V)<_N6?Y%5_Mh`odh`M}m<3X>74)H$Khjr(FH>d~SHF7lCen=v2NeLw@x*X{q9XpF0dS9W!e>Fw z&Z&-OUd0XPEu%nzupkW9=mqJ%VQo>H%<8WtFVr^dl`sKne0?`q>eC`B(TAwM15$l= zTk1>3kDy+v$qzt?_+@ekQ#;X-S#WOT5Ifqm;}XBD^G{#N6m4ela*JOMeQEGQcT9Wc zzpjD#7bWKZE&AKIquu*kFSg%O?QdU3o%`D`1|LG(;Qp4YziIMUTdvgkWewS|_8$?x zZ0T=*HVaItzx~^cnI-4>A;`ZT9Gj%S-Tleo>2E*lgmZoF{p~1AeaZUUbiGuQAI|-4 z=Q`bnJAD1^IgW{D-Ir2-`>}!fue3D|D!?9}y!|=v_~li$bR&M4mC!-%(DM2oW~*{M z?=ug1tT&GMj3E6D;+Ibl1$)FVLz|M%-7S9kL6&Xj_+<=9SRF3ax~Z+buPAQo;fe9f zV*U4Hxp#>5B+%Bd_~j()&0732*EjnkYkeN}RgaYHD{d;LYx(i+%HN4h6lZe;yUBIg=CNz73uK_$r{}oH zTTi4lLf-mPkp$iQ2rdD17I}MfuO@F|Jm?=S=P)-zxy`|WE#yHv=O=uoy*LnSs%tLN z0t)F5oKB;xQ*T4rnA50bPvIB&2LsrO_xfLRt!~A;ls{W5|HBN6sj@(aLxdha&3@;iv~U)e6opNV!_=+?`3?~lEn(DeU566I^pkIwzEt404K^xEi; zLuzIHKUCKLH&9Z7{zt5v-M{|KnD_s1d7tnPRX z((qdM&qTbI|B$RdT9CULv9CsdbVV+_NJh@o|KN>*oLhf9p4#csAK&VeQh&5Vw*;>V z{g0R#dw)C=>NSbI(N)9m*qMp=J@|bJ^46Y)Y~9{)MQw-$HN)PR1P&RfxyajQI?={O z-X#z4+Z z-e%HiJ1+9p6KN^vf4jW(r6O7XBd)|QZ*M~1vAntH&rdb|c}}gSpY{G{=zpAML;4?O zv;O~!rvCw~MUT3aU#*q@;Wn4@r-|~9q4G)p+soDUvrG9y!F<;LZsm6n<-dZ66v{Uf z?X=LXmtS@j8<=d=VvI!ic)~s~lRCFv5Buh2i0tQv_Rld{AH3(&5AUX;S=l zS@B!V(`Q4h}wD|Hywt!ZR&J9Fml81Eu2e}3Vy5U{2Icq2Lfa4 z_;r9jO~CKb0}1%K$oDMGeu{3@`VTRWgiPiBSOyK1*R4`cPak` z-Trecf7fNA|5N$sKR4OS)dj$%{4~A)f9FE~G*SLBTKPw~l@IwMh3wToPZhdA@1Oaz zHTmj;y1|wd`{#7If69i1(Lb*TR;kL@n?2p->uRJq$=7&W{~SqWkbJ2KOR>w>r%)CN z^5xt=li`x`ds|4feG>EK7I_>J!2j^Bw$O9j97R0iQU3xO_n{H9^x zNWd@k{<%t%@9)3SdLo@tf?4dV)V!POgcpt1f59Vm_Rt4Qv3eCP*@b-iK`4t#P!B)B=_u+*)QWUe zL`8jrwAxt}%Wxw10vv!6DVeW(g)-q#L-zB&rk7`n;>cyD=FtF$lr{)|v8J>_ir|np ze$@iM^IkXb8~+u`#DI*W2!tQ4j6obdo4sgBaC~mFhU08k9A{f_3~M+J1J?{3O$cWv zLO8yw3}HJ|XhJvxX|=C-K=>okXMym0(&2#c+l_VzKS2s0^u}+#!0(R#82EMG+z9!* zd6R})L*=g>xMkp$T>dUCmcje!OBuWyk>)9X{~;nR;LRZg4)A7eu!HvmQc{t>6#~Ei z{MW$mS8VZVwEUfh7I8mrsQi7mNy5=n{(dc#A$;`<8N#fhB=UC$(Px41Ht0Qq@TT>4 z2>T%g5Q_Dun2$7(dM@54ZGYBeTExn@22L`O58SDze#XB4K32-*A2(n7Way-KU;%q29BQc+xb!% z!dExS@;d}+p8E5CqR#^1D>PgH!kP48RZGfWkpc+4-0h`YtkfBT=h4`269LB=T1TtgR4@ps@nr-9le8wSYGODXGZcc7fl| z^9}qKtUCnxdv3jk<7`(Po#pREa4j|YThLjCupKHiA>52KPx-4S`Yb@51I0}co{5jI zT2qcg3Lw<=Cut&e5#A^Lx%GZYe^N?(CQ=yin2+xt*YDxB!|}8+U)m+T(s1zC<5l!A zS7{gKZ=J5wzZn`>y%b+rW&JPHPbu*;k)qMh_s8q^I(@lG=>M(Kb^3z^p#Oe^su2A* z-zVWuDe;^1AeNYq@5}UiZ~c)i?1z2tnDW2YNq>yP;q|8d54)V)9NK|WA$mVR(1 z4Lj%ur>wE}gQJlmR0;p@jb{ge=T+|-cn<%}OP{2OYxi}AUNPbn5Fak%YMmG8_Q4h4 zrlD7C`q^P}a9u|yaNnsY zH1G|6dI<9R2O~Vu*y$#_& zR+-xl0PFwVu?4N{RN(Tml$}i`q)d}Q^a-b8W(vtadppKQCV{ z@x@c#H@0zNNh?%rs*pP5@s#(Q!9goaN@!RDOS&w!v!pFjB$jyNIZoht(MJZJ55MOn z?O(uYDzq7ayLpiv+>ekV zfs0FTe1`~pANtt9H+ShF$m^!}8!4}?z*PfRPkGI4?F8vCRBXy?59INb*LlQ$iwb$1 zh9y86U1*2&9;8T+dgD1l;JLNhz;ol`!yvCyRy0yx7cP--O>RGbob3eek*M7Sw-$Lk z<@JvcZ!5SRX^aB6dGFf6JryYuxVY5yGxbC@grZ14Z@pR4&y*714TkfJF(2Q5tKav- z-go-qXv{}D7~oCM)>i=#R>^w;FGd6SG(kR)s;pxBK%`KRCvBK8Hbk^SzzyyT&RPRj z+ID*ds?eVP*+aB_OJO}~Mc*?)v4!e?m!h$Bou3@!ffm4y&kr~N18XP}kq)bHOGD-xgGB;uUD0O_g3Pfgd#@9kE8Sd<^7@)18Z z*K=x|MJ8np>!*qG z+XF;8$*&&s&GNgmDuLf40G<=S2fmfa@2(g}2(RSrc{wYU_H@wNGw-v+_KaJQLVNy@ z*q#}{!Kpo!^Ap=s4o&L8|MztMzoYSA$C4JVC|vA~(**xfG-Mucb&@g-=>v+lUw<2`g9w4mLQK~KTqV} z{I{8Zx7hWm9^=gNcq5I>R{gUX#4`VaR(-l+?*C)&O8}cJ(!VFPK*4IN7DYvkOOYGP zp#pLwv?*7M)pB`28`|{HUbYDoe^$w#PTvm*!Czu0{2fyG+Zuwus^_DSUtc4C^(a>;`K@}+C_fhz zRwVfyQ23kkzEOS$wuSDW8u@u>5Y)<#N&a;5^KUltw-36B_zTm%*Gc^kR`~cL^OpTH zu@7(GwScDn>CP7YXemUi=|^Gk*C_a3Z4HCJ`2x}Z2_NH2KRqt-PQNht?GP`es||-g zQ{cbxtkVBcP7U7zJ$(B=L(#A2erT+}-pCYHW9Xmqj5F__yD+lp>d(rVzzG z{d^}8ija5=*FU>R{U3tAsx6`0mxjN-M*iwiu8{iw86$r#D7;Ag#VP#F`N$~01J6Yv zKMxI}y7n*m)5*{Ow2{Ak&^3|xJ3%WG=-=-{@HblUXV7mN`5mM|QOjQr2XQ6^b3QZsEnUqJsXDq&F6~#ui*C!hmZ9otw`+0y%~*7_K*1G6ZV$JNW0qo&wYZ% zWj|DF-|clCp;^T;WEVI+-ze50bdvq8rY`*GH|~~@hv)b5Ui#!Sw3gegoMC?u(s&i8 zqxk8H*L@j{Ui)_coll{nai*P)!SChg)@ghZrRVzzA^3Yn@HgvI9eKv(`o_E z=M2Vb1vu5f;FUoJL)UM;;BReJrh}e zn*@KCf2QN_WJ5&$jP*NI!{5cB`0Hul?>O{KWd7C&{@&H|H=px&D)qbiDYXEXLH@5| zxvuFTMVs^joD*a)bp5`@_l5lK&vo+K@l;s(ZO8J@Sietd< z6Ip)m3jTT>)bV#wWd4lxd%A|diJ|x#WZh}P&P~`e; z7W{pu=Wjw}{*3iIRKs6(DE_7y_#53Rf7=9q_Z-&A?}1IHTEDBGR10ti%4ewGKjIEm ztpM+Z9#RB|DGsjBY%;Z=`^lX{^^JF(h0Fa*O7EYDoM<)CKTEZLNg=KM5W;g5IkonZ zZi!E)Y9r+zE?nkM;r^YEi~JwIR+T?Lulp!Ml>E7St#r%$M|YBcxNw<2h5IKe`S(}n zPa&=SWPVL1?(QYsGXKm@@(&j-^QUnC&c~GUU!y8Ng|t435T*Rwy;izq{)L_7A1++x zPvQQFO8))T`BO-1Kbc>XiMxAAx6Hq~ll;Sl%ls+azw=S0{F$oqQ%LKh2vN$<-D{;g zxL=o?5qkge$9T+SJKcZ0$tTtu1+D1Py8ZLL8_}yn?4MJPSflWF^Zk`H%4*je?SBlt z-Z-!UQFZ(0yP=w>fSs3TP*ml~Q_6GYm&WoOe>{rvJVL{swmg?|N^l!UwKh zk4wDMFAV?X5HF>B^06@dy9EAM4-5Rm;6uZ=Kv&mydYJY*mXJDazg_MS?YI9CV|~Yg z$x!W=atyTJXK5JJ)^{>zI>hrI6iVNIV=?kknS$*%TzPKl5lwkc+%C%VeTedmel&{m z9HdcGTb>-qA>{i1A!B(){V8JmEw54Pe}hv0QkJs)y5e~I`l?>E-~H1?JNOu^YuZ7W z_EoIlXN1E~6!^7-PwRg@u54dn@Z->2DBV|&gyDa4ch3J%1;1Z7e2AFOKMK*7B8~sy z!lnMFaR1H+g|r@@rqcfu()uVuc#$yvkbA9k%ltQVl7F~xnLma5Co1{(SLaV5t^H(v zO(yQ{CEYUrmQL~y7cTRsaR1H+l=4qim7hXdA4P~#e(qi?-7^1#8Ik25E?nkM;r@wA z{{7YYQ%Gw+nO~EMyL(A@xc$!&%J{Rj-KdYM9^(Dius@rJoC5l&FGhG2PW?Q({$Zv6 z>h>2`-EZu_F6b^2SUCPJRrs6pjgh|t^`Z5PhCdGtdRqRNUy6~xMwBa*e%|;8 zqx{xDA(8yT=(lD${(}`hzmRn&_4B?iT)$-inpQlQrwKhep0m*T^Uc>4{3jm>gYOdf zU)?8g4}%Yl-Y4Ga7l!}Q5HIQHjBxmg0>4(luL*}AuKmBJjIVQ!8td=C{h|A3wYqwQO z!ryL%zk9zk%5UBJDCC!7oaZ#l$okl#&f^zxe^fxp-8*7LUwdM0xH-Xr)s=bt+MF5>*1O8p*L zpk{CaXHZwa0}TwG8)PuF{H&yX@%&TI-?Dqc%C9kW|JBs*gD9Rses}&(FTW}%v&iyG z7yQjSp_AVyYa{X(qW@~@w*$p9@b~3!_52-x8j8%{D8b(`J%1B8fBO36q6^o5HT656 zGpMWIsRjnG3^EwHe#Z*_*8ZfE-vetR%Fn2uhicf{iQ*aL_e7mue(RuxBFisL@OSx1 z9e*e9j>w;}erp}-?s0J_{(2htI}SAznZIFzzjyWg&FB1`O8p+mQ8Ty<@;5v`DY{E9 zz&Sw%F~#Bg7l+XOBJE#<3zzF>3io&X2BSSz6JLx`t=}o6^)N!XNSaLCyfjWN*X?4o{noQh1OS;j&X@IpQ_-u*%j^H+2+9(?@ zOngcWTb&6#Y>73t1a~*j?sz<1^Y6)4ibM0mH$6uZefYK-)%;huJ9%ZJYbx1IRve|p zhvw3j_-Bvg-gff-a+2`Ay&7{}|N0R;#6}?r6mt7Yczbpy@-N`!*EOXrftzsrXL1nt zUz&JI>3ahQaPMs53CUL`=A|I{`fTOiYs$q_LHhhH-Z!vRFLu*u?POPid5g`pD$C{B zZNY~*5y^MUlA2?#tE-pwVXj2;mbCGEQrsqW1n)Pvs39zZcPK{NU;HUfE;5mQqR*9N@i%_;9VY+9;!~#2;%?^Qjfh`! z%)F-2TUoUy#l?^{Yf32x7>oomyeWyA@~QA>K7L^}hotjD{8Nzgfa*&tZ%X4BhRuJuEjh3RPpA__P&{gFV6UGOvaPcxE6)4v2aQm{#Q8MzHUCv8IMVjqe zg~DaQmg0uXy(-PUD$7lo!3K_xbNQ~RLKC;(3z%o2jeBj0ZZmxaFP72w z7d?ATZLO%#na|_1on<%4W*-1R|Hu85IEn{vvD6z8@n{<)k%7xgz=00`~N zT7{cTXVgyVQ#2QN=G)7OZ)m`_78|9+Z;p*U~w$=D`yFtHOz@(^Wv(_U_wNe>a>w@scn2Pb z9+Wxe8}rJG5!IKL=Q$o{zKiU&MM?NRa39~Y-ZdSruI--5@h0WW6_(R8Zi8ZmFtQ5q zQRY6bvr*@9-ozyTV|U=&tSN=W2x9eKg2K$m^WN6G=GA3`e9H>)E!qS4_Hrh^5A5sn zp3n6jK0mvkd0qQsJujQayypIrnDOrNrNw)v=T$FrGw;oX-jsM>S{xo+;rqW{d~Gs~ zH`0|KAq#4z)wj8sdF3;3p;rt+n@6Lqy_s5t_XmG}s1~s4ZKZ}g7Sl8D4{-X+$@ac? zNRt2dAL&bH=;J6FRi@v4D_BlT;C|ke1Yb%bko*^;o50JndtBh#S>qXNF`MsdMxvKm zVkpx2xAW4XjIZEhu;(_V?nfB(P3nGrix-vfEq7~e3VltfPwNI!0Jklv=`gSSEn-zK zhn5^n8nSg1syn~Vw+vyf#oRyDyk*Y#RkK}t(hz(af+0We535Ld?*BD1?QY&e+SA$_ zUx|g@d>)0d0Mq+JM>DwQfo&Tgj*UF>3ltWJyipt3`*Pbo{!Em_|6yQg;(b(%Z>K4P z+ZpIJfv(FfK6E*+tx60I@KNTwv$W?qNAOxlZ}sMO)IKV68bf*puvuQsE8)JII;M_4-iz~ z$mgazL(J%!79%^&k)j%CH(nmzIpX}^xzM0vI4ffK2#zL#l@!5>rjw&+a(7 z_*D6Ymd6kwk8M44@_1mCkjFw~|4Yf^wc~1etcS!6Gu*9JdU?2^xYY7ET=@&hL(aEI zwEl_6mxitHhpFa!6w=xcAv}N49$I@zw`h;5`PPT%zf#yRL(jKn&z1@h+D|>-dZT}E zzV*!&Xh&kcb;Y3IeCvZT!kf>U{7VJ~=Ua?IZVx-(`i4i<&$q4;zR}LNl=(#UVyI5c zc`)7DYIEg#D>2^^Q#{|)B~UvT`$$V$&=@;12cYv)j6Ep}O){20_C_HA)%?U?eFy`U zoIf3u^CwK5^1Uf8>><%a3Lp_@P%1o{KYhHALkc|#Lbi3L(Q+& zd=5#7`PF%13I-MI%LvS`)^t90MHTxj!rnk6S#d%zF%aX!I%ACo^Z!7^jsB_>#F^%JZ_ zl*~B6x+u&9Yx#0za`mE^N-C49^RS+cJiU69^uct}h?CSBk*mTZv8~CNMEPb=a9>Su z8Z;$})0FQ`bG4cf$)CCubD_TmhK)cA5#x`X56%CX^Py>C{D0w0{rF$4jQ_>dTxmWu z{Ou-Fb#O+M@4d#g#|D*rDl?)uR7P+{bl-{)Gl1vHsb8pHf~kZyLaCMc(BYfE!|J*z zhO;7OM5MsP=x{1CqR{i9R3VSo&eF-_H_L@Q@{#>7Cy(Qr8PT1PxnV~1XqjFfxfle3 z^4O1+>@Ok@IUgdy`Y%JSG#~n+pK3ltA+5a-!rP!|4Xs_J8!JJ+|F{9MBJDqh3zzv* zxPLiTL6m=iI)4gjbs|K`pSx#Cx6FTgC;5j9m-$n;zXS7fUj8Ii`6;CJFhZ34xqH8K z%l!9sl7F~xnLma5mn-=fsPm_gR;SFb$;92Wq+8~Hq?7!^h0FXY+~1+hhrj5nDnEs^ z9+vapCKGq>mu?zws+S}sF<&vh=9`Xhow=|uPxiL$eB<@kU(c`e?)9{pzW?H-FJo$B ze`jhO_!1h)meez1y>G3Gaewah4?KV!oq4;kjI(%Jrg@HAU8BhEZR^LZ*i|@gI(@F zJp3VkF{c5`sWhP-X(w1_bP1#q~svFykp_|8OjhfY=p? zN-RT^`54T-d%Vrw_jay z9DD#_fafKXdCRys9)00kW8U$$y9RsT^)_K6$RfXQ=-GofX&s&>)0l5pP3~}iO<50o z$Mk{efafcd=cf)=x_QfuN!`KKfZ8h4s@~=;ea=|)KY*m`Kd^`L@;PCs7 z%v<8mUzOh5e0yq^qw_pOs-PA(gb4v6npm3MgCQ5l13M@<~~tq^|?nsE#9 zi`eEJ$DCY+1k3l1d51(SY9hbRv!@GIWhXsNUB-Ny@11JMk|yde6#gP5A0v$Qv9tO`d|!~1GI}`QvcygTnWUEeOX7}q@Gp5nt?v5vG52M-+{ua!V!Dbw z9&#GZ_uTPN!i&}ZU-=5Qk9U{YF5N}@mGEZ3s4X{nu|Mz?=9#<`-H2_&CJKC~`*Hrk z0pdc**x#KJM98NA`Oqk##P{y);rZpTd*i< zr}l+UkS)b$L4DSvrY7H_xH0Yo@6t71cb&O*8aAYSbK<@4cxTnGIM_f9^ z_{y6vy;~KYG+t%vU9sP1^37V~O~f;aQQ#BUcqRcRJ;yuTyC`7>(#A|Vis*OogZ{8ZQng0?Jn77=Z7RQBk<}I`8 zS0(7=F`A$uk6DmM7qvW41>>TZhZXEnah59bs5%O*b%xKrMhInP8~RO?Rry@rAzwnw zq@%~Ir(3-Cde^1?N5+5Gv9i&9q0e3q!C^&tHtNIL8=^qrs3wkgxX$s}*OB1+yF{CE z9u*^d#vz|cT{B7||5Jy!{Mz;g$1~z)RsvOx2~SO9@i59uPoebnLd9UHoQyafE+obL za|AAr1flVYZ~YY-Hl8;~XB?c!mh!VMslm+%_2!i^yb9~9tMHH_-@L^-eieMTpuqFi z@Q1o7E&*vh+Iki3fMLF&N&hg_vt6Xmh@8GBWX;oO)XUcNO%biZ>Zy~7Cme3a9(%o| z^;U4|3r2g*5bXwv)^?BQmEPFu!Tq@?i_gBXrqR5z8Vu1>x9jOo8U0B$pCSh;C~fQM$V^6P)J3?KA`B4`kO=elv9w9m;y-u$3F2I(K>98EzQf;w;I>Z@ z;Q5mJqx(|-eE5(E(U7S-dZs0sj!nV?Jp0BN;JL2w-#-!C5TirKa`!#QitGuA1_6t`CcE}A?nyjZ_8!QmelI6kcc0imO9l11~=b-P4k#*!?WI$SaX&rQAsX=s8aEhd!bR<0;L}wao zhalJUPDC4WPa=U)T(1sjCsl^du65V?0!-*bf#=E#i-pPyVx{3}ufVzx8quJ_T(e1OCDR`}{W(9VzJ7%x?y?o1BkU*v z^WSuZP)eVlds3&A>MEd=rXyIZlwQ4DC?%TTKun&ip_C@8l~UYQP)d)4juli&|3Cyq zDZNfg>1`+}@W++X9@vFa@*Ek0ncl^iMaKDP7Kte+%w(uX|6B8EE;l6jER|A3i2o3F z;SKTeen=rQ$idt;aBgPJGH5tVFAw#Hio=)ek?AylXkil1U^CZrFN9xr3+K`N8B2vkpDoUJP5hYV%4^BxX*79l zabub*p66khbR-ckXm1^S*5Tg3b5BPZlk zIWkn}J&*JCj`t=0RJOJM6DK<4{@(lk>vE7mj4!kIHrk$B@gqNc(gaD8)BAqM+vp+K z5^3A)zYB9@rCmq^+4sh-iUk13K0St>#SG%Aky49?*QgzF`tGvse40UQ^uD3>vmPfq z{Nr?x^n5fu$%5RGocTX~j5CfUprSVP;oUf5FdT_vTPOeVgyfUE7a=Ew;ZEfx6ju@! zx742e<1D0v@MwOQvS0eXe<1Wybn?m`XOP#a<{y90F@64jgdUA9|4*UVWko4wsQMZl zqQ0aUaDIZs@TlCu_WQJ$KNGLl@2Ob$qOkueEgs(mQVkK<_e+XZxl#YmuX`A056?!o z@V<Yr@OBekO0;cxOk8m#4$~0AEwpmN%C0cI8G{-jzDMI}LbogjX3Y z-Uc1sSOZ=>;q{FcuR(|RhPu+@Ol&8$Y}A{ zMcV%H;|P6u`w-qioTZIQAH?hMo-p9?^~c@7!={SGch*(dR+$!ye_0BuA z>hFwy%~}We52*215dP{A_#24-%4qOk*YQ6=jeiN@4+(+K*H>ppgRfazf&WjERq}ah z2=HIO)+iso-g=f+`JKr}v(^IsGBv(~@QXv>^YvF&H29je7w|7qjs{<|HUs{AHNK7T(?j6%_1eg2@HJ~S;GZ0( z;{UTjz(0~{}c>cYdhe7f{&>N^utR7f&co|M)~md-m`eYq|^4JS?d9RnHt|g_{Aac#riKAe9hVq z_!p`1O@tpG0-vu3zr7&}{xxes;O`islFvf}fWK*mQ9gWqcy~1TnzbSD=d1B;gr6P) ze;Gu* zN2%A6z@MPTzl89IguoZ;-)QhPYhU1hGDsz#mo5eV>*+@M@b&Ps*F_;8%~}}v%hdP| z!Y>Yi&)3IU(co*=#=yTwjc+3S_z?Jfz5MOmDEQZ`m4Uxwph`Xu^#lH<=|=hR_4D1) z;A_^-z@M+iw-J7N2zv(^Uw1U3F8gg+z%K3{*I9Sy!_?G5}-@Uhl_es~Fc`u^9a8s)>+ z_bKqa3#y1gudcHQD zFRupV^U$w=ziEn5K79RtcQp8#wL9?VtMP4wpB@6AujfZbgRfc31OH?{75|@I0{kPB zjr{ZV{X1BAbXvcfwLS13P~)#4{M8}w`Fg)H8hp)KANUj0_?Hm=kP!G{{T~g!X6+CB zPw?&3K>faiM|=L)(~R=r`vK2l;nAslG-ZvglgsqsyO zA0Gmr?-zWFg+ZtMYxW9&zXRW54an!Ai-Et%Zj=w-Ke#&@e9hhg@aL=XZG@j50-x_E zjEn|fvzGw;lfP2&|Jg;rKay(XpYJccgM~+@^3m)q0RI6s{tCih9Ri>4H&jN0ui0w= z{scAtC4@gjhcBKV-&qZ#y1a<6OX$ zqo!|sfm6fhzrc?m;Kd65SX=jeI3&JVhrcKi{tM5aGX7KVYxzGn68`lO@o}CA&xA+O zgI_w$gI5GD#=#Fdj}$nE^!!^S9pxO7F@7I@P(&5q8#%rK|2lPiFca%b@J%~vddd45 z4kN_%m=>>koK5FXV#ynEu085aPf$PWrm6{~M_Y|Ez4ZOtms}GueViH`>9dfI&h^K6 zevEVV^ZeM;HPrKCf_cr$<}Gi(^m&Xg&Uf8W(=Olic+Y3g^?1#j6@SC77pxFm+hK9u z;RQO7+IAq&O8Dzu3Cf9&@}s6t=z15|dGy#m30Dnyb|>(&`nv+>Vfg(gm+|{gy3xfa zZToP8$=`75!`EG&19p9(9NSTDI%#{)-|qsY+tPUtK>IRdaaZd+q!1o_mx1b@5fa z=2iS;?tyJHaE!|N5srltlQ*a0c+#wRywXUEnyWe--3H+7-3F?h?xJFh{7u!<1QMAp7ZI6*0IPFlK&A9?KV zTe@+~(gybnUy>Ui|4u|6|rUsuKXWcjX?AtJo&7&ig8T4m3-h6bOL5C~1ky`Lyj+|kK zmHE#*ow#Ta;-ph|{>f8ukg|)xI~m>z=QR_M<`We&kGO^9iA2(IHDwwpv7>yAbT_Tj>H1e+g0{j32Uez)t5SeJcHy5BVAtmS3fS z5cxk!|H%GI2hN20S;%l|7N>-g=w*NErFa8&SKxg(aXUb-z+qjSNTUO}Xs&Iq`FEb9 zog9$9^c)!g?UqbJ_MOce{@HY#iJovHAO;vQ@-+%kHq*jh7_eG<(ooS`!%hkz* zw_(kQ^V%D0uZe52QS-vZOmWP6rY|GGJ8OH4Efz&Zj3(t0rkXS89gR3@q{|_@!M4~j z_Qpl&)Y+(kaa2|GEoSQD3AnAzXN?sx5}>;|r2qE_ocMZwF^fG@hc%jM#12)Il7kG_koOA)V?un(x6JM zWBB+$`=0+-4B+;LTKo619Lj-G6o;;~;Wc?CPKl!O>4hQ^4_@KIlp#@l>CMDO#F*6p zvG7J9Te*Mh)AT+NHE%^I`On}$t$i~^1S4@&1$H!Ps&KqqVBhZRDY!wXr#0Sx$CD>I zGPOg_zDc6wy!~p+n<~nC)@)sQZR2=(={=njHE&m4-tMuUz$=7t-Y(!xFovS?;cgEY z4)RyX1qJ@-wX`WmRZ>DKDV=A*BMR8|=WvC1d6S_KW~C5H-I1Y`M`^!u<}*PQsrwvi zzx!%uZRQo(K<)SDt8jyU#Cp39hnac3C7|BA;Mg&ppjWh&DDE9QPEdQMibK7V1h@{$ zi1WX(mWF9n&24H>OJ)WasZw)j8mPG*nwop#PliIDZ&SC~fc^<~)<$s|O7FQ;e=2>v zVr-zjzWX|?I(_Ut6a94f+qfYHvx)?RM)q7D(8v=}&dxOQp(`S2p~=7kw^mi_?9s|-_ZJaR=n?8 z>Rh#nnL361+679g$E2%#DeB;=wQRw4u;yTmE z*_VXY$NkUJ>En0d5!828R0War@q4EmdUYyvB$YdaK0YqW`|u6A@;-e9FK;yZ_zDew z2e_a*(Z?~kt23fLKFe5$ zYbbqude>uGecb0vbl}XhA!<$ywfmw+1QW6xI|K%KBp}1To zo4JN7k$vlV8u6Z4dQ6q?nz%97#4j9b-h$VXOf(d%Nm>ceRdlCCZ-V&)>PJcJ*A=@kQS1b79wQ}&qUo`XV?M7G~kBXJ`BLGjr#?b&O3+xuGrQ>NColAel zn@@vZZ{?-uQh(7;P#U7FzReQ8{HSLJmcVIP0wX15PcL$5e>cH?W$f5L%7<&jpZD z=iuN!YJL36?9Zj)=t;!=xti{Z1fd@z+{dvR_i@zG+k*DJ^$XBbP{qFC-}C!HP!9}B zxi;eX3k5 zD&%`;Yntrqh&!}(FK$n8uNmWBXRiGMKIW}U>+?MrnOD9~Y-QkW_V>g+4wx!g$cwHM z=kM^N+tF)>E(b=y;cxpg)}avj-UO7Y=2aRYjy9#9%WtA^;l_#8RED=97!ruG1E##6 z_X4fLFeO5NJ?)xAOpv9hp8b>Pt1o%%@woCPqaGP~?CWsn&XkkbQxoqrnmu%_u@9G% zh}Rlti`N>j_u-n3l(?%>;wzV<*rJI1J^j_^LCX1_rS%==nn|z{_aAze5-j%Dur){m zB<9cN%%6u#op9%Om)7eMm*01@6PAvA@6!6#UFdPRk0N8ecpX)Wg$AR5EG4ZH#1x*5EK z{v9HO8IP)zS8^Z93q2n78WtEO!i`72enIp-J|2yh3O)3ARHS`Pc91eE{N>k0)vV_3M*Lm51cOu!U95HNCNWMO z9HbqmYQI3B7mA=}BP{guXKoce=0yr(?o`qz34E`f6!x^Er{RJVO#)?p<>MJ6$p6V; ztavYxSV0giU(2j|i{gfZ|&5rZ7s_Xp&Yf@kCF=5-|8q z!sykFk6z}Q3i$I1Yn=ugJ^u>wA1qT_jcUAlj!L@XWHtEowwqUOf>}G?w4^x#GnQ^BYm!sL!1_VW&X7S%HJa_Q05vR{B}Tk7=)iAW?KJ@KPvv+ifq$xvDk9+?MIMUh!ff` zwi+&jSpS&B#VX`Ml{LJv^(u2FLDg!0Jb9GQDrz=?JI{;MySpl4u4&-B^QygLD?of4t|O`DC}9|&o&uEUcm91t zFz*QT1<#9wVe;|XgMi&G|HyVe!W*uN;yLhVhSU9J-(gVV9>|;d%PEP35dKur{&hnz z0%e5>ybXco)BH(*^6&gQWS;IpDzMWC=YFbGI$fe@POh+8Q~ycolLW-)C~qC*XtmFA z<@y{cQ$_u?p7;^Xga3Y}K8~%E`Z%Fn=;N$@o$BMpr%zEIm(^3tjt%PL8JFtyF?t2p z6{MG`2ZzJm)L~uQ1qcnb-OooqA!<|e8T9dQYtU($LjvSwU#dO$0#J2;(T*~Mob{E~KSBwu|MuzhpU|eE^xta4 z6#CE88rQn+!oYPjb>!Zra~Iz9Q((?d;eMTa)e>!Z+)}N3V?yA18;-wM<@TM4iD>IN zfgFYV3Y|NDj^t2;->!52?RIT=w>z}%$BHCJBK@U-5(xL6+qB_nff9-EZkS06c`502 z?qi3v;pZIIx@RBLy5H5iyGjWO{MooRNS$B4S?j)C=ROCQx2fabqjR4#L>C@#^ZVfA zd_9_ML!fbR$Rd;ZH=g?wzrbhQ9;==0v8J&mEC1$OlQn_jG+BF-;l+`W%s6jmye~7^ zn>osxIohN75|!Y`fIpM@kB|A~@Ns^HCWf4^*rbhg6T|P1q1$1BG7YSD-3%YH`C}Ts z$I;XA(_ns`8yRVL1HSegIE2Qb^hnLQ;X6}KxzreE6!b#>L_lOLMSn7jL) zu4FM)j~^}FWPy7M-Y(+dWPy9Gbdv?{-qKALxcxFcS>Qe{-DH7#igc3&?$I(mS>PTZ z-DH6~PP)kg_W_xnET(UD=P#?rTVyy{2v54n0=HG-kp=Ed=_U)@3DQj#xLag;vcTOg z-DH8=D&1s(J6WbD3)~jzCJWq5y2%1}vrJDGLwTq@#3q&RM^*lIJ!Yq|N!4Vpft?@4 z#QCYYwKrD*GUP@JErDV zNuk)Wqv-M`#Qv)FDF33wqkZVxN^@`61$jw+$pZf8N;g^HZjf%Wz}+a_WP!U*y2%1} zy>ycW?rP~K3*6<>O%{WEs>kQZaIzqNp>&f4?rqXd7P$9HH(B6bC*5R$d!uxd1@2YS zO%}MTq?;@TelY)@*V_FLflVdM2RgR(wz9Yjtt`2(mHl~$l_j{QvuaSLdpff$oX#3R z)rO zx8h?656cH(^)hv1xbV0O{+X6?ylsi;zns4|Zz^Aq*mcH_vmz@%?|De`jOHd5|NY55~kOa-_y0=Val-^m9_x*h7;({5n`Ce)>57 zJKUjkfqL#8jU5XzKC8v^6B=E`93JKEz_eV1s8PcEtLE|Bar;*XJCo1rQ5%6VoXb%? zhYs3K4=86c^J2KH4%Noe-a9zQSi5)O^AccoEAZ6Z*ZWt6UX{I`{?u%9{MS zX0Ud`x46!*Lt;>UoXKTJlRc6-{X+T)Ifg`0?r%&z#+t+Z@rApiwOjN1OXyTp`V~$CPIWy+0V5$!GbJCF9 zsBOwt1G&jQ%VioSEOMN1a*D=ZFTZeU^!?$Nj;GW;wIh|z=I!b{(^oK4m zC_d>6*^5c<82U96V-T%xIR;<1@Mf!wGvUVS&c^tki5p43$S~-co?N|iJrnF_(e;sV z^<(tcw}4Z18xf5@onabNz$c7O38j1fkLsCzrrzQ7j7G-{HCZ~-G5=Eh|HHaPU&kTq zRHxy&R^d8O9Xpb)2@$4CFXkeh_ZO~bg0l>x-qGtJotyVVUEb04O??@Hv$&v5Eswx% zEuc`UXJnHMWGk1`8qwY1P z4YwwhW1XDegg1k&MboU)WHkcF<0QO#aPtnP^KEI$mI|g#kKNH8&6EA8e=Ueh|(cI?v8ANVaNB zy;~pFSw3i+A?66-${5aH%afXiaQ3L%$iI1A-I;tMhli6#IRDP;S1qr|d54#|zD?-e z>O3f{vwZ$fwGlO+;q1m|Nui!Eaal#s!>F&&&!5jkXA}Flq_bLRKP;%T1y5=pDQRVG z8UC5r&)nY(U*}q0!bwXNi^}ug-~ZbZ2rOvA6yx~L>FmPB>1;G8)Ncy>GeL7f3qUu4 zDnPe_ehs=4^gGafpoc*e_5?`&o`HP}=mpSD&@NCD=zlL|9% zbX4AKv1O%NMkEg(P2Q>>784d*UXg3D!*Z>o#F1C%D79piIV<5FY8gHD$7XDM|qQVBN@8njS3Y-+T9qbJPUBo+?bLjX;>_ z^t{kQRY-P_F14)Gc?qz2C=?93xTCnj>Bw7b;obZaHJ73SzzlIIa#ZR>s;@wvnot8r z!Bk=L8_)Skhw|aVp!~SB#w#f`Av}ulPaq9~0`Vytq2afGkd-~$&&pi=t?bN!R#v2= zPvOo+obzz5w`s7IT?9%8Edo6VVneO09@GpXdorj+N11S2K{9-Sqp~PByV6xrR9Y~0 zY<5O=E@bU;vVN6gE!o-SWtElziwcW!3#lIZ-Rd4_nP71h7F7s~H&16a&^FL-LFo#q^B6l;N{9XIdLM1GGAHPFpq-#2pz|hKSsJJk zq|GnL-<{K}>^9JL&^sWHLY1z(v16T8xz2J|QCTUZ0OtZnUUtxnF=t_RL2(&I<4RUk zTI6Ec*#)KU?A)pHW07DQ!W%%eR$>-Vh=kSfwt_665Wy^kWnP^% zb*^9_Hoi+d#p)7=y!qh`lNBko_4{8vqA1k==k&-g*N3z%LiTuc97i$rjI8X^vWgOD zzgwNzxfpQ@$}mL^SV%SIm${*B@oQLXWtpIQP#vfmR1UiNK`R>q`ZMSZ#mrF5I>l^) z8OU>LNqI5vlydOM#|Yv=`(_N=1Yz4h@t`dYxDTt#8M}0tooyRxXWxT1fzE@QNcN-0 z{yvr62ipDBRJH`>4A6_P6HS1fh{A~$fG9rE=%LeCKhUE?rm^3Ey2JiIFz-;Peeg6! zMBzkFD@19C{suQ;5Uop^#%e%aL4WT%jTOKg4Eh3gqD+M-oaju2C=F2>h%kt>vJvC; z&z(P59g|ris3ixKJ(-omUU&UumIq2Ex^6OSgxPP{p!9s!ujI0Rd6)HD%=%3k+b=`> z9osJp_0_yTjqQ3jja9yv#zq}TV?*GU)DCyu`$0GPCx4)IlV3CZJRhbp%SYO7%OV z+oY6Kds@gyGAI}sME0)o(FY+2I)9Cj+ZdEfewH+g6LaEjWFq(J9}Z$w`-bVR)f}o=v#sGz1Vh8 z1Bkx8v>o&jh`wV=-!h`_QPMYc=(~>eZ5sMM;wn%*h`!ag0Yu-N+6A0a4lLN8iw+@6ge=?&y1Qn?Vhr&VI{wTG<%TwV+Cco`U)J*RAa0H>~VsmlqOk>Z09s}(v1*Xo&#H4%m<4_bM)=CftT+wEpTi$q0M+ z=`?mXC;?R05R6Oy>bPWY2R-y>qd$c;g4FS?a8v%}SQJi|o}E1-d-#YEN{(WM6qv@@0YG@wIy^)A;eyi;$vF#skUnQW=6xUrY5`f_!)gO& z9n56%$FCUiGRY5=016jREa%vyin5!XrIvE+L>6IZA&oEc0-H<~PE6gM3$f_R6cGX; zl~|Hh<`*GkMwtZ@`?B03)MB2c(nT94vr2C+En8G-5z9ECf2T%P7C%EO0egcPrDNf+yxfQlgqHji@1d@SNYh>E-T2*9fn2ru(FDR z%MhV*SfQ(=c;MKcw9WRj_YSmr_?Or-ihffD6M3=WrDfvZx#<-Bny|u2yKK7ob)<1h zTL`sF2cm2oU6$uuc$vEbdZ?@fsw>~&E_N~QsrWHrW+PrvE|zT?=K!ux(EhPEBeth5 z9mpycuoBnsF=Iwv$ts)$&MIZ!h1w{sv*cQgue|s&P{=52wTQjbnVV`Nc_BsmAuxDl2Cfl(f z*bav#e)CrEV_ScgxM_kFO5a_Po_ti{y+Z( z#(qadg=29x9`|JzJ4*{(m_G2IyOg#;i};>Oo+UfmQMy>!**~?pK+D7_jM*YnKWq5# za#h%Kiv4cFOqs$gsgcPZAx@ntY`nJ6CAry(FvaqOxk8*BhMAoPr5|p=} zjXehX6KEIc4bTUme}GPa&b`#eE&+`LrGaLHZUNl}`aP(D<~Dy7YZcm;-FHqpc0w7u z5pySOj)wgWnvvxiJ~BI->psl-ib^WA6RP1Op%J)_;Gt7TM{O}&hba& zmK7J%)RQvj@KhFSbFeI{sSL<7R9QO5zq|xb?-r{|kiKBJok~IZ)T{C-4w28#!%q(2 zv$ulf7;>(v9C4ybI>#Ty`OhwJx`GlCyyvK}Q$t`=4pHOdAcP*jQH8%oUB9#;ulzd4 zA6eq8taKDOE7kB^_LjGUvT0G{tJ-T6_}cclDA+!$RrsrZHomrf5Tt1=jgYC0kg+Dq(8|oZi-#$eJkc`;AAn%zWut`Qy;|JPj z5I;wSzgbbUaWeK3>fnPI- zejkwzKF7vdz(-D38*A@Dyf8Kz`X>kemh)_^J`Uk#;lB?4<-K4>*{X@>c-T!M>^Q<2 z2@5>8k3u;vM_EUr?6BvM8^5{KcPXz#lnd$WPY18VMA&A8S-?L-Sa}>|)gzU)cSU;G zn?co}98gO)xIy&mgFe)VG%ZNe5QFg8RF-T?Wtp%iz}^V69%ShPH;8^qkfsiN=Adk> zn~gPs=yw4A$?&fyf5;)>OyNHoZPAJ{SEJ00;JM)p8}blg>kw9tuttRCz^|VCyTA@= z1X*IhTb{`GIN~-VZVT|M5wDuUK-O5K12M?IZoP<0{6w0+WlosF$}xwEL~A3&X;Fps zQ*dI)5A(b_%%LLDa}nY&Ra(1Z?~C}SIw$LqZey2%27^*S8KCPy6`&=cdqEF@wuAP7 z-UWRF`X}hT3^6BT?+5#MI?mqf=P{k@zwq;~92Is$A0sx^U+4JR@r|Z;q`Mnc*hkg6 zNi{Y{hi@2va@FIT<%6Jn_Jzo&bN)l&2gkQ+6~13B|6gGK)uO^?7pdfbO5=kveg?)j zF~O!fuznbnO}v`-e`S1A&EM-)_;c0xsygmm{<`+58b8@bLH@V@LhX~_Nj5nu>`}c{ zvRCo`Gux+T{?(|;Cox1moy*72K7k)>pO%kq zhp2h~SK6nl{a8N<$|g^Ze@gvJH$PIhe--}9UkYF0pW5C>2k?w^494&)F~3-kXY-)y zKj2vrs0Bp7(a^IkS79u_0^`M{m~$j!ydKDx*lZ2La>gU)!)sr8Hem6poRfEqQ@R2YC z`B}xhVjKMHMgwOY_!^2bTqgW`LvQ53zkDp>_Q!l-B=Unvzbb?!!@mwZ=RAPtQlPr~ z@!Sg34x--y#A!gB2FRtI$~+u|vncc%h5pt6{xcDla}Z?%HGGCLz^n(AgEB$MpTiGC zzxC8dCxB1nncRYSpz2Q`n@~P{KgO12u!_SA}?uh*wYb zjqv0_$OqI8${dU|ApP%`JRcAiYe7YsBaa^D1vkdS#$DtnQbogO7AxFNmXGs}PUd12 z%*~uALOye_VphrRKmYuu`dPu)vHyJr6F3t6Z+`}Zeo#K0rGV}RHGpO)qFD7F2HL-EDMKo`HLUy>ReYD z-rm83(S^bz)tM_SKqW)~R1g$_5C%a|dP+&D7!t64tb|>Lzj^%cVzljkIAb&xe>3=B zI@d+(<_!GJyUje9+=aGfba@d@Z;{yDp!^l^&T=AqBDM$~aFTs6 z{!?v+|FwJ}=72KB=PLJM*uPM@zl8lOmHQjm)#<;5Tb=$G-0Ji{z^zU%^ZdCc<*)ux z{_5XPIyduc!zr$I3=~y@=h~gVuc4f6mXCwAFybV^&psPb-_y=AL0v(PI6JF`S#N?L zs4K|PfqgQVot=j*&q`&7uT5oEkOlP6v>>%ygFQ2l+Al}vrZ6k~80ei$ZQR{(6K?Yi zt-l&C6JaAVQdwV6eL8pm$#C+Qc4<~m$DSTYy49vd=l>}2hWyK)!(QRmRCWu<3SwKZ z2lx==^GGT?6V&oB@`hVmL8n~LINP1d9s_*~x)1b`LXjH4&pi*FW3jUY(90LwS<6Ls zW`(`^9JB+_2vBA(tkGe1R{t$aP;W~i_vNYVGf+I-lGaqGvXLu-Zt{Oy=O({fex1sa zJlJCe$+TpauN1hfM(eMRlXFKZ%UYGn8oa4&(w*P|B*V#H+NIgxLw((5^r!Ih)mr~d z_))nUK10}{RAvG-A4D7Y9Q(s>Agno+J^fd-15i8M9VZ#1GaO(4WoJ}#YSIm#J#1q? zfnp!AvC}|jfzAV2K>b0cKib$upuV7F(0I@^&>T=6C~)deIVp${0k0=j7ABwLDkx6bzEehu2Z{V4Mir#{q{D|rm zQiq?aU5_6r{d35VNX7}3wm}uHj#nSTUxtS>WjQIFaMctlZ;B_+p0WXs(z4RUC1q~h z34qgL{QT8G#%ArqvlSiXz)k)$6w-&EiaQj3wCSTwD|w9;SH=s4Fa4xRamh|}gJVI_ zST=SnyG=RvXK_>%^kw~u^Vm}OPP5SwBX+|)w$SBRP%Ms(ve`3d@{=_zaFCb|kE&w~ zEh-(#_|fFj{4xFP>e`b0Xv?xE|Do)9YsN}r}$MA4w4@Y0sAr;Pi zCx3<1f`u-Q!qPPkeVIsASd^ECW5hUZ<){=sE}V|6B*hD%GAar%N9g7SuTH zi&MLDcZfEMxJ0mhQRc3|pn>C^xy4i$mH}+ouwjhe;%2wuJ>`TDM2QWd0-nX&ED1RQzEg!*sz{ZZh zhdBc1>vwIeXOBtj!?;Q870^?lF>s^7(-B*=56i+b9O0tXs;Dq_>80q8w4|-Fu%Z%2 z0bVXZGezGX#Bd03Azmpcs~A8-b@iE(*xrO+p6Y;`aMmPNN2IbRoIQ!1ac5s%W{SrDEFHICkX zJm=KY%~0jl3-%u%mqrj_-vM)mVpr$&QN9S@s+bhE40f6S2-u6UdA6c-61yC959o#B zN$f6|t3W@1o(G*#Hi>lyF%WeQOp}X?Fl%;TJKU9rcR&|{7lp{KrX0A5)PDar+d02g zlh{f3zedRl#y5)uPP1bEtGLmoZ-LBTP?e+qV!=l@nC@FAv6-OGutp+Iyb|v)((P6- zI!hSQs4*3%?mwsF9`c}B0Cx|#X;<_X*w0j%9=Pdv zLnWvV_S0alhe=OWWf<-6A5`MC!yFFxuTD(IZRb!)pk&wy!wQqaDwHs&CRVN3>tK$6 zdlyXN%`t;rI-WVQ82&ier3{Zx@N5Q?%z{!Z`4)S#Aj%0x!0V z<;`Z7jc0idFvkUQ5m^R$?H$k_{WghOxYbcloL_%5A$58SVUXn%;}?*-mIxMlwD z!TteA=Km4wpDJ$h`waF&AQ}G)*uMl(o2T%juzwGtHcD|~PflmuK@>*R1NM0GQ{0KL zp9_+BPaT`i&WD@gl3yR#FIKrPfjtQ%@YP zVON1dS;N8}{o|;Wxsb4U+f{*z;83 z1+d?wa+knf4wCUJV3+cvJl$|tfyhpAZi9Ups4MKm<4V}?P{JwBov=$hieC$N9f<5i zzk_`(h|&`M9`^MhS-uBhe^}*y6!wiEN=tE`fc;5TcmwRus=}XxeH%#1Z#(QeL6ZNM zVVCg<^BL6tD@r)Uc@y=q7j6n8jMrd)Llxc(`#T_s{~qigfanMlrEi1%?;y!_330{>c3@^6T0WY@esYu68HDeKz?aF8$7fy$`4x?39Q8M^}Df^-7~HTToV3 z%>Ou{frSqq{IR?;H+B>7W*_F7iXBfRp`r0s51GS9jK(ouH4wcN81PX$I7l#vAc2Ay z8jOHXWg*_g4MrEvg=Ix~Y>}8A2&OnpAV1D0_rmHQYs2D^BWNFhY*&nuHp;KiQJl|< zIsA%jyu=6zj2r=r+%p(J_m!2qDhBFBrg2+h(s|uTlLCjpFBax-n50LD#wdOh6cb)7 z1$L?zX_8Ky20yB6X_DV;_)&dIll*RkAL&SGl3xM*XdIR%tjrBRYJ1Y8Hn13er2lS* zN$IFvh5Frva4Ls131& zzfixo5s&zkCXEH}!B1T;lv#gxNGO$WqWT|kM(wia{ zx?T;JIgF*JBeTVY4%fJy*gX;VuJQf5etGCDd0&Bjg~Q;f=+ zif_us#dbIaMwd3ytOl4x8?Z(O)qz%lo>tt6k4|F!L05osK;0BK@gC|YUPu=2D~tD- z#f!?~6=m@@vv|u{yvHowdlv6HEAKRif(`gt;?T~}=`MvC19J#W3qnW0q&goB^IZ5( zfJyx@73Lhcr@^E#A`>RHgV`|Q&2EHQ4O9MRVDdb*G@lLNCvC7L%1B>v-8GP9UORQh z%(QI#+)TV5K4WHf>eR_oXJ#?WtCN^#w;-n2+xG_jWLN|I>Jv@%F@L_vZKp+_`7sKNmlkd3NeM6Jvi|djB~?*Nhu+{p4BX7I|81$kxhO3#cB% zugZfF?$=Iy;+JIQ2D?s}*1LqcYL_r?I?m1NmEzEE^I5sb2Xo^0?&YTQ4LtCJy3DTc zLQMM?PPvlIhu5560@HeUee%OF>n_^8{au)&F8%K2_!L&%a^>P(wiFz=u9-7xVG7$j zqoCxaKc%qozs)%`_p=o1>gTF1e5zM!=GULUd+7Y>slVHw(e1D8IQ*dewtElU`^?+x z$Ble^V$ z4`@@aL)Vb5p^hg87q8=o!%aBcM_-!@-Vw}EsP2&Fm21r9(JgYKhMcH)%8{oW={NZo z;r%%`zfD${6wxX8KC_OOEO?nO)ZWOikg02s z`r)1_X9(krq=+PZLDyA#!DEgIO61D*ZJUF0g1N`3BAnxoqw%o=si!bAgE>dH9XC;4Z-mwp zu|kf0$)iyVk=p4M5^a!0PRW(=>!Qz{4TH4vubF?v{9D35+a^t$YTDadaX7Pixy2OQ z1j{>&wX4H+jVLZ<)kQQg8njLoJ1Q8j)?njo>`;sKVP9ieUBfL6a)2+pRO`mZD68YS zVn6JT{Ae^VJbpPjIr=ix9z6cIYHL)ATdU!$156<1!C_(dl`w<8LdzEwp}r zLpqW>jB`EyI$i0Y4|VEwhjBfZztygEjkx{<>D*yg|?so7Z zxx+T;WGW}yDce@0A-Th>beFl(@nL~FyTh!!?l5_%K-xlA-fhT7a)(*z+~u&+xx*|Q zxb?Ga;0{ZVQ8ugI-07@(bL(Q&n>%c0SOFmp^!q&)ERTn_rX;pZ76 z^sA$AzNYaP!oS=2JK*OzA(9?`p2w#%kjjE2Ux~mhRx@8^b*dWK{p9R0wpBBPjZTj2_<7XKf z;U|v{xJ&WfGX2}(Z#VwC;cqm3_(_+4m&^aQ%l`@dmYnqC9r;1{tv+83zt!hE;a_dq za}WF+k7?832~Pd&cGXXHjBu8t6XDeTVYpVAd*El?GdwtPq1-#jyBdD0ZE$?0pW_|d z2Ge#To^6Hx9{3q2JSL&v7`qg}e~0l`!p}1am}WKn{QjH%4)|${67qzfZVz0>1y4jj zHe+1@{QRbv;g#?&H2&4_^ILU>cfil@g6Z#ppWpD(Uw9JqF#b;XyNqAuI`xnRzt!(2 zy8I>ZTXnm_6~4*k-wwZJ&->u#xdoK_3j91Pf&Ta5=lA0Dr{^tH{6?MriSS!;7rOk7 zF8|do|9$Xx7~8!B|JBC-HvE>Y)nq445PmC7A^cXF74Sa^JFu=d!Ox$&Z$1aTdCmA6 z_7UG5BYqpoXXRH@`toB=K%5K+vDOJobJe|hTrN79q{{1U+Xr0mQ59C zI|t!fx>dXUoi2Zm@iSj=h8`bs;r91CH7^&qDw{Up)!_|!c~i0F)r>bw>u_>0o?`1t zRb>2hq$R9eh;M^pU#q^kv_HlsJTm_b;UC7HoCEqYFo%fzlc8%{!+xm{nLiKjPB!fq zgHxfhL7>T-f|p$ynnUJ8!irj){FkTq>EtyYp1s$nFazY@7@Z$S9}JkkK+A92ysmc8 zO1S06%D*oqT=^&G_lLmKM{B2143OXX5`K{Rr$x$lqx6{~`>|P^ zYL0i*s6lv_DvaYDmxSAJsIK4v#m?m_e^vXG&>55S@@1U_FS2M<6v+nO)3~|R7@jJ} zN1}W@!!c%De{#TsopRHryu7?z=cL9891b8)W@ZFN9N?@JUGZ_2F&aclJjWfU1 zjQh(TQU5XI+h-Z|$G~OZ>8ANdw|hH0s=XIj&0R7;fQy$CXWEcE&T3|{^4W1Q@>$g{ z%_nBP$GoM*tar;EZoO>&320X__|K5$#giZtSOAy)F8+xtKwthis7&kMtY4aqvtt_r z#pW;i$KpTuj_vR-urTeWn^!B?Agby>4IsP}i%}$(I0f=m7{hU0D>FpiFZH#qyQph< z<-pvk$P@XTA%x-R`+dW8pN<)Br^iH(tfblIw0ZDR(O{~g9`KRjovq$^=>H)Fx z?~ehP-)VpL5XFAkC)|vQQ>{6KJ&Ds}WuI^>y>;KW(}Vforx*P+d=pGPqxrM^G5N@{&DJWAEIO$AY|fE(yqnY8f?#Fu1H<_ zhUJDx4=`zRh>4WoYJ*dnCN(_`TlL4J%WwtiBz@;Uc^ zyEd$80QHZN-<}TiAFrncj4udMczYa|0tR552+!c=7T7Z1h*#Y?-GEc3cp&?HsulQEyt zGoKm)R^u~wEf@_=^X(^Iw-Kh{4}5^0Vd)>qsic7;^1#0V^S2Exf9<}r52(M~PzF|? z`LXC~m0#LK-%1>S$3F7wN{%~!WL?E#Q`J6I8i5{Pj9=Og9($#sqa_+UVyVgwv#Q1w zCgyfsoBOf-_$&=e;^p>SA>sg{CmB{Bhk@O#c0UsEd@({BhkDs@e-U)YjJU z?8bKcQH_4CI2>quwae)sdKTNlusKOO^H`QtUPJAXU|u4tByp!(5IKYH)~vWc(*e&= zvjQXX$5DaEFYTB2L>7qG*4`Dby9%*ieK7VrLEAxhgMNXq=Rog+R1x-}K{=qei?Iic z_)kFThhTpVln;6v*Si>2f;glJ!fio#IcNpwK2SI42GC`oa>VC@RxlmtGSCg6ZqRPT zzYE$8|GS`1;SXfNg+EZbP)&fp0JIQPO+Ujx3qkF;-pX+LK|A2@Vi^4V?S$X@_58F@ zynM&1<83r#Mp!q}?*c{V?^%ZY2rpc&^Y*CE#qSg3ulzR7>%I@?bw3C!jE9l_F}P2FM;G!v0~cYz?s9wwQK4F% z25!cqNb{u5?;DA7J%ls9Nl$`5WORN9rvY|>=l#&>*$NfJb@v0%5pDU z9gibDsN;nSd_RHo-^F>{pui)bS1ME`-0Gd+1y{k{1-JWAoqrti2cLi+)cK?i%RyKr zu5&?MCM=(Fa9s`RHerPb>%#Rm&@L0U5MfrGi-P!bg=44_up`~;4wI3^0*Qy>nDu63vqYO$64fvI{{}{o~Yw|qwo&Sz4KKesPiP8OZWrm z375YB;tKDduX?^cUv&X9Nc|A@qKn@+#04LokB`SelOYQfjVqLcG}VuRH>f`xo_z9o z96Ug~W`cJC&O)399p}I;0pA%oZ?R6xEJWHKr0WLdHX?jA&dpqfw9QDj0q&X-8@Fa5 z(sp#uSJj}w*6(ua@&a@L4Yq#kkf-~HupMZy_1l6x)jxp@&|vGA?@M;PHeUrn(e=ys zCkua$diq)4`sMqSJ-z+Tb6+7u5L!w7r*f8zFvKC&D@y_c1V-{;tD`jTd|u zVW8@NAdG|`G08d+*1@<;oMD@xpVn3&eAfpUNB&Z%y5XivYW>c4@T>FGp0CVPK7?8C zd{>_b%m9$}elp+P>%sLd5MG~?AK$s#_VPSc4PrhL!&ED<1CWmV_~Scvx&N349p@?Q zJ!XalkuCt@ZzryI?Z#LK>IU)0chJk1oy{}ao>X*1o3wVWnGCm!q!67@(;M6 z%75a1588%L#=7{~7{Y>}z`x*vDnZ*o{BG~wXT3*Lo0<`T-o$e)sbtBC# zSGwJljces9QxC$raIfp;{mzvAeS}pnMOi={ApZECdCyl7iKgYez-mLI_0p#7bL zw2KBx1<2!#a@F&za@9zk(C!)5fi~X)vflk?SRvYXE@+dH|Mzs1x6b>Xj(=^83j0Azh5z_4!Q>jGIe*o3gc%@wL^Q-xh#hV>xLE>OB=C-3=g z`$C1P22nqjm+$^|qpV#ZYkXmtYQwmJytFBQcQD0J3!MLRinO zn7e^2of%e$G`S%Do@AQ4DpWV9Ycb{`OE9j$Rd9E~?J<6)eTg#euTTn<+oaRBtSiEO z8RG-e7t#gsw;O3Y9>P2lR6U_oRUcDoW8L&H?lHuHI)Hz(?SxVr6Xt!yb;I_%Tz!D= zP4D_X=CmMdep}s*yr34$cR9c9c^YwWIltcXJ*0gG{Nc)PEZWD9ke+1bw}n4|UL;&| ze%t*Lc){iTde;w;?q%eK%U=retDk`9F7Uqz*fx!rOTy(Z3vr#h5e}*b&QAb#X)$;| zLBw^uj&M+am_QSeru#SG4eAd=r+|EV5D)6Py-e-u1jf#-Wh(d1GSzW!8O{{fx|ASY z;croHP}j@A9(ob!UO@aS(Ca6_Bzj4wt7N+0AsuP24qL&nw{Q*W`iBl%jj%na2lcKq z_Ov6c@{h0+h`$b8cm4(T0`Ye>uD4+f>jYWj)eTJZ5z>J8y93w3kKrfb*M;jYjEmi% zPBT6}iLmZZVHeO~?{P07Pqi2GEzn@^al4U6rC?5#jJXJKg9d{q)Pp>oBQTc$4fY=Q zKJw&_oR4QM=!V}X)b%jv3gXX)caPOE(Bo)*9l&+xiI4%}Zye({q0fP~U52^X2F%5_ zp?}f^sV|}5(#0R+GEmoyVCAKT8nQX z(&j>bA!yI#ns4C+4qtVl!*?OlwopE38`4wX7Q}ZNeY-Al(k@5ZZIIsys=idG&HbXo zw+Cr09qPyz_wEi*HHg0!gjqj%HpFw`U|r_hHpKj0gUnA^yY?gPp8ZJ6_tmZ6KxJo| zT%@f=owR@|FV^EEZUJ&*y=OApZFMLB|&` zR{-(H?}>sRf!~K1SEKIJ{JyArFKj}Jx=-_aqn>jyPKD4P`oZqwcSv2;7@ulD{b1eI zAx(8JWP=8}PhUoPNYf1(=stZ1`Kbk}5MBl?|#2>#Qt3Cw0K>YDLj!HZ`Yy-7`_#hjwJXHzekNA_-Bat2yteU5~m*{YQH(U4`aa2Hi zUDKqzw|MmCAd8eLk_f+fN{htbpoJYu{ zL%(zc6DK z{=K_1W+5sF;;z7RT_5$cxm8As`-v|mk_)#yv#|8Natzb`K!ubbp4gJgqvzhwuUrbD`_TD?3}12D+K4Ny2iL|gMBXIk#cyAFR3q&hOn46M=e+~Qm`h)O z`B+x!pE6l>#*Ez4F7;iJbfwq(mR~Z>O+#>hZC`0Gy&%g8jpK-y}! zk@dMSV_Zc>urgyD>UNF%7iXlSK}rRS9+dMb@?OonNL6u#x9rlS#eQ0)D6K7H+~SNN zxRhoD7x=%ARsr?Iw%d?=>9Koz=~{LVR-z2Wl2Hp@r$ySKXUVmk=eP^m?m+$+VN zqm7oL7N}`R{42!YU%3Ow#&WmJ-rGBsJn-u;?HI%{?PW-NG!u%=YoTcWd4fpBJRQhG zECQEZ*ID-KPhO76OL-m4TbvP)wo`tkx7}(x&EJ3FMJTW@9^K%vS@Xy$x!k+#(qUKl zu1xZlnTE^i=$8lEFw5{McwDA=jG)!ssMQICMeV{)bf-Zjd!jC#E^lr@v!da>{>A%cY-mJpCz1Nt$izSn{H6sTc z$}@cXlDi3cZ`OG$!^m5n<}J_2EzYP6W%yXHg`mG7jf~;N8M!5w`pU0Js=(+J)-9|! zO;EE}Bi)K3^bvDkx}0PEl}SYzfh&B)8CjPO155Ai{){Y`CxBr;z34@l>3P=Af|#M` z<9*VW^-xPXJ&nSRBE*7iIi@4q3re)uXO43fnl{Ib^rEQY* z-ZF7uS-Wn_(r6owW#z?td+&nFdegQ+=ks=G+o0{yE)RotAzecZ+Z1WrRC|9Jqr63F z#U`{k!eZX~n86(XgOIViWN+`4@VmwmXy@G&Q8q;Ht8I)c-AlMuGme#_0`IYJ9vpiL zL7yPaQn=RGoZDcM%uQQ~3YM{N7NS`{6U)p!5`E@!%yG~@Fk)Td6C0G`uJ{a!g)C9+ zL$O@m&80t!-Zr(up3+L_ay%jF%CU=P*&@T6S zPqT-#TtxX`ufHMPG%qehuel?J&Al=St@hGkN!NP(-!FQh=*6PvFIMqh%oV^FScF@L@{YbEl%#q8gy7OX13_zy(79=`Ld(+n(~WwOdbT_BtxGXW z53b5cDZyyPacvezUAwn;F5L(_p6_%NM6n(?zE42fBjEDKycdFU5q4<*b=#6O!rOPO zL%#m>E=L^o{^Yv7y^q1AUZVFoGJUPG2j-<2W6%!uR2;Ko_*ct6?j$lCqlJ?X^=`c0 zJTsh;5j;&N;#5`U&0FDKi1;G77(auW?P5u#*%nLM35b3e)QPla?iMTqpvR>?+y-0h z+n|hrZy;U44bHrY&$$8Xd8Cy0I?)h5?U{x20gN3>k>^wRbvx?QPYS(XjnR`aS)?s1 zkw5E3GapAeYM?dwu15Gogooh9Y@fv$ElE|Ln02%iS?)%@g*Tzz`_G^2Jts!%F2e-N z1V`S~O}j&z$+~%Ouj-#~rT6DC%8PoeU7T-KMU{RYU>O>b zcFc~wy_XCiE9tn{-5=E!>sBo~JO{p&x9sg5M!v-vIj8G;?-Ja6>+PE_qS$u!AZ`9P zOnEU&3EB7Qo9tOX``H-WH`8z3+j}JZ{IPENi(XG*-HrnVkoJF>K*k=-70g`JjIFue zuGj_0N0t?!F66)5e40+^|s!>2Xacd^^P{n=kBnLMQlIVM+kV^L-q~>V7}bK}WA0R@9ax~>XOdaSLcN%OQ~!EZCLIyG zP4-vb%M9Ngx8pgv|2aWr(p)c!7JWM^N=terb~qYCpVZ}PNt0r0*MFOBH2Pimt-Za^ z*z?1vdoiA$l71SCb8%YIGKTln`$B}4MYSMKaQd?o`x)*3@cnpJf&2L{aTciTO1GI+ zKAEnTKbWp2Jm7@2AZ+48>8ijLcEeNYst{qZe$@}Bt47fIpf7=L0^JXK0rU&d9?-u* z{zuZ)SkQ@}xuE5s7ElLhJLpbOH|TZH2O#fv)79aiX`qFmde9co*FpD!xm4lXo&IPRjwS)Nkyd8Yr4%iNo zR8d`BQF}99!B$IDabt5^xV&av9qtT?=ja^;ij4v z03C)A_NpogH-_88#jOp1Ijd=`0+2m$P1NsI$@-Q?gtS}S-&dtXe~nHEEV0r}4egb! z&9%U6Q^$MCa7wLKZ>?uuxSifparPu+JL$0uFc^3}0B&)?TVl@jA$h>qX6V>l=;ckX*ztstD5&T286CRtT<&>NTR% zqMEj~z%67<)#kSLaMMy8SXR_l*3cNHPkn(gTFK&O*kTi=KwomgDq9YGN zxEcT_e10Fh{sD2YBB4*hbtU22*04U?U)Sa{f4J30ed`&X#6F z3`28mHyhwFBdjglE)5MI^6(00)L8X5)>nmkj%-j>K#nPH1|T3X1rcj<7Sr#lyHj~> zno?w~)G#K>_6<&$ZTohHoxTp{LyxF~A;T?f&!|IKU3K`X8pGihwbfU(zO5y^uFj}@ zjc;jVTTvrw1u}yTMaFgKP-x+tG)Vdd3P7tV5-q z_bmgocv*9+7`>%2eA>!2NQk!hq7_pG%q1&a{l;fi$hu^g4Bv;u#yY zc)TxEfC8$iQ%x$g5mv_o;dEe}B9e#O;rO67RfOxNl_7#R0g*|mMYwJWg~IDLG_<0# ztJCy#eG?7{0a_5Q+JNy~)6ya*2m+r{g;s`F0X0>6Xc!!>QK8x}`n^&QDe$RtV!n&( z*4A}6h46>a6@5n^p4R{{|E$B78Fs!7~7)#9xetDZ*}TsC;?p%L?L_SPFaU*KgG z0Aq|Utf|z+^lhwFU-ve&ZIp9Zl)BZc&lJW{$4K!%xLUW0CA-55gjmt}ZZ8nLYFD>n zj20gv)xF|t!B*Y3=xf56X6iorpoLNoc#YcXL9eK-9-#}#k9(oEuzLLx2YZ&;XPh`E+W<;z3t6_ecFhwh_MZR4Qr|1^RCBmM@#-m`%sSe zy&J5mQGfSttZn0AuIdx|jQoGlFY<>c!6&kCgXH}C|3kE(bjhiu3#Uvzu@1$@FAHUJ zQ&Zc9+SYa*n}fK|DYgyVcA^~*{_VCfwo@{{D|&_ z|D{@fuGWFDKna*)sT)6^{8t`Qs4g3Z_1xQv1&_4ExCP%RR-=%j8rM_cR+?+cgg?#a z7(9_^KD)=@dlGo7Z!MNRL0_kKSDSoyG*&B(~8gCF;~sj29^{${^2CA(Wm7ba|PQsGJm!4os?Nlp% z&#iOSSXX=&l6sXV(~5U;#`cZ3Ys}}to58{26Hd^d`UEF6wXa_np1mr(F5KEsi_03! zxn^T7-`=pksin0!IB8XIQoVh6Sex<{&s=djkVe~96i->cqNKT24gzgkF|VP$eErH5 zMO7ssc`_hq?F#XQDk>^gG~zN;ySkyV?!?-b7Jzcb!6c$=m@%Fo4z(-aFMf;gBwzCS zb(}+n>w6xQp2xcTsp4s6rzS-$*Taefisy7-^ze2WL;m60;=I(fFc@Gp_w zIF;fPrF_F!TyI&$!csN-s)dM3N*Tt(AG54+$weRYe>m3QyKsq)z-As)N=hK^?YW)iyg3V>XMD*a>zP9c%_C`BEpl! z=w#%rt7)%k!IPazZ9ShO0>iW&0TR4!Rr_j~ooRg|Gx49|4HeU*B2hosrq16|rPL_f zq9%0lO%xO0Aep+fhVlcC(SLfQ`0MFkb_V^UEC3Ldy8L#q@{Gbm9(tb>d{)L%C%6^R z#jS0?X~JRzYfz=0{eCH<`$nwbC!`*9n`nl0e};0SP3cwYmbmJ3y2+1vRFC1N@*F7R zt!h(^!rrpr7vd5y0|GRM(lzQ(-2RRMX$exfW9$N40sag2zeU<5*r3?*wtzkFvKfCw zAyoE!Hk~iUrFq^IsxB>+?W~}15xS8XrdsOC{}nwn>MUUy(do7u}Bsd z)XbIV;+=ZP*+N-T^Av-{P%IBA|JJxl!1 z7V%RLi&Gq+ZKPWZn^KyWL)B5~*o*<`LW*U_g{shFu*#cy3`NCrAJhzRCx@6d>KgFR z{7`9WRY6Go+17?LuuT3btxe@; zqzx)qYf}_b7i3tr`8T!UpV8*@L}|mqPYtPeY)R6r_-7=YnJ7st*z}M(Ez>F!`-blO zhf9q$wbZoY9(!(_0&^WE?Eieu`z~ckv*MqOaHjS8WkB8kp2&%VX}x$h$`7f7v5IjR zDC4ba$nw+}F-_~+WqL9*zQRz9W`Uwemp>mew%c;-GPwo-j^B9Vz%<3bBtEGeKZOJB z_a_MZS6_kZhy^HO>V@%1z(eH*ozAK-O_g?QPz?PkT=7H)cygs2)&x=p#DadT8`~|SwO15uRqlIX;o8wg2 z@D+7m2hScy-Bx4fFT|(uG@Tzx=VQ^yGkr8(0Rb7ME#_Cnskg&@B)MM;&Nq|$AH^hi z^9-im9-rd*%x$Ut0hs>HrM57>B~GO+&Z2Vp7<}3fGAeWFU8TMpFK1?l&K#XQw}b25 z4rgnD@6|YYPc!R#hC4TZhJ&=;jJ!`1YCJX^>e_u)@FVr-r=KJ{Gs?p z@o73g*9tt3g6oUq{1#e>zQM|1V#!GT3(K(ovq4*i@{ApeLmxnn2z8XRxHmj0z9FT+ zVqsP9B@l5X#YkJH{^3@O8ro-BS8iu)UY8X$r0MQDnU#KAkmZ zQTiX?>N_k#>G9kMOuZ*Q)-4O&vy)}uywc__4^f)?gK=}WXD1JV@6$GK&P0{w{Y2cn z&Fo~v;n+z8>57yAW&BFo0$YSOjEHzE0V39{(et;TLBM+v zLR`-vx5#?f65Ry}4@O8a0!H}a8py1g!M#LE zksQRjHpuD1dae7&7QBIqU23k_PL5C144XwMZd@%8a)B*KH?hmv#ERnMJ}qMHLdxUx6EkZemBIc~JeoiBm|!I?NZ^OZTxLTB%ncp^E3P zP+|B{RxxEw)X`CX>6`hLgbAY9@lUbEzcS!K7_P`a;(BdN^}nvBKw#j%XWr~wGeuF z48g83Lu8(k2${M+zX@?4^&?X0+FUkdX=}{jvEVqR!l0;rq;0BaI#RxdAxa!vk3wU1 zHM2iJuTO2=>=td-O+~GXJ}b4H7ID$>N?i}q7IU7&ugNju}8snU->E9KBRd9xAazA#Ct9iV9Cob7sTIdAgNZUciJHcqXY7OJ56 zis#v~`en@BB#* zaOt4@_r$k^C@;4;H*0&iI^iU|>j=^oa0EM}6{YJX59MDQpK#fZ*Q+MB;5#7nVOy{x z?kIT$$NwfJ#j(4S&+L3M2d*`6-zH!YYP3if_ZJ)Nq`v^Uce& z!g*pIU|2z7Aazv4dv$n4Jx&pMQz96l7<^OCb0Y-Z>IlQP{&mWK3!jqXuuwj;^Mx*} zu0ICn^vPCT+f7R5D(WZ^miomw3#5g~;6Oh>e6rLQckU*qTh)zHdh)zE7Y@RlvaRYSbd zr+yS?S@Nc^hVW5ND?XHHuGeeYrcIPiRqAw*HleGkDAE6ZoW+Wk=&G~tLf8*&fzfp) zPLi7BPi|2}}cfA^KC#*4VR#E7$M z@azJm)`GM_T{ZXt`(bOm!lt|W;kxEN)%X)g{H-n3)fXw%AK=Ls7*btzSvCW& zyMv;-h8aVpykARTd7TP<20~x$D_D(}(vC}DX{}n#n~D1$s86l7vsNF7x0KVIei@@u z?}Whb+Cp8GN}>K^<1J=ip{_a|d$Lj|fnwLGly+C*O6yeV*CF%vzH-%gDeJ7nmDQ@z zq*+-11x45BQEls2%DnuqaTar$X25rEbG?|KHA2XRwjk%(V*EuM(tWA%b;gI2H{g^l{TMO>e!Um zkA$0(Uf6gBovZ$ez?}3i|5C2L@>g-b8d%1_Z8OCA+A?vz-XYF4w}`X-X>qQ7Q=IGe zigSH3Dj+BQhLgp)u}++uz9`PkkBhV8f5qwiP@LNiK9d=4&lBg4W#Zg>p*Z*5CeHoe z6Q`?3oCkboF~fsLiu2GMaUNbF&Lf+}`R?`NJo-a%cD^OfW5ds8zQ>Of=ZS^lJb95g zPu(QWGcStsy+4cdtbYYFe1D=i&z&aD^R42%@Fj6xykDG`ek#t(AB*#YL(gHpA5IhJ zl}d4b)FjT2uM+3gd&JrG0-WR0Q#|j9o9Y>TF0cKbli?m83e|;Iu3x1N$(3*SBfeZ$ zo)Le1tOQl7ziHpx5>_Mr#HQfIxAFR;>k;p>SDwIq@(~|m{Hkit%X57JkB`vp7ZmUU zcC7-!w#vK!f-^6{pUN7C>xtp>)QG(?GfxhmhheR@YH~>4411WlnNjDS*x0T{{4;jO z#&&ncKSySq#L;1d`CuekVSA`U=Z9e3SEkH`(63Um{Lw1vaPunWh~avvE1Hq@rX>dv zW@xf_sKa@)S0iwiS}cn>ixo?%@U)ixIg^57A*cw7WBAF zAPZQgoU8X^ejm;`= zvO5{-wm~uX_sH;Oa8_B9a7kWH+YI)@D$kXQtwb?vnq%1Tc`has`eWisMRlw;x}1Ed zkyh)(aC5yHkrSKA6hvaZi{ek>tWVNTjGcD6NgzdM4$U9qF5aodIUXs`{T5cp$(VW@ zWanf|E3Bq7y&8@e=Wo3zaps^CT9WWWy#Em@%qHiheykKWZdWio{x^ull}&npb@sxe&Ou7dP6l?z2b*hU>P>8;q&-C?;%{3<4=fUP4&ar6=)f;Q@yi7JPU;~JiPQ$C6 za=xXuQq%RuO4tC=_TlG(VxN@_>$G*?igB9Pw`;rLi~Du8Drkw~*_LD(Eee$)A0KK- z*Z#{$TGiZKx3U3N(M1uz)C|TEhU?0yX=vny&k}+%ky*5iDjeon*U)O}{E6}k!#2E1 zdvFS=E*8z;wV3e;P~>u$70_f-cdHjFHG@a$Vt}afdj0{1Ghx!!aDAuE2yQx}- zwQXKki=$*VHngwCPDoutvkI*6@>TF7C4XRt-J))7QS) zZ2N%VtdpulYD1%V~{GB}%EA#l3BDx9tRL*Pt(-7&}2DFQ2Wpz_SY(L}mu z1gcG#SHg7n2-KNCp9ySJfmJ3bWlo#!D1kL5BrwP7ErBKz6r3YRdrFrHoM!?HXS@4N zpj`)d&2~CZV51J3KgZRB0_W>MpJ$e7aw@RZ!(IXl*GOXxT^R*XUO%{eGMU7Xd+#A#@OQvfqJ z)P~S$aXw1ZfHxW3O5TC|ejnPD*Kkn>fB8lvJOv#QhhNPOomJJ2%~1H6y)cAfuYvtG zY5o~#^*s4%)w=b(JF1jlQ)@gln4_@XJT~RciI_9wq<^BHE#%@b+Y>wbjrLB zLCRrw&fwW$Qrt;?N1TT025Ejf$#3q<_#0WfkJ1&Gi5p(`t6Z=_E7u4{7m^ump1Bpw zGOvbDK~Y9iyQqwI=p3USEC<^v`T)Y zmiO7gaB^Cz9)DQEC&=wllvho}tf~#?wc{M9=5_j5n$gb>hAoaxiOz|qOAc`4I}TN; z1{L;O=|bMWUG{pz&{HqUFLcl{U*fzNBY zVIS>YWtsb;_bgPZ^5eT0Fr8P z&Z01%hnu_^DRS|!Z$=97_RpLPgQ~pWQOG`2QzRJfTOHNK+dp?4^ok#jj&H{@Bo;Ep z%=s>q#HpnlsWk!^)mpQzjd9x%z~CiIY6mAzbsGhQ}f&X;{AFMYgR z-HbU~_F246k?6Xb%_{qBUZ=}7@D{RH@G`*5&HRWq`y5_p@p_{qKbO~IBwnsVydKBv zhPFDKo|;|FfS~dzVw+v8g?X*U@cic)529LP?qO$IMnj znz@4b3*<9L_;3wBli@mzjs=?vFEg%Zto#{K7a$-@v)PC%oBu?N@wg@L8(Mgw^; ze2Vblrhtwov-wbBV_R*_I-CwWQ{uT>5D{<6I$w0;CW2OPfrQhd!xubM#w(i z^BQcy>83uAhgX?XaS8jdBV@6;r})^qm`B@qqGaNBgtnDrcXA?On@p^;3#61=n2>*9 zbQyUXZf(M@O=X`b{2sRXiO=De;-i2HWB)}`0B(C^vO;wMb)*#VG>PYah{UUkHp^zS z#Ae(g(RE{ND&P*R*;6DZ_fFh3yP@8$lxf0%yDE;+Ge^NdssgD@&4eWp_gwlWvQ=3n ziMS)poU5&Jdl1LzIWdDi{nHxfmhB}f!7ujzxmit7}u{bO)``6^l-J@u}Z7mpH z-ek>kQz>j4!zLYSO@O4tY-%=0m zR5^NNGObC%QvQzR;4YSqhbx*(1r!itqX|zIYj0#Kd81bQAj;}YECMwa z6a1c9aGT7LDv<;!$-eVZM38jk_u#`(&c3?l^(%2ubc#>Z0jGAXxM$z}Hlj)H#6F*_ zPZ*YKRrb5g!yP!M2qqF$dB^|31l*T%Sm@!1>b5rnEG7G!yrXi@E>;pjHp%`Yi^Tmr zM}#&ctke!9o$P!W3%J#1`sGHV%CHXRN(^`ZG<&ISsiz7_!%8Ujun625?91Q6pUEzh zMBF%xnFxo#s_a5Z!(Bz4M!JO&W(~gi(zCebC<RP&^XzzQ$OxY z>N1e6n7CzSD=Oe^#&WyTDWSv)tWEYijO8w7R9?Q7k^Kioa&Oa>RojJPi=;SQlyLGo z4Y<7-E5O*T~ zBr=OAX0vrVw?L0Qq~PO1SYwfoJ6Vf-+#5~uc)9wB*37FE6T@Au;f;94+@NyDPU6l^ zGL|A6c;=yA_#1l?I~V3Tn8&mMM5_(cofb7Vm!ZDoRjtkI0pztxjm={~N-~}Zi7M3^ zYTMkj64J&_W_Wrs!@}!oH{0P;7#>J&!c;y=U_N8ABqmDeRK|>v7)S6l298U{nY(~k z+YrVnF*tB?>~w|(lh=h;0Ts>;Enw&bQL?_ZrWWVyuEJsJYU~W&a&wX+!e%n;xa5{l zZCj|NHH=l{FjAh((BlybD}+{}I5?s_tj5k_@CnIyMsg>f&CrPmjZ8d;!IQ`Xs=~}| z(DxLEoyeq4SRunsQVY?E3~1BXc`N`o-lTo#0})Tvky3|a%Ucnd;^R)8H$ftd!L@fZ2HM3!Ryxs|oZ$9=mj=E~xN`63@fQ+zyF zy^@-}1x|~v;j9m#d^01($3y2A`S`lWA|GG1U*zK{wTnzR(`0d2OYw2_4j7(DCx2z0i*JC*9)u2t_g#E)0hoO?? z)o$fIf*Pn~z9Ou=L0Ov;>5-S~1T4wRbulAuN;dL)cGQCBvV};_Z9VVT z*urRmEQY7}XtU*y(QpCpWeE8y=*;%j4Q=96S**IV2rXt+NpT)_$}Kb&&yJml`X1

0d$ zWHfpOl7~sk8aHdePksVFVBbIFO}?3SS;hJ}o2;X!E;|{&q|n!yn?l*C^d*#?MjwEA zq3m?}R+pXO0phF6J{e!fdF!^>fzb_C}Da^aa2BKbg8a34EAZlI#O(XR@ zgX$n^fDJ_5u~Y|9MGT?_*rupdClK}E1RX>bX&~xQ0#TyP3`}~Jek+JFHOy$mBN~pF zIjf=6CJ=SK&lyC0PBSNNMlT=`HQc9+N}RcsKvXL;h(dbNoQm9J1+=APZeV^)V1DQz zipVm9s5`poAWHJX2BL_c7;ZQytumn<;x0X<7rsH(AnBr&pj=vUbut~qAy8Ez7{sUw zk!Knas~BBaQ5AyDG)frO{O4q*B!WRURJC^>qKO?)RhFc)unIf~j!YpQq-J_9Bb~_L z=B=oT7$K3(;ZQAgl4xGZb3;{k6G|XPq`NSJVb=BIU0{}=5-%cQ)^4<-Kn|d`Xtr{6a1xM;FLM&}VhcJ8S2_HX8PKQk!Q2cb2k}IlhD8aw zNT?6VU0B_G$k9d2m^2-$um6*(o)@fplAx8+0q?d#4G^&Es~kul3An2?_(Sus?wHHb zKIR*xJ;5TSV_EGaph{n5&atSD@MZJx?grS%evda3MqO1%W>t%4Dq=Lz%ZetlXint$ z8rnxh3HXr*r8NIQ@UdMu6~F5Kc4$Ur;qG8zMQ{s(fn{a^0`3QRsUq}Jv@2Lt9{fRc znGl9Z-^uuc$~T$H6T%SbeoilBe37ON3z0NWrNh~hPQpLN{62XODL_K_ zaF_XiWui#G5zQL-!oUwt$@D#zbff+mGW{f%`md4c3tiGT{Zq8R3HZYiOElmW4+Bd) zc(xr&T)lzqI?d>ZBGHB=a(mmb#0<2jVTq5=GUYd8iITrjDIH7P%#S*j7=uR}mY8#d zfh9^&s|`z(AlZT?wD~>#Ao0U=n#2e~^sEJ{&*1;Nm|(=8UB3-K{C>PMet4b940)-W z76_4cjRis+$&WgOIB>N-<+nx(rhJJwZlW0Lp?h>v3NF_k~2m(mCRLetB|7ksPGzs=IWRq5Ym>))#NZ*%l-^Ym}? z^=}LGZ;SMAi}i0y^lvr#x8?e`TKTPR`fB>7Yw-Wchh+BOD<3f)LtYv`>X@s5RA~RZ zqizL6O4yGS2JG_r9PL??@1*}5e^C3-^#9iJ_kZ#sv-IC5A8q`ReAFFRit%@Q2h;eY zl<*p)$nnR|uW8TG{ece)fA?c)x<7DgEkIU8{J_9#&HhyYab}h{Rt}DNEOR)HU<~=| zBH{>ee!v3Ih~TJ*ID!-zM{wH;lV8wS&N+k-%y|xz74{6HnD@xyVP2rT=fmE1x-UILT+} zhi3WIAWuBNuB=kHa5zxzAu{7rlP5AZjM25dy!O&t8~ z0I9~Q|4W_t`!LkW;O|J}iHEuap9jc4f|x({|T}5zb0P!%vs_jpQU)C z(U4CK^28$_52R|9&jGT|CjHO1XV{Jm7WqWy@6A&GyXgE)Tlxq1`~F7Ii=3XxQNINaTr!zw<~Ptojc-XX0o68e^eFnFQNeAkbiL##~;gFcEU7G*9lUmV5b;NMEdh!C zs=BOP-E~$?&Kq^ubbx%sAI%c4HK(Uj9K>4)GZGOPZIyzmiX8mUu|kQNRh(X_r?*2o zf)^@s+9_=j1d*A{>3Nin!wRyn`Ck>x?vAjD%tEBS9w^;<1%;LZj!k;03 zHM_??e~djIO5SFw+99|ppDKrkDN6)5iBi7~0S_tQ0$cZ}Gch=`7`+qmO`_#H;LfY` zZwt;0kRt#wH5-`%BetsgXz)|LMl`RZX|6}mS^+ARN-7RoX>p{kX(G4FwutDK_sDff zjHxgMI<=)hC$7$jbpmgbC2vzQ8#)n(Ud1Y`(!a?Z`z73T)hX2E%10%88Z`FU+;q3H z+Y;;%u};;ARBGE`uxI8}VhM3BRkBA&U2FLmZh5D{p%2V5l0=ZpSJC)vvTDf+gnbE3v4uZ9 zE322`Pt{3OYU3c%lv3tHx`hu~v+uK$u*u-VM`k`q3Vc-8If4QQKKM(`OaL7owfb9U ze`UI)vY?bhp_l_{nLU^T9hsC}!I_h!(tfNfZH5>#?6Q2}5y=U-ECnaJS_8qhu}>6| z?18F_?q@Ik{_Q11HngH7EDtvRDL68UDt+S+E&Q%l&>#GyjxNFrCdC!WW}4 z%MTr?^}Jb?1-pYx2}e0`aV-k!K?<>=9J_)Kv2IWtRdri%LCf(UIQ-1*R~9sxD@!(I z?T4)3rxp=aeH7A69!rkbLQ^}<<&QL#-wl@~mlyF~)rPaQfTE_f^4rYi%^_L$!FR~z zH)E)2Ze`_45~W*ZW=EM z;rq~WKA(e7fQa{MC6gYr)NiDJF-;Ub-V$$Rq_33ecetcKCDU;z6%-UYq2h10btqpkFdzf^l%$B*UOX$DQ zE;2=xorEg#!+l8E{M(FZvLoncNyZo^!@2L_HeAvahqiGl`;Iw#_;U&_z@O$nSpbw5 z8Glxn-4?-Tb=mDSHzr4(rElJ+q3m?=Lx%Y1Dn7c?M_qOg{OgH-XW`%3_}2^n z&cVNP@$WqR%Qbv;|Bdtre5}W}6*ljsn6y#)2{R(S^p0G_w-FBm{Y>#~cjrQ5jQF-m z{HQyVuja=LP1T0sQHHx+j<1Zib$_*U{hhc5J$^2kANBgZ{HWLeV~$?`FZe3!cg63E z1%7|0uMNNddw~mn|FOt|-}5_1$M3bA?vCHHINb@q&pRa_j2=2KqL~sAM*MCBz{k3-o?Q0tpt7i?uLMB@!NuSVqpBfvCseEcktqW6~7lwq4DB~-*aS=8-71Yrn}+yRx;fUzke}VH0_4p zSITrZ{Qi_ocf;>9WcnY)@B5#Og5UGw!SBU~6YysIe){?NYQgWv(JuymPvpmP4OIP( zF#;W7{676C%E|b>3u=st-=DcPI({!;lFazM^RqVmehsQ{!0&_UXGz8rJ|ZJt{N5HN z5&P+k-)sKM@cVxYJvRJ4_opcMooKe;_qWf3#u)g0F+b|~`bmD&@%00El=%G-e09L@ z5%rJZ8g%@g&yRZj+5D*2e-<8P{paDUf!~K?>%FpY_VlLtSa1dNv^{w2x?>xDIlsPA zGvFffkSwRo{rz(!fFEYtfWQ9+teBI7t7r=zvH7K4XtwM}o46dC-%cs4Lgalrip}4} zX;r-cO#pF^zHX+$|MwVgYWlq z{kHA*spshMz0kD%ju$_)mhVK59Jb%--4CBwkMs8SmovC|Cma$9-v@l;4Bw9;67l*+ z0k+?j!HIZFX6D)ew%=PtY`-goa9t$R(a0&8SPY|X!57wNF>EZUMs zS}>;lZD5!1IE2(8G`(gi^URJIgdIS!_$E%h6!jQI8 znfxd$t2n7x$Ln%?PwW>%iH{DyX4#LGV4l;%#TdVqABNB#UZH9GeIqQm%pvy0>-Y`l zS(Symf^&KMeT&$+rVV(Jqb+in-p8TZwEcHk8|}c0yoI#?jvN?Q+>WvTzL<7#Y5yF% z^MyNubJ=$(+oBzKQ9c2=ocG^HX#4NfzPA4^+b0As%HK=-@6`Tg(Y~?&{xj`@qy0#J zK4sY-k4ztDNjLVl+ifPbO9(%2*`GGjfBZzGBXq*VKO=pUOlQx6!~57d*9m-ng-iP< z$#k5fj?Td8e8U_^_Qo(K+WvXHBmNGF*S6{X z?KG|{JDomw7d?Z%$ya{({i{$mZ<)i1*A8!lW8)lucu0xdGw+Rk^FH`@KK}K^zhTB6 z`hOceHvE0O>Vm(AVgHth*La_EB@ZayorIomwhdH^T+V_ z;#1u5x1b|_{GB04a$t-D{yyc6mf-JNW=Wj*d(KyqHTnkoLE-O*aL$Gs{ucDakG~HW zBssAr5`QPY-V*#>%C^Q8e@{YkH2l3|REzL;6^_37Km7gw75x3cI)Sg<@b_ey?uNgI z$#ggTy>e7^{QZBg)e<#O-zo-7FNQ(7%mP8kH*h@O(d>g^Zo=P)fbNWwOONjAd<2`uuj)JN<_nDb*oKioW3IMW#Tf;?U_=O5&>jfzI4B2T78{EhRo<;#|xAgX-I!XmQ zlJ2Fe-Kel=We3*P+)6Qusgt!9yi^Re^HG9&=C`!WBPp|=GOt8N>Tvj3Esc7|J4?Y8 z)J*s!v?moOLVxH+O`$&l=+6k~(?p0}>d$9}{+ti#^lXOy05I{QKF~L5*-Ge&4>$U; z{;0F}H=i~-Bdzt+jMU2hMRZ$w7VFSdLsqLF#2X{n&m#Q+Wu!wt3o>Z2UQeVJoKM(X%Jt*Dx!JW|AgrfkG* zbG97LmsCE>Xp49pnI&)&?z5q{rI`)kJ+v)Cck{eW%7AR`UR+4|>3$C00VEEBhBR+q5C~5ZFbGC|i?2N7B+U@M+Xa(lRev{4Hr&Hr)zz zAPk?iRlvjX-ov|e{h62U21hFy+9}DnQ=2yE)%|xvb#igLX6h&$oXq#<_UAiV>E4W9 z{5DJfjNaoZ91e2)=1MH&`{Vv`5Wx43qlN|3nf|eSC_XNfrc;=6aJoIUh%)KC%f0GE z9&stS?_RsjyI}@hATW}SmxBF@ymLIC1}XSObwF{OiQ47&SYP0Y-M?ew>fcz|ztE`2 z{?(Vp(Z4UrTBGx({&`~bZ_=@m{oD3;YyaHtGwwid{z4vQqd~9jKKN9km+n1rx)1)> z5;SVQ5B}SZOa;AFqE7p0uYT8h4y5XSSMU;1$|9R|(C$WW8%ggeg^~15xH}5HgYER5 zkCrtJdK^7HzAm(^Jm-gkLKg+I))c4IL&iYO*(pcp2{L}Fu)~fHxvUhIdx%8OG z{xy}gw10!{il=`)Wd9x+6WPDLQ{(90(UJY@0l7!BSMxeV_Ak-aKezGmwY;Bv_}Iwt zF_7rx@k|mZtMzF@pdowOooLiNo{tq&@OXZ4qcNT*L#pn&x03?$ZMHTa_REdlPbIy- zIM7>tR}^~hy2D2A4QN>#&+E}scN()CXj}v)Y`-S1@v5`J!|dP$7tUz zU2C7x)lRbgW$R7-rZz=sxkpQg#dN^dRt8O`4IaG-Y%tXw?wo-65H=0NY} z+v4EwPh@7T^d@Wcy70FY$BNkPK@%)UJoKI_>Ah}zB!B-Od*1>WRdMw{n*@vyvr$l^ zrMgPMfIPxO1>~_yvLV3)0s%z@lTETAkFd?{uBKV*Cfr2hI4;z?~;r70n(ess7+4%fs#Q61TL+G(vRq z-K7l>N;}_;hLqAC-wI7cpFdcH_Bb$Ch3S7$`18+fRsSDEkoP`U40-)doxInl2IYMV zEsZX35lZUE%XZ9FVe&?>A1TuRsR|!2M;aoJ?^dn-7($a*==jc3rF}Ze_-?~zL-g{d z#3?UR<(*RXE8xO`vVs+Dhk4Ec8AtU~CIB2S1e-@`(_Gir76t*a&d;Rnl_ z5BL|W`cqXG_Un;CflEUKd;smE<4}*c${ zalHMzW`kCN&!K(M`geAifbFnWk^8rme-}#mS-nnw->it*zsdNSwFvibi2lZN@gn!{ ze+mMjye9q`}c<-^8E?Ti`Kux!{qx3tWgyC)(QEx>g9W@ z>UjHi&5yMTOyvSbw$DFG&?~T)W&^qYgWE6G`a@one7XKW`O3Mdg0KHP5%8k0-h-U( z0m$LgzMB5bpj-b~ABDe^FIv8=pYoO8f-7JD(AG~m-OaK-_4g~?GA;S zSI$-I-?m-Te#+?{AnU{W52Zh2y7tqrO2*QEw0v1V;$2HpW^t;2>m9NFL#Zy6)#kQwi0^u6oJ0k1J6r&1ADHKlSes4 zmmue6+H~UGHT3FhP*G*;p4>G^6CdR|&cywfJ)BZvf6W=VpHkm%?&0*5DS2obgDCa4 z-%{^eP!IMMx$nk^1_(k&MH^?(T_(mfvE2JD-0TW_P_I5as!j}(~4d2j4rxeKDQh1o&E{hXA z%C4no8~rX(vT`MNBvLp*vi#}rhw0=C7(qYgMrOMalnKOo z@fQCw;*K9nq|+-nGpK%_9G`>Y)pEA?DH*7Q*O#PpW9C)AL;evLx1DcNRHvEXkC7Yk zH9l8@aWKe~M`*T2bNGs!K77Ttm>u$v%A4@#kM*yH<7;9}ur8>v71|Kd-`fLwfVRb))_3swN!p z9mLE1A{;~V4|~<`dNs+n^kwFAy`1EI+A#H5_lG2mZ>K*u#dleSXB~D-tf=y3r}%S| z@gmQko8-$*^5@q3vg?gahfs%c>*X%b4Q^&^+JRKdnv5|mxenYBEh}gg_>L;KKpbj* zw{Loe@+yYVM%QJ=;w_Y)0 z{pGIRxyU~TO6U`<-A8--PI}w~dby9sMGYeaHj#8vqn_^BqwX&{x}J>1&p3^7D_IM5 z?~iMJC=Ji-raeH)Edg^&{seB5!K$&QZv$usBciImwm9^8`V4;8DtT*g*DijqWifxA z#<;01#qC?zp}c9OpXO6$3lBl5O7<(=Oz!Oa0P#ihTkCK ziE%WYGz&a(udzkH`y%#Bh#OMFiiLdUwMRoaLQ7hf8h9>#&o!UaQC8s ze=t?J5HKnJ!hnB3KepG8e{d?Xj@Lg(LM5tyun%VqRsY~QE^ZwD!OuWL{y__c@KJ*P z!LMQP0^0fx`~%wU;#d6xipTU1?)WgWf3Whf)<38sYxXVt1I&6+{ezD%q>bCw!9Q53 z`UjQ18(i=YxSJpygi6Rm(;{~eR>NBm4#F&oaR=cuy@Rl;8#0GE2;<^+5ZkF}gDE(JSNayXc3WT)j%Nm6A2NeKer5C- zs+M{sWCq`SO~~+<^LO)mNANVWCy|RLW^giE!de~A3?A9P$q@P(-K^8ktyc*B3`F(c zoqn)LqnW{fg+7QjgU`cp+feaY9v z@2_n2?e+E;zW89rhlwpoKQ(lW+JQl`H77O6_rm%__d7mi6n{|L>Bj2qJcx@d5az0Nnq*iGB)osZcR!6o1UI+z8-Zw$G3M!cOuU} ziSly>CZWKGJwKOIEXj-WClGlNZ7Rxv{_-F)KX^jRGA@@Nr!+L*-@uswG;J7I;&pT~ zefk1n3QYlcSjCffl5!3nh>Wj9b1*+VOD`p4jPd%&_%|z9T31x?k@3HL*bh)6p-S zpwruRlByG5r|(&GigC-{MBl4is68Z}yR*9tbClE;o)07T@1&6aP0;o4ww!r*#aii0 zbiYj<{K64>7LV1%2fXj}dY>Lj>rK>u=-&i1&CrP++?JF}jFg^7(8X##`WN}szuR(h z@e%bzcXyzJ`|aOV(fT(bTIa3C6lL7Dh-!-3!H?jiT@j^tG!-j{4W7_|E`>vPfi6p5S&)=4c@hV}TE{w&|orhUd+@5KG-{n#+!bKgNoCBz{&8hmYjkH-6Yj87iZcFKzvF3re# z;n>t;>n61<>+>92yXwN0VY5d4O?1my^h5yVqg#wy#~3-aFFL> z4J=!7e#qQg)Go2o{cqgn0{=$v&%)554oO9aSis!4wFiu!F&MW^21l3R*uyz?8^8_E zi%I8(_Xm#cZ5REqDN=u2arsm9(@nTT==@j`sRR$=6e`tSU-mtgfS7N$Z|A4Kb5F*u zoGcj86!h5`gvkgq5hfwb@L|m{3r51bi@q2_lip5oz7P1ezvFCKy}^g`f;I1B2BxEF zbg%6pq7}%bnn?;-^T$NcPh~q{wdfX8X?#1C$3W%70_!hP2Z_OjfPZ|&pkZJN*B>RY?Pcp-wz) z=QZMa>P)`@3!|z$SVKJm4#Uwo^z#GI;)p^awf(TT83W&cqL0?O)4;=TfZmh*?i6%` z-<$7{l32LV~F|ZHu~45fgO~O zcMm>#>7Zxl8cqxg!7~!8DzL)ipl9tyR7uBQsqkV|qfh&tLw$=kV)3T=EsR_L;*IzK z*M-Z{JlA6xep#Eb=~{?m+=gF2UO09*0%PX%k6oXc*dq%NC$cmUxtVnR@7TzBJPYRVj4uG zjK%!55hD>>X_=_-J-{U{2_`9p2m5{`mB@>@6h&1;%FeAZ3IrW6_; z)=hM<*j0t!jG3_>*sa!0{?4dLE+x_c>gAO>K7!S8uz3kEoE9Ax0e zHz||pJ;M52ErV^upm3AgLrUG>>G5$B-Fo7Du)Auvb(4vIr%tuEn$niA(pOXIo?E@o zq+^W=Kdgp(&2PQ0xkK~-z3#e-{;Z@wImW@V+Vt&MElT36lVIQ1S&U|PCqad>z!!gs zP#{ATK#TEy_|LSu)`jvsdFB^iqaAG;1LL0eWuMZDQauNe;r)>AJoiW?6&TXzGP;wN z9QIx|)bM$BngM+9RYc~xSeXGkp(yPUOSy-k9NBN>5~?1S&$_w$Cs@l+P68G3xRpQl zNXVLI|Ms%&HEu7T-X!ehrE?vBpRcO^*(wKrt z<3^IK+S(M%BjHw!8bUVBHC%T$fiY7a?A90vZbQ5I=MwWZ<}wQ7*yi#|!I;dY>&{SR z=3$S*CYZpcM<9W3NB8Swk&awwO{4X8=+xM>2C|7IceK&n2D5tWAIKzagZ`}>dd3*H zE!*VnfV;8e8@w6!9jxRt%ZFeWFrUVz3rKUk1N{YQ(u6((`?PigS5%07>e(LE;M}GN zgF~-_<^5`Hg}D4igjt|9(z8(+PV#Rv<23tvmh9%uldv;Gg>{$m&h1#>3z>vl;7qi61!`}I@XLGdntOk}!NsnAAXwQ~Y^}?R@ zl075)ChggUhzB3iKZ;?QJQ@SSmJ*DA&A! zDzH@~Cu1oX@PoZ1=}Gu{DwP7GbY(QH-4cgI#DUy~oP}3DKl&PH!7ek7n-VOtPrVS~~=nM!>vVfDgUw|aT zNP=fnvAw&hu+jl4+)Nn4kdZtI?vJ`{A?<>rC9}PI6NtxkZ}7Xn=MR!TLl)rlu8y9Y zDqExE-Q7JN)$mOGdgg)@VOn!CGE}t;RffFF)e@+bYCIQaUNaUb8mYf3-VyzE(Qm^0 zYpGf7FKCe(y-FFjS0KU zpC70TwsrVVrLijA4s7HP>iSSJ=DIUv*NnCZ33=DFqNbt#qU1}9QW{*OF5|WY@6!ps z1ny-hd1OA|PtcLgL6YmI%UdKsje1(sVo+bzt?5Jzs4)3Uy zR@qUsR>OCHVe1%%_R@iCnqPNa?zsUTXNK{~>YK_bI-oT$KJOt!CczCEs+m2b!d$@3p=I=rQAy9X$^#vmOkw6*N9jJ*|Y8=!49M z{RN5iE^9P5wL~pmPNR3kp0xS+)iN+6G19N@UhwWWeafLw^8@=c3@S09c91jW&9}MW z*ng&)9bNv{U7TYuAH+%B_rCkJ9LGHU!8_l`bieu%&*>R>j-c_RyzwO&F}!-;sjfG_ zrkn*k7@xk3y2eG(*M$-ECB?wT1QNrF(+8xqoyuR}x{>153(L0|Ng9)kWxkMf@ngN8 z;3p~%r7New4&pO9xGnr?6FM%Po9w?TsbP$Ns2`iaM&NGYYuE^rJ#+Xm+@v>hv7;WF zeD+lz?SoJ8vkoqRtXK_;A3LJ*e-H*GF8&=l{?)PhvwsQs7skt<<%P=|4-xP@3|~g{`}bdH>mt4#>>A=$G>}dO!*HbIs6e-$17`|UCHldkgrX}tUo>-gu#=08m3KQUhZtRVFM>c$u5 zW7s#7%KyMyaq7pUne_~*ywKV9WN zF<$=rb^N<+G37U_{13byr+$(OL+>wNZ2mbae`mb>({%ht#pa)<@;@zJ{=;9uNNz z*AV>YY5DKC2mHrG;QtlzpA--OE}i@zU89lTM*R1qM!kN>165wcd7FOqAL4pK{#&*D z4aDCOfj@bmN<%#SLtIbrAE)Ji=iT6+5`jN?pvsVV_=mWj;Qt&>6b1U%Lj1R&M!kN> z163Y+H4goRxSrr&tL6Xpe}I2M1pefKD#h{e4{<%gKUK^BCgOhx7`^=DfhwQA5{LXD zt|$0EfKy2U{hUYqH$>o19;kAAJp4mkPw=0o<-g-D@E;R_KY5_aq165u;5Qly|I{9za@;4BFM+E-lfhrC0 z@Nd)cAE)Ji=N;gm5`jN?pvsVV_;={|KX-*jKNjM@1vTpRLmsH|&=RD%SAp(E$ zK$Y9$;UD69g8w`%{~epbe@q1aE)I1v<>zih;RKWfzK2k*CO$ute` z>6D_1V|_T~X-)C%P;wBTy3>6z;inLOx4^F{<7I$#QcP}LLR}AD@(t>8C$$@T654U9 zF74`TmhEg6>#<9*u??r4uyk$09uwuak7H*N?Resgu*u5u*Rg88YpAam%dlAI&O2=Q z1WW5;zl}0?Ctp&>?pMA{s}&yci2P^i_@5Mu|A$W>H~+ss7ApU}e~Tgik7M!|-^QOz z>$3D#aXsG6;Y9|$pQCML{JmU0=dQk&3ok#6zxdFUKPz_mF#g@Ik@PBmRGQ>Z^UpnO z*x`E?i|ffJ&rQ)RKhygZ`r>&q%HVx$L7H}Lnz|-HkGV40u;YsZ=PigypR8pL`eM-0 zhPq_$m)M%<{c;fBapxL5VW0QQG~>n{JKj!2)mI%h?DQ9>c;9*CW!Q^StBvdESAv0jK9B9N`_f z9meA%xy#1&f%+OsJ-yrWsxsi0>Z(1xzW{5zh{S6#(J3bE%1!p+4)Gi$MawrGLcWOO z_qW?Z$JeSiV~nr4_!1jr@tV*6h7T{0 zA><7iczw1w1>5$U6sVH!dSL%y@v9B;My3>`Q1;Ux4d-`Xw4IdryK9?`$^2|OTM z@55Fin4DUAi*HTwpJ9BGVWjvA&fqWo9|ueP>M{PZp7Z(p*R|~^W_&Vf3cUnBlNUXc z7rl*YKNbA_v#~eeQQEkJy#dSG{qFnF+)7{4HP}LW>9Q@pW$o_A=!_k`QnB90m5wh~ zaJl$ypQ(7yN*QRztq{>K+L<^4?X)Jh1h%|H+Mg$m^eel$hI^h-#Zb=t1zsA_rYU?J z0ODga*cQL_QMB4b`vubQ$JlfSS0~ zkkNW~_ZQgspk#%y{3a8dPpyygjZpt;r6H}eHUL5|2Gmm9|vUu50`vdzx zJ2tFGf@UF!ZvZ~{)9tERAfo|66q||e7;X;UdJyKo+TLRQ0>aQ}p{>dk&`l_Z+o}J= zu0HG!!@fd;zYsfQX{W$Y?V(*`686a~Zb$p@j`Ca@#x#0(6(9s3zR~8f2HI4BdpiwM zXz(w5hPT|-hspLqx=H8p`+46^`t}?)&sw+p2MH08>+McaocLwsB5|uo35_G=Yj$Cb z@i&4#(u6+Bp3v!I!MR)?Wa__aKG1kkuh;yQ0ag1F!bBYzBI53=Oq{T0_EPj~V|913_ za>F^;YaX*-r}n7*nudPGPtzQx9Wx<4a|yPm8K1OL$6{PiC-RPk)A&ax*{C#hr=U<$ z4r@EHma7z+p+;lqpc79H>BK*N9MQ=yyE-6343}jpv_~YgJK>e!%1qeLSC55~hk-!?mj5N{OJ4y+R)oJ9PTE zX;|Fj`Ta7jsE=|*_A{O*L0q&t`gopwO;~&C&X3j}-FSXlH0gpJ;p6!aKj?2fS7UQG zw^LEa^Q!u4KDobBtTD zBg=ptS^kX~O{i~uLeGPm{he}O9a#~vukKZqzkh?uQ0!BMjC}K*cke(FWXL1jY3nYB zs|4Zbm>V6=Nk^Q1!7PP5wQ~A10}dMS>K^l2<@Y~Am#QK^ENjqsXP_sy(ltxzyanzV zl1MS-T_OV?DTWU+{0Zhvc{W1E&ne?4AXlbqYTKUS0jH3ipzgCJKjlX#*#hs28qwVX z|BZ6UQB?B4NDcvr@cr|fOaJ_q`v5v8*7KVczO%HKG0sPA!1<^q+8t@#JADuC9Q5&J zXNvP$=mlA@8>5x$a7>8GTU(WjA0x9P_6_qLuO~I)P?~i!ZFtSa zhSyTmLYpZ0KJtzDkx7ycgWZSIEAEX`-J6Upw6)T>ZEahn7rWn^JV^NqTaDXZ#X%+< z@mC*k!4I{IM=!Jk+br!~YYI*Xy4&DSc&(f8>t6NW;LMfSVrlgLk@MLcvdhxgoC&0!M;FBl4kMs~&U$HYV2?x(0{Dt&9)_=h+Ag`36J zUD?d;d}M3vkH{xBLJcHuw>XExDJf?F>g?;}Hzi5_x_9j+?5&6B5EH$QrGPy-XL7;M z!pUEJR4t+VO4K5Dp7TD!(VNY9OoU-NgKQFijx3~D2|Ys&qL0qKrO}W4eOEY^NmC_!vNrSD1^bnpY8DY8q!W5wVlgtw*Qhpk_7WX+) z!*5do_a=M{@l3uMeM9#ZWTn(|HUGgmCAX}-n|Be82l`oeF$ze_CBi84l|$WwZWek^V3a-=qQt~c^8!1(tJ1m z`tI3Jif*Rk&HOlT^9G*oz~4vzhDob=FJdX3V&1wvEp*;$`2d+Pse795Lxe7+>n?G} zJV9B^okPYfjV}(7ft`DJFb+tC5Ipq|AJ=|fF|w39P7N{7xIf^ua6%a)DEXlYUKm#Q0&@0heS zQ%apVd0Y4*;N-st3O3VtR6fNNEBFhKG$*kU2e6ylkVmuV9L!TMfs)Un99!vqf-*5f zRYCE4nl~dsrgKm8CN;*_Gh2weaof*0Bl!_Gno?;lET( zeZ9t}Oq6I@XYf5iXyZ0sEi~@sRbs~7ZlxxQsfCWa7#hX&i-YD|Qls|@a8T`3F+b^G zY#IWT{}C=#u5c1;ybzoO(dZ{gms6jhW*M6XATQA1<_pm5Cjpo?1qa?_dZriJhVBEM z2STR&d=c+Fv{5pl)!j7zY)phF@%}e9m61R#R2@!(HSfg%F+Q}q+r+`KmhBgSlSaEi zjd!nsDC+qJApk~Ik_V;31UUtQKnl@EB-(_I?%$)z!21Hfw%N^Rf-zrQRh5GCH_fCL zA6Gp;%T*cOH-n7kgFx|&8Kr$FK2I(F z?r&vrI^0rBENGM{F9NUD-dzPA!7<}+;p4Bf`$C}Q`-<>vNlc|GTfMwP`B!z4aIUd? zHohnpCewITruk81nx&EHGcXX94um=bGQA2k`7_O1P_6fg`|x*wI$v+5MT zFfSR+FD2wLxHbIVRVv}12m9B{2fo35gP)H~Qts*Q;N7Y{_{+KR)$)ABay_P~rBqOo z2{~!tDjBE2-0{+onkg4WDfTrCmU3jZhKKSim#A8IM$bK3!~K0K^BX>v@rqM5$J`2b zfBdD?7kQ@2X5tNp^*7vN|As8IYE!%KMafogcXIa# z-dYoye{rA%B7fyQq4_`8rFTCcn*Y8o{mL7m`Io;Ln%<2WPxOGOFBb+^oBrKDL({u; z>5+K95>j55eg!|Qt2wOlg^kwNLFUP|pk#c6T!ONxKJ7#Ne5cDbo}|`cavt2-16Hnj%QA zmuZS1y+o!df^?NkQv~TLGEEVr?~`eYAiYVZDS~vPOj88uJej75;ZxoFYifT|M%ym5 z_0AbEYDpRG6#p6GyxpD|X_B5I;Fm7b6hXROrYVAShfGrhX^%`(1nDA~rU=rdGEEVr zvt*hgNVmx}MUZZlX^J3SFVhr3+APx)32QIjUoC0DZ>gix1Lu8Pd*EVXn@85bFZ=F% z51TKMY2rf^mfZi=m$W5ifHM0+>>oj?>rdjp5ruCsSK=REuTEE*r*qw94T0{iM0}rA zGa2(6PdBsA&oDE0x|!|GFtfCm<}foL?d3Tv3sCe5Miee8D?$VLfJhrM7&EX0mdKLW z05*`F#FE*`Y!DmFQrIahl^IzYJC*gZQ$S!KcY$A&PNKAm3Cr&z{@@<*FLK!FhJh@R zDhAuNoTnLw@4hoUubJvO%aAPUNetG+n5gUfJm}>3^b*kP|L*=95YUTuZ2oT_FF!P- z;9lWvPf8q+$nQ)|`}+)-TtjU|PFsFH7{K z-0-rZPe@mZC@FfCaHqpQ0+(P&1U_KjsY>FjxAAyT#Q-oQ2K9dy#ti0xgv3Mx#tdSi zGBYuz$j&4N#*}DKY2O3T?BpXgP3^EKRZ3lgtsfICua*24T)s#yy zoMK2d7!7HLQw^sXh8Tt#PXF#`W&gv8*7kp3TN?C}3Y8&8FM6C!{{KK$?006EH;r{FDL zN*>Eh%?lG{>FIgwCctJuq-zWC4+FLXb_1RRyaIR&@IK%pz~_K(00Ykud8r8Hbq3;R z1I_^q2V4NS5HKDv32+JEQot-gHh}Wx0OZBr5t$il!#g8-jk*GeDunU@09kD3Q+<6M zvtr}g67vHzAo>3KUIYIpG~lQ%TV8(c*a?%yRX7~1WbVq6h4$su4KBMg+hJ>Hus1*p zV`mDOZLf8?SD5ni^G#z-*>$z9x+>E`JBn4C3dhc44v?AZZBCS87M8=TY`(yiS5-SI zSh3xOvQ?&>YA2^zVXGC{BFUBnN@P=cl(SbI;BCdrrq?smvM8h;wNlATO zgDG=WRdsolsk*^5;(GTe(@c}As=8t9%!cag?U|!=xr~)TE9E5(E@yS^@@dm-F5*(F zD`lEFBPNqj9_4lQt95M4>uN~fI&4XCNx9Q*bLsJRr>#McD=92-+Up&*a(ju*-Kb+! zUE5%Hx^zgjxDJbCjyG@n0YKOf7W#P~T=0p?Xv|A||kOa`?Y12st#^xfw z9l*>06CeVi2WT_E1c;E$vRTpm;`}9CfRuz3DwB|mn)%Y6!OZEtOWi}cHV0|1xTLnu zS%Z;xy}hIyH_`Gs=W0_RLb|N1b7NHF@~nXzfO$Nj*|CYC2l|$+RPZ-l&CtPI?McKc01r=z!e%ew8_l20iFXK0~}VN=1w!a190+P zW;P8_hWKcN-`h2v_4xn5u4!!_AE{AoX5j8&pPe>`wEz-^%wg{$TmYy8{1z}2I6WL) zIETGeJcm^RIso?r{D8{g;_tK(#kfa%H{`H)TXI;|Z8_{yz%ZmGw72H4qMroQgzwd* z3D^459F~214(kF)T8`f+_?mteir1F${33@nY|3GszszA}zsg~TUkA$)UR##py~ywN zhvO-)eRC+j6gX-Zdp?KNzmUVy09~DkBVGC?>ij$605hNy>F?4;fBgjfxF^l*R)8JQ z2p9u61pF+73jw2{|Ej@xtN>sJWB@SGSnnW&xaeDb831|Fx6A1JU%l8IN#9w`L7cwV zbp&zxZYjTzrf05@G0QzPkeRq()eMc94`g1Hoi4Y{VXCpas_H5*+c+=*4`LN|2Ylv=XxY#$-1M62TFg=f13A`#v}<*}9iCRCYq`DF?yN3n4Xg1?P!nEa z^t=fZOXd{JpKU29DVbL?Vd6xULU=HNDbyNH$}wT|6GTms$n(nbmFjph2M_7umziSKVJt)@!Fax>(@zM)-j?H$~t+3ac>Ya5p z)o{XdxszwIIpC*PtTs9Acuugdgws_d3IuW*;F2{|;z@|jt24pLt}CxbZ&#QaT;$&` zu3b@Ex2o18+{}p02-mOH!3^yl(rFjgf=IvGD+TL9=H1X2APdj|h`0ST+$!C*<>XnS zHauf8MoyHyw$8o0%G6K~&j%irlc2^1d}F<>wt?Kx%p&-<4R#aU`kHEZUG!8?=3WkE z)z>*)CX}smx$38lAHTf3d>owcadpn+<58etT$QWFF>2Z%6E5boFSj?U-gM|(5$l;F zIDg(hXb!UgwgP?u7yuX!C5{afie=-053u2 zQ>f3Mkp*!u)KCF3KG( zFgI2UoM`JR{Ixmit8A>IdO4o3>&besMv<^NYTY$#xzkpUd5&MSt3TwQ$sqrQ;v=U@ znK>cWza?0g(*FxBznBI8S#bx%^H0m+au)oT%i{Yd>CvYDOg)mIJTNO)@9 zT$Cm0Ma;o*7T}fx8h9PW$gM}r4n3CPFD-b^XXU`u1=8~nUl~#Yb27?kX@soQ29i-o zK)i%hQW7Z#;YkW=E7dRSWK7h>@QQgDGUS)II@G$2zRbzD))x@f^x|T1So61&$ zvcZ0xn^vQPgi-6`&k%5~Z54Q9f!7l7%Bdz@`NoFjc9;6V5nec4E-Xf4k!mGgBb2!6 zu#k>M)Y=?S4B@z&ALH2t?E1ZI%tph_b|G_?;cppR#a010d)yOCMdT_;RRz?M3x#uQzq+E?t_+238Q% zRR?q`USTv;ue3W>V}EdXzO9l5qN@t87-*o_YB9F(G)jZ4uF`Y?yI@c_&8ljwYq;^u zR%^mI25&s(sc%^ZF_URkmCcnoY8sx_G;0zzr_;8&q}IMly>Y_x#0>@fx4G)mEv!@r zgww+LNE1*w8ILz4J|p{qXncv5>LL0H0F@&gg_0-XrL0mW%GU$sNt}%9=?E`z6iR-w zJkeh;%)-nXSb#X;2uvzy^N%;K=O2syBGgA9%fw47WtDXChD0ap$U&D(Lf%Cmo4@y!7$XN?GIOE6YXVFL5%Y zvJ~flT?AL#%BrWaY17yZaHef;2aJky`Ea%tn7I}*8SLt1Y^BRqhNog$R$`YgS|lQY zmnF2gq%ASFx^^t%OQ5xtb)sw_#UHFWp8%>7b1*SRcaD_{x2`I8?Fy5t&cwno<#j7< z&T3n&3#JwBYAtN1EPSnPrOm|mSqPTP;h$o;mx>4EUsO;G3(FV4#44I7O6XO148}7v zmd3O>PJ5-Dzk)WwiN#VGd|%UWCa9{aD=M%IiMN}!27z%ovD`*R8A>U4)YYn5qsB$a zDuGjNVkMUHay*HbcIYhI=2(E36{Uh9i(+rCL1?y9HZ?P>;~+2s2R@0D|m7v#GZjV zXM<^leKi(FsSniL3VWo?8yvQpvI<)!c8ahY+_lufph7j!(bYl&Y-T2#I@!W9CJA^H z;qr;Fxqv}{FD6*nLBL~xUjb}@*?{4IB)~tiENnL*{bCC{dXa_w4e%GhWY1$;0HI2C?>zJ(E#BRv~%CSYu)h0VCY!X5?e9cf_;0b5XKCc-1gyMF}oGAwKy z;IrWtwjdjJ7%(1i4xkKx0goQ2#`rL;taD%`8~&u|Gd6N06Yg!JiB;Fwmg6M`hAHmr z(acm*vJ$T@>YSN0ueZ&$u#|rTw1a2XWfs;>powP{Ku>_Kd|Xu(q{=1o97pckN* zrGB2knZN@BwF2u^E@pGP>L7c)4RmopQ>leT0}tpa?*Kw`nTRulX=+?gR}VbZ*^aPF zEt6IbT7ap-!frP@!WwrbykD;hb#cOWk7Ux>H^55{M#wXk)7Re-zKSXeW{dcf}i z$?Gi40QeH|PXTmuz=d{H!=tugdBjzL=l?q`%%TFtwb0v!F$mD&{wK#t*4DdVBN2WZ zu&F#AQbY51!1H+IDMde2|3|P5d20LugzwyKVLJf*@oPhw)oQtg2q(lrqvd%>Q@_MN z5&%ye3*7-QlrC|Uv+qT1EK z(KA(ipeBJe%@k~~cNA+6HCmo3Dkf8q3jspt>r`g2!J6i%*!cKK7MvcN>x6V6{3JF$ zhO#tGYMP7I(EJzVu|!QMvu%hR8I_0c8U@3XM(5#+M_6+LoQn9Vns7MMDM&W}vJfAP za5})4DL zY`LAy#9tSi$sEOO`t%tLZU_EKzx4d`O$@s?r%z`N7n{y%^4ZuKtfqjC#@}i-men{| zO${46mepcq)4mFi6IdQTZw9Mf&hW14JXX7k(5!ADTLY$bY|R>m8)yxyFJKqWz zA*%=d%+ajAo?VDU18tz5#hln9G=n*d*-VJ%EN4zT-hJ7f^>``}&2-jaMcCPZeAa*s z7kI-j6+k;?Ns|rNGi-3>YcI^TN<>WPfNyc-jKO&dKmvFW%tgEqKrfakJsTc}Pf-3w#D4*x`+&;ajrhF)$|JZR@hyOp)bzuMZv#kv^GD>d$C0M8 zgxikzQ=0S+#CHK?`8|j~tI6Mw`16|l1Bkz@Ntd9#TTOzV>NtqJ*8#G=D&!wf^Qn$E zk=F$v`#|aU5dQ!m>o0)q_z-Ej*NMmHh#%GDe}#A-K=LRF;EW~GP(pJRt07Oe=<|1CG$uB~@Sd+gP@g)GMzom$m0Hpk7h|BWCb0PZQuI5vj z73hyDq$!VhT#I;(Cchr>27u(h3i0a!w5OTq{fOTRkn*-7emj8j2!4+EF9FnllrBSk z_aH6D=N}Q*rrVKz2tfL#>oLT)0|p{ab?7hJmX8NqnvGdmU7dsfvBN?O3|$dGW~=2{DWqyrfeFE4Q9f5?z;syhJ@R#;$%p;PT;8DWJtKzfg|~3NPW@; zoHnF#-6~Fog!>n8q-Plt?szWGb9nEJr_fazHB(6g1=vEpj~*jiVCdr;8Ya7A_a}ylvv+jcURP54T$zA@%2UQestB9*Evk` z-QS3caioh_G-X)%B=^UpmUTDSODfAtu-M1cpy67_wIw)sgIx!7;EKE^@I32d3(EzV z0aE}rHN6YrtAO_bX}uP{b%Hn8ZFMv9C$&Wm5Mn zMPeJknJ&RN#7#L8VIsmY2u;YHh>*s_6oh92KNBI{r#T3(Kzc4hnq!I((m1&sA<%3o zLJvZD&4Y8EUt7sC`CEFdx-znN-1d!PMGN!iEy^viE-At`uz8D0a`NZoFDho8LuRu{ zMgi?=yiJ3Xd8NRaRlEryQ{!)+7NnPDk2fqGDtJs*!!(2n__wR+CN(6!r=~@(?F&QD)19Qb^%CkK4_wcU5{7Y`oTJblu=_q{y)^ZcnZ?me9Iweg;bzxl<6=aV15 zdPH{JmWs@Qd#PI^Uuykl)(&{&kwuBDpA6+&5sfHWhoPWBT z#>ZIz`CTl@Ox+46HqSB5hBy?ct|-8=Pj;;frygo>I6|q7ZJKGy8pSL)$L`b|ZJlPy9MLdp z4By}csmEXi9`8Lzpcg`=6Du%6A%($~Gc_)nK6?ff;-Wuw^e3DCETlgHozyhiTrMZh zS*sgs)Ml$_zW=Gb${y$u#7XH?CK9Pj<;a8fxCoIP1?4g*Mnz#R*4kqbpiSdE`sb zWtx*GBKUh4^aNU5AX671ADgZz8hXezVR=C*r%*xCe3i))+6ZiL;_0-mJ!{eh=bY4unMWlA5P)$9m)) zLLSWl1T^r$H*sn*CU_mrTAt|ydCj?&Jj;h`=V2gQ~SCQC%VH3J(r1i z^1?jUrpAXMp04(7mL{H~i7(N_9f-?%Jc!Hs+Yp!Iq6=|3E={Wj*3; zgvUjF)~o5Wt_XN)hiQ@EF&Uw(vlMX}55&6-@ksYG)zyVO>N5f=Lm}NeG=7NIv^bBC zCyJLMPI;Us;#*WbJ&O3FYP=KiU20rGyc2PfkzFq6h9V>#5zdS_g&sAp1EER1PYxn( zR^z>hm#XpPEAp5_jhhkosPPWO+a!Jo?n{YBe80qB8SI}$h|6)~(8QY%r{8vNp_!wtn)vBIL{ZNr#7!Z&Js@5yZ`EJb5Yl zRE?)2F7=S9iJLWXk0#!siL+%vS~KF*7c`~{5GVPUAf!vHpCpVwsh_GC`6PcM@}+F+ z)i`H}KU_Z%=qF?Tko>!1H9`KRns^)Ha$I#Fp018bRwCm3{z060lp>TewrS#B znz*S{lp(rO#3`&t80(rhAq(GyYHY-|<&_gAT!dF@b=cfmfiE=RDYwGPLh~;{S^Df+ z32jKld$YEM9U>-zPzo0c? z5;ogZ*OjP;q4LX%T@xmV_kesGQGU7A8rGN?^sDsrtNNjzBI<8gU0WWv5Zd}9(f22W zhJNDYXkQQuYjto)#GntJM2(aF;?VlFUnh&oL0dn%5)bHsFQDm8%|>Q151lj#qgH(N z412lk_@2l@djod%^Y58OrqZ;(*mW_zU~Y8uJa|r#-$T1ZeVs-4Vyuu9R|D{T zj%u^$+Z23TKjD!s=XV{+AksD14!@d9p-J=CJo)7XWm$YM5*;rWz)y&TUlpZ1@PYEU zdFTb4$_N63cL;8kigVO0$Ic*eaE{7g3;%NY#W_~^eX}=&sJwZ5e7%Q|Kj(nBWRhDq^WI65ET~yp8>W9FA zFhXiB@J2rEMvP?^Gz7Y6IDMo$Qb(joYUsrtz=&o^L!gU>)1PSl>JG>J6Qx)8FrENC zPAfIomfOV#2GKrhllrze*x|Z%%OuK9R(EJto`?b?&>xoqH1sE=fFOO{x0F9Xf86p1 z?qBt8EwASH=42gyRS@sMX$yNvS>W#GeTMQOcrqu{my`L;jXj9sV}}BV1MmC{bAKHS z`in&Wir&Qu=;OLWBGDg@f`~piK7$R8gjen7MfijWH?mpeIr^ijh1_v1iIM8!}ie2Xhm{iMH$^+!_dcU6BqjJ+IiRKI$+{g<_0Q$KHi zr279&?GGIIS8olQ9 z9uxw;0`6S3f~a|7BoiIgBhL$hkbjSh@IfCY(2LS#;q^t#7p_Z`{D8|7JwHf4rKCht zgW4b|0OX63AMl+bp@OKe?n$UrN`Yb>W_5W$5B7gpOD$WqXykl|mOz^RT;&NKz z3e=`afk;aOA@c)it%6ZbPA?~G#9uM%q z7jb?KEgqH%p(g=DRvfTm5JnM-0DZJa7hVwg+_0VK9TGx+0v#BjKfw+Rp+A8R1U(QFO z#fmZjc5NOT11Lbe6tDr%23Q1~89HS;%EHie?0Z_gb(1m!{Ofzdkm}SQIJP}5_7WGr#QslRRM>{~zKWny`nJs44iM(i6 z73h1fL4HX%eJ^lDWoB%8Lw=OY1^Uj9u&3{z*k}1EzSI1fmGvIQcbvb%_nbem;vI7? zYbPASuJ?19sSkJc5y02t?)HG*^!aR-_1SD}+Q`MeyIfX(CTPyeWm(2tmUa%pA-ULD zm&+E` z59!Vq&{qfWjaYWe7jjKs}>Cjs4lwbeQw%4_?GwGRwm!C6V3$sG(fDYi0ave?*;>UcbdbB zdXQiL1=@}6nDH zDZmUcoevy9e|3Pq^%(B6uWmy<0J`Y?U)p~{H~XQ#XU!Z(e=>k? z1+ERikT0(+qQ@BO1!(ayUmxb6yytJQYXomY5AUKK2-^_0&4kQ=Eu%5hvi6FyRNe)A z2g-Kp%6owC1&-`XB32eAe;yHc0EAu$swE>_iL7V&&vHrdx38=Lk0ltX(9W- zaiDDl$o)rzD+O(lN-ymTy|*_t!oIJ{4cHgLc~GuiEgMO{(!S6;{nop3St&r;7s9oH zwlxMl@uYY8X7st~ujY{cr95g2UFj%eYRBC0Cji<;K)4R@ZjZrV>Nf*rv;Km)>+#%x zE(zBK+RhmC(tgvvip~zu1E|fUU&3`jx9tFFzxn>I7h#iCo^pRuDbYWh%glg{pd}!j z31!m&(JtA32gD##J3UUdJke=2XuUddl$eyhQ0w=05hNz5bbIL zebMWf!vUVb_?`#KcBCLY1>d(oycMAb5bbIu+26w0dJ{ml$PAmB9kfN8k)QQ0c)x>r zKL_?V7js5_FkkyUcAAF?;{E0OoK#zR7_Jh9b z2-1L}h4^kabX?2OGB%Io zxu`z@^@Bcb9pt_qGOPw4I)-sGU`=fLp`iDGz7*iOCs@`*d=tSJ__X_j_%Xou(pb>h zn<>C|44%W<0CeRL{ZP;k5$PhN+s?$dg#fJpc`XIL74ue`Za%9b`gG8rDd=5Ddwu{p z0d#qg?syjC63`Bac5NWKb3g|;5&vov(Vqu;z=`-*cN2XE=m96ZFeF4>)`yRfW8B?Z3KoKR(c9- zRVsd?0bx6!2=O+8L9mSj@Vf}fIe115+Oxw{e>v(06kQ1WKOS^|UVu3Zws;)MBi=PS zNE0#!urI6wv~7U20`M;a4?sJBEx=qdAGCnB%OcaK5dBWrF+e*&UbNq=wZ_c40CbtC zTqWuOM4IQ!$Y(2HFR#Tsgn3Ip&v7OZ{*;2Q=xa0PKa8OhnEz-msHqR~15RZA^MKy$ zg8l&~GXJ%Kz5}#vfD@VjI;eg(>IZ1&Kiad}0bCnEJO9z%)V6ETSAbT4yl8KC+B)0= zYlYpUeZ!s2XcK@g+DmAjiF*uC3XoS4_9_#*bSusx1fbRsZ9ngCS_#S~D zM&)loc|hsMz!Bier1HSE1G*Be%mbi{_SDxu4S4|`Kr0{(I{1DZe19)|Zx6n=iT^G0!kl@Fh34r~4XQ2v@4|)7jU>{JusJb+<3+(zIsfjbEy zT~zKqK!yevO>UBzU`gT8KK_J(dKM2#P0AZwnwkXs6adM*9{D#Tq;}n$U`b8!CZc4; zpwyJyosfBVYEt(K1h2dy{10op{O#nqo29Vq(-66h3s80;;aOKTOxwjeJ>HcBQ{UF?GC|S_NLqNbZxhj@-X$2LR`dc%TEgQ? zc|2OXi3hdYRCToPNx{RM=N*uDb5h#3l*gu-jB+Gr(X~fucZ0SsF?Pw4VPNuMZy9`< z<{pS9g9$7ozuyx-GWY9KO$ZhVNuuja((ZyRx2v=ZI8lN#H4_~2Qj_|tH*>|&zF!O4 zB0FgF1}EgDW@V=qm82$7pO^u6qYSs<=#w08Qr^vp`LIrQF`}{uvnrG!NO53{s`FAa z+4@@&EvacYCt)~v2Y_Y5U4v4GLOp3P`ze+^P}4KiKbJ+s;vNqxn;X3^Y0e`(?u87$ zRAmUvH|B)JsZ*ej8@X2IgiJS>v;tF6&fs}SNxNkk+{nu(Yq1Imd}x}Db4V4Fg{?R{vUhq0bW;etqspU+Q&LNM?NZ6akl`|j4fMo zuSl}xf(bjL%D z{J-y-+3gftHr(gA_y3|tb7t?EwbrazQ})d4J@1@liw$b=RD2NG0!vc;0D?8XPoq20 z*c$xbM5*MSMgB8vnEO!_+Y?9+UE3Tfo7X`3V62n?AZC9pQjp`!9yQR z_xqX9JP3!TTEWx0VaLv~9MGhsvn-iKo_$w?XU$1Fc0LIf%`?ZfnY5|-=qs*IV>2W= z0W5EU|8wyF*zlY7z=B*Ks0(YnN(N3*5LN+HM>15B3 zZ@046Qg-qaVNNXc5rS(|I)bh=p*68|p>t!IbfaE$=RN3+#n`u%t&T_LptoYbHUn-u z;%nds?Rb*cP!Pp(VE_IyXh*>3A9+uPdkbMhGM8;uN}-3Op^#!Z~( z<~#F|T0ZMULtN>L8KBQc-(f$xW9L6`t?N-rJE;n7P1BMwAg3*tfd4V@%UBlqXn@v~ zy9VK}BfK7d+WI*=-kDWrr7ff7V7UQ&|9A}Lo|%7K==e0XdoBi8COG&|*L6ps&OG+` zj-4vA+$Eu3r^zqM^&sd~1^zRi*s(K#Ym{3)25Sph7AHAHQK!fM%tI?^p91Y^yGSeR z;PlNO#g^_-Ejm2LdjHgpongwI9Y5$u{p?+ahi|j{@I@5s&YwX0E@&mc7(>;&&*{tD znHAgFKs-0^`}vNY`{0^?EL;91ucxqVhr&Gs+W#bh^gS3Wn6aqoTgQdAr_aCyu&jhT z;prVazhU^@esoC)Q$}|XI6t<;yJ7#k4en>)bLzL@+knxD%n0VjoVkIXn?DBnS3tkY zq~jkmi=LqsNqwMhoBsfP{xcZok`Ds`j8u;2Obhm1>bGwu8!ZPLZPW@GIho7;pwK;O zZG>@T+M<{8?19{o&+gbc6Ta@FI+1;ho#tu}7RWd!nE@8+MgEPM^;(iOB7L3Al;1Or z+(pk}UYvPMuq3M{gsde$j;do>&!!JYWk{i(AIln(Uc1b7w$2T-5T>*C^++%RRhIf>NREob4TKvBR}RO&f0zCL zyJerHs+*dsdpg>xafXhX-P+NenBUOegmYz1Q?mi(+>@wXkL~M-z0BMnP9$jD|H$0e zCE6M~aUe_rVK1mTavIp|t`;2U(9l|k13_^@t$I(*>FsPqNRK1^V^zyjw2}#NW>EqoC0dTqpMAhy1=Jc3}4jH-BYWPa|%MZKfI%6Ti$VWOH*PtPbhjmYZ=NN08COju(`{*cPocd?;xx@(IeGK zsrPvYWCW*_2HSNg&0w{u0}l4=4jgZy4rZ+3oXu-r2_35agY3^``9<$?^`joK&f*Z*IaddhM!80nWUkNdZ@W18j{+-DI5ev^vp4 zuqZ%PbgOFIx2>uN7+5_}<&`=d_nr0iiFO>2jfSii>-*-mjwWz7;;tJ2Dmc$t5V@4v zs_IuIa4c|-w7vu+T&U_B6KK;)-KHR?$&0xY_g!7>9oRer4ROk_hR|riaZu_lgvg;V zxcMEfxfvO!P*~V6j_J)ztG=~6kyuC4%@$6Pkp!-{sLa~7PIaSPX&vW<8dmYRsv|<^ zeMFBXxaw%Zp5_pNG&&kFLksDc`cN~Dk|vJWs!(%tYi~D}HJU=rFi>Ylw^|!&7Avj` zHOtX4&6x2vV}Ev|Y7@U(b%vV7z9-U$l=Y!zXhhykp=M+8uZJKGX`VtKc2#OKuQoKQ z3qmd38wB+MXBvexIvRl4K=B{AYhTTrT^GW6S)%g|A)F7;xTXs|v0Nci-6&U`cxm=y zUbO)YNZrIMXra_CA)~gsH6&`QJLn_jdqPlK#6A=PsZLrw%Dozc#Ig%x>b*d zx{Z*hLqOG#^q-L{rvI#50e?chz$=43_9CxM3I2lDC}*X9!>gVS^h>|x)y8I=qxeCn zrvrfX8_?{~kKtM$$fG_C^`dK|)jrZ!(D~!gdZ!rFXQ2&^-Ne06pYzJ3wS(7^R=+G< zNeYVN=Kr6#g|*9$s9iL^vb;&)U{n$E<+!%)^^ILUI_4mR|J$Y7z;7cN2>&1Z;Td4# z;PTI|`9G%lzt#OJEMSdWpoYS!tOd$0ga7Zp|7R?KArhDN@n_3#)qpB>90DHts8;QR zkc0kEBWIyJblW^tFBJNR>v18q1(ikfT~S=6k~L`~pa_0Qt(fV=J97W8`6r_UP5E2+Lbq)8A%|ca$>j11 zWzU|r@<<$<)V;DPkytsWqfzkZx>q)KcCM5;LH&XS3s$xQ=diwUO-pN2IU;bR(C&Fs zOoTzC$=m=6t?T@SM_3|1+3cj z4fWJYy-8}T9}%P#MsNZ<)T6Rz{Y^`8j+kW>AZmfRt+KaCoE>JmS$0^Cnw9H_zV-q_ zVXXyY`*AXX(QR2|&TFVb**I&fOGW1LI`ArXeO zH8pHfk>hkou7qGZ7g?zT@)@ux0fR@5*C9m=*&s|`(;)+eMndX!$WVr~bT^^QA}8pe zGG(`|;=GOZA~MEeC@O~7KTz-pWbI+$vatQ96lYlxmsBc2RzwR(m68MGZ@f0YE`q6H zP7Uo7&H3)NuwFE0s}4Nx0f{^R4e>7ECmhk73l9`;+fwl^>J;zd3&i{0ZQ@<>taz8c zA>L(0I4&xhbNQj-UC}Jwm6wY5{kz1w`X%wM{X)F|7=rgA(VXk1i+BAh@qTo+csJcH z-p#LyxBc(p-8uxFXf)@xYVmGALA*OQi+AT$;@$Otct3kXyt|9~li{9n@$Rh?@4k)V z-G8Nc54UlQ-BPsIEAfIKohJypDCP7v?e zv&4JuTJfI0U%VGy7w^S?i1&-3=R*0W#ZGoR#k3;cR^{!Th z75!Pp^=Qg1J>4^SJxf_m&l3F!dzNTy@=r?WP3as+Z|Vi`LTIc_EzQlSXVIHk&EhhF z#mv6Tk&@>E++vMH0!Npj!c3c%lA;Mul28UswudoY{0@|`?fzC)!C&xc3;G7Du>SD+ zPGuKbrn4Ae2~D15T?vMwtYLVQT+F!Q99-fr-i7n@x^M`t11dYi#m}EM4WOf3fo%06 zG41c}DWjgFjBZ~#FE~>V`PoxFzIqKf*++S(-0C8jCeHzUSJu*O9F@&gP-XQm4VBi{ zVXdmUQP%(Zj|km_GPklU1{3HXM=@+@>B0GiJbFO&FAJTE8iM$NmPqJ7BxD@|d6jTQ zB{hgrgRE0^)Xfm2RPpS-oiZr;y}ebVBlY8;pjc9zi=$Lo6&Qb+OjYoN4NuZ56i-Q$=6Sb>q0aweOwRYLUx>XD6#@8p~ zBO<7_u7NSNwRN-WRn{CBVI8z{H7o`uh>{-_GFeo4=bVmA3`LRjsPHW62xw|tlhLw< zL79#g7GHSbfA*tMhg++#go9_*SnFD3)nZp%Ona*l7T44m)hRKrFor*P`27w9Ccaxm zP79#}w)j&lKV)|(`OpWYUc!o;D3aK-7c)W=nP><)T?%?Gqvgk>wg>@bq#tfIZ@_Z4 zip-RUmc@sH$Z$2@U>3e2t3?za7n*?b_Ms*lx^b!}9{6oSzz0c?z~uQ1(UcDut>nIz zM4+ju$e9v1+-h4Tt7MUJ)|pVw%ED8nSblh09LFt8l>@JggN2CAXPKNKW{0EasKY zs)?1Xo+Si)YzhH5yIm9ahz0p9)#^(sj-9(5J9h{bAGNwn9RgV_WbNvbB=`^x)QR=Y zZbEBC1fS1dQ58Q4eW4D>Oo3i4RD67=q4Ko;x{&elo}{%a(N+CgA>|OjQ{AOlWdNQ7#2+a|yWQK!6 zFEdUw3i-ytu&>3zq9?}b7?IbWj$RP`_{Sj-aVVLVNY>vYf0XQTpy?%~O-rlw;O$Oi zn(mP}3e`OWV)(9uB{N^gacHU&q48XPQn6?j$P>fj$TdwW&YO|QB2C7TZF(}kHi^vD zR2=wfDrrQ_1`Xsq6xK+U;jmcr;`6|1rR@^Mp|Tf+#)Vfmk+;O`96syZP_#CC=c+Cg z%ZC!rakZCQ9WSq5A|FXS2i(d07-gx*ClbwpxR2dflgZE1S!-|!ysYK8<5QLMUmU_m zbH30c`7AS%w`C+BEg1ENjo5-iER1~P?THQbNyBIi=LA(h(FM3?JBSz+dgaGkqHW6NBts11AIHRYlH!-?wRYylFVsv%s z>1ajg@zaGUNQ*zZKIqOP*A~T04*l=Y-9p*UjEg^^$C{^)Va%57UsD zT4d&WQ#j<^uW;&vs4!~e)A+Tlk50kBJ)~!3Tnw;2k<|}W4E;vg`jo9_e`^*s`LFsF zMb#oMq-Im1b`P`qBJQhlAdz{W68I6SzSfFVw%=Ehq;)tv=xR} z@*dgB%^-%cwM!Z)NL@i8+bM)sfqXP}pl7!7GYDa9K*(olgdC`AK~Z`cPBmE4xVBL% zG8LOev?7w5=TZA$l%5WmGMVZ%FukyfNi~#v`(Jy;k91tG%PA zUZ_WgdI%K&#b&3LO;5rbT&R z9o7QcRw3a5l{zLjo1uyJ#!YU_cpa0U4LpA=It7xRpyP@pE-CqmI&PrEc`8iO!9%n0 zRR=!UTA#qli>uq!fXO<%EW16i8sCz+;Zt<@NKv^N$B@)FwXDWcml`ltI=cN1$_|81 z)1e1vch)y{*LQX$u+)(N^>iIR3gNI04tuHZ?rdmGr~xx{#39-3L57(+d^Ey?46}5^ z7)s)algJ44KU9a7liUlf(xGGV5b?eX88DA|vbYK-4+EK)s(mfr7b^qiU(fZLh|Pt& zP<=JV!g%;^=;&%vMP=;lBK8v?IArwqF!ZnrCOwUHwK3ewSumANH6&F7Ux5@%7xT$- zn657joWY6am{K&tf|623@PRLjbR9S6Ya>_b7RCSASwlCEIGZuFb#(n32KHmrc8b(E$vF8Z-XNyagn z?%1RXzP=l&lhIU337N|JF_`ZP3RL6kmv_nvpnHLClx=L3EapV)Cy}vH_S;}9<7LGD z#JL<@i1D>meC$PdMOwf(u0uxQ{GhRn8Clt4Z92XLP_sY#?e~DZiPig*?Cw- zmefX%#Jz2|wN#tV#9p5bnG@Uj0iHeBVz^~Z!qRlTiu{RCFWyo2@SN6%zA&Vj1L3yF4Rus6Q$t(ZL-pscO_~b75MnKtH zreNK4GLBJ2|IX7)bM5o9%7^pKTuD<++4aoeJOD_Tcg_XO&X!(i*`T?RDRpOA2z1@*9EjZcN~C9|^c zW0Utdd~x8A0r?-1`~QY3x{dtkF13Je%nm8wp)>+?oFib|2v`)(2&kX{Jjq-Y9`oru zJ`e{9Ry#O*$-P;Uce$AcSK^iZl#hR+;df#wVLQ0*N+UrRXFWzc^$xkRpY?=QvYKi| z+gIZ~ho7((y=kNjTG5GS#Vmep9lSGP?N;_{o-mwcE!Bb%P)eTO3&6a@6`*-nBU8$L z(_@?rJ_ce0h}Q*;wH$Q{_cy_LiOVf7x%8W^Ar=ZAUzYPBQMzBq6E)QhuU)&=h*P5c zn~)k_@SD@)inn7kg)t8YaTA=;dI())kcfMeWsWBtDk?b*^0wJeF8|S=Ky|*O6rt zS!7*O^Pzbw`(Tq2>mUM_FJUR?)r=nVBS+|4b-efj> z39jt%zAUvM#ASIO&dRGl7Hr%WwnAwFH@66_bb9DYXJ5dkIz5t&$6z|#HZJ0lzpP+ zWc4u1H8M}nvfgkx#aM5`{OVBaRQ%d!Y91Ukjy?r?%e=iCgDd~27Oy>%-kvY0tFPh&Bz!h*3;`vsAn8bWm${KE(Yh1uJCQW{BTE= z{#rA#sB{pj=UVWb44w<%OsC;;>ssQr(Rw@_n^fsjCizN;VM~=@X|9h!#xt%QRjo%4 zKXmDXBZqHD*HdGSXN|bkvO*Xw=D?Z8K3gJ6Z?mi+2t3e@(2t{X9s6Tz3L@rsk>7?; zjDab$^ls}&M63%&`fOv!9<@#e$@emm1=4%Lx&d?#c(iU~3XuKUdI2PFC6UR~%Ov_+ z>(7YIKFGi;lA*`*Ikp!}{!E%nY&SGv@O_9vjb+oP4HU2B;K#tKb6QEpAgZ@mfX z_goI;5+_Iuja_QCGpql>unV1j@YP!KP-)YG$9vBcYZ8cNl29IZ5G#ZmjZi}=B2NI- zYQM-XqwZ;1>Lh&+eIKC)TS0oUU$8@dj*;!rUq|`}LHk5Nyl8Tv7Cr$hS9}JF=np~m z=YVJ-y}}4~Xhm$vD5ZwMxrX308G}=Y*36pOVyzm`E%4JiGmGaPmCcIsdU+&SU7+3M z(a(|Dy8V(N_D{-1{52rG!6Tn$VTUA@DRm7f_qAA~wVngr8>H2v5b02)lDJ&&)F`+=csZcmeSCuJF5DY4sO$SpA8Fg)uG!k9dAyxV}-StdHA`DSNG+?$YUA))3Fv8VKzg(heMr**09zDtN_fA8+JVHuN}xYeBe_ z#G-%}Tx*fIQ_Iz~BKSnmosuMYj`b2XzD5&wF7kCISA+B>kKA-7LVlx5?sg{6gYs36 z+H@vDeVa>dI+HIz*KdrQL#Zco@Vys$a2cDSl3*Jm8<2EuSFmd<2mLgU$7mxwN9!{8 z^WY&TTutCODahq}9GEl@3GyRLhWlD@-sW+;J-^b7_D4EnPQtD&UIov4K|aG$IyjgX zUvDsXx#ei}aK17xHqECKTNkm0z!C5uTPo{RH>egZZywm{JXYbVl(#FT@{SF*H1E{- zn2^*?0{K}Ui?QV_*xz2DlkoGvmh!mR4vr^+Tmf5>zf`~4a?|u|`6)Pedfa|nO2Ua? z!mce37>iH;;EZKVy%Lt*APa0MdL9Gn7LUX0iso8xu&#gKu(hf;vhBsh;N-1qI z^~+?A^BGf_JHY>qBpLov5GDGDbsz0x*GBybI3GyEje0GNBa;}N!uUOS{+`5_Vzfy? z=G{yQbcr;|jMS>F!1-Ws#;Q^%(ge_PcX8p(UaW;rlv~cuq>`Kho^w4uQHek7@HJn3 zfUi$FX_a1q*mphAGEH%$mYRu*(WXyQIr*UwtD+K5Jve_}MLIVYpkiO3HO8~AvlZ`? zkXNtvwSn&pkJrtwGe#5vH>4Hdm~1=PU(6&TP!lPv^eSBwecE_+@$V2*f)TsFEr?3~ z3Mnf6Dn%u?XQ+aJqcRCWy%hdWQuv*kxf!gNrDGRG%ri-3>`ao;*HZJW{}Ix$Cb;>P zS}H%L1CV42`$^k#4c6CW#H>=Omm!I^bjhTc^}xMPOShl^da1R;2XJbg8*j(MfH~UZ!?L-MIP%%pjL*CYog5L6ZMUm#nwI zB8zFJ$Et7W-Ka{h)boUj30Q6LMR4UpkCw8m>66j);Zph!uk8lpb~iL*Zg8U!%w<1E zFk>KD+RzoK1zFbjAotdEvb{!R7H6=pgKsFQb$z9>pVXGC;9D2>m86cu6bYRHm)*^x zZDfkGX2V*n7XaqzB_AVIm0l*@fxLck#ia;Znnn<&P+S=-ec4Rx@M*t%k%Nw$_OUjB zXDghUGf4Fo!|_K=!?)WFovJjVtu=vnwaYMyv2Fp+{p8bgJXS1D*YFMr6RB`E)aA5Z z?lC{2xvY0V{*jv$sPzktJVQLeEPe}Z{!~0Q;LKdAmY>plA0PsH%rI4q4@4lTWz5xL zupZ@SmoKJD-*$}Pej;V8uo<)$x%B#re9sEC`hzQbyrZeGvqv}V4}kRrkDVR4bW6yi zBy86NIHiJ#_5TK@$TTOLUb+rr>5hQL7`_QxIam($*reJ>dCjpdMLF0fnB*pQC2P6{ zT$?;jPgBiV8sjX6C8s&5sY&x%aQ)2VbQ^%qs7d(LV8UKT-vZ~K({Q7wp~j^$_4d+r zGFmzvTb|)e?eu5#SZ4G}lU~JmW)xdByRiKg-$MDyW(C;Sc_REdrijuCljCF&zN}vf z_S-xWDOnd)?#-ZzXM=Yk;`WsCmJk8)h^~bdK|LHp zjG3v_EVwj=c$kJ5>ab7t)e3&}7OWXP5b+I9jNcj*Q+lLhjWl9>Cb<_Pe&LBpF^Q-& zeHSWucIh_@$--qV*`fGg2QH0eM4!_#>*E-v5$rvlh&Pc9 zr<3mP#pY%_w=OrTOws|IAaXOK^?k7Y)MNFY40GgjVEbmn=YIbyqkZ}K_cvhsy~j#J zqBQvtap^@yXP3*&(S)y{3U58&OorVgojICFxGuc}s4X&%1b=TP8IpIWAVk`o$+MM@nk0b+Emj26<9v<*t|UW1^gvzG;iE@IzJIP^0C&^W$TP>Ze}py6MB2M8GcSvbyK9S(rL3M6Ln z^ZwBJa$o7)+lX)Ht$cNRencH%>5q4)nhK%GRgCijmQ{@NsZ7Y3W8g4SSJpL1Yw;p* z@B-g%%BG=~Y{ySlLFhh&JO#J3XH84DTv@7&wpex(Lh&T87@ufuBL;}J{Ok%0 z(+OlV6Rs1f{0n4OHgZ=-QK9o&)pDz$wPRgFcZ&+4Yn^OvFz=wjsNATcDmjDBIu>k; zH-e1Cm36-AcjR{wJp$23Em5HyG4S~-ao(AwmoevZh^RvOut0?`Bw&IiNeWA9EfDz@ zP4W;^gh}#w0h267I{7*sTbt)-OLmVDfE3`o^(&^jw*f;_;^T09Z()_q)l!GhvXFXY zCt@CgV>X6r@vRDm;ZwV|wM~Ua!Z7B>FV+}|f^&+iEY1tDOQM5ZMn=tIEFi6FfN34fILlM$wq5ZeIDcv1<@D5g zg-X@e6g8*hbF-Q@0z+iguOEJW_)9ptxNJ;YPj7o-=ITT{H$39D0b4a^;>Bc7OK)3e zS4Y{H)n#Lv6AsEO>ZJ?5RDHyp1)8tHBzAir#mmrv;==L3*-h zHE1at^sYbwfig%>_BM&zYow>}oQY^S8tExKm)8d8DLn5KBS z6h4f1K76O}LI!x~PT@to_hUPS52v`H7(+0}8rdm)#Lc)CWT)`azoSwBQzEic_!zRg zxK80?dF!D%g;((2!*mKC$9osiDZG-m9-dS9c;0(xPT{Zd-otVV*Ynco#h{-o?Kc?|Yw#cgex|WWRKoc$aMu@A4bOyW%nNu6{$jYyK(TwL=QXa9x#n zH#UiP)7j$P{6q1!KQ7)ae-Q81ei)!d``xymc(+%JcgNSnyYpo6?%FQi&z=(R?vKQ~ zCyvouwBNlI;@!7Oy!$tc_ux(9J^V}Y9{Hnqj}{b>;jszgJ$|%!Pjra)Tf;^&Hf8|-`(x#{dyQ*{EQfgpZ)Qp@`mF+ zKXIbU{_nKRzD>P{fc|cBlTmZ$V@q%L7wH+jExly?OOUa^?AcY>A$dvJQ&Hi|KUV48 z={csuc!#o9a1&?X2@xO9)a8f9Q3d9UtL%R11^Ku1l3~3gLltlwr?LTqoz7}W8+w`G zy$)-fg0uw+~#J?zl7ycZ`yMpY(3?j^{16h?JXLWWO5l#&#NiW3t zm_)u3rjWB-A(9nV0#)GOq^q*^cQPpjlV&e3xu2uJLm^q^jm0fxd9}1Gy;c<|+j+@a z>e<$}O;=@)%p}A|g(Ya&%*z_rL^;$*t5wL&x!DJ$7h<;ZGWh|{M&9hv>1hKSdC8&W zyN~tAeSEA(b0*dz?P$)VcL&j%Y!60D_F&c`_p{{|)i3DiuAkf1L-<1sUZUg6Fvl;( z>nrX6ZfNaX(|`>HxW!gmoD_qL=9Z1ztHaAR0ECb50)|d>af4Al?^+YhJ*tdX9gRKe zA(7VAvU*LA+9IO58?iZ{r=_{2QEd^CKt9+YJEXRVSl;T*#9KtVzVB9BM0)qSmd*{h zkpy}%FefPE7M+UVi#PIhNiW>-961M2~7OAOX5sN-=hbGih`V?1I`p>h+x)i z>_LEgh{AcuVy49y_6Z8T9bJ8vF%v#g(+1+V)*@gP;2R|$gmDxr08~p<$E(72Y*t_x zQz801#U-VJ0+A25?daCun?zQ3bTq9Z<~~_hHORH(233mTx?mbwT6v?>hJ2(U(2c=N z)B$L}sRgT^(L2V(jKsuheSzK9Ix}Q(twCshaJXugPAD+@=zDt@D{wTX?;^w8S{%*SLHWa^ zDo2a-ZP_r^=V+3baaTm-!j}+ucO0tpt6R$l{>nx2@6S>uHn%GOrUK7yH)gH z6BHS4>Uwmv3CSPsRQTvv6I3?btMt+FCa`Llzv4$H>EP|dyviS)s>2Q&?rQ+i89LCm zMwq&zqK8?m>9DY_bBe0al5{fjQup|G&2gwdmPh&{}yyU}BHh#KM4dlhZ5 z*xOjc*odO7)_1hzR!U}bigxIr&@i;AhOSL2+M@$(l$DBZ&^M7`M6HXSr0?>F=~fm! zMc?P+9$K?6O#{IJVlSez^?6 z@H!n;-9_umJ^OGF?kfm=p_v|9AKCYFvHC)X5gkp9)JT2dgMspa!&yKQmzJ}?!RZTk zGJGe)`Gc9vbPUpUY_|%3{Xh(_>EiN3R)>!Bwfzl7U-(2y;h;UvU`?VUA>?GTt!AYB zm~`3@kVoo~8lNvbStcVK>kGf5rvtG^l*xQP!t0!az(B;_}10_I_;VF{CRub|Dg1RWvNOSP`!sR0GT34Q2`88nz`)f45@Mh}I8BUxRI(s?} z^+<)cFqAVNiB|hNICbF;nu~KGT`0zy4!~Zxi+r3T`3uy8*9)&DJ10+`wc`~CQv18$ zdg04R!fc)qJrd9iY7MII$(CaB)u6 zb#A0U_XoTgf#brzIS}=NvpZdSw1kpKz>!yzuo`Ac9UuUXQB)8Xnc5B!c0EZ}>T)>HNeF7M`YBr@|kQ zhm&kC3q}Nr^13r&0#3a>5vB){L;!;q{=r{iZ%)h8kq8K0_z%nyr|e!5+K{jkA@ITz zqzm9|UN^{*4gg-bMq)U@*Wzg^hu6U0g=bsL0%!lJ@*VKI@LVC{+CW+&Lf?g}goX3m>bt+#1AIOJ<&PqrJ@du9I{+JKo^~M=ShoMbEb{M^ZuYCc{yD!*YWbu zi3~lCmsJcsxCxgu-!5dQ1CuM5{7WyTXm^*j=Q=Wexzz6-*ur)0k}VDQB`F zmzjn0QK&{`G!aI-T|H$ONlOYw`W>F?a+z8BHI(i&PxJ>rx(Pbc=_;W6gCM{idm_QN z3(vF813Oo>JZjyVH4V}2!V9bkSy+JOtb8@9SDYd>Q2^X7KA9_2hs3Asz=!h;`rqDpuh*hWaqE3M&|piilNM$?#M> ztitgOPltw8IDs+gu&@dzGA0QLt8fwnlX0*LCo?n|1*>ohLsK!Z3a7Gm1QD%A4kb4wb;XG!53nEhV zGU`(Y`T(yA=a(QdVsiy0h<7!hj14(YemH&2V{60s8N=@V-S0Gt9%DRb26}wPiG$kT z`%1&Uk^?PH8FYNB#5><`*x%wR; z0~U~6f8tPFL=qH-_j!S`Qoc8+@C)D@sW@1yE4D&T`6AHs0xwoo-Zor}wyDlo=ZgR< z>U|N=qL|u^5P)5T5bz!aY{Vi2m4<+E+YvPqQ58#+l}B2BU7*JJ-u&Zx9q-k)d>yc? z!mr+viU~>f`88y&lH?ljI+gmC@B+z|Bb5@JiaqXikgZ_SOO-WL2lkj8Rk|MpC~I`! z`v8B+YD!6!S|kZQU=kWlOE6!v5QT3gBwyp)e92d^{5Zgx>iamrFH;-rOmL4E!TaIU zC+1+P5lrJv)yA{OoddE%Od?fo4)C^FzgoWw(HxFiSKuXcUtg>L986<`>HADN>6N-Q zUn(ms>3gN_1lnrCZeFSTbE^IuDZy+|Z_)#(Ug4}>i3cfG+57Y^I_d5Cl$m?X z>%2XmdjB4<2H&1fwM+Z1vG48qRV(ch1dv663>vzdh$bM4ylJ@3-gegx5?oamdS8>in`o9@by-6r=+6HhSumx92+W z+%F_<>%a*lIj>5*^N$zrf^Ud-;kDvzdqlj8ekb0=pNsds$VBp8GDEye6XIQVj(C^f zE8Z3VDc;q87Vnz;No2UTT)gY*#Jh2WcsE@x-p%)jxBV6IZuy6Jw+@<2zS|~=cl&bj z?l@7rJGY8=*Q4V7>^1T3{+D?7>@$UY_s$XTzFzU}zd*bP9~AH5-;4K1Xeucm9Vy;p z^Td06t$0tIF5Z*Zi}%#i;{E)O;ypcJ8u^|XBi^%f#e1$%yys67?}e+xd+|Pae0$zn zrQe=kDt^?uAHMtcyfDMt^LyD}==aJ*!_M&b{Co@{`}FF3Bjy_MevOmLFP074E@nb24-|GF0K7yf$Zo zw>zwH3eveR?E7nTevSS&ir|Gm2Yr8SPR?n3L7gO`K#IOE@65?~vMWLI!O~ZSU*?_p zqZBv{lJz@t%0fS;0W-7r=$(0g&#=C?;d}PZoK zqE(vB@TMWW9(W0_Pqb>lHXm-#c!Vk)+HD-;mOR73s?Qtep2m4_E*Ln&Jg!-m;T6)Uzlb5_Gi5G%C)MLiZk zLA~-Tswy!+Y*QR@)(AmsjSaI7=Bu|n%A+Li`4q&~*gn=TK&Q%Fo9fyZ+sIV4{bFAq zOi^OL*vSX*y3EC9jcq;&JB_TeB*@m-X}|Rar(mf)vebw(He#A$_4A>&#X zA=s9Z z^*AQ%u)0{Pv1feDX@FVJ0qc1w?D`2409#eD7d%P3L1ldt0zY(w#-+?@5eJer_J$`Z z36hmoH(kVpAe&E3ar&1T(73&u)A z{sclqas4CBleTrBSYw}f%A|#2eH#Kk3237BC%?wUR=M}d7fQRpVcic^z8p@hpmTA6 zwxK*cV|oWu;zC7vY!TmmAscZeA@7%b zuvQ-i)sv*8_M*7PS&da2$w@e?v>`ve4dZoz=&$S5A?T~5UIZ{!V+)OtOc<+&Ldx=> zBqk6SakRX~SB=&AlyUJ@Nx22g=cNkJrRHF(#*TB;NWoTRkH?qjFSs%!>4T88uANO} zO~qBU-51NG*F6K7WJnon^Oyo3UuIx3A5O;BYqn%W)lQd9Y{R8&b?|$9`ktd1z66}= zv#xAbn>c@r>~r^0Houi6_y-V94(7XOHj(%l6wV(b{K8Da1xU5Q-m9T{qrJkfvZ()ynLc)s#!e#qr4_j@dB6PWl4UANoO49>m9 z+KQ0NoKW4@4wR@LSvMm14mWBwTf2_B%X%EauLh!gcF;r*TOWeJE^=~9evinX(sNc3 zs19~1-S*)pdfA!^f(1b$c{b_fUbBuxT)P|ZR(vgFOb{bAwr|M#7HGFQ^m<5Kz8MuK zHcCGx9Dvj|C~n;e!iOE=xY$Aydw{2?P)cau2Hhtvt<)$@JJS_xD07SPDI}b(57JD> zYOK*%v!->yPT9_^8KA9k=#@h%$l`bexU_6G)*8_96}o<8jFrBBlNM^gPDSKakX+=6 z6tXi(27!i7#N7p&`#o_6<23eNEzyHGy_;#j3&IaQp$_rIMy^MF8L10PP_f{QrUXD$ zv8%LT2jW!3P6tsn3FXN%RukS}ggTTWG6AY}o=8C-jk&NkyhZC^6|uI0>LQQQtS`h~ zbyU>>4mFqNA9bnAOIcmsG^BnQR1y6l2>;{~k24^sxtn#)TsTu81QwNI_zLIi7o;*c zJh3m5c!1sr@?`-QHP)M06qt?jegIU_=~S?sNj4csP`<#Q=6NFokiA z0)84BL-Bs_(_ew^HHTJ>)zGK0iAD<-`jpR3%NmGj5S&(_{04SUa}1?`nKrXr4g^J| zL!~=NO)5wmb=^X_f|N@^wUU%Fnqn^T{;x;H))|=^$W(-$46<(qg$n6uIzO6Hg!1U3 zTY^H%D_PoiXi^98R2uwCAmmvwS_9oV2=N0hvD-Q91YLBHL#sOnp?%V&HJt-bFPh*| zN_{9_2NiPX=(2LqLj^xV^f(UG%`S)5LpY91!g)VPmTicpjD9- z!}|>QUUPZfZdAT}I)l;L=&HY&deEMm_so4&v)w25mnw#J*-AHhqAoj{RN${ks7k zzx^aRGhK0av$*z);RWpwIL{KMqD!JD1rv4cR}GFu0WMW84Ce$H9Q&OJ+S6Qm&wiCN znYG&tlL7AZz3i;mC8+6>kjR6xwC*w#^hB47=y!smHK?Q%sf~B7MR1x~__Vc!Z$}zF z$K12PbxbO!-{zE&yV}%vlP!(YCTVX0H_t!vrR}S^qQJfyw{en>Sy#pT!1rt_uhRLQ zn#AT5z+b?TjThLy6q8N0Fv!}cQfO520AB*hC%Dq3Af&2~)o`S-CN0{7F%>JE1&)hd zE>VX+=(+{OG}aT~>XSZNoi`!$Lsu}>ab)J6rORYbAxtHglYp2q7tUARM0WWGK0bb^ zwRI6N4LFYEv=dz4a5>$anlYTP-=CJmWJ6^872LqBnf>gee8DhI?{KM z$__Ursgv@f8@VL%C4fZD(`P{$7QEq-s)Vcrn0{1J+FLMD*XXw*ktZ`GWQ@LaFHPoj z5yktUnZPCICAnz!8q!n4l}a@@4e9WlqU5x^nX|4)TlO+fup6iHlGZ0kCwt%2w4}=G zN57QOxA!tF163+%9gB3j)1>8AKT}p0?PXfYK&6uC^GNW6G>Ll47kcGVfRzQNH1~2n zmaj+)Q%a%x?x)lYxa5Aqs|hq@oWPRi_S0tf!IGW>j*G}869-xdQz!u?jSVrVgf1v4ZDidG z;)k7N)L6YFyuTrJAW4Pt_n`X7qYU7VVvX0qJWK&3oz2|ryFb2%g){SEd2yZlmXmdX z@!>;dt)9Rx0cFCW_Bub^1CABu*aAmKVP-#Vn7<1~o?fI4$L=}6cT9kfiRv^T1Ix=U zn^%8ya=CvC=;|=-07K3JPFhk!q|mpsWYe(-4;yL%is^dcSkBOjthdWxx<5LIvIQw3?I5oz6?H$))2eRq?L>v z>MISNUUUdta%q%PK<-$RYO(-dU04a`6I}txSr#>ZkwFbF@7F-UEvZ73Xc2oi1HWU0 zH^KQwm)mEA_ zx_bWy_-{*mhM6wuSVPkA&;gCQstse{Vud|jPe<{!=s%1_>A%bo5qQb7O4QC zKATJhKMyTRu?c15u649XmEkkVDd4}rm62=`QRckN%6Jxe95Q~DDo2%zE}Jv!;uxeK zzLhS4)0y!MGS6>>{!@g6RyG zQIEvQlY61j*5xs?C%)mZZU)DrE|;5}nLP>rwdwisd=d$N0(ahMC#OLP`Z3QiCHm*y zo-7L{*J36^M2#zkC1+S3O=i)cqLOwi7*2DUytIAnFQsKSy7LsHCo=Hs=SUtu^BC{j zi9Nx;6MI5^H4oxe@-fWBD>YREio^jZ@-XC0gBTZ3Bt9&} zZ>kuU3MdjE9^zYxF~T1Qpvcu=zaDPTw>Tk~t^q~j02H~y2{fP2l{w{uP3t^{%bMW< zio`?Kdmsm(2(_8PY8wyhpwJ9mcjFO#Z_i)_j>q&}g!@G`EKWRM2j$O@svIxUw`DU} zpW~(au4;y^)A1qte#=Z>y^aspfy$cc0*b`)2sCH@g}fphQH#+C+XnrGrY1I*srUwc6PdvV7C%Yf< zi|q+nL3NLR$Lf#D3qX-inHnp8e5($!X7Dv=`~rOkK#@ERD3YfEMe;PDNZ!h=sHM@o z#LeQZd0xDh_u);^kBdG6irfS>GCszX3n-F*_6Z<7GzCzE>{UKMkt0y+RdoPRgxe4F zp4plJph)2ag!6|RA~7D(u>=&EhCsTw{P2P9&^6$?CIBeHeGD40K}6|D2TK><r0;x#?6yau*R2o+e0Tkg*6i*FDj$7~oD8g+jnnnOcYSugDE`TE3z2b|l zP68C+t`@x{#agQiv96B9zNL zGs$v2KoM@GNn-T_iu}xFmeQwYafYGdJOEDsMW`vhk5C#=gu8J>peShoMW_e&=XiQ( zpbE0KH@bi#+`Ho`<0lb75lZ2{o@6PobrPUR2dQKwTdw>ymsw!49-s&}2YIPVqy`lE zDI(}}?%V|InM!)4odzlFUinLbYDc$dLda-_%b*cCvXFC`H zMFxzF7LDfik7&`DH{cbwCpLJ8SUGz}ilz;kg-^z~S)^#DY!)e#5gbt0iw6 zp;hd#^_GaD>SBxw^p=RC8oj0DHrT0Xv31dOyc2>Ov=1oMKnY!H{TLy4I-&6c8C82~ zKrdBvl=TZxyzWrxvGH7UdV(rCmaDVg2I`9O0d^v$8q(TjjcOjGSYKoVJ8?NF#P|69DAE|*(*dFUL5&VlWUs~EcA za9pzYP(UC^x7hL(u5x5b;wxXz*@d0bVFMLU-hQZSwKF}d$z^7%^$i=Scyj+LS2zc( zrby&6vv96`s>Aw(4OBeY6!=b0b-Bze{TfP_t{!kd#0EMCI@0OhTtC`_*gzaq__2ZR z4^Zm|v!?N31HGMwD1Z%AIQgF-Sy-sCfffk@&?1|Ab3JSz-f3*0MK*U?I@mxZV;-r& zdvvTKv~Y<~&)G}TVgr>VV*{0Bzy>PGfDKfV5gVu^BQ{V;I&7elwAer;X|aJyGGGIh zq`?L%NsA3sk{%nVBrP^jNqTIck~G*rC26pMN(?qojfV|XBG^E0qm-n6=-nuDeAqxG z^ZyHx5qrOC3>s|m*$vQxs5QmE61FOt&%7Rh`sVzVP$Wb=t1F~3|$ zUSxCMs0I__(pALfX2^)WV+?<}oC;2?N-r|M3|}PSNBl$Kl_=6#3=*zu8yq6e)@xiG zqJe@##03RCtrHxgnq(Xzt~BU)!6CvxSDzK7afrA8p^d-@?qb(CL~N}(TyTgM4(b=g zA=0NU4T}E@I=e7LCNOW(9A<3>eq9tI9hEz%;3R}<5TZeaF~Y)Kp$v97osa+U({CyN&Xv2-^s7THv9nG3OmSGvxjODXtA z$p`-^YO^mAz~cc4OrDDbfP<9Hd?10PvvJKr3Y~A)9RxB|1GOBOND=Z09Mh5j98+Ef zI3}GHpE@RQM?+?*Bz*;wM&9yx!K4ZLq*Jj~9`kvm4|u644e*i?*$$B%B65cjSw#Cl zWL+yl1u#@|9Zx(1l>oOwDg!%V`=%P?(HnhbiZAp@(_5J~(4CN4)eSqJgj z*zzFPmY*PSkUe{b*1o&_>d` zK43|sL75`$MM^^@rDK1ARm*TzKG2|6%z?23gWSHKrF7ilJ?3@LpjKXv5nErA4WdD< ze0vXAeP~cCCRX)5$p9ME@l|`wY0#i5QKYsyJP*JB8_=NI8d}=FDj2A3s7*_9@!ac= z`sp5`^cm{cE)G#DLS^pzAxbr*PIHLT3N0n=AxaYWB@R(458)wGkE0<}crLHqLzLDd zQST5XMtO%QG0ua5;$7enB?kBpQR02@5G9J^Axg}#bBNLpacvG!dX-AKhbWO5yJ&}#t( ziq^m(N@1jlLzHyjxqp?otp!-N0u0nt@yd)7qq zT{2O;OTQ-GWoL+Y`R(Fe@uGNFe<K+P2IzIO5M|F(D! z{!F}w-w^MSzl-d9&Z%yiLZ$+TjU{17lVIDr zs(4>cP&zS;F6h6JaQq+mQF*1f?;8wMs2Z!`&c;U}M-(jH0IX*j8M1d52 zUtpjpq1Tll`C#eqJq#4N@1wvHNLG0V;dU=!pvcrG9?^Oh zkyUylyYEIWEnB6P3~%BZfi>_^UY}@92U|7VpwS3bI<(tbijb8~XuOh9Nia|yPV68m zgyJK9`Bwu2^&!?2hKzuEgn^3Sv%aB}?ZH6FIAJ&m00Z?m>QMs);|$iSDltH8Q#Rr} z7^raUI62Lp8-rsPAPA#V~46pfPv z12qay-b^r1tuXk$SF!|l1p~DLRC@vg#pd@6a{3FnK|Cbe;qDU*6uEOSLe7KJ+zyr# zA!l%K*sfuq=78-mvMy)B4r`xbpw0m6w^G=@Bn;Fm5crNGG%jV{M;ItJh7wE_hQjF_ z^%(|=tV_Yx;IK-g(k*L`V4!Ho>mfuG*FVye>=6tU&q#VNpvfM>K=Gik1L4F9Iv0B5 zQ}b?NplFHXz}n!j?*R-Hc`tPMv<0R7G(r$C=u|owC~`dqu9wI;pB0h1>McTPV4z6; z50GYK#yjW;kV_{hJQ-l1SSID5otfq`mq*_h)v z=MU=Of-Lm?UmgZZj!_boSZ(6`F|xk`7^r=*IH>b`GKKTU2;Vgf)C!kRG~JU8YNHkOfXP< znji86j6oQvE--C$8Amf1Fi>YBPOapAoylC>IAlS9d(!W0D@l%M0vR} zL=RiWZe2G2=8%-<6;X<9E5=q+Sfq$o=Yn=O4IsbpoB79jHx)B z&bKsE2iqwb28!*>nh4tI4t-`AC^j3b0d%WLE02tHFi;}$Y>=GmiA)CrCE~V&=1xzX zgY1+719dCY{w)aK@q{|WsW4C%k~&rba5OlhX<8U45jz1y(?}>!o(wQhBJyjXYVt&; zhk;@hvCan7xgKR^7$~8>6O{M4)a5m-F6m&Pg!mm0{=p@7Af3{|K=m)h31K&J*e zDwMy(?kNBRRnKxM1BD#;N=0=CsY(4XP<5m{43tMwo{XlL%XBbMBD5D|TS)2&O@)CH zp;v+G#-Pyh<5}8CFi_Hrp9SH6y2QG35aJ*Vl+b<-x~xHtwz_i=T0abwQ0@z=F)pQa z4&@g^g|skG!m%9G^)83jLpajIKnc&;puaM}gM$_jEmL8jgnkrgd4`!+zIs42Zg((HjbLhb8O4AVTslh!10^YK1MyWZgSHZ5fulCSrOJgN6$VP^*MjyW zm)`4KD%UV;dkX{g5G4M}l`2C)PjtD6P74DiD*Y3T{qdsJSESn7!j}OCN;oHjYiTN{ z-{zE&9tKJzYy$VWK?y#~ivsCjpoI4h@I9W&t8{+Tz(5JtN8nJy0=Z2#)!xBC$pd@= zBp>Tamx9m(iA*q1qSIz@Y<0Or9sW3wO?w3cCF;Baq3^hY8RW>^TNo%2J9aomy>Pn5 zNG?To`L%p}WPpK^oVI}LRF~7usTsowdqx;25pW}zf1W{rzur+)ZUz`A5%gCG=|95B zgQtnF`iVN}VW33BB(N{cAVO(dq=kVJ=58>4Hx09BqMt94{+EJ*l9YanRQ}?o9nRv%dLJU zt*;6ON)mk%3H~lkqTcd_AF`>Tcca=h3>1Y9*$-?k~)GlD4g!wEmUhFb+3>M%^0|O;&_k-m*m(8m`nP8xV=`Uai9pDs_)DVWN z^3hp%gr|jp624L3ndb6&ItpKU7%1Ue1)dEqpR1(KpiVR$43zMGAAC2b@@ievz(5Jp zOJI1%W%6b4W7O*1z(9$Bq66_33r<&KUrs4tH!x5l;7Bm9bp<46S=87i43r4D3<7RU z6{5<8e-|)N!u<+3KXAEyM%c_!-X#o_@DDr)PeQm98<2n3Fi^sO40zjI{$vw~61#$d z5*b&3|E5$Ks$AGJ!$1l1Z@~Bmm)U24g*3qKVW33F@PpAV;8LtWA$@>>5+RKcu+bHg zYzk3lw=hs5=q3ocFIA8#7j1R}10@nZ1^2&P2|lBI!KSfW7$}iZIST8)a49ySjNQXP ziH!B&|F$b5*(9RO?qHxq&I6F~e5xE(F1qX*21*3%1asaYPG&rV>4cxMi?mJ`XM;(bGh8)%t&7NGs8fMgg<~gGTO;$ zP=cuL(?2~7l!zGz5z}2UEICy!$!CCp5~c(gPI8&Nw0-QEV4#Hm2jG1$1HV=~kDqxs z_!%rl7Y6E|Hg7Zxlza@c7x+tG`L@CT6);e&#~ut6?^0o)Mvqk*ZK$K8wV}0hO@k8n zq<_Oeb=Ui0pe`_GB7%)Zoa*`NVW9qO5^I zsmcfg#kUe34AiAyzY1>9>9f(t_+X%Jb^^`kbAA}8a5;L|APm%-AO{Q-wQ*peB*+H? zCHF22l-vbjpd`qHfs$Jn21@RHFi>)z34YA87V&|olOYHBee$uMLKSO5PnBb7nWo-qq!|YM^jb+28z+#E)j@! zV4$cUH&JNS{4h|A@xeg74{nqUKMWMfxEn)TDT&h$ z14SJ-l8`?TbSh;UX+9Vz%DdT>Cs%$=n1BldMg6(y0}yxk5##DO4FkncZU&KP<%5Bu zD%>8T3&mK|gMlI+w~hD<)DHticJ3$ftQ{YPAmxXFA`Lg2q|$gWP^95b6i*FDj$82S zNW*O^n#LsKfYMybSngi&#R4G!m|AVCRCt_4!*N%O{-jB&rxYmBfdE6I!oL}hdch4Z zy7XuX!7LDfq}M2&+h9EXbfkuXVk~#ZB*zL26yD`tczIQ9s>p_hfg%lesM_Bmx7)d~olMr;MLOV4x_4 z`+Ab45RE~M4FI!BvGy8L$pWBUiSDKiF$>gK!$2{Hn}fVmB~rsc-GB%>9eFFR0x(ci zhmtf5)UOat=O<2ufg%t09eG(WA_xP;9jx4qAlwiZR^tq{Y)z4zC9T#Vl|`RH}R*3>1mDT`Db+fq^0o_flyZ zX%?nZxG+%Ehx@EVA3qEfBe?U*jc{O~D3p7#bPgy~3~XSa7|ShMUj8K3z(6sUJGYW} zH4GFZxu46&>W6`1^l#i~FEarcs6-W>()~WCM;NFJ#1A>!!CV+9ZvOxb)PKUu1Ort# z3ouaM$-;*NGi9@g4+e_W-r2n1!9cOY)>|Tqs^b_J=q(XNHATE0_y%|Y19k3n^n`GO z1|wAI(52RO2>GcK8ZTp18W^ajLGdexN{@{_+@?K(fvSQOYtRfl1mOl9fb`2i4wFAtr`&<+w*F?7L3T(bAbgwgc>1Ps)V4t1?|3hkq~ES{u?BKf%*&91p$k}os^4g?#=aJpm-NC zG2CV8!9a0mVG0Zs`+Jq$v!_QyS^L8h?k6GsGYsKtE0EGrG2$3sbD|^NHsmg z*X{xmcH63sR#j5T@Z4;MCE6P|x#8m(o}b;;(N55HKkn27#uQ0RQlb+XGf-l@geNg@ zXm)2ucS}#p`b2$q%j$MjGMS-ez_?l6;0v9?(2=5Kb5}znj+|fJ($lRpQy=jR^qEsgmgo9feR>p?(#z)7j9NP$e@Md`NbCka#9TM%9HO`=C5J*kp;%m6ojO8t=6uqp@x^$8*)Hg}39!$7f9 zirD>8rvU>+(Tilh7qQt9F0%Q=kCmvHvoLzg$iQCsw5w znO}x4lJFxwLxtfcJ;Fe7T|190J7ROT?uUV*Xf7z|X&u)aQ~(Bw^E0kA==g-hdoWPE z=K_Q_0>;S(28wdnT6K6HTjoM5YhD(-LH+23TH2dCNL=rrLH!M?|Bso&NEB(T|#98o6)U+PHEM(pG8 z>!xeaZGbOzB?U=RLk1j*Yn7b=Uy6yO;!8b5cCE*dLBg+=5HSTfO*8@lPd-D zP>yMBS+%+mEY0m5V}MN6xNZ#SdlHyBcOfvbu`$uv(}MHtlvQ3n*8kt#)i@TMV?=|o zTFltq_6;rVO=G&(wyrI2RI{h8Z0zdj?rut~UkTDS^ec(3m6G(Bo~E|(l?+{p3b1+u zuC)kN_W!Z>Ch%2Mcl-FvottnWAwwSStKC~34|nMVG;BavJr(Ok_50S zAh=uGptf$*;P%#9v{Y@~y2NVL+C|#8)w81G*Io^}+WYHnpe6 zO5F{CoM=@m{tWfTkowW9$)ud%|H(?2X6ZQt11&|I?-lq(qBNGl;c3fIKK z;*tU@eC3I7haw4TlT!6hl_RVLx=abWOgf-X+;*l=Mj!s5M-3|>JJHn#GiHVCh*5OUG zoKS4%CF6bGl?bV-E-i>w<`os>SEGzRS$S?nRdH@fw4z{9G{2y{pftarG;bBUKaW*e z5Iq7a6pN}XFDb5KOqG`7g$TE>BzKWYrm`xxq{Iq)h^1xAS6T@^f5FnSidE62#g$8Q ztMZDXnvm!L3agQ)yrt#Q+|vB$!iwBdfTmBg`WziGbA}Z;I-;_SnXI(>_JHM1-X@#WqHx!(yC}x8TEv+6_i*>@sPsu7(}v%$j!^EURqs}TU8J(tFBs9R$RI$ znp=T<^!G636=fx5i>eEv)s+l}$_lV+m#L(J^5VGQ0bVfmRZ@@(PO2v?udXbLE>*g= zj`PHfzXVl|P-~zk&M&K8DB?6vEaj>?JW=lQvf_N|Jz7{+5zWodudqgYp_L_NE271ycl=vAeHv@R zNoT2>DGXWV(p9>#hYw^}NzDxee8!Z{Br_Y`h%_}QKhfrEoX-)Qmmlxz!l~ojcX;OVdc4bOQ2u37K%$NOARtR z7Fo5byr86@vJ%yR_$sZbvBAtsc68yYX!**r3Tv7dNOP<}rqSWD7Ax7eKnd3Lqd*EP z%9bk7j6e_+yS$*H63w#GI>kfiUOmR#(3NR0Dq*IFq^0PJi24z;0ud&H*E9 zdw}XvbjKxZIwb|A)@fcqWl?cq)l_SNCpo=<4Qpi;M%JiKt2E#0_K(1*l`?ewZcAa0 zU_I&!FU+m1QaxPpO6z+*xv%$%uBa%kDzF~&g{r2#bZT^Yac&fr^SCdlw5$p$F3&Bl z$VHECecu-(V>M?3denWwAL{0GnQFM!lL0|R#d`dI$`|GqjC!qkBz%cISXU5)i)Uy$x9U7JLQ&hVeag%{?QAT`W>RA0Jq zX|eT;597`+FvjE;t3eAj#op(D52H1rOvU=CPmWGi)$KA@EkE;x<>oK0M$Kwdvi{o_ zQi2+{evX-~n$+?Bz&EKoU_T|3y4(uPd)W266FS#lPQAG^IKOE2LQ7BBlyD_&UQg4M ze_`c{+;VqTrUWV%30PFERyPXK72FX#G5gP$ZyH%Sw%ANOB}P;rw;|CyEKampiStjw z6g4HBxR4v}^p93o%q$g_-r`bD!b(>Z1I<0KTu5j8Ml#JxtfeH?%W!TjZzHY5X5Mp{VpO)b=$v2n zDxypXzmER{RGkh$#tH4m%=KedR5|+fXMnmvNeHLGZAz5af)5E|F)3_U&w@PMP;1#M z&PzoUUUF4fWUW`4>M8>!AzY3BD!nE+d~ur$me+4W71V6NdWhmZd8y)ECA|IQ9Vwqy zVr%>QP4zW((UxYU+ivx_{~6vBiuCOIb1D3$w)JSE3)bS$v?mZZ9terpjUzOjX*!i> zm7EnV>}XbMg^B3Gr`t1GWK=}`X3L(ViXX1US6Z-++g^{a=`yR~u-c}{&btuMNa}B~ z25B#%0)~Y*wAJC2(<173WcV!J@Y>6E1C9TXA~RU}bPHgQww(~R@fng3My^KNtnQ%= zSba#hDMmIJ|1eK0HBbOn*;}p96#EbW&TvGEh4YPAd1q45hL%lOQL|}O&KeVQsuy#r zj+wlsIxd+soa<$0uKf~9>|9}pa~07#9xHF_@%%s9xT$8{y82Dgjy5D!8%5pW*=s4Z zV#h%wxba7b%}xlvh_Vg$O2TT_yVhHw$3m(s0|%n?Q57jfq`_B*r5PetBa!%gaOp*v zn`LjB0Xot-9Ged9$O=8IQ|Qnsh>Q#*(Ez(5WHY?hh=edvBX#yMYBaUG33S-L?Bl6G zTPvQNG&F(w3myAUb#zn;L@X~N=N8KF@!R6@*+(LJe{{>PeGhD8pGG`N`YmPlmG$jn z@b=Blcq|m1z}9}VGItskHh6ER(HpCpZd+>s8>%1sv|ILcUH|PhoAA1tWzW#H>MIV! zUU8lY(axQ#8HHON9qhm5w-Mp#3v5Bi(mc7sZwq$Id$yiO@<{EYdCSwz9`;UNW zbD!WD0*qkZelEvt7%w^#?WGpb}Kd#zZqqlIQE)2Ho0+(({XH~jp0$2&qgeJV-ARy>BI+PpQxX~epf(* z`n2qp_Yl{F5UO}Dax>vi2;)Q9j79)1nu4caq4uzy4c6TV*#V(iYHrCuL>YVFylGJ2HO;cOF86TtN>+#LqX_hmA zJ;(uIuV$os)(*h~HjJ4F;Q0C^@_sV=EGI*CS?E)zyoZ0zNu)Kxl{pc-EOceg6n0_U zz$$BFO*`gc>+u+K15C!rJOs$|2srT>AVxixi^X0LL}kwcYHB$|iH9FcMQ=PIAMWu4PU{a)HG-ia%btq=si8J{28FiZUDI_4eF^Hs z4>!(7eYC>c4UfI2VkojQ2cq*KLaLU%z8hNTQWw%*;`s( ztrxaz!Xs68;w5$dIaXda;+c=?wfC$zUh4dFtn=GZa$V=2XPt)b(N6j$!pA`llPBl;LkL>| zNjCeIa%8L%0_UMShodrHhv+7RO?V!T-@tJS`zwMT1jwFfUqsZskPXE{_L+Z$mKk`E zf%i-p4*4v|XGLH-zZeE2B{h(oxEshbfJB)r`;OZg_C1KMMA(G;;kX%&>1P9wnhC^7 zY_Qe~xmLP@XQadFRYQDZ)ppYUyi2&HKXRFIExaD-2zEmI>IQH;6S}>Cyo1NW+AZK?~q7BnBtut)TQEhayZlkKH4s&*|OtemYQ{mSno^({a zHD?|2%XocpEX!aaJTcHAG&ffFg5y)aWMA;GKI|q)$zwv+9T-wa}z|AIZrahG= zVlSVy65dpj=r09Hnas@qYLj^tnN=pU0b$Byw!@LJ4*;4B@)ZtkhBlPxya=i4G49Ct zGn}3k9LaS4DTG^!kcW)pU-XlXVmdPcR0-X_gS?7k;n8%~2=C7O$=e#k3oxCN0MMp0 zgY-^#$Dy$Hp7%)qS}*h&Y);*VlYty(yc)xa*UJpHj6;SKC1=1(y{lygd){;ab^fj+ zZ$S(%xaUomp;OJyD$Eqluez6p?C}@X%}!VgvrN=oR959IDX1$*%$v2X-(J# z(KWD)>7RvsE;|!tNY}xq4C#`Iqg+F}R}AT=G^9HKFox7d8kKecQp9T6m#hIT<9F~L z&6w11mGH95*>x>BW8n2TN3o@B;qCYlc_qifqcN-%-j$rIWSk$vi?=0Ju1?`xJcFEl zF`Rf~nEn?OT-o0YjtAXOnv>#>|M}w0QrkeHwI5PeQKunFOrakBt)3meU^fVivYdtEI3gPx~$ZW=0 zF{GnZN4xNDSxsK&vG70D?I$ zw)eb*=;o_i+Ha_-!ftB}9;w!E1@I66`23gUk0Gxx*RsFOC=MbDR1u;WkSNK zc6Yvl8zLrpz`#pT6(tH*wYtZcA!5Au>>y<&2K*VO89PtIq`c+t#$h4;!VzrQfdz}ssP4Vp0$ zA2vpc{#4hvn&!rin#TG{_hvMoJ6PL?I0f5*7*%((XN`&RP*8E$g|#$e zsbUl6%O5b6PEawGLuRfs)DPmQg{ahm=GqN-_piB87H2H`Lngl0#PCbRFs2oKp^~HZ zS*J-w!g`qBiuw%;ao2$_(W&K!{f0VtEPe){?8s5Kem%)mSOGKSzKYy!$lNJNllvNS zj-;%*ZX|DRtar1cc1$Jfu07_~$Z{&wJrNRk(57m-F%ui3?ujZmKSt(q{{p2sRa~fB z_@Z&*!*+TmTupu@I*e@I1V4+2?nFe+%Ht5x)PA@@OgwzwC`jfq>k@2d*=q1eJeX^t zW-R;qOjw&9JP_6NRLJ$T$ge5z&VBglA~VX$iIagPPCc$E84+E~cjq9&F5t`vF<$Cz1KMuKPX!ftg(0&M1#wd7uHME(+xz0gG zGAd#?M=`Xu!n<}ZdFLMsPt84rcVi2A`(k(jhISGF+R*ZUg~D<@;93xMb+VFoZ?G~R z1xP9xeqTq)PWsL8|tC!P@Kl8-MLBhEI1Bmjjj20B^6gw^2CPK1$Bz zF`T2+-W|fb?yuxMdMrHF-VcR$;}jG;#Fykox3ZS&tz=)n~M26KWRED_XW#&YxI4)@!*|p{m|9CQ0@FDW-Zq@Tyli zP4)hn{69(c4nRbgv3mbG2oX)-C@>H!n5tz;nAGhlz=DS%VCqS3-Od4a`U1#x%jBKV z=it-bauZM)cfsq`?NREfTX@&rLf%Wq!ec!h65fr!ATRlKe|qutq$c(00BQT{i&AII zi{ZpikEdUZG~Bu^g_9MR38GiGXo=HTB7}9DzaEZFWAQ#bAy@-co%6RLlzL{n#S=*V zP&U7QLw&oq0%|$Qb~*BcDJ=TsuOf;xm8JaVWW;5{_|y(l1}%tUVIKVkUe*Ll_wnIHYJGK>O*?||6sg6u;VRBm zsP$7ghuDnB@1*sNuqzR}GM{tBd>D8Dfnq+l!rxDsPwQmYe7-~T*$27Tu^;z_RL$)` zWlVwBGoSdXQ8S2H!nyV(aw=muM=`k$;axWfxzE^rEIgXrmxOm?5qS^A@ZwEwdOZNz ze2TkKSo8|kVlGXOwmF4Z!im9;UFA4g_UEWc&J13LcGS#(ue)1IILmkrurNH%So<4< zahefHhJ&lm>2O%negMdi5vD9pO&rv6Pu^=xnbzpZu(EwGOydtgmsm^rBCi#`k!DgV zk2vu3h|k$#9ug%uMNV-XL_LaA&)O24{GQ=44@r0nf>rCD82>X6J{U`I<^fXXe|qaa zuj?~jJ$t+dZLOdBr=HCvg!u%wTyoAQg;rz~jhT(IUmhI#(Xm1=t67IvnytQ#wn;%f zmFqJ}#oaFxX!TD$luHQnDX>BMAHMa;Py`xqKW3nxdeT-Q+4eu!>N7#LEd{fzuSD={ z*g7AJmH(l)%kj!NdXkUzf;rwmcV9Kf6S0P-#;m64vu9?hN3m1z>iP6(|LSY!2hbvx zqDEf8@;2VCR&P-|`76pQ@~zP8C%`80`gQ!<)DB+RSXfq8VujvVs4xk9ecREZxAD|5 z{?%+p$N9%i3=DpeU4BN7*Wb;%;^FXZAS5`|cu&X*{e8bmE%vo|$9!y;p-x^=ZiN+I z+E=CHd$~LurYJG&l$7&bQY*at_wa|qKOw249Pgi5;SK*#q9IU7A6K5I0yd^XEXb?ID`%^sxm9?3bYXQB-ds!$-_Z9rNU?8oNqsY3 zgg|f5_c)}97u8!U>+v)f?`7oIx7BWHYUNY$@J)T+WybriD{fwopF*@3sYh#8cu(JA z$RjA_1&FO5N*Rz?_)99Sez{d;ORZ2Jy8)D>XcWIqXlspPn8LHtVRkaw4Q5c6!jAaJDYA~Dn)%^ z#LiZ>zdM}5=g;ch0Xw^0AtD3tCQ3uoR-N-{#HFMvRj8s&r(ghPe_rWkP?SFSD$pws zklN6J=lE1+R3|<2GYGkkA?r7G;DsN&)53Sb9-u_)JfAv$n*L2xU?EHK9=u8o^WJo| zvT(>>K--H4ZmIg4eNpvnyo~6@xWlAEmoYEf;8E0{g9_zZ_US|G;d~GI7D z!~;EYD6@v$2H}aw!#WCalcZE^@d?MUuOnz0@LL3ryW(LfZ{=DA5MJ#GSv7d>G<*bt zRJ^=<9#)6Cs0Z*H9?%+gFN7CB_){$mV{XS9RmlxSa$iE&VV7WM>xdPAS)B&JvjFr# zVHgzZ`;j%Q2*RNl3r1?8F4VUmTma!zzwk*2H$qtG6ApY2LKZ)^=zQx4s6Om_j;C>q zpr#>hf_o&TtnyLkpi-{ne4-CsC+K% zDi=0Vibj@eC8Q?${W(*oS+@hp3L8P&7~vr55v*G)eIs5IX{ogm>uhF+RXKu9${L+p zSH~C;+dsqN&Y5A6&k7td0&(Dp#-@6_n%7{n`gDQD!i?B(86E3NNmXJaSR!j2cGsZo z_nFFcSaBm*0*ky_?D|3;t4#C01fS-O&clmj?e$A(^T^a$34T9|$X39r9Pt)Q$L>z& zarBCsrgki~RANbTLw(u0v+&z4E8&JnfH-Hi#m<#=KZ4PXP+je4u4=lvcrn3vTxHNE z+=Q_3h!+-h7OjN0`uP1oGfOlU6}2@w538j0ZvUK+mEiNb*c%LX{BbuA;7`r;Fppo3 zO~XnNbQZGsk&m!F3rkGtXeoBGYqZZ99Y;99{Vo2V9?&o>x2Yk&__^RK>o>S=w)xSJ*Du>o9QMdP?7XG~-?1e7; z4&u>2*bD8V+x@{_=%Nq<+#l?PE@qJYU@vqD!;;+}?1e6+&-a79&}9^OKiCUhPQU*L zd!Z{B9e=Qwg{%I-Ug*kMaL3PVd=s)z$Tz17oE&~KKiEsGELK1Hb1r1Y6Y*0m?cK>f zGcn)wU3@?ViuaPaXucsckBm6AEgM@m)Nf61*wBIvxI&R|T}#J0{J=4kYJx-(yDda$ zm;tD{sGy)?{9qE1;g=9rDBX!hJDSgKZrRctjaq&3SD=^cKtB_4eq+x>ml@f>g`(fs z)yS3=S>M#SUVLGzZ^U`qt_G+dZa{x$N9fwH!E%0YZz4J=e?>>Ldi&)MDk^+OzN4;b z^Tw9Cx+XNb_naL-IR%_^VG^ai{p*Zt6J~Aiso<1mgum}B0WzfyfDg2D6Q)src9?!j zUAATa#i>PnDRongv)Pk2`=rwh;2Z${s%hr{;5ygglV4i64pT(exn+xGKNe;d2Bd5R z_Li_pZ6jjPPE7H`EKn*lbR3GR$~heoD6zCPdrukqnt>f6$6Rb6Uij4@JkCo)Iv*;= zPceNNRFB9S(M*ToYX37l_!?Xj4^O6z54jxf;kZp4!d<>gag#rks9`r#{1yD0g8TSk z+;VvMck!9aUUJOfP*iC4L=CS&**puj@z*gGyDTMMq%x4IA_B}bR@&kPR9^9 z__4rYW8fIN7Qo?C;QAZZCx_35W7rT>JC5TYNB&MnIY(F{)lxv{MwZ$t#lNt15X)u% zq5D+tCiQ=@o8A9*uEi#Q4~CadyIKFQ!F_j;J#R3N{dduycC-J#?q)Hf)HR`-O-x|# zD{al*Gl$(Q#tkiJH;a)&JdreZtPh}Ja+57Pk}!xJt2LNi>P&QEs!IiDD1*Hobtx9> zy&m-&@TnfP5GzlrNBs#_;8c%#HD*+*N1cQ=uX@z?>0pn_55lP)wT2G%sL6QoNcX4@ zA~n^c-UN~AQ6GYXhw4!aVtP~-&}zl)G2TGIyFCAi9@RRgtt9@XQTE-&(ZD9M(v9kB(qWb5{Aia)V`EH-)z*ri~?^qYF|#je>Q4g!RR;} z4dbe3qxO}_aQ~l}jrIxH6CzY>e}tu_i1}H&w6HulfC3Mhx(R`3qZjPY6#KvnPZnmR%myo)Df`wt1j9%@Ye6KfD~| zNd*k)U{4yfCq!(h*%QJO$L$H>1@*coga`HQ3E>G*dHMK7z1|bT6H{5TCxj;r-V?$L zH+w>OqM$t?ywJcsA&wA?Jt4f1Bku{}VdD0L@PdwQPY4fBb?7}IVr6z{r5_k{4mj$xX{7b1H?=t*7d zo)Dn}_C;9t~HLm8@2u>>CHc*Y6+D%3L`5zlLzzN{L3fOAt1a!oC|(E1cSQ zG6EBv)@K(nEZ-k?oEx?WVV@o!TLboS_KA_SBquT=Qk{65U16uL+6 zRvn%3R#MVwK;ZVwl_yZ1FaUBVLT6%{?L?B2$gtt<)8Ei%<5jQ-frRxv6)*wyi&%6H zgFHz&6X;An)uqA~(%_s2!$=9ajsYR?=Or_VRHT@qQcReJ+oa=0TE%Iz`_VbjO&ob- z;%S-of@CKJNhQont^;#W0-!Sx?O-~vp1??TOjtPe$P1FEB{B73DgtI(MZm;|$BM87 zkYzb3jBJD#a%m1!qcb~lhFd5lTae6XM~RFeJe2i_!WwNvP@aw`eS*sJ7%Xa7V>2xj z%&jFxF>a1g==d~yQJPmDC#smJgCyiYM>WBV-Ivo0gG}&ACz_;0ik}r4z9*ZM>Q?mR z3CQ5dp_oief$gX)P*0gA9q70&jY`cj5gJjpCvtP6p;Kez62UYt&KUG`RF1OJ8K_)0 z2f7YU@z*w0IMWkoW18g|_B3VMvt0zLM8|Qe(v9d=SLPg(Kk7#EH#bH~B+YSN4=IgK zmvVkgh$lZSPEPeLP*UcDX%bCoP7Jm32X5So8!Od=Y2okrrZhcq7|%NZ4$NP3bk%`%4TuA(B-o|=YCYJOdsn^t9l zHC3fj6_ZMFY>ujv(8uye!1%6|Kfx6-q?kgi%mi{qvXNQVs!a4!J_#%LbT>W}Romj~ z8P+0|pEYzKzauefo*{1Z>t~7^{bW?!T&whr0!TD5b?7HL25=qgUmOFVqv2X<&5?P- zS?UzsZ4c00VX7a1Hl-lP8DT;*J7Fap2$R=Qxk5cQ^bldQ9sfu+cp@r-T2!Nij%cVi zVCX(!nAdA87(S2d%wGCvSi`kB9k0e6gmR2DG5fU>J!V}_zsJPMI zfJ|b#bai92;{+r(R;-Sy(D@rDBI*X)S$G)|WpTuC^)8|b9CR{_5;-P;I}y2(K2??d zBpC`Pd0i(qc<{!ilVy;Y;-%5dmX(+@?7D@jsxo~o6RC1!a5KX)Xy_L;G+Q+;nD$h! zOd)VM7#L0rW4b>?VsjIoq1xSWgU9>ts@-`KS|FAp(aey@EIOK%eav>9$jPa$6ZJ92 zb^hOPVyX^5b`w*>jlYSB(tYhN&6td7cY{n77|~$Us8lyUM9t@tXwyTzc>}$ijt$o) z=e4cj(zcE_F@wvNhvsGmkOWrVNF8%bBb$wQIRVr0CTJe+QdGyo-gP)5L-UGlrej$8nU^6g(w%|V>)z}?ML;INHuXa{Cr)_RVb+VYV z`7so-f1V#FM5{k7wtrqAofNB5+YH{zlSu(n%k@%|j+e7CodMP7GLw1ii}Ovxa{FRV zzg(cFAkMv9ArtiiIQ=pKp126bi0ROar9vSH zD)!t=1d}Z3`AHhkE4xf3c63uGa0imr2K65!-QB#&yBCfyV7^>@>SN_AUT-&$>rm;q}NX zT_<{E)nV%%S-R{a^~m0OrsEB195%x45RNg4Q$n@C$p`KF4DlxoV^U*;VtVcT1j8$hmJ=t%X(T&8=R450(ZV7V^~k~BKdr>6P% zgQ+qu_hbxD*K=m*OU;i69qK9%vsccU-Ki`SOh zNlXT_W|yhFR4fz#ncl{23+xXcuz zqf>k_C|jE86F@Dqm@Z?P?JE}S{!|_RH4E{>Zp>+o57Sv+1ORgR(VYd-IARi??<+F$ z%ymZ%g~|1RE^wh-bptfVGa7Ahxt_YP%;MHVGK zIU)O;*n1OPr9FxQSKWM_lfTyq%lcUY`<+DH&q!BfdNE}peZ3nI_9p$jTM#^H@hXO` zIr)gz-``a-r{_>37Tt97)Ac*RQw$qts^=y6xKUUZl{Se7GE%MR$9xUZn;@dE=wVKS zXIL{JV`M|b!iORnx19`=7+H10wFfwQZ&13EMz)WFsPY=Jr1{JjEJAB-R-E z4%H)wGL(K^7%anYCSn�eXB8gHQuXimOQF8IXjv?NmJ~`c_`!Ds^CNyG`@rU_B3t z?U(Ry4omA$+Ysr`hw3hN*bD@q)_EcCc&X(PY{KSAn>69x+L+On8a$3|0$?~wi~ol; z9IH}1_?()?=Bjnewk1mb_jRkD82I`wqoa?Z*VtK8L}pEW^+cqfRCE$6I@xQ=y07jp zb0wc`E*P#F9^juIN7BGcc*{Lx^}&DJ{yV;gVdDT6r(HWI3!g2-4jUWO`Q5&@^od(% z&paus7F#Q?!|!{~Zp%_%8O&PO)Xa|<;@xt7yHE?KPs^H-IV*E&Rugva>!_>Gs+~L; zKzxTcZ%$Tq8-9D7Raal1mETgUHl%6Gs%>q}TH3Lpy(wB;Tx@;PNq?ddeln5ye^cu! z>63}ruW|P?kXrMfv{JM9WspxiQW#f9qh;0N6O7y+0w$BWp60j#p8(Jw^UZ{)1qlF)Dw6)jO)i*#6Q`g@Sh8tt>7N(?~waQH}tX2P> z83DMt#O9Ou5pcbZhS4`{sY3{Ig%s2WFSQR5=--j50D#Dt$8U4CPibmCjcu^GeoIvS zJRbWhFj@S#T$LD3ykMi#fg2eEU?a-21z+=l0J-qfkaROz4n9okDG5=CADY<^4mnK^H!vWvA)Jut4DF;OvNE#)FCrlW4l*$Dt%a78YIlZ`DG4)| z_btLM?P>NUiWtEUaKlb$8gms|jDO+GP#-{lgBl1~7vg_h|7Ln3d{_uuq~zvS6c-lb zdv#^LZfOy=JLy=Lm0O8-&DlGZzzTi+6rw11yU0Rc7nz4Ha-r@bmo_yoS`pAU;tR9> zzLDMHzaP^v$08lhCz5JR-~R6xLPZzTaeZ>R)Sb&G7aw~--4E#xY^$zGcMH1XLAPW& z9@wDicvL5(J03XQjtAh_ZV$b{5qcs(eO(W6Zr7s&*!92_+x194gMI>=exTJi;oHB_ zmR5GKh@ofCgzhM=i}80+$ah>9C4CLTRDbPiMRk?zS@sM@HbQQJh@$q!@MCd)^x(+39Rd4!|K||G)B)jqT-Me?s&z|44OHDVHrtLV3Qw{bc ziTe`oK7HE;Og0|r!jxh(rW&?WW2PFRL}zp-C1$F@XS*Tm)la*TPrDJ^ul|qB7B<#k zXC&Ui{D-CqpY|VahtjkExOP~Mb$qC7;3}tYD9gV4?ytQb86$sVLno$vjdv1>p?uy^ zBt|&xNKE7{PGaQlPc-Bn#)Bgc|fqQ2{sT3W(K731#Ch*EuVa&hcT0e|$KLUJu7zQ)5T+n(hUbx%cA_&uMwQ-ytutCM@pXPF!&#(VEZ{m*I>3i7z z!xCsZoOm%7Cfb~#&Ki`_ddZBlGU=Km=*e!Vc~YKLzIx z&wtiwZMYnPS8SgL{|8p&X60ENS^vF~(1by_{kYO;TO65sN!W?hgr*I0hV2Ay-}alG z*^$>GS$my=*POYb@mRlbhCl37&U26{jM&H2vu!_N1u$ZH54eAsE9=Oi=q z18e6k&O6&OBU2kyPH27yk&{1eJM4Vke$CmB>uJb&emfG`*LAv6@RTzb{_i4H#J10Q zWP7B2UTDe?oP*|}XPaUpX8bQ%j{S7Q;mEl4u7ZBVQc~pHf8Nc!X1M`BHJW?iyl1}> zNy~OtJ>`s!>}%QUH0*SaM;Z;UIYV)&jm&c<;<^Uc6L6gvnYYAgYw&0Nm*+j}oZIk@ z^WgTC%=Wv`$zqk?0xD^rvry?^A8KJ<+H*6UzINAHSudnT-bs6;G_9-aTUjrqMczu= zy>-wBgZ_*Ys(NzUVQA!0s{!usZl}f`wH8Ol?Sir%Qq}h8`41~tCW0QaX*jQLqx%+n z@hR{;yKNrp?sQ1*wmVV5PHLvMuU~A-bjC2kf$hLGL~btLI;Chq$7)E{9(JZGGigOh zo98(L39DJ`Opffkd#_Wm&&fnlN*;D*DbVBy&83Va0 ze{;vR2q|oEmPQ6L?sE{$P8ChXvy9d$LrOZjQy+HvMzC=yb%+R_vKZ%s+fisQ)@#qd zd454z@sc&DM>`RKL}$N3|HO(6+zR~Px3x1FXIVRAhuKs-r89lAo63t;War{?AaB^- zt}Br0be#R?-&|Cp?#dHaCOYRn<@BSCU%P$h?~&uhj02!QST{rX+O~)NSx3?4xoUgg zip-n0q~ixsp#HIqRkzD#DgLo-XJp(GS2wov%K2)Ti> zH!0e0Q5aWm&a#`C<_~(*f?6b8g+480{SMt$+{)iE^wsVYjh@}Eztfe@7F}`erk1w0 zy86xRrZ?8`TeVqS^{tzNo*s`v7z2b}9H{|SnxoNUhF4+&G z(KkdIJ39iRyt{m=R5sYqEl;dUbl8So!cS<8}DhvHjJHUi1VC_0lQ;+=bY0| z&fYa;>Z18sQ?izvT+%ott2k?YN6E=0-@ZR<$}Z;#tHF7A`@C%DaX31+H-yqq{@4CD z%g+tGoJ;!I&bt@1JG(=Roxfl3Fx1fKBxhzj{dYFr-=`x%}N33ou?ONHx_44 zS%Pxi(pXY(sq+Gq@s;iKrZ~T}<|*6_(8NaLFv4z#ZG zBgx_LWhf_h`BDd;1C4+jpU8bOSD~3cv6BYnSPOjE^W3=7-S8%auknTF?{Y#_-+xSHQsVeN zF!?@AC`U&k;eD|pJPDjeW+v?iwZ33Z&Gni%TXn(Bl)+MSn@9t9%TZS{Fxn?)R#k3Vw0nZ`{BKT^IK z{uIKGHQ)HzyY)M8c*}}xtB(=T&(ELJpYDe9^Xr$vjk?$s%1cRa?UxeCeJmxs1fX&k zBOkI?^_82Fe5sR{l6pxvH)YVSgo2cu(E5HUg9;x@NzHvCB{}y=@V}oD&QHna z|ICMcI37v1^h*inCM{L}E#8l-eB#^H{E)hrX0AzdQA)Wp%|`TjJrd1L3T+QaH9sj- z8=pf<=~Ct81^qQ^vB!n%V~~$QZeHXo%*bmr1py+LFD>_!%h!~9%H?axB4^*j^ySOP zQU{?bw-Od5Eq7hTtTT=^#LH)S1%Iv!T9{Pfx^k1G{^hf>;+Jp4ir>O_H1Xb{v5$24 z`}_RzeOAG*ML2eIHuxRzW0wKrmv5g6elNl~c@V#Ro>ctZZg@U0EZYJ2A4K1VvRxX2 ztzF`v-gkxbU}iVnxbaj*+T4j`E>RrAv2+So+ zYZvS~8+?gFK2vAnXmsPqPck+jA3H;xuBL5BIpo7-aplMkbs*EQTwkWqRAP#O_=Co^ z9OSJ#;(a{^abL`Q$F|4pH7Vm!4j9ECXe*{s!ir9I@yszM4&KRy215UYd%oZ>p=`WNl&u7H-$T@#m(lsgbXdB2&oEXX^dwxKT@%CeOF< zIqZ6T|1G+_WwkWUzi?Yx}v#LaQn3 zd}M1QUv05!+Ncxn%{*$0#d3A#=2epS=}^?}FWLVkJ%2p)Mq>-As$Nw#6#Q?i^ix$G zv-R;~&fZ5p@g+C3u4a7OsNF&>G!FcQHt@ib3&=M-w|A`Lf(>VW6Yk+G! zkKznj?O|RY)9whb2bH@c!t1ZJ95Xk4aGfU?CwaW)X?KLz70TTa;g#z>#0ZaT8za(6^{<$9E#$911aaZ<+XW7-|z^@RH=?}+d^TDiS?U_7~QT)gIKcZAnv z%H0v+mFrvn^ysg2WxQ5vcZAn%%H0v+mFr%99{oF98LvCFJHqRY%H0v+^(HMh^*#%R zvm9s0%I*>yqO1_7t?s;)bU*%oSBrQ#3A1L~s^nz~&am~KUEW34sXBm{`6hs_g*re* zhJRjs6^w7P3SGgA#8;u>o2vtOk@zaQy!ci~e2nDxI9Uu{|A72r1*<#+&yx^IPlX_2b&&f*oQ%3ZkUE(eT{_gw0py9+;m1;Ol|$tWe%p%4 z{J*V%HHdS!O3&e1O4t2x^Sh^smi9~f#GQ@Prv}1KzzGpA%W$7;Tg!Q=!l^5lt`~Fw zFE5(_x)#Hnz~E&mPR)=68T%9!dj&7$Dw0ZGB=(9fx}Mhoyh!X7U33+z*eiLF*ei^h z$0EuTRqW-wFolq{Ihj|2L)Pvp$q2s=I2k93$%_k3^+8t(^gM(=g_D)b>kBwR>yO+p zt0C)@t{lW(q;gg+tgC@~QX>}vRff~2WyZM^r(;!I6Q<*jIK$TNHP?hC-Y}B8Cd?FC zaOyCoql-Nq>$Ch9z-FlRYcYj_^H~S#T2=(6ioXQw&!wWx&|i< zhZla1)t6ugM0-@|@<(uaMLQ+y+q_V}XeY$}0fi#o+Ul%v0H2_{qa7IFZv=ad}TW|Afn(SSIr2|1pSMAVc}lPG9JcyiiGwq60Yn z`FF5PG6kpV)N!4Q6ZvnzrCmF(#N}%3d;*tWYNy2c29|!_#K|~$eHW*%{EYr&oQ_rQ zwYR?jQw<@EV&rJF6()9_&(CCD^7$n#^8Sg_v376hqN5lf6qy&sr{oeDy><%uUBopTA{61FaZu$_xF_ISe&QG0V91B! zWFowtfYVoiFM{#_PFleuxc*eRPcgmQa`>;ssnkcu0h}0gc_CKG>3B)YdATFChq`w{ zco9zKf!8Z>`too$yvzf#er5)WB8SL*V?49_asZU_W5^k)F^0gTCg4PFcsUnm?63;~ zfAI)F1uv&6=L%ld<0Q7Ci!L&K`Gn7ncbPxlWk#<#0FdWX14W$7!1#DsjnlE(ws+A{ zr{(ysjxXZ>4LHH(v5xE-vL^TGjM$rT^}BnroBo!TXlIM(K= zT@sCLEt5!;T%v(oB6$!F?u8$+wphe2#Ywju6$q=r=_}=V@Lr)skKn@mB9vriu?O%u zgwis3J*biDqL9mNTu5~JoVXCo>m)7ag?WNmtr*+s!uV}uJvc2V#^j1Wl4#sWC~IAZONXbF91-g8 zpyy5>fbP4*j~MA@h7Ez9hXsHb>Hd`h?6$56LqLz4dkB~b`gp&matQ?8h2lpVbhC6O z4aA_1Zv3Y*5-p&7qwi?QX5&O_U;$Z;a7t}rb`oK+I7fk)7uJ$(RrA97fK;l5U>50B zoN!l(rU8LO9ZYQoPP9&5Xo%=Ud12xpCG$#S143*L2x$pKh+P38CIy686A@xaK+uMm zCyIG}M!DP7^}pdp_sq*Ll(XE+vAOY>h!CxxWnuv6>zId|6lWO|W5q$r%lkNyn7aO1 zi7R;F?L5RQdDZu$DzQ>{eO>3tK{arVblK5?@Z`RMo)+pIBN6d_*xRq!%KIhXOm9tTpfLZmGQ zh_q>YED#f63_PC4nW#uBc;S72KLoppb}yROKV+OeBAkE!91HML8i zY{)b)Lj5!@JFvi%3zj>ZWC5W~ZXM)vXm1T6% zS%nkrju$qJ307IF)w@!z8X z<3@kM%VOnJR!t?M$L8fcoajX&yk4l?Yr1iz76IXf=@TMagP01VP7t-Ih6u?S5TXx? z0aOPwr2E_oUYH>SCrh2f#8_-MN6Eb2ffLrw%a?HuLS%{OsLm7p)D}9%kLhB_H*pSS zXe1r8LiTJv00X;mMm6BrTAM_2Y-pVmCh{~+l!O;oamiAF5VIbsC6=34S_#Cw;CD9h zMNoxB85u}xn)|O5K_WpS>R>%^&_gCv^Sj1%^GaR8hAn7!e3vM0G6lz`i1A(Bh`}wn zDk{yBDM=Yk>{6zW6+0qRhp!B3x=3S!B56x*al*WQL5a(Gxeg}=zm={5ZN}(J(G56Z zS0cvXD0amV4pNAgmv1ZQ@@`z*B86Eb){1Z1bvZ;j(F$H@n`#u+R%>k49fe(6HH!Wh zMqyEFj~GR{|3Zw&vO2u-m$Up|$BE9J7utooH>M((0gmyWGAbca2aT){C;9_kbR8|D zaj@6$5B7ENb3EjT4yAO_&GeBVFHBH^#3(<`U@uCNI7B-iCk|vm9jo#GOq>ZAyfI;* zlUYJnC^7=q)r)9ztcVXSSM{V4Gc#^M^?K!VTt0K-b6`H> zoJl@;b_mvi#qOmz`M^Pz-4DXe z#d>bs!p9VH5YN?ZF2JV-;QctRcpoc{3--qnAM=&!%MbIi2Im%>e2^i>8el$)ldIid z#mVJvE{4m&m2ig3GPuaO6#W9ugE-&CDT~k&&J}2eQ=V?dR~TYn#D(*_I1l6G;%qC< zy*LlxEC=I|@V~*W7J(6-i!%@BBAi^vm4ger{xFfZ zBh7PhUV!sb1%-@aDEx*ewh>hjmS&0$7)hpjfk}}O4~8fE zIfPBn0{4GrT}^w9>qcN;4l~!awF!w0)v3w-Mc#wjv$A-9``sh&#K)-kym!n*y)gJjd`zJs;yAm z7=|$B7ZcoC9s{YTBx;cd#~h7;MR~zG(EZ;8xhbiVoeN2h(JDn>gk<9LAvdkTka&?v zTK5@@Snm%ZSs4@0^N>t}sdyIN2lS>G$rwn!A0wFyNncci$65bE~3P}&Hu4SruwNR)>TbBP^PcG1pQ5y%3;f~cNFXCn}q7?_goBy zDPR)gGX(ho7lYvgn7z=?TDW457hMd7PGC4vK*c?dw_OZ}C&!+M|M5M}UtA1^Mqm!2 zU@Tkgp?-7;5r#xy$^sQVz@>3Wb?h1VFIMBZ76QW%jmbwm1L2E3%7Ec-5RVp58!-IM zp~lQZ1hHvJdp{o`zV`0hB2lNwcFJ;7b6O3D5c3|_R*%%Wu@}8{mta&x*znzYHb$}p zzS*c-uYEN@a*>fp+j+p1=+xPEeh?$s0oDgbB5gXSKBs8Wia}jJOzG7*aTU^aK_T+c~(x7F&c?_1xU&m_8 zrfjs#L6E4ru<(l!{BQ*KK5o4S^?qVMmxD%&Vh!mL|E3tp z0ocz|Mk4m3V`iO}LrvdTT>1BL?8oH!DE4zQB4+L!yBq&w^#g&$S;0PIKeV>kLwdg* z27}5As8f#kKe|_JY-SN=IgGdEt;XA~}-hoWpSpE8_?>8QqwY3WUI&yhPEFnI-3iA(O zvM~YnENUY9u+A7s1tdF$_%Y{0!fB(&dIXZz7|Gj^9E_1nLNN{u(=0u{TAx=nt@`(n{NY0J7!nN~K;dU6czz~GyffYx?D5hiY*&~Y|B44?KGXDxP$#_>Sl>2;GWT4g?JxKZO@GxTGrKU zXp3S?y4qS5pOig4owdxeD{;)fk5l#>Fje1cmvizIcQDW6k0H-XP=1|fy%EzC{OGV< zGL2X_qfXcMbKE>rline=ewD$bAMviX3z&nL`0BF5<2xiCt`cet;!)vGLDJnDCMTx1e ziD1R&kRRyM7-5w{lKNGtAkSF8H}*HA=%#x>(>S&tdAhs(F=?3|7wh|7DBTBdMOu7*>^}SpJ6b_^$$qWP2Un+u0fcGYK*Y> zjHA4la?LduVJ%@ih83*&sKE%U8IprW8^J8TMXoWz`T`_-O}TI7rGwbA+^kf0F4n=DkR+|t>E@P#$bds1(H@%%O@ixlY((AFc@LsYv)$0 z$ziZX)fkMh&Vl5BNejb??~qh4HW*=D3yF2R^Z>za`KtyatZzed$fUIiQSjbLAClJ3 z4MtdRKvKR}(#jNqx(e&>1|zH_JT}VdMH}e`BdlylS`($;2-ab~!3e7ol7nW%kG+kP z9G+t^!ny*IZj;uNC{KK^eyhO<>l=`C_K_S0&n|v!Fv2oQ1on6!e+wbx*Tbsr?H zCapZ=&^tsgKQI_!y#Ps$sb$#JdTtrxP856Fv3d18p%P!3NF`dgAvwBNYV`}xLoHO zjIeHkB-LnRkyj|Vq+H)N7-78t$pLeZ#xW(n-}sZk2&*qvajay~#s+xe$CMKdMp*M8 zX*H}bgM|el_mCW(ZZN`XgJg%v;X>dA>$yH_Fv8jkNotbh@LaIG5kmNn7>uxf3Q4D7 zoefrexqfdj!U|*ARoc zds+wGX!DN-BdnC+$f05NCD24zm>hC_%sYhDVlcw`EF_)1u=X2_u%3Zr zuVJD2`3_0zp9UkWiN~WY8uy~3zBkkC(h@C z@pjm4Fv9u;BnORc6d|qnTK=QK2rDuIGd;7yfI%^Ub%MbND+`hxd!<}l&4^Dc&tQaA z0ZF=H1@~8@DOV0y@wO2{7Bog!DUclcisX=Y9PyeTXE4H=4#{4l`HVo; zB7+gua!A%1ZL9^$vwN}LvkgXA=RtD7q%}7%t@{i{SZ_d*YSJnXWQ`dm7-6k|WCtFl zQwNUy*}xobH5g%C3rY5W32RzlT6Y-zdsd!SMF~Vww|qv|cb6VGSCM-p1r`dLXOJ zV1#usB&o*c>%kH`@?2jr7-2mHNvpYseF3ca{_vo|2n%tQ8P)}$2-b5YWAdUg!kPq0xoIgKfvg;Z5!NzD4w~m6UjoaU(@Uz&1|zIX z7|*Rz%a;bGb+f?;>+6v0H8VYGBi=S1HyC0443dK;t^2@Az^M<(;qMGaST=@{^mL|> z?#|XmQexr>e*QJXU?iSJknA^k4rXmM7-4-5l7nWB#CeP4)N|coFv5BOlD)TyR)f>} zwZRB0f=S|9lf&S&jyD)#Wk7N;Mn5@_95AV8AM=%w0(uy~3Q4zVgHr-o zqb3SQSo0uBzh82gAIK^*7-5|O$qq9X1hZNVMp)Y*DL3<<7NjNm_FP{y7-4+{lKo~* z65IyAWiY~e8j|j>%6r{5Dk~Z3=|fWOgP~7jgtY*Yy>|=i4Z!1PGM_ORVeNF; z3RYh?CCilX9fJ|p7&Mo?X2f3)hUCk0U12c7`U528X2j11E8Y&XF*s|Cur@++$c&7^ ztgji2uzm+g=Z#_;Tai|LOPPjYR%3+K2FU?q8yf;yml=$(u7{-6*kLg1Zi5llw;{32 zT3mHtT0b`!VZ8xKj+tF-2xNuOfHX!}!y!4?OAb#l7-5w_vcH%5I@@4`bulF6W=;}Z zU$+~Ku)YIHYA^K_#-lTh5mo^uroMvjSfd6btaeEDoB2;L>vIMptlJ zeSL`af5%{i^>ava%)MvuT13A6qu-ssT zbsZ$#rhVlG>Ttio2sUK5H;uTW6SHmI8C_Q84lEaPqgZ-e}IaKF&Lw-Tn03 zKk!{p_qPn`NI{qD-q?aMF&un<^-t#gRZMFF4!#RId$Yuo7Kf1cu~#E5{Vr&8{g!A; ztM4^X{9f<$<}K(ZcZ^~EL-T>TK?{Hme_0}FB_l1-uIJhc%-%Bv(?2FZM2ntvTEN*2 zkVax~pOl^%DfNTT#JYMuvVIzke(LHs#OtSSL-}Uw&{6aw<k{CUEHZOXO*R-|&4i@fu!2Xcr3NFcC?q=!3lC0whotpIgAvwKkgV;6^_Ia1 zD*=zQ($5!dEI~@~Ivi~nwY{*uXE4J0 zIVAgy9sU`b_gagTFnPXUgtY*Y^j0a?KfvX$7;s zYB0k30FrXUT4ebTNozr_V1%^`l0znk1N|gZUq3S#VU1h}&6~7>S?df&Shqp4f4gYo zL{#xelb+=8&jur`!aUTM$src70_tn0!3gUiNcQ%^df#A#b#lIC<@CZ@Z!p5@f@H_- zQm$plp%YiGmkmZ(LkcV_y%$!M!3gUrNDlVG`k}!HD_n>iUMg+*TTu4UxEzi%7-7wa zB>j3}1-F!?1|zJMkmMK^IxJ&Ho@>3q2&)Ye%dmpe+GQ}p`W)lALUI^fuDcCJSWiNd z-Ah`}8H})g4ap9};+P!YZyYulVf_P=RKp4`SAR5CjS#037-21iq}%8)xW3LX7-6l4ml>`uAc`VDj#Khqn$STMpm1CsqFEpIjiy6Jaz8;r2JAvs`J-u&9n`iH>? z>l9AmuaO*%BG??LJat@XFv5BYl7l9#U{?PU!3b+9B%S!GjP3y#X}k`vG#Ft$4oT}d z!V123;4jNHMp#)(A=xaf;CqKggAvw^kQ~}1tl)cx7Y#;OLrbCgc3}nIJ46jeShqrw zV{|w=P#e!0jIa{QEGvDtr1fjCl2sk?pVZf>1|zKXkgWZTuxfo+kM&;$Bdk{;IdtyP zS)&K9+ZIN>I zgWBTn9h?fm2x|r;sau5=eDBa=Fv7Y6l0zpQ{odi%1|zKFE75k$y#uCM0kf~w1|zKN zASpL@0m1hUzcd(O4XVN%z_9uvt@u{C++c)t4I~G#4X19)P-p<_R|X@jN!8GyVFlj> zY&95RJqk&AFRbI13r1LLAn7zL47a{RTFM;;BdoU|$u_KkK8|JD*KFK;YmBgVLekm` z>nVc~R^OG-;YFfD?rj%8gFVAwgtd>7uL$d8O1<4M>3QlX(8o>yw1d`UvB!|J}>NFT(Jp;-9 zUea>T5R9;h>E07$*H|lh6(-oN3SPU8(Bdi)oQjIo(>+1^!Bdo_E>AdRbX+_owMp%m= zN$(}C^9)8x%{>tS2G) z6XqNa^w4vEHp+PX0+`ttI5dVDlMv7K8(v%if^ZM8if`~l79dip>OBF>=WQs`&LA$iuH0*I$W zaXn=)VhQ1Tw83|d&MGh%VOd7-3nBm@U68tP=yZQEV{6x(bp`!&(rS*0Tm9tmD^1hrgAyIBSZ};h6>_ ztS>>5`n#jEeq}JiN^iobXS8u!V7V?c7-78wN&4?4tzcH=S%MMPHzCP3IXphFTz@wh zVa+`owqaNufvjByBdjMNS^KW!aAIJ&25bHyur7wA+}Po~z;gZAV1$+0g0}Mq z(P2&?Yo);m>n2DJ7~6OkEOce=A?@o!gAvxsR@B8?l2$P5A%hXt;B#Q}W^Ozlsl>OG zMuQR7{g8B;do*~guw>BGchV-o2yE1T9K(*`kd4=6>Q!3gWiknHHC6mJ64*-OmX zTLdF9w?Sf=)*W1m2Mk77A5c;zTAc~c|Hs?8z)Lm#VSi316%{Al2_xN5nFvKRlI}Q) zB&zAEbQ^Ud_d!U)2#JbuO9+FIOAJaO404YKU69K`;qUrB>+JJ9dv<#@`~3f}_uU_A z_nhauerx^KWv{(w&Ww97tA|g=yVvma-~79{sE+wlCZ0`)CmK-B)9}nIP|p9)oeV#r zaV5Vs<;rUgHQ4Lw08_J!ZEv6Mg2Cv*X>)Ow2{+olfH>m%|#74nHtN-J8*jE(atmqUqpJPV-2J<2ms5+3C( zC`pg1He$tub&T8g}yCu{EUZ;cjHq8SMvR$(OUiUI5FnhbT$W#-TP zqgeu(XI6JG5_-ZD9l;#hd->e_aw-Dc1trarE0i~&WIamTOHp!%{62jMO61^trID%g z35?#dq9p#o-su6)8CB>Vr=_NMzC&C8-}cV8Rp^~P)H}F3jKqG+y)aZXaW>kOWHv0l z!!^qBn06fpj#+WC^ly(k^Zn8$g7q7?DnCvAp!{}~jh-@b+$4P8n%lU$(5_s8cA1*L z0#Edi{E?6|lt=l+csk~LYF>_2%cHb~67wiMp@a_2r-mAj6lT?_p=oKd8m>#GQab+4 zteV|>_1Afqglbq0Gv6CjA@fJ)XC9mPkz?Jgn_|yKOXF;*WkeazEO-+17$LL}O1VdQ z*mw?O4w*5hWRtNLD7$6_%Rm0jjG1h-sX{gek_rrgP zRgxFQJvHO7i^kzz?ho?LOy;{(A@jrYGha4#%H(tN^Nw%SL^eu}aI&$Z%-;o1tkQ!C zh~p6`St-n+Q;uoZ?x>yj8vozqa5XkB*f^n_ieSD!OxsJV(021JO3pPGt9r#vw72cg zqZOf_`4kjpJbmEdv=d`Yo*my8w7df2Frb_v^6*X}2_>ypVQM2VW4dQA$wTS~D4CHQ zKlYvZzE`48e`LGtC7&V>OP&FxJfP%d@FZ2|y-{Z~j-7+G|3)5`-1sV#96lgqw{4P@*1XJe2g& z`P4N~N>-R_T(~laOQ9rAWHwq?X3zPHy}JpXP$@n8TRnTsf~B&*+~)vJ4}vT*--q1C zL;g2wg8IEE;VlFua$Sw0x~9g(MLtVKT(hp8p>-9>v>YAL3MW6N9Fq-HJMZB4Qq6dU z`vmiIcio`XtWl$?utx1vlWWwNX_H3ci*C)6iM(a18|stpTG@mCFcslq@Z{*JP|i24 zi01eEjZo_JV}9&o{sDNR9%?0&(w>E>_3*?!)L&4V^eRj>xdzlR`87No${7LF07G@l zr_M1{pTe=`8tT}5>Io=i0kPgTRQG(U97-a9sxuqZarsmPN*Zf|`((QmN}b+?>pam= z$h=Ek1Eobk^hJh($E8*oB_P(uN{>s`yfzeS8<5pj@TB2!sqRoV1gw6e;Ysw(r!Ips zJD^>+!;|WlPdy98yvyI2?{zTh&6#uX>;rf*$LCZ3fnwH=Lew7D;cDff211Dh#5xH7-&`vb zr&R6=c5uBg*TDt44o>jIG5_H8bT)h@r`XT?JVr3rxan26#x>D3Zp83WmW}w4$WQWw z%6YnjI-d+rik^zvjDu2M#v0mp!k7A}xlqz7hnaVxo0ej;6sl2CKL7Z)GS950lvVHO zWjvGB*;UA@`Hn{C?#6u5$k^eNMokz!C2!~OAX=JbOLvgfRq$xER8-&_C^=GkHODE( z~>{N^S!RyqXS5BRJSLI!K)owsG0zS2) zr98X~I2KCDB<>GuBb=Kto=uU5)B-5Arg1!%fHHH>Ie7LeJlSc5Oa4tBmfU;}_G1Ah zp9oL+M3!v7v%6Rxmb@5BTJ^D0AIL+h=ti_^L3QjL%!sO6*+%Ct=I0Q3NX4L(h(hP) z9i)=-ka`wM`FzImjyh65%0sI8O=#Dd%ti-9qSrkeB@d}Pp(MwX+8vZTg2``^hg7SZ zVH`th4=XiU9#W4(DZh>F+8LC4D3&~=8qCFhUX(qDJ>(%Z6-qpSS|kstwNRp>uvq0C ztYM8?=pl6ol!z#Me@&E!)Ll?=qnX2oh~&@wH}a5bH!llvqFwm&rqF zBb2Oq**@l*+)59r9#BF7qxXDyNZk)5JdW9DWzEJmc}R7+4c7v-Ya}SHIw6hz$?}j| z2qmX>U1X)+l84lvP~vLW#h^GM+_Qt{(?e<`loC;=TVvfK52;t6q_nd2w8q*d52<|? zAR7~yLpybXJfx;W2`d|SA(lJG*usoFq>2|}E^D=EiJ|N63`j-gAvGOJOcZXZEIE8x z9#T8sjxnZoy##6({O=r$b&@=!Zi155%4Vn5$wO+NJFwbl9Ck+W{&o$LhtzB+(S=;u z>@($gc}Q(B<%n{#Zd%56?U|y7R1YW-QTEm5LU~9%1SLC}W5a%R_(2|0ZSO?%sif>z zhqL7&^{7#_M(q)@t!%%`L+a?e&|kV%+OH00%R}l8C{a=N9KJ0NslTDb0;mpm(?e<) zl!z$%)!_ztNIefFEXv+rzsWJKHN zcHsd|s0jZ%N43hoXUIe9Q79qJ$_W19r#8z&s>x!^O4V>bE7eaPQWrppsh9DfOsj=^ z_JBO3)jg5IlsVDUZ5O4g($DM??zefa96$lo4f28r|kIo5AU*D z0ww8DKK3c!L&?d*{&L!mwiUJ6sp1zKD(dC@;qNbhg4$R9Myfk2&8p=+I4f6U$T;IC z>orvV%goA%W@SsL{&=R}*Hxk4k5j)pA6PqL+89soS9=u2V}-29p+8JTjZQHhtbR_O znK6el8QbjRn6c^r&B|?E>nbxgnD;n2=cYV}mDCrn;2q^Ril&H#yLfOs86$i`N{ju$- zR#4)@^ULW5#r!6%GoqsShrgWRKI$SU2~RmUKuLL&hoEFU%8O9adQ#dBv5N4&bC`ZM z#};{*!;;5Q=K!jcJfu#ClJi8r7)m*=4(@zUK}n6wSC;ye)lg!i@;#sVl&yyHcB2j2T!e&=yChO{EU4%2A*}gg4oNs9G*-m%h}!FI#^B$o*W*J zIQ?#}MD9V)Q}CGAVI5Bx1~Vg_gPu3x2?uz7fhVe1d$EX$zgf=SPvCVldF=H$6rPk~ z`LCX)z<%)5>d!hiu*Mn>PiZfD{N-?sa%L`kMK54gKhjgy|F%Y%{_-DY#U7*;yNS=h zm46=6@AO4;pT`JhRj)psp87ry_gc528t$t?ljG;)t#;<~=ZBw#c{;js%)3)mZy{LI_7|0X{-owDP-s0nKF6IXuBc=lJyw7p3c+J3Lv?tHfVc5NRu9G@*89TVJk z$79-#p|M?k{>`?VcD1cSyEb5-==7aMqdZx+~F}@?aJ9r?|pf z_erb?AFv$LcK6_l)<+($#+N|}eN3vUi{OmZdU;44{uI_0QTte_Yvm#J8I+QMmNs5S z52?OTvY)Vq_WWEe52=@+MAnh2VXa~4X?jR?hLTh)@4R6)&XtE$8cIgluv6d3L#pL7 zSbNvAhW2)ilZVt|D9IctdoOR4htyurA^~5LYHH2K`SOr@2TE9!y_efOM-QpF~ri6)yP(d06sGP@(}P|6)9m2c%CweL&VooYNE2D_g+T^>?ND2WeQLo>DfIebGNQaim2>T^;UrWUH3JfzMy ziu%hw#?tbT`W#ADs}`1wyk|1i@Go<;SwRn}v!LV-;HOIN3y(h=i{v5oDU_7f)mBz& zua)$W8U!V|mf4tUrJk0DRKr(r1$mFuJS#O>9#Siy*b5wNm@NMh~gMP?D-))JokX52;t7WJTHA zRpWJfNF5C&r1{ke|6mT>vod)|-3uk59f+O!L>^Lg)?gNBepN>-_h8hX@{qa+N+N)I zN*+?*LP-Zut>2)B)DS3PS>gK8eS$3sbx@- z0n|_OkZS!FuI~ZV2zf}&gAxtM#yj$ms)+}L<;sTlUYI%TE)S^-p@el!!L79N?Vdd) z52^2H{bV?QM3owyW-1dPp4&C955y{R(@9Jfv1Zi62<_ z3S0ahJ*19+lG2{mzRsU752+`Nq8v`OW~0&j^pKhYCHz_8E9@G1NbUOpt`6Gi?QV@V zL>^K%K}jly_ABh$@{rp3L)1CP8lHn#{wr*Ec}SfPB_e8|wU?iehtw7*G3^iSnQ!?K zJ){OhNs6kCSnk0UV6Hr*-hh%*FZToDAHB6driWB_C{g9meuYiQL+U9gDb>)-Wq+(6 z^5(){X#e=rB`+1v7vsOhXKvg=IC^`y*_3A z%~uebV1ws8Z8o1eH^KLEX~l2ES5U~jrCsJn=C|FQgS}IIBj#5{HmEf7DIKB2Jf40~ z;!^lq;i*c+>9KR*NuQGcd(h^$=DpF)@1%Pb^ZV~!rSDbSE9UpRy`HBLE2H|DpS|f* zzJ!wXc>eJzdv3xA_jo!$iJWCd3-i+xig|+PDwCijJ<82c(jMg*C>f9Pj!*f7DnD2OCAVUFA?R9;NM9xDKA1?->py z=27ND=`@Ptxdh4L40g`^b8tYtQ0N-dX*&L!IXI84C~6~~Cwvv}x$3OXR{W?Af2_aF zJWXnzo+my3#LUx^t1wRw(mWmKyeyRWN}nlj8S;~6#&$4I*T7S9VSb)Jg%VHXD|>tm z&lUN~7$~W$^Oa|zq_53aeufg8ldrV-25p~9g}vj{5Lqi~yk97EUw$I=ZYU(RVx6|G zqWrvf^^T{Aihr=_qwNXo8B2)h2HrJ8&_u)t?V7o zD|S_T&&fr|SZ*voEptyqcSks{Ti43Nbz>eB^Nt1M#e0_UXAS)C9OM_l6AJha;^*aI z$!|kRt3C&z2-7pp!TNkI52Hsmq|m17bZd529{t>=a9#S=bKrHoFdrheC-oj`=%-$lhtzve;_BrutyJA|dPqf~WKUqMI;a#b@s$T_*k2w}!;I38 z)NhF8r>4k5DghRu>eQT7q_v^=C%L&^4LtgY5q#Xr(Rsxy>QQD-9$ z{?R*C9#V^;HehVS*hZm=pj`fN^BIVf2>qn zc}PW}BsG`c0JS@ZhGxn@c}SfJC42^BJ!_>dkcZSPD5WQpdf8gTh4PSk5K3$?sb!!_ zd^LPQ9#U^Y2@fQ78pg)%K5C0Rq>6vW8a0TNeO9)Xhg1(J$$(XKm^`GWLMfTWEB>8m zS8ZPnACrgFw@^}#lKRS;!}eS0AvGRKQWQ3LmbG`WJfw0^5&_g++vp*63Y2&NHAfy& zuR)0gP&I#{hg4UiEM+#vqh0=W{#toRy$>b%IH`upx;f!`*y2}uNKJ&24WO3GL#ozq z=w;Qgr#03|@{qb2N?Nhpk(*z`4f2p`{~zqW0;n>1NId~19p#vR6C=uv$83Bc52>xD zoXMniM#TVD9;9~qogPy4phS-(Wsh};JfupYBz1+g#~LmVsfkcZjw&4MdU;4KfszV{ zwOk%juR_TkT{zYjc}Ugz1DOwq)l?o*Eun-u7LL_Z9#W&A#I@hB=Wv=lq%MV$=vFw^ z-SUviKncZ3*<-ye52;U~ly)a&9~=M3L#o-I=;eS|?c^cV8A`l!;aI23LuxvdR6q`| zmWR~MP_l;>j`fs0q}D=71jO1X52+uaqz*3}tNvf~kcvP_2E;l>9#Y3ci5y%wR$LxZ z*FlK|#7fCS>LDlz-B%up;pJa#ewT+-x4+TS(YzZqw`cx)z3b&6^#PQq?x`Dqau2R- zwf~`q)Dci(qTC&dVM(1U52;6>Bt`Az2Fj!UkcU(^v_2j{T_q2xRZy}4-&0&vL=UOM zpv3U;xF+AlMJMFdE2MT!k%!d%P%`Q-`@P<$@{p>72j$5zjD_2KOMgY>AvGCFNsLrC zRMfu*cvv1%UqQ(XEljn>qcq1uYPfm0Hj$M5UT>~Eq+WqieikYFuJR9gNF7+c2+xs7 zeTl&S>+*DYNM)epjwe+EL$4n4=o}n}zsN(X^-iGrlKK;|{M1l+NF||!dyraTjrFQL zr2c}EJ&u%pL>*d#9#UhWM0=B(Z;iD~9#X|Mk@;SvdLRwVfqT|p9#RX8at5iD)@-~d z52>ANfjW`Y8Y>l*htw1(nUhG_@AV#(htzr~sgb1Y_j=8CriawYP}0LmeQh04*U3Zb zWhjx;NxfjD{*Z@M`(3bZ3?TKgH5;SlA$1Fs_-Ul<_j+&1L#i4cH%Cq(Wxv-uRvuE9 zKuMlT%04Ss$wO+FI+!T|t7uPoNL>OYa}Dn}ZbLTw_j=FEL+UpurOQZdwC3=Ly7Z7b z7fM!l98<6ux_3An{ZGq7>K7;_`X<4XFjEk&@*vfHS9(ZY3nlstYv{%?AgNE}A=P5H zqEI4$DwBuQ3s5qm>~~VNO6Vcg4@yjwyMpG|aK1dGHbO}SPzTndhtvcpu_#BBeFyuv zJfyZkiA*MC-z^`2kBWCZqy|GNKZ2A!)}8W@`VvZZ0x5f}CiUqd)eB0d3n_c7>*XQ! zHk4dItQrmIA$1s(8e{HuFC43V9wp7fA97D_50)_L-fdH_m!sk2Ak(YK;6gC~py*6gE;i<+1}&2m|B@az>+@&I~T z^T!^~Z}6;1BYp9(aR^;FoprA7`#Il7bo8!#1^isRKVjUYGq-yM{4BIR^cTOSg4uV9 zW2WZIgI>0@-MCl5liZVc>t@w*50>+rJRB`8_QDANlhNH*$PG*CWO+zk0wsoCH&xkw zjFEaw9#T0dC2Fa?hV}NQhtyF}a{sV~2j|txt>F}TNZkb`xsBBRpxm^vhBU=0seecOWh~*xP^_V=QHbRN1zw9;KBTNseK2S0N)FtwedIU$9J=SI&RZ=~#buGxwnQU^gv zXhrg_tBf^F9#XTQq*cSZZliEUYMDHwK8F%hEPK1^wWfzu7bwYqcAX^;sT-kWw2s-^ zwL%_JL5*|1Ytc}V>MrBrLCoocr~J){Ohi3U)! zQSKeK>2CJ&SMreB{Q$H}vD_!b`P5PJkQxaktX^)H7r~8ny*#9zgi@j! z+DFtzc}VScAjZ66nfHdd2itX&Jfy}zNj2aKV4utLl|}{2~vj=54V8 zlrWZg-s>K$VSjl@T?8ekacIxR5_w3y4<-B`_OhL--i{tp?Vu!d#W$~jy9aAHS{_pK zpu`nx84&-f{+c|beuWZIyX@D~1KQI=YLHPBt0Q8uUhdh|@{oE0N=&i(T5GsL9#Xp= z1WMy@f|WW(9#WH`WJTHAb+NPb zrk9F~?Cn}D52=5kL^U?-?dsBj9#Umcl8R+-*CXLn%=W?d|$U9#V%Lg0Z1k_IAbPA$2d5sAAds>r;71m2?F4EBkAdwOyt1 zkh%s+T9mzAYvdtS>riA`l)YU&tvdo*)R@waQ|PV|uK z3?=n9vtdTB|C$n)htyqAO0*-o6I4yrkv0589#Xq?#!8|Z_5eYzd)7@JQgJA0Q5S)7 zuMp(#m50=OP$FuVS#A97s(l1Kq`E-K2HanqFAu55p=1K6ALSu+z>yfeyYjkhc3=Mf z8Z8g0`A}lo1GrfSu55lF52;;}RaV=a}3)NfF-s-fG%1}D|wXnIJEhLTgP%iwi)Dx~g`ht$VV zV!9K*01fbu!(F@5L+U6fIgJf7m;JpwRUT6JKuPIYfq7-bPpy@Q)IU%{^_cl)R;pc; z9#R9Lq_jV@uWXmgL+U{&QDwf3HP#36kowywZCS$>R;tZ0^pH9pO6l&T?CrWh9#Z!} ziK|_$tg+sfhtz+dl-FgfV?g=GMvHFrkm>^^wFjw#tg+6Mht%Cr!s;*coYvpVZ_7jK zcPQneVxZh{&(XX8vGkA{0Hst^S8J?A@{rmJB`K=EmFm--9#Zq6Jfxn45>xc$yREfd1LYxg z8I+7-nQNtg9IldwRL#EVFSW}a>kxTJ4TchG!W=HdKinrH?1O9NA@wYj67{lq9_6oL ztA6y5nhhn}l(9yF@~;~&$wTUAC>h1F?_gUVPYq52-Yiq;@IIt<-n&kZRc<>!B#~ZaaStN616!HYgcU zX5DZPj>vcAAysn##)kHy7XqQzJ?kb9sp&@1Oqph-7Ry8GT_{mqmluL^cjt_{%gOYR z>H;OF-PcTOtjY3_S_mbr>$1s)KZmc&LuxCOczuqI6`=grl>JYkhtz3MoY$AbmAkd; zprlpj1FX?A^01umpk!2MJJoI=J*37$i7S@l}GVErgPsZ+d|F$r_KM+xM%XLG-Yk1EG{_*Az!q{a29FzwLS|}0C!FJYIugXIzG#FXcs@~m7wU>v~sZb(X z)$P<3@{oEMO1bu0lM##a)jj)M9#XrVjHch&J=R{s=^=GIl=6TYUM3Hz$Dm{a`s-_X zNbNZSJs8km{pBGw14>Cie|;ejsUt@gg~IBuL#!ieqCBK-gObty$4;%0htz+dg!X3U z`(VKDj(E<&(cgX)J*0+0DGigd@6c|Nhtx_aNm1hw#6Nofl801eG}@&*)-Iq}FZXPe zJfv=fl4`~pn%}bV&&nU>E@bXi4%R}l9C}B}OtTh~XCOxEY5|m(V%eWQ)gDg|scBHM znqS?lIb0+Usdu2nHRkP9@dSEE9Rww#)y6(k%H$!n6iQ6@GIr`e@{sC05o11JwK-cJ zQujcKC>!>x!#a6L?KTO0@e^NjDM1e1gLCFAc}QiTWCN&Xlj$Kf70L`G+&slBE@J6U zJU-cc2%dyI?p!x6dN#u|vw+9{K2L1r^RDKmtbgl$p8PbV-*9u_wCgc<`kO$Nhxs(5 zCGT=~VV+U@kJ=!URd_FGjrw{osPmz6+r1aGK^!@3#P?OY_f;k$v))S{^p3U0q0qVT zln0dapgip5kD6jCu1c&fS@Fp7w?((YSEQQ{`dF^Pt26O3uI&@4;`iw)fz7^04HF z(@>uPs+&Bd&Vmy9k?*><=jS?kNIhf}JOFg^(*pT%Ysvh)1y9K&wt_0GIM@d*&!LAU zp93X+EGhSyL_T$&Jfz-*k`QH&^{YIj8l8)4N@tG4{VHn4KUl+~{k~Wp zQr|)ugvUpwZq9ELxNT#751EdV&n;Z?h4QfE43wDxCD%L;*Z2N~OFls!mYjr=n8G@n zedexAPenV-Ki)IcfWjp=JD(nwJQPZ3DoZw3bN3#W*|-~?MD4;QzbX$){szj}Ni5l1 z@mZdGw(A9`&*;J>50r-`-wNeJyotr>!3HSVy?!&sdP9vWTypCR>0!xdK}o3OHYnM> zH)qLdctSrHo~NOU=wZoyjq+1rYQ8+AHbKcY;JmOuqi%RHJ*2uq32A+{Q!Fm63ijlyg0_$J!tdsp2cKM(OHl zr~1f4YPL~yWwcZ8%0sH*Rmi-qdUonac}SfBC8aBxow`RJQk#vUtCgKPXeK?Rra;N* znqsG3l802?t3hd>X{UzBLuxUU(CO^udoX%;!T-*|IkQ3@QlCJXsojNn7n8f%aP)68 zu?Dkb`}nChiyoHT21=rol)XO3%0ucjC}HiR?Dd&qVtvG?b6=p&bt>B#(&{ir9+vzN zl+rQWlh{|t*Wt;iWP3}u$itFrT!WHd=S;ER7aS-LslHIc<5?ebb#VKOnV$qtL?zot z!j1B<@*{Rv`kXi;M7C?P152=Q8 z&@NF8(Jp@uyURmr5|mQ4%dEYAYJohYRziscP(RBMb1@S1T+}|oJIX_9FqBll9K2c{QjbF^ zSG(-7HpoM&D6(|X{%RZa7%0p_edFF0{E0Ue+D-WqM zC=uNy&9ctiJLDm?5=yEQuY-1~Tpm)5ZpF3W2vYX@(_`czbtaT_cT)CPbL1hl3`#hF z`cfWJJKu(tR(F5)8g`V2)LaN z+INiY4WE`Uy&OBu8%wHT3VFcfFe)QZ1o`^t`tPDF3S`UEzrhFI@8J^04G7rsNT%?y%Np zkvyc{gA$GvrgpxE9#Wm4qyl0Ml!w%0D4Bp**UCd`5tN9YI@+(@S$RlpgHjqm?Q<_Z zq`E^%in3pY$I3(MDk$Xv)PwSndJRfxPmWc4tRLhdwc8?Gh4t)f5PI3aB6XC9)X7l7 z0n~Z&kh&F0X~0v^=j9>w8IiMrbJKaYQsn$@U-xsD%kcU(pN{OB<*=O!e z@{oEQNw!!3&JAvF?8bZud3 zfjp$LP|}Ju1cmzFd$~;>QVkzN<`v6M9U%{?!B9ebarBz!qVB;QUMml&XQ6}xsPE+= z)$DPsbph1L@{qa;N_jKZkk3z@TC#>u%R_1tl+@m&?Cq+zlpa!tLn#$?oSO=qG1hQ- zNL>jfs&?6_=KVd%NQDka`}< zhk8F!15~fNs>pd$=NXLofRcyF!;&9@QWEgKi@)R{)$3VgUazd#TalE9)Vok(0o0z) z(L-veQO2=%%zEh`tB=Y<>K`b%8%WvrB-57DLuwP0WB_%>^YoB<14?FM;aELipoi3R zP{Mlun7xLbGW3vo1WII1;aDwSq=(d8C|PCRK2|@Iht$3=q0ZWQ+IzW79#StsNocIv z-|bWKGRA5^$s^@q$&W%Q(FnJ&&6kJN zV^9*O6{g;mhtv;H!U3^LR?t3gd7BU+FVX zZfmGvTvyw}6IRLg*K_;J!;;U25?99D5od~L#+J)Ns`_e-A5rb#^{;h@$wO)+l#*}Q z_8LIysuheiOCC~7poG3IOuZ`)scle7l?{8Io4!g9sZLPBuN96JlZVvhP)c4cOg$(M zsW+j-^!mHKhCj|7unlB-<13( zN9J-|s@$1rT4s*7H~U6-3p~&Krep*Pn+YJXZyU^|3l>YuENo0$;0TIpmYz2e$Yp_<_1JR2cB@i8vd|6 zjQ%;4>H*P~8W6qi zXP5;yFuHj~%>SF4y2>SvUBg{cSRAyxbZG9N$VKO+yRO;Dm2G1lc+ZQO&aP1B9^km?B~ z)`4r(G9cV@g|wS|P##jdY{GN4Fexm;mi_89c}RT%CHxPmSMbII{~qb&&Ge934W;y# z!qhQe(L?G9C^@}QhFrY)x(;@{kPCV>Ix{?^BC)XQ0~FHz9*XP}0ZOaY`pYo78`d9RF z%fi$Z@{n2uB^M?&(;BN5ZX6sBsqRq12QwR6FfevQ_ML;HHE)S`}f1srSHGE1QQoG@1usooKsZv)@sN7f)czb&o2}FlMf8wb3Z;BHsVrXj zY{5{<#*x+NA+;Pz<}6Z&V$8E%?%CnR^pIKtC85_D?Nlq=vN;}7^P!}cGu9dSRi^!Y zHQZ|_dPv;{CA6k6)y#aYcZG-4tx(F>k&2^T{^$I4YtlpNLMY)+NM%9!f8Xj)c}SgG z3(-I0ID83#%qvXJ!EA1oht!0f(bC^ZjfBx(!%yWQ)q5B8#kRuKGxCsXRl8a!@>^l* z7I{b&<1t|LZc?=|P0Xw5-geE9hg7I;wNUIYQn)3z>^IJqht#J~Lf?~G0E(G&&-(64 z52>Y4Qa_Svge$Cnezn|<9#S_zi9JnfPiwn&FQJFjbx=Zold`w#A9+ZPuZJA|K+4{( zkK`fMZFlt7JW}?|zbp@_uJxJ2Di_3{PQ5!JOZJ*1XENd=6kJ(|!%>T)QF6>L{cOiA|^6Xc}Q)95?x_-%i+rTxYOR~oyu!VaS?7b^A66~1K?>B;5iYVWdWYs z;8`8u*$9u>-zb>SOoZ0Z$g&cqh+It>wH7PZ{3I<#_CE-we+J^@aPi!xYH+ z?6hCCP+T5+o?F2)D8SPbp0R3|JweZCBT3Z+%Y)dK+*7<38YAMg| z9j&p^vlgCZ8b9vSvV704@XQG4(>?GgzWZR-*?iWkdoWfvcGXJQ4^`G8hf6ErsL zvEuM#Gzaamo`Z742^;!pS5!*-2;CnHZ=c+6Vw9Q0fV z&(dxz2N%S=gPv#MNe6hog6Ez9&#wDp%op(Rb6lNIH8JhF8ntoP4O6v$>vLR9S>`iZ z*S^c=nJ2Tk=0_C=KkIb~9&(r;78fn877ATa`BV3=j`A34%^ z%&~Qb^LHo|-r;Ax4pB4U2@M-ItZd|%VUf%NQ?GF43e*w(mBHF;UN>-(^OA=$QBJus zFIL6rH$J8BRoi>UqvV_?)*LA55&5y+^HK4c+n4jYp%yxIM%Uo@5=vrtemO-4;3uAv z_kj}kC`UlK(4(9RC5rXgZTnOx-(sb8l^dXBuqL?5Q&4Jos1KloJjymGzj?~3e_*vx z1COTzlnho0x8%W4)_SOmphP{<7eUE+Jg-7o<59kWvcjX(#v6^y)xnK*FqE{%GXTnB zk1`cX%A?!}CFxNfhmyfQ!7ceMC^J0DcThr}==Iw zN(fgXx11-TOz?O(#*Fov!@jL=0>QUZ; z(#fOz0Huvb+3le1M|f+aJe)t~`$CyFB0u^hC^?VkS}2i6@~Jy~%A-)C>3q+tP;T;+ zya`HN9;}&-iKTA3<{Of|!IZ^6Ypuo(fNRQ{i$Rk;kmq z=GX)!vXRtADDHlp(VKUmhtz3Ma-SBaZkC7C8l(J3YGOrv{=rzgA50Ia0Z=lEW$sGo zbUAjg^B*ymomwalsqdhq*ORi3!~GAVhg1wo zRI$w7&}7p&Si^<#ka`bFX#mv#FY-7ZQYRSYC)UtDer}S7)O%1$G{Wt@T(1*7q?LR9VadOmk~fgDkDuc@(?jYyD4EX-Q|sg*)$#~DsZb5= zBjJ2`NWBInontIJwa=0CkeUo7w3(EB{5&WRsV|@;70W(;_QBi#91p2ep`-$+x$=<8 zLP?y!KJCC^TJbm6ggQszSqk2=;`F=ySxPT>G6ChxfF}`9PR5jT3}Y>`*5?O!LIpg$ zdX_xq%)DZE`l-DC>gqY7at~lB#}sI;jAgnq#uOv}#Eh6VRk$*)(v>kjZOZ7pn~%!E z_C6Z3vZ7t+!5!4+V0fbRg#6hs?+UJwU%CJ8?yo>LxR*%aRWE0>9O;R}f0%6Ks*sI! z%0}6^NnZ_sqBNvXjg9io^iZ0QcN(Hou&Jr&`HK#5Le zUzqm-xczEoiaE-B)J!N@mBZQOL^oMI8r1*3)~!}nE5dvJ;28T>S#|GG@{J~|kt$?0 z?8$1`dGXQXM&&Pf3((SXwsZ$seF~n?(){)3O(@~fg|qsVkNO8niOOMCo#_96vihg8 zT9Thkotvz7uR>M_E2~q_n_4z{;;_+ErcCA{hSC}xgLSO3rM7*73D_H+C_NQ5xByD2 z@?)fjp~O7O1}F&+wR^Yil_->?$1~ZZ@cCg%o=T-dT8fE&JE)9DSpy~OQT~9E^C*#H z(aTRbqs5tFW1vJU6^tYtmq1CKS$O=+_fboslzPf}14`VZ)as5pdzAfr%F$4=9?xk| zavtSuC}yQF^>td2f>Q4BJPpO{qg~I}P(n}U&y*&|AsZ|6-&fELN)+2&Q>s&P97@8Y zEQGSeqr3)Xv0go4R1~37LZPqVS>~Y{^+0_FGSBrLd*z=_>`hZz9b5>?0G>zu)k-qQWy`D%R>ys46RDm~}2{fmr6A z(0iEY{7&XgefGf*-Id=s`J8`t6`u1Cs=}IZWdmNn#!M@-?6Mz14kMLgV@GSkdU&Gr zR5Yh0c_Z^qC~=SHEhx!K#f)H#A1H$YW@YtW+f#c% zNqNdS3`)imYdn+)wxH(K3MbY~C?(J2D=8@I_lo*_0ww106!%6pMsXY>;gzKsJI8Yb z9xpWrO59UU!lx{TlJI!4P;#DG@E4Rip1wGs52#Ysr+G!K`3LKBDm-g-f9f6cp1D(z zF_cv_1p^g8-od$}J}ok18N)vBXz!alCYJZ$?jpu^6>We47sc(4ir3n7?`fj?4|A=Y zP=$GMYu>z=G_q{mSkqiYT2mK z(?^bud$-H`qNU|*=?=1b6g;74^XK5{P)ah{C><53QP5)Bv$eSFlJP*R?9WnUdolyZ+!{dl}T zDxl;rJYK3Zl+bhe{nZ~z*rS{UCF)UTKuL@%+=F-esAr)hJ>|R$WqQC!_})j=I01R~ zl(RRKj7RAVC8ynmeJ-EsqozQ~ddj&LO1Ve5-za!|ZB~ThB74cJebfdhq2>8`4xNZR zdz3w(L_Nx(KBW{&*5jGrQ)WU5J)a+Iu}@hICF1dH@F}5E%s7vynNR5iCF${;;!~zT z3BQnEpKE=}Vko5^&nrG<1C)fvQ+!gs!nM~~qfGBSh6TKnXEEee@Ben~HHDfhTCNIL zw4181_WtUwy_4co#!V_4Gi<`RGWW4+bF?(gw(nr=JsF;8CO^;TLCH#Cew=bleo8P< zyjS#pD?hw8mFe0v!KBQ0m}}GGD&(h5L+*sfO`bYz%!I`-Rd_Ck`fpD)gA#rzKhK?@L_Nx>9)+2AYG^Xw2z7K{lQNb0w=!?aG9&X_ zjZAFJEQiVbb5+QEb7g+Y=rc!8&);TMlzI+Ynq%8{kooK2Nd~O*_ve>WQSysW%2{%S z@)4Ahm-91UZ$Q4nJUjKN7~!ZMf2uEPchq zc}RT^B`V6^uJAy5NF5I)ygO@Xr!JO<)B{jT0;o^qAyxBKTw!mU!Q zflyM~KX(M>&J9e5isNEK=^It-B`=nTCBFeB7f|vxcw*i8+l%%dY(9t{mfQzQJb*e^ z9#VHe3G4Iu?X7rO9#UUG$>4%$a#38=0)M)-WPYljhAVzwwt}jYJNCg~d06s;P)fUz zGVexn4^r#oAysQIvLVVItF1hw`a;PZ!g08t8wh8NHANm$H$f>4_>PrN6iu6 zm@)IJklQxacPu=m=N2BTkIKW6w?T;ql-%VEL=X6U{>$ZI$t#UAg>~+NI^$ANd9cpA z41p)$v+hrlhb7+#C8LrfDASBQ=U~Yn!V}UbZ`()a-}12JeTL$Bo#vO>C9^#D>{xiB z0iR-hjXW&*O(>Z%X2X8p)L#3cpIf5Qi zhe3%1P-n?Q>Q*SJdWCDaS{_nAK`GHS&R)Y7Bk3V^5|m^Bb%i{nmO_aIP+!SIs_`hq z(q|6aYuHsDQX`;b0;pN?ka`G8c>wjkJfwbyl4{PC?KF%icOS_S)p9gFr1~0VGH0B9 zE|E1{$VO8y?6%pd&ZN>P-ipmS*B?UC{eZ4PQ4=!so$W)wEx)~vE22LQJbGh52>C;(cZ>Roh=WkxlkgyGTN#2 z@{rnZEGS*|?9>E#NTs2q)I0WUyeAK-ZBRnm?bu^A9Y+tTPEf+SdfKT=skK`fMY&LCwH9s(uZuW)^)%R}lqC?V~C?De@1p4dBuzvX0=JS_POC{aDBu&^a#Cq9z zmg1DuVKVkDEAo~8P(tdRG@`rvOpca`^04H~p`_kqOYLK9kvybUKq-HNls(pFc}VRP zM}8vQlU#yI;SovY!5SVc52?XW%G;B|hrZ?Q%t>7%4=M9q;m$$jDdW-SHC=!oRxwDi2G(14`-hr0%oU zCnpc7W>Zj~=L%Cp(uD97-sF z+IJc~q>hJ@QVsDa*pkBwT-EVErC+LFZW|tT4(MD@{sxqN-ThCb0IyXPJj~HkFo4`wdcu0>JBLBcBJezd`%uw zavCdu=LeK9-RX}sW@Jchty^$DShXiooa9~ zJ*2uoN$UR8zN;J~52?62J}rH9l7P+|epck+-L zd>JUU%btz95}mpvQL$V2LHD2ZY0IG1W*UcL#h-?LX`a~TqX~x8=>R^sHfy1^*)s7aU9|HSbxYvYR{`d>4}-4 z{3}va9#SzVx!-wLYp1S|ht$1LO7yKg_GhQB$wTTJDCut*%Y3$7J=D@UxQ^AEMGvV% zpv3g;Y<6m}Jftp!648@D`^-(rL+S-6Aw3DSuShknp@&p2D7lk3Q|#3B@{oGlC|B|x z#N^ODn2oNp=^?ckO7^P4RHJL@A$19qNC5SnJfsF*hcO>Ot&oRQyX$d14QST_c}Uer z;vQd_xA)ia@{qb7N=VOO?U{dH9#TziKvosYP7RZX)SXb`jX5j3xSfSF_SYZskSd*n z%!@kGN-dFxRPl|-hT3J%Mjv@d&4!YEoA+oBB9{9sjx}5&52;m9vTqiqHp@e*+D#Z6 zZ;^Vy8tX`TNKJ;4SyPx=EDx!5P$F4UL$GeR?;~fsif*Qd)V@&SZxp6_$U|xjl++%a zU*_4Vdob3m@{n2uB@;mXE)S_Tb5Z9#3&)DdL+VB-NyXwbR;QM%;YxW({RAbd?DnBjq7A14>E2 zyCWWuht%s(LVBIZzOvQ7jUG}1q2%;Bk)66-9#Wq}iQLTf@OUPo;%{c7+kARR-43Nx zHMFm6o8%$2{{m!HuSwZ!c%eL`UW1Yecqe?5h1f#|lssM@mi#o7q$qnUcD|h+QYS+R z1>|{wJfzk`$&KXrvA4bT9rTbo3re~td&jJo{;|4T9#XYa$kKaqd$%U!=SNBzp~;EvAQ5Cn#BcCr&Htyci=7sq3MH zx^Z3{WTi6lkop!%Qn8|-+=DA*z5D4Q)d5OGvFvxX{pBGw2}=Cb{LJs7V2m|O9#VHg z$$iB;GW*zADG#X)P!bdPny>xU?HUhY4yt7PYrY4_!;*VLDOJYY5oemhR$L$tsl`xY zqT0dhU+X@Whg8i6u|jTU+iL)+>&sYsc}SH)No^`johuKiTcMOI8}>Xemxt6kD4A7- zV^v>552@Br(ytVzPLzk#6euBmFS)&jx5z{4DJZ3V^GBWAXY8+cVY(w>+fA8s+%>9Qx<`Om+a{Yb3?#XPxZ`#(w#sk@+*_a-$GdG=Gy9;1iU4N#&1-!T4)JfwbsvZOD2$K1!b z_k=vF_c-DQe8YHmd06rkD77kEyrb`oz80Pp0nrzkl2aV3C!>b$?}RWfAIrn&J1@m2 z%?3no2~P}D#eG5G60-{Hr!Zq&J!u>T~9!9?t3ciA{Vx;eAw5%{x zPxeKXh_Xh1Jt2~V@*nP>Z&@CH25y9!5d|13R> zKFcTp(cguqdO-9&p2O%3_(u5t@-X@pP|N_sf0*y?*f9fyYu&xZ)2ndXUxp{4XBVR} z0(SC^vDVA!Ve~7Fa%bU;ZIXx7G0)>Ov;*pVH9VPsb?hzU30OrBdVwBBp9Lin5d9r^ z5{e#1Cfv+2t4%WK_keF0?5d9Y835fnEJfRzydGjijzrWVY!|1hML^cAb zBjh14kbFb za1Gy+hg7>&sB=Jn4V8z~EGX#<80&JZHtvCXRUFIZA+-fc>2BOZJ^>f!VkkuF#MShW zdKgN%zCX@9>2kx7YWgZYq%MJy{D!f5N(WV->%2x zA=UI9#0se4Ir5Nt6G~3~HO|_ucJIMAIarmUg8U7yQC>aexg=}l)Zw?YE_*_a{^ zsr#XXYcdudRavsp@I87+T?nOI**M19u8-s))!}{QQ0c}O+JQW0svnerqu?|*hNR31_(DDmcnsm=0` z+W%wBuYE{eYK?W4Jfs#uDJfw#u0akPAp6e2QPS`edPrRYCA&8%dk)vhL#pFC^s?Sp za1Menf_rwIJfyyalB&;G_8Rv8lpa#gK?w(p!=|6nL+WfO5v?2c8on+MsqlLAm%c09 zT)*6dEsV)SYCe?If$XohTm)yNK9h%3vmDlhQf4CqqyOr#P##iEKgS+m6sZT%%l@Ys zcgsVn%@>%WW{m50=>n=pFyI-{MMDG#Z?pu`?ztRL~?J~xbZfx zFgXXa8Qnq;sbx^2H<79XqrZmxe@hRko1ui0g{d0f(L-tql*pXI)R*#*I`Mn-^0A~Y z!7~~E)jTT?seV78rE^K)mfW)6SS}B#{mU`GW|CR}ikWlIZjpyn=tuP6Y*H&QP5d+E zY!dBG&PRYnYLTRF~hd9tPC#A$dqO z{SVeCT(&TY@%(2z{xoOK!T!2N9#X$SiCs;~p7}Aq(?jYlD7oRJ_QPEEkNMI+=pnTR zN-|(<9Q7wXr0$233K$!W|DuOf0!qmw*6>4@wj*M zra;!`e0ZYr*z-Ieo;CrV=inI>kmvW|iJi{+>}zdTwVhC(zVw9Q@jo|i56^EZ$Gu}S z1+rbe;Yn%yc;A~!&jfg;2lVOn@Khhn`s`&w=wLZd!81FcFV@4;BA}d_HHt&?0?IiE zp4c$fr;F-hPFSCF;K>DemctVs%5uE#A!j+oHPIJ?=sDIJ>m+y@1l0Kscv2c0_E;ND ztWyieI;2){=+A)ux)h#Fz+Ao?o;3mGtb}KV`pdl6$UT^!@8NkapzV!!E)LxjP)-z{ z)dA&fhU2-EG8GlMQ!mX9`IHk%+GOvI^hOu>lV)omk%Mg-HUxZ>t=a zB%uS(~4W*{C}5u^Vze% zRiULd_h3s$9(bU?p`k<3iWpn5gO;8JPx&issY$>cP!g;2m9-`tujMN>>R^B9Q4WC; z^C&~1#68M&P#WN&LPZZMt4<9~R_o&>PWPP;rY`^XCj+PIar~@7>F!f36U!X;plX9Y z;h1mdh}->XdZ*6$EN92#@DR6m%olPEn>c#nh|yD~YAF71pA7s6a+vUB^>rwjF|1Dn zwZ&~w>rw?CbfXWhRvH8~Mt8 zP@*2?H7H4s@->vSN2!BPJqf*;UrsA1F^|#%O3tH`%c ziogHuc@gKVEW(A=a+rBBQ}e>R^3iVQMYsy{qL1cGc66)JCq3Q-X&Rt;LAV#T0*R0UbENYyG43sm6MfP56F5EZd%h5vKr&bf2X z-r4L&`geX(v(KD!o^#GU_s*R=U&i90kyvV-x*}SqU$@Sx-gvk8h@flj)%9#N|Izc~ zpD|?IKYxS#RAV)enzOQk>c?+bq{iKjz?)H&439q_1X5K%t5?gg)=fa1-Kup|ZQTcC zxJlhXqmZY7JR^{CcymlhXiWvON64HDaFZ2F@B{(-iCiVok4rf(qQ54$_bDYUSqm-=f<@(9PPTAO@vq5t|RgESgW#fV( zvhkpijpk%xjr`J><7BC#{xEtr{tB64mT{eU*W2OZA2~k+MSz3^k_J*Okgov=3*_fO zVglI*Bqfk{Ov15SAaj5W2xKLY%qO`HsqY-=`bq!5Q+MmNv_1zUHf%=mZL%Yfdw^sM zSl(l4jQ|NhWm+Ep4sZ!1WFhrHs-8BrmRd+Vkg$+hZy}q3j0l-K1;X{L+MVh-hEbwc zrOErZyn6Q6V@zXI&#&rwwnq|@rFu>kQO}R+dRC{#_(V}6nfA}Wh7f7!PhJjTGiW;$ z&-4$nj2<(U7G;BcksD_t1ep3_WyL1^`!4+FZ~P^}ktT0WVp;LW%nNXNmg=&y;uYV3 z@fUfpzKCqRrn5oH-@;o5+Mi!W=4P&SGXDPL@7#BoTZJ<*IY}A`3JjtsW`Fqo* zBI@Vp<9My9v$rGJ-ImB%&$tWOh;cRo>Y3bo7BZ1PbH)fcU?KnWPB{ItDRU~2kU&-t zg6`m-(RW$Ml|Y8H47ZN*kXmO0Xx>dO=ceUwj$i@g~BTwu6jB+?)X7wc?5rMqr1oSVBa8{LN%IY2PUe@Bl$||LW zvXLz!8>j1Rq}w`jQvo|?Ac{ebB2PA&Av63JGaFw968gJ|+z%x38Y7$yWtpa1h441W46=+H z(b_6M!|ky;02s{YLtMab1aA_cU*3z=~rW6QYwVQj=k+e469|528~ zq{7%phFeEPN*>+=6en!PcCcILKoPAI)vZI0oFC$N*sWI(SC}&vP<15tR%pdoMn|f& zDAKbaBfG}Ij9)N&Uw}UL-pL zsX7roS0lO-TrSGbMkEJAnXw)0{7fz)KliF#8_8*185r)ti_L zm;3^>eyL?xtKuY#Hcv5^TmxaQdM(3RtASL%!CLYhjBqH25Svy8P<9XNOdK9xCrL4Oyq6M_105Z zhP4&|8PpYiZlKl`T86cL1Z3z*&fzIc4938Y8lqL2T1lc z*7_{k>&;q|x&ESMSS$2iaJ8zot*i(`!`I^WUJ9A&zmIPDN-e{d?*Nj*e^hSj-b=sm z*q;$C!&>h-6(h+obJ4o7t<|e#SnFOOBY$MA<;q5`7>)B0~PjfY~TI(DH#j^fi)n~8_Yjpz|Jd86RJks8y zWmv27{mA^0taU7i{Jz1gXK5MMN&`t9&RW4E?L%6IwN5@09v;D3zc9uIM@P6$%dpl? zAP%njQ`=TnJcR$VN7^H2vkYsU10?fLZm-~xc7v8-tsOu@dTjACK~2WlcwNh|*7Ofx zMEWLs7~J1GwG3-*0aC5Gg0+UV3~RmpEQ}IbE7-#iX&KhK5{Prp=pNpuWmxMUKvJ43 z*u&``WEs|44P;RFH6t zgSD1w8P@tVkj&RPheyLh|LP=rc&C*~2fwg7@#&z6WmSL?$K(h1rSTF@~F@wS= zEtf-Ppv{!=doJqH-R^))_(#l+#fJc&U(_L98%%#} zpYMcBY_%z4`}_iAs!wG0PlNqvFB(4!?`&WhW?u|so|Tbu`(Y>Z{7P5t^|najwIKD#*_QP^|rUuYSQ;!WqE z=jy&gZ3RVd<9I%*WmxMQKnAYojCDYsy>N83y`*JWt9AjnZW~?eQZ2(;4*(f>J8Q)P zxvCbj3~Mb1Qms9V2Ws7@WmxNZAR+BxuvYE4EW=uTK*HL?PXuz^uVq;4@I~k;@8r04 zBklIO#1bvTTKzyG?;2fekCtJr;}%0p&z5(A>sWZHHg4r6EyG${fP{`^uHOV|?b9-> zb^3W|i#u6sF|_PHxK_)s){lXV+{Ie7`ebWWE@2tgItNJhtE@%eQ?RwJ)iSL0Fp$vK zSSuQ+b=>(Z!&*@w5q(Z{CA9oibk5<;T86b=1Ty?X<_gxD9$^{QS_>qm&k$+7#pb$K z%dplVA3}aMG1t|BT8p#{Yh4SZN^^YxMZwYdf9=#VtaSj0qq7mLHDf8uuvQx(x(3$iTqpTEEpYtW~iL zbN(N*78bn&>Tsr(VXYP*AwAonn9yY2#vXo4%dplHglG?gxvD54K z(lV@d2aw^DIIeB*&CcNqT86bIEysAMvvCEq-o#<)+B#3mu-2!5R29g^kF^YI{S`?6 zH`v2qu2Vk3GOYCxAcF<6ah;Z7tzAGOIvZ3`c3jR1mSL^afrJZiU8rSP>zhC__i=j# z&!3;rGOYFHkD`^|&DppL9@?u1bF~a>bpxp`;Nh)WhP9prk}BZg2`gEKwUz=I)U6ym z!@p6>u+~dtM_=Ozp5dSLF_vMi)+gF?;X~|7k75>~D#p55AYR zE`!hZ48K9kuvQv~Q{YVMUdUt$$Q&6%uPiXbpA8u&ZpKbywA!%8-8vyt^*Wz>z5&dh z;cwS69L0YK(S0X)hQA=rGOTqCkbxUHW5F~0$F&S=o!ErY@9xpHIp3pL^ zb;2qd)mbZehTo!PSnE4LviGxA@C^U2T86b|wqj;=6Ke&}@GsRetaTrd>aDC5Ji|Y- zjb&JC36Lti78g8Mzh29**6)D~{FJ$Zwcfp&Wmu~PNKCIx2G7-R)iSL07a$|wVy^4a zUiNvx`!8e}*18l(mF5bbb>F3BSnDMqS>2a|wI;W-3~Q|b647-Stkth&SnFp%s`N28 zc!vKEEyG&x>A);ke;!R#wZf)(DV+2Ush3)_rm(%dpmm zfrNj?v$)_{_ZPGbYyA>Pwe~QW>kTc#TBmnm)G9EGYu7TYwFO9Z4aXHc!{4K2SnKc< z+Dm8S3S{1%3D4Fttkn*rxb5ZCc6>t$F$z zOYecqq=hUKZ0D$6j1nJanP59-K_*tf&L_!EBijj%>syeyyFgrzKxVi=ehy!QF{*%_ zGaxfiAV2MpnOq>QZ$KtiAU_X7roDijL)XGif&9#Z%+3OFwLvC=iJ5A5S`!_o8=l*J zGi3S;$UFp@@LaY->*}oS|8-~|d@f+89x?+3WG;kESf2&hTzv1Py5kP~74L&T{uvMj zc(Crh>Wd&X7dn+YdY*assi>RN!>iSuePIh;+ zb>dMMzE7VFegctJSrTl^pkh`Zg8bV9-e}tI!Sm}UN&rc?s4?`f0d1E z1P}k99#{Pbo(-L^#;ixrWvx1Yd04o^3v(%ojZi0>E3Mr_>Z89VF}RIevPeml-b zfMi+AMJ~6H?*SPSGQYQwLqCPK5HhnYqz#C3s9E!yEaX8TAtCcGAk_jn{ZjM-fvmKU z&j1+|GPeU65y-PZoWo3ij=2o%0+|D(S|DqHLqB2j_mDv<;j>fyY z^m#0VT%bOq*V;PtKM?i+VxPMXK@x4^Fi`$wlt=EC1v>nc>VyCR0 z1v~y4BM}{}tn!%9ug3&`WrcWnqpWTyBC8+JStZT8KFu++op%B0=ScIkau_lLEaNJE z9LSW;(X;v~OX~(8gW3*fRk8nfvbs%Y6%WA$Y?Rf_MP&6BomIS3F5uylUm?=r8eVaw zYbk1GLX`a16Iv$!vFSOI(PvV@>j1B78Q5`SddubL1zKx7Fu!4${XJTSwPpet)IOgG zEx%S+Yrd9Ytq%bi(pYXy7wc`d_QHZ4kQwGO)iar}&r zp1~f@)iSJgF_3Hl5AV=2to0(00qtRM4&Sw&WmxNcAR`6NvNviO*4hDNuz-iJYZ=y> z{+UWAroVwD$1rZ?k7*g!x)jLZ>0HnIQ5)1|YGbWCwG3;$03>o6Yn_TB^k;gkb>fvQ z!&=LLWaseMG6f_o>sMq8WSqI9%k)7e*32?=Zgqs`v2W)}$c*Tkf4|;Oe=zIyT82Hm z5y)UQ$MrAB+S#~G%dpnnKr+)xgwvJ8*%#p`{1KEYihr$ujB^glgs{h+le9o) zxWFpSS0EGCt1H2Fc0nc+V=f&2jOU5ipT{ASiszT%BlVDb?1mf_NX~Y!=09Y13mjXZ zXO-1COzI~csRxTVQs1eM)HvUv_ipO>q_T7L)i|c`oFpi&bh0lEQ9t%N{E~tPGj@t= zM-g$2=(rN8)0&eV@y=DWbfSX7zwbj_RpZrcIjFrzupTlQmT@&3C>sJ_cLK(au>xCMe{_{z?1AQ^!?2P7+y{Xjx* zGPRD_h+~RCCIJb(*_1g2NWVbN1u`O#kC2@zQ|n@~^A;1?2xL$oHvmb!)s)!^Bs|^B z&(DEmaodI;>F&kpJO5+AmMXOWG0ZX0kgoz6638|n&NLA_X{|QxJPxF~lM(pS8Sh9s zk*gUYe_n!2_F5D92ao|g=;Y_{9oN9a8%*S6Aj9}jnlCd0$iUqSQAhX&AS3rM!egE4 zJMg>W?RVn6G~|Nb4px8Xb3F&ESXA$o6}$0Lp82ZuHJe&Z-BZMvF!5cywv%q}>FG^P zOBhD*XEP$L{;8J@IfQA!wUEhpGKV`0yDWS zNIJ(3(hAT$S`%Mo1?9y*cGEtOYbAN=bI~4u^JLB@B(Ds(Ca+w%l8)GlOZq~((@5s* zvt2uRW!%{3t<)`;^UY}2j*>Z>R!8#rLvjz`zwP*sBE}n&=wJNjZ~Vsf<8>Xv@T&H% zCZiC!e}&v?Av?Z4|7F*P%rVLFd$Go$#_4XRKs$6f0sAJK{wHg2za?N1`r8*NF()4knE zycmzgzl`3k{J|_YsJ*;7lJE1AP^B|%f8#dY38+vGeV^^P$RgEY7=F;+%8GjYE1lxF z8gyK!!)QyYrrM7QO3pUKzt!$QthN~9A;X&o|4k@o3G zr{b4%lOtWOBTe-rdz-sX>rUb&hkmqo()jE}8dSZ+^>fIiScU-S|A1uf<58WE{Xn$O zIvdI|Wn&)FaS{pYt-Ng5?as%_ae92dMRS;cP{y|CjBUm**+QJL7M-zGi9|=dt8p}s@; z$*BadziZ0@<29snf>}@<|Iy)#ou(RiQFf{UuPn#%AZi6KO}qsWR7PpSNlRBbpp8vNX(53W1TCr z3CJWNvkl0Ikoh%`%mdt0?EFlEsgqo5{7)(Q(d-o=Ru}(IZMs#r>3;l@{fBe7LFbUv zpN7x=#y*FBesJ2fo-QVqW)_g4- zkjNt@vIR&=BX;$E8x!!y%%am*=!zMUW+!-78F0qoohc0JBhh;V5C6CmK^*dLHI`Ra zd;;gdU$n-_`yum3OuLVQQe_1`>>IERL1qAHpz9r#72C0hZTs{DWHwt2M+6zn1G%8KB3KkkRjG~D{(-Vs-^?ahyu zb6{s5{-Y-^apnt)vxOZVCH|mCiJn$`Gv_pn6w_;sQQ|JDpGQ?~1RaUU=r5^$9^?Aq zYEfFmejd{0KLJV_rHs#u6I?B%X>U{svG-QENA=2z?~QkyQ!F8>giCPem8yi7tx6#U zs)QA28dVAF>?Vc`RRW!(6{-Y$Sk|kA5TxymD&g@-TnTjlyzLUTvU3UYhyTOZnrtIL zsFkybShey7AOMVwTX{sca!dTeq#@w_NjW?k4-L`GsIuZZ{44E{80B#FahyXso3%HJ zYu2$G*IEe3xVSb#zo%*;u2U@|2eUS)z4m}%wDzJLE`Wf_VLhZ}({m1w4DtF;ds`Ex zwPr7&Aofr%aO1+bD#NDTdM>JDDE3B6>R`rBZF-|_(^VL4P;faLwdtk0O`9x#NSyk` zZ!sLHevzal3~Qr2?*}?so@s=fg#XkC8MABB36N~5<8QrE-&%tdv zIW&5k{t0b5__#N+*{G1K~PcN|iA!%yU zna6OO-k7&d=_|>F+O)5jHbsr8quySy+b&U?PAQ^ICt`q7{d5!T1h?s;Q2sXM@hAHP zk3TSzvmNaATKNHPuQXf_9#?1MdXqXf-JIi%`bqr@&F-}Y^ zJbRQpTluk%)Ou}DAD5kJZM3>OdDiiurh6VL8JRH|J_)353Oo?V%(HO(@(^#OYbUo( zN$e9X_Tw$~ki|aLVjn7teUil@$6K@2u^kA+BEgNZsmQxp5pnik5V1Z|8-M zV?^rZa1TcT&fM)_Rk+vgwKNxSTd;!uLfFRU$<+Bid&msKXD{|uq5QFPW&RiAs+-E~ z6|{1qYJSEPZsq(kvqD@O71YP&#Uz(I#>^GukVMx+b9JRfk*Y%*yBm#=;}7K?7sf9s$Rp&g5J!r8ozq=1OlXA=#c+X0Plb&3*@-GczLt(%*`e4s zz%qt8W3yYCj^=VJCU(A-v`4St(R`KW2XdqQEYSJMU*S)NM1E3zq7EEq24YYBar8 zO{iP&e4nBUazexT^Ap7dx)fA0vs6W3_Rd$FT`kH+1NH}3%d6OEHUs9FYfHX`^H+?)OpGO{7=jldOWWTUGI-?JMf8yvfmq1bN$7X~b2<4PE7>|~PS zqRv4Kl@M-wSfrHK>^xUi$SI}sTHg(lvPkXVGlJik$jc9~pS9U1&Bue&3SCaoZ*lpUUV;=%V zPT%p)cTUo=cQhf0oL0phWr(8s85LJx?4H`tvu5nw(9*{yH@vHWWS%o+z62zK2`f4j zjfb$)p6ql+o;PK_2bpDBhI6R=p&Xur;*m#)@^XliqkxV2#R9BLseXZ5E^}+u%i#xg z4pS{%-5qgrUPoqsO0n2|C`o#e*L|JZFR+nnThoL|A!g4W92cvdj1$N2$BeJoeZ9S^U= zs)%ZLS}&$6VgAOmrlq>w-Gh1as+?KDZxLzuaQa$zC~!4C+P&udMKC+;$$$vk)6g0| z($jL0zX1syWg?YdLhA_RO+aFJT!L))M^D90S$%8BapJBu{)e+V9yus<^eiT;nKL~0 ziWRUpjcN4%Q*YXagR06Zt-(>x_czXJ>_k4wtZGho#YIkWzl{sV@W^()tnw(KWGMC@ zV1fF4p9p^)?AV7n^A)YIF5@C%ihVZ*85R3x{6hG~#<6$l*qb}rdgKw7#NUBd4t*eh z>?HGEssxrHz6sKnBB}9anP$kYRy*6-f2jUglky z?*NGHY1PfI?ol?(WM}<@u(g<(~GpCP8#u~sp_U+Aos=} zxJy?P{f(>co4V?H0?RIrNUJ&0Kqkj&hfLLC&IWO;12Q0xD}js%*EW@)N;JAXR?oIzbMXH{1FCiF$kv%+D4?;Vki@$iwvm z$W)!58>!NwNbxXB&UUaPP2)jT73n50QSSVWE8!zSws=xC@haLW_sta zN`~U?U{4L0FDH)23u5;t| z4r4pmaW(6>2EY;=*Y9*(2&yxld&95udup$hh2v5(6xY2dW&F?B4t8AQFqKv9MXO=K zacw+_dt7UCw5_u(_x$2{>P??09G8-zxZ1#llS5-WSaI=aJiy1D3f%G(u+eC=-&z*? zev6&%M3L+VEcQ+;zsVjqSQh(`#ZLD&Np^b2vp{A}u-Lbk#h$X*Qx<#LVn5ZY`D|J2 zbXF_knz7qr-(#^KW5vF+EcQJX`yPuO7r>>5GeZ{pP+9CxTI^3+?86rOsTTX5ve+l$ z3|eM>A|?_7siUV-1Tu5G#XejX`z|Z?T~_QvR_upZ?0d^%-)XV$wAgo9?E9^nA1RA{ zi^aahV&7`9f8Ao=Ul#jptKDZ??T)33oOYj#^KY*byt$1Nr5R(XGpj)>_CYK5+pXAt zY{fplEcPi@>{G1Rr&_VUY*k%VS?n9E*zrOe&Z@c>t8Swed(4V`Qd#U9Eq1&S!m zE%y4d*tc2i+bs4$i+#|_e7G$30gHXWV&7u1UvIH5D2x3Wi=FO^6GybVy%zgfR^}sR zv5&K=j-HH??BlJf+i0<`D2si>ihab2{Z%XW6&8D}EcOXj>=UfmtE|`uEcVv2*e6-+ zlPvb*E%y5@_EcHylP&hi7W)*7{b`H6uPpYE#U8TQCtK`~TI`v!*zdNg?ry8qve?I4v5&W6pJ2s)y%l?ZS?tGK?8jT|A&Y&N#lER5_BxBb&SI~(*xzK$>juhV z4_oYEiyfDnn-*T7W;CGeNS2JF^fHBu{T@nuUqXtTo(H>i+!2JzQST3w%GTU#lG2M z-)ylDSnStWnI9>OeUrt$$ztDZv0rJi?=OpepT)kCmsmZ{iIuZ@aKK_eV6oH1 zSTV<**=MnjFN?j}8t1F6alX!CKg1g6tIA@(#EShAEB1_)`FU2mPb!OjtHr+6V&7)5 z-(<0e%3_aL>=BE7nZ^DatG`bvi=7_V6%{puF1ZS%Zk*Nbms?d=T^4(v6?>l*`z2QF zv#re6m&Km7*s~V<4vT%*Vh@+ae!InfyT!iUV!z*K_wG5l{v^HvZaGKt=>I9Z1z`Q)V8J z?1c)U%5$9MK*H^&Oc#(y%0#XKG9-|10U7Kz?d$MBWP|bd`zJ z1F06s`9LB9`8be_K)Qeo2;_1gLjt)D$cR9`2PAy8$^LU7{Q}tyB=k8`<|UF5i1T%D z31kwG*fmN^wfj^cSr1V?E(|1dt!a5Fkm`ODSp{T3AZvkyzi7&Q21x2U6Zr~|j6l8z zWKbYkAj1NA6iC&VOgn!A5)nw%H^3#3X+Q=9vKUBKAPFGO^`_;EfP@6{B_P!T83Ym* z$ghAz1o9k^m_S|!GAxj{;gUz}%O?BDK&oyqk?Dkd)kGSAq`qb%9|ltW4HM}H5);T) zAOjlVW2HJ?(DD6iAHx}nE zTVn3lAtRT-U&vKf(3j=q#&@DF(8tP-UQBnadu+4F#t3J_rg4q_88Y{xd}+WK<*(s-!x@@OUSoO_KI(!#spFiBqI`t^;@?0rgPg-? zOPA|?jN@{DQH3`Pb+i@_&OIq7anMNR0KQd+72>FSLTneQ6 zZWFm4NcbKT`3{iGPZgrr?*h_)uZipi61vaS+DCRY!qux+NdWb2Kqw+aUG}>Y8@Tuy`V8K(#ky5TXi$W zC@ULEi#!Y?;G>0)rDUU3XG56KKPb|TMMU~VKhjiNCtmD+p$zs^L^1F)uif)RdM0G5 zc9^xX7)VSYEkLpYxeSQ&fLTAc0jU9TP(c7;v-1|CCbm?VRUP#@@Yt%?DN@)%@*6)O_`Ocoi$~AwTCY zh&0TR1~OsA?Yn3TmT?1qFOaN8I6uk`<>$??r0S}i{PgMku(tevihbv3v3o17k;kY7 z;g5diNFN#XYO3bqCyZw8_OBCp@8#QzP~=sHeXuH!nTzp$2@mnuSCqxR!eYl#99#D8 zO-)(sdoXxP_E=f$eHQyhi@o1sZ^Z+qlD)Mo_Dd}GevAD&i=EzUB-vACvA=4ukH_%h zS@tqd=XwH}`KZYB-*2%W zu-LD$V(%}DJ#DdXu-G?R>?^FQ+f)|&7K=#(_cU-*IVq1E%u1TzQAJNQx-eDIY%5p zW@Ih)9TxjFR(~HZi+#4m9lha*i#=?y zFSFR`{UWmJnymglr7ZSli@ncc$7x&+`yp2B)n&1_TI`ot>=}#w7>m8WEcS@S-fXeA zTI{!4nGcu6zQJPOY_Shm>~~wSFDQ$Buf=}AVy6>xS#_JO9v3N#J!7$7XR&XxV!y_U zeMMR9J1zDnE%srH{YWeJSXt~lEOwZYd9HiXV*i&l(zcexzS&|QwAgRA*y}9zR9Wo( z7W)>9eXGU3&uaI+ve<98*mqj&yDat}Sg~iyVozD@>n-*T7JJx=eM4F7S&MzQ#lFX4 zf7yz?zby7AE%p(M{Z)&-+v;(f%3@z{v2U{2H(Tsmt;`RU#lFj8AGX+^vDhbDv2QJl zeY?fJ%VHn0*t1r<50=F~WU)VEvG29m>#f+gm&HD4vG1_hcUtUUw_?wh#lFB|zrbRT zS?rfvvx}W&v2U{2w^{6i7W=VQ>_cU-@3+_|SZ9&6&JQ|T`B&#wGoQ2CeNS2J`z&_4 zd?&c-##!vQSnR`PvEOa64_TStZDoGQ&%AeE_gU}Zt3vjD_hzXrnhv>WRr-nsBz zjsg+qZlzoi(^p}F?5GxWKh@*rd6awFeV_SmaKmRW_VuI0&R4Sji*eN*&()Iue)SoX zxW@9!%o@k5D-}oQHidqJrH-qlD`MBNW$sNgu48`~soTU+Ff#KJ|LG5}T1L29N@8!d z*jp|3c8h(Y#lF8R_5~LE0*igI#eVyEJtlauJHIby-DcQgAGX+^vDoXZC!WTa#lFL0 z-(j)uwAf#^GGA2|d)Q(RTkP{J_DxpiCzZvXvDh;f`+AFgi4}XOEcO)^`wENw0*ig0 zAGJ-bDI8aj zjQ2E?zSd3!3(M|l?!+_C`_Sann8P{jJ_kiw2QnAoJ-kK5Dby@}!A@|Mz z-mCtf?kji_3sR&V^p#|eowfY?3jBM3t*5kjJe)P#YSYtzB5*7T?T~T0-=y=f$$T%3i$?*@#mTzJ`ZFvcG7+& z^Ewb}8sEd?zgOw3!28kxdNQX0i3xws0;0|@*ylzdw7u~LYbAj6wXmING}+zV+2yGB zFpyR>x^mgV#x^H(jxV!v+49C_C)TVHe36j8aHrmX$XtEIHIHS8^&TMCAq3y&M}X|d z$18l~MIhO^CUWepXh9UMFLOGOD$y2a0vT9p%B%viCv74(0|_;n$nSvA+fjVWdx2b_ zt3}1$<<#rgDT>!26JBU)z3=;AUu7a^0|{es*|+>zApG_r)uvwoQY~8fNgyc^*Q-FL zh&r4&sOrbJJOxO&!Q|=$l38RTmjR&-Q*p0Nm!nMwbPLkHYsn7oK2nyW_>SM2rrs9y zP7H3-#~`!9y#~a{b3k~Wsp8rXWHRRJo}FZ08=ApUMXr;W|fT^66- z^vcQ~RJz~kQCiWKM0;0H(oyftV4o*JCM>v41EMy_xKELwIgL%#7#c#b&w*A}w*`q` z1tcSCbpXhKsOMdz1zA61F98|xMs=03H-PZr^127~jW8mfsJA?{85u5g?fhOgq;CiG9LE9wKD5i5vhj7&nm<@2GUz z#h9=JNJR9M4j}tPq+cN!k+Iu>42yAW7)VI;cW(Cgx*(CD(Zy@VM#*WyI zYB|!hb0Uxd(E3@O2P7=CRsvC1|0z=1x`Aw+V|w@%AhfBGmj3!Kkd)}T4*bGr5I)xe31eY`a-w`r02wFRYYUKhqIcg1BqMzOI}m*Er#rS*zcG%&-_+?f{YzQ9KD` z-b$0}bs&6gU3pk_H(E!G0H**Mmg78-3>^0BISwS8V1)WtUrTpKf7JAF9c21GZnA$4 zNVdg9ZUTa)FlKr`0n!dGzrue7Bn@YM2N7UGH_h3$gvWAuipF3 z^>Z3zX6q=Zb>;!7(wQgZN+1`A))@ej5*7XTKNDFUJX-q_||(dt_rOXkPv1U ze$_1mQr~RmCkAAjm|0y6WU8>!4`jSRZU!=Pq-kdtkPTu?cnZjhPE+O$AgP#%yd_IV zs|7|}rvsTJj<6R12`w|VdVnkzTvr1b)CkRF8Znc3RaE%5Au}Q}|1%)l#7OcOkgcLx zo(Hl*S5%ay%d0z5BSPjskeMo4@R<8BZX9ja^Qk~~i=)+YAha3vgY!J~mN4#LZ6tHP z8T%GO(59rT+C2+|?x|3SioMMl5wSlGnT+uHuRsPxo{zjAEvO?U&q6@PiP3KkkO6TX z*9yd$&+MdiE07gp)Vd!?Ol1DBpP@~~>}x)d>>Sh1QXusrt6e}Q=^Uy^o1J|k()Ex* zpvFjY1Ca3|_S=B)Ta{D}?*+11WaDultzt~r2V^%C{ZaH^K*oz>$~a6-f1ulfvT*{C zkhdzLxaxom2!9p;$;>lj{~VBEA+rrgzwq!uAR9!Up8zsd^!KA4sB~iD++h}wO~Udb zAmNXg>|X@3R~&O629gmi_!5w*Z#A`!_&Hifu%8ZOziyowvUs8TFm(W~Wt* z;Zewh(Wd?=dIgZ%KgvEwdpj||Seuw4v~Gk9f8#*4`}cu3QPv_49|b~(UB9B91JW+) zr-Fub5!X9_wCb|}n%gAEm|#B>GW1SDVpi;z0of|X`AtB^LDi3I3y_$wb1RUr&JWT2 z4#-Af=XoFz5ygLivknGuJ3vK{1LDc;1K!!yw$zWG}%84q)+!{_bd|Uj1f^|Dabft zh2hgc1{Sj&e6hNRzP7BsK*8+yL1swzL8{C@0?CRTp73j|frzp0G$4~jZ<+&y?jZFu z)&gXOjw`CBbJfT_e>y@dQE?t zfNT^szYa)di7E4aAdX|s4}S_|BCx}?DO9t!Py8TlQg+*1~NtTg1tbFhpeBm zzXHiNnOakZU|IC;*+3k9BqFZWK!y;sAH}smZWnp}4ryVQ>yMB>1TrW_iAP9Aj5d|O zMMa6$nFeIB$k=R>0lROxi4bvgNCVlbkNEhSa9?{A<%G>|(~XeXU!htL=CIuYq*=tZ z14u^qCXyNVFve%yFO=nkdlu_F}Ab=!J?U$Ri)M9OaP~^ zbrEF3ZDxDj1Z0IczTXEVBHH2)Kw9-kLQxz5G7gba+&IT~kHQIOyy&NI{~fAV^rrU$ zStiDf`9Ns%E8$~6#)(n=N+6rPD{CsxUm`8h%J%}{JCu~n<3OtYJmVan#xeB;CGHn5 zlbu#G8^>ajIU?HYY#=+e9rE>KKrT4P)an8$s@GPeSms53@(Mo2~=M?He` zQy?lE(H2ZEQe8chL{>wPsTNiD0U+C8%F}A^>Rg4hBy~leBV7cUy-jA#CxBcq-}LZv zK%Nn?-%c{xGWnbZvQ2wP$S@Gv0J{G<&V)xXJH<~QISI(HsGkNPat!|nkV&XIzY>x_ z!lHFP4`jBejV#Fsu5pi{U%-yvyQ_fI3$3$(I5W-IR{|LjN01AFWW*}O$%yL(s}EY?gc-#TfeeaBe+widdP>#f$c(7N^MSl7#;8^x6GVP8q=kXbZ}+Q#^ou+X z0J%jVKL!#K$CN{!Kn}&YIvGd?W_`=mK49O85_HiOM_))6PtjskH^xIz8xY$3>(o1e zOabD1_$-i^m?!+x)v7YI-uizyLljpcjt8fd9|2fW0KvsyE)$>5;o_{~j2Y^fx>_`6zH745YeLzBD z>^%!ez2N#ZkWFF)_zIBCg6n%gX6v3p?R77ZtiCq`cf52qM=`;!GRLUHaRM8jYx+D3 z$QIFFD}n40$FE+}5_5@bfl%OnZ43h0rt2A32izLlE9^V~nOB9@ZXg-q&$wq%hoY53 zKvJUTo(iO2)W#ejBf@ec5W3n95G|-?<`+>iyqURsZr;`2zCl=Sh1MWclon-m4G{X} zkJ#&hgn$^e0c3o_97*m3G9p^=H$WD|P0RlRLf8I$t~Wo2>$w7XFOa)MPgxA)CLz-T zWU-znz%gen5cNcJ$gAF~fy9K?79i~+hd%<6638wfSrO@DKvoEumw{{&N1_8j!mG@< z-ugURS?4(#O}O{Y3<#~`AwwIwv*+_PAhW@R|9QwKfrNBLMb~z>rIU`673-^)LuR9x zrEDV0dOXA%5mPuRadv8di1jhDJlpj7c_92{G4jB1{sH7}QJE+2MWjup*7-o_1ljKw z9|y7#27F{K5IW-f$W=fFg+JE;L30^ZHwYvv=8z*mhA%YP$G?D4RK$KFkhJjUbRhi# znGIx*sMW~SFU6u)Wb^GYM6^=W9ei*wJf0~r=){eJ`! zIfw0#*58246GxdNUc~4payS{t1)`om2qYt9J_ck&x0mv;*~!FAuC2`EM9L z4KnjY#?Az?Q;edY00Nhd{8J3vAhas2$;17v@bnZrkbgkc&7YxwNu zIpJP>Gv=9phs>}Tv1h!D*v~XApADp1)Zua<`$Q|R0umNu!p($;*~N2&%rh-deFaB+ ze&J_h5J*_Wbsv!RVgz^s$O>WS@DcQsBROM8 zoAVAJcM8kXfgBLE(Ex-t|9J5cAkT;>x`FtsSajuRE!rX^M%oNywun4$1F~CG`0s$U z3Yiyxte<1X{?5N(q!lvLfjlYvX#_%>stx)p4y0A|oo@p!U*&{N44UmjDc7F{BokjXucLJ%y zPrt@~34}I(9`!WYL4N#fRQwHXA+(MLvP-a^2P7-{U@MS}$j=o(mWj;Y07Q<5w*X0r zqux(|42ZU%$tpbq1yk;S7}SiF}Bg{&;nGkV2-3tU0 z9;2fE4rEBI8cq5KeD;s{9q#g&qrPGv^0H9}nT%K)TnS{0=fY9cTv}XZHiK_#P2@& zWHk$fHop=c0uqXu)l&5@AgfK}13(7FShp0&f@V{u14y5k!Cnkxn_&MEkYUj;?gz53 z$;|5GBqQ4W1+p{8ozPkcWI!A%KTC+P^GzT-kQ~1)?g2t0 z8~*3j^DlvH60Q6g*%4#-t3YIXRUW|cOH@J#$bcBx>VfQN;%r1))ah2e=-pkAsXEWh z#vqXFCmD$*R3EI0nKQHpATwT!bx)C&K1ZXP_&X4OpE*VAI4A!{Rf~TFc|VY>=z|#` zvqd(p2eLcD{*ay9fNXu6iToZ&z0i7zWJI+b_Buu+aojl($YiY*?P*)p8E<#CiX-DR z$b^1R_y2Hvoe3nP^F#hbfH-qae=Y!W34-?9eGQP~flww?Hns!Vjad_PJ>+R16U1@n zZ$Jh_6jg74z1`HB3M4CzL@R*M=I8mdB-6x|K>O|mG9Xrjo&vH#jM(qS8SH@Qx#t7f zFM8$2fo#%8hiJ69y`9#qu=(u0kagUO_xSQ@6Yo`UBSH);>bv-vXw;N z{0>M4VqO$2&F+r+jvl!XV0g`DjJ^UPyusG)41mrpyJCFgf`t%x*RwT`@gg4_- z*LV@dR3O)h*v|tpBKk!eka@_epTkc9se=~&=e2ScNJeD--$1gW-K&lm=R`yuhJl1c zPiX?OKya-iEm33l0NF0$dJM=0F}rvU$QIE$W%jLBapDjbH#*lPL*hjQ-O>Z?R6HAiJ}sg18EoM@9jWZh0j+3*))f%j_x+Z zwLWJ^%p7ikj3X@H42+_3>jm}-VEPCFui3w9?A!H`O4*rM#uEwuv$yVHc5y$ay zT640gcNG>-bIVFC9>X_>AB|LK{<)hc?g!&-8$ zF&*zt_olFtxT>=^n(Rv?Q|Y#@&S-1Av$;LljYoi^9r3nKQ}QEio##o&4*;gmox3!; zcwyr*OtkQ8RU&~KNmjM>q?6rVkRIBc%)!+sgeG5f(M9UrGn1n$mo%npY7(vS?r6F@ z-j?oJm}r=l=;}ztyORx(MTy4R=xUG@E7q7^Tpx|Lb+vWk(Q2sGR3~tcOFFq2-Yu=E zrvHm3THD&2eg2y1$@Y$Ry<=`o!y1<`4?Zj2-gRNTr>(KawO`ZL*^}%}&u{C_A&BJY zlk^$xnfOAqwQvP{X0^0+HaE0)n7Cv(y9Mc8nrpSOI;taSOea5y>@7J%HFTn{ucn5s z;l`WVlhL-8g)4fx8`Id?)`JwpyB98tHq44f*TmaT}Z>7vG_g^kmr zxy=Hop)pQ-8X6ksQp2zOuM^fGo}P3(-Ij<_1GmN7+b+T{)G|sr+MGm}=uNo4tJ~V( z;W>-XpL6zN==3&47mi*HRK%)lMAMWo?oXq1Ouy6RbY|JL%?@nzS+_42S^wU^AiBTS z!FeoX~%{MQ>wcDow4+fk41bUP(?A!?$PHL?epvXPoP?wY=`(T7Y~GNn6_xub9$ zn9{CCV$4u`yOZtc^Dc?k|1IZoyJp_tlr2NwH*N*z@5%|zGNLjxniD*N=%gweG=voD zDmh7z{fZ7A6zt-fTDrk7iboHcYHI5vi&`V?3ZIGVCee8F>fWAovN@VccSjasB%9sH^UE zk(!z9JTPcK38)C8#aEF50uY+VPH> z^tzcPHPyKJp|3CA)V8Ju4&Yvd?gSFm>pIeqUlij$M3Y!y^7GI@go(bmyTk?)$v)%- zEo553VPJX_8dXmljGc`oc!Ty1G?5=Knm0H!_pMAczAkF)nH4=RN-v-Cj_eZAf`(iq zL6x&aB3cmoGhwkineq+#fGKtc#M+uLH|q2y1!fA9mu^dQ?MR_Zb>(wKPXS( zQVwb=pin%GC~l`;m2PcVZEEJ*ZJHqK?QI=xX{frn@fbB`3S-`Zgtzsq?(IyZX%@#C z_71J4a-HZ(t!s!RpyJK?+_p2(90hv0lC5B(h61HN-b2f*P+84woQoO?HJArQiQSzs z^+3ygS;aV9_N%J##sFsdU6 zI6sHGb5wPrsmX7^+ijYtc3VW9A9$sRH0PkELM;@M9Vv{ZeusrdF6_RS)SZv@)J2yj zQ?+DL>tWj2)g51z#0X0xy^@<(>vh$}9`{dk7oSC77yW7MiZ?c#ucr2>5ATQGjb1e) zXS~qAO`+*xobY~`0yDdF%=myQR);y6G2rk|Q)Ff$*OCTIvATq`cxAbpQsII5&qNG1o@=sG_rZ?KD6FM5UHDHR>cf|W}@x`=eLP9hVPsI~BF#E*y z24srPaEr&6)4xrjw!Q{EoVtITJ8R<@ZF%TaKg``TTDmdsFbMd!DOA@KPh9BB@J}s* zoOmOmUz8@I1(CfvZyffI00yE3A=k4uo@!XCi`@UMg{aOGbOWvLn*MDH)ycy)|1?Ev zrn|FCdX9yLVBes<-~dHg|ua_MsAis83u zZAQ1@5lu)aZ6+2VEZp>jZ9few?5GI^*!5lY1ao|?nNGe&TWBE!lVv*U` zh%kb8j;3z5K(4mCZ!~2;)Lhlvm}}jbacUS4a?n1(Dg|V~LHkBg7U4==J6gHl2-eym z7~K<4uYEha0s_t}P{@o7J;01zzcm3;A_@8S7xKkOM}Udk_Mhpue_%@T?H69yLNX!w z_7^ZB(qY@M>%x{Xk`cJm^gu7#lJh*KNH9=*_3A(c4<1FuA6+zyQo@cvHAHOrMOdJ) zI6*Q9Mpw|IzSJ-ra%Y}r)4?j*+J<$CxwSZ{KnCJixplo8RY1FHN!1iGV+t5%+_|nb z8CEC1!TYo_9mQy-3~ija_Tbbqeqqv_Oa|`EtKNe(>AdQCr&ee3=^)3oFUg*Fr=?D3 z#-vUJwC?LoAJ{;^?pzbKbn34>pi^siDOy`o1>spMAen0zCpEOl&|*x1*e$sySMdxw zMRG5D;ACCamfK)~`wb&>Lfp}db@n9mIf5L}5O>?38Xs4by1D(`0>zSn0UIi`utB?Y zwhh1#)2BYF9`#Q{gwI&KiuKML3<2Xzsj(;bM5(byPr$uD4NWn>#>C5-UZXXP*|q=6 zu;EYP8+&qQ@R)gv(;@S>VPQrBiQ-u;&6>TRrU(`vdZ?|u0c3{$Z3`7xzlgZ&2GUM( zDrHjnOC_GyMX`~VL0D7g_LNk6JdupXdvQ*+TCeT|?=zJ7Y)5MtfFXu6bzU%X|1@^Z zRM!B($`U3LAXrq4xweW_GU#Su!Gls_rbA*u!bS1WWm$Gmn=C=oAm&^ZrL9Rz)iMa( zqZh@mDRLlnh=HFUV^U9ZHY3A)(qAMQsHFwC%dnk?y# zo&yGm({x3J#j;`o4rdxCE8KjhWmC95)s@15@0Dj4oubsaZA6@o)_VFK}>g z$}mn4^6w8eLia^VSs?oV>S?$}oSs%&XVw^7qW#?IJv%OBkiw7AN4rr33^N9!O&H|b=%j2e zpOnE2|NLQ4{9q%i6JCyH1UceQ1H23YFwD=*^hzf1vloaKsEgRB_E_$Y3e5s+aE z2W~@(f3ZMgI@P`~fp*ThanD`FXu$nr%c9GwqswZdXl2|m21_&DYkXztl}=h7rPeB) z&<(J$zQh={78BC-V!AA;kHQO!nyt9ko0mm#u@@HUFwvN0*f|axPca=2|-S#Bxs6b<<}OMpdqf$ z=EX^IE*h*rt?spfq2QwV6?D<%r~nUE@@Ec)27y81MU9|15L1eBT`x&@EaX9XE0#QO zc8fI-kj_$6#}YS&LjUd`-I&F)d)i}h0I~b`NR{k>r#%)2^39dicvP}S`OJ;UMNCQb z{cNRsq_oH4z!Drb7gDb2j|#8|ZP)P~Y5z`|O*O zo!%*IzI{4CL#+iTT>nF#LQ`luaFC|D2Y__3ZwdycbO`lNG`;p z^gtPIS?|F^LS2}xCgU9o*XEw8u5D=Wy)RzejIb!JfGiZH$IkgN7Oz%n9(2Zwqabmn zDAhfy0^k;`AUwVqBH`C>OtW?nS(=gu1UGiP^N`n z_f0T#UgADeg-qvwhWHHkJ9c_l&_7L)bh5oY<%{r7Q=})EyfB61W?c&g&4q33?F3J7dw${Yxq)g6usJ6rmiFp?!(2Am!a#EtDY7(f)r*i zSJ|g;FWvdZG_J8F(=Bc7?e2rh)N>ls2gA@9-J+GFBpyueX=#tIa+gTTbSuZuSlyx- zC~jRl7>?zd8l!7&L(+qnV{Jp%#u%NUr?~Jc{qAI`afZoE9o_!uZLeJhWY6w6O;WKo&1lHyos%WPFV?5$}r?V}rMy`I(H zKvTA5-jY_}9`+ZCm^Hair1PJ0m$&dvQszZp`pt7}_fJF1@T4QJCwh;e2t)3p^~#eD zGdk>Y-|?V!rE_+9OYG#7xw>yg-jvr9y+?Y|L^Y`BnoK$)y1u+N^&V-n&$ro^$L6}c zHuWB9bDeK$-H!WkEC-C#wyjxJT@bX*5tKn z?2~q}!}pec_`9tscF``|TCKp0S1&V^p;uyD9;vyG;pQ2K|56HIR5N9|S6PGRc7>N3)hcVrx{|yn@FHPx)9Ii)CUSo%veeLX)*?$)cN>D1FWfcT^0dbk zxw#BmI=vr#kuwxyUCmv;ti?U;YW1e52|%Da$6urin4)XdRujwsr67b!APMzY;?-16JXS1&!0-db_7Nio-xi`DVgoQoGPJqmB_x>yQxeY+?f zqpjSP?(*BpS1&zEZ#BIrk5Q54ihEHyMwIT_d-+lN>ZM2Nt?w7*F`_iD0TiWUMCo1) zC_hSHz4R!(D-K0@j3~{k5=H44QM%VB%8$}lFFi`{8c0zdBTDl+NwGTKwUpw;ON_!u zqZTVl;mxnO zof@|{>t74SFWhQf%<_rQFI9s+obB`D`yRzH@@?P#o%1#IJ?ZAQu4vD?&IBHx$9vmx z8*R`OQm^8btE=0nfPtXfRf{Fht6MC2VB~yzbOFcn>K02L=zWpod3DD^KBKp#y=$#^ ze`JB^gB;NMV{zh)-cGzEZ)}bT8)I@NMekW@iMO?Tw^Wpol`~8mV{xXAI&Jx_!|KJl z5LDl61LwZR12IJpDy&|t3qeITi!Q5mwX`%?7qw_qbnn?dAMg6;z}F<)bJQ|gtQ3l3 zLkY@eDLiFnycCMDgrd8CnSN^hu{bfauLm!N#+&}VYa#`jKB!4d6Jv2jj6h}PMA#UU zGyVvq&YH_ej4_HCw|JFd2pPsb{b-~`V`?SeMzNU*8ccj=yvI@s1XR$*7@bk&J0@SW ziLtm+k8fXE*kvTN5gF&0zET1W>L0_bv~#} ziy|muq$=AsJD=}42=ywV{MTP+(KE{UP+eUVw|LQ;hV%-2fJ>zt^WB?;E<~Sj3%U*7 zvWpixx(}Rs&jG>703Q#kMc>ixz$>|M5f8f>c`VAsgJjEhF8GR&U{WJe3lvI9!Lf$oi+iAO-$nHWo2xoL_x z`USbc>V7&K%j_ur3gcJ}6!ah{5Hx7<9t0bp6yk0nen`A-Azp%P+&r4I!@uQI?lA6I z%-Ip3Q8U9`%yd5)=`L=HOH}lJ7vBN>OP7m#KzDB@bzOG_hdw!~KS5cywiO@OQcs;iA&nvZ~exFl&Il2^kJi1gMBMwE@XFh{j10@5Q10{*wA0L*RS(128bC^4e|9t3j zDH`OFddy>y$Qj-ul)%TCdfYEtyI+K*FJj|OH@&F@zS)FT2fVk!`}FLRLaO*6AgQ`v z{7LmTwc`aFJ>7|hHe4HW?eN{)1w3$D!^oVB%=TEtRmf;y!`a4k0T&83C{K&lETwm7 z;r;kt{_t^UXvWGnHD8 zsH+BDv<8nJ;j~b>izkph1?{h&etKh){tmHGoAkz{K)i5s8O93>(A|-MFL=Ze%@k~w(7c_+d%;&u*VJE4Ey6r*&?WOmA-Jy$%dtoynWcfx zOrtcgVlb0Rqb5oZr{|UiHApcIwSoj~ z=znusu+$NYzt5zpBN~5~$5T@+AvZ{p)CYX}>NrR5e$Nyiy~aqy5MJ`40o=%0Q;#nf z$9q?`8WvnCe0Dt98eP@i)f8{k4QF6}-OwP3glz=>vY?R53ka6eS~L{MjMs^$#-KKasQ93K?NXUdzC z5xiQ@`)YYZUm}^pyFciC7A|ADwY!U+RdIiGC)H0qb6bR??yAmS?Ch(pgG^UvqPH90 zTf!%I@HI1hUcI}!tJ|D8m81|zgAAH9y`6=Licry1#RR0s$D)P(j%}`xX zzR-hQDkPrAsZrE|-OAhWdS+2np4{1^y%02N)O_?Y2u5*V`-4NpIg8JqbN1qBbV;-Z z-M1szy$V&kjy`dg> z=SIn|dq7xRQ|G6%woG%r}_4RzW9J%pMwL1Xb{)Yj6ACFW|&XcbKMbh523TH;{!N7gZi%yIC(jH^47nSa6&0QVww$6N- zwdQV56@!uDZ0lSTZ*RkUPrFz3cA$Q2Vti6bisZ7Z4}<4rH+Sc%cJ$tfu+R{OeU*yT?*6!}@Ot*EQ-_Y^Zwm)6$SIRi@dzo>a%BNam?DbgnV8NGs z^Xb+}0Z$!M5!E94wyk{nGjb$y9j7%zy3?w+J2$81isCF!#G9Vdj7stMtm{c*LgwZS zPfds-tTlIfj%&r1-ZUulD4IJxMNI4!BlUbwxlgpDdp3&G zC@LLyOgHD(CZ4-OVD6(bLrA_6J%JRUH@`w`c&}+X+L>I7@44dLm&tB@{S5VOzj68uoWOU+F{rI=a8FF>>-PEfY6GsvqrKZ!##T_$&pj<+ zj{e$QKMW!I|A>3D=Sb1gcZ&!R7n6->2JpKhxOV%dM$^pU~ty1 zXJV%^z!l`r)qZxV(^}{X2DBU}mtO-{kVjTz>sVVcn*hnN>+OFY;;=qYCLtHaE$j6P zt&;;b2KPj!v)x=C#tg7rZiR4bZz}JLk`CH2=4*jxm!ob)hp z;EqMFp}Gwwea@{QD+t?F-hL4XQchSsc|I9W9#tuSjE!yB=CQj(!4v`oRqje90)4+={ zDWu$N!c`ke9COHW_Jyg0NP+^sT!@}&gh-Gc8cvvgkIhd-QtfAjJBh}y7qIqdW`P~~e);VjWUuE%RR|Sq+$=<9CkO6W^cpHX zX-Ro}VbYQWPfl90kaCI3GY&FTuhL}_a#0eK4-x+ao}6i6x>3=ad#T6;%FQ?`q$!iA z5G6C?s1c<|LM}=$0TKB{fYU7x(QXZUn#NyO&HT(FUTWQk(V(5s<+T|GOxvS7;8bU3 zz&_<9FjM&yBW>jDx8+!czdDK^f7_(&NS5TMJDr0 zG2B}_B7!PcQdz7IWe>| zEQUSMuCVP^whflHQs?S%s3uh}a<6NCQ%dSBaVe6i7$YKy266in^i+krg8O8Q z=Kf}io8RoQw*>lLMW*6ihwH-Q2&f#>*B*_hTs{5F<_WJ0sgkY6Dk_Rrjsa zf_`&@9nxDziEZD&rZm*!CbupJE(0aWb?=XBY6)TjkkL83SFa9MEED#gEPm6OIERocS0j{H*%4Iwv*0N4FkNcIq`~_$`Bj zq*6F%aE9J-52;4>^RW`2?HVX-m#9X^k4h#IbUg|TMt9CH6#)-z>}WOf);^Uj6rJN$ zGp)HOti~WUbcYEoxsXR{deJ30)neLf?`rI3ajKbJZ6DYB<#_dKuL_jv?jhE*b-Q~_ z1QxU9i1lo{tIgca>Y{$m?lbf6SQlY;H%irU<#S)6KSUWBRP=poj#K^(LXT)E zys~IXt98>anf7WIcCm3%g0a2ZF`FzxHJk1(&Dz0%-w0Y{n=)d@wl-aMY=KzK)?HYe z3n(dB9a529s!1GXj$IL{$Sx%)jEW;2xTLk-rVg*jG$pQMTJJxaDe#I+Q<}1>R@^zV z2-R#p;r^K1J~tWPGzBLJ3N`msha)M(W#ujmePT5y?M+wJW#&+!ne z*?!zUUYR&3js~xqsanFT34(gfueLPImj7hVq7a-m z;t~3yRZD?xJE4r3!>VU^{(!5JY7+vBRL}0B9m3CHIfl~Ed+|V#&@H42&1sRU+0j*2 z56GP9MmqgGDi&a5OaoNMTJAciIc(WUE*aYki&f9?{Aq~m7^Hf37wr&!4$Co=HV7;; zz;!HAH9KnmC+#|Ri8m^*rjk02SIzWtyIXI!wZnafRn3t0lx)Ydwy|BTCUi&0!`a(r z8pPfrSF^|1!w<8_dZ?~3>yYbxs?HrP2hwe!?nfhBthHM+5UUWQS zR=i|9PgOLE#f2fZ z6|a#=)vBdET=>2^K#dzYsr!gli_5A6H3BiTYL>i6P{WhsRWt3%1T`!>tN{#dnV^oL z#j0lL>I60X9MUj$m{?ZE23uU{D=8;KQdeBC$57&7w->QmQ&uIYF)c%@W@+jKby_;4 zVeF_#P~Dh`*W#p+Sk($@45|>Sbt@JZQqCeME~L<0nSfLhkLwQ0=_N+Bb%H8>7O9?{ zD-%@lb6Ad{)IEBO3&}>XGoNa9rb4jqDK4a#2B?m;xFubgpw6_i;zCm5zR7+GX@Gvc z#f20VQ&)dy;f8zB#8 zZ<}cldy8Dn-qi_e*gB+ocD7DX#m*vCvvYNV8g>rJvO|AK6c^zhLuwEl!e8O7uQHNgUlq-l+su4)K5QPQ&=Wcl)Ef-*I0xPDbGZpE>S;{!iQB zT>?|{#+gFz^7qqIEVt2P1-R7+XPfA{BYg+_%k}6}{IiLRhMDdcHdxvpmG_1};*bX& zuxf6WPYZk4r$Y$8VZ=2b&*{uhxAJ0sZU0S0w15W=RNOVI^=7Gc##1#%w@OB4o-3F4&F`XpLS>B% z#SQ5$Y?AqiXI*}SL*RNyb>$c;V>n0Gbf@#_1#z`E9R^nOMABj? zk$~pO=DVCWgu>mlPYWF7!Iju_p2s|M1f7UL66p%kSS05i2G6l(UHSL;T#)LsbNi4f z?fx>W zd)S9xQxVQ`rrLs=0h>EPN_ftc=JtI{=O)2Ky_Q#D6Vkwrb6@Y~UH8-f?8cbi@4CHm z-(OCe72+mC2!G-?p0im?4*3j>Op6QQ5j;_csGNe`?!5Tx;0BH~=maLw;vB zzs=9x-wfyz{kUBt@$Ufr-xx4fu+&CHyH9b>eqdmD4TC$1`;&p#V_VuE?OzPwV%IJf z4^BPzCkNTW01wx9yYm^A_-^JlqTv0A;P)8mC)_|^VSfkU>73q(Lfva_aO2O81O+4= z2_`T1M!xVj3yhQJ`}*9JL>Y+LF&>Z;f9uJK3#lJov?OGYJuEz$JdQUF4(88yFvE3< zz~p;#O>d>rQ;5(SV%Opwz;ry2>G%LmZwG1$yy2SO4%8HQ9@A8MP?~1p#+K%;-O<(H zH#UvPO}SFu;jUbX2puREIzQyXT~@Qj_(6@k1H}pm9V*s&^R30cyJH9zk~&Z{)sVEI z)AgBw&Y)-^Hn2 zsIE7;*-;RkfBSA~1G$e3o$^I<_*UhP{1mT`{-Z>@`xwwR1u{h&SI4-0>^|*9iFWsq zp_AMT@->~};@|9}XOm@#cK4B?6YV9Vz0A_SFVXHk2DHs3Sjr~%S=v8Kw7ZW1?Vn8U zpIO?kCEDG`fc7h+{hFmcE79&g2DE34_AE<#TB6;33}~x|KaHPEv$We1?e1ehTg5v= z8y6sD{2R|k6*?yS$_S7bs^^=ni{p>(v#8dA$!KyS$1j?cln={vYK6*_G^&Lv(y0`x ztCxrj8`M-pIA~9*yCAc01(N}Im3kSbydtCQjGWrchiYU}1@!Qd74bOdzC(R>=~5*3<_?swwbV7TsE?#N_@iFqz?a0qwN0w?|62 zg_xDPS#&DJ4P$IED;ZPRHdOx$fy0!Jh!ys9Xb>?orT#V~kFRLs)@My2Ma zEU6MlkroDF2%B#;OKpk|ForOyT-DPxQ(6fe$V}&Ia`VxS<{_+-)lt>#^_IJ^Q|wvuAqmtyTe%#JY@6>9l4`T0aPpW0FkPl)XRohi73@~Fv=s>Z8 zYWr}p0z!w171r7h5G*8hplET~zSf;g8^&e(dO~5b{Qxrs3jhaNDJa|5YZjI5MS;>Q zW2@5sY2#}92T`#0prahZ>7ToyQw(3p#M4%-Cmf_LqfjXbO?K_RUa58X(uT;Sp0;X* z;~;Grg#p@{g%pwCWF5ZPB0}=CRckH>Y0D@K(AF&Nhy*8X`SOnl$j<2WiVF4A9mre~APqZTS+J2+3<(wNiGFwv566ZOww5NO01YFWQNa zJZ;t5-9g$i3Int?ON1i9Nn5^*C_?hIRjY{yY0D@K(AF$kiUcQZ`NF0M$ClJRuH#`~l1D9>8`goB+054;r zUrQw}&7xgB>>jUw$hhSYWo${-#e6y6ft^e<2Q6cu9$?3lcR!w26FOU`J-2AT7{#&b z>v?pK84ihojhO-U^big&X0lwrU_ZH>35ORkp$;(KZgCC}Y<~3j^$=dfgsK(#-Z$FD zj5W&r*Q=&^SUoqBpFio?wmtyc%<*XAc(>lr4p%HCUtix{n(cW7+a5&xZN!I9Xz@S2 zf%u&GK=H}E_PU5F%NoRiY)SHqAr>)+GPWnm*OpIXoNG0Krqq>@?T~Leco`FHO={ZZ z)9#fGV?{0@!Ur0-|BLoy78-ymm``}flkvi%o9oT^p~bs=Hb*E?=r(H=*aTa&N|0_F zOCOL(I-DB+7dnbw1};#vaE@p(reBChe+MZed?pW%f70@NL9i)u#{HJ+zwrFexB_nt`Mh@Md zLTfM?$&1-$%}xdvg0X{?5kB{By)V$UfR1cwT)Q+mt7!P}fF1c_W1O38T{2T)u#R|1 z_Vew2{G|3u_6~du)R8XAeKDa|xkWx~A!UTmrG*9yC?h+f4R(!sYn>8*iQqAcjMe#U zj?oaQq^M09a1D8N2e_bXYGDj?4Fi(Dzvp+lc4=bKZ#06OG$3VCUu>8qu}Y20DGM>c zgRWvAHN4?aWqBr5zv($}l?D>y8{%T?kIu;Y%?#(KcFh`ZPs_YNjV9A3#FaKo25%Ts zSuY7$Dy(4)C5;!dlegljYQ@F4t`SpMLhXE1aT6xd2C)=2pwF*5bxY@UDuQqXYqAv*s{|Yb|Qv1Y3C@z3lpEWh3V>h1$mG;wH|b4rVQE z;Fxhu-;J?F&6`A%Y5LI?2$gC3lYjuelF5%BwQMZLFh-Ju*lA=~0jH7~TDZb+1YOC1 z7O`qrX!s#a1Q|H9m+#u8^cQ<+|F*#WrOo4f+HUA5@gANq>MxLH5uJ7wY;jn47~2j} z#8y?eY5QjMcYMFFrOSS%2}C*DQ`#V)HKnEOW{mlclR$UWUI}_=$c0f`XEyDO z6-#=V2RL$OSF~`26JI-8=aR(<miX^?5!1-;hwIqQ9l##{e4ZKon zvdJP{2U$b7XV1v3-gBXHOaXHtwc`sY+0$~N4J4D12#UlUog?nqyTr%OSe5!A*zuFb z5;3$3F9I$MR74tE0{S;ADIgKKOI$PGZfIv(KUEG}MO@aLasj0DL_&Tvjv;djAG(f# zOl)|ype>vnHAF??+E$hk7KmC+P$Z_>l4<)iJ->_gQxndj>*~lW zp?dQ>$3TONSbTa~KQ(NlN~u3`SP^km;+m}Sj?Ly7`_g~Ni)*woHAEA!R9BSsIidoR zk&|ru4DKu|glI5E+X%{<4p1tkkSy*SQ~YIQPsL3Jd2Q>;NRJ$RZ)0_!GSa8At+fzY z?V*wp9SMmVI1y3x?3eTN2J@1pGh?4wipV1Nx?D;(1LNcfZohAZzL~?TW!fSvtY7Py zdU%ygQK3}(+sv(pg|6CZ+2P2Usnbb|^~%_^zhv(oeBXx_F?jkSr0oDjWIahFX$IG`0v`Fr zj}JK5vHNg(CC!DkMG3P%b1-5lV3Fc5)6g`qfGT2bZ7#~WI>qYDHdHw)Tn=BPAuJ?O zP6%d2`mxs@baql_3ds!Lm>HlV1uqe@Xp6subO%~Ty5H$7Wtq%ZPtV&&ohtVisytwk z+-S^xvIL&AXvyB~o)-DD@0g*fCr!SO8bk@4O9U5vSac9xJ=0+<9acR`_@Orvy(x2%`kzn5DtG$! z>NSk2OyJR*2t0_YNZ_E2Z})JX^9IJm!&S$09ywu=*fv%Ra#aQ@BW>cfgmee$NEi1z zU2dQ6={S&~EroT&OJ%T5Pt|aOUZ4j8yH!QT#Az&K62QxtoZgVTbWSMHCB%?18iiMdaO5q;LT)gs)`+ zGYQf`#zi9xVj~DnAtRvFvXad97#jkwVx9 zbk)CozuxW3ekfv69Q>C<&#KL@d&c8DI*jaE2P!6tYQ?$s=Ldq{WmiF(yZzF`u^LmU+ws~5su_V1s0vG25{W;jBt8mRcXelR0MM(HC_Oc}KyEo-jTg8c%U=2^ z#B^8JNHJGfEM~WG(MupFORROiKGF4qH~TO5C)d}b%jvqA;&I*Oc+otq=j@6VF}Q2C z0*l?_`gx0^FIyai>8{nxvIxQZSe!$P*=9V!8usjChaZ?IYFPY@rHN z3J{La-R?^D#R2WXI?Z7;Jogz)s`D|Y)6=u@v9;94Vx0!kNa<8hitF?deeg%P&MY6b*zBm_5flF9m4lu4@5rUUkQ1irk7v>}}a3A@U)&&MB za0!c0>mC*%IA;-g98SWtG{fqew*-0iNHN&Bkfw0{*z2O;rB-&x5nALc}jE$_(&)(q1zw#l7|IS;O73D%- zX5}u%KK#|=&OUPHc&VzJ&Ic3u)F+Q-h+HJhS|cPJHaxDr$KuvYH*=fJy#yxv-Ip!} z=82dBU@b5ze=n?V4&5pFVZPmrKU|z~DOtlY*}`9$bCTGqT( z&@ac1C{x~T#;YwY!{y7iX*efUK=gzrjOKMET?s}pI9(4OWnnFGBv2UqaaQ;RclBUF za=mO`zWsVTzn#qSTHb$X$6gM7KiE~I2ws-LjhzT;j@aWPz2jcJgi-mY#hS&5g&>7 zO$3mAgioY9CVaqNvQSX8SK`D2bY$bWirH-;uG+7~xC)?BSR@+xxN5)lidYCwppgqZ zM7|hT6>bmnVr=YT-jCbEyeF<21$*Nv!MUKB9tJ!RCsiVx0T4^;vVBuY*k0mctjzRz zMLdMa#Fb=8Z9mVEc#%(Xv1~fb1jehsy$8 zAF!9K7cNU=JwQjcn0E2_n$HXsl#n0`rv-vxx|#>=9wIH}uE9&BSx~s6KxGRhP?RrJu7&vU#q_VhJAB$>@L0^ zZ(IBuC7&Doh5zU(`)_W)+`I5{mVO`Q)W&|)TgE6D>Z?=#48Bh30~(Ztl)()ZMjS(^ ze(5Cccmrv~mKi`O>UaZbIAJ;;si$-X6zX_huiJ;6?09tFP-yI_rOI)p`y5M!kc(5u zb(VTgac3Dwg9*boXfXeee)i_^{41Zp^WRzC75$v&PjmIuLa?2sd!+RAJPn>>fnmRf zMF~8|g67>hdGR5K23Bb_{lTH38*?jU=hJ1NJh^aIZ00mRxezEvj?ab@g!tzyiSn+Z zPwaD!#8uC3BJaB+lJOJPOOmdtzV{O8qI;T%mojA}VeueIBpeu1XD%Qu&zBP$BrF71 zDFp^MWiyTfL=PdZRf0;W)WF>qtQ8NTz;qc(rt^eDC^$h79tP53$#prmzE>+<@51Ok z)tbGRTC;8pcn2d+-%G9OyQ<}K&$ssW_FdJwbvvWqS}$;Ny=!pHV8MEzyvcZ8pVx-* zd?1C;A_K?-@q8c!Cy0#@^>plr`{S9~2a#YJ4W`qX?jRCQ6olTPgpvu=?XRc1 zjj;OAo#$4l2 z0hx;&g%lG_yIlS0m?#hpBykK;!ay`Y6fe(qfvBDkw$M|Wb*#H+d}_{C2MG8HI;kws zEY9;OXS6ndiva3}&w7j0Gd!A_)D-WkW);I@s5u%@bMD*r59FNhrRp%IM^Tpw-#SHA zhu8J~k~eqZ(LlDxP+4`KS9&e}os_L-=+v}1P<@bK1KiL7DU$<{!`RE@Fb$DkEM~J7 zvzhF`6PA`*DhC=YVj>3`Oe>iK9ZZe6hDlrolVmP(6jDqyeyo(|HSAca`Zz(uY+-%iB zg>LdV-q2Y|+=Ysrb^i7`E|w58$M~Xf1)uxokbR3VhvgE*amrf8#VPL)>P6;r5J_Sv zKRU$U*%8@Mib;4y%nuD%EEFAPrIl>S!&f0+ks)D6=GF1t6oAkgu zup^JbB4HI9$L**Po7F<}5env<2|}rPWDLgKEG2N{ZmE;nR%WAB352Vag!A<(f%K8$ znx*K3ssQ1~C@N{Ht%`^{NIB{M-cHQ8}z6J2(CHyIX<4u<0 z6Zv(3Zxbk{UxEzNGxyaJ!1mMUZHw!*Cb$&$Zg(-+y*|+el8Ce4>3V*C-K-ea5~mZ) zL#vJXVkBmYStE{~@_#7ix`xCujvZMRB?DPs*#*gBJ(v4%PDEgj^kD|7^ zkq~pD_ncDdixq2`T6F{8MtD#+p4{wl)rp`ll;OLmfG*~Nx_A)tS3O_W6In2eWc`40 z(fGgAStSN`I-laGwS7C`yB5oG%n8M}{6>5*ss}n0!I@YbE|!abb%N2stJFSkl`zs3 zxDd|^U3CaKr=V+)>o;`>Or`cp9f2~l>Ohil0}LeO+A8phf!o5QMywB&5#`W`^&~S! ztS6K+VtC^WjvGd5#2r$C#gtEg$BHF@oY2(iGDn3WaIvq}qGft)C>@U14zN=St6(R9 z_uC0T5<3BGh@G-%89NO=A}6rs@n|!f4<;J7%wSTk{elQ*2-f#@xiODGJ2qxL(X27+ zN#%?g?%NUAs27E)9>T^Ng%D2ALnb%svSxjPl1~HnN7_u%M?Mn;hECN4ZE`fytnG%< zjN5o9CFcu41km*AJAv4cM<5*;vYuwnkoAi6r@j%qmV6$ zT;CByA|FaNBXTNP?s36hlnkrEIai;3jzqXD_M!IIGc(@rho_8Q17*YxQjy$Y)o z;3@x+G!b&)3JngGblPLS+Tw2Jn=kiNd5ZUp(YxD6y;Nlg&*LkLvdX(FE97|;W!b#( z*cba0NWZP<$M(dmA|WHE7FJc8=4m`lJ}r8Q*R1jFn#Tl$H^jKP4sXM;odClF@FluB zNw=SK`ILAEN8d7SD?A3Avj*V?+sX9?pqu^jdXDkwI}J`WFcARV^!AVCZnhXdY}JY8 zA!wH6Ap_Q#i;X1n%_12uzUz0?hc^o}wjsF8<_Ib=f9F1M@WJss-8U3^Vb|3MW(+x@ z7p_ilfb%4GJRB-0((nM^Gu}Q$OD*GXFeA7fU+Tp%Q0^9>K<; z+q}My+ho}sL8YAAyuOj!yuO*+94c|rZG3U5en*=+^-HG+dHLNG*OLVnO1xDDidP3v z;EgRMLv!521W8aR3XM8q^&py3V4jUpLcaKb{;uow(?x6ROTu;B*AV za(&sqn67>|T%PU`gidz5LnY1-J%YHg^R(~gJb6w>P%PKT{`G&ybDqR)fAz$Z?R==j z8KT_A@`I>UjKMNU_fYo`)M2bI+J8Tf)hKl8>LPOP9yS+X=n{y3BqQy?D7`xwff^79INoc6~Z6Z$0lJ6hp5LL9>!qjNlKiEi=kcOMMpdlaQ9#FEnL zlCF2X0bw}jV<@g}8MD0)cdFT|<>KWn6hi&yMd%6>L$ba2dw*sOnZ-tb(<6nkfx!YNu`$Q?BmdJtHH!r_uO1R&cuoMmRbz@kd_% z?QUy5{Lf+j7V38k*nfihbTYJmAaf7=Yb#QxEvU`6OOZyb+HwIOy>$B#n ztCB%IcbtiHJ=^S<5e#0eTfaNsBPi{gyd1y|z0$vq*E=icS0n1Zr$)J>-0fe(&_$ww zE?URy2rZ}fuGwtT+Y8V;&IAR$`j$M5_Yst@v9`a$U9W5%uOld@Zu^nM)k8I_U~~kv zYV7F08t}Glb{{Xr)H95F#LkvO|AgLH#rvIGc4ssEcZjpQW3;TelN_p91*0RhS>&)k z{zQkZ;(Y|=YeJE}=*aG+tB(wIypEup*pCj?tb)-I)QTL|ZPfY`B5W1!BPd_vME(w^ zw{_UW2D7(ic<^&oHJ0QrRt*mT;%;(i!&NXkf=fpI(e3K`6Z&Hn?;|K*<3;{HuD9(T ziQQ=R48?wQsAd(6j?iY2!@B)se}cnS@jim`H4f|VAglMEI$lRmPV7gAYF5SQpI`p< z_rHB>&bZ0(!sXf2R!FuZwvV6?{tgN3D!c}*Qe*z1UCSxB@=yZfVo>O z3542y3^cfoo+VYk8zm;i59G&R2hIdDgpMI^ctAO3rI+Q7!E5LOUqU8!uSEQ{csbvd zx(4!oyv24TcWK`pu9`^wj?4Uv!!|KS<_qDRS@}|E*^h*IYHmwRAr`(dm3_4mmzFXB z;+VQwl^ce8G(&~SQjcCU2qK<%Wtu^N#=sttAX4w4K9TgZWekS&Nxl`vV8|-L!+gQl zApRk=l>xA(>;v#~=>C^e9PhL4Grr&It5V5t)zzB}7Mh4*sg3vzo{S7Bo4V(jffxr< z7l69!(s2(c10gCOyFtN0sj-27zF8;Ig8*&3=&-gSfJ>4hyq0)kSL~h_%k(#Ru9PU2v!KG z>NagWbLoXOZV`eL20+R~(;){6oMVM?!3gJpVdxZa9N`5}9WCsJ`rohE6K9j^ugz$5 zNp5G->gDsU{dxUzJv!w-sI`WEECT!I??dUk!z~xh&GKo1o7#0@)#rPq4$Cwz?c_Qk z)s?y*J@@sJJiSRGeo~(@R6lC>NFrX@F){gdbcw5o)pSH3@<}rvopex1t>`{uYNRBO zD|6d%=BvHhK8ZWhgO4ZSEF}VxPB*h^CTWlatzAE@G{{J?%PT!H05m3~HTy^@x2ITA zmJtI>0-UJSJ!}1u{+^fP#6{YqoW{2hercm(=UfUP`VO^|`EEX5%>RR@DOZ!$947I7Z*(@XW5OKKSi7eqkCUsM zjG^E@BX++if9`%6g};29EXLdIe3In;$ubZ4UOp_=_xcb@(=AG0HO<57xtaX@IXc_! zrt@_(n=e}Ag*Ow7#op^slk4s|r2%NJ$dyyk zlZNeQnMF%zdA`BhWN5+h4H}KycGm7DkJqpiy&e(uGdu0R$3a zNL)Jf{(F5L=6xV5|e^UcaYUj==ju1g;{G5F-qwsS#EXfwO3`2%JI} zMc@>o3Z?a^7g7*` zQwEbp;1sST0_X7tHinI(^=7x2T^zcrOz2oa@%zmIxFx~MDh=0obYX}f55?Ueoezo^4r(Tj?h8_(9x zWxXG5(u^H!9Vj-#H1loqv_@UG-84^T2=-xctten-v@2o0US)t#g~oaA=cmbdOVUq11OEC?B>&d zUbR1;+6gsOi2;(ckUtKb>DjcMjh`1gi?&`(QEFPRuH6;jAj4BB?)06Jr+9Pu1@hI-njuG0!-$u)AC`bSeDv@IZG5@4ZK zPPsoM9M=18UDo@NJFWl0X%u^u=N|OpI~HE8e;D7g%mQC@Z59*dl7v`B7UE+xw!KC7 z6W@McPR|1RaKG;WU#uX`(ByOMF{2-QkT84o{{fqB&J>6(_7|HA4=H3lxV-- z1&a>3V4?Jhq0?Tcfp0?6IpA){p(Wd(Nyv`KYJ9`zrR-?Y3UP|o?_yfSIfCw20^??i z@z*HE&YpLap7=qON9922Q4+y=dP3ABysoLsNSjC&u1uX`S>4dKZr%Co%QX_7Svyf3 zQ^v+d02uC+%bW@{{JUZiA=&U7eXwj~4G{!EianliY(U4Si@+W#T*Ry4a?61xb{rV0 zw9yKt{MK%1bfv#k#iMg}wf(gOuUoy3C^KD&m~}Y{EJZjeJ<~FY_`;jpWiGk+k^%0_ zbk`>_n`a>C^r)w8N{;c7@;sN}V~6sBc?Xe+0TR9)16c=;zwkjU@zuFHc#jtA2b=tH zu}JW<&GSmFaH}B1zXpg2aXDQpDF2O%csgA#$C%0~HVInZcT3FsF;C6v3W+c0E98>% zX*1qDJTH+`CRjxv6A9jyY+_& zcFMmyHvC7fkq7Ov(6HGVd*4?Q{Cxl`fd4C(V5AhuT8)3U#Q1MnQcULa^-H_KWvTlt zmjJ>t3V!Ci!cUCd#q(;~!!HD}48z|!$LJel8JL%S;e8Rq1+r&-FI3RPs4DYMUZ)Gt z{BJ&9)IkE=_`8qqd3}KEe+%%qe}{P9Hy_WpTYwmR^f9>)26)~lA1m;h05SaP&?_ zn**1y2-}MmN)q<5EJE-;7IBLe7{tJR*0G#Jwi#A@0FC;^@4IedoFl^LSGR z>gGyR#>m2U8-cP=Xvu!I7D&PtupL{tPIq{0QuN|pIA_8X(a;f1+eAb|I7bu)icYFc zJk#Vp`$kDX`R1@YmDRS#tJL9<)V`DJ5&0`!Z;DH#k-T<+u{$Y4c!v;lwjcxBO{>_~ z_Ys`2k#D6EP^#{lZK`U>l)~nSe**EzV!dr`?c3+gKXVf9w4)Xe&;Mf6A<~)d*7E{{ zBZQ?hw}rj3Jy@qXjE3hvgGqHh=5)f2WUbRWaX=~QW3f&HX{2PV~~IumDR4S*+0nhV@G7#m7Jgx71Ncu~;9U1|1wsjzY?bhA}iXMH^vgeAuj?pXRHF zZoC&j_7SGUdh)!%UXa)2{d!TR9Rv4~rC4dJr7f89L`p$_Y3Id!)?lU7XaKgd396})!WT0KOTPi^Y zQec9lCkjmA0std3G=XP~4k8hWQlEN9q6{R#L^(L^W<4aj6Q*)9K%`>PprgHkr80w$ zL_3TW6O9+l*gQS@*&E#WSFR`jowqP6%Bi0je^%~d?89F@?(8FH?%!VJkJ;YER>>)R z08u2&S|dOUwTmv9n&1X0rf2@Ur*RU@6EVEZO7UTGmcMVY`|FMtV^MK?#_fivNM2*1 z^?O5?ZvLtcN#lx|6RbY%$D66U5UJUXA3n^toAHP96I)chP}iBD`g*aSPf>fFe0Umf zb{|g9xwxzanVW>aGA|(mEEZHnzSlPj`OTa8+C#uMPe`7=Is%yKGU-N?GUJZ2)t1)d z^7Y#^T#o1oh)&i^m`g91qe;~NS<7+(vapGBaCSqy#2>--5)W6$GLw2V{OBx%?IHe2RLSB{Jp^%Oh_r+i zK=u(nt0-PYu)V~?N=V7ZA#5MPCP(IHV#^t;1=Sl z{aTEx04jw=qLGiQ_G_<*h0q2Xxv)dzi!oW@_AoET#vbPVxIN5!;;K=wH?9(#3!0|n z5sZ%>h?6Q2R{@CCby-|Z!uApmV`Zk#E8-z+4{;tb^JFM9~>j65l#k7mZ*L-HEpo9cjI4uwi z)73nv+L=mP7xmElS6Tj>AqaOAsBEDGDidhG$`(pSP@pmhMk=SP#K`YxlwsL#FC3RL z4~&Q{B5L47M7ic!&O*g?BlgS4;QD3M4JjikR@^qG@$$6d7Kq6>xKhu$z+p6wB23qP zh704x6Ql)$DY1t#2D|`WSHY~|QM1 zAdT2E0|-T3Y#!9sAAQebdX zHj5}g^bq1&C8&f-4ctV*TJaDHOqZc#I!`!+f)fPcVIUor#C}7Jnd3knU6z4=WBv37 zf8oC!7Ae2QFQX66C;J$^r&=?cx4gCeX5AR@4y`qPFSVxcs+P+#-@3KhcU3F#xbPcw zF8;Fc;F!UJ^}u#W#`F5THjL*3DY$rJEHZ#h5YGovaDvzfQBTLtqIis*__6zFMBhr> z+h5HUi-X%EX$2zdL>^2!bpCp4hRz>u@?u_{{KRyKzIT3@{8U2K6RYI$Fgvk{Xclow z%=8qij#&|>#Ej-VmvcZ3)Lv0lvpWajhD^S((X&>vsDCKBL4}BD1>4g1W+Y{ zAC+ZZ%WdidmB@{*3_U!vcfV<0=E%aQMOh0NB}T*tN3VB}WywRZ5=lG}XlaV2FXA|6 zai3xVIrO|J(k25AkGFXME~YuIT~^>Yq|pwca_O)5|FOZs&lx_dQ4CqHs%|`{s~+?U?g%MdFxaE#hL1cgXf4^ErqL zF_hoaL|q|JVVNr!0E)_=*TT@5JzT+qo0o$Y;u;)13SwFZKDc_mi%n9UTOy2 z=}#_89@vqmP!}5@jMjOGK0?7F!qrN``FfQ=`bcrj zQglMq*m+?UMs>&we`Q?xr!KaJzh)39vf8B&j-r3hAW_szA?e>85?q^+#6Lxcq|>0hoRX zahaaEua*F|g+6av+-5bwrGxD7I%4K`x}<>L?ka}0#Obc+p;f?qp%UZp-QT-=>TNl% z@^;f+`mqv7AS>@>#8Z>MHF)nGSD5db)$`I$docR{DApi|aRpKp!I@YbE|!abb%N1RzSRC}mHdq-k1fRWLRTF^&MDA? z@i=YmJ<0-8sXa_bpvQSRYBHMmz%L(1`UUGe)c@lrv&@e+!QG z2@E8`V#+7LW5p6cPH5_M`BSvTzFLcx>9L`7ILbP}PARN{odDi%Cjd$81h64?%A#fL zH2B1nz?#RS&1^oHXxuV`NxAk5BAg*u-`nNJJOb_5nDs=n#;hlmGiJD-Mqr~}6sCFz z8*3CoI6)7Y+^B1o^%+J!4Vc{idX!BbedIGyVCYm$&?ZMC&Dw4#&A5$+QgXf!L;y{% zz7vQIc?8mtA?s=83|UVpYe-v(l+A;9@inp~SD2AaD8asR!BBom)Jg7xnFd@z0LXeE zhxX=%*FB^Qz)3iR?dDsl`fm4t^IgUcMByxR65Q%&!*^J1kWVy!$ zdr>m12IpLT_Bj&ave<{(A4>*7lo*~edJU8jJ4|8vj97-xFc~_A_6c(wx<#Rn-=2dL z07-Ltqnw8jJ60aHvj}R%&3HO>kIP`Jy~Q2HqXw_R(oWLbU-6H-3srH)j9v@2x4Es7zZLmosBnrE0IdQZ+tmv2lpmU09YGTz z7p~CYP)VmS@ES1|*l)hvQ{^e%xHjP{?r+cN_-dhm@;+*n7#&3|HWxhhbvXsnZ!7vy zyelicqV5#HnrPEJji+kmFFXx!iTmC0?V9)K$t|YwlerE~!?B$J!^7t#Ix0ywnREG+ zcn8PMGHok7hKsWX!NP6DxtT1l=NMhS)6hc03IWg^5C2&1W{dH|R-F?bf@WDBGTfZG z$VM{XERr$cyIXo5I_yZ<96=@KOVTwDHFbulwR2)z zcpWyJ^rBgo2SkLhi~W3`E|z6;1eJ0=_4AD)^UpVn%!f*x^wgt>8@kQw`?yV(%^SMS z>l?Yv>zldFp%N$E#ut~WZ?q+ILi?DoF{`kJ;(D^cGKas>34b0yfj7343{7DV6C^>Q zC`fASmsA7^E@wV4X;3$Z=qib>UENHR{TQ!-9oPwKI2}Q;+z{Yj_g24`El>9dLMOZ3 zp%Q0^9zoo=N!xdGo;;@`D3)tv|5Clbep-wTYS1 z(580kRx#!34&L!GqT3IRpL^@Ceb?W7>rR{hIn3We{cid6Pf)*(`BBt2G1iRd-hyrv z*1owMb#QxEvU`6OkKof)I`W5xZ0)>$`w-5qxjt-mwg`qP)`3+~;ywBDmL164w=-Xj zj6L_zEAi`iy|Z$D-J!k}Ym__6-S{;OUCen0FG#gaXl=fErdqb zwd{IjYrH72B45u?-J>IktA}bA=m>2VIjq|`_9r-O74IV`U*oX; zUa@-rspEA7<-~q;sAg4+{`uu!fB)N;rrAE3(wsS`r8c*kYi;1@kPa`fVpMDSmD~{yK0Xm?3lwdBbzW zF)O|Pb_`xaSMm}vvFjh=ulYOl?!2o;+2wlpkhq1D0njGT_^M9^01CYA{V%E4l^FyP zPdsPLAV~0Gm$D^@)VHNiWR!exiouXReK2J4;DtR#fxZTj0zse*fKcKC@PpO_yA|(PWQ1m-Q zfuavc6jPht14Vm4Kn44on#u0GK5AbO=)0iv(+4>dgE?-6RfQziTF&7Q!?Wle1rc zQ}2A>UJh5=D`|YMO`Db2It* z^9zPi2>h_#yf(CPa(iufk50AQ+n0B)^^NiF_GI{H1d>G^nO)im9RBV_$kJXgul*=u z$1jdYiS0rOe6zn+@3Ats*)PZ2Kd#*pO9yv?ZKJ#O^V3tix!x<`Ju>|B?f&-HEXZQL zFHz8+(-bZs!hCzZi)ouLV0(Ak+-9WTPR1*Rufbv+=u&b8v|8`3cNwTp0NT%|?dsa? z2X#j3zMcb8jG3jpgU%M!Bihlxf^1Ru!t4Z73Z`R}KWW3!qE!<*rzJJ6$ zM&@z(YOJov!%+3W;27@5^B!Iz1Pm#*^76GAeZgSoMl1i*=wvqjqivSYFouqp{`W7V zQyP`vEd`KEBHtJ|m=EKWY8ao?mExp6C%%3ejW~gB(OP1wUu;|!19u(r_pcHpBp=pY z7&!h}@RpQR0*s7kWz4jESzmF36;q}RJV1SV>4`!Y<55<^N##4v=uG)uv)_zqgro8M z!_#=P`!Gs1${B9_**zkLmzpM$Op4Vt&W&6z>R8B8#?8a?cr$IrlYc+YH)^ll|9%Zr zy`;&J*W+HU&k>N)&=(9^_d5fe5i{Gwp@jGA4Gq*x=uNw5Q3hc{)m@DNI)Oa2fN#J%&&3ny3BswU0wfn7kH4b^0|f zbN+@gYNFOa&gg==3nb?H(mZvC1jkUL@AGQ=IG-srN+!PHKjrHod6oREYN%79gRy5l zov$A3P!q^JBB95N{rGj;tk!7wmkc1KEQ@yauzPe8bo(7Voz4Kc9RIY?W{6{a_b5t< zHCMnnAsJD6pCwMmz4lR74N+{k4}Z52hy6~X6j;#bkcC1?uu#7zSdbRT@NMSfiI40j z{d@2>SodCy%9kP>;+^85eoyc)@ZM8mnuo#YzTiv>y>8S{l@lj0@66dNv$dUWC~(u; zTm6JRIvI+%c%*MWdvzC2qWk=CSGxg1Pq`IUHI0LtVt)9Hr<9(?yIs3Mj;^WEWImps ztCNT1*d~34L;u_v-$} zA=(0Spq(_&oHpibMjP|B>p-5aTBZW!f}IR5Q6@LpjZp(ww#)l=v!z5|woj;?XHIG z1Gq3dG6|%m*BazLm6F|!QQW%zi=`X(RqdbMXhjrlini}f(P(^2WnKGRPDcppNN6GJ zQZS+%DVcJ)$rJ2sGS=CA(cVAL(if9%+a124U)XR|i&bElOpz_aeU4!tR)OJ!Ivf>U zD9X%tTY3%RYWuiGHFNbkF`28(FdkZgWlCBP*9`JOTlAt8Sf;c*-@dNu6toxxMkygJ znp~}Vj8j_m7%ym{0P6x+kU$X$ zgUjCcb-kLS6>KNAgj%Em~N`~ql9v7M%|~-&Dn(M8$`NcxmgZ@_MX|BMJSps20q9i=m|;0zQF4OG0!G`auA&xh6BH^1 zp&V)3wtrmzg!Aid9e4P1I^Wb-q(r4spigV~i5ih>1mIYe3_p_k>)9-}0EGj!(dA!= zE=z2AtniTbG%8(qp z&NxNHK*4$}$B@~khT{Ml)qAw zv(yAaUfD=t*9yQBw(|5NDSryRQiQ_vBgL|R`jNuw<_5BcDNH|7$;f@dM|s z$8rp1I`vH&+;Ik+(d^HocC?jH`R%P7zv(H^Xa^p}+7aWDdLY_mT6($Kc zujLJb3tlNc37hr9Cu~+mifz^p-zm>*Rz!o%)@hp+(L9?45vtE*QgCiD2@W%u6x_F$ z04s1Yva$dRr$s{}3$R$Te3$V_wn`z4pQ}|&?6@HELl+(jL{cr-D-P|DK3twO6)un@ zG-%z@v`mV9D4B#v#hxb@X)qZslE6;|5*ZGk{Tsc?bB#xBWo z7?DbGFrXeNOO8UlAjQruunHtelc*I1hk^xxxv=0u$7E6z>IF$F6x0~XlB7v+QB0RC z_JCY7`>}Wsi2r^L8nnpsHvVlc*8AM`$C~2L1yY$JDrco=5D+W|BcQ^@VMbC1GJ~J5(XC@exLS8i} zDOQCn-W|1KbCy1E&O$N{@ZyUYKEb5uRS72j@Chcx2IVy#ktV7%VlG$wLeP(*%AcsE?0H3L%M!fR zBVoL<4;p5J@GMj2gJp}yn)Sn5CJ71qk%zbiH>cDsn7>QhBG-|nxPe+yG-t}k)h87= zq=>|?7RNG^nvnU1L@eG)+%=@Q15D_#tTBgCt;&R)S!zKgxz06cX=VVWRNI23 zpllcMFuIX2|D@hydrFl0Y`!jNU8*pU73{`y0h7^HOJhFqH@ zWsf^2GlndR;2F|7y`vc%Nyc$>ZbvCNH=_iHSy2k^8&QD8ZJ2Y$#L7;pIk2+h{JPW} z0;$T&Jt^kN_A5l8!b%NBLOw~LLh;)1p*DF!UYl=yClzHL@LGUsa6YQ$x)~mBpo<{ z@KYWW(R2hm6fQ_QAi zb{RxsfG85X^vRN@kr1Zb*qJU+<1ZN!14K#dR3}TCMnagffip_^vJ4_IK$Nsjb+V*s z)Cv=>ib&D~hm&AdbWVrpYbwLx%miaW$g2h=#j23S7nXZca~1{8Sx5pWFX)Kj6HJO8 zo?y}spI}mK(9&{G(p;+CB3SOpBE#EwX;frB&Xg5d%I07*cS%3;b}J_&6fqlw$JYkmH?laEnbd^LHzfLS|Eo2jVKoHJYE@-I%df_S zN%waC@14D_~;nCBxu6 z3OP}^O;X*5VK8eIgBC-fh7a3B&czwH2ZeEwqHuc^VrigC&?Y@%(b%Fu|Pt$6oy*%u$Ef8=AgAB3@*Vl8(%Je?lp!SREW5Biav^ZoPx{V@7umzqQL{5ptMl+I6vIPsCr5aM)ZAN5I~pOeA5<=hZAoUeu7c@7$V zV~Kb8Epabq0wlV3HH7)3Z#-?(HvKuSHP1Rk{&InAWB4}!hpeMJiP=**`h|siI(*vQ zOZPZlO&4_CE;008)+vMIf@@0z&x%-S@lsCvbJ9NT=Id4SwA+l%{69a@ZFb`sp21qL z7tQo}xqQ`}zntNj+=rh(aYrZaa>ILTboHMlG{HkLtLGNRxy9u?FR0p_6~abxk`-$S3zN_s%YcT}Y}%2LSd zfu}oiaD$~->htY>{B-@Tg2T!Z7f3UCv94eQ65!yG74_^u*AdOzgEagl4AA}?7W#VE z1fBlczUz=cS<%a;c@$uL)DPLQaG*LDec817K?EmXN~lm66&s*@`UM029A6GbxmUM| z0^4xXv`iFAe`JoA0WdQnbvr@yl7cU1{L(@!V+>=XWJH|F7GtS`WcWCQ_xR!6v?HMZ z>1Kp(|Fr|@CYS-Jo(Ohu{BKL|D_B`GnSa_(oUWZ)GVW^XXv>6_w1wk;TYBVLaV{84 zFR|yRQ@sM-GU9& zH6&gn!wss)lNXp+;7yh0&iwVgxi*g~_kmba=tnd&q4=z)D|)hnDMs@8R2?|#P&g}0 zb81=Dpmd@6^W7AaIDW?keu*v@zy#Dj#EBr{azg!2_Nhx3N%ijd09nt?DfB-r7Hfcg ze;Xx1EGcQf$u*?j^k_zINsuTLsunBLg7sn*3Gud<^(pD*Mv2L!yBj66m{ZCW={&ar zzPcG*_mD9OI*Jg<^`;8=uI2B%lG2U$7cUmBT}dY%##v2@mGS06l61q!^Zwph@+K$wA! zpHR6V7^9koU_U@?`s)dZJ7e$3)8cuH;sjopdH~V;=lNncU#XT+R?@JzgT6z=AI$>$ zrMqABt8LVpTI!K9phlfNuO_N$!ak2WRC*}RAf0x~mOy!_#v!YsWjh@4i(JJL1O~2|@1IpnpB#L1X=fJN>PS zzx3?fdh@EEl1AG$c)aiI(`Be-@SbNe{nwrE=hYp`vB@E>agn5n_G;Lm%IMLa~bfd^71sQcMjC(XlV ze2<_1l=t(0ui&1+hkv%ae}3!W@aN}$ z{H^;NQ-a|0&29G;&^Na?tJ%8y2?zni7X-ZL@k4v})J`zGOnw>f#vMFJkhJU79iB*~ zj$w@Z4}{|D6&?)xuzmmCW@)~~t`f5-5F2M6ip^as3Mfr4u@+pL!jLL|lu>(kV_^w%@u z|8%ar=y^JSQUAnXhNny}&(Z(k{?vO2QuVavWxG-%!R#;mpP;(i?AG{k_B22FaC&tL zWb@+!LBRfcMZfMR0A1cU6O0J^$yWWL0?G0o|K8)dQG9S0e=m^`V66Wzx;PzyDE?GH zKuCd{ULb2AAd7RZ0`b#qy;+ViO1_}=A)D@?plGxng=uWkHu^h@-^L-fnf#dQ6Q0-U(YKBNdLs`q-wE+i2hwY z&ZvnJGd&tVQRH5soBo9|q!)S~3BM?K0d3Cy(|Iq`R+V zc>6aV5=9f)zc!vI^yui~KlU4fi~T2}!ejf>{)K#efIRYGC|EY2q1tS5b@m{rPAI5U`Q*ltxE#?F?HWxV1kZf}m2Wv%C zk#Vge$X^~PTz_(sn{)1CZ5oNw->De(4uYeh%PwOX#r3AI0l;LSd ze|p|Na+oe9vapKXX1r%vrw&`j(%W`1L!z`(U0f;I@Mf_?xMQM{t9H99881SbjA5F^ zf~F_VjsjjtQ!q!YLLt*Am23DAQVqPs;UXIl(sKN>n$Z@0S0Egy=r00MyRET&sxAVd0& z3H4s9@@t2fM`}oj_hYt05G_%Czx|$F6Mor!MpI8cy@HiyY;iD{%=#2 zV|KqGYHm$}-Teqo@sBOdvomeOQ5Q%Vtu~Q19j=1+CCwXZXHk?>e zP%Y`+Pa#S!%_xq86o(rgx}+ zdi|xd;eM=YLzrBmgZMvpt)~b?UaHB?A6Aq_ag#OooAr1~>ny?V#0;&a%OWV;(_bE< z>VH}!ET82*=6)xKKu|ycrvx*oH9u#&@(jz0^;U!PTz`Tr-#i=r)9=>_93toBhJ-+&4n1rY6p=F9KP4 zFcI;hq5Z+K*MQB#7?!+WV{$}zu(|nN)w%fZE?HIUKnf0nsTbM}s@E>&H_yxQ8_6ab zPzlzb-_S2Crno=zo<$2Ac}rQJ0wMAPKX8~Iqb4`MZ-PO|{H(f5?%U=y|7E|?try5- z+bsAw1Fbu2l2SToYN^$?l=kXFDsVD98h-4^=0XPv0(+|IN#aMnv_L>K2SoEZ^^mN3 zxXu6j{H?kE`b&dt+pbzR!zw#wQ?!`*K`kDBxV*SHqY~Hue#ef6t0n5suMO(%YKPaA z+1P*`Ukz$rYSA~j_3K&@P`fB5*nE$we{=sz>%BMo$(%mUQKp6G!yqKH;x#&Tpn9=K z!BBaVAim!1F43&xMSD7*jz-NLIsb%qBPd?~{2c%vF|5NW>4i`bIDG#}sXxI4P?+K2R&|Z`4Yqdj9yM|N#4Elib_r>;a3%JW)G5dgC{JdQ0 z%qPK;DOEF)(^E4goj%)s9xvVS$sR&-QCr(qJHzG~Z4%l@bUIxxX-w%_LA<@l=rB6P zIWX+3U?j*2+C!n5^-wZwQp1$RNkG*rNimuqS}m;K>nM?O_#`>qOK-@fDP*_PU+fZ? z>aqW;diCf;1)(Qe9lqIrxgTAd-t8Ok)b@qX&`7d#F2AFXObB~lOlS&%U9-><)wx~s zbB>jYDaB9ISEBx|tSMIiFU>UyVYj+|*u|*7O{agu`t0Ad4Z6U0(cB0Mq*$gw`2Wm0OY%YU~jvk&Eh<`wfd~^S{6D+VAWCnNQo#m`MFqtrdIT zcz%N%Dvq+>Z@zZt#73XCyD65*=%AT8xJdhebNxbj4c3|$EmdZ8yw~k&W0wByW7pQs zLsgRl>k&f%)>`hD>&2ADk_Ic9|BNCVh5G;Z;x?R{`R*S z_Q7E&_-(xXLk$Ny^r2*JdYX1F-kVB~)%NzL(J8zT8}%ABzQ79BCG3!D9H3F2tzJcf~xf>eDP2)v3{WlE!L}tAGG69xgy-`VfU!UKFtSy@&!}2YYJN3pzx6j^cb#n zoKN-JoIk5E<)Cqb##$4m+=1j&kW{+={uSLGhpc{%@8>TgI#Pyh6WF7K6p9WyY6Gz$ z!ck1gue{*DSGur2bsJdzfvt+|Mh6`VfA-FUwHd|Iq+r;TL#fSk$$>XbMu&vc5tO8$ z+l=qQm9~abOw%5qni=~jux|ycnpg`Y%S6%fOh-pFEb8GZbnCR{!aBAKD`d3h+kb!k ze)HRPb9;CF-@p8;`F8!~U!R*VH+MK3p)+L&rp8UkLB&>^$t43F5lknRJ=J8T2M(x4 zu0OfPiRnA_^M7b3h-+w9^9eHK|Eo^({`Hj7 zKxJ2Ke&V^ZwwWD8ZNJaCXB5t^bT~tbpas73-4|mB+_yz>r8}4EG$Xg8U8&|!uN81c zo5b4A!j!JJSd3I#At}5oHE7tHV}J91TH3w>RTtR8Lfd7#(Y3k9Mzob)j%ndTb`<=+ zc0=P|&rU&*d~1{*k4|7x&{&YrIx|o^{t&qBkyw}4ecC>*_vFM{K^9J3A5EDR;gq)9 zsdl*1zK2Xvlt~hJiw)ij9TxnV(ZuCWl<1z~Ftwd@1wD>U(@@25b1*Lg>txJXLbbrw zl*|wpD2e%sar$q1->m-3W=tvqTJ~mo=;i>_>B8`s3ms@EXYY&6{Nd4#$Shkqh0~#Y zVHPQ|Guu}2bb{>M&&+sfP@r~6PTo=t<_L@~8(Q~`2e5JvMZ)r=5-zpL0S-(AmC4jB zdGDsly=}%~qMZ zxO$|wEvjb&Iy|20p~`wL5m}CZU>hPP;x9N~LA%f?9;jACS$}78a`kuIKeVyTH2GqN z{iDW>siS5F#%_SS;t`YS!Z#1Arh_Ib<*D;-*UV(zODw`8$l_pxIb1>3RdL46?mN#= z+S2I^3_;cyGjuQZCv5^>YX_&8;MFTMWY<3hq=tL0NY^rH$Q-@xxZNDJ^AFGK)FM6XME}HlfBrUgqUi{IueaPE6-V z3tcSMd)$m-6!Tgia})$H+xne}&sWIifT8!C>)M>jyj2ef{83MhE}n7W$p)K@_pYcz zv*GOv)h0T>(7;h8E;$qRrkZMZ1{s45o5@Lj%8XqTMwzyrzd?D=Xye7x;}}@z+d3Pi z69%+LoU%2_OSK;7*!=G6Y=Unvo75dSF^1?SQ1md$^pBpZ`Y6df_>6b$=1At+Cz>?y zU`YIRCPwkMzMgJfNYQoWNfpBlZ%VlZHF@V${M?pW4LTW zb&X8ub}KpI)>rN7!MK-FftAO66HvN!aP3le&;v>+I%9CQ=yFLkvl*X|I^LlQv}+%* zY@w&W8EfhNs`{ht?4uK!O46V)S8GV$`4L+?sZARW%26PW?mTg%k&sb0)U`5dS~|+a z%C@|MLYI`~ild64S5`gKWz`ar4z|>apOACX5}h~Quvs%As5kMZEb?VJ#~uZY?aD6b zDzmks7A41{Q;H}kNvZ;G$1yiT+x~7VypWDfTr*ZyNb~Jp4W?uYG`-6V)E#ANv$5u` zB2s8}g<`WAT_C5$K_sV&ro!w3FLId5TAvNPoljnYye>Ns@z3AB+hRM70d`R&uzb2= z2b!)lYxw9~i`qUaVbTmjS2z{W&GwhSf4=*IsX0~iuYa1z1GBr?nTjq77?pR5M#jR% zTxZA~m3=&;(~WC(Y*xml$|DV0G+R?MRHUd&IzgdZg}O;}9Z06R^$<9CiXFFwo+c@& zCbahg%fnhK@|BO&``uw>nq)wKWsbXNES9gPJnv#T&pFN(qvohfXDS)S*)43NQ3@Bs zPq1B{Qf;qpi@uZSds-yg{lto|d#p^`$)afxLc4{oG&kfabH*%8S$BSp3d+F3UT*>c3n3W+2x{CCAhU(QN${Gy>uwLs!oH z(kwc*K1yt+?MSDTy%3_yKLh#aa*W%80th zovWnAX5n=C0@*m>Z9IiZt~3Q9l+>)Lud|uvjXgVUMobmrPe^?h5mDC8j2(t!!Ak)jI*-eg<7Gyw-}rq{TtjUHmUf&^qfc;cfrbD<_DU{B+y>cMXJyFG?W zyM7SO^)**YY4jgA4^=-<5JTtlm*G{^PZU`FR3n~RWelZOCcG2ZDwgF|x?CW1PI88Y ze3!F+rriN%R|75BB$LIAo9c)euR7(LIDOy&y|K%ZAVL_|Zl-465rV}5(};{UbEnL` z47<4Fz&3nWwKfwIFAGcU`AeDAH4N+W;h;@XlL`wMX)B8|wt?NuqdLt@wYiy3Q_>a; zw#4slcTOAh=$|}Pogs|cnB=W*sEVBWqDq0$!utS`VX#zq>sGi`d_cMu3VGSCXL|8U z-$FwnV6odyF#*sU$uvS~2NCU0P!Snd|LtC}`JN^->kVc(PW$BCHno3=^hhl&pqTZN z+_^aG-HXR-QWlqC0{7g*iF7_{+RGt&r#PCyDbLV z@D$Z4s>W!P3V+TvnR{JmcLWBu;OL@0!UB;L0gR@$*2pvGzCE$5mmnb66(Wi)HFJbq z%yz>vEvB$LL108(Hl!Y)*QiV;X{QnCbP~XR>YJ|c62&;6LZ@Sd0~)2H3A+l~-OdHC zzi*${U3XWd7n@<5SxqXEJHsT`LR8i{c)rhPj2J(IvpV>tf0wEoL8?6^*av8Lu&BjV z8j|V=+8p}p-S*t=<-(>DG{9Kb1*kK8qNGZn9rcHiiyiJ}R0E0XL(#qf^=rOv6Yj0n z!&@R*bE$9^!i^@GOhYA={9+XyoO5O33>B|G(!oFtXJZIvHwcEhpvlrXdqJkENRVS< zP{zJc^{kBQYHU(~&o*>o9}mtX^4O`hmxOdH5mgg+>I{`G*->b<#jv;BAxH$T3qiY)!l~`Z^sJ+4vh?VaW+BK zD7nbW1^W1mTpGRBuQVOuLiKUJp-Z^oC*+2~ znLxH`ZV#ua!$NKw;?UD6y1#3g)QGI>bS6EDj}=m|p=lf~TvbnMu!&-YTj>my#CuZH`9 zA=kBeYWEvWSNvi{mp7mj>#MbtMl-Bq!+&s1F5M)e{EO=4=5JSrH9I$T0Wp{u@KJ># zXyOcxyUiUxT@~sbt>Ins=NpAJv5X&eD!X~8Y2V}Mh zjIng4^sRfYcSIE3%9|?Fx^!-5g4t@XV)>KZY`@j3hDtbeSG5CHc`d|p%WupyEHtTL z=1o>z0mVh$Gn~^Ko^wgz^4Iy!-z z!h;>7n{Kd5xL@yYCMFi>7+T7K%((@o%dm%InGA zB$Ud~>hL1DOSCX)PLA18p1k~!VksM0v=v6U`2zQ?xd{X@@N3_YzT;Ro2UH!v4u=RD zl~YKCo=9&~6$oU6sqU|LAFEblg;)PnefZU`#B>|TlG#%?FEp1F>kFH`MC|gO&Ii19 znG~Pys)&^;B4nnB>Q1j{0aBl@q&gH8F_jOIyRl?WoiNiPAg+50+B#6<5y%?(GR@$|>@77y#$gSP%ABV56WUCfU`SgD8V3<71POJC4dNQ?mon zIvVO@R4*srRkXdSp^oTiYkfNn4dHMjZ=Z74M0r2ZahooP=>~HhlW}s(Tvznj+qRYI zo><1qq+9$+14_MIN2b*@oUSdY#<#xc++J_br1Ggg10i0F!!#CK%y4pXy1*Il?V}!PDCIk3A&2B~&FzFF zZPS$|Rpbpy1euN+ufWqUh%q{~46YyW4&BtBE--OgwHk~UUKvOiJh%~o^&!4SrH>BL zPKRkb8`I4XPq+>fC)!s;i}qPImg4N^>=cQYv2l z*OjGWD#}x;4|}|>@F8_!8h)hL5`&vURnF;kDCBFrLz!7Ap7aR&6OFj(ux2M7fH>NS z&^JRwFbY<4O(T7xK5tWJlU%_8^!ZAD)rTIz_@q!rVC|gBD%D)wn_cLWeG{DQ!}X#6e`!~c+dvEg z|5R1V1NwwMplTK6RH=vjU+OReUTovtWOGfMjqQa21`H76PeaVO*(Z$}Nfa6X6e;(1 z_{&I?uxt{5$FFnHZg~^p$FQrH!NO~w-Zd4J50MKX?zZ)R@}9w+u!3%5|JEnMEhRhcX}F9st;BaDTm)UEJ5A4yNBLaHbT@E^%W zCPiCG2M#LQxN@k8SJQbEG&~mAmkh;e_={(de;a-RDZE+zcEjwgaj>Emm`0UWk1aZ^ zM1G+Exobqy5x?%l_CsiCK{VVquC+s{dBdIl7m6V&HI%mYxbcz~ox%TNt@PB$ z&~tLO7)|U-94yJ z4joWp>!a&{LmL|69F^9#n6lEkS|wiHVOhZU45JDo&jwOUSxOuS`1cu3hpFCnV(PR+aELa{)VQ!#AX#hOIMtA)n}zIZUD z9bxeT;NsOL+w&Z7VNZ+q)u*MqVPkHUR%ARdpka%m7edxp$h*0OJk^$*?sRz8DZkO3 blu8_7EAxsnK8SB~<#{N7isg>$v"<info.id<info.name<info.id == x.id){ + return P; + }else{ + P = next(P); + } + }while(next(P)!=first(L) && P->info.id != x.id); + + }else{ + return NULL; + } + if(P->info.id!=x.id){ + return NULL; + } + return P; } diff --git a/Multi_III/list_child.h b/Multi_III/list_child.h index e11826c..70abf37 100644 --- a/Multi_III/list_child.h +++ b/Multi_III/list_child.h @@ -1,8 +1,10 @@ #ifndef LIST_CHILD_H_INCLUDED #define LIST_CHILD_H_INCLUDED - -#include +#include +#include +#include +#include using namespace std; #define next(P) P->next @@ -11,7 +13,12 @@ using namespace std; #define last(L) L.last #define info(P) P->info -typedef string infotype_child; +struct memb{ + int id; + string name; +}; + +typedef memb infotype_child; typedef struct elmlist_child *address_child; struct elmlist_child{ diff --git a/Multi_III/list_parent.cpp b/Multi_III/list_parent.cpp index bb71ae3..6856543 100644 --- a/Multi_III/list_parent.cpp +++ b/Multi_III/list_parent.cpp @@ -19,27 +19,103 @@ address_parent alokasi(infotype_parent x) { return P; } +void dealokasi(address_parent &P) { + /** + * FS : delete element pointed by P + */ + delete(P); +} + void insertFirst(List_parent &L, address_parent P) { /** - * IS : List_parent L mungkin kosong - * FS : elemen yang ditunjuk P menjadi elemen pertama pada List_parent L - * next dari last elemen menunjuk ke first elemen + * FS : element pointed by P became the first element in List L */ - address_parent Q; - if(first(L) == NULL) { - first(L) = P; - next(P) = P; - } else { - Q = first(L); - while(next(Q) != first(L)) { - Q = next(Q); + if (first(L)==NULL){ + first(L)=P; + }else{ + next(P)= first(L); + first(L)=P; + } +} + +void insertLast(List_parent &L, address_parent P) { + /** + * FS : element pointed by P became the last element in List L + */ + address_parent(Q)=first(L); + if (first(L)==NULL){ + first(L)=P; + }else{ + while (next(Q)!= NULL) { + Q=next(Q); } - next(P) = first(L); - next(Q) = P; - first(L) = P; + next(Q)=P; } } +void insertAfter_P(List_parent &L, address_parent Prec, address_parent P){ + if(Prec != NULL){ + if(next(Prec)==NULL){ + insertLast(L,P); + }else{ + next(P)=next(Prec); + next(Prec)=P; + } + } +} + +void deleteFirst(List_parent &L, address_parent &P) { + /** + * FS : first element in List L is removed and is pointed by P + */ + if (first(L)==NULL){} + else{ + P=first(L); + first(L) = next(first(L)); + next(P)=NULL; + } +} + +void deleteFirst_P(List_parent &L, address_parent &P){ + + if(first(L)!=NULL){ + if(next(first(L))==NULL){ + P = first(L); + first(L) = NULL; + }else{ + P = first(L); + first(L)= next(first(L)); + P = NULL; + } + }else{} +} + +void deleteLast_P(List_parent &L, address_parent &P){ + if(first(L)!=NULL){ + if(next(first(L))==NULL){ + P = first(L); + first(L)=NULL; + }else{ + address_parent Q = first(L); + while(Q != NULL){ + Q = next(Q); + } + P = Q; + Q = NULL; + } + } +} + +void deleteAfter(address_parent Prec, address_parent &P) { + /** + * is removed and pointed by pointer P + */ + if (Prec!=NULL){ + P=next(Prec); + next(Prec)=next(next(Prec)); + next(P)=NULL; + } +} void printInfo(List_parent L) { /** @@ -47,10 +123,13 @@ void printInfo(List_parent L) { */ address_parent P = first(L); if(first(L)!=NULL) { - do { - cout<info.idb<info.name<info.genre<info.idb!=x.idb){ + if(P->info.idb==x.idb){ + return P; + } else{ + P=next(P); + } } - P = next(P); - } while(P != first(L)); - return NULL; + } + return P; } diff --git a/Multi_III/list_parent.h b/Multi_III/list_parent.h index ae3d24b..4deb3f5 100644 --- a/Multi_III/list_parent.h +++ b/Multi_III/list_parent.h @@ -1,14 +1,23 @@ #ifndef LIST_PARENT_H_INCLUDED #define LIST_PARENT_H_INCLUDED -#include +#include +#include +#include +#include using namespace std; #define first(L) L.first #define next(P) P->next #define info(P) P->info -typedef int infotype_parent; +struct book{ + int idb; + string name; + string genre; +}; + +typedef book infotype_parent; typedef struct elmlist_parent *address_parent; struct elmlist_parent { diff --git a/Multi_III/list_relasi.cpp b/Multi_III/list_relasi.cpp index f498388..66e7b04 100644 --- a/Multi_III/list_relasi.cpp +++ b/Multi_III/list_relasi.cpp @@ -13,18 +13,88 @@ address_relasi alokasi(address_parent P, address_child C) { } void insertFirst(List_relasi &L, address_relasi P) { - next(P) = first(L); - first(L) = P; + if(first(L)==NULL){ + first(L)=P; + }else{ + next(P)=first(L); + first(L)=P; + } +} + +void insertLast(List_relasi &L, address_relasi P){ + if(first(L)==NULL){ + first(L)=P; + }else{ + address_relasi Q =first(L); + while(Q != NULL){ + Q = next(Q); + } + next(Q)=P; + } +} + +void insertAfter(List_relasi &L, address_relasi Prec, address_relasi P){ + if(Prec != NULL){ + if(next(Prec)==NULL){ + insertLast(L,P); + }else{ + next(P)=next(Prec); + next(Prec)=P; + } + } } void printInfo(List_relasi L) { address_relasi P = first(L); while(P !=NULL) { - cout<"<child->info.name<<" <-> "<parent->info.name<>xp.idb; + P = findElm(LP,xp); + if(P!=NULL){ + cout<<"input id Member : ";cin>>xc.id; + C = findElm(LC,xc); + if(C!=NULL){ + R = alokasi(P,C); + insertFirst(LR,R); + cout< +#include +#include +#include +#include using namespace std; #define next(P) P->next @@ -40,6 +43,7 @@ address_relasi alokasi( address_parent P, address_child C); void dealokasi(address_relasi &P); address_relasi findElm(List_relasi L, address_parent P, address_child C); void printInfo(List_relasi L); +void connectList(List_relasi &LR, List_parent LP, List_child LC); #endif // LIST_RELASI_H_INCLUDED diff --git a/Multi_III/main.cpp b/Multi_III/main.cpp index c65e9a6..a4b1197 100644 --- a/Multi_III/main.cpp +++ b/Multi_III/main.cpp @@ -7,90 +7,139 @@ using namespace std; int main() { - cout << "Bentuk III - Contoh Relasi M-N" << endl; - - List_parent LP; List_child LC; + List_parent LP; List_relasi LR; - address_child C; - address_parent P; - address_relasi R; - createList(LP); + int i; + + infotype_child xc; + infotype_parent xp; + createList(LC); + createList(LP); createList(LR); - /** insert parent */ - P = alokasi(3); - insertFirst(LP, P); - P = alokasi(7); - insertFirst(LP, P); - P = alokasi(2); - insertFirst(LP, P); - P = alokasi(4); - insertFirst(LP, P); - - cout<<"list parent"<>i; + + switch(i){ + case 1:{ + system("cls"); + cout<<"<====Input Book=====> \n"; + cout<<"===================== \n"; + address_parent P = NULL; + cout<<"Input Book ID : ";cin>>xp.idb; + P = findElm(LP,xp); + if(P==NULL){ + cout<<"Input Book Name : ";cin>>xp.name; + cout<<"input Book Genre : ";cin>>xp.genre; + P = alokasi(xp); + insertLast(LP,P); + cout<<"Done! \n"; + }else{ + cout<<"Book ID is already exist!"; + } + getch(); + system("cls"); + goto menu; + } + + case 2:{ + system("cls"); + cout<<"<====Input Member===> \n"; + cout<<"===================== \n"; + address_child Q = NULL; + cout<<"Input Member ID : ";cin>>xc.id; + Q = findElm(LC,xc); + if(Q==NULL){ + cout<<"Input Member Name : ";cin>>xc.name; + Q = alokasi(xc); + insertFirst(LC,Q); + cout<<"Done! \n"; + }else{ + cout<<"Member ID is already exist!"; + } + getch(); + system("cls"); + goto menu; + } + + case 3:{ + system("cls"); + connectList(LR,LP,LC); + getch(); + system("cls"); + goto menu; + + } + + case 4:{ + + } + + case 5:{ + + } + + case 6:{ + + } + + case 7:{ + system("cls"); + cout<<"<=====Book List=====> \n"; + cout<<"===================== \n"; + cout< \n"; + cout<<"======================= \n"; + cout< \n"; + cout<<"======================= \n"; + cout<U1@eaQN(heuA_OtvrJ%!PGD#*(GI3@?0xH#_ ztu$JpK5K2Q-qvcXz3R0-N?Wy6seNgmw$|EO<<=@~Keo2sdu#RgU28winIs?%)PH{Y zJPJ8u+x8R#l%Qxm4(c8gbtPkvnDEnG@`mD?+-Yf=b_ zE(yAuhtt(or_hn5`$2cdaJssx6gpDlF3{aGoNhs?To3481fBDb?5(J(N?}NHUj^Mm z!}yiQQyo|ax_3tMYb*~XV{wNE$$zCeLOkx^C*{^wI(3=3Lx?iaeNWNdiNr?XTUJpu zH^njcX9=;c-&70@MuEx!K7YniSlMo^n_>si<)KdAHH>cKzQaR)&mopeKqFVU{TF-(37a>y?mZGcK4R689c)Bjr#dxmhq&q9E{jW9BtIMMM63_W5re>i_({S}AkL ze=Ed0MLHCMuxr9^ZM`tS2Em*H7&%mQ<*$?Z`+g<$n)8gK@zT^!i2W_rO(m9WoLHd}Pd~jiPS`{tLA(-?8 zxyl?*5+M?)MSSfM7^6AuYbJm1ecY`)f=v7O z???UFd!*?7)0~+&PZ{Uoy7d+}Vb@UjGXH|o6sJG)ZMWF}-g_23vV>EfljrjOL^9SB zj+Zp8DB-__CBop=1$)AT1g;AOb5cXoeoBGTC#ZZC=S0y}^+rG_nma?NmMC%R(sWJwBI;l`aEXbUF7BI`;@@?-}(qQOp)^)X7z#a$$dw2#xB581$(m}Xr?hyrBo?|^|K zYaiVgWe1WyeI30hRFU-wVmC#2+^m#4lgxFkY+CCVSwm})l;O#Y#(FzT_(X{rZi!&n zl_?!TH{L|DU1W<>nuYKN0-?b{bbLK8tY0ET4m6L10*Pci(%ZS1l$%`w;)M$d3?$>h zNHW3b289nsqp?sB9bJhnX%I!;Rg1xC%n;n-_I79B4J7wZE7(WPfj;4l5k`!qWN$QZ z{<_v=ozkJI+9|y$)S9fSa>#88`CEfH`Kzh}OG#{?E7Bg0FR%5l54EgmtqF*~qTb~F zaJvxsBqRS}KydQiIC(d%Iadg4oX%mc-Y%AKwKvD_QewLTpJRs0!q$CUV16$i}oWSzMJYV;iMk}(Qt2PvI}k} zTKB|!oIS3Rc1Gi?78 zlq*!$3-6w^%Ck=8M>&c|(ONx;Bkz^%su-EQ_TWd;60iUQBnN-DI0en(OdL`I7jBU; z;A7yw=7UG1v0$g5$lC+<^!AG_+Ou% z<|75X3?XE zy1O~Jehv0-7<2wY)x@~3J(57vgr?;Fw4_y4LY(3OgZv&L*5F{r$yy#pixxwp_{a(H zmpo7~Uj*;_G=JL&Ze!y8p=2P~KNzSM-XEnWY(Dvp8bF(uzdIyO@d_~uhaC?2^gw0% z47td8Gd-czPN5|36A*RFDB_B5hD`74=}DOfDV?Y)=2?N#`a2@wZ3z087AB;KKSM+s zOg;vcS#>(H#(i_GI(Tamjl#)pyDV~gtMtUOXMommpE*Z-#AdgM` zPY8Q#q(F8o>SK3*ZwTT}O;cPIHB_37pWI7L)pU&SmE({`vS+6RT2W*AP`_uAsC1r# zk^!FN5YsKL1OI&LwzBJF6(=D*v7Kn7D$*B1478B{If{^Ag5C>+cYbaRNZ}RYMmQstqu77 zt@8uoPevQ+f#uUlNNv`CNZO!)r8Y|g;^I8*n|DbYIw@^7o-A$1__+ab*hu2AqLY$z z-pP_ghSdecIr-WqsvENIpT;HD(-({*d@oE>V5QB3>OZ~bJw&oNtmwoooQmEYZcsmX zO{9*4ie9`M)ds|P9~^}v@0IP4Wd)U(p8h0vPZp+U42h8}WYgI#c0(IvsU?| zV0jg>ePuf$M6%tLroxIZtNQ|Y{?1l6uH5|5^faC)^F!%c3_4kLg+kQhP)cj&Luu-5 zbDv1uZvf}d5cfZ_OXBS6>(f)bmU3&g{|u&YIn-vxpG{L~&6!nRU4%6TIF!mX^e(*5 zq|2GILuYE8tUJKp5iWw(H!ECdQUry5cK{mP1f^!f`b94>KA}< z$S|K853^fx0_nBl^JIP+E3h60*F(hl6-0=9z;a`vWqAKWHhl2jpphZ0$&-bcfx{Ld zrrU#iSsCdyDf2Z8UA&h=#K%bt$2#dBj^mv#XG(fbs#6RwYGl0#wtq;qU}`8D#te7JfXq`XJLYyJS;s#DkoE>6cfSd=7EJuj3 zn2(>Z7#RXN(}b9a!wzIIjRo9%VghuCb%XbA!@mg+4jE#nkFikvzfDs}q!;~#r2l;e zMAyp^NT_1H2^F%YYcqLF)YfGh>oO}dy*j0Ip%DZ9mKuPhn32YUWI(c@WhXzvp z%&Q|sIm42Lo_B&m?YLZAilz^TqtS2#Cku<7xG))=cR|i0BV`F$Vpp7?7z7449eFeG z28zRB(eU87@x(+OU!aEM+x%yt%DqONX1A^~)8(kB_p9mYGS>`=ve6kcg_wY2n9+C@ z=doAsw@ygP@fj@by#`v`Y&0QzjS@fp5R~BQk_>ccC!T><9~{yn>~~gX+WpYT`*wP& z;LW5j8VrRo6zymrE`yjGj3^E^M=Qbd#%86}91WMJ+ljwI+PE@pT&hH8W5Kd#p0I4Y zx!3`rSB@gs(PpsBB_~6stj{k&+~1BOQpnQWe8SSYRpYVdOd-NJhSekKQ`ysD`ywYO z@%U;Kg4q#fe}G=^7~M=nt8r6S>(UQPEjuDEJxhq2a7d5YS`Ckg>pn!)WZ)Fe5@I%v z(KJ(mbJvHZl#Z{jK%b{Z(TS_DBfeh#uoT1OC(VEILuB=Ayzt@}?l61uRaUnnAC_{6 zvQ|tuvvP-_*n6WW$8km{Ritl!SjwSt(!++8`{*1YZpAU&bM|z-^qedE#2y33-E6FD zofl{#_wf>fWlGI6%Y|5uW4M|$)-LDqX}ybj#?gW-k(1^;WmRn|BRnuw6}T7j4;dXe z?(GxT0EZ4D=kD}|5P5N%{jfI8)vOAvb;Kb(U<s6DekL?=`753~6AD!82N3b1 z5o3%}VsailA?IPdkA+m#2(c80tR>XwNT*>~0q+J6rD@9CIG2#qX}3VgmyICXX)Gw` z=`@W|f*hgXs>RSB4r!3_n$xPEotRa23H3tGo{_RJevQAJU!Rywx`ciT0k0S#juN5= zz4vcv+EP_RC4`T1;`mS^)*;8VRZRHj;v*~^(uIzqB8fRi(ll$hL`RuD1YzGd0*99w z+d0mYUQ;oeR2liR<_WO~$FM*V(^y{VNs^~a@zaoWw~^*3#R?iOtVvf|HJ4&EII<9P z>aac;$B05CfjR$7w-8eWI?8Z2WL<0I4KG8s^4ybSrCtC240-R4lqsgMxb~AHPM6@; z`9kc#Asy-{!9PduSQL0HQ)%(-6a-Ll;M=8`h zA@Ct1)KRD;H0O+T%^WGzQKpj@2~mM#^fF~@pF4Th+C};)$h>2uTrrJpU3~Iv)g_v- z7~{Vg$DQ!67|o3{s$~X_v}$b za&x2F92S1ji3&$lO0j1&;ME6*w3HrJ%AuE?s0jHX4cm4#1l(?f*zR!&$@#V&U z@a3j#6hK+-&5QW*>2|){vX3vH`8r>2eV#9$|0`c^AAcTYxTA_MU)ao-FJHo!dv52; zSD)a^eZS+&{qFNA!vjZavg_*t-=fGKF3;w>sf(7d$_H?Q%tDj zZ}(HaTo=~ZKR&twMJvB8r%$iPzCoej!ng7AqwBFpC~{}fJo(taqWv2ACAwLlfCbng zu@kYAe=!8-UyhR~n1cJ+;fuuBe~g;BI(!kDwNPtyfLDe+NVzGa%so4r6l4Ey^o-G@ zGvl99GtQybVXXRKWca7^rl~{ahhSM(YL-FhwIrEO^NEqP{xtqJY;4|9m^eTDx&bWyPAmv;TEGKn zW5*wbg&H5@M>FM|zkDQ%Ib8IUM(3c*o<9pC4!aEpwu4GvoR*C7cU>x=CXddls@h40 zvW*DJ{RA=m3^l%F`vWA%_xMGzwHlxAu6NI;9>C=4*3BpB8xYL$PdzJ zsO9TGYJM9%j^s8A`JwB;UT(9H-~MTWtA0W>7g438EhyyYL1FOTfg|sJkO)bVaFAfw z2P30Hptw;}$?q{r_ZUq@{w|$EeqQl)kUpi!<>wXjgoZ6$mMfO*3dco$gq}|`0vr0O z_z{LEAw$SSMQAsjjz|cl$B3@j09+eJ z=<3_P812U*-1dC}dxP-Zj!54CZhUmp-y2ENP9>s*?=X=N4>2Q_8Eo&ymOvemaI{_A zM@oD%fW+%9p6UA-Y}B{L97c3~!@JrWbX zZ7y00K9%$PHp|8QhIcKYWz+IF*glOTZ+sAivuKaZuw}Fivf22PCYDWxSggxe`0A~! zRVd(kJI;NL*6C*hWfhS6^%U{G zl6tBNzK!y(v0l~(-+A)>vIa+`@NJVwVKrcDB3Uzh+ZE2mI9WY>?F#8u$b|59DwL-o zAuEcnTVZ?+y0-Xw6sn}5-&7gjMGDzi@2oezq(t9WZ&x1QfW)2M;HW{q-4f}x7ORjG zzN;*%CGc>NgVlGnwPy{xcN;GCDr|k%N-R9AV%K-Q#JKBq$op=R7_nH_8R7eqMGciz zPZiMjW$Txc^CQHWs-o{+iE`DWJ_h5vgzo`~aHFh*?`!hLQ_q$25qamUmo?OPP~Mj; zRsk=3hb*dwFa;IF_dRPRqTLb&XW&v#RmJy1iL&aczWAP#cP>#juH}i1cruS`y^}8+ z_`PV{wjzXY*|=~WU%EE)CDMn>e7G4KO`+0af0UkMK4kDHISlzneQ6Ue#YK$2=F=ct zf{KXEuj&KmwshdRf!KWoI_2L3l(5-daQy7hDgHe1JN+CKHx9|~5#qP(8Js4D z-p9K6s^f;`e(Trll*&cH=n`T^KF_}j%<``WB&trez_I6jI964*hYeG_Q3&fB;PnH; zkL+irV%cHRkous1aZ(ss2o(8Md>hi9Fl1V>?g39KGSVaMHC*{dy}ZhICwuGnZ0TNJ8yc!-;FGV_Y|RT?x#0~!h1^z%p&kVD+zp*!21>xNV~-q-k%F_CB;?Y z*HXPwn<}|U?rUcU7rh~O3)-^oIUM`6X^Un@ z%q7oNy6g%cJ08BK03}ZmPhlxm9wvLgeLS4(NR{mmS$L4RJq&xrZ1k!U;b<89K*f6H zwlsxL9S_?o>cyqz#M>n`aKv{Cic$(#1u}5v6)=T|j*ByG-J!Bz-Ah$~HXV!;LoOjY zi7^d0S%uHu0JM5vD}3%p2n2dxlYu?MIm%cw`kUFm<4s5$Mb^LXE$|rCmv^aj?#juP z`SlH^GLH?K%FN)=EAt+Vx*kJP2>UED^Hq4rtCpe?FZ-&cVDRY7X<$&SK58puHq~Sa ziu+Zz>I@#8yVnKo!Zi@09Uw7~QPl7dl*F#31Ee(&loSv4CMfNCO3O<2h|=QCH2j>M z>_MD|MDZ4G&gixWeZJ!J=+;fQT`~08iqEHe4=1+=cZuSybf3%jF_3SgTOZx-qK{~c zFQEGZx*uTj3+cXy)A>F?_fzOTl4!^7sm0p~Q6k(um{+1#Frdz`2#3vCM-($5X>5nL zyu{Y3YVTGuS7cZo6A=>Okqkz1X=+Qx24MP`)|+r3jl1WQMA6iNWmibZs&`RB4hGiq z>4a@le}{CLoDf;7T{XbckBQ`8C^3)-1$&Xckke_lASGSd zdN%7wlL%71HH;^ZX073*rk=JqhIK{pS=LYC3+isl4SDD;e=cs}AF2oi6z(23MHl6f zKAz2)XgWgrinH4}L73o2Fo{C$7*(F4AIrDqa@MFm4=W&yOCguNT zHh`u*@~J?jfijT|JcrY1K7`XnQ$qV}G5d_BNMzY4pZ51EuPx!6G22|B@<>MnsXURWK`*7BASu0RneS`xH=}H`5H;2BxynIoJ{jL&g6j* zyxP+yiYwWvG`}M^T;pKnl3hCxg085PzoJN|sUKO4}-T^HG6x2sCY%Kgdj>+CNhCEW*7W7X+hIuwp30`#@a>koev{{4w?7_AZ+FA zZjbf1VWVh|o7DlQBu3ne?|K!rkCq!ki zj8ka#PqOFI=5lIc8Y+b47MVa(gCqHa56=-5uVf;cI2@G-o4|_VMy8=zMM=ZeLJ8B2 zZ!Om>nsQ`?(C+Fww}?|{7E+~fb?L%G@&(e5<|U;K#Fky$*A_)Pxo&=j zs;Ht+1~H0ym30K+Ky#)xwR$?KZ~#%0^%w$T`zS||poGD3SE%7MSh6;!#<&p|&X5$tVG zpu5v2CRY;Ho!uFa_4m=-{NyS^c(U;*4PcNe9!Tu!X@j)M)r8N@CS15Tw9DXY2=B}8 zL05j5z*VBv*88_dBL- zF`;K=;~mLKTu<29z@`#65PA;rfU0nF0{Si?Tse{2xJJTNh_$Fhy!|xftRe$w;*H}& zZiu)}CUO~0UL8lG$4xVJuE0_}mhjR(5R12qQ%b1W^|(KU^mCed|N3U`ZlI@ucl>5I z4Uu`&nWnOu-864kK)DKNz`WT_SdW`FR$ot=y#h|>UPrw?U}@+$1Gg7&yd?WRlhcY9rjN<4UWp@rQO1HI%y!XX^F6KmC%h_Y?51RQzl_y zOOL8b8_`l#>0pMew561=ZViFw=CvTFX+75giZJp(0pUGv^4XS0$#Fi{6~J7J$|i~}MoxL#OZqH!JACbm!^O03AtHX5u|I{E_VFEF<)>xTukcpaL~WNmLm=FL#hcPn$DkReqI2){}0F0qon zKftgNVzA1ANeRLc5_|}N9+u$7fFuQFApvkFNh_4@aLdqCa@JD#TQexsr5HjSTM8{I z>Srn4O3DlZl$04MQZNNY`*tktz%042YHe#6lOkt?!)T?+Um>fPWgS+sY6)OjcnpH& z>wN1b18b#dk2FwvvmFD5$*}U~a+2@B99zEF?!wNsEW8zy!{pB81Smt7Z(&%ulcgaT zNSgHN2J)$mcpq7BLDp`T^_Y^ifdD0I!;?por99haTQ<_O!{eldJlmUr<;N^=NtZOP zjR4!TZK@#2vu!Il$?4fP?kqP^GjAmk_~tgHne@4Z_zFw8QAtTs;|M8KLHnhMs0h(Q zF@Lm2SeK!ms~aaHyUrg3M;YUPR~#=>9I5_aChNb4>;L7FeNwas0?ANEpi{qc;}9^Z~kR!DwVR?$G}W;^QA4|HkhP(0!#?h)m_2sV@RgVcJmV2;=8#tn27m zO>PUIXBLUY={I6D(hbq8)}FI$=~{^EZwoX9C@7BhOrhUrn!{0(}jQWp0Gtw0C&kfK>pkG{uzrpUme&D>pLBGK7 zVSQxB&oLf*ykdL&^Reubd$oR1vSSK5K*yUk#2S;-k3?c0AYZ~^>7MBB51f zo-t!6hlShhu_pWcG3Xc&A(43(fJ_r%Z*OOwF<_Brv&fwynkG=@vE|m1;*31X)$3VY z+zvK*nMkX}^Dv(Pyvslf7*-&Tp!daU76en6Er=%i@>#2q-vM(+s)M-vC z;z-ETopfZIRH|e+I;0Y&I+@t?)136=Pt9n$lirz7Y7$UDHvNnW!~m7fObMI@XP>c9 zP&pO>Tjnv~nG9wU_N)aeaPUfJ6yb6w6K6XmX}jkbI^|xXEH4)*3Mw{*#M_+7Y*3Xl z#;BaD43`ums_md8su~y6qo}EMbL=)v(7`;n3@KAUGLHeYZFLM}VXX(nxh$gvCgd}# zxuPso0g3vwq?i~la%w4^Da2yC){z$V&P+r@avMeec<9D-D3lN?u|eDkQF{dP6P#BXYTY5yvxG>KYmw;UK)HtBGPOh3B_?f)9P zIHlTa4I$bUN!aXDjm$bj%xQS%o(UG~Evt!Z>A6!;(<|Vy7RjU6Qwz__%F@cHJo1D@ z3b8?>Y^sf^8PSWC2-!r9v&LsN7TvUrE9K@)RRB#BTrgxyxwVQzreus1cpjz8w(R_J zt7<~8M`mxIaHC|fHB(e^)@`7Km#NjeKyw*Jd!c4Vq5{-360qH=T+;-ZM{y6@!9b*K zPSO;@kTXRyQ8u=h!-m>oLy!G}$`SDn4AsbvsVIa_Tb_)au3E8*wTuwZ>zOiEh;9X< z>g-S;N-L^BM73Cf13gImp?jqM=m*E>5B}jleWf=U`m2!_q3_i#|46wi>`@f{WEVY&K7zw0*AGHVFmw6WCeaDvcmjIWQF{d$cmI-iL5Zc5{aLMtXLn9 zb;g4|B`fj!h>4Q2!TIyftXPhPsLL?Kv?Ec`9O+%Pxgr{AtLO}cD$u*>9H^B*gRbBwo(X^QU7fNsW^t&8#7kDSGX&VZn3XphE&U z6F2rJ(z7v`7{_QY-ifes7^@6ro|H9sK%pa=+V__@=V~U2k%OFo;SE+@f>Kop;|C-4 zKrIk(46j9yY3SlYIrI_h58T$^nma+b+^#HF>3F_&(%Ex>&bRUD9amZ5R|f%FS^KjN z@2o$t_rUYNIrHAV&;PQ4;g>RYmmj?M;Ju$}=sa-XaE8}YlCi7&`Gfb~*HHhAXTog< zGIBnbF<5?^XM$(KGY7v3BF}`391snb-}|?}9sE{(=QFq6n~@7dfBD~Z!t>7`{8mGM zm#c09{ttNSFTJq4t8?e`=YNXT_-9GX3VMS!TUZDLIR-&_1_h%qoJOOb_&F*1 zs-A>mk%;pbR0Z}o!koChc2(%iYP%%G(pFprc-W3~uvHTpdbfP1R!TG$HS_P2&Z-x3 zph#%U)(cPt4A;P>V6;E%P#tOy8xMB=DyER%3emW`+NOzK+Tpc$rx8#O8|3dcsUKEa zwS4))lCorb&z!0=7r)eAX;EtvlZlfN*(dp}?2;(C?RHM_Ci6&i-u;}zHDt|iV{O`y^T`a9z%W>*P z-7%e~=Q#6>CI<@=!D$taEHNABGZ0fFvPKr-(YfMnjA4DMDyGVkpswE|B*@<^7b z1+ z71L?r5YAM(W5lyK&t>Rh)Y3YJZZVJ>9Uh50+d$tl&@T-1djnkwO=XV52KtOwMYQ>rwlZ8qQ+&T zX_fpwbBc!kVW7-YH7;bJ#|%__nohmMKyMhR<#e6;Uk19QMB{#IpmnGcQiHD1QoK!**~QmRuQHBc#nLvo&p3Mio)4KyAP7m53rf!;Du2P%S0{g;7mK1<`~ z%+k=)1`45~%N$~khCXYcWe7f*`V|8e)oR>F4D_mjHX%r5jvp9k@jQ+DvVl$kk)+#i zp!W12rtw zxIY_c!E%io>(@}Rfo2$}%0Tr7YBEsNKu;TJU$f?SgMn^0(7gtF)Id)e=sg3?LbED; zb*X`VXrR~7B+Jyl8R%UDdC_pn)B*#oHPB`QwHc_#K!XO_YoH$+DAA%hCt5Z1wGA42 z+(6$q&@T-1vVq2L)HzNyP?>>h4AfwtJ_B8BppO~ofPro`kgHA0*k+(>4YWF>Tk1Oj zWuh(45-$RhUV9smhjHuLspY2B%K@RO1oT5dXfOcz!aB!XKxhnsyBLs6{f&W^cWB&y z8fbQ>#@%cnZN4BlRvR2m7fwa~ED<%hK7+g3;PxBbJqCB5 z!TrGCo-;V|3mQn}7wJ>NVM&t0c>rYz!Yws8_QM%m;ovPhl)kB3ue)636Kgg-0M@*&(_PG;XB+Tg#e^w6)GUh4ZY|e#8?I^kYhDOWU1dOys zV>%U$m-&n?{R%^)bKMHe>nu}a4g%wY;_OwV2=PZ?=>5{hOhO^h8>Nj|4Gg_Q+L!@g z=&jMld=VIWPqZ=5Hhi9{{z!6$H3|{%J0P9@s4n0W7KWXt^0+OG z`uiDHnKPN;ax9aMD``}JGAv>`QXaj@&|fZ&3~S~N{CF_mJ5T!*%~+u4u+F4Yfxj|Guwis7=VA z`H@lnexYb6HN$!he5kcf{d+~x&@&~&s>PW~SN>_}Uy5cT&_|;wgeCMx_2_6cixf@a zF=)0Z8fy8D#^(}6BZRJl*Nwn@c?9M=2BU5Kk-=y_UQ-wvvmyn91u4A)-B6AHhz6MU z==z-w41s%7auMd{5ttv3z`QsDQ)Gfn>vPr!%(Wvhccowg_@-5Y-^)Mulf$3?{#ANwz^Hdi(;H#r_l0$*>aTb-o0C6u`V2+$*9bHGt6iyGd0Dj znMoO@y>!87xs4}=B@Sc2LJ&T!$+cMcqc&GK=87ldNW08Hf9w)81n*y-L^@2zW0bRD ztjz@?buZ5b^<5coOw-FVu9f9=RxR)a90(Zg zq&lOnQACcTtSdyy(U%D#v9{{C*Y`ytX!4GKk=`h+fvgq(|5o@w=ip!fGdYPEHp0U4 z$3UXH5X8d7Cj zfgij`HLN9^z$O(y!l-DXY2H}N9kFP_Pr*r!!R|WI zrqJ>6*$~)J2~P7!DR`3DtY6vE8fy*sjYgxel6y{!qL<=VhaZ|cx`*(iAJBb6Rlv_e QK$yCXmBYuW30!Xf56a=S`~Uy| literal 31589 zcmeHwd3;sXz3*D*>?9i!AR&oiDn^Zp44DWCVGNK1rh*^=MFuw~Cnw>+NlrWi1nbn| zMA0f%t*sMseZ9U`EY;RJ)zWH3>rh*(^;xfaTU)KDt*!Ug+j`6W{(fuiwf9L*kotW6 z>zz;bUf=y&ziIu}u-9ID$WmD*=yz?e5T`M+WOX{)pJuFf>jOeG1ci8IqdKlYQYmUT zR(FQeVMQ8p-y&)cRClCOeg?~bpz+1vt7*v2sKVhjc|!b18<9A!EUw*H(=aoOaSV>W z1HPvR@-;PO@!2?f8hrjA`JJm!F(+>%`^O>Vk3@T0^f_;Za$95zv@Ujk@S_A z^vy)(=nequQfH~Xo3 z0*Kve*p4acMkI=FMy;QZqS>)Vh!5k6N<~+Ejahalf&Mk{P3}>A6i>z1lx6pI6!=Hr zJ5Tdb`4wMtosv}hOGLv`fh}MzfGS7YrJ&-9Su(}BTYfyY>BBA14 zA(tpP-*)p^9O0+}VQ1)rLvwd+_~2k`6$cBYCLh_Eo$ISCUo?pBFWCpXS}cg~xZndZ z>iPqh9LU_iYr{uRQm}WtGfAt4i4S(IF5bDy({#y!bRMXO#!}V*4L`e|jIa)JRv_PV zUF@PFx@A(u<1(q@SzN3g@7NEJ4laOpX3UNYY?(Rs^A{8yJ}gA$7>|KUi$<2kOpzcy zlaAH&Wk!}k^jQApa-pjOm8aI-5c$!jP<64wGDg9 z?U3K5>_9w!$7Ekf*#L&U`19=*V=5O1t$}Xa@yOUpgu5 z#e@SV;4lIndr2uDS_Mu=I29H4sVdtpaJu5*Zeh2n{30C3;>iE3IxdDd{3P}EX^K<^ z6`3x?OxQ~mWlVvS?&<654fjBBnNmDK*cL?~u()k$NZ6;-z?z@#5mokCUqyu%qoV!gsXTM;bc*p$eiBx@DLCQ46dc)PIIDM}Gj5)fLi2*pI$9!0?I4T@4m zlx-|@j-rfV9;P^oGJztL z4cB>4+J;pTY^7kZmSL%MrzjS8*g^~+wvgg8eArcc5xwEVu2#fr9^t&*uX1v&J&f|c zd@?83ox#cVeVp8IEhk^Omy;Wx=H#oda`LsZ;Uss{d`@oe;^daEa&qhUIN9?&Cwu?O z$-j&*B!N3-bMo~LPX6~5oZR&tPVRo0ll_0=x6vRZbo#8$kjOR&(-DJ0}nKbMpOLICi*`Fs6U5mQm=jv51pOCu6j2It~Q=qRNTiG!SY2H6pUZ}Dr1mr?P zE~BP{KQVmdssPgABUiu4M`!XdGV+`W5FS3VdoCxN9Zt5KheWro1d0<4_Z+c#QQ)6| z$#EEj`1Cdo9Yy>I{XmSDi9XdJ=FZja)_QQ5v$j1QJ-00qI=$I6le#*`iS~v&;%Gx% zZEI4=_B1kMDL&7%t#U$54o;!*Of=LHYIGbLSwkyNYwu`lpYF7$>*{=so=BngFejn* zMUDuzA_!aHo$;{zKNq9%(oO_)5yhx4egTD;fGSCgym{nf17i}D@-uKI5u@tMJMEXa zN|Iut>_{iJ;apWC_d<`Pp}3slEsm94-O)5<^>NNiltVk5{QeybIzJ`s&j&C7OWKw5 zj>KI~I_ZP6FT;z^e_XRNU|ApnRl?Kbb?V%9xpiqT}{}R zaNb1O(~*ovae}Uum%uq0#95`BcXU`j5{C%YFeH^US+FfS_py|Uc)b#%^OcI*09j&9 zab?-_RC(7CEA5~xOnP07sU)dH1RIpjFB_eV{Qi)UW2LT-OSvR;ax5pLimG$DsFyJV zoi>>Pk|`77G)IumrOJJ_;>J1U#yP=UbgET#>M~?{b)=JQf=hSoX?N#(mdYQSgiHNRsSni{cEU%Q3{48X!noO} z=88ChGn*lJg1 zW}#|iKu%Azhg;*RDvze7$_NF|$P*V;O&gyvB+XoNSOHg0Vk=^`RI$;_HaA-;ivF=! zanZzAad9Vdn~Zx>*u+hSrp4?Roe$hz+RIrqRra#bxi(?Af1Sfl(`Qv0Qmw+?*O5fE zyv_MEul7o-@{=roi1TT}Jy0Ig5@El~*)$RNiR);R`6a4oVZ-1RZJ3#Oh+!Yl6n^-y zzp9yhP|xHop2-g{nf$7S+>$90GvATD(QVFvX*8yDnBZa+B8ka3F4-~9cW@$&c1M$Q zkkX_y#{~G(op|Q9@&96yeWcP3x`0L5hmMWD78;tttYj!PW^yIWJIPho|8k9yCEavpi|fwT7X zfpghNs4<+P^@GsL$jZ|qLQXD)yQH;z2X^8l89i6X4|7V^N6*C^InrM52)=%Zk|;^J zqH$b|e3V->p3V~8lP!9(Y$S(;%qiRyN%ZuElhM!$HojT#2=NxFxPh$mj=B}D4{$>3 zPHz&@%B`wV<&!2s60!<6l~@5}yJEeaLfW|{8z`6LHm_{2a|GFxTU_CC(xsv>Uh-%u zi-u4`xuF#iQY3CBCHqMUp{#O55*V3f@eoQVH%rNXM!S7Of9KNhkP{NjI-Cxs}z```J*_F+t+;3#4){%BB=~&2-`rdg`FZ<)Q{7UL!S6 zk{WKFPDX%8UC{Fw6w>jJ0bYzCMDi=>*2 zH)#egJ-e-Jh{+bkVzRXpW-AE>Wq?K-%sz-@>+Cxzo8pf8b%rDI#8 z4vjscv`Nt`3wop7VIO^_qF1rYUCD67>5O&b6evoYd7wLCQb87VmZF|g(C0)_PG2&L zrH&}LXDj+-&=DP{0|o30N1~#1j>?!)(3>qVSJ9_}o-Hs>WlSSYa2?fl(W^?#>IZU+|BF>=;&1n_r zge7xX@-~9=o`aHVc^cu6JY}p9wb;sD1Xa59C2|31%M88z737KW_p$eEZsC|R-Bf^s}zifpzR=Oe3LvX4*&|E!uF$A zh*9KS(l}zA5M!}vjU%*1wGJ8;C1*qBkzAaqXKK;V<`t)HRbGanFG)H%ZspIzPWb`s zM4jx6y8NOf@-eFGYCUd@>zjpq5K5o&6jMl8yQr7LNBe!G` z;#i7J6(0_AGf8G5X;HH6WBhA2yzq{v4Qruk3u#jYXaA^0altX0PHYz?pZgfCP3Wq` z37tZI6T;uiRw$-BtNM5a&;Sgh)W;_CVvcPcM8PIozlK;PLEC!Qg;Pgkel5$-zJ3CN zMR~YKCArU(ucto4{h@rL=?~>$)gMCWRppyxGsIf3m61I42c~b9XW(#yp_ktTNd3Xg z;YE3$%z*d>!=wAcxOc!wt{VVvX?=XMbvt+~30Cc+?tM(te}T}@58h*D5tOpwI69cE z4^F0o`F~eA-=c#Sl{4n7uJ;+>cEwMVO>Ob6#|3l7t@m}P0mUh-|1#!k+nNmJ(2EAE_3uW z(E4&Eip#ermpPFzP64s>c41wosJKhH%v&|LuBS!wzzMd}33WFH-$LL^UREmPOf06m zok~pX&LyHkWhuuevwG!@O#X24hZ;5sa>tX8ho`f$C53{F07|LW%bldm7_HM&teQ=G_@aQUIaR-k4(^%o6IIr) zJY{vYP^L5B6ra7@AiTmTP_o@9l(1g&1e+j7M9ctjyC4#xStmce=() zRD1+?MAB#;Cj>lI&4wP@yjiOg?EGuc!v#<~zG23Z?u@0-a}ngXJvCeuo#A?g5#~4{ zj>o2>!764^RqOFsR6N2{T-`V+9PUW%x+2#?zH5LEZf|@S3fC^y;Q?;w3^$@TL3poG zAZC;O2(GLVh;w~`nCX&T_cyDMzGy^MIJrv294-Yt>t`KDML>6=mO=R)h&(h6PZgF+U3wh~-p`>#*J>=aIn#^z zjdiB$P95Aqe_%2%0?@b_l#{A(#>J+K#-&0m;5uD~TMmh<~kJ#TAw+EXDOtb%gxiEe?YF_zQLRe!}NRFCRr{SCNrDsM6RzeM_J z=jy+5DE;t{L|-zZ)G1Xb)Fr=WC{ePF#TvBvliYG~MR5hU@ZhVKmV|Yk)=|sRQ|nD= zXEdD(%H<@^0jHg6@I4uNa7R?Us06916ba39Gi1((%(d9`pkbs{D=~f4!O5{xR6L>0 z*Fz2UR3>wGeGEFDGJ3=UHGBA1!=F8KxRi&Ug>pKzh5lnN5 zkxzF}%Z&Y6spe#r8^P7>SDDoAeqL#9RLAi5N94iPV7XQ^h^o3&z>m(?CKS%}YIGl8JXWK2$7UVYU}JytFRUz?xT zy|Q@Lby=?{Z{<^xOoDg2$KT3V>(=v{*?&>a>Td_@ogVuviRBV?Zyqk!3%v4-$W6O>T zZt+?hwBGt~+Ep9^;~B)v4k*PTNz8ppui|CJ=YsEo0g7AY^W^dEin(v8Z!p;d*1J4* zJ(w{2Hw?QOOr8bj%O1BLOqly#!>tFCzk)A+nkgZ-lU6+Mg%O1`4r$(m6mq9G~bg>^2k7r9|#ggPJ)U7RJ z(~ISMkUZ>3`(w$5quGW{EKjPzqkq_RWOTb?kxaG-V#$840e8%k@P?wr@>OcLf=EN$e&~GM)5~*EPkF0S{%p2#x;)nB=08AG)S7~@q>enh^+pa! zH}q2=w>XDvR{TjzMNGFZT{ya)(TzC)`AY}r@Ye!6F(OZm(LQk%)P0bAB!@KGH49b^ z5Ogc!w~+bU0J%XyYs?n@m`egxBN4tLl_9(ebtX35Jh)Q03t-?*(!!gyTq&Qyhjewu zjpPEze94nzmuN==zLImYBt75YL&dvjD;X{Cmg$hvx*^|1NN z%G&A00yOMvmB%>u^~G^N31#(KUk~JVc(SIv?i`U7+?i8>8?yZne{LuhSuK&2Rotdp zqR$(zE&dH^j=_xGKisiP{sze|y)einGcvS5!I?uTLAzx6cL&M4E%PFXel3?cJEG4? ztmE(i9YOu&xT42P8)^-7rN$z^6xSWo`swp9Q5 zKFmBnlqom(b3UOJw~CIRfw?}mfel_YHh&d`KcOXDfb#yi^J08xvZI{=vuq@6IwgHz1C@? z0@8BL3~lx|F!}dfX1xU#UQE*?mJ`nOi;7#+bwXVORvUa7v~rs#R zT^DmpQf1;234;MGyX!?;d#1Z)L#Hxr9ExxWMJt09 zzt9(Uc(k9N$iYBP@sZmhb2T=7&A`o@14lbC3(szc`$UDUqSZi0p_Q1$$ZtdD`y{8X z@u*?Z;%1yRu<2{55Isuo zJ%A{zW3*7+^sEe+T1ll^4$(9H;{3!^#jo8Um`9{^6fOeq^@d+Pk?%zzq#n4krn{c9 zIF0C9{1J%$)Dx$HoQEZpkqui5vn08JarFNJA$yivOwX<>Sn*$39%K5(V$~3t?}>4< z;reQoUqwAw8@0I^$$_43g4A|T((_bFRus}z4Aq>HBu}-?y^y-!lQbPb6;vC(Fx#+K z(AOdPehz7jG~{swUwV6X-GWxk7Ge@M-8%gRJ(~)8i?&xcoeGLqHIsP#70*KX>Sis( zw|FZ2B_$3fD12Ju`5c9C*2*eL55EESSCSR+dhu*SVMj9$E_0;&IL24>i zyV1y@#ut)@pyFqqnn599mu4TqB`+@d^I#U6E|^h;xUfgzBY5Nn=d+Ms=jrfwnQjWs zI@gm%uayjr%{9<)yQjq;8`4q{cRd-b#TS|vq2V1*iz$ygX0Su&4egK@nacTiUiKRfkbW6L&O!=YoCpjzD8rYk`~7wn0%aP04$;(Y$=g4=&L|KIW~*!C9h`ys@n`lvh$6+m_nXb2*bOwcqV#PUcLt zKlNG^o*sK?(|oq|0P&GX)lDU6EypyKEHuwW5j4+5>4TG@Vd&?g=xrN*E{cGtq`hs? zo0rGRSW102L5z8f159tPs<-go1S=Tml|KG@f+)CUFDQ~;Y*ife7A(Irp!07ff}}TI z)s1X=XNX_hFSw1A$?Hr`)sw1JZ-Szq_8La>IrnKVeQ@Mby#}3JDgvVFZKZP7BBPR^ zQK=7(tg;COV3hOJEkZU4~CU5mwgK z`dlU}W3XYSF68a7wR|Zg2*8f0{5rs7ivqP`KX$>Az{8+Cf$fa+rdW!R6qOWSZ8PBRg}22n^!@?_Mtu0JV&{n5Kv#P>cxF`6yW- zSTVq1wss0?_I0v&fGi>;#RL$N<*-w%>{u#1XGwm0tc}`HV7#-o*&JpCnlxUDjqY2> z%Ee0Sc#15vuC4|3Vr*252}*rjATV^+4#j&!pbCM}2Y$6WNTm2lY%8$IFKXpgS~&%* zN(Ic$U%d+~2eFZ*6OAP|U<4j$-_C6e^Wrc1QM8fVGUD(?aC`i7z2!)uF$W;hNW`3#AR z@$294gMU~y+#eG7jM7EtyuaY+&Gv+5;zJ<(K14`Vp0jV^(ThgdW3qbD`ak~zaw%U) zFLVSN6$YN8ijk7!a$baY7UYR`X<^VFZ?DcTkt=0!KC1W_yoo!jaCTuEhT>qAC@h=@ z4$P%BJ&)*lqd*VhyFoYsl**u8SV$5QhXo^y_)MHPZDJ(0Va;H3nTFef;26*g8Riiz zYSyAcj3@=1Q-qu30S!h4AU~&wOccZ7NVb?)Ux+7xCy2JvnZpT=*2du@885At^NWHb zVJdGzg(Nj)>gHr=pPE14F zVHYS))y58D+*wLNtuYD>sn#QDZxm}?7Tr})@9E6qo{q}lR@#8d)gGuinBlK&3Spy1 zP>rd{YuNSNv}bA#REg5j%&~D}t15Gr@sDET`Zqg^N}SXj=M11yqf@1vo0a3y=MAD$ z_~tW}{2-geP1Kew-nLSgzQA~`YLDo+z2@m~omgZ@;D~6?S`E>yd*yLxfHhai;w*lb zy2Nl(tMq(3RZ4t|49>S5hgO8okm-)j@jp$eYCs>N=q;^A8!M5cWlR1I3%SJ0@>E|# z_Ya`^pPpqzaehT{F4vr>O5$8Ws;G-p7OK*mLHTN^SXnLWO5voE?=01}+Veym%dX0@ z(w6Pf>OzdMqjBOq)9dnN@T@GMtU|1*hUtbPLlffcYK&4o3dLuw)`z01wz#fAEMb4v z6M(-HM&O+o7h_yM$Hf>Y9T(>z%JhSWm^!2_O6kN4Y*SjvIAc?K9OJZw#QcVms{ltp zWNb=lz#`p72w*6=GUm`QwpIhIZ%d-=Q+%tu_>jArr#dvq3=BsjnbgPHl-zuGd86(HT28T zajB+JTCT87={&|6n^KzP`Q_-iMbjuDBr2d(Wr_@9e z_!a5fDcae93Xf6KBa)*FduI-@m_DO13Rmu45u zs^M>2*5KQgHRjuvHTZ;Ojrq2v__R%bstP|HWr&#h(?R-l6#FC26@#Q1|P7uOdRN&8@qG|gmo2ZZYAEQ<>_%a=T+Konad}gjQ+66kAx?27M z#u;E6SyC{FIGWRL+S|Kne;e;U3QVfFd+zStd-m8l|`p7_3;G#L)k3C*$q_^hr zPNF}E!u_`2x((S?Cw%vt@VSP8H&{q5-l@uZ>qR&V=)G=d6FyRx6nxiJsJBl2-so=& zn3p|v=S=!)pw{p61&(Dc#|e6lTfG~r9<(I~%{!h(@m#pYFPjMc z>W^u8_);rQ$M|8r@qD|;vgovqg$DCG4rswh`_jO|5qTSa3I>kaMFzSd0bjb|4CMnJ7Te#&K>D(5XzDWN6cX$lEf}0HnNc2Kp@1X#PBh(J1V3 zZx?*HAQX!kQS(!XqM=YN5S9qRM`cimbXiQpPTQctl%xtp8vDtNF2;T;qaKX#cq|&Z zyA8SzBexG-$Fx3k}*~(3J+=YtR9Mo-ycUgWfdgj|Lrw+j7c-m_ccSu0|74xvwLj3e7*! zMYkFBvO&+B-E2@07c|OR!k`xnnm@zM-DlAFMwhnJpatl9 zO3UXAdeERh8#Eb1isI`r=(`5}#h|7+F5h;84j3dcEGR8423>B@^9GH@@TT}S81yd& zy=TyL43~=U+XlU9&?zl$?lyz&GU#1{rY~^$<`@(*=yZe5GH9bgPZ{)*LBBQVPX-+} z$X@7LyWOC>4SL9+Ck%SQpjQq0z#xesUd3RfLE{aYWKf+!{RZ7*P(`b{I?fm44LTMG zogO3W4j?t&UvAJYllyxh46Zo$ylc?=Cbuf&%1$z9Dv;8=$k3J;bb~=(Gw42(W4Em8lj{}{=5^{-}isg$ugN6aA+)^M_ zA1i@W)Xp?$t>N2cXjdEbWt01%p?zc!osgA{i9q8x;@Htl39+{fDl(|pAUgjlKAb8v zsxk<}uBOpEMfr?Qs}ZVFBbe1_g+Z$fT5r%sgZhAMZ25fdR_J^~yV#&B47$>w>kPWl zpgVz-e|H)59fR&S=zu|w8T7P4&l&W(L2nrJjzNDk=tF}(GKiKrl`pnIbYEK0CKyy@ z&?JNCPPO7|FldfJEe6r8XvMe6p!EiAG-#7Saf8wZ^&3Q&8A{)k23=>+jRx&8=njMK zGHAa+2Y`wZk$mx(K~Ed>oIx)c^ol`m81$Aw9|9@=J~9Z`&6;K#RBTY0K@$wBG>C3Q z>o^-U$DkI2PBmz$L8}Z}V-VeIR{G)wr48yg=wgE|G3ZKzt}!Sdu{$1HAxBYZ9)n{r zAf}brt3ERcNW~dIdtezvJW8U-AmUcCWd@OErDcLaWl*DJPX*e*%O9C_Aml(_JC&=l?H&$OMm<=OX`q03^#nnS%-RTc|Se zqtf6%@-X)As(t^duYh@UA$?5#|Gqbjc}VGCd*9NwhBME_xWK;8r$xbsG*2P((Er^V z{CiUK&XoA8a5!3781*5>hGBY3D+Qq8HKi)L${(I5w9EA$Y`{++6Ma5+Du9{RQ&{b)1{ zN*bG73m*Et<`IJ0D*sHZT}s6uO0A)gCP#msU5UF=vki|+S)4_|lTN+cHY*v=`nrKU zo$(c0HIu6+mc>Jv|7#HC)j<^chcN2r>X|!;vUCt--5^Rji{jv$IsN#mlc)JAlxQ z)HvMHLC?7ABP>q45Ff|Gf8a>DhuKH*7`}+6W$0mg4e=4&p6JmAO!>khgXD7t(I)^K z|K!NgzjQsylA%i+O^X3rdwMCJozwqu=ZMb?y6q+B3FK`=;R{!|6+JSn_l#B1#?*Bmz9rT7N54|e@NEgK-a1|C#1@gh~t}ni&wTM+BF65 kcQ)uxR#AcJP`~p_hwbT^?v3+?HautDO0Nmz%HS~m4?ouvLI3~& diff --git a/Multi_III/obj/Debug/list_parent.o b/Multi_III/obj/Debug/list_parent.o index e6b2f87e7f4daffab6aede7d0b1600260924366d..1a614f43b3367a1a7bbdc03de7857089b2542f91 100644 GIT binary patch literal 41162 zcmd^odwf*Ywf{boA(CP84J z{`1Qx=bUxcUVFXv+WYLY_da{ttjU7@5}y#_0*2gHbt=3w#jrfJyM=f;M~FiomG@`h zQXy)$R(A(eK?mJvV2h}IqPi=Ybf$sbh`%dAS5u#kz6ZCJ9_V(R#OLEu;jP_TQ#Ut_ zuoQRCfzJ6ya%<{+PLv>i{{^}iGWj*srqPi{u7t1|!xC-b!g3d+)3pJAE9hz!olDdC ze04IXJQKgyLAN}EUv(ngfmNV;4|L8y*wIoQO2rcn50d{X3xrtX;K%m*>eJ*txLt@U z&}~w5_aa}5@GhV5=HFfoAerW;zd)Ek2jJiR8$R=96MAw)mw*~kj)QxE)=oT~} z$@~%X)u3z0q?v5qtc14f|i;gZ~Yl;nGS)s}gq~awFwH3wsn0avz+rH#T{X|NdeB9eW1v z8m^a;_W19BP^Tb=8W6EJ{O;xp18fG2D1~KvCSUWjRLSs9q*mpU&A#1Fmu_Y%q7c_S zF<3yrhOxumgX0PE?(vTuZm-u!>6qPzfCl-n|2@8@Wt+MO*p~Who=6o+2vi3T5(uvC z_4}SD*X};#*}ZG5NX-R%CLV-}-r?nyFyBMoyczyGIDt}0xR+HJyJrIdl7kYQnoa;~ zDRp9c&oE*32<1qrwa&4G0Vx#{9JyuTAFN12?hy`_&hXG)fTgWRVp+um@Wk$2?+K@4 z-XT3Vyf^GU;D3)INV#X1N2F#@9W?lMleXB;$a)k}f(B?9fvQHUio9ZgNw;!pwY~m2OAW6TggX<&=#Y@icKq z$Oa=}g39qV;>ud0TKuL45wUO2miJWrkV|Cz!T)va*4Y$fvfvjymEt(mcY|Y)cCgqE z$QJ?XNVMfB%;ep>Jl5c;SM3`6{`*1eCE;D3&6IpBYRE_?ki$u^`5H@XdZNP82te)kjZ1O6|A%lpcwj4KDu(T*If;dbHC zVgLOm3voAD?&k)A*|5HQ{YJ*_r#rcIc>jG1&9n0?gl_oK_0Byyy)$$)iaBgK5qfhA zGI@A4g8f}(FG^$IKE_uuo~!k{Tyyreqg8nqPDOL;3{ubD_Hs@r&q#Rp`KR3Ehuw!p zk+C!$-(JzWykcR6U~o+^7B)94!~F@q!*d38?LPD+xXKB)wQ|jdie+b>SuwBLS6y2% zCzcxQ4>$FO`@@My2)DsRsIO@t+@FdJ#s(7ciaEU%b9%x%L*ao`B;KDC?qv%*HzdP} zWaqNEn>v@rLxV98Cp%Y0QfCi#buQ^x9#}mXO-0%w$y6spf!5a6&M0mJ1HlAnt3v|= zA}cNwR_4!@j9d~9q=fs&uK}0i&KvAcMtb|h-4&63V25y~)UahCSaV!?$-a0ZRgp&I z3Iuxl2Sb4!!2sze##GG#?HG3;&@~u=4gDs?Pdu#LP+u@1as!cg*I`sUBP5nD(bJXKie@o6e`OOm6;6Ok?)+_TG*@HaUd}#R9T*V# zal(iqO3sf4E?Co%YE(M->YUPBLmerf&mp%pDNz!?3=L%ts^XBh72T3OdRtHG$D7jnYU;HvC38$)32LK%dYSmm$VNnFPF55$x3TnGtPDJAD2FTE8EL~RH_kxN-(Aa(ITSmd8`MTZa*jYk#s+}lZvcN$r-zKi60e^0t> zh%sD7@Wzb}4G~#1X}-~9yaySb7@O+CAw#_MOK2{pkkNhN&~}mUva%D$g+(m<+uB!!1V!{S z5b~c|5Qj&}nVaCWleIL{QjE<~sBc~dEB`i@z8G(t>v6D&QZgwd#gnnoNGyVG)PyYM zlCjJJ^4QdeAnb{e0@<;skJ|?OLlAdLmg0QWP-!-PaxXPil^9N{!6A)g&z1)|P-6yA zzh{uBY@UOX0iNU#vrXIt{w36HW!K3nPC{bw9cZL#vKK-Ow2=QjjF4cG-U~$j{OrUm zfS!^C1fe2tEz-7dEO47~3cX|Gw`C^)k6!65ehElI%9;iIV!}Ogbc*}qi5R-5y8G7J zF)z?jAMpD-<_E;vMjPsZmC#8@ZQ4I1ZBW2cnlr|eqls07iynuMq zNaC=flah4)iIPNyH3md`iMEOAhOGNjxx`}hJ}dGs%u-;j&4lVdz2|+EWN}#0iCZ`o zy#?H$9(zrsj)RI`yc^XA#CW{HOvND|d#<1o6B|r%_heyq#*i4vLN=Y-#HEn&Nh8PD z{l9 z%0b_Nm>(TRl+$02Wi5}MO-k6T@j@)dA*%(~bdFgbJCJrgeLQlMnEep(ujyhO5?;(& z!ZtPXVf_Kj^GdZHYyv%@q`ywP+&Qo!^2=RWJ>8dcrRao|UM;DZS}!r}<2dD4X2&(y z;fIqDzaF$n)??uOjOJd#&6MOmJ8SMJZOMD$1R+ktVVAYiyfJIuit_-tUTQdV*I;^A zxHp2{M=(3y^Ef*iA$qb~FM;&a84PCeYU6 zP%6{VyU2e&Th5dnI#cUpeFj{=U~|?3eBaNKcY_+=Q`{{Ki{{~wdQa=8uE5J#vYsCc z?hH6pzYvVO4fE3yVRlPFAiGw)LFT8i0_#z5eU3O&rI8O^@ z7K(;3Lz7=g>L0s%=5cnYZY?+&-2oiB)rt+!6u|5(y)rLM`N5aox2;ct@9o5!T{7)E zXcqI&%93+rCp_^A)uV&p_-D;kzF|w&ZQ1#PIe&*Z`^$xB$Ki~WAci4=S?XLDOlhU> z0^5Hh*5nGQ^mJmqBRicXXIA=e;5z1%G^MA#NuK^fcB}{5oV}Ax;2bjCW$%Q!e=%$B zrg!pX@cowIO+8T|HGe#7-l}&}jHOa#IAlR`gE9@{Y9jxK*>P?N4q&3V+v%8#!2U8L zLOO;;{OSaV!21XH4PSwPgK0t>?;z5mcaBdSy%rbjFfUO zBz!4NiV{%d&Z;5PC4*-Pd(2aTsSg}>6_#V&rwt4y`!GvQBer$fiCSP-`0?Pn2tqD1 zf@Fx@DiC5zvg6*6Hg>_bybSiQ8WA$YSVZp$5TQeC!D(2ai9rmY^p@lhr`imID(UfMUP*YjLt7W&eulD60*duK29+@ zMoUh|bO#QHMVY~I^YMu~xXz?#b6SCJR@q-UR37#&=L5FtY8F=-Axmh(wneucy@kdBIsY)A{F45Uo zu+GYyTgCnCJNuSD| z4%-(wPKifXqY%uFFnbGn{oUwhB3g}`vRb=7EVb;2xO^7Au)&d0&m2=gvW#y05LJ_b zGxX`PK1UL2VYvnO9= zQ6BoRltYwtV8WS|dlQO@IU|+hmWNKNNdNL-DTm5Q4;xl)Hx&ESD9YK>_0n^$yyJTe z9Cfp?rlTRyO77z&1WT2gv#Rlh8;;BZw&(F_y^DIr(Sj^dkmWq3uRfg-9+;{MJP7&E z86E6Lmt6xKI*5WVWH*G!i`(pnwP~(q*I=z94(S0~y8Zkj>2k}-5p0W_&P#9#enFD5nBA$T?6hP>E-kXg)?(HRha79;iffD%mC2#tfGAj)RSecs zX8$^RE3y)hu#2R;z7^eBssR{Qrgh{Ze=|jR7KY5@{1`nY*I54n=0DM9i0S+dW_~zJ z*7a&JEpwjZ6M{Z9l;g6~)7I5tiF%eId~?$n!3zOL53rLfty)v}unclJmckr780gTtZH#-3}rDW(3(z zV?hPaW@(HP8OC^MlauWDZBHkm%v{g*3m?y+}IHU_5MMV+|4rOUprbI`XeHFr9Fak5n zjO`rf$*!pwO{$Fi*$qN0!jTauVj9bXy#smgkCZ8S>(eI_tIfR za&x2F92S1j@d`&&O0iYVc=f?yR|e(KE00%%{E&ui+Y14A8zHtk>Dj2n?K>gjlrR4d zS(6rPqtfL`H=fSl-mVw)@R|`=&tEl*oF#O#ggz`5{JnB1MYju81)oBT!gJ_OoZ*jpFzlx$R?ox&3jz-0@?+-1SGk{OkDhDZ|}$e7R>6U+&w*m;3ML z%Y#qx<)L5l<>4_GP=+r~ij?>=ol{ z`P==pFV}@t^qa?)qi93?O*?&hU38E_!G&+*J0+JvaLGq-5~Zi$es=gGQS|3gGuMSLLbDd?s0;AQutz92Wt6#RM^mEcZ=+|7 zrkokyPR}@pT8AR_!ARz(^QNgo<%eKdSL&BS=suFnC-RDzs+M9F<;tP1Oh$U8B{d?H zp+l5x3H*}IT0)GZ^;7xVu%hC_FmZnPbu(D}nOG3uw15ZD zicUHV3pGB*k7mlbVA)6(bGYayj?O`sJ%1KP94<8+*bXXvF*OzE@48e#O&Oh)ug*z^ zvW*DJ{S-001Dr)^HExNQ9h()0VdZmBQIrVEI@We<_#y|B%EK{nP?0)1M$accq>)ss zIvnp2MOC9SnTte>caiuS>h&@0?9pi(6#<)0IV69yyKCza)#fAMhx+6V3*zLpf4As{H^EvDys@l!MD(QU7kM3Sf|GQF5`)AwREp9Hh@`a`|~hT|KE;(r3BislISRltk$Hbb4U@ zfR7(xh!R4~&D^(Pk@=c%;ldGL6S9jc_=D$JYA+A94adTT&aXw7?pQYgsc6PVAX(`1 zPtv45&>Bw$R>V@Y6AQMop^)+}m~*xe_^2?@6^}=Q(Sg38u;{is91<=9dLlc+-NH>^ zUwEhR5P(`3PV@((!b^A2a8F895ERGvxh(`FBE5Ynab*L*WGF)0>GVWGC_P5>#fRY9 zFhW<~4#a6c7U8z@Jh0m*H z;RG4xl0iE{cv(2XNR)2eS_o_+W|=ZN!r|@Rk%Y45@zz$wHry+L&|pHEMQ(6uW=WaL zW;UN(#$^|2!xN(w<$(sG!)5&q3>U(siEvLSK8UjPZgyRa=74a?i~B>^N@ggM>cdP( zcO)*noi17mej4ZZZj_7p4exqF%ckW?uswjIczh6rbJpcD!=}+P$Y$ehO)Q%Xu}GJ% z@HSa_D^b8rcAR@#tcr7hvPwz)CW?6PGKq3E$*}jXkoWE;ihXaZyz?~K6=01-d7HQv zc-P6>iYBTG-VO4urAgKY@A>ln%4SEU@ODb1u$r+ok*pcstqSL2oU9(+ZiRF!WKwv0 z70T0`loiFhO<}yvy0&;@3RTfOXsV3&B86;ea@HGfN}?ZXvMY~wNaD_EcGMv6B@*ej z7O9XE-s>!?CGfBeR`2!J6|302TX1PoVe7p?V&P#GyWX25#@(bt-g}G0h()^22=C`D zYN)Ixs({}6te;5EUn9;`6}=Bgl&cB#F_^emc)utSZj_bqJ|b^CO# z%lnE&D&U3pfJN01rl5j&zhkXLv|FOI3YR9TD&Fr&l+{G_#ru-HbBU^P>z=|uM%B2E z&+}zHzZZ?`EJOHKjSJ7`OW!8GL@vT*KHQ9rrci0IKT7NaA2N89yb1Y-eQ6Ue#YLR7 z_cjnNMn%NtS51KnI#QSn1x(pn0%-OkRBv<6*@&p8ov*M77=3FmJU=I`@zS8S!urJ- zo?pyCpP_2(U*+3{rQR-F`t2etSMcjVArkO>RF(XO_S zn$TqTJti!+`yLZo?7qi@C3fFq!cy7yxD(n=Sc`6gV|#$PX~ImG
{`#6g4+KNm* z&Ux;UbE2n$F1gjX27`b&ICshCh(+b)X@bOr^NzqxHb+;1%k`R*Y?77)ySwofPf|=c zA1qdVkS&dh)W0qyJ_&2Am%!?0#O{9RRPq2&!e+PS=-HuD{IA5XVlCe8a7cb%BYsPt z#A!n42-eM49XBlZYhSfPDi;HzUBrxhUNQ`3C3^u0-)`a2w+VYSVOt2h9797q`bE6i^LliE zH@Y)Db6J7W_*jzyw40ir_K}-(e;NAb{xYzb^uXx^(!Oky{@q6)y)R69sEI&8V$#D! zxUP7Tz(>-(QlBolRqktN2N%5|Zxgg--4Ae-Jhv4m+Imi$Nij8vc3*PTpV7Ic1r{-+ z;5vPsW=G5=&y~9DCVlH@_?iNgJVi2%rC32xI_asS;bcduY=6kYuM@XNVXv4?J*aRr zjD4Wu{c>BHNzWV&TOak}(sSbNk{USTdkTtD3Rnp;aOM>-lMWmeXWF_$Wx=`^Uw}3p zOcFybAv%ddep#FJ{hNVS?`xA@`aS}I-q&PcpY9xGoICoP*+1h=NE}AiKkqH@1FA3Y zQt8~4lPmMV^`~Y%3uuggb_LC3*z|>I{o;*qn7l zF%y!;c6iH6Y^|#HZY6WE)2hcrghY5GgOOZXyHfEXm_E~@o+gdEmykr!+Jj|RNXTt+ zQ9|KHB+v=lrv4J?GC3)7&vw-VOGgQxD6=LcH@Ef-3^Jc)=0junC4`qWG8JrEU6gSL zrSeIMx(tX?$z}+9l!~%O_6LpqGXt&b&;TYEQrP`oN)mz1Q@@VcVPHK&HB`~Zj%4S(F!xz-ul&i7nuA~9C@DEjlQVMsE zo1%;INFUGUOf(%KeZ|@BoFGhc$GU7jTX_W$(g}>NA)bm`lG!CiSvB)}#PDOt=I3#f zfL7)I)ocJwdz4UtN&{sg8@QI!X+DJ0MQc*~Y!Um6rbuMjD4!1YE3Yl)oHTdhEZH4B zrcfG~0nMt|PA{1R2Z>ftsgemZ5zV=bBr>Y>G7-(l*s5qwMqDEk(R__0Qj)ZwZce6o z9B1-S2wshKiLzRDD$Vc64c9nWxn$dhLeLeJ@+TDOH1#8kk^CVzF*YE|enx>z6GFCz zGBF;Fin9NrRGKHsOvPq#Wj`mrG<%fEH#vZi`vsLOO)6z%?MX#qs2Sg<}-T^9eaBxQPF!`iG(0ZS0*xnG-emPNm|e}nJtwQQ}J$5_PIxqK!;3x z3J|t(c6Y}IyRcET$4%-GrxZrq%kF&x$#gi0-EJPAP*mGR*;|x{X5efSR3eJ4{2ncB7H(>`BB#*>A`sn$NRENJqj;sW{@Xp4$SN>QnV{C>D-| zs0@~J3eEmW_FURrPOVHsg|N&b6KHC1B!BSXIij)^OhglhqY_~gSW(u(G&HLyX}DS_ zVY>0H=bA-Rj;s*cU0vtS;uM;NR4L@6P#+$WKPCNWUQ*gXY}v&FT?rJx>y%2vsqTnlrVj)zgV-28pQEdIA9v9EC^?qNvH%Mw$XWWBmNTw!j;! z-87T6+D&t#IhKn?9}&%T=TRv%%at3&JLV2iJ7o^d?Bro6GD3SE%7MQrHB`CKu|Yp3 z8SL*)qPsI7rqmMFo!6U)4-U}W{1hJ{Jb8GO1~5pKz`$#)3(}_45q@kQ;lll)iw%A* z;k|h=bmcPy)>BF;r(_77M=6sz#TMK^$nrewxf@AEc7(A@3^tsc(n#2fy#8=+(1D## z*h*HiClL%`L(X1orY@!|phs?1UK(y8;b!Iy1VYKcKq8D$;=RpI6&^j%E2Y9h69ErhEPZKy=N{WRpPBm-#T zjpIXZh`2^3av4rJJBdV(n`Y`;iY{jp6C`QS5UL-ao>pawX1pm`qkXsKu-hj z_^aJCMCMUvn#x-3rg^(k%2i4O=BwR=^|)zc^>)(ib#OZOChGM8ODi)xZrXHywVRfE ztaj5<`_=BQ0y;}P(UelN=5f>LAAY4k_PIs*()DnN`FuSEhw0LC-I@qzr>ePNB<0$XA&;Cs0!Ofy{mX(7h*fo z-6dSI#^v!o|1R%RSc34TpK=hcadcO{j`QFhwVnW;BX}Lme~Y7ddk7k>yF878N8xh8 ze;f{`kb`g?9|x^wBX?d4h~91#zosjR;SL2D>FPf$VE> zY$jf0XBQ3CDkUcdE?8i0*R^Mcvv>u%&R~6SM(&MJapE1!h8#u8mJQV=1IB&W*4 z_&CeCM9G;+fRZy)y51c;S6Fi-oRTszBSqVIEa}0dc>o&ChuFDkxFblW)hFAG@V_bH z^9f+#cr=2ml20}(*rROj#`s|>th~F7yz9WE%O0f&?}y|%Hk)RP$-T=6P-ZXN#;|g) zEKLV@vKMnUzPV|*Bg*^*Wa43nD)SR1b1eZ%=GtEzP9_y2iNs`xuTF}Ts3S_Ob|J!9 zVz5tIxrG2FaZ3-w?$CuGs{$F7a!8l5bhFcTE^A?7)RncMXC`f+f5hYc!^NP~7#D-DCFp}0)4kBV+u zt>%x$gmoR-8+DV$$!>h^%c0>IDwWF=%j*L=C)o7$!gaa$v)-GMr262O3fz|*Dz>#q!4|yF)%`iZEqnq(Qw+64|SM)7=41KHR7Ka2w*_cFRsMj&h39Z=Dfk3 ze*8Gt`&UF?S%36mWB&PA{mGqczo>|wf_~W1Y8+yXN$M5b296NzYjC6Dl6@Coi$CLn{;~_A2 zyp`iAETkM3Zu5#v_W6bAqYxpH}K`SO`9bbnW<0e@)pOb7=Fdb>%EH0}nTm%-_s)krhC{p4k z+LjZqNi3apmeR?*$xdYJcv6bc7+|zDwb4@y^_YG*OH-fhL~CSuI+D1aVz?svqB25F zby5*WLZ0fRBip1>6`AOeN;u8Q#HOF-q$huBM$?`2&V)*nfC94VPp?4?kZWg1U@Dw_ z#zH~mI2qU~j{#>gIEJvZ7O23%o25~N%biS|?UbbLo@3~gdx^5TTA(PX*c1{kl_s-6 z)yf#7a`qW6X-3r9K}l3|T~Lprrryo5+d5tc^Smmgl!K&!fiXffGLTEJCZLsNw7`V? zm^!W~3spd(J}oXI#%DRTl+MI3iCybRiza6#q9M7>BaqNxalLXU1)daupIFs3o8&Dq z@?f{KRF^s(;!IcuL8`Jzj>}QL#Z=IKyBcEtIX%C$f2C8JM4fH792nm=>2QclKW8%9 z|5bKz5+1#KLx^@o60Y{DMrMs6<}~!BXMjb!WwmlGJ@+)!^cr|cz(3Qc;HFVh**6`0(*5GF=Ys}A9*2tf&tV#RX${O>tmH3&; zn)XDzHxZ0gtibOzCM&9T&Tp7mvkVJkmtx3kd$MMAq<`hcnrNh}rZ*I-K{uy&Xl`8% z|F~vNq(2lL><-t2&OGzPa5`!(O7cgH{`_Ycp!^9J81ntOZi^vsy`_>IjipSbh+uQxaEfBeo{X5RVy zjm^D)atik4?5y71dxLNHP;*P~18;o2d1vnfce)zK%m4kJ#;tv^-a%&Hll!9|U2uIv zlRGEpp)0C;&>?wAJk}$V+&Q^G?qi&1)1n@9=Pk?aQa0oiS+4mfxuPR+WJ0cIk>?fH zg0#em);<@tZcY~aT+7lhnnr#=Lxa(3?;^GLkwD1N=qP=8fR9N`WC-kX#HGN$WGVvZ z1*3yukud^GugQTZjWx*6xhWH-)9q!i0&l9Arolu4zMZgFHVUj~=AR~Q66%MI(gH{@ zU%d&3;9XO+W?_?e^A_Tcd5*qBuaLt?Chg27WfvCWhiSGaEU;FKKJ}8nu7#Y~#$Pyp zI9AxC>RV%AFl5!OmhSS)tI&RORz;_}$`ATC0%Q_<2=lf2MO3U@wrpWVRjNBS$2U{{ z0<&BbOutKQVNk*|*6qFy%?Z7T>pvRtTvF`0#5x*kf? z>HQh`^{|&tceP0ZEng2(ne>h6>3Sqdr)&P&2YO6Mr^5%XUqAD0cB+=42YED&Yel*Y zJ&vQ(*JRkBhir8Ewv2Q=(4x~fsdO*ODKidqIa3kdgG1-h<$Q~yoc|g5wNFSsb40S3S%75T20-UAT@xUgcR3)LcLN}qw-b=e z8w4ct#sJB@DL^vsrGRAKj~m>LfMniVP3r#vn!%dV!xzg8plLZEi8~F@CdO3(n#Oc< z0G-b`YH(yJP%+6;m=1_~|GA%2Nao{ zB^Tl>p(Arf_XToK$9XM7)bElI$t_?UPRd?%uS6}5Lh&5VWL2Sf3FiieE<>5mXXthV z(YUC@tuoMe4fG=e{mMWeh0A1)Hw|=0zQ(<8pkR^4y9*+9E0H159*wDvTO`-*`kAzY;{ml?=2UE?k?(3=M8sMM*C8R&F` ziR5y|85+99K;segGWA*m{mDSRGj-}e4D>Ik#xh6snHoA^pl;0E$y95OhCXeeWpg#| zegl;uAZ3m#4fKYAHqO(j-!o7X0$1kvHv^S7YTSMU5s{>e8R%CA+Oj~W{=h)X7HZt1 z2J)SyarYSL@(zqWOs2&wlYVa8YEncE=?-*#|GL0+tYiNprW*Df>K+Og^ z$3QUy9Wcs>|v-1XK8OOAZai8MA`;G z+2%G7<&#{-8psPs@+&nENt2w*4O9V0%BVCDX&|McSyK>gbu4xMA_Plm&jOM%eg#N! z{u3a{FAqeL3&}-;0Sb~UxsXK?M`wxaHn={6yUyUQH@JHZ?tX)N&fs1!xVH@MkimH@ zEq5#+DVJV|q%N}!?rei=Gq^s3iyGYZ2Di`P?l-uH4DJPkd&%Gq8QlLE9Qg{3rt+2a zGvQhc&I2e{5N@f#N#7H0xxvX&AlwRrljTv}gJDqM=hUle{{-~B5F4yl3jn0Ml zZT`#ST-2LY2tZoaDGJCFI#+|jkSBAjHV3VptIg2pTw8#lekR+FD+b9F4cV7tjV}Fq zL!~>-nwn#sjWfk@ z`roe=4Mkp#H6Le^n*K*^F8xuPpJSE61tY~-CgD9R5bMD$+22+rqY#v8fsQF6M#M(%_c=dH7m!e$64pLpnjdR zbDN@}w(xL#zNKh{(Dn3{5t!eNz~nj{Ep;1bFq%)>2+Xx3Fn6S3u*Ro<2>k~6M|^NqsmxWcb2iw_Jdz{Ncwl@P%gd@I z9PH}Co=WBp>%n`m4qqjv-$gM!qEqNQ4%v28UUJDL8jA(~_})on=9>(&rOfmcr)DN4 zQ+;XjXxWYB8Ht%3SPTNDBh`k*Q)-`#4_-EAoM{&vGB}HoT61HfmLLhFS(+eI8@7j- zjhc`ySX*dhI}quMh)upsu12-PC4AsIU-Htitl1^{V_14iyhjBDLOk)C(*l5j2p;uu5{2MoHGG|DW57K=00- z0Zi;A1{vFwdBd-hgjgOoG{`2SvE%*nhp* zG#AI7RaO0Tg_GECgr1&Rs3IF5{2mIjcch}p){z^BV&90AZ*JP|N3Egt0e{E50PU#B za^umYpW>4ogMF5wt)Zjivp%rC7MvPb{+bSA)4pO|N4z88HyVw?O71=~ie8FeBYtx1 c@Xo-`zd-l(zJQ;FfG~YSGt<0gCUCj^KdX^DX8-^I literal 13082 zcmcIrdvsh!d7rzwt6g8ok}N;sm+U2xU$LZ>WZAM5$B`eht>8Guc1YryTvq$ib@r9r zyOx|LL>vbWX#mGSdDTG40UBDGrqGn65E>q7NO>OGKWIrQuaKnS&>l*AfTp;=-#7Q( z-Ie7uIZgLicfR>v^UXKk%zQKV`k>LG`1^jZQdbIO8hvhh#uZpUW(=jij=!VIQjD&Z#T_~rx0RR80Bla)$6&8)9@@GSX~Zn0d)Nxr>JN|CqV z0q{NI@pTJd$L{#Rwg$!|c;0$>0}A@Ux23-U8AI*)b?75}!e0n~!Z);4>i*+d=v%N} zsUeR~+XsDHhkX_)H{$tkn;KAB-?r@y$R(&P*Mkt?(ciK7@JLW6umlbDfN!VQZU=DS z+kL}5&)hp6eNuSe@MYA_{A}ZsW_J{b=ZL&#{FnFQ-wn}wI#512CgT9;Da{LH^j`Ir z$E%A8+|Wv{R+fj&7j_Emp79r7Sa9$7i}#M100|s6g)s7^>T?7r0d`VE&R68Mun~1J zBKnrc-C^3I?lHR`rEOy1nV*@kS4{n)k02MDgXz($#(!CTs?J)^2zAwXYc-5UUszUW z9JpVs{@@X6^F*SxmORYzGj~Rf>e@Ho*?QrEQq^TO2H3F*ZWb$i<|p@do8$wHL;c*N z7cN|Q>dW`tcO11*#Gv?7na2J@H^laA-W(h18|fR2_2%7bA$@f=T}YRmB&vyWa_Z_* zy5Kt1e5qWF^=4zenegbp`y$^qbF{tq|22PyAJK0ICk@{T}LMNP3$^!?D`XX zi^*ypl9dzt9rr+W^2DyAd+qD0IoCPpRNNB+*%K2JCvvFTr9>ILeaTWu{ohs6kLncr zjbEtZ+@7{w)%5o-qSjR1r{F4c8c$La27TBRid3eGWjEHq6gF*pvg*L} zf_*As(_l40ZlgIll_;ywbkaRtVk73xgw`@m0uUsX6NL(C?-80AX1h&hI9DuW#fGM+ zhHHpWSX)8PX4@%FRx>IV-n$jEJ7SmIvI_4bj7kz5;r(}_Q8QvsCMszaK0s15VrO!R ztO`$%){2^w1MOPYIv@t?s5JaqB9=h3nt`8G_#o@cBet6_WeSNrM6RQ{)hcST$Dw@_ z2ggu{5I;p}pQCzBdr=Y?&vuct$Rjk75?c_5VD)qwZVkVI^(CxN3;QjsFBiJhZPr(_?o?73lkgjfh$%BaS#c9C2PC|~ zAP&PW-fb9GAQ>ARIu4~56*8htMl@j6h^SU@v6clDH>DP;Z?!39HILC7R`b2BXwzzb zhep2hS)rW`w-b3^uN3F5mEv7xDc*fniue4P6u#7+ znJc9Di(OJYe2Wx+d509AeMpK&zAD9|FG%rMZHp=QxdACYKPkmycS-TrpOWH>-;v@= z|0>0o7h(Ibn!hq6#S=G5@i#>&o_x0yU;V5UPdzQg->Rh)_}WS-zP?3@Zyc85n*}Mp z^>!(~{Yexp%~9i>m$6)6d`?Qs_-B-@ww+2(RJzD<+Ik0g)0HmQC$tW?|D z<#?>aL$$9#y(4{_iu~ui!h`AC#vyie&{mtl|0ty?sHHn{u8RC-e!-kuFZhc_!9~ep zo-3@1gp7H`hdqYz!_xRk#g6W1M#Ed!x;*F{wJ4V^WZfwhX`WxvHch7yIXYk~HuyPTw2g|i2Nvavr_hVGODG|A{BV+L)Cg4kmMRF;_aIp; zomP>~OQ;~VUd67+JSzMMST?^BKLidZPbS5Vw+2e2D+~g)$Suk;?1kFO`Be=J*0W)V z9YyJHP~kP`m}-xsN?o-mja@?3Kphu@MN#y!ns3v$)hX$|l#)6wn&XFRih5{~HmfsT z%&5r5`IT$|ar~4tzqn9zZQ<>ipLf_}kgn5Utv}e-qo3!tZY|h4j<&4@+kUcw#jv>& zGZ{N&%E@G~4MZPfKrgW;iWPfb-sRSaMG3&s>2e{FQyr}3(ivC92o;mAdR(-Xo$QpWW<^yc=`elDI7u}tDzURq z%SJsbYFRB6xzW#xc3rQiS}DZR<}|umD1%TxBOY%R3deqWQ)brq~m%6lMq-M zMVJt;2PWa+OJ(}iR@WluZql#TSjDJpAC zhzt4(k+)WajCVl%-S}I14P?}+H)+Dkka53{T*;6{e&dgivM&4@lg#L<1*;V@{toPh z(N1f+7`9eeqe5LecCDzcn_UcGt3}tMT|pFE9U9fqC82CB(bZTN#7fYYnw(t)Kv?9YeeI&T~jv!tQ{I@8f(4SQP#BvBOM;rQD+@81{aEZJ5Y3a z@n^kGW8q;h2(8y^jM?SKu647QlV*ct=h zI;&Ae7blGME?o;DK#t@Pc2>*L*GX|qGTD|BTW5V5208FH#^ zNWN;$(xjkm0g8AEvofx*MaeJ%qvXy ztL@`Q-64S~eua&>?r<80uDuFTuevAQ;xx`4n+)2@T)RzX&bmxC?UGO;{sQrQ;3RVu zl5|b2sPOM@Kzhx;HhECg=i_;8U8YnOEw@n%llC^EHH#)f$sH8Sk|+!*Up5t}pVwoztZ<)+y8=}>W(|sV=Dbmp2N}v}-}ZHRHGP0aAHXtD|;LC*jQeqzdCvMnlo0bJ75*Nz^UPPXPZNu|oC-fpDvyG5sYs&3|3tk! zAkNiWDIwCn&jIDRagJ!lb$GGxEs{ST2+QcxvNqxnIDdkoeLtrvx*?(a1M=|bDGCK& zkpBIUcJMG-v!ji?9t(T_`k#7JeJSLGLtFiRrq;! ziAVNY6WWpRl3PSP4#^V0)4ZOL-P8GWKFKlIEfgN`wR*bBmn9DeVUNKs@brJNe(=co zFT78fcsDRFQzea<9}^y49B3X{wY{M5*V`!u1uqrE9xS!~j4P19YleV;nKXs9^dD&* zFCKIcs8k$Wnk>WpKOvR(5w-pa6}PC6eTGzCQ_PXY)~UkJlE}-8I#KO8itdumd?O&& zIxv>*HZMjWZtqN@a4P4Jqn#I_O~BX$#vl_C2#2vxW!^tOdwoddr<6IkY4~%QyN}`ae;C8sAI{S$=BiVAXT5<|m z)j2>!Gy)IWNJ`5%H{~bMTIV3~tr6nVh2-e~zlHdYNWNI$5xu^_AySqIWlp18Nm(wG zTEp9jTpcMDD~{`&O51Xw*EvjVEK*2k6Lr|_#CD63nQ|g&r<^P<4OQm|qhn*F0XItA zrbx+7R_szajYD7>oL3QhC9v>W$>;NxBWauU9QyVl<#<26iG7zICZ%{(^E^KsI z4W^6blv*6)I@m4`9$(uz+mJsa?Ox|p^ji0G|i2A1Ra8+e^E zR%@i|^=MEw*$MjB=&_HF1l2~zoQL#5{2AxJ;5F1kPq1J21HG5Z(PDqluPt&@oXaa? z1U~XA4LY^Mo`d8TQG7+0?!kzsn9du~&NKU&5p4Dv84G$aWZP~sWA`h*6hvML^S0W! z%E7vj#14r?Baw4%M-3|x);Fw1*u<+zsrRd12=$84huJg^tiD9rE-B-H1S>pgV~uc% zWyd`oAWb!7?>~6`?p+7bTy@f(uwOE)_&OJEgL&J&fCvd=aws)Ch>aB2{3AhXFo^!l zzs*lLlHZe1<@OJsGk;h(vXnuS5H^7he|t6Cz&Aw+HZL}sqAe|yFi?#w48*r%WsQ=NYzs!f<}+DQMQ}OrEdquK zwvKqBcrDduT(d&+7os~>P;pyWQBV7NDLU#ICKhX!MFBEgfNdJt*{3{J9#W~rbNR5_ znhm{Jx)G+V#{JT=5b#>jWdx<8;X&!@a<8lK$Tcf=AaPhx(>vI*V?}B)?OsW{hd^C5 zmx^ew`Faq}>Z(^r4Xc4%a}g40%i7vtP%svUx%AF!G_VHET|VS_ldjPAUE!nX8!WRm zgM4SL3s4v|-RBB8g|MnR%( zZ29|k%Mka4J(DLEhtO)go^fI^19WWpdo^o+3qrRO>H9#fPm~#~muZmLQcv-?w&A+=u&8zxYY_}K1&uw=voF&?8Hh>?;N4T%PR`ZE}y%|r#_^-Bwcp6v-alfgIJ)?2?9wk2adz5(aJxW}Ej}mYA9wi=pkAm+{;)lz{ zY&nsS?ZZbCmDt9a?b|lR_uyT~Ze&fjR^rz=h5a|ibIxQun@q;BcxI=!494XXnz&O) z=BlZ5Jh^%EtE1^j{c*ftsl1Bnd`G>?YV{fBRU5Uqd{9`IE6PVnh%LS) z;2k$YPvL?)mCp1{Da4>oSOFtg<+C3RCIu#Q-9_9{rFrFC~QiN zd4R@g0|287;PmrMm9n~-- zFHv|VX7KcmUH0n}xoR492Zu`ej!W&|vu8B6(M{!h2R7*s*>FgNQAkQI7|OUK+G?6_ zgRxAM{2$ZlU2V~~gmy0sU;6|YQ1|J6s_oOK=Ft7z*r$hX(G0%)dFWzF8_*9l(*4ZT zrx)kw_j694erOKePcMDCGl%Xcg+BeJI{Fo`Yl(UU&&%=GtRBO&TX0X}xlVB3#B;si zE{E6X$!4_y&<4Tn32+AhZ4}(~fLev`7$AN=$}@?NLkuaThN?yVD8T&-Ae>Zy+X50j z*P?a?&_n=ZfWk=EbZbo9G_)#!)(6l{0hA1&LI9l( zpt}Re#i>R6;NbxJb^vvwDNTKC0KFrC9tfbH2GBwr9kfJG03`zGYXS5$AU#I(GyUEo zbuIf&EKnL^P7)I;n(%Pj1Kf@PcT<2n5#VM5+#Lb#{Q>TLfO{mseLlc_H^4m|;C>b0 zUJP)3@`WO*`27}Nu4aw;)rKF2>fZ^kM8~-L;+K;r_y3p*A^zt3{T`5<*TN$V@57Tb zxrX5kINyL_ymGc`9@{$6u=oEeS3 zPkTJXhOmzuFHE2GIS@YrJ{Iu!n6F-hF@vu9Jj*V^#2YX+?uusc-dg`CbpZ4}*}`!} zfQu3jPE1ag)2D(Oz8}uw8qp)>u*3T>-yHOn`Cl8lZ@>L^AB!7FykA4lj=BeN%J$xt zzw|`{sI~hhvc8hbBJf}8dWU-FzoP+VXy9evsW=Wg^a?IU{$IVSKSn?Y4jnD#D&sVb zpD5r5J-3o7zhvv$U|V5OeV=-k_j^t9x7A| zR1vv_`c{#V)@`mVL#XP>>#skep*`uo9yLab-XW0fVsTM|smpHUe?lzN2t;DEfIijz-F zSYOs0OavWry^*zI!r`)}c-$EVRVjbhkX$TTVHc$8vyw%jueQ7@nOB0#??P_GLCLpp z^5sofUtT#eNs#1z0l9HK<*F)^(>8^-ZowlJnu}_Ut5L`vi{e<{KPq~W92~I(BzqG#)bH6OP+TXHJA{uj~G^O)O$Sror zv3(WE4%ci0F634!xwjCnR^-htub7mS($}LL+;sy29e+}8a*`tr2p_p$h@uCipcf}8 zHzg@UYQc{~u1(417`ds{AkE+NeT4WnSt>tBzuD!LRY~bW7dPG|#8T8D`hyvwHjm`0Q}XRF zZcaxk0EzuPq~SeNd=YUs!%8YB}J|(DL+Uq0l9lqnfy2exhHza zE#Lj#9>4bpLQ#g-K99>CAC5ZWDMe8g9}si5|KmOQU*2zbgNF(4?glRi83n}mDH3$- z5xWj|XAuF}yki51%G=`yt$A8MGm@o!tYEkQlO5YW5eaDdWDk%(Ird*fk-mKlv*SbW zj&1!!q8xe|uV9ZqZ};3%SmxdBDgEH?I*1?YP}cx`*kBONYBOoyzV|AkLA)e=i<+wA}mgk z6_+($`(Zy+z9YLzkXgh(vdaf*0I0pYNWA!MbrP*UjN}1nT{-@A1DbnOt?M!Gsu9 zf?Wdmd;IU7ph8f4Mrv>pdmbm*-HA`B7RP3i_j4hvyti#+6~~5A_{tN8pCD&XP!4|o zHWcl?g{(4J0*)>Zd)PPW;juC;r;_bNav4g_QN&IpTD`ZUXwNPEDE&BlP*sQR_`t&H z89wFiT#qoxxfZ9~Y^~ca)v3C5fkV{es^BJ7iSWmluM4Qg+iRC))npd!*ygpm&%bsX z%o3t|uq}WL`5~$qtJDo_5#+|d+{DXy<68jD3Yhnsy(TYaK2+S%%h#C@I7gwMYv5>NQD#H?5X9K{SP zCSbWED%!n>Iv*;BvXzCA`}XZSNf?@#9UrdQz3AN|{-czZNBlpe(_a58vSn$)g=$&+ zkD7wa#r=r?5T&s~<0?=B9;Jig9V@3C_CK}T|B$R92qx_&%0tko)X1!|F?PJLhV$w8 zaSKgQk6*747DgA;rog{me82$hRD9@RuQAf$*V*u)cN=NcVA6RfC5vpq?KDuG%)8wC z?WG|FH!}q~%~U#ack12SP$KgHjbU;&ApA_c*eh$ya~@gFMsYdg-tS}EFfMn_E@0pH z5dr0|AF|?NjH`KQAUxLm#mjwj#*Xz(Dyt});2YnO=9XbpFUW04RpgRxNCjIMBJ zBGTQ_6^r`DxBAAngtvskU5QAvGcG)Hrma~X569wb=1g3|wS+#ZZa%0gXTA}uY*BKyx3k6alJBt)NIyaT4& zliA%FkF<88_C`7r!m}B_6dJZHR0y{#Gu{@BC45Oju0Wu*vpW>n6bz7kB4gBe$oBCB z0!`f!_|R!W{G`Lm2(<-cA|nuqHg&fMU*@&1f}I)YO2kCw4x(`p0(j=mU*W=&8E6W| z!yxZjIJHoD`t2{)5W>T7YJuwOpwYvolip zVj=nl0--HiDk?+`5pzF^C_3MP*B7c|0r3$UtepQF6(W}~a^D4o zME*G;T~@mkO;>(i)|Leb8URzs?siIUk+oIeMxS`fn{aa=6zmFyB8jac>q?3s@<>(I z(st4^u(K-~7g>Q20;~cGCf8`@psT$b0kNxK2lHe)2HL}&t%){~6(?EGpgjC~U4c22 zq>LCyZ0!n*tOfC9LJT%3s<@ZlMKF1fk{8P^BmBGs(aVEO7n5Bp77{%;k_g8rFGSYL z+n~xC974@a1Z?)|{53W^7T$#F9Cid>{yRSfrv|LqG!Fr&Ha!(K{}IL&D(^+s_O$Y| zTE#~`il@xziFOkNB zO@d0^=b(NUK@5fyqL^;!vu;Ss@`{OMI+s)`Uw*0oH_-i_c0uXCIX%l$0p5WFwdgzM z;gAkc{@V57p7b24a4118+zagw69VTm=K{gR!wFMc?oAJfQp{EZsQ#JMkS0M%o9~yT` zsG6AMYmUUxG@&VZEG@K(34l{N;Ltpb_UdtP9?4oBMvE3jqxjSr=$AT>F<*!7$FzRi z32tLz-JwJv*u5oCDYAZ?9@rF0J8A%JUH%OrQG&_TaX9RfmrETg`)9;O_Mg)Ot#pDC z+#W#P)eBtl7pYbFLwYEafzpbqV)_c?)(Dh@zXRx>8caxtKLR3+Cat13j8VW?gPDpZ z9I}WPd>hTh5OTUL9J)eexvccyII~EFe?!B4 zovh*n(h=Q+Myfo05K^E){&513V4Us?MAnq_V5Y)OsRBT#$m{WZLi)mGf!mCsJ82|V zpB@0ZUYS~a6A%Z=;;DRN!Xt7FiaVpR4h&KC@U5Rok8MaML!B@)!9NK$EpLOAy@lE zbwk$uVVq+fUBMWN@47SrC)i4;{?mQllZ3^^ihj6-Q>8bX8`RUUi8OFfr5E=`RRJ+D zPl#bSWVcs_hMZwKx)VG+nUkTCXyid1x@QDcl;t=p&e(?nxXSjS%(h)+^Bc zn$|D0>IkV$V`y)5Q$KBu8!SX64mqA58SZQrSsT+cdLklglXpPnZcQ&L^XXYUS;mLalQ8LIO(_&&CJtq^R=y`qyKU`*N&BtPe1Np`X|&eNCf5}Su>^-QnWo-F*7wuZOwnO8wNBPoq4fb< zv!394IZfS@)%>2)Zedz96Nj{W#BsDzS+Az4dP+xdOTcORIw)>7%7@3ooGjUa^jh)B zGCs`}SWiLgQPON?#pK+C#>n~;`EdH9L4zTz^RU|PLL4@P7->)LWw_I8Ql@AXI(t74 zi0cW4%R1Q~j^Um!yCl6ts#XdxYh=9vwI3vVFg(;A#uJ*XQZoPalV=h~hw0YT^DrF1 zpEzo-x>EiYE3f;InuH2X`0Xu#ntDM3s_1k<#+GMLate;H~YB-NA@(&&+-dQ*BfOU-Qb|Ap2* zLz9di5uucRAU)Mx_0G}BN@xxl?Q(R&+P{^yb~8FT1ijB1-8>&7Eq^9$-D-4_GYk(Q zaLA10(a8wRtBI_irl)ywunP~0o1F=>5$dlt5HevH;<5B@UTp=Dt8km`~0aMxxvggl{LID1iQ+v>Gyb;sNAl$vI2E7OCTYE<~qacu<1)dolwvA+luv03S9pPV#z!M?l-^}jI?vWPK6 z>sf%%MQrMDELO%L6O2HdMU3G#pBbE8#J&cc#|@UFh%wA{XAC2YK=uecQ^sKzWHEvP zZa*^sUBs?{?yHP`bK@z_Uuz-zf0HIiq!Z(Xg#RQHq78Bel15H{feD!-wVOOAYTGh` zZ5i7qy*j0Ap&0{xm%1KET?UPTWPxO$*=GYtm&kty%zLR&&SJ@+tIiPAE|)V((e&YP zG#ZY=$zbhg4kkNs8cJbA$d1{4@`N) zn6ub}Mn+B<$XU^>N7A!pl9>|a_R@19))V3A;WTc=dG0mq|C|xZsW~kD{TEnqhp~kG zHAej8GcbZ5m$)&Y9efdPeQ?MW;dEzXMqu7lWc@8YQ*dX})gBCmF%|7-Ag%?>tpLry#5(!HAg-1bUX18&<2ds&Ltx{8w-U+4wc(Pl7a&Dp?|t;TNv z_wflJh0M(rXN;yBkNVNrFN32;J(6iEM>_0Z=tpJg z-##njP&uiyVdHkdu)BLP&VF1kQ_hunX5GLkHyeu^CkN^%`FIJzY-Q${GVJ2S(KCbX z=lHbVMfGvCAWLMY`JA$%Dp?UaOjQLQ0sc{AgWYx6HNatm$bKNbDMVh}W_Q-6xf)lF zwT?Js3fSm&|3&C>%0pydksdfdj+e702KZ|LecS-sa3gsMPWGFGl*ZGYDvC}^R^-wm ztKS4X^}-?N+PLBxCq-#|bFfQfPfM!|R#9aCQo1X$VnEnNC_HmbH2~Afw2oY4T}~xD z4M!$%e9WFw(pW!(@?R2we0ak9w6nr#s;*LtX<7653L$9QtIsNiZIK zsFKwJq)i6ROqOV%+s_Dys|giU>qmfi!@wA)6ioJ^GfF(n_b~`<)Srz*))E@l$wV75 zh^8@~NYj-`G0q`pqTL0M2Mv&&XbhD7Qku>vAV*PfS7GW8hjhrKn$xRS&&(@3hoZpw zTq>53KK=U4e9}4eDgfR!AdVc$q#XJvONmF@o_*&k~-_#XEuY zO@rphMXw9FI5AzcO3p>>GE2$C>}o7@!;zAS1epCl>1JXwpd$~j0@gl**E0{<%S+FW zmv;U86Y!3wVu}$A*L-&1bPleWB1Ah5nV^mw{7g6;y_E@@JPPXf1FPZuc06u9z9hpj?*%zhjW-6#7PtUtphzU4)&r|mHm9yuq zouxMc^Q)=2Vgx~EPd|IU>Kye<$NVpjo;f-)-rdCG@;|5P=47dW*4|d24YfJ|vdsY5 z_ZB0brUt>&H@&J^9g6ZgYxR_w))`v=0hD(P5|tOhAlVIRCZ7S(leY{rbA}L&IAqEh zht#YZd6gYFOMpm2hI|Zgubcpqn;X^UF!;tZ1xKlru%l+;)(3}O8B~H^bEXh-BMtku z7XbGf5IZ@kZ&Yym&I+7L%l`#dVU2bw8BZqT1@*{7>bWj_2qt_|iw&W2N3r0I$^}%c zU8p1211`pALB1D8iS|=hIhe_;l|& zKHayIPv3liPY?Z=PmlbOPmlJGP`t+~`1GyCeERkkd^)t7Pmh0{PfxtSrzii;r>F8Z zP`vL<6`x+XnolntL+pT1w(PVs(l37`Hw#HSx_uH7_6WtM zh%)y0_5`-C_a3o5;f(lxa>O!f7IM^1k)C_zO&f<=4`5kI#?J=mcL|w)C{@HTwFWaM zL(XyaRHT2NQpy= z%+Y0ZDd{1Lq*>+RXp6`h)w`032*gAe!B3#!9?OpFUA9^YuPNdPU+>ZPg?Eq& zqjM+y7}%q8CwD~YRJ|7`7hb&49BFC6Yd-qENcA<#?1PnWp};E=*1YW(q9V8$I;=eW zh`a!0k;QL=$P3amsFhbt{3hy$KJlg#UY43tHtHMiiyv$nQfLUnrI8h zL|%mYr>elRt_tqHP)dj~spktDrkibq)25|tBjhCV@lNM4>LniP{TtJ!Ik$V=mGfoEKSrf9T1*xuC^6c$}JheN_e zL`!5#xLJ6JYzuD@ULsHn!?Dg_yU3%f_Hau=_=t*PV{R=Gu}EuMLR^C~oPP98A(*;}YJ43>!p`uDdzEam!y7 zQfoBY+=PAAGIN4VbIzb0A->FnG~G)JN$e~pXQfDh;R`77iq{wZ2_6|rU0@-);Q#*s6Z?rvsmml0O> z7C|-}?`vV%WQdtMe?|TbOUy?G*VyGezt$>V0G3ri=GRb(&z~b%t{PeF^XJKHPYsp* z{5pB%tuYlKf3alc)o?AyUn(zsHB=Sym&>c#8d)FmSIO&ZY8{m#e~n}cs}}Dhk~JfL zz2do;C#y$(vtoJ_GcNL570X*2mlY*{gW}}X>e`aup;*4!Zc}CQH!5arjkDh5CnWpP z8oTo3ZE;f2Cx4teL9FiTvv=swGHaSy=OLw6-kdk!Grj`43B$s|NKk7~3lHza<$S zoWDU)KMqc}7ssbOymE=r1D5^~&B*8hjX&elGQKYwux0^@@8|*H2%p+^^C@yKPO6VVrNxU; zIzF|NL09q%;HTcLX(f1f*QqEOx~Nwr8G2*A^Cn@;OkoZDRx4u6dIL@4z$acq2Rn;i zAvN$x8Z^wJ_b?57ipB{S%tH+&p6FGR>S9UXzddR6eb3hS91T3AzUOJI!TR{7*rgm3 z1vgLv%nnh5J3X+vF)@)y(&kbLC<^x8#3Gc==)!R{kQ!Y$ zo;=Cw3~#pILZU}sh0`9p6df1M^obi!y)imC@J#hR6uku*iq{s2?veTm46nfx*=E2{Yu zaR<3T))MyuOo#D|AL-_l*KHoZ+|S&U$O?>h*D4Os8|1j*D}HDIZcAp-%~J8h!-%9d zu=roc5SbwI(aA(2TogZ+0dhW-tK!F#Q>7{yxlX>z&n{dvIj}*{Yx-Wqk^3>s&ZXDw ziE&h>is_A0j{4KPwxohZ3aM}vH)?gHT>mJ&bo>MLXrIc#2;<6}1&Kq)m?LmjI+UA6Y2@E`b;{^QxcX zBd4U9URR=`V69I@fL^rNN(woL=tpGpeQNQ`H-N2fRf}Iaih@A5s z7dL^zGvp^Odh6kWLojs6t1j-aT??smAM(0uI(kWKA(iJLZ@8B71@-kq-gM2Ui}UH_ z!b9Go(YK@Q_3~;Syu0W0x1IXcbiyOc@z#4BIY)8ZCwz?g?zzNNUEhV5VTuF?CE+hYUJru4AKeM3%Gv1+aIuc3pzMO8H%U?p*I`*QM<$Ab)|-9j><%`p|RcdPkjh z{qF#F1U~%Sx!w`cu5SYJwS;cFK9Z-7hFoy&;HwA$wT+r@>+eASr?$Yp zLA~H>DEa&t^8`Kbxtk8={`VjzLUsQuZ*X=0d!w`ez1P|Q-gbKZ@4_?bfXmln5*>YZ@$Zb~}GPZliH1x4HX2m2NnFVCD7=0KG*6E4NR*A5IgVJ7O;3eS>&LhJ#CZ?j6X8 z)98rPMCYEEQ~f$1e~HkkT~X+#-V>(_PhBw=xr`><`r&Xof685Pn&{jYv-3NF{6#`{ zIR7Tn|J3^8bm6HpX6N1Lb8_gQwoRt}>2$_v;_Kd+nsVz4fWJ|jU{CMbz43`BdiWa- z&Tm%mv`=5m*s5utnl3Z#!{nEdvb|6HJQzmMiIHe63@dN3m9NFbw3<_5^2Eyh)~6~r zpPXQXqc+0Rw)sq+7$M6AgaXRa0=k3&lY?kYJI4BnEj8oXn z6qb?b5Tzw6XvJ1$q670Ic>DKCZhGmm15@cGtLV~0mu*oz<|tWB*Io{84sI1Cm(z7W zzK%kC4PEBZA)IHdTI&Q zMHcb!A(NC$Cnhb2;Lk(gGbHLeC*&@^O5!!;Lo&QlL8_MerbKizTpw-y1qnz?)nr3l z--0bl2*{k_qJU}&pdaD&ybX(Fa9m_w;#v_qr94yOfnN#V-Z1#Ba&yOZWEW&cS%?-f+NNkt2CkZg zXo;f~Qb-!8nS*KRqceDO2&vl9BuXZ5qSBH``O<1Gtemq;Hiuv%_ZEqJPuTv;3t?U_!7ps@NL3(MyWlz2FE)=;pDQ9UNW{;>X zi3q*`RPr(f|EGz}#el04@lb+3!l~dmY93k2W%w|-oY*MBm7Lo5krYk7=1K}sx-yXqWHBef@5l;T zS!$zlU?SQqO1}Os0_c!|e*}fk9(kIh-A(wYlGj7#kfsC{sg>NHe+9-rIGn;B4?ogZ zQdfwQ4=4^TTD4tJfym1H{t1I=DXXnQHb)Yq8zNt${*{)w_9n8WCDtKIeorpZ5?C8T zCL~fR5k+~d;WqCA+*A+%sts^{G1e5z*|%7i% z$3nE$wpSs1Fh!KqvJ5T6l`>o{6qs&&tGH%`NQP`dyQ}Nm#T-HlcU1_bQK$`_h)X*dO5UeHS`O@pD$|9c&SH1y zVYVIDF2IQ>7EP5rFbTnQND*0}`gynyRi%oGGK7)U^DWwb)0QNydMB3YCZRg(LllU; zy$Gp??`nN=_5BbTHE7D8Ympiap24%|mzEQ|Ef+1=L20HduL_}sp&9LXHn~Ym7&@L7 zLuO+2PK3S>AlJ$aE$1g2nF)+z;=#`5IEFi2V(0|odNNyM(e5r<&OWq)7~V{DrL+Vp zhP6r^O+Xu3N&J49#0z(Zwi^CK;^$>{;1N&{z$ywU;E*1mlPIK!Lu}y5#4O3g_h}-D z$fhvfsEUs>46P=vFS9e;8gy`{5Vw?#Y>5R!_;^JtK0GFdPNgn)RAv%y8u3PFb_GK5 zKvyh`g;!xnUQFCE;35?QO>hUF^9qZh(}_Jc6VKM1!ZV0F4%}qnnZzDXI$$c2ISzYk zh*w6UHm{a=z~6dn;NgbXL(hgAJhZd|g9ZMj)t?O>TIyOru?lF7S%ZhTUe8q+ zI5(1Ic^GRiJB&h^3ogw9dOh@kwgwMvjcD-Dw)6%MebJ>s@kyqD#uWwBws}3YbYw{+ zE(hM?{1*s{7WT+N1}!5IOK9|i&%@zEf#=;#V-H&KBg1KV5LIXudJkRGLLiwa6hI5{ z&pSwZ=w3kb3uxRw%H=J@DFdw-T1i*ls*Nc25iHlsClf>_e;3a+;9_{=S`xydRF7X%J=)G%5 z6c?x`SkxKzY99&(<#_9GoQRo6(c zSuI#dF04}9Pv)EipPm*x2)#3LSO?sjq^qSwunFk*pi@~vo-5j`uzC1aM~#hD9#}oq zTqYNf-$Ogq2kXFP3Za||1rSz4LX06ENk!(Xuwm>z zbOjorlvb&U^%Ozto13ifX9%JWC`j>1pVvcO#kxuqSa*)=FW`QHgS8SN3P^hWJH*qy znbvq8TX+GwpfVgmitF0HMy#V=4!UN7c_|K~%V8l!(E5ypQeQWMs9OtCeA3t8*$Ik! zv~|=yLiHVB+>gVk&ZR3+K=Ib^rU2Vk9(W*79A$G~MJNqEf}{iLgZJ{8TJB?@3OK)L zFoQG}SE4D#VbVC4u0#RFU;khD(TO~#LXK|;rh;KEhG0F8An8Cl2mA6FFG9e;wG%7T zWIq$7vhUy|*FaTXW$~<-;26DhpjZYl;s3z8h*ZXr zt|!B>vRcOo2Y|(2cP1wSxCx0wWAy1@&Gd+-!2J3pvuD)PYTeiw_jX? zzb$R=pLX2f7C*iSfBbWik3**p+u@&rUAcS*=NG=n#TdAt_??o)A-0%MKiB%D(})*$ zc)ESV-KQOs{rns@`dAlu2WGpy=XsYG=39A%D2;J9{R=G3ZwO zKE&^n3%=V+WX3?t?aj`n7#1!w`T7?qz0-1@;P7N{Foi5U5XmaS)iZ3=cY*cUa$mD$sw z0`Cqc6@&UKxWTsPq^pq8*=C7O?iD$ibpy#LVi!9twb?_Abe~QnmX=HLPJyDbh%C=R4)dH))iwCp)A9hC7wm@*|w`l%87ANT<9rpwt8)gKYT= z%8@CQv=>TZ7!vy;kVpa|M@{L~TFlS+G;vzuaj(39UBq%d- zDy2!XyiC|hN|HiMFp-rUdIeeBD9bC2mLz{B+U1j^s-!Ep4{*Uw(mL70<+*O4F5uOp z5K;o!DNLYcoyr6nzG+nUWxic(szIMht~}FKAw?alDJI1;oaV{|#-PWpiDXWVGZM)V zZfyz^Hq5ds3-;VpsYIrdDbeO=mQ1U;1{|s3%yz#snVbRhfU0Vv)Hpv`Qo4PKQ?F#z z*(pI8w?OGZI!wtX9~Uai!Jx}}qX7)5VNnq}i^X<^OBa?HK{P^Aupv*iNS7L64#Q;B zg;3FGS#?~cmkmd=P!6!=Qb(t^3Rxm+)@8{o4Bc&jp~ETczk~JNZfU@@%xu15jetIO8P6SnCYY+7$4*GHX7UM_;xyIsi*hE2;5Z zUuIPd)P^<>RQSO@qJoWVDuc~c#Rdv*$Sp&mb#N$?nujB~!nVya$6Knzd{)v*M5ni; zzYuMTgf9_AB3(Bq5(QJ#}^10Cv_OWy(;^p%riA%bh%4aps4J_(z zPef=$Sk6?SuC7iXRzob>8Vh##=0)1Wao?ydQznltpM&klvoULWMZA1bq;vj?^7cqm zd21+CjzLW8=82W%lgcW}CX`1yL+#zo;quVfv1doqDQi*4r!0R``;BMV;v7GVYR|Gd z`3&Q%iGoCNo!-RWhr$I8>Q@pc5egAchPP~P zmLefud_wSY5lSqGj8j4CVF1F+1}hn&_k9}`JO$1!*q?jmUFZA~5v32Y083Du{D_>1 zuaLy>yaTfY*lv#fnNnfW?nSULJWakMkUZx;Fv*E0YU`by4`rJR8n8^eAKE@$kY+4|o8{rhK3n6dx5u?Kg~Y~6o@`^vH%t=Cq7Zr$&_ zaLmD7GrL<`T}uXDQ`uI#|KWqTjXwCyO^|!|pgU`ydkf3%*gUhg_24s))U>v?3YW*q zcqrrH)!VC9Rk-FBdRx71%<~?Vr&Sr=GNQb%;n$PlZ9ORY)02Z;7YfcTq-r(xz;{cUhf>Ymg#S~rVMbklT&lTHZtwPT9ibPu^Zsf+!P)UmyMuh1REA%@*|BmSR&ZLmr*{%7TQce!Tw@3Zhl2;f?W>&F5* zd}ELBxsV;}h~L^HT+hDi_*;5}KZv;0r0ei2Rk#m4`qLBJI(+U9w`;?T&$E%*Mm;U9 zWn2rS5*@CmkWKjVP?Wm`Vgo3tZzCwFZxbk~ zZzm|JZ#O8Z?;xo2Iqr*~)-d%tDBL+g--T#Aq?WOuWExBaB{41rB{eTHq02zY6uKOg zOrbVVGDZ}X)VCd!jC;Ka{h|rI$Amr(O8WLgP|~VnhBpwy9LbvrO3K}7c;5oGlKnUg zY6(+614Sh?L;M01w*0`$j}7l1pw=;uhM1)+*9TO9c{EpjnW0uNMJ=k#eag{sI5NaY z4k4-vl+680K*_k2#*)GmvXEN#f|8cr4oX^jBF&imOwla0kY-7xr+G*Z%~ZNp;V2NK zPf~Y-k{JIAO4|H1C~5NrMh=8ZKO~>1#F5R?ITY=`iWT+8?G|!8ID`OluPg8$0R0bL>8QN^9!-g6%OowhW)Q5&@ zMAepY4;gBkPxIa~)RN(v_k^JeM`+&FhVqWoyp4wXouL|0VI%c16@ho zW~hOvijsGoq5f*9*3mljpN6^v4T+3VhJlKtju@&L6;Sf5@tV5FP;(|~-b02eMirGY zt})bmhFUR6hyKV=Gf;$Oj0X)>QmuLW4Mhc9%5@m(w}x6fRfqn>P;($IV?1T3ii)a{1)s-Ye+)OIw)688o}-D;?N z4fTkjo;K9ShVr2Um0Dtkdd^U9U|=CbKQPoshWe+W`YzRSvkZktuqy5fLp2$y!%$lc z^^&358g<;ZWt!@T&R5zp#84L*s>)Ea4E4C7D$zm7xDOht6wSWm9WYe!O3mAEs2p?@ zQtn1W^3X z6|L92TMacRsChRTYCx0b?K9NgkmlWLs8Ns%oQ7agLa$SP?;m7!+B1nE(I zA8o-pP!g>RltkMJN^1TJD5?1gP*NXRg$@QOL{>?CkhIhN+ z9WcD74DY*!_qyS|Wq6+$9?errTS`DlTYQE$-SBD+Z;j!tH$0kMk#TP{y!#FBA;UXr zct13}BG^)kL#B(&U*gR+JUdtC8lFsXlAC9EGVO_XiQ&myAl?GQllf8Bf@e42(ceFh zV{wYrb4p)^-3m+T&#ew@h*BI&_=HQ*EaLci0ereQVHxKC862|T<_vcU5l!MWfJ3uG zw#*K2exJm-2OOIHv1MKchvs{1&T(*PhR5by0P|^1$L7$wCi+7G6>h5-zfht6Ajp3) zBLh#FbB*FqeLqpGn~aQ(^%cdzBLKv@55KtCP=6Zhkde``o>Lr>JyEQm8yOvo?sw=f z3y0e}ir-YMe;64ZE6YQ1s1#DH3jC&~hR?|8SoBblX2N8u2Go)*n(rcx1c^X~X1Hw5 zo#4=%mgJNr_<0h6gG1=_uyZP3>z^{7#+Fxy~bUs3X_@frrZ4G1E`BR3SU@?V8ZL!;;2&s6#RC@ZeOwBeS-U5~U_nwlWn(wx* zr-GI8_mPsJ8s)Yc@Jp5@|GB6j?r^v*W47GsLcOBc- zxL3(gTX-UwZzvgR4NfHUf|8+@)ot}|^V>=WBFdu=4M*1@SHwxcEs^&XGc z_}YTJbxAGBE#s%Wc&3C!`-%=WHPNmheTD5-t=Q|PE|ag?@zh9%;E}bE?NsTNS6->P z*hGgt#VRsi^l)3^Cx=KcdWP7E&|Ao-#*qooGnz9UP(~XQ^;klxUS<60i)Rsf>N{3Q z)#+?DVdzueGvZKxs(U;TOb;8V6UKq}2$2`R;V6SY5|UeSy| z@6|_Xu*)Cy{9KHQ#c^1Jxw36gak%^$8ND3d7VA+GjkP*nT8rR;S5cG;4Cw_e_ zKCj(4DX^>};P+E~VUSb|yqY&feP|h!PYTfYnmA$=Ufti`n}NMWR<=zJP~63h(e}8% zVcyclXd^y;!<+sOaN3aSzk~8O}VNjC+AHZYYWpi1r-?IEoV=# o^U%MPDp}8#O|CTKov=xvjtwom+gMqV{5=oT`ZOkz12`T2AEd;G*8l(j literal 26482 zcmcJ233yz^m2TZux71cQE!mchWgC#efQ_*>%e!n#vSlON7-N~um}y$AmfWV*E%)Lr zfCVPZ7+wM-Ko-a&$;&#ENkRf71V};*Av+U>%;W*t2xMVN$o6JnnE3twsk(JeSil)Lyshdb1N%{CnkcrJ4i^I*rBD{-VJ8G2$roXZ$wr(D4|82Gx9dV}GKU z@X?J2cBtmBH}(|@{1052h;WZE7p$ zjcruwO3*!P=&l#K+ODRSC1r%qg_OGC+%gp8fo@TA8L|PfY_C!$U#`&s1VY!gSR>4H z0}OmO=vpt=2yGwaEnZqiw*U!0x~L4LwO_8$ zQxJfz>w+WC-`E{~OpuoyMeOiP^BxP%WkvW6kw?1!d?Wr{5IwRrC_wng)-V9g0pQzY zf`}VyZ|sg9!6QuKT9MUz_@%i(K*oy~khvpxbjZ_}IF+QWt>N zig(Tpx-bk9TOM|aDTJmSzUt4a^zj=ndtIzJ{1Vk4>3;pi({Aj3{l<>)%I;_hD1gD0 z-L<64T|wQB^$oI${;Us#3O)9?Yit z8`9aL3hu*`sR?Hm7%Bo)g?IhG1(^d1Sm_B9C}eqMra1eTNX=v)aN z*&xBAyCwMMwGuq`2?@US9SOeudkMZXbp`ppyHJAft(V~YNeO;%jRcS1CBeTuh#*oK zb}}6dCpjOGu-bVDVKg4^PxX}s)s$vwxN$Vibg|IR5?-yGs^2~kMipl)E|sF{MXB@B zL$H!my~Mh7!c07>{utk}rMKA9qNznrPqKSSqQGj@y)C(IQ&R26fFApAD2`QhDy3>p zM!Yt)M^*iwahY3Fd%D5a+ZtDsKz|>($*8$&GeuSP+W3r_qMz~i<&2Z3(B6PEF6+`{ zZfH1>Pjzn<#k-~3TwDpIlc`xA^op92No5C%yHr)>_=1+`bjnd=$hk7ql!0`%UsY9) z&)3FOa_!#M+Y(n)c#q2(qadC8DMPuvD1g`mLYUgUHAyk*M2PqgiXh<6K{7XdKvhkd zKm=3$B34w56){*Ho~X7&(~8_j zDexrZO4T$WN?BgrY?we)i;s%6M3MCb&#|dJJ|S}_65^wxIc^=@K{>QYn>96+8&FmA z#uu^(iQRieeO)$Jj0^4A_Lm6~-GWCkO(PE9q&L&{bs#m|io ztH?A*<_Ra0ATq`IEA8lkfia@BsY)CWIS@mdb4qqNS5T3YocWOC)KDHJaeXwLDIsN! z^Fz?725XD1$dUcjs{I#v$4rV6|3$7mgK$H-n98#RROHY>%tD=pBxaArxQD*xCq8sO zwHH&$lrQ;OX47dHn{aslLL^kix21;l^d}m*^^^$uJ6LUctjO)mhG3G3;Y2cBJfI@) zBMwuhb20NANajkIMn&HL8mdni6D|l-(a0VDgazm9C&)V|-WwlE?2mK0prWmG4pGPy zra6g>iY{%z$V*geXt;O)GKW#FxqM;}~Cg9~j`(9-IsM!QIW>NMDs zF2L}_6{&s|`5MSKdGx+C&~u1*0y+ILe)U(g(i!do#xHUo9fw<|8SYxFyr$!)x#vQ6 zAyu@>AM@F|s4NZao4|HHSudqxmzB~JeVLSseAmak*f6`PV7~#ZH;-Z0tHO zyr{^t9@kQXM5ol7z+lf#kgOMjZI{a`jY_wyDJbD&K81;>ip~jma+X_s_wLJ_Hz@%6K zr=iL>;wN6vxi|x4(nc_NM)WMgC%~i_C-#ALm&>ls1ZNTxW@JC-%lI<)o{UUr3@ijAut;7B`VrIurEEL9cOO$)ju71@de;OA0ff$P&ZAETn-k zu)C!v;7+8RjNUM`6WVj_;7&!mUa=tg^e#s~`hV#)}Z zZyqZ^ms+~8yOd3W{ZiMA7KlUz7qm<(+2cI|{>QBhQ9Y05a%vapC#$X^{@Gk`vMFmZ zRrd^Jk|||m$Yb))B9~9Vq$l_)vRAXQ@XefG=6%DKO?<=kgPNbiBXWagXj#P84|8Q2 zSip>P%kp@9Fk6Zz_wR368jojl`JqI{j(t77@!mqW^flkJvRTVwd>Gm9ev7hEtRlQE zuI6KxPR|MsQ#c<+_dPSllcNziB z;xWBUK~>@u>Iw3Shxw4oJXGS6UqzqPTr3!kLiO9NUI)YEscyr!oVqf&Z7z=St6xRG zY4o;21Y4e<(fm5VzuuLh&XN)RbC%XO_JfwA`2y}FM!w=W2f%d5GM-Iz^ls-SU_R(# zbzeI}l0NPHBhdHSq(QcJo%AK=QJ|kHOY-?a6Fuy_0D@qhn_KdGM1D=*cj`bj-%?6J zh;wA@(c+$TmV=JZh@Tz^q?tCE zetkgGE|#e2qn&opcDeM*CEY_(SZZn6Y@A)7%aT@xj3(*(4``u_yl&sQ2_(09B8BWa zBhb)^xG#a`Ax~W1nE5U(afyz@&ikqRIS{_!33Z8YH*!7d50ZMybW|+-jHP+8;Vvz> zjWJj3N)UCDP)436P53Dz)TI=WDNtSEiIf?0r zL!dlrsT)7cru8#Jy3C!MyTmVm@D)qkoKNYA`ytX}fYWRqG!`Kdg%G@^geJ;+jnz(m&hG|28L z*U+3qPlV;uLW)O)lPE+xKLXv;F0E>k^@oZqHdZW_IOsTbI?fC%gYeTPG`7%(>kMUj zKQs@pT+ReVt4pOjNKJZy)-9AfNO?Y}c9K$NQ*@qcN?-`T!pLk*6kVZLg6!|hg$n64 zTBfEHp`QTN-Q_|XAE2f8YSQ7&zRuxaLHJWktUCuG{;DOmox?HERoA=L>drxEAG5Tk zbC?gRHcKg;L*t)eLUf%jt0jqHyc6m7*>NeT2P}uSLpUxN%Yo5II;)#N|FJS2uaj0< z-~4iJWX14)7kp1!UfXSJw#YG^A=gan0cR%ifS)ce?E$fJM!6m|46(2Uw4IjT*Eoht zg3(KMRlW9?FLiHGKvFRxOEnlUDJZQQ|5K@cYyd4mO=ZE43WRn;{6=1 z{~ibZb7ee!|A{)YTyeQQ|3zkD*91S$6Q-hz(u3tnt^Yc~vAK*(H44KG_JH;p zOYixw^_#5EUo=eVEP8@s_nS-ux5`Y7UDjie_>7e*Q$bI3qlo@xxo9pj&1f2&jW;Uz zc}>;~slxZ_IDD?VSA*-~v7CONQ$}>q)FqQGE*(sz9Rc@kYp!A$*KygS&G{LGzF-B*>cGg1Ua!l%~vk7|Er`ZiLM$@=0wiMz7&aBAG%iy}C9Gu6J5an^RNag#Dp$*_T_~Ym zEagSl%g|GG>ezfqmDfYR!e8XZx2OyK1G@;(bqVwo#?fV~pDC-`-lDE8z0L6+W{w*n zi;dDBK;du3QR;19=$%XHm*R=ieigk#&*fX%u&_5B78AHZpl3X%o`zFP`1wXhud|SL z>X%ta3}F5)tDxS3?3%eknF6V{#T>^*?&!1MfugrDTyt#amV68SSr@WwHTM zmWag*8a;QRWnc5x5UzVfTB#S_wSF!YeZO>0^4dXOzEII9DGRavFj`8JY^_C~FiWjA zv$2LQnx1jCgC&ihEGhKL-O-iM9dmCfj+b|PxZUDz^kyVud=sW3 zv#MYxm(&u+%7s319su#ft{T;(w}ekOq-|zDSSX(d)r%hGAl_)$cU9QqH7qTQ$`YVv zEpv0~=}OJR&#Z^##dY-OZr1IaYLoY^piH^cUgswsR87Jh>2YloX7W@|z{f{zRG4T?nSHUpp47ZS^h7hkBZ(t9w*Qi>YA8lg` zcsebgXQS{%Cvla*lG1#%(dbKq=W5Gmjno;`N^dP!>Sgfb;JbG$ueLRMa=A`7gHM6s z1F3``q!_T?hOejIUT` zp94Nk2ei7(OMSI~#|+AA!s+wz&Ii9SUZ9X@uj_?zg!o*s8v+hlA){SENs;s4z#Oke zd=Wy9juoUDDI*$x18ZET`~}>hv)ugnoN_U(*yCEU#H$r!eX<<1^)L~8KYey#@sxyF`h>rg^VAKm7^NPmO~TU;yR>q0p5D!rwiC~NK>JNQ-c_R z?lxvD(FiWw{(ce$hc#e2&oX+WTqDm{MIJF+_CS@)$@#9r*$<|}mXYpL!V`V3vDWgK z)st|2792+{msMwG^3)mq==l6FSR}jx?wYgRoR&+_!@M2^MAki{Wx?fI%uk^iWOttxXI}neL&?bbMnUj2IDQA)M;3a(>ia#jJMZ- z8rI_gDme}usS{Q+wj|z@E5z3i6?s}1=ec8x7Bwlg6jR5(TrQKy4DU)PhtYl{94w3ZU~W%EgHzKm#9 ziT>TCLUACS%Ji$xi*oAG@$ZOX1DRaH5L_q5q~VVNVN`jhoKHuJ2H;KLs}p ze!#d1Tfy2veEBE>`fxZv@_|t7&y|YWF__$EliD-Xk~88)X+eR=o6KPBrvEfb26MUo zKD=8Oi~AA+OKxz6j(A-#iFAe$tsC;8Lry`LXQDTix}rawM;`9&Xf_g4gBnQUkhYeK zd|Pi6G>0{F8I70nYFeb!@*b3da$?g0&cl$m0>y5RRK-pT@JtnPg#+1Ssz1Ijje|Ql z<(AH=*vSFDl~^eJvHF1XVX%J!zxpHWB3E9m6J`dSdtIbCKG)!ukBS|OV#(~ZdzCd7 zaDD}H$El$;?X0%3kVXaCb={4Hbv)S43LJ~*Sh(HR;#jRl)wWAjj@9XCLp$qp>_i>w zXxDW*HcQ7xR{836>|~8p&MI5EW2YKiKybQ-$IdXwpg|T?Y`#H-SDCsVJKJDtSGg5F z)?`o(tGr4dTV#+O?f!}%TcXjQZ}%#HY`Mm5T;*#3v389NI;&0HQL&8iWJq}A3*@l)D>=L45JRtDVEf(pH3 z1(5v3? z=xU~P4)x{nk{Q!u=XY>|%t__JSZoO=I^iG>cGhr~7!LAo2YIw_&lV=$#?W3G#Rmj;Oj5kYJk88Fnu?||YFsTJU@C8~_)QWvri}HG8q+mhN-+AGddM#&_X|4JY)PM%*`(;h4*?!OM$Ohb5Y4vs8zh3BbDrA3naFi zHpDE@VsXK*n8M3Jo>oaL=K59W6Q4r@e>(AgK&m1f?9Y{WtT-H`Ih0hyJ%iAvo{8n>UrlBiTQYA5x*; zGE2P0k6E(y$QLI?MtuM2(dX z8ac)oS}#PrE;TL@PIjwMhtTjYm8OwqVJd~&-|k|i;5{p`2VJe(;<8NO%`2OLmb43f z=~J|hcd>L1C{!Fg+?R*@pJOVoXnFaQR9q|t@AFLM&8<{X*09>UcN#3VgB`ZM5>eMV4f6thC8DlNUnyya zo9fPUZd-|-5Wo64pinaed%p8ez})9zV`nm{`|2{gRNaNn4?*#aOQq+=>l6L`I7w8% z1#E7$`Hq$@Dr3isgQbQPm(|n;NO2mVd;xy-3!yJI1eEf`U3UE9uyJq^+mYHpPyhz!)X|J~M8<6${CDK{3m5>;V(Kj3VQ!cft8+sGLEzKS^ zj^EaTm}o5)=19`eT-cqfQTT!WvNRZKp&56cFMs^N{ON^FSW z;x_Joo9mIXx*tsCxjw=z$!SY@gXf$yY?!uU4NN&_3c-~E&LFsE9kJgh*gpZUsII-6__Pl{6-V_tzCv;fhoUocA z5pZJRoYkt06BaiXuDA&A7P=|$W1i^(PAvT+lc+0XfgNC?QHBVp2n}t=_MM(2dzFxCWZ<15)RYhECFW|OP0r#ec z)%0d!gH?n1TxpmaY|~qa2v@;_ajY-%*a8{qgSP3d#7C=$OJ$P>EPfI3wN*p8EO*=d z3fq`cCn=+pE@sLMN%0gfA#!#V?hK`i>AfjjTN})(=}U=isLG}W6F%%RV&{sH1NlS} zH!cQoC0b2i&e}1rstmV+xcODX@nj)BoKImtCk4ut#GVB#yb$k0c5uforKYzNy`U;v zPP~fPvw0QA+C|69tla~%>gqrz!eoi)+|{^W83kpOl5}T zgB?04T0i+9u&6!*IaNO;0$8Dj?JuhOsdEqsR-vBkRrPg@gw>{*p>nOfdX9bGnGt5( zs&%o^&yp*651v-9Nej=6{R(KUcxKHtfQ{mrweLqHs5Z@-B)Z(Z=r4?@S+y126gmk{ zE7YV#XHD4zw9de+sV|FAozYp617t@VJZl=2;I1gYWrF=qe!N5lXU)ixU0yJ&S@puN zw(2W@BvcMwd9*Zph;1z`egVjXis9$nc@N~AzZvud0=J;P+z()LkmhYmWO7$fpMzJr zOHE{JOPgCV+Qh9bi(G`x0j;5M3=dGSbUhSog$U*Y3eH~(n1vL$CD>aB5>x}V{e0zw z$rrdKqtsS?D04kupDU*ZIcf1>%Cq7#$2bSoPn{^L@1$zvt%d+q!;BiOC8+axfhSc^TJEkL5SJ5?uNskc^bbV#CV)=jw;i&l*&JNRmz>?1A?2I|&zVS>OrPCv z;Kpx5GP(x1@rDgLFDDtr%*#pIr9ry%B<<30@8clHc7(X}WNlE{9qZuivPo`h+eEXL zo^&@RnYfkRjrTSqBl|Bs?{DT!?C)0iWYVFXcVNbLylRKKm*L|gGIn;WhMmv;4XjDA zm|73*Sln^^Dhs}xUVT}|-^?lbJfxh->Q)k&5uF@MLF7Wi1+MU^+HkRzy}tdZuEM zG*?9;tC5aQ)!;+KhiZVY2otQF>Qsay5pp<)R-ItkmtiyvlaOSSmV?YCstzlHGk}i> z7$O*5Zdmb&ibiKmeMO8!*>HP31;;{)a%#?ypjHS(U>0U*lF61U(z**KxTObQOD$l8B zTcr3hX*4hNlz6m_mR4kX2~8d~^Y0}z`x88Lixq_0=%;VB3DDrtXpKl=o{IAUef{#kD8U8q$W)e3*HQ^-osP^}iPvHUbd&PHumH3k{N z=;gI!)|fSIrr9xXy3XJ$Rc;?ZZJnMrx2bhm6k4~odM%fO>ukdkJa(=;LeD|#J!H8< zH~14g`g4#C)7-RyJ#cJ{-N8n$_rbh&h3!^0*P4Fk+%sU+7RTw4HhJD0#J2jCu-ogH z@xCtUW6lrRdZ4%t>gSx>;ya=rsC(UUC|^T_-h*dfxjmEfxjmGfxo7*5BxRR5B%YSeob5RIeboI zs9`<6LRV;*w}07^`AutalA;R>wJQou=ccn8E^5l8`Hpw>$o6^~2 zrqrKmN-kLN_DDKzDMs^g)4!?xO*o!WcpJsJj(VHL>TQ#^t<;+2tFE$W)U#Om$|LF) z&lvCxIjWw*k&yn>K;tfjI;hvJfKe;uJBk`i3QS^ddzsBiB%y+%ZeXoHkRC)7tpFb# zNpf!hq-I+hg_J> za#^6nfuOEZ3d>*QD~-=h;Xzog=Wn^?mQ~HG?mFCD8f*%jJ9T9DrGtY_DiCxk zKU4Y7JFd=L(!A<{yMlp=QyK>_ZY91lAZY`^KxM@#Hxm=SxN!heM#nMN9~932q`0+} zQkaS-_T!0<8gUl~2gm#+pl}jIJ_~i}Wva|6N=~D?2eoxfPAu!QsT7L?AUIXzeMm#; z1Ap;dI8~5WawJ`$PRQ!qwZ^?B?iX()x|S?hrSzf}I?PsB{K7=0l=2yYcaOYJuD^VR zqbocv0$c2-pKP{P!2#Dt#?zx%_t1drf)+aQt)E(r)^? z!xe$SM~{jUSBJaob!iTc(&4U5-Smq_rMqiSH+{>fba$EQrl&`xyNg3N{bFDG8OTGO zx(d(J@vBtV;(4av-i0RyPT+3CbDrQng6DjJK7}Vv6C?F=crFm!eE1!oS^=&R5H{-| zd85Uh2Z)Q|I&~o+%-TSADWFEd;bCxSqzV%!6;aPx+zWtC5?lwmnNtLM#X>95Uuawn zwh}co%R*;bXpx0_EcAqh{$!!rYFEmo78JhENl{JT%UzDz>ON0 zw$O-$?y%5(7JAx3A?zt>-m@&U(L%Rb=o=RLorNBm?(&8)@zGKiS?CKE`k93yaJ;5l zY@tC5ecVFNSm=bAF2`OAebPeDTWB`6UbN(MEp)Ageqy0%Xf&Gc5)0jKq3>HLjOw82 zHk|B2*IVd^7McbkP1kFo+br~&h58#@x^G#id5(*_(?a1>U0l&Z)o4UoN0)^TS?E3s zy=bAc(Zn=I-a=on&?^>dMzhm&B@5kSp+8t?$$Xb?#6pi)sPZf~b)$veYoUL$&{i~K zt?fDsJz}9+G-#c=)sC}iInzhhD3texaJ1uk;Ue0QH-5C5ewADhFT4=yRdo1*h zH7>{X7P`ekcUtI^7W%P;erciKS?E;@1v^~HODxoBq0JV$$U=P<`arkahrMQ@IqO|q z$wJ?<&@V02xxu9?TIj15dfh@T=eTrtSm-l=biZ4v^k@~4F;Vxif5OaALulseH2fkm z`f1!Ui)#m@aTi38RplB?I^=g z+PBLv?Z9vp*K*=!)0pEnF|jXT_(zuw$F_^(In0v-xUKxW4*g|t9&nm;j zaTa_(4mayR((t{1qpY&M-;%4mTnCI&d-82m)nkn>*{aib4qZeBil^xgbNp6qxBLlqt<}xP7 za>~{F@z}S=w>Lw;(m3w__4VL$43M?GCEl%twPCH8=^01f8;DvGC$G-T*7e(ZbG=&H amfoVhiPP4DH*)J*aF1O`Mfvw%Yot*IKnc>$|AeS6f?qz3R1Ut5$9w*4ygU%I~|@I%l6VGl{~0{`E^f z=bUxcT6?Xv*IxT^_SySPgHfdD@7kX#6=uj|lqDnElMKu0!aSu)JxY1MEBDXi;#U=C zmbHeGAqQVyV701vsH`QCaMB3f~jB zTRKFkzozpADl43fl>LGNrB1s+uvUJ{;;D}Q7!F(nzLh2)K(ep8ES!wR9i9f8sve=# z`wn@Wk3gzpF5M1!;QPendy(Z8EG!R9PbrbvIZ8ddS8TJ+)r$CLq-3}e#N2Nv)%p|R z^5P`wQ0m$F=3ft;_3^6Re^|4+dBsHsI}n=(cHRHUp+ltQz^;b?4Fj}y*JFV8 zZhU+9=zD*N^t&59yU+CQ-E|$XyFI0E6E~ms?kYHR=+J>(H-JEYyB{{uF9RWH3V)5B zMLeETp^!sN_A0@fcNLDi1B!)DB_Heq=O;&{ zS+KGX+*kU*-QNf9uYKT3;g573Yx}@m)(7sPK5*}+IUO?CP!(5!symwc!Kf{TjD+QeDFqcRf=I*I|lcevp@~M6QaGEjimXKqg zw6V4*P9q5&1^CWWA48u5LFwPoT(qB7EX$D;4FA&kQw~Q^WI%% zGy0iwfAfE-a>--O{o2)Mq4&|W=xW$cZi0Pi-SVkgciB|&YM)v&0;V7R|NUWRuD@$* zNb?%y`tbBSJ1@&j-9o+-C9S)@hn5X-gnqW4ev;~gSOCE4RrheZ-F$wh0zHU;&PI)d znl&JW`y#?~LTQIYc0b(jt~Ob%det9anZ;*TgZ}t(EY)^y`(vHDw`=sCUAMqLJ0GAy z#ei+Y_gqQ9!>_w8dgM)%&z@n2ULTTgNwgi6DbX5dkPEpaQU@^NpuLg5u3Nt;xN&dj z<3}+r+Ii4x_cu=pX7tYUy+-f&i_RZJrPe#rWZ~K?}qv( zAKkZ)rH|gd?EO8p?^DwwLnS2J_n9<|)^;A;uzT5?2Wp?7d>*KMnl5{5pO-OO3vSFY zTJ3FUs@NcO6Hs%Y_72Lw6%>Rk297K*Q=-WnQ#J2Hba*d3K zZ9nX(_3kO4eiGguXi4t$g#$T zy>A=FvFGe+_dSUOh(W*nEsl1FI{hm{i7oyG&5Qh%6@ghM#kvf{^Y(()X!7ikzbVue zYV8Ph`$Y?xLfui#J8k-G(E#50 zsecX8mUt+Bw*T~aJ5rnziKmjGAu~-XOU9j~v9jV1lp!mv{_e;&|H4>oi^it|ln?8# z(oVB1($x})TZFW$GtD$f(?U9uF@HD|Px@nR{*b>bRf023RhfTLq%)F?_&HfyJk})% zKSj@Uo#s=sLw?gzX6Q7Znw^w1Gt2zV9kFfxP-o|-I?kzQmLtulX>z8Sotb7^G}!^2 z@px=oq}5XHOjA+juiYL^>iqQwAkEYx`=fZ%((0Bsu3G7z<5%I%gqlZzR@dFrn`DbP z>`no9M*I;1c$?Ku-L zgj&z`N47^3$>W?>N&&zavQjjfWzvs5CN;w%J5@jW=CeHwFo2yw`q*3Z&6Ft=X30G1 zG$3hyVk2qPAY(FVHF}_l7$7{3&So6C73XmU?uUct8Lv|3;`kL!KH)kUM>CEV^x~In zSLmte&toiEzRF)Sd9r_cS)i=KKea2_+Z~zT9_fz6qhZ{J;^B_@J(2EYw707#9`jFa z_fKt$Y!63zlF?XqLV0TDY*>|u#1k88rmfwuC>HMR0&`-+l4x>iZ_5U>tHEWxoyjO= zWdlROy1KdzU7=`qS-7W1WtCi2u<>$oC6cY^b$`)-d8c47ynTBhpmJVPrzqua2_>T8 zU?LfhcDK(9cZA|o{9v9lhrnPm9*QOtj6TK0ql(AEA_wm~q3 z?CuP<^tP$ov!4ei;mq7bT7%(GPbiFDOy!=#b8{R>xlPBffRw@AJ+Xw!4UT~%!$)Mw z8qMGKboPP}4?rX1#E-$wNOya(L**uj*E8f7WM)CIhFr=TgUPddA}aT^lbe+qsy%9A zSF9j418<{TtQ4p(Ptbu!$!v= zTM>j22YLPeMMTadY?x9DLIKJtOYQpzG_AOm5}`%l21-D<$ohP%QF>RjS~F_gwq=c$pDqFT_3K^E+YYl5R}4N zw8LQ>QqEioq$Uwb>e}-C>=cp5Y%x&vDAYWgs)`Ccnh?jT+#9oW9c9Uqf|9woOQ~{n zCDU<;<48>yeQYwKykE&GHx#)dp|)xBW)7~eL;Uwi1=o;+R86$|TB8XxO=wDfl9jeV z1=N``kfD#E#f835!i;Nq1T9(&jpE%$Azx&mU^YN@yCvVw1h+Bq-f%J)>fIi!RJqS) zr)(Daj@m0*R_*36_wKK!Xw7>wjB3PDZm}!x-?CF$=~PPU7GMCe0*4*wqOS03)GGWb zJ1sMyr5#m8_Z29u_YeuULeU+TG9@bh3>8^4X@S0Ud;lH8Fd7<-LqgmaMRPHNGTjjg zZ&A4}BRh3mSR|r$b7MV<15(e0l0B9p4v)Obb~tUMrA@aKgR)c_n4Tu8b~9`LUuYeO z9-p%)n#mwhPnqqEc14pacSM$YDYGmB`Z%j?P_{KwAv+fJadU5X80yAlsV+bbl_jQ@ z+)GW>OVIZRt&=@FD%gw~(}Vhb5~<3j9~1%T$)RSmIxQbwd%o3lom6pB(iPi^Myfn} zB_zO7^6&j92_+KI_HLCsD?2r_VW)_IB2?s&nCOwba4c|}G5TT}i8W-W09~(m3w0+H zPe9A^*}-6YcQ22~F(~ei#k(*>wT5qX&C`R;Rl(ZY=2<~?owkNXV0m;>Vol>0WDN>f ztXU9Lm4hwc+)38Z$+TwGv9g9TKRu}SYfT(hbTT!qJ64(~V>5#)2dh3DvC9=?43}6} zPbiM?-IS%m3R?)(|Ix@o7wO`#q7%1pX7qZwK|S)CNCO8mdhu*j6;w|`#S1v3ANm9h zIjiaFP4e($PIj3gH6lWq&dn+?M5%flj{Z)!ozehM`;F%m3{$*K*=eQrlO>S?=#d&-fE@F{<_0dU&lMU}s%$eY@!^aV?qUDC8)nYm*0X2L3QRVd4y;~l&qzr zv_@1!k>0$J{i@naJX%XD`2H?lLl zDlWcev#*EHn@KRw2bB;>ma=D<^LwWBpF#2iTKc#{G)#XXOVP8sLfeB*(+fu{RfI#zu{a)Kw|Iluwc;}* zJiY8}e>CB(m+qC%C}lY2St?3$EWmI$kOXJKCY z6dbmXB5^$Pd5g1i(o8ss1Yp+4xB_CYCDGbRsyN&k31Qm1l*~VJ_e|&HFx~hITE z8?9DX54{4IlBHLsb9%_7=WV0D2s1%A#3kbvP)yFvQgU=VJV9$cjemp0TP&$Ez!uRB z+4+JcUr3Tag4CR`DSj>qVHzTorOlP0q-FGKhz*fwYQ)887QHn)n?*7keH*0SmumF5 zD0%wE>_qo8I7cTwY(p4>LqbnRCoKK;tflMG$!5sy)v{%D!m{tnTDCblc??pY(~@~~ zG7b|zD)(2}NuCkv!RyUdr(-6J!`2KOPRFo{H;#b{Jb&=m@G>a)w-hCgXAsHJUye>4 zJs60t4@ggml_C9HphV5bN3BM*Y=VYpiWXDBU{6*JnN>3AOW0#ShwNvyd`ExM)0^lB zwuETLwlX_av$cp?bX*h0qx^A5`AdksMdi5O^3Go=(xC#<7B{k4}LVV#gha zM;{z^Z!GUOiZ)WK``=kAiFTvAPu70MglMD8K+?$R2AJ@GHiPFx?QkE*woD$7U7a#* zp&0|~DRt!W*pY+7k!cA?R%R*XIl4KJl?Ne_;zj!xC#1!`EH=2w4ZTo&%NgU{HU}XUWO&Vi%wMPbR2emwGqGk0*v6- zCCIt)G;DY|#g063KF@2a+<#_g3Z6`QIzwSRnK&DWnI|dLfWy&1a0y5&f%!(2J2)q+ z<|tjC)lS?9ZBO*0(b-tA?vsvMx7}PEKLNXKainL}(PpsDQ;&sCX*I5dx|{k@X_n@i zqt<3M9aLMr#*7iAoxtQjwy*|_~M?5;kHs`z~juvDo zZijMyPhIEi;PU?^q4&**BHAY z{A;8@-uv*^GIAqXimoyj)3W3@AoU$va>}|oEK$!=MPOQrAY_A9${CFn*o%O}%tl)j zuWG#4&{J|29;%|`w4lo>>sulDQA@hr-%6)j!pd@YXPF^U#)A(tvWf#rO~E0Nr6)_2 zsp#sXQpDASV$|3P6<26Aj(Q@_yW^;whxtBM@-`HFpq0?$m^o4zLDLv_Wto-faV{aJ z(^gbs>KjM8)5eh^?=P~G3im+Avs#b#nlo1~99^#L5;}1jRz2g8JZW7@^7LOv zmnW-)E`@?`YbA~n%B2$edzN_#OrsJCwngLEC=qLuIc+m0K8ChIRaUm__#Q_Zy$7?* zR=P$C0Rf>(%l{yoLgo>jS zy{PKB)3Vi8$)(sC$}Gf(q3oAhp`#E{TSD^7~t<_PCq}5wM zb2nLZpn*QLI?D22P&jOsmDTk6$oake80Ob5(5+Bf6xvf!64# zm+R^A?kCyia)wwa)Z1<=j4h>~d=t zY26&9*5OEN7t}b;>%3!^SF1$tg|er#Lc2su61^=vF8^DW*_MrR=C3hWW|G~=7I$Gt3N>TeNRKBCtQe`k5dg0Nkkc~8) zx0?A%t;LZRAF`W9%5UE>QD^${r_l9GKl;Rt{sxpG)rjM6L5^=f6&;%FC|0~t*+*er zfI5Ob&?@gVx>G0Qy!1Ob2&`Norcx$Ec;>*vT;>+Ey z^W~la7z>vUymumB?yKj^{pa!Jfp78U!C&y@;e&j6ByS5Pcyuyf9$U_r$Is%+FLv|g zz>oRz#4q{s!Y;ZW zXw1U(q+qZ$($d?mhE+^(Y#o=)>Dd4MPP7I^D-_yuo&PR{K|!=TDZ8!n4^qfZd=EvP z{~j8y%q{48Wdc@Sht)~dXezctao!G`l<#T8(#estRQ^BuOk5c`3+-9BxiZL0!dfXc zC6v@BcP3T-|Mi`)GwDotO=`kP)GXwiJ4Mp>%+2A4J&7Q|nFF3V%OBQ{2ygydR7tOj>9e!TF%lS7VYf z-q2+RR8ile0+miSlxa$4T)sU=wui%zs*|F*GM^wPUMNy(C>3t-LgK|vdEQgTN z{)9NV$Q&z1y;MMCk(f0(5^GcW6Z;l24Ma?Ik@_h#++*G;ee=#V893{dLgb^}#UkNg zQsq4M%`jSoLDR2=?$SXs=A*YS9W-+zE(JZwcx$w+jkq4C`s&vEV6BQic*8dr;R7zC zmcf(8K%CUzAQh3pUxOGNqG?cL;26TUP`4-FR~Q`L2l4WKg~6>?5nMKbc+R3qN#CB3 zeL*82dn^v`tzc2Yl5ntKz6VpHbHTCL;*yOR<9BFF)!?(O6tb^kGgx~qcG*`^{)hn+ z26q?*v1CUit_DY`f2s(s>8r1BFK!^Yfd0^-s3j-uvsK+jMvxM@J&pL=I%6S|>@l!^G8lz7+DvZ*X_o*D#KJxH z(&<>!*%fPzm|p5yvP8UuHy`33+9$~VX~Di0_71M>oLFyC{DQ6a-C^aoRK-k@>8emD zyz5ZPLU<{hP_&b7JeCsViG-!=XpTg-v_|7*ZtnZQ z)Pe0HB0t<4mu!(6T$Zqeq_Tz0AeV93jjmT}W*y1{-+XCy88qS}m z*1LMq91t#Xc6S)xkfCo;;T1@0G^TtTT(kzfnA7{#$SVF>mh37*OViQ=v0HI?3wuyF zvv){>wS6U!X5$)*S(*$r$0}dtn{V7zivpf&$GNZCcn3z_(mb1#`I;_?qO_KbNY4Z-v&V{V_w3l z8NM@3oQrW%J$$Vu(qkeM%GYk9yz>%LQGAw)nbClz(2Yt}?!}Ol0+3XT9+y z1%2CGyYl$93GTFcjvC}UN01(4ju~>w_Z5R`2|O&p>buM+JB{5t2$#8L*!sRESa{fs zUEenZ=#O)u$x0izRsvbZL1H+wvZvfrrR@l*Sq?kDtK{ z%#5j_my!cc2~&eRFL*|CavFgot-y4k8oIZRS*Vyj^N9y9fC29V)2TtU_)%)IJg4QL z!qeBj%b6%uRoRXC@;5ns@NLRC259(EO;Y7e^#tLOU5{`ZGYP z@S@MKZMNpc8VY)tGTeye;W#9(Y#YU>8sBPu4XJR~XULpsazdgqnjmUpiZ~w8%YfcT zPb?EKX2&-H@ijrSW#Z9idn7&&oiN&y5i_4a`i0NIH6!NS3sV+;oxr&aeh-$7IQ2oo zj=&qP5!HnC~F!Xf_+Zk+(cSZ6G}?jr{Qo1X3F~ z^50)0kUm8>^0tEng04pX04S#V39xyuIIEk5-u_qS!Fl!!NZZO3s7XLaZQ$mBvRE-l#YDl za3tB0D(w&Du#Keg=KxNo!6Uxvif>=Vy5&q{vOG}9dYii&~?g6b}5!fJ^ zSN)7Ua9EP*b0uaHtn~>5=|hX-5F1iLR7}dlDys|MP9R2}*Jjz#jQDuG?$oM5f( z`=RvncnDOUQNMK2R}UB80YgW<;NlM3wS+qNQ7^mRL*HpEp?Dtkipz`c&saiz{is)6 z{~}5eeWZKTYc%?H#9kkt=E1jnj(po`tvQ|0x>BjlIK1D*W1kw!I^X;}b(&q@%h36j zr8n<-Qa$PK+~FVI=?#?`^Dj8!7(Z&rfkr5{lm;#lMEq z|Fjj)pd$Y8b8~l35A@!JEE@HzvHur`6!SRNt7s$P=Mq}b8&&)j&_|*3Sxavo&6lZh z)M||y@VP1P>asFjy#`eehnZ>CJLvP&Yi9ax=zP@DYi62uT#p(`%0Hjj#@6Ym#P*D} z7+m4t*v@+nQKxtp@~9D?Th_5rIVy4XQz-s9DW~SdRQ>{$_n6Nw>ph)Tv<22-I|vSE z);mf2xX&%?U3FI0Z-wG}NVy~HuaffPKEJGYMXjt)K{qoKha>AHJashc#LrKC6=^_i zqvqSV725BxEU+I?{nsP%-+~`hKRxf~HyzCV@2VEN|K$f<-TyA+F4ydT*E;*(Wps1+ z{cruzbijXDuhhFZykCYBkDvq2UMYHDyaO~gZNUC-9IQBRFKIu59ym+&+y!qyc8yn{ z`VCTl1#8|0^@rC5XQ`R{;3#Qcvk?zLI84ol-3Mo@m^$HaQ4M(>N`Fg=xu_4n6V6_7 zRPjf*>o(!X9C1idA7L+?rFQOyIok)I`58;Q+5I0*H=MmK zJ7SLT2ch~YQcn?{cRE7v2s+{{wR2C*UY~y^eiRgkWL~r%eovgOdg_Wf<)6=_lZ`}VxPiL&V-QU|yAF##Gm{`+350XHc_8HOxP^Ntt{2n~p_q5Mf@!IiI zrj%$c49_VQhqdron3y(&GuXdyT0QeA!tr_sKV@T?zr)sWsck-k{cD&<&nrGEQXf6d z==A}ke@8EKmwIxYUQ%`2pbYB*Mn{ahi0sN06H=H?^91p`4^jNYMt5*)2w!4OBzclz zsgXn8PzBq<^n(l#Gv<_!Mani=GQ^~Ks5?QlZ!pa>02*P(04_3yy#m_^*8uGZI4c^X zH@g0!MKl$W6U1T$RkWC=C31pc$SPVwy@Mx5UON^oC6YG>FLOifs;G`=gK!t^jHsg1 z=&k_CU^WRYswYGtlJ>S?9fc}tp!?A|!DLrYTQ`0#Minh1amA|M!wa7l*EQ6tqUCkK zO-OdB(xNrAye%i$g~_C_Dq2g)`L+x19g5b`t%s-`F}xEhI)m=Lbl=q)I$IU3r~5&C z9|QXax-FpFv+3(xMH}h9knXoJ`zE>{&2+vG(tR=AM-#0mlcF;TfuFqT!h%(L#S7E~ zgK#MJj2c2nT06qOrGcU}>kgObQp2kwKoDLLkSV31B^ld>te>1`MTih`9wobo zhIHIaW}MW!w;XRqM7UqT35*FEjzdMVBumC!O%`(XuYA3N!D^$uq_b|b%WeR zWLk%qLN;@GKG{dB6UDUC8BLX=Xa`Xmx?18`E~bhm8T1;72KBPtjPCO0;}(vgw!=qZ zR_~#xqBP>$DV&IwIf|D!xt$V>34Uu;G>db12{F)aWunru({w66I$!h($)&}p>2ec2h_qL!KxvI?TGF;;l-jlDi2R^V z%%xA3urpQH*tD;Kw_EzGeb~%qBw%x2llm)VwUGPVu(5hQoD-)BkR#o)F zyFj2rhz|i$OTC`fSZ@ouih2*3Lz0qMz*ls`8z9r+WcGM?xr52IMHRhGX=p*OoduJK zqP%WA45nqiwg|HYVkNy`xt_)zv;?>>mhElvE>-jnWr>yt+bYD7@KQ2{c&y?kfL0Dm zg>2Z?73m6787yQ9EhZN6Xos&U;!pe4kjutsf4oE0FxThr!_rFP0 zTKjD0kE!^5F{J$iQE5qZT3XuMQS=rOX`!?usd$c(F5t}2YkoVe9lpsJmXj6TIG_ua z0Ee(hI1Tb}hiS$X1u~dX&`XTT$RRDjwz(x3gr}F7u#^blu(1y&b6JA9a(gDNr#@lW ztRI~UZ!~&nS!|={q-sR7;i9EXh-JE~Hz~Aac0woK+HO@9W2e$G(HyL6iqbD9$SR_- znGOb7%mG6)$nD;_7OFwy~9jACyD5 zNO$;bjh{yNf}AeA97|JJMU+COq$!5jCA9N1ZeEoCFy;-N5p)}tLi$)?86rhax}P6}=g;ZDx!35FBFo_GXH(jwrTOV~-k z!VAF`WCuTV7Exp85qfeC-a0y&=M#1cu&KWeQkWC<`3z5rk?9v#B^&VRGTM%4;b`r0_x5eVEs@PA}sNVB6&{s6_ z__dM881)`{Yu@OgMJM&<`I;KS&>~pk@IY)xbteL%MP2MEd`z`liO ztM|}P*EM=*6H}vyHtaWg=(lbfO+4}VXfWZUmaX1Hi)xld6Y{*E#yv)=XvvcdEoeoQ zT1G=2{BRzA_;1WLG)ADcP(r7LQ&gc%>a}!FOQggpM4&ASW4=pr=qX9?K6)ZL!R>wq ziBB-RbeVvrtVIA${OnL3SkVRW6+G6|^74C?lJuyaH15pL$ zA{RWcFmmL2B&+v?aGnt9?4lPq{w}Zx^tPBX#!$wPoyc~qzARdd8&nspdRE3* zy78+C^ka!;Qm;|+EG6YV-O3nG94d$Q1}no)Hy(9@OZ8^Msry(~Iz-}x>>Pa}fo08D9az_dWyKyn7D=ZGvjVWA~8@E_Y zc`D6~^qV7iICK^M2074vw6G(tL&AE`O*m^unzUK2Q7;26o^*|-teT#5jrl5Ws!ZpZ z>>gL~Az~NrxyBI-0>q$~ z_2F1YXB3YJyfcz^WX-T z&y@sr2M(4>fbtRd+E$!&;8_x{V+(%-(rq}_QCipK8`NqFNXU8!_rJ!WWjQRQ1eQE) zp~(9uNECtVC_Tw*^yJ{y$7WI_L-bf6CgISc^XN|bDBaq8oGjTj0cj&ZR8QbA_OAw& z+KF`}1LD_}@|8-k3y_b?i`pId_)9=sjzjx6kM6J#80WQdoGd3h)dX101E4;OV;#wW zpV#f-E1tvX$5fSDY9d(aciN5pJt*___$}6632>o zqz9^(G@QP0K?BtFwgl^f>?`^W++vp4M3Y4$@UEyu!4eG7$A5bu?pp6`zi3sa9QxzwK?;9C6yv_FDY7{GkilZ^HB_g5j{#cGb?p zRzV&-)hd7c-;N+@m@Ou)7etn#kvUwI2}e$MbTl7vO3vp6=-Z7Gy~Fd}-m%_QqlOv< zqfnHy4Yzkr{@i?HIKs?@oBVw1)-&92`|R5R#j0-jtb8=AgAxD4B)7R`#;If6K0F7dZZI=i5QiNB&nmdR3x7_ zhEQXiTqKc@n0PXs20qHD7&SH>9X1KYP9Zk`I46JIaGOx#Vcp`%X2z%0OvsBQVBWxT|G*O$#;X#={*=d92kx81* zbUblRE>mz56{v~CBZW?^QBx%{DFVv0l$7k1+o4Qc6_PXbz%H0gQC8_;qw9uKHc9ie ziJ%mNw~B!Qn4x1J2P?Iynn*Fu)HP;6B`2F@2JnEo;irxv!Lyy_iocbbV}>ob$eg*( zM8rdS=Vc&a!+g6UVR3(z>2nHH(RQkZBClfAw^j~sIHO>J(@jpoLTEK>sz|I!<&^A{t?dbN-(ph^ayToW^0>sb+|2UQQk9>73YsFN>TG8yb=nZ%De5rxB9MRvtqqAq z+cJ#;hoF{IPk6eH7sg{$P+$sKaT3T)hEd0rzxg<{Cgm_|r3mWwR-v?{4z5Z?VQ^Ju zEaABD=L^T00bE(Afm>T<1crBehZ@6jsz{A~p?{|5TKswVOs5^_*69yU;6Lk1qd@wzt~6|; zKN?qAf2$#EB1HWz7kGq#^+&kJp^$JFIq*b38h!tSOqVKwbi??_HyCFFUROAbnmOgG z@WJ>*dCj!7<%?orte)>qCd!vYlS_MB$`>>*3NGu#>ppr&EN3WKS68QysxcmGkB7Sa zi}5-w;h(sD){K+OYp@A&A!a1DB+8dXyO*pf?~JyTw}->!7^Sptn^svqy(~~xQ6B9M zclNeM%EOZAC)xNIPsPX6Y$q&pDKJP%QDiJeUfC zhQDQD+60TWTGp;Bg#J8!g*-LdeF_COq5#uZZP9il!XQ{SxnW3-kO2lUn}SJ(@dF)7 z3B7GwtFVOmEi={8FkVHOJ2Xs^IeiA2-mD=MYY(Xw!IMVdOC;@|j^$U${6T_*P6f53 zii;9RR4&Y@v|{@(RvZMe*Gm{vc0vJ#<|TC?FF5C(62UmtizsY0fq1}ZFJx{DFxm&s zwSbaKfkXDx9}w^k;wJgv(|3ynSvej$DKnL9yU2v^8;y%GuX1K~m zx`(2ck4Oi1p_eF+lzTxq>@43M1Z}Yg_2h_c7oR2o-4%mH+^RAuO<{Am- z$~PfsHq`tMulXHc#hbNco*&;w&{ad>i@h96LH*Wf3iM zl7=R0XsU+hEA!`nQ>vfXYJI9w@wY{-JR^7MzZb2gp@XtAyndq!)}V1&NhV{iza!qR zN}eHXHETw zrv6J);X+e#As~@VdoM+@UsES)YPqIXY3e*ptuh!J>Y3h$O^%hONLsRe5)Q2?n2~DNdlH!dQH1%aoeM3{<*3`dh z>OVF0V@-9t@Hh(p=P3HNsz@FTXa#VEYBZqZnL1umO94sgR{~nX)R};qI7K6%;~BS3 zLz@6KGqp|Qx&Vo`^8kswi#2tRrtZ_!?`rA~HT7mqy$6uk@^e69%Zq@h-W95k0j*?c zBnDnX7@7#^ctAO-9FW*j1xRdJ3P|KF1GI`$tO6t{HUN?oAwZI%7m%bl2au%L2S_Zq z8PIB$@;D%|;3Yt78236Lk^BxIk^E;sBKZSNJ*25VH1I+l4rnb)DFP%?#sdlk_m5Iw0E zs*eDP%`P-dVoNR{v1KeEk>>{_KAi?gjflfhX4`_3IR!4zs8-YaZ@#} z3eaLm$x$_c#L{|AZPL^=nz{*))ZehCb^wz4dp00?MT7PpkXW?~kXUsoAhGHyjr)$q z{XpYx0<@T|x(AS0^{}Qsp{dVk>I;Cxs{ho~R{@Dt9|GFMR(%3UtQwGOSv3%lST$1P z#%kON8aD~hVzz2FAhBwJrY_agWtzGYkXW@&Q#Sz;t73q#vjV~c!Z>PqmTIVuA+l{DjvO@-XFo$H;5?9_Dx7O@6mmLAOHnP* zxqw8)ZaVdzPm>HTQFszlFT!O#i~(TGBDhRcF3($HQFeM>|0pjT4t*HDw!!riH% zQ5ZrB-}M@rh5{GdH5&RUfyG<5pO z7Vb?Aoj=LK6-~CFpJ`|%LQbT77_gw0N(*{ULo=pXxbJ9aFq#2LyHi7d*HCD>Mg5hA zmdvnlcWLMZJmiR!Z)s@wEDQH#4SlGg?%5XgEe)M9$HG<3wV-clXy7~x_hk+JNki-A zThwPY^rD9Tj1`_@-?h~i^v(hcdH@ZqP@mM$Z#49K4gHUXKGab0A}j4y4V{OEPUP*< z(8C&fN<)9w&?g$oYp~K5YN$p-%Qdu4L#-OBT4trK)=-0n)@rC#Lp>V0NkhNIW2RU? z@pKE?uAwU$E!?#lx=}-SXy`!={Zm7(6;|588XB#k6Esw&q4P9U(qyGAX||w8H1xcN zUeVB>H1tmmZCPoheOp5z3}P!3wbU~x*Yur;B`U9ZBOfBxU zQY->gz_^_ncQc^jjC%_t#li&O^3^5{oefC%Zq<<5X5l6RLdOOvG|E6{ zg0!SlQj7*9x%2~)9HApI^FgI7Hlx`!Ev*J5_5m=ZU_fC)7)F@TAPtcY(N?S>zlKUR zMB0R}N<*Yq?3<^dYCvKs8cY*f3P^m9#>|8o0g3f1HMABG>;yU!_mZPl4bd~U z=$#8lv@HW9IzoU%@(w^E<#IqG&oJb}d5Y?@k&m>VS_m`?z^H`}SnHbXGHlDyaQ&+X-u~MxtF;wPmBY?AM z4j_}H+BFZQlC_Q?R6nuWG8Hv-e5F=a`5qb+}=({0eghv!X< zT*~;>l)z+!+cr+~m9-=i)(w|C-e&goM{{`eM-lHfj%V0;DvR67@|ovj1P#Tw{a1$l zR&i4swJ&ai;wn?$^QJDUHE!e5?f7*`TZjq0Z1VV+XEudM#^0Yz9z5zmP9x3~6RCe6 znmlBw+vvf0WGVyha-~SrQ0DmvK}=pq{Tpub;DHEoN=&J#JS8R%)p9p2#p&bkWRs_m zd8qZVMOjdd$ur_pcs80mlpD8E-KU&wCeNr(;kn%8p*E>MIk%cT)IPY4zHR;wlZRR^ zw{bVlnPu@ilSe747xed+3``D%4F8#Rhu03<7=mc7)%p`TlQJ+>8e{2-WngZ~z&x0N z`6L5FGovpxgUn}OMvfw?gS6U6TQ?f49_{E@ClK<8Gn z)UkYjYZ{6-CD>fN;fD4-lwmbiFtR-y>A|-iLbSa#m8tJ^yidtyB;)YI@^I)>iB+i16IbHpN-D&)>dLMcaU*OP)DaT#-?b7zDvQBVCP9o zAe1dZ-`O^pX*f@;#fh-loVnA+SerwDs0tkRMv7<@`R!vjL>~btKK}m^gfEP5-yX#J znnVmgmw}xn!NleYcyU!XKF!h^Y~I|kIoK3w#{w=|GLnK`g>814pg&}e5;MPhPK9~o zUs*-TOUxa4QZpJ;O;2EPDc6D{mnT7ppUXy00u^C=yFMAAHK|R33c8s47c+DrDJH1Ga@WrP$RNsIs=A+Ah~Q za1<2pqvh;b!ewVH$~GXv7t^l_rxb2uV45Xdwn9>I2C#~)8{d4EP!JzUd8Qba9wf8* jy90ITvr^c|A_vJ~a2my_h)8f|>MxS$#yFk8RqFo%xNn7H literal 31751 zcmdUY3wTu3)%HGgTQX(tfSBwMDH}+p4wwTm7v4d-H$STKnvCCX)#I`~1)I z=V8uSXYIA#z4qGoefB=Awni%Yo0(Cng(4iQl%z%l-d}V=f`oYR&|?e zI-}XBOKvE#S=BvU(~$wX^XGL)L+vHGbUxt22<-_eRnjYB6}SPfxwcWB?dwz!Gt2BJ zxpTa+Y%1-Fnc`g!x$kK_3(q81+t84wJa;A13b`L>xjigb-da05KjP2%l)CJUJXPR9 zu5o@Ivl>s;=OEs+u;EIPn>$+=`daM=A96p{a$+Cw=FQ2In}LAMu{@UG&7Ygcti;oS z&O8?6;J*d)@|gGI=?2KXsN)Ub8FH-yt0#Fce*MoMZ2#wm{l7iq^!C#(diw_mdh(J@ zAAIluAv}4>W=#!T(g|wdoHzE5eZW6Lsr_rc`!@#$E?EZde($6=NSZHCE}O*J|D<=4 zAgqK0{Yj{B_dmi<7r*Tt2w!2V4}|wQ90*@Eu;IG>>nC}kJA)uDA%9TD8y^H9gw#ri%hFfC zFAyIH+t3HXuZSneYa(adJP`h>G2r@v4PVs;%rXX$OWg)sZ!lb*fC1MFuuI&5{%`|s zF$UZ;u;CVMK&>$VH7n16n~VXdBX(B6fSbesm-s-~hW>B^?luP8IUWrR^SJx|E%WblRxC6%?=i;TI2tUzE~kD(XP^QDfu5 zfenvp8=W#29Ax9cVQfTahpr^XQWp3qEv^PAh=gk3u#x1|4|k(p0JHAH zVO(|Kkjand2R0lkC`qFT$nN}*AI}ey9~F>ei}r`n2tF_Q;Zhz5+Yuo@koa>UFGAD@ zm>8(nL5M0y&}J})^$X?B|A)?}QI6VwNi!Vq=KHASLYhvLL&fz6SV+SEFl(T9?14*G zL+j#)sBa#%bM%3$iFo8y&qe>$548goAG}%?wBbzuD7MYgc&2wejD5OeJ1m~*><)vcJCnoW**)3e(yJT(!{XV!&f)NMb9`7l(?lO8y}FS+ zES_mN4}+&G`C;))#UBPQe@rf38HoS+%(KspoHG#p=c5?vqbqP)gdYlL?8O%ZtlV)I zT~JCx|J)cy0By*7=zh65vW2OMAUTB5SoV$YqQ3m_(bjk}o7-01*49=%t9ofFnN4k} zUKj6)W)jt>%vz&*5}9muUo;IVOhuQeusT(Eu`P+7PSqaILUv2_vP7D7wndW?ERSlV zkyuLdkc)RFcp5tkBbb*1N?m~a2K=7I?`!xSgW=A5xcA~7#_u8guEuX9lJi^K&%u2T zez)Ow34R!uqq(${M-?fr@+rS6Rsl6am8hU9RU=hMm8o(yN;P7L(y&rNhW@%*l zPd2d{&fLUQ1peOC8%-o@Vtsw;{~n7IMN0zo=gA~?$0J!)^!$5xD)JWRl9@zzGTvF8 zKrVWB;!2@Ws}kj)$Wxrzl1gW*^MrifNTef|fX&Isj%b8Rfodgb%OBekO)JmNSaw$* zMdDq2mZ0pU05B*h9ZhB^>?#iP`Y7HaudgSS>}DH^0zx|sk58;1Nq;1f>d1AeYTvRN z^a;h0zHD0gmJ^MK7$kfvb|6x3aik-fi7Veq3JMfQx_YAB%GX9=rFcs8Anas%Du)`Z zBT(NeVpKvk*9AW*-)eduTO7&u_H`wry-+!Y;3lYmms0Fm-nKfdd~3b|+Mn%JlYD3V zij2zkMl$i3@@*t_e(X&omG4Y?^it@SR1Q|3Mb80x?(K~3Qogh4xs;z%5Z^?P<@C5K z4!8Qwq323^-pS(U((_mj=jRALPoU>SrW1MM+f0mVMv4C%%J)Li#yO3{JUdOkq9^~8AzvA09f8pEbEv&7S_^+MAw=bN_w=Z7Ix9jfV z+x7p=w;SK$+kcM0B1?(?D^vJ((`vrm+{d?Duj1S7ck}JepYZLj_xSeh3M{&m`0uXe z+dZf7?cS|?yKf)gzH^Xo_dn0K@4nBs2gYGBsl@-_BEB6=^6jAmeEa_We0$_&zWvuf z`1a^A3rOLyX1+Zh=)?xm4PXS^fVtt#rc;zm$46WL4?jnIO!`BA zMZ}?h;-boq#&damyDI+ckjf45?O~|3H$;@DMX5VTn-oR6yeF%Q|30*0Pu8vYM!w>x z3bNN@4XHXWmg=PrExeW^-l`~tHCVw2mB0kKkXKYiPdwS3-J**9Lj%o~aKcffu*Jqu z642BrRSwCiI1Uv87#h0|(!O7fMFVnSi)UM$CP% zm2UG6;pRdA*qP|+LgOEJh)VNO(Vm`EEQ*D8yP}tDIuB#2F=I~xhIRB?gcPAHvW~_@ zmBd0ziN1p9&Pt-k9uJ(7?bb<9Yr(H-Cb&wt8S6A~Hrd=z0|kw{&_t?Ac3CMqw2BNu z_Pv3KjzV{xh($8lbRyZ!rp>HIU$Stat4R@yHQzuAw|cSi2K(NcsnqxjfawjETLBCS zClIzeCUQ!oPX&*%c${!72?Q&w_sNb{7#Je9n5x(T!Cl1&vyMylr7|jbj5QHRRvF&YSHcZv`pA3IWgIA5kK)4uI>lQ0`4JCs) zv1ng3mdNf>!Os&9L#9(A>3CNxmBTP9c840H#WV*WHBGunA9-?(vcKNN==1 zLc;}B+Ca`B77~SFPP9jr&YO;&mss)MzU(ew_90(W>1a2^TYKQ}iT?mh@LpJarLIBc(sVuWBb1I<1{S|3%u54xue! zT6+XW$YuD6_9VoeiDymZPr7WKofii6Wl%erRM%6)wkn}VJ21`+KJ8MTqm}JYs9y}# z{RQfhUy*3CGh)lC;Ex@ohPlQJ>WcCN!&}u00DR2`4RM~6N07h#&Mx?}gH&JV1i&1s z3}dj$IRQUO5h->fEh_k`qcu-6(I~Y?(b-cYNUEnnEo!TBrIMOefgFyd;~0pl(&If2 z&H}>^Z{4b~6gl$i0Aa)B!Yv8;wlk4IwS-&$=zwq%bbxJ;Is|~<gxVnba;- zdXQUNT>!}kI>Z1>K#`wi&Wfb88&>`B1XG1k=tE(x{jA6ixzq#H@YM3Cr+cVluBY#?VsegWi#2bFDT8ln*I z&R2OR zvBFzv97aC;6XgGGqf5D(gtm&y1#1JG2X?_#8l;{otUCy$l+fm5iTxD(*b}Z|%5dcQ zo7v1}91a|oMbueFkB1a=(R!aBPLE>6 zQ2#2U$=Skr$xWurNL2884N%7(lW7Wy5)GlACSCS0w-Z!pdUG`8SEbL37G;dEQ2e&4 z_n=TR+OGIUQwoD!=OXC8I#uZtI^G6AP|agDs^0?WFR?MybnembFtV<`AF|Y&&!9IK z!3QiW4W)jgIFs0=cUk+uxzgrJTRWD6zGZzC?AuMyW~%KH^d0MaU_X}^o(!0;0wsC3*F;f6`bg? zJ_XqUTV965H38&maJqC8(RS(@GO7y+x9))81GaF8eIddPMwnVBmOTWy-x*mhQ6js@ z$ZAR7QJ9M3C+X&DTC3ajE|HzXkGhSv=0Nr&TVC0s+es9b8d<6~RuppGB+Fe!Ew}x< z1a!93>|6UFa+w3kVxQK4T8`oFgv@;oTw0qsAc%A28Fqe~;(iH&uQ{N$@HHCOk-n0o zgJYB$g`c(*>)Pn1ZV=!`da_{~A+(SLx#y`B!Eb6%TaqEqg;b{l$s^|A^R^^C0+Wh} zwGUF4Ig)la^efv`Vc635LGqxHuDOw_)~~hbe0ywe3%>@zH;r&zIxYkEJtU6~UY^64 zrduPA#ta8PDF>$LDqAP`_dzzOe{tfNs*XuvuvAoLgfNd<5EHR@idk+ zO5c+fWS(YVAZvXEVz=eTP!~f>gz3{Pf=7YlM?hOYg52}Atg7YthYHToR?OjN$Wh;E z{T*^@tZhO~J^65%mQ3^`<_P6WH6&)(Qqn+*=mv?KCEH2zWJqlwNghp+^HgmVUHCSQ z*$~azpgD-`%?D-Civ&|78T1B7-JB0v^B`GzuZZ@ob~O&qK=2nvSQ-Zw{+JP~$iI}Q85nw&OqVc)VD^PfD)Ke;n!V{78-e7D6MOr=@CG z;nI8s+kaajyW7Y+{%d%G%Jbb?DUn1=kPRPZ7`T>4YSd&s48)%qR2~XC&@~MGT0S&Q zGIekIFDQ zqEA|Am$DSad!hGup{|njE*PX{XTTqzp^nK*?O<1}%2z$2T!`^B&uRnmnFgIRLIx68 z>!R6ur$Eo)N16n2rP>3H%Z(PBLl-pNqLt0lIwE_-oEHH4ngQn7fyONT56Kg4$q`}F z;s#+@wZ~%Ai=R{#P9-izAgzSxZ3cLZfL?s>g7w{?L%>wySQ2 z@(+graF;uRD*ckA(PfEK^4qxPFIt)WpJcaURh{`|rTVj0^1pH4z-wI>gg6L|mr$>A0@`m~pLXuZy%% z;%Fgcj*j$6MEIK_B6XH8WaX0ErARc_uS&0zv3z|aCic3)q5xVTkP*-L6R@2IzrpQ< zQyAQsnP?Zr?>q}?&+w|54N4(EH8my!%z+_roeCohA9yE{&c(81RHQ)#Ulf1U&*ue@ zyg*D|Q0ZwEn%6a70k|}2)C0-HyWFj%O0VU{iC;VL%NL4h5XxjMKMY2x<)yXKpX#Yr zqh44;6HQLBPJv1XezGXY1(}^i7gd+p8O56vzqq}Tp2F)e60t6Z#$}|%69+0om_pH; zFclnM3_EE`&Ci&*kdLf;ApC$GjjEL;;S;rJqh1eY$(JGZx+B?*HyY+$71nsQO8xA- z07TP7sTqGF-s0e==fnKsy7U!0>E=zfPJ0_9&$XqU#*aOyYFRnhX4}Zh)J|*V|A68( zMw!N7d3qc3^td3gzaN6ivqsG+KN4N(`+2rv;KfSsK*2NF&Ll1&oIf>}!tuc!I;uJ8 z!8T5Z&O)Q-*vNXNBWRXEIVE~zqmHiwIy;S?F;WsJkzSP_sguAjL+|!NT_tfIn;)m0 zz~`Xwno)8k@MKEh-8!!N*_1%+gi7PpBi=>3a-(tz-eTb=#n_cn0w}H3u?_}sC3yps zw;F)KNoF&CGK?8c+P?^Zn+riy4eP%?jK1xJ7ohou(RMlEC33>Mwsr$M0b3de`(W%; z^n~~o_<;0F7u!C_*LS&KBXoO>{$Lld5u*Z9Wa@@U@_!W48KuX(fFAM?VazzXP{RU*PD+nog+J~6q zl!#jaa>1t`+aVu7xon1=7{?*CnH+Wvq6fN5 zn=w}yG;!NI0-eKrD6KS#)PU*+jrLasAJbZ9Lluw7>0O1j9ZKgLMVW4sPU)4}TBD<9 zPptI~XdE7z-{Jm^wh5WMC-gR1HV} z=wKCjPsnk{p|IO1IdQwxpBqwL+x|7^et#H!F}sYmdCZP1#XFnzyc@SMvYxl$segI# z$~MwMyM7dJhM6;X-$;{rWOz{RW(s5ywH7^(b9?TEm^gfp)xVN{mv%35;3)x zA+gzcC+}U}%dqs=m!iGTdl_AxGiooRXSOB!cH)5}$R!h5+Q+3w)Z5Nx&an+8+^mA+mR`SG(y{tort*I^%Ft z_vf^muoNr~qL+^h(1FbXoDSUC{!}h2j=|tQ857S?EGZ2)C>CT0zsdB5F8_;;q&t=B z?4XkZ< zcDW@|Ds-%e-b&13{ZN(1`U2E%z_034G$Av2M4Sdiz|poj)q{fe%w=tH~*> zA&>QIh+9?}S<^(tHslkQr%B3gC?L9T2@g%yOs{5URA`!J1s3VD9-65+<%{eB zAF9=?>P1eW56#xh<|cQ+56uR4=oVh$%|YSAk-vGueDg09Ths+qLK~|OQ{R3 zu@*P5dne%5q|0CEG~vR-x)6p=7ml~dF1w*Kg`*bR=yG9MO;lk*pOYt#Dk)nRM{iwH)_yYI*7N56vQ7I?N=wS(-{9Mp zC;66m1-JQdGd6aj_F?l^?}zpm=oP*OGluQPlt-he@_lDQa0#|5qPj1NoYkJiR2(#^ zH%Cy{6I2a7C$B)MS1ldc)J`17m}Zf!bo?Mhy|QZU!nBtH`iLKF1fMQA+|lT>E z9(_fEej&b)sx5aG=+>^j9HVR}6gtNcBDRP~AVAJ1wG0LFMaQ!Xj53mL>Drk5fV&TOJTvzOe~s2a4!YZaf!TOoyrTyJ~~7prY&PO z#tX`KA%(Q`cBJu=S^1`0zlRfeOv)E}3f0m;C*Y-xon}bOF$XgsIUo3NQRE7h>VWLj^zs!N~c#`p)EUOaAt3Z^3|~~=~Rns zY2wsyhPLjE!A_hD`sHkt3p(&3xksK*9N62Ze1`~~j=?zgNnom{NBLf)P&yqmI23!( zd@m6$otYVoo9RPIdzmtnj?xTL?aC(TtksVx_%5T&xlfjbh=+pn9o)*Asj4CwTy$R{ z89I%_fXq*F`hG)p(D@w4ju6Re5lZE&lny$(;~3)>q13!aD0Hr8FbaH4B^QNU`5M^U zTS$r*0GVRjbseH4kj3nR-%$u14sv4Uz-+2h`M&;51kg_czYR(i1-zZ99BnHOc*z_> z%Ho`X@0&kEF#X)ZUN3iOT56l}y+Jy3?#M}k4n$VobOBsIr;!{8-2!nWIf#7iZTOo` zDh(yl-<9rFzBegJbc)G|LL3P%Wm71Rjobv#0Vk=DEjxSTy)nvzRt}*vPXbS_vUN#@ zGGVDjNuUE!h4_%+ZH&I`wXLi8rH{_WzA;LBFMsgL&-ZV5z>08a=6`awZ-B zD5;$F3*3%M#&eR_ z!ni<=L{zrQk&-63sq$3ovXjsf;#V~e5^5}SPqS_U=MI}2s-~dug?V zO2)>^qn(}DNt98QXVOxeYisH3JaxP{n5RW?SWPtp#i~N&lklsWjQB!bU?~UgoFj+B z!oga?O8_ft@X~@OXK~`HG6uj8GjG0Lw#SQ~_^ppe^6b7lo~HQ`PDvg$k52HcOu&Yt7S4w$D=UaRiOI1HhtMfYe-A3+4pld17M(0C#wtRBHs#BleM~L2_o_IH zL+u%yR?6VqRG%7CM_g}lcRH2pqXo7x^~4Ai!-EmbFVk28>Fq#lV;YEGT1>onGPcX` zXA{4?xHpxg)i!s8jTBPJA%h~FLm^{1#EEz=F((w`%uphm*b&FEweF-EGmp5{#mRVg z)Ww}o+(~R?S2`NQiHmL=iB@A4Q0bUjoX1;8ylKUKkys|umyTmSCl1Mzh&vrzcp=h( zoO{yNqmZ!qp$|>7~zL=%CW7QMmE_77bwsTzBog5e2Ij;OkJb1NfTHHHs^n4N*+s0Lr2z)kv1e;@fM}OR9 zeE9~*2E1qEYU0&lrQ<8UL_i$X_|Z#1t77r$c=ib#Bwv*oe-uSxyGW~h$B%uO)WweR zRjjYp(ic;d6(A?jAARD+x_<&+^a~*_6QGA}z*@envXonj4P!Vp0(g3YjQgGpfp$~21W;q0^bfnO9L(m&cN3Iv0sVd1fOq*0%bG8-U45*x7qVzy98KoL0>{2-G) zB1;!&Rc!C9v6fU7g-9qFXsROMkWUd#*<`+zvj77oVTOo|GFm=|Sz#ny%+WOp_@u6x z=#U4?VZiIjOWK$ThM$_Y16EQ-YsyauL!Bu2%V-*%<46+Wz8Gkq} z#7^^(=mbH=;)V7eoJ`(3*5LXGRjK2g@Fi6g6~+Kgevv81JN{o%Md1@UsoIs~DI6_# z3=%(y!IRuP*9A zU&eIIvz$mA*%~9um`*^gBTead0_xlW4!hm}p)|VX8%zLVaO7v#q99XYZ4}~I_&&~k^F@6Z+Q z07rf$lA)`c7}y5KhRDMwJFO4;@`a{ZSzWH%ol_>msx_9?#&z=4t--%9AMUXD+UWvZw4&!0Q3b}3$yw_+5& zEmM0+BDvy>+MYy5ZFekIi@vsd=j?`B{?c4+A{pz+b;fIBGiH1;NJosKV?JW}!`feq zckh``5YBegCk!id;!iBsYWX|-=G%QJRP^SU-g~0VDZJ?KjCa*+!Pf|t%tk@(0UQAkqG+1C*qUXfXcPNk7U1LvANb#K+Jl@byfIU|nI< zzu@qRhY3G&6o24I;_`duuzA`_u~=9Evc(R+b6C5ca!DNy<@TcGfsK&&`H?$*&(unx zr+yec&LuO(MUQpSM;p4R+%pv){-hXyS`_lsSzb@k)c~#MilMG6`vxawHIvna@R10{Tuu-r?bydd4*oNHrC?( z+~6Ih1dBNv_5wMdzfiJGFR}%D0n&;$k}K4CtPVKV*oV8_@UlnMSTbXgk`sf7LoZ-O zPLKBF;w~d#5uE~;?^VeGUb4k}u*rZef(87s38laFVOkrtV(HR_)l;*by|e14$+uFm zV23J)`5*pA1nc}jsn@#?m9?4bq5h+3`La?=ttj_-a%y>5QLfKlUhK)8U+(wh`pb(v zxopvk!ABs`@@UHwEl;*Qz7#0ZtrG<4(^R`96u89GI?}i1aSrBgpTg}~wH=-q6mHLv z?eL8{oX$n66Y%q^DY#NH{0i@jso?^(3fD>aRjRePPGo8$t|9#VDuU}|rjodlex=Ic zI+c0n<2sFbm*R^3wg|l%*BMORh$~jWz`GS!S`esIkKjsYpDNX}hWD!B{mJl(;9QX_ z10}lj{a)eC1Qmj;U(E(3_RR++_ALP=_ALh`_N@nnJwb@~Tu@ky1C;_LD0@NCA^A#m zEhy|00(A$d*-U*GR3lSA1BF$0g#H?op!^w>pjc>?1*Hm!m2pzGYj0Yts4WI<236!901f^{O zCA!_9#HT%=#HSfh;?v!r#HW{o!p;kL<13)3M8RvI#FmFa3EodYi7oGgn$L0}6nwE| zEGV(15!3<>Z3Bh(y})Y+C3u~n1TP0l@U8p%(eYEXh41trMzg-!8&FR01zi(jQdNiJLfO5(T#l;qZDK#9hcM()c-?rWeXGs?}N zMB^?{qH#YcL4E?1)R|{Z=ubgSX5C+a61i7Fi3M+g61=~F61=||xskF$4;_-(; ziN~J;B^rl7;hi(^ehW%sdkd7<_rE|%ynhEJ8lHe{-w05mQ4UJv#)A^MiJ$~!3aBX@ zM-8Z{p!{kMDA8C7N<4nD2|X2*=&m<%5m18M4NCBmpr$fj4wT?s3QB6|XHDoepakza zBlmSsf_FP8!MhjKRK`09O7NZnB_97DP~yoGM%cOwK#5Q3Lz#I03{P$YC35>s=zp5f z2TkZNP3T`tXb>kaM0Xk}L2dyh$Y-0-T_*IiCiE5)`a=`?8x#5u6Iz8%SCH#L3GymX z5^utUUSvYAGojx#q4a4+(fu{36FKGo1cg;=!2pgLrDuYnrJyai|pCon~AqEL;fQ9=cf`$AP3s@hO94b^I>rw#SCp++Eo z1!cXVHXAC5oRQG2qipI4L!D4z^UgL@^JtsbVW?e(y2?;@80vXL{o7C{RN5#@4Rx8J z9yHYN4fPP*D3)4dZEB{WZZXsghVoX~ay5q9Y^X0A>Su=XBU>bnl%Z}k)XRoCYP>DC z+)(Ek>gR?E0Zj1L8R~LFJz*&87+bFSSex2osHY4SI?fJVZK%r(^{%1LskY@FG1Ro< zZQj*}vL@QRUPBe3L4;u_u_qa--%xiL>UBe%h(=O0wi)UcL%nIJX;W>vq@ivz)LVwC zoo37JGSowc`oK_2r`vL$G1QL@)i%Qpy}(cp8EV8#JG9AA=NW3wNp@(rp)!WrW2mbQ zbpo0^@xfv=Z$h;hYQ3Q%hT3YV>=IjJkD)F#)YXQ%(NI4z)Qg7ty`kPQ)V~Z>+ib_N z&`@DRtu@ryhI%G!w_%42)wJB^Z8y}ThI$@UsiM}~k1HxJ%1}A30p`7p@vcy)psE_b zAp1#pn+$I=DB+!NczX@+dc(WX@M`$KdB7w7{`~48s<15B zlV?ke)%mkWJnXAcfpS)prj?7JHVkSr*Pc=PbYyES+p|!I4I}O{eN^~q5>Hw z%%SvZ`?DQo z^gnPG{*BRGDw{}FR$$IAxC4pbQ3kRizi5e51%?TH9HWhGkhGVCC zui@A@G|$eD>%9U_v2mHLbz%XhwScp^fYV#R`BDMr{sPVu1spouk#F-G1)O&aIF?i) zDB7v0E#R~jaAF0V3koQ7`{S~O>`!Hb`W z{C7c-EPo)ph8NSZ0R;PnG#%~epgltN6aLejZtO18k3Cpxw`r{7E2-;~cJJP8bFonk zCnzFxFlsgSR_OCkcy6pe;vFi91OSHEX7c~i{z!L!e*_DxnH0{`Vhc(@uanAI2W($+Q*zUnTeyOSXP?-dVM_*!l>4VTaCs zvtlET!u7Ppj!b!dWPKgf=SE0(O?#>bUpHR9u07Qr2@|KjPCkZCo4?l8*Yh4Qz3ZtU zw2nh%hg3nJsOr5@2%Q)0No~WCJIcMY>g#1CcsYILBR`t8^^NwnH7DK$eDI+S1+l=S zHT->@rS~O_1=6{oNf`%=o5_NGvnL^l2XZX^>5>#I3ELZJT5g>$1otNfGcz zC&E3wd6sgjO^8cFjIy0mkocjZ9%QK7(Jp<*^Da}}vf3H=jIR`={KA{T?sAdHnv=wh RZP*HCyK7DRpa9N-{{v5Yx3K^K From 6d316e408ca3e4e80276c1daeaf006d21a4d03d4 Mon Sep 17 00:00:00 2001 From: Adet <35583941+dealtron@users.noreply.github.com> Date: Tue, 27 Oct 2020 07:58:15 +0700 Subject: [PATCH 2/3] Ulala --- Bank_Classification.ipynb | 4044 +++++++++++++++++++++++++++++++++++++ 1 file changed, 4044 insertions(+) create mode 100644 Bank_Classification.ipynb diff --git a/Bank_Classification.ipynb b/Bank_Classification.ipynb new file mode 100644 index 0000000..94a2eb7 --- /dev/null +++ b/Bank_Classification.ipynb @@ -0,0 +1,4044 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Bank-Classification", + "provenance": [], + "toc_visible": true, + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "
\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Up2MQL0imvLy" + }, + "source": [ + "*Data Science Course - Telkom Digital Talent Incubator*\n", + "\n", + "\n", + "---\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "COHOuO-aicds" + }, + "source": [ + "# **Classification**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xG8z8oVNULmV" + }, + "source": [ + "Here we model the classification model from telco customer churn data (https://www.kaggle.com/blastchar/telco-customer-churn). This data is consist of customer profile, customer subscription history, and their churn information.\n", + "\n", + "Each row represents a customer, each column contains customer’s attributes described below:\n", + "1. customerID : Customer ID\n", + "2. gender : Whether the customer is a male or a female\n", + "3. SeniorCitizen : Whether the customer is a senior citizen or not (1, 0)\n", + "4. Partner : Whether the customer has a partner or not (Yes, No)\n", + "5. Dependents : Whether the customer has dependents or not (Yes, No)\n", + "6. tenure : Number of months the customer has stayed with the company\n", + "7. PhoneService : Whether the customer has a phone service or not (Yes, No)\n", + "8. MultipleLines : Whether the customer has multiple lines or not (Yes, No, No phone service)\n", + "9. InternetService : Customer’s internet service provider (DSL, Fiber optic, No)\n", + "10. OnlineSecurity: Whether the customer has online security or not (Yes, No, No internet service)\n", + "11. OnlineBackup: Whether the customer has online backup or not (Yes, No, No internet service)\n", + "12. DeviceProtection: Whether the customer has device protection or not (Yes, No, No internet service)\n", + "13. TechSupport : Whether the customer has tech support or not (Yes, No, No internet service)\n", + "14. StreamingTV : Whether the customer has streaming TV or not (Yes, No, No internet service)\n", + "15. StreamingMovies : Whether the customer has streaming movies or not (Yes, No, No internet service)\n", + "16. Contract : The contract term of the customer (Month-to-month, One year, Two year)\n", + "17. PaperlessBilling : Whether the customer has paperless billing or not (Yes, No)\n", + "18. PaymentMethod : The customer’s payment method (Electronic check, Mailed check, Bank transfer (automatic), Credit card (automatic))\n", + "19. MonthlyCharges : The amount charged to the customer monthly\n", + "20. TotalCharges : The total amount charged to the customer\n", + "21. Churn Whether: the customer churned or not (Yes or No)\n", + "\n", + "We will predict customer behavior to retain customers. You can analyze all relevant customer data and develop focused customer retention programs.\" [IBM Sample Data Sets]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kgluYCulxxIJ" + }, + "source": [ + "Import Libraries" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "3LnjbBxXx0vz" + }, + "source": [ + "# Import Library\n", + "import pandas as pd" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "VZ6Q4IRnmbRG" + }, + "source": [ + "Import Raw Dataset" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "pa0blw2s6G7X", + "outputId": "bd8dea3c-22e3-4b13-831b-50175ac9d14e", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 204 + } + }, + "source": [ + "# Import Data to Google Colab\n", + "df_churn = pd.read_csv('https://raw.githubusercontent.com/dealtron/Bank-Classification/main/bank.csv', sep = ',')\n", + "df_churn\n", + "\n", + "# Show 10 first Row\n", + "df_churn.head()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agejobmaritaleducationdefaultbalancehousingloancontactdaymonthdurationcampaignpdayspreviouspoutcomedeposit
059admin.marriedsecondaryno2343yesnounknown5may10421-10unknownyes
156admin.marriedsecondaryno45nonounknown5may14671-10unknownyes
241technicianmarriedsecondaryno1270yesnounknown5may13891-10unknownyes
355servicesmarriedsecondaryno2476yesnounknown5may5791-10unknownyes
454admin.marriedtertiaryno184nonounknown5may6732-10unknownyes
\n", + "
" + ], + "text/plain": [ + " age job marital education ... pdays previous poutcome deposit\n", + "0 59 admin. married secondary ... -1 0 unknown yes\n", + "1 56 admin. married secondary ... -1 0 unknown yes\n", + "2 41 technician married secondary ... -1 0 unknown yes\n", + "3 55 services married secondary ... -1 0 unknown yes\n", + "4 54 admin. married tertiary ... -1 0 unknown yes\n", + "\n", + "[5 rows x 17 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 6 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "kGOqBrwfxGsG", + "outputId": "947110b6-2a97-46fc-a016-36d38e74b132", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 425 + } + }, + "source": [ + "# Prints the Dataset Information\n", + "df_churn.info()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 11162 entries, 0 to 11161\n", + "Data columns (total 17 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 age 11162 non-null int64 \n", + " 1 job 11162 non-null object\n", + " 2 marital 11162 non-null object\n", + " 3 education 11162 non-null object\n", + " 4 default 11162 non-null object\n", + " 5 balance 11162 non-null int64 \n", + " 6 housing 11162 non-null object\n", + " 7 loan 11162 non-null object\n", + " 8 contact 11162 non-null object\n", + " 9 day 11162 non-null int64 \n", + " 10 month 11162 non-null object\n", + " 11 duration 11162 non-null int64 \n", + " 12 campaign 11162 non-null int64 \n", + " 13 pdays 11162 non-null int64 \n", + " 14 previous 11162 non-null int64 \n", + " 15 poutcome 11162 non-null object\n", + " 16 deposit 11162 non-null object\n", + "dtypes: int64(7), object(10)\n", + "memory usage: 1.4+ MB\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Iw1TLO4wmqi0", + "outputId": "559abeb0-ef24-4359-87d2-cc6b21309cf1", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 266 + } + }, + "source": [ + "# Prints Descriptive Statistics\n", + "df_churn.describe().transpose()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
countmeanstdmin25%50%75%max
age11162.041.23194811.91336918.032.039.049.0095.0
balance11162.01528.5385243225.413326-6847.0122.0550.01708.0081204.0
day11162.015.6580368.4207401.08.015.022.0031.0
duration11162.0371.993818347.1283862.0138.0255.0496.003881.0
campaign11162.02.5084212.7220771.01.02.03.0063.0
pdays11162.051.330407108.758282-1.0-1.0-1.020.75854.0
previous11162.00.8325572.2920070.00.00.01.0058.0
\n", + "
" + ], + "text/plain": [ + " count mean std ... 50% 75% max\n", + "age 11162.0 41.231948 11.913369 ... 39.0 49.00 95.0\n", + "balance 11162.0 1528.538524 3225.413326 ... 550.0 1708.00 81204.0\n", + "day 11162.0 15.658036 8.420740 ... 15.0 22.00 31.0\n", + "duration 11162.0 371.993818 347.128386 ... 255.0 496.00 3881.0\n", + "campaign 11162.0 2.508421 2.722077 ... 2.0 3.00 63.0\n", + "pdays 11162.0 51.330407 108.758282 ... -1.0 20.75 854.0\n", + "previous 11162.0 0.832557 2.292007 ... 0.0 1.00 58.0\n", + "\n", + "[7 rows x 8 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 8 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ovdislrOmxw7" + }, + "source": [ + "Data Preprocessing" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_f99fF2tm3r9" + }, + "source": [ + "Handling Missing Values" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "WqMBNZiKm-KV", + "outputId": "13d8600d-c134-4cc8-e2c7-9ea7654b8bf5", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 323 + } + }, + "source": [ + "# Check for Missing Values\n", + "df_churn.isnull().sum()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "age 0\n", + "job 0\n", + "marital 0\n", + "education 0\n", + "default 0\n", + "balance 0\n", + "housing 0\n", + "loan 0\n", + "contact 0\n", + "day 0\n", + "month 0\n", + "duration 0\n", + "campaign 0\n", + "pdays 0\n", + "previous 0\n", + "poutcome 0\n", + "deposit 0\n", + "dtype: int64" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 9 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "gvHrvTq5nBKG", + "outputId": "d96b5321-88ef-4952-b7b9-3312e128a518", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 561 + } + }, + "source": [ + "# Search for Median Value\n", + "median = df_churn['TotalCharges'].median()\n", + "\n", + "# Use Median to Replace Missing Values\n", + "df_churn['TotalCharges'].fillna(median, inplace=True)\n", + "\n", + "# Check for Missing Values\n", + "df_churn.isnull().sum()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "error", + "ename": "KeyError", + "evalue": "ignored", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 2890\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2891\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2892\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", + "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", + "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", + "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'TotalCharges'", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# Search for Median Value\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mmedian\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_churn\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'TotalCharges'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmedian\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m# Use Median to Replace Missing Values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mdf_churn\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'TotalCharges'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfillna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmedian\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minplace\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 2900\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2901\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2902\u001b[0;31m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2903\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2904\u001b[0m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 2891\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2892\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2893\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2894\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2895\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtolerance\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'TotalCharges'" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Qu3-_cMqolmD" + }, + "source": [ + "Encode Categorical Data" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "y4QClyfiopNW", + "outputId": "c95dfbb7-0f09-440c-ae18-f7dce2b04ac5", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 374 + } + }, + "source": [ + "# Import Module\n", + "from sklearn.preprocessing import OneHotEncoder\n", + "\n", + "# Encoder\n", + "encoder = OneHotEncoder(sparse=False)\n", + "\n", + "# Encode Categorical Data\n", + "df_encoded = pd.DataFrame(encoder.fit_transform(df_churn[['gender', 'InternetService', 'Contract', 'PaymentMethod']]))\n", + "df_encoded.columns = encoder.get_feature_names(['gender', 'InternetService', 'Contract', 'PaymentMethod'])\n", + "\n", + "# Replace Categotical Data with Encoded Data\n", + "df_churn.drop(['gender', 'InternetService', 'Contract', 'PaymentMethod'] ,axis=1, inplace=True)\n", + "df_encoded= pd.concat([df_churn, df_encoded], axis=1)\n", + "\n", + "# Show Encoded Dataframe\n", + "df_encoded" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "error", + "ename": "KeyError", + "evalue": "ignored", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;31m# Encode Categorical Data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mdf_encoded\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mencoder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit_transform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf_churn\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'gender'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'InternetService'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Contract'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'PaymentMethod'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0mdf_encoded\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mencoder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_feature_names\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'gender'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'InternetService'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Contract'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'PaymentMethod'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 2906\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_iterator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2907\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2908\u001b[0;31m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_listlike_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mraise_missing\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2909\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2910\u001b[0m \u001b[0;31m# take() does not accept boolean indexers\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_get_listlike_indexer\u001b[0;34m(self, key, axis, raise_missing)\u001b[0m\n\u001b[1;32m 1252\u001b[0m \u001b[0mkeyarr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnew_indexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reindex_non_unique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkeyarr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1253\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1254\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_read_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkeyarr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mraise_missing\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mraise_missing\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1255\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mkeyarr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1256\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_validate_read_indexer\u001b[0;34m(self, key, indexer, axis, raise_missing)\u001b[0m\n\u001b[1;32m 1296\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmissing\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1297\u001b[0m \u001b[0maxis_name\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_axis_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1298\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"None of [{key}] are in the [{axis_name}]\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1299\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1300\u001b[0m \u001b[0;31m# We (temporarily) allow for some missing keys with .loc, except in\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: \"None of [Index(['gender', 'InternetService', 'Contract', 'PaymentMethod'], dtype='object')] are in the [columns]\"" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "WtGKwoaCpeAs" + }, + "source": [ + "Set Feature and Target" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "awfUHmfrph6W", + "outputId": "0dc27a83-909b-4fc5-f087-6cb6a679fc1c", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 473 + } + }, + "source": [ + "# Select Features\n", + "feature = df_encoded.drop(['customerID', 'TotalCharges', 'Churn'], axis=1)\n", + "feature" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
SeniorCitizenPartnerDependentstenurePhoneServiceOnlineSecurityOnlineBackupDeviceProtectionTechSupportStreamingTVStreamingMoviesPaperlessBillingMonthlyChargesgender_Femalegender_MaleInternetService_DSLInternetService_Fiber opticInternetService_NoContract_Month-to-monthContract_One yearContract_Two yearPaymentMethod_Bank transfer (automatic)PaymentMethod_Credit card (automatic)PaymentMethod_Electronic checkPaymentMethod_Mailed check
001010010000129851.00.01.00.00.01.00.00.00.00.01.00.0
1000341101000056950.01.01.00.00.00.01.00.00.00.00.01.0
200021110000153850.01.01.00.00.01.00.00.00.00.00.01.0
300045010110004230.01.01.00.00.00.01.00.01.00.00.00.0
40002100000017071.00.00.01.00.01.00.00.00.00.01.00.0
..............................................................................
703801124110111118480.01.01.00.00.00.01.00.00.00.00.01.0
7039011721011011110321.00.00.01.00.00.01.00.00.01.00.00.0
704001111010000012961.00.01.00.00.01.00.00.00.00.01.00.0
70411104100000017440.01.00.01.00.01.00.00.00.00.00.01.0
70420006611011111105650.01.00.01.00.00.00.01.01.00.00.00.0
\n", + "

7043 rows × 25 columns

\n", + "
" + ], + "text/plain": [ + " SeniorCitizen ... PaymentMethod_Mailed check\n", + "0 0 ... 0.0\n", + "1 0 ... 1.0\n", + "2 0 ... 1.0\n", + "3 0 ... 0.0\n", + "4 0 ... 0.0\n", + "... ... ... ...\n", + "7038 0 ... 1.0\n", + "7039 0 ... 0.0\n", + "7040 0 ... 0.0\n", + "7041 1 ... 1.0\n", + "7042 0 ... 0.0\n", + "\n", + "[7043 rows x 25 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 8 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "bu1COTYDqVoC", + "outputId": "171566dd-56e1-4f85-a110-45d9155b24e6", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 221 + } + }, + "source": [ + "# Select Target\n", + "target = df_encoded['Churn']\n", + "target" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0 0\n", + "1 0\n", + "2 1\n", + "3 0\n", + "4 1\n", + " ..\n", + "7038 0\n", + "7039 0\n", + "7040 0\n", + "7041 1\n", + "7042 0\n", + "Name: Churn, Length: 7043, dtype: int64" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 9 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jKGonYC7qhGA" + }, + "source": [ + "Set Training and Testing Data" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "td_W4NOBqpCI", + "outputId": "58bb3ac4-f4e3-40d7-803f-e1f21fe964e1", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 85 + } + }, + "source": [ + "# Set Training and Testing Data (70:30)\n", + "from sklearn.model_selection import train_test_split, cross_val_score\n", + "X_train, X_test, y_train, y_test = train_test_split(feature , target, shuffle = True, test_size=0.3, random_state=1)\n", + "\n", + "# Show the Training and Testing Data\n", + "print(X_train.shape)\n", + "print(X_test.shape)\n", + "print(y_train.shape)\n", + "print(y_test.shape)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "(4930, 25)\n", + "(2113, 25)\n", + "(4930,)\n", + "(2113,)\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "oW3ulO_V--JF", + "outputId": "2a053654-fc74-484e-ea3f-cfe89185ca18", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 473 + } + }, + "source": [ + "X_test" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
SeniorCitizenPartnerDependentstenurePhoneServiceOnlineSecurityOnlineBackupDeviceProtectionTechSupportStreamingTVStreamingMoviesPaperlessBillingMonthlyChargesgender_Femalegender_MaleInternetService_DSLInternetService_Fiber opticInternetService_NoContract_Month-to-monthContract_One yearContract_Two yearPaymentMethod_Bank transfer (automatic)PaymentMethod_Credit card (automatic)PaymentMethod_Electronic checkPaymentMethod_Mailed check
3381000411101111179851.00.01.00.00.00.01.00.01.00.00.00.0
6180100661100011110241.00.00.01.00.00.00.01.01.00.00.00.0
48290001210000001451.00.01.00.00.01.00.00.01.00.00.00.0
37370005100000015061.00.01.00.00.01.00.00.00.00.00.01.0
424901110101100116591.00.01.00.00.00.01.00.00.00.00.01.0
..............................................................................
3934001100110100040251.00.01.00.00.00.01.00.00.00.00.01.0
1351011111000000120450.01.00.00.01.01.00.00.00.00.01.00.0
204810021100101119680.01.00.01.00.01.00.00.01.00.00.00.0
621801170001111115841.00.01.00.00.00.01.00.01.00.00.00.0
4297000451100101073551.00.01.00.00.00.00.01.00.00.00.01.0
\n", + "

2113 rows × 25 columns

\n", + "
" + ], + "text/plain": [ + " SeniorCitizen ... PaymentMethod_Mailed check\n", + "3381 0 ... 0.0\n", + "6180 1 ... 0.0\n", + "4829 0 ... 0.0\n", + "3737 0 ... 1.0\n", + "4249 0 ... 1.0\n", + "... ... ... ...\n", + "3934 0 ... 1.0\n", + "1351 0 ... 0.0\n", + "2048 1 ... 0.0\n", + "6218 0 ... 0.0\n", + "4297 0 ... 1.0\n", + "\n", + "[2113 rows x 25 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 11 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XBpuFXsXxoOW" + }, + "source": [ + "#### ***Decision Tree***" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jB0NTjxCZ3hw" + }, + "source": [ + "A decision tree is a flowchart-like tree structure where an internal node represents feature(or attribute), the branch represents a decision rule, and each leaf node represents the outcome. The topmost node in a decision tree is known as the root node. It learns to partition on the basis of the attribute value. It partitions the tree in recursively manner call recursive partitioning. This flowchart-like structure helps you in decision making." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "f5EO9O_z2qKC" + }, + "source": [ + "Modeling Decision Tree" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "T_97Grv1xHky" + }, + "source": [ + "# Import Module\n", + "from sklearn import tree\n", + "\n", + "# Modeling Decision Tree\n", + "dtc = tree.DecisionTreeClassifier(min_impurity_decrease=0.01)\n", + "dtc.fit(X_train, y_train)\n", + "\n", + "# Predict to Test Data \n", + "y_pred_dtc = dtc.predict(X_test)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "t715tIDhsQlp", + "outputId": "c765a2d2-1ca1-4b5e-cc41-e922533a58e6", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 648 + } + }, + "source": [ + "# Visualize Tree\n", + "\n", + "from sklearn.externals.six import StringIO \n", + "from IPython.display import Image \n", + "from sklearn.tree import export_graphviz\n", + "import pydotplus\n", + "\n", + "dot_data = StringIO()\n", + "export_graphviz(dtc, out_file=dot_data, \n", + " filled=True, rounded=True,\n", + " special_characters=True,\n", + " class_names=['notchurn', 'churn'],\n", + " feature_names=['SeniorCitizen',\t'Partner',\t'Dependents', 'tenure',\t'PhoneService', 'OnlineSecurity',\t'OnlineBackup',\t'DeviceProtection',\n", + " 'TechSupport',\t'StreamingTV',\t'StreamingMovies',\t'PaperlessBilling',\t'MonthlyCharges', 'gender_Female',\n", + " 'gender_Male',\t'InternetService_DSL', 'InternetService_Fiber optic', 'InternetService_No',\t'Contract_Month-to-month',\n", + " 'Contract_One year',\t'Contract_Two year',\t'PaymentMethod_Bank transfer (automatic)', 'PaymentMethod_Credit card (automatic)',\n", + " 'PaymentMethod_Electronic check',\t'PaymentMethod_Mailed check'])\n", + "graph = pydotplus.graph_from_dot_data(dot_data.getvalue()) \n", + "Image(graph.create_png())" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.6/dist-packages/sklearn/externals/six.py:31: FutureWarning: The module is deprecated in version 0.21 and will be removed in version 0.23 since we've dropped support for Python 2.7. Please rely on the official version of six (https://pypi.org/project/six/).\n", + " \"(https://pypi.org/project/six/).\", FutureWarning)\n" + ], + "name": "stderr" + }, + { + "output_type": "execute_result", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAApQAAAJBCAIAAAB3XrL3AAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdeTxU3RsA8DO7ZSyDSESJLCmVZK1XUbTSRqm3on3RSrsWLdre+FXeFlqlLIWkRaWUJWsqayT7nn2dMWZ+f0xN89oVBj3fT3+Ye8899zmXPO65556DYTKZCAAAAAD9B5bbAQAAAACgayB5AwAAAP0MJG8AAACgn8FzO4D+hEqlJiYmFhcXV1dXczsWALhMQEBAQkJCRUWFRCJxOxYA/jiQvDtWXl5++/ZtX58HYeHhdHoTt8MBoA/B43G6Ojrz5i9Yvnw5hULhdjgA/CkwMNq8HXV1dadPnz5z+jQWw5ylqWQ4TkFNTlJSVJDMC7ca4E9XU08tKK36+LXgZVza48gUBhNju2vXrl27+Pj4uB0aAAMfJO82+fr6btu6pbys1GbhZCtjDUjYALSlpp56/Vn02ftvKRQRp/MX5s2bx+2IABjgIHm3gslk7t+//+TJkxZTxx/821BcmMztiADoB4orauzdXt599X7Pnj3Hjx/HYDDcjgiAAQuSd3P19fV/L1v26JG/04a5S6aO43Y4APQz917FbbvkP2fOXLc7d3h5ebkdDgADEyTv/2AwGGaLFr16Gei+Z4m2iiy3wwGgX3qXlLX05L2phkZe3t5YLLyPCkD3g/9X/3HgwAF//4e3bM0hcwPwy7RVZO/uXRIQ8MjOzo7bsQAwMEHy/snHx+fkyZP/22gyafRwbscC/mOpw12x+Ye4HUVv69et1lKWdVw/x8HBwcfHh9uxADAAwXve39XV1W3futXCYHz7z7lr6qmuT6MeRyan5ZY00OiDRQTGjhhiZTxx8hi5Xgu19116FL7v2lM8DpvgaiNBEWi2Nz6jYPL2fxFCvkdW6quN4EaA4Fek55cevfMiNCGjuo4qI06xmDpu64JJ2DZGmZ33DT10K7Dl9pIHR/C41u8BlkwdF5aYtX3rFmNjY3h/DIDuBXfe3506daqs7JvdUoN2yiRlFWlvueD6JNLKSCPKeetXt73XbcwZTKbJwRuHbz3vxtED+aVVFFO77OKK7qqwW+qnNzHuvYpruf3Oy/fdFNdPv38Fevoa9oTejLm4vMZ4j0tVXcPLM+uz7x04smL6P/ff2F4JaKt8ZW0DQijTfX+531HOf21lbpZDy6dVVJSfPn26+xsAwJ8NkjdCCJWXl589c8Z20V8tbyvZquoazI+5MZko6My6JVPHiQuT+XiI4xWkbu9eYjF13P98Q+6//dRd8YQmZHRXVd1YPxGPuxPUPE/T6E33334i4HDdEddPLSPs6mtHPX0Ne8Lvt7qZvG+VZ72Clxx3b7nrtNfrmgaa606zYRIUEgE/U1PZxkz/RmB0Wm5Jq1VV1tYjhPh5iF0KYJAQ/84Fk86cPl1eXv4L8QMA2gLd5gghdPv2bSyGaWWs0U6Za0+icksqXXYsapngj1nNiE7NLamsZW+JTM4+4x0c8zmnrqFRQoRsrKG0d8lUEYHvPYeL7N3S8795H1xud/PZu6SsJgZjlOzgY1bG6grSCKGFR24FxX1BCKmt/YdEwBd6H1p45FZGYdmt3UvWOd5Pzy/N87TDYbFvP309d/9NbFoevYkxVFx4sb7aJhNdEuHnN/R9Wp7DvVfRn7OZTKQiK2Gz6C+D8Qqt1t/JqzRpjFzQ+7TwxEydUcPYG59EJpdV1+mOGhaWmMlZuHuvAEIIj8NlFJbZ3XgWEp9BbaSrDht81NK4rXGFrdbQfkgtsYJ027Nkj+uT91/yCDis0QTFf9bPeR6b6nj/7Zf8UgkKecMc7XWztftIq9lo9KYnkcl3gt6/jvsiTiFvmKPTsoxvaIKe6nDO5s/WUj5y+/nD8EQbM/2W5StrG3iIhPbvs1tlZaxxxvuNm5vbli1bunosAKAtcOeNEEK+Pg9maSq1P4fao4gkIh43R0ul5S4KmTfq4paNc7//inz76evsA9cEeUkvz6zLcN93aeuCgIikOQeuU2l0VgEiAVdaVbfmnLelkUaiq03gyTVF5dXLHO6yCtw/tGKziS5C6OPVnazf4EQCvrahcdfVgJmayg6rZmIxmIjkrAVHbokI8EU7b02/vcd20V/H3IMO337ODik2LXfGXpeR0mKhTps/XN0xTl7K7Kjb85jPrdbfSay2u72M5dzoHhSHxWBmaSlzbuz2K4AQwmIxa/7xXjF9QtJ12xen15bX1K087UFtpLcaassaOgypJVaQO688OrR8eurN3TsW/uX15uPiY3fuBr2/s9ci5cYuTSWZPa5PYlJz+0irEUKJmYV7rz1Rtjy95pw3AYdz32eR4GqzZZ5es2J53yrLquuUhg7i3CgnKUrA4T6k57dac2VtgwBv1267Wci8pFmaSj4P7v/CsQCAtkDyRg0NDeHh7wzHKbRfLDm7WG6IKInYcV/F4dvPhfl5L21dID9EjJ+HqKc6/PDy6UlZRQ9C49llquoaNpvqTlMfycdDVJaRsJoxsbCsOiGrsNUKMRhMaVXtTE3l/RYGlsYaGAzmSWQKiYC3X2k8WESAj4e46C813VHD7gb9fCB96GagpKjgUUtj6UFCFDLvMSvjIWKCrk+jOndJWqenOnzEENGH4YnVdVTWlsKy6tcfvkxTHzlEVKhHrwBCqK6BxirPz0McPVzS0nhicUXNhy+tZ5qWOhNSS1V1DTsWTJ4wUpqfh7hxrg4/DzEqJcd5y3xZCYoQP8+2BZMQQiGfvvaFVsd9yZtqc1lvm3Ng9OdNJjoJrjb39i811lDCtfaadXFFDUJIVPA/vQ5YDIYiwMva1VJlbQMej3O490rL+sJgsyNKlqdtrwaU19S3c/XYDMbKh4e/o1KpnSkMAOgMSN4oOTm5kU4fIyfZTpkmBqOB1kjuxAO/ipr6uC95eqOHc6Z51hjskPivnCU5B2YPpggghArL2lxplN7EmK83mv3RfqVRroed9KCfKVNWglJV11BRU48Qqm2ghSdlTVSSYY8cxmIw8S42XnZ/dxh/OzAYzOoZmvXUxvsh35/u33sV18RgrJmpyVmsh64AQmjKWHn21xLCZIRQSWXrmaaZzofUktaPPmo8DksR4JWREGY/NxkkTEYIFVXUdOkUPdTq+IzCD+n5Nmb6MZe27VjY3ugNhFADjY4QIuCbj1Qg4HH11MZWD2EwmbRGOh8Pwd/eMvXm7lNrZj0MS5i681JNfccpWW3EkEY6PSUlpcOSAIBOgmfeqKCgACEkJSbUThkcFsvHQ2QNuO2gtrIqhFCzX52s3/IFpVWcFXI+bmRlWXoTo61qMRiMBOXnFOtUGt31aaT/u6TMorKK6vomBrOJwUAINTGYCKGi8homkykmyN9htF1lYTDumPvLOy9jLY00EEJ3X8XJSYpMHSfv/y6JXaaHrgAOixXi5+H8iH60Ny23ZOLm8+xd+y0Mmj217TCktmrAYbGCfD9PikEYCpmX8yNCiHXle7/VzYyRk1RXkDrrFewT8mmZgbqFwbh28jcviYAQamyxvi2tkc7a1dKLU2s5P5rojMJiMMtP3XPyCTmw1LCtE7EMERVECBUUFKipqbVfEgDQSZC8UW1tLUKIr43fWWwqshJxaXnVdVQBvo6XF2v22hjr4++s04DFYDj7Py3Pej6L/rzbfIqZvpqEMJlIwG+/9JD9yhYOi0EItfNk9JcJ8vGY6avdeBadmFlYU0/7kv/tuNWMVtvV7VegHQrSg8r9jnZYrJ2QOlnD75yip40dMeTF6XUp2cVuL2Od/cNO3Auapj5yxfQJhuMVWvacs+74v1XVcW6kNzHKa+p1RAU7eUbD8QoYDCb2xyP/drDGqFdXt9fBAADoEug27+xvWBOdUU0MhsfrD63utTjhfvxuEEJISkwIg8E06wgtKq9BHd3cd15hWfXTqJR5eqq7F08ZPliEj4eIx2FzOF4OHiImiMVgisp75Hfl2plaCKH7IfGebz7wkghLDcY3K9ALV6CreiGkPtJqJRnx41Yzkq7vct1pRqM3WRx3H73mnwt+oc2KDRYREKeQU7KLODem5pbQmxjjFKRaVkujN31Mz0/PL+XcSG2kM5lMzhcc2sL6zwXLKADQjSB5d5alkcYwCcqJe0Fped+a7br86N3TqBQBXhJCSJCPR0NxaGhCRgPt57PDoLg0hNDUcfKoc7DY9n7ZsW6pOUcbpeaWsN7UYiImQoiAw01Uknkb/5VzKLXu1osGtpc7U3/7lGTE9VSHB71PexyZvGjyGM5OXZZeuAJdraFbQmpfH2k1CxGPM9EZdf/g8nhXG0sjjfDErJZlFk1WC03M/Fb18/1Gn9B4PA67QG9My8K0RrrxXtetzn6cG1/EpiKEBvbcggD0WZC8O4ufh+hl97cQP4/R7qtXH0cUlFZRafTk7KIdl/33XX+62UTX2lSXVdJ+hVFNPXXTed+sovLaBlrwx/Rj7i81lWXmao/q5LkkRQQRQrGpuVQaveUD0aHiwsMkKAERycnZRVQa/UVs6rKT90x0VBFCcWl5rEewh5dPp9Loax3vF1fUVNY2HHN/mZRVZGk0sTP1d2jNLM34jILi8prV/x2qxtbTV+AXavj9kDrUF1rdzBBRQVsz/Xv7l7bctWPhZFEBPqsznl8Lyqg0uk9I/EW/MJtF+uxRkMEf0ymmdnY3niGEyLykvUumhiVm7rv2NL+0qqquwTcsYe+1J6rDBrNGPwAAehk88+4CBelB785buzyJ9H776cTdoIZGupSo4Fh5qScnVmkp/5w3Q1NZ5vHxVQ73Xk3e/m89tVF6kJDFlHG2Zvqdn+DCfMpY/3eJ650eCPCR3pzb2GwvFoNx22uxx+XxtF1X8TishqLMDRszfl7Sp4wCixPuW+dPOrDUUFNZxv+o1Yl7QRM2OjGZSGnooJu7FpvojGq1fs5R650xS1NZSkxISkxo9PDWh+j39BX4hRp+P6QOcbfVLo8jd7m0Prmp6rDBIU6bmm0UEeALPLnW/s6L6buvVNdRRwwRc1g107LteYq2zNOTlaBcfvRu8nZn1lzoy6dP2LFgclsD3AAAPQrW80ZeXl7m5ubdMl4JANAqiqmdp6enmZkZtwMBYICAbnMAAACgn4HkDQAAAPQz8Mz7jxb0Pm2h/e12CkwYKf3i9LpeiwcAAEBnQPL+oxmMV4CH/QAA0O9AtzkAAADQz0DyBr/L9OANWYvjPVEYAABAq6DbHPRj6fmlR++8CE3IYL15bDF13NYFk7Btz3T7Pi3P8cHbmNScsqo6KTGhOdoqtmb6nOu4f0jPP+4eFJWSTW2ky0uJrZ+tvczwP/O/MphMl8cRNwJjMgvLhMm8MzQUD68wajnNHAAA9ChI3uB3+dlb9lDh9hWX1xjvcRktN/jlmfWSIgJB79PWOt7P/Vb5z/o5rZYPT8ycf/jWLE3lwJNrKWTel3Fpm877hCdlBZ5cw8r3ARFJK055zNUZ9fqfDYMp5BuB0Vud/cpr6qxN9diV2F4J8H778d8t8w3HK8R9yV9+8l5CVtHzk2t6Z/URAABggW5z0F+d9npd00Bz3Wk2TIJCIuBnairbmOnfCIxOyy1ptbz9nReignyXti2QERcW4CPN01VdPUMz5nPOhy/5rAKHbz8fLCJwedsCOUkRPh7iJhPdpQbjHe69Kq+pZxWI+Zxz/VnUMcsZs7VUeIgEbRXZwyum19RTv7SY7h4AAHoUJG/QsauPIyZsdJJYeFht7T/n7r95HJlMMbV7GpXC2sv5GHuRvdv49Y7p+aUWJ9yHLzshY3Fsxl7X2LSfq0Z24zNv39AEPdXhnMtjz9ZSZjKZD8MTWy1vojPKfqUREY9jb1GSEUcIZReXI4QqaurT80s1lWQ4l8ky1VOtpzY+j/nM+ngn6D0fD9Fc/+ei1EsNxr87b60gPahbWgQAAJ0E3eagA9efRe12ebzJRHeziS6N3nT0zgvP4I8IIc4syEYk4Eqr6tac8967ZKrrjkVZxeVLT9xd5nD3w+UdJGJ7P2ylVXXyyx3a2ht1cUuzBJn3rbKsuk5p6H82ykmKEnC4D+n5rVayYY5Osy0JGYUYDEZZRhwhxJoluFnvN4XMyypmro8QQhHJ2aOHD+7MIpgAANCj4NcQ6MAF31AZcWH7lUasB8P/bp0/YYNTO+Wr6ho2m+pOUx+JEFKWkbCaMdHuxrOErEJ1Bel2jhIV5OvSG+fFFTXov+uiIoSwGAxFgJe1q8PDPYM/XH0cYWumrzhUHCFEIfPKSYpEJGfR6E3sv0sikrMQQiWV39fNzCoqV5FR9Hj94dKj8M+5JbxEguF4hSMrjIaICnY+cgAA+H3QbQ7aU11HzSwq11YZxh7CTcDh5nS0xqW+2gj214MpAgihwrLq7g2sgUZHCBFa3P0T8Lh6amNrR3z3taCMYmqnuPLUKY/Xh5ZPszXTZ++yX2mcX1q13vF+RmFZVV3D3Vdx159GI4Qam5oQQk0MRgOt8W38V/eg9/9umZ9+e+91G/PI5GwD28uVtQ3d2zoAAGgfJG/QnqKKaoTQICF+zo0jJEXbOQSHxXI+h2Zl/W5ZnZoTayXKRnpTs+20Rnr7i1TKSYqU+x3NuLPv8rYFlx69m7brSsWP8WizNJW9D/79Jb9Ua/P5sWvPvYxNvbnLHCEkwEtiNQSLwVTVUt32LBk1bDA/D3HK2BGOG+YWllU7Pwzr3tYBAED7oNsctId1g9v8Pag+8FYU64b+W1Ud50Z6E6O8pl6nE53YwmTe2Voq0oOEp+y85PQg5PCK6azthuNHGo4fyS6WnF2EEBomQUEIYTAYMSF+ITKvMJmXXUBXdRgGg/n0taA72gQAAJ0FyRu0R1SADyFUVv2fHJlVWN7tJ+rqgLXBIgLiFHJKdhHnxtTcEnoTY5yCVMsacksqT3m+0h01fPGUseyNrPFuKTnFbZ03MiUHIaSlIsv6OEZuSGxqDmcBehODyWQSCa2M3QMAgJ4DyRu0R1JUUJxCjv78M2M1NjU9DE/o9hN1dcAaQmjRZDXXp5HfqmrFBL/36vuExuNx2AV6Y1oWFhPiexASH59RaKavxn5+/zG9ACE0XFKE9XHftaeBMSkRF7cQcDiEEIPJvBUYPVJ6kKaSDKvAwsmjX75Pff0hfcrY7w/1Q+IzEEJayrJdbS8AAPwOeOYNOrDKeGJqbskRtxffqmpzSipWnfUS7Buzge5YOFlUgM/qjOfXgjIqje4TEn/RL8xmkb70ICFWgeCP6RRTO7sbzxBCPETCMUvjj+n5W539sosr6qmN4YmZ1s5+Qvw862Zrs8objFfILCy3vRJQVl1XXF6zzflhcnbx+U2m7KcGCyeP0R01bOP5B++SsuqpjSHxGbtcAuQkRZZPU+fKFQAA/LHgzht0YOeivxoa6fdexV3yD5eRoKybpcVLImw674O4PSGoiABf4Mm19ndeTN99pbqOOmKImMOqmZbGGm2VtzKeOEiIfDngnd62izR6k7SYkLqCtK25PuuRNkLIYJy8254ljg/ejlnzDxaLmagk89Rh9Tj5n53wOCzW++Dy056v1zneLyyrFhHkM9ZQ3L/UkHN2dAAA6AUYJpPJ7Ri4zMvLy9zcHJa17ryLD8Psbjx7fmqthuJQbscC+geKqZ2np6eZmRm3AwFggIBuc9CBe6/i1pzzptLo7C1xaXlEPE5pqDgXowIAgD8ZdJuDDgjy8zwIiScR8AeXTeMlEXxC4/3CEtbN1hbgg75iAADgDkjeoAOzNJXd9iw57xuqsel/DbTG4ZKih5ZP32yqy+24AADgzwXJG3RslqbyLE1lbkcBAADgO3jmDQAAAPQzkLwB1yw8cktqMQzyBwCALoNucwD+o6aeqrfNOauoPPz8ZmUZCfb2D+n5x92DolKyqY10eSmx9bO1lxmO5zzwfVqe44O3Mak5ZVV1UmJCc7RVbM30OV8BT88vPXrnRWhCRnUdVUacYjF13NYFk7Dcfl0eANAfQfIG4D/2XXuaVdR88vaAiKQVpzzm6ox6/c+GwRTyjcDorc5+5TV11qZ6rALhiZnzD9+apakceHIthcz7Mi5t03mf8KSswJNrWOm5uLzGeI/LaLnBL8+slxQRCHqfttbxfu63yn/Wz+ntFgIA+j/oNgfgp+cxn91exs5tsWD54dvPB4sIXN62QE5ShI+HuMlEd6nBeId7r8p/LCdqf+eFqCDfpW0LZMSFBfhI83RVV8/QjPmc8+FLPqvAaa/XNQ00151mwyQoJAJ+pqayjZn+jcDotNySXm0hAGBAgDvvP0h5Tf0Zz+CnUckF5dUCPKSx8lJ7lkxRV5BmF3j76eu5+29i0/LoTYyh4sKL9dU2meiSCN9/SBbZu6Xnf3Pbs2SP65P3X/IIOKzRBMV/1s95HpvqeP/tl/xSCQp5wxxt9lThM/e5ZhdX3N23dN+1J3Hp+UwmU0Nx6HGrGarDBrcaXnxGwUmP1+8SM2sbaJKignO0VGzN9QX5eDoZ/O8rq66zdvabrzdaT3W4/7tE9vaKmvr0/NJ5uqrsS4EQMtVTdXsZ+zzms7n+WISQic4ocWEyEf9zeTElGXGEUHZx+XgFKYSQb2iCnupwzpXOZ2spH7n9/GF4oo2Zfje2AgDwJ4Dk/QdZddYzJafk1q7FY4ZLFpZX2918ZmJ3I/jcBvkhYgihiOSsBUduzdFSiXbeKshHehyZvM7pQUllrcOqmazDiQRcaVXdziuPjlnOUJYRv/Y06tCtwLxvlTxE/J29FsJk3l1XA/a4PlEfOXTCSGmEEImA/1ZVu+m8j8PqmeoK0hmFZebH3EzsbkQ5bxUV5GsWW9yXvJn7rumrjQg8tXaIqGBoQob1Bd93SVnPTq7B47AdBs+pq6uLsu28/KipiXFq7axH4Umc21kTCDdb1JxC5kUIJWQUmusjhNCGOTrNakvIKMRgMMoy4gihvG+VZdV1rBVI2eQkRQk43If0/LZCBQCAtkC3+Z+CSqO/+fh12ngFDcWhJCJeVoLibD2fRMC/ivvCKvAkMoVEwNuvNB4sIsDHQ1z0l5ruqGF3g+I4K6mqa9ixYPKEkdL8PMSNc3X4eYhRKTnOW+bLSlCE+Hm2LZiEEAr59JVVGIfFUGn0rfMn6akO5yURVGQljqwwKquuu/c6DrWw//pTigDvzV3mClJi/DxEowmKB/+eHpuW6xeW0JngObFWF23rX1uZ2/vNR7+whNNrZ7MXGGWjkHnlJEUikrNo9Cb2xojkLIRQSWVty6qKK2ou+IVefRxha6avOFSctYUVGGcxLAZDEeBl7QIAgC6B5P2nIBBwYsL8jyOTAyKSGpuaEEICfKR0t71rZ2mxCtivNMr1sGOvp4kQkpWgVNU1VPx4rMuipfJ97Wo8DksR4JWREJagCLC2DBImI4SK/puNpo6TZ389abQcQigxs7BZbNV11Mjk7Emqwzn7pQ3HKyCEYlJzOxP8byoordrl8niWpvJ8vdGtFrBfaZxfWrXe8X5GYVlVXcPdV3HXn0YjhFjBsH0tKKOY2imuPHXK4/Wh5dNsf/SHN9DoCCECR6c6CwGPq6c2dksTAAB/FOg2/1NgMRiP/cvWnrv/98l7vCTCRMWhBuMVlhmqs7p/EUJUGt31aaT/u6TMorKK6vomBrOJwUAINTF+rjuHw2LZD6ERQhiEYR/O+ogQYh3FQsDhOJ/ysgqXtLjXLCyrYjCZXm8+er352GxX3rfKzgT/m6wv+iKEzq2f21aBWZrK3gf/tnd7qbX5PD8PUV9txM1d5nrbnAX+uxionKRIud/Ripr60ISMXS6PfULifY+sFCbz8pIICKFGelOzammNdNYuAADoEkjef5Bx8lJRzlsiU7KD4r68iks7eDPQ8f5bP3vLMXKSCCHLs57Poj/vNp9ipq8mIUwmEvDbLz288/L975wRi/3Pc2ImYiKEMJjW+3uWT1P/3ybTXwv+d9x5+T4o7st1W3NxCrmdYobjRxqOH8n+mJxdhBBirwXOSZjMO1tLRXqQ8JSdl5wehBxeMX0wRQAh9K2qjrMYvYlRXlOvIyr4m/EDAP5AkLz/LBgMRktZVktZdr+FQfTnnJn7XE95vnbfa1FYVv00KmX+pNG7F09hF84prvjN01Eb6VV1DT9HjFfVI4TEhZs/VB4iJoTFYHJKOjhdW8E3K9bVAWuJWYUIIasznlZnPDm362y5iBAqeXCENWKumciUHPTjIUJuSeUpz1e6o4YvnjKWXYA1PC0lpxghNFhEQJxCTsku4qwhNbeE3sQYpyDVfqsBAKAlSN5/irDEzDXnvL3s/ma/qaWhOFSCIlBWVYcQojbS0X9HVKXmloQlZqIft8u/7PWHdBOd769NhyR8RQjpqg5vVoafh6itIhsan1lcXsO+/X2XlLXt34eXty0YJy/VfvDNsAasdT5Ch1Uz2SPqWW48i95x2Z9zhrV9154GxqREXNxCwOEQQgwm81Zg9EjpQZpKMgghMSG+ByHx8RmFZvpq7BnTPqYXIISGS4qwPi6arOb6NPJbVS17QJxPaDweh12gN6bzoQIAAAsMWPtTjJeXwmOxG5wexKTmUmn08pp654dhed8q/56mjhAaKi48TIISEJGcnF1EpdFfxKYuO3nPREcVIRSXlsf5GLtLeIiEM17Brz+k11MbEzMLD916Lk4hz9NVbVny8AojLA5jfswtLbeESqOHJmSsd7pPIuBVZCQ6DL4XGIxXyCwst70SUFZdV1xes835YXJ28flNpqz3x3iIhGOWxh/T87c6+2UXV9RTG8MTM62d/YT4edhvve9YOFlUgM/qjOfXgjIqje4TEn/RL8xmkT7nCEEAAOgkuPP+U/CSCE8dVp/0eLXytEdJRY0AH0lBatB1W3NWKsViMG57Lfa4PJ626yoeh9VQlLlhY8bPS/qUUWBxwn3r/EkHlhr+wkmJeJyz9Ty7m8/ep+UxmExNJZlTa2a1OkRrwkjpQIc1p72Cjfa4VNdTxYXJ8/VG71j0F4mI7zD4XmAwTt5tz0yACyYAACAASURBVBLHB2/HrPkHi8VMVJJ56rB6nPzPHm8r44mDhMiXA97pbbtIozdJiwmpK0jbmuuzH4qLCPAFnlxrf+fF9N1XquuoI4aIOayaaWms0TvxAwAGGAyT+VudogOAl5eXubl5lzpaQWcsPHIrIjk718OO24EA7qOY2nl6epqZmXE7EAAGCOg2Bz3oT//DEAAAegYkbwAAAKCfgeQNAAAA9DMwYA30lPuHVnA7BAAAGJjgzhsAAADoZ+DO+8+y8Mitd8nZeX1jBPhax/vePyYz/3h1p4y4MHfj6fsmbvpfWt43hJCIAF+6215uhwMA4BpI3oCbSAR8ofch9sf3aXmOD97GpOaUVdVJiQnN0VaxNdMn/1j847xv6KFbgS0r4ZzB9GN6/vG7QZHJ2fXUxqHiQnO0RtmY/UXmWD7kQ3r+cfegqJRsaiNdXkps/WztZYbjuxQzjd605aKfZ/AH+5VG1qZ6zfa23wRONfVUvW3OWUXlnFO5tX+KKOetCKGlDncjkrK6FDMAYICB5A36ivDEzPmHb83SVA48uZZC5n0Zl7bpvE94UlbgyTWsOUcraxsQQpnu+4X4eVqtIe5LntFulznaKm8dN4oK8oUlZm78n09YYkbgqbWsGgIiklac8pirM+r1PxsGU8g3AqO3OvuV19S1zMFtqaip//vkPVqL9cE62QRO+649zSoq7+opAAAAwTNv0HfY33khKsh3adsCGXFhAT7SPF3V1TM0Yz7nfPiSzypQWVuPEOLnIbZVw9E7L3A47EXrebISFDIvyWiC4mYT3ZjUXPZ96uHbzweLCFzetkBOUoSPh7jJRHepwXiHe6/K/7tmeVsqauqN9rjojBp23NL415rA9jzms9vL2Lnao7p6CgAAQJC8+5eZ+1wlzexrG2icG4/eeUkxtWMtIoIQevvpq+nBG0OXHJM0s5+4+fy5+29Yi460ZLzXRXHlKc4tLo8jKaZ2oQkZ7C3xGQVLHe7KLTshsfDw2HXn7G48q6pr6OZW/WCiM8p+pRERj2NvUZIRRwhlF3+/Pa2sbeAhElpd44sl91uVuDA/5/SrwyRFEEKZReUIoYqa+vT8Uk0lGRLhZ4eTqZ5qPbXxecznzkRYUlGzYa7O3iVTf7kJLGXVddbOfvP1RuurjejqKQAAAEG3ef+yeMq4d0lZz6JTFkz6uRSVT8gnWQmKjoosQigiOWvBkVtztFSinbcK8pEeRyavc3pQUlnbbNWsTor7kjdz3zV9tRGBp9YOERUMTciwvuD7Linr2ck1LTNoVxfibGnDHJ1mWxIyCjEYjLKMOOtjZW2DAG+bt90IoVGyEk+jUzgXIc0oKEUIKQ4dhH5M94b5b/c1hczLOpG5fvvRIYSQgvSg9lvRYRNYdl5+1NTEOLV21qPwpK6eAgAAECTv/sVUd9QulwCf0AR28o75nJNZVL5n8VRWTnoSmUIi4O1XGg8WEUAILfpL7faL2LtBcb+WvPdff0oR4L25y5x1q2o0QfHg39OtL/r6hSUsnNx8IcuuLsTZvuKKGs/gD1cfR9ia6SsO/Zm88Xicw71XD8MTM4vKhPl552ir7LMwYCVghJCtmf7rD1/WOz04u26OmBB/SHyG88Pw+Xqj1RWkEUIUMq+cpEhEchaN3sS+OY5IzkIIlVTWdlfk7TcBIeT95qNfWMI1GzP22qAAANBVkLz7E0E+npkaSk+iUqrrqAJ8JISQ99tPGAxm8ZSxrAL2K43sVxpxHiIrQQlNyKioqRf+keE6qbqOGpmcvXDyGM5OZsPxCgihmNTclsm7u3wtKFPf4IgQ4uchHlo+jfNelsFk0hrpfDwEf3tLHhL+9Yd02yuPXsamhjhtYg3nVpGVcNtjYXXGc9SqM6xDZmupOG00Yddgv9J4mcPd9Y737f6eJirIFxCRfP1pNEKosak7R4e104SC0qpdLo9naSrP1xvdjWcEAPxpIHn3M4unjPUNS3gcmbx4ytgmBsMvLEF31DDZH+tOUml016eR/u+SMovKKqrrmxhM1lLcTYwuLxFSWFbFYDK93nz0+vEqNlvet8rfb0hb5CRFyv2OVtTUhyZk7HJ57BMS73tkJesvjxen1nKWNNEZhcVglp+65+QTwlqx1DP4g/UFv00mOlYzJkpQBD59Ldj+78OpNpefnlzNus2dpansffBve7eXWpvP8/MQ9dVG3NxlrrfNWaC1V7l6ognWF30RQufWz+3G0wEA/kCQvPuZqeMUBgnx+4YlLJ4y9u2njOKKmsPLp7P3Wp71fBb9ebf5FDN9NQlhMpGA337p4Z2X73/5dMunqf9vk2l3BN41wmTe2Voq0oOEp+y85PQg5PCK6a0WMxyvgMFgYlNzEUL0JobNlQAtFZlDPy7IhJHS/26dP3n7vxd8Q4+sMPpxyEjD8SPZNSRnFyGE2Ktu92gT7rx8HxT35bqtuTiF3O2nAwD8USB59zN4HHbB5DHXnkRV1jY8CPnEz0M00fn+ulFhWfXTqJT5k0bvXjyFXT6nuKKtqnBYLOu+nK24sob99RAxISwGk1PS5uHN/OaAtdySylOer3RHDWc/AkAIKQ0dhBBKySlGCNHoTclZRWRe0oghouwC1EY6k8lkdeznlFTU1FNH/vcsClJiCKHPOSVtnTcyJQchpKUi21H7OtZhExKzChFCVmc8rc54ch6os+Ui+u9UMwAA0D5I3v3PYv2xlx+9exad8jgy2URnFN+P955Zr4SJCvKxS6bmlrBeIWO2trK2uDA5IimLSqOTiN9/DN58TGfv5echaqvIhsZnFpfXsO8U3yVlbfv34eVtC8bJSzWr7TcHrIkJ8T0IiY/PKDTTV2PPZ/IxvQAhNFxSBCFEa6Qb73VVV5AKOL6KfdSL2FSE0OQxcgghCWEyiYBPzi7mrDYpqxghJCPxfeLVfdeeBsakRFzcQsDhEEIMJvNWYPRI6UGaSjK/HHnnm+CwamazkYM3nkXvuOzfcoY1AABoH/yl3/+ojRiiJCN+yuN1RU29hcHPqT2HigsPk6AERCQnZxdRafQXsanLTt4z0VFFCMWl5TW7yUYIGY5XYDCZJz1fV9U1FJfXHLjxrKqOylng8AojLA5jfswtLbeESqOHJmSsd7pPIuBVeiDT8BAJxyyNP6bnb3X2yy6uqKc2hidmWjv7CfHzrJutjRAi85L2Lpkalpi579rT/NKqqroG37CEvdeeqA4bbGmkgRDi4yFuNtUNT8y0v/Mi71tlPbUx5nPOtn8fCvHzrJ/9fciYwXiFzMJy2ysBZdV1xeU125wfJmcXn99kyn5/LCI5i2JqZ3s1oCeaAAAA3QXuvPslc/2xR24/Z7/ezYLFYNz2WuxxeTxt11U8DquhKHPDxoyfl/Qpo8DihPvW+ZNYo7rYFk8Zm11c4fE67pJ/+GARgZXTJ9gtM1zmcJfa+H3o9YSR0oEOa057BRvtcamup4oLk+frjd6x6C/2nXr3sjKeOEiIfDngnd62izR6k7SYkLqCtK25PvuB9JZ5erISlMuP3k3e7lxdR5URpyyfPmHHgsnsWVkOLDUcISl683mMy+PIBlrjIGHy5NFyN2zN5SRFWAUMxsm77Vni+ODtmDX/YLGYiUoyTx1Wt+xFaKv72u7Gs4sPw9gfD94MPHgzECG06C+1q9sXdqYJHerwFAAAgBDCMJldHoc8wHh5eZmbm3fjO8qgk9Y63vcPT+RcmKQvOHQrkELm3bZgMrcDaRNrYZL+taoYxdTO09PTzMyM24EAMEBAtzkAP1XU1N9/+2lOiynHAQCgT4FucwB+EibzJl6z5XYUAADQAUjegJuojXSKqR1C6OPVnTLiwtwOp6+buOl/aXnfEEIiAnwdFgYADGCQvAHXXN2+EAZhdUmU81ZuhwAA6BPgmTcAAADQz0DyBmjhkVtSi2GwfXNLHe6Kze9bI+EBAIAFkjcAAADQz0DyBn+Q/NIqiqlddtvzvQMAQL8AyRv8QUITMrpU/sesqQAA0LfAaPM/xfu0PId7r6I/ZzOZSEVWwmbRXwbjFVot+fbT13P338Sm5dGbGEPFhRfrq20y0WWt3IUQKq+pP+MZ/DQquaC8WoCHNFZeas+SKeoK0p3Z+5sW2bul53/zPrjc7uazd0lZTQzGKNnBx6yMOeuPTM4+4x0c8zmnrqFRQoRsrKG0d8lU1otVC4/cCor7ghBSW/sPiYBnzezW/mXB43AZhWV2N56FxGdQG+mqwwYftTTW/jElrfFel4yCss83d7PLuzyO3OUS8OiYlZ7qcNYZMwrLbu1ess7xfnp+aZ6n3eJj7h02AQAAOgR33n+E2LTcGXtdRkqLhTpt/nB1xzh5KbOjbs9jPrcsGZGcteDILREBvmjnrem399gu+uuYe9Dh28/ZBVad9fQLT7i6Y1HWnf0vz6zjJeFN7G58yf/Wmb2cSqvqKKZ2bf1Ly21lEU8iAVdaVbfmnLelkUaiq03gyTVF5dXLHO5SaXRWgbefvs4+cE2Ql/TyzLoM932Xti4IiEiac+A6q8D9Qys2m+gihD5e3cnK3B1eFiwWs+Yf7xXTJyRdt31xem15Td3K0x6s1ds6g0jA1zY07roaMFNT2WHVTCwG02ETAACgMyB5/xEO3QyUFBU8amksPUiIQuY9ZmU8REzQ9WlUy5JPIlNIBLz9SuPBIgJ8PMRFf6npjhp2NyiOtZdKo7/5+HXaeAUNxaEkIl5WguJsPZ9EwL+K+9Lh3mZYS4i29a+txb+r6ho2m+pOUx/Jx0NUlpGwmjGxsKw6IauQtffw7efC/LyXti6QHyLGz0PUUx1+ePn0pKyiB6Hxv3ZZ6hporNPx8xBHD5e0NJ5YXFHz4Ut+Jy87BoMpraqdqam838LA0liDtXZZ+00AAIDOgG7zga+2gRaelLVw8hj2ItNYDCbexabVwvYrjexXGnFukZWghCZkVNTUC5N5CQScmDD/48jkaeojjTQUCTicAB+JvUJG+3u7i77aCPbXgykCCKHCsmqEUEVNfdyXPFNdVc5Fz1iFQ+K/Wkwd16yeTl6WKWPl2V9LCJMRQiWVNZ2Plt7EmK83upNNAACAToLkjXh4eBBC1EY6+7HuAFNUXsNkMsUE+TtTmEqjuz6N9H+XlFlUVlFd38RgshYCb2IwEUJYDMZj/7K15+7/ffIeL4kwUXGowXiFZYbqFDJvh3u7BQ6L5ZwZlJV36U0MhFBBWRVCSIIiwFl+kDAZIVRQWtWyqs5cFhwWK8TPw/kR/bgUnYTBYCQo5E42YaBqoDUihHh5u+3HAAAA3eZIVFQUIVRWVcftQHoKDotBCHXySa3lWU+7m4FTx8o/c1iTcWdfofehZYbjOQuMk5eKct7y1GH1JhPd6nrqwZuB6usdP30t6MzeXtBsiVvWR0xro8a7dFl+GRaDYaX8P1lZdT368R8NANAtBua9ZpcoKSkhhJKyiiRFBbkdS48YIiaIxWCKyjvumC0sq34alTJ/0ujdi6ewN+a0eCsag8FoKctqKcvutzCI/pwzc5/rKc/X7nstOrOXrbSqTn65Q1uRRF3c0tZj77ZIiQlhMJhm/c9F5TWsXS3Ld/6ytAWHxbK6JdiKu9Kj/udIzipCP/6jAQC6BSRvJCoqOlJ+REh8RluvTvV3BBxuopLM2/ivVBqd/TxYd+tFHiI+6Mx6zpKs21BRwZ+duqm5JWGJmQghJmIihMISM9ec8/ay+1t12GBWAQ3FoRIUAVa/Rft7m2ENWOvGZgry8WgoDg1NyGigNfIQCayNQXFpCKGp474/t8ZiMejH7XjnL0tbxIXJEUlZnIe/+ZjejS0aMN7Gfx0pP0JERITbgQAwcPzpHXoss+ea+EemNOtxHUgOL59OpdHXOt4vrqiprG045v4yKavI0mhis2JDxYWHSVACIpKTs4uoNPqL2NRlJ++Z6KgihOLS8poYjPHyUngsdoPTg5jUXCqNXl5T7/wwLO9b5d/T1BFC7e/tBfYrjGrqqZvO+2YVldc20II/ph9zf6mpLDNXexSrgKSIIEIoNjWXSqPTmxidvCxtMRyvwGAyT3q+rqprKC6vOXDjWVUdtafa1m8xmMxHkZ/nmJhyOxAABhS480YIISsrq3Pnzr18nzZNfSS3Y+kRmsoy/ketTtwLmrDRiclESkMH3dy12ERnVLNiWAzGba/FHpfH03ZdxeOwGooyN2zM+HlJnzIKLE64b50/6cBSw6cOq096vFp52qOkokaAj6QgNei6rfk8XVWEEC+J0M7e3mnm4+OrHO69mrz933pqo/QgIYsp42zN9PG473+kmk8Z6/8ucb3TAwE+0ptzGzt5WdqyeMrY7OIKj9dxl/zDB4sIrJw+wW6Z4TKHu9TGph5rYv8T9D4tI7/E0tKS24EAMKBgBvDtZpfMnTMnPSH2zT/r2b/oAQC/id7E+Gvn5RGq4/0fBXA7FgAGFEhU3zk6OX0tKLvxLJrbgQAwcFx/FvUl79vZf85xOxAABhpI3t+NGDFi2/btx++9anViTgBAV6Xllpy493rHzp0jRw7Mp1EAcBF0m//U0NAwdYp+fuaXl6fXdHJKEwBAq8pr6qftdqEMHvrmbQgfH1/HBwAAugKS938UFxdramgMFsB57V8qwEfidjgA9EvVdVSzY3cKa5oio2PExcW5HQ4AAxB0m/+HuLh4wJMnWaV1xvuuZbeYnAQA0KHs4grjfdeySusDnjyFzA1AD4Hk3dyoUaMio6KJgoMMd7u8iE3ldjgA9CcvYlMNd10lCopFRkePGtXZl+4AAF0F3eatq6mpWbtmzT0PD2MN5WOWRiOGwLTMALQnPb/0wI3AZ9HJSxYvvuriQiaTOz4GAPCrIHm3Jzg4eMvmzSmfU2ZqKpv/paavNoKXROB2UAD0IfXUxuCP6Z5vPj6JTFZSVDp/8aK+vj63gwJg4IPk3QE6ne7h4XHl8qXwdxE4LEZBWkJShCzAS+R2XL2tsakJj8W2ujwXoNGbiHgct6PobdX1tPyy6i+5xU0Mpo621voNG83NzfF4mLQRgN4AybuzioqKgoODP378WFRUVF3960tR9UcMBuPNmzeCgoLq6r00S3k/UlVVFRQUpK2tPXjwYG7H0qsEBAQkJCTU1NT09fUlJCS4HQ4AfxZI3qBja9as8fT0DAsLGz16NLdj6YtWrFjh6+sL1wcA0GsgeYMOODg42NnZ+fn5zZ49m9ux9FGNjY1GRkYZGRkRERFwDwoA6AWQvEF7fH19Fy5c6OjouGXLFm7H0qeVlpZqa2sLCQm9efMGJhQDAPQ0SN6gTXFxcZMmTVq8eLGrqyu3Y+kHPn/+rK2tbWho6OnpCSP7AAA9CiZpAa0rKCgwMTFRV1f/999/uR1L/6CoqOjn5/fw4cMjR4705nmNjY3hpWoA/jSQvEEr6uvr582bx8fH5+fnRyT+ce/F/bLJkydfvnzZ3t7ezc2tM+WdnJwwbVBSUurpaAEA/Re8lAmaYzKZq1atSktLi4iIoFAo3A6nn7G0tExKSlq9evXQoUM7OV2Jt7f3woULezguAMCAAnfeoDk7O7v79+97e3srKChwO5Z+6dSpU7NmzVq4cOGXL1+4HQsAYGCC5A3+w8vL68SJExcuXJg6dSq3Y+mvsFisu7v7iBEj5syZU15e/vsVvnr1ytDQUFBQkI+PT1lZ+cSJE1QqtdWSZWVl27dvHzFiBC8vr7i4+MyZM6OiojgLfPjwwdTUVFRUlEQiycnJ2djYVFZW/n6EAIBeBskb/BQTE7Ny5codO3asW7eO27H0b7y8vH5+frW1tfPmzaPRaL9TVWhoqJGRkaioaEpKSklJyYEDBw4cOLB79+5WCy9evNjb2/vOnTvl5eWRkZG8vLwGBgapqd8Xx4uJidHR0WEwGOHh4aWlpefPn3dzc5s+fTqdTv+dCAEAXMAEgMlkMpmZmZkSEhIzZsyg0+ncjmWAeP/+PZlMXrVqVVsFHB0dEULe3t7tVGJjY0Mmk7Oysthb9PX1hYSE2B+NjIz4+fmZTGZ9fT0Wi129ejV7V2Vlpaio6Pnz51kfJ02aJCUl1dDQwC5w7do1hJC7u3vXGwcA4Ca48wYIIVRdXT137lxRUdF79+7hcH/cGhs9ZNy4cZ6enjdv3mQl6bYsWrSo5WjzlStXsvaeOXOmurpaRkaGXX748OGVlZUtO+SJRKK4uLifn5+vr29jYyNCSFBQ8Nu3b9bW1gihqqqqsLCwKVOmkEgk9iHGxsYIocjIyO5pMACgt0DyBojBYCxbtiw/P//Ro0dCQkLcDmdAmTlz5qlTp2xsbB4+fNhWmVbvvG/evMna29DQcO7cOV1dXUlJSRKJhMfjb9y4gRBqampqVg8Wi3306JGIiMj8+fOFhYUNDQ3Pnj1bVlbG2pufn89gMO7cucP5J4KUlBRCKCcnpyfaDgDoOZC8AbKxsXn+/Lm/v7+cnBy3YxmAdu7cuW7dOgsLi+jo6F843Nzc3MbGZvr06aGhoWVlZQ0NDVZWVm0VnjBhQkpKSkhIyI4dO6qqqmxtbRUUFOLi4tgFODvV2Xx8fH6lYQAA7oHk/ae7fv26k5OTq6urtrY2t2MZsP73v//p6OiYmprm5uZ26cD8/Hx/f39zc/NDhw6NGDGCn58fj8dnZWW1cwgGg9HT0zt69GhUVFR4eHhVVRVrxjdpaWksFtv+sQCA/gKSd4/YvHlzWzNnsSQkJHA7RoQQevv27YYNG+zs7JYuXcrtWAYyAoHw4MEDERERExOT2trazh/IeiVMTEyMvSU5OfnNmzcIIWaLVQnevHkjLS398eNH9hZtbW1JScnS0lKEEJlMnjRpUnBwcGFhIbtASEiIiopKTEzMLzULAMA1kLx7xMWLF9l9kiUlJQghExMTzo5KVVVVbseIvn79umDBgjlz5hw+fJjbsQx8goKC/v7+ubm55ubmLR9Xt0VWVlZOTs7X1zchIaGhoeHJkyfz589ftGgRQig6OrpZPRoaGng8fsWKFZGRkQ0NDWVlZefOncvJyVm1ahWrwKlTp3A43OzZs1NSUhoaGoKDg5cvX04ikfrCTyMAoEsgef+hysvLZ8yYISMjc/v2bVgCq3cMHz7cx8fn5cuX+/bt6+QhWCzWx8dHXl6edQ998eJFT0/PY8eOKSkpmZiYHDp0iLMwHx9fSEiIurr6okWLhISEFBUVfX19PT092QPXNTU1w8LCpKWldXV1BQQE/v777wULFgQFBfHw8HRvSwEAPa673z0DzbV6581kMo2MjOTl5T98+DB69GgSiUSn03V1dSUkJDjLXLhwASH0+vVr9pa4uDgTExMREREikTh8+PCdO3dWVFR0NSQajWZgYDBkyJCcnJxfahP4dR4eHhgM5vLly9wOBADQj8HCJFxDIpFqa2utra1NTEykpKSw2I57QWJiYiZPnmxoaBgeHi4lJRUcHLxq1aqQkJCwsDA8vgvfyq1bt4aHh7Mekf5GC8CvMDc3T0xMtLa2lpeXNzAw4HY4AIB+CbrNuQaDwZSUlJiYmBw9enT9+vWd6bvesWOHiIiIt7e3oqIimUyePXu2g4NDVFSUl5dX58/r5OR05cqVu3fvamho/Eb44NcdOXLEzMzMzMzs8+fP3I4FANAvQfLmJjqdbm5u3snC3TJDVmBgoK2t7YkTJ0xNTbsaLeguGAzG1dVVUVFxxowZrKcqAADQJZC8uQmDwUhKSnay8O/PkJWUlGRubr506dK2lrUAvYaHh8ff3x+Lxc6fP7+tJcIAAKAtkLy5CYvFdnUi8V+eIevbt29z584dPXr0lStXfjVe0J3ExMT8/f0TEhJgDTcAQFdB8u5DcDhcszd3i4qK2F//zgxZNBpt4cKFTU1NDx484Ox1B9yloqLi4eHh7u5+4sQJbscCAOhPIHn3IRISEqzJq9lbgoKC2F//8gxZTCZz9erV79+/f/Tokbi4eE9EDn6ZkZHRpUuXDhw4cO/ePW7HAgDoNyB59yEzZsxgMBhHjhyprKwsLCzcuXNnZWUlZ4FfmyHrxIkTd+/evXv3Lkyk1TetXr168+bNVlZWERER3I4FANA/QPLuQ5YvX37w4EEPDw8JCQkdHZ1BgwYdP34c/ZjgGv3SDFk+Pj4HDx50cnKaPXt2LzUDdJ2jo+P06dPnzZuXnZ3N7VgAAP0AhtlieQMwYMTFxU2aNGnx4sWurq7cjgV0oLq6etKkSY2NjeHh4bCqOgCgfZC8B6yCgoKJEycqKys/efKkS/OvAW7Jy8vT1NQcPXr0o0eP4FsGAGgHdJsPTPX19aampmQy2cvLC9JAfyElJfXw4cO3b9/u3LmT27EAAPo0+LU+ADGZTEtLyy9fvkRERAgLC3M7HNAF6urqt2/fNjMzGzly5KZNm7gdDgCgj4I77wFo//79Pj4+9+/fV1BQ4HYsoMsWLFhw9OjRrVu3BgQEcG6n0Wh3797lVlQAgD4FnnkPNJ6enkuWLLl8+fLatWu5HQv4dWvXrvXw8AgNDR0zZgxCqLS01MTEJDo6uqCgQEREhNvRAQC4DJL3gBIeHj516tQtW7acPn2a27GA39LY2GhkZPT169fIyMjKykojI6O8vDwGg+Ho6Ghtbc3t6AAAXAbJe+DIzMzU1NRUV1d/9OhRV6dMB31QaWmplpYWiUTKy8urra1tbGzEYDBKSkpJSUncDg0AwGXwzHuAqK6unjt37qBBgzw8PCBzDwyioqJWVlbJycnV1dWNjY0IISaTmZycHBcXx+3QAABcBsl7IGAwGEuXLi0pKXny5ImgoCC3wwHdgMlkHjp0aN++fQwGg3O5GgKBcP36dS4GBgDoC6DbfCDYtm3blStXXr9+raWlxe1YQDeoq6tbunSpv78/g8FouVdAQKC4uLidOXEBAAMe3Hn3e9euXTt//vy1a9cgcw8Y1tbWfn5+rWZuhFBNTY2vr28vhwQA6FMgefdvb9++3bhx46FDhyws/SEgIQAAIABJREFULLgdC+g2Li4ut27dolAoBAKh5V4sFnv16tXejwoA0HdAt3k/9vnzZ21tbQMDAy8vLwwGw+1wQDcrLy8/dOiQs7MzFoul0+mcuzAYzJcvX+Tk5LgVGwCAu+DOu3+IiIhotthzWVnZ3Llz5eTkbt26BZl7QKJQKOfPn4+NjZ04cSJCiPO7jMfjb9++zb3QAABcBsm7f7hw4cJff/3l4eHB+tjY2GhmZlZTU/Pw4UM+Pj7uxgZ61NixY8PCwvz9/SUlJdlrzDQ2Nl6+fJlzFDoA4I8CybsfqKysfPDgAY1GW7JkyeHDh5lM5pYtWyIjI588eSIlJcXt6EBvmDNnTlpa2v79+4lEIutBeFFR0atXr7gdFwCAO+CZdz9w9erVDRs2sMYeY7HYMWPGfPr0ydfXd+7cudwODfS29PT0bdu2sdYsWbRokZeXF7cjAgBwASTvfmDChAlxcXHsF4fweLykpGR4eLi0tDR3A+tlDQ0NoaGhsbGxGRkZFRUVbb1J9ScoLCyMi4urq6ubM2cOkUjkdjigjxIQEJCQkFBTU9PX15eQkOB2OKA7QfLu61JTU5WUlJp9mwgEAoVCefLkibq6OrcC603R0dEXLlzw8XlQW1snPURyxLChIkICWOwf/dCHwWR+zcwhEAiy0pLcjgX0UdW1dfmFJZ/TvzY1MbS1tdav37B48WL2yAnQr0Hy7ut2797t6OjImtqaEw6HIxAIHh4eJiYmXAmsd+Tn5+/evdvd3X2sqrKluelsw8lSknAD8VNTEwOH+6P/iAEdqqtveB0W6e7z2P/5ayVFpfMXLujr63M7KPC7IHn3aXQ6XVJS8tu3b20VEBUVjY2NlZWV7c2oes3ly5dtbW0GiYqc2r/NxGgqt8MBoH/7kpFte/SfJ0FvlyxZfPWqC5lM5nZE4NfB3+x9WmBgYKuZG4/HYzCYZcuWJSUlDcjM3dTUtGXLlo0bN26xsvjw4j5kbgB+n/xwGd/r/3t480LQixeT9PRycnK4HRH4dXDn3afNnz8/ICCgWZ85BoMZM2bMpUuXtLW1uRVYj6LRaPPmmQa/Dr52zn7+TENuhwPAQJOVmz/PaltZZfWLly9HjRrF7XDAr4Dk3XeVlpZKSkpyZm4CgcDLy2tvb29tbT2Ah2tZWlr6PLj/5M4ljbGq3I4FgIGpqqbWdKV1XnFZZFSUuLg4t8MBXTZgE8AAcOfOHc7Xw7BY7MqVK79+/bp169YBnLkdHBzc3Nxu/e84ZO5uZGyxTlx1Erej+IkzntnLN4ko63A3nq7qa9fzFwiS+e+7OuKxaNasmXV1ddwOB3TZgM0BA4CLiwuDwcBgMBgMRkNDIy4u7urVq6KiotyOqwfFxsYeOHDgjN3OmQaTW+59GxFDkh23/+T53g+sG1VUVZ+7cmuS6fKh6ob8IyaIqejpzFl69tINKo3G7dC6x4Vr7iTZca3+Gz1lHrej62e+ZGQv2WArNW6KgPxE1Smmp52vtzO9wbkrt1q97HR669PoiggL+Vxz+pKWdvTo0R5rAegp8MJfHxUXF5eYmIgQEhcXd3JyWrx48YBffYTJZG7fvk1LXW3jysXdUmFeQZGclnFq2GNZ6SHdUuHvx1BVUzvJZHl+UfGx3dYLZxsJCZJz84tuevntP3k+KDTyqfvlHgrj2d0rPVRzW+5dOtPOeIXej+c3Nfs+9k78RSWl+gtWjlFRDH3oNmSw+PPg8JXb9ucWFJ4/tq/V8hVV1Qihovi3woICnTyF4ohhh3du2HXsnKWl5ciRI7stdNDzfiV5FxUVBQcHf/z4saioqLq6uttjAgihDx8+YLHYkSNHKisr+/r6+vr69s55eXh4KBSKioqKlpaWmppa75yUxd3dPTz83bsA9+76M+VNREy31NONMXj4PU39mnnGbueGFd//QJGTlba33VxRWXXFzfvl23eGkwfmIMT+rud+lnLzC90ePIr+kOhzzanZrhPnr9bU1rldOClKEUIIzZmuv9d69YFTFzZZWiiOGNayqsqqaoQQuYsrFa1ZusjF3cfGZqe//6NfbAPghi4kbzqd7uHhcflf53eRkTgsVn6wkKQAgZ8wwG8HuYLBZNaWVE6WFxEgVtDT39E7PqLbVDahlPqmGy5V1fVUGekhVqvXbtiwoXfGs5x0cFg6f5aaimIny89dsTktI+vRLefdx8+FRcU1NTWNVh556sAO1sPy2cs3vXgTjhAaqTuLRCRWpUUihD4mfT7qeDksKq6mtm7IYHFT46n7tq4VEvj+tuvs5Zu+ZuV4XD5rue1A2tes8pR386y2tHMKlnbqbBlDWXkFQmj8GJVmbTmwbd2apYuUFIZ3ptqWoY4frfwhMSX3/Ssy/89f3AfPXDx18doLT9fJWurGFuvef0oqTghh7Yr5mGh/7lLk+09MJlNVSWHP5tXT9XU6eepu0SweHBb7KTl197Fz0XEJ9Ca6xtjRZw7uHDtK6deuRnnKu5YT14THfHC44BL1Pr62rn6wuNgsw78O7tjASooIIYNFqzJz8x+4Otran439lMRkMieOG3Pm4M4xyiNRa9/HLl3PVtEaGx89D77p5ffybYTEINEtq5a2LOP9KHCy1gR2kAghE6Op+0+e93nyYq/1mpblKyqreXlIeDyu/VM3g8fjTuzdYrLSOjExEUae9yOdTd7BwcHWmzd+/pxqPErixorxkxREeQld+xEBndfEYOKw3PyriMlEn/IqAz4VXjx32vGfswcPH7G2tmYtZtVDIiMjE5OSXE8f6PwhRCKhtKxi+Za9B3dsuH3eITMnb+Ga7YvW7kgJCeAhEQNuO+8+ds7JxY3d1Rn7KclgkdVUPa03vjeHSIi/jYhZa3skLDou+MFN1u87EpFQW1e//eCpOdP0hwwWx2Ix7Z+iwzpbxjBJSx0h5Ob9SGu8GucvWXExUXGxn6MZuhoqDod9F/vx8cu35ibG7Eq8/AOHDZWapDm+2XWL/pAwdaHV+hXmzg4H+Pl4T5x3MbG09rnmNGPqpM6cuic00ulW2w+cPrBTY5xq2tdsq+0HjJesSwh+KCYi/GvfuGb1B4dHzfp7o6mxQehDN0mJQe/jk5Zv2Rca9T7M/w7r+0gkEr6Vlq3Zeeifw7YT1FS/ZuWYWm4xXrL20ys/MRHhlt/Hzl/PluKT0256+d3zfVxZXWOkr3ff5ZzxlEkt/9rIzS8sLa9UVpDj3Dhi2FACHv8+PrnVmiuqqsn8/J296ByM9HXlhsncuHHj7Nmzv3A44IqOB6zV1NRYLFk8ZcoUSVQevFP36jK16SrikLl7FHczN0IIg0Fq0kL7ZypG7dGz0hy8f++eMaoqHz9+7LkzBgQEDJORHj/6/+ydd1RTSxPAN52E3pt0pIhUEQERQVAQAQW7gmL/FAvYe++9+5CnYu8NsaEiIk16F+m9JyGEkkby/RGNIQQIHZ/3dzie3N25u7MXzNzdnZ3R79ZdJHKj//IFzvY2wjisga72Cu9ZldW16d9z+ApvPnBKUkL8/pXjOprqIsI4Fwfbg1vXxKdkPHkdyhaAwWB1BKLbJLu9G1ct95rBXr3vvIsu2+Rh7GjTYzvX33/xRt/WbdOBU8/ffqqsru29qjNcJwlh0I9D3nNa+JacXlhS5j3Drf0exPYjZ5UU5I7t8FdRUpCSED++c72ygtw/tx71bER9QguFun7Fwgk2Y0SFhc0M9Q9sXkMkNdx9+qpnT4PfkM9JiotdO31guKaaiDDO1tL80NZ1Gdm5j4LfsQUQCASFStuw0sfW0hyHFRqpN/zIdj88kXTnadcryZ0/T24S07Ks3eabO8968yli3VLv/Jh3z66dneI4nm+A2+o6AgBARkqSuxAOh0tKiNfU4vlqQmogo1DI/aevmDhOF9cZozZ64rpdRwn1pC6HAIPBPJwnvAoO7lISYujQhfEuLS0dN9b6w5tXd5aY3/Ix1ZTpyWsdxJ8LFoXY7DQ8YuNYGRbJxtrq1av+2hWLiY4eb9mTJCsTbCw5nxXkZAAAfM1hQ2NTdEKKndVoDFcOLqfxYwEAccnpnBIGo3Wm6yQBuxCwTR78lnnnxbzxX76goLh0zY7D6haT9G3ddh47X4sn9lhVcVER14l2oeHRDY1N7JIHL97AYDCv6a48vTc2NX/9lmQ1yphz2hAOh+fFvH0ZdKHHI+LL3JWb2rs9L92wuyN5JzsbzmfLUcYAgPjUzJ49DR6IpIbEtCxbS3P2JJuNg80YAMCXmHhuyYm2v9e67axHAwA6ehHk0Pnz5CE160dS+vdta5Zlhr/csnoJ+2+pI1ooFAAAGsW7OIpGo5pbKHxvYTKZNBpNGId9f/9qSeKnM/u2PH39wdrNi9zU1PkoAAB2VqNzcnMJBEKXkhBDhM6WzTMzMyc6TBBH0N6stlCRxA6YThBDDRVJ7L0lo7Y9z/KYNu3CxYsrV67s8y6+f//utGRud+9CIODcO4JwGBwAwGjlczCmsrqWyWTee/763vPXPFVlFdWczzAYTEFOVsAuBGyzPXIy0qt85rCd6guKy15//HL88o1bj4O/PAvSUB3WM1W9prs+CQkNfv/Za7prayvzSciHcWNGqaso87RQXYtnsVgy0pKAHz0eUXs69zbnAY1CcT9k9mo5+22mx784DhVVNeDXWxcHORkpAEB5VQ2nBIVEcusgKS4Ofk1/O6Hz58mDiYHeaJORRy4EPnr1zmfWtAUz3Tux3zgsFgBAo/N6vFCpNBxWiO8tES9ucV96ujjC4bDZKzaevBK0b6Nv57oZ6GoBALKzs62t/7Az938tHRrvmpqaKS7OqiLM2z6jRYWgE2V/OygE7OQMg2ESmNWrfYcNG+bm5ta37eMJBFkZqb5tsz2L53hcOdbh5A8AAIfDupukq8s2O0dTbdiaJfNdJ47XG+d29MK1gBN7eqbqRFtrWWmpJyGhXtNdw6Pjaurwh7eta38X+xZap2fKezmiHsD3fAF3We9/cTyhJNlX3P3yBD5iARYAAN7VwQdBnicHM0P9ry9uZeXk33j44ty/t/edvuxsb7NkrqeTnU175RXlZAAAtQQidyGD0UokkZQUeP0YOmLS+LEwGEyQVRP2+0cnOZAghhr8/9wpFMo0dzdWM+mat/EQtNyzrsbp7vrQH8IQnePnqO01RnXenNl9vv9NpVLR/ekQp6wgB4fDi8srB7FNGp1+5uqti9fvta9SV1FGIhF5RSU9VhWJRMye6vwxIqa+gfww+J2IMI7vxFdZUR4Oh1fW8P+O7o+nJAhUGo1EbuRc1hHqAQDyMtJ9otIwJQUYDMazmVJVUwsAUFFS6EgHApEEAJCX7SImUufPky8jdLRO7NpQGBd6+8JRGp0+fam/tvXkM1dv8YgpysvKy0pn5eRzF2bnFTAYrebGfHzCaXR6csb3vMIS7kIqjcZisYQwmC61Yu9KUCj8F+QhhiD8jfe+ffuyMtLuLjKVFkbzFfhrKahrWnY72WDvJ9Wt78cejzgfls/sKjg8vZW55kGa4qa3V74Utq9NKSUtvplkeiBMdet7q6NfDrzObqS2WShLL2/wupagu+uD6tZ31se+HHz9g0dggDk4Vd9kmMicWTPapxgfarDnUuwpl4gwzsbCNCImoZrL2ScyLsnYwTMxLatn7QvSJrcOaBTq2ZuPu09cLC6r4GnqzacIBqN1hI5mb1T1mu5KZzBef4wIfv/Z08VRGMdnqwuFRFqNMg6PiqNQf08WRznNGuvu1Zuue8/HiBjO5+iEZACAlblxn6gkLipiaWYUEZvQQqFyCkMjYgAAE9ueqv/0NZbzOTw6HgAwbsxPPwzu3yM3nT/PTkCjUJ4ujq9uXsqLfrNs/oyv35Lay8yZ5vI1NoHjDAEAeBwSikQiZrk7txem0mj20xet3Lqfu/Dd50gAgL316M6VgfgT4WO88/Pzz5w+tWWSprbcEHVPe7Tc4seBif0h3Dk1ZKr7xVgyhfFmjVXewYm7puieD8vf/ryzbxBSC31OYHwxnn/o4NgCwtTLsWgEPHi1VeZeh22TdW5ElcwJjOe8EKSWkaZciBbBID/422Ttc9znrn8vrnT21fgu3xj6DxQCdm7myOLi4gsX+LjkDCmUFeQAAHHJGRQqjcFoPbR1HQIBn7ZozY/8IgqVFhGbsNh/FwaNNtDV7nEXXbbJo8OlIztxWKFJc5Y/ePmWUE+iMxjlldX/3Hq02H+XipIC5/Buz1Q1Hak/Qkfr4Nl/iKQG7xnuHYkd3LqWQqX5rNteU4evbyDvOXkpIzt3mdeM3nTdG1pbW4Uw6BOXb0TEJjY2NcenZGw+cFpeVnqux5S+Uunwdj9yY/OyjXuKSssbm5rDIr/tOXHR2tzEY/LvxQmsEObw+aufvsY2t1DSv+duP3pOXlZ6xi8nOJ7fI3fjnT/PLlFWlN++dln7CC0AgC2+S6SlJOf7bskvKqVQaY+C358JuLVtzTLOgkFY5DeMmumWg6cBAKLCwrvXr4yITdy4/2R5ZTWJ3PgkJHTjvhNG+jpL5wuqDMQfBB/j7e+3TkNG2NtSdeC1GeKc+ZjXRGu9Mt9ETRqHRsKdDeT9HLRvxZbk1fB35iS10N0uxlpqSu1x1eMrcPhtjrQw+sJcIxVJrKgQ0t1Y0cdaNbG4Pq2sgS1w5G0OAg4/M9tQVQorgkFO1Jf733iNpJL6uEIi3wYHBiUJof+NU9u/d09NTU3X0oPHPM8pNhZmi/13ao6ZVFlTa2FqGP4sSFlR3s7TR3qEtY/fTo/JDu/uB3A7IXeXLtvk0cFIXycm5J7rxPHHLl7TsnQWGz7GdOKMO09frV3qlfD+kZKCnIDNdsR8zykFxWV8j3dzsDY3ef/gKpFENhg/Vdtycljkt/tXTvjMmtbLrnsMjUaXkZYKOLHn0LmraqMnTpy9VFNt2Lt7AZwYLL1Xydrc5OPja0RSg8XkOQpG4323H/Se4R5y+zL3yXU0ChV4ct+xS9dVRjnYeizQ0VQLfRDIcQ3j+T3yNN7J8+Tmys0HHUV9H+08u728tKT4l2dBSvKyth4LZA1sjl789+SeTTv9VnQ0zPUrFt6/ciIpLcvCZc4w0wl7T11ePNcz7On1jhzcIP5oeFOCZmZmjhw58s4Scwc9/q6bA8O1qOLrkcWlxBYFMcz8MSq68iKLbiYF+YxyMpADAMy6GpdaSmLPp+dfSyiobbq71Hx/SHZsAZHJYukriu510zdV+ek4yi3cS0bs+WiqKnF3iTmnpKC2aezxiC1OOn6OWu3l82qaYgsIXpYqicX1rhdjdrvqrRyvwS0Q+LVIRgTjYarIKXmYUO73MO2qt6mbkQIAYNyJCCqdGbfdjiMQnFq54k7K2dlGs815HYkHkhZ6q8XRyNXrN+/Zs6dPGoTBYHcvHZvRwWkfCIh+xXWBb0xCCj4rarAVGUwwaqYPHz6cNWvWYCsCIRC8zmjXr1/XkBOboDuYlvtmTMnOF1krbDX+N16D3so8+jbnaVIFAACN5OP5iUbACU20VXdTNzkNvzzPpITQvCgoaXFQYuw2OwyyM+9TQhPNYO+njmq/brLl2TWoqKcQm+k68m2CRKrL4FAIWGo5/zAI2nLCnW89LBunzlOSWdEAgwHdX73oK4iGZtU0UBhiv9wGC+uaAQA8agw8WBRiziiFG9cC+8p4Q0AMLu33syEghjK8xvvVyxdTDGQGN3/VlS+FKpLY3a667HMaZ2cbjT32pRP5BgpjpZ0Ge6lAT0F0oZXqvpDsrEoyZ/LNFylhdOWJyYJrVdtIZd/FXQiHwSRw6DoytYObukEtmfokqeJ6VLG/ozbHNvs7an/Jxa99kHrEw0BGBB2VRwiIKJxqrNj50AaGKYYKFz9Hp6WlGRkZDbYuEBAQEH8XbYw3Ho/PzS/YZ2/ekfQAQKYwivHNM0Ypc05YohAwF0OFgAg+rtocbIf/jnUgJ4YBAFSTKKBPLRyFzgQAoBG87zUoBKyFzj9droAU1jVbH/sCABDGIHa46HJPx/UVRa8vNF1xO8Xs4Gd2yeSR8idmjOTbzgBjPExcFIuJiYmBjPdfQmh4tNvCzmJ9WJgafn3Be+QJAgKiP2hjvL9//w4A0FMQNBdsf1BLpgIAZETaTHA1ZTpLcoeAwyRxv48Is60+g9nHi2BYFBwAQGvlbZbGYPYy0ruGDK7yxGRSCz06n7D9RdaLlMpHy0eLY1EAgCeJ5esfp6+w1VhopSovhkkvb9j8NMP5fHSwr+Wgn+KDwYCOgmh2dvbgqgExYEyys6YWJw+2Fv1CyK1Lg60CBET3aLMrjMfjAQCDaxVa6EwAAM/0tq8SPPcGOTEhAAC+sU0oJQaTVd9MVxDvA2dOcSxq8kj5mz5maWWkC2EF7Ma3Pc+yUJfa4aI7TBKLQsDNVCXOzTYqqG26HF7Q+x57jzQOyf6bgYCAgIAYSNrMvKlUKgAA3amfV38jLYwCABCb2wQA6eicdG/orsOaghhGThTzo5rMXZhb3chgskx6tD5fXt9yKjTPSktq5qjffuPs3e6c6kYAQBmxpZHKGC7fRg0tWWEAQG5115kGBgAMAgrJNEThSTjdh8IQEBBDgSEX+lRBXEhOFJNYXM8pobeyQtKr+ryj7jqsAQA8TJWCoovxTTTO4sTL1EokHDbNRLHzG/kiLYx+kVKZUdEw3UyJs8GfXt4AAFCXwQEA5EQxaCQ8u6qR+y72pYoUlCcGYoiSV1iy6/iFiNiEBnKTmorSghnuG1f68EQO5wu5qcncaXZRaXlS6GPuACxJ6d/3nrwUm5hKodJ0tNRWL57X/hQ1jU7/3+Z9d5+9PrrD33/5gj4eEgTE0GMwJ9kdsdBKNbem8fCbH/gmWhmx5X93k4dIfPV1DlpSwugVt1MK65qpDOaLlMorXwr9HLWVJX6a0ohcvOKmt/tCBNoGFkIh9rjppZc3bHycUUpsaaG3xhYQ1j9OF8OiloxVAwDg0IiV4zViCwhH3uZU1FNa6K2JxfUbn2SIYVFLbdT7b5gQ/wHe3QsQfCbdLeHOqa7F2033IZEbI1/ersuKPLLN79ila367jwpy76Z9J4tKy3kKX74PG+vuJSKMiwm5V5ka7j3dbeWWAzyRwImkhileqwqKy/pkCBAQfwRDwijysM5Bi8pgPkooC/hapCqFXTJWHYtG+D1Mg/FuhQ80kjjUq9WWh9/muF6MIVMYWrLCB9z1F1h1GIpuX0j2P1zxzPeHZO8PyQYAeJopXZprDABYaKUqK4IJjCxyOB1JYzCVJbCmquLrHbXVpH866G111tGUEb7zrfR6VDGF3iojirHRlr7qbaLRqQcfBMRgcfj81cam5tsXjrLTa7pNstu2ZunOYxd8F83T1VLv5Ma3YV9vPHzhMdnh+ds2m1nbj5xTlJe9cfYgO3PGumXe33ML9p++snDWVCkJcQAAkdRg5+kzfcpEJ3sb22nQnBvib2EoGm8EHLZtss62yTqcErYJFPk1/3603IJTdcOHNwzkNBNF7nVsbuHeoyyBZdtdvtgOl+Zeit/jqtdRYFQOLobyLobynQjMMleeNajB1CCGJpeDHlwKul9SVqkoL7tkrqf+cM2Zy9c//fes68TxoO02tvvC1bmFxa9uXtpy6HRUXHJra6uhvs6xnetHm/w8c9iHe96PX723tTTnTow91WnCjqPnn735wInc3h48kbRi876Zbk62lubcxptIasgrLJnhOoltudnMcJ104+GLt2GR8z2nAABq6ghrlsxfOm/6NwESX0JA/GcYisvmjxLKfe+lUhlMTklKKQmFgOsOdlgxCIghQsDtx/57jk1xHJ8T9frDw8CsnPxdxy8AAPimVUWjUXhC/YK125bNn5Ef+y78WVBlTe3M5eu5E2HxpY5Q31Esboya6Y/8Ih75sooqPJGkP1yTu1BLXQWFRCalf++kozU7DrW2tp7Zt4WnnB31jOewiaSEOAAgLesH+1JXS33pvOmdDwQC4r/HUJx5iwkhn6dUoJHwbZN1sChEcGrlq7SqJTZqQ2TnGwJi0Dlz9ZbaMKWj2/3YjmD/nt5vMH5qJ/IkcqP/8gXO9jYAAANd7RXes7YcPJ3+PYcz+eaLjJREtw52V9cRAAAyUpLchXA4XFJCvKa2wyOF91+8efr6w52LR2WlJXmqpCTEtdRVohNSaHQ6570kOj4ZAFCLJwiuGATEf4+hOPN2Hil/fYFZfm3TuOMRBns/Xf1atMNFd69bF+vPEBB/CQ2NTYUlZTYWphwXbhQSOW2yQ+d3TbCx5HxWkJMBAFRW13Ys3hNaKBQAABrF+5KNRqOaW/gfKayoqvHffczdyX6mmxNfgaPb/csrqxf57SwoLiORG289Dg648xgAQGcMZlZ7CIhBZ4jOZZ1HyjuP7GwnGALir6W6pg4AICstxV2ord5ZDl8EAs69Dw2HwQEAjNZehfVtDw6LBQDQ6LxmlUqldZSVcvnmfQCAi4d2dNSmu5N98M2Lu45dMHbwFBHGTbAZc//yCXPnWaLCnaX8gYD4zzNEjTcEBERHtFCpoN1O8BAIQggU5WQAALWENsnmGYxWIomkpMAnv3jQoxcfvkTfvXRMXla6k2ad7MY62Y3lXGb+yAMAaKgO6xulISD+TP4i4z333/i4QmL+IShjNMSfjYykBACAUN8mEW1hCe8J6d5TR6hXNrXvqDYt7DnP6S9FeVl5WemsnHzuwuy8Agaj1dzYoH0L6d9zAQDzfbfM923jqmY2aSYAoCk/AYnkkzUgJjEVAGA92kTwgUBA/Pf4i4z3kCK/tunI25zIPDyVwVSRxLoZK6warymMQQguUFDXdORtTnQ+gUxhqEhhZ5srr7bXhHPNv7psAeIPRUlBTl5W+ltSGqeEzmA8e/OxzzvqrsMaAGDONJeAWw9r8USO99njkFAkEjHL3bm98Kk9m07t2cRdcvXOkzU7DnFHWNu4/+SbTxGpn56hkEgAAJPJvHbvqZ4vggX4AAAgAElEQVS2hrU5ZLwh/mqGosPaf56c6sZJZ6PqGqkvVo1J3zNhwyTty+GFK+4kCy5QQ6a6X4wlUxhv1ljlHZy4a4ru+bD87c+zBG8B4o9mhfes7LzCncfO1+KJJeWVXr5bxUWHxEHKLb5LpKUk5/tuyS8qpVBpj4Lfnwm4tW3NMhUlBbZAWOQ3jJrploOnBWzQabx1YUn5up1H8ERSdS1+1dYDmT/yrxzbPRSSFUFADCKQ8R4EDr35wWCyri8001MQFcEgpxorLrRS/ZRdG1tAEFDgzMe8JlrrlfkmatI4NBLubCDv56B9K7Ykr6ZJwBYg/mi2rl662XfxnachWpbOrt6r7Mda+C6aC4bAzre0pPiXZ0FK8rK2HgtkDWyOXvz35J5NO/1W9LjBieOtHwWcSs/O1RnrMtJuanl1zeenN7in3VsOnmafO2eHV9t66Az70mddh05wEBD/Afpx2by+mX76Y15oVk0ViSKCQRqriG+cNNyUKwFXZB7+fFh+cgmJwWQNkxSaYaa8crwGJ6fZ/GsJBbVN1xaa7XqZlVJKQiLgE/Vlj3oafMquvRCWn1/bLCeKXjZOY6mNGlt+2uXYUmLLTZ9Ru4O/p5aRWCwwSk1ir5u+gRL/9OSZFQ0nQ/NiCwlN1FZFcYyLoYK/o7bYr6PkXSrfG2x1ZGy0paW4Uq8aDRMDABQTWiw1BRJ4mVJprSXFncXcZaT8oTc/QtKq/By1BGkB4o8GgYAf2LzmwOY1nJKzgbcBAKK/5t/v7gVwqp4EnuG5fZa70yz330ezuIV7j4qSQtC5Qx3VTrAZ08lS/HKvGcu9ZvAUuk2yc5tk19Etx3auP7ZzfffVhID4s+lH4/2/uyk/qhsDvU0NlcWqG6j7Qr7PDPgWum6spqwwACCukDg3MN7FUOHrZlsxIeS7jOrVD1LxTbT97vrs29EIOKGJtvVZ5l43PV150ZsxJQdeZ1fUUzAo+PWFoySwyO0vsna9zDJTFTdTlQAAYJBwfCPN71HafvcRpqriRXXN3tcTZwZ8i9xsK9UuQ3lqGWna5W+2w6VDVlspiAlFF+DXP0r/VkAIXm2FhMO6VJ6b7qYWBQCw845wU0WiAgDUfuUK61ygop5CbKbrtI03py6DQyFgqeUkAbuA+KO5/eTVx4iYgBN7hTA//7YTUjPRKNQIHa3BVQwCAmJg6K9lcyqD+TUX76Ana64mgUHCVaWwZ2cZoRHwzzl1bIF3mdUYFHy3q66CGAaHRniaKVlpSj2Mb5MXqIHCWDtBy0xVQhiDWG6rLoxBJBQTz84yUpXCimFRq+01AQCReT8jN8HhMCqDucpO01pLCotC6CuK7nLVJTbTHyXw8cLdE/xdAocK9DbVkhUWxiAm6sttd9FNLiUFp1YKojw37NSiHf20t9ztqSVTA78W6imIjlbnjTDFV6C2kcrul1sGDoNJ4NB1ZGrPuoD4sxAXFXkY/G7tzsPVtfiGxqZr9589ff1hxYJZYiLQ6WcIiL+C/pp5oxAwGRH024xqBz1ZR305FAImKoTM2ufIEdjtqre7bdIOVSlcdD6B1EIXx/5eDbbQ+GlskHCYBBaNQcLlxTDsEllRDACgtq25steV5XweqyUNAMiqJPPoRqYw4ovqPUwVOUv0nBuTS+o9TZW6VL4PqW+m+wQlNVAYtxebI+B8dizbC1DoTAAAGsErjELAWuh8wm502QXEH4e7k/2jgFOnA24a2k9roVC11FUObV3rt8x7sPWCgIAYIPrLeMNhsFuLR626l7r4ZhIWhTBXl7DXlZ07epjEr21aKoMZFF38Or26GN9MbKYzWaxWJgsAwP6XDQIOE+OKZw6DAQmuXV62FWr9nb4EoBAw7m1gtjB7nspNdQOVyWI9Tap4mlTBU1VeTxFE+b6iCN88/1pCHZl6e7H5SGUxAQWwKDgAgNbK4hGmMZhYFO9JsC67gPhDcXeyd3fq8BA2BATEf5t+3PM2HiYeuck2voj4Oac2/Efd/pDs82H5j5dbsE3IijvJoVk1GyYOn26mJCeKQSPhm59k3G+7bN5deE6PsFgAAADvwAF3/hiVkzM6zMrQufJ9QnwR0ScoSRiNeOlrqafAx6uuIwE5MSEAAL6xTUooBpNV30xX0BQSpAUICAgIiD+a/g3SAoMBCw1JCw3JLU46CcX1HpdjT33Iu+FjVtVAfZ9ZM81EccNEbY5wWX1LL7ujMZgNFAZnsk5spgEAZEV4vdUUxYXgMFgZsYvuOlKeR6wHDmsAgMTi+rn/xg+XE7m92FymnYadCyiIYeREMT+q22wH5FY3MpgsEy5/+C67gIDgwXWBb3R8MuF79GArAgEB0QX9ZbxjCgir7qXeWWzOOallriYhJ4YhNNMAADQGE7R1ucqtaYzJJwAAeNeCu0lETp2r0c9wEFF5BACAlRZv2GRhDGKMhmR0Pr6GTJUT/bmD/q2QuOlJxoW5RsbDxDtXnge2w1q3lCwltsy7lqAlK/J4hYUIhs+voEsBD1OloOhifBNN+tczfJlaiYTDppkoCtgCBMQQJ6egaPfxi+HR8RQqVW2Y0vQpE9evWCgijAMAUKg0cZ0xfO9aPMfjyrHdXbbAJjnj+96Tl2MSUppbKKrDFKc5O2xbuxRKeQLxR9Bf3uYmKuJIOGzdw9Skknoqg1nfTA+IKKyop8yzUAEADJMUUpPGvcmozq4iUxnMT9m1i28muRkrAABSSknc297dQgiFOPMx70tOXQu9NauSfPBNtpwoxt1Yob3kzim6cBjM+3piXk0TlcGMziesuZ+KRsLZa8udK997tj/PpNJbA71NOzKrXQqsc9CSEkavuJ1SWNdMZTBfpFRe+VLo56itLIEVsAUIiKHM99wCyynzavHET4+vlSZ92um34nTATU4IdCEMmlqczPPDPs7OSS3aeQsAgMS0rHFTF4iKCMe9fVCZFn5y98agh89d5q9kMpnt9YGAGGr01zc7FoV4ucryZGjustvJtWSaqBBSW044wMvE3VgRAACHwa4tMNv1Msv1YgwCDjdXkwjwMhVGI9LLG3xuJPraa2511ulBp2gE7Oxso32vslPK6plMMFpd4uC0Ee19uAAAZqoSr1Zbnf6Q53YpppHCkBXFTDVRXDdBC4OEd6l8L2mht378XgsAGHMknKdqnsWwUzMNuxQAAEjiUK9WWx5+m+N6MYZMYWjJCh9w119gpSpgF70fBQREv7Lj6HkGo/VhwCkZKQkAwEw3p/jUzHOBt79+Sxo3hk+CssamZr89x2a6OU2wGSNgC7uOX0AiEVdP7GWnK3VxsPVbtmDX8QtR8Sl8u4CAGFL047RMSULo9KwO7YSBkuizlbwLX1832XI+t99djt9ux33Zfr26lcUyVBZ78j8Lvj3eXzqa+9JQWax9FwIq3xuwKETny+xdCrBRlsBemmvcmxYgBh1CPenw+cCQD18qq2tERYTNDEfs8v/faJPffpTh0XFHL15LSMlktDJUlRXne7r6LffGoH/ulbgvXJ1bWPwo4PT6vccT0zJRSKSLg+35Q9vehUUev3Q9t7BYXlZm7ZL57MipAACHmUuKyiqe/ntm0/6TiWlZLBbLwtToxO4NRvr835VTs34cOPNPVFxyY1OzkoLcNOcJ29ct5wRR71L53uA4ztLeejTb7rIxM9QHABSWlPG1rPtOXyGRyCd2bRC8hbKKKjkZae5E45pqwzrpAgJiSPGfWlNl9XLDHAJiYPFavfV7bsH9KydMDPSqamq3HDzjPG9FbMi94ZpqAICo+OQp3qumOTukf34uJioSHPp5kd/OGjyBk4kLjUbhCfVrdx4+tnP9CB2tq3cebzt8tqyyCoPBPA48LSEu5r/72Pq9x0ebjLQwNWTL1+EJyzbsObV3k7nxyILi0mmL1jrPXZ4W9oLbyLFJTMtymLl4go3ll+dBSvJyEbEJyzfti4pPDn8axM7U2bny3HQ3tSgAYJXPHJ6Siqoa0EEa75LyyitBDzatWqQo/zvMQ5ctjNQb/vrjFxK5kfM6kl9UCgDQHw4FEIb4A4ASk0BADA4UKu1zVJyz3VhLMyMhDFpdRTnw1D4MGvUhIoYt8Co0XAiDObrDX1FeVhiHnTvNZdyYUbcfB3M3QiI3bvZdbGFqKCKMW7vES0QYF5OQ+u/JfeoqyhJiohtX+gAAwqPj2cIIBIJCpW1Y6WNraY7DCo3UG35kux+eSLrz9FV79TYfOCUpIX7/ynEdTXURYZyLg+3BrWviUzKevA4VRHlu2KlFO/ppb7nbU1OHP3/troGuNt9MoEfOBwphMGuXenWrhe1rlwlhMIv9d5ZXVtPo9A9fos/9e3umm1NfLR5AQPQrkPGGgBgc0CikrLRkcOjnl+/D6AwGAEBMRLgiJZwzZTy6wx+fFcVJpgkA0FBVJpEbiaQG7nasR5uyPyCRCElxMTUVJQU5GXaJnIw0AKCqtk1Y34m21pzPdtajAQDp33N4dGtobIpOSLGzGs1ZogcAOI0fCwCIS04XRPk+hFBPmr7Uv4HceP3MAQSC9yurtKLq9pNXqxbNkRTvMAYD3xZG6g1/dPXUt6Q0TUtnUW0L1wW+NhajLh/d1ef6Q0D0B/8d431/6ej8Q5MGWwsICEGBw+HPr5+XlBCftXyD3MhxzvNWnLl6i1BP4ghQqLRzgbftPH1UzR1FtS1wmqNuPnoJAGjlCiuIQMC5M3nDYDApCXHuSx55FBIpLflbQFJcHABQXcebKLayupbJZN57/pqdXpP9o24xCQBQVlEtiPJ9RUFxma3Hwh95hS9unDcx0GsvcOfpK0Zr65K5nt1t4e6z11O8Vi2cNS03+g05L+7ri1uFJWXWbvNr8cQ+HwUERJ/z3zHeEBB/HKOMRqSHPQ97cn3dUm9yY9PWQ2cMxk9Nycxm18733bzl0BlHW6vwp0FVaV8acuJ8Zk3rZY9weJv/8izAAh1HIVw8x6P9Kvejq6cEUb5PiElMHTfNm0ajf356w9bSnK/Ms9cfzY0N1IYpdasFBqN13c4j1qNND21dq6qsiEahLEwN/z29P7eg+HTAzT4cAgREPzEIDmtz/42PKyQOkVmy7/3UZ78inMdtt1OR/NszZtocj8ivbQIASOJQ/ZSLBYIbGAw2drTp2NGmezeuik1Kc5i5+ODZgCeBZyqra0M+fJnl7rTTbwVHuLicNxp/d6HSaNwuWgQiCQAgL8sbyEhZQQ4OhxeXV/ZMeR6xHjisAQC+Jae7eq/S09Z4ceO8rLQU33sLS8rSvuds9l3Mt7aTFkrKK8lNTfrDNbgLdTTVAQDZeYUdqQoBMXT4T3mb9ww0El58xIlzmV/bdORtTmQenspgqkhi3YwVVo3XFMb8PixeUNd05G1OdD6BTGGoSGFnmyuvttfknruklJLOh+Unl9Tjm+jKEkIuhvL+jtrcwVLSyxuOvcuJLyK20FuHSWJdRir4OWp1K5oKvZW5/nHGk8Ty3a56K8dr8NQyWazrUSW3Y0uK8M2SONTEEXK7XHTFsHyyqjRSGQ6nI0sILZ832LAD1ERutgUALApK+lbIu5QK0bdExCYuXLf9ZdAFzkktSzMjBTlZtkGl0mgAAGnJ3ylcs/MKv35LBACwenes4tPXWE+Xn69lbF+2cWNG8ciICONsLEwjYhKqa/Ec0x4Zl+S77eD1MwdHGY3oXHke2A5r3VKyuKzCfYGvjqbau/sBnYQ8i05IBQAYj9DtbgvystIYNDrzRx53Ifuyo0k8BMSQAlo2b0NOdeOks1F1jdQXq8ak75mwYZL25fDCFXd+f+/UkKnuF2PJFMabNVZ5ByfumqJ7Pix/+/MsjkBsAWHq5Vg0Ah682ipzr8O2yTo3okrmBMYzf33hppaRplyIFsEgP/jbZO1z3Oeufy+udPbV3wJdQmqhzwmML8Y3dySw/XnW8fc5W511fux3DPAyfZtePe9aAt/m9wR/LyH0NqQ8RM8wNzZAIhBL/HfFJadTqDRCPelc4O2yiiqf2dMAAKrKihqqw16+D8v8kUeh0t59jpy1fP30KRMBAIlpmdzb2N0CK4Q5fP7qp6+xzS2U9O+524+ek5eVnuHKZxns0NZ1CAR82qI1P/KLKFRaRGzCYv9dGDTaQFe7S+V7z7pdRylU6v0rJzoPVppTUAQ6OD/WeQvCOKz/igVfvyXtOn6hrKKquYXyLTl91dYDEmKiaxbP65MhQED0K9DMuw2H3vxgMFnXF5qx465PNVZMLiEFRBTGFhAsNaUAAGc+5jXRWq/MN2HnHnU2kPdz0D789sdSG3V2ApLDb3OkhdEX5hqhEHAAgLuxYkop6cqXwrSyBnbWkCNvcxBw+JnZhuzQbxP15f43XuPI25y4QiK7i84htdDdLsa6GStM0JV1vcjnWE5icf3NmJKTM0ZOHikPABijIblziu4/Xwrza5t4UqR8/F57L65siqHC6/SqXj85iG6Dwwp9fnL9wJmAuas219TixUSFdbU07l46xjalcDj80dVTG/Yet/VYiEQgxpgZ3b10XEQYm5KRPX2p38aVi/Zt9O1Bp2gUKvDkvi0HzySmZTKZTMtRxmf2beEOVMLBwtQw/FnQoXNX7Tx9Ghob5WVlZrpO2rJ6iRAG3aXyvaS5hfI27CsAQNfGladq0exp/xzfw7msJzUAAMREeM2zIC3s2+irra567d7TK0EPW6gUORlpe+vR9y4f11LvmyjIEBD9SreN97TLsallDRl7HLhXko++yzn3Kf/ZyjFWmlIAgMg8/Pmw/OQSEoPJGiYpNMNMeeV4DTSSzyzf/VJsEb45bfcETsn1qOIdL7Ke/m+MtdZPS5ZZ0XAyNC+2kNBEbVUUx7gYKvg7anPn+e5DbHVkbLSluTOmGA0TAwAUE1osNQEA4GVKpbWWFHfWcJeR8ofe/AhJq/Jz1AIAuBkpyIhgUFwHWnQVRAEApcQWtvEur2+RFUFzB21Vl8Zxd9E5tWTa8nHqXpYqicX1fAXux5fh0IiZo5Q5JXNGD5szmndqQmymb3icPtVY0VpLCjLeg8UwJYWAE3s6qjXS1/nw8F+ewrSw55zP7XeXc6PfcF+2X69uZTJNR+qHPrjKt8eQW5e4L01H6rfvQkDlewMOKyTgMvu5A9vOHdjW4xa8Z7h5z3Drtn4QEEOAbpvAmaOUvxUSQ7NqPEx/B/p+kVKpKoW11JACAMQVEucGxrsYKnzdbCsmhHyXUb36QSq+ibbfXb8H+qWWkaZd/mY7XDpktZWCmFB0AX79o/RvBYTg1VZIOK+LbM+yc3KzZCxvcKgqEhUAoCaFBQBU1FOIzXQdeRFuAXUZHAoBSy3/udW3bJw6TwuZFQ0wGND9dZe+gmhoVg136tLCumYAAE+zHaEtJ9z5KOKLiAZKYnxflbjZ8jSDwWQd8hjxOg2y3H8Rvdwvh4CAGCJ023i7GSvueJEVnFrJMd6JxfXF+OaNk4azfbbeZVZjUPDdrroKYhgAgKeZ0t240ofxZT0z3nuCv0vgUIHepmxrNFFfbruL7vpH6cGplZ6mvH4lPcjO2Tm1ZGrg10I9BdHR6pIAgNpGKmibyRQAAIfBJHDoOjKV7+1PkiquRxX7O2pzbLO/o/aXXPzaB6lHPAxkRNBReYSAiMKpxoqmXKm4e0MJoWXSCNHHieVXvxblVjcKoRAOerI7p+gqiv9eGn2WVPEqreofLxNpYSjPNwQEBMSfR7eNt5gQ0slA/l1mNZnCEBVCAgCeJ1fAYICzTrvbVW+3a5tYCqpSuOh8AqmFLs7P4bkTyBRGfFG9h6ki9zzSXlcWAJBcUt/eePct9c10n6CkBgrj9mJzBBwGAKDQmQAANIJ3xo9CwFrordwlhXXN1se+AACEMYgdLrrc03F9RdHrC01X3E4xO/iZXTJ5pPyJGX0TkbGVyaLQWyPz8HWN1HOzjdSkcAnFxI1PMlzOR3/ZOI7tcF5Fomx/keU8Un5qXyRJg4CAgIAYeHqyczxzlHJwauW7zOqZo5RbmazgtCorTSlVqZ8npKkMZlB08ev06mJ8M7GZzmSx2Pm5e5Clu7qBymSxniZVPE3iPd5aXk/pgeaCU4Rvnn8toY5Mvb3YfKTyz7CLWBQcAEBr5R0IjcHkSTyqIYOrPDGZ1EKPzidsf5H1IqXy0fLR7HeXJ4nl6x+nr7DVWGilKi+GSS9v2Pw0w/l8dLCvZe/nwXAYDA6DkSn06wvN2N2N15E5Pt1g3r8J/0QUbXYaDgDwf5wOADjmadDLviD+OHi2tCEgIP5cemK87XRlZETQwamVM0cpR+bha8nUnS6/z1muuJMcmlWzYeLw6WZKcqIYNBK++UnG/fiyHqs4f4zKyT6amApIfBHRJyhJGI146WvJPv3MRk5MCACAb6RxCzOYrPpmuoImH39dcSxq8kh5ZQkhp3PRF8IKdk7RZTBZ255nWahL7fj1xMxUJc7NNnI8E3U5vGDXFD7RH7sFDAakRdDiWCT3IoeVphQMBjLKGwAA9+PLwn/UBXiZyIlietkXBAQEBMRg0RPjjYTDPEyVgqKLG1roL1IqhTEIV6OfuROqGqjvM2ummShumKjNkS+r7/AkMQIO45mRs/eV2SiKC8FhsDKioAeRe++wBgBILK6f+2/8cDmR24vNZUTaTIUVxDByopgf1WTuwtzqRgaTxfEkPxWaZ6Ulxe3szd7tzqluBACUEVsaqYzh8m3U0JIVBgDkVjcJMsYuMVQWSypp44jOYLJYLIBCwgAA3yvJAIAVd1JW3EnhlrE/FQkAKD3m3N4NEKK/cV3gGx2fTPgePdiKAACAz7od91/8dFnPiXoNRSzpEkN7D/Zxc2lJ8YqU8EHWBuKvoYcHrmaOUg78WhSaVfM2o9rVUAGH/rloTGMwQVuXrtyaxph8AgCA76K5rAg6rpBOZTAxv3a1I3PxnFphDGKMhmR0Pr6GTOXMFL8VEjc9ybgw18h4GK+HV+8d1kqJLfOuJWjJijxeYcE35Bn7rQXfROMscb9MrUTCYdNMFAEA0sLoFymVGRUN082UODHX0ssbAADqMjgAAHspIruqkbtN9qWKVN9EZvUwUQzLrv2SUzde52dqqag8AgBgjLoUAGC/uz6P5+CtmJItzzI5EdYgIDBodEPuN+4SGp3+v8377j57fXSHv//yBdxVpwNubjt8tn0jTfkJ7LTfXQp02YUgdHl7RwIUKk1cZwzfNhfP8bhybHeXAumfnwMAZizzj47vXhQ5CIje0MMIa4bKYrryIqc+5JFa6LO5zhAPkxRSk8a9yajOriJTGcxP2bWLbya5GSsAAFJKSe23vSfoyTJZrFOhuQ0URg2ZuvdVdgOFwS2wc4ouHAbzvp6YV9NEZTCj8wlr7qeikfB+sjTbn2dS6a2B3qYdBStd56AlJYxecTulsK6ZymC+SKm88qXQz1FbWQILABBCIfa46aWXN2x8nFFKbGmht8YWENY/ThfDotiH0HBoxMrxGrEFhCNvcyrqKS301sTi+o1PMsSwqKU26uwu4gqJipveckdt6xYepkpWmlJ+D9O+FRJb6K1R+fgdL7I0ZHDzxvCJQgUB0SVEUsMUr1UFxfx3vuobyACA6vQInvwlHMPcpUCXXfRSw84FhDDo9slX2KfbZ7o5CSIAATEo9DzUyYxRyofe/OAc72YDh8GuLTDb9TLL9WIMAg43V5MI8DIVRiPSyxt8biT62mtuddbhbmTmKOVSYsvjhPKAr0UKYhgvS9VtzjqLbiaxZ/AAADNViVerrU5/yHO7FNNIYciKYqaaKK6boIXp6hxzD2iht378XgsAGHMknKdqnsWwUzMNAQCSONSr1ZaH3+a4XowhUxhassIH3PUXWKlyJBdaqcqKYAIjixxOR9IYTGUJrKmq+HpHbTVpHFtgq7OOpozwnW+l16OKKfRWGVGMjbb0VW8TDRkcd4/Idj7tbPaFZP/z5XfihP0h2ftDsgEAnmZKl+YaAwAQcNjdpeanP+Stvp9a3UCREkY76sttddbpVux0CAg2RFKDnafP9CkTnextbKfxmdGSGsgAABEcrn2VgAJddtFLDbvbfmNTs9+eYzPdnCbY8J9wdykAATEA9PwLfbW95mp7PiHBDJREn63k/Zv+usmW8/n+0tGczwg4bNOk4ZsmDecW5ln6NlQWu+Fj1mM9BQeLQgiy6q4sgWWbyY5wMZR3MZTvRGCWufIsc+WOai00JFfZaUjg+Hue73HV2+PahV8bFoXY4aK7w4VPtob2LLBS5X75gOguDjOXJKZlliWFiQj/tk+7T1w8dvHah4f/2lqOAgCER8cdvXgtISWT0cpQVVac7+nqt9wbg+bzK7afviivqLQ08SOn5MrNB367j314GMjJaJma9ePAmX+i4pIbm5qVFOSmOU/Yvm45d1bvPqSmjrBmyfyl86Z/S07nK1BPImOFMNzT6O4KdNlFLzXsbvv7Tl8hkcgndm3osQAExAAAzcaGHKQW+vPkyif/sxhsRSAEYv5018i4pNcfI2ZPdeYUPgp+r66iPG6MGQAgKj55iveqac4O6Z+fi4mKBId+XuS3swZPOLVnUw+6S0zLcpi5eIKN5ZfnQUrychGxCcs37YuKTw5/GtTeQPYsFyc3ulrqncvUN5BFOs0d0qVAl110Tpe3d6v9kvLKK0EPNq1apCgv2zMBCIiBAcoqNuQQx6KSdtprynTtGA8xFJg+ZaIQBv045D2n5FtyemFJmfcMNxgMBgB4FRouhMEc3eGvKC8rjMPOneYybsyo24+De9bd5gOnJCXE7185rqOpLiKMc3GwPbh1TXxKxpPXoe2F2bHNO/rpjcnkQGogo1DI/aevmDhOF9cZozZ64rpdRwn1JMEFhhRHzgcKYTBrl3r1WAACYmCAjDegMZiKm94qbnpbKvCZtP8wNscjFDe9fZdZPdiK/DGIi4q4TrQLDY9uaPx52O/BizcwGMxr+s98Vkd3+OOzolSUFPrxA7YAACAASURBVDi3aKgqk8iNRFJDd/tqaGyKTkixsxrNveTuNH4sACCuR2vOvYfJZNJoNGEc9v39qyWJn87s2/L09QdrNy9yU5OAAkOH0oqq209erVo0R1JcrGcCEBADxt++bH5prnHnG9h/G5GbbbsWgmiL13TXJyGhwe8/e013bW1lPgn5MG7MKHWVn24NFCot4NbD528/FZSUEesbWpmt7GzcPcjJXVldy2Qy7z1/fe/5a56qsorBed+KeHGL+9LTxREOh81esfHklSB20tIuBYYOd56+YrS2Lpnr2WMBCIgBA5p5Q0D0lom21rLSUk9CQgEA4dFxNXX4BTPdObXzfTdvOXTG0dYq/GlQVdqXhpw4n1nTetPd4jke7dfAH1091dth9BGTxo+FwWCdrAR0KTBYPHv90dzYoJO4NF0KQEAMGINgvOf+G6+1g8/+3F/OoqCkYVveDbYWED0BiUTMnur8MSKmvoH8MPidiDDO08WRXVVZXRvy4ctMt0k7/VZoqg0TxmGRSERxOW+sfg4IBJzJbJPkprqWwPmsrCAHh8OLyysFVKyOUI9RM+3o50d+UbeH2hYanZ6c8T2vsIS7kEqjsVgsIQxGEIGhQ2FJWdr3HPuxHTqKdikAATGQQDNvCIg+wGu6K53BeP0xIvj9Z08XR2Hcrzw9NBoAQFpSkiOZnVf49Vsi6CC1tpyMNKG+gUL9HT//c9TvYGciwjgbC9OImITq2t+BCCPjkowdPBPT+ET16W+HNSqNZj990cqt+7kL332OBADYW48WRGDoEJ2QCgAwHtHhAcsuBSAgBhLIePcjlSQK5Af3l2A6Un+EjtbBs/8QSQ3eM36vmasqK2qoDnv5PizzRx6FSnv3OXLW8vXTp0wEACSmZbbf9nayG8tkMg+e/YdEbqyuxW8+eJpEbhNM99DWdQgEfNqiNT/yiyhUWkRswmL/XRg02kBXGww4osLCu9evjIhN3Lj/ZHllNYnc+CQkdOO+E0b6OkvnzxBEQBCi4pMxaqbrdh3tz6EAdnxyDdUOAxF2KQABMZBAxrsfic4ndC3EBZQS5I9mvueUguIyzvFuNnA4/NHVU9rqKrYeC9XMHS8HPbh76fi+jb66WurTl/rtP3OFpxGv6W471i1/FPxexczB1mOhrJTk/k2rAQDUX3NxC1PD8GdByorydp4+0iOsffx2ekx2eHc/QAjT23yyfNly8DR7jZ0dm2zroTPsS591O9gC61csvH/lRFJaloXLnGGmE/aeurx4rmfY0+s4rJCAAl12waajMC9d3i5g+/WkBgCAmEiHRzS7FICAGEhg3Gt3jx49mj17di9ze7BJKSWdCM1NKK4HLJaeoqifg5a97s+YBnP/jY8rJOYfmsS+jMzDnw/LTy4hMZisYZJCM8yUV47XQP+KflrfTD/9MS80q6aKRBHBII1VxDdOGm6qIi5IbS+Zfy2hoLbp7lLz/SHZsQVEJoulryi6102fu/34IuKZj/mJJfUtNIacqNCkEXKbnIZL4lDsYYb/qGOLoZHw4iNOnT+WRUFJ4Tl1nzfY7AvJjs7DUxhMA0XRPW76YzR+rri6X4otwjen7Z7A6f16VPGOF1lP/zfGWkuK3WMxvjnQ22zNg9T82qaCQ5MW3Ejscgi9YfntZCHdcY8ePep9UzAY7O6lYzNcJ/W+KYje4LNux7M3H3kSkww62w6flZIQ37Rq0WAr0iHsxCR/dFYxjJrpw4cPZ82aNdiKQAhEvxwVSy4lTb0Uu2is6vHpBsJo5OmPeV7XEm8uGuWozxuTKK6QODcw3sVQ4etmWzEh5LuM6tUPUvFNNE7mq//dTflR3RjobWqoLFbdQN0X8n1mwLfQdWM1ZYW7rOWmB9lC0Qg4oYm26m7qJqfhl+eZlBCaFwUlLQ5KjN1mx46sHpmHZyv/do2VvJhQahnJ915KbCHh7VprDBJ+f+lodhzyuO12KpJYQR4LHAZW3U3ZMGn4xTnGRfimZbeTl91OTthuhxYskDsGCW+mte54kelkIKcoJgSHwbocAgTE0IdIangY/C70/tXBVgQCYgjRL9/gB0KyFcUxe1z1lCWwEjjUXjc9RXGhoOji9pLvMqsxKPhuV10FMQwOjfA0U7LSlHoY/zP5D5XB/JqLd9CTNVeTwCDhqlLYs7OM0Aj455y6Lmt5YGcL7einozzfDRTGSjsNBz1ZHBqhpyC60Eq1qoGaVfkzn/fB1z/Esajzc4w0ZYWFMQhrLakdLrrfK8kvUvg7A3f5WJpprSvtNB30ZIUxCAMlsQWWqrVkamqZoLGoYACGb6Q5G8hvcdJZYKXKTkna+RAgIIY+kuJiBbHvtDWgCPwQEL/p+5l3E7U1tpDgYfo7oTUcBkvYYcdXeLer3u62aTZUpXDR+QRSC10ci0IhYDIi6LcZ1Q56so76cigETFQImbXv5yGczmv7CtvhMpzPcmIYAEA1iQJUxEkt9NQykpuRAvcUdtxwGQBAVB5+dru8IwI+lvHDpX93J4oBANQ10oDAMJisqSaKAg5B8GYh/iqoNBpGzRQAkBP1GjrT3CWG9h5sXzZpSej/FMTA0cZ4s0Mxs1gA1gvXqRoylcUC0sICuc9QGcyg6OLX6dXF+GZiM53JYrFzfrP/hcNgtxaPWnUvdfHNJCwKYa4uYa8rO3f0MAkcqsvaPgEBh0lytca2uwwmCwBQSaIAAOTF2pxVlRVFAwCqGijtmxLksSDgMDEsV3dwGPj1KAQEBvtp8gUZQu9h/fqbgfjPEHTuUNC5Q4OtxZ9E+ufng60CxN9IG+MtIiICAGiht+LQHebv6xIEHAYA4CTk7pwVd5JDs2o2TBw+3UxJThSDRsI3P8m4/2vZHABgPEw8cpNtfBHxc05t+I+6/SHZ58PyHy+3GKks1mXtAMBzUpd9ydeadeux9Bg4DMbuaGBoorHkRUUHrDsICAgICDZtjLeioiIAoKKe0tEesCAoigvBYbBqMrVLyaoG6vvMmmkmihsm/j6iWlbPeyoaBgMWGpIWGpJbnHQSius9Lsee+pDHyfDdeS2HHjisdY6SBBYGA1UNbYZZQ6ayq9rLC/5YOgIBh/HMwmsbe95an1BFplsrKHQtB9FNXBf4RscnE75HD7YiQ4sZy/zffIpoLkgcbEUgIAafNsZbX18fhUSmlZN6Y7xRCJi5ukRUHp7KYHL2gyecjsQg4W/XWnNLsqehUlwrybk1jTH5BAAA20bFFBBW3Uu9s9jcQOnn9M5cTUJODENopnVZywPbYa3Hg2qPmBDSXE0yOh9PobcKoX4uVHz+UQcAsNP9ucfMngOzp+OCP5aOkBVBxxXSuW+PzMV3fku/0kxrzasmGRoaDqIOEBAQEH8nbbzNMRiMtZXl5x+9NQk7XXQpdKbvvdRaMrWhhX70Xc73SvICK15n0WGSQmrSuDcZ1dlVZCqD+Sm7dvHNJDdjBQBASimplckyURFHwmHrHqYmldRTGcz6ZnpARGFFPWWehQoAoPPaAWDXFN1Gaqvfw/QSQksTtTUiF3/sXc5odckphj8nowpiQgAAtnoMJkvAx9IRE/RkmSzWqdDcBgqjhkzd+yq7gcLor7EJwNdcfCuTaWdnN4g6QPzplFdWY9RMi8s6DPYOAQHBF15vc4/pM3Zu29xIZYhgeu6IPlpd8un/LI6/zx17PILFAjryIoHepq5GvOurcBjs2gKzXS+zXC/GIOBwczWJAC9TYTQivbzB50air73mVmedl6ssT4bmLrudXEumiQohteWEA7xM3I0VAQBYFKKT2gFgtLrk85VjToTmTjwT2UJvVZbAzjJX9nfURv7adZ45Svl1etXaB6kiGOQH/7ECPpaOmDlKuZTY8jihPOBrkYIYxstSdZuzzqKbSf29j94RT5IrrS0t5eXlB6V3iP8GX2ITuiUPOUhCQLCB8WRHIBKJw5SVNkxQX2WnMVg6QQx9Cuqa7E5FXb8R5OXl1ScN/oUR1hJSM/efvvItKY3FYo3UG7519dJJdj83UHj2vMOj445evJaQksloZagqK873dPVb7o1B/9xvItSTDp8PDPnwpbK6RlRE2MxwxC7//402GSlIbS9xX7g6t7D41c1LWw6djopLbm1tNdTXObZzPXf70QkpRy4ExiWlNzW3KMjJTHEcv3v9SvapKtcFvh++/BwjBo1mh3Xr5LHMWOb/MSImKfTJlkOnv0THU6g0oxE6R3f421j89HGxn74or6i0NPEjp/crNx/47T724WGgraU5u8eC4tIH/5xc5Lczt6CYmB3jsXhtl0P4S4AirP1Z8AZpkZSU3LR5y5mwguqGQXaGghjK7HmVM3y49pw5cwZbkT+V+JQM++mLdLU1Et4/yo4MMTMaMXXRmrdhX9tLRsUnT/FeJS0pkf75eXny521rl+05eWn7kXMcAa/VW5++/hB07lB1+tfIl7exQkLO81bkFhQLUstND/KHotEoPKF+wdpty+bPyI99F/4sqLKmduby9ZysaOHRcRNnLxUTEYl8ebsq7cv1Mwdevg+bNGcZWyDk1iW/Zd4AgJyo12zL3eVjgcPhC9ZuWzLXs+Db+68vbxHqSXNXbmanbhMEDBrV1Nziv/uY20S7k3s2weGwLocAATE04RNhbfPmzVLSskff5w68NhB/BJ+yaz9mVV26/A8S2S/hdf8Gth85q6Qgd2yHv4qSgpSE+PGd65UV5P65xSdK/KvQcCEM5ugOf0V5WWEcdu40l3FjRt1+HMyupVBpn6PinO3GWpoZCWHQ6irKgaf2YdCoDxExXdby0LP8oSRyo//yBc72NsI4rIGu9grvWZXVtenfc34N85ykuNi10weGa6qJCONsLc0PbV2XkZ37KJh/6vouH0tTcwu7OxFhnPEI3eVeM2vq8HzTofIFBoPVEYhuk+z2bly13GsGexG+8yFAQAxN+BhvHA535tz5h/FljxLKB14hiCFOKbHF73Hm3DmzIVe1HtPY1Pz1W5LVKGM4/Od/QDgcnhfz9mXQhfbCR3f447OiVJR++0ZoqCqTyI1EUgMAAI1CykpLBod+fvk+jM5gAADERIQrUsJX+czpsravmGBjyfmsICcDAKisrgUAEEkNiWlZtpbm3BnPHGzGAAC+xMS3b0fAx+Iw7nd38rLSAIBafDfS9zEYrTPb7c50NAQIiCEL/9jmnp6eW7du3fg0Myp/MA8jQQw1GqmMhTdTlNW1rgb+27ct/1WOSNW1eBaLJSMtKYgwhUo7F3jbztNH1dxRVNsCpznq5qOXAAB2LnA4HP78+nlJCfFZyzfIjRznPG/Fmau3CPU/4+F3XtsnIBBw7rCgcBgcAMBobQUAVFTVgF+2kIOcjBQAoLyqpn1TgjwWBAIuIfY7LhACjgC/HoWAwGAwBbk2GZI6GcLfA9v56a/6b/in02FikoMHD7q7uy+7k/atkDiQCkEMWYjNdK8byfUM9KuQN+xgfH2IiIhwUzNvfJ7/KggEHABAE2yndr7v5i2HzjjaWoU/DapK+9KQE+czaxq3wCijEelhz8OeXF+31Jvc2LT10BmD8VNTMrMFqR0AeFxif0Yh5GckuvVYegwcDmN3BMENuakZACAmNkCxKSF6T4d/xHA4/PaduxMmTZ51NR5aP4fIq2macimuii704VOYikrfn6RXVFAsq6zu82aHJsqK8nA4vLKGT/o7Hiqra0M+fJnpNmmn3wpNtWHCOCwSiSgu5z0VDYPBxo423btxVVTwnS/PbzY0Nh48GyBgLYceOKx1zjAlBRgMxrP+XFVTCwDg3gXgIPhj6QgEAs5ktpkxV9d2Y0X9b+bnMgkUMPHPobM3UCwW+/jJ0w2bNvs9Svd/nFHbi9CeEH8uDCbrelSx6+U4BQ29uPhEAwOD/ujF0MgoOWPgpoODCwqJtBplHB4Vx+3SPMpp1lh33nN3bD9qacnfK8nZeYVfvyWCXzPaiNhEjTFOaVzeVZZmRgpysgQiqctaHnrmsNYJ4qIilmZGEbEJLZTfXx2hETEAgIm2VuxL9vY2eyyCP5aOkJORJtQ3cN/+Oepbd9X+O0nO+I5CofT09LoWhRgadLF8BIPBDh8+/PTp0+gK5tgTUZfDCxupgxnVC2IgYbJYn7JrJ56L3f8md+Uav7DwL3Jycv3Ul729fXh0HI1O76f2hxoHt66lUGk+67bX1OHrG8h7Tl7KyM5d5jWDR0xVWVFDddjL92GZP/IoVNq7z5Gzlq+fPmUiACAxLbO1lWlubIBEIJb474pLTqdQaYR60rnA22UVVT6zpwEAOq8dAA5v9yM3Ni/buKeotLyxqTks8tueExetzU08Jv9M3ausIAcAiEvOoFBpDEargI+lI5zsxjKZzINn/yGRG6tr8ZsPniaRG/trbP8tQsOjra2tMBhM16IQQwOB9n48PDy+/8hZv3nrqbAi00NfVj9Ie5ZUkVvTCBny/x5UBrOSRPn8o/bg6x9jT0Z7XUvQMbPJyMw6cuSIkJBQ//U7derU5hZK8PvP/dfFkMLa3OT9g6tEEtlg/FRty8lhkd/uXznBs5kNAIDD4Y+untJWV7H1WKhm7ng56MHdS8f3bfTV1VKfvtRv/5krOKzQ5yfXzQxHzF21WdbAxtB+2sv3n+9eOrZgpjsAoPPagRnmx8fXiKQGi8lzFIzG+24/6D3DPeT2ZSTyZzqAeZ5TbCzMFvvv1BwzqbKmVsDH0hFe0912rFv+KPi9ipmDrcdCWSnJ/ZtWAwCo0KHtTiE3Nb36EO7pOX2wFYHoBrwR1jqHSCTeunXr+bOnUVHRf5s35t/GcC3NqR6eixYtGjFixMD0OHWqe2VJ0dcXNyGXVwiIgeR0wM0DZwPKysolJQU6AQExFOie8eZApVKzsrKqq6vJZHKf6wQxiGAwGElJSQMDAykpqQHuOjMz08TE5J9ju71nuA1w1xAQfy01dfiR9h5+/uv37t072LpAdIMeGm8IiP7A19f3+dPHaWHPxUR6npQWAgJCcJZv2vs5Jul7djYOhxtsXSC6AXTeEWIIsX//fiYL5rNuB5M5OKnSICD+Km4/eXXrcfCZs2chy/3HARlviCGEtLR0yOvXn6Pjth0+O9i6QED8x4mKT/bddnDbtm2enp6DrQtEt0FA+xwQQwolJSVNTc3NO/ey/s/encdD1b0BAD+z29dsJUorKUVE2ZKiUBGltGrRIm1KthakSPW2SYu0obRIJdGefQ+R7FmyM8Y+Zsbvj+k3TWPsy6Dz/fi8H3Pvc+99Zl7ve+ace+5z2tvVlRXg5DUIGgwRcUkm2w/q6Opeu3YN/lc2EsFVoaBhZ+3atQ0NDXv27MnOL7xx9gT9shYQBPXf/Scvd9s6GxgY3L//gLYMDDSywAlr0DD1/v17ExNjibGiF04eWaA4h9XpQNBoUFFV7eB2+d7jF0ePHj116hTsc49c8DsXNEwtWrQoLi5eZNz4RSZbN+2zy8kvZHVGEDSC1Tc2nr9+d4bmyo/RSU+fPnV1dYUt94gGe97QcPfixYtDBw/m5uWpKc810FafpyA3SXK8AB8PHO6DoK4RGhpLSsu/pmeGfYp6+fYTmUI5fPjIkSNH4NzyUQA23tAIQCaTX79+7efnFxr6prYWz+p0IGgkQaPRqgsWGBoZbdiwAdZQGzVg4w2NJO3t7QUFBXl5eXg8Hj4L3q2HDx+GhIRcvXp1wNdfZ6GzZ8+WlZW5ubmh0XC+bTe4ublFRERkZGTgiiOjD2y8IWh0Sk9Pl5eXP3funKWlJatzGUg/f/6cMWOGnZ2dnZ0dq3OBIJaBjTcEjUIUCkVdXZ1IJEZHR6NQKFanM8Dc3d2PHTv29etXuP409M+CjTcEjULXrl2zsrKKi4ubM2cUPmVHIpGUlJR4eHg+fvwIp0xD/yY4XxeCRpuysjI7Oztra+tR2XIDANBo9PXr1yMiIu7fv8/qXCCINWDPG4JGGxMTk4SEhG/fvnFyjubF2aysrPz8/DIyMoSFhVmdCwQNNdh4Q9CoEhISsmzZstDQ0CVLlrA6l8FVX18vIyOjpaV19+5dVucCQUMNNt4QNHo0NTXJysouWLDgHxlPDg4O1tfXf/v2rba2NqtzgaAhBRtvCBo9Dhw4cO/eve/fv/87I8lGRkZpaWmpqans7OyszgWChg6csAZBo0RCQsLly5c9PDz+nZYbAHD16tWqqioXFxdWJwJBQwr2vCFoNCCTyUpKStzc3P/g01NXrlw5cOBAQkKCnJwcq3OBoCECG28IGg08PDwcHBySk5OlpaVZnctQo1AoampqZDI5KioKLlcD/SPgHzoEjXiFhYUnT560t7f/B1tuAAASifTy8kpKSrp+/Tqrc4GgIQJ73hA04i1fvjwrKyslJeVfXn/C1tbW09MzIyNj3LhxrM4FggYdbLwhaGR7+PDhunXrvnz5oqqqyupcWKm5uXnmzJmzZ89+8uQJq3OBoEEHG28IGsHq6upkZGT09fXhiDEA4OPHj4sWLQoMDFyxYgWrc4GgwQUbbwgawXbs2PHy5cuMjAx+fn5W5zIsbNiw4fPnz+np6dzc3KzOBYIGEZywBkEjVXh4+K1bty5evAhbbpr//vuvpaXF0dGR1YlA0OCCPW8IGpGIROKcOXMkJCRCQkJYncvw4uPjs23btsjISGVlZVbnAkGDBTbeEDQinTx50t3dPS0tTUpKitW5DC/t7e2LFy+urKxMSEjAYDCsTgeCBgUcNoegkScrK+vMmTPOzs6w5e4IgUBcu3YtKyvr4sWLrM4FggYL7HlD0AjT3t6ura1dXV0dHx8Pe5adcXZ2PnPmDByZgEYr2HhD0Ajj7e1tYWERGxuroKDA6lyGLyKRKC8vP378eDgnABqVYOMNQSNJVVWVtLT0hg0bzp8/z+pchrvY2Nj58+f7+vqampqyOhcIGmCw8YagkcTMzCwiIiI9PZ2Li4vVuYwAO3fufP78+ffv3+HTdNAoAyesQdCIERoa6ufnd/nyZdhy95C7uzsajbaxsWF1IhA0wGDPG4JGBmrtbnl5+YCAAFbnMpIEBASYmpq+e/dOS0uL1blA0ICBjTcEjQw2NjZeXl5w1aw+WLFiRWZmZkpKChsbG6tzgaCBAYfNIWgESEtLu3Dhgru7O2y5++Dy5cu/fv1yc3NjdSIQNGBgzxuChjsKhaKqqkqhUKKiopBI+IW7L86fP29ra/v161dpaWlW5wJBAwA23hA03F2+fNna2jopKWnGjBmszmWkIpPJ8+bN4+Tk/PTpEwKBYHU6ENRf8Fs8BA1rv379cnR0PHLkCGy5+wOFQnl7e0dFRd2+fZvVuUDQAIA9bwga1gwNDdPT01NTU+Fkq/47ePDg3bt3MzIyREREaBtDQkKWLl3KwqwgqA9gzxuChq/AwMCgoCBPT0/Ycg8IFxcXXl7egwcPUl/m5uZqaWnp6enV1NSwNjEI6i3Y84agYYpAIMyYMUNbW9vHx4fVuYweISEhy5YtCwwMzMzMPH78eHt7e1tb26tXr/T09FidGgT1AprVCUAQxJydnV1zc7O7uzurExlVli5dunjx4s2bNzc0NJDJZAAAFouNioqCjTc0ssDGG4KGo/j4eC8vLx8fHyEhIVbnMno0NjY6Ozu/f/8egUBQW24AAJFI/PTpE0vzgqBeg8PmEDTskEgkJSUlXl7eDx8+wOeaBkpgYODOnTtra2vb2toYduFwuPr6erg4OjSCwJ43BA07Hh4emZmZqampsOUeKM+fP1+1ahUAgGl3pbW1NTk5WUlJacjzgqA+grPNIWh4KSgocHFxcXR0nDx5MqtzGT1Wrlzp7++Pw+HQaCY9FgwGExkZOfRZQVCfwWFzCBpedHR0fv36lZSUBEdxB1xmZqaenl5RURHDyDkSiVy5cuXTp09ZlRgE9RbseUPQMPLgwYN3795dv34dttyDYfr06cnJyUuWLGEoEU+hUD5//syqrCCoD2DjDUEs8/LlSwqFQntZU1Nz6NChXbt2zZ8/n4VZjW48PDwvX750dXVFIBD0TXh1dXV+fj4LE4OgXoGNNwSxRlNTk5GRkYqKyrdv36hbDh06hEKhXFxcWJvYqIdAIGxsbF68eMHOzk67BY5EIuFtb2gEgY03BLFGXFwciURKTEycPXu2g4NDWFjY3bt3r1y5wsfHx+rU/gn6+vpJSUkTJ06ktt8oFCoqKorVSUFQT8EJaxDEGi4uLs7OzkQiEQCAQqH4+fkVFRVfv37N6rz+LXV1dWZmZiEhIRQKZfr06d+/f2d1RhDUI7DnDUGsER4eTpvzTCaTa2trQ0JCjI2NKysrWZvYP4WXl/fly5fHjh1DIBA/fvyoq6tjdUYQ1COw5w1BLEChUPj4+Orr6xm2YzAYTk7Oixcvbtiw4R+s0NLc3BwSEhIaGpqYlJSXl1eHx9NP6IOGPy5ubhERkdlyclpaWsuXLxcXF2d1RqMWbLwhiAXS09NlZWW7CPD19V23bt2Q5cNydXV1p0+fvn7jRj2BICevOFtRWVJqEh+/AMMzXYOqoqy0uLBAXkllyK44+jTUE8p+laSnJsd8+dTc3KSvr+/k5DRr1ixW5zUKwfKoEMQCERERKBSKtjYGDQqFQiKRN27c+HdabgqF4uPjY2tnR6G0b7M8aLx+8xghEVYnBfVXG5H4LuTlrSvn5eXlLSwsnJ2dBQQEWJ3UqAJ73hDEAhs3bvT39yeRSPQbMRiMoKDgy5cv586dy6rEhhgejzdZvfrTx49mW3da2Tjy8vGzOiNoILW3twc+fODh7ADaKc8DA1VU4KjGgIGNNwSxgISERFFREf0WFAqloqLy9OlTYWFhVmU1xHJzc/X09QmEBi/fpzPk5rA6HWiwNNQTDllsivz0/vbt22vXrmV1OqMEnG0OQUOtvLycoeUGAOzevfvjx4//VMutrKKCZed8+i4SttyjGxc3j+f9J+vMd5qZmd28eZPV6YwS8J43BA21yMhIxFnqAQAAIABJREFUBOL3oBcajUaj0ffu3TMxMWF1XkMHj8fr6euLiUv4vXzHzsHJ6nSgQYdCoexc3Lm4uffs2SMlJbVo0SJWZzTiwcYbgoZaZGQkBoMhEokYDGbs2LGvXr3qeub5KEOhUIxNTAiEhqfPQmHL/U/Ze8QhPyfL2MQkPi4OrnjbT3DYHIKG2pcvX4hEIhKJXLRo0devX/+plhsA4OPj8/nTJy/fp8KiYqzOZaRqIxKtd22ZLIC9deV8F2GNDfWac6ZOFsBmfU/vLObm5XOTBbAdf8h/z6YcEAgE4syVm2PFJfZYWg74yf81sPGGoCHV0tKSkpKCQCDs7e2Dg4P/tUrmBALB3sFhw/bdg3Sfu+xXyWQBbHHhz8E4+TBRh6/dbKxXmJ/XbaSLnXXxz4KuYwh1dQCApPyKnBoi/Q8KPSjjsjgc24mzl96Ghb148WIwzv/vgI031BfNzc3Pnj2zsLBQVJAXFOBHoVAIqGfY2dnb2tra29udnZ1Z+LnxcHNNmSRlbLzK09OzuLh4yP5yXF1dSSSy5WH7QTp/bMRoWJa7tKT4qofrjnWGHXfV4WtX62oozVezc3Hv+iQfw14/fuCja8DkJPQIdXgAACcnV5+z7S15JRWDVWsOHjrUsc4B1HPwnjfUO9RKWDeuexEI9QrTJedNFV+rvJCfmx3579Xy7Juk7GIxAR4xQR7WplHf1Pqrui4l94fN4RArq736enpOzi6DXQmrubn5+o0b2ywPDtLz3FuM9cM/hAEANGdPweJwGaX1AIDvaSkX3ZwSoiMbGxtExMbq6BtaHrbj5uGlHrJ19fL83KzbAa9OHzuSEB1JJpOnz5hp6+IuJ69IDVizVPNnXm7Mjz9PB9y/6XnSZr/vi7fzVDWoFy0syL1y55H1zs35udlpxXgUCtX1RTtDLWzy+MGdiI9vxwiLbNll1TGmqrJiyy4r003bvibEdnEqfE21ndVOPUOTeaoab14GdhFZX4dnY2MfpH52Z/YdPa6tKPP69WsDA4OhvO5oAhtvqKeolbDsbI9S2lr3rliwfrGiMN/QfVsfNVaqDq9SkUQS+XVM+uXACHn5ORYWOwe1ElZISEg9gWC8fvMgnd/nyavTjjbeVy98+potLiEJAEhLTlyrpzVfUysg9Iuo2NiYiM+2VhYJ0REBbz5TmysMFlNbXX1gx4Z9R4/9d/N+0c+CnetX7Vpv/DH5Bw7H1pOLYnHY5sYmJ5v92suWi4iNRSKR3V60o8z0tCe+d54H+NUT6jS0dbwePNVYrItCoTpGTpoybdKUad1m5XjIkkQmHXf7r+uWGwBAqKvj5ObuyTsdQJJSk5RVNfz9/WHj3Wdw2BzqETwer6uzZKeFhZHK9ASvQwdNFsKWe3TAolErVWe989h1xcr42SM/Genp0dHRg3St0NBQOQXFoax+6upwmJef/4rPQ6nJUzk4ubR09KyPuaQkxQc/f0KLqSfUbbM8qLl4KTsH51TpGWbmFhVlpZnpaT28BAKBqK6u1F5mcMDuxLotOxAIRE8uSpOWnGi4SEVfTeFDaPDW3fvC03Jv+AVq6eoxbbl7KOixf0jQ0xPuFwXGCHUbTKjDo9Hoi2ecdFXkZojxzJeWPHFkH762ps9X7yEtXb2QN29glbA+g4031L3c3FwV5XkZKcnvz+85s8OAj4ud1RlBAwyBQKxdpBB/7cCcicJaCxf6+/sPxlXiExJmz1UejDMz1VBPSIyNUlbTxOJwtI0ai3QAACmJcfSRCzS0aL8LiYgBACpKS3t+ITKJpGe4urcXpfr+LeXb16Q91nbv4jN2HTwqLNLfGfjlpb+cbPYv1luuZ9ijygEUCoVIJLJzcNwPCo35UXTM7UJI0FPDRSqNDYxL3g2sOYrK+NragoKCQb3KKAYbb6gb1Jabvb3l/bldcpPGsTodaBBxc7D52q/fulRpkCphFRQUSEpNGvDTdqa8rJRCoQQF+NE/ATVfRhIAUFry5x42CoXiExCkvaSuY0Ym9+JBKQQCISQi2quL0sjMnD1LXvGqh+tipRleF9wqynvxpYGpo3t3AACczl3pYfyTsPD47F87rKyFhEW5eXh1lxs5eVwpKsi/ftGjn5l0bYLUZABAfn7+oF5lFIP3vKGu4PF4fb1l4gKcwa7bOdiwrE4HGnQoJPLUNn1uDtye3bsHvBJWPYHAwzvUj8at3mDuetFrUC+BRCIZRrl7flHZ2fJP30ZkZ2YE3Pfx9rx44fRJzcW6azZu1dBmfs+7a49974R/CLt0209IWLS3x9Koay9BIBApCUzGCQYQdfoeHo8f1KuMYrDnDXWKQqGYGK+qr6n0d9gwPFvuFfY3JdYcH4zgf5zNWu0VC2aaGK/KyckZwNOSSKT+3MrtLbGx45BI5K+iwv6cBIlCkSl/PdFUVVkx4BedMl3G/tTZqPSCi7cetBHbdpqtUp81qesCLEz9SE8DAFiZr6N1+o8dsgQALFswh2ndlTYiMT0luSD3r3/LxNbW9vZ2HFuP5uv1GXXuHmkQSsH8I2DjDXXKx8fn06fPfg4bRAVY/FzTMJT7q2rT6QeT1jkJr7Sba3H2/OOPlJ5NvWlobpXb6sanb/P9ZxnDLiKJvPP8Iz59m8vPvgxCyr2AQCCu7DMWF+S23LObtZn0FnXQG7S3AwA4OLnmqqjGRH6urPjzUcdHR+goz0pLTuzhCccICdfV1rS2ttC2RH3+0EV8fy6KwWJ1lxvdfvzyS2ru2s3b46LCe5gkjYPrOYZaK9Tx89eRyUzrrhCJrWuWatrt30m/8dPbNwAAFXXN3l4dGkqw8YaYIxAIDvZ22/XnD+f73EGnthc+OjkYwV0rr63XOexJaGp5f96y6LGT0xa9c48+HL72vCfH2t58+bOcyVRefEOzkeOt/NLqAcmw/9iwaI+dy8PevhtZlbBExMYCAL4mxrW2tpBJJJsTrigkarvpytzsH62tLbERnw/v2oLF4abKzOjhCTW0dSkUymU3l3pCXWVFmavDkXpCXdeH9P+iomPHWR62v+HXzVNefRP5+f1kAexpRxsAACcX9z7bY3GRX07ZW5f9Kqkn1L1+/sTF7pC07CzTzdsH4+rQQIGNN8Scq6srqbXZZi1c/IeJsw/fNzQTvY+smyAqgMOglynLHDZddDskNqu4susDQ+Mz74fFL18wk2E7vqFZ57DnAlkpl636g5Z1r82TljTWmH3owIERVAlr5RozRRVV611bFsyYWF5WKqegFPDms+jYcWt0NWaNFzi0c7OOgdH956E9fIYbAGBoun7vEYdXzx7NmyZuoqMuMGbMIQdnAACR2NrZIb266P2bnkxLi08WwBqoz+0Yf9rRhrrXeIkaAODMsaPUl4csNvXwHTHYvvfQlTsP05ITDTQUlaaOu3Dq+JqNWx++/sjOztG3E0JDAwEfs4M6am5uHjdWbO8KlYMmC1mbyfWXkTdeRhVV1IoK8mzSUZouIWLmcs/fcdPSeTIAgBX2N5Nziqn9aZMTt3NKqp6cNHfwDo5OzydT2mdMED21TV9h6njqqeiD+0lq7UmFaeMfnzCnbckpqZprcdZ+/ZLDpp1+3ampb1LZfX6BrJTqLKmDVwOjrx6Qlvw9qyiruDLqW95m3XnxmYWLra86m+vtNVLvf579l1darbDjbFBQ0IAU00AgEJdu+y1badz/U0GjwGQB7KNHj1avXs3qREYkONscYiIkJIRAqF+/WJG1aXi/jrG5/mLPSrW9RurENrLz/TcBH5MBABg0k0lPGDSqmtC47ay/rdli78Nrf5bXrHO5Z+Zy7+stGzZsV3/n1YTGSeucOtsb52U9VfyvShclVfia+qZp4/+qNCI1VhCDRn3NKeniQgevBpLIFPedK15EMRYAmSouxHCVYUJKTFB11mR/fz9YCQuChhXYeENMhIaGKkyXZHkNtcvPPkuI8Dtv1aMWTvfcv1rB4mwX8YTGlr1G6kvmTgcASEuKbl2m7OAdnF5QSut8MyXIw4l/5dbzrCpqG6hH0W9EIhD8XOyV+IbOjgr4lPw8IvW2zboxvCNsBeulitPOPglpb29HwPL1EDRswHveEBMJcbGKU8VZm0N9U0tBWc38GRNpS55g0CgDlW6WvtacPYX2uwg/DwCgrIYwsIm1ENsAAFgMY+8fg0Y3tRKZHlJaXXfEK0hPeYaRmtzAJjMEFKdL1uLrYCUsCBpWYOMNMVHw86fU2DGszaG8tgEAMIb3r97/pHFdZYVCIgW4/8yyQSIRAAASmTKwibHjsAAAYhvjHC4iicSBY/40vOXFJwCA83u6WZxxeKJ+5rASFgQNK7Dxhpgg1Nfzcg5uiYZuUTu4DCO1CMD6kVtRAW4AQFXdXyPkJDKltr6J6UKfD97Gv0/KurDHSIR/qNduGhA8HGwAVsKCoGEG3vOGmCCRyCgki7/YCfJwAABqCE30GwvKBv4x6N5OWBMV4BHh584sLKffmFVUQSJT5JndXP+WXwYA2OLmu8XNl367yp4LAICqoNNo1LD+Dk1NbxRXwtpoqJuWnJhc0M1jfn0IhqDBAxtvaJgSE+QV4edO+PGnzGQbiRwU2dOFGnuutxPWAADGGrO9X0dX1TXSZp89C09Bo5Cr1Jnc0j6zw+DMjr+mat8OiWF4VAz6NxXk5ng4O8RGfmmoJ4iPl1y1buOOfYeRPfje3NhQr6emUPyz4HVk8lTpP7Vfvn1NuuB6IikuurW1RWry1E0795qYbabtvXn5nNtx245n+1HR1NlC49CwNay/8kP/OPNlyj+KKk7eDamqayyqqDV39+Nh9WA+1aE1WgI8nFvcfPNKq1uIpKdfUi4/+2K9ZpG40O9VNz59zebTt3HwDmZtnlBP3At80/OedK+Cu1ZZUbZ6qUYDgfDsbWTKz2qbk2c8z7udPLKvJ8e62FkX/yxg2Bj2KshIez4HJ+fzDzGJuWVGazfY79tJXyCdUFcHAEjKr2AooQpb7pEI/juDhi/rNVqtRJLf+0TP5xGSIvw7DBZw4DC7/3vM8meWBLg5ws7udrr7ZvGhq/VNLZPGCZ3eYWC+tO8rVTt4B18J/FPP3PF2sOPtYADAas05N6xNByBjaPi5cta1qaHhv1v3qQuSai8z2GNt6+HksNHCctKUaV0c+DHs9eMHProGhm9e/lU/1f2krbCo2DmvO9SlxM1378/O/H7xtJOx2WY+fgEAAKEODwDg5GTxI6DQgICNNzR8oZDIY5t0j23SpW2htnDcHDjqy6BTf8ov+zkwlodcpS5HP45NH9x/4kJ8XTSrmrOndDEUb75UmaGld9mq57JVbwDTg+jdu3H13s2rJUWFIqJiazZunTxNZtcG4+u+zxYt1Qd/38beunp5fm7W7YBXp48dSYiOJJPJ02fMtHVxl5P/XbBoAO95Bwc+nqeqQb+U+BL9lWdP2r8JerrH2q6zo/A11XZWO/UMTeapatA33nX42oLcnGUrjaktN5WeofHjBz6fwkJWrjEDANTX4dnY2GE/e3SAw+bQ8OX/PnG7h38L8c9UqaSsYiwaJS0h0sVREETP9/Z1p6MHtHT0P3/NfvDiXXZmhoezAwAAg8V0DMZgMbXV1Qd2bFi7eXvEt7yAN58rykt3rTemX1WMqdrqqs5KlE8WwOZm/2CILy0pxtdUT54mTb9RcuIkNAbzLSWpiws5HrIkkUnH3f5j2E4tdM0wKMXLJwAA+P4tlfqSUFfHyT0iH3mAOoJfwaDhi4eT7cnnFCwafWyTLgcO8yw89XlEqsXyBdwcw+LONzQi3LpyXlxC8qjTGepEMPer3tqKMl3E1xPqtlke1Fy8FAAwVXqGmbnFaUebzPQ0WuebKX7BMTk1zEv0MFVVUQ4A4BcUpN+IRCL5+ASqKjpdLzzosX9I0NOL3r4CYxiL6fLxC0hKTUqMjWojEjHY3/UGEmIiAQDVVb9PSKjDo9Hoi2ecQoKeFhXk8/LxLzFYud/2OHVQHRpZYM8bGr70lGc8sN+QU1KpuNNj0jqna0ERJzYvPbVtGK27BQ1zDfWEooL8uSqqtCncaAxmiX431XIWaGjRfhcSEQMAVJSWDmxiLS3NAAAslrGqDwaLaWluYnYEKC/95WSzf7Hecj1DE6YBR0+6lf0qObRzc2F+Xj2h7qnfPb/b1wEApLY2agCFQiESiewcHPeDQmN+FB1zuxAS9NRwkUpjQ/2AvTFoqMCeNzSs6SnP0FPu6SrIEMSgsqIcACA4Rph+44RJk7s4BIVC0d+Hprb6ZPIAP+ZOXXCTSGTsrBOJRLZO1uI8uncHAMDp3JXOzrlYb7l3wAsPZ0cdlVmcnFzzNbQu33mor6bAyfV7qPxJWDh9vO5yIwQCuWfT6usXPQ7aD8xS99CQgY03BEGjVktzM+hwJ5jlTysAAIRFxQAANVVV9BvJJBK+tkZRRbVj/GPfO+Efwi7d9hMS7qo2gIa2rob2nwmeWd/TAQDjJ0zsLF5dewkCgUhJiOtt/hDLwcYbGuVWHfOOzij49cSZ1YlALCAgOAYAgK/9qzBfUcHA12mvra5SnDK2s72hsWkMT38Ji4oJCYtmZ2bQb8zJyiSTSLPk53Y8w4/0NACAlfk6K/N19NuXLZgDOq+ykhQXDQCYq7wAANBGJGZ9T+fk4qYfeCC2tra3t+PY4CSSkQc23hA0pIgkstWlJw8/JDmb6+01UmfYm11c6Xw/9EtKTguRJCnCv1J1ltUqDU42bM8DUnJLTt0Pi/le0NzaNl6Iz2C+7GHTRVzsOPBPEhEbKyQsmhwfS9tCamsLefF0wC/U2wlrAAADY1Nfb6+aqkra7LPgwMcoNFrfaE3HYAfXcw6u5+i3+PncOHbIkr7C2il76w+hwaHRqWgMBgBAoVAe3r01aep0hXnzAQBEYuuapZqzFBT9Xr6jneTT2zcAABV1zV5lDg0HcMIaBA0dfEOzkeOt/FLmFdozC8s19l+qxDeEuO3M8XW0Wad98ennLWd8ex6QnF2sfegqFzsu/NK+fP/jrtsN7ofFr3S4RWlvH/T3NlytM9+Rm5Xp4eRQU1VZUlS4b5sZNw8vq5MCAIDdB234BQWttpr9zMttbW159Szg1pXzew7ZjhX/XSE/8vP7yQLY0442PTyh+qIlRQX5xw9b4WuqKyvK7Pfvyvqe7nrRi3qbgJOLe5/tsbjIL6fsrct+ldQT6l4/f+Jid0hadpbp5oEsgQANDdh4Q9AQwTc06xz2XCAr5bKV+YT5E3dCyGTKA/sN0pKiXOw4IzW5rcuUwxIyo77l9zDA6d4bFBJ5db+JpIgAFztOV0na0kg94UdhTHrB0LzHYWj3IdudB2yePbyvOlPK3FhvvrrWph2WYBjc+eYTEAx480VEVMxYR2225BjPc6cdXM9Z2Tj2+YRqWks87z3OTE9Tl5uyWFG2vPTXo9efqN1uqu17D1258zAtOdFAQ1Fp6rgLp46v2bj14euP7J1MkYOGMzhsDg2w2vom94fvQ2IzymoIXOy4OVPEj65brEC33NaXlNxzAR8Ss4pIZIqEMN8aLXlLQ3Uc5vefosmJ2zklVQ/sN9hcf5GUXYxBoXSVpp/bbRiWkHk+4GNOSZUIP/euFao7ly+gxi+18Sosr/V33GR782VyTnF7e7vidAnXbQayE8WYppeW9+u039vo9ILG5lYxQV6D+bJHTBfRSqZ3m3x/VOAbdq1Q3aw7Lz6zkGnAwjlTNOQmC/Jw0rbMniwOACgoq54vO7EnASWVeGF+Lnbcn/IjE0UF6QP+QSgUytrR2drxz6QH76sXAABc3L/Xb70X+Ia2y+sB44i6vtFqfaPVtJf0wf03Vnz8uet3O9u7QGNRF0Px67bsWLdlB8NG7WUG2ssMmMZT6S430l1u1Ns8oWEINt7QADN398ssrLhrazZLalx5LcHBO3i53Y3PF/dNHjcGABCTUWB07JbBfNmE69Y8HGyvYtItzj2qxDfS1t3CoFHVhMZDns9dtupJS4p6B0cf83ldXFnHhkX7Omzk42I/4hV09MaLudPGz50mAQDAYdDVhIbd/wWc2bFcYer4/NLq1Sd9ltvdiL9uTd/IUSVnFy+18dKcPTns7O6xY3jDU3P3XnoSnZ4fenY3deHLrpOn19uFRAEAU8WFOm6kZ2GwgGFLaXUdAGCCqGAPA2QmiL2JyyA0ttC+juSVVgEApv3DNeme+d+P+Pj29OUbONzvzyQ1KQGDxU6Z3lWpFgga5uCwOTSQWoikz19zFs+dpjRdkg2LlhQR8NxvgsOg3yf9Lg8ZHJOOw6CdzfVEBXg42LCrNecskJ3o9z6B/iSExpYDJgvnTpPgZMPuXqnGyYaNy/x5df9qSREBXk72/caaAIAvqbnUYBQS0UIk7VulqTpTih2HkZkg6mS+rKa+yf99Ysf07G694ufmuGu7foq4ECcbVldJ+vgm3cSsosDw1J4kT4+6kGhnP1030j1UgW/wDIqQlhSdJyPZw4AjpotwGIzF+Ue/quqIJPL7pKyrgeFGanIDNXgwEnHz8L58+ui49d7KirKGesKje94hQU/Xb91J63lD0EgEe97QQMJiUEJ8XMHR6UvmTtNRlMagUdwcbHn+x2kBzuZ6zuZ/rcAhKSIQkZaHb2jm42KnbVSRmUD9BY1C8nNz4DBoUYHfhSaE+LgBABW1f9WEWqQwlfa72sxJAIBv+WUMudU3tcRmFJhozqYN0QMAtBWmAQASswpNNGd3m/xQqq1vWud8l9DUEnB8C4rZAs9MA2QmiD6w37DFzVdmsyt1i76K7MW9//Qw6WK95Z73Ht+8fG6J0syWlmbJiZMOHz+1dc8BVucFQf0CG29oICERiIfHNm/38F9/6j47DqM0XVJbYdr6xXP5uX/PiGkhkrxfR7+ITCsoq6mtbyJT2skUCgCA+k8qFBJJv243AoGgHQ4AoE4zoo/HoFECdAHU4Eo8Y8XH0pp6Snv7o4/Jjz4mM+wqrqzrSfJDJr+02uTE7Qp8Q8DxLbMmMXl6uLOAhx+S9l56smel2tZlyiICPKm5JfuvPFt44PIb991jeBlvIvw7FustX6y3nNVZQNBAgo03NMDmTBGP97KO/f7zfVLW+8QfjreDzz/+GOSyndrGbHHzfRP33Wat9pqFc0T4ubEY9P4rzx68je/PFZF/TxumLq+ERDKfS7xRR+nS3lV9S35oxH7/uc75Lic7NtR9l7Qkk3JanQWQyBTra8+VZSac2LyUumXuNIlrB1arWV289Oyz05ZlQ/QGIAgafLDxhgYeAoFQlpmgLDPBfv2SuMyfy2y8zvi/9XPYVFZDCInNWKUud3SdNi24qKK2n5drbSPRT9GqqW8C/x9dpzduDC8Sgej2cp0lzxDWhwlrPRGfWWjkeGvaeOFHx7cI8XH1KqCoorahuXXa+L/qeE8RFwIAZBV1ulAV1DdbjPUTYiLTivv71wtBfQMnrEEDKfJbnvQm12/5f5ZgUpouKcLPU0NoAgC0tpEAAPSTwH8UVUR+ywMA9LOIyMev2bTfw1NzAQCqHZ6M4mTDqsyYGJGWV053vzw6PX/ernPJ2cXdJs9gMCasFZbXGh+/PUVc6IXrDqYtd9cBIvzcOAw64+dfN/szfpYDACSE+fuQDzSCtBGJ1ru2TBbA3rpynmHXzcvnmK4yTib9WW2lIDfHcrOp4pSx0qJcixVneF1wo9DdmepJADTEYOMNDST5KePRKOTO848SfhS2EEm19U1Xn4eXVOE3LlEEAIwX5p8gKvAyOv37z7IWIiksIXPDqXsrVWcBAJKyi8h9/X8BGxbj7v/+Y3J2c2tbekHpcZ8QEX5uQzW5jpEntyxFIRFrTvpkFVe2EEkRaXkW5x9hMWjq4HPXyQ+Bw17PW9va7tqu76yaadcBHGzYvUbqUd/yne6+KanCN7e2xWcW7rv8lJeTfecKJmtdQKNGHb52s7FeYX4e072EujoAQFJ+RU4Nkf6HVg69sqJs9VKNBgLh2dvIlJ/VNifPeJ53O3lkH+0M3QZAQw8Om0MDiR2HeeO+87Tvu02nfSvx9dwcbFPEhXxszAzVZgEAkAjEA/uNNtdfaB+6ikahlKQlfI6acbLhUnNL1jnf3W+s6bBBpw8XxWJQngdMHLyDk7KKKO3t86QnuFkspy9UQjN3mkTo2d1u/u90DnvWN7UI83MbqckdWr2QDYvuNvn+c/AOvhL4hfbS8Xaw4+1gAMBqzTk3rE2bW9tC4zMBAHJb3RgO3LBE8bKVcbcBAACHDTqTxo658yb2xquoFmKbEB+3htykO0fNpMQEATRK1eFrV+tqLFtprKGtY7xErWMAoQ4PAODkZDKWQ3XlrGtTQ8N/t+5T10LVXmawx9rWw8lho4UldT2VbgOgoYdo/4eLHkOdQSAQA9hoDapVx7xjMgpK4KJhg4lP3+bRo0erV6/uPrRLCATi0m2/ZSuN+3Asvrbmqofru5CXFaWlnNzcM2crWB11lJP/MygS/eXjtQtuKYnxZBJp3HiJlWvMtu45gMX9HqLYunp5fm6W573HzrYHU5MSMBjMQp1lTh6XP71943XBLT8ne4yIyJadVpssLKnxa/W0igsLrvs+c7G3TktOBO3tsxXn2bmclZb9/R8Fwz3v72kpF92cEqIjGxsbRMTG6ugbWh62oxVR7zb5/sjN/hEfFW66advXhFjjJWpHnc5sszxIH3Bwx8awV0HfftV1doa5k8Xk5BW9A17QtuTnZi9WnHHA7sQea7ueBPTNZAHsgPxd/ZvgsDk04sGvn/+C/VvXv37+5Pz1u0kFFc/eRrKxs21YoZOf+3uuQ0JM5GZjPT5+gbdx3+Jzfu22tjt/6rj7yT/tCgaLqa2uPm6998jxU7E/inYdtAkK8Nu+1vCJ791r959Eff+pMG++s+3BlMTfK1tjsbiaqioby237bBzjskuevI34mZezYaVObXVVx9zSkhNNdNQpFEpA6JfE3LJjZy5OcOL1AAAgAElEQVQ8D/DdbLSMdlO56+Tp1VZXMb0/Tf3JzWZSL2jSlGmmm7Z18dER6uo4uRnnb9KUlhTja6onT5Om3yg5cRIag/mWktSTAIglYOMNQdBw19raEvXlg4a27hxFZRyOTVxygtuVW1gcLvx9GDXg3euXOBzbUSc3YVExdg7OFSZrlRaoP/W7R3+SekLdzgNH5BSUODi5zHft4+DkSoqLdrt6U1xyAg8vn8W+wwCA6C8fqcFIFKq1tWW7lfU8VQ12do5pMrI2J8/ga6qfPbzfMT1Xh8O8/PxXfB5KTZ7KwcmlpaNnfcwlJSk++PmTniRPj7q0aGc/fRujJtTh0Wj0xTNOuipyM8R45ktLnjiyD19bQ91bVVEOAOAX/OvGChKJ5OMTqKqo6EkAxBKw8YYgaLjDYLCCY4Tfvn4R9iqI1NYGAODi5knIKd24Yw814KjTmdSiGtpimgCA8ZIT6gl1dfi/HuWaq/y7ODwKjebj5xeXkBQW+b2AzRghYQBAZUU5fby61mLa78qqGgCAzPQ0htwa6gmJsVHKapq0IXoAgMYiHQAAtR/fbfKDjUKhEIlEdg6O+0GhMT+KjrldCAl6arhIpbGhHgDQ0tIMAMBisQxHYbCYluamngRALAEnrEEj21OnraxOARp0SCTyhn/gwR0bd280YWfnmKOkrL5oibHZZj5+AWpAa2uLr7fXmxeBRQX5eHwNhUwmk8kAAAqZTDsJCoWiX8kbgUDw8gnQvwQAkOni0RgMdX4WFfVaHfua5WWlFAolKMAvKMCPYVdpSVFPkh9sT8LC6V/qLjdCIJB7Nq2+ftHjoP1J6nqgRCLj8mVEIpGNnQMA0G0AxBKw5w1B0Agwc45CWNy3h68/mu/Z30AgnDl2VHuuTEbqV+peK/N1px1tVBdqPwr5lJRXnlFab2K2uZ9XRP5dUv7/lfuY/z9z9QbzjqPcnvce9yT5oaeuvQSBQKQkxAEAhEXFAAA1VX/dyyeTSPjaGhGxsT0JgFgCNt4Qa6w65j3W2JHVWfy2w+Mhn74N9aewfPTXzFLc6UF9s1JrT7I6l15AIBBzlRccsDvx7H3U49Av9fWES+7OAICKstL3Ia/0DE2sbBwlJkqxc3Ci0OiSYuaLpvccsbW1nvBnhnZtbTUAYIywMEOY2NhxSCTyV1E3l+sseQZ9mLDWtTYiMT0luSA3h+Gttbe349jYAADComJCwqLZmRn0ATlZmWQSaZb83J4EQCwBh80hCAAAcBh0eeAp2suU3JJT98Nivhc0t7aNF+IzmC972HQRtTRKC5EkamTP9CRMC6c3NLcusPzvZ3lN9NUDTGuVM5WUXXw+4GPCj8IaQuM4IT6D+bJH/p8AAODS08/HfF53PKoq6DR1YfKuE4j3sgYArHO5G5Ne0MN8WCsu8suBHRtvPXpBe1JrjqKysIgovqYGAEBsbQUA8Av+WXM9NyszNvIL+H93uc8iP73XXf57TbaY8M8AAKX56gwxHJxcc1VUYyI/V1aUCQn//vcbHx3hcGC3xzWfmXMUuk6eAXXCWn9yZkAktq5ZqjlLQdHv5Tvaxk9v3wAAVNQ1qS8NjE19vb1qqioFxvyuDBgc+BiFRusbrelhADT0YM8bghglZxdrH7rKxY4Lv7Qv3/+463aD+2HxKx1uUdrbAQBsWHTHeqjU4udGzJ6Mt7358mc5k/9NdyHqW/7SI9ewaFTY2d25fseObdS9+SrK0PF3AgCAusYWAMDPRycY0ujYcvctgeFmpvxcNBp9ZLd5SmJca2sLvrbmtud/pSXFJuu3AADGjpcYP2Fi2KvnWd/TW1tbPr0N2b3BZNmKVQCA1OQE+tvYvcLGxn7l7KmIT++am5sy09PcT9gKCYsuM2TykLrNCVcUErXddGVu9o/W1pbYiM+Hd23B4nBTZWZ0m/xg4+Ti3md7LC7yyyl767JfJfWEutfPn7jYHZKWnWW6eTs1ZvdBG35BQautZj/zcltbW149C7h15fyeQ7a0CYDdBkBDDzbeEMTI6d4bFBJ5db+JpIgAFztOV0na0kg94UdhZ/3UxhbiYa8gIzU5zdlTGHaFxmfeD4tfvmBmbxMQ5OX0OrRGQoSfm4PNUG3WNj2V+MzCrzkl1IC6xmYAACcb8yqq/U9guGFn53j4+pOsnLzlZtPZkmMWK8mGvQq6dNtv1bqNAAAkEul577Gk1GTjJWoq0yXu37x28bbfQXunSVOmWZitunim0/VjuobBYt2u3PK64D5vqrjJEjWpydMevAhjZzZFS05BKeDNZ9Gx49boaswaL3Bo52YdA6P7z0NxOLZuk++/04421EF1anm1M8eOUl8esvi9ms72vYeu3HmYlpxooKGoNHXchVPH12zc+vD1R9p74RMQDHjzRURUzFhHbbbkGM9zpx1cz1nZ/Lmr1W0ANPTgsDnUF0ttvJKzi3P9jnGy/XmAxPle6LmAD8FnLBbISgEAvqTkngv4kJhVRCJTJIT51mjJWxqq4zBM/uR0j1zL+1WV9eDP/wtuvIo64hX06rSF6kwp6pa0vF+n/d5Gpxc0NreKCfJSh5Hpl/0eQCWVeGF+LvoCqxNFBQEABWXV8zusdwIAOPUgrK6x2XW7PsP2mvomq0tPjNTkVGdJvYhkfMSoCysWzBTi48KiUbQt0hIiAIDC8hr5KeIAgLrGZjYshmk/e0ASGIbExomfvnyjs73SsrPoh4WpQmP/vGWvB08Z9n5O+es2cMfxajKZPENuzoMgJk9jAwB8nryifzlDbk7HS/Qw+X6ydXazdWasmMtAd7kRbfyfqbHi489dv9ufAGiIwcYb6ou1WvLR6fkhsRnGGrNpG59++SopIjB/xkQAQExGgdGxWwbzZROuW/NwsL2KSbc496gS33hmh0EfLpecXbzUxktz9uSws7vHjuENT83de+lJdHp+6NndHRuw/i/WKTNB7E1cBv0yo3mlVQCAaRIiHYOLKmpvvoo6YKwpKsDDsOvg1UASmeK+c8WLqN41nLs6rCOSll+KQCCm/z+BuoYWbo7uu919TgAC/b5fDkGDCjbeUF+sVJ115HrQs/AUWuMdn1lYUFZzdN1i6vOywTHpOAza2VyP2qSt1pxzLzTO731C3xpvu1uv+Lk57tqup3bcdZWkj2/Stbz4JDA81URzNkMwdbHO/ry7I6aLPiZnW5x/dG7XyjF8XOGpuVcDw43U5BSmMrnDd/bRBxwGvXsl44IQAZ+Sn0ek3rZZN4aXs+NRPVeBb3j0IenGy6gjpov+NN6NzWgU6rTv26DItIKyaj4udoP5snZmS/i5/wzqDlQCEAQNQ7DxhvqCh5Nt6TyZ1zEZ9U0t3BxsAIAnn78iEIi1i+SpAc7mes7mevSHSIoIRKTl4Rua+bjYe3Wt+qaW2IwCE83Z9EPu2grTAACJWYUdG+/+k5kg+sB+wxY3X5nNrtQt+iqyF/cyGXUsrsT7v0+0MtJgeFOl1XVHvIL0lGcYMVuZtIfySqvlt7sDADjZsCc2L6XvjlPa24ltJA42bNCp7exYzMev2dbXnr9N+BFxeT91RvqAJABB0LAFG2+oj0y1FALDU4Nj0k21FMgUSmB4ygLZiZIiv4tGtRBJ3q+jX0SmFZTV1NY3kSnt1OW6+7Bod2lNPaW9/dHH5Ecfkxl2FVd2ulBSfzz8kLT30pM9K9W2LlMWEeBJzS3Zf+XZwgOX37jvZujF+r9PJJEpm3SUGM5gefEJAOD8HsP+pCElJoh/5YZvaI5Iyz3s9eLpl6/PXbZTvyW89firsuaKBTORCMQG1/v/PflEXVZ1QBL4lzHc0oag4QY23lAfLZKfKsTHFRieaqql8CUltwLfcHLLMtreLW6+b+K+26zVXrNwjgg/NxaD3n/l2YO38X2+HNNHqAcDiUyxvvZcWWbCic1LqVvmTpO4dmC1mtXFS88+O9G9RwBAUGSa/BRxCRF++o0P3sa/T8rysTET4e90Kaee4+Ni11eRFRfi19x/6cLjjyf/ToBGW2EaAoFI+FE04AlAEDQMwcYb6iM0CrlKfbb36+i6xuYnn79ysmFX/P95pLIaQkhsxip1uaPrtGnxRRWdVi5DIhFkyl+TgyrxDbTfx43hRSIQXRzOoJ8T1ooqahuaW6eN/6uQ1hRxIQBAVtFfda0Lymq+5ZceNFnIcIZv+WUAgC1uvlvcfOm3q+y5ADqpo0KvuBJ/xu+d6syJploKtI3TJYQBAD+KKgAARBL5+88yLnbcpLF/ypK0tpHa29vZsOj+JzCiMSyzzVqHLDYFPfan/v7pa7a4hCRr8xlsS5Rk83KyAAB8AoIJOaWsTmeUg4031HdrF8l7vYgIif0eHJO+QnUWx/8fG2ttIwEABHn+jDD/KKqI/JYHAGA6gVeYjzsmvaCFSKK2PQCAz1//PMbDyYZVmTExIi2vvLae1pWMTs/ff+WZ18E1c6aIM5ytnxPWRPi5cRh0xs8y+o0ZP8sBABLCf/WwYzIKAAAzpRjLO5/ZYcAwL+92SMzBq4E9rLA2hpfz6ZevaXm/Vi+URyIQ1I3UJ7wniAoCAIhtJJ3D1xSmjg8+Y0E7KiwhEwCgPmtS/xOABhAWh8sorae9pFAo9296+t+5WViQx8cnoKWrd+SEKw8vHwCgtbVlhhjjAwtUqzeYu1706jagJ/mkpyRfcD2RGBvV3Nw0bryEjr7hHmtbTq4/IzR5OVnnnR2jwz+1trSMk5BcttJ4+96DHJxctIDU5ASvC25fE+Jqa6rFxonr6BtaHrajniEs7hsAYOf6VQkxUT1JBuqPUfsFHBoCcpPGTZcQcfN/h29oNtP+000cL8w/QVTgZXT6959lLURSWELmhlP3VqrOAgAkZRd1vO29eO40Snu7m/9bQmNLeW29/a1XhKYW+oCTW5aikIg1J32yiitbiKSItDyL84+wGPRgNEUcbNi9RupR3/Kd7r4pqcI3t7bFZxbuu/yUl5N9599PcOWUVAIAJoj2ZW2omIwCPn2bw17PO+5iw2Jctuqn5JZYXXpaWF7b3NoW9S3f6tITXk72ncsXAAC42HF2Zosjv+XZ3nz5q6qO0NgSGJ5qe+Ol7ESxLUuV+/SmoSFy8si+C64nDto7JeVXXLztGxYcZG5iQH0mDYdj67i0CfXZcT0jk54EdCstOXHVElVOLq6Xn+MTc8vsT3kEPPDZaLiU8v//JHN+fF+hOa+6qtI/+ENsVrGVjePNS+eszM1oZ4iPCjddthCDwQa8+RKf/cva0eXBrWubjJZRej+XBeon2POG+sVUS/7EnRDa491USATigf1Gm+svtA9dRaNQStISPkfNONlwqbkl65zv7jfWpE6qoj9JYXmt/4dEz+cRogI8m3XnOW7UMXO5R+3BAwDmTpMIPbvbzf+dzmHP+qYWYX5uIzW5Q6sX0nrqA8thg86ksWPuvIm98SqqhdgmxMetITfpzlEzKTFB+jB8QzMAgDrZvm9QSBTT7VuXKQvzcV17EbFg739tJNK4MXxzp40/bKpN+6JgtUpDUlTgWlCEmtXF+qYWCRH+TTpKB1cvpC8sAw03XxNifW9fd73otUR/BQBAUUX1yHFX76sX8nKyJk2Z1jG+qbHhpM0+PUOTBRqLmJ6w2wAG55wd0Sj0mSs3qbXVtHT0tu3Z7+HsmBgTqThfDQDgftKOTCZ53gugForXMzRJSYy/7flffFQ4NcDD2VFAcIzHNR8MFgsAWLbSODUp4daV899SkmbNgYuUDCnYeEP9st9Yc7+xZsftshPF6Ad1qeK8rGm/06/DjUIibc0W25otpg9mGPqWmzSOWj98aKxdpLB2kULXMR67VnrsWtmTs5kvVTb/u0+sLDPBapUGP1enyyEbzJc1mC/bxTlXLJi5osdFTzsmMDyt1dNKS06Myy6hH6c953Ls2vkzfi/fKS1QBwBEf/l47YJbSmI8mUQaN15i5RqzrXsOYHFMStasWar5My835kcRbcv9m54nbfb7vng7T1WDuuV7WspFN6eE6MjGxgYRsbHUQWD6Zb8H0OMHd9g5OFeu/tORNTbbZGzW6V/1BdeThLo6+1MefQ5gUFpSNEZYmL7Cq8TESQCAwoJ8atusqqmtoraQfokX2dny9AG6y43GCItQW26qKdNlAAAlhT9h4z3E4LA5BLEAvqH5yeevyxd01Tz/gwxN17e0NL9/E0y/8dWzR+KSE6iNR0JM5GZjPT5+gbdx3+Jzfu22tjt/6rj7Sbu+XS4tOdFER51CoQSEfknMLTt25sLzAN/NRsvIJFLH4P4v1pkYGyUzU47p94yOSooK79/y3LLLirqcdh8COpoqI1tZXk6/zunPvBwAwOTp0tSXG3fs2bLLiv6Q8tISAIDEhN/jalt2WRms+mslscz0VAQCQW3CoaEEG28IYgE+LvaMO3b008UhAMDSFatwOLbgwADalq8JsUUF+UamG6iV+969fonDsR11chMWFWPn4FxhslZpgfpTv3t9u5yrw2Fefv4rPg+lJk/l4OTS0tGzPuaSkhQf/PxJx2Bq8fPOfpiOezMo/lkgIjY28OGD5ZpKM8R4FKREDu7YWParhGnwVQ9XHI6NoSntVUBHloftcWxs1ru2lP0qaSMSwz+EeXte1DM0kZNXZBpfVVnuc+3SVOkZ8vPmM91768r5ezeuWh62nzxNuudpQAMCNt4QBAAArW0kPn0bPn2bwvJh8ZTRoFLc6cGnb/M6JoPViTDi5uFdtFT/y/uwhnoCdcuLJw8RCISR6Qbqy6NOZ1KLauhXohwvOaGeUFeH7/W/tYZ6QmJslLKaJn1XWGORDgAgJTGuX2+DGTKZ3NLSHB3+6YnfXfer3vE5vy7e9k2MjTLSnk+owzME/youevbw/sYde3j5+JmerdsApqbJyHreC0iOj1WVnSgtyrXFWF9pvuqp/64xDcbX1lisW1VPIHhc80Gh/pqc8TMvd7IAVnna+EtuLoePn7K07uPIB9QfsPGGIHDD2pS2JDZDxZVRKd7Lmvpm8/yPszoXRoam64mtrW+DXwAAyGTy68AnSgvUxSUnUPe2trbc9vxvta6GynQJaVGuaULsT3zvAgAovV+0u7yslEKhBAX40Y9+z5eRBACUlhR1e3hvIZFIJBJZT6jzvBcwfcZMDk4uVU1t5/NXK8pKb3teZAgOfHifTCKt2biV6al6EsDU80e+m431TMw2f07J+V7W8PRtRFFBvqGWSk1VJUNkYX6eyRK1vOwftx4+l5nFWIFYUmpSTg0xMa/c45qPz7VLq5ao9uHLE9RPsPGGIGgYUddaIigk/Pr5EwBAdPjHqsryVWv/rHttZb7utKON6kLtRyGfkvLKM0rrTcw29+dyqzeYdxwD97z3uJ/voiMEAiEgKCQ5QYq+r6y0QB2BQGSkfmUIfvPi2aw5c7so6tJtQEdkEun4Yau5ygsOHz81brwEBouVU1Byv+qdn5t98/J5+sikuOhVS1Tb2oiPQj7RZvZ1xMvHv0R/xXXfZ9++Jl3/72zPM4EGBGy8oSGy6pj3WGPH7uP+Metc7gout2V1FsMICo02WLUm/ONbQh3+1dNHHJxcS1f8XhKmoqz0fcgrPUMTKxtHiYlS7BycKDS6pLiws1MhUSgy5a8eeVXlnxp5YmPHIZHIX0WdHs6g/xPWZsjNqf67j0smkdrb2zHYvx7wKyrI//4tVUVDq7PzdBvAVElRYWND/aSp0+k3TpwyFQCQm5VJ2/I1IXbzKr3xEhOevo2cKj2DPvhXcZHt3h2BDx/Qb6ROdsv58b1XyUD9BxtvCIKGF8M160ltbR/eBL8NfrF0hRE7x+9SfcTWVgAA/YNMuVmZsZFfQCdrb48REq6rrWlt/VPwJ+rzB9rvHJxcc1VUYyI/V1b8qaYXHx2hozwrLTmx49n6P2HNYNUafG1NxKd3tC0x4Z8BAHOVF9CHJcZGAQBkZna6HFy3AUwJiYhgcbis7+n0G6kvx/2/B19c+NPcxEBqytT7QaGCQsIMZxAYM+bVs4A71y/Tl2RJT0kGAEhMlOpVMlD/wcYbggbYr6q6f2Ti2yCZITdnynSZS+7Odfha+jHzseMlxk+YGPbqedb39NbWlk9vQ3ZvMFm2YhUAIDU5gdzhtreGti6FQrns5lJPqKusKHN1OEL/lBQAwOaEKwqJ2m66Mjf7R2trS2zE58O7tmBxuKkyM8AgMDA2VVqgfmT31vjoiObmppjwTydt9klKTVq9wZw+jFoefLzkxE5O01VAQkzkZAHsiSP7Ou5i5+DcZnkwPircw9mxtKS4ubnpa0Ks/f5dPLx8my32UmNOHtnX2tJyxechfcFUGjY29qPObukpyfb7dhYX/mxuboqPCrezsuDh5du0w7I3nwQ0AGDjDUEDLDwtr1fx/69fDv2xco1ZYX4e7fFuKiQS6XnvsaTUZOMlairTJe7fvHbxtt9Be6dJU6ZZmK26eIZxNRpD0/V7jzi8evZo3jRxEx11gTFjDjk4AwCIxFZqgJyCUsCbz6Jjx63R1Zg1XuDQzs06Bkb3n4ficH2vmtcFFArlHfDCcM16652b50wQOrhjk5rWkoCQzwwtJXXyFxcP8zLmPQlAo5lX3zpof9L9qndc5BddFbnZkmP2bFozTUb22bsoSalJAIDm5qaPYa9bW1s050xluClga/W74JKZucXVuwEF+bn6agpzpURt91nIzlF4+i5y/IROv2pAgwTBdLgJ+schEAgfGzNDtVm9PTApu/i0b1jc98J20C4jKWq9Rktb4fdw4qpj3tEZBb+eOFNffknJPRfwITGriESmSAjzrdGStzRUx2F+/0+ntr7J/eH7kNiMshoCFztuzhTxo+sWK0wd35O9/WRy4nZOSdWTk+YO3sHR6flkSvuMCaKntunTnz8mo8Dj0Yf4zMKmVqIIP/fSedK2ZksEuDmob/N9UhY1DIdBlwee6vpjWedy90NSdvTVAw7eweFpua1EkuxEMZeteir/Lzere+Ra3q+qrAd/pgvceBV1xCvo1WkL1ZlS1Cvml1bfs9uw49zD3JKqX0+dTZ3udPsWeoVP3+bRo0erV6/u2+E0CATi0m2/ZSuN+3mekeKQxaaQF8/oFyYZAm7HbXn5+XfuPzKUF6VHXZikJ6uKTRbADsjf1b8J9ryhAZOYVaR72HOKuHDklf0pt2zmTBFffcInND6zY2RMRoHRsVsCPBwJ163z/I5Zmy5yuR923CeEFmDu7vc8Iu2GtWnBw5Pvz1uyYTHL7W7klFT1ZC+9akIj9eltpj9ZxYxPyAAAMGhUNaFx21n/LUvnZdyxCzu7q7y23szlXgvxd9WtLym5+rbXuTlw789bFjw84XVwzcuodH3b69SAp05bLQ3VAQCp3kepLXe3HwsSidh21n+TrtL3u/bvzu2prW/adPoBra57t7AYdFMr8bBXkJ7yjNM7DJAIRLdvARqt6vC1L58+1DUwYnUi0KCDjTc0YI7dfi0myOuyVU9ciI+fm+PUNv2xY3i9g6M7RgbHpOMwaGdzPVEBHg427GrNOQtkJ/q9T6DubSGSPn/NWTx3mtJ0STYsWlJEwHO/CQ6Dfp/0o9u9DKjLg3b209nC3oTGlr1G6kvmTudgw0pLim5dplxWQ0gv+N2TOH7nNR8X+7UDayaPG8PJhlWdKXVi89KMgrJnXxgf+Onhx9LUQqRejpMNO1NqrPky5Qp8Q3J2cQ8/dgQCVNU16inL2K9fYr5UmVqJrOu3AI1WvHz8Ed/yJ0yazOpEoEEHFyaBBkZjCzEqPd9EYzZtCWokAvHNh/lDUM7mes7mevRbJEUEItLy8A3NfFzsWAxKiI8rODp9ydxpOorSGDSKm4ONVk6k670DRXP2FNrvIvw8AICyGgIAAN/QnJxdvFJ1Fv2CZtTgL6l567QZ12bo4ceycM6fywnzcwMAquoaep4tiUwxUmOce9zZW4CGErG1dbIAFgDw6Wt2rx7LHomWKMlSJ9PxCQh2Gwz1E2y8ISbQaFTHVbe7Vl5b397eLsjL2ZPgFiLJ+3X0i8i0grKa2vomMqWdejnqP5EIxMNjm7d7+K8/dZ8dh1GaLqmtMG394rn83Bzd7h0QKCRSgO5sSCQCAEAiUwAApdV1AABRgb9mGAnzc9F2MejJx4JCInk52elfAgDIlF5MRkEgECJ/p9TFW+gt6lGdzYGCunDu+t1z1++yOouhExb3jdUp/EPgsDnEBC8PD6Gppfs4OigkAgBA7Nmd2i1uvg7ewQvnTH3jvqvg4YnywFPrF/+1NMKcKeLxXtZv3HdZGqrXN7U43g6W33E2NfdXT/YOAYZZntRZnwhms8Z79bH0GRKBoDb5g4H6l8DHxzdI54cgqA/gt2mIiYkTJjCd/9WFsYK8SASirKb7ibVlNYSQ2IxV6nJH12nTNhZVMD4VjUAglGUmKMtMsF+/JC7z5zIbrzP+b2lLene9l6aa0DhpHeMTRDRxXtad3fbuzLgxfAgEovTv8efymnoAwLgxTBaB7vnH0hkkEsHQC6/E92JEvf+yiysBAFJSI74KxxZj/YSYyLTikf38/c71qz6Gvv5R2czqRCAWg403xIT8XMWEiLe9OgSDRilJS35JzW0hkmj3g+dbXmDDoD9c2EsfSZ1HLcjzZyT5R1FF5Lc88P8ebeS3vG1nHz4+sUV24u+FipWmS4rw89QQmrrdy4A6Ya1Xb6RrPJxsStMlIlJzW4htbP+vakl9NmyRwlTqS+oYdTtoB735WDojzMcdk15Af/jnrzkD+I66lfijkJ+PV1JylN+vhaCRBQ6bQ0zo6OgkZv6s6GUP78Tmpa3Eth3nHlbgG+oam13uh2YUlJkvU2YIGy/MP0FU4GV0+vefZS1EUlhC5oZT91aqzgIAJGUXkSkU+Snj0SjkzvOPEn4UthBJtfVNV5+Hl1ThNy5RBAB0vXcInNyyrKG5dfeFxz/LaxpbiJ++ZrvcD1WWmbB8/hiadb0AACAASURBVExqwFhBHgBAwo+iFiKJRKb08GPpzOK50yjt7W7+bwmNLeW19fa3/sfencdD1fUBAD+zMvZ9S1FKKbKlkkLWkEQo2lMqbZayZKkIaXvalKjUk5IWpVCyVEp2IWslConsY5nRDO8f0zvPhDLWsZzvxx/m3N8993c99+nMPffccyL7+0RjkKLTipbp6fX6UACCIEaBd95QL/T09Dg42ENi0+3NltK/18LZ4o99rH1uPVe0PtHV1TVriuANl3VGKjLdwpAIRIjrBqfLj7Uc/NEo1HypKcHOa1mZmXJLKi29btiaqrut1312fIfvrbiNvrd+NOLZWZhniPJTJ43BMWH+snUELJwtHnVsh++t2CV7z7YTf4ryc1loKjqu0USjfn0VXr1UISIpb8fpMHYcU+K5fXT+Wf5kjYbC1+qG0ITMi4/eCPFwbFq2wH2D7tqj/9L/IvhglHyrTXpfEnH0dN+h0IiBX6QgOMMa9CfOzs5XL1/MCHDgYsP1HQ2NU9tO3nn3tanowwcUCjX42kZghrXcdxlnfT3fpad0dXXNnC1t4+CsqqlL2dTtmXdy4otL//jlZKaTSaRJk6esXL3WapcdlomJsrWxod7/pE/c0yc1VVWs7Owycop7nd1lFZTo2TqsZ7Fj3ao3CXHRSe98PRxTXr8iEglSc+Y6e/kpKS+mBKzWU//yuSSl+L8lyW8GXTziZHvrcSxlfc/Npsu/lpVcuB62f8em0pKP7ysarS2MS0s+XLsb6evhmJGcRCaTZ82RcTl6fAjPqFdwhrXBgN3mUO9cXV0xzCzHQuP6DoXGqdTCL/dfZZ8+c2ZIWu4RkJOVvlpPfdqMmZGvM1+8K5aRV9y62ujF8+iekRkpSZtMDbi4eWLT8tI/fbPZf/C096HjRw5SA2yt1kU/un/68o2ssprw2CRmHPN6I93Sko/0bKU1gIVE+zwLBBJpt2396g1WSfmlD56/aWys37PJgrLkGj2wTNj21jZPJ1st/RVuPqeQSCQGi2moq7OzXm+xadubvM93n72qqa7auc6UdkE2aLSBjTfUO3Z2dq+j3lcik3NKKhmdC8QAhA7S/oDHOtpahoaGjM6FXn6HXASFRVy8/EREJ3Nx87h4HRcSmXTr6uWekXHRT5iYmJ09/QSEhHEsrEZmFvNVVB/c/peylUgkvE1MUNNaJq+0kImJWVRM3O/CFSwT0+v4531u7WYAC4n2eRbtba1b99ira+uxsLJJychabrau/VH9PruXZUx7hUAg6up+aOkb2h08bLnZmjKaAd/ctHW3vbq2Ho6FVVJqztot22u+VxXlv6ezTmjkwcYb+qPNmzerq6tZHr0JZ+aaaLq6unafvV9Rh7/gf5HRudCrrbUl/e1rxfnKyP+/8o5EIhNzS66ERfQMdvY8llteLyL630otk8XE8c1NlAW7MBgsL59AbPTj55ERpJ8/AQBs7BwZn6o2WO/qc+vInIWKuib1dz4BIQBA3Y9eJur/EzKJZGDcvbNaRU2D+ju/oDAAoKYKzqc7esHGG/ojJBJ57/4Ddh5+i6M32wgdjE4HGjl+oXERSe/v3X8wffpQzpKNRqN7rro9VH5UV3d1dfHw0fXiPpFIuHbxjPkyNeVZU6SE2Gby4+7fugEA6CSTAQBIJDIw9CEXF7fNBjN5cf4NxsuuXDjd2FBP2ffvW0fgLFAoFAcnF+1HAEBnZz/+sAgEgl9QqFudtHOaUr46kMnDOCiSTCIBOHPfIMDGG/obLi6uyKjoivpWg4NB8P57IiB3drpeifQLjfe/eFFTU7PvHfqDg5MT39zLJLJDgtKG0fnod+8WS193p8VLtcKevsz6XF1QhTdbu4k2QEZe8Xla3p3oF1t22bY0Nx/zcNaaN7sgN5uerSN2FgOGRCIZPo6BciXAmfsGDDbeUB8kJCSSU1LbEcyaDpfg8+/xDd9GWOsdcvVp2q1bt7Zt2zbk9U+dOrX0Uy+juoaEkMgkJBJZU913T2/N96r4p5EGxmZ7ndynTJ2GY2FFodGVFV+7hSEQiHkLVewOHg6Pf3svJhGPbz533IvOrVT9HbBG/1n8CRKFIv9+F177o2bAtQ0fyhIm42DmPkaBjTfUN0r7PVtWXtPe3znwSWMLnJpxvOnq6gqNz1Ta+c+70pqEFy8sLCyG4yiKCgo5manDUTMAAI3BKMxXTk58STtG2mCxgonmom6RlPtabl4+aknJh6LUpETw/2nq05ISVeaIF+blUgPklRYKCAo11tf3ubWb/g5Yo/8s/oSPX6CpoZ5297evEujcdyTlZKZxcXPDmfsGDDbeEF24uLiexTwPuHw5PLlo3o5Tp++9qG4Y+Hzd0OjRQSI/fJ2rtf/S7nP3TVZbFhQWKSsrD9OxdHV1czLTa39UD1P9Bw55E4kEB+uNtT+qm5saT3sfKi7Is9hi3S1MZPKUyeJTn0c++lCYTyQSXsY+tVlvpm+0CgCQ+y6DTCbLKMxDo9GONltyMtOIREJjQ/21i2eqKivM1m0GAPx964idxZ+oaS3r7Ow873cU39z0o+a7j5vj8D2qGIz4p5F6y5bBmfsGDA4WgOiFRCKtrKxMTU19fX0vBF4+ejNGcaaY0szJEiJ8XGw4yvJZ0FiBbyNW1jblfv6WmPu5nUhcbmBw7e7juXOHd5Y6PT09dg6O+yHXd9g5DUf9igsWhUQ8P+N7RGvenK6urukzpS5cv7NshUm3MCQSefHfe14u9qY6S9BotLzSwrPXbrOyshXkZm9fu2r7vgP2rkfuRL88d8xz96Y1tT9q2Ng5JGbMpE4vg8Ox/GXriJ3FnxivWVdZ/uXhnZvXLp0VEBJes3Grg5vXzvWmHR3D+xy9X8pKPqUmJR6M6OVFAIhOcIY1aCDa29ufPXsWExOTmZ5WWlbW2NQ8fKOIoeHAzsYqKCAgKy+voaFpZGQ0adKkkTmus7PzlavXnqflcXJxj8wRoVHI3npDfnZGcVERw8fNjV2w8YYgaOTg8XjJmTOXGZm6+ZxidC4QY2SlJa/WU4+IiBhD8/+MQrDxhiBoRF29enXHjh0PYpPmyMozOhdopBGJBDOdJaIiQjHPnjE6l7ENNt4QBI2ozs5OHV3dgoKiB3FJAkLCjE4HGjldXV321hteJzxPT0sb2vl/JiA42hyCoBGFRCLv37vHwcG2fa1Je1sro9OBRs7540efPQ6/f+8ebLkHDzbeEASNNC4urqjIyKqKr5aGWjXf4QTa4x+ZTPZxczx//Ki/v/+Qz9w3McHGG4IgBpCQkEhJTu5ob12lpZKf847R6UDDqAXfbLPe9Pa1gGGauW9igo03BEGMQWm/58yRWqWt4uViT1nRCxpPurq6wkNv6iyQef8uIyEhYZhm7puYYOMNQRDDcHFxxTx7FhAQEP3wrs586YB//H7UfGd0UtAQ+NnREf3ovqnOYpe91qYmxoUFBcM3c9/EBEebQxDEeE1NTb6+voFBQU2NjbIKSnJKC8UlpnNyccNJPMaWFnxzVWVFwfvslMSX7e1ty5cv9/T0HO6Z+yYm2HhDEDRaUGfuy8jMLC0tbWpshDP3jS1s7OyCgoJysrIaGhojOXPfBAQbbwiCJq7CwkIFBYUjR444OjoyOpfhUlRUpKCg4O7u7uLiwuhcoCEDG28IgiYoEom0aNEiFAr15s2b8d0/f/z4cQ8Pj/T0dBkZGUbnAg0N2HhDEDRBeXp6+vj4ZGVlzZ49m9G5DK/Ozk41NbWWlpa0tDQMBsPodKAhAEebQxA0EeXk5Hh7e/v4+Iz7lhsAgEQir1y5Ulxc7Ovry+hcoKEB77whCJpwSCTSwoULsVjs69evx3eHOa3Tp087OTmlpKQoKioyOhdosGDjDUHQhHPo0KGTJ09mZ2fPmDGD0bmMnM7OTg0NjcbGxrS0NCwWy+h0oEGB3eYQBE0s79698/X1PXbs2IRquQEASCQyODi4pKTk6NGjjM4FGix45w1B0ARCJBKVlJQ4ODgSExORyIl493L+/Hl7e/u3b98qKSkxOhdo4GDjDUHQBHLw4MFz585lZ2dP2FUpu7q6dHV1KyoqsrKymJmZGZ0ONEAT8YsnBEETU1ZW1smTJ0+cODFhW24AAAKBCAwMrKio8PT0ZHQu0MDBO28IgiYEIpGoqKgoKCgYFxeHQCAYnQ6DBQQE7Nq1KzExUUVFhdG5QAMBG28IgiaEAwcOBAYGvn//fsqUKYzOhfG6urr09fXLysqysrJwOByj04H6DXabQxA0/iUnJ//zzz+nTp2CLTcFAoG4cuXK9+/fPTw8GJ0LNBDwzhuCoHGura1NXl5+ypQpz58/hx3mtK5cubJ9+/aXL18uWbKE0blA/QMbbwiCxjk7O7vg4OD3799PnjyZ0bmMOvr6+sXFxTk5OWxsbIzOBeoH2G0OQdB49vbt2/Pnz589exa23L26cuVKQ0ODu7s7oxOB+gfeeUMQNG61tbXJycnNnDnzyZMnjM5l9Lpx48aWLVsSEhLU1NQYnQtEL9h4QxA0bu3evfvWrVvv378XFRVldC6jmomJSXZ2dk5ODjs7O6NzgegCu80hCBqfXrx4cfHixQsXLsCWu0/+/v5NTU0uLi6MTgSiF7zzhiBoHGptbZWVlZ0zZ05ERASjcxkbbt++vW7dumfPnuno6DA6F6hvsPGGIGgc2r59e3h4eF5enqCgIKNzGTPMzMzS09Nzc3M5ODgYnQvUB9htDkHQeBMfHx8UFOTv7w9b7n65dOlSe3v7gQMHGJ0I1Dd45w1B0LjS3NwsIyOjoKDw8OFDRucy9jx69MjExCQqKkpPT4/RuUB/AxtvCILGFSsrq8ePH+fn5wsICDA6lzFp9erVSUlJ79+/5+bmZnQu0B/BbnMIgsaP2NjY4ODgS5cuwZZ7wPz9/clk8v79+xmdCPQ38M4bgqBxoqmpSUZGRlVVNSQkhNG5jG2PHz82MjJ6+PDhypUrGZ0L1DvYeEMQNE5s2LAhLi4uLy+Ph4eH0bmMeevWrUtISIB/zFELdptDEDQePHny5ObNm/7+/rCxGRIXLlxAoVC2traMTgTqHbzzhiBozKurq5OWltbV1b1+/Tqjcxk/IiMjDQ0NHzx4YGJiwuhcoO5g4w1B0JhnaWn56tWrvLw8OEB6aG3atCk6OjovLw8OABxtYLc5BEFjW0RExJ07d65cuQJb7iF39uxZZmbmffv2MToRqDt45w1B0BhWW1srLS1taGgYFBTE6FzGp7i4OB0dnbCwMDMzM0bnAv0H3nlDEDRmhIaGFhQU0JbY2Nig0egTJ04wKqVxT0tLy8rKysbGprq6mlrY2trq5+fHwKwg2HhDEDRm/PPPP3JycidOnCCTyQCAO3fu3L9//8qVK1xcXIxObTw7deoUCwvL9u3bKR8TExNnz57t7OxcWVnJ2MQmMthtDkHQ2IDH47m5uclkMhKJVFRUPHfunJGRkYmJyaVLlxid2viXkJCgpaUVHBycnZ199uxZFArV2dl5/fr19evXMzq1CQo23hAEjQ1RUVHLly+n/I5GowEA3NzcHz58gLfdI8PExCQuLq69vZ1EIgEA0Gj02rVr4bt5jAK7zSEIGhvi4+OxWCzldxKJRCKR6urqdHV1P3z4wNjExj0CgeDs7BwREdHW1kZpuQEAJBLp6dOnjE1sIoONNwRBY8PTp087OjpoSzo7O9+9eycjI+Pn59fZ2cmoxMa3tLQ0GRmZU6dOdXZ2UoYaUNXU1Hz8+JFRiU1wsPGGIGgM+PHjR3Fxcc/ynz9/dnR0ODs7Hz58eMSTGv8yMzNVVFRKSkqoN9y00Gh0XFzcyGcFAdh4QxA0JiQkJPRajkQiEQiEm5vboUOHRjiliUBRUTEqKoqbmxuDwfTc2tXVBRtvRoGNNwRBY0B8fDxlkBotNBrNwcERHR3t5eWFQqEYkti4p6OjU1hYuHjxYiSye3tBJpPj4uLgAwuGgI03BEFjwLNnz37+/ElbgkKhFixYkJ+fv2zZMkZlNUEICAjExsa6u7sjkchuX5Kam5tzcnIYldhEBhtvCIJGu69fv5aXl1M/UrrK9+/f/+rVKxEREQYmNnGgUKjDhw/HxcVxc3PTdoFgMJg/PdGAhhVsvCEIGu3i4uKofbYYDIaDg+Pp06fHjh2DXeUjbOnSpfn5+WpqatT/HCQSKSYmhrFZTUyw8YYgaLSjNt6UrvKCggJdXV1GJzVBUbrQfXx8KF3oXV1dr1+/7vYKHzQCYOMNQdCo1tXVFRsbSyKRkEikh4fHq1evhIWFGZ3UhIZAIJycnOLi4nh4eJBIJIFASE1NZXRSEw6cHhWCRkJXV1dpaWlpaWlDQwP8n65fysvLHRwcODg47Ozs5syZM/IJsLOzCwoKzp49m4mJaeSP/neMva6amprOnDmTn59vZmYGFwztr0FeV7DxhqBhRCaTo6KiboeGPnsW09TYwOh0oIFDodGLFqmsMjHesGEDNzc3Y5OhXFehoaExz541NDYyNhloMNBotMqiRcYmJv29rmDjDUHD5fHjx3b2DqWfS2YoLpZS0ROTVuITncbCwY3o8b4s9BdleWlis+cx8I9GbGtp+vGtojinOCU+PzESdHY6Oh5wdHRkYWFhSD6PHz92sLcv+fxZdYGCwVKVBfLSEmKi3JzsPd/DHjEpWe/ny81hYAJjEb617Vv1j+z84uevU5/EvSZ3dh444Ej/dQUbbwgaep8+fbKx2RUXF6ugY6qz1YVPdBqjM4KGBrGt5e3Da/HXT/Byc587e8bY2Hgkj/7p06ddNjaxcXHmy7Xd91pJiImO5NGh4YNvbbsS+ujYxRtc3Nxnzp6l57pCwQmBIWhoxcfHa2nr4EnI9d43VNfYsHAwuIsVGkJoDHbq3AVKy9d9Ly/956g7kUjU0NBAIBAjcOj4+HgdbW00IN06d3TPptU8XBwjcFBoZDBhMcoKMhtXGZR+LXc94k3PdQXvvCFoKAUFBdns2iW71Mjc9QIay8zodKBhlB4dev/YvhWGhiEhN3E43LAeKygoaNeuXca66pd9DzIzYYf1WBBjhTx8usvNz3CF4c2bIX+5rmDjDUFDJjQ0dO3atdpbnHSsnEbmbgxirM/ZyTecLXU0Ne7duzt8T3wp19XB3Ztdd2+B19VEkJSRY27jslRT8+7de3+6rmC3OQQNjYyMDGNjExWz7fo7PeC/sBMEt9BkcZmFt896EokETU3N4ThERkaGiYmxzXpTT4cd8LqaIKaICCkryBzyO0cgEv90XcHBgRA0BOrq6vQNlkvMU1u+y5PRuQAAQMAeI1ftKcMRDHUzVXbhKqczvr6+4eHhQ155XV3dcgODpQsVfRxthrzyAdDfuE9Ikd657foVDHWzSHHuBS/Hv1xXsPGGoCHg4eHxswthcSgQvgZWW15yw3Wjh56Eo6rAsdXz4v893UXfkpHEthbvVbIOylzfPxd220T+2XHbc4eDMtfLW+d77lhRlB1kb+aqPcVJVfDkepW0yJAhOI3+UNK3UDKw3Gdr19bWNrQ1e3h4IEDntZMe8C2sT2XllnvdRBfoc85Rn6uz5sTlm3QuRYpvbZPSMMVJquR/+Exbnp1fbLxtv5CiLsdsNWnt1a4nLuJbf/vP19nZ6f/vPQX9tVzS6lNVVux2P97U3DKUp9SXdcZ660307Wxte72uJvoFAUGDl5+ffzkwUG/nYWZWdkbn8suO8xHesV+HI/jv8HXV5611CS3N+67E+8SXL9/lGX/9VPipA/TsG3HGpf7bl57l7fjGy7YmdRWlve71/lXkGSsNJhyrXfBLr5hSJX3Lu757e23jh5WBzeH6xsbjx48PYZ35+fmBgYFH9+/gYGMdwmoHI/rG2e+Z9C5D0q/gv6v+Ubd0zY5mfMvr+1dq3sV6O+46fumGnedpevZ19DlbVlHVrTArr0jVzJqNlSUl4npl+tPjB/devxdpsGkf7RcCO8/TnmeCDttZV2XEhJz1ioh9tWKr/QiPEju6f2dTY0Ov1xVsvCFosFxcDk6eKau4bDWjE2G82OATxPaWdZ5XeSeJozFM0qr6WpsPJD+8VvPlw993LEyKSX1yc+7SFd3K2/GN5611JeRUVuw92uuOkf6HOPiELA9f5hOdhsWxqFnsmm+wNuaKT1vziM5nx8bNr7Fx//HjJxoahuy4Bw+6yM+ZaWkEVysHvhevt7a1//vPkamTRZiwGEOtJc42m4JCHxV/7uXbHq2nL99evxe5Ule9W7nHqQA0GnXZ96C4qDA7K4v+UhVbK4v0nIK3mbmUgLTs/MDbD4+57FmhrYZjZlKZJ+t9wKalte1D6dB8zaUTPy+3086NJ04c73ldwcYbggaloqIiKjpK1XLPCA8menPvsq+5oqOqgLfJ3Pgbp/ISoxyUufJfP6VspX2MHWRv5mMqX1tecs3Rwk1H3FVr8oUdy74WZFKrGsJn3tlx4RIKS1g5eaglMmrLu7q6chIi/rJXa1N9mO9eOS2TGUrq3Tbh62tUV+/U3ebS647t+Mba8pKpMgvQmP9mh5bVNO4gtBcmjfQ6lYuMtwAk8ubNm0NSW0VFRVRUtO2WNSN8XV28eV9GZw3nHPVZS02PB/z7JC4RJ6kSGf+GspX2MfbKrQ5ztMw/lZWb7XQSVlomqKCjabEzI7eAWtUQPvO+FxWvOl+eh4uTWrJCR62rq+vhsxd/2au+sWmn6zFTfU2NRUrdNlVU1Qjw8rDg/nuZc9rkSQCA0vJvlI837key4phpvzltWGWQGRUyc5rY4E+nX7ZarET1dl3BxhuCBiUiIoIJxyK9RH8kD/o2/OrD005zFi9zC8/d6R/5/XNR9CVPAAAKg+kZjMZgWpvqQg5tVV652SOiYE/g8+ba6mCntaQOwt+P0tpY56DM9aefnjfTjdWVrU31QlNn0hbyiU5DoTEVRdl/OdCD4/adZJKxQy99gwJikgtXbvrTjr/6MH9v3iiz4nz7lPf3sxtyTCxsc1SX338wNMPWIiIiWFlwy7WWDEltdAq8/dDB6x/9pSpFL+7HhJwv+FjqceoyAACLQfcMxmIxdQ1NG+0PW61Z+SnxUcKdgO8/6sxtXAjEPpYHrWtowkmq/Omn5810RVVNfWPTrOlTaQslpkzCoNFZecV/OdCeQydJJNI/HvY9N82ZKVFdW9eE/+8ZdsnXCgCA1HRxysfkrNy5UpJM2F7+hxph7KwshlpLwh886Fbey38SCILol/DixXSFJSjMiM6b8fL2eR7hKYa7vSjj49a4XzxmrviXeEJLs7rlHqlFOgAAoWlSi0ysnpx3+/Ypf8rsv+3FysV7Krkfi17g62sAAKycvLSFCCSShYO7pf7Hn/bKirmbk/Bovdc1Ni4++o9FwcLBzSc6rTQ3hfyzg/qfoDQ3BQCAb6jtb22DN3OBRpj3LiKROPj1x168eKG2QAHb27ex4XPm6m2xScK+Trso4+OC/FxltNf8Jb4J32K31XKZmjIAYI7kNGtLY+djF/KKP82bO/sve/Fyc7Z/SKI/q5q6egAAHzcnbSESieTm4qBs6tWdx8/DnybcPOPJx8PVc6vLrk3xSWlbHb3OHHLg5+V+lZJ19todU31NauZlFVX6GtNuPXp6/vrd4pIyZmYmXVVl7wM7JwkJ0J/5UNFevMDaxafbdQXvvCFoULJzckUk547kEQmt+LrKsqlyi6gj21FojIy64d/3ou2R5uATBAA0134f2sR+EgkAgJ7fY1AYTAex92HYTT+qwk85SqsayGmZDOyghnu8mmq+3T6yva6ylNDSnB51+234VQBAJ+nnwCocjEkzZUk/fxYVFQ2+qtycHFmpGYOvh37NLa2l5d9UlGSpI9sxaLSRjtrf99JYNI/6uxA/LwCgqmaIvza1E4gAAGyPm2AsBt3e3nvv0bfqH3Zepw21VE31e39JWlpSIuyCb8q7vOmqxpxz1FdY2S9WkvM/6kTZSiZ3thOIL5Mz/30QFeTnWp4aHXLGKzkrd4npthEecE4hN0fyZ4/rCjbeEDQo37994xIc0fUh8HXVAAB27t/uU/kmS/xlFyQSRfscGoFAAgA6SaShTQzLjAMAkH927zUldXRgmXpfKCnMezcAwNSRrmHDvZJWNdh2+t6Pr5/8LBZ4r5ItSo7d6H0DAMDEwjbgOgeMS2ASAKCqqvvY5gH4VvVNVHhEb/Kqa+sBAPw8v03FP1188l92QaGQtM+hKa0+iUQe2sRYmJkBAB0d3b+NETt+4nC9z0C846AvAOD8kf1/qvP2o2eGW+w2mi4vfvGgKf9l4r2gsvLKxSZWtfWNAAAkEoFEIpvxrWEXfGVmTmdjwWmqKJ0/cqCqpvZs8J0hOzG6UW73u11XsNscggalvb0NyzyiS0NSbnC7PegdDXNvcfAJAQBaGn+78eokk9qaGzjkF/WMT4sMKU6NX380mJ1XcDDHnaWsPUtZm/qR8po4r4j4YOocGCyOFQCAx+MHX1VbWzsry/DOl94N5QYX0f26GskUeickwAsA+FH/2xMcEpnc0NgsoiTXM/7G/cjY16khZ7wE+Xl7bqXsa3vk1KJ5c4/u30kpUZKdHeTntsBo0+krt3wcdyEQCD4eLm4Odi7O/17+XDJfHoFA5BT08d7EcGBjwYEe1xVsvCFoULq6ukb4XzhWLl4AQFvTb0/76irLhvxArY11Hnp/vKF3upMmICZJW8LBJ8TOK/j982+de9VlHzrJpClSCj1roIwpu+m2+abbZtryE2uVAQAn3tQiUQP5B6osNxUAMFVWeQD7DhKl5RuSV4G7uroQYESvK8pD5frGJtpC6ujrIVTX0CS64I8DPLOf3e42oltYgE+Qn7fw028v+heVlJHI5HkyUj1ryCsuAQCss3VfZ+tOWz5v+XoAAL4w8Wvld3xr2ywJcdqtM6ZOAQAUl/waLic/WzItp4A2gEQmd3V1YXobuzfcer2uYOMNQWMMJ78wO6/g4ukoKwAAIABJREFUl7wMagmZ9DP3xd/exRqY/g5YAwAo6JgmPbja0lhLHX2WHReORKHltFf1DF5pe2yl7THakrcPrz04bn/gVrLQtF7+Ue5VxBmXgqQYx9BUFBoDAOjq7EyOuC4oPlN87oJ+ZQ6JCPIL8vOmZedTS36SSH9/F2tg+jtgDQCwerl24O3w2vpG6uiz+1HxaBTKzECrZ/AJ130nXPfRlgSFPtp76ERG5M05ktMAAIL8vExYTLcJ1wo+fgYAiE0Sonw0X64dk5gSn5SuqfLrNbNXKVkAABVF2X5lPnzgM28IGnsWmWypLiuOunSkpbG24Xv5TfctzKyjYnVnzY0OrFw8N90211Z8JnUQ3sU+eHnrvPbm/dz/HxbwIf2lgzLXk/NuQ3XEWcpadd/Kwk/ub22qx9dV3zu273tJoZnL2dHwHGHMsbYwLiopcz8VUFvf+LXy+3pbDw52Bgwd6Mlp5wZebq51tu4lXyoIxI57UXFnrt52ttk0WeTXA5eEt+k4SRXnYxfoqY0Vx2xrZfkmPdvjVEBFVU1bOyEtO9/GzY+Tg23XRnNKzGpDnSXz5bc5HU3KyGlrJ7xKybL3Oi0hJrrJvI+RoSMG3nlD0NijtWk/iUhMj76dGHqRR0RssZk1lpnlzlEbhrdYrJw8ewKfR1/yPLdNm9CK558sYWTnu8h4y4ArfHLe7eXt//5FfnLB/ckFdwCAgq752sOBAICZCzQ3+YbE/3va21gGgUSKyyzYffnZZCn5wZ/LBOS0cyOBSAx5+PR88B1xUZGd601ZcMzWzt4Mv654uDhf3AnwOB2gZm6Nb2mbMXXyCVfbbRYrB1zhYTvr6eKTr4ZFBIQ8aCcQBfh41JUVb531khD79S0ThUI+Cjrp4x+85YBnVXUtLzen/lKVw3bW7KwjOsDlL+B63hA0KAgEYv3RYDlNY8am8fL2hSfn3fYEPReXns/YTCY4B2WusLAwc3PzQdaDQCBCznit0tcYkqwG7Oy1UOdjF16GXV4gL83YTCY4nKRKt+sKdptD0NiTHh1669A22inSyguzUBis0FR6HxVDUE8hD59ucjhCO0VaRm4hFoORmjH1L3tBDAG7zSFo7MGxcbyLvY/GYvV3eGCYWbLjwnMSHi0x2z56ljWDxiJOdta7kbFMWIyn/XYcjvl+dHz4sxc2G8xGz7JmEBVsvCFo7JFWNdh0LORFyLlja5R+Egl8otMMbA6rW+xmdF7Q2GaopRrm73P6ym3ZZZbtBKKE2KSj+3fu2/K3GVIhRoGNNwSNSdKqBtKqBozOAhpvDLVUDbVUGZ0F1Df4zBuCIAiCxhjYeEMQ9EeBtqtcNEQYnQU03qywsueT7X3JEIhOsNscgqDRjtRBcFIT6nXTghUbzF3OUX6vLS+JCvAsyXpDaMXzCE9RMrDUWGdLXXuNngBoAsrOLz5yJig5631bO2HKJCEjHTVnm02073N/Kiv3OH05MTUL39ImNklo/SoDh21rkTSXTZ8BwwE23hAEjXZoLHPPiVrzEqODnSypa4ni66rPW+uKSMrsuxLPKSBclBx/+/C2xurKVQdO0RkATUBZeUXq5tuNdNRSIq7zcnO+Tnu3zcn7ddq7l2GXKa1v9Y+6pWt2yErNeH3/iogg//PElC37j1RUVZ89/GvJsj4Dhgn8yglB0NhDbG99ePqAnJaJ5P/XKY8NPkFsb1nneZV3kjgawyStqq+1+UDyw2s1Xz7QGQBNQB6nAtBo1GXfg+KiwuysLPpLVWytLNJzCt5m5lICfC9eb21r//efI1MnizBhMYZaS5xtNgWFPir+/IXOgGECG28IGkXamhsizrj4mMo5qQkd0pseZG/2tSCTNuBTRmLAHqODmqLO6kJ+a+bH3zhF+kmkbg2yN/Mxla/6lH9x13IXDRE3bbHbR7YT21qy48JPbVjsrC7kvUr29d0Aarz/Tj2vlXMqP+RetDFw0RBxWSp8ac+Kbx/z/pRe5cf3wU6W7rpTHVUFvFfJPjnvRmhppj/5IfQs0Lsd32S0z4dakh0XLqGwhHbZchm15V1dXTkJEXQGjGMNTc0HfM7N1jTjllk6eaHByq0OGbm/LZn1MiVTf+M+AXltnrkacsssjwf8S6RZP3vlVoc5Wubviz/prt/NJ6spNE93ywFPfGvb/ej4BSs28szVkNIw9f/3HjVey9JmhppxTsEHnXW7+WQ1eWU19TbszS369Kf0cgs/mts4iyjpcc5Rl9IwdT52oQnfQn/yg1FRVSPAy8NCsy74tMmTAM1yavei4lXny9MuW75CR62rq4u6ZEufAcMEdptD0Chy031LdWnRBp8bopJzm2urH593C9i9wu76K/4p0wEApTkpl21N5qobOodlMLNy5CVG3j6yHd/wg7o2FxqDaW2qe3DCYcXeo4LTpN6GX4284NFYXYHGMm8+dgvHwfXwlOOjf5zF5sybMmceAACNYWppqLtz1Gal7bHJsxXrKkuvOpgH7FnhdCedsvAorfLCd/479SSV1PcEPefkFynJeh3mvedzdvKewBjK2p1/T55Wfxcb7abhe3nS/SCNDXaUFcQBAI3Vla1N9UJTZ9KG8YlOQ6ExFUXZ9ASMb+ttPQo/ld0+d1R2tuT3H3XOx87rbdj79lHwDPHJAIC3mbmGm+2MdNVyYkI52NmexCZuOeD5o66BujYXFoupa2jad+iUn8seqRlTg24/PHjcv6KqhpkJG3bxGDcHu53X6f1Hz8yXnaMkOxsAwITF1tY3Wjt7n3C1nTdX6nN5pYn1Ab0Ne3NjQnm5ObvllpVXpGVpo7Fo3su7l0UE+RNTs3Yc9E3KyHkRFoBGofpMnlZ/FxsFAMyZKRGd8KYJ38L5/yVYSr5WAACkposDACqqauobm2ZN/22COYkpkzBodFZeMT0BwwfeeUPQaEHqIHzMeDVLWVtcej4ay8wjIrbG7SIay1ScGk8JyHsdhcEyLd/jxcEnhMWxKOiaT5NXSY+6TVsJoaVZc4PdlDnzmHCsamtsmHCsZe/T1rj584iI4dg4NdbbAgA+ZiZSghFIFKmDsHTdPgmFxVhmnLDE7OW7PVub6tOjQ3um9/jcQRYO7g0+NwSmzGDCsc5WWWZgc+hrQWZ2/EN6kqdFWWz0Tz9/b7kBALHBJ9BYJrU1NtQSfH0NAICV87cvHAgkkoWDu6X+Bz0B4xiB2PEiOVNXdeECeWlmJqy4qHDgMVcsFhv7OpUS8CTuNTMT1tdxt7AAHyuOec0KnSXz5W6GR9NW0oRvObBjvZLsbDYW3J7Nq9lYcClZ7wOPuYqLCnNysDlsWwcAeJnyq6MFhUISiB3229aqLpBnwTFLS0r4OO6qb2wKeRgNenD0OcfNyXHrnLfk1ClsLDj9pSpeDjsycgseRMfTkzwtymKjf/rp2XIDAFx2bWJiwm519Kr8XtPx82fs69Sz1+6Y6mvOmzsbAFBTVw/+v9I5FRKJ5ObioGzqM2D4wMYbgkYLFBrLxs2flxj1/lUkmfQTAMDMyu757PNis+2UAMPdXj4JldTlNQEAvCJihJbmdvxvg7mmyipTfkGi0Cwc3NzCU6h3qGw8/AAAfF0NbfzMBf+9tDNdcQkAoOpT955zQiu+NDd1uqIqGsNELZy1UAsA8DU/k57kh0pDdUVGdOhis+04di5q4U8iAQCAwmC7BaMwmA5iGz0B4xgWg+bn5X4cl/g49tVPEgkAwMHGWpkWbbPelBLg67TrR3YcdXlNAIC4qEgTvqWxCU9bzyLFuZRf0CgUNxeHmKiwEP+vL0OCfDwAgOofdbTx2kv+W1JdbYECAOB9UUm33JpbWpOz3qstVGDCYqiFOqoLAQDpOQX0JD9I0pISYRd8U97lTVc15pyjvsLKfrGSnP9RJ8rWdgIRAIClyY0Ci0G3txPoCRg+sNscgkYLBBJpdeLOrcPbrjuvwzLjxKTnz1qoNd9wHQsHNyWA1EFIenA198Xjum9lbc0NXWRyZycZANBJJlMrQSJRzGw0a3sjENTdAQAIgAAAUPaiQKExtI+BKcH4HjejzbVVXZ2dmc/CMp+FddvUWF1BT/JDJSM6tJNMWmi0kbYQy4wDAJB/dnQLJnV0YJlY6AkYx5BIZPjl45vsD6/edZAFx7xATlpHdcFG0+XcnL+uEwKxI/B2+MOYl6Xl3xoam8mdZDK5EwBA7uykVoJCITlp1vZGIBDcnOy0HwEAlL0oMGg07WNgbi4O8P/7VFpVNbWdnZ2hETGhETHdNpVX1dCT/CDdfvRsx0HfvVvWWFsYCwnw5hR83O3ut9jEKuFOAB8PFwszMwCgg+bxPwWx4ycOxwwA6DNg+MDGG4JGkclS8k530styU4tT44tS4p9ccI//9/SO8xGTJOcCAP5121zw5pmOlZPistXsPIJoLPbeMdu0yJDBHBGB+K37jbJG8J9efaZ9qbq/yQ+V3BcRk6UUeISn0BZSuhZaGmtpCzvJpLbmBg75RfQEjG8K0rNyYkKTs97Hvk6NfZ3q4ud/PODm0xtnZWdLAgDW27pHJSS57t5iYaQryM/LhMXsdj9+437kYI6IRP62BDjlukL+YV3wzWaGF72dB5b8YJDIZNsjpxbNm3t0/05KiZLs7CA/twVGm05fueXjuEtIgBcA8KO+sdteDY3NIkpyAIA+A4YPbLwhaHRBIBBTZRdOlV24zNq1LC/Nf4f+86vHNvvdbq79nv/6qbz2Kh2r//6Za/hePsjDkX4SCS3N1Jv1tqZ6AAA7D3+3ME6BSQgkss/D/Sn5bmEDHrBWV1n27WOe5gb7buUcfELsvILfPxfRFlaXfegkk6ZIKdATMO4hEIhFinMXKc49ZLst9V2elqWN94Vrdy8eq6qpjYx/Y2ag5bpnCzX4a+X3QR6O2PGTdhRYfUMTAECAj6db2CQhASQS+fVbH4f7U/Ldwvo7YO1r5Xd8a9ssCXHawhlTpwAAiku+AACEBfgE+XkLP5XSBhSVlJHI5HkyUvQEDB/4zBuCRouSd0meK6Ro39QSl57PwSfY2lQPACB1EMHvQ66qy4pL3iUBALpA12CO+yHtv3daPmW9BgBIyC/uFsOEY50mq1yS9QZfV00t/JydfNxiQXnhuz6T72bAA9bKclMAACKSMj03KeiYlrxLor23zo4LR6LQctqr6AwYr16nvZNYspL2Ta0F8tJCArx1DU0AAMorYbRDropKyl6nvQP/v10esISkdOrvr1KzAABL5st3i2FjwanMk01MfUf7vDwpI0deb21WXlGfyXfT3wFrlG6G/A+faQsLPn4GAIhN+jVMZPVy7ddp72pp7q3vR8WjUSgzAy06A4YJbLwhaLSYLKWARKFDvXZ8zc8gdRDamhtehfo3VlcuMNwAAOAWmsw7Sfz9qyffPxeSOgiFb59fd14vq7ESAFBekEX7GLtfMEzMz4OPf0h70UFor/qUH+l/iJ1XUFbTuGfk8l1HEEjUlf2ra758IHUQSrLehHpuR2OwwhJSfSY/VGq+fgIA8IqI99ykudGBlYvnptvm2orPpA7Cu9gHL2+d1968nzq+r8+A8UpRRgqNRm1z9ErPKSAQOxqams8F36moqtlkZggAmCIiOHWySERsYv6HzwRix7NXyWt2HTTR0wAAZLwvpH2M3S84ZiZf/+vxSelt7YT3xZ9cT1wU5OddpafRM9L7gA0KhTTefqD48xcCsSMx9Z3VAS8sFjN7xrQ+kx8kVhyzrZXlm/Rsj1MBFVU1be2EtOx8Gzc/Tg62XRvNKTFOOzfwcnOts3Uv+VJBIHbci4o7c/W2s80m6vi+PgOGCew2h6DRAsuM2x3wLOaK7w3Xjfj6H8ys7AJiM9YfDZbTNAYAIJDITb4hj/5xOrdVC4lCi8nM33A0GItjrfyQe83RUmO9rd52twEcFIXBrnG7+OS8W3lBVldXp7jMgpX2fpThXd1MmTNvT2BM7DW/89a6hFY8O6+AvJaJ5kYHNJa5z+SHCmVcPTMre89NrJw8ewKfR1/yPLdNm9CK558sYWTnu8h4C/0B4xULjjn+9qWj569a7nWtqW1gZ2OZOU0s5IzXKn0NAAASibzj77v/6Bl1c2sUGrVQTvrmWU82Fpacgg9mO5wcrNcdtrMewEGxGEzgsYPOfhcycws7u7oWysuccrdl6W0Ml5Ls7Bd3Anz8g5eu3oFvaRXk5zXV13TauYGZCdtn8oN32M56uvjkq2ERASEP2glEAT4edWXFW2e9JMR+faXj4eJ8cSfA43SAmrk1vqVtxtTJJ1xtt1mspNbQZ8AwQQyyYwSCJjgEAjHkTdSICbRdVZab4pNQyehExg8HZa6wsDBzc/NB1oNAIIawiRphK6zskzNzf2THMTqR8QMnqdLtuoLd5hA0oQ3yeTkE9QreFg432HhDEARB0BgDG28IgiAIGmPggDUImriszzxgdArQOPT46mlGpzD+wTtvCIIgCBpj4J03BI12gbarSnOTfRO+MToRAAC4ddg6K+Yu5XfX8Nxu05SOP36rlWq+fgQAsHLyeD773Gf8GLLCyv5tRk5tTi/Lvo28zfuP3Hn8nPJ70Yv7YpOEGZvPcJPVtfhQ+hUAwMPFWZnWy2JrfYKNNwRB/YPGMPkl/jfPWs3Xj08DvD5mJJI6CDzCYrIaK9XX7WXCsVIDastLogI8S7LeEFrxPMJTlAwsNdbZ0k6fXlGU/TTQu+x9KolI5Bebrrp65/zl6waQGLGt5eR6lfpvXw7cShaa9t/klPTUT/7ZEea7N/PpHcPdXupr91DLncLSAQDBTpalOSkDSAmiHxMW05j3smc5vrVtvuGGsoqqjMibcySnUcs7OzsvhTy4eufR56+V3JwcBhqLvQ/YcHL8t3pKdn7xkTNByVnv29oJUyYJGemoOdtsYmeldx2azPeFxwNupufk1zU0iQoLGOmouezaTLt7nwEfSr8eOn35ZUomkdghNknYRG+p3da1bCw4AEBOTCgAwNzGOSkjt39/pv+D3eYQBA1cdWnRP5vUWhp+7A54eiT6k46V04tbZ2+6baYG4Ouqz1vrElqa912J94kvX77LM/76qfBTB6gB719FnrHSYMKx2gW/9IopVdK3vOu79+Wt8wNIJuKMS/23L90K6am/Hd942dakrqIUQKOPo8/ZsoqqnuV2nqc9zwQdtrOuyogJOesVEftqxVZ76itqWXlFqmbWbKwsKRHXK9OfHj+49/q9SINN+zo76Zoz7k16tqbFTiwG/SIsoDw1ytN+x+Vb4cs321J37zOg8FPZopWbf9Q1xN26+CU50nXPln+u3F6/z30o/iQAwMYbgqDBiLp4uJNE3uQbIjRNiomFTU7LZJGJVeHb55+z31ICYoNPENtb1nle5Z0kjsYwSavqa20+kPzwWs2XD5SASP9DHHxClocv84lOw+JY1Cx2zTdYG3PFp625oV+ZFCbFpD65OXfpim7lfdbfjm88b60rIaeyYu/Rwf0xoKH39OXb6/ciV+qqdytPy84PvP3wmMueFdpqOGYmlXmy3gdsWlrbKH3RAACPUwFoNOqy70FxUWF2Vhb9pSq2VhbpOQVvM+m60/U4dZmPh/vqCXexScIcbKyr9DWsLU3SsvPf5RfTGeB+8iKJTA7z950jOY2dlcVUX3ObhfGzV8lv0rOH5C8DG28IGl7+O/Wc1YWI7a20hdEBXg7KXJRlRQAAnzISA/YYHdQUdVYX8lszP/7GKdJPYq+1Xdi+7LDBb+t2vLkf6KDMVZL1hlpS+fF9sJOlu+5UR1UB71WyT867EVqah/q0fpGcv9Rg12FWrv+WSxGdJQcAqKsso3zMjguXUFhCu2S4jNryrq6unIQIAEA7vrG2vGSqzAI0hokaIKtp3EFoL0zqvsDzX7Q21Yf57pXTMpmhpE5bTk/9+Poa1dU7dbe50H+40UDL0oZnrkZLWztt4aHTl3GSKpRlRQAAL1My9TfuE5DX5pmrIbfM8njAv8QeK09TaKzZKbbot9nCL4U8wEmqJKa+o5bkFn40t3EWUdLjnKMupWHqfOxCE75lqE/rN/WNTTtdj5nqa2osUuq26cb9SFYcs6XRMmrJhlUGmVEh1NVHKqpqBHh5aCdknTZ5EgCgtJyusSMmy9R9HG2wGAy1ZPaMqQCAL//vA+gzQENl/tH9O3lpVnxRkJ5JfwJ9gs+8IWh4zdOz+JydXPDmqby2KbUwO+4Bj4jYNLlFAIDSnJTLtiZz1Q2dwzKYWTnyEiNvH9mOb/ix0rb7iof0KC98579TT1JJfU/Qc05+kZKs12Heez5nJ+8JjEGiuv//PuClOakWm23vVtL0owoAwDtJHADQWF3Z2lQvNHUmbQCf6DQUGlNRlA2o83D9vswzCwc3AODbpzzFvx+bxoPj9p1kkrHD8dwXj2nL6alfQEyyz9MchdYa6yVl5EQnvDFfrk0tvBcVJy4qvFhJDgDwNjPXcLOdka5aTkwoBzvbk9jELQc8f9Q1nHDdN4DDZeUVaVnaaCya9/LuZRFB/sTUrB0HfZMycl6EBaBRqG7B/V2a80/2HDpJIpH+8bB/GPOy26bkrNy5UpJMWExv+wEAwJyZEtEJb2iXJS35WgEAkJouTs+hd29a3a0kt+gTAoGQmjGNzgCb9abdAr5V1wIApk4WoSeBPsE7bwgaXrIaK9FY5uy4cGrJl7z0usoyJX0LBAIBAMh7HYXBMi3f48XBJ4TFsSjomk+TV0mP6r4GNp0enzvIwsG9weeGwJQZTDjW2SrLDGwOfS3IzI5/2DN4wEtz/gm+vibxzkWhaVLicxdQPoLflzEFACCQSBYO7pb6HwAAFg5uPtFppbkp5J8d1IDS3BQAAL6hFtAnK+ZuTsIjE4cTbFx83TYNSf2jk8mypcxM2PvR/40VT8vOLy3/ts5Yn3JdPYl7zcyE9XXcLSzAx4pjXrNCZ8l8uZvhAxnYDABw9DnHzclx65y35NQpbCw4/aUqXg47MnILHkT3Mli9v0tz9urO4+fhTxPOHHLg4+HqubWsokpEiO/Wo6cLV27mllkqrLRsk8ORyu811ACXXZuYmLBbHb0qv9d0/PwZ+zr17LU7pvqa8+bO7u+519TWn7l6+9LNey67NvXa9vcZQIk5fz1sjuQ0ZYW5/U2gV7DxhqDhxczGIb1Eryg5ntCKp5RkPb+PQCDm6VlQPhru9vJJqKRdmJJXRIzQ0kxZQatfCK340tzU6YqqtL3EsxZqAQC+5mcO6jTo0NbccM3RktDabHnoMhKJAgD8JBIAACgMtlskCoPpILZRfjfc49VU8+32ke11laWElub0qNtvw68CADpJvXfwdtP0oyr8lKO0qoGclkmvAYOsf9TiZGcz0Fz8PDGlueXXE5mwJ88RCMRaYz3KR1+nXT+y42gXphQXFWnCtzQ24ft7rOaW1uSs92oLFWjvdHVUFwIA0nMKBnUaf/Ct+oed12lDLVVTfc2eW8nkznYC8WVy5r8PooL8XMtTo0POeCVn5S4x3dbU/KsnX1pSIuyCb8q7vOmqxpxz1FdY2S9WkvM/6tSvNEq+VOAkVcQWGXqfv3Z0/06XXZv7G0DR0NRsutOpGd9y9bg7CjU0zS7sNoegYTdPb012/MO8xKh5ems6O8k58Q+nyavwiPy6/yB1EJIeXM198bjuW1lbc0MXmUxZnLuT3O8luptrq7o6OzOfhWU+C+u2qbG6YvAn8hd1laVB9mb4+pqtJ+9Okvx1b0FZWpT2rpeC1NGBZfr1Ro20qsG20/eiL3n6WSxgwrFKKqlv9L5xcr0KEwsboEOY924AgKnjH6f0GmT9o9nalXoPohOexCWuXalHJnfef5qwZL6cuOivN6QJxI7A2+EPY16Wln9raGwmd5Ipi3OT6RtuTauqprazszM0IiY0ovtAhPKqml53GaQdB30BAOeP7O91KxKJQCKRzfjWsAu+XJzsAABNFaXzRw4YbXU4G3zHY99WAMDtR892HPTdu2WNtYWxkABvTsHH3e5+i02sEu4E9Hor3ysJMdH2D0mNTfjEtCw7z3/uRsVFB5+lHJHOAADA56+VK7c61NQ1hAeelJ09ZA9oYOMNQcNu5kJNNm7+7PiH8/TWfMpIxNfXGOw6Qt36r9vmgjfPdKycFJetZucRRGOx947ZpkWGDPhwC1ZsMHc5NxSJ06vsfeo1R0smHOueyzG0L1hz8AkBAFoaf+ug7iST2pobOOQXUUtmKWvPUv7vwe33z4UAAF4R8T6PmxYZUpwav/5oMDuv4F/CBlz/KKe9ZAE/L/eD6IS1K/VepmTW1NZ7H7Chbl1v6x6VkOS6e4uFka4gPy8TFrPb/fiN+5EDPtxmM8OL3s5DkXgfbtyPjH2dGnLGS5Cft9cABALBx8PFzcFO20wumS+PQCByCj4AAEhksu2RU4vmzT26fydlq5Ls7CA/twVGm05fueXjuKtf+XBxsq/QVpssLLTIZMuJwJu0f+Q+A1Ky3pvudGJjYYkPvUT7kvrgwcYbgoYdEoWW11n19sHV9pamd7H3mXCsskuNKJuaa7/nv34qr71Kx+q/fxYbvpf/qSoEEkm5L6eiPDym4BSYhEAi/7J7N4MfsAYA+JKXHrjPREB85tZTYWzc/LSbOPiE2HkFv38uoi2sLvvQSSZNkVL4U4VluakAgKmyyn0e+tunPADATbfNtG+WAwBOrFUGAJx4U9tzjF6/6h/l0CjU6uXal2+FNzW33I2MZWPBGS9bStlUVVMbGf/GzEDLdc8WavzXyu9/qgqFQpJ/7+mpqa2n/j5JSACJRH799sfduxnkgLW84hIAwDpb93W2v70VPW/5egAAvjARjULJz5ZM+73HnkQmd3V1YTBoAMDXyu/41rZZEuK0ATOmTgEAFJd0nwmgp/Jv1d4Xri2ZL7d2pR61cNZ0cQBA0acyegIo0rLzDbfYzZQQfxh4gp+Xu8/j9gtsvCFoJMzTs3gdFlDw+un7V1GxJtMsAAAWSElEQVRzNYywuF+dxqQOIvh9SFd1WTHlFbJeV9pm5xEozU0hdRDQ2F/vwHxMf0XdyoRjnSarXJL1Bl9XTb0Z/ZydfN/P1sIjYLKUfLfaKAPWBnNe9VVfg+xM+cVm7LzwuNeOaAUd06QHV1saa6mjybLjwpEotJz2KsrHiDMuBUkxjqGpKDQGANDV2ZkccV1QfCZlyNvfrbQ91m1M/tuH1x4ct6edYW0w9Y9+a1cuu3DjblTCm8dxicbLlrL+/80oyithfDTvKRWVlFFeIet1pW0BPp63mbkEYgcz068BCi+SM6hb2VhwKvNkE1PfVf+oo94NJ2Xk7HY/fvWEu4L0rG61UQasDfikTrju6zYkPij00d5DJ2hnWDNfrh2TmBKflK6p8ustslcpWQAAFUVZAAClpyH/w2/T2RZ8/AwAEJsk1GcCfDxc96Licgo/WqzQRf5/KsDsgmIAwLQpk+gJAAB8qaxasdV+xrQpT/89R/+0bvSDA9YgaCSIzpQVmjYr5qpfO75RyWAttZxbaDLvJPH3r558/1xI6iAUvn1+3Xm9rMZKAEB5QVa3m2wAwCxl7a7OzpirfoSWZnxd9eNzru2tv73DvXzXEQQSdWX/6povH0gdhJKsN6Ge29EYrLCEFBgG4acO/OwgbvS+8adHyJobHVi5eG66ba6t+EzqILyLffDy1nntzfupA/RmKWvVfSsLP7m/takeX1d979i+7yWFZi5nEf9/v6s0J8VBmYt2UrZ+6bP+MU1uzszZM6Z6X7jW2IRfb/Lfze4UEcGpk0UiYhPzP3wmEDuevUpes+ugiZ4GACDjfSHl4TctXdWFnZ2d3heuNeFbqn/UOfmeb/79HW7vAzYoFNJ4+4Hiz18IxI7E1HdWB7ywWMzsGUPZFUy/1YY6S+bLb3M6mpSR09ZOeJWSZe91WkJMdJO5IQCAFcdsa2X5Jj3b41RARVVNWzshLTvfxs2Pk4Nt10ZzSg1vM3Nxkip2R3oZLYFjZvJ12p2dX2zj5velsqqtnfAmPXvnwWOcHGw2G8zoCQAA2B05TSR23D7nPRwtN4B33hA0YhSXrYm6eJj6ejcFAonc5Bvy6B+nc1u1kCi0mMz8DUeDsTjWyg+51xwtNdbb6m13o61knv6ahqqvGU9DE0MvcvALKRtt0t/hHuy0ljqpy5Q58/YExsRe8ztvrUtoxbPzCshrmWhudKDeqQ8h6lQn3qtku21aYLje/OB5AAArJ8+ewOfRlzzPbdMmtOL5J0sY2fkuMv6vL3fmAs1NviHx/572NpZBIJHiMgt2X37Ws5MA2eNlYjr1Wf+T824vb1/47+MF9ycX3AEACrrmaw8HDuygI8nSaJnbyUvU17spkEjkHX/f/UfPqJtbo9CohXLSN896srGw5BR8MNvh5GC97rCdNW0la1fqfamsuvXw2fngO8ICfFarjY7Ybze3cSF2/BpsqCQ7+8WdAB//4KWrd+BbWgX5eU31NZ12bqDeqY8wFAr5KOikj3/wlgOeVdW1vNyc+ktVDttZU1vKw3bW08UnXw2LCAh50E4gCvDxqCsr3jrrJSEmSlsPGt37dWVtaSzIx3Phxt35hhs7fv4UFRZUkp3tsmsz9S3tvwe0tROevnwLAJDS6P629yaz5Ze8h2BGIESvXSgQBNEJgUCsPxosp2nM6ERGyK3D1rkJEbQLk4yAyAseLBzcGhvsRvKgtCgLk9CzqpiDMldYWJi5ufkgj4hAIELOeK3S1xhkPWPF5v1HHj570evCJMPn4HF/Hk6O/dvXj+RBaVEWJqFnVTGcpEq36wp2m0MQNKq14xuzYu/3nLQcggajsQl/NzKu56zpYwXsNocgaFTDsXN5RAzLTCDQRMbFyf4psZdpB8cK2HhDENQ/pJ9EB2UuAIBreC6P8BRGpzO8/FYr1Xz9CACgXVsFGg7Ejp84SRUAQNGL+2KThBmdzvCS1bWgLIDGw8XZZ3CvYOMNQVA/rD0cOCaGcQ0Vp7B0RqcwIQSfPBR88hCjsxg5OTGhg6wBPvOGIAiCoDEGNt4QNIYF2q5y0RiaFQYZKNjJ8oBK7xNhQkNohZU9n2wv63xMcOY2zmxSSxidRb/BxhuCIAiCxhjYeEMQBEHjSuX3GpykypfKKkYnMoxg4w1B0CgwLiYrhUaJxNR3/YpHgLF3+cHGG4JGu/LCrCB7MzdtMVftKRd2LCtKiftT5KeMxIA9Rgc1RZ3VhfzWzI+/cYo6bSoAoK25IeKMi4+pnJOa0CG96UH2Zl8LMuncOtxngUKj6ypLg53WumpPcVIVPGul+Tk7mbr1wvZlhw1+W9/szf1AB2Wukqw3lI+Btqt8zRS+fcw7uW6Rk6pgZyc5yN7Mx1S+trzkmqOFm464q9bkCzuWDe0ZjU6Z7wtXbnUQmqcrpKirabHzeWLKnyJfpmTqb9wnIK/NM1dDbpnl8YB/KcuZUDQ0NR/wOTdb04xbZunkhQYrtzpk5BbQuXWQVm51mKNl/qms3Gynk7DSMkEFHU2Lnd3qT87KNdrqIDRPl2O2mqS6id2R0/WNTZRNK6zstxzwBADMWmrKJa1Oz58Fg0F//lppbuMipKjLJa2+xHRbUkYOdavGmp1iiwxp4y+FPMBJqlC/IqywspfWXp1b9Elp+QYuaXUyuZOeUxgk2HhD0Kj2tSDz/PZlAmIzHEKSXB/kTJ4lf8XBnDKjeDelOSmXbU1YOXmcwzI8n37W3rz/6eWjkf7/vX5z031LTsIjy8OB3rFl+67GY5iYA3av+PH1Ez1babU21jkoc/3pp+bLhwGcBQKJDPHYutBoo8fjwr1X49qaG/513Uj7zePv0FhsB6Ht4ekD0qoGRna+CAQSjcG0NtWFHNqqvHKzR0TBnsDnzbXVwU5rSR0EOuscizJyCzTW7JSUEEt//G9hwj0FGSlj6wOUSba7eZuZa7jZjoebIycmtDw12tlm0+F/At1OXKQGrLf1CH+aEHzyUFVGzOv7V5iZmfQ27P1YVk7PVlp1DU04SZU//RR/7mWBTiwWU9fQtNH+sNWalZ8SHyXcCfj+o87cxoVA/DXR+suUTJ21u9nZWF7fv/It49kVP/eI2Fe66/ZQAh5fPb1viwUAoOjFfcp8q33+WZAIxEb7w1tWr/j0+lHivaCGpmbLvW60X2X+jgmLaW1rt/c8vVxryQlXWyQS0ecpDB5svCFoVIu84MHJL7xiz1FuQVEWDu4Ve725+EWSwq/2jMx7HYXBMi3f48XBJ4TFsSjomk+TV0mPuk3ZSuogfMx4NUtZW1x6PhrLzCMitsbtIhrLVJwa3+fWbigLif7pp9clwPs8i472NvW1e6QW6TDhWCfNkFE23oKvrykvpLfzE4FAtDTUzllisMzadZHxFsqKYYSWZnXLPVKLdLA4FqFpUotMrJprv3/7lE9nnWPRweMXRQT5jjntniwiyM3J4ee8e5IQf+Ct8J6RT+JeMzNhfR13CwvwseKY16zQWTJf7mb4r0m2CcSOF8mZuqoLF8hLMzNhxUWFA4+5YrHY2NepfW7thrI86J9+/rSwdxO+xW6r5TI1ZVYc8xzJadaWxlU1tXnFv75Kuh6/yMXJfsXPfYb4ZDYWnOoC+aP7d+Z9KLkX1XunVJ9/ltZ2gp2VxTI1ZTYW3FypGdssVtbU1mflFdL5Z0cgELX1jYZaSw7Zbttm8b/27jyuiWMPAPjsJiAIAblpRJQqCMghWglgVaR4YEHRqmCrArVSFduPzyuer1Sw4Ht9HzGAcijQyvVpBQ+0glYERCqHUAXUolwqiZyBBEKIyeb9kddIAwkbSYL0zfevZGd2dmb5fZjs7OyOryj8ZDdh9OBLWiDo3TXQ39fwe4nT0nXIn2sGIyh65FLNsJl9dob57AwbvMWAPLW+srif3a1JmkQgqmvrGdUUXbNxW2o7fxmBqKahRRKvtCE7VTWtsHJeLP6sY2AMAOhlduA/CibgO3mukdhoOc/9TZmGJgAAVscrOao+rvRy+ovLf/fzWSJeYRpF0bqCYXpuAEAENSSCGjJ4yzQzclFpVXcPe5IuSV2NaGSgd+XXouXurl6L56sRiTraWuL1M2SnKoqH2wfiz6ZGBgAARlsHAKC7h11Z82SNl8fgBc085s8DABTeqxy8LqoIztPy0Xxn8WcTQwMAQHsnE39t+QLB2hWSj+FJa4JCwM4bgkZlwgQNAQ/v6K682J2tQqFQexKuZ6D5PO7drHMPb1/ppDdxWEyhQCBaDhwTCAAACIpu+XdmWujWlAMb1TU0p9o5W7t4OvtsnKijN2KqClqBogRN7TfviURQAgBAKJBczlwGBEFIhiYSZQ5+pymCoAAAjM/HX6a8Xg9wAQCampqjL0pDY4J4OU6cWts7hUKhoT6uPxl3gJeQnn0xr6DxBZ3ZzRJgAtEi3wIMAwCgKJod/6/A3aF+IYcmampQZtstXUgJWOutp6szYqpCEAjo4PeGivpdPl8AAGhpbQcAvGf0l3AyNtADANBb24cWhee0EAioro724K8AgKGrnsuAIIipkSHOJsirnzsAhsQVHDaHoFGZpK/f19OlpMJRlAAA4L/G9U/8xyNBOdFHZlIWfxWfG57XdKKo1dl74+AMU2ycqJnlO+NyF23Yye1j58QcjVg3p6XuIZ5UlbXirSEIKjrQGOL0dAEADAwU8MIZfT39TmaPXLsQCAQAAA9fl79p19EDkTGe853zM87QK3K7awoC1noPzjDHzvpBXsatjDNfB/mzevsOnoid5en34FEdnlQVkFjMWvQNGe6ZBblOy1tDUUTU5SuDaC6eRFzBK28IGhVbGxtGvbLWvNI1JiMoimekl9XxqvbOdaclnyzdckC8kflKcgIRgiAWji4Wji7Lgw831ZTFbltx41xk0Il0PKlifd2d//SaLq0m1Mwyidve+FshDYKiolEEsd6uYa6xxhyj4REAwNraevRF2djY1D6V77bFZFMjFEUZbZ0j5mS0dVy9VbzuY8/DX30u3vi8RfIPhCCI21wHt7kO3+zaWlpV4/npjuMxST+djsSTKtbJ7DGjSA5li/2emy7ttrc0Zu8ZIwhC/+v486v2DlHS0Pz4T4s0BAIq+OsgUFuHsn6vD6u2rgEMiSvYeUPQqMx3c41L+lFJhROIatPsnZ/dL+LzuER1DdHG7ze6EdU1diXlD87J5w0AALR03/w2b236o77qLgBACIQAgPqqu2nffPHFf34mW9qJMkyzc9YxNBENG8hOlSCasKaMVkhD0jdufHhv8O5PywvxV0BlnlUUTbe00tdXwPpjrm5u51OS5NpFjUh0cbIrvHefO8AT3w+e5715wgT14qyzg3OK5lEb6r0Z1H1S33SnrAr8eUV7p6wqcM+3FxO/d7CeIcpAcbIzNTYQDQbITpUgmrAmV0Nk0yVpU5zsikqr+rkDmhoTRBtv3ikDACxZQBF9RVEE/Hk5jv+0SGNsqF9y/+Hg3W//VqHAFo2o4N59K0tLibiCw+YQNCre3t4d9Of450XL6+Mdoa95A2mhweyutv7enuvx4Yz6R25rPpfIpmc6xWDytOrCnFcNj/k87uOSGykHNjl6+AIAXjyqxDDBFJs5KIGYEbbteW0Fn8flsJiFGbHdrS0Un80AANmpKmuFNNauS4QYlnfuBLeXxe5svUI73N/HUkjFFEiIYbVFOb4rfUbOioO3t3fzS3plzRO59grft507wAva+21bR1cPqzf0ZEJNXf3WDb4S2czJJhZTyJdvFtXWNXAHeLmFv/mHHFrj5QEAqKh+LBBgc+1tiETC1v1h5Q8ecQd4zB4WLTnzJaMtcJ0PAEB2qgp8t39Hbx8n+MDxppeMXk5/fkl5aFSC6xwH32XuogxkEyMAQPmDWu4Ajy8Q4Dwt0ixb6IJh2PGYpB52b2t7JzUimsXuVVLThsIw7PLNIp+VKyW2wytvCBoVCoViYzvrblai/5HTI+eWn4WDy/aYK7mJ30WunysUCk0srAOO/+DgsUoiG4KigRGpl05SaV94ogTiVHvnzeHJ6ppaLXUPk/Z/6rFpl9eXR3bG5eadjfjhcAC7q11Di2Q81XJTePLsj1YDANQ1NGWkqqwV0nywwp/JeF5xPaMo47SOkanrqsAV244mUz/D/yC4Cjy592vbi8agoCCFlEahUGbZ2salZidEHsK/l+sch9zztGNRZ+2X+guFQusZ09Jp4auXL5bIhqJoZmzE3vAo9/XBBCLBZbbd+VPHtCdOfPCobt026p7gjaH/CL6VfiY8+tynXx9u62CStCfOfH9qalTYJys8AAATNTVkpKqA6xyHm2mxYbSzLqsCOf3cKWSTjau9DoYEEQn/m/Twme/yS3kFW/aFkbS17l1KxnlapPnM16u5hZF2MTc6OfM9Y8Mtfqu+3f3l+h0H5Z1R+HZu3CltaH45NK4Qidv+EATJKzU1NSAwcFdywWRL+7GuCzQ2MAE/KmDhbJvpV3OuKKrM1NTUwMDAkuxzDjaWiioTGl/4AoHLqqD3rWyu5ORIJMHOG4JGSygULli4iMF+vePM9WHnu0J/e8U/x1+NOVpTXW1lNcw7at6OUChctHAhv599Kz0WxtX/p9PnLxw8EVs9XFzBe94QNFoIgpyKOtlUXVb8c/xY1wUaA23NdTcSv9uze7cCe24AAIIgJ6OiSquqT5+/oMBiofHij4bmsFNnd0uJK0JoaKjKqwRBfzdkMlldXf1M5BGzmY5G5jPGujqQ6nBYzISvV1mYT05JSVZTU1Ns4aK4OnQscvYsK0sLc8UWDr3LmD0sr4BdZDPz5JSUYeMKDptDkMIEBgX9dCEr+NQlc9u5Y10XSBW4feykvetfMxnlZaXGxsM8ZKwQQUFB2VkXriWf/MDBVkmHgN4prN6+1cH76O3dpWVl0uIKDptDkMIkxMe7L1gQF+LzMP/yWNcFUrouxvPYL5f1vmr65dpV5fXcAID4+PgPP1ywbNNXF3NvK+8o0DuiuYXh4b+98WXr1WvXZMQVHDaHIIUhEAj+/v4d7W2JkYcwDJtmPw8lwKcx/54el9xI3udHNtIruJ0/Y4Zyb5SI4qqtvf3AsRMCDKM42RGJY/wiWEhJcgt/WxO8f5KBUf7t27LjCg6bQ5DixcXF7dm7T0vP8OOd4faLvEfeARo/Ol7U59AO1xTn+vtvSExM0NbWHnkfBYmLi9u3d6+RwaRIasjKJYtUdlxIBZ41vaBGRv+Sf3fDBv+EhMQR4wp23hCkFHQ6fT+Vmp6WZmZlP89ns92CFbrG5LGuFPT2eNz+p+UF93Mza4t+mWltHRNNc3d3V3016HQ6lUpNS0tztLUKXOvt/dGHk02VOGIPKRunn5tfUpF+Oe/qrSLrmda06GiccQU7bwhSooqKilM0WnZWNofTZ2BqZmBmoUHSE61NCY0XPA6b1U5vbX6GYQIXV7cd27f5+fkRiWN5Q6SiooJGo2VnZ/X1cczIptPNJ+vpksTrVUPjAruX09La/rSxWSDA3Fxdt23fLldcwc4bgpSOy+UWFxdXVlY2NjYymUwMk2OdYGjMkUgkExMTR0dHd3d3ExOTkXdQFRhX49oo4wp23hAEQRA0zsBhFgiCIAgaZ2DnDUEQBEHjDOy8IQiCIGic+S8tCj85b7Ef5gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 13 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-hQJbLAV2uGm" + }, + "source": [ + "Model Evaluation" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "sYNobAynxOYC", + "outputId": "0d01a040-1ee8-4d54-b19f-b45a097868da", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 51 + } + }, + "source": [ + "# Import Module\n", + "from sklearn import metrics\n", + "\n", + "# Show the Confussion Matrix\n", + "cm_dtc = metrics.confusion_matrix(y_test, y_pred_dtc)\n", + "cm_dtc" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[1494, 91],\n", + " [ 327, 201]])" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 14 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "XzC3woEkaFhz", + "outputId": "edb7b6ee-a40a-4d5d-9cca-93174abb69b0", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 102 + } + }, + "source": [ + "# Show the Accuracy, Precision, Recall\n", + "acc_dtc = metrics.accuracy_score(y_test, y_pred_dtc)\n", + "prec_dtc = metrics.precision_score(y_test, y_pred_dtc)\n", + "rec_dtc = metrics.recall_score(y_test, y_pred_dtc)\n", + "f1_dtc = metrics.f1_score(y_test, y_pred_dtc)\n", + "kappa_dtc = metrics.cohen_kappa_score(y_test, y_pred_dtc)\n", + "\n", + "print(\"Accuracy:\", acc_dtc)\n", + "print(\"Precision:\", prec_dtc)\n", + "print(\"Recall:\", rec_dtc)\n", + "print(\"F1 Score:\", f1_dtc)\n", + "print(\"Cohens Kappa Score:\", kappa_dtc)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Accuracy: 0.8021769995267393\n", + "Precision: 0.6883561643835616\n", + "Recall: 0.3806818181818182\n", + "F1 Score: 0.4902439024390244\n", + "Cohens Kappa Score: 0.3798855303768567\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "RhkuuaY4d2Wb", + "outputId": "6454619d-bc01-49e6-ce49-1f194403a3fd", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 626 + } + }, + "source": [ + "# Import Visualization Package\n", + "import matplotlib.pyplot as plt\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# Set Size and Style\n", + "plt.rcParams['figure.figsize'] = (10, 10)\n", + "plt.style.use('ggplot')\n", + "\n", + "# Visualize ROC Curve\n", + "y_pred_dtc_proba = dtc.predict_proba(X_test)[::,1]\n", + "fprdtc, tprdtc, _ = metrics.roc_curve(y_test, y_pred_dtc_proba)\n", + "aucdtc = metrics.roc_auc_score(y_test, y_pred_dtc_proba)\n", + "plt.plot(fprdtc,tprdtc,label=\"Decision Tree, auc=\"+str(aucdtc))\n", + "plt.title('ROC Curve - Decision Tree')\n", + "plt.xlabel('false positive rate') \n", + "plt.ylabel('true positive rate')\n", + "plt.legend(loc=4)\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "nOtGq06Yx5m-" + }, + "source": [ + "#### ***Naive Bayes***" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "MSjixvtW3BCT" + }, + "source": [ + "Modeling Naive Bayes" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "dhyV9oiBxYaR", + "outputId": "4e8cf84c-ccda-4d7c-91b4-8308b2468067", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 231 + } + }, + "source": [ + "# Import Module\n", + "from sklearn.naive_bayes import GaussianNB \n", + "\n", + "# Modeling Naive Bayes Classifier\n", + "gnb = GaussianNB()\n", + "gnb.fit(X_train, y_train)\n", + "\n", + "# Predict to Test Data\n", + "y_pred_gnb= gnb.predict(X_test)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "error", + "ename": "NameError", + "evalue": "ignored", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m# Modeling Naive Bayes Classifier\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mgnb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mGaussianNB\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mgnb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;31m# Predict to Test Data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'X_train' is not defined" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aIj46eRf2-X2" + }, + "source": [ + "Model Evaluation" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "x5hK9_mKxaGy" + }, + "source": [ + "# Show the Confussion Matrix\n", + "cm_gnb = metrics.confusion_matrix(y_test, y_pred_gnb)\n", + "cm_gnb" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "ZUBWww1Wxb8E" + }, + "source": [ + "# Show the Accuracy, Precision, Recall\n", + "acc_gnb = metrics.accuracy_score(y_test, y_pred_gnb)\n", + "prec_gnb = metrics.precision_score(y_test, y_pred_gnb)\n", + "rec_gnb = metrics.recall_score(y_test, y_pred_gnb)\n", + "f1_gnb = metrics.f1_score(y_test, y_pred_gnb)\n", + "kappa_gnb = metrics.cohen_kappa_score(y_test, y_pred_gnb)\n", + "\n", + "print(\"Accuracy:\", acc_gnb)\n", + "print(\"Precision:\", prec_gnb)\n", + "print(\"Recall:\", rec_gnb)\n", + "print(\"F1 Score:\", f1_gnb)\n", + "print(\"Cohens Kappa Score:\", kappa_gnb)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "QvjEOHVoeaKY" + }, + "source": [ + "# ROC Curve\n", + "y_pred_gnb_proba = gnb.predict_proba(X_test)[::,1]\n", + "fprgnb, tprgnb, _ = metrics.roc_curve(y_test, y_pred_gnb_proba)\n", + "aucgnb = metrics.roc_auc_score(y_test, y_pred_gnb_proba)\n", + "plt.plot(fprgnb,tprgnb,label=\"Naive Bayes, auc=\"+str(aucgnb))\n", + "plt.title('ROC Curve - Naive Bayes')\n", + "plt.xlabel('false positive rate') \n", + "plt.ylabel('true positive rate')\n", + "plt.legend(loc=4)\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "smDzk-Kox9Hg" + }, + "source": [ + "#### ***Model Comparison***" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "1Mbup_VsxfE3", + "outputId": "215ecdce-ca87-443a-e983-3aa15d9b21cb", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 170 + } + }, + "source": [ + "# Comparing Model Performance\n", + "print(\"Decision Tree Accuracy =\",acc_dtc)\n", + "print(\"Decision Tree Precision =\",prec_dtc)\n", + "print(\"Decision Tree Recall =\",rec_dtc)\n", + "print(\"Decision Tree F1-Score =\", f1_dtc)\n", + "print(\"_______________________\")\n", + "print(\"Naive Bayes Accuracy =\", acc_gnb)\n", + "print(\"Naive Bayes Precision =\", prec_gnb)\n", + "print(\"Naive Bayes Recall =\", rec_gnb)\n", + "print(\"Naive Bayes F1-Score =\", f1_gnb)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Decision Tree Accuracy = 0.8021769995267393\n", + "Decision Tree Precision = 0.6883561643835616\n", + "Decision Tree Recall = 0.3806818181818182\n", + "Decision Tree F1-Score = 0.4902439024390244\n", + "_______________________\n", + "Naive Bayes Accuracy = 0.7543776620918126\n", + "Naive Bayes Precision = 0.5052754982415005\n", + "Naive Bayes Recall = 0.8162878787878788\n", + "Naive Bayes F1-Score = 0.6241853729181751\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "o3vmPWKqagI6", + "outputId": "9684657b-4733-40c3-d79a-2404beac9a51", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 626 + } + }, + "source": [ + "# Comparing ROC Curve\n", + "plt.plot(fprdtc,tprdtc,label=\"Decision Tree, auc=\"+str(aucdtc))\n", + "plt.plot(fprgnb,tprgnb,label=\"Naive Bayes, auc=\"+str(aucgnb))\n", + "plt.title('ROC Curve')\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.legend(loc=4)\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "OjoQHUox-TnG" + }, + "source": [ + "# Create Datafame Contains Fature and Result of prediction\n", + "df_compare = X_test.copy()\n", + "df_compare['ActualClass'] = y_test\n", + "df_compare['DecisonTree'] = y_pred_dtc\n", + "df_compare['NaiveBayes'] = y_pred_gnb" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "nklO5GGt_t75", + "outputId": "904d480c-aacb-428c-8b91-efb27908708d", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 258 + } + }, + "source": [ + "df_compare.head()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
SeniorCitizenPartnerDependentstenurePhoneServiceOnlineSecurityOnlineBackupDeviceProtectionTechSupportStreamingTVStreamingMoviesPaperlessBillingMonthlyChargesgender_Femalegender_MaleInternetService_DSLInternetService_Fiber opticInternetService_NoContract_Month-to-monthContract_One yearContract_Two yearPaymentMethod_Bank transfer (automatic)PaymentMethod_Credit card (automatic)PaymentMethod_Electronic checkPaymentMethod_Mailed checkActualClassDecisonTreeNaiveBayes
3381000411101111179851.00.01.00.00.00.01.00.01.00.00.00.0000
6180100661100011110241.00.00.01.00.00.00.01.01.00.00.00.0000
48290001210000001451.00.01.00.00.01.00.00.01.00.00.00.0001
37370005100000015061.00.01.00.00.01.00.00.00.00.00.01.0101
424901110101100116591.00.01.00.00.00.01.00.00.00.00.01.0000
\n", + "
" + ], + "text/plain": [ + " SeniorCitizen Partner Dependents ... ActualClass DecisonTree NaiveBayes\n", + "3381 0 0 0 ... 0 0 0\n", + "6180 1 0 0 ... 0 0 0\n", + "4829 0 0 0 ... 0 0 1\n", + "3737 0 0 0 ... 1 0 1\n", + "4249 0 1 1 ... 0 0 0\n", + "\n", + "[5 rows x 28 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 24 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "LpkwePVE32I1" + }, + "source": [ + "#### **Predict New Data**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "837DnWva38Wb" + }, + "source": [ + "Import New Data" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "vJJASQ204a8f", + "outputId": "4000b831-119f-4370-a347-a452a9a1b0b0", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 592 + } + }, + "source": [ + "# Import New Dataset\n", + "df_new_churn = pd.read_csv('https://raw.githubusercontent.com/dianrdn/data/master/churn_new.csv', sep =';')\n", + "df_new_churn" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
customerIDgenderSeniorCitizenPartnerDependentstenurePhoneServiceInternetServiceOnlineSecurityOnlineBackupDeviceProtectionTechSupportStreamingTVStreamingMoviesContractPaperlessBillingPaymentMethodMonthlyChargesTotalCharges
0NEW001Female110691Fiber optic110011Month-to-month1Electronic check1003448395
1NEW002Male000470No000000Month-to-month0Electronic check20251785
2NEW003Male000551Fiber optic000011Month-to-month1Credit card (automatic)947168795
3NEW004Male000121No000000One year1Credit card (automatic)20057545
4NEW005Male010651Fiber optic000111Month-to-month1Electronic check1006506965
............................................................
395NEW396Female000501DSL000000Month-to-month1Credit card (automatic)453453
396NEW397Male01121Fiber optic000110Two year1Bank transfer (automatic)915323635
397NEW398Male000671DSL000111Month-to-month1Electronic check734526611
398NEW399Male011711DSL010001Two year0Mailed check640539026
399NEW400Female000481Fiber optic011011One year1Electronic check1063444345
\n", + "

400 rows × 19 columns

\n", + "
" + ], + "text/plain": [ + " customerID gender ... MonthlyCharges TotalCharges\n", + "0 NEW001 Female ... 1003 448395\n", + "1 NEW002 Male ... 2025 1785\n", + "2 NEW003 Male ... 947 168795\n", + "3 NEW004 Male ... 2005 7545\n", + "4 NEW005 Male ... 1006 506965\n", + ".. ... ... ... ... ...\n", + "395 NEW396 Female ... 453 453\n", + "396 NEW397 Male ... 915 323635\n", + "397 NEW398 Male ... 7345 26611\n", + "398 NEW399 Male ... 6405 39026\n", + "399 NEW400 Female ... 1063 444345\n", + "\n", + "[400 rows x 19 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 25 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hku-u7Tv4akn" + }, + "source": [ + "Preprocess the New Data" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "BzVa2na64iIy", + "outputId": "abe10c90-a92d-4b0a-f1cd-528775191f8c", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 473 + } + }, + "source": [ + "# Import Module\n", + "from sklearn.preprocessing import OneHotEncoder\n", + "\n", + "# Encoder\n", + "encoder = OneHotEncoder(sparse=False)\n", + "\n", + "# Encode Categorical Data\n", + "df_new_churn2 = pd.DataFrame(encoder.fit_transform(df_new_churn[['gender', 'InternetService', 'Contract', 'PaymentMethod']]))\n", + "df_new_churn2.columns = encoder.get_feature_names(['gender', 'InternetService', 'Contract', 'PaymentMethod'])\n", + "\n", + "# Concat the Encoded Data\n", + "df_new_churn_encoded = df_new_churn.drop(['gender', 'InternetService', 'Contract', 'PaymentMethod'] ,axis=1, inplace=True)\n", + "df_new_churn_encoded = pd.concat([df_new_churn, df_new_churn2], axis=1)\n", + "\n", + "# Show Encoded Dataframe\n", + "df_new_churn_encoded" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
customerIDSeniorCitizenPartnerDependentstenurePhoneServiceOnlineSecurityOnlineBackupDeviceProtectionTechSupportStreamingTVStreamingMoviesPaperlessBillingMonthlyChargesTotalChargesgender_Femalegender_MaleInternetService_DSLInternetService_Fiber opticInternetService_NoContract_Month-to-monthContract_One yearContract_Two yearPaymentMethod_Bank transfer (automatic)PaymentMethod_Credit card (automatic)PaymentMethod_Electronic checkPaymentMethod_Mailed check
0NEW001110691110011110034483951.00.00.01.00.01.00.00.00.00.01.00.0
1NEW0020004700000000202517850.01.00.00.01.01.00.00.00.00.01.00.0
2NEW00300055100001119471687950.01.00.01.00.01.00.00.00.01.00.00.0
3NEW0040001210000001200575450.01.00.00.01.00.01.00.00.01.00.00.0
4NEW005010651000111110065069650.01.00.01.00.01.00.00.00.00.01.00.0
....................................................................................
395NEW39600050100000014534531.00.01.00.00.01.00.00.00.01.00.00.0
396NEW3970112100011019153236350.01.00.01.00.00.00.01.01.00.00.00.0
397NEW39800067100011117345266110.01.01.00.00.01.00.00.00.00.01.00.0
398NEW39901171101000106405390260.01.01.00.00.00.00.01.00.00.00.01.0
399NEW400000481011011110634443451.00.00.01.00.00.01.00.00.00.01.00.0
\n", + "

400 rows × 27 columns

\n", + "
" + ], + "text/plain": [ + " customerID ... PaymentMethod_Mailed check\n", + "0 NEW001 ... 0.0\n", + "1 NEW002 ... 0.0\n", + "2 NEW003 ... 0.0\n", + "3 NEW004 ... 0.0\n", + "4 NEW005 ... 0.0\n", + ".. ... ... ...\n", + "395 NEW396 ... 0.0\n", + "396 NEW397 ... 0.0\n", + "397 NEW398 ... 0.0\n", + "398 NEW399 ... 1.0\n", + "399 NEW400 ... 0.0\n", + "\n", + "[400 rows x 27 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 26 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "8TQZhkrv4pCN", + "outputId": "0d27f05a-1a8a-464b-b675-4b10afe27cb6", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 473 + } + }, + "source": [ + "# Select Features\n", + "new_feature = df_new_churn_encoded.drop(['customerID', 'TotalCharges'], axis=1)\n", + "new_feature" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
SeniorCitizenPartnerDependentstenurePhoneServiceOnlineSecurityOnlineBackupDeviceProtectionTechSupportStreamingTVStreamingMoviesPaperlessBillingMonthlyChargesgender_Femalegender_MaleInternetService_DSLInternetService_Fiber opticInternetService_NoContract_Month-to-monthContract_One yearContract_Two yearPaymentMethod_Bank transfer (automatic)PaymentMethod_Credit card (automatic)PaymentMethod_Electronic checkPaymentMethod_Mailed check
0110691110011110031.00.00.01.00.01.00.00.00.00.01.00.0
1000470000000020250.01.00.00.01.01.00.00.00.00.01.00.0
200055100001119470.01.00.01.00.01.00.00.00.01.00.00.0
3000121000000120050.01.00.00.01.00.01.00.00.01.00.00.0
4010651000111110060.01.00.01.00.01.00.00.00.00.01.00.0
..............................................................................
39500050100000014531.00.01.00.00.01.00.00.00.01.00.00.0
3960112100011019150.01.00.01.00.00.00.01.01.00.00.00.0
397000671000111173450.01.01.00.00.01.00.00.00.00.01.00.0
398011711010001064050.01.01.00.00.00.00.01.00.00.00.01.0
399000481011011110631.00.00.01.00.00.01.00.00.00.01.00.0
\n", + "

400 rows × 25 columns

\n", + "
" + ], + "text/plain": [ + " SeniorCitizen ... PaymentMethod_Mailed check\n", + "0 1 ... 0.0\n", + "1 0 ... 0.0\n", + "2 0 ... 0.0\n", + "3 0 ... 0.0\n", + "4 0 ... 0.0\n", + ".. ... ... ...\n", + "395 0 ... 0.0\n", + "396 0 ... 0.0\n", + "397 0 ... 0.0\n", + "398 0 ... 1.0\n", + "399 0 ... 0.0\n", + "\n", + "[400 rows x 25 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 27 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "AiWunBft5SIW" + }, + "source": [ + "Predict New Customer Data" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "H_sy82eM4120", + "outputId": "26708db4-6678-45b7-d81a-87297043d1e2", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 419 + } + }, + "source": [ + "# Predict using Decision Tree Classifier\n", + "new_predicted_dtree = pd.DataFrame(dtc.predict(new_feature), columns = ['churn_decision_tree'])\n", + "new_predicted_dtree.reset_index()\n", + "new_predicted_dtree" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
churn_decision_tree
00
10
20
30
40
......
3950
3960
3970
3980
3990
\n", + "

400 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " churn_decision_tree\n", + "0 0\n", + "1 0\n", + "2 0\n", + "3 0\n", + "4 0\n", + ".. ...\n", + "395 0\n", + "396 0\n", + "397 0\n", + "398 0\n", + "399 0\n", + "\n", + "[400 rows x 1 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 28 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Opd8sQhc5Afx", + "outputId": "9d09fce1-1262-4e7b-ff5b-fb3f588ffaea", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 419 + } + }, + "source": [ + "# Predict using Naive Bayes Classifier\n", + "new_predicted_nb = pd.DataFrame(gnb.predict(new_feature), columns = ['churn_naive_bayes'])\n", + "new_predicted_nb.reset_index()\n", + "new_predicted_nb" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
churn_naive_bayes
01
10
21
30
41
......
3950
3960
3971
3980
3990
\n", + "

400 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " churn_naive_bayes\n", + "0 1\n", + "1 0\n", + "2 1\n", + "3 0\n", + "4 1\n", + ".. ...\n", + "395 0\n", + "396 0\n", + "397 1\n", + "398 0\n", + "399 0\n", + "\n", + "[400 rows x 1 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 29 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xnnZnS1e5TBg" + }, + "source": [ + "Show Prediction Comparation" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "cF994Tlz5In3", + "outputId": "65f1e2dc-9cb2-4cad-ec45-3ae7b8c29200", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 439 + } + }, + "source": [ + "# Show Prediction Result\n", + "pred_new_churn = pd.concat([df_new_churn, new_predicted_dtree, new_predicted_nb], axis=1)\n", + "pred_new_churn" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
customerIDSeniorCitizenPartnerDependentstenurePhoneServiceOnlineSecurityOnlineBackupDeviceProtectionTechSupportStreamingTVStreamingMoviesPaperlessBillingMonthlyChargesTotalChargeschurn_decision_treechurn_naive_bayes
0NEW0011106911100111100344839501
1NEW00200047000000002025178500
2NEW003000551000011194716879501
3NEW00400012100000012005754500
4NEW0050106510001111100650696501
......................................................
395NEW396000501000000145345300
396NEW39701121000110191532363500
397NEW398000671000111173452661101
398NEW399011711010001064053902600
399NEW4000004810110111106344434500
\n", + "

400 rows × 17 columns

\n", + "
" + ], + "text/plain": [ + " customerID SeniorCitizen ... churn_decision_tree churn_naive_bayes\n", + "0 NEW001 1 ... 0 1\n", + "1 NEW002 0 ... 0 0\n", + "2 NEW003 0 ... 0 1\n", + "3 NEW004 0 ... 0 0\n", + "4 NEW005 0 ... 0 1\n", + ".. ... ... ... ... ...\n", + "395 NEW396 0 ... 0 0\n", + "396 NEW397 0 ... 0 0\n", + "397 NEW398 0 ... 0 1\n", + "398 NEW399 0 ... 0 0\n", + "399 NEW400 0 ... 0 0\n", + "\n", + "[400 rows x 17 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 30 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ih_dVB9G5Vtj" + }, + "source": [ + "Save Prediction Result" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "uZQKhcL35Y5J" + }, + "source": [ + "# Save Prediction Result\n", + "pred_new_churn.to_csv('new_churn_prediction.csv', index=False)" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file From 90d6772dbd318c8d610cc8d9128473a8f12a0567 Mon Sep 17 00:00:00 2001 From: Adet <35583941+dealtron@users.noreply.github.com> Date: Tue, 27 Oct 2020 07:58:32 +0700 Subject: [PATCH 3/3] Delete Bank_Classification.ipynb --- Bank_Classification.ipynb | 4044 ------------------------------------- 1 file changed, 4044 deletions(-) delete mode 100644 Bank_Classification.ipynb diff --git a/Bank_Classification.ipynb b/Bank_Classification.ipynb deleted file mode 100644 index 94a2eb7..0000000 --- a/Bank_Classification.ipynb +++ /dev/null @@ -1,4044 +0,0 @@ -{ - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "name": "Bank-Classification", - "provenance": [], - "toc_visible": true, - "include_colab_link": true - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - } - }, - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "view-in-github", - "colab_type": "text" - }, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Up2MQL0imvLy" - }, - "source": [ - "*Data Science Course - Telkom Digital Talent Incubator*\n", - "\n", - "\n", - "---\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "COHOuO-aicds" - }, - "source": [ - "# **Classification**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "xG8z8oVNULmV" - }, - "source": [ - "Here we model the classification model from telco customer churn data (https://www.kaggle.com/blastchar/telco-customer-churn). This data is consist of customer profile, customer subscription history, and their churn information.\n", - "\n", - "Each row represents a customer, each column contains customer’s attributes described below:\n", - "1. customerID : Customer ID\n", - "2. gender : Whether the customer is a male or a female\n", - "3. SeniorCitizen : Whether the customer is a senior citizen or not (1, 0)\n", - "4. Partner : Whether the customer has a partner or not (Yes, No)\n", - "5. Dependents : Whether the customer has dependents or not (Yes, No)\n", - "6. tenure : Number of months the customer has stayed with the company\n", - "7. PhoneService : Whether the customer has a phone service or not (Yes, No)\n", - "8. MultipleLines : Whether the customer has multiple lines or not (Yes, No, No phone service)\n", - "9. InternetService : Customer’s internet service provider (DSL, Fiber optic, No)\n", - "10. OnlineSecurity: Whether the customer has online security or not (Yes, No, No internet service)\n", - "11. OnlineBackup: Whether the customer has online backup or not (Yes, No, No internet service)\n", - "12. DeviceProtection: Whether the customer has device protection or not (Yes, No, No internet service)\n", - "13. TechSupport : Whether the customer has tech support or not (Yes, No, No internet service)\n", - "14. StreamingTV : Whether the customer has streaming TV or not (Yes, No, No internet service)\n", - "15. StreamingMovies : Whether the customer has streaming movies or not (Yes, No, No internet service)\n", - "16. Contract : The contract term of the customer (Month-to-month, One year, Two year)\n", - "17. PaperlessBilling : Whether the customer has paperless billing or not (Yes, No)\n", - "18. PaymentMethod : The customer’s payment method (Electronic check, Mailed check, Bank transfer (automatic), Credit card (automatic))\n", - "19. MonthlyCharges : The amount charged to the customer monthly\n", - "20. TotalCharges : The total amount charged to the customer\n", - "21. Churn Whether: the customer churned or not (Yes or No)\n", - "\n", - "We will predict customer behavior to retain customers. You can analyze all relevant customer data and develop focused customer retention programs.\" [IBM Sample Data Sets]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "kgluYCulxxIJ" - }, - "source": [ - "Import Libraries" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "3LnjbBxXx0vz" - }, - "source": [ - "# Import Library\n", - "import pandas as pd" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "VZ6Q4IRnmbRG" - }, - "source": [ - "Import Raw Dataset" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "pa0blw2s6G7X", - "outputId": "bd8dea3c-22e3-4b13-831b-50175ac9d14e", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 204 - } - }, - "source": [ - "# Import Data to Google Colab\n", - "df_churn = pd.read_csv('https://raw.githubusercontent.com/dealtron/Bank-Classification/main/bank.csv', sep = ',')\n", - "df_churn\n", - "\n", - "# Show 10 first Row\n", - "df_churn.head()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
agejobmaritaleducationdefaultbalancehousingloancontactdaymonthdurationcampaignpdayspreviouspoutcomedeposit
059admin.marriedsecondaryno2343yesnounknown5may10421-10unknownyes
156admin.marriedsecondaryno45nonounknown5may14671-10unknownyes
241technicianmarriedsecondaryno1270yesnounknown5may13891-10unknownyes
355servicesmarriedsecondaryno2476yesnounknown5may5791-10unknownyes
454admin.marriedtertiaryno184nonounknown5may6732-10unknownyes
\n", - "
" - ], - "text/plain": [ - " age job marital education ... pdays previous poutcome deposit\n", - "0 59 admin. married secondary ... -1 0 unknown yes\n", - "1 56 admin. married secondary ... -1 0 unknown yes\n", - "2 41 technician married secondary ... -1 0 unknown yes\n", - "3 55 services married secondary ... -1 0 unknown yes\n", - "4 54 admin. married tertiary ... -1 0 unknown yes\n", - "\n", - "[5 rows x 17 columns]" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 6 - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "kGOqBrwfxGsG", - "outputId": "947110b6-2a97-46fc-a016-36d38e74b132", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 425 - } - }, - "source": [ - "# Prints the Dataset Information\n", - "df_churn.info()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 11162 entries, 0 to 11161\n", - "Data columns (total 17 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 age 11162 non-null int64 \n", - " 1 job 11162 non-null object\n", - " 2 marital 11162 non-null object\n", - " 3 education 11162 non-null object\n", - " 4 default 11162 non-null object\n", - " 5 balance 11162 non-null int64 \n", - " 6 housing 11162 non-null object\n", - " 7 loan 11162 non-null object\n", - " 8 contact 11162 non-null object\n", - " 9 day 11162 non-null int64 \n", - " 10 month 11162 non-null object\n", - " 11 duration 11162 non-null int64 \n", - " 12 campaign 11162 non-null int64 \n", - " 13 pdays 11162 non-null int64 \n", - " 14 previous 11162 non-null int64 \n", - " 15 poutcome 11162 non-null object\n", - " 16 deposit 11162 non-null object\n", - "dtypes: int64(7), object(10)\n", - "memory usage: 1.4+ MB\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "Iw1TLO4wmqi0", - "outputId": "559abeb0-ef24-4359-87d2-cc6b21309cf1", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 266 - } - }, - "source": [ - "# Prints Descriptive Statistics\n", - "df_churn.describe().transpose()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
countmeanstdmin25%50%75%max
age11162.041.23194811.91336918.032.039.049.0095.0
balance11162.01528.5385243225.413326-6847.0122.0550.01708.0081204.0
day11162.015.6580368.4207401.08.015.022.0031.0
duration11162.0371.993818347.1283862.0138.0255.0496.003881.0
campaign11162.02.5084212.7220771.01.02.03.0063.0
pdays11162.051.330407108.758282-1.0-1.0-1.020.75854.0
previous11162.00.8325572.2920070.00.00.01.0058.0
\n", - "
" - ], - "text/plain": [ - " count mean std ... 50% 75% max\n", - "age 11162.0 41.231948 11.913369 ... 39.0 49.00 95.0\n", - "balance 11162.0 1528.538524 3225.413326 ... 550.0 1708.00 81204.0\n", - "day 11162.0 15.658036 8.420740 ... 15.0 22.00 31.0\n", - "duration 11162.0 371.993818 347.128386 ... 255.0 496.00 3881.0\n", - "campaign 11162.0 2.508421 2.722077 ... 2.0 3.00 63.0\n", - "pdays 11162.0 51.330407 108.758282 ... -1.0 20.75 854.0\n", - "previous 11162.0 0.832557 2.292007 ... 0.0 1.00 58.0\n", - "\n", - "[7 rows x 8 columns]" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 8 - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ovdislrOmxw7" - }, - "source": [ - "Data Preprocessing" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "_f99fF2tm3r9" - }, - "source": [ - "Handling Missing Values" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "WqMBNZiKm-KV", - "outputId": "13d8600d-c134-4cc8-e2c7-9ea7654b8bf5", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 323 - } - }, - "source": [ - "# Check for Missing Values\n", - "df_churn.isnull().sum()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "age 0\n", - "job 0\n", - "marital 0\n", - "education 0\n", - "default 0\n", - "balance 0\n", - "housing 0\n", - "loan 0\n", - "contact 0\n", - "day 0\n", - "month 0\n", - "duration 0\n", - "campaign 0\n", - "pdays 0\n", - "previous 0\n", - "poutcome 0\n", - "deposit 0\n", - "dtype: int64" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 9 - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "gvHrvTq5nBKG", - "outputId": "d96b5321-88ef-4952-b7b9-3312e128a518", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 561 - } - }, - "source": [ - "# Search for Median Value\n", - "median = df_churn['TotalCharges'].median()\n", - "\n", - "# Use Median to Replace Missing Values\n", - "df_churn['TotalCharges'].fillna(median, inplace=True)\n", - "\n", - "# Check for Missing Values\n", - "df_churn.isnull().sum()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "error", - "ename": "KeyError", - "evalue": "ignored", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 2890\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2891\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2892\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", - "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", - "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", - "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", - "\u001b[0;31mKeyError\u001b[0m: 'TotalCharges'", - "\nThe above exception was the direct cause of the following exception:\n", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# Search for Median Value\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mmedian\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_churn\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'TotalCharges'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmedian\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m# Use Median to Replace Missing Values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mdf_churn\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'TotalCharges'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfillna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmedian\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minplace\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 2900\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2901\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2902\u001b[0;31m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2903\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2904\u001b[0m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 2891\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2892\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2893\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2894\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2895\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtolerance\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyError\u001b[0m: 'TotalCharges'" - ] - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Qu3-_cMqolmD" - }, - "source": [ - "Encode Categorical Data" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "y4QClyfiopNW", - "outputId": "c95dfbb7-0f09-440c-ae18-f7dce2b04ac5", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 374 - } - }, - "source": [ - "# Import Module\n", - "from sklearn.preprocessing import OneHotEncoder\n", - "\n", - "# Encoder\n", - "encoder = OneHotEncoder(sparse=False)\n", - "\n", - "# Encode Categorical Data\n", - "df_encoded = pd.DataFrame(encoder.fit_transform(df_churn[['gender', 'InternetService', 'Contract', 'PaymentMethod']]))\n", - "df_encoded.columns = encoder.get_feature_names(['gender', 'InternetService', 'Contract', 'PaymentMethod'])\n", - "\n", - "# Replace Categotical Data with Encoded Data\n", - "df_churn.drop(['gender', 'InternetService', 'Contract', 'PaymentMethod'] ,axis=1, inplace=True)\n", - "df_encoded= pd.concat([df_churn, df_encoded], axis=1)\n", - "\n", - "# Show Encoded Dataframe\n", - "df_encoded" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "error", - "ename": "KeyError", - "evalue": "ignored", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;31m# Encode Categorical Data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mdf_encoded\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mencoder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit_transform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf_churn\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'gender'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'InternetService'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Contract'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'PaymentMethod'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0mdf_encoded\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mencoder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_feature_names\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'gender'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'InternetService'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Contract'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'PaymentMethod'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 2906\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_iterator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2907\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2908\u001b[0;31m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_listlike_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mraise_missing\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2909\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2910\u001b[0m \u001b[0;31m# take() does not accept boolean indexers\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_get_listlike_indexer\u001b[0;34m(self, key, axis, raise_missing)\u001b[0m\n\u001b[1;32m 1252\u001b[0m \u001b[0mkeyarr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnew_indexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reindex_non_unique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkeyarr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1253\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1254\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_read_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkeyarr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mraise_missing\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mraise_missing\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1255\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mkeyarr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1256\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_validate_read_indexer\u001b[0;34m(self, key, indexer, axis, raise_missing)\u001b[0m\n\u001b[1;32m 1296\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmissing\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1297\u001b[0m \u001b[0maxis_name\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_axis_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1298\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"None of [{key}] are in the [{axis_name}]\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1299\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1300\u001b[0m \u001b[0;31m# We (temporarily) allow for some missing keys with .loc, except in\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyError\u001b[0m: \"None of [Index(['gender', 'InternetService', 'Contract', 'PaymentMethod'], dtype='object')] are in the [columns]\"" - ] - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "WtGKwoaCpeAs" - }, - "source": [ - "Set Feature and Target" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "awfUHmfrph6W", - "outputId": "0dc27a83-909b-4fc5-f087-6cb6a679fc1c", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 473 - } - }, - "source": [ - "# Select Features\n", - "feature = df_encoded.drop(['customerID', 'TotalCharges', 'Churn'], axis=1)\n", - "feature" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
SeniorCitizenPartnerDependentstenurePhoneServiceOnlineSecurityOnlineBackupDeviceProtectionTechSupportStreamingTVStreamingMoviesPaperlessBillingMonthlyChargesgender_Femalegender_MaleInternetService_DSLInternetService_Fiber opticInternetService_NoContract_Month-to-monthContract_One yearContract_Two yearPaymentMethod_Bank transfer (automatic)PaymentMethod_Credit card (automatic)PaymentMethod_Electronic checkPaymentMethod_Mailed check
001010010000129851.00.01.00.00.01.00.00.00.00.01.00.0
1000341101000056950.01.01.00.00.00.01.00.00.00.00.01.0
200021110000153850.01.01.00.00.01.00.00.00.00.00.01.0
300045010110004230.01.01.00.00.00.01.00.01.00.00.00.0
40002100000017071.00.00.01.00.01.00.00.00.00.01.00.0
..............................................................................
703801124110111118480.01.01.00.00.00.01.00.00.00.00.01.0
7039011721011011110321.00.00.01.00.00.01.00.00.01.00.00.0
704001111010000012961.00.01.00.00.01.00.00.00.00.01.00.0
70411104100000017440.01.00.01.00.01.00.00.00.00.00.01.0
70420006611011111105650.01.00.01.00.00.00.01.01.00.00.00.0
\n", - "

7043 rows × 25 columns

\n", - "
" - ], - "text/plain": [ - " SeniorCitizen ... PaymentMethod_Mailed check\n", - "0 0 ... 0.0\n", - "1 0 ... 1.0\n", - "2 0 ... 1.0\n", - "3 0 ... 0.0\n", - "4 0 ... 0.0\n", - "... ... ... ...\n", - "7038 0 ... 1.0\n", - "7039 0 ... 0.0\n", - "7040 0 ... 0.0\n", - "7041 1 ... 1.0\n", - "7042 0 ... 0.0\n", - "\n", - "[7043 rows x 25 columns]" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 8 - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "bu1COTYDqVoC", - "outputId": "171566dd-56e1-4f85-a110-45d9155b24e6", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 221 - } - }, - "source": [ - "# Select Target\n", - "target = df_encoded['Churn']\n", - "target" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "0 0\n", - "1 0\n", - "2 1\n", - "3 0\n", - "4 1\n", - " ..\n", - "7038 0\n", - "7039 0\n", - "7040 0\n", - "7041 1\n", - "7042 0\n", - "Name: Churn, Length: 7043, dtype: int64" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 9 - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "jKGonYC7qhGA" - }, - "source": [ - "Set Training and Testing Data" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "td_W4NOBqpCI", - "outputId": "58bb3ac4-f4e3-40d7-803f-e1f21fe964e1", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 85 - } - }, - "source": [ - "# Set Training and Testing Data (70:30)\n", - "from sklearn.model_selection import train_test_split, cross_val_score\n", - "X_train, X_test, y_train, y_test = train_test_split(feature , target, shuffle = True, test_size=0.3, random_state=1)\n", - "\n", - "# Show the Training and Testing Data\n", - "print(X_train.shape)\n", - "print(X_test.shape)\n", - "print(y_train.shape)\n", - "print(y_test.shape)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "(4930, 25)\n", - "(2113, 25)\n", - "(4930,)\n", - "(2113,)\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "oW3ulO_V--JF", - "outputId": "2a053654-fc74-484e-ea3f-cfe89185ca18", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 473 - } - }, - "source": [ - "X_test" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
SeniorCitizenPartnerDependentstenurePhoneServiceOnlineSecurityOnlineBackupDeviceProtectionTechSupportStreamingTVStreamingMoviesPaperlessBillingMonthlyChargesgender_Femalegender_MaleInternetService_DSLInternetService_Fiber opticInternetService_NoContract_Month-to-monthContract_One yearContract_Two yearPaymentMethod_Bank transfer (automatic)PaymentMethod_Credit card (automatic)PaymentMethod_Electronic checkPaymentMethod_Mailed check
3381000411101111179851.00.01.00.00.00.01.00.01.00.00.00.0
6180100661100011110241.00.00.01.00.00.00.01.01.00.00.00.0
48290001210000001451.00.01.00.00.01.00.00.01.00.00.00.0
37370005100000015061.00.01.00.00.01.00.00.00.00.00.01.0
424901110101100116591.00.01.00.00.00.01.00.00.00.00.01.0
..............................................................................
3934001100110100040251.00.01.00.00.00.01.00.00.00.00.01.0
1351011111000000120450.01.00.00.01.01.00.00.00.00.01.00.0
204810021100101119680.01.00.01.00.01.00.00.01.00.00.00.0
621801170001111115841.00.01.00.00.00.01.00.01.00.00.00.0
4297000451100101073551.00.01.00.00.00.00.01.00.00.00.01.0
\n", - "

2113 rows × 25 columns

\n", - "
" - ], - "text/plain": [ - " SeniorCitizen ... PaymentMethod_Mailed check\n", - "3381 0 ... 0.0\n", - "6180 1 ... 0.0\n", - "4829 0 ... 0.0\n", - "3737 0 ... 1.0\n", - "4249 0 ... 1.0\n", - "... ... ... ...\n", - "3934 0 ... 1.0\n", - "1351 0 ... 0.0\n", - "2048 1 ... 0.0\n", - "6218 0 ... 0.0\n", - "4297 0 ... 1.0\n", - "\n", - "[2113 rows x 25 columns]" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 11 - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "XBpuFXsXxoOW" - }, - "source": [ - "#### ***Decision Tree***" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "jB0NTjxCZ3hw" - }, - "source": [ - "A decision tree is a flowchart-like tree structure where an internal node represents feature(or attribute), the branch represents a decision rule, and each leaf node represents the outcome. The topmost node in a decision tree is known as the root node. It learns to partition on the basis of the attribute value. It partitions the tree in recursively manner call recursive partitioning. This flowchart-like structure helps you in decision making." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "f5EO9O_z2qKC" - }, - "source": [ - "Modeling Decision Tree" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "T_97Grv1xHky" - }, - "source": [ - "# Import Module\n", - "from sklearn import tree\n", - "\n", - "# Modeling Decision Tree\n", - "dtc = tree.DecisionTreeClassifier(min_impurity_decrease=0.01)\n", - "dtc.fit(X_train, y_train)\n", - "\n", - "# Predict to Test Data \n", - "y_pred_dtc = dtc.predict(X_test)" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "t715tIDhsQlp", - "outputId": "c765a2d2-1ca1-4b5e-cc41-e922533a58e6", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 648 - } - }, - "source": [ - "# Visualize Tree\n", - "\n", - "from sklearn.externals.six import StringIO \n", - "from IPython.display import Image \n", - "from sklearn.tree import export_graphviz\n", - "import pydotplus\n", - "\n", - "dot_data = StringIO()\n", - "export_graphviz(dtc, out_file=dot_data, \n", - " filled=True, rounded=True,\n", - " special_characters=True,\n", - " class_names=['notchurn', 'churn'],\n", - " feature_names=['SeniorCitizen',\t'Partner',\t'Dependents', 'tenure',\t'PhoneService', 'OnlineSecurity',\t'OnlineBackup',\t'DeviceProtection',\n", - " 'TechSupport',\t'StreamingTV',\t'StreamingMovies',\t'PaperlessBilling',\t'MonthlyCharges', 'gender_Female',\n", - " 'gender_Male',\t'InternetService_DSL', 'InternetService_Fiber optic', 'InternetService_No',\t'Contract_Month-to-month',\n", - " 'Contract_One year',\t'Contract_Two year',\t'PaymentMethod_Bank transfer (automatic)', 'PaymentMethod_Credit card (automatic)',\n", - " 'PaymentMethod_Electronic check',\t'PaymentMethod_Mailed check'])\n", - "graph = pydotplus.graph_from_dot_data(dot_data.getvalue()) \n", - "Image(graph.create_png())" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.6/dist-packages/sklearn/externals/six.py:31: FutureWarning: The module is deprecated in version 0.21 and will be removed in version 0.23 since we've dropped support for Python 2.7. Please rely on the official version of six (https://pypi.org/project/six/).\n", - " \"(https://pypi.org/project/six/).\", FutureWarning)\n" - ], - "name": "stderr" - }, - { - "output_type": "execute_result", - "data": { - "image/png": "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\n", - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 13 - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "-hQJbLAV2uGm" - }, - "source": [ - "Model Evaluation" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "sYNobAynxOYC", - "outputId": "0d01a040-1ee8-4d54-b19f-b45a097868da", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 51 - } - }, - "source": [ - "# Import Module\n", - "from sklearn import metrics\n", - "\n", - "# Show the Confussion Matrix\n", - "cm_dtc = metrics.confusion_matrix(y_test, y_pred_dtc)\n", - "cm_dtc" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "array([[1494, 91],\n", - " [ 327, 201]])" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 14 - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "XzC3woEkaFhz", - "outputId": "edb7b6ee-a40a-4d5d-9cca-93174abb69b0", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 102 - } - }, - "source": [ - "# Show the Accuracy, Precision, Recall\n", - "acc_dtc = metrics.accuracy_score(y_test, y_pred_dtc)\n", - "prec_dtc = metrics.precision_score(y_test, y_pred_dtc)\n", - "rec_dtc = metrics.recall_score(y_test, y_pred_dtc)\n", - "f1_dtc = metrics.f1_score(y_test, y_pred_dtc)\n", - "kappa_dtc = metrics.cohen_kappa_score(y_test, y_pred_dtc)\n", - "\n", - "print(\"Accuracy:\", acc_dtc)\n", - "print(\"Precision:\", prec_dtc)\n", - "print(\"Recall:\", rec_dtc)\n", - "print(\"F1 Score:\", f1_dtc)\n", - "print(\"Cohens Kappa Score:\", kappa_dtc)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Accuracy: 0.8021769995267393\n", - "Precision: 0.6883561643835616\n", - "Recall: 0.3806818181818182\n", - "F1 Score: 0.4902439024390244\n", - "Cohens Kappa Score: 0.3798855303768567\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "RhkuuaY4d2Wb", - "outputId": "6454619d-bc01-49e6-ce49-1f194403a3fd", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 626 - } - }, - "source": [ - "# Import Visualization Package\n", - "import matplotlib.pyplot as plt\n", - "import warnings\n", - "warnings.filterwarnings('ignore')\n", - "\n", - "# Set Size and Style\n", - "plt.rcParams['figure.figsize'] = (10, 10)\n", - "plt.style.use('ggplot')\n", - "\n", - "# Visualize ROC Curve\n", - "y_pred_dtc_proba = dtc.predict_proba(X_test)[::,1]\n", - "fprdtc, tprdtc, _ = metrics.roc_curve(y_test, y_pred_dtc_proba)\n", - "aucdtc = metrics.roc_auc_score(y_test, y_pred_dtc_proba)\n", - "plt.plot(fprdtc,tprdtc,label=\"Decision Tree, auc=\"+str(aucdtc))\n", - "plt.title('ROC Curve - Decision Tree')\n", - "plt.xlabel('false positive rate') \n", - "plt.ylabel('true positive rate')\n", - "plt.legend(loc=4)\n", - "plt.show()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "nOtGq06Yx5m-" - }, - "source": [ - "#### ***Naive Bayes***" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "MSjixvtW3BCT" - }, - "source": [ - "Modeling Naive Bayes" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "dhyV9oiBxYaR", - "outputId": "4e8cf84c-ccda-4d7c-91b4-8308b2468067", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 231 - } - }, - "source": [ - "# Import Module\n", - "from sklearn.naive_bayes import GaussianNB \n", - "\n", - "# Modeling Naive Bayes Classifier\n", - "gnb = GaussianNB()\n", - "gnb.fit(X_train, y_train)\n", - "\n", - "# Predict to Test Data\n", - "y_pred_gnb= gnb.predict(X_test)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "error", - "ename": "NameError", - "evalue": "ignored", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m# Modeling Naive Bayes Classifier\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mgnb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mGaussianNB\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mgnb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;31m# Predict to Test Data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mNameError\u001b[0m: name 'X_train' is not defined" - ] - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "aIj46eRf2-X2" - }, - "source": [ - "Model Evaluation" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "x5hK9_mKxaGy" - }, - "source": [ - "# Show the Confussion Matrix\n", - "cm_gnb = metrics.confusion_matrix(y_test, y_pred_gnb)\n", - "cm_gnb" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "ZUBWww1Wxb8E" - }, - "source": [ - "# Show the Accuracy, Precision, Recall\n", - "acc_gnb = metrics.accuracy_score(y_test, y_pred_gnb)\n", - "prec_gnb = metrics.precision_score(y_test, y_pred_gnb)\n", - "rec_gnb = metrics.recall_score(y_test, y_pred_gnb)\n", - "f1_gnb = metrics.f1_score(y_test, y_pred_gnb)\n", - "kappa_gnb = metrics.cohen_kappa_score(y_test, y_pred_gnb)\n", - "\n", - "print(\"Accuracy:\", acc_gnb)\n", - "print(\"Precision:\", prec_gnb)\n", - "print(\"Recall:\", rec_gnb)\n", - "print(\"F1 Score:\", f1_gnb)\n", - "print(\"Cohens Kappa Score:\", kappa_gnb)" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "QvjEOHVoeaKY" - }, - "source": [ - "# ROC Curve\n", - "y_pred_gnb_proba = gnb.predict_proba(X_test)[::,1]\n", - "fprgnb, tprgnb, _ = metrics.roc_curve(y_test, y_pred_gnb_proba)\n", - "aucgnb = metrics.roc_auc_score(y_test, y_pred_gnb_proba)\n", - "plt.plot(fprgnb,tprgnb,label=\"Naive Bayes, auc=\"+str(aucgnb))\n", - "plt.title('ROC Curve - Naive Bayes')\n", - "plt.xlabel('false positive rate') \n", - "plt.ylabel('true positive rate')\n", - "plt.legend(loc=4)\n", - "plt.show()" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "smDzk-Kox9Hg" - }, - "source": [ - "#### ***Model Comparison***" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "1Mbup_VsxfE3", - "outputId": "215ecdce-ca87-443a-e983-3aa15d9b21cb", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 170 - } - }, - "source": [ - "# Comparing Model Performance\n", - "print(\"Decision Tree Accuracy =\",acc_dtc)\n", - "print(\"Decision Tree Precision =\",prec_dtc)\n", - "print(\"Decision Tree Recall =\",rec_dtc)\n", - "print(\"Decision Tree F1-Score =\", f1_dtc)\n", - "print(\"_______________________\")\n", - "print(\"Naive Bayes Accuracy =\", acc_gnb)\n", - "print(\"Naive Bayes Precision =\", prec_gnb)\n", - "print(\"Naive Bayes Recall =\", rec_gnb)\n", - "print(\"Naive Bayes F1-Score =\", f1_gnb)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Decision Tree Accuracy = 0.8021769995267393\n", - "Decision Tree Precision = 0.6883561643835616\n", - "Decision Tree Recall = 0.3806818181818182\n", - "Decision Tree F1-Score = 0.4902439024390244\n", - "_______________________\n", - "Naive Bayes Accuracy = 0.7543776620918126\n", - "Naive Bayes Precision = 0.5052754982415005\n", - "Naive Bayes Recall = 0.8162878787878788\n", - "Naive Bayes F1-Score = 0.6241853729181751\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "o3vmPWKqagI6", - "outputId": "9684657b-4733-40c3-d79a-2404beac9a51", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 626 - } - }, - "source": [ - "# Comparing ROC Curve\n", - "plt.plot(fprdtc,tprdtc,label=\"Decision Tree, auc=\"+str(aucdtc))\n", - "plt.plot(fprgnb,tprgnb,label=\"Naive Bayes, auc=\"+str(aucgnb))\n", - "plt.title('ROC Curve')\n", - "plt.xlabel('False Positive Rate')\n", - "plt.ylabel('True Positive Rate')\n", - "plt.legend(loc=4)\n", - "plt.show()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAJhCAYAAADv3KwPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3hUVf7H8fed9E4qCUlAOgJSg4IiiqKIZe1i19V1dXHt7acrK2JdF1dXdHcta11dce2iWBCsWFBABJQmLSE9Ib3N3PP7YyAhhpJAZu4k+byeh4fM3DtzvsMN5MM5555jGWMMIiIiIuIYl9MFiIiIiHR1CmQiIiIiDlMgExEREXGYApmIiIiIwxTIRERERBymQCYiIiLiMAUyEREREYcpkImIYy6++GIsy8KyLIKCgsjIyODCCy8kJyenxbnr16/n4osvJj09ndDQUHr06MFFF13E+vXrW5xbXV3N3XffzbBhw4iMjCQhIYFDDjmE2bNnU11dvceaVq5cyQUXXEB6ejphYWH06tWLU089lYULF7bb5xYR+TUFMhFx1OGHH05ubi6bN2/mpZdeYunSpZx55pnNzlm6dClZWVlkZ2fz0ksvsW7dOl5++WW2bt1KVlYWy5Ytazy3vLycww47jNmzZ3PllVeyaNEivv/+e2688UZeeeUVPvzww93W8sEHH5CVlcXWrVt56qmnWLVqFe+88w5jx47l8ssv36/PWV9fv1+vF5HOzdJK/SLilIsvvpjs7Gzmz5/f+Nzs2bO5+uqrKSsrIzY2FmMMI0aMwBjDkiVLCA4ObjzX7XYzcuRIgoKCWLp0KZZlcdVVVzWGqd69ezdrzxhDWVkZ3bp1a1FLdXU1vXv3ZtSoUcybN6/F8dLSUuLj4wGwLIsXXniB888/v/H4pEmTyMjI4NlnnwXggAMO4Pzzz6ekpIQ5c+bQr18/+vXrR2FhYYtQOGXKFBITE/nPf/4DwEcffcSMGTNYsmQJCQkJHHvsscyaNYvExMQ2/gmLSEehHjIRCRhbt27l1VdfJSgoiKCgIACWL1/O8uXLufnmm5uFMYDg4GBuvvlmfvjhB3788Uds2+bFF1/kvPPOaxHGwBukdhXGAD788EMKCgr405/+tMvjO8JYWzzyyCOkpKTw1Vdf8cwzz3DRRRfx8ccfs3Xr1sZzcnNz+eijj7jwwgsBWLBgASeffDJnn302y5cv580332Tjxo2cdtpp6P/PIp1X8N5PERHxnU8++YTo6Ghs26ampgaAG264gaioKABWr14NwJAhQ3b5+h3Pr169mtTUVEpLSxk8eHCb61izZg3APr12d8aMGcOMGTMaHw8aNIjU1FRefPFFbrrpJgBefPFFUlNTmTRpEgAzZ87k6quv5qqrrmp83XPPPUevXr344YcfGDFiRLvVJyKBQz1kIuKoQw45hGXLlvHtt98yffp0xo0bx913371P77U/PUi+6H06+OCDmz12uVycf/75vPDCC43PvfDCC5x33nm4XN5/jhcvXszDDz9MdHR0468dIXHt2rXtXqOIBAb1kImIoyIiIujXrx8AQ4cOZf369Vx11VU8+eSTAAwYMACAFStWMHLkyBavX7lyJQADBw4kOTmZ+Ph4Vq1a1eY6Bg4cCMCqVasYP378Hs+1LKtFgGtoaGhx3o5evp1deOGFPPDAA403Iixfvpz//ve/jcdt2+aWW27hggsuaPHa1NTUvX8QEemQ1EMmIgFlxowZPPPMM3z33XcADB8+nKFDh/LXv/4Vt9vd7Fy3281f//pXhg0bxkEHHYTL5eLcc8/lxRdfZMOGDS3ee8ek/l059thjSUlJ4Z577tnl8dLS0savU1JSms0Dq6ura3UIHDJkCKNHj+aFF17g+eefZ/To0c2GSbOysli5cmXjTQA7/4qOjm5VGyLS8SiQiUhA6d+/PyeddFLj5HrLsnj22WfZtGkTU6ZM4bPPPmPLli18/vnnHH/88WzevJlnn30Wy7IAuOeee+jfvz9jx47liSee4IcffmDDhg288cYbHHHEEbtdTywyMpJnn32WhQsXMmnSJObNm8cvv/zCjz/+yKxZsxg7dmzjuZMmTeJf//oXX331FStWrODiiy9u07IWF154IS+99BL//e9/ueiii5odmzlzJm+99RbXX389y5YtY/369bz//vtceumljXPsRKTzUSATkYBz00038eGHH/LJJ58AMHr0aL777jt69OjB2WefTZ8+fTjrrLNIS0vj+++/bzaUGRcXx1dffcWVV17J7NmzGTt2LKNGjeL+++9n6tSpTJ48ebftTpkyhcWLF9O9e3cuvfRSBg0axAknnMCiRYsah1ABZs2axdChQ5k8eTJTpkxhwoQJjBkzptWf79xzz6W4uJji4mLOOeecZscmTpzIggULWL58OYcffjjDhg3juuuuIyYmhpCQkFa3ISIdi9YhExEREXGYeshEREREHKZAJiIiIuIwBTIRERERhymQiYiIiDhMgUxERETEYQpkIiIiIg7r8Fsn7bxati8kJSVRVFTk0zak7XRdAo+uSWDSdQk8uiaByR/XpUePHrs9ph4yEREREYcpkImIiIg4TIFMRERExGEKZCIiIiIOUyATERERcZgCmYiIiIjDFMhEREREHKZAJiIiIuIwBTIRERERhymQiYiIiDhMgUxERETEYQpkIiIiIg5TIBMRERFxmAKZiIiIiMMUyEREREQcpkAmIiIi4jAFMhERERGHKZCJiIiIOEyBTERERMRhwf5o5B//+AdLliwhLi6OBx98sMVxYwzPPPMMS5cuJSwsjGnTptGnTx9/lCYiIiLiOL/0kB155JHcdtttuz2+dOlS8vLyeOSRR/j973/PU0895Y+yRERERAKCXwLZ4MGDiY6O3u3x7777jgkTJmBZFgMGDKCqqorS0lJ/lCYiIiLiOL8MWe5NSUkJSUlJjY8TExMpKSkhPj7ewapERETEX34qrOaf3+TjNgbLlw0ZA243xtMAbje4G8DdwNQDwjli4ihftrxHARHI2mL+/PnMnz8fgPvvv79ZkPOF4OBgn7chbafrEnh0TQKTrkvg6ezX5JN1RcxasB6rjamqpLoBgLG94okMDdr/QtwN2DXVmOoqTE0VprrK+7i2ptlpVngErohIEmMTHL0uARHIEhISKCoqanxcXFxMQkLCLs+dNGkSkyZNany88+t8ISkpyedtSNvpugQeXZPApOsSeAL5mhhjaLDNPr22tsHm6nc3UFrrAWByv25tfo+U6BDOGJLY6vONMbCtBHK3YHKzIW/777lboHxb04nBIdC9B1ZaJvTNgLRMrLQM6J6OFRIK+Oe69OjRY7fHAiKQZWVl8f7773PYYYexdu1aIiMjNVwpIiIdisc2lNV59n5iVT0lNW7fF7QPZn2Rw8qCmr2fuAfJkcGcNzyZiX3i2qkqMB4PFOY1C1zeAJYNO/d4RURBWgbWQaO9oSs1E9IyICkFy9UOvW4+5JdA9vDDD7Nq1SoqKiq44oorOOuss3C7vd+Mxx57LCNHjmTJkiVcffXVhIaGMm3aNH+UJSIi0mbF1Q1UN9gtnp/1xVY2bqtzoKL2d8GI5H16XYjLYlLfOKL2ccjR1NVBfnbL0FWw1Tvfa4duCd7ANe6opt6u1AyIi8dq61hpgPBLILv22mv3eNyyLH73u9/5oxQREeliqhs8bGqnoFRU5WbWl1v3eM4fDu6+x+PR0dFUVla2Sz2+MDw1irSYUJ+2YSrLITcbk7vF+3ve9mHGkkLvpHsAywXJqd4er2FjIDWjMXhZkVE+rc8JATFkKSIi4gvldR6unvtL47ym9nJ0nzhGprUMBYOSI0iOCtnjawN5Dll7MsZASZG3pysve3vw8gYwKsqaTgwN9c7l6jsIDpvkDV1pmZDSAytkz3+WnYkCmYiIdCgVdR6W5lZ5f+DvxePf5VNVbxMaZHHbERnt0n5okMWgpAiCXB1zaKy9GbcbCnOberzyspuGGutqm06MivH2dg0/2Pt7WqZ3mDExBculnRwVyEREJOBV1Xv4YlMFbtvwyooitrWhxys61MXjv+lLdFhgT+oOdKa2BvJzmoYZt/9OYS54droe8UnewDX+mO3DjNsn1sfEddj5Xf6gQCYiIn7X4LF5f+02atwtJ8fvykfryiioamh8HBZk8dDxvVv12sTIYMKD1QPTWqairGlC/U7LSVCy0zCrywUpaZCaiTVy7E4T69OxwiOdK74DUyATERG/yi6v4+FFuawtrt37yTsJD7Z49MQ+hAZZRIa4CAlSyNpXxra9E+ibDTN6f6eyounE0DBvL1f/IU2hKy0TklOxgrvO/C5/UCATEeliNpTW8t6aUvZx/c/9Nn+9d0J3XHgQfzm2114nwe/gssClIa82Me4GyM/dvn7XFsjN8U6sz8uB+p3uPI2O9Q4zjjrU+/uO9bvikzS/y08UyEREugi3bXhicT4frPOuYJ4Y4cyPgPjwIPonRfCndppkL2Bqqpv1cnmHG7fP77J3GhZOTPEGrgEHQVr69uCViRUT61zxAiiQiYh0Km/+VMz3OVWNj0NCcmlo8M69yq2op7Dau7jmUX1iuWbc7rdxkcBjjPFuB7TzMhI7JtZvK246MSjYO78rvRfW6MN2uqMxHSss3LkPIHukQCYi4oAnv8tnVUF1mzdg3pv1Jd5hqMHJEd4nbIN7+9hkUlQIPWJD+cPBqT5f+FP2nbE9UFzYfGL9joVTq5vCNmER3pA1aFhT6ErLgKRUrGD9eO9odMVERNqotMbNnQu3UFXv2efb+PMrvb1WY9Lbd8XxhPRgjunbjUMyY4CuswhpR2Qa6iF/a9Nm2DuGHPO3QkN904kxcd5hxTGH73Q3YybEJ2oZiU5EgUxEZCdltW5u+mATZbUedrdSQmW9d05OUmQwQ1Mi9qmdwckRTBkQz8CkfXu9dBymuqpZL1dpcQGeTeuhqADM9vldlrV9flcm1uARzdbvsqJinP0A4hcKZCLS5dW6bTy24astFcz+Og+AtJgQRvWI3u1rIoJdnDk0UetbCbB9fldZSfP9GXO3381YVtJ0YnAwdo+eWD37wiFHNg01du+BFRrmWP3iPAUyEemSbGMornbzY341f/8qt9mx84Yl8ZsDExS2pAXj8UBRfsv5XXnZUFPddGJEpLeXa8jI7ctIbF+/K6k7id27axhZWlAgE5Eux2Mb/vJ5Dt9kVzY+d9KgeJIjQ0iNDmmcfyVdl6mvg7ycpsVSc7O9wSs/B9zuphPjEryBa+ferrQMiEvQ/C5pEwUyEelyHl+c3xjGrhqbSmxYEAdnKIR1RaaqYqftgbKbJtgXF8COzcstFyR39/Z4DR3lneeVmuENYJG7H9YWaQsFMhHp9IqrG5pt07NjYdRHT+xNZpzm7XR2xhgoLWoWuBqDV0VZ04nBId5lJHoPgHFHNd3R2L0HVoiWCRHfUiATkU5tZX41t83f3OL5cZnRCmOdjHG7oShv1xPr62qaToyM8oatYWOa78+YmIzlCnLuA0iXpkAmIp1WbkV9YxhLjQ7hlsPTG48pjHVcpq62aX5XbrZ3b8bcbCjIBc9O87u6JXqHFQ87eqfV6jMgtpvmd0nAUSATkU5laW4Vqwq8d7u9ssK7nczUgxI5c0gSIUH6IdyRmIry7Xcx/qq3q7ig6SSXC5LTvIFrxMGQumPh1AysiEjnihdpIwUyEelUnvm+gE1ldeyIXsNSIzl3WLKjNcnuGdv2zu9qsU1QNlSWN50YGuoNWX0PhPGTtvd2ZUJKGlZIiHMfQKSdKJCJSKfx2cZyNpXVcVjPGG7eaXhSnGfcDd4hxcaeruzGOxupr2s6MTrG28s1cmyz1epJSMZyaV046bwUyESkQ3tuaQFbyrw/0BfneDdePqi7hqqcYmqrITencZsgb+jaAoV54PE0nZiQ7A1chx/bbGK9FRPnXPEiDlIgE5GA57ENDy3aSlG1m1/PAltV6L17rm9CGH3iw5jcvxvH9Y/3f5FdiDHGu1xEs96u7RPrS3dagT4oaPv8rkysUYfutE1QOla49vAU2ZkCmYgEvBUF1Xy+qQKAYb/q/RqRGsm5w5O1SbcPGNv2TqDP+9UyErnZUN20ywFh4d7eroFDdxpmzITkVKxg/ZgRaQ39TRGRgJRXUc+dC7Opc9sU13iXMrh3Uk+GaDiy3ZmGBijY2nxife72bYIa6ptOjInz9nJljW++jER8ouZ3iewnBTIRCUjZ5fVsrahnTHoUI8OjSIgIZnCKesH2h6mp3vXdjIV5YOymExNTvMOMBw5rvk1QdKxzxYt0cgpkIhJwcivqueuTbADOGprEAA1HtpoxBspKGwNX+bZiPBvWercJ2lbSdGJQMHTvAZkHYI0Zv9M2QRlYYVo0V8TfFMhEJOC8ssI7MfywnjH0TQh3uJrAZGwPFOVvX6l+5/0Zs6GmqvG82ohI7yT6A4c3ha7U7fO7grRNkEigUCATEccVVjVQWtO05c2CX7wLgl5/WA+CXF17dX1TXwf5WxtDV+PE+vyt4G5oOjG2mzdwHTKhabX6tEyS+g2guLjYuQ8gIq2iQCYijqms9/BzYU3j8OTOhqREENyFwpiprtzFptjZ3l4wY7wnWRYkdffeyThkVLOJ9VZU9C7fV3s2inQMCmQi4pjnlxbywbptAIxJj+a4/t0ajw1K7nzzxowx3nlcOy2YumOCPeXbmk4MDoHuPbB69YOxRzZNrO/eAytU87tEOiMFMhHxmw2ltawuqml8/EtpLQkRwdw6IZ2+CeGdZnjSeDzeOxfzfrWMRF421DZ9fiKivL1cB41udjcjSd2xXJrfJdKVKJCJiM9V1nn4+Jcynl5S0OLY4OSIDnsXpamrg/zslqGrYCu4m+bE0S3BG7jGHeUNYKne+V3ExWtIUUQABTIR8YPnlhXw4boyAMb3iuHS0d0bj8WEBn5PkKksbz6/a8cE+5LCneZ3uSA5dXuPV9ZOdzRmYEVGOfsBRCTgKZCJSLvaXFbHe6tLsU3TczvC2Itn9Ccq1BWQvULGGCgparZgqsnbvk1QRVnTiSGh3mUk+gyEwyY13s1ISg+skBDnPoCIdGgKZCLSbjZtq+PqdzcA0C28qecrJiyISX3iiA5zvjfMuN1QmPurjbG3DzXW1TadGBnt7e0afnDzbYISU7RNkIi0OwUyEdln32RX8N4a792BoSF5fLvZ+/W4zGj+b0KGk6VhamsgP6flptiFueDxNJ0Yn+QNXOOP2Wlj7AyIiQvInjwR6ZwUyERkn32xqYKV+dX0SQijwbgYkBhOemwo14xL81sNpqKs5abYeVu8w487uFyQkuZdMHXk2J3uaEzHCtdm5SLiPAUyEdlnn20sp3t0CA9MPoCkpCSKior2/qJ9YGzbO4G+2TDj9oVTKyuaTgwN8/Zy9R/SfBmJlDSsYM3vEpHApUAmIvvkvs+8q+uHBrXfsJ5xN0B+7vb1u7ZAbo53Yn1eDtTXNZ0YHesdZhx16PZhxu0T6+OTNL9LRDokBTIR2StjDHUe0+y55XnVANx8eHrb36+2uuWk+h3zu2y76cTEFEhNxxowdPv6XZnenq+Y2P36PCIigUaBTET26l+L83l/7bYWz580MJ6ecW3byscs+wb7ib9CQ733iaAgSOkB6T2xRh+20x2N6Vhh4e1RvohIwFMgE5E9Kqt1s6G0jqTIYE4YGN/4vAUc2jOmTe9lfl6O/fgDkHEAruPP3L5NUCpWsP4pEpGuTf8KikgLxhg2bqujusHmto82A3BQ90hOG5y47++5YQ32o/dAShqua2dgRbUtzImIdGYKZCLSwobSOq6bt7Hx8cCkCK4am7rP72dyNmH//U6IjcN13Z0KYyIiv6JAJiKNjDF8v7WKlQXeCfvnDEticHIEg5IjCA3at7sXTWEe9kN3QHAIrutmYnXb9142EZHOSoFMRBp9ubmCv36xFYCEiGDOGJJIsGvfl7Uw24qxH/ozuBtw3XQfVvK+97KJiHRmCmQiwsJfysivauC/y70Lu14zLo2xmdH7F8Yqy709Y+VluG64Cyu9Z3uVKyLS6SiQiXRxS7ZW8vBXuY2Pj+vfjaP6xO3Xe5raauxHZkJBLq6r/4zVe8D+liki0qkpkIl0YcYYnvq+AIDpR2YwqkcUrv3cUNs01GM/di9sWofrD/+HdeDw9ihVRKRTUyAT6aKW51Xx9s8l5JTXc8WY7mSlR+/3exqPx7vo68/LsS69DmvE2HaoVESk81MgE+liqhs8PLwol2+yKwEYkhLBYb32fysiY9uYZx+BZd9gnfN7XGMn7vd7ioh0FQpkIl3MR+vKGsPYWUMTOW948n6/pzGGiqcfxny9EOvk83AddeJ+v6eISFeiQCbSxZTXeQB4/vR+xIW3zz8B5u2XqHn3VaxjTsY64ax2eU8Rka5EgUykEzHG7PF4Zb3NqyuLAdotjNkfvYWZO4fwo0+k/sxLsPbzpgARka5IgUykk/h6SwX3fZbTqnPHpEe1S5v2Fx9hXvk3jD6U2D/cQnFpabu8r4hIV6NAJtJJPLTIu8L+qQcmEB68+22OQoMsjhvQbb/bM98vwjz/GAweievSG7CCgvb7PUVEuioFMpFOYO7qEmrdhtAgi4tHpfi8PbNyKfaTs6DPAFzTbsUKCfF5myIindm+7RYsIgGjzm3z5HfexV3vO6aXz9sz637C/se9kJbpXYU/LNznbYqIdHYKZCIdmNs2/PPbPADGZcbQL9G34chs2YA9eyZ0S8R13QysyP1fTFZERBTIRDq0j9ZtY+GGcgAuH9Pdp22Z/K3YD/0ZwiJwXT8TKzbep+2JiHQlCmQiHdjS3CoAZh3Xi/gI300JNSVF2H+bDsbgum4mVqLv56mJiHQlmtQv0kFt3lbHN9mVxIcH0T8xwmftmIoyb89YTRWuG+7BSsvwWVsiIl2VeshEOqCNpbVc9e4GAAYl+zCMVVdhPzwDigtw/fF2rF59fdaWiEhXph4ykQ6mzm1zzXsbARjfK4abxqf7pB1TX4f92N2QsxHXlX/CGjDUJ+2IiIh6yEQ6nI9/KQMgLSbEd2HM3YD9r7/A2lVYl16PdVCWT9oREREv9ZCJdAAe2zDry60UV7tZXVQDwF1H9/RJW8b2YJ5+GH78DuuCabjGHO6TdkREpIkCmUgHUFHnYdHmCjJiQxmRGskB8eEkR7X/6vjGGMyLj2MWf451+kW4JhzX7m2IiEhLCmQiAcwYw+0fb2HLtjoAThwYz5QBvlv/y7zxPOaz97GmnI7ruNN91o6IiDSnQCYSQIwxuG3T+Ng2sCK/mr4J4YzvFcOYDN+tjG/Pew0z7zWsI47DOvVCn7UjIiItKZCJBIA6t011g82sL3JYUVDT4vi4zGjOHJrks/btT9/HvP4c1pjDsc69HMuyfNaWiIi0pEAm4rAGj+HSN9ZRUW83PnfB8OTGr10WHNknzmft299+hnnxn3BQFtYl12G5gnzWloiI7JoCmYjDGmybinqbcZnRDE+NYnhqFD1iQ/3StvnxO8zTD0H/wbiuuAUrWP8kiIg4Qf/6ivhJvcdmVUENnp3miAHUebw9Y4OSI3w6Yf/XzJoV2P+8H9IPwPXH6VihYX5rW0REmlMgE/GTR77K5fNNFbs9Hhniv6FCs2k99qN3Q2IKrmtnYEVE+q1tERFpSYFMxA9+KqxuDGP3TupJcFDzSfNBlkXveP/0UJncbOyH74DIaFzXzcSK8d38NBERaR0FMhEf2lxWxzdbKvjPD0UAXDU2lSHdneuNMsUF2A/9GVwubxhL8N2dmyIi0noKZCI+9OqKYj7dWA7AIRnRTOrbzbFaTHkp9t+mQ10Nrpvuxerew7FaRESkOQUyER9ZXVTDpxvLSY0O4dET+xDscq4WU1WJ/dAM2FaC6/q7sDJ6O1eMiIi04OCPCJHO7aN12wAYnhpFSJDl2GKrpq4We/ZMyN2C68rbsPoOcqQOERHZPfWQibQDj22Y/XUuxTXuxue2lNWTGBHMtENSHavLNDRg/+M++GUNrstvxho80rFaRERk9xTIRNrBj/nVLNzgnSt2YHIEAKnRIQxJcXACv8eD/dSDsGop1sVXY40+1LFaRERkzxTIRPbTOz+X8NT3BQDcd0xPBjsYwnYwxmBeeAyWLMI661Jch01yuiQREdkDzSET2Q/GmMYwdtrghMbeMScZYzD/exrz5XysE8/GdczJTpckIiJ7oUAmsg88tuHnwhpO/+9qAIalRnLRyBTHJu7vzLz7Cuajt7COOhHrN+c4XY6IiLSChixF9sGf5m/mp8IawLu+2GVZ3R2uyMv+eC7mrRexxk3Emvq7gAiIIiKydwpkIm1UWe/hp8Ia+ieGM7lfN47uG4crAIKP/dVCzMtPwIixWBddjeVSB7iISEehQCbSRjMWbAFgQFIEx/RzbuX9nZllX2Oe/TsMGobr9zdiBflvo3IREdl/+i+0SBvkV9aztriWyBAXZx8UGPtAmp9+wH78r9Crn3fh15BQp0sSEZE2UiATaYMHv8wF4IgDYokNc74XymxYg/3YPZCShuuaO7DCnV9yQ0RE2s5vQ5bLli3jmWeewbZtjj76aE455ZRmx4uKinjssceoqqrCtm3OPfdcRo0a5a/yRPaqvM7D6qIaUqJCuHR0itPlYHI2Yf/9Tojthuu6O7GiYpwuSURE9pFfAplt2/z73//m9ttvJzExkVtvvZWsrCwyMjIaz3nttdcYN24cxx57LNnZ2dx3330KZBJQnlicB8DItChCgpztXDaFedgP3QHBIbium4nVLdHRekREZP/4JZCtW7eO1NRUunf3Lg1w6KGHsnjx4maBzLIsqqurAaiuriY+Pt4fpYns1vqSWhb8Utb4+PNNFQD8foyzS1yYbcXYf5sO7gZcN92HlezcXpkiItI+/BLISkpKSExs+h98YmIia9eubXbOmWeeyd133837779PXV0d06dP90dpIrtU3eDh+nkbAYgK9faGhQdbnDQwgWCXc0tcmMpyb89YRTmuG+7CSu/pWC0iItJ+AmbZiy+//JIjjzySk046iTVr1jB79mwefPBBXL9aS2n+/PnMnz8fgPvvv5+kJN/e6RYcHOzzNqTtfB6fV3AAACAASURBVH1dbnlnFQCDUqL59zkjfNZOW9g1VZQ+8H/YhXnET3+Q0INGO11SM/q7Eph0XQKPrklgcvq6+CWQJSQkUFxc3Pi4uLiYhISEZucsWLCA2267DYABAwbQ0NBARUUFcXFxzc6bNGkSkyY1bZRcVFTkw8ohKSnJ521I2/nyulTVe/jilxIAbh2fGhDX3zTUeyfwr/8Z1x9upTytFwRAXTvT35XApOsSeHRNApM/rkuPHj12e8wvM5P79u1Lbm4uBQUFuN1uFi1aRFZWVrNzkpKSWLFiBQDZ2dk0NDQQGxvrj/JEmskurwfg1AMT6BbhfCey8Xiwn/grrP4R67fXYI04xOmSRESknfnlp01QUBCXXHIJ99xzD7ZtM3HiRDIzM5kzZw59+/YlKyuLCy+8kMcff5x3330XgGnTpmkfPnHED7lVgHfDcKcZ28Y8+wgs+wbr3MtxjZ3odEkiIuIDfvvv/6hRo1osYzF16tTGrzMyMrjrrrv8VY4IAB7btHiuqsEGvFsjOckYg3n5SczXC7FOPg/XxBMcrUdERHzH+fEYEYdsLK3lpg82Ue9pGcrCgy2iQ51did+8/RJm4btYx56CdcJZjtYiIiK+pUAmXVZRtZt6j2Fyv24kRTb/q5AZF+ZQVV72h29i5s7BGn8M1hm/1fC9iEgnp0AmXU5uRT2V9R5ytk/eP6ZfHP0TnR2e3Jn9xUeY/z0Now/FukBzKUVEugIFMulSvtlSwb2f5TR7LizY2W2Qdma+/xLz/GMwZCSuS2/Acjm/gbmIiPieApl0GXkV9Y1h7KSB8YxIiyIyxEVmbKjDlXmZlUuxn3wQ+g7E9YdbsUJCnC5JRET8RIFMuoz//uhd8O+soYmcOywpoIYCzbqfsP9xL6Rl4rpqOlZYuNMliYiIHymQSae2payOxdmVAHyyoRyAqQcFWBjbsgH7kZnQLRHXdTOwIqOdLklERPxMgUw6tdvnb2Zbrafx8cTesY5uDv5rJn8r9kN/hvAIXNffhRUb73RJIiLiAAUy6ZQW/FLG6qIattV6CA2y+M8Z/QEIDQqgMFZSiP236WAMrutmYiUmO12SiIg4RIFMOqX/LCukot5DXFgQVxzcPaDupAQwFWXenrGaKlw33IOVluF0SSIi4iAFMulU5q4u4bucKsrqPEzsHcsfx6Y5XVILproK++EZUFyI69o7sXr1dbokERFxmAKZdCofrSujsLqBvglhjE4PvMnxpq4O+9G7IGcjriv/hDVgiNMliYhIAFAgk06jzm2zcVsdh2REc9sRgTcEaNwN2I//Bdb9hHXZjVgHZTldkoiIBAgFMunwPLbhlg83sba4FoCYsMBb3d7YHszTD8OP32FdMA3XmMOdLklERAKIApl0aMYY/vDOL+RXNuCy4IQB8ZwxJNHpspoxxmBefByz+HOs0y/CNeE4p0sSEZEAo0AmHZptIL+ygbAgi3+d3JeEiMD7ljavP4/57H2sKafjOu50p8sREZEAFFhrAYjsozOGJAZkGLPnvYZ5/zWsI47DOvVCp8sREZEApUAm4iP2p+9jXn8O6+AJWOdeEVDbNYmISGBRIBPxAfubTzEv/hMOysL67bVYLv1VExGR3dNPCZF2ZpYvxjzzMPQfjOuKW7CCA28oVUREAosCmXRodR7b6RKaMWtWYP/rL5DRG9cfp2OFhjldkoiIdAAKZNKhvf1zKQAul/Pzs8ymddiz74LEFFzXzMCKiHS6JBER6SAUyKRDe31lMQDH9o1ztA6Tm+3dnzIqBtd1M7FiYh2tR0REOhYFMumwKus81HkMMaEuYsOdm6dliguwH/ozuFy4rp+JlZDkWC0iItIxabaxdFg/FdYAcOpg51bmN+Wl2H+bDnU1uG66Fyulh2O1iIhIx6UeMumQttU0MOvLrQAMS3VmrpapqsR+6A7YVoLr6juwMno7UoeIiHR8CmTSIa0vqqLWbdMtPIj02FC/t2/qarFnz4S8bFxX3obVd5DfaxARkc5DgUw6tJvHpxMZEuTXNk1DA/Y/7oNf1uC67EaswSP92r6IiHQ+mkMmHU5JjZurX//Z+8DPq10Yjwf7qQdh1VKsi6/GGnWofwsQEZFOST1k0uHklNcB0C8hnH4J4X5r1xiDeeExWLIIa+qluA6b5Le2RUSkc1MPmXQYRdUNFFW5uX3+FgAuGJFMWLB//k9hjMG88jTmy/lYJ56Na9LJfmlXRES6BgUyCXglNW7eXV3Kq9sXgQU4vE8CQ1Ii/FaDeXcOZv5bWEediPWbc/zWroiIdA0KZBLQtpbX84d3fml8fFlWCt3CgzlhxAGUlZb4pQb747mYt17CGjcRa+rvsCznt2kSEZHORYFMApJtDD/kVTNjgXd4clj3SC4YkcyAJG+vWEiQf4Yq7UULMC8/ASPGYl10NZZL0y5FRKT9KZBJwCmrdfPiD0V8sG4bAIdkRHPT+HRCgvzbM2WWfY157hEYNAzX72/ECvLv8hoiItJ1KJBJwJm7urQxjN18eA/GZsQQ5PJzGPvpB+zHH4Be/bwLv4b4f/FZERHpOhTIJKB4bMO7q0txWfDc6f2JDfN/r5TZsAb7sXugezqua+7ACndmayYREek6NCFGAsrinEqqGmwscCaM5WzC/vudENsN17V3YkXF+L0GERHpehTIJKC8ssK7tMVDx/t/o25TmOfdLDwkBNd1M7G6Jfi9BhER6ZoUyCRgbCytZX1JLQC9uoX5tW2zrRj7b9PB3YDr2plYyal+bV9ERLo2BTIJCBtKa7nmvY0A/D6ru1/bNpXl3p6xinJc18zASu/p1/ZFREQUyMRxHttw7fYwNi4zmuMHdPNb26a22jtnrCAX1x//hNW7v9/aFhER2UGBTBy3sqAagMgQF7ccnu63lfBNQz32o/fA5vW4rrgFa9Awv7QrIiLyawpk4qh1xbVM/9i7Gv/tR2b4L4y53dhP/BVW/4j122uwhh/sl3ZFRER2RYFMHJVbUQ/ApL5xDE72z2bhxra9K/Av+wbr3MtxjZ3ol3ZFRER2R4FMAsIpByb4pXfMGIN5+UnM159gnXI+rokn+LxNERGRvVEgky7FvP0SZuG7WMeegnX8mU6XIyIiAiiQiYOq6j1s3Fbnt/bsD9/EzJ2DNf4YrDN+67f5aiIiInujvSzFMfd+lsOKfO8dlhEhvv2/gf3FR5j/PY01+jCsC6YpjImISEBRD5k4ZtX25S7+cVIfkiJDfNaO+f5LzPOPwZCRWL+7Hsvl/z0yRURE9kSBTBzR4LGxjffuyvTYUJ+1Y1YswX7yQeg7ENcfbsUK9l3wExER2VcKZOKINUXePSvDg333LWjW/YT9z/ugRyauq6ZjhYX7rC0REZH9oUAmjvAYA8ChmTE+eX+zZQP2IzOhWyKua2dgRUb7pB0REZH2oEAmjtjRQ+YLJn8r9kN/hvAIXNffhRUb77O2RERE2oMCmfjdyoJqXvihEIAe7Tx/zJQUYv9tOgCu62ZiJSa36/uLiIj4gpa9EL978IutgHd1/viI9vsWNBVl3p6xmipcN96DlZbRbu8tIiLiS+ohE78LDrIIsuC3o1La7T1NdRX2wzOguBDXH6dj9ezbbu8tIiLiawpk4lcVdR7yKxs4tGf7TeY3dXXYj94FORu9S1sMGNJu7y0iIuIPCmTiV8XVDQB0j26fuWPG3YD9+F9g3U9Yl16PddDodnlfERERf1IgE0f0S9j/NcGM7cE8/TD8+B3W+dNwjTm8HSoTERHxPwUy8auiane7vI8xBvPivzCLP8c642JcEya3y/uKiIg4QXdZil/klNezcVstD3zuvcMyNGj/NveufOGfmM8+wJpyBq7Jp7VHiSIiIo5RIBOfq3PbXP3uL7ht7+PJ/boxIi1qn9/Pnvcq1W/8B+vIKVinXtBOVYqIiDhHgUx8zm0b3DZM6d+NI3rHMiAxgiDXvvWQ2Z/Mw7z+POETjqX+nMuxrP3raRMREQkEmkMmPlXntlnwSxkAaTGhHJgcue9h7JtPMS/9C4aNIfaq27Fc+vYVEZHOQT1k4jO1bps/f7yF1UU1ACRF7fu3m1m+GPPMw9B/CK7Lb8YK1reuiIh0HvqpJj7z9s8ljWHsiZP77PPaY2b1Cux//QUyeuP64+1YoWHtWaaIiIjjFMjEZ95cVQLAc6f1o9s+7llpNq3zrsKf1B3XNTOwIiLbs0QREZGAoEk44jMNtiEyxLXvYSw327s/ZVQMrmvvxIqJbd8CRUREAoQCmfjEkq2V1HsMR/eN26fXm6J87L9NB5cL1/UzsRKS2rlCERGRwKEhS2l33+VUctcn2QCMSY9u8+tNWSn2Q3+G+lpcN92LldKjvUsUEREJKOohk3a3Ir8agAtHJDM8tW0LwJqqSuyH74BtJbiuvgMro7cvShQREQkoCmTSrspr3bzxk3cy/+lDEtv0WmMM9hMPQF42ritvw+o7yBclioiIBBwFMmlXO4Yqx2W2faiSNStg1TKs0y/CGjyynSsTEREJXApk0q7q3AaAa8a1fd6XPXcOxMVjTTiuvcsSEREJaApk0m7yK+up89iMzYwmIqRt31pm7Sr4eTnW5NO08KuIiHQ5CmTSLirrPVzx9i/kVTYQFtT2byt77hyIiVPvmIiIdEkKZNIu6tw2toHjB3Tj0tEpbXqt+WU1rFqKdewpWGHqHRMRka5HgUzaRU55PQAHdAsnLrxty9vZc+dAdAzWkcf7ojQREZGAp0Am7WLOj0UAdIsIatPrzKb18ON3WJNOxgqP8EVpIiIiAU+BTNrFioIaMmJDOSQjpk2vs+fOgcgorIkn+KgyERGRwKdAJvttx3BlkMtq0+tM9gZY9jXW0SdhRbZtRX8REZHORIFM9tvd2xeDPX1wQpteZ+a+AuERWEf/xhdliYiIdBjaXFz22fc5lbz1cwlbK7w9ZON6tn640mzdjFmyCGvKmVhR+7Cqv4iISCeiQCb7ZFuNm5nbe8YGJkXw25HJhLZh/THz7v8gNAxrknrHREREFMikzcpq3Vz8+joADsmI5rYjMtr0epOXg1n8uXfdsZhYX5QoIiLSoWgOmbRZbkUDBkiNDuHaQ9Pa/Hrz3v8gJBjr2FPavzgREZEOSIFM2uzrLRUA/OHgVCJD2rjuWEEu5ptPsCZMwYrt5ovyREREOhwFMmmT0ho3b/xUAsCByW1fyNXMexVcQViTT23v0kRERDosBTJpk7JaNwBH94kjLLht3z6muADz1QKsw4/F6ta2JTJEREQ6M79N6l+2bBnPPPMMtm1z9NFHc8opLecPLVq0iP/9739YlkWvXr245ppr/FWetJLb9v4+Jr3tS1WYea+CZWEdd3o7VyUiItKxtTqQLV++nC+//JKysjL+7//+j/Xr11NTU8PQoUP3+lrbtvn3v//N7bffTmJiIrfeeitZWVlkZDTdnZebm8ubb77JXXfdRXR0NGVlZfv2icSn3v7ZO1wZHtLG3rGSIsyX87EOnYSVkOSL0kRERDqsVv1UnTdvHk8++SRpaWn89NNPAISGhvLyyy+3qpF169aRmppK9+7dCQ4O5tBDD2Xx4sXNzvn444+ZPHky0dHenpe4uLi2fA7xk5UF1QAMT41s0+vMB6+DMVhT1DsmIiLya63qIXvvvfeYPn06KSkpvPXWWwCkp6ezdevWVjVSUlJCYmJi4+PExETWrl3b7Jwd7zV9+nRs2+bMM89kxIgRrXp/8Q9jDEXVbgYmheOyWr9vpdlWgvnsA6xxR2EldfdhhSIiIh1TqwJZTU0NSUnNh5ncbjfBwe03Bc22bXJzc7njjjsoKSnhjjvuYNasWURFNd90ev78+cyfPx+A+++/v0Vd7S04ONjnbXQUeeW1AESFh7Xpz6TinZeotm0Szr2M4Hb6s9R1CTy6JoFJ1yXw6JoEJqevS6sS1YEHHsibb77Jaaed1vjcvHnzGDJkSKsaSUhIoLi4uPFxcXExCQkJLc7p378/wcHBpKSkkJaWRm5uLv369Wt23qRJk5g0aVLj46KiolbVsK+SkpJ83kZHUbh9z8oJmZGt/jMx5duw338d65AJbAsJh3b6s9R1CTy6JoFJ1yXw6JoEJn9clx49euz2WKvmkF1yySV8++23XHnlldTW1nLNNdfw1VdfcdFFF7WqgL59+5Kbm0tBQQFut5tFixaRlZXV7JyDDz6YlStXAlBeXk5ubi7du2t4KxC1YbQS89Fb0NCAdfyZvitIRESkg2tVD1l8fDz33Xcf69evp7CwkMTERPr164fL1bo77YKCgrjkkku45557sG2biRMnkpmZyZw5c+jbty9ZWVkMHz6cH374geuuuw6Xy8X5559PTEzMfn04cZapKMcsfBdrzOFYqW3b71JERKQraVUge+CBB7j55pvp169fsyHEWbNmceONN7aqoVGjRjFq1Khmz02dOrXxa8uyuOiii1rd6yaBz8x/G+rrsI4/y+lSREREAlqrurh2DCW29nnpnNYWeyf1G7P3c01VJWbhXBg1Diu9p48rExER6dj22EM2Z84cwHtH5Y6vd8jPzyc5Odl3lUlAafDYPPild2mS/onhez3ffPwO1FTjOmHqXs8VERHp6vYYyHbcGWnbdrO7JMF7N8JZZ2koqqv41+J8AHrEhJIRF7bHc01NNebjt2HEIViZvf1RnoiISIe2x0A2bdo0AAYMGNBsqQnpevIrGwC495i9Dz+aBXOhugrXieodExERaY1WTerfEcZqamqoqKjA7DSJSEtTdA3VDTaDkyOIj9jzt4yprcHMfwsOysLq1W+P54qIiIhXqwJZdnY2jzzyCJs2bWpx7Ndzy6TzqffYrC+ppW/CnocqAcyn86CyQr1jIiIibdCquyyfeuophgwZwtNPP01kZCTPPPMMxxxzDFdeeaWv65MAUNtgAzAgMWKP55m6OswHb8DgkVh9BvqjNBERkU6hVYFs06ZNnHfeeURFRWGMITIykvPPP1+9Y13Ewg3lAPRJ2PPdlebz96GiTL1jIiIibdSqQBYSEoLH4wEgJiaGoqIijDFUVlb6tDgJDCsLqokIdnFUn7jdnmPq6zDvvw4DD8LqP9iP1YmIiHR8rZpDNmjQIL766iuOPPJIxo4dy7333ktISEirNxeXjs1jG3rEhhLs2v0mluaLj6CsFNdlrdu5QURERJq0KpBdf/31jV+fc845ZGZmUltbyxFHHOGzwsR5tW6buatLyamoJzIkaLfnmYYGb+9Yv8EwYKgfKxQREekcWrc7+M4vcLmYMGECRx11FAsXLvRFTRIgVuRX88KyQnIrGugZF7rb88yij6G0CNdJU7Gs3feiiYiIyK7ttYfsxx9/ZOPGjaSmpjJmzBg8Hg8ffPABb731FtHR0Rx33HH+qFMcYG9fb+7B4w6g3262SzJuN2beq9B7ABw4wp/liYiIdBp7DGRvvvkmr732GpmZmWzZsoXJkyezcuVKQkJCuPzyyxk1apS/6hQHrCyo2es55uuFUFyA67wr1DsmIiKyj/YYyObPn8+dd95Jnz59WLNmDdOnT+fCCy/khBNO8Fd94qDyOjcAaTEhuzxuPB7Me/+DXv1g6Gh/liYiItKp7HEOWUVFBX369AG8+1mGhIRw/PHH+6UwCQQWyZHBRIXuekK/+fYzKMzDdeJZ6h0TERHZD3udQ2aMady7MiTE21Ni23bjcZerzfcFSCdgbA/m3VcgozcMP8TpckRERDq0PQay2tpazj777GbP/fqxVuvvvDy2wezmmPnuS8jPwXXFLeodExER2U97DGSPPvqov+qQAPP2zyV8urGclKiW88eMbWPmzoG0TBg5zoHqREREOpc9BrLk5GR/1SEBZmVBNQDTDklteXDpV5C7BeuyG7E0ZC0iIrLf9NNUWlicXcnXWyoJDbIYmRbV7Jixbey5cyA1HSvrMIcqFBER6VwUyKSZ/Mp67v40G4CLRu6ih3T5t5C9Eev4s7Bcu99OSURERFpPgUyaqW7w3kF70qB4jh8Q3+yYMQZ77iuQnIp18AQnyhMREemU2hTIioqKWLNmja9qkQBQXucBYEhKJK5f3z254nvYtA7r+DOxgtQ7JiIi0l72ug4ZeIPY3//+dzZu3AjACy+8wNdff82yZcu44oorfFmf+NmrK4oBiA9v/q1hjMF+52VITMEaO9GJ0kRERDqtVvWQPfHEE4wcOZLnnnuO4GDvD+phw4axfPlynxYn/mWMYXm+9+7KQckRzQ/+tAw2rMGacgZWcKtyvIiIiLRSqwLZunXrOOWUU5qtyh8ZGUl1dbXPChP/y6tsAGDUr++sNAb7nTkQn4R16NFOlCYiItKptSqQxcXFkZeX1+y57OxskpKSfFKUOGNzWR0AR/SObX5gzQpYtwrruNOwQna90biIiIjsu1aNPZ100kn85S9/4ZRTTsG2bb744gveeOMNTjnlFF/XJ37isQ33fpoDQHpsaLNj9jsvQ1wC1uHHOlGaiIhIp9eqQHbUUUcRExPD/PnzSUxM5LPPPmPq1KkcfPDBvq5P/GRZbhUAEcEu+iWENz5v1q6C1T9iTb0UKyR0dy8XERGR/dCqQGbbNmPGjGHMmDG+rkcc8upK792Vdx6d2WyzcHvuHIiJwzr8OKdKExER6fRaFcguu+wyxo0bx/jx4xk0aJCvaxI/evOnYl5bWdK4/tiAxJ16x35ZDauWYp1xMVZYmFMlioiIdHqtCmS33347X375JX//+99xuVwcdthhjB8/np49e/q6PvEhj21YVVCDxxim9O/GmPTolr1j0TFYR0xxsEoREZHOr1WBrHfv3vTu3Zvzzz+fVatW8cUXX3DnnXcSHx/PrFmzfF2j+MgN729kQ2kdvbqFccXBqc2OmU3r4MfvsE45Hys8YjfvICIiIu2hzXtZ9ujRg4yMDJKSkigsLPRFTeInG0rrGJwcwRVjurc4Zs99BSKjsI460YHKREREupZW9ZBVVVXxzTff8MUXX7B27VqGDRvGySefTFZWlq/rEx9ZX1ILQM9uYQxOiWx2zGzZAMu+xjrpHKyIyF29XERERNpRqwLZ5ZdfzsCBAxk/fjw33HADUVFRe3+RBCxjDF9vqQBgdI+W19J+dw5ERGIdfZK/SxMREemSWhXIZs+eTXx8vK9rET/ZuK2OV7ZvIp4S1XzlfZOzGZZ8hTXlTKyoaCfKExER6XJ2G8hWrVrF4MGDAcjJySEnJ2eX5w0dOtQ3lYnP7FgE9rKsFA6ID292zLz3CoSGYR3zGydKExER6ZJ2G8j+/e9/8+CDDwLwz3/+c5fnWJbFo48+6pvKxGfe+bkUgKG/njuWl41Z/AXW5FOxomN39VIRERHxgd0Gsh1hDOCxxx7zSzHiex7bUFzj5pCM6F30jv0PQoKxjjnZoepERES6plYte/HAAw/s8nmtQdbxbCmrAyAsuPmlNwW5mG8+xTpiClZsNydKExER6bJaNal/5cqVbXpeAtPH67exYEM5AIf2jGl2zMx7FVxBWMee6kRpIiIiXdoeA9mcOXMAcLvdjV/vkJ+fT3Jysu8qk3Y3b+02tpTVMzApnN7dmvamNEX5mK8WeHvHuiU4WKGIiEjXtMdAVlzsXRrBtu3Gr3dISkrirLPO8l1l4hODkyO446jMZs+Z918Dy8KafJpDVYmIiHRtewxk06ZNA2DAgAFMmjTJLwWJf5mSQswX87HGT8JKSHK6HBERkS5pt4GsoKCAlJQUAA466CDy8/N3eV737i33QZTAsyy3irXFtYxMa74yv3n/dcBgTTnDmcJERERk94Hsxhtv5Pnnnwfg6quv3u0b/HpumQSeH/OruGPBFgCmDGi6g9JsK8F8/iHWuKOwElOcKk9ERKTL220g2xHGQKGro8sprwfgnIOSOCSj6e5K88EbYHvUOyYiIuKwVq1D9mv5+fkUFBS0dy3iA3Vum6e+816r4/rv1DtWvg3z2TysQ47ESklzqjwRERGhlYHs4YcfZvXq1QAsXLiQ66+/nhtuuIEFCxb4tDjZf099n0+DbYgIdtEtoqlD1Hz4JjS4sY4/08HqREREBFoZyFasWEHfvn0BmDt3LtOnT+fee+/lzTff9Glxsv9+KqwBYPaJvRufMxXlmE/ewxpzOFZqulOliYiIyHatWqnf7XYTHBxMSUkJlZWVDBo0CICysjKfFif7b0tZPVGhLpKjQhqfM/Pfhvo6rBPUOyYiIhIIWhXIDjjgAN544w0KCwsZNWoUACUlJURERPi0OGkfE3vHNX5tqioxC97BGnUoVo+eDlYlIiIiO7RqyPKKK65g8+bN1NfXM3XqVADWrFnD+PHjfVqc7J+aBhuAiJ02EjcfvwO1NVgnapcFERGRQNGqHrLU1FSuueaaZs+NHTuWsWPH+qQoaR9v/VQCQGiQBYCprsJ8/DaMGIuV0XtPLxURERE/alUgA+/dlZ999hklJSUkJCQwYcIEJk6c6MvaZD/lVnjXH5u8fbkLs/BdqK7CdeJUJ8sSERGRX2lVIHv99df59NNPOemkk0hKSqKoqIi3336b0tJSTjtNG1IHKpcLUqKCiQsPxtRWYz56Cw7KwurV1+nSREREZCetCmQff/wxM2bMIDk5ufG54cOHc8cddyiQdRDmk3lQVaHeMRERkQDUqkn9dXV1xMbGNnsuJiaG+vp6nxQl7cvU1XkXgh0yEqvPQKfLERERkV9pVSAbMWIEjzzyCFu3bqW+vp6cnBweffRRhg8f7uv6pB2Yz96HijL1jomIiASoVg1ZXnLJJTz99NPceOONeDwegoODGTduHL/97W99XZ/shwW/lBMfHoT54HUYNAyr32CnSxIREZFd2Gsgq66uJi8vj0svvZRp06ZRUVFBTEwMLtc+7UsufmKMAaCbuxrKSnFddqPDFYmIiMju7DGQLVmyhIceeoj6+nrCw8O56aabGDp0qL9qk/3w3NJCAEbkLIX+g2GArpuIuNeJJQAAIABJREFUiEig2mM315w5czjvvPN4/vnnmTp1Ki+//LK/6pL9YIzhje2Lwp64/kNcJ56NZVkOVyUiIiK7s8dAlp+fz3HHHUdYWBiTJ08mLy/PX3XJfthc5r37tXdNPvEZ6XCgbr4QEREJZHsMZDvmIQEEBQXh8Xh8XpDsv4LKBgBO/0W9YyIiIh3BHueQ1dXVcccddzQ+rq2tbfYY4M477/RNZbLPlmytAKB7tygYOsrhakRERGRv9hjIrrjiimaPtXdl4LON4Yv1JUAQ/Y89Wr1jIiIiHcAeA9mRRx7ppzKkvWwuraHcDsJlbBh+sNPliIiISCtoMbFOxrNiKQA3plepd0xERKSDUCDrRIxts+HbJQC4+gxwuBoREZH/Z+/O46qq8z+Ovw5cZFF2F9xL0lL8jYaWJm4omqVj5WiWTqkVZWppNVnaZlOU2WjZaNqYkTZTms60Ou5WbmVmkZktrikIKIsiO/fe8/vjxikGZFHgor6fj0ePuOeee8/n8lV4+/1+z/crlaVAdiH55nNSCly9YpeE+Lq5GBEREaksBbILhOl04vx4OUYDfwCa+tdzc0UiIiJSWZXaXLyoqIiVK1eybds2Tp8+zZIlS/j2229JTk5m0KBBNV2jVMbuL/ku25N3L+vm7kpERESkiirVQ7ZkyRKOHj3K/fffb00Ub9myJevWravR4qRyTNPE+dFy9jXtAMDNHUPdXJGIiIhURaUC2Zdffsn9999Pu3btrEAWEhJCRkZGjRYnlfTdV3DkAMYVfwBgeIQCmYiIyPmkUoHMZrPhdDpLHMvKysLf379GipLKM00T58fLIbQxRss27i5HREREzkKlAln37t2ZN28ex48fByAzM5PFixfTo0ePGi1OKmFvAhz6GeP64eChezRERETOR5X6DT5q1CgaN27MQw89RG5uLvfffz/BwcGMGDGipuuTcrh6x5ZBSEOMa/q7uxwRERE5S5W6y9JmszF27FjGjh1rDVVqFfg64KfvYP8PGKPuwfDy4kROkbsrEhERkbNQqUCWmppa4nFeXp71dZMmTaq3Iqk058fLITAEo+cAAHan5gLg6aGwLCIicj6pVCC7//77z/jc8uXLq60YqTzz5+/hp+8wRt6J4VWPgxn5JGUVEh7ijU2BTERE5LxSqUD2v6Hr5MmTrFixgvbt29dIUVIx56rl4B+I0cu1MO9Daw4DcJm2TBIRETnvnNVteUFBQYwdO5a33367uuuRSjAP/Ah7EzCuHYbh7U1OoQOnCY38bNx7tYaQRUREzjdnvU7CsWPHKCgoqM5apJKcq96FBv4YfVy9YzuTsgG4oX2IbrYQERE5D1VqyPLJJ58s8Yu+oKCAo0ePMnz48BorTMpm/rIfvvsK46bbMHx8MU2Tl7YnAxAe4uPm6kRERORsVCqQ9evXr8RjHx8fWrduTdOmTWukKDkz58fLwa8BRvRgABKzCgG4NNibDo393FmaiIiInKUKA5nT6WTPnj3cc889eHl51UZNcgbm0UOQsANj6CgMX1f4OpTpGjYe1kH7V4qIiJyvKpxD5uHhwe7du895blJCQgKTJ0/mvvvu4/333z/jeV988QU333wzBw4cOKfrXYicq5aDrx9G/yGlnmsT7O2GikRERKQ6VGpS/+DBg3n33Xex2+1ndRGn08nixYuZPn06L730Etu2bSMxMbHUeXl5eaxevZq2bdue1XUuZGbSEdi1HaPfEAy/BtbxLb9kAWgyv4iIyHms3CHLrVu30rNnT9asWcPJkydZtWoVAQEBJc5ZsGBBhRfZv38/YWFh1qr+PXr0YOfOnbRo0aLEecuXL+eGG27gww8/rOrnuOCZ/30XvH0xYoaWOP5lousOy6b+Gk4WERE5X5UbyBYtWkTPnj257777zukiGRkZhIb+NscpNDSUffv2lTjn4MGDpKWlERkZqUD2P8zkRMydW1zrjjUIKPX8H5r44aEeMhERkfNWuYHMNE0AOnToUKNFOJ1Oli5dyoQJEyo8d8OGDWzYsAGAmTNn0rBhwxqtzWaz1fg1KnLqX6+SX8+bhiPH4REUUuI5TwOubBXq9hprW11oFylJbVI3qV3qHrVJ3eTudik3kBXfYVmejh07VniRkJAQ0tPTrcfp6emEhPwWLPLz8zl69ChPP/004NqaadasWUydOpXw8PAS7xUTE0NMTIz1OC0trcLrn4uGDRvW+DXKYx4/hnPzOoyYoWTYnfC7WpymicOE3Nxct9boDu5uFylNbVI3qV3qHrVJ3VQb7dKsWbMzPlduICsqKmLhwoVWT9n/MgyDefPmVVhAeHg4ycnJHD9+nJCQELZv315iw3I/Pz8WL15sPZ4xYwa33XZbqTB2MTL/uxI8bRgDbyr13HepuQAUOctuHxERETk/lBvIfHx8KhW4KuLp6ckdd9xBXFwcTqeT6OhoWrZsyfLlywkPD6dr167nfI0LkZmWivnFJxh9r8cIDC71fL7dCUCPVv61XZqIiIhUo0qt1F8dIiMjiYyMLHFs5MiRZZ47Y8aMWqio7jNX/xsMA+PaYeWeZ/PQhH4REZHzWbnrkJ1pqFJqnplxAnPbBoyeAzCCtQq/iIjIhazcQLZ06dLaqkP+h7nmPwAYg7SBu4iIyIWuUiv1S+0yT2ZgblmH0aMfRmijM5730Y+ZtViViIiI1BQFsjrIXPseOB0Y15XfO/bjiTwAmtTXKv0iIiLnMwWyOsbMzsLcvBqjW1+MRmFnPC8zz06R0+SPVwTTwNuzFisUERGR6qZAVtcc3geFhRg9Y8o97ZeTBQCE+NbajbIiIiJSQxTI6hgzJdH1RdOWZzwnPbeIpzYdBaB9Q9/aKEtERERqkLpX6prkJKjvD2VsIm6aJgUOk0fXHQGgbagPbUJ8artCERERqWYKZHWMmZoEYc0xjNKLvc7edowtv5y2HsfFtMLbpk5OERGR850CWV2TkojRMbLsp7KLaOZfjwGXBdKthb/CmIiIyAVCgawOMXNz4FQmhLU44zlhDbwY1kEr94uIiFxI1MVSl6QmAWCENS/z6WNZhbVZjYiIiNQSBbI6xEz+9Q7LMnrIfk7LI6fISVaBo5arEhERkZqmQFaXpCaBpyc0LL0g7JvfHAfgj1cE13ZVIiIiUsMUyOoQMyURGoVh2EpP7TMMg6b+XvS9NNANlYmIiEhNUiCrS5ITyxyuPJlnZ09qLsE+ugdDRETkQqRAVkeYDgecSMZoUnpC/5IE13BlY20iLiIickFSIKsr0lPBboempXvINh3MAmBi9zNvNi4iIiLnLwWyuiK5eMmLkoGsyOEE4JIgb+p5qrlEREQuRPoNX0eYqcVLXpS9Blmv1qX3thQREZELgwJZXZGSBP6BGPX93V2JiIiI1DIFsjrCTEkss3fsP3szXF+U3mtcRERELhAKZHVFSlKp+WMA+zPyAejVWj1nIiIiFyoFsjrAzDkNp0+V2UP2ZWI2YQ28aNKgnhsqExERkdqgQFYXpPx6h2WTsu+wbB6gMCYiInIhUyCrA8yUX++wbFqyh+zFrccA6NDIr7ZLEhERkVqkQFYXJCeCzQahTUoc3pGYDcDgy7WhuIiIyIVMgawOMFOToFFTDE9P61hGnh2Anq398fVSM4mIiFzI9Ju+LkhJLLVl0n++TwcgPNjHHRWJiIhILVIgczPTbocTKSWWvChymKz6OROAmzqEuKs0ERERqSUKZO6WlgIOBzRxTei3O02e/fQoThMCfTwxDK0IKyIicqGzubuAi96vd1gaTVuw+XAWK79P55eTBQC8MLC1OysTERGRWqJA5mbmr2uQORo3Y/b7rnDWOsibR3s1p6m/1h8TERG5GCiQuVtKIs7AYJ7a7prEf1Xz+jzet6WbixIREZHapDlkbuZMSeKpDuP4/ngeAOMim1TwChEREbnQKJC5kWma7M9y8r13GAAL/thG2ySJiIhchBTI3Ck7i+VhPQF4sm8LmimMiYiIXJQUyNzowP5Evg69AoArm9V3czUiIiLiLgpkbvTmgSIA7r7CFw+tNyYiInLRUiBzE9M0+a7AtS3SdZ2bu7kaERERcScFMjf5NiUXgI65SXh4avURERGRi5kCmZt8cvAUAH82D7i5EhEREXE3BTI38fF0/f/yJprMLyIicrFTIHOTvSmnaVCUY20qLiIiIhcvTV5yk7Q8B7le9TGaBrq7FBEREXEz9ZC5iZfpYMCxHeohExEREQUyd1j1UyanTC+MevUwfHzdXY6IiIi4mQJZLcu3O/nHV6kA/J8t283ViIiISF2gQFbLNv263MWg1C/pGexwczUiIiJSFyiQ1bLMPDsAww+shSYt3FyNiIiI1AUKZLVswwFXD1lI4WmMpprQLyIiIgpkta5+PQ/qGU7XA/WQiYiICApktc4AupAB9bwhONTd5YiIiEgdoEBWy04VODDz8yCsOYaHvv0iIiKiQFarMvPsnMp3kF/owNCCsCIiIvIrBbJalFvkmjt2Zep3EKb5YyIiIuKiQOYGgYWnoakCmYiIiLgokLmJhixFRESkmAJZLTFNkzX7Mn87oEAmIiIiv1IgqyWfHsriwx9dgaxJPRPD29vNFYmIiEhdoUBWC07kFPHy58kAxB37gMsD9G0XERGR3ygZ1IJvknMAuK5tEO1/+RpDE/pFRETkdxTIaphpmiz95jgAf2rhAQV5mj8mIiIiJSiQ1bBfThZwutC1/ljwSdewpRGmQCYiIiK/USCrYUdOFQLwSK9meKQmug5qyFJERER+R4GslrQK8oaUJPD2hcAQd5cjIiIidYgCWQ0rcjitr82URNem4obhxopERESkrlEgq2GvfJECgM0wICVR88dERESkFAWyWtAioB6NvRyQkaZNxUVERKQUBbIa5DRNAHq08sc4fgxAa5CJiIhIKQpkNWjrL6cBKHKYmClJroNag0xERET+hwJZDXorwbUg7IDLgiAlEQwDmjRzc1UiIiJS1yiQ1ZAih5PjOXYAmgfUcy150bAJhlc9N1cmIiIidY0CWQ354UQeANe3CwJ+XfJCw5UiIiJSBgWyGrL+wCkAercOwHQ6ITUJQ3dYioiISBkUyGrIrmPZADRu4AWZaVBYCE3VQyYiIiKlKZDVEJuHwaC2QYT6ebnmjwFGE/WQiYiISGkKZDUgq8DBqXwHvy5D5po/BuohExERkTIpkNWA//6cCUCQr6frQEoS+NYH/yA3ViUiIiJ1lQJZDcgtdAAw9IoQQJuKi4iISPkUyGqAE/D2NGhQr7iHLFF3WIqIiMgZ2dxdwIVo9c8nrX0szfxcOJkBYZo/JiIiImVTIKsBwT6eeHr8OjxZfIeleshERETkDDRkWc2KHE5O5Nrp2MQP+P0dlgpkIiIiUjYFsmr2wQ+uOyw7hdV3HUhJAg8PaBTmxqpERESkLlMgq2YFDicAPVv7A7/2kDUMw7B5ubMsERERqcMUyGqAAXgYv5tDpgn9IiIiUg4FshpkOh2QekwT+kVERKRcCmTVbE9qLmbxg/QTYC9SD5mIiIiUS4GsGh3LKmTvibzfDmjJCxEREamEWluHLCEhgfj4eJxOJ/379+fGG28s8fzHH3/Mxo0b8fT0JCAggHvvvZdGjRrVVnnnzOE0uX/VIQDGdHbVbS15oUAmIiIi5aiVHjKn08nixYuZPn06L730Etu2bSMxMbHEOZdccgkzZ87kb3/7G927d+ef//xnbZRWbTLz7RQ5Tbw8DG7q4NrDkpREaOCP4R/g3uJERESkTquVQLZ//37CwsJo0qQJNpuNHj16sHPnzhLndOzYEW9vbwDatm1LRkZGbZRW7e6+qom1ibiZkgRNNH9MREREylcrgSwjI4PQ0FDrcWhoaLmBa9OmTXTu3Lk2Sqs2P6fllT6oTcVFRESkEurcXpabN2/m4MGDzJgxo8znN2zYwIYNGwCYOXMmDRs2rNF6bDZbpa5RkFgIwFXhYTRs2ABnzmlOZJ2kfng76tdwjRejyraL1B61Sd2kdql71CZ1k7vbpVYCWUhICOnp6dbj9PR0QkJCSp23e/du3nvvPWbMmIGXV9kr28fExBATE2M9TktLq/6Cf6dhw4aVukZ2djYAtsIc0tLyMQ/+BECufzB5NVzjxaiy7SK1R21SN6ld6h61Sd1UG+3SrFmzMz5XK0OW4eHhJCcnc/z4cex2O9u3b6dr164lzjl06BCLFi1i6tSpBAYG1kZZNUp3WIqIiEhl1UoPmaenJ3fccQdxcXE4nU6io6Np2bIly5cvJzw8nK5du/LPf/6T/Px85syZA7iS6iOPPFIb5VWLfLuz5IGUJPD0hIZN3FOQiIiInDdqbQ5ZZGQkkZGRJY6NHDnS+vqJJ56orVJqxGeHswCweRTfYZkIjZpi2OrcND0RERGpY5QWqkmgtydZPp74ev06CpySpOFKERERqRRtnVSNWgbUA8B0OOB4Mob2sBQREZFKUCCrCWmp4LCrh0xEREQqRYGsJvx6h6V6yERERKQyFMiqyZ7jv63Ub6Ykub5QIBMREZFKUCCrBtkFDgDy7abrQEoi+Adi1Pd3Y1UiIiJyvlAgqwa/xjD6XhrgepySpN4xERERqTQFspqgTcVFRESkChTIqpmZnQXZWbrDUkRERCpNgay6/TqhX3dYioiISGUpkFWDn9Jcd1iaaFNxERERqToFsmqQkWcH4IqGvq47LG02aNjYzVWJiIjI+UKBrBqF+Nlcd1g2bobh4enuckREROQ8oUBW3bSpuIiIiFSRAlk1Mu12OKFNxUVERKRqFMiqU/oJcDrVQyYiIiJVokBWDZKyCl1fnEgG0KKwIiIiUiUKZNVgf0Y+AL5px1wHNGQpIiIiVaBAVg32Hs+lVWA9/FKPQGAIhq+fu0sSERGR84gC2TlKyy3CaUKR03QtCqveMREREakiBbJz9H1qLgDD2odASpLusBQREZEqUyA7RwkpOQB0qO+A3GzdYSkiIiJVpkB2jvKKnAA0ykoBtKm4iIiIVJ0C2TkzaBVYD6/jSa6H6iETERGRKlIgqy4pieBVD0IaubsSEREROc8okJ2jIocTE1ybijdphuGhb6mIiIhUjdLDOdifns9Xx3JwOE1ISdQK/SIiInJWFMjOUnaBgx9OuJa8GHxZIKQd1/wxEREROSs2dxdwvpq67hdrD8tOtmwwnVoUVkRERM6KAtlZME2TpKxCOof5MSwilOaJ32KiTcVFRETk7GjI8iwcyiwAINDHRqew+pCa6HqiSTM3ViUiIiLnKwWys/BNsmt1/t6XBLgOpCRBcEMMH183ViUiIiLnKwWys/DRjxkANKrvBaBNxUVEROScKJCdBZuHwTUt/Wkd5I1pFi95oUAmIiIiZ0eB7CwYhoGPzXA9OJUJ+Xla8kJERETOmgLZuUpxTejXHZYiIiJythTIzpGZUrypuIYsRURE5OwokJ2rlETw9oGgUHdXIiIiIucpBbIq2pmYzfGcIuuxmZKoTcVFRETknChFVNHP6XkADLwsyHUgJUnzx0REROScKJBVkcNpAtChsR9mQQFknNAdliIiInJOFMiqaO3+k789OH4MTFMT+kVEROScaHPxKgryseHt6QR+u8NSQ5YiIiJyLtRDVkWGAZc3+nXPypRE14HG2lRcREREzp4C2blISYKQRhje3u6uRERERM5jCmTnQJuKi4iISHVQIDtLpmlCqpa8EBERkXOnQHa2MtOhIF89ZCIiInLOFMiqwOE0OXqq0PVAm4qLiIhINVEgq4KUbNeWSU7TdM0fA/WQiYiIyDlTIKsCE9cq/VGtAlx3WPr4QmCIm6sSERGR850C2Vly3WHZAsMw3F2KiIiInOcUyKpg5Z703x6kJGFouFJERESqgbZOqgS70+TRdb+wLz0fgIhAAzLTtKm4iIiIVAsFskrIK3KyLz2fKxr6MqpTQ0KyUnCiOyxFRESkemjIsgp6tvanU1h93WEpIiIi1UqB7GykJIHhAY2bursSERERuQAokJ2NlERo2BjDq567KxEREZELgALZWTBTkjShX0RERKqNAlkVmU7nr5uKa/6YiIiIVA8FsqrKOAFFhZrQLyIiItVGgayqUpIALXkhIiIi1UeBrIp+W/JCgUxERESqhwJZVaUmgV998A90dyUiIiJygVAgqyIzWZuKi4iISPVSIKuEpKzC3x6kJGE00YR+ERERqT4KZJWwYk8aAGHeJpzKgKaaPyYiIiLVR4GsEsxf/3+lmQ7oDksRERGpXgpkldQ21AePVNeSF1qDTERERKqTAllVpCSBhwc0CnN3JSIiInIBUSCrAjMlERo1xbB5ubsUERERuYDY3F3A+eBkvgMDICVRw5UiIiJS7dRDVoFTeUUcyMgnt8gBx49pU3ERERGpdgpkFZi7+SAAV4cYYLeD1iATERGRaqZAVoECuxOA0f4ZABhag0xERESqmQJZJbQKrIctVZuKi4iISM1QIKuslERo4I/RIMDdlYiIiMgFRoGsAp8fzsQEzNQk9Y6JiIhIjVAgq0CB3UlOoROSE7VlkoiIiNQIBbIKGEBMK184fUprkImIiEiNUCCrjOzTgDYVFxERkZqhlforwczOcn2hNchEpAaYpkl+fj5OpxPDMKr1vVNTUykoKKjW95Rzozapm6qrXUzTxMPDAx8fnyr9fVYgq4ycLPC0QcMm7q5ERC5A+fn5eHl5YbNV/49km82Gp6dntb+vnD21Sd1Une1it9vJz8/H19e30q/RkGVlZJ+Gxk0xauCHpYiI0+mskTAmIu5hs9lwOp1Veo0CWQVMgOwsDVeKSI2p7mFKEXG/qv69ViArx09peQDY8/IxmiqQiciFq2XLlgwYMIDo6GhiYmJYuHBhlf+FX+zFF19k8+bNZ3x+6dKlrFix4mxLBeCHH35gwIABDBgwgIiICLp3786AAQMYOXLkOb1vXbB792769+9PVFQUTzzxBKZpljonKyuLMWPGEBMTQ3R0NMuXL7eeGz16NO3bt+f2228v8ZojR44wZMgQoqKiGD9+PIWFhQAkJSUxfPhwBg4cSExMDBs3bizxuqSkJNq2bcvChQutY6+//jr9+vUjOjqaRYsWWcefeeYZevfuTUxMDHfeeSenTp0CYPPmzQwaNIj+/fszaNAgtm7dar1m+PDh9OrVy2rPtLQ067kPP/yQvn37Eh0dzcSJE63jcXFx9OvXj379+vHBBx9Yx6dMmWL9WRgwYAB79uwp8VkSEhJo1aoVH3/8cYnjp0+fpnPnzjz22GMVtsOZPuO5Uh95OTLz7AD8X8bPEHa9m6sREak5Pj4+rF+/HoC0tDQmTpxIdnY2f/nLX6r8Xg8//HC5z/9vUDgb7du3t+qdMmUKMTExDBkypMQ5drv9vBwKnjZtGrNmzSIyMpLbbruNTz75hH79+pU4580336Rdu3YsWbKE9PR0evfuzU033US9evUYP348eXl5/POf/yzxmri4OGJjY7nhhht45JFHeOeddxgzZgxz587lj3/8I2PGjOHnn3/mtttuY8eOHdbrZsyYQXR0tPX4xx9/5O2332bVqlV4eXkxevRoYmJiuPTSS+nduzfTpk3DZrMRFxfHvHnzeOyxxwgJCeHNN98kLCyMH3/8kdGjR7Nr1y7rPefNm0enTp1K1Hvw4EHmzZvH+++/T1BQkBXUNmzYwHfffce6desoLCxk+PDh9OvXD39/fwAef/zxUn8WABwOB3FxcfTp06fUcy+++CLdu3evVDuc6TOeK/WQVUJgUTaGhixF5CLRsGFDZs2aRXx8PKZp4nA4eOaZZ7j++uuJiYnhrbfess6dP38+/fv3JyYmhueeew5wBaTiHojnnnuOvn37EhMTw1//+lcAZs+ebfW27NmzhyFDhli9DSdPngRcvSZxcXEMHjyYnj17lggI5Rk+fDhPPvkk1113Ha+//jq7d+/mT3/6E4MGDWLUqFGkpqYCcPjwYUaPHs2gQYO46aab2L9/f7nve/ToUW666SauvfZarr32Wnbu3AnA9u3bSwTMxx57zOqtSkhIYOjQocTExDB48GCys7MrrD81NZXTp0/TpUsXDMNg+PDhrFmzptR5hmGQnZ2NaZrk5OQQFBRkhc9evXrRoEGDEuebpsm2bdsYPHgwACNGjGDt2rXW88W1ZWVl0aTJbzewrVmzhlatWnH55Zdbx/bt28eVV16Jr68vNpuN7t27s3r1agD69Olj1REZGUlycjIAHTt2JCwsDIDLL7+c/Pz8Cu9ofPvttxk7dixBQUGA689l8fW7deuGzWbDz8+P9u3b88knn5T7XgBvvPEGgwcPJjQ0tMTx3bt3c+LECfr27WsdK68dzvQZz9X5908Hd9EaZCJSC5zLFmEePVR972cY0OISPG6JrdLrWrdujdPpJC0tjbVr1+Lv789///tfCgoKuPHGG+nTpw/79+9n7dq1fPzxx/j6+pKZmVniPTIyMli9ejWbN2/GMIwyh3amTJnCM888wzXXXMOLL77InDlzrOBmt9tZtWoVGzduZM6cOSWG5cpTVFTE6tWrKSoq4k9/+hPx8fGEhobywQcf8MILLzBnzhymTp3KzJkzadOmDV9//TXTpk0rdxi1YcOGvPPOO/j4+HDw4EEmTpxohZCyFBYWcu+997JgwQI6d+7M6dOn8fHxYf/+/UyYMKHMYciVK1eSkpJC06ZNrWNNmzYlJSWl1Lnjxo1j7NixREZGkp2dzYIFC/DwOHMfS2ZmJoGBgVaQ+P37PvTQQ4waNYo33niDvLw8li1bBkBOTg7z589n2bJlJYYrr7jiCl544QUyMjLw9fVl06ZNpXq3AJYtW8bQoUNLHV+1ahUdO3bE29vbOvbggw/i4eHB9ddfz5QpUzAMg4MHDwJwww034HA4eOihh4iOjqZDhw7MmTPH6gncvn07bdu2td7rhRde4OWXXyYqKorp06fj7e1NcnIya9asYcWKFSQkJFjnOp0H/Ap/AAAgAElEQVRO/vrXv/LKK6+wfft263hl2+FMn/FsKJBVRn1/jPoNKj5PROQC9Nlnn/HDDz+watUqwDXf5tChQ2zZsoWRI0dat/YHBweXeF1AQADe3t489NBDxMTEEBMTU+L5rKwsTp06xTXXXAO4em3uuece6/nrr3dNFfnDH/5AYmJipest/gV54MABfvrpJ2655RbA9cu3cePG5OTksGvXrhLXKp5PdSZFRUU89thj7N27Fw8PDyssnMmBAwdo3LgxnTt3BrCG0y677DI2bdqE3W6v9Ocpy6effkpERAQrVqzg8OHD3HrrrXTr1s26TlW8//77jBgxgvHjx/PVV19x//33s2nTJmbPnk1sbCz169cvcX7btm2ZOHEio0aNws/Pj4iIiFJhcO7cudhsNoYNG1bi+E8//cRzzz3H22+/bR37+9//TtOmTcnOziY2NpaVK1cyYsQI7HY7hw4dYuXKlSQnJzNs2DA2btxInz59rN7H0NBQunTpYi1XMW3aNBo3bkxhYSFTp07l1Vdf5YEHHuCpp55i+vTppepcsmQJ/fr1o1mzZlX+vp3pM56tWgtkCQkJxMfH43Q66d+/PzfeeGOJ54uKipg3bx4HDx7E39+fKVOm0Lhx49oqr3yhdaQOEbngVbUnqyI2m+2sfvn/8ssveHh4WMNEzz77bIkhHXCFgoquvWrVKrZu3cqqVauIj4+v0mT+evXqAeDp6Vmlz+Dn5we4hunatWvHRx99VOL506dPExAQYM1Bq4xFixbRqFEj1q9fj9PppE2bNoDrM/6+t6uiYbiKesjCwsJKDIElJydbQ32/t3z5ciZNmoRhGFx66aW0bNmS/fv3c+WVV5Z53eDgYE6dOmXNq/v9+y5btsyab9a1a1cKCgrIyMjgm2++YdWqVcTFxZGVlYWHhwfe3t6MGzeOW2+9lVtvvRWA559/vkRv0vLly9mwYQPvvvtuiTsNjx07xp133sncuXO55JJLrOPFr23QoAE33ngjCQkJjBgxgqZNmxIZGYmXlxetWrWiTZs2HDp0iM6dOzN58mQmT54MwMSJE632KB5u9fb2ZuTIkVbP3u7du5kwYQLg6rndtGkTNpuNXbt2sWPHDpYsWUJubi6FhYXUr1+fO++8s9x2ONNnPBe1MofM6XSyePFipk+fzksvvcS2bdtK/Wtn06ZN1K9fn7///e8MHjyYf/3rX7VRWqUYWhBWRC4i6enpPProo4wbNw7DMOjTpw9Lly6lqKgIcPX+5Obm0rt3b5YvX05enuuO9P8dsszJyeH06dP079+fGTNmsHfv3hLPBwQEEBgYaM0P+/e//11qYvW5CA8PJyMjg6+++gpw/cP/p59+wt/fn5YtW1pBzTRNvv/+ewBWr17N888/X+q9srKyaNy4MR4eHvz73//G4XAA0Lx5c37++WcKCgo4deqUdfdgeHg4x48ft4bHsrOzsdvtVg/Z+vXrS/0XGBhIkyZN8Pf3Z9euXZimycqVK7n22mtL1dO8eXPrWidOnODgwYO0bt36jN8LwzDo0aOH1cu5YsUKBg4cWOq99u3bR0FBAaGhobz33nvs2LGDHTt2cNddd3Hfffcxbtw4AGuCfVJSEqtXr+amm24C4JNPPmHBggW8+eabJRZFPXXqFLfffjvTp0/nqquuso7b7XYyMjKs9tmwYYM1X23QoEHWMGJGRgYHDx6kVatWOBwO6zV79+7lhx9+sCbqF88RNE2TNWvWcMUVVwDwxRdfWJ9l8ODBPPfccwwaNIh58+axc+dOduzYwVNPPcXw4cOZPn16ue1wps94rmqlh2z//v2EhYVZybVHjx7s3LmTFi1+m5f11VdfMWLECAC6d+/OG2+8gWmabl2fx8zLdX2hHjIRucDl5+czYMAA7HY7np6eDB8+nLvvvhuAUaNGcfToUQYNGoRpmoSEhPDGG28QHR3N999/z3XXXYeXlxf9+vVj2rRp1ntmZ2dzxx13UFBQgGmaPPXUU6Wu+/LLL/Poo4+Sn59Pq1atmDNnTrV9pnr16vHaa6/x5JNPkpWVhcPh4K677uLyyy9n3rx5TJs2jblz52K327nhhhuIiIjgl19+KTUhHmDMmDHcfffdrFy5kujoaKsXrnnz5vzxj3+kX79+tGrVio4dO1rXXrBgAY8//jj5+fn4+PiwfPnySt31+dxzz/HAAw+Qn59PdHS0dYfl0qVLAdddqlOmTOGBBx6gf//+mKbJ9OnTCQkJAbBuUsjNzaVLly7Mnj2bvn378thjjzFhwgRmzZpFRESE1cP15JNP8vDDD7No0SIMw+Cll16q8HdvbGwsmZmZ1p2GgYGBgOsOx4KCAmuYODIykhdeeIH4+HgOHz7MSy+9xEsvvQTAO++8g5+fH6NGjcJut+NwOOjVqxejR48GoG/fvnz22Wf07dsXT09PnnjiCUJCQsjPz7eGCRs0aMArr7xifV8nTZpERkYGpmkSERHBzJkzK/x+V7UdzvQZz5VhltVvWs2++OILEhISGD9+POBaj2Tfvn3ceeed1jkPPfQQ06dPt+5+uO+++4iLiyMgIKDc9z527FiN1f35l3uZuc+DOW1zCb86ssauI1XXsGHDEmvViPupTc5ebm6u9Qu+up3tkOXF6r777mPGjBml7sSrTmqTuqm626Wsv9flzVU77yb1b9iwgQ0bNgAwc+ZMa35DTQj1sdGiII3Qy/6vRq8jVWez2dQmdYza5OylpqbW6HpZ5+NaXO6yYMGCWrmO2qRuqs528fb2rtLPxFr5ExESEkJ6err1OD093epa/d9zQkNDcTgc5Obmlnm3yP/eqVOT/yJv94d2LO/Xg7S0NP3Lv45Rb0zdozY5ewUFBTW22bR6Y+oetUndVN3tUlBQUOpnYnk9ZLUyqT88PJzk5GSOHz+O3W5n+/btdO3atcQ5Xbp0se7Y+eKLL4iIiND+biIiInJRqJUeMk9PT+644w7i4uJwOp1ER0fTsmVLli9fTnh4OF27dqVfv37MmzeP++67jwYNGjBlypTaKE1ERETE7WplUn9NqslJ/aBhmLpK7VL3qE3Onib1X1zUJnWTuyf1ay9LERERETdTIBMREZo3b87TTz9tPV64cCGzZ88u9zXr1q1j3rx553zt5cuX83//938MGDCA6OhoYmNjrcVmL3QFBQWMHz+eqKgohgwZwtGjR8s87x//+Ie1FtaECRPIz88v8fwTTzxRYj/H339PBwwYUGKrori4OPr160e/fv344IMPrONbtmzh2muvZcCAAdx4440cOlRyT9VVq1bRvHlzvv322xLHk5KSaNu2bYn9Ll9//XX69etHdHQ0ixYtso5nZmZyyy23EBUVxS233GJtJm+aJk888QRRUVHExMTw3XffWa8ZPXo07du3L7GJO8CRI0cYMmQIUVFRjB8/3tr+qrzPfqb3mjJlCl27drVes2fPHgD+85//EBMTQ//+/Rk6dKi1gHBNUCATERG8vb1ZvXq1tQJ6ZQwcOJBJkyZVy/WHDh3K+vXr+eSTT6hXrx4ffvhhtbxvXffOO+8QGBjItm3biI2NJS4urtQ5ycnJvPHGG/z3v/9l06ZNOByOEkHq22+/tYLN7xV/T9evX8+oUaMA19JR3333HevWrePjjz/mtdde4/Tp04BrH8h58+axfv16brzxRubOnWu9V3Z2NosXLy5za6YZM2YQHR1tPf7xxx95++23WbVqFevXr2fDhg1WuJs/fz49e/Zk27Zt9OzZk/nz5wOu3XoOHTrE1q1beeGFF0osMDx+/PgStRSLi4sjNjaWbdu2ERgYyDvvvFPuZy/vvQCeeuop6zXFC/y2bNmSlStXsnHjRqZMmcIjjzxS5murgwKZiIjg6enJ6NGj+cc//lHquXXr1jFkyBAGDhzIyJEjOXHiBODqiXjsscfIysri6quvxul0Aq65M127dqWoqIjDhw8zevRoBg0aZK0gXx673U5ubq618ntZ13Y6nURFRVnLKf3+cXp6OrGxsVx//fVcf/317Ny5E4DPP//c6v0YOHAg2dnZ5dbx6KOPct111xEdHc3f/vY363i3bt2s0Prtt98yfPhwwLVNVPHK+TExMdYWRRVZt26dtUvN4MGD2bp1a5n7XNrtdvLz87Hb7eTl5Vn7KjocDp555hkef/zxSl1v3759dOvWDZvNhp+fH+3bt+eTTz4BXNsrFYez06dPW7vrAMyaNYsJEybg4+NT4v3WrFlDq1atrO2Oiq9x5ZVX4uvri81mo3v37qxevRqAtWvXWp93xIgRrFmzxjo+fPhwDMOgS5cunDp1ytoGqVevXqV2TzBNk23btjF48GDrvdauXVvh5y/rvcpz1VVXERQUBLhW5P/9/pbVTSvTiYjUIa9/lcqhzPyKT6wkwzC4JMibu7pWvCfv2LFjiYmJsTZhLnb11Vfz0UcfYRgGb7/9Nq+++mqJbZACAgKIiIjg888/JyoqivXr19O3b1+8vLyYOnUqM2fOpE2bNnz99ddMmzatzA3GP/zwQ7788kuOHz9OmzZtGDBgQLnX/tOf/sR//vMfYmNj2bJlCx06dCA0NJSJEycSGxvL1VdfTVJSEqNGjeKzzz5j4cKFPPfcc1x11VXk5OTg7e1d7vfikUceITg4GIfDwciRI9m7dy8dOnQ44/kvv/wy/v7+bNy4EcDqsRo/fjwHDhwoca5hGMTGxjJixAhSUlKsid42m42AgAAyMzNLrNXZtGlTxo8fz9VXX42Pjw99+vSx9m6Mj49n4MCBJcJTsf/+97/s2LGDSy+9lBkzZtC8eXM6dOjAnDlzGD9+PHl5eWzfvt0a6vzb3/7Gbbfdho+PD/7+/tZen9999x3JycnExMSUGJbMyclh/vz5LFu2rMTxK664ghdeeIGMjAx8fX3ZtGkTnTp1AlxrhxbX2rhxY+tGoN9/H4o/c0pKSpmfC1xDn4GBgdZCrsXnl/fZK/L8888ze/ZsoqKimD59eqk/I8uWLSvRE1jdFMhERAQAf39/hg8fzuLFi0tsmpycnMy9997L8ePHKSwspFWrVqVeO3ToUD788EOioqL48MMPGTNmDDk5OezatYt77rnHOq94nk9Zr4+Li7P2ZVywYAGTJk0647VHjhzJHXfcQWxsLMuWLePmm28GXPOgfv75Z+t9s7OzycnJ4aqrruLpp5/mpptu4rrrriv3bjeAjz76iH/96184HA5SU1PZt29fuYFsy5YtvPrqq9bj4l6V3weVYlW9m+/kyZOsXbuWL774goCAAO655x7+/e9/ExUVxccff8zKlStLvaZ4Hpi3tzdvvfUWU6ZMYcWKFfTp04eEhASGDh1KaGgoXbp0sRYlXrRoEW+99RaRkZEsWLCAp59+mlmzZvH0009b+0/+3uzZs4mNjaV+/foljrdt25aJEycyatQo/Pz8iIiIwMOj9ICcYRg1st7omT57eaZNm0azZs3Izc1l6tSpvPrqqzzwwAPW89u2beOdd97hvffeq/Z6iymQiYjUIZXpyaqKqv7yv+uuuxg0aBAjR460jj3xxBPcfffdDBw4kO3bt5e5AfjAgQOZOXMmmZmZ7N69m6ioKHJzcwkICGD9+vWVvr5hGAwYMID4+HgmTZp0xms3b96cRo0asXXrVhISEqybC5xOJx999FGpobVJkybRv39/Nm3axI033sjbb7/NZZddVmYNR44c4bXXXmPVqlUEBQUxZcoUaxK9zWazhmYLCgoq/DwV9ZCFhYVx7NgxmjVrht1uJysri+Dg4BLnb9myhVatWln7a1533XV89dVXBAYGcvjwYaKiogDIy8sjKiqKbdu2lehhGzVqVIm5aZMnT2by5MkATJw4kTZt2pCens7evXuJjHTt2zx06FBGjx5NdnY2P/74ozU0e+LECcaNG0d8fDzffPMNq1atIi4ujqysLDw8PPD29mbcuHHceuut1ublzz//PE2bNgVcy+OkpqbSpEkTUlNTrc9U/H0olpycbA3LliU4OJhTp05ht9ux2Wwlzi/vs59JkyZNMAwDb29vRo4cWSJI7927l4cffpi33nqr1C5D1UlzyERExBIcHMwf//jHEhOks7KyrF92Z+ppqF+/Pp06deLJJ58kJiYGT09P/P39admypTX0ZZpmpe5S+/LLL2ndunWF17711lu5//77GTJkiNXL06dPH+Lj461ziu+WO3z4MO3bt2fixIl06tTJmsvWu3fvUtc/ffo0vr6+BAQEcOLECWuOFUCLFi3YvXs3QIl5Yr179+bNN9+0HhcPWS5cuNCaKF7836ZNm6x5VAMHDrQ+16pVq4iKiirVa9S8eXO+/vpr8vLyME2TrVu30rZtW2JiYkhISGDHjh3s2LEDX19ftm3bBmDNvwLXPLXi8OlwOKw5cHv37uWHH36gT58+BAYGkpWVZYXHzZs307ZtWwICAtizZ491jcjISOLj4+nUqRPvvfeedfyuu+7ivvvuY9y4ccBv2xomJSWxevVqbrrpplKfd8WKFVx77bXW8ZUrV2KaJrt27SIgIOCMw5XgCrU9evSw2mDFihUMHDiw3M9enuLXmKbJmjVruOKKK6z6Y2NjmTt3LuHh4RW+z7lQD5mIiJRwzz33lAg1Dz30EPfccw+BgYFERUWdcWmGoUOHcs8995QYQps3bx7Tpk1j7ty52O12brjhBiIiIkq9tngOmWmaNG3a1BoiK+/aAwcO5MEHHyzRm/fMM88wffp0YmJisNvtdOvWjRdeeIHXX3+d7du34+HhQbt27YiOjiYjI6PMCfQRERF07NiR3r1706xZM6666irruQcffJCHHnqIF198kWuuucY6PnnyZKZPn06/fv3w8PDgwQcf5Prrr6/we33LLbdw//33ExUVRVBQkDXsmZKSYvXKREZGMnjwYK699lpsNhsRERGMHj263Pd94403WLduHZ6engQFBfHyyy8DUFRUxLBhwwBo0KABr7zyijUP68UXX+Tuu+/GMAyCgoIqXPakPLGxsWRmZmKz2YiLi7Nu0pg4cSLjx4/nnXfeoUWLFlZPVHHvZVRUFL6+viV6YYtvBsnNzaVLly7Mnj2bvn378thjjzFhwgRmzZpFRESE1SN3ps9e3ntNmjTJ+vMQERHBzJkzAXjppZfIzMxk+vTpgKuHtPgGheqmlforoNXH6ya1S92jNjl7Wqn/7Hz77bfMmDHjrOf1rF+/niNHjnDnnXdWc2Xlu5Db5Hzm7pX61UMmIiLnnXnz5rF06dJzWpi2+E5OkbpAc8hEROS8M2nSJL788kuuvvpqd5ciUi0UyERERETcTIFMRMTNzvOpvCJShqr+vVYgExFxMw8PD03yFrmA2O32MhfDLY8m9YuIuJmPjw/5+fkUFBRU+8rl3t7elVrAVGqP2qRuqq52MU0TDw+PUosTV0SBTETEzQzDKLFVUXXSciR1j9qkbnJ3u2jIUkRERMTNFMhERERE3EyBTERERMTNzvutk0RERETOd+ohq8Cjjz7q7hKkDGqXukdtUjepXeoetUnd5O52USATERERcTMFMhERERE385wxY8YMdxdR17Vp08bdJUgZ1C51j9qkblK71D1qk7rJne2iSf0iIiIibqYhSxERERE309ZJv0pISCA+Ph6n00n//v258cYbSzxfVFTEvHnzOHjwIP7+/kyZMoXGjRu7qdqLR0Xt8vHHH7Nx40Y8PT0JCAjg3nvvpVGjRm6q9uJQUZsU++KLL5gzZw7PP/884eHhtVzlxaUybbJ9+3ZWrFiBYRi0bt2ayZMnu6HSi0tF7ZKWlsb8+fPJycnB6XQyatQoIiMj3VTtxeHVV1/l66+/JjAwkNmzZ5d63jRN4uPj+eabb/D29mbChAm1N4xpiulwOMxJkyaZKSkpZlFRkfmXv/zFPHr0aIlz1qxZY7722mumaZrm1q1bzTlz5rij1ItKZdrlu+++M/Pz803TNM21a9eqXWpYZdrENE0zNzfXfPLJJ83p06eb+/fvd0OlF4/KtMmxY8fMhx9+2Dx9+rRpmqZ58uRJd5R6UalMuyxcuNBcu3ataZqmefToUXPChAnuKPWi8v3335sHDhwwH3zwwTKf37VrlxkXF2c6nU7zp59+MqdNm1ZrtWnIEti/fz9hYWE0adIEm81Gjx492LlzZ4lzvvrqK/r27QtA9+7d2bNnD6am39WoyrRLx44d8fb2BqBt27ZkZGS4o9SLRmXaBGD58uXccMMNeHl5uaHKi0tl2mTjxo1ce+21NGjQAIDAwEB3lHpRqUy7GIZBbm4uALm5uQQHB7uj1ItKhw4drL8HZfnqq6/o3bs3hmHQrl07cnJyyMzMrJXaFMiAjIwMQkNDrcehoaGlfrH//hxPT0/8/Pw4ffp0rdZ5salMu/zepk2b6Ny5c22UdtGqTJscPHiQtLQ0Db3Uksq0ybFjx0hOTuaJJ57gscceIyEhobbLvOhUpl1GjBjBli1bGD9+PM8//zx33HFHbZcp/yMjI4OGDRtajyv6vVOdFMjkgrB582YOHjzI0KFD3V3KRc3pdLJ06VJuv/12d5civ+N0OklOTuapp55i8uTJvPbaa+Tk5Li7rIvetm3b6Nu3LwsXLmTatGn8/e9/x+l0ursscRMFMiAkJIT09HTrcXp6OiEhIWc8x+FwkJubi7+/f63WebGpTLsA7N69m/fee4+pU6dqiKyGVdQm+fn5HD16lKeffpqJEyeyb98+Zs2axYEDB9xR7kWhsj+/unbtis1mo3HjxjRt2pTk5OTaLvWiUpl22bRpE9dccw0A7dq1o6ioSCMvbhYSEkJaWpr1+Ey/d2qCAhkQHh5OcnIyx48fx263s337drp27VrinC5duvDpp58CrrvHIiIiMAzDDdVePCrTLocOHWLRokVMnTpV82JqQUVt4ufnx+LFi5k/fz7z58+nbdu2TJ06VXdZ1qDK/D25+uqr+f777wHIysoiOTmZJk2auKPci0Zl2qVhw4bs2bMHgMTERIqKiggICHBHufKrrl27snnzZkzT5Oeff8bPz6/W5vZpYdhfff311yxZsgSn00l0dDTDhg1j+fLlhIeH07VrVwoLC5k3bx6HDh2iQYMGTJkyRT/QakFF7fLMM89w5MgRgoKCANcPuEceecTNVV/YKmqT35sxYwa33XabAlkNq6hNTNNk6dKlJCQk4OHhwbBhw4iKinJ32Re8itolMTGR1157jfz8fAD+/Oc/06lTJzdXfWF7+eWX2bt3L6dPnyYwMJCbb74Zu90OwMCBAzFNk8WLF/Ptt99Sr149JkyYUGs/vxTIRERERNxMQ5YiIiIibqZAJiIiIuJmCmQiIiIibqZAJiIiIuJmCmQiIiIibqZAJiK1ZsaMGWzcuNHdZZRry5YtPPvss2d8/ocffmDy5Mm1WJGIXAy07IWInJWJEydy8uRJPDx++3fd3Llzy13VesaMGfTq1Yv+/ftXWx0zZsxg3759eHh4UK9ePdq3b8+dd95ZbYs53nzzzbzyyiuEhYVVy/udybvvvst7772HzWbD09OTFi1acPvtt9OuXbs6VaeI1AybuwsQkfPXI488wh/+8Ad3l8Edd9xB//79yc7OZvbs2SxZsoQpU6a4u6wqu+aaa7j//vtxOBy8++67zJkzh4ULF7q7LBGpBQpkIlJtsrOzmTdvHvv27cPpdHL55ZcTGxtLaGhoqXNTUlJYsGABhw8fxmaz0bFjRx544AEAkpKSeOONNzh48CABAQGMHDmSHj16VHj9Bg0a0K1bN9avXw/ATz/9xJtvvsmxY8do1qwZY8eO5fLLLwfg008/ZeXKlWRlZeHv788tt9xCr169+PTTT9m4cSPPPPMMTz31FAAPP/wwAPfeey+BgYH8/e9/Z+HChbz//vscOHCAhx56yKohPj4e0zS54447yM3NZcmSJXzzzTcYhkF0dDQ333xziV7Fsnh6etKrVy/ee+89srKyCAgIYP/+/cTHx5OUlES9evXo1q0bY8aMwWazlVlnjx492LVrF8uWLePEiRO0aNGC2NhYWrduXeH3UURqnwKZiFQb0zTp27cvDzzwAE6nkwULFrB48WKmTp1a6txly5bRqVMnnnrqKex2OwcPHgRcG5Q/++yz3HzzzUyfPp0jR47w7LPP0qpVK1q0aFHu9bOystixYweXXHIJ2dnZzJw5k3HjxhEVFcXnn3/OzJkzeeWVV/Dy8iI+Pp7nn3+eZs2akZmZSXZ2dqn3e/rpp7n55pt58cUXraHA4j0hAaKioli5ciV5eXn4+vridDr5/PPP+ctf/gLA/PnzCQwM5JVXXqGgoICZM2cSGhrKgAEDyv0cdrudzz77DH9/f+rXrw+Ah4cHY8aMITw8nPT0dJ5//nnWrl3L4MGDy6zz0KFDLFiwgEceeYTw8HA2b97MrFmzePnll/Hy8ir3+iJS+zSpX0TO2osvvsjYsWMZO3Yss2bNwt/fn+7du+Pt7Y2vry/Dhg3jhx9+KPO1NpuNEydOkJmZSb169bjiiisA1/5/jRo1Ijo6Gk9PTy699FK6devG559/fsY64uPjGTt2LA8//DDBwcGMGTOGr7/+mrCwMHr37o2npyc9e/akWbNm7Nq1CwDDMDhy5AiFhYUEBwfTsmXLKn/+Ro0acemll/Lll18CsGfPHry9vWnXrh0nT57km2++YezYsfj4+BAYGMjgwYPZvn37Gd/v888/Z+zYsYwePZqNGzfy4IMP4unpCUCbNm1o164dnp6eNG7cmJiYGPbu3XvG99qwYQMxMTG0bdsWDw8P+vbti81mY9++fVX+nCJS89RDJiJn7eGHHy4xh6ygoIAlS5aQkJBATk4OAHl5eTidzlLDdH/+859ZtmwZ06dPp379+gwZMoR+/fpx4sQJ9u3bx9ixY61zHQ4HvXv3PmMd48aNK3WjQEZGBo0aNSpxrFGjRmRkZODj48OUKVP46KOPWLhwIZ9c7jsAAANgSURBVJdffjm33347zZs3r/L3oGfPnmzbto0+ffqwdetWa9PutLQ0HA4Hd999t3WuaZplDt8WK55DlpWVxezZszl48CAREREAHDt2jKVLl3LgwAEKCwtxOBy0adPmjO+VlpbGZ599xpo1a6xjdrudjIyMKn9GEal5CmQiUm0++ugjjh07xnPPPUdQUBCHDx9m6tSplHUzd1BQEOPHjwfgxx9/5JlnnqFDhw6EhobSoUMHnnjiiXOqJSQkhB07dpQ4lpaWRufOnQHo3LkznTt3prCwkGXLlvHaa6/x17/+tcrXueaaa1i6dCnp6el8+eWX1pIZoaGh2Gw2Fi9ebPVyVVZAQAD33HMPjz76KD179iQ4OJjXX3+dSy65hMmTJ+Pr68uqVav44osvzvgeoaGhDBs2jGHDhlX5M4lI7dOQpYhUm/z8fOrVq4efnx/Z2dmsWLHijOd+/vnnpKenA1jzpAzDoEuXLiQnJ7N582bsdjt2u539+/eTmJhYpVquvPJKkpOT2bp1Kw6Hg+3bt5OYmEhkZCQnT55k586d5OfnY7PZ8PHxwTCMMt8nMDCQ1NTUM14nICCAiIgIXn31VRo3bmzNcwsODqZTp04sXbqU3NxcnE4nKSkp5Q4z/l6zZs3o1KkTH3zwAeDqafTz88PHx4ekpCTWrVtXbp39+/dn/fr17Nu3D9M0yc/P5+uvvyYvL69S1xeR2qUeMhGpNtdffz2vvPIKd955JyEhIQwZMoSdO3eWee6BAwd48803yc3NJSgoiHHjxtGkSRMAHn/8cZYsWcKSJUswTZPW/9/OHeI4CARgFP45ACCpayu5AukZaBA4GhRgUCg0Z6AGElAcgISjcAckkqRq3Sab3U26Zse8T04mMONeMpM5n5Wm6Z/WYtu26rrWOI7q+16n00l1XctxHO37rmVZ1LatLMvS5XJRlmU/fieOYz2fT71eL+V5Ltd1v8253W5q21ZJknwZL8tS0zSpqiodxyHP83S/39/eQxiGappGURTp8Xio6zrN86zr9aogCLSu66/rDIJARVFoGAZt2/Z5T8/3/bf/D+D/8DAsAACAYRxZAgAAGEaQAQAAGEaQAQAAGEaQAQAAGEaQAQAAGEaQAQAAGEaQAQAAGEaQAQAAGEaQAQAAGPYBjNtWqmW38FEAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "OjoQHUox-TnG" - }, - "source": [ - "# Create Datafame Contains Fature and Result of prediction\n", - "df_compare = X_test.copy()\n", - "df_compare['ActualClass'] = y_test\n", - "df_compare['DecisonTree'] = y_pred_dtc\n", - "df_compare['NaiveBayes'] = y_pred_gnb" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "nklO5GGt_t75", - "outputId": "904d480c-aacb-428c-8b91-efb27908708d", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 258 - } - }, - "source": [ - "df_compare.head()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
SeniorCitizenPartnerDependentstenurePhoneServiceOnlineSecurityOnlineBackupDeviceProtectionTechSupportStreamingTVStreamingMoviesPaperlessBillingMonthlyChargesgender_Femalegender_MaleInternetService_DSLInternetService_Fiber opticInternetService_NoContract_Month-to-monthContract_One yearContract_Two yearPaymentMethod_Bank transfer (automatic)PaymentMethod_Credit card (automatic)PaymentMethod_Electronic checkPaymentMethod_Mailed checkActualClassDecisonTreeNaiveBayes
3381000411101111179851.00.01.00.00.00.01.00.01.00.00.00.0000
6180100661100011110241.00.00.01.00.00.00.01.01.00.00.00.0000
48290001210000001451.00.01.00.00.01.00.00.01.00.00.00.0001
37370005100000015061.00.01.00.00.01.00.00.00.00.00.01.0101
424901110101100116591.00.01.00.00.00.01.00.00.00.00.01.0000
\n", - "
" - ], - "text/plain": [ - " SeniorCitizen Partner Dependents ... ActualClass DecisonTree NaiveBayes\n", - "3381 0 0 0 ... 0 0 0\n", - "6180 1 0 0 ... 0 0 0\n", - "4829 0 0 0 ... 0 0 1\n", - "3737 0 0 0 ... 1 0 1\n", - "4249 0 1 1 ... 0 0 0\n", - "\n", - "[5 rows x 28 columns]" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 24 - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "LpkwePVE32I1" - }, - "source": [ - "#### **Predict New Data**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "837DnWva38Wb" - }, - "source": [ - "Import New Data" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "vJJASQ204a8f", - "outputId": "4000b831-119f-4370-a347-a452a9a1b0b0", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 592 - } - }, - "source": [ - "# Import New Dataset\n", - "df_new_churn = pd.read_csv('https://raw.githubusercontent.com/dianrdn/data/master/churn_new.csv', sep =';')\n", - "df_new_churn" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
customerIDgenderSeniorCitizenPartnerDependentstenurePhoneServiceInternetServiceOnlineSecurityOnlineBackupDeviceProtectionTechSupportStreamingTVStreamingMoviesContractPaperlessBillingPaymentMethodMonthlyChargesTotalCharges
0NEW001Female110691Fiber optic110011Month-to-month1Electronic check1003448395
1NEW002Male000470No000000Month-to-month0Electronic check20251785
2NEW003Male000551Fiber optic000011Month-to-month1Credit card (automatic)947168795
3NEW004Male000121No000000One year1Credit card (automatic)20057545
4NEW005Male010651Fiber optic000111Month-to-month1Electronic check1006506965
............................................................
395NEW396Female000501DSL000000Month-to-month1Credit card (automatic)453453
396NEW397Male01121Fiber optic000110Two year1Bank transfer (automatic)915323635
397NEW398Male000671DSL000111Month-to-month1Electronic check734526611
398NEW399Male011711DSL010001Two year0Mailed check640539026
399NEW400Female000481Fiber optic011011One year1Electronic check1063444345
\n", - "

400 rows × 19 columns

\n", - "
" - ], - "text/plain": [ - " customerID gender ... MonthlyCharges TotalCharges\n", - "0 NEW001 Female ... 1003 448395\n", - "1 NEW002 Male ... 2025 1785\n", - "2 NEW003 Male ... 947 168795\n", - "3 NEW004 Male ... 2005 7545\n", - "4 NEW005 Male ... 1006 506965\n", - ".. ... ... ... ... ...\n", - "395 NEW396 Female ... 453 453\n", - "396 NEW397 Male ... 915 323635\n", - "397 NEW398 Male ... 7345 26611\n", - "398 NEW399 Male ... 6405 39026\n", - "399 NEW400 Female ... 1063 444345\n", - "\n", - "[400 rows x 19 columns]" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 25 - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "hku-u7Tv4akn" - }, - "source": [ - "Preprocess the New Data" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "BzVa2na64iIy", - "outputId": "abe10c90-a92d-4b0a-f1cd-528775191f8c", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 473 - } - }, - "source": [ - "# Import Module\n", - "from sklearn.preprocessing import OneHotEncoder\n", - "\n", - "# Encoder\n", - "encoder = OneHotEncoder(sparse=False)\n", - "\n", - "# Encode Categorical Data\n", - "df_new_churn2 = pd.DataFrame(encoder.fit_transform(df_new_churn[['gender', 'InternetService', 'Contract', 'PaymentMethod']]))\n", - "df_new_churn2.columns = encoder.get_feature_names(['gender', 'InternetService', 'Contract', 'PaymentMethod'])\n", - "\n", - "# Concat the Encoded Data\n", - "df_new_churn_encoded = df_new_churn.drop(['gender', 'InternetService', 'Contract', 'PaymentMethod'] ,axis=1, inplace=True)\n", - "df_new_churn_encoded = pd.concat([df_new_churn, df_new_churn2], axis=1)\n", - "\n", - "# Show Encoded Dataframe\n", - "df_new_churn_encoded" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
customerIDSeniorCitizenPartnerDependentstenurePhoneServiceOnlineSecurityOnlineBackupDeviceProtectionTechSupportStreamingTVStreamingMoviesPaperlessBillingMonthlyChargesTotalChargesgender_Femalegender_MaleInternetService_DSLInternetService_Fiber opticInternetService_NoContract_Month-to-monthContract_One yearContract_Two yearPaymentMethod_Bank transfer (automatic)PaymentMethod_Credit card (automatic)PaymentMethod_Electronic checkPaymentMethod_Mailed check
0NEW001110691110011110034483951.00.00.01.00.01.00.00.00.00.01.00.0
1NEW0020004700000000202517850.01.00.00.01.01.00.00.00.00.01.00.0
2NEW00300055100001119471687950.01.00.01.00.01.00.00.00.01.00.00.0
3NEW0040001210000001200575450.01.00.00.01.00.01.00.00.01.00.00.0
4NEW005010651000111110065069650.01.00.01.00.01.00.00.00.00.01.00.0
....................................................................................
395NEW39600050100000014534531.00.01.00.00.01.00.00.00.01.00.00.0
396NEW3970112100011019153236350.01.00.01.00.00.00.01.01.00.00.00.0
397NEW39800067100011117345266110.01.01.00.00.01.00.00.00.00.01.00.0
398NEW39901171101000106405390260.01.01.00.00.00.00.01.00.00.00.01.0
399NEW400000481011011110634443451.00.00.01.00.00.01.00.00.00.01.00.0
\n", - "

400 rows × 27 columns

\n", - "
" - ], - "text/plain": [ - " customerID ... PaymentMethod_Mailed check\n", - "0 NEW001 ... 0.0\n", - "1 NEW002 ... 0.0\n", - "2 NEW003 ... 0.0\n", - "3 NEW004 ... 0.0\n", - "4 NEW005 ... 0.0\n", - ".. ... ... ...\n", - "395 NEW396 ... 0.0\n", - "396 NEW397 ... 0.0\n", - "397 NEW398 ... 0.0\n", - "398 NEW399 ... 1.0\n", - "399 NEW400 ... 0.0\n", - "\n", - "[400 rows x 27 columns]" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 26 - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "8TQZhkrv4pCN", - "outputId": "0d27f05a-1a8a-464b-b675-4b10afe27cb6", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 473 - } - }, - "source": [ - "# Select Features\n", - "new_feature = df_new_churn_encoded.drop(['customerID', 'TotalCharges'], axis=1)\n", - "new_feature" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
SeniorCitizenPartnerDependentstenurePhoneServiceOnlineSecurityOnlineBackupDeviceProtectionTechSupportStreamingTVStreamingMoviesPaperlessBillingMonthlyChargesgender_Femalegender_MaleInternetService_DSLInternetService_Fiber opticInternetService_NoContract_Month-to-monthContract_One yearContract_Two yearPaymentMethod_Bank transfer (automatic)PaymentMethod_Credit card (automatic)PaymentMethod_Electronic checkPaymentMethod_Mailed check
0110691110011110031.00.00.01.00.01.00.00.00.00.01.00.0
1000470000000020250.01.00.00.01.01.00.00.00.00.01.00.0
200055100001119470.01.00.01.00.01.00.00.00.01.00.00.0
3000121000000120050.01.00.00.01.00.01.00.00.01.00.00.0
4010651000111110060.01.00.01.00.01.00.00.00.00.01.00.0
..............................................................................
39500050100000014531.00.01.00.00.01.00.00.00.01.00.00.0
3960112100011019150.01.00.01.00.00.00.01.01.00.00.00.0
397000671000111173450.01.01.00.00.01.00.00.00.00.01.00.0
398011711010001064050.01.01.00.00.00.00.01.00.00.00.01.0
399000481011011110631.00.00.01.00.00.01.00.00.00.01.00.0
\n", - "

400 rows × 25 columns

\n", - "
" - ], - "text/plain": [ - " SeniorCitizen ... PaymentMethod_Mailed check\n", - "0 1 ... 0.0\n", - "1 0 ... 0.0\n", - "2 0 ... 0.0\n", - "3 0 ... 0.0\n", - "4 0 ... 0.0\n", - ".. ... ... ...\n", - "395 0 ... 0.0\n", - "396 0 ... 0.0\n", - "397 0 ... 0.0\n", - "398 0 ... 1.0\n", - "399 0 ... 0.0\n", - "\n", - "[400 rows x 25 columns]" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 27 - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "AiWunBft5SIW" - }, - "source": [ - "Predict New Customer Data" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "H_sy82eM4120", - "outputId": "26708db4-6678-45b7-d81a-87297043d1e2", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 419 - } - }, - "source": [ - "# Predict using Decision Tree Classifier\n", - "new_predicted_dtree = pd.DataFrame(dtc.predict(new_feature), columns = ['churn_decision_tree'])\n", - "new_predicted_dtree.reset_index()\n", - "new_predicted_dtree" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
churn_decision_tree
00
10
20
30
40
......
3950
3960
3970
3980
3990
\n", - "

400 rows × 1 columns

\n", - "
" - ], - "text/plain": [ - " churn_decision_tree\n", - "0 0\n", - "1 0\n", - "2 0\n", - "3 0\n", - "4 0\n", - ".. ...\n", - "395 0\n", - "396 0\n", - "397 0\n", - "398 0\n", - "399 0\n", - "\n", - "[400 rows x 1 columns]" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 28 - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "Opd8sQhc5Afx", - "outputId": "9d09fce1-1262-4e7b-ff5b-fb3f588ffaea", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 419 - } - }, - "source": [ - "# Predict using Naive Bayes Classifier\n", - "new_predicted_nb = pd.DataFrame(gnb.predict(new_feature), columns = ['churn_naive_bayes'])\n", - "new_predicted_nb.reset_index()\n", - "new_predicted_nb" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
churn_naive_bayes
01
10
21
30
41
......
3950
3960
3971
3980
3990
\n", - "

400 rows × 1 columns

\n", - "
" - ], - "text/plain": [ - " churn_naive_bayes\n", - "0 1\n", - "1 0\n", - "2 1\n", - "3 0\n", - "4 1\n", - ".. ...\n", - "395 0\n", - "396 0\n", - "397 1\n", - "398 0\n", - "399 0\n", - "\n", - "[400 rows x 1 columns]" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 29 - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "xnnZnS1e5TBg" - }, - "source": [ - "Show Prediction Comparation" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "cF994Tlz5In3", - "outputId": "65f1e2dc-9cb2-4cad-ec45-3ae7b8c29200", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 439 - } - }, - "source": [ - "# Show Prediction Result\n", - "pred_new_churn = pd.concat([df_new_churn, new_predicted_dtree, new_predicted_nb], axis=1)\n", - "pred_new_churn" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
customerIDSeniorCitizenPartnerDependentstenurePhoneServiceOnlineSecurityOnlineBackupDeviceProtectionTechSupportStreamingTVStreamingMoviesPaperlessBillingMonthlyChargesTotalChargeschurn_decision_treechurn_naive_bayes
0NEW0011106911100111100344839501
1NEW00200047000000002025178500
2NEW003000551000011194716879501
3NEW00400012100000012005754500
4NEW0050106510001111100650696501
......................................................
395NEW396000501000000145345300
396NEW39701121000110191532363500
397NEW398000671000111173452661101
398NEW399011711010001064053902600
399NEW4000004810110111106344434500
\n", - "

400 rows × 17 columns

\n", - "
" - ], - "text/plain": [ - " customerID SeniorCitizen ... churn_decision_tree churn_naive_bayes\n", - "0 NEW001 1 ... 0 1\n", - "1 NEW002 0 ... 0 0\n", - "2 NEW003 0 ... 0 1\n", - "3 NEW004 0 ... 0 0\n", - "4 NEW005 0 ... 0 1\n", - ".. ... ... ... ... ...\n", - "395 NEW396 0 ... 0 0\n", - "396 NEW397 0 ... 0 0\n", - "397 NEW398 0 ... 0 1\n", - "398 NEW399 0 ... 0 0\n", - "399 NEW400 0 ... 0 0\n", - "\n", - "[400 rows x 17 columns]" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 30 - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ih_dVB9G5Vtj" - }, - "source": [ - "Save Prediction Result" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "uZQKhcL35Y5J" - }, - "source": [ - "# Save Prediction Result\n", - "pred_new_churn.to_csv('new_churn_prediction.csv', index=False)" - ], - "execution_count": null, - "outputs": [] - } - ] -} \ No newline at end of file

rQc<}FgU%)cVfYnj>mB1A zkHASF&5%BoMbn?f)G_LaY%P=+&yH#&Vk%>ty#WhQ#@;MK(G=0ZAvVudxJ5`H3;@OLC$wh77D;F7+k zhSyXoPb$-RzqUdxXFEa>hlO$YKFBGe%VuQJx0qr*3;f2jV;*u>g3cx@7IP&RYmJV9 z&{;F=%O#ajjatpjDpbdaw$~x^GAJ0>AzavGsA?9&&(Nn!l=1rmEE}N>=D9*58ety^ z)sWC65`0*YWTPBS56nqvqqRAFx@j6Ygtt_lquJE87zPY1<-0-#man=Xe7gv*!sal|Sxk>9Xz_CK8*_>@GzOy8YMU;lO`U*!$SN6C zsLmHz&lp)t=`pgFKG&ZtW7(BX$@*G0x}7YcWuJz?+eP3ht99X4(&JcmrKw0-c4dh~ zxh=a=Cd*GfLfrb5p^6Y2MSu5{oe(rm1XU8g=K)BoSE~evbofno;%c=YlcQltDIE({!yhn1 z!f@rR`cKBHf9#!+iiXmuKv->9SE@Sj+qCAx{mxsnsZ{m$_Fla9XIPINtk|Z~0=#x9 zv)WP>TssaEpuuLX6^$wN;)dq^$k*m7>6XUx_dBPQ^I~=HTFwR@7>@t{BuW;K6<^mr z1emM>v?l(h4?`0*FVOjZ@jHYJ0F&iG+Z!xQ)+D5j1(Q`u9(`f5b|ct=$)X<@8Yb&? zTsSaUjB;SI80Wxb@hSo)ivez!EM7;#WRcxC%*8~hNSLfeh}v(Mta0dtE|{#vn4TvF zCTli0rQPO*DN@(?l2GaoO2kGQCW|3z1fvrTll2jJX8gDs&nA?Sxf4DZ`87&9W8q>< zatV_)A5qaTS-X+4UzjXrPyy^rr)u*;XK-y);BVM z|ClgY7gu2~*WRbKV6twen85uk#nP3OAGnDA)0@QqP3pC58U1dUtp5S47%*9x81}5- z=(j3W>e+uTWpv+&6&IBuA{I>62T+dqM*6e$p~GZ7?jwdbs_|`9iBzMow@%Uh0tVjw zKL(YD6qsXl*QjwALyiS$2~xRZ>;hZ?{&9S6=Yq*%%exrtFQDOmRbNge54o=}*qJHh(_ zi@#F{``w%a1Cuo_70ZVpr{!hxhAQQ=MJEm>>ne!4Ifl6G4>>9%5GHFcTEZs~^lwX; z(jpQGll3WNtia;qN|0{iSr4H}@*J7O!ep^UKMx^4vjj==$UK2dkp~_o>y$L5mV%^+ zS~3;V;#t^4!eo(i7ld{96?nj4vN%*tNXI%jNEcEpn{b${?ckruX{(q{ckzV7Wc{Nb zAqHqDQ7~E6BdoGWTaYp1urG5a_Md>s`oPwPGq6nlDXqlW>@< z3n1fKTaH~O*8q@Un5_39?9;vi)e*m9-y9N5*1UtTqz%#&pr9}uGECMEFucoRs-ID{ zs&O7ahfOBD1j?hz_JXSi%Yv>d)|?XnleGkVS4Hr4wO1`AQ7~CgLCpX5Bg$>BgurAS ze+a&-0BM^^PnR|;YX`bqiGa!a8bsU{DaIus0Wet~f_ZY5RSqcv?@-!a35Cg80V%62 zNf{iy)cCRNYD0y|O2L@qc^sUdx437@Fr~Q<4JJ!?j~a=$#6V768_kCTlO>#6!1V%~ zvrG++N)SvI@9dsk;Qe!pf8t=Wc%Sx69EGDYKzcr(2$(EU`BJd_BH6xOjTVv+m@HBE zSK#?uM_miaYRE8IQ?cmeDHx4c1wlq>i}}!DvPO~nb>O^%+}{(EBm^c))cy;Y{@tZE zKVeH9DomEBTrmbOwt$Svf(JEZm@JM?p8o;YdmPTz0^iVKvV^+_?=&QXwBF zFj>O_oT^4JJ!?KMcOl*t|ItRa*0*z+?&MjKi@B0n!yI1Iqa8FmFo? zOqPf^59}|rMQFo_hy=l8iIAT|z@H+7xSm0Di4p;mC9>uofj1FB+Gh51fzo0U0FxzB z?uLYiBBU4rLx;%{{wYCheSn-Utk=2|4wH2rgj{F~(oJjvyIn$HvZO4#!TvY42;Ia) zM1o+lM97RI0SgM!2BQ#n6BBWXfXNbB--Mh;Y+0@*CSno*lO z{R*_W(bk0JwUzj+V6sGyQODxZ2c#_`b{A#F-{Qegl_;1jG5#eGbDb?p8k=jB5P6A% z$r6blLE6DNR^cKgx(5r9ogkPj5!?u&SHuwP8Z$&@VqmgFhVq$8Q)60Noz4_G`4 zMAZR+$)XbXL;g#)4$iI1=>aYs5(<+==@U=FyN)1j0Y|!X|DyB+!(>tLHzD*9Td*VU zsD!~}u`r(WT!d z<>9;(kY1NPa4=bXQ_gb}1a&&XP7)+K3nLGt2<$-iB;j~U0ZTvhgVXnE zIYtvfiGj%yIZ63g`UB|#*;aFxDiJVQBC8p4F77K!=`sx+CQF3uhJd$iA+8#l!5T_1 zOqNJ2n~Kj^LE40_s-naM!(@rTMurcKBDbf7+!NP&rk$r5=NK-M-}UUVHwDHq3EhkdcR zl*s%GA3ZyM( z7s#xtiNFNHWQoWJAZ}MbBE_06lll_^lOX&etyy=bCSbv;7%yuKkTT*L^I`^(n9j zV6tY3b7NSXo4zE@%}egE)`ABF@gY#d$3GZ039XcyXRsB+ipt#Chswah`ce zobP=g&a-JNnBn`A#Cfh#oafubdEqK?Ui^+YFTEzt%b$qzgK_6D-w&sY^U7jzezZ=U zA73rbtM`ht>qR(($@-JHsh%w>Wbw_gN0^%#b?(8zWHI9hkr^j(Xc{z37E72v7ecpD zvi#91`vsH54C^c&`v;Rnfe%?(Gs#Goem`Kct^O+1cQgkV$K=GeOXMBsvitY z7CBsCbC7bd_Tz`iV(w?ja0fW6tP^n=CrlQzraOjp0br>S`va53rgkRzP$R9@U|_N+ ze*a*ym_zf&xNE^={SH zSyv;)^;RnVJ;p#VSx+G83s!RddBx;zFH~^DWbyu_VX`=Gp_MQo4p^!KcR>1oHB1(p zRA9!W^3P$iR<$`$P|+}1Vx^`VjFk=~OqNKx_ERIt!VF3*OqR%aqM~A`Fj)-?BVe-r z35L-yS(~c|fXU)ux^I}Q?}6=$po~Lm&{hWlll6g>SPvPIFj>j-Fn&bBWCiCV$dg6& zEto6`a=~QDwGERcSCKGT66C;S$)ydGC08z(EV+(`$&x@736rJ6qF}OgU<6E-4syd} z>5vGREFBaDlcfXuz+_2q6ik+cMZ;uCU?fZydx;w+>*57s-gDr%V6r4M0wzmBB4Dy4 zBoZcz1C*FASrX)i$&vsICQB}Cm@K(+!DPvG1WXpYp$(HY53LePObg-3^nq46QyACW~4}!emXtoB=Rd`su=Bo-VxB(}fL_#n}X4vVIMxKbWki zD$VgxBWF8vkCCT1bB~dQ&fH^Uku&!gIakj;PVf#IChH&2x)+qui7`m!NzTE;WKBO6 zi+~`>op~o�isi3AkKsaneJQgKM>4Fj?24G@e~x^((Tw4?1Oj8$ofyWZg!7!PD?` z2h#i=Bfq(eXyyHc$r9z7z~~|}qs=qF2xggIhEL^XlH>lvWIY95KeG8zgfLZe`4!v# z!DLYx&j_@?LqJm4A;M&x2|f+vC1n-e*hb@p$+{b?9*SV6(S&4Ho5gASzG1QsUkt>X zAHg)EW72$}`tS6*9EshaMa^4I=MB!esF@wNjoVH~PM8%*{*r z#4!5XN7Ku5*+zdSk6s?jHo9vzy;n2A10&!qW4nqECW}Yb{REWx64cJ*(R1nqwy7b& zWF5W4Vn^nh=MZ7C+9Fu0GPctAV6s@kC&_Im%6lMSvdH%^RHYV>AegK+GL#zPpGuR5 zwb8F$hhQ5f>s2%afyt7FZNX&8Dq}y;RsTPQ$@#4UA+Bs_oK6*o#-R`357N1Q7G9TOcvt| zOcs})iBzRwvSc{prH0Akr5h%T*KU|BUb|qjc$@&bs++>G#d*hi|M%bFAOYQZHS~PUdD4%K*y6=Bup0LxmyqsZ^L9!M{Xi$ z^&()h80CV=+Ko$jD?$Evl{pQa0rp`>$YOI(@v(KeVX~Nv+Y#DUQ90c(S=91kCgdL& zT~3~cn+qn3{2sCSiO;PG1voHSEC9DXGU?F;jDX2vF!w_wJ_06-+Hi|R*Nw5M3nq&> zxp(5O*$9{{GT^R?WAx0?2#SQsVj}Lj^iAY~$zmez$T+H4oa{C*UD^QmYjh$b$%5>u zlW6YaxT9S#S+pSccl3d4(paTt1=>eove?qO^`oni_7LzM0WbO$HROhnqoIz}FjEIREg9uSvwIy(vi=?7Xgz+b;wD>WW9rEk~?u5#a?dVS5(AUPB5^;@5upv~z+}N1e6nApH%F_znvP6;K}z+^F&yO>dVHB1&Gxwq-c>W0Z;G#4eDyiNl) zFj=WsVkGG#xDoQiK1Y#xCIKBtWOGIjYU50 zWG(V>Z`6Uw;#G=?;Vzd0lT}oW&KreVbrL&QUzjY0M!;k-AQns(!(+i@F+4U*7Gq+= zWHF`>Ocn$C!elYDFH9CgW5HzcmKzO|#jw6GSqzN5=mREeG@Ri;j9aVny%{rCqHQ$w678bJLvJRsbc(2<5FHwCF zvhoBW%P`nIrVz~x3u!y5!ABsn>fr%Y3R)Kno5k=HAMLaJWg02NdkI3W25E#Q`cxL{ z>8$hcXW3sMvZ`+_R(A;ZM-cTi=xk;dxF=RGnEe>nzXLhUR@8Wrwi?;aVh)R;fIRs+ zEr!EUlbN8i$v_xh18u#dy+q>OAoC}UC>%TOSvj4q>*MT~Na{W|P&mLdCTptH#<8YF8} z6i8N7b5{3e7e=9EjoKk>XecTh110M)q8~+|WVst+WptNOyC7qt*kpLUZkdPCLl7UJ z5=l$c6E{P2nO_>2r_p0% zp7v&cGKtkik>^0BmMNi&xw+{AEc!i1D_Lv?M6fa-ELBK1{p z{fiW6T!SvqCXUi55V5*0)a)BoosHGC)rHmN<|Ox8#q?Xo6=FGtHoDNT+-g{IAlj-2 zBA|&yIC11sUwx4KSDJp>d zZyT*E_4WC9EJy@emw(j$mN ze?A`oRUjMx{w0m%qS3nip;`pRK_EOM(gs=Z^NJzjn?H~ ztkJq&W+|4QLHU6%(|>x6_$O1ZWeezc(7OD~uLmm&ma72}qc!c#t;&DaL0H+&ZOtxF_G<=SXn{sg0SjpD$S zO&R_Jg4V?%82$$atxF0Jf!5{!MtprXkBB}sfMIWF-(0#z*=Su(EkvPp`EQR;&=mH& zaJvJ~W}|gEq9V|`{P#dm91v}JERu!!1<2=zn_OsJVmKFCR~n{-aSV0DnbYeErAyYV zQ4wfeQk-$@Cenzd7dEs3r#`Iw55y%cFBjqr;ui{JqjgC$6aEIR%fE97{521>0UNE$ zsTgT$&Fe630%X>pb@_iBpRfYjE|OR2np$O}b=gv5p>?JGH9nz}-9jnOM(c_amwh)! zg#@B?jYmtc(YmC@w1`Bab>%>Yjn*YiJPNJL@AbfLadalBtkvP#wWVt+7u3o(%QjjU z1?f)~m*HWxFItyBJx-x{Q(0S-YL6Bo-A3zjB(sZUig*XD%Re$sxh$*zewCt6le3N1 z6)7+ht;>H{oZ@7lLbqPCeqC*QDb35F%0}xFnNlH5MeYC0Y@>H)w(>q=V^pHz;Y zc%*3)``Kt+kpk5bd~Wh52Ca*%RZtiv4y{Y{m1k6~YU0qkgtJt!=A1~hE}OT$Bg@oN zOG!9dR}4}5nO@6FELxWcvu_}7ISEDUa>Tf5K9Oi$B0zc^ceQmnqR_hhk{5JT9;i3O7k8HT9xtug_m z{F~!c*zk=+>(c5PKrMfQ(YmzK7V|`-bs5#gCfnmPbw07aVCzV> zI3PY10YNB&43_IUQ$-#Cl0kiijWwoVROmzHdzbtT0btxKfO&5T3)6nnHT5pE%AC5Og0 zm|5K)mVCh!!?4l1SdhAdmBz%jN=Wg0eGm##@+LF-Cd zGR|CCCE+2L^KA#MOWWig_L(t6>!MUWz@96jV~5t|q)!a3OJv(ywbLF*F9 zHd>cRmIh_+JWh^&Fuv?wt&grYL4rkvjn?JL7*P=;v@TI%qjlLzTyqeeqFA7Hi7p$h z%PtMGZb_)h1Qi+;2T$)d3xW_z=6>I z7OdE!<2naQK42@-CYH=<7ZbEDNy~E(|8rY~u6v>)Mrd84#765H(ZobuEYP|{myOnC z7rtp?q9z7tU82QC>$0_|xuRg=Xk8-TM(Yy!j)~1V#Nt2sXk8KwfkbfPGFRdf8?-J- zw2ju~Bw8D!D2f$Ym#F&Bc_vy{q$+pICrV?2)+HKkv@S=Zy)L43R>lIYOLW<2U6Hy> zH8DWz5-m1bm!l=xIQ}VUT@syI)D!&%(nRY@nlM_IB-%#nicGWxl$G>PKrgBWQFt7NR>wXkDV%M(c`F z>}oSaXKc{AM5T?^HG)dBG-HC+CCY5Ht|(>OU^KekYWq3KXk8Mw-z+lGx+HGWlE{zC z%uX&^m&D3O>xzn1v_+g$v@VI6jn*|n%uK^MnP^=SCmXFRDo)Y%b+XaAByu)dS5)M< z6;-}dHgoM{qjgE-Y_zVZ$cdft$7;_#ZM3eaXpWB7l|0V(l=+2tYinjH zcXr{0F_t_T2^+0T;vjbK{K#C=jnAbdJXkA(|PC(IzcuSfh1CmryQCXj0L-qKk?e zliwI;QH_L~Wg4N4))kqLW|>JkClReHQmL9N`X&vnE4ma<;Vase@>?zQaO2OU6DG~Tv0b!XkF1I7|#-%bhNJMVx-pO z)VT3=p!uUxwQ^DotKE-a;L&)Kx!ctydbYD>7@%GL_U$E?QTlUNu+JI+k0jD}ZqK^G*>CQZiw>BT*M{b|pEVs{{CAXVDDz`6vQEs|VJ&{xi8f@vhvyJHLzJp4=+8|7?}p_dY1M zr>>LR)8CNWGyg5OXa9)X;;DWk1DmQAPfavR<(_05!2PsPs4cvIs6)+I5wF3x`dc~& z2R4`|_6A=2dMQp2aA3LuuhR@1n6AJZYyp<=1$p2tSrp07cgd-2En97URe^8LTUB2% zCW^O0amwxZQRy?`UK&0}1^zN(;DYcu=m1-J2o1M{-OkVqs6#L98dQP5j~uXT&>isA z$bie(ECkFiMWQ2Yw{hqMp;&)#vUCfS-cQZ)!(6dpx&rZfjVoHvYQ0BOJ|JU&4oij! z(-lY>Ib5MVHEn3j4=F0V%?g@AK|1vsrYjH_MTq;0uZJPx_Y}bgcM4?XEHG^p5$-S3 z7_y*bxQJy^^kaePqJ%+Pf~13`9|hAD2#y??{DQ$=e0tc@AL8k5DBDiO(DzZ`6OgRZ z7s43<(-p`aMN~dSSwM5N62+i#PR6=nx&kKx(?uI?pd7|XM{9Yww_OGDMvlo!cw(W8 z>Q`{MC%j8W=3QelNYWWX%eRmBNPP5V3^zbb1xEof5ocNKSm_1hM^{;p!> z&k!ji^?+d>`<~j#{;4q3)R!;a7p#PYRnZ4FYzT!qdWJ%+M~0Fx zEMAg3FxbY}BGUQ!>(=eZfibfFi}N!i#wLTSG1iT`Nf+1!uGng7?k4_It3#E&1EKQn z!S=3}jsfMPNu`~>U@OjM#YcEJ39hT9tM5RIGU&ufp~}OD_Rb^WHs#~vf$$OK=L70j zxWA{ROQq7)6>c9?xqRwv9aKep=Jm5!mF&cXdd7&7FF3vUqmTSbuQY-u|^RVtV@we$U#8+-Ns*!-472xm1U@6WzUSVKbMykD9q8FkKW*Y#_-W z9Kxn^2Y1Pw-l0LAFZgV~r&Z-zs(MY4(W+1=gOsMrcr0N9I+P=99kWcz zZhtjkvno*@I7X(?WBd^UH$YB*xV^P^2xXaehUXSE2c!+0+tV6u3mxtpJb+giZJoU; zZLf!osfOuF+o^Z)ueD?sQmh2G|96W^|7V@T$T1UP4J4nf49s zO5Ln$Xxe?+ox902c$N0J!D@)4pn{}5X%xZQ0n>E~Zkt(E(w@>JV>3T4N_$qjJZjOj zhTpZJXP(yhL%9h|*P>~Ax50cDO$&F*?Z8EH>--#UX3LIB+aGS}K5o;F2K>j+KYX@k z3F#c0ker$kg~VHL@IyFx*P0|O2Cm2SuXP|q@n3v6>;InrMh9E`J3ij~9EKXj94Acw z2FD4fhA=cBO^qnY>|!bJfqQLv4>|H4=DRktdU4kC`x)elas(ODh}P4WT`a zgDd$+X*NPx`lX)|78bK_BYE%w7|%ZiQwa|FLqEgTa$7wryc?k`@dXwb=1bDys>B!b z5??$8!=*)2-_{c=!<<-otcev7%4W`Al(B>ZsYMw}nUawa$}-m73E&+Wc4cgIhFuvZ zLK%l$8AZ;pE2G#Mc4chQ!>(z_<_w&6>E3&>vL}4lc{PiHlWsEq2eJMmuE6(XG$tX( zj!;I>uGP3CbjlAXA{wDAW5;{ML$}03kaE5yNw>zOEp2W1a%n(ioDf3UMM#bDC`3I& zaX;?G;P|s3DMuU*<*co8&P>c7mNjck&1IYqTt#{5^-9gbrR9Bv^2!RC%dPK`y0zxm z3Ljt9R~=FkIh=c`&Y>{odCCVNEajVcQUyO|*`7E;*`1K}kS&iYM5rp`mwOo;ejhir zYr9*Hgv_rC85zTX{UzX%#JUm6GCuqssXg63GDwbgUI=BGYo_72xANbh@G{r^7EvkxG9TB=<2O+N znVWx4>N4bAW)Z2U?gEuFr7npSQ$Tl$RtBd(~DIf1x z%}36%vhIw>V+HLh>+Z;0DU8HMtCXovnPXgB95|?WOy75KrThuePT_HTY6)#BiziOG z41Q#3`77GOwzX0qPHs_Igwqmn6s~1%HA_TgeS0i&?E=&?RY!zKRY5DwdU!07981N5 zGgd>G!aFEUjssZA!DF~9jI*zLd*mb?mGzymh{e9N=#Z%SR6x0DC`zqhE7%~J8+TOJ z<71M{<4VjR*z1!Y;z5fY6ewBBAC)Zg)U0PN2HBjdW99Rj?A(LTdp4k#G^%LN!52IY;$UANe9==u$DECHyu{JB z%l1ax12~S)PRq;=>~$0rv{m^^?wY!r3F>245w4`@eT1kH!ioG~` z-ktQnQu!&9m-OyVE9r-z`NP!iBz>MN9R*LFJoSatfZE39+jtw=|6#?znV_EfAFzCR zjX6rsJ9*2&(*NGr>h!;Qf@}4^m$>`i&$;{Gt52-|t!kY>2fQ5USF3OZ?qF9m_6~Ub zO3?%39iVY5lz!b(oN^DfpFj^hPW93Sf1U?HFFXrxD{%$x7tLeug2$;@`rxlq^Jk&; z3y$V7_rc>;%ue`W){tNb1&m7<_1HV%@hk4c;x80`3QBLV6l-**vG>B`)GpnyBs*;% zrqQ^}WJ~uymTq|bip^wS45e3Dip^w?y&oQ@dg+M8!V_EYjtrMrc*?aXh!g0D$EjU< zV#)Q7L-Q5X&UVGrKK7n?yz1E%i^BYfADsy6`gNxWe&z zr+?6n{u7RdZ#mJI$I&$q=1!%vNYgo+Q4X^8tWB>#;K<0|HVevXHH_chl)0TW9Z~+d;O@K7(!>**beKoer{f_L+1$$ky3s(d{5xXNTx^AzNqf zBO%v~Y@NN(AZ-$nt*iGB_8!K;=ZlQDkb&H)rW@kwc8&I&u+c-0HT2+*(#Y1@dq5>@ z_3Q(cSBm^Fx)vj|xw^e?Xb=h#Hi;Z=drKi*^Jrg)sT8>3&(T+YOjWmnkgmlDvUTl~5&K z)!qC1i3*&(*mw?k!SSjb{4JoUDf{6>{;*n@$kwzjhS7PvL;`UKpUx`@PB}Ux7zgBq zO!ity<(J9GAIQ9uGEHd~vUT<{k@pK*o;*47fISJXYBT?9BmvwhsF5Wlhqb39uulBB zg-|2tR$Fk=2^%EOxT{c?jhUwwvUS2{3CZn-?vizotrJ#@0B%HdGF{_QSA%PywWX(B zC4_~E+Z2a0*-_~bCT?PMqGCz1Z9pSibBm*95@hS@LzW_qY|X8YZf^_OI(vm=Dz`*x ztYtA)DcL%r@#2uP?4Qumxm!{fBlAOvCorG01=*T=D4iH;Pa<1qKhOHXt(DQfz=FrGui<%8;0SgRVN9i2o$9tTXQR`BSJSvIyjK6vu|Pl%5APAu?Vtt_G?TM zx4=3obVd@}wRgYDE|j)_yJO9IX(3x@ZxJ7EnAPH?v?&gNu|TbEWg(OpOagb)4wr8s zTW6OG6ZhJV$V6o8>>}aeMqJG!)xuO}B3maEO6_bV595M%*Q#^t#fKYrO&{hFk*%|T z%J^|BuTBHSN)`*Ub@ngm%N@Q>3dL8Dt+RhcUvB)33X3=YD*IJ>ayzgqsLmIvEtcf) zWwsO6F*mc=OUM+Mptlt!c_&Mp0K7M7BN1>`LPe7{sL`Fhw9+ z&scLSSn_79eX|I;QSX~s%wKLNc95;<@|!;Qm0&p2g?E#O)QX&?+zc6oY@IVAvUSc1 zRyh~4bxuAB!;!6X3P>N0Y@M@`^pTLQa|-D*60&v9D*8krTj#7MF&f!AXAP;*$ksV) zNga-CopUzoZFMwVnns*$a^$E@B*sz$bMWXw`A)^2(bM(H416QHeL zkge+l*}7hkt?PZ7F38p#SERFT^ZU4Uq|S!7p7SUp$c;UEkil&vs*a-{4PZU%dJZPJ z<45~*dk`zM>3aj++z6yIg&u^ro^>PTa4w+f0&ksX!ds&iLo4Y?-F*(sz7yN^(ijDx zK(};bOX9TkNR6*qn6S2A$OqXO5)bw%xB}~rfV=s;2oBk^kq6(E7Kh%lu_J;Da%#}IWJ%i1K){3wF?eHY_5-omEVUh_SfPk?HI zT4ym~7N~Ww7Y@`DZ0c2>S#;zo4L_}e`aQG%%AoC?{R7w&Ifoo7fuGnZPc9ukmFIQC zf_nou^-~pK!M(b<(i!JXm5eiC!M$m8Wj9BFeoHpiAao z7{O&_~e%}xAYiFeCx7M2xhsn0iNpB{TYUZRj z>s~kt&CD~|ectRmvg_RQ=8y$VO70ZmsM~rqV5Q2PUIt#juL{4mUej+%?u<(*s3&}6 zQ02~Cj%SsiODH!(iXp*NnVU%^els3sa9{2$E()3P$jz4UP{oOEy>A_i$?xNQxn3xK zALqXHzUL4molT41_mp^&ymJh|aQ4L-(=iNhw?2Pmq)jskE1_T&a>6)vGZg?GH-U+Vf?XweX1)M?cMlMM{bVNu z_D&Z(wK7r&^XsBmkjgp%u1J_EIsk>IiNeGoouU*zP$873XeB^YX1YvG1UANM3KWe1 zSUsAaPeIQH(erUrPbMEsJ(;GSGj0Q0F4&ktDO1l;C>HH|T`<+knD3-h;EdlRoqSvH z3}kPTD0mO)q|WDqL_u(l=bN!$%FSoMRx{;$W%yQ!HcJ`HN5DBYGjrO5A|drj`#u3wknWx!=^Xh7V>|u6bOZ%_6J! zQEB=^pzU-psFhK{(sKy!sq-o5#A{LLEI+LCu7VGy&Wb8|_MPz#*cO6~#aE+~YZae6 z4kje^PABEjkkmS<0!h7KPLWzFs&A)i4N1LI3l}5ZNxDE%Gnr?~*HT^Gz{DN~B0bDF zbqh0MO>Bf(Z7uBmSk+t2vZQ&m>RRbzt!&k`($7SEI(xNLPd!BJ!4>+T zPd})1O5ImPn$_jz;~fkCvLvw|f!8ItS{Rn~{493GkaZ01ui~<0g}NY=yVTS^2C(Fn zM#}pkyx0M?Fg)e?ee5dEDuBUy1D>})eFv9F<%3Em_r8}&Lk!s+l~@vQmKdIjE@&C9 z7KZg4-K)-GF9%thK-`YYmgR~e16cCx7;1S#@M5>t!tj(=@B1j8q(?i8-6KR_3&O3q zY|$xnsdR?hcM(0DxXQrenj1>g6B6C$;LE{B3uQoj%je|Imiu))rAv8nFoQf+@549> zmz~Ecbg6WP-}eXnSecA05jB6hsYK(#rW-rG`o}+%Y zK7HC^_wE7x9Br|?_8@e>w%DdUM_QFJ$bppi=x@&3bEHohLmUivkKT2jZUpyR@acb; zYr&_tjvYSTGtYugzmO4+hEErCXC}f8pKcO;YX6wv)6MpA1vF(#Su_&X`AMj20|0v` zRtgfX`!-zd@754LJr(fj9nWuU@eeLq?Qb)MIva@VeDAe8A zQ>Mc`1H>8ZDSAWf=}g=AtM+hMX_ z@y14E(=+k-NjUf|*lpbPShB#2CxU(_^pc_y=$#N_(C;rovj0hRABohFco#bol{6&* zns)r99xY9BYQhnP(ft%eMW)~(eo>cj?z7+|&Dt>BX5$m9g!eIkN?H>KDGhT`PmHNO zK-LAQcNRR10KJ(so+H=SH3X0Te5Q~zEKRvUzY_+?>q~iz(M%1M@RMKBC?Ec+gl&r& zu}W#ip;vznjIHb2sV3=F=2z1c>QDMIpPMt}xt{Ub$xZG?n)MZnO4wBcQAQeCWi+=A zdC%i}9CGxhqAKBxW2N*S?y+}C89Y*9D^UX5Zbsw?m(J9ygo%TG_n||0KQ8}ERxyfr z6B8)m-_X*WIH(JcTr|H}Kd62H=`YwCq;RL(379zOH!Y7yOzUy^e@zQaKfof273eqR zUj^Bpp?qeNDL-bQ-`Ai-xh47?I{_@;RuivVCBz2wdl&Mg6_+k&DFv!=(7IK^=f+jm z`NKfJAAy>uBUQ1$Ex2x#5F^m{bbPjxX;bLBHRD77rRvZDvx-P0;Uzn1Fuoh3pPXzLN-PV_cx$39$wJ{sA<; z9HBMwm#wHqV&xV_xbnX_z8oxIky}y-`d#eD3<8&9=vrO+V=&2t7=nJk1xvUcite(M zVIDvgu>}2o8#<;XVnH95Ht|3wnu{4sG_kW)LX1GaY0>Y85<;enA~BD|f({haOiP>D zrmKW0JXc~Iho+7O`u%5UO-hQ;%m``qOspVwtAv<sAS|1N~-G z^;78km90~9HUr=H$hj#AF#`SGmW*6`w$02sUB#({C%CAD7=eC&brdBg=yyVlK)+{B zvC<;8AZEr-7h;2T5NBx;P1;{#Tj zST}Ut&yo@oyl#~cBhc?mB%zzS#H{!uEu3k+{#b#2e-|pA!=?M7e{kT)hSUW8_QwqL zJ3mFKDqODqP7)@WXs1pfyOlo{px>W^vabzSsDj^Q?>8aP@Bf2XFXqd705nSkP8jsN z0Rqpogz7n}j_NoM)7LN5c<}mdkb18zS&CRojsfVmKTW9|T#os;>{V-t73lW>)Lc4> zDtCUx1oZnQDEhOl%r;WDo>+i>S4_iO3tT$;M2)OY=$wlI==ZG<{(!AOY8-ngosR7D z+&z*?m=NgqG^~N;;F6^H*?Os*IqU`}3i|Eq!x}>$B){L1o+vh~rB4j>TV#I^a(`sY zW+9j{p9tu;NM4YRkE(F#;+3JnY(ec-2@?hVX3uV10NIyV@|7ie!l2*mr;V2(_cxR+ zixsnZrc1)aK))r*r_aD~F}Ng4lomTd&~J(EQOLZSa&>e~T<(MkgMPoxy!agi|H+B8 zC4Azb-`}J3>Y3QbgUgD#Wc36=za`qYKwF#G#M*{loj{)fSry%wQ zincRJWeaLIx*&dBd*bWE4(RvqA@|RgY_wVe`kgRg&~MJSjjAA4f^g|9$vMJ4b3&ls zm#`jv77}l>r0N;A7CjNr@AE17e<3w~RzyC}#(wyOiGhAgq<27U3q`XL*O3;{69WB~ zNZ$de_eDlJ=O*U#L_xo$pAX<=Y!)tUdU|vs(kBM`EwT?n?vO28k4{APL_ohq@}rRY zj4fG4CppEO9K{6mTU0E}!GTY>+!-S(Vg&jvN-lwd&qgS5%|UdEVgdRsy56Rq*;az= zd4bYuVgULrTF!!o&Im20f{BBEi~Rq9?5Az{uKvVE>{bae0sUS$2j!1Tm%lc#MXYu) z0sWS=TnzD7*(!A16BRK6{T3y^hXP-&l@2O#o0zDJ1?acvIs5cXKjo_6m{*wm!eJi5yfE^846LrizN8%D2&~Hif z%((yzz~xG`Hb_wvE6{II^X&C-ks=(i~Io#{dq#+yv^@N=TK1C+`Yn+=eF;95!xf!#GBo9n z8M%KR=(j}kB}DP>BSh1AkI(%sF05|lALo0@kwL#1iMFL!^~9yKO6=bGk&%%r4$2=x z&~Ivg8Jgc2LA%p`Q9DlF=c>9tMxftRe8w`&|8VJKJL+c3794*JK);!b#=}tYBdU?L zHmSIF?y5O*{I7rFpx=4R@x>o5)7+6fEGu*WGj5hM z1^pJuuR!W+j^qfeZfsE>XY7ZAesiasQNIEQY2Y%G!7sd&KNg_hQr5Ra@*|dXr@z&m z?rc$(5EIaE(UzT$PvvoG%d!_sOboDu7=V6@nvX!mr))K@dZIIL!l2)x^~wV%IY+ zohDnC(rKDF=(i}j7z(blmAFc16H6$@px>hL9cY_UXeGZ5+L(p&0R=*0L9pV~R&o(EZ6k`keEeaok zvhUjpU4=-6{+NP(i@yBTI4}=aR9!I3P*S;lyk$5XXNo|Zlza^=^fws48jjq=93a*XaIo?zb$KS>`#)Sa)5T$3Hj;*h_v?;j? zl}i0F2mKbE--o_m+d8AmR8kvj&~MROxeljk;EHM&RF0%IwxHjl@LN#!q^-~?(b*ca zTP3_X&O&v8e!q%gzA-o31SN#{~3S)V>Inui0u@8O#ig5$LxlDcOjR zb%I)hL<#yK@a=ZJ8-0u0b-0po+Zr^xWZr_YU zQ$0WFTX}N3uS#zBe?V>zTr0P4KPI<_-jLhFiDxswBd5vj(OS8E=N!2`c9Gm3|BBq6 z_`ck}`xm)A8SG-X|16Z-_iE(!)IqsDeWBc*`MlhoeFV2tll;c3a!)kUyXj6c*5bav z0{x!0V&O1+SbYEeT4xE0R{QX*vE0X zm@6vF+=H1s2GDN?$SF31t1Ov`Cyx#En+o?^K@%xRr#?$Q3QHaf==T*6aSKK8!JPtG zIZGZ3=r=?DW&{z7rRc{3`b`Oow^)&obg=YQmK)7mC668So1xF4z-u5`1zv!YvK-qS zGw3&i-bYDdlv!@j@8lB!{idn;SwM`Dj@D@e@=iWJ=r`3bu|U6*my7}Qn<2D(w7Z?} z3x@_({G(U5qD7dp>IUeZKV|hs^!D?otT_|6)V{&~w$Ao;a(#!^?6uEK(2&nKqG9jV zr8uxLqXs!?$k`23Lo6agPJ@`*!evk+iDxHF-Op}MpRX{r^>T>U=POKY`!t`Iokbp^ z4$4P+atfX?1F~n~^4|^?rCEl9ey;~dxy7YF#F%rQ9aA+m3iSIRScfcj{awZKzoA|m zQx6!ay@LnB{c36_`==EG`ptF=RzgC4^nnfkWYF(%#Ah<_-hdff5C!^8lM0;vd^rZJ z_>vC?L0O>RbPDJh7zPC*s#55N90{Sh&u>$Y0gbf4zUTpz$tIR4K z4lNkmMgXASU)-t`fz@r$@4y+JAv6c14F~-W?DeoQ&6e$+KRYeV|;sed}ra zflBT2ueU2epjMMo*Gnx3G-zk;dRB!%vvw7&*YzQ=Tf5KS;HngXy_%?u4L0a^V4q3z z2u)XyK$}VQnZyAV=rBqC4JPP!;GjuK-C)(0K(|TC-Qa+J2hK5xMeE)5CNQYUcdU0R zPvEeoZQJ0gL4o&aqR$`@ynxmRE;Lw6ki*(o1D6=fwn_F*!EL>1wt>qu6*+8zeh049 z6yJKwt>wVZ0DHl`y6Hc`^r2wLrhqE@lR7iUR$nv{W+#RobPM z!V(SoeL0vmyFkC=QQ>*oS4Ynfk10^`FI6@KlS9*~%>`E_ohF$4f z^ss9MvN?Thpx^(FLEaZ}`H#tHOhRtQfXz9PZa5~k{%9JQxW+FK@(n9=;^!!0&Uq23 zQt4v@{XVT0){RTzpm?ymD}v1@v1Ymr)0+$0cb^TnS-`7cuLW{RMR*{lr1PJ0R<@EsrWh zs4C`{d+8j0yKy>)L7Y2K$^dp{V(*2l2Plu3r{>rv@~HF^2mSWKmZ#&=X_dIqM%5e( zI6D1=K))Lx>dXjnGNPCDC>7w0W#MSYHf}&C41lH?Yo0*(E%C^j8SB1RX6lTrt9`ESG=P|XsZCj<2RdFXuA(wle-mFE~t z@MMF2KMy-G_B3NB04_fdzgIc8vv?*O^!qg`{vnk9#8KSM6i+hfw_pHP?ZEfHxO6e+ zh~7yC{gzWeAA!!NExn1-3*>y9xjo6C-;(H}ov3=a%tVXcv7n8P55pHIr=3a?{SD}R z#L{afnqORJOg8AZ*!JpO7+m2J+fIB2R;T1E zzKz?V{Vpp8&IC30dE~*XFhVs-&pVl*-{^mv_dETsOmOY~cZ+nnX8#Lh0;m72p=0d* z?>IqPbqD;bGn9HAm;d9)#1rU%$FCHFKZ1UrwHM!i;}XS*1Z6mp9(bJU1@wC_l54yG z)vr+fr$qDEyWnwZ7SQibYTkJ!CPBDN&13F^$E%p2-`BE+JPW1&O~q2wWAB8=ueejm zq1%;b0eTCUF6tBPg~zE~K))r~k3;iQmUgAP|FLw#<5z4ZyC{U?0CBmKJ@$ThoazPi zTP*zBQ2iv;)4~($V0tIe5sy>5fPPD^Z``NUR$MyqTKm|0;_<2{=(m{M{ZRcl)w>cu z=B{|0+6DAm62Gnm-3=~x;>X?>k5@fGza{bCgz87B-bwt4bjIVu@ilH99_c(u380HqyY}H?EL|mKjw?Qt-b^|G`gxhEZZei zX4trg-kt;#^p2KtSZ^5; zul|;v0s37je!e(pL_Ff8$mH3tpB;iH&dvxdzyZAlpcA>lQZ7Zrhp?GJ1E(~d%iNX@6|AJ+6u3HpEg9TKS1N)b+7ueBA|V|?huX1^LItbo z&WsNYcK5XlL}IXp;<8nhPc}Z4S5}v)U~MI63yF{(+{x{2087U*RI3W^VsLQ+D@Fx( z)9It{fnK~53htrXPj`1)%eg9e2HjJ{-3#`;bf(gIZW!4bJd^Hpx(^HcS#)QLzqmtm zXVcv|(1tPz?js>rRRTMh@7s{+!G#8CDE47BghcKg5e!Kb~NZ{Fr(^4nlz3z&Gz~L+P)Pyx_h<32(*ILdFhuPz?7Q zYH!M_MGQ=o-e5PqxeqbITVtaKKgjrTccPA3oehm1JdZvWGJ0^a!PiI})a%d9=t|rO zCo+a@M}THl<)c;E$mqc(5{TOzbuLM8C!~#x9$YIaynu}SfuKt$)0Ac*qX(CXy!&l= z^5n>?@=-yJMn(^Qi1Fuc%0xcsw&W)N*ZYO>ZK~#+miXOaMW{IT1aK3|E;ALoMOtI5Z1z#c$x4DWyp$i~-@E42+H@-UYNF=Yx!c@M@bZ}Fw z6B#!PQ}YU?aKmi06c-?Rut0MA5V_bcC(4t=-K;}Q0%I&$@N4>T*R7*fJPC*%{QN!e z;H5nu#FN_U_qFv7?MGKp9ve3^(*TNiapAC~uyF z2y>gSBf@NfL@~ z-~k#1H!w?l(9~Kru7@7n(rkNZIP~C889Q!r)+wM+$zXv)5B`$A-23dLPkaRqJ@_m7 za!YhnSblRIe3hQuDD4Vr!=VR@B{6)>?}T;CSK!ctUySQUCBUUwv^k9ehaRjjPD2X0 z0o&o$#-Jh735OoURw9_gnIkZn+Y;Ks`-eKzv^CsMJ#X6DFKk9`)cd$Cw%)g(h~qO4 zw=%(&>8dh)xMg;s35PywDYuEnV_#EecS~1D?;@JDTo0}WF=!cR>1i9l*rrd-T0yEW zzN5c)s1G1rYF0i8{&)@`vE!v5ySTddL))wZ(x=3e7Vc?1*QT!|JvF`?@6)0b7SbnO ze4>=DqEDvyIEq)3m>myLvChHHL*WodE^5{qQgh>b!W}Ix>RM9gOC;O-TUtYHogH|M zt7e_fel{;Yg0_ydMe%*1)`1W(q+7#y>8WO|Cv`EX$c4~;B&V;X6`Dz+yLum~RX)PAH85s8K(_JUVU#JLz6xur@)5eO-p7xa>V5oRzurfzn|hN@o&X0E z0k&*aK5nY1vEk5j9;GU7dD24*?ub$~4jg*c^&BH`FO>G@#wk{44Tqj}1Kr#rr89*d z{6rz^M#|wVNz((I5zX^@pF-eyhM%{E0#u%Dq^>vz)(=#4BaJap@iOE$roD+o`I@59 z%nzv-AoLYn{`)aqRZSzHqQ48@BnTA_y{Bauy1Jl-&bOEnJBA>OpHxJkq8l@=hp1F@ zKa7b0YRo(X!K!>M_+1!@AU)s6yb)9wdOLuMvzRa>hXC6~upACl7owsYv*^fG3thOP zeq;92461RxjXC5{@q&tOt%?McK`x1Wbj5Ph$dNQ5|S?8oDlSwsm(v$T`I10_oGueHf?03m- zV#?=`1%@_z3JuNHYvPm6o}LZMsq)RmudUbgn=*Sw8_2rQX3vbLiD7=-+0~|IXGk%` zn<{5#QiAdlr{y&3Metmhe!;m4JF*5{#+J#|4FYp;Y;}I8g8VGJ*uy!c_S_ zBAz5y`DlAP9>$N6>iGd!p2xNGGx7RC1!(@e9>x!gmDR+C2hKvIjbm{r*8r~F3`@Y_ z9jrBwH5){trrWZ1UJRk!aiexIfF;j{2iEeM;YC~7&G3|0;d>bjcYe$AfI=CLhhJ{5lmHi zr6yL-D^hdO#v8}_4qUY;>A=CRgUeb~$-2F*{k;PNZQ($TQleII@r<3XRS!}>nLXE?YH>-*?ieD>*eSl`F!<@f1zSlvqOmW#N&bJx&cv*+_eWC)-NUgnc>~XIg zBmKjdD?zjuJ&`o`qNgW%(bF^PqGz0M55~F)j7pr3QH}GR4T3+;*NHz z(s^X<>JSYLpZ~OVwqi=*`x`^-Gj5!MPvv&Ox2d_dEYw)CwXC!m%gZiWeQ`rmC0dq- zvWie?S$$b;X<2Q_ZhYeAgla4cjl$)LTpmP-SgXsHu+mgtV1atK{J<<@FI9Qyh-s zl9J|{=IY|6vQS-fQ$<~6ZAGZK0r8mX@YFZdRo7KCmxY=e>5VKaQvt`jtiE!XcZ%c9 z{HiW1MwnEGSl`^ZHB=*ctQ%Z!wU|Mj;ZW;~ zvDtNNT|-l-yt%fdsj{wC&5ZPIC~InNsBKgk4!OLpxgoTz8HHV4SyS1hG951zSJTeo z2E?_Yth@}C!kpPsR$EqHSpu6@Sq^J;Nxf-CL5GOKD@9J0R+jHpvm7!rtFpGFw5&vB zJ5-c#Sw&exsI(j*%A^1qRgU9dSKkyWu4q=X9a8a*y2?`Kd#JpwAyiyi+Mwn*zKzv& zJ42Nycl^|>1WIjLjmjOxd#yUf@zG+z9;&N{{Zn>{*uz|h$1Ik{rUv8*N@1Skg=$q? zU0G3E#N6>Kasm<4JRDK%~*& zvJ@NHwjdMK%Hyzw0% zbQEf<<715gIL6R@d8NzKjN^7`4b-;bK3gmGn4-$@G84q?Q`HVxn`(8P*+Dj{8pn^u zxvOMr#THc?NkocPs5*znbZCoX%cbfaA8lf$HKKc<_x5P-^5SY}!ca;Y<}Edqs=;9~ z$11ST(n{$7Q8aAH8XXp$4`Lar$st=sx!uf+X2+|zbXzkDQrnH%;doS|eAP~+$A_GG zM2!z$H}a;MW5MDE458SIM7rylW9DGcWD(NZElQ95gt&_)u19?0-qN_UxZWJ#2|*$f zhn*G8G7Sms#7(>ud{np~fvVu@qLjw%i zGt4L7^zm9s8qgoGnP$>N469vTIZe8x3gcIyZN-qZ8Z9%1EvSp}nurd7V_r6zO{lII zs0uHgm9-qx)$XhWx8KQ)hH%RO-eQ#WVplr>La2XOQdAKBM_Fp!?cev7Pnjn5w$eHR07vSaRyduY)Jf z_f7nYzNhful5Iz@KHQHYXz9XIjD&mqbqV*T6)qhLMvbS6?;AXT&#Bw+Z5Q+cqwTJj zIIFa%XNS)v@g8mOp$?N-lRX8CAv+#l21m;9tfWqF~$yS(%PJFJhnn^}M za1nl;B;VJH?+EesXE3ac&CF7tPflqzN`3`ae`;?67TGG80hzw8fwmT9Y-Rpt`wnvJ zlCk~I;L1f__28byQYB$p04!dWMowQEKE$LOGizf{7F=59UdnXketCaOceqi$&^OLx zpczAlLqmOtOc?O?IswKU!`lw8nU^wFa|{-DM*Dy=at)FZ4a(1Sa-{_sfOm6!%Cpp9 z;=EZ9ifuSpTxmbo5xd^lfS7ylu|=;J(Td!7IoFN1d$N_Oy|*8Wn+8qL`#YOC)rm){ zjzKK5%j;b^i|WH`2UxO>4k7^ ztOG-M#OOl_3j#8X)}08AY@!k8SnZaWePejgGI-+#?}cES&Dws0nEM=-e-DJf=xwW7 zX{bjT7yYsrFRNDS5*=*m#||oG6q?rHlm^I7a-Q+f&b@zeCFdDQj>?UQSTkNobzs{f z&IB@UGfqi2BX*lajMm=LcBq9-fgQ00hS3Z*ZSD&kGh3j|jA10h?Ep&+@B8flOLeqQ zv5ZkzBP@~Yb;&41~zE$`NqEYFN=3%L{Q}=T(U)dbSd7C zdj@^R3WQ37PcDeE%H8`3gv#3h=UtiyOWXG)RBP@+gz+=XV%FReFwKTUqc<-U!GA{t zf1H!G zA)72LysKsJr*jd5Jr3vcTr~YF(3E+XvI+Y?kXCfJ3}QTX0Gl7WU^3oiZ-F=mYztO` z;{oXMf#9v|hpvTtK;lB+!dg7+#DmIbYxWShw!-CI@fmOxybMzOTMxfX#{b6iK{BrV z3YZ>*H!?^W`OI3+5FM$W0p8L*h;O0i(k<$F=ez z4rhY2@Vg*=m5RQFhace~ZwVNFZ5Cdfm&K2eER2u9LkjRnJwoQ)2&YqkBNxa5Hh%l8 zaEC8sxDP~xdpN2fX{To4-(iQ#`(8wtk#(t6Y(!oHX8_4Cj-8r?RNV#AZ{aMs84vM) z=kJZH&&2N=;M+&O)keVw;Wl=xIUmkLnFvI;AJuEYpAq{hpM*eW;VotKTL8ZW@LQOP zhtu(p7X(A>5xD&moa?PxASFmj=q*H3(rzrJI zIE5QcFGkZ|A$}ah<=3F-q*`9hYIzI!IHtf@)qBlbi1IH$$!AlZdKoGan7!Y8|11<@ zB}k{DelFaIhcof8mfZuHUZQQ}89T`}6P_2q^K=>xJ-LO&xLxez^PsQEh5J^#G!n|Q zporz6U&(zht!=023n4`m^&`tqH={j?^!&)x5do20(|x*$j>W{ z2y`5a=>+3^D!Mrnsmr@)Ea7M|FIoC-t!6lN)E&tYEM_nGwZ*JsQ^?ff1->#C8PX1( zf-I1B@N_&N%h(X+gNHqx_cJ#`h1n49{x!-%8p3LFu0IGS@6lcHKLm@@7#i!OEj*;# zLTM5+(Lk#8$H0!Z@$bjwRvS_fTS|3F+%~dAw5`mJ6-fU)#K$;x25da9?me<&6*z8_zhk2Y~z8Vo`Q#_#q=hdAeLXE)D#R+d zq(WS9Ik{LN{)0xqrt}3oksl3Z)@U)E;=Pb(*L*k+o}f!QD6qna$2Eht;Rfx0w&nfU((aCM zWqqY=3Ve~F9z-bJ!j+z4CHqA?7TDk##!Q>9suK%6 z*595EYn4SA?@+=DNWho?af+LZ2CWYbn$S_8IN8lC4VXX^R-+oiU0Zn4fRQNc55{VQ z&~v>+J#||}8TGcr2Dl0q;fKPCEMd~5LZUtCJ<0~uYiGW0awDcK%GEy z=(gv|e5HYdDabEApM#|)E~0H|wI8t^OAnix89s!HoX-hrI|TK4z`rXEf(m*-ihry2 z_Yl3BakjjT<%Trsp9VX29Vp|PWv~L>s6$lYO`z*Wovm~Ir_CyQ&3?&=>f+zVp~$L8QQE8KPQNO)e{)$TZs&>VaN{JJ?< za})CGDg=_zWr(B8|6q1<$u>Bd4_Zt^yZ24Y&@6Au(5k^Mqlas*J{38`(ZkIURk#Cm$Iz~T zOFErv{u5kzx5N3KhIY3V=1MOjlK1_HFvl^p-&*0WUe9px*SK|!5{`y84U7`U>v|b( zSwy%I4DA=tqYbTe0FRuqUWtIZI9bTpznWJ9DOMrFjdMn<-h#`=4dH>IZcK)LRu49= zI~d1?@~oo$Swu7Of>V0(XqVoLEWJmp(rbpGJeJ-|Yaz%iy`eu^rDu6trT0Ow>(Xmp zXqMhDSb84^-6_2%;L@dc5xDYx3Fmv3-s@JFD<5K*glpYlMkxh06LY{Qx~~2k!>u1n zIF??874EvFNO)drM7R-3ZzdSb(z_8+Wfg5eK&SMu8c_H}_;5w0@Y{G`0p~F*tn%b~ zL1d-XQL@3?H`zmGaGt;0Q!FaaG%1f5W45QT7at!fn2=Aly%rY7w zUCifWmif^0CU{!rGwm~$`ShJ;n$MFopKQ>brs2bI>89akaOGVOr(-_Di$+EeU$DYl z`8>ls5)tM&CilD*?&@^JKJV?Zgrmv%j+t@1ZY#s(!s*0uxXBg%5Q4S&EPoamQpF|X zIR=LhuOS1fIWX7=mLwFpce(LN<|Ic3oV1Tf~DU5X4QO`mM~x53*L^p zmLxx2kcjt)e7m~ciaFonDSr-)nUylB2@m?Uu5dTB?CjHmCc=Si(XHKm$%<1d`+}Sfdqf_e-aQ1yZ+!4KRWzdK4w<`AOSdjxFbC zOHOEmId-6%Tg~yls=c#gdFRTttC!1*(xupXzOrDv+s;>@(riSTJc5-td#8Bm&bo$D z<@r@Eta8Ln*j{X?*iu(ltvtUj6&^Vg#H&faT}4v#UTm+H`Q{)!N8ZS8eU9zk5bpEc zf&g*eW^Ck9p8x%tXp1}o#cKkncz;Y^Z^_o;2IZ?s7Co+WNPIq$;(gxgdTtz5z8#!o z`FzhZP<1^vgehOwyF$uDh9sEu67lGs29j6rK2g3a8FKi(`%!nBNAFX2ZDIF^8nN3B z+rV~*ikq-ibW3v+Hr7q?U7PqTXiV&>4)=&cUtn;tLIAVio9qr1C?MmV{J}pv-r@=t?SXs;g0+1mggL zB!@!yHesNTC&lAUW~MO(HHa^m@lLr}=9lK&UMr_F@UQp5&sWy}?42u`-s#{B8K@c0n^C%yY_5YKFsar1ls zXl%#6iHK&)SiuC|gn&;`-LZoR9?)NyuHZAG7ohDaV};a$qrL#&6U#e(W5xNx;ZMPi z5dcl-G!&38kS3WTiCRfQ8G0NiorNUj&b$`Ed*G4Qj&I2&!$Vs2>I>lW1^OK59>T^P z>^(URh5K_-bncfj_urzspIKSXRLsH(zGTT|*PA)CCF3_>yAA7*X#@C*Bit5}ci460 z?guwBcRScpj>Jgd#CKKJH6YGIzmTViI#E*) zlPVB5T14v30P$Q9trPUB$Nr5RRJ{`w7J8|$kmR%aL;@B0g+kX&Wd8xQ- z{UeZz)+#o$Ec-10b=)8xIy=AEB*Lkd4S(;Ys(AuGTuDCC(({Vo?KWX#6Gn^%G3gbkdl9TzVo_x&L zvy_|iPI!E!2Up`BMcssaFGlHJg>t~?g@>X|(#LzA55ELG`r|#%NBC@hyyy9-j~?d7 zd!CQc%ldfFa{>LPm>=(XK2DeG<2}!XBsd@Mc`l;c{qdgXVv6I(d)sl>AMbfSu^Z3s zvD(S{crU)OQVxpnzK`*Y$0u9b`F=K{@ujBgynOMroFA%2efHQxOux6ax4W+^d?Z&8 zk1(3E4i569+Fs^SLY_>UBHtrgWMrX69K&Y{%9HC20ln<(p5DVfp^!=_-HCQ?2rZ4@ z`@FFhjjq3o%SO)|?TCl+AL#5jV7YuM(eHi5*a@a2Oi6!bB=HF+$asHke1zP|r8|N2 z#ElcLil`~j)Yf^ZySJ^a6V>jI-lO31R&e}<0hM-6#i1DH6OP!xBfSGX@c*;7hL3Gv z_=|q*$B^o;Ug{6Dtx(3>-a*IxKmV$T=hvl*$ODA*qtil@K6gtF9TxYS7wD8?xvajZMSW zT+M{V@c{I^BO#`DK+wIYqJAhf{^3i%3hwx~p5u0+8K1!Ow=lw)@nJmtVG75M zCYfKx&-bUobq`$+;pa8DGQWq19<1JF{s<3=SeMCs84s88;eYTD#`H7uZ9Kfj2QQ?h zV^ttCfQKSJWa8m!JY>wn!^~ay$y|<~d`z}8*WqCg9{88VEf%|w#-N%divphOm|{g- z5}#_Gi{JmR8reVGxJ3n#B@g1o{J$F6T(gsztS_Yh)yV$;)ySehY3oEI8z0BE*Q#sA zu?=iw(Q9Zr8(H)lmcuVi>t9hZkD%c){BhE>>PGblnz5N|R1qeF-kEGuv)HC~VevMT zZE68`dngsbM~_O}!rv znQT)tzJZ@Cwy8nvzRY5qx)cxm3$jhEK$2#uY_m;e0@Xuk*L~{Fc_*t)9ow-I6C9O3 zhDFWEZ77Wo-;Mm#qfz4{d^Sg;#z%j`XLB@ae2iY!XwPzI3L0xTPHrq z`4A4-I`VZA##fW+4%K1?b%sM7>3oPtU;BIrhdk_j2*>L^&xdeWUFSnMMAwJV zYL-K0W?AP$IMk8Phj9Gu^C2A4NasU1z9XIwF^V_Nhj4sGKOe&38FoH|<2APPAsl{Y zhdv)7lBUmxh@@@7`4Ewmi1Q&Ly&}$si1f0~hj6GPo)6)8>yNhG=R-Jtqn!`oa2)S^ zh|#zrPYqZe$#%T+AtE`4oevS|9d$m0<2ma25XWJ0&W9M037;!F=R-Ig?{z+e!%0gq zzn+gcA7VrftqtGCuXVg5&WCWwrc87sa`=w>dMEZ;y8?vCA~3%Gva&* z$7k625RTU<=R-IQQRhQA9@hB~4rS!?Asm0}P=Sc^Asp|B^C29vt68+phj2Wj&xde) zc&>u`dDB?gp3bgH-2f2 z59JsKeLjSQH{Is>5W`4o@$rm9)aOGuZu5KyhhUx$aq<>F*^*7EOFw%@u{nL}Z{#pL!j5H$^GilFE92dGSd3|yvrsv-IDmi%* z{4u99>2ajTrGW1B^D%z9;q@mcGlT(W!c;r>TCA@6$w;=u)4^sjC3zykBtt~N5iuoO zRZeH%smqMbS>6Cc_4qerwLwfE4t|AMSVQIm=8uS#FjP)2K!~&q!;v%1i3(oMI*!d* z1<4yAB7K2~m@(Bgky3MPsR+Iyi=^3ZE=nYEj+>8Z(~-)JCbya%r?`bU{Bzy>%uh?uJU74FW4`Ty z0&@6IT@D*y=`7F>vys^g*D01Gzb?!3+mDOnF^<&5r<;a@j}z^PNVzkKOWc~QbT75} z%BAZhI~5T$j=5w#mm8NJUv^8YJq|<}3fJPq zh&XI6G_#Y2rxoDsvQ@LGuh`aybh}G+i#tQy9wks@RyHlM6y+OWL6b($g}dpm+p;~&jQr_6ejU7R`lq#kGvZYKbOzlEPUJFMy)!K-QM_ka z!pI+D)5wQ??#NY6*I`WQEsimeb-$Z6g0a=@V+k?S*tQI5D9p0?u_(I?7Vo04Mz)`V zLg;YxY1=tas466uc#~Oy)MulwKWILp>YQypqO`iqN3PfYtHZ(@%YSuPx(fZP!*ch! z|LU-0ocON}%iXR0|JY$Aqm!71E~M=^Jy&>G&(%Ic&(*=63mug;Y|=fKbXe>(t?mjv zm(^WCt<_zj=j#4f&&5INzouGx2I$O?V%l@b2%J+bJjhhbnRVqkvo1Z=k_p&iXV!I^ zGwae*EPJ-ik(-`inNwhEw7pEK75QAVuI2W~+nHk7)z2p7JF~6=TS~;NYh~oDt57Ee zhrC$Ruhr4hFFn~pWyANen1^AIc)B(HTIWo^)<;jjaL9q4m|L@>jqd1L)2~gD)343$ zK-ToDXc!T3D0WYXwpcBQGZ!ndNP1FJYAcVLi?i9PR+q8Y z9mby4FdmqBnac`NLfX$%e3msUv*vb~fmt&)%)v&O+hM=7p4;so)(>I6HEage#(pU5 z#98-4?d)9`eax+_8I;VbFquL>WX-Ekh*n26+6>CQHs`hNLzXFgPK9JP#93=|@ut<(yNT&Sb9Bnap!K zlljgP-l?~fMf6faL>1oXR3t3^S*?Q8x7bU6G-&KSwv|WqEqVda ztg~*r*@CDD*@}OOT`aD$is-X+@s&9_!Gg2;D5OyLEfr?W%_MJi-Y!%+nSnmZdAm?$ zy+0VKA950A^*FWcn(AzOF?$=QA7Z!DV0AlC8~MA8pMuHSKe&s>$m z+TI9lJQnzL8;|8ZtLupBhR#Sbo3S*!0NZPoq+Yx`Gudd)U{ucH16K8h^%Uq@hV>Na zSgeMTJ;Q!>9IcLEZH{eL$AK=z>Nun`(H)1?oxuLA?j)+?VDBgIikt%UMpk&A(}uHq zkoQGwtK-dbM#-Sl(5O%uGT_6j9%mIk zh2ixwZ>nRy)SYIP_cW`#r}F`mlIgCOMQHN%cyM7>u5^4e{~vpA0vJV=b&pqfh0v^q z9TBtzlsyT83K}ph$|{6K1Vj@E5TYz?5*8I90*bpq+;vFQ8ASz*j^l<)+`(mxpANX2 zQ5<)Ts59#5_&>L*&#kKTOB((7{=dzFN>!bA&b#m3_uj2nOLt5AidCU@h`ZG}=qN2A zDPk}R3kdFhK#JMP-v@j^E!guZSC$mL|G1t*P?DFhj&5mmTadto8fq-htsjqC3{}9CWLG4 z{-|%Si`Rs#aK{b9VWziV;5^M?9ohZk^QOMO;vu_!IE;s#Fb>mEJl|o4I}9?tLJO(C z*qV$1!onTFQ8&OXoHWKj?4lb;IggZ~8t~Ckz8uiakLIu&-EElX7<|!~cOXqX!ZmDJBi)_; z&Vvv4D#AJ6_c#z;Dc}J2aZS8K2U769wA=sOh~!;NIHe0v$Ha?)0V2g1>pMg%jl-d1 z0I4_}?{}S4@k9wz6XGNcYBx+x^aGM>PS8E>IcJiB=(s!&OxEFtqN2ib9(14Z=)e`o z|2RRaQ#YphgH;O8M2#d|rMlsX5ln-h6Qi1Vr*a8EGVzVq9@Ad0H6;Kv_Xb^^u7NM5 zb%%}XGd%d#L%8Aq&o?qpNb?TGQLTK3@OSGjI1@?zWRT!dIJ*Wypl{fElU~P>f#z*L z&>9HmO5=6l0O^Qq;-l(7<|vKX$vu#e7Z2&UD3>7Gg@O2BClCYi=AoDud9CNgIH#kz z?d(N4fG*_TMRA1kh)#@qkE(sWq5Dw?O-^g$SIki_MC*ehc<J)#c3wRXB5pi`8oOwXD@fmm@)V+fsCA@CHV5EMbQ)R zgR#ZYp7;^fUKu0s74gIIbrWY4XPj8Lc+|=ArAG2=x*72w!_9DiRksjd5W95lyo~%l zefCdI`vEmS1Z&r?8}WKW4k1vzt3_&eDSYSUmZ?C~G151b!hHzqp*9AB#zE z@*xZ4xNr$RBtLKVB6L2hxMc3!dGpg3Sm=e=$5-L$e&G`A;!}KC@*Bz}{R$Tkl@W#B z;eL+=648I>%q}jJuShGx*L(oMy_o<~l8-Mrk(?!c{_?plC4ag6g0YyFt$f=Nnkk-y zemWb!b&NFUD^l>?Iz?^@O6~kavS#6Y{Q!7KK+d9Y{E2jY9SOd(1@$Uij4#+(5{u`( zcpiSSM!t6?o+;j|T#SK*AF=j|0L-BTkmdPe3mL;3PSM?6x2WzuvRs6Gmg7g@0KhRm z39i7yIc>77wnH|Q4-Mlx^uj6O)NuFK&bC1QMmEUba_7%a;hr6~t-x+5wJi0+WkWWs z-LU(eUR&4hetoF3|E_&@`u45cw_Z84V8ezF?Iw|^eOCJJ?OQ8{4%r!LQ@+7&y2)OV zULI)^X|r?tqaa1v*iAuNk-qhtZ?-=+q+nikuEiyRxEY6j51jvt0_STT5je9qAZ~V)@Mw&iKZkp^_l3;t4eR@CT{raf zwHq$#RenW(1j>T)$l<-WZycI^W%#_tojK`y0&m{YAtR%BOrFcTL@yld}|iJM(|S$G6FrGC!iPE72N^V9EB zNtwj%$4M0@$@_Wkx1Y27pPNb+&BO1f76xLXJG*p3qBFPrzc@w~mn_W1PmLDIl+l@f z=E_tsKB4@dpLzPtV_u1=^nY_M>a3ynJY_rL1bLy zP$x0m)tNuL8+%vk%*aRfnUNild3Ni_e7k5%xMw^2>~POecvdUBb$Cc9CB+`OM&_+q zI&Do!wMWXVH7gjcMaJmw(2h#tgHz%VMoh%SlONwjtaWg&*}ZzZV9^tdOG ze>oxi;QwnwxZGFxfB3q5zucSI=hGT54HB;X6XNxv+4vgD_>BVpje+{F`f=eExW;!b zivx&U^`jsAuljLV-&MaPnXmeh;=Ag1v*1;~KQaabv#Y9eO8|o_;g$f1b#DnEz$V-h z09NOgfOAK~J1@9*0Q61@?mlRc#_a^&Fu<?!apZgGoH^(-IIFdcA>koY2r8yOc!GKuy~x`!1F+AWNkbL?uGGyj^RE`@$v~D)n>+ayVZ0j!^n``%p28O>g@y0wa;6<38$KF z;q*{Ay}jKk+$SU_oD<}PGr5(0UdTP;JhVCz#qAOMIqxC?C!L3Iksz3!cJ6mVzkHQa z!t8w?zE@U)LVnSb;^MjUmKncz)?(PjSJ-ASGSn}UJHx)Os+H{Hb70YPI?Q~mrHk=J zwsZT*FBstK@KJ~K4Ec%oez^TM8~3O&IIy^+bco_N9i8rsUN7IM?~b4Jj5x^=#D78n zN$`#H1-#fr7sg1y-CyiOD?>qk?b!YpezTkG4ShMz=^C3b1i~qiRC`wnPVcg7-+9hn z*_PYO_eAc)?@vYkiWYci^&Y$J-fiKoZD*c}X~0{d`F3n9@LN`m#o>pcEbQO7D(fhF zMVWozCc7ZZK5)8Syv1%Y-9CFd7#WfDA&#jO``Ngq6#LK({>Pb8zlK7NgTY`A;K9ue*qg4I3tW2^Uy zl|9I)-Clc2mfdf*s5^_r}3zxG($X4y@`{X$uGbNn4Y4L?edk`n1QKJJef zQ&1v-?EB8yB-@O5!Yk^i2hQ2`Or%YwJ!6M`2o);d&OJG;rOv}Z|!ls1)pcN**(y15-LAE z`%uZS zbqRR$Bb&yo=r{VfrKbSN+iUlC8a0N>F3z%B3vKpTyN^?w$z$zwIAHw4_R$WhPh=C4 zCyMF*LY#>5NjG{3p0({C&e=5n#8E?*Exig!Crr0bM4vjU8Dr}U*9g#yW*6h4 zG((=u%fFqm-dJ?)dFb9991O=5i?L6yo`UC0AE2-g4vp`dHQqj}#BLI`mq*Gb+RaLCoH^sN(<0erLvM}@op!|i{a(#yBD+qZ;5UAxX0msv1m#*EC2p$u+GUIJWX6rck(sN_K!_MCH8s@jN){=$yj^&*bKW#)`^)D>>omF z>_4o^!nazd+h47kZnv2~#BMqr@h{!}&{|`cty)vCt-$^qtbc=berT-yr`09L%;auACu89V{N~T%%c9|d!0D`=KC;78H>|o*0>7$X=}dy$m%Gz>2?`LF(g`2_)FQKc1 zt>;V~CfPs^{z`yh-qrB5ZeQkx+MCc;@wpcIRl%Hv{qk`~OYUP~BE@dzT(zMhzc2s4 zcmQ8iZvBDn9ClQQSdM9%Z5@s+xg*!wr#|IU)LtGqi+r4Lp=*%kc?s!D z{pn{0(}%aqwif%-PYucwa z(cbce+|WLpMG&2{k=%f@ui2yy9C+~ACzsK;!i(0n0_kKP5DQmk@8=G^sjt+ zjQ8+IzOf*jRh_e~u|7`tgrJQbNUv`!i2hBa*Ebd83JD|B(DQAUzk;9oAutd(N~c+Fl2vt=g{j_kYPN+^zopFX@>`m%M1Jp>u)L|8dt? zo)PWvY1scC@``8G*RKXfFow_<`}_1~#M{WE$p&u$G;&L~D}KjsWb=?UDy>m?sdd5u z_R?5tTI2B2m1(Krr7P0x@KRjhHF*MzVeyiT(DSO~vAA#jzLNA(q}LZKBz+sw_tjU; zQSKiBUqo?e6F3$YLXuMLlA8I3h<85#Ce%am~t<-|F$ONU!mx}5XF z!&)|9Z;xo1c0tOpmTlKII=*FgctO*aZBKZrW!kW3TQ(o|9Q4n$Oc~j1gaIAaOv*3i zO1o^hRgHa^T+*~<%CKgW@fSv!UW4?OIPbGx48Oo$EAzSqaeeLO?k|Hn=}wu3X_-c~ z%)u|`8qJ5lGQcQnVg+EQZQNGohT&E>?4zu?@|zCC^XkFN>cOk(;BsyiU(^Dh=GN6| zgD`yIG{Tr>({vBqo^gK8M*LWikH0)l8Yxb6gu|M#z4NXb?!-eL$8d~~Noap4t8-k5 z;}*X3DjZAQsjtOxE8lV2)$UIcGd+r9gbw9r);Z3ubDR@D9tn;3A`i#+xOH1EeeD7p z?YcH)1iIOcP0_`kLKk}$m3&V6On4O_^gJIFjpq}+7UlMQlo>unU88+02fwO*h|9S^ zY^_DV&J=w-5B`37d~9Tf3)Iot2ly-8=o_a<-(WrXi`viz>ya5=no#Je35YR%^+mb9 zg`@eSrpP;9?orY++oB95@WoSb&$Ch%^7$K~&RD@UQaoPT%R^1Qh&im8(Wdxf0Xl@- z3F?h~*{jlS-25f6 zv+#2N?4n}m=0Kh$2SWo7+tzj=K%rXPl|c!Bp6{H}y6+-{`aq82{%>Rrdb@Oa%e40bNJD+YRn z*W7enpa;7Bh<@_F4&pCvyyb(Pf^DjOCZPd;Q)A?giNCj}t=_L+Vw2Ea{f2n7I^!u} zJosBJcdGO073qTbg>ZR&+~0MXdvDFWkM8x;z2DNzxfsAj_!(h+J5h7P$G2!!`oIVT zh^dKPp=3c}vGRUPf5;uNWN`^z9zwwQRb69l;rw{Ob6%zVy>~1r`n`APDdxZ5J4%+s za`7=X=M$3_h9u6JIP>9?aX8x)FIhZ$VPVNxh<4!DN`X-c9E_;LB1lbJH1lb$zCODblkL33_ z){r$>HhrAblV!vFCOi2Z>n6yC`AshO@;ez?XOT?4z$(>{?ax?IeEC>>7pwwH#)Gi> zY9*@AvD((8jVa_h2LPQ#7%yOz3|eSr1IyjixE_;(xoIvykUC zjy+rME|foo{U~mArdsYX?F;V=tiH+$4PSI6kZjU%C5a}aU<9Dkoz!U;VY9{EW$Jh@ z)ep%{{je1yWMv}Hp-#RzvYCzRq>wdDHgmDMy+rnA;szuVWOFK3H$nDJcN1i@NE4X7 z=n8RvSIF%wIz>7mZO~9b7UhH!q&3p zvK2C(F;8bfgqrVIKS}K2+u337B(bp2-6e4)h;KU?WtPkKORR9eFc&z?95U}j%7bp| zL}Z!kR;*2x=FB-2BY?i`4H`Bh-&K=M6<2h5q;uyss1rLr$sh&pVIb-X6I z2rikp6+T9N!#vQ-XUNZJNAfnj)JEvAQoqxHXdGvmDGDqc`9t?~7Pb z?w7Fnz}?-0&2_j9>Z{E?fZ{|+Z5&K}*h{7N1bPgs-+SNSwo{j;f@PM=whva6e;PJ( z-Q9DrS>x{BkIfEumwE1j{&lR9r)=ND>Z`wG-x-QP%>EeQ@c_|c57eT!im~;+V=?oh z@0hkk_a#=_+OV)(b_Rn4hsZ|qb8uz`T=LoJQe-1pIuzz7brmhkQ5X05`p>w1@dQ>> z?QGnHT7}hD%S(}RIaYCkY_E2i%BHPcg`m&jir$+0sN-wws+dn${ zM{0aI9LIC9I_{I5Td{_$lV$T4;<8ia;<8zoR>$3w0Zzp#WsvPDSnHIb1W;pZxs}?j zqr?q&ITxT54t4zQd(@E&ag>9Q)I-Wnsubx7-?5+PtAa?Js@182NCQ1a^gXbm*s_^} z)jc<2M;DA|5GKp!IA?d7Y{>OaXaM7xP4Z_pNxeP{gppWV;Gx+!p~;;$SgD=6g~|nz zX+bl<0!dQ20OE$`0!0NXvbt(c7a-*#tSGl^*20VE-2cL+17--mets!ZuW*U7xdW?& zWZ8m!OZk%V?y_`;oqm zAk(7dE_4?*PrAF3QER8Lde#-9YcsQ4w$(0EHeWlt(_|w;ayk!HCY@{aekm#l6*cG3-8l9a{BLj%}bimF)tf?|7n7lDX_Or1zmg5c0H>SwJ zaI6t)L&QboXf#$zWWRvNIU7@C{|p`@OW8jYt7a(&#aO*8<){=Zvy^>#o~05wxE`xR zfDPHd$xo1jO<27=UA)QG{;n z48n?VCRLP{#4Z~Yqc9@XSm(mBk%q&xRyNW^AhV@}%r*in&9eooz_NYL-Ji-P00oG% zNFk)3B7Vt63IbJg*-BpoEF0;D7#-}5K&2x}@q{efQmlYwBjpoVw$isCl#P^6VA)Ec z0L$hTXLp)cG#%}SBE|L3B-u!jppi|PvpY#Pu1|7gBW)J4CduXn!|DdHC_gPEtK#N?Q|{4tHcgz} zN#dH0?rxlCdBhwc_Ha_CFjdZ8GS;2=j7TN>V#AH`0OVjgRxhN>(YaVtEt~?tkp1(q zHkM;K;mN^&Vf7?(^cGf1WdA*^YDEs-$LdMs=p(F@$o^-}F;1(nD*NAH)hy)TpIE&t z%Per{EZy+eU+3{Sma$LXa_svnC`Iv`PDP%kd=CXL3oH7dY$RJWn7B(kf+!}N z^;j|dBeK2B-JeDGfFhm|dqSZL0JHYUT1p}{69#Jt1`ubFLP(ooV6*AKY|cglELDq_ zqPcAU;<9D)0M@o(yJ4XFhKL((4m-45Qg&kP5J-(gm%EYS&~izXdgKaW--d()GML!s zQ7Iwl&~h;%-32vauaOFhv!n|EW={~<^UyRTI*WK{ELJ2tJ-a-o-s-}#`IEDoBbz(0qJ83F zy8DLd+CGx9)gexnjYN9%J@Hk%04dmYmaFmicC1L2jWnzi`JEHXVcO8~$RBTC^~HZ9 z@=HzKF_GhyHb+YP1Xi4}Wb-suTyd-}mz|w1{s}hH>(R@lGBWi1rwQ@m32w4%ToaQh z@}DHmL9&>JE!phEDklllQS0|xP7(#k=X9)%aF)hNLUtuVS7e7M+pzOT!p9d7;hB%dAe%=*W-vZ=xv#lY`|wI|jASmh}a zpFs&n7WvlHMpz?QWirI2Zy1j|u*$QQv#`p;m2{h_c<&L%lFo-NOvwS~F1MmUS1_yRp8HRc@^2VJ*X2g;nmNPHN`yg|i2%+?*YXw5PDjJz_5Y z^iRQ&`?hjdxIZ`pupW(7Zo+bro3j2i;&WlM5bGkW*I<>qv2rVx%hlMw0qZ8L&td%p z>yKFRP1M%iSh>g@(=V__TjE_ptl3!Qjwu(p)!7H@0IV^ra&J&>3qFYTQLJ)LP;PB< z@$+XPEg4_(ybkM)SSzq{DM6ol;`< z#QFtR3wg^4n2THq`}xFw-~Kueq|e8fG(*w~>wkX1y_ZmaQAvM%2)NEt55nBk=)sME26N(s`8NBC5r{BRwUhdal#QxCxG?c zNITpG;(ybfckbK+BpOSYKBrhZv$IGbvqQeH6vt)rOne^!51a?_H#Ls98+xoO4&xp> zt3bYyq#rytXI_DPm60%C#u`QBbjl-ubE~BWhmJSu@u6HpWJBe8jCFTaQXXk5gg4*v zYw9jFcI)oTAikSkUk}bcuP-jU$J-^>-kJth-}lFOZxh)(=22Tn_W;0pu8T zX17O4MkfHt3m_#xUJ4*L0~wC4;;CK*QW-$PDBVa54v&)wBOyp=5_TTK@TM;{q-=EdPY{&I_8M z%wj7T4}{LK(_PXXPEUaYOSV01rp5D-36&lC7>dpU2NrqrMp9gkJVrprj4#|f7aaMNazmVJ z!I2l38scmRM?Qtz5a)GpaTxvXK^c9~FaCX{@~wC7BGFHL3&S-6^uxK1jRc$pis`zPdSVU#{x+yYgjcwIaJAuP79L6pR<)i)kYwj)t1cl zST1kx4&_kwFpv*ecc&IF04Ysk{S)OdpD;S>op6a4f4Tyx4j}R@{igtO9uT?O@KpB$ zDGeYW0l7DTbix1&V@P_c@jy-uAVol~2q2dMabNh5GBY0TKv$4_WVE>P@XY{n7gTcX z;c^%c-QFT&CkK6}hoj}6UlR|tABN1`PU2yAjfbsiLbr^E(%SBLKU~we!+7}dKEy+b zf^IzAhP}G8|yJ3@+mt<-xMl` zsJ0QTH%7^;nu&|Vs4~FP zl8E8>i>_K{kvUronAG16W#g|zncyOGwsG*j8>5~=-$4MVv&fw7K-6E- z)btAau>Ke&-!_1%A)h@^B+l91lOBa4xSVV-J#*aq2^{$b0hg0FuVdWk01Iy1(60?f ze%>N+qb&}-xDgm}NHs0LZ4Aozau<#i89N?=4^!fUjkv=V9|hj|eKDNmjTE`wDGeY8 zqMK|}gk#6eNBq1BU8I_(ob9g}JL(_9*pbX+Tuj$-(KTR44miH{U>{VJN9L;1BfW)V zr*cI2>m55a;3gY8mEgEzCx$(_h7T?>c3Ohq zj-7wkJ9cCakZkNMte}7DA3O5x6K`~18GxxUX3rRV26g-?fLs@YrW z>EYAGc?fY{uUiA8G=SU#q&9$j4W#A}zp5u3lO6RV1wbm}h&!5PKKtNY)?MnvQSM>@ ztUJJYF$w2&aO723DYKiyS3o{rz?^XqKl@0I(i3HA4tHi_*ttD3>R|js&e7uX3(1iK zZy{$Q;F?9`m}^l0PV=+L3C@I>&pL1_v^?ECL)a4zN4ML8z(Q%LSf2pz*NpCtP&(1i z&=WXvYd{d&c1R*E3Rq{62(VHkK(tP(dnjjz(hBC2*u&X-M}y}^?1F_$=FDDLoQrQ> z&d+x;VclzbN-Ilw+`RpNe@)$^5W01bNgzmAq|8@UBro$dsJ~lg_Z#H<;nU0bQ6{(0 z$o0?SvQhZ%MQrR)&=mXnkIF&sHPj1ID+?i{3X?K7A3b?Ul8%{m%Hb$@4oF%`N?e7a z`W9MmiTRq#p(+PR3=hLxTL^Q$g{nU&hpG>OC@w#p@2V^#|op^*)eF_2HFJk?ZZ@{l_?ms^vhUSuCOWFwxfY z%Au-bJNQsl<{q^`IaK`_NZC*HyjhikQ>@FODhEhaDtm9Hv0gVShpN8=$x~Z6DH!T? zBpxTa9IDmwzAn)yH4a#bqbIw9bdhTC45ymRGn}TS}=*~G38LzA8v~t!xEZp zov$3KUIS8_#8%HPVh&Y0iMCENdVYm+sM-#s`V^`V!h8!$_;2My$&)GeFX2u!J*V z%UkHfNH=n*Isr(9jxV$7BIQu^oFKDk%Y1fdj0vF2p=vmg(j=-i%Ax8}AkkB43mwi7 zZ9<2ULsd4AOx)TIfp3Rw&lT9CH`XbKs;7X|h8VHUst6jyZkQjNAQRt{Cq z0V(~3vDd6>itz7ps2U9=|EyyLbK;LDTk`}fK(*$VK;Wvhyv9L!U-lrU@z5!CI-Y}~M_a%p_vw>tbW(mzb>Ph8L z)uw>9VLyBmwP~bvW4(4MhpG397lup=t||Y#qxj zR3SUGRjVATGBOYow7r@bRVB)y>OLUZ>J78%JLOQ-KNIr}jZtRRnaZJR3y>V`z35(A z8*lGRFU+tsJV_O7?if;+8OKv~|96sQMa6 zb&?XEHk2Hyo&{2&cMqOG6E}lBcVTIWd%YRjxzJenM;-UX5~nk8IhEaBuaa;WMs5oOjmzaG3qRlahlx)X?{_ie7l0WElY-zkTxV{_mQJ;NRfRS2uQP`^$& zRP6u~)p?Xz)qD~;RE-0Yt+r;uNMf|PMmbcy4WwFUM3_`rcD#I+*0B3za;Pc*QmQHp zb%U*K%Au-O^3jNGRvm%R<#MQ60whPhVJ_h_%AuIFDP9hQ84W(-4~KM0cKI%TLcZIr8Hs#XDsq8GWgygrD$)Q3+h zhpG?)Ope~4_s%DN)kNh`bsdnH+IkLTvFa{tuNvi0)eS=`Tkjt90zFZ+P&rgp0?AZc z(hq6D+xwSts2Y3T@6!`ZQ3^m5KEldKx)YT>>Oc`-Zt*?<$9? zzPXsCs4a87&Q%UoJAq`Ytu$i^JLZu?)f^ys`V4WgQT1o#Q1uItYE_x*HEA|ERBZwh zRh7A3Un+;H!E;b3^@h2<)+>jqY9N*W;oVde*U(-)^2wp zKhxF{sMwFZy`{>b>KPzu8s`T?kXCY-G%zq%Ax9WAf@`O&8#{Nr!|*D)eAs!l9ce&Gs&UqQy_WzOd|6w~Ao}n^*h(BJXDWxPH-Ka&DPflqa;TaGq$)`XE0jakdx8vS z-`I%~HgOvZf7xC~EG37kQXn}xgEhC;UzI~u2XvyEB&|G8IaF-}l9R-TotKkC)%ifm z)Q1TA2G75s9IBeHu&n6GY%jBFvT~@}2*lDpZ&tml9ICpXg%T#QwM02o{RK#k&gc8W zaANQMSvgc?BLv2@Z@R+eQ7=!0o)+0DyiofhobNQ?GxOX5pdF#n(q3NM}}l9%}BkqVZle*fHy!nyvLJ8xm4f95XCS!QMTk~n1c59{S}U@s)C z597XNf7h$JB6+>$q8M(ymf)q^d9xSQdFi%4+AHm2j=_kpw3bG{$;vU;T||q)$^4|T zQ)4^S4hVaMm(MEYARoulML;4OSc{&(FeKs&_1A(Eox^i?Q>2DS(GuRR9OnEa5KGG= zIeTNCvE{#%L)AM#(vsNvPB~OX)?nr^s!4-&&r%LmX8>7oRl{}v12`2)%JYVDm~+}% zoUODx=DLqm4pqg1B(Zh3a;W-;ARn{c#a1Yxbq-!f4pozYSpT5vO&mxxahGs>dy#Ue zdIU(0wrN`moGn!^Du=4wK%$@0mia96rE;i}uX)T-RTrbJqm@HdA&|@@s*9CF)onmx ze`N{B!B(OVtCU04-+-h&P1Pbuyt>gFpD2f_?}1o5sk#=b1GH{bHNSuysty8D`V3XO zjJ5_ThpHSPdCyUGwNX`~9I7?~snH&Fh|wFjDu=3VK(argtv8@b>`{*?hpL@Gs??Ub zN4=#Ssy+r%qrG<;Y}r`dg+BaIIaD>qSuv`%=7CPGw|Ag&s5%@-4ZiRT&ciw7U~If| zD)obuL)Gy>VmeZ8gSN3-JfGE*l|$8BL7t+m3Zv>QNIuhqgi&kwaBGAeHzir0YZ6 zCUEAdu9&K6%Ax8?Af=tC>IAyz-G!=Gl|$757h`;>stM?cs!7VB>T)2_EZV|NCByi7 zTRBu6b_pW(u~f+n#9LUxV&zcv2#~TQs^*uHL)FPZs#P`0GlV_bs!$G9dw|4L)!L{U za2YvNoeQKgiRvlkP?d5ydQ@|IqfsOOCx}_X>B^z%b|AIKP}K(|Ol+?YltWdgE6`qA zLbGa`a;UltNL3PBJC#F~^HFY9O+pD1WAD&1zz&D1q;jZw2}m}++EZ#{hh8xDjn9=sRq96cUiF6AhwYU^ z)uBMr-f!4ewsNSN2_%-p*6GTjYAKNH*J#V!H?C3+Roj4+sSnNddQ3S~?F3S(s*c9K z@rH7!+5^Pe%@S@mdfvv>n9HH63y=!6WiDYqsoj|iE6QOsM-dkI-MmPhvFsr@N?x*b=Y-? zQQfIBUw@sd9IDEIWcQ-VeEqdUIaK`{NY!CfnXkXHt|y186+kL_P-VXUs!|SB_6_KV z+REnZucMVi)qEh;$J5qZ@L^()xH48{gZB2)*#5urbi5c_s`nqz zUfpQx7SIz_bCpBY^+2NisLF?m7QDUP%AqQ46KdMGVbuiXP_-UNrjC>fV+o&B4prX+ zDbo^~RRhY&p{fu_+8CD5eEoI5a;W-`67 zhpJsb@;+$z`m4>&LP~!~aMQRhI$D zQI+}nYnO7U>hvefv9*M)jU_Bp4pn~!lBu@Lsvnd?)iJo~QrU{$xH!dh6>zz7sCoxT zg_f`{N|@;RgKsB?s+mA6eP3b%4(M-h?|S7>^(v5By~>tWwz0Yk_3aV5Tn<%Jf#eKf zy(WU#fg-hfwQ{I>1xR!-$JYv|yq2b|c6X3N)l?v*RBK$ zRhjGcqjIR~wFUL+&w9ykEF`wqBIQuE1xT9OGMBJMIaD36741Hhwr(`qnxY)4t^`u6 zw#@ZC1%WYfZdj;N?%{vy1ocK5PCwp!#?;cd?y9ZC> z=uofn@jZFAzNdoq^5$72^4){~YQ$&IiwcYL>pXx4dGdKwpaqeqX?YO-Dbur6cThYc zz1j88{3o`uaN zyjD3>{RE`uAlf<}c33WN?~MD&q3UlyD)qCseW6P9#?S}Iq3RYOHLA)qs#-os4pmEm zRO%<51{hU;R}NL9AHumnKM#8fREeH{R5?`jdl+XcwKc?O>pJC7^&cR$krDIs{NCQ zy{EHY=6<+ZIaGZBq*_%+8GShMDRQW~A4u5}+B(vx>iRS}R9yrlyNIgUP$l->|0sv5 z#m~UH+8SoG^@eh&I__Dt@>#THj#2k2hpOmv=+7&tI>T7PE0sglFF-6+EyF=#?~Uys zhpM-MRGm#*-H{x^>Mrc_<9Cun)dN6kv|dXTo|kb0!uL%h;-&rd-WR`T5)WaV*@_)n zjoeekL|~C~_qv5Vr}RUb*Ip#bx%>MH=F^6-Zh7wh2RexR{#fA>e8=SCLjM;wf_*2v zQA=+mnsM@b%Fl6-w}Dg~K_3eAT>{ebuQ(UrbQAQmYYXKL4Qy^%%K{enx1VQWss>lW zRuq3_-WFWM&-baHdj}KaN8;z^H#495{rmvhH122PdwTmaN9qrcl|95~90#EUQhImc zI31=O_UG|HYRXu`o}ha@iu#%0SV`UuD^d<~J|9S)mL~&QBu0R%l|xkpklNYoy-lI= z8kx0tP&rh+0HpFjUSF8&{)=*`N`Dz+`KpHNo(E28lDgld9OnG0AX=UbW8E89lS9=} zKw?R36)A_RJAl+a$aXiM*=tASK%o0{*~U!feT zZjgK)rmZxZakjK|k8-Gb3P_czx)@bIDu=4R|Ap9+M0KKas44`KmgHTU)yko&3`lJy z>s5jhCid{n%AsmIkWBSqI#h{0`~~GuwF^io!h~?`&QX0IU{Yw!Kks2ZUhs+Iw%xQVt>P{LLTCA?5MR9!8|4OIOATZyX8%Ax9h zL9U|eHlwWOVlLucfUWMq7jbMh;a=faIv^Orxzkltb0K zKw?{H>j9%TzEKWU_AbQ3O;kN$RJB(QRo#J_AAnTeN!3F})ji6gstQPrj%BkqUR4fNe+N>#nYJE;E$qS@n%_s2ch<#+Rx_8Evgs4plDzNmG^Ab4AV)c6x^#s^$X8Nus(_IaGZH zr1En1`M(4nn$QI*Xu6jQ1t+i(lV;dK72ztRQ(f3PLjUSxP~06+6Z!G!?uo84pozZGR})s|+QEo}``4plKAm7QqIo1ut|s;$bQ>O&wk zs_J62)gKq%E{CcWK&q0c9#sxiKLg25@;=hhACg1WLP1)wUK4z^v9w;Bl|$8gKyuWF z=4;qCXb_h})o>sc9cT+#7}{%@a;W+fkg|?contKF+sdJ;KVV5a~s@nv?4>`(Mv_s}=*te8JRkKe)KZq*xHSBcdP*nk> z`lm?TRw|sGIPcx19I6_BhLQ3kRkl$zR5?_|fTVp#)uTq$9m=8V9m(fgs>~y$-RI;` zH5y3td#bK9+PY3TRDA%X`d?I?0Ea>tU$}R~7vxa25=dopdj4rNTcQvDq8zF|0aEiH z+IrEbihfBBRg-~KTC`=phP^~NR6PzP)`lwcHSAByp=#h)hyWU+-a`q!88f}HSUFVP z3Z$kfZOL~mB&yz04pl8{(Kl?W%-68TD~GD(K%z~kGGD{qtsJV}2U3$lmH8UB+t=h! zl?x=hF;(Vk*xQvu)u%vmlAIlS>?Mb)Tp(#3c_noNeAtZLPFwBh8(I+29lXWRSdz2ig4$Q?Ds=9wm4pobQl$}Ido*fZV zwOu(>rF@4GmqayHIaHMcNz)RJV&R-EZGEg9s`~yD<4bL|Hmc514pq+psZFA4_Ahd% z8V@ArD@FkGRlr8&Q1v$;dHSw(6O=H~^G&}ehpJiGkF_*uiYmMDj+dw@if*!qWZsA~Ts&bePSZ0l6zP*n~jGl{L<Wd@zcF^+Z`js2 zh#D|wEhpI<_#P&37%l?HNs*VSemc-WC%Ax8`Ald(D z*w)v|p=toeZZwIl1v6 zfpcL2IUUj6y%{z4ZUZNJ4mmvnah06c!Rc8@jya#EcvW%MMdU<~4`aD!wIeu>G{E88 zBbi6JvD5g*=6-&wvqs-oc)byRR3lJ-IgmFNqBpZ%Z4%P?X2?!l;soDVaDUa4-z+s2 zb$9E97W7UGf&8{1AqPc3i^RQm5L{4o9Fau-bZLnff&+Q%@3%fyqA8^xxWC7d8n7h? z^47CeYeHEMzg zz?>Z<6G&|Uxd%wiD1V!FLJ6}+`;oJN)M)D*=H$dbY@Iv6d2JtB$E~Tf&K}hDf3|gE z`_MXlwRLcI$e+D%p?6|%s`wS^RY`9cT8F*PpV}@`7$mu|00ptoGr2*tlAklID ze4Y@FBJ`?TLh))DP9Hs8cgFwjPp`^+BdwV8jUxkgcz^<0*WK*4tsSa=&X(i%eE#f` z`~{xZC9l_zQ5kDmkLSMtr-B@}0L?@A#DU*qt$%*8})g9@|1r7zW4>|xI(wq-Q znWZ1Q3rl~Za+vekK=P8Pwkbzcxw*L|`SWu#^WuHXwek))+BY1dp)`12bM6OB`i;A= zJVz^sqN0U>GUac@UK8YhmpyPm42atRq z@=HtZXcEp^AZc^uOcafKcngrc7|Yy4NV>2M-UX*dIlVMpcF1Xsp_w<8wix|fKZ6ze z01liOQ2w@&n-<7J4jBD#6DuD5Fc~l`68#ov^gGqSu&lnQh3g+FGbW|J>m3oK=a(!g zDz>a|3wSn90qTuz;m9J9$v$#7w4C__YZu*hIJE)QRv zEI%?DNM2#XWu6C4RY0{C$ciM^H%ZRu*j`&a4&?JBw%!59I?b>81;~OVUOl)SVoN}k z1!Pu|-f}89v0T5cvw_qksn<2&l;!zVe+KeM64lG#WY6)dz6Mg6q+YGtql5v~1R(2@ z*eV1k>nyfuFh(&#t^;SYa#}efm4C>o0B2+=^J&LqXG=~MIMqq=c^jNPNjTqwbD!Qt z4?dlwt#%zk)_BdwT(3-UO3!7PgRzeJOaRByddcjBf233q6iW z+cSYO{hD*-gE*()WLxhnSI&bw^gM_VS7+h*6kjbCKc5EMi*z~1{d6-q!FCr8pEBS} z@8ajUIkV^HCQg?Jz&~mE@o|bgP0M(2qU1P)*+8Zyxs!ZWg6eW0nVJth?^+j+4MpBE zU-y>%<#~EFTfG|Wy|gG^O}izzSC3S$%CCVen7w%J!g)o$nZvE9X%1^zk5?ZDM|+D? zfcJsqQKi>kZa(5483kb$)!F_w|H!NK}8V#XsHm!9Ts5ve)5L&xv1HvQOVw z@}u}L$uDbkIglJ)1sp5LkNix!`TFa0#t?XVa^pmvb8*B)yvAE>IWc|pQk#rW;+zoTFMUlR_}wzp=uhC zswAollta}$K+04V>~*yDk#eZ&*cqMdTee_-U%9*z&QuOn*8-{e7gcgT^?EREy{#Oo zI(I>2`n{|wv*W z7*&&$L)BG+XpF*v;a6Z@Q4Up24oBbE%X*E2En4vQrYeW38-PUBhufj@>PG$h%AxA8 z9%w=JhFP^pIaE~&@(oLvV=Uo^%Au-VPxKA#^M|2O-aMNnoS+=4)&R*1f)uRXf9#rUgS_U9*Fg2!?E{V?pV0aB*1*L>D{P&rin1SC)EWj^a=^d*O? zQ-RcKwDHCk3aq{V3guAs2#_?jWmbKq9ICqXgXh(j*PHydCMt)jl|ZUhWp1zgl|$8M zKw|1c^I2~|IyqD=6GZ21=Cj_Pltb0aKrHo!xrCt%a;QoNlJjr&DDzownR2Ll2uLi6 ztuK^ARp(6j@ISO=KI<(|4pnypiK;ER`jdX_E{p*0D~GDI{^(;`ukoNKs)j3vswF@w z)mEla^(W;}wF^k8s=66fO^+als=+{N!yJ`kpki&jy#>ml>PjFrp@vmYD2J-gfTXF) zJ2SwjT0M3EIaFN$q*8mY`K<(2RiPjGKzfkoGI-z&h zj3s#?9^qXY<9h)fcEYcGzB#!M=PP-9R9vj#t@#@_jB}8NZ2jmzgrX;_c=5^Ko*X3nT}RL_N=+ z3#5v@*Wr`{i3K>jfK&#M?}22W>CflzEJWHOKQaMGX#km%fGh)29pGFHq&9%u2BfN( zIkQb&|46$}L+I=2l$?JO+ceRM>G5x1_C{`Sekgfy}wKssqRzAW^-u-4ErVFWfei8eXa#`sW@XH6QWKBD3lZl{CFQUX#4q%y!+oq${oq&C304@kw8Y{6{QE79|>CaCrTxe6YW zwy{H=0*4wan`eitrwhn2&sz=$=XJz7H=oub*M;pq0-U+?$T8=W2Ttiaa=cldWX61! zgEMs@IZ>p@h;$cnE(hnjHRN<*va==UesIdpASa5n#C+Zb=h7tQ`3{^CEsvC$7QDUY z!{BFqHX3}+NOm7^{4>WnXM7^^AukHeAj zoQJev-F}UKUQ80h#XmQxf27YR7E0=V(>~PwMXmeXc?%QkK6iG`GOKbQ>h5x+?lRL3 zmS=y~UFuc25A}Li>xIt+%wD=8w`l3&lEOuLA{&c7U)4apq;Y40Q%jBj)U;x)+>T8WRo_NEhk9>_2XK#D|vw4aUU%?Zc<{!H0cYa3;Lm{n%oi zr@XsRubg6D9i!9wmT-K(%W!hwv0%4Qb}l%jrOXEn=UbT1?aHC&KLrwPmE!cZx}SBW zs{aUbs451MHjlQvxGN^9s!|SBk&!sRM`+8enx-78%7J9hp)GU0K2;7?na88dTEgHN zjU_x+IaECZB-WTEG`B^o6Ud=zI*>H={ORz4j9z!4ty`2s)ki?0xJ;7fv_sOLy@sW# z|0r^(S_Z^Ym0TSss;ZPjRin`;v-%KIHEkttZ?bZzx&cUZ0ZS;?Ux~K9P!3hcj)6B+ zB_q>YSg%WzL)9)pn$q)TRgbacP*n`1whdKsKYvvlL)F0X7`fV`4)I*!E9)BNQ1t?kJdFvxj3sP;A~{se0#cSlb-Qw? z`T|JRd2D5~tw9sWp=uS7QXOAM8%y|4hH>-YHAMJXFf}4wzXL~RQ(G` zRT5j{CXqwc4L~w=q?jYXhsvR<&t$a4YL@VBc*E<#>>JCKL)BwI$~11^0hJ+cG@C*W zRa1aOSJ769(epPdhpKlap9`rn_uhl2l0(%DAkp(1R$Z?gs$K(9eF0U$w?pZTjwg{r z)yY8e);6rVQ8`q-DTvlf?x7`)<>)kWsG1F=b{%b*RktgLs*izGt2a(F+Uj#MIaCz_ z$y-BPX4MwuQ1z)G7g1$CJM^AT4psAjWG7MmNjX&20I5;c!Nz)ZpFs{)`9RY2S8}}m z4!K6*+m%DrKY-M>WE3^4`phJUsxyG(={dzbDz_?!s!xGbG^Z`Is^2N(P;~~7$|8E+ zJW?u^Lsc!1vNYN&QS>bwDGw`$s_%hRs}IeptW(LM>Kq_3Euq=- zPbi0~@M(yUNql&Ma;Q2VNVT4q&E9xXIaIaGMUOgwJ~Y>BigKvh2&6{6VV+g)Rt{C| z^Wb^)hFLXBIaK`tNS@9CQhlvuX`la4IaKwWjZvwp;FA%ya!ff?{TWE+x$K9Z!dBv} z@(1Nmb<7;t(sShZmlUu22qDFGxOT zu!QFEb-;XbsG0yIQ+;SwZB!0buSz~zLi06I`vP*PnhK;+ydijsy=6sL)Atg6*^~&8dYy9hpNsC;X@tE?Tz!pMarS- zAs{t)#3HqEp9Lh=>lfuvmAweI^sF}>T6)ggyFfWqJqM&(Rpxp%UrY{Fm}t-)usgTM^zcddYz&isx|?!w3UxEs=ieYRmU&II8|?$ZB;0Ts(%WiB|H|k z=mT$W$TD)MS`8%c9JaEIltgbluNh9J!hts;Yog={+KI35S-FL)8O7O4ajbRp0Z-q3R|e zwW^94OW1V{IaJ*WBvYg4^-$sEhxo$r`L%MWI%X|qAR6bdFsd$44plD!snYZEwNTN5 zx7TqUIaHknBu&q-heCyz6J2BbzKn^~1{J~>n^29m9|%&q*8a;W+RNVU$0 z2BK`<%#tM>bpbh4T@0jDRU@HF9AB>}hpIN~5u>zTX4Of`q3TK?X*#Pkm+)idP&N2M zj2-ocS#_0isQMI0wa$Cxj#*;8`d>s2RmDKcbdHSyVCaVrDTk^bfs|^TH_u>)TucsC z=Kx95Gm%;Klyay_y#ymg@3VD5y%PK31m#e*0Z5hJk20&?P!3g{FGb!-u2W_!hpL-_ zm!U26{=9cS@vDlIL)CU56>4j<(Hr*VMKRRb{T% zgUX@mXCT?CGS}<)4dhUDA&{uvOPPogdJFyXSLIN3z?D#GE1T;zTRBv115&0cbGNrnV+|jfFk7*PY6t>Kho6+SmbqTnDTk_$fn=&Jc~0altk<#ElS9=-K=Sm-qg>r2w%5DLp(_0b#3)sn z>$OffRQ(M|R8{7B^}3N9s#XB8)ElF{N@0)ndR{qHb+`%bu21#{8|yVkIaF;1QrViV zya=kqbLDr+p=!tw?uR}JGLsdSIDpj2Wm3M}q zH?}EC^kE&;sLsgqw5CQUeoq`t#)!*LUAC*H@=B?-(7gE(5s>G3U zi*l$s;EyP?J~cC|&QlImUjnIBADT;8`X_RzYH=I9v7RMNHJ*JWALE ztGlpooTMD8ZUvI2GgxzbeXSg-j=2*vt0b*_p>n8t1xT&-L$eQ$yNevEHUr7gR-TUv zC3^l#&+Gr+FKT+u^Io5|KI^jg+OyA$JJzl8kXi*Lsj*?+cks`z@Kf}V8VsdG z?Q&C3$V2L9C{e}gidY;G-mAl(riaudC~55-+|(=bkP4NdhFUk=H9SuqQuCptltVXF zXFffo20=+HmV5Nhmxt8fP~rijx92nTkeUglOxL~U3f4akKbMEpe$Qeq>(esLRi$^Z z4@%`BwH-<%fEu@e9#ZR|^cs}i{TCK^wKEaTZj8@NMz73{wL)*esZ#&eGn0JYxL~qUydM>xQ>XG|mH;}6yU^({t%f`pgbQ)Bb&tBrgPX~_FbE_=Ne7b4&K*soz zKdk)Qd~&Hg6)##ohj~$vG3NPbpK=D2nB^G>B`$@Z@R_VsvU}q@;Q0ZIw7H_mD&`YV z?dTPsFIpiny7??q+haaW)K*rb?_S z@(lMW*FZ^Ip8KJcUTsDlW4!>S2ODHKzsrCZOv6O?MWGtnNPdV36|H&JLhO$P&Zi_IY zrgO}jbt5}MOs|+%{<+*3k6ztteyrnvnakyjUQjHaFF2Q5)?s}bVZhmInem!u>{n_o z-$dN{+sx$+yD*oB<00PcZxl|-PUan+qb^2%O3FFHYg#cl!u!dCQO7A_IYXfv;YkLR z^Qt@?y+1<a@{oEDN>r4)UH`~Ks?AI2!4FwOH`QMrQrANX2T+UUA@v=U&=!6(lzA7F zz2v2~X^1eqM^Z2Mb=I zhb12bB_2SXB@d}9p`=#iZ^Z-hka`VD5#B~Ixyb%LkylIR=WBS%7O@pnvq@whbbgf{ zmV5)0*o~yBG3gb5lX_7eQr|;~i*m=>EkzHhgN@R(8dhx6iWbgTr^!QVJd{vF?g!1g z|K9Uqtl_=#kXizz5#Ho7b<2JpzE?}W`U#$7)BGhjdW{~Id@PjWfRZnOCsvg^ME5Kx zlZPd5gt9=N)Yk|#_xgi%KI(OpTrGde*T}kIGzp&YTISiEjaTGh$)P0$p*i=k2aiTM^-N(E2eZ))o^U#U$zwL z4k!_=32thwJfvDI1Eu-yrbfy`stig(bJ?AZkL4k?2})AuCU>mH@6to66O@o^L)KnZK6xT!zn zA=Tx5P?{-j>Q;G3eE}t*>(w?Gw#ZK9!O>f11wEvWfKv7WuLj-JPl&~mwto!95 z^(vG!zN{|WF7w{HcMZVaSt}2zzo4|dmHqC%+G+GLMwCi+pNTrj!;(*j626yhcVB%? zmWR}AC@INoJg7 z4`%FUd05W#P!f$v)rHZ!rX}^gJf!yg6gk|D*Zf}~h{;IyAa#^Hq|S#D)pZnZojJ}9 z*ULldX;V%E&Nw&qnLMOIt1!C*_Gqo;A$1y*%zpV}T`mu)2TVBu)O+%f`W;GWf5tNN z!ds)5!=|h0A=MR1Q4`LK`$75V#Rc+^x)#d3861c1yBQC|6W%9($?wR+lD~&iE-LA) zPw{8;kQxFd-H5T=)I;)+S_dV*FDYyg9Br@lIX$G>KuI*tPn{tTsYy`EbtTgfvCtEh z2YcsHc}T4^imoo)RJAqqkZKR5OxFo!4QB-JRX=%1T?Hkq8oH_Z@{sx*N?bK`Q+2+e zhg2shMFG?Zc}U$3rA#$6za8w);SzaB{R|}}%B*32s>zr1km?2{{T{C&-PCw_NX>zg z*`H(Me#G+6rdQ=5^@S-XU^Z=sC)6~5$<5Z%!;+7KQYI?ttWQE7QZGSCX-#lb+vFkD zIgQm=ZFkS6f%1^L21;x{w#!Y;lZVs_C?VasbhNL>#lEy_K@ z7sx~EGbmB*LEKcWujnCl7?h;i<)((nL#h-?B!GHN9#TI+NvnqL+0^7~dPsGLQXK-UX0o1$lklJX<*~Dw4Zs@$-F@m!PSF~o|&_n7ZD2dRzL4Ce_Co zYq>n6HbE)>JwMgrTY5IRl4#LIqkhSHMJF3g5`lE*ukjYBukL+S=7;Q(rrJfzP13FWAU?rhAJ zhtv;H!n!xu7uEBRjk-V6L#i#5)R!E+ZmN$wq{czXD3<#@g<0~DdI3u8XI`t{i5mK^ z6F!oM)PJEY)Ln>{pu9T_-2GMk1*2|5{*uG;u;h+V!atFk?X1s5@{qa8Lx}`X-^fF%*00FCDEGO$tvsZ9 zK}iQtad}AH0wr<_?^U{EEs%%QN+{v?IKq#_r0}0l|CWc;e!tKJFNo8=)jA4>Y&{M2fBNNt5uuDkl~RU-U5J*1948o^C#t}?vRJnKTtve)Tqt$kop8lG=S>*2R)>ogc1vA zSCcLDkh%^^iQZ3f_t$&!kgESD`b(6%zs{0})NClJ0BWr~q?-MOI$y=iAMJG(Ua`L} zlZR9}l%y#0o7&z%>fpcWAvFa`I)GX&52bm)GB#MRmT{O ze40PjvGR}_3ni&oyq?I`k~Mr#9#Z8{qO0=9`dc1S%?ePWsBT^=@QSfcmWNavN=7ww zQ;*0)YBiL&Voi0%s#b*_Qf;8bl*2om)KGay-D#Az9EX!Y`LF91$wO+TQNHC_?=Fl( z{8xD}8-K||YTv>tq14y;spI7#H3&+H-d}dF0Mq0l^%#_--d}dFy}!ysszcQ(p+o?6 zxjdv^g%VrOwbxuxdk3=-u0{{3%b{cx%iXRe@{p=g9Xb4vIdr${TzN=63T5^z-u-qz zsj?ZKSU|}q)u4wZ&w>)td+YA{{3s8pBWt2}0%F}P52-JpL>0@Ov9`77AvGCFQqK&y zYnYOURAFt5gaGPfc}U$1CHXu@f?1pW^J1Mmqz>5)vA!bZzSeq39#ReKU|s}J)8!$x z4N6Q;B)Vfw!kb`O52+1MQUTQPdi0Q53#B}uhG*8Nhtyk8GRnNWm+KYLL+UgrX*|Yl z@?BWq?&Z1ikopZuKg|pGb5@bv(We0=-zE=BUI!(lr$^lNIeZU#NL>RZ6%cEcJfsfX z6JuVn+!>oB52@Foq`u{DVh-}=U-`e3htwu0iEr{#yEmYRR56rrK&+GGAvF|A`s@6$ zu9Jt<14g-lv*`fm94wcI)Spm_^z`f@PU_&j=pl6$l%!%sKzRpO{@djtwE{{+vD|z7 zj69_3G(--+XEw|Z+W#C#u{@-XgA!8>y&g98WDReWht!8q;-cEZ>tDyJ?oAJ=_E17^ za1J&BQs0EBI2fz1Jftp#QjW_NbNyCWVD8U*?*j9hZVo)D*YcPAhCD3!TPR^Y<6-U` z_*+r85j~_zprl`CEH~9x9#WS<3B5_m-8=WmL+TZy%ry0)@}*DNZj`%O@^-YMF80vo18D(~UYOFk@W*X%lQYKygSTD;%YMoK;%1_nahaOVxpp@vT5BI8dx;&)D zLrJXREO4({H_Jn6E|jv*^HZNqGd zJ%?|y;T?=MQXWz>p(I6_Sl&VEWqC-ggHj^OJd;DO_o`YGdPuc|lGf8%?h$^RJfzNq zQuZ*%MhQlgc_t})FzRLUkeUOfYQUQCGCYyF`Ahy<9+q5nKeXZzQb#%K(^?)C^pH9e%G{A$=j)(uT;07_ad;w!^ds^|?<^0a4~McfAo?}%^c|JI?f1fySU=Uh4Fc*s5}t59o(J7^epDVtUkfGDIe(oa2hu}o z4wNQH7OK6|S@|tIbw)GK?lqxJF;+?52LS#(jXxEp$An7Z48)|m%tMWSdHh) z!|2~YnHkVuRS(7)U;X87dvkcobZ04y#n~H&Ca>nWP98@87D}pP{)}~NO%JIglsW+! z`vIP^fQ+?kgPH|IzgZqeUk{~fK=k%)tAwsm^f21)Wdmr%F$tc;;rZMCgglJ?8I+9y z{k0jMHUZI#+EodaHfMD6>2Tg}3$nkCm50$UfKt*TKXs=(q~3y39zboDhg7pea7}wa z{#bqFA$28`qE`8-&*UN1z64iIE%Q@1$wTTJDA8v5sV42|A$2O0^5Xo|lk$+Nekd{@ zKn;-%t#O6BEvdPwz!5*yE0)t&8HA`hw7T|fo2YnnWy(omwR;Rt6o zjyr)KQg=d024v%Rc}Vr>iZjtfw(C}ByB5epYTs^%rFI?ftl?yNNR>kgU&B~&XMY{s zogPwCpcG9eh1;)=5%r@yr23qQl|P_{Ps>B9Mi0!&fEo^zht%^>GFs>Fz#?znN6a1^ zQLRp*htw@l68~Yl+&SDJ52>y_QNt@qUFVGTtURRlI~msi0kJNXht!8qO1|R?@HU%N z@i*JGS1)=V{tBS1Qsi)FI>TM`RXOc=FmjAcmIz{OrHP6@AMh~f}P)bkF zPyHqjsq_0_F7HNa3f|H%?-^tdwrj0Cq|Q4XJ$MQ!EclMAl;!e}>V%~|eHN)62!e!E z9*p&vJf!wI6Yc6r%G{%-*L!ufJft>2i8duQ)!D95XVF7yJ(R@Rq}(+;_iTDdy#=NG zWK!-LcIZnFse7OlRUtLNS;MC1&_n7jD5U{8-0fU?NKJy0(bIkI8h$GesZ-7a)gXTj zSI9%^DW*+kpr9s3r1{ z>OKr(;{{Srf$(2_rQ{)XI4*TldV1t5P*|oa5BBoY@{npd96h*-v2c;&IH%k#52?B% zu#&7LwGcy>5xiFkc}V>XrKBmZvAf{yU4J&>7t%xOCn)K9`Kd7%(L-tjl#&us=1k=8 zuh>X>NUeYpX-5jbWa2n~ojQshQp=#k7BU-~kaK^3bsbF)sYOtV){)v9vHa8_W9T83 zG|FqFusAyQu=~g9A$2E|#1OL^4OfnerBKZKX{O%_3u6^j=EF?Jx`)epXrNikleQGk5J?NPVPxyLzyg6Z9^xO$g zBi&bbmop!pxszFr_oPN{Iq$-=`~rI1<$McI5~sgxyS(R-bIYkR0pn)`J??V$hbMCl zJ>FGkZaJOc8GZ#l=E)iFVB61uC#_iS`|6j%)8jgp<8J#*6YENP%oAMR!C243)8;~Y z+_6@{6S6ryjCygKP zu2QaNF+58H#?Kexq{IIa#r7EEiCfg22n?3MbnH5)h#`8LUYWHiq!4t-e8;=k4 zy@0XITIjFTZbo{LvFvr;gyiSOPsS-b`&rZ3kD4AZY~bLb6UMh2JlMEGp+8KX`HZ4J zOogY-NG>8m^azRPzL`A?Guew>}w|R7@UHcR~pV zP@l*{s@_!O@Oj2^x2umlq-H=Ve}R;{m*1C%RQ0QH4Y`<Q=#1&rd9VM_!;-s0NvJ+<>T-EVJ!#5$nytWT!jYdJ( zp_FLu90AHZiLh5bmWNdB>oIq^LdO#jh+o6<;GS>ips_#woka`kIL}xVjZ{Dq!hgA4x zoG(Nj=#1509#Xd(MI#E^cE{K#mxomKTQKHDoe7G)+D2MKL z{UQ&k18>C{P4lZ0V)--QUmj97LrE(eZfc1tHrF$wR8-c8sWi8eSw1 zsr#XX0;tdBAysq-#zp{jvOJ`wLP-W><3)K$WuTNP8{TseCMC>9+gbFG8VV($b4s5a zuSX^2A@vEAxMI2ctI=$FNSz5K5kSq7htx_aVa=4|oHeX>Cq1N2fRfZqaZ^{wL+TkQ z8O7>>SpIc>gFK{~-G!B3?Ya$=H(Qwb{_>ET2_@2y`{fqSSl`J*>ae?Urq&ga`@B3t z9#VHfDbjVO`@FnP9#SplV71ZcZRV`u0C`B=VHCx3pB+Atht%%(AR7xfm)+;(aq^IQ zA4*D;`@CFyFFmBLfD+ao#C={~BoC9{QhPpt9IA$9F8gO?Z+S>v1tqK;y4&@tJf!}B64Cr}pJCfRNDry=p`?@zH#Jip zQg1>@YJPcZ1{xSrf6t|d)Dch;0aRQbQV&5X3!u{SkZSl4#+Wj1?i+gtYZ#S>)U{9& z&v7oh&&zMhLn`zz#$iAWkCKPfSSY0d)D!ZMN<&EnQ2RbY52@3jlm=wuMtMl3pd^(I z_j!4nJfseP6xWB^wYksBad}8RY!tE_JfyCIQm$C;^YTmbkopx$O6_u=m)kx;52+zg;sNL7=j9<)I1jz7ckvGL zrU_ng#qS8u7QKsS?h$bgd7g{lNe7g3A3Pzwd*UyLceYa%_qtKGw_K`TytAFEtcBCF z3wO3nf#zL?_+(zm*rU$;+#Kf4cJYJRb`}=wnH6*X zLfcaha#!NM{%PC|qN3cf zZj^`A+fYLHF_yW%>NN#FsW|F9O%JJFP*V4kY6Ta)-mBZ?A+;JxLX`Uq+q{e(Qp2F6 z?`16ab=2eXkXjF==%M^n+xhg68VMz-Y+xWc+O<+1QXQYcHNeA+<)-eFhg6kkv1?Ne z_dzUw=1-J|)PJBvMNM>4E94=y#{#U_kFtiv&UT$A52^d0ghZX^q<)ZxRGa6pimHZD zXALLHLuwI}xH50vWA$gF%JcM)>JB9=>QpCnvpl3efD+L-G|vq9M{na7=poe)O6n2j zFyf@<%0udVDA6P-^M0Iv1?aJm9#V6mlxsw}scMVpAvF+6d=_K%LoB>;TY0dB_sBzP zC6wqr`KhAC^pH9cN_q~dA&BDb&l&4#c}OjW5>gG_)Mj}|wS5t>@M{-lL=+Y@#Gj1d zy&548sU(z@H}G5#0p))uVhudWnfXg@^b$QR`BW(7x09-gYI$cP*6bd6NPP#T^tSv| zhnMLgbp@1^YFHJqyyp`b>qB`+HGc)G=&g+9rY6Zl>TM|H>K*s^DSVY4Qb$6GE0!5? z{+WBZJfs#uiHb5;7k+B9JfzyCu#N>#qvRp=2$T|?h0jGS{~Y{99#V(CRwZ=CjrqsV zcz9wDFwgFiUzCR>Z-Q5-? zFrz79TbAvoXCaWI#Fd;n|X>oc}*|(3fim9kbfbf0!Ng(GRliJKsTns~vRZvvVUx zkC>n*=R%>g>+*b#k-(P>Qu%i(*Ap5rV8DdI!v>UO?g-R`pmM z$Jj!j(!2hSo~L|D%W{mCJIr+lW1S3TGENg-td2!HmJ>1`FjjFe`Zb`^mE~k-&m1U; zy>iQ03?+q(c_puc($$K!2}&nRDf$3o3>#jLY6E4YrSyan#tjP36NfU*@{~eJSjtmS z%+rq^wH(S!OZhL97%nzF&z>LRipcUD0VQR520)2fo~xkrvXlp*bhVTvP!gDEUaTLX zlvtiRAK{65OKAfoY$?5<6j{nhC=p!vdnHeUveC-e!%$MVb?#MhBZ@8gtE}`42M!? zDbt`lYAKIGnQbXcp_E$6dMMK@rS>N~&VuGpB9CV0S9V@>hZ3_!_y{O*%QFp1%2Mv~ zDf6IY9?LCx36y?T$?KqmAE(E^(r(85JTY6X%K7}i+^f`zRA5G}eefw<^Mx(hv(*wT z8NF>2{$=iGuF-1T-}iGPnAJGC3#;*;T8&3!AJxrSiA_0wn;bq-nGG&r<_9@P{ZBFG z%a}3qgD{lDf?TD)@hr+!ZiiC(G8N^yA{N?Ta1eS0r@)-!f5~%#ed?$)^PI+f&*r%V zQGDG|k>{f?;eF#$c+5Pv50mF1yO8HCxIvox#Q2Ukj{8hyxjR4W?bn!%;TdEZa#;Qj zugA>QvUhNZZkLBt+f|rf%konLK7=Xq%k36JWe~!!t zQ2pc~HO(j+_%0_-6Y3@J)id&t`V>kr9#qKAiw>Z?d0{kj`~y$yxBMj^w1ys*dhwlKHt7 zp7gD31=WhwsSiGvhb6c960=gDA8xNSoL~LrA$2{Js3>==C*>iv97vwrb?X?zHR@L}PV&}l`-=9Y0AvFxj7WI1(D6f`$bqhSPy7^09EDuXgL#cTu`@&sv ztu*?gkZZWRm;1=WlJ9^r=RTHfo)GZ*gLVGGPyyfJc)&V(Sn`EXmIstPAD*Z_)wZV< zoxSskJS=%Ll+-NN*`1BXUty)y_nNu05tD}{KL90m4@)-hdf)=C@?bW;HbWcFam&lyVJfa5Otb9q?uRwx?-vJw6U?F#rdnc?!V-?*s0=|!<^SAV{UwilXjvkiWA4;M;KlP+M zq_#jQ(tJ0wfTPcQ)#7`4NSy>FqPgs*CdfnTE+|Qzt;}zUvc+DkCGwD3Z_3e`$W86} z13jcVK}l&%a8py|A@!zFG~eA+z4i2v>I0=jbJ?AZN%D}I1tq3)lRMUn@{sxrNS zO*Q*3J){O3MKjk;JuVNa4Mx$dbW?l$NDryQphPs|+|*_Akb1=^noVx1`UZMPodhMU znc}AIl!w$eP-2=XZmPpi^pIM8?2cFFQ{V~f3bqZ#GaVt#qNn6xIjf+Q>KfZk)&7|t zQXQcb>3ZHxT_g{wyP%{4V!ba9sclfAx)ycEYV!*{q|Snp($%t?nkEma=b%J%W$vcd z%R{PB2H6OpddWlTGAIdszl=N9gYuAi3rbl4^|L&rcK;Qb51@{eht&B{!un>P(=ejE z-4xg5OXVRo14_Spc}{5p%DZOc3i|{+sjqUczPxK%mi)FnEcr{Ld`8M$pFiaxRsT2a zFLcIt*QXesm`XO+ng05mAP-AE2TDlacjKuIj zJ3XYrP{N|zu}+YO)Icba1M+{{;8b}?&4JS3R`$F5YH+cMrIOv}rqASI$(x|0XR+<> z>#=<{(nIPRy-FUI`~Z~9YuWoq*^+*Q5`R5c zX}k#|s$sQ?HMp=~3IY}&sml3v9SD{iQk{>IhtxnQnZo?kba_ZU1Eo|~dS+yLs{~v6g*>DR z|G?^3Cx5JV@{l?MN;rU;A`hvDprmwF>8@e9Jft>5i8kQexgYKFuBh3r##`ti)e%b9 z862zbdmw$`iS3cUT1WVz3fTvRlUFI zA=Lp&>TTY6b5n!mA$1d!BGu4My&?~(|3WEKHr&*{Tj?QnB9y2oyvg9m;l=WhNT}TcAvyk$*Oo!4qkizvPePVadNj z$%sm#?f%()=yrNYjfN81i?Q6))AEq|5lZRaq}=mj&wuD4bp({8V!5gFc|A@!wEbdBw%>f`*I^^iIWNVcPDF z5u81^qJ1O}slTB_^v%w0s<@CIQcrK3VBFvgp$-9D)ZTE{#E^$>hzGB3MCOhEt7{-y&5QIH-7r-=^TO;e{&p8k%!ce zP$B_T|C;oWS_UPf8oINwXDxb2oed?aJ8$l6B;_IX4U|Lx)wVW0q{c!C9m;HUb!Ovz zc}N|w8&-h!`KjyVA+-)lMm2P2c&Ha3^Z$KQEsn52-kmnYvTqerN3lcv3&)FZp44Sn|tIV(UrG zcGl-tc}RupVQlETgWc2_@{qb3N=R*YQ}@e5YB7|s+U2HJ$wTT_C`EeT(|yL@w>~|j zB2Y>Ks0-yGbqkcZDEC?TS$Rl(2&FuL+AI&Ly^2u7oA~~zJJyl%kUAGi`fbjOBc12C zsq&C|5K2tnLF}fM$wO)bl<+%@b&NAsgWc&N)e%bat^Cvgc}QIarBv?)xL1jXm$ao#5}tAuy(4AN~+dPqG5CH+KxstLZ1FzX?8 zEtE(A^}9Tz`t5}r22ji7A$3?o^jAQ;9*~DroxO1`P!8Swb-FyHZif=nyD;wlS|bms zrj3w|0BWc_q#l7%K7#Y>Xs@&Iiv3m4m>yDRK`FYB)KN~VOde9z_9+ZS1E>M=kXitx zR5f(RD%zJGQWroeQ#Rb0e@Y%w87T2q+}X`VySzJ-%tjHulr!rg)f!4!^ZeAw@{k$^ zCDww}gU(p@$wTTRD9Lbss?L7&kcvPlYDwxWtWkK}t@2>IhRQ?gS}4(G`Kia{A+^jX zD|vUN5yMpc%~;#yA=SDmvKm00FAu5dP|^X^5_w4d0VN_Td!LxqWDO76pB_?YLCJia zzg<)1A@vB9q^NETV`bw5c}Q)BQmPudskUKyNDY8e^a*P?)fwwXc}P72C8QeO;iP_) zht&SfaP_743nqc`U)LQc52A?uQad=cnG5htv;H%Ji+gaW7!THPdBa}!$tU8C$L#h}`>Uz$L1Dtd4EO|&xfszq*h?6RlhtwJ< z2~iPH-ocf>paVUmnn4Nc`Cj)Pzl%Ji&Nt-*Ju4y)sToirs-f4zrkUC4js{GU!@{sx+N~vO*Cz+XV?^RJ}dPo&RNhy|_ z>Lw4V{!oha^uEc4cQEP=@{oE4N>r4IH;PF zIdf?4;Q60b>n{(f@leW=92@3)+RSrH*@IEggd=OlSZT?8e5Uw-OVc}OiV<>=Wkcg8-Ihtwu0vG)A!hBJ^Vf1VFGnjTVp zpoG8XS??jF*8e=x3-XZK`xxZsHd1&D-7ykwmxolnV-f4n{53p59#Z3>%pS>gz7E>O z)!ln_Gd$^ll3$aDCI13tRb|}^3%qulQN|dxkHa_&h~5I8^x^s2b+$Z=ejOA%-cyme zokf2Do?fH!xBVqk@<$wFSECu`dNg~W_=@8aCnl3<&XZhJdEC~3rY@%J{+E<0nwj?Cviyr=s(EA=uJ<+UN|87@$hWCfc+Il z?!8gP5j6;&jGnJ+hl>_({bhgMD-WZ83?&>;=c2Ckkm?R45m4t5@T?4|^9}H%wsDNP z>-?5HjJ^#@x>NodxlM1MjaMz3)q&Zhy< zqwxF?Fe_)llPt;K_7(CldX*lyDhTMW=J1>`Jb&9G@PxnP`aBM2EAMyKIL7A6!{~)4 z6^3FR^VfN>JfvQMQZpc9)q56(<_2V}7d*)$@<*R152M#O8KDEBp9;?qMR(82+u;cZ ztl{s-!{}R};F12kW3@rA!cd)n=>HR)aOu=0W~Z-jUG}FD3O3z_sBzPlPM>lzxwo{ht%UxVy*JG>vMTX z)i@o!T$9vbtTx`k)#gZfNDYUQ9LP25IUwl2%7fH$c}TTB16S1g#&dHY(hEoG4tYpz zg_7Q%dyuv;)@G=RxoiG$+?n){x&lgkBx~5+8S6`VNF8|=MpQLs<59&iFIdBih|=e15krTo9y@w7aoYM+O_ zuqgA)8(ZVO8YK^@ccFwOoG1@g+t{wwqv#>^Ae53Zqz=Oy2IlTt_8`@A zG(Dt}P-11IQfL?c+kx7B3_YZ-fRb5Ast5dN+78su@{l?=jylgHW!`~ey}VaT#Kry1)a^s;|! ztd)mUuS*d9NmB02FP4W?i%Svf22!_RrtHUIsIfIy9#Y}UumS|MYlb|ewm~Ti7#kN| zP7kS-P!hMZhP|CNJo5^ANPPgMWHBlC=@8iIcze89#YprNzULJ^)2$} zU!(q!htz}w&hN8GJ%fo{*O&QC@{k%k75mDcN!^HF;62Dk{Vorw_*Ka2*8J3O@{k&H zHCBMSyn>Bl5c+HQwLGNyT!VR9ht!Rr{O^RmEf1-V*P;jSVhy_?8~(co&&xxq1gFRH zIiv>St)pUJHeQg2ROkPIDkZfXgnz|;RvuEt)6idfzNHS@jM#EDS;F%6jI-ouu!;=Z{G%ZD)13VFUN&@P013cjX&q{bq za`4|y^ZXk;UC)QILU=k| zM~}Dmn9^9zH73@T^q426yn~*H;R#;fKeJ8GHXI_H! z@veq)V{J0!1oXvzGm+^H{{0&c9{bm0S0?Rr6 zcJ$X2#yUZ9%nN#MfhQVJ=P%%i1;lEBZFE9&&>d?mJe>k!y$VlQ<+$haI(TXZlv6mX zFw|x$+uqdK_BQZr2q@=FczOktb0s`m0?K&=o(2il$332x!80MCoS)#Cd=<-akLSH+ z<0>U!4juzfo4Z*~8|0^^a>TJQ0-iJOq9=l%dsiUz%rNB)q6a6AoP(ZM;3*F9{0L8z z0MG7sVvWk<;ioibKW_(hDp-fwc=sht)&8wdX*OkTMgy1Y6PPun%#SJ#ev)$$zHY$e zqOhP-l~Bms>9dbEdlXb&5gE_x_@O;M+6|sCX59EtXzK;M8*kQBJJ+T}^J&kMA7m^9 z-QnQ31lHJxpY|M|IBw_;AE^zdBl4U^H7cIv^M|P@^<;R8-l+71nE5PaT4A2{scyyp zw=&PH_P|ZMY*y{nk3mf~rtd;FnkX9+MvNXd#+QykXlaBk-AOhk<$5YAFda&iRE09% zr+f@0W_k9#3p3YJN}wbxL+ONm3-ijVIoM4ZBcF#hz$ywTV@*;W|OLZ}#uImf@% zJElmJ`Q(GF&(6nTYh`}u@BtHsjvF;#_`uOaMh+cU*$30muF#VFCM>C-0DrAJEbWTe_2RSnqC( zI(n3iEcO4MjcaguY4-6uJ_D1RjXBDOy@usxW9cqrqqnj#XyA|mg9nb!{Sp=w))OsF zu%$c6#vph~>8Yr|#ZWrk%aQ5+?V+1|)csJBDu=Tv8{K5%Sd{&Lzt&AtR+%I3Z;r7A z%BsEFqSK7AHM@}2n3dHDm&AvT7?Qi-J%^U2*wUS3wH%&udMYaLJ(Q9e`LkLuXGf|L zl(foWR(a#huAYC0pmip_JT~e{7uQqb`J!vdXy{O4?Eu80xLctX5>K<$XIUw?m1% zo$L9)r_@WLU6r0}oqIz`TgphEawC+C<#`-RXldoys-iwip``H2l!~9>_ybCj!tdm^bOn^S zrTpMi3LZqBEl(4l(h*9=^7Mfc9+rEzFaaewmLtl2cV#X-XAGsMW@Ua&53ncDRq!;y z+G~0y+dG?~L@cG{+``aEOF0dS`Suo%x)RDfOPL2{rKPNf(rJ1nRZxtGHB4114pS0W zzfi>php(VswcNYk#^}FpvD;PQsr=6IT{)+uwfdRgZ}Ok5D|R=RbI0L6@0guSws%aO z_eT|~nri6a&LuRQ<(QxQmq2s=sydhX+4&XYH(F_jO`PD^yKFW%#d? z9-=3_({FGqg{Np)?z-_hl$f4r_dct@l+KdtK1>fvt_XWNl(1FKR4DUsq3DgDrz{Uw z;}VNn0}m!;&ML9jBUlqG&k0cCl}a{xKPVgZDZB2goyk6G29$(V&f`#$R;=%!l)sz1 z0&It(QCHFS&X1z)%X2*gp|sR2F!f>PviUIB%|7aRC?!@oU;32lkD*U3Pdg}aOBn$r zp&smKMQ1%0$ip7|3reX~&JmA8c|W&Zr$dQpMQU!Ep(DGpget!GzE{AC^d!m|X^oA~ zpd_SlmB@}vGvltsbUIG4%nPm(8Z8ySMPkpmcD_}@tR(iqE6)(47p#P#j%~uf%qp=) ztAzjO1~9X`(JsvHKXPXG=)n_4j2S&}WbV~zjVCY;nR&ZOs@FmAl+jb6o(QGEY_2Wt zSuos3T?Zwla+vvSbd&j=U-M(IWap`)hRl2^&JI}MQI0CE7tDNGnYULP8ckN)>_S%C z?#sJ9gU3v2JAT5Dp_2y>jeFavxoBycEp^n##CtW@Q&EA>phWP9k@x$ao1i2uWsi9~ zDu+M`mFH5upu{X?m`_PS$ylDdeaiDt!XM<8{IO5j2qkKH>OZ-oaxj#H<>}^AVo=H~ z&*eU4Hk8PRx%GL*r!0pOw>;~8O7*9ZL(9|Br*wf*Zh6l4DVIVCeUw|D+kDDAC?%F> zsZaR^O2qPnp59Su0wr#FI{B0{prkBM97+)u8E-^g?^7Ot60tll`;=8s$}G?CP(mNG zWX|R6n6H?FxEMQ))2iZcuA=|1bJ-MTR>&W;LLO?x;Xlk=j_kr*zD#r3KaWjW`;}oX zv!y$k%SYvUDk^X`lnki~Wek)Kx8`3nZ}3qMK#6?9Jez_RLy1|+M^MrMCI8~1YR<=q zvdU=&rPNZ6g_53?zs~3TsLP-vt#W2VNmN_aqRyqGb$yiFGXRrqe zD7gbXHq{$S=+oRh4}%i6lmwLI%=~q}$49*YC2p1T0hCfpSr4U0Ko3@Zc1NlSl%!Qo z2Pi2^ITcFyj{J2V<)fxSDYwdb5K6{UUWGDmR{oN|^ih9739ZV_bHfFwp{2CO)9HHUxv+iP!=E4cUE`PJzeyRi1&=&ik@8Vw9&bixze6^Aorx4(ko!HdyYd~f_aPfaOZWsk#$?XHJ=*i~aF4bW zO6DIvqgX44$zF*YVXZu*euWZ$gR$)U_l#BJ1$sy|f)ab1l)HxQOLr?FOfP3ls6d3zabB)ub_n0uDwjkbddU69#ZueVzpV! zSWQHj7o^(CL#jKJl=`a}UVjY-%0p@rlrZLk@fKFxL-SL&%0uc=qg2mNy&(^&)kev1 zL>=s`;r@&0Ar*s?`6WN~h&-g$LrDb0+6_6*dPo&Ri3U);gA`J%R{Oy zl&E5LMlA2(SUpZ2QoW$0U*ia8y|W~#f%1?V3nlU@DffK8MjlePLP=^xvNOh5kIF-8 z5tNi_=slrh>PYH6c}T5+l29ynyMB|0R3X-tL_oXtmWR{;-?>*%qb(Sedz1${e9ECKZhRZ{0B9yRd=pIow$V2KbC~?KA zozp5W)>HD3dKpT|pIpb>b9tpaq`revs#xO?3m2c22XnYh9#ZvRLAy3FRyzU}f0Jq{ z52+4NG8%{OY@8$ysdJzdr8wr@)F^pKT@EFIQI$P2n){00!5ZEr52% zcjY1VC6p4i%YAjRSsqfgkoB-)bwDiE%X<};ht#1^Vv5z@S;G_MA$2yCxW*wKe|5CW zjJT|a)HP5tqTKDeM;=o1p_GVnx9c5wNUebq)@sugHS`YV@zkm>>@qOsv_*ARI~O@&gbSnhT`AP=cmpu`o+tn>aFejyL3KcFOW9guC;C@0kj zqaf=c)d5P8YUpm)nevbt3nivl?smmhkaErC*|SSKR$-og3xojjxpu|G>_k7lyrAHDm@L+Vf{Wp6SY zW>)&oDW}LoYABSju81B1gJf!A8DZ&5Q%y)sGUhma&@{oE5N=novpu95# z`ETSQ^%s@QB2htvcpr2*7k@{oEFO5}H*m(A6ezrWVV zLuw0@DAv|&4!x`cS2p)S&tyHMIzowws%6YNn8S1AA$74SM>VwX;*gpx52@!&IRVsa zc}Q)65*Ov(zaNMz!K{bWX;4Z;c_Y^}jx{vbk690?8=yosGV>GQ^{!M%JuMHZ6;Ptu ziC>2f@Q=gw@{rmNrA%X^2V(hqd7q{9kZKRb+&9bi@*Ym=M0rT{g%Z`3p1GUhk2O*r zQkOx=C>!pT?PhsM&4H5qjX7-TjP;Z}q+Wzlq&p|(%G_VWa(PIlp+t(9jb=_NBM+&+ zp_FcB4c*zO{|-H*nnFn_8?BtN+RH=gI4Ch?BLd1lqN4JU>IWsR{yNYZ%Y1`t)-{p~7TP7kSLpcHLoyAE?wljR}x6qL03YbYp= zBk$FR@{sx!N>Y1Rym8=I4{NBP(d&)zqDU?_p zQmvi+)j=Lo-JpbO<)_Y*htx=;s9o+e>^1U`ngu1PcDbpiITNA8bgdo(a?f>PR*Pnc{#tUCBVdob!=pU^|9Hk8(i%}Cozxxjka`$OLL@ETF%hk%!cBC~1u- zcYp2iIX$FKhZ0tQx%a1|^5s=~}4ivhm}`Yd~J^e>l()K^d< z+G)D4$F|8sYR@$oQKBwH5dY{ck%v?dC@Jkvj|Rnhd9Mb^LuwL~wC-y)2IZfX3*{lT z5lTq0Iy$Mtzo3WISSWGD>f)^7e0fN1fD%!x{hhH6`H~(|qoAY|%T1NZL+WQJ3B__} zqsv-)NX>u}6XlMzQXW!!q%lteYIwdpq#lA&uK9JmGl#FpL+V2)agBL5^`ktb{(+Lx zYU7?MZPw94>I^6`?Ofc{RC!1}2BkD$wRuM#Qr|!+Q8wIXhpJ!ELu!90@p)W(i;zR_ z;GBucLu!sGCxH4=9#Z>$jr<(VGi*x)^3ShP@{n2#CAKfAv7r1b!0zABLuxRT=ocme zmFu8{zsyzULn#`Ry&GCs;MK)s0Q0rt_yC?d@_3QW59#?8o(6e5eC{-R-3zXuE>dg1 zi|}thcN%NNcA3xG^Bi0TkJPLG0&!6K9}X}>GSXtZ?^BpXH!Rv89!jyz!4+u zUmmUcE&83Ax6`aLTf$RLPlXzRQd-LB4WN11XXXd`s4Jj^*XH)}olqi{vd~i4JJ}kV z-f4(B+Mk8@Z}pC8n8|!pnYW+3s%SX=Fqtpih0O2Kl$jql^n#(2bAO$$qNq>N(lpz? zlg$4DPrqC9=ehQGIptK8+#E`VC08g%LMck;W`3NdFwfcgm^_~Y&fDXgLjJ8h^XcpO zK5Un_Z!mFqm^{zjg*>-Xp3Mj!IcD&{k=~=}DC}{xG?K1t`%dz_1fEiQDk|_Dl;j3} z2B|#~IB6SwPY>6zZcs8m<) z`;!`)i&mu5`Lntjp7>X}qpsc$m|)-JDknfG{We#b2&LRo9)Oazl=q-yEM*&%tsGIx zYPNkRnAR3^_rQOc-dVm2y))eF z9rIB(14a!UHE8I#@mgbc6SotKY<64&};u3Nm_I=mIfIX-G4 zlp?E~>BsIEYqd|A0jk8J%6!TSD3R}TYxoD0(jRh_hX2Km)lxb`39Zld^o0_(l*^#R zE#-D7<(Bdsl<0qR%lQmSnWcn&MB9JN^)!JJwv^+bL@lL1lu}E%%6K;9mh%{t1Ri2B zc`qz5=Une#Uo3@Z_HcU4y2_tqUvag`_OdDG8!R=4dj;XuzqQ(MosaIz`kZFP;Xlm0 zDAl|`bsUG87wKJ?7gIDZOd+j)@>-uQ^n2td!>n>h?hvo~2K3-hxtVVTrNmOYLrJk+ z75rsTB9`ZNpYk-6jOBUTr>upN{5dyz71N4esIUjKtuQ@ke$&8SZT{^ZR7(qTw(2=q zGrhBM7kcMb^^W;uvw`Er4ZLK)=%JIeY8``?#@N!G^v)o7;`CJ1;c6(6yEw+&*P@U3 zsHIR6Du-FkMmJeK7G>LG@n6p>uFTE&EG)o@!*Q6b)_jPbonPUP-=Ei+rjXw4s_szM zdbBiI*;3az&e#w58EYLq75rc*p-gtvWoOYdP$HI6@C$NiDOW*BSxR9B^sl+)bc0f2 zDgS{Ivy>H35|*;}uV{s(%!3m8Ew|+3e?vKzvKmUtQpW#|)%f>Zs^&(-vXpzEq%Gyp zO=$bZTxuDVq@@fo3)!Yz&!13YmNM-RcsA#H_TGXTTFNpg$t}5_ZhwOMGgnDLiCIef zzjjpahmx^8XZ($p{+(OSeMZ@utL(iM(YNI)gP@dc&s9EylKv-GxojKOOzhIll>_RE zqsew;tV*tO7L>lND#vq$=N2dl%d-N?Y|B&cAH=deJ)rbDAh(>UP{J76Ui8$B&zXr^o`F!(mgjybDa(_F5~-FOYo97r zLoE-?ZP)2gY|l+l;uiHbloG4tP~ncABcUWMY66sq73)c#=X)sS7S*h3)zC_7PS`2 zMvH1(V@J;!P*N6kvrkzHB~&A~?Nw?b&z5quPq`RM!t#_sNmz03~jD7WkBn zP*RqsL!BL!2~dh~di3V|0-v%GN(_5Ka~V-s(7a;3;U8wVXO32N>ERCOG$`e#^WBry zFcxL4_>)w*JfwQoLtmUj>S7r8@KNu`L+XV3Xhknlhl(&S80#5%NHrnX52+>%(eESkQ;*6+>X5w=s|Ts~5TjOQq>%b+ zwmhV^LP_+@PYrEE52<&c#7`g#TI0BWW@q;_kHIv>JVrO1X^ z3$h1ey(AB*;rnBL9h#qN9HxiVn@~bWka{11YBQADHLV#vq`Ei9i0Vx0dnZ+^1wEwR zh7vi3)RmyTJhEMvw4{gB0j;Wrq7hOzIH^_gkh=B&jF!rkHe2?5DE)?3UZvo@#E{yT z)l9QLhNlO1CFV*ndo@_^K#XupIT6Z2OPK;CZ7DB6X%NmWXET(Dr5s+2t2j%U03~TD z&q7&aDL+98HOnpez=NuWI$6prLU#D z03~55zd%`FDeYP#KbA5IN|P43CC`Hrv6LU7Ty80?+8{rcG62ddOSuzDsAX=+A3^D4 zDRtT+KbF!B%1dJ_se;C#+@rAaA0yzIZBY+ENmo0IJ-e$#yn>pz zQaq<1H{QR!TTg4Zz7WekwoE%5X7e{&cd>B$(Q%j^eUpcnAMdP4E8ny073Pk<;`3yN zj~InF?gkH?!27#qZ(fEs!YZzRtX8w6P{{1oGxSu*gOJ0Ly>qXc=0k~FirKA~S&G@M zr!B?o){7eDmScA7C6;1#>rqQFyY(_lF}wAm#<}H~-FnWS?Bh?AA*y z#q8EImST46(S36%vs*8-6ti0|!UqCZWVIq=X188uDQ0gT-!Io=_U7f55;_EVZkp@4 z9!hloT*d6f@UppRp*j z>rYvf+4b8VvpWtSl$#B+JDy-sW_N6R%>F%UQD*->-J;C?-S(J!1qq8X_X-kLHq5;O z+hg|BWfo=j)V5;w)EUcT_U|PJ=eEo2-)+V0-{Y3Y?7Pb>#q7In#q8F@t#eB@yX=^y znEi6nQp|2WZ7F8AZYyRd9&M9bve}83T8i1fms^V2Wf!&0rOYndR?H4MW_x^!+0mC- zo(?F-R?Kca)Gjwx2b5zgPh!=ITAm*5k@=Eb%Iw6m2d_L=8IP{{@2wIF?Oy5dt~k#= zlpazaKnb12tK2_9dGC|q9~DRRFnUNWgHo=&jC&{ExdT0<9)uDN*op6PI6b5;hf*$T zH=MowSMPtxLu&jH7#pXsU2f`Ec}QK@5wl<*smrkZdeK7=X_W7w~ zS9(bG>W0<01F2Qc`BlF=J*3`)Qr?l&cTTGGM0!Y_(gW+^QKW8iQlXRRA@wAb)Uo-g z0X^vdT8i0ar!B?ovKzI|E!pg{BbH)z*^@2B?6Q-V zVs_c9EXC}yLv3^YWVcG)RQF}v)omST3<;kLQ4%r3jHrI=lI z!cxpGd!eP6U3S`1%nrJdbtPrszyi;% z%cf#}@g;v)`FASUQ=xS_87sg%zNb(fnul`D94`-N?qg8O0;sj}kSgkhYnx+ouaR0q zN#gc)HN-VDJQO+^%3Mns4JB$(cR-nKc@{vKV=1lbu^o*5i7Dp^wsbedV*9*THG9)T z>ToDO+*mp0E1pooe5*XNHO8}tzE~H4Dhr5puRM%Z4y9;%{#d>1@7S&yry#3}g~w4U zGifTx7Iv10v7YjkGYp>6fO77Uhvlq*60yF~sbkTOHQWkMMkQn7JARL~u~g<9tl>lOB;#xamV%tac(`h1=LLKPQ!v2J&vE_VKD~wq@^?76B8A(tK67?( zWdHdo>YVLUQy)}5=X#!iS^Y*%;p&G19fw)jy6(ctwkXV%ZSa^OLkC~%eVa+P(C<*6 zvg0c=&%w1ryuDA$@l^cmBq-&iDwJ_h(w1^Jlu(!4K7Gxnd<&(>^6b%PN98yuC6;G6 zl!&Dypp+xwrq>G#%xI}yQ7iKYN6Xzl>RBkE6LM?#E|jpPd<|u5K*`&ERKwGe4Xd1X zP(odEV|Di_=R+y8Jd=IOtx(dI=W(C%I+W6Gxv|z*3g<<(-%ZAfP&s=a`@fvcALW`* z@&1kyuNP)KCpDh^bH^CXc<#Fk<9S_}SgcC+7CxEGQ*Ca+T+N%12Pr zmgiSf&Plmc{WEt|+CnL_JSRgbx0Gw46rG$~&Z|(Oy>gW=e9GTYLcMc6jnQ9WOX=uS z&V*7f565aYV`i)t<4weqtUmu=#%h_ys#QeAKe&d!q%|D%cN}IsFWiOkJaQMt^VV?g zcpiK9juAgumorv5xOS-1r1d$Til23OgI12!kC*MJ+=x79lxKr2f|5QZx4+7L%J)!8 zPtEmghf-!KZP1FcXs+i3pK>mg*lF~zm$UUTy*v#$Zf>>n-|pp^# zdN?+^Kr!D(Vn#?|f!U{c2dQ!Lkh%v-W)UfOoy+ARwH-=QEp^xMkaOrEbsm(sVwp1) z>*c*Fm4{RcO3Bl#;X$A{2Rv%KJfu3Fi_xoCdwHqIiF%Q^X< z0P6Jq^pGlp5;-e>te@o}b>R7!O##$Uc}U$0CDVto+~e>gc}Nuwz&KR9+&lWt@{qa^ zN(_U*j00S2<%|scyYgT2;7LtneXv|O^8ATBEctIJr2$l{7(JwVLdl5gY}JQjb&@=! z?t>Crz}dulXJJzB%R_35DQ7+@cb;1fq=!^*C`DQ&ymui?G{(9@9#W4&iKvEko$dNW z9#a26$!PU+x9gBW^pH9iO35?%+cixdQuCoiwYIq1^_4uN>J7$B324_b@{qa!N>r44 zRli*xQm;S>Df4dXXL(399)i_R?Q&Bm%R_21l=1-Tad}963Z+!-GWVLi_MP;xh34zsS$&b_m&jg}SUP!$H^ zEaQ0TXLG7977kTc0ZB>qs;evHdaoW74ppmxB&3J-ifT5P9I8422}wnH?_X7PbiG(O zR80XADdoChpUaO6hpPW5M7(O@;O$80)n*7eR7HRkUQ91s9QGYl#e_rEJRq@vY`iKQ zsx|^iNe}Hg+`p0>s?Gosk~4k_U;iA*;bh@Z^*E5iM_C)#&RN#p^}?ZQw<@@c%6=B^ zEgY)G0BMl8is8k~d9Ush4pr{}X%w$BtUcUjC^=MhRET80+NvrQ4plROL}fj+$Mu|W zsA>d~6fb*R`wt_BsRP_bo zh{_(V{;acHP)#fsI$tc%CVvh28!l7y=kdXAy9@p!_p{mtL%u4aH$90Nu zsG10*M7(-?LE#nSdP+D{{Q$&yg5#ymDP~*;k0OVv3xR}}Ql+XFjO;I8@C75|OwjK;@kwsDD8?RQ(7fB`USrm~kC4 znjEV711UU@=gRFQCiQ||bA&_HTR@xu)lOr`p{h5K&_(o8yDxLRCJTqECsjLgCi1fG z@8M6vp{nCp#3d?wT$RG1>P{eG=^-xQ`3`2|BjHfBOC825Kvg0fs-^)c5tVmWkw31t zg+tZumm@Awc_Zvsoh=-yCIboeXXYn??Cn$-S4uckZ35y9r>Yi%W!7QGE6AbhVjv-@ z4K?_+{!lCLFAn|_8 zMv>L)C*e@lZajJ@S59yXs3jX`2#2cCK+>Ymkms&J^f z3`o6ronZA^Asni9nTUO_sLr*jDuqMUlR!cjGV{1qz|zBw!lCNWIQEAFsZv)9&201+ z4pmnJNl0yUv#K5z4ppmxq|52m&)UNlSCK>25kLwDQDvXY*9eEI_kbjZQFXD^Yr9G0 zP<1qrP$gCNn!iCfRDA)YL2}r|nvEWl$)Rc{kfe-P6;!Mv@6~I%Jk}aEjd)(4TX z?^U&MsJa_SLoMf*y@#(0hpHb`JD25FwVO^3RVM;*Mp1Q`b-YFhhpIV15+ib}UJ?#f z-zh}mQq^nL#(vk4L)Ga(A`+Kfb%k)Kx(7&jBzvgtcrm@+77kUv0cohotvYxHIaHku zBqV3p9j#tB2#2aSR6C;D->Uk@Ome6?8Awu8J6lz8;ZU^{h$DMZwE}ntEAo5cP<7xe zjD@JiLqe|iDk>bRZUN%ROc`xey(Ao}z6TP&fSJD?DsN9u*P`pmp{hTS#3fWswR+7I z4pmP9iHxPnz8-!l9IAGyM@3yq)e3l-=af^0L)BOyY1t7yYgH{04pr{~DGBJ|?l+J_ z)j2?t;$=TOOcD-N4*@9@FT3hP;ZRj@BSu-yU-lfHA{?r&0TR!CM(^%Ip9E4U?WpVF z<~;pUIBciQP1rHYUOfsGdXqg^Ej@)p)d(OlQH8)az3vbWRV#tSWlcEKs`^bhR2@7U z=O)SOIabvK-7Dd|DcY%B(|YE;&?P z03;#jLA&Y^;ZU{hZE)|)@tOuNw3|KH*9zfK^$d`>R8);s^{sHI+H)SpD@HH7>NMd{ zRSP66SKiLIdfg)&s@?+97|_F(^U0yAE0Fqt9u5-@Rr7#E1IFuZ;ZW85c4S(1AolS( zRyb4*2T~F+Uatv^?rb1SBrmu&aI-4po=li*u#a z{7KdvUN0P~o&r)RHE&mK5Drys@54-ycP{psa*1%Lx*dokE4E$rnQ*Aue&4H;vqkwbF+8qdc!I0s2A;^Dj_HH zlb%508Zs0}QV?dt%ElVJp^hu599uIRs(w1eIpfsXQ$Kho zd=kqbsOV3FKEbkdmDS~2kkzS@)$+@0$_9>V`V>+HvXR2$qy-LUwP5ZBETm+H*Bh(bR`18E$v`M4B&4mgFEG_3?zr6N_|EUhPhYe%|n3nINo zBF#QW*5r2xe1j;$jKUZjH!J%+j6J}mj8tJIKtiQ{q!vh6Lv8~S5rmcCda3-}isX1# zpH!<`J3pJYAU_x40|Z|@1T48f04s>&I1y?k}CBc#5<^(E*z?s14&;eDlf?pQ?*GrR2}{(+$F1V z5WRCQRYQeCRRTy<#&nof^^tI>+Ib1`Gle}YLJ!TXo+%uvrT~fEN7W%#RZ2Ki{i2YE zs8U|u!MKikj2xnN*g&&SE3ssxBrN0oZ#;vMw5 zNjOx!1tcsg_36KNP_^3=FR}j#9IN2o#=*BljgZ zp__8Iyw6f{*m55r$=OtOLVwr`@6}}CQ1uv)#v5|0HVB8ReV;_tji>4=cp>lEgRcFA zL)AN$msrRqY4l=+vc=F7>U>LeghsXBbQilv9sghSP9K%8sn z^@ugD-Jd3hssTV!)2P}DoifMkR^d?fxd(RgRRa1c!o<-F} zsLXXNB^;`L1hTS>^Sub&W52wW`q1a_ZL4@2sOCSONX6e?>|7Hr0jIGK-B*F*?NZp{ z9O2OY4Ir`qaK?FK4!QKB)$`;~bsP{!BDK%cI^j_D5RkZd*;QW&hpP53;JwT^#-(O~ zITjZQhpHJs>PJ&G)H)U`ghSOYKq|}qd1mIkvFN-4`@@_49CIuNf)lT$d&)W%^MynA zw}B)jKlZU`{USM3od_f@k=nC5UN}_!3rI@5?5b~tL)C#V!F>hi;6m$I3=j@gvw(!3 zq3Rl_c2?z;IhfxUg+tXZKsF5W=b2n@EIPf6?@*F+rMi~u)duH9DL92s)7?HV<_d@I zZvb&5KlZWMb|pDf9SbBRk=nC5S~yhQ52R4M?5fX&L)G4|;Cyi#>t$p=uJ4IWjsCjE<+`=qv%J{;}LGuNMwm-s3e? z)Du+U%Nu2_@?M=K9IE0#qDykCo)8XIUn=BIs_Z+N16GkkRX-q&0XvzSghSOUKtgxW zYd2&Jp=A%|x$W!ZP&Eih>UOH^JDH?#sQML1$$YBHVPx)Pdc8poRWpD@q<;FdbD4kH z!#9OP)edi>!spTJNb7j@6%JLm07)#Q%D$8NR5(-}+<>uIOjR><%A39H;UM8qHAf+f zs5;!L`cXJko%R;0_W`P2K^ExXy}DgERBZr~`X^OyA{*Wrg!;~JlS9=oh0LYOzLQxj z9IDm>sW0Q12w$M#TOsKcdWRgU&Qr)GR84})+{s)g9IBoH(pZ*z#om53z7;TFCvzM) zu>o{{16fsTqI8M&S9IEzt7iUk2)V}ui6Ao3gfF#7ru6k8C zR2963xTZ5MH4D766?=G$aHy&Vl9)o(aO+qs5Dr!E1F0|1Jr)PNkKIndPUZq|;*;tA zJaTD{#SOxt`^!KYBtQ1CC|E-dRb7G9OQiO!UM3u>?gNq*FT3hL!l7!f4^XS`aW*Zo zj>S2`p=vUaSOZn+9lg1eStcB+HUQ}nFfWe&5Wh=8=7oJHQw2`Rn{>C&i@SwG_ccI5 zk{|n6?EDcqRP_Q9l}PPbohTftmH-KhmtFOpaHu+PE#fNUrvvAp#*owT2#2aK6!HR91EEs;8~0!~_DYjO)oDQ51k9a@;3Q;B@v9AFz4u-{E*!SJ z9!Ro3V}B1FQT6H`>`&-Za;Q2_A+IwEyK1^{s9FxB;VOE)3KP?7qj0D?_%p;MSE$sN zJhos5CBn;uL)GIzl5*uutxphU560EuKjcs~6G&XH9t;PcJ9J09{tymTgV$kSC+~CZ zs&|D$)d`=&eK~U&wR$}$9IAHz0$$R?fmYQ(;ZSuSki;lv-mdyVI8=4}FIFV!q51|# zGaHkHL)FVbQqMB3$B}mLyXTns9oLgXRSA&zbGcPd35TloUt)cJiK<3;?TB8w2fZqV zL)HC2N>=7p?e-NpRE+~tKb|>Md&nJVCAIN_aHwkeHP*}tRN-sBEUJ;hq3Q!5&RD9{ zwSqQ=SNjd*P*o13zAm?_K{!+${S8!SQ>D)4rq@K_Q1v{J&^c6HXH|9nmK>^X1`;`+ zDtvHh$;QXRp(^wps`mn_@FAB)HA6U5{Rkv=CRN8Ff2;`aRmVnhsEPuK$aN&UYOZjo zdL2kwuCCZsExsp*s%}7Hay~6b56!bxwQ#7K2P7P4T$7fs^%5?C(YZp{45)M^sfW!uJCu86L?EE7+RP_Q99z>PBhgS)Qs--{* zFUp;bZ-hhDJ{z(226*)s4plb-NlE6%Asglj@Un2I`UOZRAoImPkwaBAkc7l#_qt0s zRJ{cx6%f~sKa)e%DL^7}UY>-w%-!HP;ZXGekdW*g?5ebIs4Dyg_s4`o)#pG;22phkmKyUN z;$FX#L)GaDnMIX-_dZcLR6PtNJdG-KJ;C%^CmgEU{DF#E%N*Kw@4baX)mVkROH~=X z%-#C~!lCLzAc=t8`+@&M6i=~b`|f>!aMME^}{OxeYl~tp-wmF>^T3s@ks^IaE~uNlePE zN(zUnpH(~3L;LPM(wrQst_I?~&A9Bl_f^87YR48WoYXtHRpW(2)#pGGYpAmC-aED= zhpHMN^&jR|trZScy|!)PB(Gx*?YsAx!l9}Gh%=Ka`|kaOR^(8%2uR^IRM~g$-wTJT z;_VRWwYgPy3x}#5wr_!Z`KYq*!_OBERdawOqg363bquqRnA9I7?~apc@>f2UBi6FF2}2qg4x&J_FZ{W{@LwG2po zz+US|;ZSvOAu=BjSDA3Ax=kV1=g#4q!lCLfAYs{S+21Mj*qI!vYJsH1%f6#tBpj+f z01^rC+I<&ts5(m_RgBB-HCZ@RJqjcpki$mdP*t>R3nwb)W&1w-65&ua6G%#WXjeTi z9IAc*l9YTrYrA7tqen;G_fEIixM> zFrb|Q;G_fMngvd~fOb;gteVF0QlApzJ!JOac>M@YD=flpZP+;n?TJ1QBBuvhpxS#i z0Gw*^QnjI0K=&Yf7C38#WA}OvoVEe|*$7T~S?>Ns_G;nG7B90ue0IRSI~{EmsBci& zhF#A5yS1Jj;1e|QuIw{@9gO8rPvZ2HCvna~XY~FkiFz8P^}TFoSECg^$u;&MK7%l5 z;Havy(!o{L75-mkHWK-9qVCfc&8)p~oSVQY$#UGDJYpbk0*Pvz?f1qSt|7+*33bc% zIn(3QfJE>yQ-Q;^Zak2LhTI7xsUgdOq%`CsAPpMwJCN`of6IHcYl<8NB%*OH0Fuy< zD}balWC4&uytyurKEJ2h(U6~jL4q^Q$<%&B|E!uJJRs1hT5N+Cyeem1Y-GigN=RT+?BthZsJ>;H_wSK;E zsG0%9*^pbcQaDuo1tcO~-u+X`kzU8_OAb{vK+<2*%dWalI8=QEq#;1nWJ23F z9lct4sqpo1ig2iU3P@vs>KEZq)j5P&AS!!YmBOLwb|4Mku!nZld%~e=`}UYS0jiUQ zL)BOy@#OZ|+EAZbbCkSSi-befdq7HNvF3}RQhOKoQ1d_?t@g+I^LXx-y9hb{jJq%c5r)B)sBRR$!qAa@kk3x}%5fh1=#KOIyyGC5IyF+ZPy z({L!GAnMXM29XZru;sZx68ll5uMbrHAsnjuABg^l%I&FX**a zI8?Pf2pM}ncg8Lh4pnyp3D+}Y>QiDbHuiU;Qmx6|a<7BQVaqoFi3YU%nNq!%yX7N` z$YIM9fULQmeeQ@po4c>qmFoW7EgyIYIc)iZKv0p6&}TX2p@QxL-JI=Y1fK z%t5yj6lN z&lV0_epDeZ_UH_bv~2HBcj2(*en1kp*K| zF2?#Cpehp%Rkr~t3CR3=!l7!1E*SUSSsRN{PJ5xM+=I1sl5nUx_Wh>kl*XUPCTAp6 zg$Hw{+=V8$W5ZIlw+n}=7l6cO@H}YW4SuWob71b4_v}gzTRs6ugQybL{!A4PRjYuc z51^M_wcF9;P<0WI*g;g?Y4w^W9IBQ8iFe4YS|=Q;cIt*2lX~7AUK|@o^4wcERE-DH zAoXllJtiEgz64Sz@8ing#q*En)$SN_s5%`;!+OpgyXq?8Q1vK~sPxdT+8`XNLftV> zB^!3tMZ%$KCXjkjsn6cc9Ig-!RX+nsN?hu^Y^pjQOAb|+0I3g9-6R~URsd-{l(k`> zP2UNJs@;0vT5iB>ih$!BlDp+$!ePrd07;4}f!NL2{h@HE+V?oTuaq^xt{Ng7svZDR zBC*?N(?`Ogs^#&hpCZO(S9KK*RRe(}SaR2>V%Y0Nz@ zYJ@}8eAQ0C9DGMORJDj8htfm)yf|JsRE-3ZmTcHn4+w{y@4bo zF8ge{QaDsStl9}seJ&iTc0UQ#`ygwh7pARwZ_gRRp=ulu=Yia+q;RN8E97CS@MTjL zugJ;dP&E%o$>Q9q--Scf1wFC0$U8gx6_}~Qq3SUpC6Cg}o{g`BL)BirFka$iSDh^! zswOIA3BByu_(V8Vbw35G-y^wIw+V-;pMZqr9jiSX2cJp~Regb^<^7=gjWgz|evfdd z`W{FsKy^}Ya;TaGB({{huk+yL9o$cCdm1@ZjRR5`pej6_9I6sP!tzeso{jH?L)CF- zARD5xXJeLdsQM5{DnNBuA9AP~3nYnq@m0Q?6{y{^cQ6}kg+o=3GqKJGsGb!LRmYu$ zY{(S`dp2eXhpG>OIJg(q?cpZ8#a261_h1i)olOo^zW|w!A1g+)g60%t{%w~1-~J^~ z;U4;2Ek7z8wtT`lEu1+4Ee{1JiYF7?mJ?v_Ej>^@QpelEVar|4MSn!4DwACA)lgZodW-XPE>z~OASxWHCIYFK>j@p8@~&MlKX-!@e=~Q>FAIk)e*q-aK-C;;fA;T7 z4pkQciM)|pb+d4&S_LE(;Pr!WsM_^>%&!2iV}wIhe;_G&=WE|@%n%M$PpWnTR9_2+ zsS|E``Zq*yYq3VE(utv%CO#2#jws5E#10?+x z?-8=E*xv|;s?z?*VSwsA;ZW84VtBpFxa?kYghSPTfTRLcM-3o{sw;ss9K_mCpNpy$ z%{{m_eIOjF4!;CFynw3HDaiaw)q}#J>Yz(ey#cBP!l7!PQshuRg|U0xDIBWWMbX0m zRYEva?Kcp$abfPbZWj(!yAOg&b}9CX8Y~>D9#P0)^!glWW9Gb9N0*U9)lwjZhfsx! zpB7d3a&oA80!V66?uy!_f*h(Ufozh`$n2kw7mCVa@g`^K+*xK^}?a5|Bx0= zB0%+)aHu-D5;>I56zrojPdHS43naag8JmyFHqW`cRFOl~5kL|z=T@CB9I9%8L;}2S z7Y7|Sj>E{IYC4egzO2;ix4plz^aptmz?J#q9l626kLk&4podu*$=Aivksw==r-I}}QMZ#gr?*IwO=R4}$ zZm#^DMvz0*Bp~TI^s=kg3WusAVu))VRrb-jL^xDU0TM6Q?kqBpqRSBb%{(uw5Oy%K zI$1bu`2&UAm|Immk{qh01BpM+DC}#(gTkTeH6Y37a;v@-4pps3VK#|Z7%{O%yjMpE zhpKac#Kp_58Y3L4ZUN%RT?A@{^bWedCLF4M2NDsL^70Oa|*fM zt0}^v>H#2W`P|c9KW_+!strKGvzU2x-&dh@k*<4>vFd|UpQ>} zMIh1ZsXEr$pMA%WL)AzijWcqqUK0*g`;A3A0iVO3E*z?2KoW=YsouWGmibBggTkTe zb07D#$kG7!m%v#a;Qkdj z@k4UEAAUJGbRPj^Mg`*vAtvui1mn65oKQf^p9qI7?{@|691dvtba0}bbNBf%;jrbs z$6*czWULyToQ0aK99s$UbyG8&!uDJbR$|%rQqe zbblR4eBa!vR&jEuIvz+ue)EXkD=r+Wo(2*P<@P%8Dsrfr3M92(ZdIdjs5);F=2w7f znQ*9THyQO4ki!dwL)Ef=oYh2H4`_;fU)2;DF|;W%6D^0rJP*E#MZ>!~#}V9p3OV$; z4M?mPRo$R!nH_CM&Z8Z#CWopgfrL6!^*hcx?2V^7{u*+qdIm^iF;!2YQ>Lodwd7Fs zGLYoaR4v73>;R*O7fdCGsx%O%h^p4;A#>op8Z?a@sy+eIDAz9Rs)5tVq3Yj2(tYXm zAiTU4o2~<{BZsPYfz+Q%)fpg~Gp=L?IaIv_BzYQDc+kmr{~^74%_N7aXBBccRTs8# zoP&)Vmd_%Gs^-^Y$9R2i)gs|gby_`U_cE$FARB6}cMtaPMd47@;|82TJJyb1Ljp{m-d`b{`gO_+@y?n@O;QWmck zH&oVHsy>BIlsyl!<7g43&wwS7e=8!|xA|T1Z zYK07C=i~NsG42=v<<#`q0nXT?!ND)m$;l}PCmFzb0-RI;XZzbQ3j#P{a1sHWN#Mi- zI19mv1#n(h?TmI;uVw}6zGd%Vei{{LBsn3EfLG+~JrBEr3Ucf_qEo-~WADqP4+?;#C2}wJ>tnK^^PD;k>Oe^QCJ6br!0e!v~ zoRo}(ecay$r+Gj-e}dC@5aUAe`wou9QFmfZ2;fwL(<6X$3pm|!aQGybdlxSHRB#u1 zgPQXlTkAV6NRB;n4k4XkUnOL*m0MF>?*4IJPC+*WkCJB zb6M?(kr?ylmGn}31U=V^r=A)szL#F!`mKJZ4nB2Q*U|sf*wOp9bbl;=e}FtEf8;$& z-cC>v802mVa&Rs%yOL?E4>-|{x!aj49JG^BJqsiu?%QTC{zdm+g+o>6yD)ctpqE`W zL^xE<15y~ES}h!^TKyC2{3d$Y^V3r}RE+}?`Zc%e3E@!nEs&^q+2bm@n;fbx0g^^} zs)1=%U{~ED9I9Rg(h#6(wtyU}js}u?idTfx^*WA{_o_-bRNVq(X~1(^E5V7%^+S8h zzX^veAAAqai~%iQ1WscI?lbKpI7>Ke`57S2fw@&b3Wur#?nM;xIgvezvxP&|7$B=> zaxQm3R=r+wUHvCG;Q{OqQFpG$7~Dq=TfPWLQl2l+S4XOr3x}$`7Gjh|W%oKoI8+S> zQX-#C9N=~>`!~Jj3x}$gfF$J3B74U6SVRt0Wk7n@Gh_BA!j>piz#Ty??k9&Wp97>W zpyhumRlujNKM02{ANK&xu+lP?W#2n8=6EJJ>3~lRKNk*L?zR~Hky&Yfc4??^sJazM zL}r{_^@?z)`WZ-E#>=ic^+9r|x=A527IxJ-;ZPNR2tAb9WLFIk4pozZ#AS5ss&|A# z)xHm-<|XrX)fnMW^$L*q>s$}*pALK@9I9F;TR64XvwH2HtcAe|Nz3-mhpH15B4=~E>N4R_H6KVcK=rzCsQML1Dj=>dkCQ`H zHIPEt#o2p!uW+dP2uMSKYL6$#q3SFk@c`9y;ZS8h?e&~$xie?MT^K>{js%Y72H~)s zU6$e*=NVkbilI{13*3WewBx`@cg)>#rEu8tEFkrrs7jzovp??(hpN4w#9Tfsx2jw? zR4oJ&me}pjm8=mCRn3-RWs|tfIS5Drz_EQdQlnQ+*08c6I2suGCZoK1&3OAb}Tfy58bt$JKIRQ(2|P-3^w zi$hc7P<1|#ki=zIT`e4{l0cI39@aiDz7!5s`#gs^_zTaBcGU&Kp=vsiu)L#BA&2H{ zdRjPCeGMcgXJPxi*#CKQsOqZ_>7iXUQ#e#T2c%K5VORYo9I86MfO#P*`)sNZ4pp}T zDUrDBv*~r=Q1vH}aDb|K1vykz0BKyxI_!mMyEC%y9-QyD35TjzfkYn9t@=wiR2}{z zRLiKcKh1Q#aH#qUNc|JJRj0p14psL6X^?kq_IJMT3x}%aFQc7j=w;8wF~Xs$3P@VK z?5aD2L)9A!d6r)GY;;~p4pq~DgrCl>`cgPl^?U_2FYiX}*%%`ns_q67m3O1|`_(rJ zhpNb{807%f4Z@-7V;~LdxHmqJC7Ah_b$G#RWXWciHxAd@LNQ4tWFF2vA)i9I9RdQt~IW(bJlZ!`>u^s_TF_0jeDv$f0Tmkfij` zo{f)%L)9T~VJx=ir=0l0WXrQ%%Y;MKDR1KmYYe9v(aqgab{RO4g4``{^A0&|c@~gF zK+8{p}b^%+BqI;+wsiXaBa@g_|APLE;s!VddSKGf!4pr9y3CU9%bD=VK1rG~{ zsyBcvk!uC^Yn4BM6M2U#fW772-y?@DcL9*Me|2HxppqeEdsy+Y`m#3L_K^>a!wu(O?hpOp7lCxO7 z>dJ|Ca7AmCCWor4fJ6gSe+h@Gx=)eSi*tMZCLF59euiwwr!e*&{w^G{|PQpvo%qMj2DRjohA{!n^23u!Ymf1_}y+Vu;Z3;Ht~Pe8(ad#`R54pqDS z7b7Uw%dYm2&;Yo2p27Y`ASvmgH^Qo)?BOioQ1uOv22pwYKELYVMslbc z03pJ03^%#)Za;-_dfA{tYymI>~IMI2zTQ2;b9JbsYNJ>7tQSa2vN|-Gi zs=fpgmniJ2lYbzGsyRRs0iQ0d5DryeD@1#?>$o4ABG&_P=JUL)LfAnKL+0QJekB~X z9N7rf+}x^p!lCMWAQAaw&AukI`H38=jsy~0!O^j+&KC|H{;ZU^{ zNJPBss*i<3)&CSC_XDUE(mUvS?#H3&#tRLaXcsJclwR6Pr%P*m!iLaz7fYvE9} z%P$!BfKN-i2#2ckfP`l=^I_CRp>&b1R|$uz`+*Dym~rodlaeQ=>@7FjL=Ic-2qbzl z`(uB$>uTXp^#PE^8*{6U{FNN4t^pFgl`8vs_=s?*dLM`r@We`+-^ih=4-obJg(|0; zdnY~uoT-EP36%QuiL00Q>PB$l0Z;2R2#4<5{ocY^9^l>yoOFQuIp9PBo@={BICOsx z$f^p)6+&Fc1{Q-s5ouK}_+pyfxvNd-LH)$V`fu;ocWRtIG49dJs9 zFfRLeb@&sN5a52jaOnOMkW~Thr~HL`N(0<)1t${lWLW{umM(|xgMq9FaDN<}*5V$* zV47pvvY@4t3YaN9g+uoVK$Zl!-=#QGt9JJn!Kn{;F6l4f(7kw@mU!NQcdMR_xG;X% z1D(noBZNcMJwO@*p6&XtaH#6gtR?Pe%k4EoI8=QHq%c5rVRLe*S_UK*@N8H67UWPh z8Av!F8_x)bs(*E7rig@(Z;I^Jrzvuifow#}(Sdv)cP|ReyOWUW2`$N?SHZR|ostPu zeFc>{f;S0=s!*$z_>FQ@9gXI>GC6Ygy+=4y9k?CxJeaEgT2+gMLsjSPu|KV%>Z~@n zH8WdTp4ZdDq3YCsv~<$_sOo|O&wg zd`{+i9gK~pcQ-t}2JJ=;Ri6V%t);5Usv5pKIaDZMm8`oDz1%|AN*DT>swewyWW$e6N)qkw2xx%5U-QK9EA!=O> zWoPjOAW<};GPt>CyY2_4GJx|wI7rXHx|^s^0k%@70swG#^9Go?at9 z_Q&AFN0HOs%Gqw;mQIoE0qkB~z=;O*ISNiBfO8!;H9fAfJgmr?OYNn(0HzrkrWuBnJDx>1Y{{q=sxTkX;XG z%IRewV}PWzc9s~(X9iN(p{eRL1DRwX%M4_rfpk8wY0E7x z$Vvlgb|_Z1A^ytjZXg2<Qx1#P;;N8IP*9wJ7NZT@2$8(K5VE~ z0tspDd(!9Y}+QoCjp} zZMkEQ8>+cL(po$J0;0BzzTenrAin`A)HwTg#!gs6PBxHAAQ6o-6G&7;o-mM4fy6Y< zKMu$HI1M=iNGtrZZ#Bm5IFA6*T0`oAB&yuFT+Y9NM2Gq#EeNA!+zgXxr$E)u_Oc4Q z8hqOZIJ)X|ATh0-;i?@CxdBKUZFJ0*ml~?IKoVLz&Jiu0l!hDvWUW^7X3OUrsw;ss zXzknwq%n)Qv3>(2GR&W!jz^+4s{P0yATbTO3rJ+RKhGZlNoEn8lyU5Q6sk@`P61L_ z<5x{q$Ou33hC;M4{T4_`mgBa3R59uhU;5xx?-(G3m-*XS2c$tm≫_V5DDF4@LtX^>KeYaUhKv@(d7XGFOTHWra{L+*TatYj7HdkrTpCysJj!v^}n+ zvv>+QYX9sV(?6aKZs`y$#MfiOc&<1^zs50;f2jKl?_|XNk)` z?!Cb27tl_%YDdPay;nTGai0TD?|`^gfU^J}yQ^Ahwwbee8l1WS&L7~E2kZ(CII*SE zEr4@6IO_vABf(i7z_|^aWWX8!WpJkC;PCys``%OK=V}bt8CtIMd;jk3xY-!LcSUw+ z1^?iWw13t2r3|>2-=d3QVFC{<6H}*aI#Q4| zLAI+0%zPW}nhJCuW(E%zIcu-s)fKfGn}-^m*cOb=R2d!B##gN8s`BZ z8#JT=$Qlj#5lDlE?A{xDEe+`gMAn3idw(F|oBVY+4M==05!RTSXH{dL?S$*1TDJ46 zu_Vhu{^g3)LuxF7pXt|N6b53{dSHWqI| zHeQu%jH#^{IlQW7U~Pq@0&V>Vk=EaxI~zNnhEEmQXNUFUs#G?@=-vTZ5A(~0nGV*^ zc&Q)UrfxY@#-frj^{K4cmdaRa3o`bdWUQjHG*&y(pDks57P67LCwIoK1E(R&QKgOZ zEs)T?tSE(SdwNskNFZU2bE$z$2U4POmK(^oK%yFFpEH^weSpL@&O{*f8nOh4bDzJ@ zpBTvYeXt&CoMV8LXvk0?Q4N^~B(5PZ1F6@L-+?4GIkU3WN@d#5u&OdwZ$V}5fQ9kTzcQEL(Q;i0 zMn^j~A<|?vQrrHpw6wIgY;b8fO-@GL<}8c_qsSngfrJ;i8FQ=mEFg6nXEYG!em|!k zNJ$oP*QVu!RCRhTka!kx`}~YjX`JtX#Iz_5 zMh?S^*$!*N&7rD|9vHAwGdba3f2TIYtH8TYgzcz*)v8q|wGs0FNM5VjSic3ev7c5O zQ_g8x8?z8;BO~2Rt$qkj;t^&;b>VQd6Mu{d^W(Oo@^e4lJe(|jRWJTdex`CPEdAli z-}-p?pk4RddYeY&=5UVWu%BY8ZfJ+f;U8O&!v&JVsu81VM^+3R-l?i)6!)f%a~rY| znz(J|+|sN7n*K|xBxjE#JOAq6FPVm*#(@b0i098Sy0b*dY~QeX)adw`QU_Qo_5bhq{meu9QH5< zq;Ue{`VDk58*$-Kbsdnxaa7r}F;6&D-3uflnO_VqFB^QdR5(<<2qa!duYSn9_fCqc z_k}~%Iv_F0#?$b^O|993s-J~JRkI5*cgE7|DXXfjaHuK*QXf!I8@yQq-{Ct$6klufD;Me9CH!g~&ZTPD0iVdmY{- z9QN=nAkoVhm%R>K_9us`u0Y~7RN1pJOgL1{1Cks;)q@yiR)qKJ9pO;b@?y-CVN_jg zt;6GmL)B$K(vpp5trfLMI8?0#5*9Ce_3kl%9IDO)Qdh^(;kw`!J^yzxIF&=l3E_v{ z?wp(|aH8YMQPtudLZ8|{_qDaOu7U6rbh)o58=A@z=}6)AV-9b{*IsAuAPrLxg&3$pQsWCPb*YA=sz zm#5I)bVM3qq?T+jc9)}KFNR7dZmrl=cq*v!})H#EY_*KV)($CA=QXYHIX?M zBCdEgF56sIq{q}KFLy`TT_;`w5_;N?ysz5Pkne${HDsGo>;azft9AvF){ujNgr4SwO14zoY&MnFs^$Mkhq3)0aDn?&p8!H;vasb3`lfGKQc+Rv$G$W zquOcXM-~BT(2!+7BD?!JuPLO+kGu~ggkLP>_PMk?GcTM}2@zEr|5d7s{KzJSob8W& zmx0J?e?MnmAoUmfkt2bGOZ`Z1#SsMVH3NrNIE{iR_lv*@RrpmEKuU)Bkd`Du@5c>NDNQ{FPr0y>}aIsq@L__U+KGPfztuDbt?kzyow~N=9UN1&D-6n^*Jm>>)uO7y2+oWU3w2mJICezXiwPoU$3Zy5j?S)idK2o$4kXA!MXhjTbX-Ka>oY*9{!XNc z9HXP!Qjw~s4&6vQ;(vNK8ELgd8XHwHx_m^ZkrlYL!Hc#nB28u^wN<|*k{Rx+p@|=PY4fCL^<-yhB@v$S2n*8K4=|R{>8)pLS<}$WNf}- z`hP6H18clwY)Dzz@PSn|Ua~U$p@`JEJV$NBIv;U#*CQOM=ZtCsRAH*rxl*<4#062L zdTXs=aqYA?qCAC6;%nuo}Vd_pR$p)>Jtbh&K{ia ziA-Fo&-{t^FUNfiprHA_klC>GnH7GE^am%s+RBmTT8|v(c2$|#Jlp!CdiD%BNqS|v z`Z|!68nPCMbA`X=e*>~uq^DN<%&a(s-qx^B0it zRUBpIwO2Xbk!i@0K6CWEN2_px40_R!{d+*)erCZJJphwYVq{`SE>?z|BaRKB;Kl-6{9M_*^ia* ztx+keJyi*6{M}0EWF0|O2_;)l3G0z>w-Q3CY2#3p@B$vqa4SK5!eVwwjq=nj80C#< z#2w{Y_^3d=gQMIs%xjf{2M(+7e$H1ahfA7mlbubo0qgB3p3333A?C1+f{a7OweLQR zYb<`Q$HkQ-hOfz0KWSEAUR&OpwV}ofj}PXYxoW0VB7trW)%zWN=$XTiLLGG0tCKP9XEp*vjcE$M-qBs_TB1d>OKMD$TQH`@I4!#KbPig! zk7;F&G36XAyn*YF+2yT0UIjaGyk11tk&GsX8m~tV;CL-+@>BP}YAhOLEZPDzbExwC z63%gMp5L;zqw>5WN1l!Rm@AT88&!~Igjy(lmDO2fU_aPMfi zkM!KL*G|XC+%fkFm6=b8@CmrIGq|>Lbj>jAu|2Qs2!<#Jzs3CaaZlVh(8I$u2xg`Szx`;7}tC)E?jJG z8W*5grdD&u<#LqQfy!Pxwsu^rB(7rk*yCEL#Z?x=(@)YTcf4YkC$=Cim!sl3QuKVW zwc}EQ<&KwnCu)yti5A!J5o3IxC8>U0jD1Ub3*vG)Dz3PaX~))%OFcv2#?=!(_PA17 zTxG-kA0E5oH9Qu*F?gTpa#UQGYcZ++Z0)$>TM*al64#hfHL;OZHMN6%mFPGXYP@p9 zrTSgx=g5xQRjEj)fYW5Bm;Eq#P4*|Y>k|9~Q+6r(z$oL)p;nR=5@`hg(}`S3K9EQU zkE*B`Hlk~>7N|2BQN(Tv9zmC*;(7*NE%3)Xw)O}%NAm~`UOn-*J+3b$E<6!YJ3=2m zsAeLr@a)aUrFwrWI5HMasoRjJk}-ALQT>?;6_z>QVaBe`>-w=JW6JA?YvlT&+AXX7 zfqtlQ?=AV+{7U<)o}XBqKJ3mv5ql~iKM#Vl0e-5AagRqPKh@=;lKi-c%1<)G#9wkS zKhlonnWMjxpT;f7&-g9KPpcz%Woc}gdvl+3*(r4)CwBAZ>!%bS55^#g_j4-(?;Wyx zNLQt@(F;GfSBom@Ojh;c&UE4LWFtiPf~C-!`y^E@Ny$bD{-+yqm1yJ7hIVHLKJP|0 zMhtSCRE}&gc9)}KSD(YGIqV&*g#T;osznu-njG#bvHA0INa7k)J7TQwqi@JdGZ3z` z-Lm;nW?U{u#dQ;u|Nq9-V+-QyEOCv+2eBiD`|qVusacAdTX?G*m+dTrG0n)5S&n<2 zdI_q?oNP9vp51m->=mHdKZD*{V_GM%Hz0~8b0_t%qo*x}wI3-0p8@FL2fihxOz3N9FKT z6pwy}$ZuZY&5`9$^P=~*oELpC*_+gAHirWwhq1vUMh+k7e}AExJq%GaWaF~ckK%L( zN5)+NPEVz}Bb)gQ(icehPCrrwB$DtW6M!^o$Q&T`clkN@0cp6~k30b+b*~?JUA42w zkE~Oi`~AqzKw=O0k!>sSIpbnKvL}#+2mMGVAn`|C#QU7c&5s(>rMOCXKqg-PWsa#n z=8DI4egmsTUz#&baaWL*bv^;s#k7%s)ws{bRS|bRY>SDbK8N!TuJa>g+%qTh@*z!j z1;-=Odi*jQb$_qzd56-GW6nMU&4!=$=jUvw!YSrQxkiD+G$aP3QA5T7i6Rs=%e}Lw z>#nl8OUQ8ss>bACR@)#4L1)h`$!ffR*1bSIvxbjin;a^ui*ZtQv#PEDs+sQ{%<2Tm z>X7o<5d*cH;%=V|m|VO0ta6obIV$#l;qv&|o)KPc?by@Id_g5z*W*&gD)!Y_WZc-* z-A4%DcQE!D5_|dZs!{qGR?)9fmGHynV^^G8z)6y$0Ovj+&X4|zdK5@V5N6D6S!L`s z6hxErMfTm+|Fv3Fe^fSN*{k4~@A#j6U42-xVNHhf9HNN)G zsv+xvI6r6GQ55GVAYlz@RfSb6i@4|a-GQi^w$*66xe5W1{AAiW3`j)dbW_ML{;}u< zq+Ub%DrA$NQwk)dA;W-#ej}$e)+KYNZoL-QIB=$3;`Yw%;Wa=azf+~UI9nlq_>nt- zBsJs##rf0Ec^pW|Uw-5{g&+@^wN7?B?&zqBIs!BQpiEBqmpKPj6*QR_**oqe&jqv9 z2T|I=RXsW&8)<>MW@;X)>WZ+CXV)JjM1Ah%9h`&DO4W_BmfahOG|ot^PLA^dI8ofU z>SjZEd;z3ULw*Dj*~ZUlHWZl`gtOB1QaOADg{P{`JD9_^=ts~Ro@k$~)y?!-<)>t4 z=0{yCZ{n5R?W~gg46){CXGBrbEF0Hmy!Hbp+MKa7QdgxSJ=4%_?MQ3!xu;tRa}c*X zqnTG$!WxNm)ac>bdB|mULKF!`Ve}Yhne2O5m!sn1ea3Y1&O}>l1Y6@qAUCdlFwr~3 zxYkKrLn>-3E1F)+aJnI`P|MAaAmeg5Dy}$YB|dcY9b0?6$|bG@T_v)`k~?qvS$t7g-# z!Ew196;~B>ID7eytrZtn;{?w;1$+8jyq9XVnIW-v#Q&Pao}D`lnYh#_7(J9dzpQNh z#QErj*lVfyyw9MkF^n2gTnYO%e z75%%bje0MmwcMrHaPMfi?}8n%?%pad_vJ?B<3{GyzC-I_*8xV&7v|+&WW>I~a9?M- z8<}sLmwU)?UuU?lHQaj}?xDQgI~eZjj$bX$#c9L+T*JL6FZZb7-odE4c1G2GWw?j) za&Kq2r;XUx7_lF3xOdCTy{+NC)^J~KxECAlk-Xg7818EfcXgkhRta4XHQamW<=$w_ z_a%n=V#B?`nC~Tdxz`)9_cf}nk5P3)jkT^{UhXA^ySi^u%X4vS!~Gc}^U=KAdl>F& z>#nIRz;r^MC`GtA8Z!p}GhC9CESDzPMR~qig zyxhY^<~JJd8w~fDk@=;0x%V^N+Zk2Y#;Cft4fj-D?rV+ACydzV7_r}LWPW8{?&>Kd zeXZ+g#NNS({ZAwIhP>R%4fi6$J!H6VG~CzZ%jf<3RKvZG;oj45?`ycX%FBJW;oi@1$5(s(4EGYly|>|hsS$f9FZZ~y&i6ECTn}T$sXIfmvobs1^K+kX zxJM25eulex5Knh6$}9GWk@@CE=KnCgNAq&;ZMe5KW*i>W=InN#?dp2J;a-`S`xL{yx8WW!+I$ov>%-0SjkSKp1G?W4LZHQbYi`x?VNo|k*Va4$F92N>?#8}3u{a_?h| zd!aGzt&DMBVpLsyUhXT5*ryt?$Bo$W1?L>E>=|}WUhb`p*c%M@m4^E+M(l~a+#SPx zh2g&3aNp>~p1t4ZIr;S8d>R)YRXG*-^nYQdhxWTndAEkkQJ?;!8%+-5vvu^V>A^c} z<C)?*YbM%={5OXoL$dB{^64sE(K%yG*IFNb``5H({L-rmHFAXUH5<0~1H3dkChAagV*O1SF zBsFB08f0EWdI2ds)Zg+5AQ26j4~H5dAaM;j z14w-rKc^H(s=FT<1*G9PKQa|a_;^2ZJCKqS{K#S;Q4M(kNL)kS0+Q5_{{U&wke`7# zSlS94oKrG2-|8~dkA}1d64Q|GKvEjg8%Xpde>8Z@L9Na4wT&I}-lEaHxP0*He* z=U#u707+@cOF&}1{G5+~q&4JgAo1RQ&aXfcr}>c`Mj}5N(jG`!LyCbEp6*wj4kV%> zLx99JWD1akhWryqgNCGlG-}BEK*DGEy}kufq9NOjLY_6G1CW@8oB$-QA^m~WYsg3- zP9MM5G}VrV%morU+t0aAAtip~Ng(la{m3goB7OZx^IEj5A?<)91>w2UJzuEv`JmRP4oJMzkK6(z9QC(zKahxqya2=*=;wT>I9Vi{ zRUpwpeophT$YGfuX$K^%Ax8s=Xvn!hVj40WNJ2xd1CrK|ML-JiR?}NER{{xZ$bW&v zG-NwGG+HkR=b&4MY7X9qhbGi>>E2~F1l_3c#~wqSnEllfIPqQ=;X;;BqTnq;I_C&w88PAbcB$8-dcM1`AG7nuemJ=l-T z15!VPnJ*nY!i{x*{|-dWg610X08|a4Qj#ZtL@U{jLcUflYenkuX zF7qQDfP_c-k)wgcM!AUFaxWn9T0b%fNZ}a2>I&74AgpJ1+*OUu#R9E=iwf(x9cn`D zeR938{G&bVS)CR1gY`T+%6dLVCuIMp>e*RH&gRb-3#Fbj-_dHEFVuImmSiKf^;y~7 zfo!CVY`7{F>E^$qbxX3*iuJsi*`y+Evjvep>qQ!?s==4+57UEPiYV&qvg5uPuUEiv zF89~Qhd@d+WFwHIhU_p7yRR&w#vb2W2qbiczoO0s64j7OAPpKaPN~NERW|^M3&J{d zqfnX0Hr3Iel=wS!=w;rr_GZ`BhA3;y{I*CHsT!T4Ef}3IWpqZ4HOB_;-w|n=k#1&m zJ^-gN%W>!OS3pwZ{p0l;kopOJWS8-1Swjv561vjQ=?)~KA-#ZvC;B-96%zL&qk%YA z`H`!Eq_T)x2}vLg8uD+Yn&hfnj#|~*a2BYfI^Td(sBty{Noq*v35ZKWP6pyk_P2a7 zkdi5WWF(MA4VeWbb+wbIKk__~!fXA=2S6G$q!CEtR6nQnm8jn7exwLUy@s3! zB&i`$AZbBZ^KNaZn%@_Di9{w#{Oj-3d~4>pVDoG5`l!^rwGvg$_t=7(FYC(dTGmG% zor#Flxh|U@s}r8I1t&&MCg3Mj#sp!0+;&ucO3{)&pZ`vN+Dd+yUHxAbdr7X?v)5pw z_^3vOj6-+~*kX^@e*KkK1Omk&V4BFZUIO`+UQFw&6b8aF6HZ9x=wf zEf#ofl#2^dP8!m+RVzWVu}{s*y@%o6#&BK5kZ-e|b1-@TwkTAVW6Zv-LB$yQx5 zFZbDod$r+SZn!^WjQi5O+}9ZHNy8n>JR{BCSFnu{dnzyYg@$|FaIZ7mw>QRpWnS(x z4EJ)w9bXI4B=+e><{R>I?`_PukTK)bl`gFgyB=w*b!+l+Utq*O-iW={i2Y9^_Hz5a!(rWQw{gH z;ojMB@12+X9K$_kxK|qPFBzFH$;*AU;l9{#UtqX@YsB6!FZW_&#kap`;oi}3uglAQ zy^;Bp;l9*xA8f4i@x0vE8tzLB_r-?$zJ~kMyxbil^J@(E2E%=w;a;DY`%)wJdc%FH z;oi@v`8j#Hw>Dy5XSlC5+(SmyCGv7FGTd?LPM_Vyn+*2_hWo<2+#8I{FEnCL815e$ znNQ~B-qwh{(QsdHxL;tzzBDiQ=7#%P!+o{k{)18Tsl43V8SWbm_YH>oP$Tx0dAa{# zjQeWCeU;(fV8q^#mwUb8UTL^T4forO-Nl-`+}9cI%MJG>hI=0)_HufhI^sm-pX)aYgAohUhb_7_q37uHAd#QG2A!h<-W=o_XURg ze8WBEt##S^$1ao4q|E06c#pkz1%~(7`>xVt-wQjlveyBS@21Dr`n)Oo8Bpfe3uS67 z$36C5pZUp=ug}@olR09S&(Z$h#Z??)t#1DQ`7TAQ@Xd3ME@5RB;AZ2BjT2P z9+zgz@_F0>_J>IEd`3Z}>qFktDA{Uh#jO4<_a%lqZr^CK+Qba^Qw;aQyxiv)?zkne ziF;qez0p|f+UDink*+|v4^w6^YsGoP-r6Aj9L{Wew zs1FO996ung)|DzQ#lc3%!cq4XlrMBMVf(%0jGaw;_Z4_|1@nHLoK8S^ zKdp;g3WVR@;373Z_?)kcTnVJ-P=60!0;2Z(>gO)!V<2g~^m_O^kUn?#RjseW-7H#M z`v7S-*v~l`$a*c$1A(~jQyAA6ASHwRs(XN_X}-htzkmiF&^+IdyZ)FB?Hf8PtvD|Z&u3xeNqseZR$2)77$ccOlcmV1a_gtR;vjJKKNq%+K)tlr~{jG zc&WH9z__Pnl-18lz$w0!s#5&6&oP5W4=$2wQJgv8RAxSpO&yvU7H(eX+>RCEl~Gt#ddxLCp68k`o}exU%UFNZV!cEx_LA103iHi&2>K!h#Gf~ zQx2rCf-RSxS6xvNixd}XdA<`IenX?%&V#CDZQP#&vQk?U{sW{9B2l?TRtJ|=j~G?q zgtd%q0;fdt+TmJvEF1^17pOa#F~GjVt-5ljQgh!Qswpx$iar#G+JShL5Ld`JKe8A| zkL&%&D?k!Zd-+)pq%M0Va%2Ak2tR{%kycX?>1?)BI(TFS66*ApHNmZ@5l*Wc$ia`D zVyL>|O`6xkUO+0fY?K07s;!x$fHao*RZjw0tq_9JbkW3`dB zMY*2{q-eUIGZ;uzn_pK0iD;@v6i3V9DurmP-zFgav~l14I`m)5#y}wT!~E`(f%Me! zb1RS;+FX7L$c9_|s`r8D_46B$w06cXnt`fo@2|R2AaUeCjh;J#*8y1|tCsrBkNDln zj{AKMYII7~Z(AN7bHY+}kU9ydS`G5|=Vc(hwfuYpgjdL2ukU~?k$P6`w3~^UqP5c# zNC-diW=c7bY81X#&(nY;wEfS&fNaoe^%WqqwXD7mWP!FueFr3ou6Z@K%dD18hgp8F zav*)RcCG;8-W|c}y%9)}MB)DS%+b~EH|&w~Bsht&{+63xuY7rSP_K3eQmCyhVIX16 z{Wu_%+Igo&A=-KQW+3Xj8oZ1pfiz&jQ{$liIL=BS{pR^O-vUW$UcUqBAaN_WW5nP@j7~-)54F+ggfYgt_0`qtXy@ZX%IpL6!dsp9wg*MYw4to>gfd+oJ9&py;+&jlquouw@OR#4RKF|n*AQ0`)_avhWl z*ceVV{6SDIXSV+gD2HB5c|HireN5+n^LmWpwkXeapqyhF=`<))%!)UFqHYR}HGC^5 zm+Dp^EPW3sVs@Nrcmb4UhI}Os>4^vz7-%W@U`eOHGj*QjvF`v+4=?egIHy24&FuPb zpgeJo^1KBUb%r6<@E1UNn6-jOL5a_XDbN2ED08e8JpBhD3!>B3^bMdq`jv_zVs&qQ zv=!fsr*Qrgcottl_4&`BJftlZ{&@>1Lp{nBly`!H&>&;u_kx1gCP@4GASma6leW0O z1LYPLna_Fy;^(zg`gelz81vZ8pqzRW<=F$}PTdNk*6Lt{;m*Y@YrPsgk7(P4&OZ*y z1!mWufpYIlDe^`C7qT&{_pbp(R6733|E8u6gK|H!^m(AXSyQ6*_1^Y)b83(2^8)ak zW47;rf{uvz=MGSguTp(}6O{AJ^M4G==@I4m94Lz{8(;QAqR*u~>!6&2k036w;s-!^ z1LL_Ll*ibp`(vQo#rn$6g7N^1@GpNOG7_`m>p?lhG`s;6@h6^1MeD=uNgJbK)^@&I z@LZ~R1ow+U5vOZX&;Jil?q;>~bD&(gPVM?bQ1HqK@#;rFnVLFEV)Y47)C#9Shm5;n zJ1cc5C=WhIwH?881eDW!ZVt-FSTA!MC`TF2IZ)Ke^H|m!LAm0~sm>38a^)9O%I|~n zDK-}UBq-CbqC8LgVT=lHIZo{QT2Ojj%5xl)^K87@2IYoT%5xqRaXUBEPGaMJP@ZD> z=fj{}%KZEVZ+iNa_<}%ON{midRt8h&*!btG!E+8q3%g_6zYP>|`&laMCQ$BY(HnvC zDIN2Xm?oXs8pi9rhZ3A^@NBY3cpWI}W|&ykPk{0ulm6GBT*>_NRX-wPLq(m8Ow1{7 zV3BzhcrM`8*;MBZP%dS)^L?N!Yi|g|w}A41&SSBEx>GM<{`pn#T*flnhd{ZDdE--{ zyqQ_?tT&^+m=!aiJe#%L8$h}D9M$;@DCfRUQAGdMM(=Uy>*=@i?gGzUY`pPDpj`e6 zRZ7_Pm!Le!^4QgHfqxiJAC%LpwAAgOOmuz4-dLO3W8QcpczUcyyB8F7;w7%r-vZ@w z=ARFMqHYq4c|HNkH0$4=`J>Q~dF;8M9B1+T0#No?uG;|RW2kfyAu;kcD4Q%cz84hr zjg^?^wV=F%A^$8Wr`bBdKY((IMa!i>h7kxGYke&!!%L|2c~FirI4BRZoO$_=!}Dz3 zbUi5dFyvc6IrrZw&UsKCWi|K_P%edog^y!DKLyJD&!VNi;wRt@w#qjL%Kc2A7lCqz zj=D%(4F$w2Su5xZ9yTv{6DS{g6_xcnpxnh)0zU!DWvplX94PULdX=>pgaPX3$J6`yWL0T*lpj%#x{?F=L+CFUDwV>L3xnP)}Qf{hz-`7z6z8} zSSy$VR$3eMA_mwhhLB=MN-UrX)EF=9AC>NeV?RqaLFJXRu9F)7+`0!JpoYxr} zVy3?Qrw~6(*0Tjg`&sZ@1Ikf0j#>xh-AwxJpsX?5?*c{bJPOZFP5qcCg@2|#d>1J9 zvpD=XC{Nx&Yv(CYjx*1H(NBZI)*PM-%ClLY`|Y5JZ_q%cq&2+|lq-^7u|9jCOxP;K zPl0k255@DC=Lt~6?UZT!Jo6s3L7nHpIQ3jmgrL-}qoCZ&T4fKEZ)ffO2LnzuQu-bDAL;eJK9%q^D89$440H*V^K)GW}SsLxO z$GuK}YMJ4@2t0e|6px66Jy6cQoKk)nlv`L|@Y|vk%K#q~rP2%#PaUT2W3oOcO5H<| zpL1{An$lS9fpUSx*w2FU#H(nj$3S^@mr^eJIn*h1zZn0;G5=+t+|7EKt3lb*vr#Zk zy#SP}So`XMvc}@@Zct9MQRVM}GBri#DIW$!oIgyh_-9a-Sx)#5KaV;^xi7+hv4%%L zc>~LAO;9%3YT;>6u3+PYSAueAmD>K(pghiE?46+8$;L?U0cBB_lCg>v#YI*-e=Cq# z|NbSv0Lsg#tZxD3JVX9YQ1)I=d0qs{C9LKC2q@2n-D&OoBq)!vyzxO$#J5P&9Q8?1 zF0gj`)%PJ1SR1?+l%p(@Y=UxbhwAf7pj?2<(~R_fP;O@R{e;`9u_%6~mM(y@rZa#jzXQsiZp$%pTdonMk@-6COfe1b1La}X20skS z(N(2$jI$~}s@^0<17-wA^>n1JbW#HLkYt%mv%E$Eh zP}ubzP@Y5$0xCiNb5JhQSyb>`^p1G{B9x^HETarnQ5WK#{SpWE%bhcy3{{$glgq z(VAE-FM;xy#u3unpxnXMX`KQskct0rbWpxnhMuLNc4`)H}32jzMu>z_cmB#nf13}AkC=aBidV~H3 zRw3fEPlu97I0Bw~SP%Q3L3wnI>hs?~d5HP&CqU_GWMS9OgQCvd3TvmPeh(D!C$;@E zposBLO8K(;F;-`BI138z2b-X%@8-nFE1=xXYWaIXImFfme;Ww#nGU2^2D3`Dq;%|X6y-G{{1t{lP)O`k&cQaXE|0`&N zY=qVXMU2Ctc2Zw20_9eikhY5fD3^9A&yNTkHjjG;DC%CL*oPklWytjTJ5a7AVZdgWpG`|0pOIv;OP7pj`P1#Uu8G#gz3P9lc@>+r#xo@s|h=C6;~! zrA~dnDkUQ6Sr0%KvwabiH?tPE3(6C$cHRlfIp&S`fpU72B7Z{gz@=$V^mm|4vwrZ4 zehsq{MtKe>n@^(=wFJtotY>^ZDDP$w{&rA~LQpE}H$Zuu)$;p6xr>c|o&@DIY!|f` z*Wfq*I&hL-G3C2KnbWI|cr?`qq807VNgzWsPq?rawUs|El}22FZ?=Cp3Q3ct)Qr{2*n!y5-9IrJ?!s- zqV7sy1h&eS7GiMZ5{g69xh3H()1 z9%32bGoZw0ZbfWF>sXCP?-_spLPg6LzdIg_3e*_+CQvS2r8;*(dBZxTyb=^~);cZq z)1WM}lPdRvB1Z3V4v)seQMW%?Kg~S$KJa`9AgS#i2L;tmDE|t|$5`}U_P;PPi`>UK~rVrvfX2IbM$QoH^Vln=2n+oivQ+{-k)LQq(# zB~YG(pVRs}4az%MANS*+h;L=a^(DOePEamlR{RbqcQBlfgK|CViJk&Qcr2CmZ4bfo zERU^#au9;>fk0p%r(^1Gls%)Id!C~J)8 zlb}4#PJaFiC>PlH=imJ<`brj=&jsbE?gt@a>LySg*EJYLZF%zaNrwF0;CUOQ<8M+s z-wTTPgLIcrUJr_xqoq8Lf-kY^Ubq;JLuYqW=ua#kvQPgP@!nQOd_b zxf|?hsn3CO1M})Pye}Tbr96wET+aHqYe5lX$Ta5vD=1g7-20=T9AfK8?*!#;=AZY0 zatE{G!=RjJl)nTez76S6V(DiZ)_pKgU5ieRQ5obPfpYE+TIw_?+=`K)=u8qttMuhIAN}>bwWa9@{;69VlXC9`i)4$)F1h?_%}-li<09)y3OIDHe5q1PX+c zobWfG9Ac&Z?H|D|bh>HYcn&DjY+ZdGl-IDn@am{#<@BwT@-9&BU@`xDpuC2~&qqMHgthMHz8|Agox_E!E-3dfKfe={(`>}}X;9Xn zCCpEv<=Y;^D23JFcY|_2qwIiklx2V)0p&F>r8vJXc)m_~L+JA`D37vO{TL`y%p0Eu z<*Db;QqTDSJcd%K4`)HSh4t?@f^vbySOkjrllGM_21UFlCFuA+{CSNi#ah$*K}lDM z#lHD2d~+x32R{y;r&#TL*&idqJJj|?P#$1BCqTJqmGZm{l!qA4-Jm?dG`t@a@h7$Y zw?TP|)#(?15Vg#*`XNv*W60kI$|Ed(mO;6dmFj?UIqR2y0F+CZ&i8_H{W)sIZ-cV@ zJ(TjNpgh3p;_pFugpFGKFE_p-M9SD-w~TGP`%93!Xtd^IR{GS7bpC_IOs0OcH;ZAG9=Lqq&c zqV8>=T*)YZ0m|cS5Bj1%iEY1Fm-=_0T*9pQ51>57eAoo#^pMuYi$S@-R!-gp%F!>U zJbwa;7-zAEwe3T*Z3fw}SF)mTle#iWn{9ZxUml2IV4_A;09K$l)w9|05`SES|p$lp7dj1C;Xv zs`Fbwd5rZS9|GkHRy&^p<+IH8FZeTLwl#`#1QgNB#5zaGWIcXE|4?GZE#MLFV5XiQ zfbs}KekmyTGRo^fd7w*W{VXWMbxL_ZDEBi7>lSIK)D6#r5WI6P{g0KPgw`$ zf_zV0d42-QrC&#N{!vgK(Gebv&yFV@G-OuG?*q?$ucaD(8WeFx8m1-Qc;?4r>9NOz z9$yX04Q$P76O;>g(o+8ul#5ty`6E!ion`*N0_84-^YlMQu46No%Ro87BI;^TKEzu0 ze*xv*ub{S%K{>>F*k1!BzO_}=^24B<`!cHY-+*$}Dy97UPoS@4(ff^{yx|<>xdxQW zSg8}B3|~We#-QvmOMe}d)32aB{|d@|Ox9OEjvNKIr;#uN$`z=Zv@X6AlzUhl9tY(R z>lwSCJis!*_k+UY=S`qI#G?0?LAgVFHCm6S^ygXp{0(@Hvi*x^{RKultiSj#pnO)3 zsH1kAZH6pE4#Bg@`is|q@&-1lJTGu`Jc~Gd1QhWn?WsQw$}*gj`sbVe5)|g2Yd|^8 zb~J7U<@!r$UEBf6aaQVwK>02fhrcLFvEKY)P!@HmXx!cCw|Y}gu@T4zz%zWEIK{2n z*Pny(Aj|5P{1sZR_L#8nIiTFRN;UjuL4lcRY&;*7tJqlL2S5?yy3`wwf^zYfQ=ESV z@C z_-jN0%Nw_W65ro)D9K1?LAgTrr%|-l>xngC{7I$19z2K6Pz`?$l+&-Il-~g5Z7dT0 z5R_Y4)O`Y!iY`pQypnOQj zkKp-VpuFK#6z6Y2d4Sc|MW2MM3FVmvWsddK{}q($S1Hdc1kXC9JO;`I*1A6mipW3s zn|S`}Cz0!z?Z-eFGM+vt7qhX}9iTj$Nq-wCN57tC?E64D&$8B^fbs;>@XEhMeX$(% z0#I&cF+T+5dZyv4LAikDmiFeq0Lm#Ab-yWaUPis~5m26Fb@A7rJos|TbJgFWU9jDp z>p(euk&+dyugL|?Lu?gv6FgTj{X!Ldk3wZ9|Pt5ODN@GP^K8q--Gft)>qE{ z1KI`C`79_?=P1q(fU?M9{==ZWjrs5iP)@V)*f;-Uyq1#I>2Xl@UQ3Zjpj^z_&i8}z zAoJKgpq%G^24$J`-5&?#F}6bWPlCeg>ua9E_>jd|3zRpodVe!0x2#eP-wVodHio4M2>t(dm3@9IB`YeGWazg5j*Mf4g-gkns2+^tZJ3tY8;wj}#poozk%1Y|g)cv4L80B|B*<-!c2SJ%)(x36q z0)e);=YVpEMdk@m?t$o3)+Q*ovUs&Itwo(syI>y+|5P%dTJZyA(xY;>^;%2f>KO`wQB>FUZ)fpQVcnSTn( zWf#%9_#`MpmXW^fUlC)^pnkp@l)IlsHmZTT|Hi=TKMt(~KwJg#+q8Gc>e*~C%2)>a3%4|Z0!H?Yak!kbZJ^|RZ@ z$5z#&)zwjFNB!z``??TAz<#*q8MM_u6Ikq@i~HVog~BV7)@ZUl#2rH${cT+J)9wr> z-9bOvZ1vZAozc-byff13_9^EJyZswEDK!Al-*w%|==jpgDGYk?Yop!9p~8(WruU=7 z$b`Dq$y9!GGICGH+{ars%n9^0 z>!?KL`@#2d3Cauo=ns^A{Ww@(2Q8%pso(D zcl&G2-WH|D)r5z04ZJTtX-&HANJL?`)$87lUuYd@9MM__jcmIue@}P2u;cm1Z@TuH z<0!Me8ZDuGNyv(35jVDI(pv55MqJ#~GdY202$}~-(`P9`{?M&JhIW!u_>;Ir#ED2h z$pl<+X%+Ta=nQ}gcJ88vY}LcosMDXM?PP9sFt|-O#q?L&00o0WJRuokBgE~l!s5o9 zYSuBf1~We3xXK{eu!SH(&<$JAQ-!mrTD77FtZ8R-HMDK&rsXVV+@5Ibu4bQ&*=2)@ zmQOZHOPHHDErM2SGGdnGgshZ;A~R`Tuq;7yLr#s8E7LMPk$gb)7Ov9?fj*ESRoTF4 z3Dx8321LR()3ivuW}aldXl`{hCUdPWQx7T7kF3K1lkRod2@Fiq3W`#%zeP(O{j!ZZ0?GqZjmdF-C~48}#L6;S%^TY6$!U zEYB(Q$jgfrTM&x1*3N8?Coo|+87&`MnH-Ud3Z+&W(em=n)u^2DWH=fOubz#yoNjM+ z+P9HW`gquB8-#GQ<((diM;m*4(XcZb53uatot%xvXQro;A-A|!_C#YECocE)TC3fi z2F%8B$59)~ZA_JhON>NrOjoDREk!sFC9Q2T>?dD1g z|I<7i-59O4CavajTh!=@FoXa_jzAH-w7D_aY|6Icp$UV~svwTNof6O6!Vt6~?s_z4 zg;NID0*vb@R;Laet(1ptX02)g(rS6w*nqFvtzoN;RN@^%jSNbNLZb4pq!t?0(%lS4 zE9K*JVPJP0M^&;eQ3H%t$-Ux4tBn^@nkUbMG<^aRpbk16WW??mZ-I3Z|G3+f0SQ(| zOzZ~%Q7vuKAR+3^h}sgP0I|@}JmcGGG;%m0N-a{QqSp3aG!vj&0a}QH3s6uFu*9p( zI1xSak1P|ER?Vj+n*hZ~pf0Qs1s;$Mz=)nFw=vm&?< z6@|6E?p7DAGtQ=-9@7{h%EcXZb8jfI=7r#dU_(hnX(4I)S;6*df9Uv4H`8e=x$q z+z7AHjYNW7TA7bl=AveEWij3YagUN9kq2oiVmLPSngcVHimcUCQEl_}nUTQNs-m#{ zaD6H!a3LyA%eJv47U@*d_Xzh4N`OLQNS|a6EUV4=`YHz#sM6Lpw$6ly;Bw!jFLdHK z0ZNIk8tDoX4eyB$g9uRNx*6{wsVo{IT5W&3$85a+pf=S!%Fl=u>sj9bh2?SaFzbU< zkZbO+AVdW*TMAMl1qe~25voQC5TeFR^CthCg^-Y?LlkHPDUg&7P~dw1Tp){vi1yC~ ze1qLR7sR{h-kp^$9$@|aD$XVKy%Vu6u2t}u`e_i)H2_^+E8$)hv$(a!+Y3oyE#AWi zM81D%t$@4z3!|_=NXu&_JnTqOJVPM`&}z8*Vh%@d{DVQ2)(Uv|L1B1$K@|^CVWCX} z!o!9XAViJ1c3Kx6N~q!?DjaUJw&9@#K?qS~9@`B%Fg?`JBkSxS8>QKhga&!saA)%Fak`-W_ia|?x-iEo$2{1|?-c3U&;IM!RDL^rmHL+DY z7kQr;$fDGsP=Je+HWDI0735>Q;(|Cy-ipS{RN}39yyD{7&y@fMsHx1YSJx`k8WcwT zcsf!kClCS@(YYklf>8V=V4qO+4sItYr*g-}q0gEJRCaAM#a#YkgM*J?b(m_<(B_ zN!EJ})Wcel)Wg<7Rd-ZXwMkXhI#;Mi_5s&$tsd~H@&X0waKo81G8KByk+nG~P=H!0 zJOY)>)iS#|Tgc8=E0|=;8q?Fk8IiIEzw)LIL5T zw2=_?sNy-%B$|YbCs5J;^QWY6fFFQR?>bTmV1Sy++4bsLg{l?yIhB#T9GtYfFa)iL z``L`S@osC_Jn8>73IPaE1B+DwZ^Wq50Sc%k!~iWAM1U&E`#tC$Lf#q^hQtsds>E;l z1gSzHv??C)J}+;Y3OLEA%7-X1Coi({K252Lhp5n)HC^-J;m|x#h+1>k62}ZawdPw6@PpMndfrK|qG7t|bAL5PqQFxdzj2e^)3zS5g8X|?*CC8i| zbwnX*@Qi=3B#HnaM2*I*h!z~^AK~8f!MYd;`)3z3Se@#H1yWYO8X_tS8IpyJSao{O zKiIOWg+|?sj5=HlTtm>Au!6kC0RuzM2v(zdK>^2=lTbCP77%V+vCwFf_aY}bu0N0= z7g(#sh(Z1{z=kE{Lcsk{)3-})6lfXNu^B)E0@92Y?rXxhIrkcIi)^&n#TNsx9Jw5HbyFc+ zeJVEURWXHADy~e1z2Y10i!YKt6`h)nPBm~zBtB0tFBW9uyCQ4Ft53;#Rn%xo!D2rZ zemsER;=E*c^rG3^IThh}+sb5S8eeqSZH?CSt)2Mv)P`*JUhRV1OkI~Q0nWK@#!`u$ zW>Y!@@fWbC;3X`?yoQ%V@uIVPFiNUYgx zuAV%0VkI(tnnbQU;mah~$FCC|oU{T1kL{arUy*eN~; z+7b({^kbl$uD(Bj=$mhgPp0D5fyK1}J^{Pd=_fbL6g|^bvNBMgLOzlFQ=4+?=9Ph- zx18FUj`|q7DlW9cEQw-HtLyCs*NcCuN3=-7k|iltI8uC`RD4WyfTq@IZ7uDB#J(oF z+ia%V+p|*(tx6g6w<@QUOKr3-=IRISaXS&_TCp$7>fgRtYSlpOA)rF%^#@~7#jD%v zrWN(%G7YyPR1}6HuA*Fu5K-wz35c zhCU{ZShmdoS(PvdT7(Gs(P(^@I}6F5k;38=FuNms_(}|(<>%6o8!|+~KEK|>wTn6} z=%18j(&_bvDU13^S;n2tZ9@#O=GKukm%2*Z`5Zl8Xb(P|iI!mM3P9Gnqj*_qkd)0o zCJ+eLo7p8+R%~M9mJjC+Y^bLGptV!Do{09k?4jy0nSP>0+kV8hU`p+ zqfWa!?hg6^DrJ!Z6~o69JCof2eG-6FjmAQxhW$}|Wu~+~s4Q z?iB??#Cp1T`B>^?3|qw|3Q5cAiLf1)a=@OwQKw_YHwQz%Y9;o@Xx z9LH3r0CV{m_M;1enmpsUc#vu9Gi6G9F`x5?jl@@n*WU}{Rr7^6e`y;kxl06iAc6Te1 zy%<{&bic-`45=%*bK_rEX>oTelieXJjZs&02g#}ou~P0O`CFM5cegUxud>n@R?AD{ZZ$JDOHyh?U9CroWvOz}-^4e`=*STqE~bN8ybzN!W{|5N$DlK`w)%vm=IBtckrz}$ z2O>!sR@@j08`peigkz^oyUUG|{rrL?Qj?5>GRFVYZcaWEVggK3pGC5(pnd-Yb^LuX zhzU2z@`5E?FoSQW$t$Eh!!L26hrDnjEgM#RH(_D-T-dVQq9dr*^hd+&A`xMa7w2&! z4VKnC(vq*VfEsfbiKRQWtl*jwJ%t^#c?VW|^o;a@go}5kbg#LvZ0Rmf+{ShI;2K^c z?w~{S06rm{d`xpOLUamo2Wlb`sQ(DXBWPlA2Wn#c5!mEDzm@&}{H(6eoZxD+3nvPe zgTY<&g-vxJwxGADNyb4LQyHH1*dxRQm}EOdiYw@hI_=|HMb2WvO{yHw#wJ-0pbM+Z zb^x817j9(b06G?WFx9pj5{TA0IkpI4Z!v%_tTSI}0X60>a{1V9#Q?fS`=qdgHm`gD zU9WWq8=T&m(mhNd>OkwwW&mAd)maaqYm|w`P&t6EU);ggqQwBZMiY^*14k%H zCLKoA0J=tFO@gs~gF(|yXVhIk8*PjR+e7Rui6xS7k_ zdQhD|AV=mi4-6$5^W(GqHf}bXY)0eBT6e%sNOaXbTPIfHf2O;LH?O3Jd(vCDbb%}> zZ3kU>Z<$;pi~p$}(IUAk%s4C7OVk-_wN+uLYSR^FmF(0)D-cNBWyECGVX;_Q{oQa#*dKAsX1lOH(=agh<#C4JVUhpQ2Lm@61D`n|R1f z7jc9vntS`m6ikW#oQe=V#3!_M4JALak54B1L0$PAzp@O75XK^Z8<-MZC5(uwEQ>gY zU}ZFu=1|I8Al2Mj9<^_wyU`zvI@;CgZ=%!O5LfhR7WIoV;JC>eX^?aJH(^>7#PMJY zR}|`&%V~u9Fm82QZMAPxH@kHSfw0YQ_i3Q$pM+&j3|3O*lV5~kUcC9ep*i$V$|7FW z-pE~a*p-(RGJ3vH{>|z*vm|Bnk2QoyiSeC(^bIslQ_T2U!EWW{>2BXmU-Ev(WUGAn7Y7 zjh8(wMLB;V=0~Mn$?0LB;^THlxP>pF^L)O`wj9Tr<(nOrU?4DHb zJrzAvR-m{TFDCD(B>yH48TOen?DQciF0hkDaEVRdJmIRz_qB@jP9J8llUJ=Ic28%b ztWV?%LPgl=!wh!vYLLXH@BMJSm>!wh!vB8J4K zZ&`3``G!IfcKR@boxGbMvFVEk9D7;brB(z^o@UUO)qGck3Vx)It(KlJ88y!ROgB%c zai(c~tsKWyse(lnXQfJU9F&SoF!+SMkg2jQKr;Bx}1?jZ6rki=noKY8fYp z-UbOVx9l2s?T(hy)nqFxax2dErB13tRyN5zUb$umH>`^-?{=L<$ud69L&12h+1?SN zh>s}aI<~BKXLHM->Q&9vImMc}`Yc_sx9@eYDh)FrzP?qNrE zA)EyAa*h`24Gov5CWRcu>8%m_s?$XrMX?&kYC zTmbT0MGkhy`sX3EA8aQ(`5h@M8`w^k5*qJXnU)F4c8}tnBe84cTrw4mB~#bZY}d-G zaFF8!X{SfnLgNu(<1!+hDOulx(9!ZoUfVQuz) zzA9_!MxDF0$?bFj))E8{Yh9MEL?qL#Lw9SFTj~O=B?unYW^cNys$065>27UuTU~&) z1i{1F?2UI-*3#`&cWdP?Yfw%m2p-mEucfQ9mTvgETbta`7f`nZ!Nc0@J%3f!(k*Cr zYmEJZiPtqQTRRJ=7F6v`CB!(O!oZ>761SZvelJNQ<_IduJN ziTxrs@|A@QD{rL*DRGKPBscPvN>sBR!+E~{|J_@c+|)y^<1@?(ayPLl|2SU9mtG5W zq_fxV4Dm(YJ~>-Jh|#typQtie_DPZEb~jt<*nP4dM9R>ov{d?XmJBIU zLO(%66gMiiR=Ycm#(Wg54@T|ITD0BY?e^ESQRQ4p<8m(b+7jbBA|-Zk*4^NnYEGkM zBc^;MNw?9Psh3Dg0zFe5^x+AnP}W(^Vpfwz@taP^7^Jwgq1PIZqsiG}2cI2XA2b?K zv^I#ghwavQf{Q@$+Rk#4tg4F6pk`5Y9rYLuw^w`Jb~GNfn_b){Dsj~Je=0PHPr;;~ z<4(wH9NSd|YOJ_Cm=4n_V@-ZKwu9R>ry~*7vHzk`XT05;SbBa&x^E5dCGvgHMynIJSeuKioYUi^BJllLBtC;;L%5ChbjuJ2|2Q0JV+Dtad-Tlk^#(FBQ;N zs;esnU#ezCr@@#+kd3?9s4a~dbCG=5nEBL;mNr_bjKhM*42u;;(O5`rN8)YZY-`Na ze*-rw?VvYU!HW|o@byyh{p`y6FHj)U&`+$G6cASd$C509+AK&=3)4b@RFNvuFyS#} zmO_&u533^nd=y>X7H@5#cWOoLR<9RLI-{*_zcuN|EnSvj;5_{l2k>@wWH^arKJHA? zN9+k+PfDN2Q&gf2DH-vxDkcOWvfc0O4Lj{g2hE>InG;gdXY7#>lRir1G^RO88YwvS z03jMqM#}ot&PKNnA0Rs@QU^(05wO_bSlmXM+TPeC2vXGX#(ZZp+UN~dTfK3#HW`d$ z?-7kRw>n$sVY(CfKf0-@c1BTJQew%PljRhHC@&sq^_8G?q)Y={h&etp z8$}y?d&JasuhZ&p4;x3K7sz2pbh6VL5Bkw{gSE~wnqfk1s=<>&o@|Z=VvkmeA9doN zdh~w`z3xVT8xQwp=D;)Px3@>5PQTrWdV}_DQD-z7jOfV8sen-oJV?cC_p1e26w#t= z4AS}0nmKLQHn~F!4G(T4rB*ubEN&eB0I)xJ}S7=iyj7i#QvJw@3k@?Rg zU$oP!$CK7*vOR=Z=qP4HPbt!7#3r4pTf&eheJT;v6R40r5hG%{0D{ryqQDdMSWaV+ z@{7@IcP&$*F)fP3kCH-&&{#-suz~4{%+T^?RXzTNq(*~0O{~%lU~RC~LSI=>a)v%m zilR1RnceM6CPdLBV6Cm-9k$con9V)mOYOPqdQJKBb6#D+8|F8sTe55E*;=D zo%J4qtw8J?XGn@;d=MAkM$0TMk8@CrBdd6KFpkz+-QM;n>r?Es>Q@U6CoIXBQ4Dip z`Qx+W2}Vg$dA`DjS3c>(L~&hkeR~3t1qJEDq#y?Ku|&}#)-jY5D@tXOv^{I-O+p_8x|=`lUKIQrG0}~-QHvLsw1&YNMzV6ym9*J1LrDQGrm~vm#dLdwD^t)8 zm(W4tKOr=2;AIkv3fqfcL|%xk^wXfEyuA`wF1|4eRHOn!D^ne>a~p%fnsucsZU+Ig zox!>_e!}bkKPLuI*7%CsL4epHv&K)D9pEu0QcFu?YcZKZT3luOV+H-%KskiHDtdpf zQt5bTKzd-(BboYw*-6(vjU~+XddmXK_zs;Ol$7Nx&8-DgH_7?Y+UmA_o6+oAM5RZQ zBF0zg+Sp5o7d&c!(JED2J-6QNxisXMTMMXEHpWlxVyo&s6|;t~)_);46s!nSQoupX z{B9RZM#%+e)mmwGEuzv<36r@h8U#Be`uG@&7F2W77sHh^!$ zWV*d67yetlP7@c?PZq?gVb5~dQx0LT%6xZgb=yO}p`5+YIk8P+erMMq(Nv+XHsw=FQwcUhGcD&>6w=mIwm&AVdP-R-I|pH}ig`+Dl2|sS zH1QWsDNC5`^-d;<`sg(l#cM5k zvdO1|#nmucrE05-C!Z!~D{d{I(&o5?y3>J-5{lu;^)J=>tGVQEJim1+pslDbrDv0t z!J+1=T12Iz%#%-(mr5p|Mt0-mvyjtXLrB{}*{fDQa};%0Ss&#P_No{rkyi2z zjg7Di5$xI}z1ZB$D3nP{zGkZxX^ z)GtIfG7GoU1JvT|+0K^Z%L3*y@#44*xax9jc+Kw%m^BcmgnW+C3#ah+5zP3Q3JQGv z;!nZJe5dyT3MB2@s}Jdkgv=`gW<}U>B%8=-P8q@}errH5JT(*V3^HK-q`45SM3aF$WJx7A@J+l8yk&^P^x_o;`P~#8gh6G_cXn{b z5X*g0x2Z1h(^}x>l^ew;=ys#s0nP+8)whFEop35%tZCz|2!%Utrl?t~5Ue*wYu)j1 zFz%27@w}9HgG}DEF61msN>eR`lobjkE12rr?V4Xa8}GJ;!d#(Sd=6DCMdCAcVw#1$ zwsC|_YU7cau5qzge<}r6B$Ps$a+4J#DpH>$iYKcyg!H4t+4?teSVG%v78c)C+k7dj z%2;9&E{{1yt7rSItvmeds$C& z%9)ICi%4zp#3V*DfLX9K<`7r$mY;l!CEdH%D#?~4B~cD-*lrWKL0vARU4$f%r(w^c zo2O#t2POq|JUw}!2DcXHM{ zgya?qK?zYvjKajRhQO$n?q)bzDWA#{Zt9N3JB%%IR>wJ_GB8>t_lgs(wvAC74z8X& zqq;~}eKH^c>R_g)2fN9Lz}=<{NU%B`r13#OR7;yQNQgQ!qPE1Vc%$w1q=`?{$Ky%Y z`oiJi3{HqrixezsZSO@GmU*jIfEJ?Q0u&T)B*>Xy3$Ic8N0tdntLBpsOn|-#-GmjQ zoUDq?4n7xp27_4{YaS+MP(l=n7t@7CI<1FjRsNeCA! z!AIVyG>a0T5Jo|9oki`<7OqfR-X-rui@R3vwd1W;FY02kOeEMPT&jbsRhrF}MYW#f z+((6oJV;X!!?CH?9GIz8WUZ!(YMZamj0CP$6@~4G>r*j-3sG@ewvDY}3m^RU9ztWx zDq5IE2~bFk#*^%UgQ9c3zRJM_sDe_!%l(!R(KF&CbNtP6EM_{3SH(kAz?a2BR8Yl3R1mYJASF_O5H+xF z9;QYL5TeFR^CthCg~lLDhbSOE8t9!g(Ii3@Ap3Z(Eh65j@?VZ7yI;SPtJ=I1u`aGv@R(?65YIILU0y5Uo>ymasgk!BlEPZNhYyH+|I%6kcl#Gc zVS$jA*GhQUk)n8pLJFYOaQ6j1{uU4ns(+jG2hzbjB8W0{fqyQmm%(c_H z@K8b(4^iQ8o3#xOEeJx0BJhLk zH5Rv8d$>wC#2XYMNEN+*=@Hsy*D82;P=k05t8{s-gu5Yg@GnSnL;yn6z*t($PrMzokOI`9hG&!2T7(3yN|pY; zNb)rR0(^lrTi=dH77Y-MtBo-=6K8aMHJ}JJC}Np|L$$RQ6JQdiy)qMpWFd}GhccFy zqf77(39Yn~tN`Ow3|h+bHq2d4fKl@BZW=-XhXqVX0g9=tDYvP-&v|4~YEUS^MM@h9 z5ugh4F<#<9oOCB$e23w7yfWFto0H=0Au+ddpBI$?2B@jbtykA7)EX2<{dhW3DJKvD z6w$dY==e?+B|sqrh`&>k!U5t{N(?#7#4!StA#M%XL(jnksHANRQ78ivpbjz3KWZ`{ z0qSVO{FPx40jg-DEC&%7AmL1Jz>Y>dHguGBum*<2tcO2iaR+PS^6rZFab*t^V{r#- zBEr=F^tp$PiM#_h(sN+oXJN<~LZz&#wx1lQuXQ|GkL-i3+Y|UQ?Gjp!e2?N<-z8Cx zdd>H? zE8=Bwi~xNHQ(2S%h142*$jFCd1So@z%@93w@c;( zO+v;KsA&KBQ&Kp<4?w7Q9jOE`KuzWBdUdTr)e8HZ%1B-gPTE}y+R4N_ey>HRVY z0SHh7i&X(Hq^QyX3aBN-04*3qfGWxRJ?I`n-Wn5z#1J8>#BcfpsX`&NDjxAZ-xgQ# z1)OA5Fu}h9QJ?e-;)ZiKaU`Z4K zK!_TRSrIKb&_5cBZ_kHi7c*F$>V*YTR=*k|DhnBsg^XBrde1-DvZ{qf-HeR7UaO9v zGhqdJjROXToDr->^@0M9D<`39R4pLfxMHEvc9`V2{-B0DR|pv7Jp*cB@D(H0t!Pjf z8q^GrMFVI+K$_8lytt6&z*>T`2(M-(14A;eWgWe69yKT+3*c(@WI#CP6%5Rg_{2(l zXOyfB-@$PPCB$DED%rdVR!QO1sg(ajJZm11YEcYfAM7cCQHwJ2kYBJmF-m<3c`sOy zI^*4w`CYJWzmI*_L`NX{xBy{cWlif&$D^jV+mBdbG5pvD1mA2TIc5 z{MASSYVk%LU6ou3z#uI|A#GNWLK&10g~Vs(cE#D$fYB#`2vJ3Rvo25-3K61;^h&r> zVuTPyq(MQ75QGp#W{OT51}Rs88lrGxUlguD4N(}q?y;o*UJUNPvq&L|q2JBIc@8WL zNLn$EGZhQtZSk>4_0@wg1g*%CDB9?6iw`MwUW}oO$4IQ%Y_6U>mV9+N`)QK++q2D; z>*F_S4o+HufyegE!luc>eHEv_+UZegbA5c_Slt)EzIsY-MCbJM(*>NKekGUD8yH*4 zFUiJt6hwo5JGs6U-#VX(o`3wNYp*#TMJJ-h%#1ilD8JGtzPa4q?1;}!boQD%&BkJ$ zoQ_D+Xu>CRqA^Y~ch&^XZTf2UY7YI)*LWA5JtndiLT`Qo}tGJ;~aPwSVQnHI78 z)x*@0Gu^d$d{3mC-ki>gHN>~saOu!QeDyp2l<%@gP$-5$m#Dhr`@V5v&zDu#d#SQ3 z(~$;9Cgr@4csocH(v^gjc2TapBvn<$KGRU{!aV=x;1-j9j+<1p`pB{RgaQ29nBE%n zJ7t>@kXm> zMRHHtFiE}@OnOXlN_>F55HRh73%O8})nXNsjacxeVi7uv{q3zJQI#gCNL(FjgbIE zyy9(=PBa){mpx5gi?so2UkC?pb;je?MrVxcst!Xk#%z5tfEeRHH3X4etSxU5_#(jD zy#YQr)-~bL#}op`7kWK-BT;X&HQp2pH7hgm$P8MQaA+V@`eGE3<|w;%Lu;(y;vrDX zoJK;iWYyM01XpueNoGxQWpYFs>=A<`QG{VIt-YbBHxrQIcG9i}w(Tl!lP8ABCU+=m z6UN7pPDx2*vW!&toathOp>hsGNLVz4ATV7$fpXTkJD$XWRKgP>Z;d+;wMKkLRwQ`Y zgT}LNq&%W*2?Nu`%tuAV9f`ZTM42E6rmini-XQm`HfNA0gux(pBx+D&UiS5w1Z$6CKOo+ z&t8+%PY43B#kc27%?&{yikN#lVsHrqf${Byh@c>doGR}9M@|(_2%<`G-;q{#El_#Y z{QHiaYGF`XHB3lNYm5!dem6#g?P0gSkxuC?ILm;M!y9(M22KjhR!_``Wh@lRWRh6l zYj2N6(fI7v>Y!I{f1bGtUMz@Xtrxd%?{x4TzKwpl028~72rTop97JT<%S4Fk$=hAB z?3ib+f;U-RBEZCMBO+^cg@`OW6_Ja$$!NPncF4qnl$teTsw7(iVJU=~LAb29dgC&z zERP1`3ua_6OV`mPnNJGHDjOYPvQlYE%8`kDvfM?)XQ@m&c}Rs5GU+_BR3f@DuguV6 ze>OucdRzsO8g7&z9#e?9WJ%DhM8VSv0HT5cAge)x%+)iqbkieN8I24FGcEIsR7@WP&$)IcHm0J9f$CZQeATq*t>5TbiP{5f6OXpB+lfV9yd1TQ z*Hh$qVr;w@oQ%D?J07*Jo;#ds$rptiqA^cKt^QbS1{NsHp`{ zd1KErv0BPMmR5;A-8jn4*=zv7S)J0@)8Xk=w!%L+4CF1mx@?7TST0&~g@G|k1r&6t zg3>G+s$ga^>u{DN$6E=W-G(g~4~lawvsvB>@I|Zn6y>S_Y&5JVDH+Zx;8}<1NshM? zJUfUk^Kq893cO)`Mkm8r1w3tgI)^h>!oonSb2-zDQN!l*n(7?PSx-GJ&8uK4%c}x| z^eLIdr=C`-Sd!X+QIvKBd}&UWWh;c2=Ee%))nzM$SLD^iz{be*0b4MS?r8P zj<*UtlPyc2Gn`exJYAOHa>hznmM+U+8KZ_pUN!GS#gh^`E~@0S14Tn6gRNrFgwGCC zzMeSNxwIHnG1|e(H|lI)6{8g_omUiUnwv?PInjbdH&N+P!dI=MV793y!ex|*PAwwk>6S;-tR41?I_50nmj!Z5Tl=#0IQ#QoV# zyorjxt0%G0+r|0u)z-L!f8zz2CH%sF6P!gn*-6>@(D2;PCFC2PCq~{g9zeN<=ZT?}Nn^wvX%zeolZ_zRwokVki4{3A zTMVF2sYaAervEuIF@imdC+((#Nosg%&0Zt|V>5Jp)*{N-i$sXYdy&3)P*e<}%*Emd zx)`z&^+MsKyqu{RE<3eOCPo}C%TxqMr_=@@`nV8+Y=D~}$m1f2BNcn&?70R(oEXlp zp^?xjLkUL}5bBl8Jxo9eM-@j!1ldYZ})ptjZy%B-~mHA|0(_d5tX z2Wr-`emi@=?SdrTy1a7+N!FhF8uPjPXgizFJrS}V@qo$Xb58`Vh{_P|IBF(Illd;s z-L--4m%2Q8)ugT=QPqUZlTvM<`{mu`V?5i`q_BY1DkrJM9Xgv@JQ0W@*<*twXBZ!q z6-`@tu4s0)ojJ!S<^f_Io*bLhuQ;mNUkAWpE8~LDE|5>^N$z zu8ul8UF>S$E~YXc6qhIyBue2Hg2`sN=2^BfNZi4tFs-#OEu)3y+Z0L2*~rTd;>_8N z=38U>lMGY?GZ)Fd#SE1&)EpyB)+pbX+KAaf5X2&HoYZwe5Ly+aUSA;N@O1gu%w((G zR*8CFu(k63x|7)PRWTb~p)UoBVFg_k40~x_p|REbP!;K*Fcd3uRwD3@0EI?EBUnMT za;jEDgDWI|IwRcb7_%l7jSIYCW|M{%S|Qm67dKq@7lU)@+!KPtnzt(1bnc-Fo2}?{ z?hb?(d+NNWi=$~@1t_=(o8+xBVs{;X>9R=fRLe5DA>IkOd&FH}ZDxw9I8Za41lD0@ zqamtux6`=|Blm+c)lX3n@t*8sI}P!M{g*gqeFE;0M3p|GI2O7LPl}42pgFp!_a4$ zl~(h!VtH(Zl@&Iwu2POU+e=Z+j9Mo#k|P!wxiO*DgD@N3B5--Kq1){yM+LE3+}>=B z#C!0#Z5y@2kM~lwEK3#%o-euNRX@{(xkpIAQjK`;t2%$fzV2rP}jJvlq~ zYC?8kf|c2s%0>&8_fReE;({uR;3(%$8!lpwvFaw9m#;o3U?;th`)aHJwyuz`n3A+4 zK58_TRZC$MDMeoxu+XZMov20m@_NyyS~2mytm%ypIm#B_0)u+2ExQ#c3JP&Ez58h= z3s=b_nl&I3uX;k}E5H*-*Ht#M{jT@7b)tLH${}Z+=nh%nM0cPfCuZ+2#k#R^(%Ry*9|;Nd4zsS-bdz1mM;vhfqxeEd{c ztiVsni^nx&pnTNThfRF$4VteRZzx@VnP!#%y0>RpiXt zRTd$pXL<7$WjVB>;zM-4qj7n0ar`Nuw^Q{Hv}t{ zLtzV4HVu|5La?$(fhg}WSCxNi0xnlO)c^4qnYMfXVI8ZW0=2V4m?|fh^A`y5?L(`S zsRy@I>H6!_djMclovfE*1@eJa%$s@ytF}>VZB2jq1%2%@F0{v8_Toe2?KAR=gVaUzKtAPkq5$}FoytCKskMYHdrQ@q&nKXYu zcNc2cdL5dNOl>TjY<(hhI7~hwT50EwIp#tRQMut{s?m7;RgCO<5}3cL+19^PA|9mU_n6Kc$Zk?6;U2 zOd@qhJNVt6Iwas}Losd*N*j-Fglb#>T7$Ypz6ia9rWm&dr7`GIeYuSFt%Hg6LNPU% zROB!Hid)UGzNObQ17>AKN{3%sQ-)lFw~g&7)YS!`HK?17_q~IO_d+o>m{e53d;65z z_v(muV-1IDTmV{wkF#NO_F%%MP)rRb6@|^&eF~ei`xZ8#8XLo=7Io!aL-9;GUTj-h zGX_pOd@w1lfU=adkHHgqgI!Tj)^dqmzBW1sRvX2V_OUiXFX$_(4Sq?e{nE;O=f&GC zxuP|rCr_TGsn_fw#8ME># zyB;O#aEJT^Ix6PCuQ(82Q}>Zejh531_w6p6wNB6V$2&3k6*f%PGasN?8MFTRAm!Fz zw8$t>Sp_)`dli3bC-jDDH(3X49PcRIYth9xL+81_0(rl)-?D0`IrfeXTk=Dbqzh*G z_Lv#Dxf>fMy9VQ3LW!?sxf|;y>wt~pON;w!TrWQxau+Dy*SG03LM?L;R70KRTEs*R z(?1Wb(Mfg<#=EqTN#IbxO;!!YS;tYRWe$RBFe?|ZXFiVs>m<7d<6VL%e#c!MQ*lpt zZnA1H&N_}lEprf5gIT$N)%!7@hYaf^y9VQ3f{1Tq>~Fvt_L25iVDQ&hTs%oXz~Y|( zteZ(_#W@J7AtZC{QSTRh9@?Xm>>7-Bi6Xv3w7<>6u+QZ#&^nGnEprf5L!IRUR_|1O z9s<@$b`8e61T5d1a*rQ3Sv44E9Y>*-IS8U=`L4Lj%^!V@N^7g5)*ugHp*=`;9mdO# zU?}79$q)7A6ExPU_A2g%#!iHqY5Kaq1`XI_rJISOUkXpx?gHyDvyq7XJbbnxMDp{G-*oLY$D?Sx zy&5fvfsZ(FQFPO~ESG2U&Rd00 z?srb*q3DGY`KO+TUJ8Kf&^P;neO^?Yu?T#<1a-=`U^w#GP; zH%bEU6z;=B44a>!+!1*nXugb*F66|4ZjxetBFfAvyG+FjAEG2NnV2LX^LOGB24Qn4 z0}yCLlcEB99v3LemYm)oOgIF1Ifqc(?+!*HMuE6TCC#5+rA!_bBiuGk6tT1#oK>*ZqpSZ$-q)t78c-EV1Sl?xi=-5*T4DqDS6N zt0MrH)Do5?z{*$z%HgzA&_J?p$Uxcf72|PV%jz`B<$S>N?rMnoDNJaf`X*$qOz5Zb z2%7L@;AaL28XV=@QE-&dPq+}Y)I!V~bcDie>x0m=QHTgNe4ipKFYOD?itl;hE)>Ec zFbZx!;2A@xZpB!F$QwinB4-qcrk9V283L<<`IhDYG zIh=DT$io)G@*J070OUAbgaX?8(znJhwLxU}v$UJd`R>;0 zw(*K<-{N{!Wvjx%xHDPZUT-e9)r~NAs?&1LLJyDeRl&jfdUFqI&P3vZl@;-w!R`pZ zXXWpkhMoQvI!Cz&U~7yEuAkDw!MM3HnOn#IFLm*+U~Q`aoz!v1>MDN_t!cjyuYyPXy_4I&|U0swbj0Dz18hC-5SdgTF_bS;s9w$ z8tW#NmMayyi#TSf37^q$NKKZ-omJ2&X1CaGlWbbfS*S}2N&1>x6Ei90g6pSrRVH!P zwhGW$O_gR`G*M-og|Q6dB9Rqz7fUmYlUQ2NU2K|R;$zIFF4Gj3BsERS2Qa46X^L@^ zO3RhnY8o|N-*C+OvOv02g`uw97{}corK*`6Xrr2`T)ApSuT8spO%y1t9Ft<#mx(DX zP%6e`&BERo3juv`4P$ZVP+724tV!8atZSd7^+iEvvGdy%V;z&Ox=^V&laF-CqWo1_ z$XOhmigf|hrF&KCa-~8|-qAwcD>4>ZRgWeg(eIn(Mh%4pN^LWhS{!b#hRrO^2wD-$ zpY1Z}0({jQsL6pxF)h+o;t|;HIi<}Mbr#*2ma_L{X6uUWuYA?0&m|{lt*bzt)jcd+ z?LN^Z#hgVhcKcClM@;^9oE9Z$IcK2@<30`~sRm@*2+~p>0#~ssJdP9uY$ov2xIE#-C)itwvVRS?uBQcHhIbq?ohFd10xmmAa6hIFB)) zl$exr7K#t|y0w2=u6Dj7A~P|`y_B}gy6D`-a58e0rwX}?oA3C@ z)1|aP+crDDAu^%k`k*f4EN%{Coehkf<3sgM{Zgi=7HwUV^H_5jcU-GdmvR?4H}nae zq>#I~`Hqh~T}lhI4xOP-=%_-@;za!q`}M`?Qp^Kx{8X|x9PJ~;lt|PBwvpR|;n{S9cx>Du?k<~ZO@5%Fxw4?X2-}x~(m_(+foCW5VBwU=EE9@^` zRg;%^RoGd)UYc+bs|&e{Q%e(0;#47Lae8UOMVv0=ERHNpxCkW0lt^R*!xDrk^1atH ze8AEpU-F$1n-lq&mn(9sAg1FMq>NFHNp(_2z8#a*&0J=Jz2GY_&Nvc98~yF5y|>p` z98cD|gGlU!N9)~Q2WR<>3rYH9nr~TE*IvTap)eoe>=;@FfXQvPmKT<_wcH3`X?bB; zTj8d_WaqdlJXcyiL9H(ipd={n-VG_#1xm*VbW8V4^bj}Mzf-^n)IL$A*!$pWD$lY zT^L4?GHC{ikKKDX#(eJI0|*{YSD!pR!!T?;V`}LsP;!>I!k|iwKxN{i!a=%dh!9oM z_bt4;Jqlr~im4T(INq^KA#7DK)wImlRa-e0A?=NAtGvmNbt&(SZBl+Vo{hLpL~M&$ zh%}jFngL`)78dgrX&Cq0h%B1yWXhT%PQQ6Wa-MB53oA_`_1=M-$an`qUmbKaof24R zjN1ha6Jd*jdJn=;UA7b9Sazn_#p(!ur#=2|LoGo5o~TK!hS5G>wPu>j3sHA~MU1+f zR)XiNWTR#!OYuCF)F*S?qD&U^6sgt)ljV0e!KARK_?h*!`Px?IXKvMrQ3E!&nxZVtAEKm@w=Cbfy==TccbNQFi-NQI<$ zhzi(O2vI>54^e?61+&n=U~9|RMKLUWpbG9 zD9coqWVB39vrs}eu*#nv1}BNzWUVQCo1{CAvZ^2oGP12U=Co{E z+HsU+v?Xmw#(B84Dl^vO3!@rI@t~TuA7vR;a2#csFw`(96WX>;RK-KQK$3!|76c(k z5&Kb=$(1Tgqz!C^E-aZ`YFg7m1Jf&0OQ8Uj8kh`m(x3`}X^`n6oXmGDTPC+kXXf^d zTyt3j?u$;~bepQiARIH~ZqROcr99 z^U)G+6Gd+lFaL45N7h?ysJqi?Hw{`HX}8*&oua3U;(ptrhYRwd5%q9?{^MZ4Y|A)}&*8+K8{5jxSeFG+Z~SfGgwm z_Y|VGnZ!j zbKo#6GYg3=v*IMS%nZ5MGP9A`GBc#HRrb8l|M>PpXFP6gbjIfT!Cj@vt@-W7f+@fV z!|Y7Vkj=u4BnxXgZuwq`y8Z5?+v;_1??i)sTP^JJ=xxllRj(p$ht9xbr-#BMOT$`< zUdl-+V%bBq5luPV?zP6aJ366r>5EEuM()B!Z?M|xiT9zC)9>BG2>)KU-x2q!CHKyB z7rGn$!Kl;h%3}a4lacwY0Q#q|E zxs_79$w99NZ_AGy$d3Tw6A9g|RxcV3aQ}GXIR|z*&J+-Tm7|hH0}(mMP%8l zM9kqMk?Z*8M6}l3=uXDv0`kmN@Uwu&Q3v%A&N$`@tj+P-fcHBa*5Hh{3>+8AyHsxx zyN!r!eTg<{@Q)IaWv>#EudxyVdFCqkT$Poe=Xh+NDuk$){at0?h_uQa3r!ET0C2gL2;) zYBSdqJ?2g^aB+925vP1V!T9M9wB6Q)9;*!av^})7sA16@Uhfx z9){!rK13k8)iM54Q#sjT+wvBHF9N*X8{h_|_)J~~k3Oal`dd}8dYi5Brnm)H-AV$K z5)KUnhnYTWl5dR_Ts#DdnbSxpmaN*Eh~R22E6J=$vM&+2g$zj)ivku7;3-}?Q#G6toD3|?aEgh*dH2sm z`7n&UGVVz=uZ$-KQO4M_5<$h!DTralKrxCQ69~^qntwNxQ!NZitA+`wY0VQY1uF6%GQBF|g}FTVSZbyVyV>~x|rmeb3XH?iA@ zz!F-^K}43lOawZ*hMo5foK?Vihl=cG@V>y#GgrZz+*u;P#BL)Z>&^-hS#~Odt;3n! zUdB=iH5qMp#P)s~f;lL{QV2DJkX~=~#${Mp9u3A9%;*GytfLtw1>`9m=+o6V+LsXa zY*Hr6T||7A%H~+)Ar(%@M0S=+OwWIZn9opipD9-JQ}zBDa-)fd=3-^Jo?YZe<=Jo0 zb0rF%QZo!JM1_K<6o7rSor^a;VwJ(a_>R*AWxzzOEU+HH;2 z^pajQX>DBH9gkX9&mLB*(ev^=4+_lhcGs|I-M)I*8cnXAnY&uT4@ZOH)pLzhcfM5I z5KSB(z3-19YpZxk+03UMp8=f~z42fRieMjFu2N&6+PqfXDCDK!StDc6<#>Y|!V8~k zkm3m{X1w}%RyCI;V0zM^WW^ola?hj{Qz~1ZIj`oj&=B3Qg~^J`60q820cdG5SS?Ie zTvWsSQ2}ad!BgJ&^GvLk@{gre@r2GWmd)900Km%`r8OI$9t4Y5*$V&QY`3@Y>arEW zVR;wLxx&Dhr2-1NR6%JL4P_XmA|qh?(f({nj<*s#yDeKV)Rc;3c`Lvdt>#yhs{#<` zs%$4#8O|!;S%)cAj<*s#J3cS-ahA6VykUK2C&O6Kx2jPdzQot6(b2s{(`cDVfBlo>r<@lG=b#ly(GsX-<}9D}be*0b4MS?r8Pj<*UtlPyc2Gn`exJYAOHa>hznmM+U+8KZ_pUN!Ga#gh^`E~@0S z14Tn6gRNrFgwGCCes5~5b7?WEVzh&mS1Q}UDn=_>{J#N3sz_SFQ~>S|I<#CY$0S29No!>C1>blBss z44Y`9GxkQB#gr(i;idO^{yEsoSJ^?9S7nq5b@C*MPQ>%u99pfOn}_?tn*FG6C>{#51?EV^Tg1~q*3UOG>amliLv(8&Nip| zaQ9JZ(G_GGN?m$OXsx<#7Vhx*X5ooJlrf%tAt7Jf0RWk_7^hnCaW3uG?)rHTA zCUi@YSdk;M2|j&F^B1L)DSeJyEMH9GO=_zlCxeRT?Pm5O5g2c|h$v$(5+Nq!Mf&1F zQ89=z7mFY0V#q(#3xyNya;9Rq>~uMq>~Od&QxP1UCL4h0<3b3s$!&rlkBcDi`hDsC zH+!x@5GRH+YG@>M8c@Pf1%!Gf^9d7B!chg38Sa~q6iXG98o4J!d=r#nsemH6*W||R zXv6cM9!Xgt2*eg&m^68ZAZSI<$~|$&Fur^gzpA?L{TFnQX00ETS?g&kKY-d=J1Dc( z4%93?_TBFw>>Q|B%lZxM{k98|bnEiY86;VI>TAsB?xXE&KKDe(dc*@Jlg~X7v?3}) zxZ|ifBTeRQp1W%U-7j@{@~TN)L!zn)nJ1;%K=;eL%g1=OsYzi0t5r@?i#v2SwRj>B zMY1OfNzO1nDl3|{@?6pEY&&xxQOpA{LomLjsAhjT%+fODdb$h4?4ek}GGSr@OQ$9V z%k$gGStc=SEd$ZdwI)cBS%)>|qZ{MP0mP}r7Vb@12BsPbS#nnjkT(}t3&?Yq37DBy z7Uat%v)QZ}Wkt$FNoTcitJ;=20aE3w9CI1`A`FoQO6wrQRR(xidgg3-opPo!xWjygMC>{P6k>RM8wOpuU+i{2)i<(g;N${=SN8q-?)(lT0DzD<#YoQ=HfAkLiK zXudV3KgmEfFmsXITg*@iL(MV5WR3EDagCTA1VJqF#z|cl1ff+y>h%RO4o{bl%}lo1 zI#KTnwpQL>cM?0kDrTcA^u<3hte~rcve&?vNxvV027Sc(3Im14R_{Yqq=Ujxtjzg` z_+@*4b4?4T!5(CX9zr!VF2n|^s8(dvqHRrZq=AK2GihkGKoQmAhU@T8p`2b0(fV$TxcrD1;lHV(TzjHlMSd*65&W z*Il4CQ;j6u(xMH8X0R#7K@T4p3URM9MwAWnY#f=rQ|9omB>`; zHb5zs3MdjnCP&l9Gw}ypROc^T%nZssH>qH{o+4A5Wh~ShBVV%Ok~pS}r4lM*o)Js& zRDvmAlq(kdvkHt>ib*Tp{@D%9aJAYDBp1y{Dv?SbrM*a&T2MgrA!ZqZUQkH%52ivf zT^B;KAzI*{R#$zP`3gXfSX@ey=P3Z2E59$BJ=PG+MpDJ`r~kji zsS+pvl_-|%UJ=tV7Awz4Boc|!d{^O_E<15Y=Jh38Z9BHoHk`3lJ7{e5V0A~-C0+g` zaE?5D+i~G@9;oZGUH+;sVCEp>o`imd%G~U~)NxK0mZr@uZdPdDGxQ=^N+`aOUm#T$ zoQcKZx^nTaPB1!~8autAGG@B)8{&C=xeOuY6z1i*!mceamD)O4zQ3tMnOSup$!-G- zB;?vE^lbCEUtwtJsEX0&g(!zcERTZ;BbF0N88N)$3Fn*z29jVgAOdK5<()um$Pq|)3|USyWyo?$ zNkiIlscas^E7l!ba)lY$h!X587Yr4mNa5fnm}$Tj1c0mua%gXEc+o>T1Dq!B=865p zC7TdAmMr&pNiRx*)!>|~&psm&&WnAl z{q@w9_xs@~qt`$QvBMOm&xm>W1e2j-XrD0S(9H@xetQm103^-njdC7B*Rj&Dtwm5g zt!B5k?$s5HwV!a!{G_^iUD3kCr{D08t20%C#*AJHZ5dFWJTTI#vaY(UxVl@cW;?aP zeSURbeVSjrsXn{sQD2Ju7%EIr64xrw1LS1SIZyea$-5CW5pr<~VdCJd}so4;-V7`Czp$;KVQ4W|CeSnf=aBx`0zYm*d_jfI;822 zAar!|#jz46h>jp`$`;37?UJTDg3!o_>`1J9{qg(wdXmiuDy8h@4vvlN>yNG)dBmJ5 zCG_!E!Q?29VC`ssI@Z()q9ceK`un%<{Cm>$m16c%9SnS^_`XTYd9~f+@hOymNQfbktMzJSj`F;jnHP^`5fwvJDU&v zfZkZddj#c6ddSYp&ddF$jMoUtiT&tU%?cQepjO9Wzx+UlE#f_b@+D5Bj{@7({FilD zb|!f^L$Mznt62e~5!$Tdu&(g^10rk@?-7(Qaag}%{IU)kDcHX(!=oRMD6u4eKjJ&| z$735#+#g42wN8I@h4~-QAB%W@=l3gv8H)YrSj`F;jnHNthjmK=Kfqy& zc#oibN!arj0m}WSjMoUtiT&tU%?cQCwT6~9Clgas`<{114r4lsy7Z!jyIf=TSljZ> zcPQYh1&yJ+x$=V#I!x#_3?l({a<)72dZSZY$NVwOUqbzMBkK=Pzl`}P>iaR%+alSm z-@3)9!R=kh?)$4af=?Ie2!342!4caq{Q>tF59d6F;_Af}8$a>BjD2PYy|=Fe(?#T1 zptE(sp{5@}f-wx?hEKXC%MM_<^@%a=VIRhHRCSB4N2iO`FrgmW)K1+Zremn<$CT_U z8?|fr%*%`B(uUy}YD)9mada%?_PrHEY`S{yHdzey*%BoUN3Q6=73uz-7F? zvvU4!su%5tpCdc0UY4QD2fu@t5U*c9{_)GtAFFD+zo{-MmebaX)Q!CMR*GN$B(T?b z9j<;}@0W92y{Kk6`g#g;hhG#3>3A1taO#^RRen2NmlVJFq5E}U^CSq3A#ZpPzROC- zyD@kTjhqpg*!?Blujxx5uYyY;-R+S05V=>?zdkY#01CYA87k2}! zx&9PSN^bRSt~ax7tu8}lu+T&dOXlTwsxmU9Z0vGu20}LL0U;`H+VJUINk!3slmsqK z&$qQ|&M03W4)g{GWhQ=0=2%A^8oGR8j(wDkQ6ozp`A8n4215-EsXmos9}8jBS`Cr$ zI1h!|;&b3ZCyqS?5c0F5f#Vm_NSx{SBL;~s0;GPE0Q5UVhN2Hh6k`W+14Vm4Km|3B zO6OrgSmPFfSR%MT3xXfP3V2fn7!OS_$SJnXEtsHbU^H9|xI1D9pjuiLZ1-(et@oR{ zdTKU1?5{_ztA4w!7d2i?WEVu5r}!ZpH3rXFpEb&GGH8SZJskT(d?QaI;!g z_SyrKLl_XQpaIZ&1(Vd91Pttr<)Qt0KHJi@E5Bm_0m6Qp-84@V8h_`D*>+nw8S&in zld7?CMju|sWUT*97hSk1FOv%_z;iy^%^$$>ssc^yS#o(4+@J*}<82=v>qnTV+2IeU z^4Kit3B`xm@^%5mwhu}oF8K+%md3i@;IV1|#SxXH^mcc8c)%S!){O3FeE~nWg8O7F?*9H@odUtzQss>>c}>4kqcyiaH~yu|kbgBi z`A>|k_p@t$Y>l_Gy5FnGbb4Pe>rFGS>dgknDbV2c{c7`ks$S;P`u`T7Ot#P49U41> zakV?C{+v!ueURzNZGAV}FLoAnwY+VpZ(O+Rk78((*Ej;xJk1t0ZXJTVVs2^Z;$nM^ zDU#6jT^Y1(zW_R6uoUqWc!GM|w$5*ave?FksiwTKBHrYExBle)$UVycVA-Ha;_ZfY zPBUcxa)y94nV5z~0<9w0WHOl|8;AEHHE)*pu`8UeW^|7e6ju*O0d9|i!YBOngp0l2 z;C`a%>$}zFFx%W#4dTvh2QS{u?q4D~7Tz^CoJX5I5mL z3FK5$ur5SThao++eaQ4dW2jg|I^T{HXATm@wr*mu&x}XfP-CL3@7f=yrvVtomhEn~ zoYxmz(sLWWdZ?X+Z~?g>s-z>89TFgJwcW0a zA~`zHDblTBsg|5D><+8Y`ZXA&+E;57diF@7Z>#lgbNONU@pq(u_sczH%CPLm)%+{c z>_szwzL;V>p*=Xa&33)o)@|1vgG?B{CwKcDO*H&e$mUmWaRjc4y9!$+RFO)eLyaME z_1x+(0+qlK;~LnGdEIT)sKz>Q$w-@^`LEEqFfTT=ZMbj4_|paETX(hIT_9uA4os6N zmpPUu@$Y5;3XpiD=g=;BlX*sTT!(j@1)8hz=GQ-m+XysK9W_+R-C(rO^_J3e`b!OI zem~5@yMZZ7lo=@pXPpb3Kg*O40$F;jsRKA{TiMY}m2}3GWm5ff_O-4y_3ZYU4jXUP z$@inX=>~NLFgUWCcBqu-a#d~i%Zv6{h3~$03fi_f4QW~9hhtk0aCDH1$ClJU#JiQ7 zs%poh1nv#Zs9n8fK3goTR%Yq43lQn*T_D@vyI;8fMZPkxn=DrMc9xB<<*F_a+xz6F zN&HigC7qx()dPKMUhoR#!~+WqP}MoHa{5#Q8}6CzU%|Yo0et z%;}rkYPPxGKVok0V|G7#*i%#k?spGSp57-PYqj51tGjA5Ti#QI<4Sm+JS^W}K3ee2 z!<#5JF%i8l9?t0sZzSVpgF_50{ODnx?U%P{)XrBAHe)LC z!zV%P1B?2g#y;rRHLXYZ-}0Q$a`x#~l916CccOAh)6M$_jmp+_!Nng9MiTS|Bc5+?{^jzz3>p> z;eEGEydOCi{{v&wi6s$M9T>~5^MSMMeq?OD7!_gZeYfnqA2}=k182h{SBwq+?%41j zJvQD4#>V%f2p=E7GV*`roPsZm6%UUQM*Op7!++yUyx$p%Ae2V91Q3={@H6KXeq!vx z@EhS5f>?&(@0?@j8)M1)96~dKn+x0Cry$M-V>w6j`WI>`{9C6Z1T4GXeSFWm16==G zfXCf6#Ph!Sc)s%mh`~o6lY3Nv=Y8_A0^bM_!>>MW*vbKN=QG1@Yamlho_7x$jMgZm z?(goJd4rs*+OF|_H042fBtv;zi$M#R^VJel?P}Znr>?N}IRBytRv&1)T%&rwyQ>zc zz!MOWdtLE!7TY&eZ^84uCPjcVvR~TiRr~8FJ(Fi}_{9MNpJr#9dfgIif8b#1GW(nQ zzFD@A-ftY3WP(|4TTu232UIUvKGgHC7o@B*97GC!N6)n z)ECWTvjZyU=zinCG?AqO*B4rTc6lyj?0#@)+Sc>c`WcPbCRnOX_^$!NBU08b0{@jE zkm<2n-P~g;iuXfwklTj8G6c*jui%F3=Zc>8*aC|e_E0`wt~QUegH{Rlsi}FF%fTpQ1%bk89_nKjo!FSZA2XKu%t_!?5VXkSdbX*pD*`k4 zl_N}nP(QAB&#c1&BmCKJApZSodx}!jdP*c69%dP<&FmiQKa8{*N7d|ptA|uq6yCPu zr2Z$vQn|Dl4Y%eG_ZfZUEQlBGZw_?g#R>Bl2RPpZWZEA%*y+Y2WdGzK=kt(~`+N;ecmzUo7`G2Rfy3p^cUHPY!Z!qMe=@QrLDsaIm+Jvu|pYX{qs_ zJka?JV^*`XHE)W$>?aO-rktlG>Hg+G&9@5|PSwBp$0>G!xUc#T{`u@~v%;nXr=0tn z1D)Q?Fitoa`={|xe zQ`g7sYU_Vz%62|@9N)0^U9KVuCjt7%_^L<9bp3Y{f%1%y`raoCGe?9(*#75j`$tWZ z`tC{51@aA&`rbptGe?(3*Dty-%ox#+Tmqa*&`B8yZ)1x8V-)<$mneeyIfK&1ZO26; z;X@P+8h7NP-=e_Y1c@=oBehjon%-iwefEbnMN_nl!1+j>lRZ>EMBtNYy4vpeTx}Z65V}t=$1J>hl6!e zpL_CS2c0g1A#`FeyII(T(h`V#4oRT4VI@$DLfCZNQqvA$sP#aGgjGp>Q{S-^$cjZ9 zNZKzU;yaomVG$Yi5Y;1?Z>ctkerH5zLj1U=g=yeh4T2vTxN3iDeC&tb*!EWrijo2Q znW0c&gFcyLP0#(!4-CvreY8KiKN*Ofu^5jv^9BaMW=dDvaH53l*PD{?zZngerC)9R zBpvA(Pr})s4BO`1Mnsd4Gk`YFzuE?AKBdX9i_L1;p9~+nDQ8&TcTLs)-398YU*H*4 z)D27^GIV4p16j4Dk`iu&#TcqP*HDgIpqyCE_Lx(Ban+spH->EIKMsTaz`!t5w*@2h zPxcArWqKGBTrC9uB?2h2Xh=(l#Mr$tCgJAre~ST&_@DutvW{c{CSz=ECBk-0OR*S3 zRqnLjvYp*g&r#Ws?x4xfjD&R&hUWdmK;bM{&V;x)Y=9jH|G`m{MYF}Rblb}^0E~(v_j$6S#I1u6Cm15`;KmQ?g9 zh6_BO9cG+n>cLy+qk8WBVQQ-3@R8?v9@Dz z*bfYBaG}^J= z2#g=NK=2S+0cgS6A7Ws39JElJ*1Pq7`=Fz!9WT9~7(H0Vf~bG8Ps*)nYC~sAt+1S- zbv>!zHgx&kZ&&APC2$a4In!Y*9acF*rQp@uLLD8JWr+1fe_1OuxNqY-wp@^;yKQqAw|TTNVSpwivvXH(Yw0B0#oN_j$#=a7q(6i{>)LP>bNa8 zsKttW;fRwYV&n@$3|o{A-+sb#pE`0-Hd@y6Fs6zLFfm|9N(cf=`9E@Sz415z_kU#I zZp!Y>e8XSk2;gDICx)PYO(Qs`3sCTT9H~u37zX_q0~bY548&wn<35gR5$-X}V|J4= zPg++>AY#rE)MNBUC~UX*6r0^(A0q&CZ#O~}3t+I15g?xo7fX~Pca(_O4&^qjl}n_t zj}hQ^44ao^YudJUX1A0TOA?Y{BI$^Vp2SNGDxlimIIs$x_JgY(KtTH&2cD*8Y8KcK z=!N4%CqkmVaGWRxO&X6doZ-A>V2a2mj*4M3g&O9tDZgTDHUmt zwz;`P)IwLF85Rv%;}L7cdxNc0i)M)%2_egb_PAEKrm)#T>I;4M2@?`k>p;kejAK(& z=Rk3k4JQMt+xn@Q*J@KVs_AU*3OjlrYRyMo2esbRyN%8-+Y1xy7EkO(zOvUv`B#FO zg>Cxo_6GX+OB~+U6?`0Ia?irPxtlc$9Ju!nGj%?P2QZ*y2gWQ9bU(CPOC#UfBN!cm zCNtOhPZ!me5>%*yGi>Vn`kOun7>Y~2!af^{-fv7u|Mylv?{^4CEq$iRsxtI!xx>C* zeRBcbRAmj~<4wePtwB(sA?L8g!qygN&Ew5pRV#Prw4HEKx9KLD`JL{pcmp`rUoPfP zpPmd&F|h55bWc4ae+awd;UY~w4-87U<_#9b(as%}NuMt7E}m#0yQcS>G2OXbZRtN+ z@BjSUCv~S)1PKfKN(j!|E;Fd1yB;RP#zV!o}xL4TWF3Q9Qt)?F_fN zhV7vkzx2uD(k5J4hnjRRsM-L&n46mpoh(WeMY5tLW}B6B)?5!F|<{ zt`vgU?iBvcyHw{J>sH}6Gm}h_MZbq_?PPyOc=H` z@GmRWsd~yn1u8S-xQDCCI-vBC&iud?igUQ=6DMJw|6SswGpqwDtEg}y(R5Wjkp=Nu zh|M9$g7{MnKr3Avz1iQjcL79ds;GRkQs2Cm4a}zT9BbWpIo7ep^H?7=>+%E?dB1lT zHZ2LzW!QapQ=gqFU5{sI`1M`BeKskwElUmiI!3HnF(!HD?H1P3o;cT@2)%@!*qQL) zY8)!tFSodh{E@0Tn4`$F4>IeyiwaGHi@I|%CzcBasepkuRDq^hgH&h(TaOBnF7m_U zLEhvlV9DL&C89=7z%Zir&D&4hYh`ADw0G6wQr}`+?RR}>XY73`&Gh39o`fl2oS-0M zA833iVcfx$v5d)!w`h*k7!+je!%$VgH$;^&?C5(qx`j0b8GB#oq6Q98Wej8b9@)Oo zSKPkA_yL8@2@y#j_A6t^#7u^e&%?Sb-N}=lLScY8KSEeU;UU6;rC8Xo7*k@|5LYN{ zh&EK%GB@zKirpYY6AK$og^K*3i!8Hk7q3)ami-sFLN^I0l9w};dTz*ahI0E)afY*(rKcJaji(8&a>JCtTkP*iH8Zs?RQ3i%c_RH&YT1x0+_n(aMUw*56WkhO)}is z*`72dg)eQT4!(W>eK>!EKbXHxD2MYm_=EXF{-f+~@QFX)uI2A5qP-WJn(iH?i&<*i zLxP)a_40SSVr#ZIC14%#&NP-DJ$19?yJoS#`xCg%73-K6PXK;H?|0(NA%3Rw+t@gF zd82g3bDeIrSo6O41o-X?uh)8uX*WK87tZC1W0?IxijT@Ut+;ww)$D69n-8e9o6^?) z4W(J^k5m6k%vfj(!q}Y36oXB_lVV46$|#2IfYy$#7(1kgex|MQc+6q8d^T@eprngt z{KXuK=nNm9^VvlT+7ZGEKNla1kN1NoO#29Fj7ik`Ipuyk1nC>__+Z^9n(SU7AkWTkBl-nIpJyvC=iV_oMUB@Ms&MdIjncTFw+8c#~Dov z)g75>MqSKKimQVU=f z`c8eJS25qYPqfdbWTqRR?z}wPVwGXoAEEMyY||>^4qMmC)V65D=q6&!Z-N~qI3=UN zOPZW^(wy~ghqlL3!od62lvQY4H0S>s_%vnl`uLgW=xt4U%;QOult}iEJ!P4gAxNokeZ6sp8r_ zTAnJ$rV%d&USg< ziX#f_;3F2;p^G^G_H8ox8%eG&8Q8K*5_-mBS7kGLv-9m&+fk3p41&T4$`lMmYc))XHtd)hOqHIo4B8BY0ptg5Ln`H5 zt~f$odIh(XeSDoVvGZ$G&S}Mqw;?5zet~UB5>91`!KUeLND_9@7L1wjXigc$%69|B zRU2nN4(2hXJtV`pRP6!1B*Q)4yit3P%Q&redK-h@v|4O@+8#Rco*OC~l=?ug7z0fL zS07)Ns9$7T=0(I9Vv^qdKk?Ym+dPFPc_}dln&d^Ar`#kjB1YOIh1-x4o}u3?7-<_) zACD4c293F6ZbLdknW7y*aXyi8t#Dt?I77K(nrXXG-El@!$2r;)>5^PmNuaG>BQwpY zTewpw-oEmEJOkRX$xI3(8=VH2PA>i+;%V!TxF0CqFlv6^sm{DS+hUbrSd<{kc3zF3 z@`!BHD!ho&-Zx!b!5#L_oX)S) z^;g)2G`9582KY`c^Fj^q7nWYq09dUUa~o39hdk^5MYbUwDXi4I#zV%~hIFLF@$l`U zA^E~zOW5c(r1|R5*@k3a#{LbZ!~5mF!rJFlRS}o-{YD)euWmN0+3kF`-RTEd_=WK0 zSg!3kDyBO)EbbT{@aRvTmk7bX75?KXduGM|G;&s0SEOc5njH=)3A8gjt-uf zhYLdl+D5R#Rtq`CgivOS!|ZvBH}YU(_Og^G3q1^@Uk!28-CI5$pn9o*9y2r0?rstv zimuMa-6gAAyy4N_U*cd6P+z@>v0q}l&7D$-9<=$4|Dv`M11riYt%C+ocgeKA_Gj=} z2@?F~f@1i)jTY>85+%ceK8Gw6N_#_%XD=6C7z=VEJX>RrfI4{f`y}x@J#&-7htYHXyEmJIY<9d*CSxS z^PVbduToI&^|%9C0VYz)ftbMsKmlF)+BRN9Ue<)+SIES#HVP=y*ED7N+WMbISucqV z(H58k?WB38v@u^3+L*6tZ8CP!5~u8Bz7l0}liduDtUcC`H}z(Vq4r=m3gTXMySo^Z z#3@}<&fdbZpWt4m>vCwOviEbVtM_xOWc%}>h$XHQYp(<2M3@o0pNS=Os5g`m`^viv ziJlCNY)I4l=;+l<9HpJPm@b2L#6`5tvu09QM?5R}IV9iIYl+}3sEo9FFzu$kZsdaJZ{6O*i-3|2<`Eetb%sOMiVzTnPxGx}zlHGr2f!K$#~ViO1TWPCrj6rzkR z$+~DB@kpn6IX-JT4_d|m2PDxUn(Y@Fm9Rt6KFF7`Ul+x(>ht*dYW;kn-YzsFXod~> z0f!eeq08q=m~eOz6Y2o7?Y6mJg3T9gv7F{1yod?5F;hCRepYYgZNZ7<`>`jZk$ofi z#InP=x%(tz+oOoTjQILFM~H78oz5AwSbR==p!j57yPc!RvIcP=Taw&917F0}Aj;V4 z)b(*a+tfDDWbGfo%a}~z(Dmbb_soW|ESC`B6%E|~gdu8{%T?Pfp1C)m^i}wu9B3 z)cfOTGHpU!X~QJ&hB1}(l8~js8pcr4cp*D^D^67_E@x!I+(SvfxC=L`fe9n)VxtNnWk9F*9Apo+WsUUfG=e7Ua zVJ3n#kQAcRu7E8zg$!fcB8u3m>NZp^tE9)V9K-DN!s22Z!4^xO*sUrnk5U;Pg8FC! zSZ*J%C{fPRp*fbh*3?R#K-w*))}EFF&+CH?CAIC5rq0IEXm8P}|1ol6!cl(rE(5mQ?F z#qL?nuivr(xQK=7WaP3He8_f`oCP}wA~v)fPh3p7DaU|;ib%U9C3V&zQ|@$tBC>Xc zrjM$H6A@+WSveDg%ULi z2^tjpbD(E)IKQp6iU37&p4A&{9hI!Pw~!@-d-jZcI;brpD#y$!rNtCd8(%=lo)%*u znT$kGBqr`dP}}YnxXZYj?XfELMX=*1jwNDf7hVKh7^sLewgmKVR#HGBayWLhtv9qY zt)D7~Eg~*!PPqV5dLkj;U_T}~hRi8^=rRT}vEkK%ws3Nk5EY4QTUka}AZjr|k(g>r zrfIrrJG-OyQxnd~Z}X_Xw>D1G=cA#9A6Ih_Yx#6Z^N2iw93 zb{v-?g>*ep;>^})*89uYNZihbK~=0PBd>(&4FHaT1{bk-yI!p;woxV5A33auxGHhs zxF0rV?6EKXi@dnT&R{t-5lfT~^^TjIA__=G&K;V`OlaSWw|#;!+D1^;bbwMRg=8m& zzl)B~@$2-Yh1E zEMl+ArBs8%$&vL66IhuOrSM9b)(8u$=W?bVULjLdDAoS9{ut3}+2Y8Vsnbad9PrcX z_16p)yAGC!A!Y)Y!Qr$_KNkinB0V|TK5Uxh*J`)IRvNoWG8bCA7$QdJbSVKgsp*lc z&-Z<35rg$dA#DdJBI`*aNi(>fd?hhwQ_Dn_{TU7lSfm3q9-7f*P(`enX8qYstC(yy z0O2HQnE@-3cc{IrzQ^K!Iq17PPTt5&VfjiX>&DCgm6-(5hj!~rNVlM6r2BotQkKd5 zZoS_==&ZND=Hvm3a%yOx)tGxMF6!|_a+oZECSs}6Pjd-IE;Knn8CjKn zO2}G35m`IOmJS~J(5HqLF+jmUM%w{evRAwHB7KYbFxdcLJLnBe{9>Fc}I=0GNSk2OyJ3j2t0_YNZ_E2Khe#7rxlEeOOwWQ z9ywu=*fv%R(o_a2BW>cfgmeq)NN2Y$op1Lybh5|LmclyXlHp6bi=?%SYG_%uf$|Wb zaX3b}RV9QMYH~^L(mJ7}M+X=(Mw4Pj9Sjkpu$TP?^*$Y-;G2ajPg^Ykw%1ScjWNZk$jD>LZ z6 zi9NK|Q?5sf(@QCKUP*Rz4bVdqej%}cN3MQJO|Gt4de?u%pj?3t3y~^189=C#tq(#4 z4J#wAQUM`x1}h^zO;wPE414fpLQIYnq6c3l#FSi1<>BW#P3;|lF|!U)WUP=@m$K@j zI9BZ~&h@{M;pb*e7kI+?x8JX-SUE-2voIh2Mfa=msU`$Qf6lDXOC)|DlXw)eR^+SQ zW}7Ys(#s?#xPlgUVq(J=PB%R2;@|~Mc%U4@7RFa96_QJhMynNWArsELroe=wDS0T} zSj1ZK-r&BBMYF8Ov*4%{-389s+N54pMt!kDQSq@^&KB%eZy~0;YN)+NJde4=;{L@? zxLx*d2RIh4!u}gJJMHXMv-*1P#R8{WaMi3j$79cY;v!Crk}84)P;?}0x0x-sD3U&2 ze3}DN&owyQA*4oQZigD60%`}uwJ(rY$rN4?OH*nv!S$8Zu6eA@J~G&_*H6j22kBc72!l(_(HAZ>NG9t2Wa%bsh?AQ78hE-Zo2c4b-49gZ$A9U2;0Ysk zaXejf7`-^25GIoA*iRrw_F{LU6ul?jh6=p8keGqC%_Q)i~v&*T_$&uhbUA^=7qxbW4OhGono=ij!7Sai{Dien#EhG9%t$FQt(TQPxE&Je>7 zH2kfUV~dtynJ|yREwyTkR>+e1fF8ZNp*AL|hn8U(Ysq)}C2j<`TdWRcL5!niSVqO= zxbg1TiP^7)gu?VBoz4)7pU2(f8F{*~_{MksLcAw;*3B$8rp%`UM;ZpgESUw5#$y zAVMi-73~9gR=GZq#Y7)i#rr@OE!GFJ2+2Mm#d20;jh)3!^#K`@V<+^Fz$44C97Cyo z0mlJojwPhE$-R6SD8MLX=N#YLWXG4cw$T<=UNE6SyF3cu~Jd0k2w*@$OfpqF`bIud21 zV@S?`yx(O|Grd)YnlLXdu|`4Qo(pPl$Nq$9;U81wUzBIp;EDurL3Ywm~<%% zWC}%!6{F@^^N-j)}N})h)QL1FQjAIotEGaq_SfrppHbmgQ z+EbyVedG#7j8voK0!5Gu*>}rPa_(JR&O9uP#G+?UDJzFk%*vm|h@`WFx~oaWN?9=> zF^_SHhTU#?z|L#79ZxMON~G`twgiFY2c|6xv7BistB~M!COAb%j-8NOki?W@IfhdG z0*(XF9LrW(SNMoIP`qP^P>NYaJ4T*Wu47~|dB?C@eKQ>+ODonfvIxnJA;og0Wgd{l zO?3deo=r?%E<2(5=PNZAwcAPA~#qFNO@gC z0N?EqWk}Ab)baw=GbU)CVHa5}c#vI&B`gL8w0sZgvX zc|lJMU(AFlB4QG5HZw?W>=J6y4sHC>*X17wd9VN>+eTWi3lWUR)Ii6sc?bB z?U9q`I3k7OV2$%gSyB|r1vxf+2@D5e2XiS^h_1ovANDda0x5TtLb)J=bq)&cd0_{0 z;R;D|k(6NyqJ4_Q08s|3T_)~eHpMFCLxQM*5+nwQGFa^r>y8u^Btu&&T>9cR*^Q-g z>-NzZ$+|DbCgL!8UWt%dV%-FZ0it{t>(YZN1E({kD!CF^fjJ#cgjqJ_a)>@N84hPA zNDD$cfpu!jIWrie_1|_R5AxZbQj{wyv0OrZz`jM@GMg%Y2F;H3@b9bs>7O!YD7X2vq5+f&GK!)j=YP^PVf;X zd5yYE`r$bfNnd15Bn7uDio%TbyOPk9atEoPK@XOqS^cEZoi&q$1$TwmGGc6T-j4KT z3z7pU#dJ4mL5^BtK{AU{$SSiS8DrD8AQ{DpbcT%bDsXcx!Wb9hkz0^V!WT1Piim{b zJ&i?o7Xy=$p^Fv4M>NSZ>1xss&zS^0vQH5ycqt2}hJ=M`kKBS}Ob;wbx`p(WNk`2N zu=FZrj8L%7W(Cf41&hJWB5^#6=ev;`<#NJtR#rl%boX>qz^MR(GYZH0oPfSgS+BLi zaaLBsjMepOOtjc)m>)-EkU05i{p$*Al!XhGF(XSBqVl}BauQcPo}=#&Stmc9Swy|8 z3m(tWSMPkvKtOfGEdkUMBG|oJtk50wD~UmJ zD@?H|sCb1bi3|hgRx6TtTr+EtOqqZyCIyeN$mB~g7JcBBMQRx#sXm!4v5b(!am?6C zptVJxpg}W9(JV`8eU#f!l7#j7U$#S9W)c7E$1B#1RX;_Vsq$xf9WXDUVOFdeXUf_v zJNie~Zu{Y_`63ebBL~hX3Tz3@@@8bKTB0`N%UWXdb(!QX5HgYUMdJ@7lN8*wP)V4v zepia)m=%U5%WnXhWhu1@YbJ>aRV%sGiz{Y$GfKryXt28(FN-mVN7xkvObSsL7uR>> zT%;)6US?<#FbUeF2ZQs-WDfZ@i4C?4gIO!vsTm42eAp&(F3!L`D2$5~h1)BWE(EFs zZPFvwbwv4|W@IQ%lOB}!tZ!w!3n%AqnKr~I(58nE6HVIs48>{FW3z}hF${GNfOV{u zYe4_jn23%sT567kjfTH|{NtCOKUUT6)#T&(x5K8{)fWv)%h2}5+gQKa*YB?IBN$kRg+koMIdWMVXa zhA?lxZ3(7QHH!uh=OrB?edkxQG5j~JLe}0RUT%y>3%Nt1uOC;-`q{j__wnX6ZvCY9 z)ho(*27>kb2NM)w#|g*umyDP2pj7?_rjgqu!^$TPUFKNphK>?Ro91xAO}Q z79)wrZ0#GyWRi#3_CcK=K51VZHdkI`ARXb>Mc=7tG{8q9!QnVsac3V)ll6#>w#Ynn zk1&&*{vMImb|9^+w&gUV+79id5oM1e71wnr$*8K6GaHdyq{XB|9`Pb7k3uri<0k1b zy*)i>Lqrd-oIH)tV)7O^LVj?6jBr1WR$937?voa7AgzdSlgO|g;hO}DkQ~~DB5aQ$ z6%p;|-V<@wWBWLfjEKsI;Yb|ld`^Tjmb64elt-tlUFUN|QZ}?l1P#B&Qs zn}lB@LQc-CC0rmx_VsC zHnqt!uTCobPu1K?ah$mrqBozKfZP3MwO=>O`^ap=&Z00Mm;|6A(lAd=6Kw%$1{xzh z2}*+)DJN9WnC~~6YWw_nvs!eS$dIJ$s1k{yS+i@N>T28EvuA-_))0|0h9+eh*gTjS z$J7fjVvIZom_n($*#fu6_BT@q8zUadL?zrnrXDRK7*a;X4ne%SNK$sOmK7)$Ln~p4 zLf5Ro2W=5OM3b>~%mgI~)n)usDq*^?-|W75t(BTk9ct}kX8 zBh`6fI0Y3S&LcFV!+Hb`+j=Fu2}-QYC(OFuRuwC8&S&!nTj7+j!-7x`4WTetDeNIc z?vrnwei}kypcSop3Jst^g`^>)l(YkNq}hNR@etGj%a^=5IAUgDMYX4UQ$#rlafHm? zrn8NR9XPa*0p1NPNeM`o07J^?q%av!W(#q|%nC!WViw{^nN5n9A_EL5qt~U2kUoN# z4GdAV{P@~KaBR{s3nQLjM6pn^5e3kq5rwGsk0=&OtV|||gH~TaC3e{nMbQunlN}9& z!t~P+3L_j*i~+OLBCE3v zhi&@=+;|<1nGp_JqW!`74U>0UVPq}tu$npxCcxV6RXIR~};c0Wr zDtx2c5jEhyj2#EcBCsPUk8ek{M*Ff+FT-Ngu9f8Tz53H&0h}4y@W=NqL`L+^=Xj-^ zgRu^nVACC&Ild~r_e)CE^z*8+8)_=EI@_tEd!%&%J&xAL5)i;++TXCm+_UgYm~F9|HH0=XL4~VGhS( z+(-f&bDOY2WcEWN4Rjk$5f|T~GO?*=kNpQw;9N9Nwuk(}EuvF9x3{71dvav9JDRO- zx$miH0Y|2&ElCgEIUma#>>-xI^LmQZn4(2;jiI8Y$^b*nhMmbTaWK)R>TJme^???6 zi~3|mxRFUvr$+f{x_bnAVj@{@t=$25WJcF*-}^SxWYoUv28%`1imn@C!86e%a#2oZR4 zin3n)4O_bBJDU31hH0ASOV%~Vip0YO7}X5w00g?{k8nL=i(a^EY*0S=UADe#i3(~CiXHMdC1aIeVLZ)sTJC(k4?>wHc@KQ>sDr>Wu&9o zrY5h9Z8!x!(tQOSU!X-JgT}G83+LU|75MR5HC^%z*!djM)`N-6knDL@y2Q?#^|Zmu zBSCe_NGOWK^vlyvj0%>Dp(DlzS0;Y@4v>7KnefJyV@bcT=rB)b&>zn*M7>V|wVef- zNj%gg4gz1~gdRw-Pf&BgVD?rU2jhsv`$8lT@NVFD>V(tc+?hHI{e;!qYKJ4a4@kks zv*H-!ofQ%)OkXnT)6UMaeZ$D9bIVr=ff#sdb0e->T95r=n@#+ke;IO*Pn?IC_D zyQj_rb0phd#%#hONyL5pM4=@Rx$Om>7D>J{fQdn`d!b8ww%&zH40&n5h-KpP9y#De zBq$$5g~FDPOhJYa5w@JBOxTF;MeOhS;MMNkep};elQ}NoWa9?&=nIS}*Htim8iW_w zrN;Q^-D&Qo+D(W=U{E$ONk#I@26d!B`qMrZ({{Fa}2fD z+#wR}U_3_ND85WyLhY4z@P5}Ktw!V$alFCQGhRBFrr6|Ic`MvEFvR3za7mlIoO-{> z%W3wTeCXO%k;TVj5;6Et;u(7nB`Gksor0sbT4us5V$3WIA*U(>^TbEO+cVnVbcgyv zB%7^Zh>K!+1LB30Uk0m>VRVd=^6f|NV?R8!ij6ZC3!y3lLRP6NN3-ZtWpFeQYcdjt zUPX9cmkXE1vJCmt97A=PobkO4ba|rLa?^aG>FxK~-f)ZzV;W=1H+mef0SoUJ=*>t! zz$)ViGp2de9h2zyKWuv%-EldD|ENZwb3i1-kK3d+T!JwTF`cl;@zl)h&1AwYd$E;L zy9uFi8Zv?;V;aV7Rr(Q|c84*45%r7q&{9>76_^JPXLgTT5%V$CH=WZC7`Y22XtVab zyEZ$p7nCy|Q*E_LK-l%i)47oAk5U-1?&?G5>hqyKUZS+&98=s(Ny_v13GFg4+hM(9 z?r8pOzW6zRher?s{&MoYq!Fn!s(a60(}<(VH>wf+kmud&(K#kC;_W?!Y=4}}->1J7 znIkWfXDaNpAMmc2w^ttTtp0K~|MqP%xm=)wVgIZ8Up`7*w~_h>itvJ_*!_4@6p8SH zrug#XO;IGm3!38b$D5)^gcmf$w;ykcA`xED6wg226on$#7vs14o9fc+K^t+;pk4F% z^-s1PBeDje7k@AfrTdezz}P{M1|FOR_mV8XQ7TQ6ul;182F`3V6j_lx4VB)+a>d$^ zL19JC?Q`KEk=;5R)Z44k-B-jxIaO}F6in=j2oCG9j$FUNVL9*6acMV8O8Ma8FTI;1 zYA3$;K1nWlcQ42A^b%os+Ql&fB?UYJ49;V42jyx;2$pxx6v3f&h7`SHk63ZKp6!o3 zI>_mAgT^+Lb68&n8&TQ~<_wmFi^R*S@RU=`Iu=Dp=t?=HpyTzh2%uZqY992r#cDoV z)PKV*g}YZM#CfTMc>&rB3J3MJyyO{mDOw53@V=>_MwDV1qDfiO0+amF7-O0)l9U}i zlP-Qb#&GN4lrZyd?-$sTn0Yu7X7JA;?vg?)VHvi2kBXLMh$dy(ZFvF1E|Qd8r|AXU zIyfcFyrvg2^Kcw9wv|3ICTrJ@JV_f1vJAM*(!69m$pJxmhr)Gmp=lf(z9ARL0v8Dc zBqk7F{Ib_8ULHg}sZAgg@J{O-lduy6?cHG#!aF9ctvi|MA!^hVSi+nU@Pr}VgyTS$ zrNwSzpbrx|>Pas)HoGlMu3i~hRkVVL{U5jWru!mmn^GN1*jbG?jm<$I%o{}D)w*7) zV`C$qrXGcQp8{{8zs&@V^X6YmzR^L5n4>%0!PRX?vD}f$I(g)SKfWn!VRPq5w2UpLNX9( zlE~<;z#=4vcA*H{qew+WJG%G8EMwCdTbn5C<3utdYFn*~W@nwxiEze}mS~9b=ybK~ ze2z%Ul7L8z4!_3bWKdBt+4qQ>gkK{|`Es7-{M)qdS9?<2`SpPmJvG19Rj zRe%=EwFDRvMi|EQcF?3MA)^RJj1jkT_;`I!O5S|`>cS!|J6+?@$?D!nJvOZvw1MMYEO(eSE9_51&Hby+wGNdy~KeJu)R9D;Pe%b9e zQZxxma#Sj$`Ry7QEo2x+lCq1ns(@h(t%PNvQAx*GTR4{OWH2-jI#}fTloV8abd5kq zN7)FRy7P_977KGBN=W2EU48#-jxCZ%ljk0A6ug(AXnChB7r7C3u4JB?2#A&!t4 zfB&SP4Tlyo2%qxqXA)va85KSLZAR!0j+j|tbX08=;z*eVPkBpB=&vP88ToH{3;6g5 zVm2^@J+$={CepF4^x8vkY|`-ngOOlFu~4!R1<;}qg{XG#@(R_mP-0~=K^(ODMigR~ z9hDRfp)lFeKqyQ<4WTf?5ycoF2>W>ta>E4m1R$qTusR{G`KQ|ntwU*w*{NEcaM?w$}P z<(`8V7$aHxakL`34=317>yM-5gk#C#V2bQ?_7MkC%U1SEc>W+|yXQXDBF;?hw+bhp z-@*8Kd7P2jL3XfAk)C`Ut+a6Ei}mS_K9JU^!X-QU0O7p4akrzFQ#=6*o!R$#`Jqnu z@_6)}gXq|VsXaff|@F0nI&jvrfe(1AS zFbgxGr(C-+WU*%_c?QjotDqc=Y(^jCvm3QXwZMu2O!1_qO6K=Ng;2hDm{bM_36LqD?rdbOqB@F+GlsaRC z4WyLt(eO1XwJI*zO%YzOqsg&Wuu{++G9C{-FvPN4vCM_DNcg0isytVTZ>$bL){sBZUM&o)1#zZWrfYPUJY&|niu zk&YteL>nOjd$(0$8f+T|4>%8fd!f)R`I84l0*q<~du?}-kBkyb<{y&BP<-U>q?%&@%B)U+!X*V@bcT=m_YYsn~diA?ke!s4XYRQsT=c zojY|<38IU2azYQJ*eB?j;PM#<PE;svq~pfy#lR;1 zmC*-ss(i(}PxCHCt!}!goTkXsri&bI>-ke#$e%YO2s<*>UV(?(LT3_jGYqH71hzel z-Fg6Lu!|b0uRR31i5VyFRi@jp$U$Pu%H8k1Qgj!UIT1?5;>U9t6#n_Ro^5JOUezWs zbvH*i()YqUN!hr`klx{XzUB6AwRtpbG7P$~J;YCC*U5Qcj%2iXSR{!!i252K5V@2k zG3s@%QL%uDL9dGtAM?6!i9-fyK(S(_W0OB;h#RYvrcl`Ok*QzUa+)$>Bfb~0mFI(a z33|V+GY?Nw^8Wd^>#FlNM%D_DFk?{76_BY+3z7WY~D;P4OnBIVRA?26B>SGukW2Aihk^9&W z53OS3jKxBz%7Bnns>;zU`cxSl4aAy^#GzLa-q+>ArLio-_`BR?L-^#ZeKWXP&e|Pk z%_me1zSCBRV`Lc97*oFI;&3~A#xnzYW0Kqc@%^kajxb}IM_ufQeqSBx`YWtsjnem& zdRP$}+V2MQAJqtSK8TEfy9;*@yvKYuGYpqtOhZg3EOIUrb>+MF5xZfli1~}CU$mc=s&cHrJUB#H^^2H~slMr)(ssv7ZzHK* z&Uj3<)g}RX*T4GEzU6Hmw;S5z133RE#m8&x5~UN52@bBuOlX$@UhCS-=Kk?_G=Dbi zf9~GxF~8zF)55OsR}?YkJ7dY&o;v@_nsQ7LM>VA%{=B&MYW8O|LoL}=PbO;IGm3!38j$D5*1gkL}Y@ypL2t7^NysV?=# zkM3^2;rj>e`p>W4!JXjZBxFo_AqZ2_8D6-}0=rw5V!(sb%rt*Pvi#PmG)cY=l!3D6 zdJ2d13`JHjPeZY-DjLXbXyGr@GbpUiML{AvcQ~lGZ=<^2-r+(Td{GLjcXmYW>z3U~wgE0JfjwJh_SIj0Xt1L`2{w7>N%GbRQjC$2WO^2`U>XCB-bUOnw-3!7?A3gtTGwa% z=c-&zk1gpThE`hlKqr((D-1*ImoLt--wKKLCx__~HHFzPYXVasY^K2_66eqbVrS4H zJ1u>5`xjCfbqWPtki4u9NI6#=DBi;9o}GYC3K54-Dwb%(4@vq7gfxSUxzk$bVnRl? z3@->sRmR!kFnius%M~5)i$z1#z9LA~$Qj6ZOOVdxNNA2?q`bz7cI*)^g_V~tfz=~m zrZM}Z%%S#(nn8uU{iCV!pA=ZyB~lm((~$v6QJ{DdC8KqgRSqx34=0MeXsVBDxJ2{M ztKIaZ%?M^UxU>&zWHtjr_*FxHhswnC=FW%qndYSV*_o0wOv@k*)AC9;9AlONYPn^A z7`t3cZ1ocwx^$Bbt$<{VduX=Y+XkheSk$0|&}mRbr4=L~-||f~gb~4%s!|y&(=<(| z<&|m%k68w&RVM?)*yW7x^X!3SjC&w0cWfa^$+*3sacG5GvXP7b_F;>6%0J^jq~&M$ z$C*yc!`aWr$wcM!i@Lg5J=*5>XGkC4nY2FzFrC;b6sAKIKq7M}#Hx!&;%)*AwwK-N zRZ9FA^#i>4K1JYYt5XO+DM;g{sn5Os1YXv{Ndw2^Nwmem8Z!BvNtA|RB4ykoDpwZX zSSuH9Kvd?Op5=VMnVd4WAn)RHYVwDuJ7he(xj2J|H%sNpbAj?$8_cK%biS##`-NXQx~_1j=68^%>xetyPg~_AYL)T1 zDKz+*A$FUw(0o9kZP;(#qH~|>ahBBx;g;0WuX8PZ zYMUToy+E9#XSXU)Hs+}i#|c%KPF?TyMr`HSH!Mt(|CUFtK{8PkfH2Kc-n-DJbmt;5 zJH5*qyR{ZIcyt8uf_Z-z5z$Drv1B+&_OC-!`~x3~a{VJFcZl3ti+n3Nm?T9+Kgc2F zBD+w#{MZoF(a#XV&fpE!^ZZzyY}B02aioHgdh%NL4UVTw@@V4@Mo% zwZJHER2ZgYkVRn~5fFqa919`>`FOv_dU{S(I_DAnq z&@+;y58sv3V4mFpmTGy=i8F8=dbvjL5X}LDvaSx=>#N!=L-UL26h||fWwUE$i{?MI zd%p{}g=MfpPADHg7~sAMzonw$_xCZ{s6PXCsGSjGMe}U-^qeyqm8U3wl6j9{)Z$X}eA}zmou^WSJ;R>U?#I znE{~}vQi+g?dH-ngxlJcq~WZB5z4H`cqKk(mBe??DhG*G4g#yBm@%uQKw7ILA)Hkl zMBcZaFdfu&Vr3#s1PuJCIvD??4cDAE_sbRTp|pe0)mE@;{QoEMQ>+!v?jD#RJZ%b$7jv?;|b<4_usx%xAnSS-qy<7)?y?!Wc9Tx z8%6p+XID&Fnz;8^{~X%l;GJ0N)9qolzW8j-Dd2$3q}q7|u=6MD3UVBk%72@&jXHQHzJ*E z_E=DJJ<9SPCo}YTP#{Y&qi+*sixkrmV!)pF?ojDLLSs|aQ&^>;VESDTK~tYUhK&7 z|0=?`I9)C0HQ`a^!KeZW1L9?BRFj|@fY`HWmh~7EL0j9w5lz12AQzK}&R2)OnN;R)*z$!$f^6Xq;$7Xg z@mc@Ve!6~GzO8<5zk7c>pr_Z>5-B@}3x2Yo1mY$q`k(fbBW=EWe>)&X*TMxqSx|}* zrzVSALFsz-7)|3^)eGP)6C-2+Cj7h{$+2^~7IGYdXPJr(=^9oj9Kl;AWj3)*uf1~! zyHbN#jzjRQjtCapdUw|>7WBaJ?rn8t{=(`frYWZDXF)6}^dpQ`^dSA2c5&_CH~YI- z95SOv8472G^tqH(2})Zket&iQy1Hsu@fg3rP%HM!pI5ieZ780&*@gZmm%II>#&-V6 z4ac`?&cQ!TFa7`vHKQhz(I5Qtgn!n5u+KT+^m|DZ#FCQs z+>|RF;FT`(ki^nFp<=NTK2$DNmJs(oStx;vc9H}wR5>j;x1-e#Q)Ks+7Oe_M%+K6Z zhS2t%0{G%)biGiGr~QsN;N%etM0+x09p}=z#ix?%ECE+mrKiwTX?& zFo}o#lJhM+zAzPAqIy4IhUft{52~{EojX@2_SPa$o}E>lLPtgAmY=FyoaOzBB?LT4 zM1Rbms(4~iM4?Muv?!I2(A!f6~0Outy#6?WgwaDw@^+OGDSIhIXv4>J8Z zyJ@Q3>|Qa&6(ZYRv)fZm2hW=X%z*NgoY zwdO~h!=@7o`)09gmdfBts1~Ee$GHOUk7|LbYx~P=v%$5;)MQ%JiL$3Abhls5RY`|^ zp0ud*8BUR_Hke>1vz530w%$}L)#jQCEJnW(glhnpM+rJ$1zMsz*%?(yCy14ZD_8ASgKx;z9zmoympJU#oF z9M=2luAc4ou#>9b;m12N8u?&_9<^TKDa(4Z(cpSdD|+l|^Q^a4qiw5o-JHBVuTZ^H zi)N@&<4yp@;DDzHi1n+J$?Ma%L=ndW?iZ_@8P+@i0aNpz=K800L7kHD3hOiX2b8vm zK}D5Dh1s%i0p_4*0gO`u|8RcVf}rf~Ks@4er+&|q zRR0_K%`3W;wc0+wR>}gEdP`|eWP%UdFN-gz3{r*dPJOrSV3&Ai4NCrYMW_0N_ZDij zErT`K`vWi$RS-qsNT^Agu5<#1hSon;h)uWV4@=34dB2(6AO;d;P}wz11NO;N!2TXn z&VFP1Suw7@eEfo?t9#gqVvzUqe=p&l!G~Y#-LIcpIQ;qkA3wK$W0oF#zWmgF1@z^o z%jMmw{Rs#G#7Bg`{p`NJTGw+7DDw}vXsLw<36gfTyu#`^bqs4x#NUf0Jwgi?{f7x{ z?Ps77ozL~+7qpr8`!!mp^Sd^S*W4|V`pDZa`1Bb^BWTF6vKbrGk8}n7XT3zwe*b{A zq+RP*?T245X3(M2`lna7_09gC>fAr6<#enDR_aMubZ)w>!?-s!H2t;5xNzH$w^jSw z=1KkY0RN}%LqDp1Ts>`NwoC9AMD71K+m4Bi(6M78Pzgf3SZb6@Dhe+rMW^TA#9iZ9GvB z4w}V(>^FoI`_FqsmHM0g3;%@Q>c8;s+vZ+1gZT_tI?_X%ZgdwSmGuCLtqg0ucBKbl zIKElRqI5>VWPl%c-xR#^fExKU4Z0b48f$G5;$SU9l2TnyL<19Cy59T&@IP+8)N?dH zmfxRh{(}=#5oMla>Dj@oCAwa%9hMT*f|9P!>r>aC9|QiD1NNi!Lm{ArGiFtCgr>6z~FbFA3#>?q)63+Ll7$FpUfrAiZsG?bhwVP5KVv*YLa)x(o={w|^DG0V=2Z>_%a|A+ z4jZa4AcUAWX6CIlt1|zjOvL{j4_VfR%8OSwUnGW6ux6TN>}chq85*(?T)JjAyj4pi zPxdn^8xU|c$E+E%Gw&0P;hE3Gv!z3xiX1@cXld(EL0M-Dhj6OY)6TB`KT!r9+$>jjD}yb0|u)gzKB3l^e%#Tq9Q zf<`@+8?)a?S@WBvGTUJWV1_8;*y<9}Zn52X{t%-Aj_HrUY?co-@-{@f z8cDw=08leufvd`VU8K~{5b-PR#tSfrP~sCLP@lFqAd$fGKY^BRfxr~*cU|DLYKA@M z3+_u~EwkG^>t8Iqwj>~QaHx1bW#fn1V#>W2$;?x|u;Ij#f@)C@CrNpih_NEisMKyK zmtLtlg5{CM`KBCZQ=`jmF(Z&7sJaw91WCLJbDBF9f^DAP{-Pb%2nZWeuHy>68f=f^ z!<{KW#?2YgF`aH&+xs>th4*ZzNwMLC{ScSf2~l9=0Hn_%8dQRp4s_m^I$nR;l zwwjgcpJ3^>@93XY_NnLMu}|S|G?v}QIGe`B6rZ-{sda%)h|-_pKS$!60*?o~_7ggf z-;vu-=s&4Xz*=unAmD+{L(F_7+|6o-3;htzJ@eZTocpY>8;tf1<>E;K3?kWu5gcgA zV*b@mz$nzvGQq0aVsW9mK`W@u%Pkj$LLOlzF<6WsBA%tj=5!FB{FLdxIfa*`}*sp$|TF+{`sB4ynIfB6Iv_5?_J*l-W?M}sy zRO#YIr=NXcR5I%g){5R1=PM|`;&N9vo7L==)?|X;HC3A(M|h~7sYSxtTY&98rhX?^ zLAby;KzU8fA4+hsP?a>=lln&&3277t=830Z82UJd{7lWHIzihP?J(qGvex@ z##E9zOj^AZ`A&>czxr;XesW>Uqi6@Rm>ozZ-D`-P>v|iyl^ITm|M!ER{lU`IfYtpB z=DAs6E<|`Rr1@P{xA^ZaH&qKknt>WKTa^u}XKeGE*R$~($<{yE5}-eqiCMyqSY2rP zg+&neXWFx95kz&0s8Ma>fDrkCA12I?ohCQGZ-U{<{H%IJ>f7cy{pGOH4IRj2n>YA5 z0j>LElu|rIYN^$?nD**JEKD*y9@kvVAwghIHF1gjsMj6{h-QaqKBpeiSP!@QzwbX+ z7r%d~usy>S;O?+Mk9iiYOTJPIjjztn&Q7RY_OEMxVg4k36FbghUMSe)Lmm1^um-}p z0QN2h?X7rc_Kso8L4|^xT8EBq1tkIvYQM-}X*kjH(cTq%t>4WvEka)&==ul}9=!Z( zvMd42G-&~q4r7=zb$G90GO4bpiVh3~Qzn@xic9PqT zkF+rKsME`Cs;HI01o4jA$P#*Fq<}_)BX8?Bdh)#~S`Vl{In_u1^zb-ayrDLj z<6aZR9DDcPHmj|=V%18AQask98nqq;1H*uJzfSk%3|xq!=x`t62kNyguhr3vPn%|i zS?%-RX)T=E#gUCT9sCJSXYS^wVGt8?RF%wT7?_QA9Y*hU#MLZTwaG-?ups1O((@>1aAO3hWc>7UZXGnjk$Qx;F$h*vyNES$*B~cQ7?iIU+n;G= z=8iKcZhX6Xq_Nm;xX_(jv{R1kLJl$AK4Vq=k&z&4>E1g(12G`ID8Oj`f0mgiM7TU(!AA}j3w#V%!RD#Q)#8?h&kBpkzt+1TEYn!` zf1ljel=oN@+0uqVuSJjQMcgS*7d4*sP}EsOGyNla6iQ3N+SF}MJ?L=N8SCCsKSQdZ z20M7^dW*@`3Y(pfjH|6Imp@+zek&LptVK*GpriiC7mTm|e20CB807vr+kVvpoeIKO zJ5V>HTff`pp!C4y6rJve4fRtfM8nU2Xm^k{IxOW*9p`!@GU>hKr_1$< za6jzViv}A{>;I!}^7#9dl5AyH?2Y5I8J#GFu_x6JShS5q374LCry1{b=tU}I6w6R@ zv&$>LA7R8qKdMojYY+E3Gf^5(+ltLKBUalx+K^bc%|%UAW0_lRyQRTQ*@OmZeZ|*% z%t&Cj1@=hM)@;)my=iVIl~G+l9J@$j?cg`qM!D2Whc#T>W)asbms)8)Al`?krzQi`{u(ubL|HS+|79}(v8ZL1SgH3b16eAzMkZ-P4zO42GVNKcj zm?{AsbPb3`kmU8IZJ@LxhRqCH;YOGPQUr^59kr`_b;3*}bl1dHVmK5*#|u=dj(AV| zl(GBKb|pPrM>2PPZ5dinxmZvD@G3Gqb<^Gpo&N_5AOBcwuCT7PFx&S`E=ujxMNu6t zEEK8anI=GFL^JqNH1)Q-D-GJYmAeegPP+zs74OtAugV zLP1Mei%Lai4yXR^_S?)8!aDnHnNypq%x*G?*iE|^B}z6^Y43@n)FhSkw8_gmK7cVJ z^K%0<9Jsu>tZzC+$Vs!+GSz{x9S29saBj<-wj#e!B^+1iLUw3qD%;X=E#x28^miB* z^q;V6W|5Bk-AKKI0|7B2Uq)0b<28#@)YoLiNXoC zog4SbS`bbCPQ_Ckx1f|PJyFu-JZcZ=d_h;It%$BdMG?$~QNMdf92OHB%t7tMM#ToF z<2jOkY~0ssdIMqXjqt9&w33;1Bt1ige3RE^kb$S1Emj9yhDiRVzO>hKUg}Dz5&p5(l{Gt=0P$(i#dKBXY`;X8!FdzhUS?{>RHfTKQAxG+Pc;A-^Bq@D zrv3wIOwi~lws{3Jwb>8oS1bdK)-fXus%;#ftLs1=+JClKKg@I^cScvFnK+-J-x5=U zER|mL8?F4sWFm~9IXebLCoMu7bLU}Z5ghNhO&XZL`QW_ zIAeF(VA3Np{$#Pb$JRO9J5&Hgv9+x%qG-()Nl;otk?p=#jjVuSmiYsAw`$MN&V|^D zayOW03h+}G$8tkB9FNioELY$(@wSx)M_%S@Y!zk;z*Bpd1>>4aQP6hpVpGVNA5(llqw1jfUZ37I^A#Fl zPpUt0WKp>Q=9Rnp9_O#y*x=fuQ>IbA8IvIzqBKRGcnuA;n$r6=&e~#gO!xE!J7kg| zXS>3-tM{~Z!B|IyCo?6rmN%V;dcU2G>r#IruW=hm=!614lcVEVkYC1BU~5T!<3R?q z_R2h?tW|WEVDldmK<-$Ct|u_g7H$H=5-d#Ak*8_bYHTT%r@U=P)Yb8XE%h-Q{ZUCy z7I;l{O3JqywI4+#jm~M~K?JLI+KKqJEjcez%&7Vlo#WZb5Wb@dPhC~7MUkug1M3rP zNtLGuxs^%XE-V-&>Xl9tZ~gN`uYcwkX#L54Z!y_NZlzxqu!SYHJA{M~iQo!)6t?(M z4NcIW9vhvbt42bEyIU#dJ(Pn|VYdQ4nbM$&#YeTy+v*0iYvnNpZF)-#ER;#v9UOtb#FqAuS@2PVwyNpd z{$07sTE;CH^Hx$D06MFuRK!y2uDVq&w;z6afAtYnYubQt@r{j+xlp3Zh}tr60cQ{u z5Y#x2jRhnwH63;R%(E@JubIX@!DQKL)w&4X=H6!RXbI|SlxXVz#@_hRRgG;_#sLQM4RW?8gh3wqX_cmHz@+2KDW6- zyZp-oWkQ0U8I4){P;w&mg->hc$kE8c`m&^DeK4=)+ON@=&!mHuy#a6rDj}LVHOElhwCS@ng%=D5+Y%z(gboi`oWK@&vsQ0Q#YrcOIGT+&y zytU1O%Tq5^4T_9+Z9<~z+U1i`wJ8$$@t?EBUQhOvteyRyth?LCUG#9ILo~Hxy87j| z39vC`s5M;sAjl5Z8F7Ipgey1Y5B9Lw$s&!>qWm4>IIaq4H}LV)mkk=u?fY{H%FEoq zaCX;xtM%HgU%riGzuu6=yLpf^M(1#7PFygC)7>=SxLUIvA)O}e6u=+3BjV_wLyGGq z^0nSNrf8GRkUi5M2re2I9!wwr4{yxEt zcz!O-DQP7fB`s@b533m!phqrBpt8{xU(8ZTAUN3RZHKB)vQ$^FsGNeg%9P5lj0|~jJ z9{2mI1InLRfoHzNd_Z+!lvFS+QC6i85pjDxxzTn9L?=m$^*#md@8HQyuapjC=cU>e z(%HI+6$iCCRQ0eBofVr@OPQ&iU|#BO$20Wk)~aA^EUjv= zn&qXvK*}U>X&vp!20jSbsz9nmn9Jp&i!N!4r`jxYD$5GET`~Wwm+D0jm9?0WYSlNY zQK03~O*a^MA9QtN&g8Ya#;e^mq%$KnW3{COj&(d!#*Vp3<%j~ ziQCLt+OTc21G5J`>cx&OWQI$vRgY-%?C*1*}67>i2Uu_WYR{+vd-n=JjFJ) zsHfu-ev>*H+MT5g#=+c1j6r@+F6#Rk%SEW;C-*q<2}V1Lu)$Rs$#foXaE&#pDlaOJ z!QLW2k5+AvkWpdWnd7fI->?%Pnwhkg_hzq@PQ-myCkT4GM`kmi9xIv^U9_nFopUuF z1k_;+u)k762=-$i8XWUg#Yfxg+ljB=<71pRvc9=l znFd|h70tA*v|as;zp7Wovlw=UP+YlDJ3YMH!}Q!aw}agqdrq*?ml{I(>U-LcY&K=n z2^*b}Sl=*%U968fef`~UD$z+aar}rr`gfbMLxgZVxV$yzGvKss&@J;j2%C^8bz_;RcfjvLjdKyk6bu?LqpUR*EQ#-S!sKWPKz@BjnCg(0*h!WZ>fb-7^l0 z)0BU;K~=$7DO%Bro#r4tf*lP0#>m0rH_xN7EbvqZE5&U=IGs|so#}qDIWuXa(2ecC zdWb`8P814EzoYys(u%qop?bi3KuC6$VFahGd}veb`NjSB=9Dkr`m4qOJuOhxAFQk6 zi9W10n9c$(u~ToB)Zrtd;XhZm`-O?o`e>=QbrD-Q>J9E=p?n-AYS3+3 z5D938r=AUBdMG<`-vvZS2<;M<;O0-XfnKjsrts=Bflb=g=ZK@lBC9s8m%S#I{QRWN z?k=#KFjxh)I~+llF@hw`gF8h$)%Dt)yIvIB?pJLPRF!057NX)m3sq$iorfxW7w7pnR-S~S*qM8RH0TiYf7 zi-h;KbVwoBP7gmc?ffv&-PN3c-|?!#OLCzwLB$IibQ6(=Lu)G&V7iNdua}KjHf~?< zaO?g^mT-_zJ!nqF4?ar-DLXu1hdeGp;^Tu3&5|)qg&OYLLsM@(z;R05Yg%kPf(!N5 zsg<2*F=(f5Z86Im9{uh*hs}++S98Z@6HFC7V!bLBkS$%iXy5K5QO#m+T_9t^-MrjX z&(^sRu2bm*g%U^A*UQ%*HPuYw#m&_^kLl@PZ1g!L{<;C-Wsxf57y|`mS%OH9BugiD z)UjigU|asU#`eqfff7C*x0*8toSa9F8R^cMC(Oc$O$iyT7Lf^G z*=(N2M7t*ak&?d)Z$MGd@tkXo|ToP7i4Eo9T)T1?YYAVrzS_E32H?J*eCalW7& z@5RT6=#T<76a=yOwuv&1b9Loi-{u7Ywp-!BBsb(-5Ir4BZ=22LI82SMuCc5$aX1OS zr?vcUk|qv$iy6C%+Yll7<)W<{&1@CW|4#1UFuX8{f9XvDk=B%6|2kl}9fTbtr@o;s zM9RSUNcnfomX&*V($OTZ9h0Da9J7Ch4`kB;ish0N6uX?1;p--Z2&_p@nz1JSN8iCF zN96hfbguuCRh;IFH85kAA*`MHM3EyV{Vux)52TnN63TVXilkp>m?X4w(o6Rbm(Y}| ztf6TfcEh9kSc<^V{Y3|%r+xPhlB1~TLk2yV@MoRNEU17`NzFkmy~shWx%=)P z6v>#~ajw=VH7LW^aT*S)K|HP_)#c#{U=|ggdX3UgKt}t`I|`hv>PQ~|=;_L&9d=FH z$RYJz4gfEslY(Owf=+MO%wr*sQ4ViWv7@&L+mUoOm2sRY@+((d@t8!-^la&3Tt;*z z&WL@rm$a=t9ygrW9=On++YGy9+_$aU_I3s=bbPkhS2!PuO@J_n4Lyf6)6K+#=a^75#nm_wNBzDi{X-#BX@unL zl={Eb)5r5MBBjy|+l3qS_(hxl8oA&Ps2wOBqk#H1iB2PX)R`QUZZU2 zuAo_SHY_hWKcDZ}W5BOU;^;!~a1lMzF$Vsc+Zt)H=xGoE{74qv` z;n*#kx9;wrzW1bJk=OT%oO7l4GnF>OK&iYP5-mCt;Bv0$T9~Jr+|hBBQBqXAR^aog z+j`Am5jkqB7_bTW@BuoH?OrFm+U<&VDkS)=RcVAurNhb*1}k@+2)I}?R|R@0{Z6E! z7xfT?4?lXHX~nNdq+n!9Yd)UqS&Cvjb)KqL{Bgba9_L5qbbZ8~c47bBL7qUJZyG*T zwfXbu`RVO%R*GEc3!1`Og6l&354iG5oHBMFq$<@6| zucrud5KecQeb(yIVFh{Lreq>}3o*Cc0eguz6JmA|ooh;0{JT`vzrZ&XOjZ~%M-4rs8yIpU#yc( zM>!hVzW7cYEx$Lqb7FNUn24n*G_A?O!8mX4I!2B1MfmNTnfh|Y)DSO$pbR_uBsZsd z!q-7DmOT^~H=RQ~58b69H!rArSGv(k;rM0~#jzN-Td^^1Wc+%5vzQexr46<67C}Yl zvEHdvT`v<=s#?22CNVMP_aAUbEM)h?ri8O|OH-OWnT z+gl`Xnw!q?N#Fj#oTzu4JsM&?9?_Wb^k>;G3S~)}&m_S@3-(z$PI4r+);Qyhs{;7K z>mDnKD|HNL^0Bj zaP9*eD`tUoydGGUTeNH|^NF-jxDzQ$Q?3uhIAf5St3l0R^XDQNc-QP2u~Cdr5an}f zAy)f5LB?ZbjF?^T4B!0vzP~?WByZ_UE%_X)E^GFp5xjGL$S;3m3idCvVJrCK?)$?- zH@6K3i?}jwQTc?4TR1sU+e59tQA$=vtxXW7n1qgtRE2({SxDO%`F_vS7$+ST_rcYr}jgp20Nc&^rsZrB@!!*UW zf|WT3&${i!Kmw4BwHFh;J(o(!B8Bn+BT&5tEIG0lZl+5USuRkz8#2D;@y!cmGvucg18r-SwP1$J2A5?20yyZHqY1w8s#ukp52ljA<8}7?KC~$NkH*eql(SL88k9r_cm|h&3RlpyI~cQymR#C}REki<_EayUEbNv}Hq+sQu|}uPF5V8qma1s^FBb{KRP%T1x{H z>1ct3RPs4JV;2#s)sRn+#4o3W>3@6?fd_X5L(k>yn4|wO=2`v^v{pU5mKCf7NWyu@uYLBrR_xWqP-j zuv?L+Iof>y-uT!b`+u_DL}?Sm$aqbvm-+X;99?_2zFGqrnTUE-{)L{`Ou@q*8JOb{ zGj-~c^@E4Q@yE$#xp7fbLg~^J&_9SPa1tiatHHIUp7Q$0-_nhIn0YEoW18B>5$ z5S{%{wSicm7uG{3Rwr(e0=#8%(-}$k^i@~HR!v|FC(yh8KrBEBrRiqJW=NZDwF8Ud zB`t)@J({*pUu|A8_>RWS;4g$O*OAFURH0kM&|Jg<5ZY;s&P2j^$#AVEOMo+aWu>WH mKmf~h)H?w6x=1YMSy*1bT~4KNk5c>lYJ@PM|8#$KNdE#{oE`Tt&W2Zx-!C{be#dg^I|q9ir8M1ls$K}3R42%rL@g%m3)!X04COK=m- zb~#KdT2$;W6jWMcODhF}R1b(bP}K0EqS6|bwtFU8#E1xJ{@?G+?B?>Oe*Uy(pPhN; zndf=tnP+C6nb|A8xmrurG|i3w+S)X2GoJicApU;)pK@gX;JhtA&^GjW?flKIF|VCJ ze&!u>1GDGc^Yb~k-4*!RZFk>&PdISZzv$73q?Y zrj2o>$+xkmXg|6{)0(v2uD-6646UiRrv2KhX|px0{B)oY?J&~F9pMzow+kTo7yq*R zikI9zrwh3>Eg*4OfMxJcJ=9Adt>jb*{{Q@SXZO)Ex+ys3^gh~2GSv+g2WGBuc>Y)8!fi^96`5cLOcp=lFv&DE=o$+QD z49b<|HmBoR4!kq*EWhh z_@EcNe8i38SuT@*0>Gm@Y}=%N0xvvE)Ei(rbSvMeVXXp+kr}kcyp^Iw!xvK@S!Q7{+eE>k zzd;kvA38LO$DHC9XlX(|KHWl7)(jNakGcF6tw^kl`73Mi%!%psS+{I=Yteby&=n{g zzHaEFe4I7(VLT%5H$Okr!}sAs(VDTy8%b1Y29{q^4c`F`{f(+bVq4?pHvDT|oAX{` z9)ReEi;cJg-3&#in+i;ab~FEiQ8ooo7qmfo=H%RkWW@-MM-97TjGk2 zd7_GYRo+?1t4=CNn$~z^R=y`#^;dlHOe0$ zH$&bysb~ZW*jCz<9Y~)z0md{d9@^TNRiMQ~v9)iF(xRdIXsKnSZTYlcfo7DrjcML! zXf12qvC~DXqML|^)Aao9? z3;u{U`RxCCYsTcDo7#x{p*Pc~Jqfq4&3dLxKUhR)T;R(iB-fRo6RXFcTw5w zwvsfeXf;dIjPa7vd%y3kRm8#`q&A<;tWFg6h#8NdL1s1Nx3jL96w#JRiYH`};<<%b zdW*Nt3$J2LyGYX%Ga33KuPbui(nUT_sv>7fgoiNtQQ9-$M@PVpZDeYKc*tW*TXkst zT{}A1mZ~WWD59U$pF`Vd6|#B_aMtQHdaELf#E#8H{$;Z@UoG;C(8=aLX6U5Q$w>mT zMYX)`5sMg7VyNI`$L3ZwD3t>fJ?y9Cg&n9)wC0-Mh&F3)#1EHuY($hA5^9a?O5zs$ zuqtgx$QMC_ooqgnuWT@+1N&s8slBzRb|2NAxUgrn3xo{l3Vduj6Kdam;ycyelit}i ztua4r*SoX}7@OB9fmO8HUO+a0qd(CO=q+iTJ3%Qm2I+Q)C)&zUUYRs_+C`S~O8Zu| z_l}9^Dea0iqK;x|66_q2r`r1kt7k)BD0B%e`XWf8T8D(vq?*y6p>-hXi%x2hx7&40 z88m4HLJDE_QVyy=jq3l!1wE@@AUt-qQ2$Rdp#I|H->v@Y=$N1zV|d%WC#4s?VQI@w zy2Z-L=oiA7R!##{OMhB99Z+#DY2Lws_{jc2^ zF`A?%sI??D{{w}ip*6rVfEC5KQo2SlaFfFTRSJywI>o>$hlbF^GshGIt0ZBCo*@_@ z>8ansK)zt$Szvhu18bwD&ngCPaTvg~j0}vl8Q{*BoJy4Yr5txQztzxy*aK+^v_ z*|P>-K;dZUd0;&VtZ1ko6eP{!?En4b(~o6#AKh0g|5l zEeu=*252+4vNkp7E?k*xGglkRW~$86WvH3#S;JK^Hi0So#b|T}Sba3~0;;S#L1{Kb zOJC@sPOgi9@#WJ>nhh`wc*-Q|QVgz7te@D*-5?WH;j5mba#>M1DpKaf360${q8CpP z933=62c`9ijyg~D*&Qf)hTw5)v~-8!vEAl4rv=71o5!s^@F?8>Z*Bc=l{~7#kJge$ zR&?-q&piH3^q)>V?nNRSg*{AZw?!xd+ILur@@WE%vIV-y0TR1-^IO@cChT@#PP;vfaoAZ4jxcVz{zB^jFPjTMvX#A4% z_tz@UclW?K10&YCHs`w~=c@1pf^$|h6BYGj7gu-3`BWsL18{aJCo3Z#5O&XY_ysx# zOw0P&Bgq}(qIQI2k9&0oBuyeIUAzmnJ5=&PrBexeAS?N1MRFxEiO`{cSoN))$UNRo zX0al(sRNn&Y%-z`7_iuA=sl?Ev}0_K{n66*x>(X_vOTU}quOJC5ADGqoV6SriD6*B zY!6lVw-_~KMF+kV?E&F`O;6(twcz2@KS>=VD}PsoqnBk$p#MCate17|2+7Ld)&WVE zNJ{xrzUZX2>FqRZ)jl`B!xyb5a+=m~y7zgAIt;lu=m# zH4*dYG70JhW1F0gWWwn(EAc$DO(OTm?(Omz{__pF9(?OdZ71A5g0;v zb3M|dhk5_=?&bYC=tZ45`L%V3D+nu%&NzG%V++ySPRcdBw=TT~ONz4)l(yH#ofpyq zVI)Q`xECW>pjpR1`K~2JS#|sWCQdNk9+z`8XP1hf=`ojoV@aE_PycAizK`^6z5D#D zV()^4{?&Q&f1rO@5bm=DU9N54hkf2MehOB1pnStP;|<`q1WcE)2aYn+Old3eBF1ov z$rpwhGtFMn@j($!6?5v$pz#@P%wH&QJ4)!a<*L%ypz9 zc3+BlIyfpY()9X)#sLw;5%}Kb*PVEo|0NJeY5qsG(g)c#c3N*DPA6F0(fo&;y~e9K zyNoxh$)>&o`Wn|}H0n)D_BByoFH>K}$BFsSQ(3it6X_*>ffs>qjVnT=ts#|+=>Ius zo*A9$PG*SlR{zFH>E$QdjCaDf=^yki|0*RscHU3Rze)}NWZQ?SU%p%Zl{+#xwZv!a zF-yFNB4=XcG!9sM$s*nuYu(|dA5)>RM{ zD^{QJG1fnAZD`zA_4-VqZ9H>g0&@66J^5|n0c@*4_{MqJ`32$p{E~1+es*LaBXXIW z5x=g_+~L%ZSaRkL1d>&J6XaX+)54Z@Vk83A^E8&(xk;9xe0;Z(-laX|#Eds#QI&0w zFEi{l@`KjHKr$x>Goulgk?P-As+Ava^H)46%bHSce^d)we@eH@6uF9Q%k@ytg31hH|}aEbv8#BmZ=kX0fUX zXNV3ssm*v-|8U8^4{18kH7)mr#*LRfo4n(PDh8$h*kt^fQBBIiPy<6 zvwQ;+w9B4{YPSYs$a0~`0z6q%Y_j1Q;M_NSj*WfK1`*~CEUhO4f^G1ZVS;D_o-U8} z=Kifq_ip{uUpMQ=HU9%|01MRX@#y7W5gQB~zwU#_0Pl@RGz%;+6Lj7V<1O2HYpsmo zeW1T$B~Xu62r^!O#rJ)HJic*w_L!Hdrn0dm-ixTKawbDt7JV$G~u#3 zX1^)3xzXcJDs}GPMPwzwWoY6kI%G9BLw*N256Dw z0n5AmMls5fM>1i(h-jOt&fyznG%L*XieNR1pglXubtWp%7X}x)j0XK*TIErH)nh>PSJvP!NDstALq`=aLB1d{ zi%-=I*bw>;vh`yr;h&W+3}!GtzzBlBvJssKB8lb=2ZP3J3!Nd$nB5}W&+NnI2AKzA zGe#aW4kLM>F}pRflI046h16Xf5jE8xtY1Noq|Wd_Vy;9AK(WeSt4lU^DkXGK>8%R$*H zz_JZ+1z=zWtZclaJ(Jh~%V*bkIvIwiCtb6cGMfG4ID=`Ju+TQgBLH$Bpe`OFL`$FZt zFtmglZ&DtL=4xK=_{(U8uve=UvLJ|l5&TPurPgKWjiz?A zAlnr!D#2izg_$1PDGNFbpgm{i#7LISW8Fq&FbiX{S+d^n1&wXd!r)A6rfBN$rPd&B zTmT)|nl+sChf*?>VJe!fjTQI77=^UVoLyU17Gb@u=p#!|`=O+E3Fgag(z%&Lwb;)E zrnltk0+w*IB#Ci<1H^)aV_5EUJmqXO(>$#XmVAvl3q5Ng-0kqz0o(Et{`;e#8J+CW zhTME?-tfHR^RC5iy78IS`VbZ#XL37ocq_Wt*RDvZf8$wIX=bl@!AZ(vOloa#XK1=T zMcVEa`|sxHla;#`zm|7={w7yrUVQ#v1-SulTWgXDzAZ?GpDU|2W(B>*Lb=sroKKOr%#gqjT6HNcBbL70&rJ_2f&Cm7FA%M z_3W~0Ysh7EJK=t9jm)@GWP}rXea0<2>=v!!28(tqEL*f@s%+5%V`Pi|5+>PRW8y@9 zO42L$y7ZPw(a^DY=%C!EZaVNTrbi*`vOM&&87(5rTTgR1|4%MC=pFWN^Hh8xj*O%s zG|9Zkvo5UIFznQ=T3e(wcr={naK%04c=65xU!Dp;{1^9BInXi(s&=3i4zyB1ma$CJ zR`Zld-DD(5qD4O=v=;B|1#wRSAX!nNDi-$?DF|as+%v{WE>X~$8US(6cqe0$f~*Xu z!c2ie;8y{%wHbii z!E#g*58)sJ+{B0xy?L6T&if}+{B$m9F90YjUPwq}HFy>gMyseyG_?a&InXi((g4+p zib**pAh(_C4i-ojgoBI?mn>AQ0}B@l7Fq#H7LF0BV^)LbE5dQlNtFp5I&!)l$m>Am zz>~7GxRRY}hwL0qtx>At`e#t_pROS7Tt&OVGnh~vvl={kgyWukl?gj^ph5>Ka-bLr z$%>VHPZoEFI3qz z9$d{DS&ytShId(GJs>I2P6yhppf!PZ(v2#uY)ue}anF7S`+$P1F-~=bPZNceusZgs zCcuKpvNeYQTCp6S-9iTgCjT{fwh$^?vso0~s*>vzCG{Hj)H~2l2PyzG<_^|K>}iBx z+~hK}le>miYLV(+w6T$_c^6uoW+7@`OsLE_bs?VUTq?cJD_$$qE1anVEps3ZkWW-i z?0|sWcCI@}g@XyPpSgIH>S0fTiEWr?mq4ax5y%8=hzauM2XqKxRV;WYN9~`3TOjb`&rGWX|XG7RF~vFm26Mi-W-} zoU>r5G;xSn928>8oevxlD#W_anz0&l7wX@hyKrfqZX%1bmrZ|Q0By1e*oX~5kP3)V z@avHtt&Zb`^*JFra4SKGHewAL*$cUl)VhceEzdd!Q1jEEET+)?v9nELqUp==BA7z8 z&AMCfXz4K=wTXvz%PCmnNihXGa0({pMk#jeHW)Jw8lm-A%vn#=xDWsq6RfL3 z>#IV4nSUBK-zmjskkP*}^cT#-iocA9gt%5FcA${BUd+qdCuD!%1kL)(aExSfQpItX z^BL<2rpb8^heVO~puiI@mM)A=+L|lyL>fJcNV}D3(yhl&n-_ z*0AJALkGe50oK8+(Doa(IQGk#9)jd`nnV+2h|a!CG5?f|R89sI;dYt@#JeAOq{I0Q z=Qbc`U7oL;E_)qZA=7@S(nRM19w=J9RGR2RD(%RS-ZpdYx&nyTwO-0%-TZu#5HW0L zB;(maT$zki&Yr6hnFa3D02p9ZmMyg!5@tn6; zt8S0CA=8@&1caQhO%p9FcWqBg&X2pS+lsWr7x!aP#(4cW<5eC@7OB?zNaZST;t^^C zE4;F5@Sg#i0Z1UC3_e{9S=a_h2T#HH2p>%CZHQq6D#o?c}l60H|vvIJG)=qEW5GXZ#1(?gi z76Azh!iw+u7yarA^M>5UGeq)i(h-8=rnT}vi zyiq^#P2`#QNYNtAzsLR|7%M(N4$&ZgDNmC6ah|0b>6JSzjy=f}nb=FBm=PaTYZMkcf!_^45*aRjZTvV_j_`(aM6eYMiP@J3s(MPaz_JH zw6^iVY1YG+BHB|ZNAv5!O!FtI`Q`nE?&zm0`Ww2Te{iKsTOCUgmtQVK7n$~8nwS!d zmot&e9v88^484BR6tOJ~uOw$84=>TQH7wY?i#?Z-LvGfHnFVwZ_E;_i>8-6F+mYs| z*x%%AX?zs>e86>POXq_@D);&%X3jLTnN$n;_4@I~;ajFU^+Oe!)z7K_tz`R$Kekq4 zWMDH?qdTJMp|&*Z5YpIRyVFmW($D_FuKM5lJLsprNBx`%_8@sT`gwja^uvNZ>gR(e zp`TTW@1dV7m3{^#F{AXe3@YnZKUX;Q_o$yH=m*TZ&4Odj{w}7o*r-UeT50D$FsHhs ziyO_frQ5_#;XbibctV@+(Z6!dORwA;xyl$UT!K^H9DAs8SM(;=g0qaNhxD0lSKjfk z$C%J$3^qp|gTLA#t}P9CwYkZd$Ur+?KJ9%zhCSL2nw%@z5~ygALtX#SY^=IAsK zGk8NjM40^lAw%v_W9uRq+1aBS}4` zta^35C`*jU!5$>D$ytNIF)`P$Q1f%tCyR6=oKxf^nq&?6OWX<%(1WL%2rp-y{vVzf z=}!JJO8(|+yOIB4M}B`rBU(l1Ag`ki;&9Yre>fw2tF4E9P+Ys`aK^J_eeC}(eVhm3 z+V%02(1%+XhqdY=r^;D&`^=>6o0z1rMVjO zZd#_XHu$*g?tR?3QuWcB#jy7Ult8L?kt**w(9iwz%bU}i|CKbE0LcE0h2yj6&#pQ2 zG@bkNM2@$eCLEKML6?r{YS6D%3%i`A$EF$XAg#+Pxlq|sI+$M=#I(5%dpO$X&+qq~)(H2Z5zLiNJB@jDo)xY4gV$jXArT zPl3nYW9eT7!iDQxkt3VgFiAv!uI+2u_CcRM+oMa%QOpp9!DqTvK2y-Hm;~dpuK2q+ zk7PAtyAie%U^~P9vnqFmeH*eJ%iJaQTE^gSN%o%AQYO#)3)mQv7XJ zAJGnn@1lH>k^YTif*G4(zdX;)rYHA8F|qSKRHZfV=fn&@W?cpedy@VGuH`#RKL+M( z_5Q#y6nkb#j)FIbxpShM+ju)tF=ZchOU3mr}_BRzk`U9=HD zG+@1gquD*F=*7QvqoM)u+}5G@d!A1&Q|h_r`mXAk6_xfuhT83ejW*|O8br%^?Z&Yl zsuad?8L_v#wtM$()!<)#Xm_Y>ANPVs&#?C2DfIO1wm}tIH_squ_;Kqr2-lO~FaNb0 z!Lu>eS}@K>3_s#(Qj~iqUVi#9i9wffFyjLw&;1Acw86!9D!dnSJ=BZwnNTn zd}HLc@`YXST>?LAhQ!zEC4R{$iT^oWHO}X8zj>zEZ?=P-tJr*@1Lxd;)?=7+zlvx6 z)fAS^xtH}6YC}LO8afg!<}nRiN#&Nj9XNb+4(=Y5wjxwv;Ji!mdZe>|T2mLo+m*IP zL!Tq)0sQFbR_l@}_H_eq+N+Ysj3O9EhcH)&Lx2c~8KGJ;v>6R}HqU#c;JinuHCjZH zG@pOsm>QX&$r2cZ};+l`m1i_ z2g{8AVInt8$v?TP{20l zu&m@itmH56DnACP?6e>>Dd1<_*Y>{1EL>`0@@Vo72 zzmk7aXZb6VeVQgI)TMhdUVGqsgBHF-Ly1QO719 zgc0z&3Yl^;a9CJ zD8Hj%6EL*Nuwgg;?1++QawmCKmkW8gUuivpY9Nnw*)PyQ#rVEQt+5>kjj`8+Z)aeN zY!>*GJ8x_3Zesk%9G1g`*)4_#oQfEBvNE7<{f zOWO4l0bfEtcWKzjt_6!w3dX->2*h&vV2^cE$~rbY(#68zqS-y@r*u7s*x}eJuZ^cn zqke`9{Zuzd{mi6(#8@hZ-LG4ypCd{?50!i${T!hxD}ZY2$AT~&^>ZeMHmRSa_1#ij zgp6zDcdPZm0YIA(;lVqRkP6GClG!WxG0s(N!x z$MXSk7tb{(9(iBIhwS}wrdmso%BbCs_JKa*kk!>D8uvj@IpRMu{=Zs+P7p8ds^Wff zq^T1~JiOkL541_V3&@EgU|yzh<5|L@2DB=6aEK0$>;=4mlm{16`jLTP#0O<8?yWa{jjW(x zX_60uSNxjIK@PPc2+R2^CxAUhoVGK44AOz#XPDd3qQ4?j%9IYH4FHMZyr6mx%q*RlLS<2v8sjCCpD>EJB$Xn_}(gl=`p>-G6Yqi9|n$zXe;fc}*?++RQ8 z4QIeO$%obJHqq;FA7~@lx|;H16M?R)1A%$kI#;+>)sy0{{1QRT=2d)0dqT|g#1%+^ zFj7my-3f8=SG2d-kJ}D%w-}8)_uvy+b~Y?jT~21T^4H>g-Yj#gxGM$|%RM?OEe*F| zhIx%qX{Nk+l~)nO5qr&F@j3!oNUOpN1kE*IeV0yCqE!_Jul84Fq8?zB6Jv$Awsq+W z@z#J7ej5Ht+9DSnHd-P&E7nI@*e(nm2leZ1nxKB9~@5W(X{rZVC^?|qxR(T0v{e;_J(FaWHvw~SJ{0Vx+u8O~c z-`fO@pm`4u8I2(?c$TQ=c=epbrVM^pQTpcY3y>I*#2(oJWM_)sS!Du)*#=Q07#i`UfeMyNvn1$V7V88_iq2 ziF;5@HJGO<8NF4L<8H8$2b@&BD6NMW&}BIuFufIcz-F%2aMDJd(K1H){2P&^*Uu7t zul>ADgoD!Zv@o7Mv>&Jb`RB5w$ z(t`aJ1889faQUuUNJfDl>JQ5C-k_<)M~UM(kda32N<4t=EPKDgIE+&Cg!_%ppp(RZ zscWcd`3@BP@@2u(4{V;Kz70$0SC(5c_WXYWfAJ$uRZx*ohb!?FXu%0jHa<2!Pt3&& z<_qj$uEeR}K+QM)o$9anhGzzsA+3z#?HD5gPK4yVjhKCSLQFiB|Jhyo0pLPulIp|In*ogG{K4 zpswvo$>hghu^;%xzY;u|qWm*a#|KMrY@oL>(H%Yyk==8YzFfxPa4y_Vej=URYy=SS5Qq76))MA`jy)Qp<^!iDQnOZ5R#s6d}qa`myc}7bDN9-(OJ(9V)_# z20jcZdlPi+1L!yungPdoVp5qMQ;j5Z;r(s_C z@bO_Bh!0DX@9FZ9As^!OXM9+IZ_a$q8Sj{?$Gmxsk(T(d=_F{}G*jO;>y|{Klqb%V zzQhcThs>)m1=VA2=b(-{kE!ObZgCFP`X&yYj?0J_NY2ur{Q$qJ$|IO1USk9{>TsSD zHzS?%3iAB>tSJ4=1~Gy}vHOW}ma`dgSJn`_$eA4CkW`e7**$iO$8a=y?9Kvlb=I0N zN9`KNg35q;qro!#%U^?BOQp%7gDyc=M}lg{ElA-}192%aB@=Q3!J$d^Msl7{tX6_jZuMfVf?>2g>H{jC_nTt%aVL}sQ4`rzsynz7%O2{MI=0Tj>K=%> zu!F&@7jQQGl(=zxj<|80p?}P6^zg+_nbi5%EIjvJQIMyd1SOzYAJ0R^Bkv#sMq&s;Y8Pa1S3#`TP>!|+E;17b-~qtuVZ|!DpfwB2I9tXBoDXilpOJ}~2(LiX zFrAZ!1++$a%mMb2kF0{vX9=S$w6@(NjS?q9#U^%I_!^8alY?pI2+mc-Dg#fhQ)YvP zIf8pw;*>*MBhu3NX=3E3MP3ERYzOKs1DMv^v$?S=?svcf*~yT@d+}K~AJSVt?h2oc z4`~7M?gPTY#pb@X2QSS}<9r)(SQDED=M^50K%b@CIHY0xvd=>g1JB{KvTD&u(Em$( zAbom#r0^|z`*}1|Ff^|o-tN6{lX0N=b!8YG{eyI0IBh^3uY=w(PryglmxBd!#LVcp zU|wUmA8O<#sI>qF9v?B2xO#m?^g8&YH{s!u&P!WQp&L*-Fu;@=8Qk*fju*#)}(p~0AFLL#`EAPPE)96M7a*COHpR^* zu#y-|)rqQ`g<_PxZTV+m(Lnjb`1*wALZAcR$@S}-DgP!dr>%_DWG5cNJ4izTpS3F> z>cdrMSFsm5xYLAs5~!B=Sl|_VaR`0Dt9wpR4-Mwn^dVz2=4O`}E`3{yF*Y4a0LqYJ z-`pbqCXrU`6(ui`49s1R%A21z&-HJLi8J<6WWmgiE;0+T6a!h!n`~ARS3`2y*!U~X z*I@qBxnoXZ5D2}od^URHcwC<1hj4f{n(<2n0Z?0dT=U+`L5)`>M87j&e0>>#L}vK{ zpN2&Y`>wRg4?W0`-CuMa>jNZ+o{3VSyVOw&6lF(r*5d58)+QDOVD~!Kb0Hiv{R_`? zcf79d~&VG)!E{Her8~^8srHyEyvil$hN=m0PgmT`Xm_DXgE`Shyb| z?vGgiRyqCc9D6>3??1gZVO&mZX-ht)!cm-lt#YTL*A3P18u=VX5`CmUK(in?bp6#M zG=Js&wDHvFKREq1{-yu-q){ml^pnUi?iYU>2ONu5k-~t6ZHbi6pK7S=kI}#d-FcZR zwjd$R_4ox8n8WEZJ7sA-c@P~M_1ZN?uHhUyJKq&Pkc1H3D&`rWW{e2>A+ z-=yGlDH9jz#s>$nX3*wb7WpWI#2m6A@L0j1<|nD|c6|&4KJ*djqL0%4xH&O&Hk1)5 zg(4Q6FSQWrZ+@!^Lik=)XZcSE`P~hnObE{kr8nCux)0dnW^HB%nS4T~zd7?s`#fCd z{yJUR`vu_wF5=~7NA_2a2Qy*sxLS}CtK5rcI*wHv!`<-|T0dA6UDtXTg9bAZ%WfF% z(~LdV2eaDy=Tmn`gXeHr_$?-XDw-V#9eV10ck_yvZNHey$s10r9ToDsRN!Zr8?GQg zZr`1O_2&q1fKmP(YciPN03~i!iS~MFrMpO*ptqD@K9Sj7*Z&3Q6ymy)m`~gvfkvPS z>)xM>Za>|2FX(a{%B?@5uVCO1O9=4J)8*6P+R(v1e>%)hlTCZ+aa38yg~jJjNBY}7 z>o-uVUSGmk7_WS7xET2qUidB=A3P)I3lH|ibYx*-j%@0NGf>XL-N?5dV;)?dHTzCn zCs_@Yt{(6VE*3lK^?dluZqG~4R<>~3JSn+j52$QbnNY$syWPn^)eBGrh}(i~mWq;> zDnvYsJh6mQ8D>3e;Q_5%v03DdBoatG3t~xWJ>1u;1QteTala3Qg+B0fFY~}8-N70x zmaL^e6C-%n^YrfEdglKIU%V4EknGcsMkx6+z;Xg!HE|A78SU$oxsfAC`D=%Mu( z{nv8G&9~GjUT4V7J8R3AbQ)&qy6`?!UyhR8i&HmbpDaS{{Rf_oVHls*Imei?o}-2z zMbMybQ@jG*3S9-fP%Wlsh$NP@MsIcvnRE=;^Lv{`{J>5?o>@zxJc5*20_sGG26x&} zyn-UMI|)B7LBFr@i#?P()htNEOjg$Zo1>j-x0#LQal;gvTTf+@n&4%$Ye>;C2n=2( zoveJ1ysU%nlX%%QsxvP`Sh{o_j`m6E!Bj~*Q)!x+-q$Fl3awO|8}XV%^vB>v2&hz& z#D=YsPHbd%VMC|{Y(NE_8A!!`FSU{hgILE#`Q;b3TKJm8$R7toEzk)Yr*yr3Ji}kf zn?dT-y5n;+sf?Gzkt+-mj}TjO7%B0b@=`s6xWkG9c24cF)NC!XIdMFZlLrG12RrR+$x zzd}cH?yI9QKD~{?a7!6Ye_CFnzv7@^Esdut#V!rI2JQ$UTwT15%laC;bKIuT>s#3q z{FTdyg91fvM(f3XPsq!2pyH$@g|*H=3<(v%dZWdMWjeZ;W_?XR8aj;h2J}MMH7gFa z4k>9xytcGfbZM;ChGX;Fzg%ZM#jSRt*b%=~HOq?I#pU|-Y!s5hZkvb?!gleaDclO0 z3GYx=jXYQLtL^I*G03xPinC1C(9eZPD?;lNiv)fY%*oC3Iig+M&CAhN(a`@?V@#H* ziRr+$_tmilja}3pj-|4oH4>#t^hLGQiPQ#)bMg953aGrKOmuEPH#CYWuJ1JVz}pKYcqZ~m7P?-1MPN#B><%urkN zi|zSruI4{G@32uX>av1}TnPUt?pwKMV<pNU-?=hd(GM4R_NpaY@sW z%bVosc{h9K@qB%{>D!EAAK{XW+ZA~e*USqGt7xz z#0MszLJ=TnKHqK+Ss!PCtS^J#St>?-UxcDW03z`mv120U+}%wUr43d!A4YrP-g!0Ac`4${e48xvJ z@;=eohxJQck$#Av_%UVt3b9{0-1DDTYp3M-0pc?|`Lk2lO*79ttf#nCVT{<}vtTiq zAh1~xXhOe$T$$#X{6cXMch%imDJ~REhXNR4Cozz zlVM%_s$XF+EH;5>t4K6HU>qMNV!bK`9d$nfHE6~S-lfO!Q*h^Xh_U)diD+scoP8xV zZX{m|J2hSjUysii;}gZOFTpSDb27eMc#GT2eAvij%q$bpG1Fa5>pLuNU0vtJ)swtE z^WTWNqpWf1S59^Qk&UvYL}1r?oW~H!{0&}X7^7H2P+4DF|7L*?nX}DneWvd>hL84y zy=0%P%OmST5-Th5&fkMROaq7FB=Mn&IKC-8EUmeZ*grz~w7B>h2(HJtF&;)frhSl0 zkv|(127qI_`7={tD)`(_p_BTaQ2uh92CLX08uYQh!0g}S~p_|B2!{KnzBp2P&jKgQ9yyYsHBa>@-bp2 z+i%kPj|&OMxgAi>t&iT-xh=TarIioe43DY#E6Pz5T7ffYloy@RIxCM?Qv8+tlqnd< zfJUaX5!0(V1V15Dr$O0gA$J<2n1Hh#{~CMde`ydO(~e?zYAEpESsx|&2) z0iE1fZ`_96yO_UX7K8;e^jpci2@RcdMT&!e{dAFEgTcV+R}Ft~1qzZS+s-n;+jMY0 z4cr^)RbrGxWh89P*@;TDoj((Dd)I3tD8GB{NO2s>QN?7q8EgJxdB-1=ve2ZA8wVi0 zaB4Tusa?T8m*Xo>?Q)Ac7UxjzNHLXYlQhtZ^EkX94c#CqIr3kt|Fd99Y2$|5rS_9B ztf44qS&Q(AMtgmUlMNC7dKV@so|PN}Veu|-gMB42|B&O~LMVN<@=)W|H<2c_NE4Yh z{sCbk{AN-<7RJ-TAcVy498Ln0a$}YAsvkoAc&(=H9-yA#MZ^}*KpB6>bvjpGga3gX zm_T%-+nnpRomBy_xu6Upq@QavY->v4j!^78<-e}w@kf5PoBKssa^yQZnkgI~zN~V+ z+w{2%UoUKyyHEx6D48(IndNn_*)k~6_qP}Gbzhw2Jwksv%6N3KvY zA}*+Sgm9dVhouzebsXI2iNm{`~1wj)n{h*Gcs{Y-JN#?)x%4`41)90rGDe? zDpCJ7SKceApPn@=FmjE#UVzv^FmM)Zt~=}lbGgv1m0-1Ch|ZVq@9O=8t?9Q&BXtYKi*8#aXkXOzZ20He^%rN~UexWs+tl}+G zP91=pH_|&VAIi@#jzK%9DIlrAdvoftPflI7*i)AR#yl{U_@gub5k|wtz<&mWSvHZq zdZ9Qa;iZ38lb!Q*(Pa)adtt$87WP_T@DNoH_Bv!3Hc)Orb75x(7Ko1T_P4qD(e8@d6Imk+=W-8=_Jd+d-`c)CL^Ka8!tL z0t4GRDkN(?MNHYz*;lh%D+E3^kX((a=cp9!9o^AFlM{WQQjdqYjpn-a!FT%?!z`y9j~l9XRi_zL7G$GHOOUykSGiO0(NnY z{)!tV@lmVPqSn4QF!(4f924mGKk0=wa-+V%228wZoNU>p^|Tk!WqleZbnhpv$F{IP zHJeU%|wmIwv0k;ie;lxs)|i3`x3 z;2)Hbq9;lpA-KQ6op7*U^z_oFWLf7CzS+ z`Vyuile!@q1X1feAgTrD&THL!rfrv zB-{;puKz_$z8eaIS7_#9H?0_5Jfo~SPtt*>5&mX-#U6E_dol(~X}SL8jCG1ulD+;? z95caTXLBlt>VX3e!0lw_ZTFAej;2LQz`q=eDT*0@WpYhGr;~{~-H_G#t9Cnc`Z2^qoTjwB6pYkiW|A7R^p+hCEhbck{S7_nBG|>1+HxiZz7lXw# z&oWXckxS`Z5Xl(I+%P6mE}nv<%az_n$3cEEaUA94dMyYJIjImnVk?>pa7L1k@bUyu z4G5E*zw%dju*adXIQJ;0PF-?6Tb_81eTU@0fvOjxQTfEsQ~i@AD16D!P>%CAh2@W6}gi- zClCMlI|`8HZvDwM)+g`+WE&dLEN!Ep&XtOz!`=8<7VE#H0*c8Q&okrC(us(wZtSkA z$Peu@)*q1X_?SnMeauWyvFEEv>lKuAqA7*atCYOJE)32hWttEvPx>J~n#nTg;nuHk6Gm}@v65uDHpbK^bpb96K#83C zjDRnisC?06(RD;zQEzt9cfb#1<{^&gk8-^%x--wPp&bMMjg98ijHB*x0kt|uFX3_o zE+`$RSj>4o9{j>d?E$an9U=3_UH;`_MK;XkdL?iBJimYAy{@C~xdDHL3;b8Z>&Wxp z16~mhNltLmjNG8L?I3gt-vjz-nBQ=*0hg2xTXZ#Il7gYpulJ|+Y<4$l{$*on{}`Zu z3LUTnMoI)lr6M>_k!=K(V0)&pAA`f%*?aX5-TL;F<|{EjQpLW#1UTZy&Mp%3CsVFT zo!O3TaLjf-J7mvx!~)^SXvaj<0)=5>I3R92@Zy7iV>T5NZV`v3!GYkPL0vi9!3Y2q z@wAya&WBk}KAqPH&Ua>^Tc^Qo8FICp7y@ec`W!xrK8M~*gm^F)$z(59>Fn?-9Zi9N zEWXQONYx2HP!*YX_!`#-^5GOo3x{-3D63r%aBwWp2_D1&!zjg z1b_S$Z?MS-JVgKwrLVs)P1{_uGp`=2JWDz}9qPVpAN8(osGMAr3nw+8n~X1t9b>?;0XY#zx5+ZKM6Gm9*>oV*Yjj$2`lG(*$n{?|WMR#=&|o8B{SsRq;@4I$c$0=c6l;0PXZ0gW#zX6bRAb+jK55ZM z8uS_RN`vN&O=->sZwgA(3qO?BEPrkMq9X7QYBO3nZQp?kL|5WRM(J&^%A`)9B<$?@ zK!QeKm0#*%A?!}#PL=$%77Yz$j`JFb=lidJg|4o6MHCx*AtO|6{nmoM1+`=c7g}liH-!AeTx$x>z&FN2tH_W!7rtu(eAjBc$oTY>m1gOR zOG{TF2xH!Y4}R7Rcs1``|MmNX=XwEXQRTVL@Nc{co@**Rm&xP}7vnGPu)%Sa*1$cx z4Ig$RDlf7Ez1IK0kLbk&pEiRP)6qVTbnU*% zEM3LDym>G@(N+n5G*S7GxhUe_2mz4M_Pn2p znNM#irM_sDOYB*91BrE9 z_Fo1tRC#{QQ;(#jD`Z&Y~9yRV4z94~5o=b=P=7$s3)rR@j*_ zr3$X;5Vi`s-gg%_>K2-zG}{f)A;l`B8;Y+gfL~f!66Or|+@|m1n121wWXH5@LWuJX<%Bpy%2CQqwlZAX@*w9Q^GG+WA=re_*HE1kM=>3$SU|3u_7y7X_T%KUM5%d zSrV+Hk>(WIvXt!(p4>sXlbi0W(VH^Oy0Ne`YVgiCZSPm9{ zmA|D+dBvUhHJ;T-6J3iL_aUMA-&IhPaP#d>WmVF#9WpPSiePYAu(MNH38T|PHMU>D z1^!m&^bU5didP_pW8T0C&PX~G5yrXyN^mUwHS)!DM%rmxqb=P77l{5V#mCC zm)QO?V3SX63x|Q@G)8C@`~=oavpDIwmVf&3Pj60k@bxZbR9r-rDNDEy1F-GXI(B__ zo$yuGI(QS?vuqW}Yy`WX|2l*@$WvXC=Q8+kv1Q#rrS>B-8U) zmx4sn_vPE;Gnm)Y*Bf zE^(i`46%VrqQ5}EcN>qf8?OT}K4;W-2ZR|?DHi{mpu_#FOk<`S-H%GTe*+n!h<3z6j)%m|If~Gy8sAq51>l$* zZ`hH|oLyxG4v$1a`s)k?BZN$seXkRpAp1w(x0gm@N9ygNvW=61Jh)vhroFgZ{7&=c z_VFLfB31&u^HGKkbMT|bQ}SMC+#c-vA9#%U(4@MuFjih!D1(|Z;T{>@)*mGbdBd>_ z8o~{3JMwxGy_vUiwS@F1AdeqE^d`bEc@@7E8WEO9-C;&ULWmb{qni+l6mj8fL+V31 znzhJGE}tA|nT%#}{EO1KppOYxMIEyJ^lP!08rC5c{Nq1j!cj~l*kC*< zWOMc~c$ReJGQ+@7ws{TU&OxBaJ$9L#qgF3T26yWiQMWaRbyhwMJ~#0@h(&CuL$lr` zwN6z&jli5T37Uc2hnJRuAvHU3Av8<^Vo0JtbE>mEq4opig$TtDeZiXTYHIT=X)0S+le6f<8d9V|4kztHO7w{sU*Q zd?Z?4MVG~Xkx-t!ffYxc!j;jICn;BkD2{&2yDtf3d$P7GGF&YYj4`M_a`0-J0BrK6W3j=`= zCpU75aCw~r%5;Zf4EO6eV1m_13j7~xq|c?J9BjZAXQ6ojXC}FtPVwYLsF7WI3s_<> zd5{xKUXR{Hdfe=P9oJyz&7})gZst1aX08{aj^t!}$UL2I_!?^;TmoP5hW&3M zLvzW({VgAE=Cy7z9%IG|=}|;ggS)FLDKcDzeC2BfCwO0<)d*KH7F5(i-@cD0_TSYG zcc&%K0lDN!{1Lt(R8eMx9__s5S$yTUta_5?zZ9bAJKYJc zd7S0W9M_Q9$BaldmOBehR<S zK10KO82n!KVflO2Us>ZHfMNBfQI)jf*Q%rGC6V#|O+P3zPQg!NI=@(5W~5KjlYX%p z?I-Szyq0%({w9>kduu)~T$> zq!2PJ`7=mR>{yv`iTJ^4!P6M<5EB;mOTIDO+Xc0@~j;j73SS>%m4oW8Nny^qBMb%iJy#%Z z3c?54KNe}_4|3t`?D~{zVZdi%&=LdO@30k!qpX`*4TAAF1d4pi^;4c^4Zmv(tN6fc zfc9_Q;1wrX1#V@YILR8TEzqoMXCTb87Q<~&Q9}J0)`-DyPjcEFppQWJvj$-}vllM5 zJofK(8^y7>^ON1#lqh7q`VR;cI>g^B#SeFbz}=Tauca~cs=9L5wVIIw^Zz0^=2OsIfdJ9Lq<6<6-3K&7J%@ zjVBEdtA`yZVW}8v=NN~5;vzTe$SATOSK8=pOW}5iYJiI70GT~c7D|(atatczL|nu3 zoP>%b3&#NMRM>=3MTWwD7T9r5hC?_VkQb<=pne{E(rz(@b2AGiy|Uz*Oui}(XV`Vt ze`VJh1GMfQpm=ryQhHWU-F`3uJ@d7}vqwJm@&Tp?K$ZiwD5$}6 zm{5b~Gx<0oAD_!dt9*PRA4lcmOZiA;Bcf_Yb>y^Y2E{lCh(g(R+un*|4tRPYTT!?| zmO<{}&pNc?Fn(o{?NW$3WV;jq+AMTb#Cq`$zg(}Nx+YL*@Rabi!E=Lr+{g!h#9raV zJ(C=0vI9+Xpy>`Y(}89wsKGOvP=n`Q`IsXgbLAr}9})SOCm-|WL+2yzIRyTs8054{ z=*R*@p}OjbvlZ*bVUCVi20Ci(sH6USl#Uu5;=2JAMI=eWC{&qMhN9m6<$_kxg{dTF0o?0V=`=Xo*c2MwP9wXW7_m9qbxFI~6uz zU=LQ4mO<~6{qJW6NKKKuE=O(sFUZw`d4_^~}*Ht88 zkIi>R7L{zNfpG({b7DeHHyVqy%hm(|@n_jJJOiRzcmeTW+~ZSFT@C0rc+&V9_oO@d z84i@`Kmi4nt+^ObgJ&(@3^@H_yjdBDaE^-G-<=6vH z3&tiP#VUvBN}o(>`I|Rx!obc{*wq~OJnJ3QT0mLO(AXP% zT0>u!LnE_L(kDx<*}zvdG>(>a=IqMBO#9T+zeJA5jla}D-7F${G`#K<%95==m>vRWxKy3@aB;1qjIs z$^jjKYU&mUO;wQr{EK^*DX76yO{i?mZ}BKI&RBs*+_O^U#yzVXsK$ZTI?y@?s&%0C z3Tp6dAk^UbyL@bvk4^HiSw8CIV~c#eARl}Az?|7p6Pfpxk+E_>l&Pzl`cO?zUhSw! z2<#4??5L)bxKJqUeWpWvI-qH4$Ri9pEL0Z!x{W=}!JZ7LT456g_85g-V`ICI+UnN; z&6b`3kkq_SL3Kqe?n!ep(j6$nfifK^;6OnK%5tEA4wUUcxehegf$|-wz<~-KsK|lF zI8ccLjd!3)4m8<;ra91b2b$?Xvm9u)1BD%EfdegcpmGPQupx8}Vb$mwNQ!%^>p<%rXoCZ7cA%{e6jM-xr=F1252u%CXy942vpeWk zW^!L#nP8z~R0V*l)R0FQMwP3uud}i99qhq?niMu+VCO6B{t~+`OD0oW*4eer0I8CL z3j2S!K#tWZ*sK#PrV^h~y49*Y;xx-d*^8*7hGuxxa-+ z@Z8NCtew~3XE8s=AJK!iqJukMce#*}c_04_r6gYxyjw^*+?>gm@WGMLg~tkfN(E?V&!?4gwHi^By`m!z{EG+U5%n0Z?6?5vm%Ca@RrJqc|C+CiWIS*0{SMbo~^bT zmX8Kvrq59jGTm`4`}ASz_eGTa**oB0ki{l|@oa?}tpCT}n?OfZWsSd8NdW;$ZiI+I zqXvlz8Z}YW1fm8)nAISof`UV*@pD3{0#v}ls>0l^E;`zdt+rEZYj=MRts+FlgkVav zTM=6fBF@7tOAs6oqLTO9=iFPVN`j*8fBoNE>#-KOr_Q*~K6^UTKHCQf-ywri|LOAO zBg)gu&q*);A1VKMXXRIXPEra##oY2hXWW0aa3=ii_=}WSYbLSm6Ik8g+o1OPy5jrx z<4qHI>8v&d}pQpOdXUzHEH#r&bm@e@0|lcEr8pI|WM*O)N4#f~nV9Usrq}5A3X%wNKjk$J_&Z3H`w< zivCu5sh`yW{;C8ydzC6L9Qu?*>r@g2KflEpwv8Vgw+lY~Fj5*lORP1MSjm4FuRPiOfO2gn{&(*LrJ?{@y*-qQH~a4q;w^Z(XIbmwCnH|F?eB!e-+kUhD+ zsocdeXh1|83bcfz+wwtFv(JDbiDIgKPsZZ0472iUBScNE#V3GK9>3rn2(kuudbDpi z(dN{WGAh)dhGba+%nhdwPW#%qQc&#Vnk~8VG=72BWOI_cyQB(06yu0sB~PVcRzGI0 zR-kRuF5?y#+uq^k<>{MdckwP*~9jiWL z0L4&Fo)59}ri{0f_eRNEVGlMVJsID3Jb?KXZy*bO4xsHe(?Q|8K3DcWU&Ll}`MRwT z7S{GN-sy?6_B}xDcjhuu>i6U9BoeM-G%f#VjzdTZQFy8Rj(oU~&7%fS{LHbe%G9>~ zK6IS?Mjk}R;0iG}Htc)JY4s#pczoh-lR76=f3BE?;7HSd^59wA&*hvnc_FdZOk$<3 zZf$i%hI!K9YyW#tn~+JO5|U)-B*=g^@o(S{)|@rvGbplnty@F%gXlo zCDuCD&fhIHf34)-uYG=rP5PI9lO1YX9&31${-vLDQj+~?hp(E8(((276???jlJ^~a zJ?&(Y{s+K#M|??a5??1dP)L63Vj2JT{gGH}rqln_{5vo03||tP#Mhe_w(q~-OGfHB zC&lT%l84ijKg{~J{rLBkJhblnx5&efqLbBrJS6f?FOd`VF_(~4bae6+^B0x0s@);t zV2x;d81&HW)M-7tzs%>Y=p0$$c$V~-p0Qg!QE4giS&vu5Het^NY^sZ83c1OMVwk1R z-_r9Rlgtmf?M43GOv_aLLT-DJ{}m^{kXxtuJICiI8lPXj(hi@?_ObCPWY+>@ zb3M3kTPCsbc{0K@9iPvjXnq=>LXMrnzXyB@IqpUNBtC^4?fj|IkMlPxWoo7lNk*R& zZNJLbYqV?0=XVktne07ka@JQ5M2EZ0u#dFpb>b{lUW-0~3kkdy{gjk=`~c2i9~k^_ zoB8fn4=`CZp6*(0b~Bcb%%~Za5v{lwyEsb}pb+6*e+I#-uBH*0|Dy!+kN_38*#j$z z6g+Y!DBpSo4KirWz4<5t+7M?X=rpth*LGzJ$v2CSD0wgU*#rdicC`o zHqAe3P@|j!vbG1!#JL9Vj+ z7_!U!sYq_InV@8wob+p_&)Vy+Ds*b9{u-|)2A%4!?VB8Ve1wxJ`M$sdw5{adOj|Pk zxcvLvmVfKp@#{O?ZGIK7I`C`l_Edg7v}YQ>PF|;3)||Y;x?b%6MJv)dmqn^pgB6Fm z>7Xh3FXp}tR*g^I)lQ#EtaU1}(yLF;wR@HFzBsljt5Iz(j=!f%j^ps=#@Fc>BhZWf z@VqNl(0g#9B4!qkwE1c_Sgl`3hm`3k%R)Fz)@JGc-!X6|Y;t*B7PB&zAs|X4 z{d#CbDEe(%KN|j)%v?Q*mz-6jbo;J?5@a?Rd^*9*#7%3J6C>yUC&!iCODF zROebB-wiIsafB=-tE|~_4pS|0Y`jfZdC$ITEl*W>j#Pv9CLvk6HAlMj8p4~fZ(}xp zXAC9Qw{M`t<(s*=Inl!zzs=2(MXzKNS`c#ysO{1@;in*1g6vD0Cug=v6R!ZKvn)Nl zn=FsbKBsYGm!jUIT^rYKif`UHzsJTdgZcGteBM(Vw{Bc}ul%4>zIWrBn~hN_r)Oe+h$N9QiH6Et` zrZXP@q^D{;Hg_pW8IR3f%2UQehGCw(m*~^E(we=QW_6Mj*_@mBa1Vns6^Ul`o+9Vp zI~$J$_IPaF*l|4W%Xhe&F4f~G!OwFjn2#td&)|o?i=v-@b8|cWEV0%Z#EO0%1s{tw%>K#bsn5@$ z|3CH~Obz6Nu$Nsp*sT2aO`3|V^SEF~e=dYC<+5z5h~=j~bd3dOUDZv_TzK2P4*xtPlqn=sb!}~DG4Zz=kRBj9lr1>JUkv6&3DK|mJ1d{L~Q+pss z+xXqyzu-1bwh`J!x%np(_86i2C43%Xod3uG5y~*aj}l@mYw3@*FSdFu+B;4ER`XDl z5n4;Oc_RpC_%5$L*_+|NnnF)Wp|_bXC0=T4pK7y=P>pWD>pzoxk4nBLCEtD3wWR0k zHyj9+`;Q}iv83N5>DMuz_Y~YBzh%8oZwY$}?vseQ5`mp2&uv2v&b2Y}|4x!8N%E=0 z6Y-ElR7ix(XNkB|B94=YgLFhlBKk{&S4S+6h-`_FdwePLKk#Wh%@CMiy8K2N;B@>r z^9}o&M(NhMM?@>#(Q`8fHNR#>7mmzGWCj~Em|{rWJW>x&>70?$(uWp z%Po0arru%iCvz80+0n++nS!y+wW=9Ubx;3$!51=0fAGHp{f`DJrdOjg@S--N+ANx1 zN8|`Di>QX#tZTz(+kF~&1f1C*?G=@N#T}U|b7TaXlSQ69oNjQvtxu$zxl6jq_E2jT z{z|f##QjI`@Xq}A(~GG7IrokJoBDlwtY4h$dW@$-!M$txsRwK;cp>1zL{Y$JJHYJZ0fQgZVsVav6~)9dGV4P52L-WJpTQWlxS zVZn$-wc3z{Ka&yr?qi2VemnRplrl71PDSI5<-UT^{z;gKBj%n0JR_pBGooYNgW|8n zqYHbw6Z^E`pF!hVh{;f9I88M%UuLpg`kiU{-=oUpz-6-@tm^!%U7h2pv!64c7}0H? z8hFZWTBR@h>UI6dl56LEL@OA*oJU|9NT-mVdB%vQn#{y&ZSV-ao39jag3c4YiLM!O z@IF+w zcWf(K3emHT>2YzFtdi>ciH~8AS0o>Mp|$u?o2gMWq7k9V{(n< zZ$*c{x5IN*#&l!EY6jlcvT5o0q`TA8SJWfPQr5?(a+NzrZOVF!*TypB0mtOkALZ;V z+#0>Qe{A?cbijo#j&ObKI@XHRKXa^ym_zY>7p|`v>s={T8zUN`V-J#70f*-n*ALpY zq(M+2j{yEXTGyXo^mlScy=i!!D|VfPp{n=9gV?R-Utjl}s?NA3Nn?E8X zzZ!+{ZF$Vq7h*^z{cS?>D>Yr6hvI2zERy8>_9okYzx(5k_WRp7LW1XK;WsH%Pa)Zk zbNTu?M(@$P^ewpLc_p%VTpyK-k@6p!=BF~$tPnf%_X@zmUZXaMmJkcc_uKeqRM>|9 zzyi0+x2Tg^gfuPL-&eIrhJ4-3I;m8q+Wkoc)Ev=w_e$TTDX%3>`A?QUi0OZ~Q#_yg zRF407RdN`iLEy|fC{MjCF^l?hrNyRlw>$AKIwRJn^(y-kG1q(c6BX~-PgFcMQm^|o zu-8B{dY(CHTUP}P6=_QqSh9bhj>v%->L7)4Kd_Vgj(6JQaq}k~$7B2s*s~*!6?XC; zPQmeq|4|*EDIKR5s!$5X1TNuZEAbG89BjSvu_|L<^cT` zhYSI2i5m==+U8?ys0+(pZYY0C9&5GyIr$6Dg5s`H5T#6Ip;Xf&D*#`92Q>dX3QJKR zSF-&(c7mVBZ2Ua?X-E7N;yGha_;E>B9U5$WUG=CMKoow|S3QZEN?1uWt@&#Tn*RFH z9?*2~zthpwi_y|(x(SI&6N)(ac8aET+O!DFesQ1i*Z}i(YO&D`2u~1*r*b z@hy^}vI?)4Rm`l2_8Tj{Sy&qo-z=BAj8H2%5vuuZ-oC}duJX+y9(LE06FDNHw`oMd z5#pAmR*adO8*sl;OWDO|g?QLxlhh)`v?Ez@o=~1O=r!}5K~1IGjWb>e?!t#Iaz~oV zbH9ii-9~d%mb5F*ot6qbw31fwwSSe0ucHjEvZW=ua;@JlWgNFAN4R67gvkT(i%69A z>Atnk48klerul0&!i}_%M9Ep?0sqPcYAprxRi9;yMgD+fsVr!}!Ql~H9iiR1FD_~~t%pAOvGIX^wl^u3Lrcm!{6`04ZO)G_@Oeqzzz;V0J4+VNA9!%yOS z@hg(WoeuP=`Duzr=Ig>xLp4J!I!EZNf@>Hf;EST@eROrSeQ>~cR$@m!Ibu{7( zy5-^6lfzWNp2kxvK(zFyji*xVhYs8&K>ME+Lf->>U3FtRd)+4O3447dK8=3MT7V#g zO+s_N_GxsfLXdKu2ET!Q83Y(A&^b2V)4ElH z=S{?S%GP2>hEpez&k=?@Njai7!V5HKD&bbdx=aV*CL^HuuC5Eob9seAMdXOh&JVc9P$Qw{v*fua_$Ox|8?rzqW0bL$)D2 z+TAx;fKMLa%89vZnC=DZ<iw_)^6oY9t@rV%r(y6ca-%FsUwC zLJeUyB}hnHja-P^AKT!1UNWiOv|Q^1C{iZUi-y@Nxz2vlp8D5f_ph~+{@s>v`uAeT z{#_Gy`uAcIS{iS)&JVZsuL%q(J1V_@Z6#FyiYU>(e|K*G(f-|4-dX>cAE9W)K26S% zT%YSbz&E!m;jj1qF4XV0uV4xTJCZM_LSJMOIKh((cUv+V`)k-M^>5?AX8Nc<23- z(M5hRqhm8`&dxAbFZn=B-e8Nz zcidsFazZ=Z{py47<@4gFXvhg}Uyoq@s2X=uhHH9bu)fj`*<2*;RjVYmzQppCkR&>Q z2e=~@Uq`DHH*+qmbb~SKOWb)*C|;Y`C%K-=A(tFuxyLB+^pR8J4Q}3#DBXUgg@3B$ z-jn?MB#aWTO8Ly~lhZ2OdF3q7vS@y{lAgw&SNC7XGF79JVTpgM`N6#p?U%N`B&%ui zzUnY}pYGbG@_mmHue|$7uE;?HIS15K-n)>fSb5g?z6@`3^&|Pyfo- zX$AV%K>e#wK4w)Bm6%n7i|c_q6DO`U<1muV|H{{&0{uyasHwb&g2ntlj{nE=e=z?~ z;QxvIKZ*YpF5dHr$5D_e>(T$O#n;@S?eL|1wftYl*Pir)*Oo5_e2aW(um3*Q`T-w# z=qxU>;Dga*ssYAN-+()aoWg%nk!TeYv1=lhlKxI@ zeOD=I=)35U&h$Yi`nCY^O!h>We(cf=N=j$bwr- z*fv}%F3^-Ls5VFEhbF4?nIJI7%J)_f*zk4a{}NBQtr>#+{H3_I`mqelPvdar|DyuPQ<~N9il^4EIy?c4O;-EI6Yw{0gqDK6h#IFABIQ?#bgnjs7vNJ+ z2333tdWmv1;aafT9DBI3SCP-&%xZJ|aCr(axU;~&)fvmA{MPAn?BU!R8=f;mMsK(t z%i(#|>X$v1>Iwrx`4A16FI&$Yhh$pMPN5^&t2nA8u8Pdn9p(Cu4JSI`@TS0D1b!wr z@f;aVwf`;q1)YrNk@k50skP&H?tD9CJjI>SPmO16UfXyc1u^WIAMYY(`|<4l;hx8H zAMlgLkL-I>Ugq?2?la%Sepzz4+f}?C4Sw_LhMflo*W`6y$HrruzXkF+&dAfsO`sgP z<#Ke}dRZs+7yrWg-EH-2St5T^=9^-KCFj#c_INz&9wuvGY4hpX>;RBg>3&E@#@L#1 znR8|^+gf)iC#Yt-$)Z`d8pQggt#0zYGS=4RT6JQnZ=>Qla4eMUT|KBJq|XZ%a*Q}v4a zOj@r#(>AEjjJMQh);sER;Rot7`!n^qf#me33pswXsyknkZ(Gv>>T{ENg{E{>-qr>CTgFUinD$&ieW{EG!1 z(*Z(HCPOQdp=Xn!dOOqN8@8`i#!XmG;JGt4~#~`b^4KpJ@ZtXGW3w%qmfz3(M7K zc9r^Ea=!Y^xlDb0SF6v0>(poA@8zQ?`W6)uivEiV2}Q3^A))9ORY)lMEfo@q{#=EG zqQ6!lq3G{b=pI6zep0hgv}#ew8?TBJiq26Xq3Apn5{fQRA))9(6%vXbtU~pK$_RCk zH?c#Ecs#4kv!a(26td1cn^nw9xF&kswSBbj>Lj%_$Re9QA!=1aY zkU}NqXTcA;23xxN@{t*XkqJfpUkkq9HMpy*uUGJcF0zX432*WBz*p#+@#+j?c*lYs z?j{ZiZ!NA*d=}ij+xKB)f7Vt=JHj2R6Bu0D|H$p)WG1E9nzSDTrZEinm ze8Gk87v+r1gW!v^&(n-s>y4!Wehl>$TsZe?Bz9qRVZo7<%uAf2<}Xxm;h=4$FBsSV zlWZ~&n6K`w;(4DV!`5@>b0VFxWGiIAtIUjfM@z-?jvywFdbk~&X_hIw-zxe9MZlYF zFZdr;PO}o;>RKC$;CpUpWro?0zq8Ha;F>aZt~yUaId7~026a`Lu|#j)Lf|YlZIHFl zJk2$)PzY0+0XQ*`*UE||d+Zw$w^!Hdy@&gg`x(&KEvfs98h?VPa(HC~*c%P@sv@q^ zcLfW^jrDWqfSgHl{|9!;OB4oo?)F_QW_9uU$5=P)3lQaWJkK3tL!R5fx7M5c&N~H^ zOqy3>HiIl-8_%Gf8n`U$PD=y#w88+*ji>Z9bEtV-&^~^i$7!MZ#K*S%py7WrIp4ll z#yMExW;2FtjkW4`M4Um{_6GD&yo2`@RF5vPd$f>dT&0_(M_2Ywj0@M-Vatm_zyasg z08q}ucdlm-}C8H~%t_h6fH%YzC%k9BW^XLmGIV~Qi05Y4flS-$eO)8{!kc_O$+RYyIw>q9 z%Gl)d>?nu{WBG9MG}E`4QOKupH!t(Oj=b;+a3VKEwDFaXOG=Crc$~^?dx>4vw$}Ge zZGB&!*x(fmj#^J=o(-DPoA0XnP4jO{({{CK^Kn6$aWjNw)0b?6WT)Ue;wDKSkW~Bi zlHWI0Q$gS=kIUaHCZ{QEkQ-|`=ai262)`+^(fS_(f@mvQ0H7P&pJzz?*#^Wpud3)r zln|Fr80W#xyC9KD-iOT=j16M?E@G$A*IQ^t-`H?Q(faCK-E1r^E#*FqmoAG{jd@Fj z);KvYy~fK(+WV>Is}pHAr+8C%hrd534Ph$s=Sto~$m?!YEedZL=o1Z1^vqVtQZMJsrYicAiajUTzLztXzqs3qR*n)To|aR6t=Gd;WWe2tq{5IR#Tr7BBy^ zt@0V5dSSr~(YFezzR`qoWfa~ZDOrsiTS}>BLR&S~57X@`e51*cFAZ5s*d?JJSu3)l z)RS1Atm&Zinp`P0JwZ*@G5m3go=rIMH(A?p6IDQMM)-EA|FvT3&o&!c&t!w$>1xmP zny;f~K}B$Nxia}6d~1SKE*v1R$pRMeZL#A}4?U+Z8tuyAyG3zJe{ z|CW4-*Q^rC2o_|BtULITcuvuZ{Aur>PUeU7EnoF5TD2}RZQcALlPTx`c1pJeFTTg^ z=as=HktiN>W9vFpNj_q2di*1hEBq%v8Y30YN+r6%iY>C!FlRDM5m-qU7%f69Zv!9u*a;CSZ^v6x9`a{lQ zg0K~{a)xmmXmvaP38G&fOVuy1BcOp}<@K=vh{N7O)4oG@ zloz@Ec*PB_@!DR`2wPQ&EvfeO2Pxp!23y9>pNUazHcf0TxY>1(+PoMWITzb$=()Lz z4vk!v9W9&Ag(LIaoan;mT-chu7}FecfAb8FIST(ZVoWwB>t{qo3Cc=#oxqR%{th-l zGF`@hTF%gExrA%g1K z>BaRz3`u>DJ^BVJv(bFj+`vqX6I&c!PgEq^3$6DLFB|7y5UlXJgRSm<>w^_VU4tL| z5L|sQyGXX%ie~E@v>rmCt8YYfjwixpgXONWD^WjXQ;eG${B=?~v>toJuA#fCAusW4 zZD_6Uq4d~;5)TH~-~(0Rr8eB^Ke=qAzqIrle_rBv^#9HSeM5sg`}w=YDqVSWFZhC| z^c!El$fY<6!|XZ0znKKlA1cBBDRpUs9Z3N`Nj#Xu#EUlDs=lw2p3ep7zJZoA0XWcd zhOb9xt)DrH2N6SPAl=Ta%a>}K+)lR}%(+YwtX;}Nl8m60d>M6zNDCXZ{WIDdD4poz z6ozhJ=3mjX+>o6)%^SGN?ed>iyors>hInT1eT-o?l}cXYRC5*3^bUSj5#VtBEe*!< zwRM4`c%Pwm$N@%3mac-U^Om%XC>-tbZ;_=1ufmoL>sc98Y^*xV9UZqWu&evL?t$-S z8sTFR`w|E(q%0|z54*b0KN|na-u2P(k#(gn&0j&Afgvv6(b2Qrs)_?B;5*iQ$*$;) z=(y(tyZX(yi>yt&tmt!-`BGwY8$EGiZs_QIBgh1(HCT>HF3*d2Y8(KoYdLK9Zsf|G z@DA)&j}f{aaG>YN?A*xJ;wX`yE+%D6a2Fk!M&D(t;GF%j!91~Uxnz<#_IwY&vp5wV zVJ1AM5R$KmjP*vY%y!QyD&1@>`w*gxRHZOUPMz$_%2Tqj3{}ZkkGamgGAsU!7K;a$T&~1vbz(P^^b=aB^V@UvQLaatip zQ*QBE6ii+)AXb<=aeuo0nmo05i*zsIDsDAaWd~X=^A$&juPfeE)_wlLk*>v?a268v z++p@&prbQ}uQOInXeGU@`@DE@BI+5c>9ERO{k+@t9DQsx`x>jN+@SNx!v(}hRnE|= z+(k!EjEv5X=AFqQP_rs0ns+<1#{FWM<>Uy~do6ZtIWx<;kW7f|Ns%r;QQjeF#Bo^J zOy7XA%Y50<3a^D)XpKySdT09ji5cFC<6XNwn1d!JdgY|3JMmSmBJxRX{5XZ=iKf)4 z{8xwT7aSd|fNaO*3>}xdsDET)c69I<`f85LiRS#1*<~+txF?o@G47I=76m-`9>HSU zAFBSDzASx?9eKr7^LnqDt^AXHyRN}H#Bryo@7KwEr7>FWWtGp8`wIxsCcR!2xyBo* zU?rur$@s&cXl_SEmM7{tiN_rMLxQ`zFIIlXWo9CyJnInb*fQ=*RjJwKAagrZ)@;2Z z4!bG}gUZd40y9uj;BNpG@+Ra;=+{_2DywWJGOz3y#C6tdeoq-00@rpw-TzFaqG;uQ zG*EXDwFm3_4%%i`6jAE}YE3+(?F01Fz5M@^gYWQq>5#uKiiGQ){w^9nRWbySQ?O;W z@91F5Jiir1bZ)bjAv*QI`8UWoZ6lj?6_E+UAxnmLw&bdyzM1~VH0XMj=mFr5)MP`( zu>Q$-c8m1prkWU&!IESBhXq?)*Y-^8C*gh!95d7`7A#P#TfS=a^+?i3BeSW-SRhxp zfzBeRQ|I^ehP4{>12qf`4jntcSELV$J^)5EfAh5YHfsYkN5$PW_cx0~w)H_&rB6}m zzE1^~59~Be&y2tJo+We3g2+fu zc-c5ND-n4{W^sx4blUFISiDeHL~Nv5k+GeZ#khx0w)lDU%NZ#9zNiqi!dRinEad?z zpbwWsmI-pBg_(&1S@+^pH3pH2s>wN}G*NSlh&A6xE%J=zef)1lmP!jXc#AD=ZCa|N zTT+^-bWyAJ1~;5#UR$=>H=hZowVfvEWU< zt>XnsBXlj5ME)p{7Vk*ptMN786b^23n<~1-JG8W^CZeF7yrf0IGM0}&!R2p`{88XV z=;jr-){HMWun7a4e@U3}R!HNme^f9B70h}~k`h!=aG&<%LkSE2d2C34UTB>W8 ztoc2?QCb9skb7H^CxpYzKg!=|6*>XSA#W8w@V|>+K&Y!6wlczl@&6q8V;%|kzDU}) z4%7Sg7vAeFGU0Q7Pgq_M=cWkjq&?A!d1g==sEq|3L68nfF0Uofbc=N{LfUMu^MYZ^ z5W#d>mJ+oSiLW~csOZW`J24qJNz_Uq-MdwfL2}ly|0~NO6fPovWDI=AVNvck319~#YYHzo39B!#T2Rm~BpoJu;!cg{Rr^cJN4NE_6MPp-`!>F}(Y~hp{}SJj$Pd(Oecr;5PX_mN z+qxX|*DcaC(q{)W(n|PC-Ch`f$xG}3qHHm|46F?I%#xUN~5p+%8lM3 zjSkXUwv(nGNNIXA8?wL3c-Z}2zNh}ap3>;o`~F&u;t?I=OsN~#lQr0K6U#gX|KwZ$ z9EH-}KN#~wuWQ}Cd-u2N`>#7Jz(3z-=4$r-@*6(OemD?72#i=Aotj~cXmQmC-_0EK zg%N5Nno?AQnmVKd21|E4)chzJZR|}#NxhMjAGw{d(~roH+{E3`vkMeid5AV-zGisq zTr9!(m?Ss|8Cz)#VS2?(!Hfv|*W_esh~fuJR@_fG!t`LuI|8(~)b)czXomRxo`&jA zDMNL%@hc5go7|6IB`^%j3YL@_;Vlxzsnw7nM)-XRmwO@?d7i%*5LU`Qk0|`eaE}aV zWVq~F6d)oaMPEH=gnF?E0oJY*tbGErBQW!V3p_Y)QOIjR96x#-#&y1y2bo`zMNlJN z21LZV7h4b{~Lh(>On+4MnEagMI6n_iao?VX^%eXe6z{NU1-(o z-sT3nd256Dig9Cuxvk_yBUE)D$D9>fHrQ1f;RlJsCAHMXG6x-~D^?W-ONxzfF9EsS z6I_sm3jw$O5hyvu2!Hb}l5&v7One)J@evWCKg7zvND!UJ%G^%6aX-u&+x)A5bNZO3wOBFV4ok>4zebmrF|4t{-;h?b~>DQD$s^QM$ZEB;}^BTsl z)96JWyTfB-;1*?dD(WYs^mkI{{r%bU;x4g#{IWjX)25^2zfpG6HH@jX{}+sevifj0 zd;kfKQrx|jq25IV#Z$_D`!zAAQJWEZTN0lTsj_7E57cE`|1t!i4UEH4^X8WrQ(|AJ zJT;y^>Gs8`^p71nDY!h%zEB2bCsMJ!kx|S&P-S0K2e0bE7Tw=^L1w3UmR#j|@A%O! zUygdLS?66b4^IKMi$2q$u(I74m^Rf*8%QI7rJLAo#5eM-uB{hM|= zA(dY?UfK@7nhmVDU%`)qOIbS_A)P{zjRtKZ@nmzg+zd);L|M%|Rzvi7811yL=r_*p z*c;wQp+dN?<^VD#i^Tg$-OosARS#!2l6A{gWxlT2+>PWa;D5Op)2*;(NFzpQ_Wo4I zM46TOe&Uq#`l&>)bZ|+*KsAbTVICm_k0437xz&NQz71j`~a zP?1Z+2cGEooO1J$obt$Qj|tPv&N45`ip=(!7jc}0SY)RAO;f?lnPVV#$$o+VKJ>Jj z1tGA%g+Q&-MTjG_ZRCJ5nPvD;KV=<7%?j-!~LVIywM zwx%PaSrGSsMrvL}BN_BZPm_H}kog_vdVB-z>|iM`-w1!rjwV8pX;4pzDK|o|!Vswi zCUd*^pD2r7s_KtkIvvs4rp;@&!+qE2(i2RB)OG8fcBZpm7b7f(T8+g)Zte&Mp~v6y;T*} z^R7+A$D4G)_od*~Y4tuU$$!~F-;_e|iCtWPb7m+N_F=_U= zSfZv#)K#8vs}Y{S5?tNiU`g=XD&lJhX;C%Xnzcoyr$*=@Vq{(wsunKS(^=Giq_3XT zO2t+V)tV|PzKdWaSO%5JfO^b`1R;H!8e)njY*x%?=zZCdBKWNbTC^+Y12EPVsA6EO zqO*Z#WGczLdzhk&l$rgPfRied%AA>fnN%S3yf|6@6eHA|@^z<(2xzt@Yp)SDuR_zz zp9Rc#nE;<+;gwN?x$_}g4;kTAEF-O2&Ojsv>h+b5`gaAXj{bdw?48KB&ZdJuV!z7# zS7EIUcZ?n=Enrh&s+KO?irRtX7$}HVatS_-AW6(@6bc74U$Di}0*`&`z#Q$3j{PXO z%VS)Bj$rm$$U!_4u+ZW$Kl3-HSY}6n1T~gM_|L+wS7k-65aJ2-B0-CN_qT}wYJS`v zA8pqB`%qUB7jOP@TmIg*_LouRUblbVuhl+myj9qEU4qt=0-`tE690ieB(Im`$0b=w z0L(@t!1m8onk8vB>!Qjc-bj3WjV`!C5*MV^TPMj6=;V7P`K+|$J0y9jPL4|QkhJ85 zlKfkpyhxG{OiMmTl1J<0^CkIvB|n_`(J7KVh-5YT@Tw7B!q!1#0doX3{v_=+{@$;x0!7wr6Q0K=;M03);jxQ0%~6uF#0u%*BV{To{;MNf++PSw>Z`d{>N+dz&H z3@t?ULEzn)4ImxL(cLP)5jv1wXn7&)ZE>&sREm|k?5#Q^1#vUsGF#YB8;jZJ-%mE> zx<{}0G`Krsey>ud8d-?lNN=?HJHa?hZMAfxu^_Gt(o5*CCQP#5VmmjIk zZiJRnn_Z-vT@)WA75Y8K@?OyicL!Sf8B6;?6}%R-@RZhkjw=j`8KEwcN7aTP{IMmC zw}I!^VS*&$Z>J~m5cRf=#Zrm7LPa@fo-0x3rbb1c$%lfivq>mbK_h$$>7{DsVT6w( z938n^FYLw(q@<987{v2gwTOSrk>JQ8_LbC%Dz>f>eh4hYTc}T?V%4KE73hc!mWY#6 z0AJ;=f(@nd*ipg~*UMGOWvZSh?0K20lO-w*ISW-sv3l>DTf9S-vJwT!^CTVSGmd`q zjj}r;D^(kRxpuqX=FdahaZi#Q|MV&NUEqz($r3s9d->%MUjOQj>#q)cM(8}U{wm0> zJ5}@3Iz&#qrvRV?p!q`lkI4nQP+ts%RCaPEjBrxCUP#A>iKb*~bWB$8le?5zn9R zR7z~PN7A6N$>0wh*Az6y_5PJqnYM>z-63*6RgN8Pmry$w$tZ@vC@kbZS;2H)X$p{ll!G!*?2?VzRLFS-Rby82UsZ<&Ef{X-Y~( zbH0r{BkB-sW2zQ{t3BrM@58M!2libMd1kP*`a}tTqh49|aFu=w?gnD8<{QzeRD%jG z1ZM>a14sY)SwlGvYlKRqesGleM3Gb;b7O&+BR%GE=9hBL&;K73aiOUykIA+#m_j)f z@30dYkuTHR#@FcrfWw^L9_438IMK<#lg zd5#z2@NilWvpi|q$5b@}X;AN>#xrEVlcM~U4}f>&heYX(z}#AA|IY{=N;lN*RzC@_ z5BL%5j|8DbnWSHczK`#gqE~n@klo*w?!NNa_@xrj2D{JSaZ#HwEB)43T0u^8Cr8Kz zZG)N@zZ7Vh>3<=x*gez#Jnz>{_OFaymRb76ynhz2PxJ{|MXWglUvRrum;PXc&H*3B zs!A5j)rqb5qoX-!)y25J1T`77PD-@#-QKM0sI74E3IeIetFVkx%%DGm9~;3P_otIs zwsEWWr+Gc(ZJF%qQQ7-KY5{j8GdYA3k>xRYXy!wzDQgX8BlUgflYIY$Sy1s=X#FrN<(kt4bhs()2xAyT*4CK1ZS=SiC^ zd2pS^2yZ1OxRV8hIh+L1GC8<4!#ZE0cQgAPL*~|kr$)0rSa&tTm`ZkRrjlZ5XTFa3 zSR(Qz;u76(jx=mYgkMKwO2lsJtXrgu{8Nf-A>wCa>{iUE=;*r@4~>=Cj5Rg>dr_G@ zAggfD84?}*=+yv0pbo_6=TTBSR z$l!O#dXDaDu4L^aU1h0N(A7;M;^Z)v4~d?!EU?Qxk0rqi%w2?x>&J@XmU*y4YoZP9_Nif=_2lpj)rS!HP{l_h(6Fg(kk6(c~JfEVUXTIbgt2t`QzY zAaaJDYK@UeraNfm$-_<88N2~H0-t%Ol853T;LSuwxh~}vJT62Xc zUS6eUv6wr<A*T=DAZzMA+6Q3Cp{OPj<9`)pCM$6Z3(BD15^VYseX0dO?I!-0LIP-b zdaKH8XNZrMpCX<`3^ZHwSg4MVl=_k-=SoRt^)j8e;bYH@SxtP5(3$Kz4)XPA(={pc zaj8rx;EOY-wf@r15<9;|_^$uDc8&U_FXVAfZ4dTqo6R28z9=S#(#O+Q-;S zg+Tt_s6E2H&%gWUumknqFWXmpt4qm0O!8NH{J$=FMwXLhJI&nSKYp(})@H_O+ltewTa$C08gFKe zI$;;T59B%`@}u>Dc3M_^;V!Dem!@|?mJ0y*0(ozvc7FwAvGLkj4>To*wv36@9BKkA&I+^?K6BA z!pzCvsz0l^=DkOFev<+ZFSd19Z~yP$(d}3NNc)$kwBP&xQ2TR!r2Tm*?cWF~x1aC+ zcm1ywda{qSg>FN_%WLCmM$zQy<4o%9$*LjADMu|2*VJ~nbD|Y9B$8I&Klf1Is`=92 zL&@J^y=BSntCIcoJ(%pPy`S()`g(8hQxwWH(IBbJ6KL0&BXwtvRF4d{%_mh6`xQYs z-=TjGRV1AJz3S>88Nch2{ozRI?vCpfzobuX{G{nO_#^E{Q`$fC*KR+sLLIfmc1XqT z7tmBHp*VCD(VL~KmI0F0@H!)+C@oQ##CIq3a6=0GH~#Qz;qu-V$h53TW^iYvzh~k+bslcIhu>=I zGw&;f!i`|3=~V}bN$jZm6ng=U!$((%JXf83PA%gI8V)g6%W1i`-uGSdLlZcv(Y-(U zm-l{s;$hvv zaT36@p%GGnL|m)wW=;dIiqz3dxlQ`ltTFEx!4E7?}? zNv!^qv3!r9$NbVkP_woFcXUOq_v`-qPEYN7QZv;v7(ZL0-u`n6X;H8~5lqUPpWWV~ zy=t#1vu#A}u$+9T8?^#Z&E?_{e$s-!Ck%Qzhl1s z`iI{(b}Pmw=tf@*{@~`6x;Ijm&)GU5sFX1@LetRzjH4o%4i>i&7B&B~vHO<5M8ozv zVoTeBB6GV#PqGBlY&D|C(&6b!gQ;{iQ1cYaNXp@{nv?JIl8{&mqe{1uW|FyG_M@Ch z=peJ1CP{Z$Q=~CzS1oTk45#!%8AN&w#8EAy%26S30U&|P$OgskSut!y8gJ`C7 zG`*W|s|Ax3fFA=Ms?v;zP*B{ z-ImC~q8#^j8OLVo_*~%+JVm@I;+scc@*@E`GKT=qji}pg=({}G^uT|1u6;DHSFqIM zJ4&t4d>Nz7KdKVzeLWcMT)ns#T$3-i&7JeE_BFLNl3N|gqyCiK$wY^jf2qFzSz7Gt8SmNzbn3pZx*wd+#hS>~ zS&=K{h~cGXqx)Mu8%*FouKoIwb6z3kV92I4Sbo;J(gXG=Ci#o|s4vKs<-$lmA=Th_ zMV#OXe&;r0#w}c3H+Py}X07wj2!7XC3s_FMWL+5o=N*VbhXZqVY{@q-csfNuB{0_0AjxL zgC$28p%;YBrg)zl%2zxdT*eI^f@Pd86E(_HRYUOA!R|t%oA5E_xm2H7R_Xu3+{o*a z+pKjf5saV7d}$ZI&g54_vh)eGRPqYwnmpUb3a?m|avH1UZ2u?JRJ@)&lXJb+>*X}= zWcR=3tS2f@Hh9?6@3G@Q1b-uvYeEJt9^faQwXc4z%w?WV9DMgu{B+?S4%JoReu)Ez z`q!Y5Me#!k7O#y@O2?nzOKgWSPT$L(xHynmU3R6pfseU8>otyeKvQMoj8Fz&9AX7p z#v0durZBXgi}^D!79-aTj#UgM8LU-ilyPMskHh|DlZ;S5gYR6>$H9oQYK}CkLpIdW z-B{}9z);!c?8eL2M{_<;*+u>yfkl~@u&+Zwl=>@NYf~N?La)eCZhZskC4#}7#~Go~ zv?5oL!jDU0g*YtWJa%7I@-NkV7>Vt5Cjgh&2TwCN4JM#!uP1fGbo}3mr-=~-g}6Hr zpB65k0aDFz1R3}>^!5k}|)`Kc)DDBb8qPNTI_zf=BxvbXiF zKxaM0$@&|zYWSS|bJOx4s`K}9@}JNle??mU0e1hNbo%e)m!2xF?LN=Ig-g$%HLR?k zaeactVkA$q^)K+vAPIg0L&g~4-k_D}r{q+d_`mfO)UjnExV?_L)w?6fE*ea&B=M(Sd*yslaoPa!@ld zC+b-tgu5@%v=(z6Aywk&YKq4_u?TvLUrg^6{%HAj5wy5BkuID<7rN74WMYXNrTBmf zq@p2YcR1h}2|FABA5F}+V%!0W@58u86m&-PHl{KHk2eWVja0LQXblW*%Kvc!PFgC8 zvf}T`Y}PI~v-5(ZQwxT4K~Ma_l!AwMUeHJ_I9eC%9=|lD;1=X=C!lU1Itl6=U9d-d zFa-mPGT`J=Mity`7OB`IbH;NOio7VMA^5K<1cwL+K@a{bnRBvb2r1a-C+7bXQqX9Y z(KL80pi>}Zg(3;WZ4SQVmbB0lwYD+H7)>+>QM2Op5h-014b({&zoJO8_Ih3WzVQjv z?u^E3JbS-z|&{&aGM$9#%QqD&k)5h#LJpMwkC4H_iVSFk#oMEs1p ze7(dTo2Y)wMKelv9)0T(_X*DUL3^%y1y-YHaoac*N#(m_oQ@=k9=!S(Jva|c63!f~ zR4Ijx&{0$qEXg&(pAd*2!k@_86cz3k6`ld>hzfr~zNqj+=)9=#>3p?7F_wNpGor#} zy&+A7XQ0Bzh=ORgdUCNqbb%4-Nlms29|!D8gv2J$-(2TObk<8Oev7y#>kMo*aJG9!F4A|ZNOCIW}*K1g9z08hLx z;3(_oN+WbxSI{xX2=5jVM{%XA`_P*XU``;ytppec!rOzse&)KB>e}vSAc%9UvK#Np3G$V!Re5TON2V6@Kx;agd z0NoUTRiT@4{C4O@(G+xZhtO84>F0rNKE_4_g4ZDet$#npK(y(mm7t=V_c_9;=;lR9 zv`xRKh@|AhGx(&MelPwnkT)^Txn{-SxFM1S)h4%_52Z7XUg#^~xp}7d7KP9J`1it2 z&DNhdkH#2inibO$l7~vAe7pj4N z8^0BaoJnQ-NM)5CHRc}1{3WO?dRiB>G-IyZqZ!c`iMzPLn^}>q?5>>RwW5}epk&M? zL(YLJTH9Z@wnSuUEdDPM?4vyLDAOgI0zcF+ex=vAgjCR4BP{{3dwFg7A!G8>vXJpx4Mq zbpaJ_8!jQ07S9u?AR4Jv95zUO&oK)Ul=q-Mi9bVB1@RB4c%RC9rX6>K&Ko|4epB6j zOi~nL0wu_e6NPTa7v$ERB)ustAVYuYkP_b~>KY%#jPRCncgBcE4&$Xl{&*0 z97)tAigd&~e^WTwh)@K|@a@p7xyvTXIuwAwQK$1fMIL_ri#e38g1RO74xM}p$$>>4 z#(fSn108C?v6)*~nk&zMFcjlqaotN6iUy=EWhdBmogsBK#jn%Jk0b0vajw?p1#{8M zzGUpshMkYy1h>ZZnIfdfWslvdYV7voucF{tumlwBe=L=H``SeZP*kYbf1^#gp0fG= zr4H3T#zfzy+HbZ2X)4t&N0un6{k;l6wL<@zYKIe|yThhY966Ju+F1{GpxV=j(kQX1 zwoD=#;y%uJQ^h-4rdIO{06n;H4b{>ykuAFz071KwEgPnGB3rgUL>*1>0>~q&Wsa79 z#He|&NKxsKqPF!QNr-Hh-UvXxOW9cbF+>~ zO|A4j@BtrvD8q1!B7qo;7-vbXR?+02oxG4nml~ee% zlMVOo7T!Rnwv!E}icgmfew{bmOkS#6iZo~&t;IyPlMP+|3MLe5*|Op52Nn7X1w-sN z3NmBy_aFt~d&Q5={)of(t96MMvZfCCI)1Amj}dT&d2*8m?Ga+(rRcVTpLyxRc+_6Qnk^er?&NfB*E);6q?oi_q8nl_Z;`k&oin4}3 zB=`b>HweTxGERiYP-FZgAV9&xI*%}ROu0rGeX;`@r|Yqqus8>FT`tJ4$Lk?4|& z-W2$nEni!s7deg2l12}J^pbq|iu767>kWt9HP8y0bus!>=WhGsuhLVPI29hw|S*jRQVJZx)i*_2RP`z7c!Rqh@9y(YmM zh}T;CAwst7Q(F5rekbK0w4{3TEf-_cq+e9Zx6JYVHqdgBf3`?H|M@_6#zYFFO1#Vd zLP4dnY%P6`M5sR6@@~9DG{vtK)3Vv>B^3z%x=26<_WLtAgZ+0}xX9Oy)3Z~_7p%7x zoWe#=fK2>OV-m-w0pZ2Y^+o^hbmuPzJCe)R7l-oGShkZMDP1q7bqYT}PCQ`v0mF=? zYWmk(bZr4Lq-y$SRD3!&|5fJ=*XYVt2vggX?mvLqe=F>rN`)uh4?13eW*BN)`wx() zR1WVg5l!(*h{xft*1=M7A|?W}Y8kGo=Q#qiRI8+8KBG)5K3M;{XM)Opn}~#a#L{Xn z5+1!zHSxjM=^|kTzm-UMlze&D)YQxu^q6;X>f_;i%(^m>8WZ1f+i-xpBx3#~Bl2m+taxXQ!5dS;WBcx=6 z?^b}M(oy5_aMi6K(;=n!@AQup&bwRkm|8VIAsn9C#&x=l3s62C6;@n}rbjH`5QX)T z{(W$jj6nQY%Ft{|OD9N6Go;_FUm^WSHNs;l6#rJMx{uCKB{yo(F-7WairPYuI4iiuAU2y8|@5+*E zrEfpFC-;9jBlD1~q8DmMqd>wM`Bv>7D2~e@ahv)+Zc~F-XLskk(3ze=6N~JZ0G)>s z?Da#vTfs{?7&c>l#l<@~2UkohIgmVc9xvi)yL0X4)w{v$njAbvC)XeK=u;q5fn_%N zd7~!rRx(}rlOEZ&pEQxZfZ*p@I3K~K+gZ32U!9@6S1Z+JT_%jSn%WM7IMk9rrT7oV z`}}m8Rw3jenz z?(^2gGN2k)FkWPi^&~D6_?oC5SLDx}OgvLhp5{wro8OgeTwDprIYT)T=o=A{_Y}Sx zw9ag3h#%s9@wJ`u=uN}>p2*{_V@A8856fS?50t#@f5BLOy1Rtdd>0Sl@3qg+N2$aA zY#TMG78Av&?NfIenS70UX zE8itU-9}%w-}BpWW>xO2<4$E=nRQ%WFy<&ALR}{WgA3UL*FPVR~=y$j_MXkpny)>{KDlZ~((6*iVvvFpfM#yeyUwD^qhMq=qZ zXXj)nN4o>NeEthibXcx*>Qkn=V7LkH+KrNw*M4@>LRCH`f}PF;tz2MkK0uX-4v zD`aGMRT|;h1cWWr+VY(+j&%J*HQahN`A7-3@4gZ0L$tZbV{$3W!NLf^LR1}bnV4r5 zUPpV1!SiV`?jnC}HX^BE$V!jx`P{;n=^E7t}Py-ACfV0O?I?!p4_dQn-eX3G`xk!7bF_FE?uuDY;t#- zpHL7w)MfgS=A$#>Z!pAqyjNnoxDtO+;3w`{iOuOs+@hAn6Mqo;(l~lG(8A3>4)2g2wCH-?wI_A$&Y z8~gTTjfE7_W)zeq#s;l1G6fw#X4A6%A!u)qwL)3=b~NL$0J5tPI&5RU&2%Ub!a z`rWL40}5+Key|o?ooP;%S{}yw;rQ@muMxTz09a}^8;sB&0Rhmm&C0=Sw5LAUDzag+ zH(sOa6X-QBai(EGR-`C8b+>zR5hI(YJW+^iiV;BQSo^Os+c%a~tNyXRxl{!*{R4$q z+T6%WsiUM6YB*5BIgiocLFs3}WMS$8;Me@X=w!&U%wg0kD+D-0O*-BXKZshu2c=}YH#$7i1k+c`dVX(e6PFV-wmwpsGqf^y(b9+?J*9S* zDs!UVWkPbl1uAobCnk#yLSFHgsRx*IHHyqiIg!kZm*bULrT0TEEB>|vz@21g02YX3 zR}e*r!0cXYg!6zPI?6VX)nMN@kjC0+NotN-K?von9VOYBX^3|g5gjToh`$Jm-`gh zT&xm{bP~HuaIUD++Hr*BHktOT`GIA9e6!G?=`CR0Bu}p*Th=-v`JFHM)cn-4p3_nC z240<-p<348R8hh1rL-e_1AtG7^5R8C$p@VXUtK3f6&5SW=bX=xxz&sOmdt9U#n}R| ztO>~iIg&xx5E{1EnBN5dRQf}O#)%?NS!7nUF64PX8C0w+G25}ezA8o*n4Ns#Cv`<5 zF!ouH5LRY&d6CdIJ=e1}Rwpd0@us#OsWl|adQ75JkL2({upy&P%Qf>fuicB{wN`{o z@$)1dJ*Ws}3@|&mQR>UGs>uYwKh0<-nd81q#Kma&Vdg3hXufOAwzU$=IwlFhb`Vb9 zC=yi~VvYDC+KgYyA20`%B-bdFVTckLGKwkFrLdSSze3XqQ^ntgr_E9=YwaJYXq-;m zjBwOMZjb6eNMw-Ji8Kmtd5gS<=)CU}jv%9(;;#!7$S*`Yf_glfQv`Kbz6k17kgf>o zBC2!*^&&<^1ody^D}vfS+$8iI>Q6!1+Rjdi64ZH|@T3mur!AigL{P=fkF z$)E*wsEmzG$~O#C;~ z@6!?HBQ?xhl52bWm zo#{g?fYdhY(TVp;qo=K2XoLYefej*|r{e)b=xL*LRk^4!mi_@5RCc-V+77f-D7#9Q z^#F?&4lT{5V|E{3QRH(R$34iV`Z!J!?LPjiw<>$psj82ubaYECkT%6v(nnMck{0QB zH)7gZ8Ab%LmsNyF-+k!D_<#Wuk;E15g3Q*N-rcCn!-w$CE|iP zkdi7vT^E+Yi8SQYbtGZrK0XO7wO1?73ED*R7k?nNA>PG?4Cm({Hags{v6vc#8L&MR zI~bt^$$=I?{6G)LtKZO)tsn%*_)5v3V9Q2iCt>?kmW1HWwwflBtZEX2mA=UaFEuF~ zs+tB!hO1>MYJXXiNz+~>{lP~={B&dySuhX25L!}TV=iDGtY+9S7r=X^H!?YA=wuF` z$ku*jkuxWpoD(g3T1{;7IVJ_v;s8T$`}58rydRghTJ$^=>*Xv+Om?%vTgaO1R)9&q zqpljX9b;K{EK@jrTrV|Iq$@>ak};X32?6d-p{e?G;11pca7ea+8o0bP;QA5?o~eCC zyV@UM7^L>~()CIb>o1s;+; zUWT2Y-sAYy3Qw5epsAIviIF!Gf=ZIn*&WN=sHoCqO zKY&!V?{Ji8$PMZC^nVaBfg!MUFA^0n_CWzT2IJU(Cm#&yH_>+Jb!v!d#K>x7=pk_b z|FHHp@KF`lANOtu5F~nIjfzT3Y=aU7Oe)qy(MBMG3W@?k6_mCXwZ;0vuAuS~x`}eT zE}~UyD_X6#f7;S&twlt{gg}C5D=)r;H$_Fgmjyx5@K(+9{mtCF*+gtV&*yn)&E7lr z%$YN1&N*{t=FE&)aQ%gOKyfDP!GsBnh0XKpL)pM>(6h% zOO<83KL2zIvYz$%GPPCVBE9Eb_)VzJ_|^Vl@<2Rqn~Y(-e<5~*x9_dxC)02HgK18S zYz;LJ8_~MH2a%yHbX@@j!2?3qh9JDlB5cX;Qm8X`H5>_Aax#r-T5_oDSBI9|NB3Ly zvT4gdf7ZS&f6IH=mN$zMwdG<_pWT)%7J-63R-3Mz)|^OA+nSg2M6Mj#tX*rK_)F5W zTeE-!IBYC_;H-b)0#olF1qwBVE8_x0&>VKD)AQc4P&;u}EE{G2vfE_Q3E519m_OJY zFOWkG-%eb#+Vo$=WvTj9U8)|4%Mos{wn-gqYZSL-zbJYu$<4-cH+U)~ITy8FXG{8s=oi0FS9l=78<2 zF~Cc6+87#)0Tz-3Lzk~D?C!Tb z%UF#cA=2%vMp-Cp@5yX-khSAvr)4!(%GhWsB(NHaPYEThD{~x1(k^}t4B3)4K-nc{ zN0LGO1ogkArtReH`MW@pEoTczkR}6V28I4Jh!-u^-f9&6FEKb5T_qQA z)@l^t{N!k6AvDsoyyZIoi zv}R^Uk{>j}-yz1CTgzY5gN?KEK~Al<571b}O<~L%d)~KhwoAUt#R$G>W~laf0JCQ_ z4&yzP%Nvh{Yz=W2y&5nw40^j46JX@>TJwNhYWskd%T+v)CnvMUNw=ojpIA$J+hV%s z6_AiEm%w~cqk{aR-S`cQ$R;|adEvCeT=8CprH}V})!b{*ng9gH#b>1 z`IbTFee_{aJ=4C&i@g}#EWl=K z+V%%N^54E&eNtoUOfLNiSiv}^lQKxNwgL>|JnAEdmV_a@VP?b`nH z*|e#y|FE-C{^R69yU??rVrQW!YZm+EqcB|ep>!6OmGN3$mRt{`XcFs^>*9{g%d`Ml zd~16|)k1U!(v(5;bM^-uIx&+4Bzu2UE-KY#qzt_H9#5%MUyrAWd zr)qpY&pLLSnUXU$cD){CYgY5%D}q0)K@k;+_`_fZHLx!_rC03eSc7GZ`2AgA&eY&N zTg>N8@bf6@O##=3MNSNh9IGNnqCu9$4{Yzq;z`1L8UPu*8m;q^)eM6K^E8A}#GMqU zna4)I7aSy^N*2bbU%-XJY7!d#$*N}+^#djf0)kum7=zp~07mT#Og|8lEoI+&shFT+ z*G#3KLePP_i^v8ry)7{akUx1ONsaz1kp0yLy_D3zU3<0BG^lac{NX0uD;K&({~r5x zyL2;K6)%`Y0#l4>SZ$_@ffH37oYrp(tkJK6xv~~nGoIsMnv8^*@w`YcrrV62O;wim z>!2B%X3~=VESrDFMOnnqiUOf?pcX+I9T>pP^eUG z*E=fRn!Z?7o7v-2Y=$B1*YbSm|COWB{|(*|Z`0oACtH|@THq$DYd`4txsN{Q7N;L4 z?_@Bw6WNoXjP&A;nf6RKnfyOkGm_i!`}*MfWwyd<>{WCUCcc5q(F1XijI%O|cy}E1 znHLhh5c{rnN!RAdVXxE93@NZ(O#CEu&l(&wlU*09L&XDGhB& z)dw!N2akY6`(@3_u*LNSR54GvGPV@#yUSX=9n@XOF~rWI<0s9l*%X^zeUSC;_aP!R zn2YY6JBf(l@ptT7yz>Sgs}BxlcDnlD7=l9bSONWkNn@&eqQR6zl-_YCfNhk&_9mx8|$09J%5WOk@{cY z)E-STT3n;83(50~&OV<_wLA2Dc~7_JFQ~D5J}1$7v3KFg23plFAMN%A-ytUXZvu)H zjm65v0B?kvzKM&+-GlP2YPEtw^7oXx&4%puI@{b2@mbxiX_rf(%ecaB!;<95>_gb? zT`Vw;NvQv33qKpa zSiG8pp|qO}^6G=5Vtr^rt>RuPyw7Lh)%ssHUf^hE{}_@p>#Nbk)^`Suc6Y~5_I_Tk zqT;`iL^Odg{?rR<4}Z@WA-vm^p6iW;qV!v4y;B7a0~_Q-w_o~-5}!W;s+UZ+;^RQPda8b8Vsd!~!D(i0na;}G4mpHr z3T+DJPSEoi>k-TI=|Kr(lsL7%2&KP|*U*v7I?v9WO(c6mObg1mfFi5+59RK2aj)5Z z%bP?#nA;dTjB0ji;o!R11q7a|4dWIl;!x+SxJw~N2T#}3lH2*kEBs9a zM^V4TGr@y|1a9{K$us(#yfru3B{&yv4=#KBTZD{&z~q>E#5~>A9=zSU$Gtp{SRQw` zF>Jy3>Y~!rrG>5na@fuU@iV|%ePC$p1Rz4FI0J#@ zLS?u;>fXUC8-kC}>vb6)Ig_7jJ!zeqU0-T0Xkc;t1b+lHx5bM%i*nE8u#D~li(_4N zbHm5ecXGPUC)DZpw^G<0`6Zu6_tNxt!R*+{4vf1<0FKdg!Ycgnt@5flE zxq>=68=q;Pld&6Z7?}hR#vcjR=L^du@b3}KL26_t)AkC9N%3wnZ%6CeG7qzvdn@xo zGB3H+CKOLsg^Bbb&1CyWyKMMZD)ZwQ+2Vlk{B3H{hL`150sKntw5Nty_JBn`MonS7XylyFkLQO6NT#|=v;E0 zO}HAtQYF@sW-9UV!E6$6yp*j(*`5wTP7U%r5+)oUBKHW*W=0-Gu}Z{Ln3w+)Je}u!*D}dj2&1+^Yb6zYEDhPbq5~8RLFnPLP?sVO}@zZ|22^t*4rG_e{fYhd{ z#Y$+ZTB;xSL$~Vbq*h=gs6UQOk`q3>nu_I@HRcLQLF z+Ph?hyWfH|qc4MQ7v=@YG0(c6HP&=iT_QM0c?i6&HEJF6baG5x5KEr=$!DgINAS80 zyg+9U9Y*gp#HpQ!kt=JdzT+?qUX85coAn>|s{gWAqOp@7Q11GH{p01KzdaZ~ zfunk+o=oL)QWxc<#;vJ7*v)-q>PGnooHxaxRyOS9)=vlakNsP|t!oG@S?lfmIq1y5 z*N)P_4V;}oh%e62JOEesg zRSKC=|2cTNgQuOn3C=?spB$G@+Yje-wUe3l8V)s)@}sPS&>ssE#^(`n+Z2S`GC8L6 zx)>;KMh6seqX0&^`Cau(#Lf5l4bLc;1wtZjZZzi;aE&OvJWV&*so5?K^}N&nt-j4| zz#}AA5O4E09!*S9m3iQ3s)_n&rfWbCUF7V>lq0TT?53t@m|W$~?;WdHgX1 z!=0cAn;TxUJ?L>lqfk9_=)}X2kfb`q&IU$ci7YknTPD*SimGssT>z zT2Qdl$Mdd(47WbLP4W(YyPVW+EvZi?w%D9Y609ZN4cnc$SA;aE-L><)I?2s&?PDP% zBb407tRPLG9@#5MBY0nOwPl`+2yN3Bs&0A4JoZ6a!d0YMEWemlBpo$r}op+@2XSJ4vJm#Q`OToL9u~Px4OiETbZLAU`*9%EwK%ZEZwa_)=`jAyx<^p)K66*a2XvZ-A`uSH#3T6%CF9CBM zN^E(h*$EQPRHnxC6Vx}OTT`AUt$~lXlikdX8&w~qiWy@;1(f&Tb->lz4G{1_L*!s( z^>JJ?Rp_kqSzWzfFM-`j*;TxIF=6c%QJw~se+z&iL;dec96j%&r}*##KA8Ca4ZLAR znBUyb=WvR53Z5fL()8pAB=$(N4eDkiv1t6$<^kJ!7j-t#rdkh64bp_(U4OMEblz%E z&{|T15raKa!vB1ERMWK0;St|vFh&gu-ZAawOs5SuX23FhG|VW7)!?Wxo+ zSc)-2$UaWZb!3-*8nX=vrR)Mi#YieO=6fw!Ot|Ft1!y9F;gKZKbg{=Wcv3%dCSHj8 zk#qD*U1PW{>PL>{H;mk@W0a#v;05|MwAo`0O(gItGK$}?Ol!spz645Y#oRe%}OPP`}^vXzDkM zj?vUFqK|>pdeoJ?n;6M%T^JdCoBRQVps2jYHt}kK8?fJs z7lFJ8k*VhdKuta05I|7R*K9ra(AXW?r9c$Qn%QU^PlUExQrm^Q=>MJ3ZuM>Ib(te+ zO`T_Y-P;tY`D+HNsq@-LYF?$1v%^RSJjcDN98MOSkL~CigcM$ELP)3D0!0O>On0{dyNC2?* zK^yKcA$~5;I3EbOccMjPBwdIo{bQ!Jkc8tbZS;?yz>N02;wyNOfV40>V)lFyAvqlF zmTz;ux*@|aP)$Ld+WR*CZG6uJlwLz7^~LsRys-M`d?gpC##yQo6p4IlD=39d4D;WN zJZ38W1=`-BR83;E&7Z+2%3Q3ptQg!zs{hp}*>6zbA);gtYC6PhAySmAmh>!A4-1}+ z^b=`eyTD!?v_psr_VW$upsuE!xHKryh$^_W945AI&ggce|7M&1(QN!ls6J;^0A%OWVZ*4)|YzVBdt1vc6#q(!+FL&fJrY z6<|-AE|D^^m-4MU#=|{F-XQjJFob4D#GTH2=r?};DOt6kJ5cP%j)o zlBeGNw{u^;ySsdq^$84LhUIfIF6(u0#F=}g*s&kJT%hh?KjV|tG8`S^1SeuTO`PCg z`Iya>M|cmp^3Eq@6jx4C!)J5laN|?JlaH{8h9_(FV0iLRp2%|xoq9W-+BE940&T=G|Z z%w|J^_mBeEo^!K*6n7X?m37+vV{;gU1&65mKP6!0JzS zWh3`b$7rZA!kFg;WOU|g-mPq%Z*CpX$6>if^kOjCnY)!n6%$;g- zYP4CaTbcrZaKLdp#F!w4a<2k4WBIKdksr`8(5@1&4uN)sFPQ`4!iZirqtN~^{ueJ% zolKn7*~mLg9*{Nmh)ytkH~n8Q`uKRfVdrtO2A&sbFaViDd;P^!gvFHF+c3jHFQbOD z5$l~WCjr00O5KDEno5;=*Pt*|s+3Cg?O3S@1plu}jWVdbzb?zJ)InRR>;Y9@Y7h#O zD&^;jW(4DNnO?g6fbKA~`#)Ej8lQ}&3+is5zEZRLuhz^=t12XGfcHz(oth1xW~Ci# zrd{U$t7e}81GCq^m|e5W5MxoB)m)cBX}g-;M|a1KuBE4IKvDB2RDcPya9H6lwC~|y zZaY@iM8mx+a~rsd3frXURp@NHf!s$|;0L}0;3WJF&V0B52X+5V@%zrYFd9!$nhMeI zQ4@4bY@SC^b_cP4J6(`cgCXSIkZ4Lx@DP^znw8JXI+l8~O8p^#86WDY$Ki>Ihh3V@ zoQEU}Z83x2hEQtpd#tIteH$A(o6bZ<3E#K8Mm z`!)~=-nOCP;mCZ$c9W#t%o-iFM{bT6vWgJ3$c-ZSpIUS`801v?8a=2fujIkshArj! z5?l09U=9nLYzsTdX73+n?;U3EsqFW{PO=x+?7gk4l@r45msG2$-8}f!Xf)5){LWP3 zDc-`OqPD0Hsp?njbrY$9JuV?@XpjA$nRM@HrH#-W#yuAQ>r&tB;ouWvNnkkm1eMb^ zN7kU|h!itnwmNQm-VE;;ojgghQ4K~X52>%Rqmu*(WdXnu?ie2_l=c1;0fq7FcHdVX zN!k0pbi%bgFTtD#5bSz8OC^1E*V}hUZu94l=FK<)x5TDsQ1e&mK^V#QDBVx{;RURH z{&GXsW&q9n&dW=A&t}C#0)Q14*+%`7zPAM<5#JVkmk4Hx`o|+csTG$j<{=E4yP}<{ ze&3e-BX!*D2c6GPy+7K%t+$5#eEX*RvV$?fjxWuapdTL;9XQoPai;SJ42~$vru^+O zBoIk=Hy=NJp~J^|eQfmqh%5^=0dbFjGmN6O1C|$e!rO54GL;v6qpw8KPWuQFnp;9N z1QaW5R8C4vL*hSCFEfD`^2P|TH;7#Ae4#SYL;XKCh^&+w52%Om2chhJJJ#ahXj2P` zaY(uySj_+rq}!J>c{vp6FMbH>W3aWB1CZV=^WxtMJ4nx>WUjz2esnS|M6>w^tzr%6L} zQ1K_|XGgF2_uvW!OV>}I2@cz5RN?n>jaYON#SXXxBLWf)GkGSItAnR(D4t-T8roBqGtp9gKb zz5Xoq3MaX>10f-`&(_7uE;A6ri_5c|qH{d7p5U-A#*1)C@d!gSn5vt;lC zyqv^}FpSMiU7l}HF+B@k%IFiSXKLnB%b#Gm{_m!1TgeGqfCY22+bGD)S)NUrnX}Xy zP!h>lnOX}x-sXJ*>j!_G znn#5(Kpi{`DoI(cj27$V^t{+KG$;l%YpP>n=L<#^7CIkb$#W_bBhqT)U}^abjPQ&mnCZ zQU4frnwlc4Jw3&cA*?-Bh|xG3xcjEIt8D;@(Yj1p%#IN=?@q0b=YZi?(Nt(%aH_M; z@Ije+(8pS-<35jz0q|*)B}ThA-&+Zd{tm3BS)bw{ab&=p|I`>5a>J@8w*qH6`BLdn zv-c~TQIog`Q(4QE?rw#9BRRN6jY@^fQ}Rvp830;B_HVr30GsDd7F?WCPF=$eSvICP;%>GXzl~nxtga1Ra(ya}hhn!Ue`Afe5IH+zpL!SK)6?`H3AC9na3oOXSW z^E%PGEKAqyU1wqD2qq(YPrwU9<)5Dls5Hvi4;n>6=IrBBZD#peCjO#P>!I+~SAty+ zRV+~`#=ad0H+y@A8^Uz7NT$y=$JA|n8#^;ev%kT3HdD|RN?hCkx1RT^wlt5{V<>NQ{p8(D93-)pG zg$df^{AVdlTd&mYEmhV=e)&2uPKQzwez&XPb| z?0KLBj}h*}6z6$APV7$D~?8QVOq_TBTQV2X+Z$E#5skXE{Nm^aqO_B&gMmExkmjP5EUDgSW##YTzM7cEbCEpL1gyF`dj~HPHoG~ zcgr>XZX|ro)oUaJnP*;e!mkCh-{Wg;_*&FbpMk8b{-7w{e=(n{o!=`cyZY8|s$|}3 z*G>Dj$ygaXY_=gFf}Or{PlJ7_1~}a~FZe>1^g7jV)BEk~OLO!|esla$7wC5K0dOpj zs0JyG;asAjk|S$%dRgxG*bqa|legzlBdl!BG4c;zHK&>D{pEK=BVNwOK#&6dCU%Sm z!*C8mrm=-y%BKvAfmUfw*4;uzgtk(f@?{Z=G)7dZ^lK%z{|L!`%Br2f??5LGspr>L?puP4m&WWFcO zdpsXWL2SDQ=NT{FJ$+cDpZ+BFb#3abue4QU=2osKP3-Fqq9STu44HkLx$p2Ld4_=T z;%aO4_RY`qwkdu`^6-5;z3?Bs67T;!A72n;a&Vp;hT5T^O*G`sKBz<|k>Ik7CQo-v~#N zB%CdS^tkifB4L_D#h-igwl1?*MrnKH?Xon0?zd@1c}UzFA(rzjFy@zo!Rap^?*T%DwnteD;!C#^Kf>KjLl@G}TzuQJ0pZDI zjYpax!n|n@YxBO_5F0A}3edWpjA9MW^~*##`4 zp7CO65u?b;UY2?As zN=et52f*T615%qhi?90Uy>+B1J-rfpqC}+aWcykCJQTjzZ@nBOH~p)y-tz+#tGw-q zb^6{=eqnlUlN6=Z`cw8@rP_BZuazovQ*6xRLu~0KYEl8Y2#=2uL2(%yFRF7p8If)4 zZvkXo)b=pS0X;8BkDkR@dqUXK&kCgIP2<7k1|Uxh_#@+usmO1A1Ctv&H?c1-UQ*iG z-CPINIpOS!3X<3Ni2nm*eV@l+h%6HwTog-u;flVCb9k{KzV;n=$G&@);~8}9|9UCuY(-`Y%L8M)dJoirt`pClWWuRyBssDNveZWw0oza@UK~bp*e3SGrXJi#n(U&+ zQ6mA5wILFUk527(DFFAiJb7;N=eb{pMvelVekzsp#XwOe=8}nJQA?pGz9`6U`8nUEc9oWDjAE<16%X?-L;GT79~+5tFas zIo0gzEhRi4Sz!6TP8Ge)Tubb&Kr0QkN`vCA$%xP7mu937r5py=O~M7Z!3O+^z(Ykl zc~yRhGag=+{+axxVSeeMe;W2;(!4{!zl!)7_(%vZ*1@vwlS4Cdj+{IzK%MH0T9lla*ZOXzi4+^}mUjGn2vUt{ z(P3rQv^@4T-1EK%NTS>-%Wa*#p>*m2v22I`daiq4vZ`;m?Vlb%b>OXd3RPJ{!kX@$V0)aKd^FY`d6ps6}75q z-x@ukU$L_@M&bx`%eHUfQkt++*zgtTSJ3cR^1=2QIDFj78mi?J2CsXRiwl7h6x#o< zW5zWY7u)DhdefL<$Ta6q|4Vb8rc5%JzNWg&e9zZOjEt8Bm7j^A2jiVX&|@0&byoYW z49M90S9sHyPYT}X;j3s>8@%a%@sg63>$0wlQVhqZ{n&8(n;}zWYXhcsc_CoxybM2$ z4q09vf@VWQQAk7jpPBx{(@8l2GvoJs9d|y&##rvC5BWN%x(w7g;)!YRL(pRQcfVkb zo#|n;C~SZ1b1pV7FNvj|m)9`Qyi4f1BrE%HzdYmncKTz!v%%2jafg%VtKTDvT&j!e zzINdAY}cH@oF9C(^S_6}uaRY5!i&0tavM6#$5<@M%22I4()a)Noz0?&9oDikhN_f2 z9Bq_L{hR4BNtrH1vaVV%vNoOcJmwX2Sv6L-Z|o9oYhaBdS=j^T4KV#36Jp6@lb7Vu zCT2FEt*_3*oyuq8WnUNLKRLC=mJcBY57yIl_l-Zdm}Lz!1@1ntw^oDqb&W4$I`VlWE+c=3kPjoPG2Aq(FGcP23knu%K2BsP z@1YD~Ie9aE@NGwU!zeruantW=%=dM9|3fv6q|@Kt8^EbDz=zJO)qlZBev_sCFM$i? zm)7eO+Rsw89-3;k`8K1?-w(BUsI{A$(GnP}Nx1<0*6eb-7<6w`nwt=f3}9JQ-DI z8tWq&&$fTT_&vhAUKhN}+nN^MtdNoyeX4$5fioj=f zou~6yJ4hTXiuI@-c>Hp$q`kskMGL^Fm9<)dsOSU51Sn;&(om>Pr<__H+(l@x89#X1LeslqfPTCAu77vI{(@q|F|Di@>nqC zx*LANZ{ZF7V%IbdDL%fRcLdl{=NF_3ySf|)kn=P(Zyos_l0Z5Hs$GQ^XTz7`^f14!O23erk~IF z2OaQjVHiyS#S-XKy`U%pVl*btTV5-&3(&p!B(;tyFcYMgjyxyAJd@6#xaH{CzMd1^ zBK`DhK1@xQ)RQpo2P~sZ;(vC%Qr+=D#o;8UvrQ#dT#gq626wr8kXmW(NxY9AQ}N}k z7rU$61AAMLD|b!VIwM;Z`=*X_Ui1>5_li$sIU~2CZ?SXd`;dAzbUMG-z!Uh5n;VK_ zroMP@pU1nKDL>A0XmMA%`}qCbUA6b~^uy@8$~oY!GUaGKG&!(%S&_KlmwdebJ(hC! zt@m8N+Zv2mKF#OubKhCN)%|4sE>`U+bN%}~Z|B(nbZaJy7WoeBrB-YAUIVRb*<}0H zEr(S=>J+D9ZM?htmfLVDQhox$vfA~bJg=nrxC0ck-u(n}Kx(v4?1dGp3@f-> z+kI{C=Y|uO->auy=e&3zv9}kyIm!5fVaR@WWywM6w_*KGcmMjW-QHjex6aG>R5gGH z``3TSH?P}nxcjEtK;`o*-n^xN2Fv5y2Nf%)jH-AuehI~tu~)yH2Ww?o;^@gI zv&Ob7fy4=eaw{iUnAp*H$bbf5tA3%bD?T_1iX+uey+r(L&tidiPx6g(bPy@;PhgAg zKJozE?1A+3Oh4rHC#flN47^`V)mqc{*`K7=Cn#9sr+f-8WRCfpDClwca7S}64D#zd zmp^Kfn?DkJQt@g06ILABiHjZoAt>XK9UzMaIDKoY>&qG zl-2EN*prO{Lx_wOQVnP*P?rilVvZ)Nz74`}LDTUStEQe5(lg-FN$vnc&&K#C^O9s# zCNd<(fSFDYl!gSjMbqpN47H_uZg({J!s=DvLP z@&}RO`uC2V{cdaPtVp-j=_LTxwWj|O(q!rB8_?4yq-Vp&qG&4=Z9>1YsXBOS8&y+} zru5yEJ_+cvB6a#1*xCxAT_??k!;$JulZyw4O6NJ^Fec4jer}~4i-FMBR}TZ~w-@O5 zdnAsR7O|0*006*V>~>2sfQCjgKQOFCOMcB9o~3DPA2$SOEP=QNvVI zNZC5X=WxZ^kT8`5cRB4TKKA6dgkQDqDP#+ydJ1v2geG6Ve9yQ#Zeg*vvqe5mk@Sh? zXF@&R%~=K>Sv6~WKDR_euX%@Im5Bqb@mxWOIFQO|67_RN7xxpx`g0^vZU@>|@ZOI0 z7f3L)_YY|9N6tgiDj6587Z_T5IL}dnO3&h^k#9&FMvka5MYJsJY?;|Okq=BkwK&$wj=RN&-$UIr5ff%Gmy~#6R zN8}Vh4Z9?RMqaQ7sBRJJsXHZ$o#zBgl3^g-#J4=>xvnY}f#~m|Qwl_-^w-kWpiWo2 zTdY0sr$9`W#A$wI0LX`65r(VI3XDezhS8g8qP_sWJ*8eIr)^wJ-`DDoL@y zpt;H!i4_BaB`*9caEwH|Z-*36VGVQiStbE1g;=PJN#dm91_zKfXGn2Bc+ywU6r@GR zuM$9iEcr2o!@K|cROC~5JmLNL_I8S3_8xqt7ApTxwYVxo6noCPeb*UL7+`FwY2U>N zNvm1;qegSO*w;a%1>;X78`hN4Lh|)A_85++l^gSfFmH<8`ZZd2(QWOut~>Q;r*%0b zxXbapo%Qg5)*V$QPr)CX|3N5)O%S8RBW~?u%GZiHj+it+v>>eK8WIu2t1KC- zRqz);_VhuGIbzQo4|Z&a#W%|KLSHP&Q&@pbM|Ojr(t zN=?#TWBf^|M6f=SFNl*&@pWh;W^Sl8xP-4ZfD;ru?RL10Hl*exyNWXI{*@!ubMwv9v%)efk+p@AKo|n9$ zN5vIAXBJd{P!K;hd3^H19&>WLlZbQW^4HAYCl7NOm20A(Nd&L|t;UY_Y!759NxcLa zthc{0)@@?R{guG;WRklScD8v#%(9H#hr$kKbTKWjVx@D>0`d_i$YV-@e6tz%kWY8x;v&lQwy8HCoR=C2CU;cctd9_B(;YSq&I3iOuN@2M zhr7}kLoKcW&3lkvXNhLzkALJ3Bg3S5Fe7)Km& zjrX!>L!2W!;=~x9>MZN(ZcH>qz3=ih@o_Z%aaOT2j|=k_w$D53BPyf*C#X*P*|7eN z{>>1Yv5)vqPy~liu_A0kF{pHF^{B_gX~+xUjNCSlME%j2U2oX75S`1;z@5>Qvzry7W`?_O7gi zJ26M;MVa(p>nq;PJ@d@@wC=x0DI%yZd(CI&G4H1X;H#S5HTC;??Ok)?nnc~P75ir7 zxcd@yj;28u>>yNAhmRI8y_h^dcR@9?ncTfRV>1V+&Upqpl2u!aXSwI+l1?b_hUA28 z?y7G4Vq@HRGjlvlB;og=RCz4A8yBCSh&LOwiMrA`lDDse(f(6*P^{^;&wVq#C>d{t z)Y^43k4;u>D`}1{=P^IJv9VJrC@R*+Th5-ajk{e%(D^tg&Ri3(FlJlH#^`cLWYX#K zyqOpNsZN~h!dRSFgU^|x`KP^ATO*i)cnK$>r!H&-`r^EqJ>5^OfOo=FgVhT7*ZXd?pTEL!f4SmP{Oog9;wsPB}h8|037J=JqdSD2f;j0xs# zI%#&Yljk;{N_B3}t7vlO{*fA&G~uY+o;UNv#Ej+}V}}FL zGN?1LZ2u8AsC6aw+nLju%&DoZ0Zdh1OQm2MfvIhs*$p@na$~nq(5KAU4neSUPrnzx&v~&(3A1KjCr64A3o;@+Q zm1SYS6>qq`yk8#J%YiUMXQ#fN9Ez6RjwDvpJE^m1!ID+(P#K&#+Rm07n_scqNqt-C zYfwG`_vD2U*Ib?SNGD}eYq|(}%sq2y*6B zcO@shnvAbu1o9IaI^U_0xs2|1hZ1jalDI6kd7rVIO{QtP%&4HPNlzDXV{?6i{muM; z%TV;WW(#kIk>*01fJE=Q$>{!=ZO~|@NDIJgMm@Qys`v03y{#<8isDDb*XPE(H_07a zNO+Au6>LgRBB}CthUWQmcr@cp=wkvh;*Ewr|8oJ*&5dQn$C7;x$?XIPdAMgcU?D(H z<@RWMNt5U$%t|dr z0uQE=HtER%8Xo)JwERnYg8BnF?)s8fVm+Q0yxR;{_xkk*m0q&ZT_4|>99mS-h&$4V zRI_oqV)?8qLa70d*#^QE_<_Z0!x8GGhZfOTh!K;+TZ?9|mPRF3RdGiQB0i815Jo9I z-2Kt1nhopeZKv52cEc|74<*atR{D<_f6fNK4l&kx+AR!K8Qy5wly=XX+!YSc$2_f%hBHPSzcuNSNz@zRvdw--FzBk7DvO7V;Ru)WU;_%A7#-WhB zVhH1}ros7G#E6N>O(*alEbIpFS2UDBAI^Z9_BWRgBz9B=-OD57{r^I-#%f+(dy1Q4 zSGG~Snb^!jI?(Ht>7u;U&78R9PQg^sLf*&ct6r7Hm$v;&SU*+LzYGb=R8W`BD$kOv zJhw)&>X+CTaqd=_gJTTo|CefF5F_4+s2iSk-`QW9hG}wY-X%HlAT5<)QZ8l#&Twhsxs_RQSrel z=DkTIYPh6@kUn5PApG|u==wUpEsJS?_z6es9unV|+4)(1G`+GNo7a(CvRhkuFU)4R zj=@U*B{_<&!+=-=HX%4G6$GJ2iW8wI|JfuXUDF^IN_r<8_l}Z*Tp6a>j~D?wAMJ z#-2EEgga)z)TyuoK3oa9zLXfAA8tReiVBNmjca~6IX zUAwFP-5htsLT3^G{bBj~t=1V_URD=vJn}7#S;hcwF+I<|3FRb5N53&O;>~WK3Qf&b zfV(4}PF|GjPFNsX+&xSdkC;FE-3U{P?uf^dBjzXGEpkUZndS)h1<6Y_M(M_rjPIrS z&cZ#p^&jWzwuxFwOSE=#=HACcYV4VZjd?OT;^{d@ChDUU;C|X|qrGIyeTTL7j~w?v z*~V^b<9|txSXeRQ>8amHPI!!+Tiugm79=mkPoH`CJaRWi``he^)@bYmI$3vr*(PV< zhNw&Lwl%l3>oET`in}J-q9I7@ZJ(%FeBIE1*w}KEl7w|N!^i@& z;1t4-VHok4b)--*=cN%3CdWK|>X?OiMZ z(LvCwxNA!|glZcaY|QIRrW2X)5F6}Ff90-Hf3gez#&$I&tKGHn?aoULNnolTs)#=} z^O9uMVC}FSG+Iw(RNl<9!uf#QkK5@po)^L};>nh(C#z#80AyURcNndv zi-RcweTsjux9Z6V2%TER5|LEt)Hd-%4&z4rl^oiZw~?MIv1*+6hplcxh$>c!2*l_GLDRkbv{^Ca}6FgII1u&xL5-jP&(S2zA7itw6TsEz7= z-)2Z}1|jh$lRtUdzZFpmNpIj2tsIb^59yg|kM#bikK9!<;-Tn8dF}?pPtEQwuRqYs zyAao{&0hqaaXn(>@Q(q1K%{rVkL64)l{1wZu|$&%fj?y&!CdcGo+zI=14nAfBzIIH z5w|90O=8zn^^kf1q|QjZtlqhZFJ&2DDoJPySgPU&Eg7j*sW=@^|GCgti2aKi{#$HJ;598hJ zeEsBPO>qr`&VI7Enx6==mt0tUH&4u^egQ4XrN#4j!&?~$Xth2tO$=d*{Tmki4yRCU zo~;B#b8woC9%&#)^QO$>y!k(5jKPRR<637~fzipt_R_=w?q2x>pyd6<)fRSq^}jU> z+0$886-iBCNaWP4;7ej(Z>M$x56QcWtNCHtX-HX178Qmn%IbmtSm`Vp6Xj|I7MuXp zU}lO2Guw-}w=;D;%TkY#n%Gz2+@njn%}ql`>S5n$&fGj6@P2FlOn=2CLQYLL)E|$q z2kWEX(Qon_OaUp9V~%6L5XX04YRE{1QuT0ioJE&LUB6~sJmvnYtq!#V;SnA6=){W2 zX8zN=ZzA}&M)xx1(8>QoR#8*hTfApDJj~Y&pS|<0u$(*ZZe{#*X>=Lg4FO)NmBiBT z4N6WlpByH{yQi+t(F?{jl7I`jt`8&ZE=PYaD50>B>AUSYM1DAT&IezzN1}->!cNUj zsw)Q~c@@9Q88mTmsrMk$EdCTSDn5doAUBO3VpuM-t)RMr8mDr7RxZnKr8G^cccrqH zt6Ik1QuWHjs-gwCk`uPElX25&sjKrhF$wq%83uYwG|29%vNWDzmtMm~|tG;Q)RjsjG7t(&0A`plc);0y;~*8>K$l!OkLNVJ`j}71d)j*_H33otnZR zf!6J>X69Qbw}7Pxy)@#k8^QMAD(&rpjS^p`4|B3&2dZb*^(_U)-sQAkR_))0%~fJ1X^_lm-0+yNOEH>RLK6 z+ROtPHS&z($N@reLI@$xch(8+yqEGem-lCWEi%FR@ zPxP$g$&`n)7?gKeSf0K=!;93oGWd7~?`oF?xlZkkD9VhYz~y zDla0r*Nw}I0DMEUm$%xmZ+{H9gYf{gwAoAB7CI`q`nH_!vK%dhZOUTk+QipMZh_Q) zwhHgclUt8>XtWgr<4>gS%V^|?zf%Cm0+11FWYs^Dx*)VYxHl~91_D&f{3M#R%Bv}X z0sgTdVpsarCQ)ahjwf+HiEuE-P)+ zn-s4nXZ^7PeJyjmmPZqKa$Zu6-fGXKvyf6nY4QPl#z;%){o|`-z9VByqvk-RY6at1FOq=r zW~2e-{{Up+0=C)DQIJ&J(UgMJsKV4t7QJ7{O&*rm-x@Dz5;9Jn&8=87b;sFL@@DkL ztL0`vAdsYpJEb78qCm438gMnchXrrAvOy3-sseK{svwpBfcTrzVQeXu6ttT`Gm%W{ z9lYGi_(AW)vw)pi00rsaWagW+{;M_r;pFLq29)!gZ!`fMTOwQNx%Zz(z8FVc&WMzJ z={C@y16f}ykM72CYKYlN<5s5K|q+B@Z!i0OiNE z?0qxwVF9nX-o;gr3O<~>+Cd-{t;rF&Oq^5`8*ZL3Y_jmrzIc4t$L8j&rHDsQx* zNg;1Nm*J{L(nkx3!19)+!3DfWnsSs(VjoxMSxrPmGaFB;2V0ybw5Qv5WtoV1@UAZ> znTK$Nn{|YWDaOIE;cTVC;G_(uzT7UlETzy?+b>ISB?TFgq6-Uk9v02q~85J>~PxuGs z(K}%jZwrg}@g;eG@os*aYKoubNB?+SVV@$&8zS!g#dW-G_;}0w;#EA5e;ji;lW~ui zap`tH=gx}%3Ue^5^1z-jJV$r}pXg=Vf9{erZ_%BVr2;T)%P%=}kk zpEK*VRQ|)M@fWU1H?scQTAaGOg5eDILo~{oq{c``AVb$&T7(EKccoz_#h985)Gy0R@4b^aP{j$TP)JzTPN#OEXvNv+KD>Ac*U$i! zM6F~eZ{SO!^DBv*k*@A@N0lo1WSE1!zVr65Klbteu9rzxaNV-dSkg zw%l*5z{~-g^SAUkn+c_Lh)Ov|LNHWxUK{A!^?}JqcMHtomgdA4&aCcq|CMJrbAJZO zWG;2L6B5Jr|A;g9G78r&3MY2-mKsyg=KMD%QcQq}03fGUL$}~-*``!Y@nV%sND+@q z?PH!ildI+Z+-;Izs(_*!-1Vm_wlz>e`>}S@%n}y`Wsit=>N#zBa7W1ypkGd73pv`m zkDpY}BZWwjA}oU-rxgv(J%2eO^PNK-DjN7S(MkPTReG(YDbY&(ekyqiN}q0BumuAk zY^kk;{Q`jG8abRu``mBJb!vJu1Z3j4Vxu$nTRevPFqyDdt0RFNj3jH*Pzu#gp?=&` zeBJR5*GtiX{(N%go&zCDIL5h0uoNlVj;NHf53?{e@hpz@t66;{pi5URreh(fKp&%P z0>&ryo#8xM$C+H4^Z%vxp{}_gk27EBJd*okDH*4S@U>&z zH)=M;w9s?f2a3d4@ z^JaRSjyTIpP5x^nx--2sD1$cME$&-GqX|}9wnh%s2M7`bO>cxty=~1E)B#E-l7Tgw zHHiaU*{NG^60N226GNhxN3DMr;8}JSNCAj_oVw&SbbEiEb62kFXnB*^rHP?ZcXd|L z%WjK`CyCb6W)4oYR?Iq=Z;}A&c}?00^x0sonAIbd@49cKhF`KKB%A_UPn)&XFhh~D zrS94#y)I^LODOl}%{mg6mCin(q?w(~7jREhtk(?;D)(;mC-K90eLACwL-b+(nS7={ ztl!7|!;Ulew+QN%&ea2v!}>C{oYoZ*eu2B5HN94+S_eGt{{HOu`8x{|^|d}-nAq)btP` zR<_I5ZKzuijdkC$K_(2+Hq^ncwfo}RH-yFb-$#^b7N_*WI(ymD6eKvyZqM;+)dgX=6Z^J1cb|(K?QIS! zy?MY&Sp!;k8Y=#*5Z!Hz0_7>J1gk@ViuTP9t%C1UY#>je-LhFn0_$CR0XS^$Y`bcI z8X*z^d_Yt{BA11o#^73Zla#y3O^K#wg(rFPksx{;BZ_=nP24e3hCx?>+qc;J5muP@ zO5904P3N(cPuHlH;Jaq;78dtTT)9_%?>K!-EYGKmYRWj#<9!;y0}~%aaa3za^JR^Y zPvm!+Y{p-4Y@k)2%08v~H*q^H4T+0l=J_{xWi4B@RmIl(M8LLSrJ(*g9#xCUMf_r4 z)r*11^hDFC+j64%MiI(ZnoV zN1oUbtlk5X>mA?Ue4lTeEr#&wqq~EmIG8a7C%!p+NdMciVHTPb@(}wyDTetY{Y<<+Zvk2d5 zOS3+0RKl%Y{Zf+xN|tcsL&hP7w^A1c__hj0i}ZYqeJE5q3?GW_rERK--^OHd;$qG`jg~?$BCE#k7lQeQX)KT#?ObTs;Vp%#l0DJSiKxd3bLNZ}%cdit4E&?Jl0%B8 zN4K1cRF^cfdu!s%E<8_+dMuTu`sTQ+EBu)`?)HiU{KZ7f>{7C}p-;J_D-#z1lya?Lh;=;%>0T4XE8YQ=4bh$C`X`n{NO?sY)+5QVPBaHeKWm2*@*y z`_H~e-L!(JyV99^9Q;$BWIVsADjycBc?InC0t&I1tI1}g89H~2v%0(43?W#LG6ut) z>m+tY(0;L(&UZ_*W=}>SP)PMn!kRc3b>a^TGTlwq#d+wjL|&Sv{; zG-r){zQ(0tR`3k}yroJDrX4K0imE&(Rix;wAh{|(v9*(K$*I`^`*o>M%{udduXUNN z&kB_f)}Lo#vs4A04R%y8`o}0Tu&VU1qIyguHK-S}h^gG!74=gNZ;G1Pmik;a;qNJH zO}y8O9fvGcJYNKO$=dbT{l|BC4f`7jDEd{h-Txg-)A-y>Vu_lqeZWuLpH&~f!-_EYNUx94|KzW`inMOnMJiz^AsJf22H)3xgTM!X#?R*-cl&3 zyU+Hov<~LUiT{iN;)7JURWDTxaQP>vvVGa`kx6 zC}kgRmeED9R2cPCq(?BEy4zSDuaxD@pfdh8@@PI~LuVOXX0bNEyy4~JUQWDQkf<-< z^|+SAhfzuSmd>jJ`;60rx`28zwz(@xxM6AWZz&J2h)y!W@P1iJQ_29OHUm3>!K!}eYJ1uDaE~La;PCx5Ez!$nG(@BXy#OXRRM*Pv5?h$`O#~}C+8jd1> zLPKK~6hi+gOCBdu0<$dYHlzF+VayaT$F5Ke;bSO`fxtZ>)RnSK5$_F6S6RIbrb*14 zjDIcRN8$Kve98(qOwNZb#x_i5kE6{-Y90V}V1rSz-`+!|Ahix1C;q`Cd5KQ#?-g_t zOhpE>UV&TZ-^C|)g9*DR2bLKgzdOQ6X=1Z&k;Fl8yf52st4vKz<^17jmQ(XD!ggSO z`q&rnpAlLg&h0OcB_}|G!2S|9xDMnt!ZD6=my!aYb!i;9fg(4~IfV z6v9}sK%a8YPm|J%E15_+&DSmj8`_KG#mJ>P+x#SDML zAyJ8kI+bqDw_^m*2?w7eCCh^{vhW8JKUfT*4+dubQtHpnm#mH;(7_*mC!=v4M4+S@ zA(I;Tl_<1^|7APPw5S>E`#T7CKrqWuU>!{}F*W+|R)$)spGKW~#;6>Itf|69kjfAN z_jglT*Oq0;HKK{30oj}L!Rqt-ZuyBsN+NRS$&*Z6%l3)23V{I$vu+8_)o0}1dV1j_Md{UF@sdb z9R+4qhnZYvb^P8ml1z48Vk<7_k@zj4PTuncqbc<;p9iC=(2cLzrUdI7)Hd@>-yVvC z*L)&{ujFfa=rJ{Z+d5Xd;wYkJuL~jX3nGPc@~ zVw-#$_m*|HIn5 zfJa$f`~L|UAV6e-MjACrtfNhYwuxd(1T~U?R8eUGr4?IjkwdF(smuUY*XEC3xWdTCI8QN@BK~^m{`yA{P8h+-uGR5 z?X}llYwfkyz70v0cvjiI%K%_V`c_`6EpF_`Y8-@D?N70?`G(cCmhrWQ@#$8ub|flB z7aA6kUQY4ikP~1BCoJ$^{!bRW44s-t!-Z($r&zz_tP+0h<`>x(xWdz~@$7N-#OXW9 zZTtIn7oC~UMa3M;wH0?#6QCA*WlPiM=FQ!QDPWG@H2=!jm3eu! z1-w16R_|~l@WWo!`1poXFw9%lZP{s^og40An3E}1Z;Ke?2`tda3nr_RB9=$slQ0N(Z<)U$#2bt+n*|9m%hwEc=G!7wrvV~aSHkylc4*ruF@Za#FJj2bbMcG-BzggPR zA5a|$WagGqYKWFb`d#Y zAh+NG{RUtDxY%ewCkPaYnv{IpI0MA~@9hRw`_w(U@TUxO-DGQoLuu@L#?W!fj^4DM zhH&q=5c6tsf^)KP((1CWNaDiP1T6s4W8dg)D``{xJYF+kk~ucajgC#@|508fwt$6a zL4V2w>H$7Rmuji~PYD*KfiVF$QllA2%R7u7Uo3f>Q zy<}nV3lm7x+#Sm7*z!AG#W>p5pQYBPL1sznlFd~Tm>uaY>lXBJru0t~wWWFU*QC_+@>lw5i+ZWw&%640L92j(it&&bKnmw{WuZt=sbC%j;f#a?6vQ zsDmWQa%xmNb$uEA8vntxuT03v{G}=4FfAsg$+g84ryrm+ za2icKq8u38I7o^*$x385e}FMOw7ORTCnSi@N=;KphG)Cd-}WcUVk$f_W}Ab`vV`5SCjBb~B(T@6y~n{p zC+9@r&Qm7@Iuwi;*o5efQPhC$YeMB3y;g^IE&>7%M$yXS@STjDYblrx_Yzh4I)G|+ zY;65OC=PcI z4x-;;J|Yq%amHPA(`yZmR3RoRSsHkU8{$iiOFf~I>F+7zbz}vPVMr->5;HvL3(-)1 zdw9;oYlCkJCvQVWz)@p9q67}1@<@0PD-P=+9tnpd+SBwu| z#QmG@Z2#SO66_WRs8z2axrksq@;u@!&tPaQUm~hl@bms6Ke})?->E{mW~(H*%WT-p4hmk@)*12mn`gJxlZ`p8p6zIb4vc1%+_I=tVg% zh}&*J+V zr(EY%jut@r&x&Z#vsBW!yqu($26{sJZ+u#WI+h!^?AJY_4O-r7x~p_QeN+D|p`c(? zN4k;z2oGI$T4uFr^X?ATR65hqns!oMXGv3M8(X#c$pr;iQ>>DVl?ag(wT(Eo3=By3P0f=VzsrfH)=!9(I1 z%rlnM7>mO(WZp_MP&S)Mqm7%HgpeImR(TooWC;0@UZFXWm3RXjnXo3~Ig=7$EfqX= zPu-)9cObOTYC4tlwHjjLMT(p2*+K%1wH_8_AZXGn?29bX{V54` zY_c4T#_wa3L)%6<)8=T6(=?{M{>2B#AH^YYIx=ZCza}!_g(KTRE;5zQp5!Pk*jxl^ z$68LIw#*E^M;pLRBg{h|H>P=RGw5TWHaw>4wY00ms~!p)?vS1^WlXSqt$tq1_;%qm zY)^FQ1#Ouk*MA#(8QR2^NEJ5mZ7NjGfDDYWaxjKg_7}|BfRQC_jsJkx&I9z%*6Q;b z7uH>PtBeT!VLpFG=YwK`6d^sQW8=(2!?te@34I;_X`_fmv^T16aB8V>QK*)O+tNq% z?Z8L8)#I%Ur6+;YEE3}LDzceUtEI{WbR<&h!VZ(%u1^1h$O`L5_72o1QOHu1^lMmo z!O{H$Ze}s58gubD1TQi|Or<862HR}_PZQqJxXk6PZD>pZ1 zOCV_aO|?#y|6ys>G;MUZ#ibHs^g@Mb{YDa5WzKgnv+w z*A9vY()7AcO^(j~nzhjzA5crN(T(HGJS&mLD9S@zN>{YG$$874QigLu)y?#$Xi1pl zP$a04(U^F8HeMjDRqyRa=xf2Hv!F*K4WiMAA@g$QqeQ7HR01v zwV6h7p}K7#YVQO8(}yaqOg}Hp+pVTm6SF*=22P)g*>&w%CF?yQd;>O5FI4fxHox3=g6J@h(=3ZTY{S0 z$}j_#-L!4ydpkp8EUDgOM;Te(ns;mxGU-ZLVrw|HQ?(Uzct67ml`4X_=p+(%)uap4_oq6V~T5@objQ| zM}Y2{YY3ToxFqNP5jq=MxEwi+N!$KH9XQx3bso!N7ZiIdiLWd@3PvMj4citRo%n!_ zBHg_Hc7up>EZlw&RNij6^hbTl6f3!8?H zEsox_SFTk{iT4b8TF-}g>Z&#zI9X-JG6kv8H%F4IOK36TbHAlexGlouYx0=)+)R=tiYjG}H8)y)1v zM$E55EJU3@g5!OTI#9XxsIAr8*lpr%5EykxzN)Ck5V3Rm>aYgw)DI1*|C*(~JWG8c z>udiF{WMx~)kG5wH-c@B+9~yqyt{}?z7KSZU(IddU*U`qclGwW|AmxrdA9qWAAeIo z96rDmn=s!PB4Cv}SZ81h*%WpGubT8q_Z{2IxHs$Zob2PyF~jqMF)Kf7YwfPQ^vHRs z$R(-BYGw0Ki4SixIZZ)YJJfhJI?@iD+2GV5d4|a!@43gGFQ1Cka@A7@L@gmAZd8o3 zzuVl88bL!9aZ%o&pQW2p632yv-)eL5Xb8W)9mzrW%Ym=Di6%BTBA`me3<^qvKg+y) z-fM1uzwCb}alkRVizfO7Uc@|PPF^A3m5X!UN=2SHhM&zrLGw;N$AZg`l{~TU?ig=+ z#Ji@D!#$2x#p`6Y@;GHliMJVvEI}fR>FhWMxU9uLw(x^<@^YZ{w$6Y1ZU|^TP>{cJ z{(*7|o_R|u(y~PGnLEsR!-c{Gg@cpVM0(9VQRj(h0{qZ8+D>DhzJR-TO@Dj6M z(EMmBqm6iD7#r?St6pd9%^+l1O2dWIDf0T80IB&&}QVXEak1?B9pmWz0bUT+!FLbTyZ)nc-hcV zh1Z^-A9~@RDw-L#cKPtH~3l!ue?QG;5wO6Jy3zMSs7YFvwWU(l4Z{>HTVm=ZOYnHYKe zYszKMPnk%APJ@KF|BGV(`^7ceuPx%px$O*xcX7ULb87anERh+?S-PyAXAe{XC*e|6 z)nK-oir>a2*G3!Kz?o#j`O4(V5}-$?W-p6)>uV11d(`xP$jhi!6^maLscD_LCpAY< z^{K0wKfk>s6~Div<~gKUn+FC_gwDJkJbfzJ2KnCy)mEP{rJVLKgHboQ<7}a*#?SZ7Mo@?b7l-_XRh(8g%~GiaHM8-Y{<;t!G&Q2 zVov4tXffI^TZT0@{ROWyH#uzI=2YZ{4Bp?OPuZE*9V?yKL%CYRH_Wt6*y7H{S^kzm zsE(em;`qOv1&Lobf6@(sulG;eg#n-gI5PbpJW;c3_$2;yzdzeRzvaESw4WA@7(VpIZYfqKmI1s^~}!^&#__uxhK=t2ENwTG*F270(%v3_e1vVS`I}Kz(@hnk zNj0r=4paR)O_jD$iV?iBXoF{jiW`~ca8*ugWRVdvB2`-xyCt8g`kPDq^NR^SYYH{a z-r0$%lK4+h9^;78*A4QvSJKVY5nPy?@{mO{P&cjH}rWwz7e46=sW)=52iNlas zETifX9b)qZS!P|3B)-!I?)Jer$^qeE45F$L%xyX7%VsJZT8dw#0?Ney8D~>OIln6W z9@QJ=!~kwEn9Mr$qUNKS|DuxemMc^cz~%ckr6PTrgKnwW*GF(Q4)+41(H#Bm&%XCl zmH>Q2+r_-8vfHtwYeIxr;uPG(;L>u!Tr&`JR<*U3*%f1&vpKx|W{Eau`Lv|}7tL)2 zn_x2c9@2lu9w}Gmac0CS(KJ_`QO!aA542Al4i>4ZvSWjPpBnUg9txvRtTEGJ$^E^( z=-l%jVbGQ5?W=6w^!|JXvb)ZL-;wGzxL4$8pWeft{rgWhy`LI&w zSryr94R^!==?auo&*&v={yCp=x!x9CS?NV$nHwy)zN0Q_NnQu}TD2fif5r5C zDe^f8U~|wARUZ=cBDg^eYYr?cv)i%S=CXCl&e~%+duZOiSi2TVY0qCoAK$0@0=1S4 zM=Q^88&&^c(;M{QAA6%p_?lrI5{r$SyD^0_p_JY8iSM!JWI^%#_fBCD!`vgHGm70O zl^ZB@w8wy;H@wSr|6KI(r#598H>Q47ZVzsqP~wCne!p;}Zt4Gw?89iVjL&=YGzhBP z?e)t%=*=og&x93-U4$|U+2FdAkBUD;mtsNk8`do-OniWs+4fHL!-2{tbwt*}KY_|v=IV7=(B^y&nce3VF@9kDPjSN-_zv#njR}dJ z^V8H7y|g9Kdq287iupx;b)&po<78U9EeeDGWISB+O5zo=4^B-ya-a7S8ER`jpL1g6 z=lMIL%Q+CcQ?|EtW=vsliL&iUyh0yi%_C0E3gTUPsfkDQ$~0B4OHYOk+4Dkl-huA+ z8I#h8M9h)ZqCZmq$2$!JH4-AURF1S12Y=(eKeBjWT``0W8A#olcXnr!Df(p=a1_re z+rC-rEYL_K4Vkasp=UVssZ*)A_^A{jS(N4?_e?Z&)l5T0iXN>Bvr>qXari~Us#M! zp(Ta!MUm9Rn@Um_m(*;XUX2rG#PtD5dgBY#)x_)qvscDD)2#GiM^LcABPdG9-=wpX}WwOM8 zdhc&~f74qv??7E~S`uMv1wU@LYXtEWSpSqiL93+jQ zp=-`9zP1Pa8slv;dUZt!H$8Z`@((iKfHuX@9zeCzD#l}lH@w)tq}W_D3R{hzj{cV? zo8$t>2wuvG8IkD2r$itAB>(gLXN`x`oZ()-s^)ZY{!`uu93#tYiGA3TeVF1+=q9HK z9h~`?DDi)&Rw*9{&eX8GYFcNUrty+oFK>^GJ4l}5?932Z^Lxel&w3ojI;|V1rx5Tm zLyBkNj8;)7a91&OOkuo2KlGxtevw(&Y3_=RX#_^icpvuiOg(U#svVg9NwX4){ajS6 zGZu>6h|Jrqu^845Q)YN(=6kS4r@=dULWE7lvkW(d+JBD!!9>Q?&8To;YtCGf`u2P9J?Fu-~FMgQw^#-lm3iiFAI3cpoR3 zgxDJH0fIv$yzT6$RN1R3biCfgKjhkrdCOd(|KJ;yEVJsHX{GVhPiKY;8WJI>Bi2ia z+5^KloopGIJvxO>B`0*zWV!kN!H_4T4NHiOz!)yHI8`&NzqEWRtK8cBnmJ9=+dc2V z7<>HYyaUss4VwBf>lMOiUre|Ni8X8_6?+-wQG(f@+4zv&(d7C*1H$=DufSO?w$yR{ z@FKHOY`0jTjbaDP4<-$NA_ytbQ16rETRL`!(}=wt$sO8Lv1`NrxVygoCAc_gEO)H*rIQzR6mC(O&8jpr1A9!19cFc)BRt{a>mdcMeed0}Aq@n7# ze zLh;!GMjxmqBaBRi^PdisM;o*`jMLXvMxsmSsj6(m*Co=uT56t|eq?m%*=?NSetORY z_dgHB=+!)PRVMmG3;s2&ryZo_-lciodpwMzYZw^Enp~RK{CPL;s^aE1yH~EM*%7^I z8zroONsOI-CAp#nfiD~Sv%=_2W#NnAGInLr)UgbRy)_^ztJxD>_$*J2ZK+={xiEsN zuru{=2`rtIu`uUpLaWt#o13cX6LAboBW&8)Sbu9?yde3UMxW)Cd(@MgQ}R44`NQNf zBz!LdH_Fo5df@sKpi6aFrzQxRB8<>@76AL^3Riw8~r6Ux}LsT z9u~yQqb@?&P}TGV-kJ6>I#Oq~=uL_>T661F~YX6(q=`iJ7#-9%ut z;g1f<&{@T^OOyW^5I=+65zC4nEr-a;t!8(`oRgKAmb5dKV7SK)bjA^1D9ab8hW-H6 zoG)e{PrmfSP>xVfl2Gd`&vaDGn#c>*!B5c(o#Y8d!?JWzmB#3p<@;z6HYfco@1jdD zWTX~tI29UCKQG^`7hx;VpFm*s>GYx_qK&ul7CH!K#Gi6(ZWE5$sP zxM21-ga=-Yo3i|?dA_dXuGt)IoFH%{$=hO@neKDb&J*hIEJ2RVd5UYknm!E>Blzj} zgpT&pU1M6DMDvYcB2;p*!WK(M9ZCO0|r>whh9}D1q4n4XvJ4`w}W(t8&BN z4bI=Fi4h;OWEDKo8)`r?^h)L<7V3tg53L zN^K7*Vs!(-I3_8GD^jb7e-(Y7e(%y?htUwDojqQ+O&RY85$a1=bG!FB7-HB5Im;1B znGn69$&fXMtMVRGd60@z);Jc%H@<78p5qB=*)@IS(Wt;ulmWVGS0JcVP-_m|<3 zG3#Svt5X)?PvWa4KPj9$-tXW18ll5zuMHl4iHJ_$C2<&OT8x#)=qaqEr=-Wz=XnRp zXBL^p8-ov3KI22VyWdcYnV!P*XX3+*2OSR1IeIVh7}Vrt{>$}8!o=x!^A1c%a5CVS z0^xZg+0-q4f`pi%jLszgimF3hP3&nI+-n=i*mhHJ!iZ135uc`YUbI>@n$-2VE5vEP zKPFs(23}Xb()?C8<04jmvdEtrQ7Fy(xYrB*n21-g>21xp!`)q1y$*1ZX@%>44W7(= z&d@wiNd)H>o$2ySVwO%N{2j=n%g+|m=){g(l-yq#ZAglxc>K#p;5jGWfx8bxOza@I zmM`h2=_1?f8EvdU30+;I*B`@!>iZRGCXLt1P|q}wX()q*W9x6E`eOh?TIimlH$4Y* zx{!KHyZqswrax77{ zOG`>D-lyI3T9@AA(qZoV1Ma!PJuh(2H@bA0O9#2{fqTBsrFXmZb(cmQ+%ETAh`rGs5s>(XME4sq#dm+wQDE^=vuODDN>oJ;@U(%-rC9hZLU(kh2{ zwtK$UrDI&0=f2N!&rL3U$fVUxEsLh`pKO^uW7Wpraz7({ZMnaX*JWSCAj=k)XcR>k zbUzYg4r=|5w(w!QJzg;V!(kbRO<7d4CtjVprmbe*RVOblB}c04%ncbd?Q2{wP^5+0 zc{NuSM&hG}^7pEZEOW2fH~mH3^=+e}j1SwF7s^e?M|&FK4OUIc%UdFZo$w@<`4MJ# zTwd8*Qz+$4_Va3{MiPJW^D;|v;Cx&-r-9QiTw*Gw9V9S8gJJnzU1d2#WGI8V*&zp% zA@(aFvF3&p>-f0%>BSd$t+2Cram2Cn^*qKR^zeIrl9#u*(7pUCFa0X{Vp`u*b7rD% z=07Z&nxWo~_@(|2iwHsPq5OzU15A?931n5gA+5D`Q(}uZvM5!j7@!zw3b~+;LTt(L z6ODaW(G`5m|kY#!#X(z#d~_C>Em-ZlPUT(Ayv`9=^P*e zX^#Jh#&qs{Tf-^B*(Oj_M0}Wro1blh)x7jeYj)^v@j+FU-;%Y8_J$7lx_`A9S`CSNNVkCm1ltY^5DnXg%ITB7To`~6?$2Ip*AE5b? zO|`1QxHuhPg#fH2r zQFOVJ{8ZgK)^2BX2$Wy7xY()0N*;$+UG=N19Wr;85O$9?jO0@mE*~kyMhsp(k2*VR zz_c!Jsa?dJ*Bt0be1gtv(0Sb9Y}Ug8O6C=3GsVE`RV^-Z6zl=vBEL|F3Kr|w!n|5e zK_Rg{ei&b19hSkKXw6cp0jpnCZH`kIfTE^`eZ&~0E%Q~ycX5n{L|hs1?+mS&@w4Rn zg}T+L;eqxFB(y&M;8rxI=Dtg4MQay3AWA%(1HSAGlyWxkLo1f3PBU+V5X#8QoY$@& zvh2i5Ay1~TZ|+t$m`(wcKg3{4T?|Xo0S#K+maX+D)jF?cSNxlmyHbOsPVLR1(=}-d zCUR3HLsIp-vhn2A3|X@LPr)lBK(yv_r);$0zx5)Id#JM@$JsY!L$bx5!kc7Xe#p_@ zKJsS!hpt%i(;vV>6_VM6A)N=E!4DzB3dnfSWd-Cbklo7EYI{u@U&iF-Ky2EkScug& zUX>YP(kJHtEmE_*@qIug>gm$l2u+8zLQtmn`In8_94rzB>h>(u4Y_d{;-(8q#HAm% zb~h)k^Ru|_%?)L6eJzXY{M=ARVDbeeKAY==h%EgiH?XP1^Ap0VmVQB1?+>9QXwk;s zQs49wxhrkhJV)?`&0B~KE%HTRBi)-x{Kow=7T5{86N__L;u*5g1 zt#cSmJXQ8{aT!dL{A-QAtms>{NMOvpe4CeAbsC?*RVshCmMtmU5wFX_m?Qdrdmk^E z;4h9gyveWDq@MN9;g63L?xClL7TQev(iO=Eh^UVY-HfTklF*Kp_?qAhQyxQ9K6|Fr z%!6XuYT4&XXgj^`Un?>22TTsWV;DLftA(=bnf13X8*ug4v zTl}lR8CSxWg2m>!DgN!`khb`E`ah;7U4Nm%$8=`arPACwguoo=j#{pXp;NlJo2pV`W>(NJ5;ET32i+YQ58N;5wdF|Ub?!e zb%c16*V?F@`j>p`)5?$MH%lOz)7|#`%|Ftx7$>M)R=t}9wLezVyI1m+CF5SbqNHu# zmV6DeQ}Z+OvUdACWgeo??B%qH9Zwv|cw$GiVVopDV~Xf?x;e)f|8QIp_49^~-W-V! zx#|T56B)&r4sJ|om_mlZym7G0^_4s;Ut+BxfUHz~wqIPcJ9@*Ns$@mJFO@TUCbPXw zPtj;k+0aL*^Q9RL}8F?w-cjmwNJ`kH*6M zJU1haB`*^drti>#(HylkeaGJK0%iK4jk%#rqpSytGDT}> zWI1jy>8{{m%mV{Pt>yU<3oTlL9_j&2U_7(AbNOavR{7!~)Iox(g_Xfn$*?S&-dtiu z7t7#HLGRv)poqPbtICBMu?arGRaR#cZMYW5#YN>d+cX|p>+G<1CmFpuoo`Sih3Lq1 zpww;YbYc}%B<>;hF$XABB>vl@x9$ey`enjgkL83S18Ia^zy(hv%Vx#u@(au0S?qL2hr?XFH!a zNacPPmBccxPW0*EPo-)HgRe}J5LhNHay0hmR&>!HU!hQyybeH0)kJKU8^K~Tc|3Xk z;NRf^&Kp*mXRk3|T;(kE7Cx%H4Gd)#*SnWmO3cuD*pPfMv_^&)3?r)6L`w5!oEDb) z9HnM+>^3Ov;jMtLio z9#O_bZa;pecjtBxj6IrvE-V-Q={i6=_}{sdd7Oa70W(Bs=f4^&7kn%Wf3}c!8sCUF zI`#sx_{sbP2)>%mRKv8rwdG95-V7Q3JTm~mu{}ZXbsSC}A1L_A!25Njw*T#;H{Y`uTI-CY zxZW{UXLdc^h9BUY@ucfRC0O4EW0o8(JW!ogciW@=%-}0DRiG-W1#I$bCv!bcU1{PX zC^6-3C3XuLz8OtsOP>rr{Ds7i_SVHB@w1@3wc!2bf8QY?m;}c~@!d9OdJNBD{}f_v zu-_a$SB>XRg-GiJn5k0e3GToN%=|vf-@xZNy-9uQQq@K6pR2Rb)tt6JohjH(?Vk(& z!*fFT7uDRGgF1Yw^b^Ya&`B!D^_SzlH#GfHoE=9^!wFGk|5XKJM--+elrfwQUf?O~ zWPJ#)f&y0CWLx7%GWq8hYFJ=<*KEPSk5}x;7m4MsS+-OWsOay z;Ao>pbmDa-DIXu32Z=${!gFU6Y(9(v{O`&KYFqDx7Bbp!w#^WnYU%YRMA~I=BS=(- zX=RFj_p=Z_5Va_`m4>G$T4~_W`C220zBy38;U=La(~XrjjhtdowbmLz$(#_jzbY~n z7({18=m`GK;&d!cysS3OWuwQ8G<7v*Iyk`~i9aSjT?p4wm+#kv$)zn&dWK5*9^F9t z8;D*ofuKm*otByt@jk}Xb{zE}4c=Ap8$zhe-Ccp)AA+QBcZlF_ zK87449ToATp`e427$KYgPGNeIt4=P}d8FRamT3uecz5Q16nJs^;)8C>C1R=}AyZCD}l2>`89_*-T<>V6v_& z|2fyp(BfS1jLuv*(e8ImzB4FjA`qL>a-WD6ix%=z8~-E0dfu}iud&H&-C-3uA84!N ztDD;G8Oumt&Cg%E;qAmn4lX)kEz8DN4YKpc7hhxyJSMB0r8HHHt?Tz!?+p}3&Q;{4 zVUh8nDy@1OF*r2+|qK9_48XNSOt4u3CHkz^Tg zBI*8M8H@3$uo?bd+S2|@V#w37{xo@EdrG`9MdoGOi$RNhJpi_p@!Bmr(;W3;$y2nCZB`_=Y>9ng;xTLqD(Uz<{$fLp znZk!DRW!QJNZLoWso5UAHu}bo!XAOZOZ` zn7Ov`5x=ZANid+AkFwth9fiaT#gdVXz91M1l8uM``hK$QAQ+!>dnV(<>dB;nWi4z%KVLq zg4CFNQ~vw|`u3OsxL~WJK?K|>X0bTgcBJ(?tP>t>(8N;~`(0ulGwM)htXt*!)VN#o zns;gmXQ4-!;Psbj$k3VA1gKZxf8DVD-Dtyo%6+8aA%4}60-n01M&*0wlX^W^%yhKL zY8RG@rgh5DABu)8$`H@;j&t7|kPLl4*;a5^MYhTR%ojEJ(>T-Z%P(@q7mV{bH)AwgnH1e{7m{Zv?7{ZAZW#dMJyH!{C-3pb&X%E8J|8orRT4>sWtDpFNjwUi8o8yL>)deCbdfnB?{h}<@kAP8?-*zm-g-XB6 zy&OrX18%w=mFe=R@~S>LN;1KuhX`JWb2+M8w6UBl=9-@zSxlSHR~DmVXCWCK#{Uq} zQHu@!aUuTnM^21#Il$i#l$j9eVl|Qx+(JPa#S2~TTuS^}4Nyjj-~NIU9~YD<@#EY| zVC>m#f-?4Oxr548;=ziW!6aI$}vxdGQncx#>C?QyyDs;^xyE^f_cJ^ zKNCFs79~s@%;6i1ES^MlYc8!I$}~cIt?IoZ#jOZDe*!$*M7J-KulSCm4%*=Qqy^UQ&9pLfjgIV16g4&nZfp<~|Vr1hJ zVot|r!H=@=JsF1UBYWZYXX7D^S17VvT-(3~7SJBXh@6IW8`R7zwd2bnl_vQA(6^9EW$c`35%jg=)7CYIE%YzD!Z#Uwv~an> z8D@e_a-7ZCQo$+I0vVr{jb9|D@2yi@Z7lXU98@=g|3ETGi}xp3|zs%UXu0#vf)O3?{(^AvN*fR*-8`_@`{`Ie@N z6Me0;g!BeJgEM%(GX9o-E^XhqZtl*#!^;ceTm9iNj;70O%pn10`sv3iU8pmE>7+kp z!4QKo-e2;OY$~RX-0j&vc!ZEI4QymJt53n-I=n?~6~7JkG45o;KsgH>U)z&>GO}Py zIl%+fEcgR84J%}pj9x*0|B@m}&bD~*B8~y0ytX6!OA1+s`au}N(i#bVE7}r#AG550 zYD-r&TR@o8*6c2`9#f4}f=M-^SxRuYC~>%n!zTLpbufv`A`9X@3`(uXHl~gct+E|U z*cw@Z?>mz%Ci2*a(XK$#heOhoMMhtO9#q(1Khj{2hBf?^7By?W0;#s~g4A>q`#Z8s zTZQV%?=9fy{IM~O|9i4mzi}O>f@2Z?e549drsU2&$=5zlu8nwOW6YdF7ADBVjZZhE zMFc(*@ZdUn(ag%OcoHXGXn2zTDRj5nLlY)4c1X_CbrL?R{U(vXC%@X( z_858Cl^Ph?KSw0|M;Ma$gut#Mt9vLuJ4fD*Ke_+&nU8xd!RtHQ+IsEafZNA{b?WZj z9Q9`=cO=l6IoaI7!vJSqvg@@`h0PWyb4S)bvA{O?Pk<1aZ!l@C5VSv1WSt$7HQA9h z(IDmk1$V4Ra9)Sf=ep9r-2q6t_aCmnW*c9b|IRydS|5t#F)|guTVHq0-G{y)HHJH; zKAX{h86UX`N1!$sV)~~PN0Gr%^{~MrOA};nN?lPV&!F$oG~BvZgv|{Y&3r}8n)p>& z$&{F|ix1@Y79@rzcYexYPntuwRw3Fj-@3=a(O~a9qfue2p@POAp@_r4cxtW-VZ zwAj@K7Xp9LMeYR$CaY6gee6QPMm`JX4J#yv)G)Xx)(TDW^ zXrwvAjBj#{ES~>5j52=y6{=jee-Sfs!QYdG*J}Q*pyp(uzAvowPxNUKADkz2v-X(h zLNln{x3Q76K=E#STKF6}p}3D$2GOC02L-kJqqsChRFFk)NFz6$n*M@KD0-J0USAFZ zbT|%yN0}@+^|2!Kr7hk!xhm4Ze--Vb*|;*vouBjp&g&+h04UWD;_dh3&WJu7Oh5HE z1>hj{6|&^ceevGr4K6kFlf9F#?(3ryPkJAMuP_I`j`T7&@$cw;|BL7?&Vk?5XN+kw z(;8v@*ab=5?0zqQOrdIW(09%<<-6?(h2F;PApZ99@ua_cubGUDw*%I{`dk$0UXa0H6d2b!ce|5_t z<#+3<{Esluhm_yVmH%1C@{e)lPtRR`IKI4+(=9o8Gx)4~d^5OUci>C*Hscx7u}Ut!~9y!C|`|e6+Q0swu8+ zk`mdTe=21K?O!Ov@9EDhytmM+i$xnXGw*YDeBD$tyP%CQ5KWV!h4rywDJ*_M5x)zI zf5TocNBF#2-mgj3ax&s)Gr#87O-=6KJ$nvI45BxFM3&@!?l2sr>g@0KD7}1M^!$~X z$+pWd9$B%igPUysG3ABycUn^b(|fvA#=cpTuBv2I0At`jq}F|S=p=sTEn@{^n}+W4 zJLXb=>3_`{<{Dd^Ss*aP4Lk((UHe`?=MbBPt6>FivX8PBHb5|CkvF|WfXCWAnHPeg zFVP*>PK9^oniTC&ZcAUoA3MtZ_YIT&8CkOZqq)2{Jv5uYdT)BFzHbhOBZ=u=*$>XX zhVnX_qi~1Cf=jnKPwO}{4<7$Y`=nYVP<+}t=SMA97e=kzsX6Wahkr$Ex#^DHh$LPK zerTc_@gDxYrXPHNd5moFR{uPjQ3KXO>&(sUk7z_7%`CGxN+FiI5)B#g3kI5}jtfWh z9VVk4^=>?i)#$}Q#zbrK5r^u%%K2S65(h0JX&j|OHV3C|fEmO1t?@)G8$?_TdCK}` zl&s9z2A8h>0)A8(LNr(@3%mDP<(|+BIkF6j;RgHDW63uo@kF+iCtN92z$I73jD-xx zE7Fl%{cjBEH2rnv&aOc6Ly&Y06${7n+Xx83pC0}LrU{6v#izi3PBr_rm<}nSx3!qy zs%hT%q%5gAu2fah^$^SOIP6}%t|*v$V(3&H3k4xh<_JN(5UBOjZy}DMA4!QuzldVk zLDm_D2DRGYi#tsaFZ4A2_cfH&6|ozk#(F>#A+{^1`$DM9 zy@<`{&oWTDtt;4hA#7ShE~~$YR|U1H5>a`Zk-henE4RQ6y}p{Bgn`v@Qi-O{8uu)b zU8`}&gw;D!S@!nGN?64uEsO^4?I>S?L%bfS z-1uo&ZLt!>@*|8!p+)rB%;{P?@`F-EzG4%tBW&XCH|NsR%gQ zF@%4i*2~^Z=Jr6MgI}CygGW7mR*2vqenI~4s&IibLzIngD*oh9=$x`I6JIpML_j8Z zgD{LQazvhwj{p1p`Q50V^Un=DTJN6iuGtc{Nlq{oi#GUtQ*-?{%I+Uw#vZh8;r!F( zGq69|!g0PfFyFu=5m(VdrqJITUhqGRXu8dK$sZ|kU+)i(RBh7?+3-jP|541|^^Z>b z!KaDYvExmtON2dmiK0WaU1iu)4tE8ez7TQA_K)^HgpkN;5xE7mC6Kp`qh%E33cn4} zx1XDmN<$U0I!n0WnF(IS7xm<~kgdcD>K0ujB;oukHDmgS&lhlW3-M?ZH~ECPiGNKAr^5{n-Z}-9X=Oc?KAN+}6j|8i+5e0B z`~6eHneFH{vod+0Eq*w0>-gN{fzNHckY2MIS|VbJ#)SPePHS0gF~v_31Ku+xq+|bS zKHE;WDeIo+-r)xGjmfYvf~6W%;L_D>9E*by1@P1VQo0s&&~5H}g5GBODNAo*`*{F< zLEv$`0?X3K#$``M+nu^zC3>X9#or6@>XB1c}ppS%N;&`0*1gEMiRE z^ICgomK`}PYaMBQl##YefGKA_2weq&3Yn|b0l`Zszk-U2E_Frr9tI1x!+WM<`%(_$ zLH*NI1?wG{)#H}L<3AeB%z5baO=HLe==@z)^)Va59KM-5V7$>`exoPI3cJlH zG7}pid^e^y`(XG(c*_6x_&LAdg#V%Op!mLu$XB5=B@;a?dFJIKs?;)h8_^NX$*+FW zULR4+7<*@Fj`}nsjTKb?}O-t&q$WUMaBjZLET`WIzDiOrpOhb7aY6ezg0~i}fCzdEJcYl1=5A7o7Oo@tN_5%NHw?v=CHhnN1ew z__GSxS#uht`bWTYZH_52$mn5oCaDHI8ZVjN=8qb?K<|qp(wzlh+dJ4p$l@RjuqASf za_E3pFev9A$eCHieq0+LTC}3m_;0DkFTY|8PQMfeJ}mtm^`+3-)2gOD?e+h+-@lap z7(ulC6RM){46Ih5`cQr5eXH8s*#ni|4j(@RURGnNz@2`xA4e@rw^NQ5R&|@f{As!T zey2a&S=QO#G^S*x*oB$uWMA~kaw^_iT(I(D3{D68c+ptH54Wff%3|_T z_rfA5?UOt`{{hb1e~U*6)s;$JBx3q~a>LCCLua?FvLJ^H$9NqM$65D)=n2m2G7Q%=A1<_nc}_(S8xxICR7XXR7kxX%^J(G6f|2f4Hl;AMqw)T^kefh z$UTkYskN?NWbvl8Zju=<7JT;LqfOp%+$lf|O0mCe|KSl9oHb^xZo{EJy?VI6+i zxLn%W0((HVMEQalUn0YQlEFZmHHTq;p=K2` z!bQf?Q@6Oy>q^^9tDDji-!vs zrgzqx91%-X<8x3RbZ6=${XSk*^0T(b6xE5xtr@Dx!0G5Y+qDiYc%|G_$Ptwv5*2Ou zJvkbiOhuv%+j-z(i^d1_lG$u6fXTLxEwtfc-UW-8nl%Se25++H8gnpA^`eV2t$S5@ z$HMO6t>HkN%l8!7(K4Cfev>cSAb-$d{u@7oZ-LoRW6ol)+@3hS1IG*pgCi_@P&H~) zoNgf>{0lB|C^cM3|4_)j3+__D zMH0cPV__S^AB*8+ewi9rCf?eV-hg!5Z};#klz;q}XVB4?G<;%>y(C#$-Q6ITCsdD; z1#h-L`c?Y=84(Kn3M|6jS@>VpfsuR|ncy5pdU0cY9#`;}B+!Ayb^_dC@ez+}MJxq={mN~&&B>WWd1z&?gd>Wi>j z3VO0ojRCB7kth-$A1$FK)Xr$c8J=jvRfr#THIeurfw4%Qg|KPcRTgA`1qpgG1K5ti zT3vB2ILT6th7#H=uBj`W^CNs45n-A9%RGd~-x-(^?^lmDtv#5_6JfRiOjXxFOa{WQn@oj*+rewix1M}k3cM>*ly9(o z)K3$?#i%o?KZ&=gy0FhEbuhHrrT0+q3S=vkA6xbmmM!Sq0vq4TWv)x0(OTcffNSqx z(4(B@{dFRb7GBFC+TrbZjtN?Le1bXV@K`l`#r&b_!c1QtACNR7Eu&BTG%xAY%ri@n zUQO9G9mf+J^0}JDbZh6Bh;+1J9-QRDIZbelWwDHjKolE5O^c?^8@Y*fszD`Y0dO%1VpD08FwqCXHK zH42vgCe7@hSLi&2%4TnE<~bmYyv+a#vLr!i1&!Q#u5w<8L0>ftDiedg){#NSg$@_v z$yMc!KQ=xMe_nI^$p?9sKSTU$3emNz^7pq|&&BcPL&5;aS(Z260W3R=kx!X^Ww(UT z=t0dFFl3gU7WkHB$nlgEmT^rHM{mH5g_L5sAv0Y7QZ>7%MQ z+6I+vgQ}(jMv(=zB6UTH6z7?vAcCW^Aw-Wa^5|6W160hm|2mc|VTF`!0scY>3{y8B zoA)d$a_d>6%5@xSUE@n|6Hl=AY3i&`gX|9RWjqtOh4!nyf54@SxG6Qv^Qddku8K}isRuP-UEXtGNV_a+M6U3+q z+EoR<%DO@W2ng2FtScXBX*t{}Rp$1r{!*UM1!cBOsDo)`Trc*0iIh1{vo$+r7>!1h z`2&msAyWMiDQ-}IF@CfYtCQU1Tt|O;e~|vLUA|(8m;C{hFbQdq>+lRh9jwJcCRPx= z{uQ2(3`sLhHkFE}uE`3ahVU?FDDgKVO|ityk~}fuW3XAKUy2;tuhGU|ss_jz@>YTK zIta{zoy=A7zJhuW2_`=2WNnz0wb48yYlEGvN$e}_>V7cA#|DE0&v?$rnFfu>*o8A>N4zj4^ldPrw7kVYd=HwK0*`!ev-HV=Ao)`ck;l1 zx%p2MI>@>(m1+*nJ0^xdohtcu^|lq|ATdioGljZu<&*Mw>AYb_pPkqZ=Rd04!aH5= z%lkx-%m%|PJ?zqL0!ijEM<3_;m=MVz|Jp(|=j(reeil!k`t!?4OMd?K_~bS9v7^5p%mG`ft~fQU zhd1KoR9#hT&&&ANdQQY9g*GX&NwG~zY*K2IG9_#3%ZBCg=a}q?@Gu}8)_Nme5BjQ+ z-zi#Ce_ZtI-iVzLkzF153EsaQw7^xQXODS~Op&x-2NtgLg8bmqJE->o2Gr%ei!N!I zUa+Ry*}Bst$WQE2zLsph_<8>MFMGSA4>zIl{`s#5Luk&L&2sDHSUw6S|Jt2m=6~5d z`gx1}nY#SLa0#SskEb*LJP6y{8U?P&JPu*12jrO827XF#mQatN*N)#sNp0hcnXh2| z&s2t>nUk$pYKwP5OA@lv*27K78nvBjAonank~RZj0{}p(3q4W)YC0E$+a(N1$4N8ahDUB45&Kocd0w#AEsq3F3lS-GR}0>SsI zdDGZ*^&4n+Q6Mvb&K701TYkED9VD3uOh;B}zC`uyY!5IP*aJ=KuwZrBeDcMQ=@73o zwz{J|UT-dh$lCw*_*k*eqIeA~%$cZP3l66W{;A2&+u~>YXJYtI3}zi}mK&4>|G_77 z%#F_bGd#%RON}g)c)y?k1wH``JNou;jv)A^xDrmh+iGO{7PH9|Z{;N8t(41KIU!YN zkWID7g8fSCBKaQoq9#q;hV{z30uQW>O|#zhkIOvE{yS4+#kXvAV*aUMJx=vF)e$$1 zda$g3$hw>=XOX-O&##XTo=Se)7C&u%&AWE}o6X?Xzaf1zh%pgvKH}_% z84;qhFL+Tmx1%f!d3g7vQMQ*l1(O5maSY#ZiQqDS=?Wx21Tm)+xchOn;N3yLW*qs+O&6yt>`T*IXB_L-vNvi5o1`$FDzpp)U&74#9sTNBi6Xz zm_5mpKc={~){GzaZRIE>*7N)|tFPj}T~FuaLL0z>DVQ3+VEzy>JlZ&yHeu$tmT>5t z8O+O0jpT=IVCV^qVX~{}x?*2M)21Q6AN~>ILYes{8$#DDN-HCGHGYh%lmx+r(*R<(uV^ltUq=Pvp482mZdJ zbNm{&v(=6cgAcc=C0O)Wo0{Gp#H3}nnGcDfT1)IuiNo&(cK&HS(m1G~@ z{H??x4B5zG)aa^QLc`a!e8vCMtotQD^wty9Y46{F6L|0;yL1t(%##PjlWhOA_)23n z;$}(6)##=As(ASJ7zngM>%O0e4s*1t(^v7lxU)Xp59@;%^YlxE)owY?1(Kfy@jB4E zIru5s$GRd%Qg3nRHb}}`-&I-5i1paAxL-%QR%-4Q2xW4vFx-Q>`UP$w603iWD94Wv zVdS|7Rg|JbIOv+Q`jD)RjnvhzB#$e76d z5F~vG67BGZ{e2Gj4UC%(?eCGHC2{!d+yLWDS1r~XpLiz5-~uz>c(Fe#!hGZE-l(qT z8|$Hpu#S;yh{Z7L z8+HXR%G!h?6>a!02XU6hj@uH$eS(3Q%+oo`ZZtB09uD!(DXuxEXl@_>97UHG-bxN1 zj+s&AW3ruI51@Zxpra!YnsT!arbT*)1>NlRw=tlWu7tLL+8UuX$FpYTtt;^72_;!@ zb69V7eyVz7Yfl*>h87hm3`lWX7Z@JLo5zEhKc|S&=Q97!m?Q56 zxW1CSZi&#{5SX${N=`Gmz18uk0AFGj$$OibbNZ)|#g!xJl3GWa4hna!H@Py)LV4>z zAMHID8hcwB<@%d|HaD`z2{``J#G|%vHO)C7#cn^S?C+?YYpMLItmqF^cn2yEAQbKP zNGt=LGT&@)G0Ylh7qy!L%9ML|hRevUeMq*Nkj>u-_ri|M%g9mXIjYY&wm$oV)4`uv z7{Yg`4|O>c``QJ+H-$B^{2px!=)~_un>yE|N;R?kUcE(#Lw^5<0K4M%?@^na{D!`} zjJ)TRhf^(mqg{b9%dFLj3s_5MR*#`o)wC`?!)X74BGOMvX9cqQom^wi_c)F2o(!gI-m<}V-<%m;zdqCG1j*S;D<8v9*D*mk znm|d+Hw`nAF0-l+tgGJ~{MOWsJKP%A$yRB7dDPrdW1`B@g=_TonxZg_-sKF24x^9IsG%fCy@6J1WRu9JRK+W+{A`Veh= zL+sHf)7JVLEHjWkJ4b+JTuL z{4dOG4`XMF)SfEg21kpDcNzb!Feo8h%pypYJ4@G#mj(YMyLuZjk6Ww?6I0v*z2q7b ztI*BXVjyuc7!bpGNN40(t>me{p0?`=7JUCXgGf-H(!HJ!&0- ztbXaWg|>s}i!Wkt5Wz#!2R_Hjf=2@Q;;r4Mo1Zs$E2ArDUsm|Edh1!G<~^Cei*;(N zVp^|u#9Vn^^P z$x>B2e!lpk7m#xA|lrHfoz=7;XPSE+?b0Tfj&W&; zgL~XPKjhMPTzaodKXmClmyUDkESJu9>13Dw!KI(N^cI)C?9$CHeZZynxOA;c8(jLl zOLw{ScP`!O(x+Yex=UBNbfQb|b7_&QXP!&fyZ5)a=cz6o<l~8c?6>I<#=o8#zskG(9S@_toXx4e0M}w0+JXVc77)K~YRy~wV~w_BUbCXvXf#Kg zqa=W-FZRxVJa~cq3I6$yqeVe)sNtIK{;3hGfC;v7Fw{ETePI13e|(dFei1=t@7zJ? z=kVI#+#VFd+u_633?GrVX86dwR)v%qu?#mZRqJpweqleRH=Kj}iyYph!<$@P=#O~X z60Ka`h{uE0<3#u4mPAvN%lA7LjZeNa0i!&I5sZfVgAGHN82Y_9!rIZX8Cb%6j~Q4@ zW_1W$xtEnJD7WCt4YreD8v>g6!S+LhAaLw>`RBhY{2xvzrL z$yF0Bg)^A663|a3+tiRND$2yE2X&_?0eo5ZWbOn{EF{-(1cMShq^9IYSO?KJhOHH5 zX>Vb0+A#%rtp%o;jcK#SmA|>==WZ)M^WQm0e&%o)VF&qn zck;9I_;&eu2nKbOp9VPnW#s3bZWQ(ZgZ#u1kb~u?n4@By{Crf}mHc#}Z#O!A#os%W zUqjx5Uq-zOrxI&umdw&w<^?MX9N(OFq(-r>Tap8CYE)TkUg4EQF}}a(GxJ6wo~rvy zbHYaDzDqNRWi5c4K9{r{-{ctP;Nsn)eS}3tNoRz41MJtkcFb)z8O)uOsLzM(##j2% zMSbJ0z7yU*w7#R>?V`TVsqq|DvIe4R=pj`76sp2H{v6i*U+Va7`N4HOCPy8=hOKoL zp{x4c=ju0P*P->B`c4=1dq4ls`dxAeMc%^p`lVpi|D}G19fEBr*x+fWHarJo?CPif zbi#n_qv=mOKIgWFYgGIHkG*$+kE*)%$7djwpwSZ*D{88#Mg>I$MVs)b;W0qfXhfp; zh>sQ{x3!f*B3x?}m>I~qLo{e?gQ7;DZEW!xUj*ObApsvPh!4c7v|62Gv?8D&KJx#5 z*WUZgIWv<74}0(bclGnZoH=KoefC~!?X|ya?Y-9u#piyC&U@$6UjdPO^x@5?p}*9J znLq1fK8^l>FUoxS#F0LI7y~go)Q5LcdF{GBJWbb|P9Og0bhg_&pB@73DHLl@9-h$h zuy9MNJd8)cXP-X2=2R^Q9>S!VPuJ#v`GV7X#}|P>UVT^&N_Ryc-bg*R7xZD?Kxwj1 zi~`WfS|8pqfcj9_+?DyXS;^13tx588vg4DVGf`{TE1JrB)5*_v^4BLnuR>3CC_j&C`FVF+s{Hgu3NfGj9N%AN$j^IZWs(|dhH}&LQ*ugs^3%@z64CTp`B^Hx;_riAoJIm; z{PXE228Vd&(>FmR7M59W4Cm9Hc49sqiX;hUt_gw-yP}I{q}2RiRjMw25_(AMV*Y7Q zzuc(%+wgg6e|O*raN7R10j0~;S=KI=_Nd%vzNs{%!^_BSBFSbu?S~h;< z&S-1gF+5N)$=6ZcNsvoixp=|bmu%G+_^%6PMQC|%gjI)aowhSasLq_JJLA3q#Xdpm z9mqX@>N7m!$g_@bwBZ~FHcj9IaEYOMtXGvItPIGn`rah`MC+Ls@{rj1Br#oi@wdtq z6Egx@v}$n!F5Ww^44-2yY2LnJd4}*;%b%{|hp`LXDlWkruJjd!Xy zXNUUp75~IPT_GbcyQTXWz)9US8wrYRc6OnJ@AnkuDvoo&1 z{?&rF5&tbj-p21_CFJ3ISSrpHJ`Q-Z%nm_m=!H!Teb@hNHI2ODo8+fzsLB7$dSBw} z1@=q${sH>?>f49$+Za4nQ^pl+!*Qk!o4g;zYn%7BzPT2_tE>8E8cqtL?7vIjCCsJZzw?Jy`gZpYgg->^YKMa9InpEl_vOgPD0;E6-WE4*avSs zLCsPolbC27tLgl_GKTMYpQ@}EwKwz|Hoqqq6nXUNqX$t6`pDD9-{X#NlzR0M(cdoU zqpO}Z`lt%}2#QF?k{X|`M%sh=gS%2c^^u_0vu{%RC_JDYeZ*4KM@OTe=u7DDmf&i1 zA$~6shj9be=)}9~i4(;W4}DvLn^^ujUH(vSc|LJUlFRR4`7?F-5Bj@pYYFm+b8K?? z>GDn9@_gca23#)f;r^Qp*})e7^e11p!9$JeFp*|921f92#-dT+4OGs%W8@7_ z`DId`pJ(~(pep~AF8@eM`MFY_pJ(|(U4FGLA6DhDFxCecqd!*Y2gZgo!eVc0Nk;GR zO2i43`Ez(qEVJN^>xW{gZprYhA;I#GC-)oDed_12vvS~rKPnak1BjQ{cKX2DiZihj z-&!&G#sY?qd+z(*18~{vrO~6Ox{1`JZ19J5aVBgT9#s>nHCQ8@{bNV|c*| z>vzop0svS4qBloVlB3vM357v$n`eJY(o%aMb`qA7p+^-;b{m5WGoJ-9m*&UDZv&!5 zqLzx@Pf{x-CM$P+C)^q=0ITi4SflW#y5AA4-$S&z)*#lpGcnuo5DwQz`r8n}O)wy_ zX#aTl<8G*OL+hXMJnUo+Y61ab=WoN3 zan_~8>UzGd9^O^}7-@~d{}_)F0iMeSUv_@C@{RUdPWqon;Y5#<=vDIb-J};`DF^`c zaYigSc>K00r+^mrUu&@0D1{CiU}S<0d9fZmZS!0=6rcP$dMO>_P7t_NOnhnPW)P zOb(Hi@6xftoz#$DtBF3t+%g^n)wfVi1ulg?EJyn>Y47+Rx^dY#?$8pd$AXErr;(S( zkQfV}-c^0xPr5V)(o#sB*<8`PU|ilvrAVPEN9w)lXnMig>n;59s-nKjS$L`gmX5^I z89v{;I@GQDa$e=wuT>AZxb00X!=hw< zrTk9!J|q&*p)34;?q|EjZ)yk5-_Q=2!wcTI9stZYy}119`{iJ$5onuClKO0g%YxE=%ghMfqpQ*<{TKf<@{e`%Mq7#3#Pd7p+hWj9h%HlpiZjl$F7=r8JL^i2p)?>WoQj>R;YTYAWcaVnPeu zW_uLlh|!`LWxsE>%qh7L={z)|UknY{F!l7lE9_5+eZRCuzk|vPwpycJP`!aR>4RQn z#4k^LkH;97Bi@Kd4|_lN$|$9Wecvm`_vBlHSYzK6{MuG)^xM#;zuv|V$Y<^C)~GM> zVT_je$8WnGln?6ufmgI=ydV6T`k=wvJ;9;=;P^mva0sWJjZ=$A+89nQY%5qb^|HR} z3tACpsPAR~v_fk%{#UTVe$E=TqHil{U7azNq^{05pL8xuG((9*FV%4^pWb%78G_AA z*#%HdZsW6fW&~INMKeVowl{t#xoZ9%yRBgDQ~{E3r%_k|EFpMVdgfzmDVyDR`mR5E%8sd$-k5At<3J| z)_P-Xp`Ii>_gU#~>gxfnzP{YpT#|nqQ(T*C62Skgp|Mz7t^1YLC}sVsQr6Zp8An20 z2x+IFC799PNmAImt*@7K!QRR$s~MCN1n@2Yo3ge(O|rI9==I!XyG$>c$d!sr7+nKm z1+nY46})vlBSB<>4o8s)5IHeCufbOUdcIF*>|0ack{XP%gtg(F(mJBg^fY*b_SG|; z+E+Nza%Kni)kTHwI7^bJ-(R{X^r28uspQ8XRBu)soanPV|EHIyzK|yxSCl7UHV)Ne z&=SzlCr_|9P^A|uc8CW$w6D4%Ut(Y7=L9R>Qs&hb^=Yq$NTT1>m+UhAC|do1AQ^mF zWl&ZxDHn==5XUehS;&>+GG&ACY_?DuOKG+FVfb;V{EZre}(#aR* zBhjZkKA#=CVOznDDR8LebhAIrf1$ib>w)<>-IO`CWAZk`2roSn`dEyy%-~vZ47!k$ zKKTl5JU$3JhI7=h2f8b7+yK{tJV^Jd1Uo?hA1tx{~COoQG#G8wH|2v9kAwC1qt+qszhtIyE{QO(>E9P%#*AD0J-L`LF>kG)1c5EwtPxYsB z`|8m|MM?IR5~aQnC1qWe(z*&ISyy-Cb%X>`)>ZYm(*qt0OD_qIO?*LNe!p$?phr!9 zP~g%`+dHZQ#=e5fVB^$*eb?Kcig6{DRdB7xwt}Oc=G8l6UFvwvD*$*}65cOXm@oRi zNBc^?RUr1&dcSd1uvIK8`7k{Z7$v_-`k?M&nh$2^4=R4s|5Xm(7j!Kk(K)oQ-ky2^ zL~u;(gjmV8g4d`1R1>`K&cQe>VvWZC3f9|eVX)-D#tMEC{0pXg#=D`mh`)b67FO}7 z?|Lm9650V?<=~67zQl_7vwn(famd0j3=-*;UAzq)@SIZBS!=(dcfBjD;$V;4OwkK8Okfe=XpanC!Y8BKbQ6D zK447$Saxh|uNgZx9fhj;aw(8ridZ44l(T-v{GJLSlbeD1$Yz{JkK?WwNJX2R^fmW2 z9nBwAKXxU#27y#5(zJGwze>Kt_T~=F&UO3KZ$;ZCQ<;9AIW(8gGtpmbN#TLM0-6Ty z8}hqHk5#{*tRM&+SQ-?E?M!49z~;m9MnpB{%WBv+N4C#%BlPrT&L0@+iXdv!u$p$RE2(Pr5wm9)FdI@iK{xP~)Y)PkqY# zlR0!cpUZe@f^PCoK%y`6U3I1O=fK2oe}6H*)TH*e59gP65AZi`m-_1&FU_g-=d%9r z?$xix%Vtmid-?j`4!wni*-4*t$BSqFrTmhne8&IUsZU7MyuY7B9h8?Y*Q6=0zSk@1 zdxn0PU)JWO$fF3)Y4iOb?;?NHc$w74m9MnpWqRUyXX9m3-<0+Vu@`3TR{Pqaw{*Gi zE`ODzH~W)2w4ROVV7xT)`Q8~X&8htrVR&Ref8)By5C3=s9^0H+zX;C-yH~#&FS#cq z`rq~OvT0v`mxSKL@Vhx)YSPr#4!@<#SEec7>39iHbkpFm?(_Ve=^}p;mJE9jc{@K7 zgEJ#GHWLw`aXmH*nG-#Q+~?W)d9QY!kI~Q1!E>po*e=F~HPko`F&gD!yj`rmahYA* zOYU507x(sj%-f#cy1tzB-@C1r#*kEZTOBXeS8tmy*Ye@p>g8I#ecK|rR^=PyT3T@1 zV!6i7=FHe_jdGnM*N@6|u3Rsb>pZ!BO0N6Jb+cUe^L2m^gr1Dt&ffPo^cZO9k#FcR z#L%PA&|_r#^gw2EsV^@*J;qMZ&nKGiU2DEK$$YQed~cfh-i`R4bY;49MRh$Q*Q)DP za;>^PN3K=ZYvkJBb&)3@F}(czPQJdAue~5&az1@xb!bN-*vm&B%Hi~%_8$>on3vFd zI)ci&#ox3&-e=3`K>W~g@J201}fW5q2pMe;|l607aQPvvW%z`&aPHnrzQ(alFthVZ_1`AO^o;q19Lb&tkNPA^hJ72>B3dMiuexz1ZqUId^8DGRB%{ zTdObPCmhZ?rQBapuJr>vU_;{r4lxgKhYg6gJ>;Hyl);YwrQyd@?+ZV^7?8w|VSffc z`jH>A$99Py)4{+r{Gj?qi-aFP2z=c(U=6|(7Gke&AW&wHIgacJko#f8BbpRz4Voze@p)t@b8;W_*Z}}#k;}3e^?#x?+{n_#h*aA1pjifllk`{v{Z-u zYf$=d@Q;%CH{cK8-wyI`DkQKA{F?-Zr{Ui?4il{p_y6*%Bz@RR^x^8Xe1y(Bs3qMb zm3Hv8VDQNpOdfOj7ZpNIQ)Z44fHKnFZL-&K_H z&-eH8a6I4gjlttEH7OpZ(Vw-7e_!S&@$c7*z`w7^zoxUh#J|Shcgnw_FVgdG!~ZP* zUOTW8{ym0Wzuqy}MgCo$)dBzJx~ejM2FfMIU>)D`@vjV;P4SQMjV8X9SYVWRN1or+ z!@Rqvv7dWce<#0_=e<48cXdBy^{`CW7seKbm-Ta2znW-Yy5|kP=l=bh;bncCs!pCy z^gM@u!T0^xu!L`p?Md!WEQvm`VZD>y&-VQme@Abayt&oIIW~d`zJUD+1h812l;gbo zi08k5dwT|V+#a((swYktQAZ+ss=ppZ%!8;?662a7Y3xYQ5tdFg~b?uEN1j#jgq(j=nM-_iNi25<8@g2P8p%6Z6FU%rYJUu_^1ybt70Tb685^ECczD(n z#0z1Y!VKA@{Y9~E_B!37f2wb^Zjv28n#;01Ki2a}qG4<)$VUE^o(LZhz8TaA#SW0R z$-U+>p_!Gx0Tklib02-C;fRnN06(RSWNP-5()1c-N}N7)o{bujaI7es1>fL?X}xG7 z`wuTu`_$}>+$7O=IYuW#?~2d4A1Ze@8lufSXzca(wevm`xykzS#CH`pfpNY^%=ADBw{p<-yl!y-Zxf}ChZC->T7Rj5A zKZwzN9o|M;VRhbLi|*IviTi0}ULK#JSQUz~2n91fi$$j`yZZGWCM}xD2>(Gpx z*qCj>Ww^+d^VocfN7#TPTL`JL#xzr9@!XsWj*Z8>eHglmT~pb?=Rm+-*tnL>#&*|t zadx!VU~Fo%YM0}LLT<%b1DYc*L-g_aYGW?=4ZZ5_j{wcW=5th=4kO zM*`rz@XBeWII|IXxuOr+m#y|j_ELd$vYlZdMh&ZPz1JiE_)RLc##Fp#yvK0S%z6`c zvf`D$q?b5@$=KEY5j^kXd0wiXi|#-R2J&@&f<^E?JA8>M!uA=K@b=dGWXgrSUjT2+ zjE~4YyQr}x^debqhhC`;J=zjl+lPD)ZD<-!@bovnIOwi#+Nwj_?NA*)B%6cqCU>;T zpO8=}{@FF%023GC{#f`i8(ba4ID9+58zRsgJ=nl|VJNx!b@F#Yz^-MxN3|I6wvL9Y6dT zN>^4vsA1~xSm`1%HPnD-@gK5{xMZN=rQbvE<2RqizBRDb*hk8mu6!+r==Qv z0*;|Y{x&vU$2KnJb|Db>s(x*4-9w89hvr*RCZblw;}1*awXsm0X6%e#bPIq2ccPNnbDpY&7y?|T0497HfL?{Dp=*vPjKqu5k?0;-k9uv+wt z(iwm5Ue?b3#DCrmVH-kAGuYw(?jhIYe0(|X$BJsTXejZ0`{zo0=j(S*W*O;y{M}Ol z37hDDx&VHylFV3XR;)04X!8hY)e{CZ7i^qzFvq*~%)ZN-dms^EaCO1Pich6`nSq2n z*ri!EU;b*1QlPOQYQ&Z){S)W!q4)+g107_c%Iun?`clq&B=8VNS}a=_$w389@&MHv zZDWymHA};ztU!DEGW$KHFIz*Y`f|tbI@FhsUxWB(R;%X@wpCMur_-PRrHbIG zPk%l#Kb`(;NYGbE-uvJ&!z?ofITit7fT{0gU z_QVpn#1FDd8fWYb1g4)Uk#=wt4OGTR6@~iV$&eRUq5jmxSJmUYQHOP^Pth@@PtX1k zEekameG2C-f>C7^L!liJs!+1S&Y+> zqGP{cz6qt2&XxK-I=1??phw3(2-czRNjkQ%OFFi}t7FeVwIGmE-A2b=bth|YM3>_G zeEpTHW6x6hR&?y;xSyUi~ zi!G-U?2;;WbeX|cb_pJIkv;Y*>ufVnh1Y;5|tO@JCwz@-ojh3^DBF`tqL^+tVkn%4+=F{(UrL1EfNdqDS!eIg{Lf5QiEhSwafEM z?zF-WqaU%7T$RH#R+7`wjTB=iLC2Du@V?y$QHp>y8brC;MT=n@6n}*pZkY#~0f$lC zZkekTM9E^&5jg?ijZjT>(KaPCXh$G^!}Wx1+c@?GZZ3)qS2-(?Jpxq>{^QpS{M$1Y zLcDl3B36n+voK8ZLwBO_Q}%;7#NM6@>6l)Lenv;i6?hPN7Km4RLD6x0;hc_NX8ud& zTjUN+90vgt+R9)LLbu2J59w*mdI%p^Kd&0{J!=+8WGyLaz)9Koup!@@`aD<&{)OW| zA`52@r4}t|w3k^Ameg)vSFp~yZCPefJwzKv_(C-R&5dYw^jH=vf*Zn${0A;weg&;) zF&}B>9)h0G*%9hBpqV_343YOROsojcg~6bpgJb{(nN#yM#sRa za$t4HZ|$wPR4UJEeU@vgeJ~oxnzprQtrj$X2*+$pgJ!z#bN{AW9&NCqH=yd45H(1^ z`5|9PE>dxaeheXObN-GK3km!pL*I%3bL&1?k)NO~=$9Uo$WVvKW1)sY!;iHh->~b@ zBk1Iy;ZPnUNR^WL5Tp!%HGudkiclW}8iCOoA+1jgRe?#>#XG}0vaO=!VAbRsVNnoHykI2BwA7AZ}1wW5+0ejDFQJNQ1s1K;2qh>p9=43rNQrp-oIox}0O*IzZt zEAG-_@KY2*2j`*7s)C9Y=JQv85=IJI9}xT(3)Qe|Z&5y;Y4(q-+$myhXnp9=`@sFC z@a9?Jk5q%9Dx7+d#g&(i_|Jof`u&*}djWeSg}Kn?sL$}f4~pdvKii5NuoLfwpz#Z{ z9bhsyK9;EcW3A}d$fYJi=ll&%6ZF9dtBaN9+UvHzaavJh@Ok@S=lU;`+M6VQuY-Us zp=?wWP&M|z3u)RJK-;{6co*bW_A4gUS1tXK`p6e&fR|pNI1jJlTY3=0Pk`|XW#&AG z9wB}iCcymGwl*ce?7nAuiXd30OoN;nAxGt)vR(TFLJm0~D&gSc}HIJ8C4EE=n>1LBWC2EP;gtm(j=*B?# z&+|i#6*qAPaelYM!w)oLUnu86p*yXa)E68~xR+@~CZon!X+3mz3mQ$A#Xn+orL>ps;vt+ zSD*<-4n5^h#I;Xe;fZRq*E;JVkJ9uJcn_5Xo%7JKFt^7%6)T0Wr~y5xKAUrCJbDS8 z6tqI{%Mc~^)^AX84ai0?1jrz;&iRaTZvJ!qUEF_|z>foy@MF(Xg&&Km(&I3 zx+MJAm<~VIrGU9JKXCEm0xMdMN;rJJz+H?AuvX#6*;e!mKYnDsNP{2G##>5jyZCY9 zZSCX77vI;Pv?BKjeq2C0DU#iXK~?9)k9D2m$Nk6o@#9ITb9&|M;9y}#nNC3$i zEBrj}$Vgi#K=NJw)I--cvSu1#Q zQ0PA3$?FZC9F0+_@Z?ar0xJYhlAD;24tsgVa^dH}vC^ED?gXaJaZ=FFz673p6Qg=} z@nnrP^9;NWJQ*vh0-&txyG#Shh2Sm$Wvu~}$g^Sq?;L z8$59|Ur8?F$CDesO*}b=%67vcUOYL+k0)!0C+mPG!70rpawoHBp$AY-Fl=}WWJx>! zZo>l~pgavdcbOR|A0mMAW&+B?@FaoXIIVK9SIpOV@=}E->%mF&e#J`jbswJmZ;dBw zi6_P0NXCF^{L zVeF0DH)0gSiLsu@@?hszz=uY@Q-sTkZb-(HfxU?*>zz~4KbL>0cyi+eg;O3wj})Ga zZ}Q_wce+Z(lf;i+Jb4m+3!Y>~+v%0}L8Tq;En@H_^RaX4Bc2p1^=sVlOp7g{Iu}ot zA7-S9_Az7`E{XP>HCMc&C)@Hdt3nHc&fUZ_m30a*-e=960wLgF!94)RHK-5lB4B(5 zm#aee1zYFv|IXETPwOKBgbk>cy%F&D6A$=9YMQnL;2U>7o?Ub-ng{(5X3n!3mSyJz3h{PFqk{_|~-A{T${vi~k#)js|@$9!_{`0uLE z^5d`X{C6BgyY0XGOJy?bO7-780U+6d|L!-pr{Jyc{CD5^?{>w1HxaIXf|CDh{<|x$ z(0EHs`0xC8Nq)I+$$$5A?H5Y;@20)($6Lmu5=h2d-}&$0Y~Ys4UH0D{^4c!@?r^k;KEk691?7vI9{+sH*yLr8f zA0M)!z0CUWD}MagnBIR!!wo*~gVU`4-qb#R%rc)e{=0_~{=2!m?!PN4^y5eR@0PZ; z1p@Q7SJoko*lj6pyBf3p`%r-As$r(o8*WsSH?$jFa7XH-E8*C;_?=`^QKEKys8{SHI4Xj8Dev9jlOUla7 zc}QG$$Q1Kt#RTKJ%P*O0g&WZu7{~+Gl-c{aPOj;d4|TzF_lJb%E;c0zLZ*7`rj73q zK^7pNsec8ys20lxTmhb|R)D#HZAFS+VXol9A1S{saw7O8{uim$_1`^j>|@X*#ea7NXsBB;6In&u^WXdmkBt8YTRA)P z->u(e|J@35VGz7NYCX7Atp`(?{FrpYURtgPGyZkS92*;mEyo2xr z`7!Cg%rM28c!J-xCXTy|Q~!@=jv;J~{E4mmwO)A;ZHk?g(dw8k<2mf3n%72(0g$?XV z{FtYSDC^CR!em5Q)!B-$s^z3LE~31}iv9z859#pz0C!`RSkb7-AB`P_(O=_(R&+)W z;FXGcYsrPOsc<%bR@Uc_#ys$Myr@(*7KK&K7nG+1mFij3YW-FCX|SBUDs)S*C3+)1 z0*VAyMd_y2(6Y*GEyR*;Rdwjyv|9^RrCUxXw0tiXs#jYJm!o~tpJvkoEzybi!~a^M z*Q$$~%X_K2{G_^zi|II)FwYK6w@V`2EQdW#SuuGxb_d@B=W#0|-ec-FZFY15?%-?o z9n)}8Jxy&|e7YPzu-qJ-jK5aoZUDyVmA8PQb@HLmeEwM#x)lr02*?<~GPN`pyRKTG zhH3_l#w?pjPz6F`E8n0|pzbsjj8#_2EQ|QKu_(VmDSU9JWK)S;gaRkZ-B`tZHQm}P ztfGwtkFjaiOjvS(saCAAuHb1l8jGD$&U$XrhYLtutJB?U@r^6%!LwQfQ12UrLzs>iR5Rn9MXn&XorX$@XT zjL+~B{OM9UayXb_2ze8((~g?k@W3-_$`A97n60Q#$o?15R+If6)+%JjdNgZA(?Nb~ z78mKLjP$--uA!@+Vux*%pA|Jo?Zth$*6cSx4|_9NGk%Ti(Lm4kNVDuW^*^9hrc9vx zdGraItyM~NjZ!LB6xl3|4Yv&-)$KBDI62CuZMZWOZDf0|vkmXK_-VlBt@Ej9!4L;C zEv+|P-|t+G>r{Kq*}(60AVQNoB6JZ1%i<2i^+R%VtmRFw7r?75PcHsaE8@`#&)%IRy@Q*27^0^82`$p*90=f-uD&=Jr}yV+9pW5?Pb>Wi#p&+<6bi*p2q_$yi~j2UpUa5% zIhD%(PgfUcBq3g8;ugRe5Gt~Ou&`47CV06Gzw<`}_0u6U{b@lTR^&#ODpjRM7~p@h z3=;wV6;;vCt>`DXkpf-(@c%BopKd#7NC{}dj-89Qj5OaGD8F`4=vFIwBW`l4 zbKd#f(8u6^HNnk13%u5YL@n}DD*!u0fkkHX5=upiiUvorOf`DS?{~iytf)1ueHWig z=_u^5KzUG_B`kDuvbz5gXi*I`DV}XPk?;{G1kwb^EnglS&s0cVSK0_6H z{P7F=m7cirZ5hQnEw?JvL()x;CgN386?DRol<;%Cao#IdifI{c+jsS@(euzB9(2{a zMiox|a00A^BpG#Wh1K|g**YqJv47Oq3xtko?1iz)UKnR9dtpClE;)geWG`%OL=Qss zduT6w{gl^U7_04trl�Qn43C&|ct%V=I~mnB=h+PUTN+FPxuhFB~(meS2ZH`KlH9 z8)`|i7edv$ZY(_4*KaIb&Bmo*e`p@c1dR^;?7KrGcjDSHCnFlG|oCHJY4{qDm+a{IK7g1dKLhzbPad34#POprh}7< zo8ljAhwl;Y26plEQYx!Qj{~v5Y8Ph(h4cI=IIEldtgNwjsPj+H**mOfHi!T9BWEj> zgwc;Qt)|;sW0eue@3JqCvL39&?#SmE;h>@pX59AIf?wG0Y=7PUGWa~VItL2YPd>n! z9pTj~E6gbcr+)1(VYb1Oi@+B}bqB6bKrPfmU-^Uhr1qEc>#mdlXKmyojkD?v;Fe=l zm=;#adt&-M%P%REKZq#5J06wQ3}|yIK|2?ZSPfBQIj}U0?{Lq`Pbd1N&W=mW=HUMPtQ18I?#_Gl0Qe*WJei{cMtmwb^REym-MLGrVU&Vt2e_Ra}`IxfFEw^6#u~a!F6Z5h26HmQ35v~AG zmVyx4>wzI zdxOS6$lQXfkh~n}O29IF$`9jjM}0=#dhq3RF#bq9@Qh(AV&g5NECJ&uw8z>pgWxE_-;$69v=tzT7-Z11~EQ5JYN5=BlY%* z2IT|4iHEgtWDm#bc?9ZiE7}h*W_snla24Lvll9(IU5ga1UQ`oc577-3LR&lp; zu8MkeNpSG^9d>CWq8^R^D*7g)9x?PotSHwU%De;4cN9l={(IRXuN3(-fS=myL ziPkY5A(47hlsSc=x$dBP57%i2)faf+8&tWtVFaFp+KMI*3N>2M9;^-r?#I9ljD7Xx zXQE&CR^uoi!YFMH=7;XFX3iIiETVTmR?^@<3g3TXGDuWjV8jQJvw(KVVjT+U`lE?9 zO(>*HVRHjRd|bWb(#uPi=Op$wAgBt7E6a;(Ifl*e%ea>KQ|MlZG8SDI<(J%Rh0nx~ zbW}I7rjn?B)IcBA5o_vdzKs=JIJdu|;Fwrbirkyo0IeNX;kaB{az7vf01l}o_430g zje6FNyo5SQ>WCP3s#fvoYd<2NS1~G-^m-6yw*TTQBhI4uT2Xpum!8Ci`NZcniVxg- zA7!u@0q6TDDEdMz(jSNM?XsNCJ^VI3xfnf3xGB)KFZiyUT}4*{@xvbEbkgV?irY0y zPsA5y9FOtwUY z2+#dZvvJA_;LUB5oU$M8@}VoQxiku9y1?sgbW79xSvH9VD?b}`EJO$9;(sO zge-;kQGHPWc_bdBmEU4%$~MG$LI}6Rz^;1#$ue>KvaSU}eH^!y=*b1;$ee7z`+B2U1M81ozfQEMuM=ip< z1~#TY90dsr#E1V$Pq1hX$N{Fs+i(kQ1<@Eop>|pMAvghzkO3m;L2<7i!4XSsb^$|i zLS;k9``}x+CptX~bx;2S=a0jix`mrh^s6=P&!kRsW}qVCsSZYef09m#<;qpEfN@1eV$Jp6X$BTf0+QKt`lO$Qt__1kNu zx9`a((SDpTcRHV9`WqlEudK0<=AfUX#yp>5R_+w6)(40ghS zWkoB|ZRbAxkK$h}PzAdyYe)>Z6+*bN2vKb?`XEdOUp;m*m7N6f!Av%oW%c~Tp~fgr z5L?oR^n!?Tz`MVphg%?8>BJPOpe;V0m75Wj6`waYohNpw6#e=S?jX7f5S!e4;*aQw zVvTcULW09DgGpvaC3PYU_@h*%R5g?Dl{7pKnxWj-Y>E3(17Ycp8*02uxhEhks&!$- zwdh%>$jF=4f3t9lly|Tm?+ysQ?w?`H*P8KlA{*lwU#hIkuLt9i9$&5XRYeGl(C9?B z@ssJxAC7l@<6$!fkZGTY!p0PPNzdobc^D^YhFAp{?5na0!o+zLq=6g|mKSnd@h7*1 zc+}&5CvtFQ5!E}J(P|a-xdoUZtRh=L8bghYY;msaWcu@=l&qxCaHGyK@zD|Aw@>V_ z*hpl89+x)+-(u|Uk+LynT;4$Z?uFll+!cfCY+UE#Zzlfsx8Xd$pg;06hnbKVp{eA* zJ**E9aj(|bXD`>+Z!g!Ems}sSq2~!h^2w0crM+f+S^NjY)EkA6qhm;W;SK1I#{;n` zw>R#O1TTa|mw{cEfnAs7Wyg;egA>%uyYzCf$LN#tG_{nYmhwa`<*20`wUi?i=6Y$M zs)7toXIM$*R5)5o<9<5kowSL-$6EzZ>%=$Pm5}gYU+?@wk^6KMETkz+!t!7DCugM4kQY z!@?_v=zVCSZ`JqC!FMKoUYG^Txdu}PqWw~pQ(aHQNG`|BGK3Q#KF}MjxmK(2D>1?u zls60aCa@jc`*>oL`sPS<0I%WR1VneXX5CK2F*0u&!mVGqDiFkFxr!%<@VgW7a(wwc zd=bGbt;i%*wj3MnoC&zb&Q`oOM3x6wbo6a#%X3IB&RK5F=C&qu{Yv_hUILH^gG$)xa4jxL5#C;c`cc8jL~A$ZU5lsm>JP#l1Wi-r zocxRd0HpR`?Jx4*ux8H0yOB5fpqD&A%d91r<(-tj-kSM$ zyoAL%v}}bnlUo+qvhXUnGs+J)Ad}7&ZKmK`Lh~ImL&K2XXK+QXb^G$^H|Cub;3`o7 zhqX{*a7AzH_7$efv$(Cv-pMe?!@(#pe+NvJ#>=9fn+jP{j9Y?_^ zA%E?C97dQB{G!d?i%^E>Y-HZGhsA4GgX35YCg@IdR!9{Z=QxQ}xl>tq~AFc_TL7o4j2Ui9;dp*47E+A5J8E$*$q zl@^|o=+Y@x6mfhB-zKsKA+Yls8gA;{0nN@uZv8@Jx^G$+fABxg_^1li zs2!>ZMPFTn+=dcFpW*XmGsuRv`{00vw*_%Qkx-(fmtFKqbj}r7A-7wOrHyFVSWjs^D*@GlF{~-6Qn5 zgew=fm7fg*9Uh89SB2`u23v$%gF^KcX76s%W|0K!*JW7nn|`c=rCv3J-uOniY1er0 z4xFVb*~tlFtSoL_fZAilSp~(JQ^pQxZv6veFR080S4v9fjMfJcwIv0#SFF(CX<^gw zv>ca5(ZHZ{2`&=yh`o2f?#8Z@73hk2N+h`JKx6b0P#qY3TeUiE&;uVnU(wPqXHlU- z=$**J$x0rqMV-pS`hw2nVJ?iywDM5*gWZ;g2j2I}!>w<0Di4?KJ$X1EKF&RohhoXk z{68QM+k2+SLoJTtQB8Cr4@WC`I0}fj6aBE_N1e&TjEr{Vq3Vd;mWR9F^UA}`2sPS? ze(2YKujz+j`Fki2g;1DKivNE7@BtRSlJo-u7*ig?AN9jLvOC6mJh)JJ5nkEPwchur zzE9yB7lULk)%U|Cd$+y=oA+{k&+py(K7BP!eHibFd^!mnko|!_KK*A8s}<>wPfNcd zeRUPEUn0I$4INFL#iz$wbW*VRw%gf4KzxaB^(GdW=^%W(7Eq^T5svjXlnov}Nkyn1 z37nqc=EuAZ5oaCs-g9)~Myyb(uhI*mAbS6dLOG7+)96)klm*5h>~Z$QNQY1R_S1)K<4 z&k*y;!Ox?-X*Ef#QIJDNt)~YRHye;!>=bKOJ${uHgsQAr3|fFid4P?AqFO8bDt^Kb zN=!k!=41ZUV7^IgC{jj%530^GkFwBQos~@6T}9b^&U5#y<|9-y0J+!@#omfMh945W z;5A&R=mnk#_E+P0w+=jdr;65|F7RkqBG`{cqckXc5gVllxZDW#aD314FFQRB4<$iZ zI|1x(Kq^Up_=3cDgJ>!|<)Vqpd&s$ShT1{>g`&w%z-OwhA zeN9Rf`#C1)C|%Op(|t8AHN$vD)ry|YXIc;jV4c?FpsN6zO*DJ1Ea~-b8B_m>R%W3+ z7(`51P)=h+S8)IrA(4EK50p?sFqVK$lo|(VR}o_Ykq&-_3))YryB9eZ>fb)Ebt7(S zPr5UdG`*g|J~(ty19x<)^=;p3xG5kh7BW%T8Gu?6_L$mpz;$Nv$9p?cajfaYb(#*o zP6V;M$xdLv$|lJJ$eFUi#m89@*`P`FBPt5&hkNv}wULGh>=>9cRWmdICV z(TNi1e%%f?x&a62%)7yGBzo|NyPx9^caM`8ET!qaA9|v+n%i^pNOsezJcw3g1>fFR7c&|pdIRrisj~1QmTXl}e9;CK|81Jl z4|Fp^RSW_`s9NWm^^KSew#WboNJ@PCKrgj~8xjTVw4p^cS{zzu>+z-Kh2M5)0MV}U z$%CuwsjZlVLiRkk@?fvkT%2r07Jq^FRm@WNd5iiuwLc8^1NoR-FCf=9>+Z!GD^y;-FA7|5MQh16%q7@ASW*wI7(EVD@_Y<&!MOoaF(YyuN*i(_ zMOk|czZs8QW!)V=T!uG7S(i_774;TWjqL{&S4n{QK4_xL4|fth&WiqNhuJs!8EMb) zYKG%>FkHrOYW)BFou2XLS+M(b4i)H~N;O0tLEW0z&H~h~`3ai1@#&w#?Qm!g!j0A- z+~_FjPd(WXPXNkU|NigZ;}exe<&0 zP_)gJFG87sGnco}f4|-CyvJVn_Rl!aqWcMZoh}l8{((OopjNN9V~s9(e~wek0qC!9 zB`NLtqX>u^VoC)X@{NZ&G5z=H&%@9m!!V9#GdMsTENnWTVNoy_qCYH!Py8A;{r$nK4bDFxaRb(@!lCvugLVRxoLRi_q2rn!@d z_sU=#2|S#UgonTPjKafj^+}J1ODgvU9{vQVIu#G!Z-Xq!cz9eVc=#uLzUz4Sm!<`K z4G+h*rQ+e~m37_-{E_WA9o#N3X2|?xR2Ah-%)Si54*}D_xLMuQ!1#~&rGPOvad?37 z-|!QpF~C@kLg~r%87P`|CfDv>U_8~UYZWl&rczhmGOU;YH&{G!K_Z+ zwiA!Pj}-LhX02r|O)5T3oy%?YAPwKu$Zr$5*851kVF!BRJTe+odJ#WAD_&fQh*jNt_dWNJm0^Bq4x{v;s^<>w2Z3pqb4fK1f!IOvDT z5K~wWlArj%RV2~h;FiJ1nRqV=A3tas*fY_Ja)Xa=GxNE|$3IMmk2fiQp`Okho{sJi z9}hwSGoOPfDqdVFKIRTnS01dUQrI|`03F|>fvluRa$O=Rptw~Rb3yS&+)$vHxw920 zUgay~g5q1rDlaJhVMn0&hbV1mcy;@V`UX65(cU+F$1qty@vmGZ%~)^*#g_>vJ_b$1 zctXlgWguMO!^1m4BOe|{VqwL9lfR%Yk-wl2IL7ePgNOeqC-Ysc8Z4|#%Tw(Yw>R4VP<7X!NXjR z_4kJjceX&-I>*CvyMl-R&@LVhqC+Wocs^#xGStfJlrM!a8-pL5APlS@B*ZnBp&{M#y|Y&duj0S9Qe%B z;NevNupbZan}ml?e?{Tprw>Yxhflx8hleHcYiIif%)Y@ByeV$#Ig>f+EubgvFEn5=`&FE#mNU z&Qtp(YQ6g7lLbV1 zxIEz)*6CSW)J^Rez8}Bf7@lLzx))b)48!Mv91o>;TH$wbBjM4BV8fd0aaiBJ$Ducx z?0OvL@EzlEP_AK2TM5@N8z`>f4{)Je!z$wgLrF2?Lyg`uG0&RSNP`|3A6`aKbvIRl z&iGK86W*^|tRyp5lx3GRJOT5*%`RGuJ*>rFp@Lh+p-p~y0p%_k%FEJ$PAP<dD?{8BOCa7Uws%y(z+SN1zpM-(UPNH&G<}iyx-H7+Dn#Mic2T=KcwpRN*hC zlT_`^Z`WU(HeW_xx=fY-*5faJ=oi$c^OQ!25Qdoz06u?lt=c~^&zh3 zs6Y|!{)u@KE2T4k@x#01FP;~4dZ2BtJgNN?*ej;|<9=uE2KK^#>-kRn#XrZ+MdHv8 z((Rv^$bsgs?={@=`-><3+>eiU*I)ck-~Nf28&$i0%bvEse?n&FGP@*Y|HQ8Ni@C@` ze{rMQKM_s8f1+J~F*V9%EUQfLI9-6H}c0Gwk ze@kgAihKFeR@{glc#yaRs83|Bcm%k&onWR>?l;!@LASdcn<+_U&IlJ{b`!FbJIr5E zMF^cPf5j(JK!J{1wP!!5zAR z>YRO5>I#HFMNDSIHfKHyMC9}*vB zC{5RbVA41jVbsX3>-SNOyKebs{E#raYjNQXvpWeV<0Q)XY;-6ltx+glXR~;Nw|60% zMQKttixHB|;w!N%77>q~37CfHOaN-WY!<{rM!pezmsIgb(LD4+nj3CDi;DW#s4O|d zH%da=Z8$vH+_;-{U{f}7%t>F|_`74aakcY!JXP^`e;`+kzxy-bac@40Tr|4{1i=3b z0jdMjogm7#o6lk#XiL0J`l?`_W_=alO~o7KUK6w4Ux90HLJPG)K3am?hW#Op?=dr4 zkw2gX#z;U!#WPUOv)@|ffC3sed#-C>?_ydrRhhj=l=LQy8maQ9##EqgcJY}j29XR9 zASIq@bzDJ2VG@ZW!8eV~a1BoUu?ue`7I|kEp#Fc;F9c{F9B$DoJ?5kk<$W+|(bLTX) z&3tu;yIID=omZgbm@orO&$4E5cdFi>1^&7A?7Nx}i0Dk?)tm>=xijR}>|cNZR?{lx z&X8mldzd@Jn)*xT&X{P%t4E)qvs$Gk@@LR9tF7UgFj!n`xCW5%H9pgnXG$VX-tvA* z&>iN1sFC~`=(EEJeSl5mJM(9713kx^&wh>Irk2H4ThYr1SB=vQLbJJNSP=^OZ!6BLc-RCXtNYE3tGGOYhriz-ff=QUJ&eCsj{wf%c>8b!X zaD`pqS3oY@gb+uYa`;@qG_hf(!G?JXWpp6fqADn_=#?N<%2)ldWXIqgL)p79J3ywD z!zW?Ml)#c{#3NUx^Srajtul)c#kq2wjXIGef;r-lAc6se#GYs5XLfb)RM<1005mFl zhBlvX|I0x1PW%yF%@@KXfhJ{$-QB(*!}%|OTKJ)Geq6z(WtT&Xs}vDLYF1f00%8F4Lap9 zPRfF?f|4|Y8|n8VFjV%==>6oz9-0rqNn;Nkt?Z$OkCim^SbC0lRc=lWY)cV+ zrGZQ-f9mOU6w!kmWnIdiU`)6NHuv+I4sB9JHlGu?5*uHNTdvYaJZ@z=ASY5f(}5W} zrr`tHxnFI~B4pkbn<0G$yfe^9ouOktMB7ca8PXaFTVOkRjD(VUfAHl;4rt#<7-TYZ z;4r7M5DL(#Imp5Yq`^1+VCLa;i#H| z>O2ko>EbWsbr_0vy1%J>nBRlukKhgYeUbBs{_UI3eux&C`Rqv40{)rtQsXdhb7y$b z0VACS{`UB&$$TA(j^2D75^P`h6^D@88>)?7n}aiYdo~A;mx|4CF`A+&e7lHG!Xiu@ zUcEZ4y#e_YH4#$zLg8;Asw049JS$P_^tTL$TIbqPT7S#U8OquJS&HODWZ_VcUGG_Rw!e2w6RV1w~^cN9{b}QC9}?-@Vv&=Z;`9WjpY0umGFUL>QBt|j^|8W>&!B& zpKyhN>m_rXi&5dTAb_%kZ^N(7W$XE!BN@#JnDde|A9zp@1CBj)I(Q_m-0J^PXceMx> z;srzC2;{3BGh`kfx#$_8eiCA?%n%zjx-(KH>ZBPmRm_mBgq*ZM(7(YK!2)6ITV;VT zmxu>%Gw87BgC$)|Zjx$${5Z+}7&ex3L^X#EwA(~BMKQyP^4pIdN5&ibgZVcaaNB2m z$dOfLe7H+4D*wiFD5~r$rF7{4aFs62j~ysrXiEp5OTZWKQ7yo)pp0azc#*b;YL8KO z)6m>B_QyZj3$;FCOo;x#(jD0!JK?@%3EJ%dK8M= z`Sf*nbjWnTvp?S;_dg|D8`d(_w1?PP)qgey=fCwU5Y(k=K&GBo{SUMvVNbCX44R8@ z)88L9+_?~VcKmrlbgVr<-%Fg8kzv7rKWU5+D* zDaOVZ+rIW18=jmZ{b^dfag;EG)b z*z5zo!+@k~cLI*i4|o~Bx!qk0t%|so$1(vh~ zL(%y~xWx!dOgi`ptG>^Q-UAgey>el|iXJPgB@0pW0t^62F#_y_BqQ%)5CE#F>>_6c z2anld7cKH+7oj)W6Vv!d>qypIwBBSFY1C;&N)|Edb35rSBw~u5#vg?#)DGgl7M*a1 z=f{9H?ldk3j1sQH`!J64nfziKdZ-q5aVHSpP$c7{(c8sYKY;jskjJJBEhdP~R0r?Wsf>BK` z;kq5N{1nV{$?{wWWNASik_%zF6w0KPqA-k$Za}kRP4|mHk1?1XhvPL|O`_OY(YG*g z(vSO81wbzN>V3DC!E2(hbu+-bCvS?)iNbHU-jk5cUwW0;N+D z*fZ3>5>QzRE6lb_nbZQaGB|~%4jzM9nJ4@VF9(B{(P`A^OF|1JiNgYG)-36qCv(Dl z|9-5`!6Hg;8m6|BP-o;{l9_rk-!4H;odxa5`*gI*Ft!$Gs2#@kMPpscyvVK@S2^V! zIja(6RgqB1+~^cmo|Ic>p(nS_0&8Y5`H$fB68|wNx6UhpWb+Q`)kB$#P+8IlWhH7J zyWNJ%n$#LFPw#g7^M_P&o&Z5mPb!@V6p9KIDd|KO!VZO*8>vS-PYl(q+ksUHZ$c5R zWjYu~>%>#!)iR61q50lyBJCyCi8B1WS?>`%`!a4oK<<-#92(C)=8?{&AiK+h@fhz4 z638$jbawHiN6q{iN3>C_k&=iNZl?r8M(49(cz6AMHGc}mlGyj&`7@e}a@tJf>ZNb+ z6!4kWmb1V~w|Q^4&2tVx8L!;mBARMG>Hb^3Lip|7hxmC*T{p8k*EIY0Sg}r8>Mp#Qp~1PZ}5AO|cN3 zKsIS&!_!Czt6+vwbjJG5uu zn!&OkLpt$!!oIoB83^wA@Y*SCkba>-!ALD!q5_fjL{#9}P=VJ#pMU_mznIPr#r!sX zXFG{c_Az||A+At_F!6YkUjn&bjINYSN=5~OfS!ot>}QmrHe#)1WlEM zUmPeZ-^PESK1cHO2t5>iKF60l^iej+86J8R;~MiNPN) z2Ki2=tyVDiWx{;Me?b5;(Mh{4Z=R} zj|j761;fDo_3u$snBD=Szo@Gd$5H<K$nrm<@~9~Ibz!-j|TJT zV5v^ep9NBd_Cqd`S%UL{)*n`62!2Qglu}%%3@G4yV*+CvV*L`lN+M|lRN=(pW(kX)^7_}Z@TJQ37zN>c^ z0ko|2ObgG5N)e)$mq0$mHMhu$+>bI!zvBZ2j9GDS-oahrchc`M0zW`BRE_t9@f%`M0zW`BUn5t9{EieH-nQ^eKgsKBXLK zQ^p~M%5Soebz{?G;nkV;h%96q86v4u$|Z7VRvEH|sH9aB@R!M|#*2N5yepWI;%_}A zjYN#kez@JoYQhClSPVfD7JOr(y} zPvvZthKXO-t+>)^8kvVpR!IMV<_?kUDz6j4bd+5sGKd|4ch8DEs>(`sl?Gg6UpBL= zJk9x%eg4mrF^3lC#>Vu<3w8@qYaAPtGipGGzU(T@8NwVUM2+X*?J}KSWdp96=L2st z0IX#DC?7~rqY|tP#`AnUv()B2)F5yHW|$?Vl_|q~d&o1A6+17dtRUmpOtSKl?J&to z6yHUX6+G#so}h)yvT`i5tQ>(J*>Rm^1)&(Fg(}NRj=`=xisv)(&_p{fGdc{LeFjg} zc~*`!c~%%lYw%QGo)sRIvOi>=6)XA&@>tP`JNTC143A zQm;T1>>iG!GW=ZIKL8_FqBfx)2vTUMMp^<4a$UjnVg{;ojc`VlqeviIi;y<@dqTqN z1NMgkb@z*Y?B<{V|y`7rmgCRW~(A-HjAkB3pY&=44v}N!CzUO{i zP#_pCGAUe#NJJTP&0$C$)8Ka#@090AS?35mMwchziB5d-E4wOC8Wa@G zX#~karltAu$`6!23~jPY-h&z0fW1^W@{1J{{P=DBUlpAuWH@o{S1{-5#1)6e!1qIE*~k10DHhgbtZQUY~A0+iZ%n(yBrnUIv$c+DFoM(9Fj;gP)ktZ*(`%20RW_Khe^8c88OnR)rKnEZC&CMuER{*m7bQL4 z4#5-?)@&y!CzMe}%mL1H&Cd+WGe6tsY-UlDDB7c1PZ} zB+1)rS*h~&vvr-x+Yj$)N8b7%Pr+{Lx4TtRKf4|McEGPYmA5C?eB1K&I4JYKK)+4K za_6@zZ~gIwBzb%3)g*b_gZwprzf*L}Udvx|-|zQseOE!H@6~)baHa3f`aXSb@7DLw z%W3LkHcY0dW%j*%B{VPzKo-5iYZ2h3Is=Q9i(&vWc4#rM0_~5`;#fs?xcNA{g?nUh z@@)k`(^7h270R%nO4qY89h z5&~*&M4JOxPt{zy9b5u7!s@X(tJsV2YCwc=s4*D+Fo-qMo)ddq;3ByBVuktd1^b#c*^{#BJ2E?4^ycusM1018zX~aM{xL9TM2y zXje8OOaKrZNef}HBDBlEN8(@J4_D49v?9z?I-r?l3c--l8t@&h>=yp8o3&(Q_ik0g zgJ?Gzd;%Ig0dINmq_;oE;W4)(!5E-L1-fAwIS?On6vT9eItGa|k=ef*6VN1YDa=BF zfc?g*!ff2@#UCw&z15!_^(U8qRu$&q-?8{N0VISptE1dY(WQW0S|5*YMwakOq?o6} zJ9gf+Hry+aJIJBo{JX#6ytoMLi(!kJ(Jn;QA`k~IJAMRgm^us6Db)p}RY)?PbD*bRWrn^q{gSBKi^#j!aH6vBR z=2&HKs(~9JnHA(h{Lv}U22ebr4K`GdNoa$&Kv1O(&ZIV=CQFR^ReIF_9vC+<>Q|Ui zU$K~pIl*jfi(v~m>gzZjAPe>om-p8UQ=`5}Mm@ezIbRDP)1_hrSDYHFY=H2@dcd@` zzYyv1jr&snxZeO>k#^MI4caGG)M$TUMVBQ;Hjh4T57nv> z&&4@4%wK0KFwARZm{+*N+~F|ar(4x9cbEsADR>LRJZUIb9s!AJ>1Zf_u}4F>vOfOA zM;OW#*-&E~%I987J?tOKy?@~!%7ZX!%}{ozS5K%4I*)X5C?9c(8KFi~I4`(E`4${F zHbeR4(@eqmRNQW7D4X$1lU-8a<|L;0`DzGnIb086?O?G(b7YpUf?9@i#W$AUT4~1e zG1pRw$^dfbdbmCs+`0aDYAkc2=T_M4*qE%Pg=mFcR2wfNWUpL=s0WEb1h2{J@TRlE zJ2LH1gcJUbLYeOE^;K}I>|D0-PsE;E~wAA^dV+`$lU? zQ3J#mvr;XGV63tRa~9<_0|Otsr;sh956Aw*Nf`SIrp)iVxw^OynDzg$_bu>IRoD7S z7-7)S6D4Y_QByl=(5OkJHj$_SGJr~I3Z&9PdTpzzw?#{3M(HiF!I`N!9!AqPw)B?P z+!kxBXj4UkiWmYC@KM8~HVRs_-1Z!U8Y*JsVgBE@_Bm(H<%L@v?ze>|aIqm!Mm!<76>qR6K!g!p9Vw&~Dp=A9Xl7glr!@=v*#yK&;0vTv0zZZ)prZ|C1(NFtWGD9mc7g9nQ*m&QU>3e|@YX5yp+9grUiL8} zMJIp4{=i~0V#0`2X3~OOIh!oN(eMyRPlvs^n(B?L#yoFP-by2FHjj zX?Kmt6?o|wk%Vh)%+K}u?=`I`g!28&&L^4Y$=L7hEzSSV)2JmCe3rf2LBqqo{;>>$3uVki)Y2lNL5^bMBK zFu*s!nougJ9ub7(xY@3YuxK<~gru2Zu)nruF}&9+`nw3uz~FW`+)3-U&T$biFrbS- z3LxcSaS`gp9Hh7iWyO76gob|R;K;ZL|Ar<=brG^TFmUi^k>;m8&cge27Mjo@^>Y^5 zTxX$bsWCwrfeE$|n4pXR#2$wN?!8eNfz_iol7~8+g^gOg1!@U*_?S?m7JCra@8cXg zG&qjoz)iGptdi_+_zkC#>>|p-Fu8-v}L>8HM z?trS7;}m)E7p|DCRGkv#=%V>`YUg5C)z2QtU-<11RlV!%zN-HC8duf7ikFV6|N1;9 zp*e})sK9$)*I&)o<|D!|1yhz~2G2sCAFME@WAZp0oDts|uA=NmmlK|Hu7&l)gm6p63%1M;JXhdLx zmLZDqYSju1xWq6asF9hNH=91}Fm!Z!sFi~`80k_Udj2aqu|LwPZaku%CL*1z2nKTI z{hRjpDx*XHT2$dY_W7Z;=Kh%wu+SDGwD#4|3XscB1DKTZpAU*ynM7#ItK=H|kj$Hg zrA2%4^-za)_ih*xlCktoaIUIDZ%<4(U4M;T?j@;3fc9o>`J|kZbS=j74>^NLhY`6{Bjg@s#Ip81!VQIc5}^*rWx%LxMGdnJ zjH%bBe*h_!&V*wk10y=Lb?Qp(2hfubi*z8=h-&MR4vWBc$3IC-PRBB%)-zxRAE%vt ze-|z6L?H!1B}c68!%A3JtN;*nB#X`KNE8&0EPev&0g^ zwkBR^YvRo__V;eR5grGX(cu?0@nR&m`38P%1;)hu;kT%XpA${oYir_}cl6c7W;o8G z?5YTaG?zJ=7`HW1mU||79S>47y)0^F6OFiXa7{c0@2H87f=Z)&C1kCyCOSiq6iv($ z+NdJ)gBSMG#HIZ;@vjB8Cc-2pHL=;z#1%&6vV&;i3a=*SdhK^;rP9Z*44{t_Q}ywF zM;`&O5q&&6MIXnZAER-hK3;fmeO#&Zv9-TGHucxXQ-Fze^l=&W@%IDjW2;9Wm$#*~ z{95xwtfqH`3kK7XFGsGFE{bfOdxO%)CPyEOr=;rRHqpn{gX$x~GmbvC4qYEb*#3PI z^zkQ-KDzkYQgrEKKyD^y2uffIe7NDXL6LB*ELZ?Z?VScdXjXJ>-psbFG|^}EJ;F0V zm4W)s&Sanr{HYmm{vv3cf^rH-z^lkdTNTE1#!LYFIxYb4kkT7~uTjKq68cK3m3Yovr&(kxkAE%eYqEU%V*hB zl4Y|oQI_8vjr9@How+LSoHRU_PM#$9Dc=Q?O40H^!Q=3?Z|2H3A5z;$pK@1)hvD+mFl8J2+1}Pt?&*npx-)$YS^3%0d zoWq(fb6BOIxXdV}C+SCB7_!Z}v>W6=s{)Z+!>C12Y09jLtQl=4ao1}ksmuEQu#$=58@hjVkoq&keCLe6ddDxrQ+=?ZY+!wX7{ zIsH6XiHrKntI$uWn2Zd|1iN|GV^8jtrfjUfJ3nGQR|+)vw3$-TD zt)ga6{(NB?Kg6C?dYepIy1~hM#2y$-&|=?14_{l;45#*CRMe=*F-mh) z&k1%gp z3g**)PExxNTQ^|s-_!6loWiv@w@YwcYAL5_pmLhEdqPiJ_tTw&Jy9g8oknbL{9vEP zzdXdsNFm@(GWND!=HgZkV@n-uK)&%K4#?L-LDH~^t@*(gdqB>ku?=THu3~RWysnwX zp>d-O$Su0Zf-ieshJ)+-&$+Ef#%bowh#FE-Ij&dPlrEzv@`?GMCvo77l|)E5I>$+9 z{t=IpF*bSKXU+}y4e5~CF|vbXC&c1p%;@y5Xc5sC+7J}x7XyXPCO@UC6OBfG?BgU) zCqL=bR33dheDPQ&V_}wbaQP03+cpmPQTUP}IS*#zUqow3m+d_q-uJai>j(M13@mV+ zmn_x|4^(~n@TW)mP4o!^^T$xEK8*a{WW5H?Z*Y7@BC7%=^#^DWye`J$yR!(;*w~W- z(QxK(`r$JQfEfcmKBJVP{BR2` zpeM$9xcCfC$}%Fr=nf2~jn9x-nT#16Z#4=;V+Cj40n*5tfZ%|4YK9<2vG1P+(lA6F45jf| zqBIcFAW8#aWXH-1ik~Qrq0ZL6^E(=lRE!47RRE0)EXO>zTF_|XWA%k~3n_<$ABT6`0#_3;^~2Iwy!{WFkBl74UX^7y(Kuao^9 zrfQl{IRr7KyGR_^hl2nLH|cAt^~q=3-G=^hds=Qk5XYgqjcUCjxUO~yGN;t^LvRf1 zlxbfz=L;^wlf#TnBkZjc#{G0T?RpZyAv;uit0T4jmUJfw799e@@tNb9TeBzsT@O(j z_{98aW-^ZZ3N{t6AO8T42buSEEcT%GV}`OH@uC6jM=E~9LMU3Wq?ggXYX z9}Oy8dJ|^B4{1LJ#c#+Qjg8;fGOfS02qdk=f1*_th+`71MXFV3cdWu+9`RZQ0L$o; zX6cx*W#pOTI%qsyycQe9QI&~7hSUD9L* z!5sgA8wKWg9fc=nXls&S4%-Y&s@BIP%|N>KO?-*<)v5aZ&&VaXV(mr0mj{yiz1KAa=Dm14 zMExEJ-!WUM_Wj4Yy&5^eq^T>TPTKv^Sq8f(U4Y(W+-}8M0>N@-`C#!$9=9pF%d6eh9L84=AEu#GB4ye2Zw+-{zO0gN3Ak8 z|5=*iPc$3~|M4rw-fRvH=vxeo|B$gs68~{6>u~~xIVrwHjNRT)@gEg*+*9!%pPm8{ zu3Dr9Bw|K-5*`=h4HT+CAl!>)Fmo{dH|o$G-pqgtlQN%|U31;6Ivi?czUvgByka z*basdi2tzd!uUQ8#=qjrzWzlyjv2)GVXKZkeOiaP|F5cDxw{A3#uVu1_#3#0$B@c_N+ z(eIfr(G?nzZt5ctq;Y2V)&4YRXvh|sF=AljK@vG%LC8A^2q{9|qfG=(JYT!?3w|Bg z4F?Ut2_0en1_pm!$Vpj0HSJBHO3D?SOfpZXu{42F)(SK4%p(Kl#zBKD zheaVQ<3r3H8j%itH4vB*$2ecIH`3Ezvk@0Q3`jV+TeFf*M{h+wl4A-VVMB%OkU0^* z`53l=j04uOQj7f#H36J00EcL;?C_)mWxZCpMp*hSmQ1FWFL!_uE6{O_M%vI)yHMGb z0d!{qp@OpM<$x88>!2RbW??1+5Rbih<{~^+$h>k6p(TUEJ6gSy$~o$MRfn|L^>9<7 zA7Y!#zPA46he%fFE-@DuXV-{9uWYzkC?Boj5Q0 z20Hi_dSzXG@V41ilv zQ63;`&m+IWY2-DuH%UCl63_hcEkc6%7p%SzJiWtVP-m);b9%)q zJ5WFh$6z?}rd_hCK!m^8HD$gb4Y12zgS*mwIIU$LMY#5Bsod zqJxYOkub`a+Lq6jaWQxvfW*j2O2&B*L;WD~eL3nYCSBnV410D&(S0QF3y8vVVz%#m zNbj^E;1^mP{6hWJUi`pd_=SH3OOG^ufg~*0w>_nNP8|(|UwHY5;uloqfnO-7I23-N zKsL)rLK2P$enFKF{KA|=mftP&HbegKhN8!lf z7o6DDJJ>IH000B)fbk<*(=10g)9bf+01UrIKcdh9V_}Sk1Yj5^0EPgPC*w2!!|)4) zDGsGBUi^ZZkW%=C{cmtU=^_|7sw~`~hLb9S?FZY^^o>IdB=rvCBkz%L9XzoMOk=LgRUheovd9LVG}{W(Ex@jC{;KK3_!F6htwz=U4anP>@4{X0c4u^7&;4~P{DrLx_Db?$Z2>I%$U*U9 z&hVRyf_rg}hd;VD2QQHx`5UE~mtM>4eH&2Il>7=?RXv;%lAKUakmX_U=PnGWKPmpq znRZzGk>rQLpIT;r`20!A3;Pprs{n0@|IiF(Gv-^+5_VfF5gR1EtdFT3diosZUok*> zE@$*#dhK*n#*cmXuregLrjPuT1}>fBd4E>wd;1$l9#kG@t#R%>@}6l-&0Mgzo_rgP zP{SECE6K_~3fPLb^0qvKZi=Tbg(*(v_)X0}Yr)>u{`m{DrX7j=vlr~`?w`Lf_uU&m z2K}@j{pF#tPnN9qLFM5!1ayWbKS~}3NU!8!&X*i{z!vAJ?G1SeTw3dSe|GA7$OFG| znuzj%ebe3h)b@frG*%8Q55JlHG59HZ1$l!!bo9?($piMW@G|Qo$s6P$jjTwOXC)6< zhVl{eSNw0DiA;Tkt!wJNx=5a?^@k;>;I#(g%;+N+dzQ6_K#9*%FdcKxZ^f{$Fy%eYxtFbCh?fZuHVUWZ@eudl^#rkQgbEb=ozH^$!z&yDWw4PSt5FS9TO z*c$Ea4Hp)ziHzVkQGZ5sZHaC=vFPOb#1PPBfw_~l<(Xa2a6WZnpm?HxF1nzuH8P$Z z&M}I<3p-%qBprAx`H>wm&(^g>;&+8_p}b!{Nsp?_konj&`M^qk5XS6;>{>T;ek|u~ ztHY1X!{JBZ*#C|Em}RUC)`ErLZy4e+2VznJeEd9!%>2Y8F1Zy@{l9=MFg;U{tVo=Y z`S1r25r=z#$CKgFu!uh+O%ViT zO1w2P3t3N2jJpn}#KW0OENH;`6m2ptjfKHFe5Q}f!m`=#QP{?z@lO_EJJ1_0gRmWK z#DX!TfxIENqUhRL`d&xo)cl9@-q-bn$kzn_*a;$kMO}}i%3rfBf41yJb}G61d3+Bl zP{ay^eI zaGl9I;Mb4e0-ei;vLw(2&ko^y`J>Kz|2}5^*peCJ22cL9A5R`lj_#xpnE|P&fZ>=9 zs`79@3%^19&an;2rB@>qja`^C@H{tsJTHC1w(2LbA~@7p_!fAVL*Ci^;y%G-BCLfL zI{_ESERTx{E(RQ?a1+eP{9q8TxLCcYEmDftImOt9ID86T`&j`~4bZa)WmFjcDKWP7rjRmf+^bE52D>UHyL7>V0Rd-kUM{mG~Zg zbNFQJUCbUT(WNAhbwI2Y#wu^hapTPStYR;{*zObd)H zcQ9t8obs-%+5q9pM=SZxMV5LX2;y>O35C8IBAVaz2lWZfu@-*>Y49|!a1Xbx<@smo z+=?<>iG4>syDs3~Zjvd{|joMx(|3phE-(6c8hjW(`MHNxVt2aJ^lN zU%>)#pWu#)>$cOWJhQy<~=yI8}p_Zr367R z>{h|&rPP_}ay0{2Gvtc;GfS@6on9+f`MA1Ht{4%#L9S>SIR9jn(jLr_D_V~*uNEr8 zVU)qNGLVY4FU8AwlB^7M$N|SoV5#vwdj#H#H7cEzj#~j~^M>9{-{cn~jHmu3UgPmWVm__wV{M)@+D{*F4(mr@87P z6tr!YekGa^z_Z+hFYe57o>(W5JxuA9`!NqUO2=?$0Td6jZx~!)i|^AMdmqY!aFfxM z0cRt?Aa;lKn`dtQu(vL>1NmabOJ`xLUbU@ok5QSUujxA1BhMrB%I!L$g&*`*U~0ry zgfA+$heu&Y`LU7QaE{@7L|f&*qQ87 zDBRR_JZcoa3UjQ6@6qCy^bxmAOqBe@D9^zPdfx)0e7m;X=SQjW4d4~dA13{w0Bk~} z-6>tiGgw6AgM-H+k44+ki(k6+3Dj7-<9N`bck_gTIQKJ?e8K_qnpg%9?n0?zMr6BD zatAiu1?M<9`pz+^HnxA&u@Ne@pieoc#ihWUlEjhgLxk(I+rD*qu}uiR$) zmX+JIcr_?!S4Wu1@&s94rmlwJ6)jwzwGN-7o}Y(Upq8c|OhRoUixj;ls*27%EtSRV z(u?2K?w|u9QY<-jy`k*YO0sEXa65k*f?N0#3t|A_*sBgcSr+WXPak`=4Tmx-d-Y>X z6H;zhH1Ip_NwQ)QKdW7=?rE;XNYys-fo-P*;Ex+IRke)V;zq1ht=LQ3VAax;;*Hp> zT533M#B9}y$*?U~Eh~aIVyS9d)eUzUF-ot~W5HTHkeeHD!|qRRX5)r_pxn&C4XujY zgmJ@8R&M6uhEWZEUZ$bJTvIzmOl>(#?PN5s z$^0f~!qnbI*LNa}p2yTqvQ6y{q!LproK2cqXMYT2q>}i$9`pFWVs9Tx^?x54*xvqB z>}`Xxx3zuj?KdH=srEM6zs97S0*i_gGiHNXWKWl|BbI*shScS6cjB+7|n$jGK;89;1>ooX^pw#ZTaS)D&Iy zaMn7^ff3b^os})>%F$7svUJF~q({BfmR}xk1=q*uU|l6@fagp2IZv}CqxBDpR%doSERGxnNZctJeQz_f5yO51-ugCkxjt|V82Y&(^ zLYVqesRn3|mytzqQ-D4iI|<&ohMZ`DC;8C^tSjC#;4sEI0~fCTcni$75{jL6Mw`mU z;f)_}8da(0C4glizN6cp*)Q6xkwR}`p(HfNZ2A!G-Q%I0f=e+E(Ho@_B zKI+}r@1wKiqoX6w+3cjY--}Q5jpl;+=+!+dw9Ss4&O}O)^;Cvf-DF4}Vk46srnK4JNBk``$1}AyX0tV0J&r;eYN|&6j|bW(*P1TA}dFn zAfFH;^Z9p#ISyl7Y1s;pjOf23tJ&5UIRt|SmOujyIf)lJR2cQ_r*Spi_C)A~AVJa# z;SKc@G+rxj>^8biZYc72bA#NtUI@Q&y%64z!$=mEWHdLpnI|``>V{(@GFtWH;3Vp6 zXP1Ll(tqQTG;wRDEpo`j5gI6dk+8{CH&>~sZs^~>i}Nbk+4ohf=Di;McKB04-K{Vx zD4Wwcvb5PEqsmz%yp*F#VMysLTnRTyuf^33PEBOwcZix~TZOQ89(}U)d-@+e@`|m} z@+i;!bS)dvV3Ee!Zs0;ZMWxss#lM3Zol2R)4%%v!P(o9mp@a^Z_;l^SJ7Z?_*lSL_k{wz2Y$wHyo)lkKDJDx-7cXHx z{VMDlmy?y$3}RgHQrLkED$sx&Z#!~=OII*ZqlGe;oR?q-VX14sA%|{BW0@C%Vz4ii zN4(0C>=|5DN{F|)$e_aJp2IIL@mi@28lc7InX07JL{=q)57tZdCz;kmz}Asyl;Zm_ z92QJg>-fR)OOS0o4Q>G(%>)*XR1&eV&68toO1vbNC5^9=4Or50`UElY6b`t#F?hf4cOwt=|^~?8f zfK&ayryLxreD(dWo$rOYtSIXHZ^`<8U1VD^_iTi~llAS>ztKNHkrHwTWiH7{o%0Yh zg#K-$!20rFc_ya{M;xxo=RgTm%jw+`S6-L6odNpzCQ#J~O0>zV^+{P)7Y@=DdvDwK zitCj9xeOGh1wQOx?_pn>ux)O!-1} zqfB`{Zma_EIcd*adz!E4DNyt<(xvF3ucYWH!Ih$?6jzF#GV4JqNIIgIV{Es5IWD#M zZNSLDIbm1CKM7%4F<5wPzX|p$A8r>ERQYi0$euo;>vYVFwxd9|9lfF_9kcaKHo{59 zw{rEi1qYNX9mPj|O-zR_K)MZ;&;~+0A#>OGuvT5fobHug#VK;nMEqIBi=dr@O%w7MYo-QPZmBohq zNl#C7%d^T3C%{t}s4*P9T?$gH1$dAga;o)ooUCx;dkb^kbvi?@=`?bFZj|pB>z}*XsM&!%+cy^l#)hv# zY6jiPJB^xc#V;8-kLsrwffn6=>x$yY7DTne-&N5kH^}!SGER*^g?6M{jIg16>-+Qy zxPDCropZl~u^noRfE@eV5qK%vXkh$k4@w_IZXEyd2yt*Bz89kfhU{Wbq25?`5=PWJ z4>3~}JWWPUo$v2-z7JS0;ZtV_6}i(6wkdW$BvA-Uw^QVyO4el{2BA`fFpCSqM-|WU zMef0|4{hgF<`#!?wTW#;WwwrW^Qi$_Cx0z|B|dKtWukaniHkhNYw>T(Yd>GF3vKST zO7Ip^gl6Ak7ChrbeA8PIY}8_JAr%{_CZ{Xt#EUDpVaShoFGl@#ycfYOP+V@1XJ$-D=j>rz9s#8M25Pvip@^OYYnKVavMXnr|; z^HX?@%-aUXYv?Z!GtS9YPJ~};%!1p`qlU3Mki9};+-$a1xX?i;Tt~zPPia76M$^J@ zFS&G#fdF)#c$KMJxZ^}~5WfM_FHuHJOH}JG;Xxj{z1#^ zpnXv0xz0hEZC*4-wf?r=sq=7R*>c*BcStm4?hKxTxdCPj#BqMT$T_@CSJ+|f#8yU|^=F_6 zv+$5(;VISl-}v~R$c>Pj8Hw)#E|Peho~XVHGarm0Xji<580HtU!e6FXBOb+ipa4i< zYxvXn3g^GdIk3}{;>|E=1JWUcUJcC~A6+{eK|^I6_5L_)XdbyAnUoa1B{5k< zp4TMv#BL7C@kMBH?p0KVU)b@;3jf%Oz}!5oC4;4gpQ=WE#yezbaW2d3iY5DhAbwZ( zP7QW#a^xQ+LIcXA!{VHInRIxr27FBW_uq{#Aux@xjXbn9Bn4MF8X(xS$fbNdad0M| zJ3omt2@Zra;Tg}lXhfZ(hUfRv?D1E_Nx&W9}CplL>c;pFiX`do`=M4 z6{43?oV56!CwhUB2#+Kq!ZljUpHO}fD~GeFY6A4Y=J0^Iz>Aj+-G}3|MAp;r<`eUQ zcjCE_C(bLgAzJXli=>nXVs+j;Q(5 z#cWv{y+9zt!eA?(G)P1Rwr&~j!1^MjS&7TUzs`oSDIpGU9UhmNdq!hOfxC8d>AC1f z5PiF0GTMKJaf6^fW{Z_lV@FP-s<9)bS;n#wpOb;C#OGubTbhrzGK4KHz?F<&OF1f? zFR{HMjD%`IiQJUnCT8E*l!H37H}5}{CKx-iYz9sOz6c&p*8fB!4EtLJ?yYCJ&|KKt?`HS0w?&7t zw`=jSOj)v3s`V}aL>z+){aF^2_pZGyDpdYLKYJTSbBS`y9oygDp6c3L(G{Udi{Aht z>bk=*v464UsR;5^;>uHr^#!DI?W;4s^x#Jx$b&G1wx5R_;M!Zd1QPU{*;tA zD1Id42}E40a`koa^+VfQxuQMul*h2}yjr_aT z;;%0LV`LL?BRMPJ)XPvJ7vq4v7!%rq+34PM?S~(N@yJu?8IeSXm~S4ip(DVJIQ@?o zKGKc^ec>Z$ms6cV+$4i#O}TZ@Dxv=4S+w47Y(KEjEy(S`Y15fxLUe$6=3! zfOPILcIwr|09~x&XnOOlYohzo^{O4(9XK4JSAT_Uh>LmRNIiU<8T@ue8mtmRe0pU7 zSQQ{@sJ?XJgT9;4j@N-lvK*blK^((%ulNE zH2eW&%Qa9Ru%@D5j}+288G#ug>=O;-e8~*+S(IB{ z+!MJ|jqgvkN9<>)h7iWE4AcTJmpi5)UqPu#UR~RjeS99=g6%UY7s@_%^GSn3J}edp z0gM3c<4(NjXCGe*I`(lPxB7$~YGMPxL|$t&(KoZ_c4iBjTm|?VnZOC~Em1crz}KX1 zRDf@(x={hXW_2SrQqAuq&7_**Nm@#UHAz}V1vjzLBeax6oQSW>8zN3fvKU+u^(58e=Q(&!{3;)I0DH$QVNlqw zjQlJ-bPy+WuodK_lt_J=_JI0Sx-B?PNz;BUm`l@66Q4Bg&!3oL+Ld?hnD%Q>at}-6 zNkuU2nc-RcR2*vjI7Y1kG377@DSlC((90#o; z+))Bjs_O|&$;N}RVfmVwY0=~GfbmTU9WIpu6D1cL!_dAyBuGm?ptY0}n@g-?0i3py zvuyD6LMdNssloKIzFv#5EUjf}a5{dK7d(?!#qVgbpWq^@+Si9T6UIcBkvgVCoL|rp zll@~S0~v8X!j@V~y7-!~Pccbjoe4H#ze!bNQUzgQRZ-C^Jr%V9D_KbGbPLZSm2K~| z*jU^!Pg1I|E4yGEU3&_Sk|%;=0gD93avhQ?91EEZt3;X?tYs70I2OM`mMLZcqk4Nd!ciJXfeXp;# zu0|@CKcIz7=idtcTG+LXs3{65u~|-?6E|VUyXluC&w;W&E$x?3<(mzEfVVLUdqX)N zu#3ZDQjxBswODIrQd;a9=xhkC~cUkI-YU@m7+kc#HnoP zc60IRY*aWn8?R~0`MMf2p)A2V7IZoO3=j8sn?|-GAFtE!+NdbNm5*1YV;ovzK|dcL z9T3}6!%&==2iZc1^J<=m)69jZhy)$zHh?8*A%ChL=fr!3yCCF>t;&Boop6(#S; zAM;z7N`i9^l6Ro}wHEaYO19$`KPffGaeV|mIaR*St?~_SmD$<3b!BJg)|H)|TUT~= zZe7{gv0~Dh)v9uHoO`>o%XRMU&MxTO+nrsWb1!|c5)oFCyt6yCd?ayrmm)AO8C&&svWB5Du#GE~8U74_b94I zeO-N3t#N3by%k|Q1um$MyHqc<@IY{G(gNH0|*2PK)D&y@#w*cBl zI0Az0>3uw*UB#zf<~NjeZs=|ir81;A8E))vu)6773nE7KZ^PEgEx5zzdAgY z4$jY23aSA{%%?4wkCe2_DJ12RBo`mqN7<(;ev+;KRmy&+7+ZGGVbUB1&Fp1TXr4`Y zgj#RGQD#4XAroJF435VPQTSZ@GZcSepP=wa&UGZ`I(&a^Uvgdr$+o|cu>Ga$njC-0 z$Bv9zAe(PsPS;O7a>rnT;6mg|lMuN+eFO4xdoX1}2T`Z*h&c)(JyB)TZQ5+=88@Hq zxSfzmF=ud)UiqyXXt@YP+Cw}};|F=Gw2jEQ6Ilhjx)GdbgxDV)N`>M;;6b8J?cqEp z%@@6Ci0N?CXz>kfQ02urrW(-eex|x?psrH?0O`D)rFcmPWz277XEY+d5u>#E0WM7@ zPo~%ecnkNU#yl+J$RkzKJUuxjja|1;GpNPOu_;lDddoa*Q|1(8Erocw@%^N8MszVV zC+M@m_D3rmUGVs5(~+s`qtO+}6(XRE>1a<$!{Lxp$Cea_=3HH%m@)wkt z>L*3fqd00Q>5nQ9uw83~1GX!!79}MsUE8QKbLy=C!O5ztl}X9ktHntkC$(99?>ec= z)P1haIwyGKI;ktwd)G;A#l0iR|20nP?XqPX`MM2dldt>*Upv)L3SZ9yM*Se;EpByp zgzV>&;+L{}eBLIDzaVS<0Aw`)9p1+bDCW5y8$oaf>mF@eONT${u?3)tgP6$0f2C_l zk8Q0@9)CeztNKad+Iy&rW6h$!P8#@JrtM?kcT-Z7b+l%LX#a zpq!RPyg%fzpO*(U$)j8X8*Bpk3(7d$>q8(Ei>8;I(9a+-xMlv%u;uOOo9X&Bnbsuq ze)UdsZ2=Bx(D=njEndoe6dO4E%UgZ*(+Gj|>TjE$pO%5(fQo(Di7X4QD%>Usi`(sN z-Aulv_F{)AzBaaV$m08|Y?(&!rGa9z+J?%uUn$~yF-Ugir#$$_k;fr$*$@ACRiF8( zbvFL-$zM6{LF`8mgF;}pXkZ-hBPJC9O-pY@z$)~-7L&l3J;{Pug_pD#=f?rg1FmO7 z`11^p2^jKSzLZTC#NgDM%afCJIc^BHuSK4iSBJQEcu zwreYxL@jW67onaX0HU( zY`m3?w|oH~Iq}A;g#Vo6A%XLd+NzUJIDcfPzu!*JHfssJB(dEw{KWbJk|xIs&ivCU zs14_zQlOFNBB_&LGOm@f0E3CeV1g5@=`1b^k1U?&vsWw*9}*7Jl9M*MH-wc>Ci05H zp{B*KwEpin?8Ki|2ljm z=O3dxrx+N8!7scH7_2bnW3WkWSVFl$y{E1$crjkzVDH}WoPQYC_0H2`p9U-SXY_8M zR?t}&Sad+@6BE(_-B!E zex$|zC?Cws&{i!xO+M(10mjWMZB?88E_1~cRldIW&gmd(IHu5e}t(>x1we~kKLf$lHrVv1jFKue?~NT>vtx(TdDsQTq;#ud4!WZr`L z!8}=@u%O{eVM>Z?;-;p zeW8|AOb0Wn>j!@KWxP}M2UkB&u3N~_$KrYk+1iOyhu3rd;`7!_BxTbGI;yu~3`V(J z^xOchSvR6^cji!CDE;Jdu-wo|BJyawY(6N%h1$&t-l-fIiw6NPUO+YYEgKll4)Rex z9!Fb2krz80f0rhMyD_C>zcR?QDygzDu(xS>(4Ak8>lx9*&R+D#=|JWGE8)tm#2 zhL1^Ly42(oHvv#`djo#C6m>`YBqjT3fXl|7HcV;YXqyz}d7A^J?Ha@{#qm%o-axD8p5Y z^!fo^kO@@GJS6p-*Ul8h#AEaPXAW?~^B(L@@EP<=?1FaT|2*?Ui4u%ec5$0hxsa)w zg`23AY7)J!%?7YylR2BBO{6HF#GGs0gqC$#Zj8%J*?`U%mlfTfo_w@tTvmp5PjZtw zW89qNOXPz0M|t1ZelL<1K3ZEoF1$wK7hjSMK(mbR&IgdUl#6%6$79*n23f zqieHfesv8NkBwOm3ozWM$X<~P-e8+hSb*>=;5Kj7&I!J*XU+5P+n1!Bl>ogM4>q_2 z8sp}r(1-EVm!=tCo^M3_z~N1*{XPgd6+Xst{8x6-X^HE5W`4D*4SVm}@`*(`543}n zVIW2Cw&{3TTh$G77xAm)y>FQJEwSlP_9veu%m)w^cy1K)4Ipk=KOr^A%Qbo^AgAj&y`$@4^GqQD z^-rlU+k^cB%=c=(=-WO=zP)c@d$&04EzO;6TrnR5svJ=lHlQ6z*4gN{pwY8ut}(y< z8?tZ+?Z;|gF&`_wkmYg4@pKQd`fGe1_Ng{clT0WG_8;0CCIrXY^8>6;!#5`zrvMkB zt=a@6AitbYz%8`#@%CS%p%0UP%s&z8S+JAQkM_{>9eJhr>F{?=!WbQ=S}oJB2Q;%Y z?MWP>fMESo7jW)ItEyM;fKvQ1PBnT_Uu*-S&E*7$~213k$YXmY>~+`_N7!)X1}|!lxw4ciQTM z6cEESvjC%acYT1QI17s-N~;RPBQ;-d^(1;jmV%q#L8p+oPnw@;bnWM zR{g~IlbBI#l#W>!x)U{6tcP}M%R_b1?)18lj`38ep?3aJyM5XnkNW5>lpVDjsGNnz zPqy(^>q5=x(V7PIzqKe;hHqM|1xdNqkgGt>KML2OOa_6v@VIaj0~G5*P4E{U#C=g^ zlNNs(7qvCbcr=!ogc`6eGTJjtyE`AZdZ@v=1#Mu@PpOrij8>?4t88AT#lFd6BrH&X z&3oJ;-a@)dLQPuC2WHvST_+TA&oeD{Bd+W4UKS1e?Pw9Ums`v>E`9m{4jsdOM@V#D zXrXap9;T46uUJMM&pz!oDt0HXOdmVBM=x)>b%Zf_e|*Djr;CJiE6I^&_;x0np_?*Z z0nU~;M?*`}>jIfZWfLB^mon0prdRA<=gU+CVyTQBGnj)7B-9Gg_=fgSfP$#SiJw&! z9phFMSlW}xAy2%a0pB|7LCJtPgBS=iu)Rq8#Eu&d|NnNpN&5exMr>q>TF3A7 zvng;#X^uaIJIIBOs#{;AOXv6pq3k`S$7X2p38*d3Im9M$#i|X-Ii9D@-Qr@W%G-tv z7O%xWg$$6{`z1atb`0Ls*3_lJ&w>ygKr_in>DEz-UKigBr9jFw^V@g2@v`5NKaf3S znugI1hVVkb&sxt6HPi3@5ooThxs$cfV(VF*(x4t%j4azh2HB3Y>Z#FwPkSAM{Ef;O z+N-#-S^IHYQHOT>&-iUsthfpXJ-$xaMtjcNoqo$zP&|)n79dN9%<0&j35F0Tzq3Wq z-b5BuQ`iIB7C0%tf>AP3lF;xiY?_Mw2*lR4s}G!1%l1gIwM7NtFN&zm(^$C8l%L|Q zq9t%XiGZ15{XDec&ZW%{?O_#m;(R+qK_E{sL#4Yx>y_H7%35tzXbFr_ZH<97F>M~! zvqP!7<7@_D=nO_T^xAB^%`huRqj_%M_C zgqp0M4pRc4#kwJll(=%(NXA<^w9rF~D5w)qooGz}8oL!&O8!rAwW2Y|Xw8uN6HhE5NO% z2@kT<5R)z%98fgHSMw!{iToT{GvC?|kq@$N#T!}N5BmGpkM2dg+A>iw?tGVVs98Jo z%qeoW)C_9DSSgJLVU{>TRs{b!lx02aNsWOSO$_q1BcHJMia;&C7?;w`!O~;RGVUCE zVb?C`6cw=M<89LZ*zd=B4@L6^}G|0EJTfzfqf1|R|sA|TB`$fJ_IlF!~1LT_tXGiRJYzr&_ z!_e53fmV?!+|M??1E&Xc!9i9^ZZGSX54!crrHRSA;jGXWgx+WQtb{zH0Wb^k3=S97 z9(QZbrl-|pR4$bRQgR&pw%u3-kTwceRU;b9n3e_VNqRg)b0xawY~y)jiV8)k?$1IN z9C^cfPGhR8@tZ{B$DyuvU|rzS)-8ZOCGA6MgVzGKm5k5#6Ns)K4xnD#27A1?{W}iVXC2}gSDss_%#wx%MehjZR-TK`?8Jy{4 zpv8tk*!by;-1t^4b|P8HyF3gHpR|UnoYJgkh|fVq9><65{HEm;WkjM(i8(s>OqijI z;T(9VqeJ86K=OMlawg~yKR5maGPUZ#xZ0ZCaC?U1quQE1>CJGY0!U=NN1+L2@^pD> zV`K4*eC&OT^wz`VS!oXZ80#WrLW1&ypv5?@zQ{L9i%%u}DJpVOe--gDQHpWv+RnVT zEwC#WECMZmr*PO6%(E*9IFnn!ufjq1R8W}BO=9TAle3l>Oz-iIqRV>i&+*^K8~@G!gvWo#|45AgDu+D&!yfWO z82_2Hcin@H|M2!O#(yvwB9ezY{(~qVZ2X7g8;3UjdxwtTKgWL@ai;Xl{~Z6hc$xph z<3B_M|EG@sZgG6>LyrF}rxHn*tq{*V}v;HSqW^?8xFr z9sfBQ9QODR9}aQ+cSdSOKB@7a5Ojpbe{=214Q>2)dP)U9sqx>A0mgrL)_?qWO26@+ z!Y3G9hC-wl;XG)zb;Zm znEv>I_g-cEr~%?(;|F$s6LxlTFfpTqA*|412S2a@_<@RiL@*DDANa>BcKm4ZVEBP< z8Cf18e)J%+88CkI2)@QdxWtd@p`8cA4_t;_8WetDQ9t}Zy^SCEvrNAz{6NvssrZ3< z#6asgWx=qe7HelxcPpuvIpbQMNz4FWo{L*|ox|fuDbw4XxKI#+$ujj(kAamy2sj&! z$elHp3WxZ$D&Z*D8^I4Gi#b6d2vjlQ3*92PTeQq90#D(5em2r3zdR3jz{@w`NfW1D zlQ4osl!*^=R2b=I5bnYVHUe>UctCAzI=LOwi&}XLgY1?l8s-&ZS+(hr|;QLmsWE zxA6qWqC^Kza4Oy;@dU@>PT>i9FyEo(w-Dx578H_^W{&-~8&CSB;0fw&Ji(m4c!KyJ zL9>#vB8sF90;o`d7d%1F<_mg309Q|Nf|lBioV)GbVKq*_wMbvf8S3Egh&6eg)`EGBm6L0ro$O&w+@ zus@NSXim02F*#c7Yj|nrq-1Oo9yl^aZn`oymc@vS32ukyp4d7|{d1Hqa*p$HmZ+jF zpnm`{BHJyk&iq+<17Np`*SW0ncy?-JHv!7Bbo?3494oW%1&`#<1LM>>q$lwd`_fef ztbdVNG4N4X#EKn`c-(0+sGV-wP~Cm>B;nE?xSBcS0l>*krxRWOkOP*;(3_Q<<0- zRPzU{N0E}{hopPM_F14uYpFy@J(^I2*Zo%H zHKki?zA{N<+$&x%B{fp4^WkWzG}auq@Ezd2b8nx!(5WAp}O%Vm2}6 zu0d3FF?n>lB8X;SCok2fx8tO-RQgi!1lV`8FNwdUsH9SDfU49-D80#|0Hr>*e$~Iq z)tuW;&2JlImy-u$Rc|#EnAq!^DPeFp4s)8|1Bvq`VPcC@VPa2ws{b^>JCLw`FtI|B zW@nmUBbyNu)HAPRfT95iVPlj6T-&(U-l-UDia{?T@06VX5|impr@8v1j5G+D@>xV( zqXXdr&K2YyKrWhWV(PdokqdZL5hS=^0w%6qa6vsX>BH=G^fmed7B+p|bu_N0z9F|6 zLE;VG1Fpa+CER5Fjko=zbRP5zMW$JI+bD!-AQLiaOv|kvn*o3tMO6BBx?2j0a6S0o zRDSJ=eJkIId3uG8Tpalp@CyJjgXSbM(jM>j!$+!W80E3za)pn)`3nv<@*IewwF3ky zR6{-3a)o$KtIIGrSh%oHD-0LWCcd$38MgEav7CxGpYd397g>j%fl!Jv_w)K z#%s|Tu3jAyXJ9Ooqm?pubdf%_oi%g#RI%VXYD?bZP%bz3Wz`@bS z9ACD*Zkzid0~P)`zKk7ue7SX&Yxa-$`0|}Ghc&+J?x4O7Wqdhty~x5L#+SKB_0RF; zKgXB<9A74v{&>fia}YKEA2z-$pE1<&Wpsl>d~$sG9Xv~pFVjCjQ2w9e%YTk95lXW@ z!uWE*Gq%HVnB&WzZ>1CtI==i$V2I<(jp)8G3ZY+)k+n0v+y~&^M;l*$&F>jG3_iYm zcDm~ja9O4^^8481%bSz=9*ObgyU6Y^#+TP2CYU<7{)pqt2d4>pKH>4@iBh{GGQNBk z1Ph~vHohD?+{38D9$&t-rvLczWjyOQz6|&57byIZ!YBMU;vc3h*clT=@$2PSnAp=E zTB}xZum2lH$ym(2W+w*6*KffrDwaIy<XIwZNNt8l~^eTlEc?Kv@kCl8X>uvYcFFXyU+;WB90|4;+OgI7|@5R zMMmXr;}}qYx$`DqK+-!%jWI4Cd&nx1dOJ`i@CTx&4*ubS1aJVDrMzetdvj>S5?POx zYp=&L_hCNWx)dB!@t`CcVf<P2s(QB{kwX+6z($~*fJBkBiNz!pzVL4SUdt*77$AG!6y z5%XUFS4eHSC2TpHozi-GWs|x7u0sMC?s*efkv;&1pw0QmQ6J1;Kr)CtG4K2f01Udb z{woPk*z~mG_XeBajH!U%4t`-XUiabmoZb7A`+QZ_O(zcryh~ zG0wThUQey22lMVXb!5BvtgJb@nCT8hueCEI+UMOo6aUu9sX`*Jk# zZ8H-U>Cx6Rm>-0#3x?fOz!DZPY0v^BW0)LrQ$eBZ{HG&-k)L-QlLM7X@-dz7}v$&kXbR3S2R121uQ@H+BNO2+mQ|}XI`0Ln+eA2 zYH3f-h*8r7|6#&Zq;)->oKGqzzKdm;UtG`^-=)P$V8|3Bf$?f&lX);+iZX@qvd*K) zXc8bQh0^`fn1!G*UUKJBi)Kb7lP$nRA2>7SB6?e=%8|6UMkb^p#R>wP@~<@)o)U9(IaBX>;4UGSxG#fw%otR zca=Z#hx5?wC9?`Y2DNrH!EpqjoR9@HSFag|Kua*Z89O7Sx1xRUMl{4ge4Ev(YKB!X z#^sM*6W@xBV6?k5ypFe`;j}BjuZ70A0E4vq!3AnR8Vqb&sB)7&n_Dm>OZGYW&!mb~ zE*)06kbA&EVX$vVML@5t#dZYRs?rnmd**{cJw6ZrN3g-*s`7cqAYXFPiP4ZNGX6nx0T@rDM9)1o>c2zK&mR#5HlxB zFeg^m3thqoNU7|^()3OwH{TW=f++(O75ob5YZm;qnFV5=xT;~;S9b4No1wp=#eay; z3tQ7W5|v$OWT#ze1#J#Hb$aMgwre-UDN)(2Z**E#^#2dfvc7s+>Y&(GLYKwfgPJ;wvvz%*T=#%!PYKbvnj4>@p z4VaLpS0*)p3e>E{@-PJ!4J}Q#-olJ$y;0eK8OJ#HE)aXg_3eo&K!KZ!J0m~C?kDND zoP`Z@*hQJ?idQkNDG~vdYCHi8ho~>HM-{t^E0=0NG$EO&LN17|!~O(FrOfS8P2XQnh~z8xi>A6Pp7kdDdu6({FsY{!#cjePAlk|Vw#C=ExsIIKLIK0 zh0`g!o7{C5og*>NX~D<2>v_ zLPx_Pb?p;UYwLL=tF2jx!s;Wmrk*5Ud`=bc0Ft=vgTO*+st1u#SEu`)d1*1MgMqTu zD}L9eey|t(?ut478{`=X2J5?MRC~W7>b&}pezzlt*FmyHPq36cU#9t?BE@dfh3`}T zoy0#w5s(11s+&N3_!qI&v9&FQU+5O)05h~_859LMKwZ~v$?0!%UjniUxs*CV9*@utg^7XT{V?cNSH2FoF z=;!%@S^Tm4j9X`lX8}sh`B&}Z)HBpO&1|i3A778hMuJS?l(x@K(c96r8J9?#WU>^gy}CM(hk<0dB6Ga0=U&qQ>*lhKp#TPCdx-rG`qF;>#MrfHpij`BI0pUYNAo8Nmr`^N&!2b!hJG-A z;`Ikf$zl2vIb_cv{fS!`S{{Nw@hegFBj`_5p-zMO6JKj%eLucGG3CG4pZJzol_TO$ z`~X_;U*=Ez7~of$^^fLHgdgG8{)71w>1$L02lpptBBR6dCw>QhAHF}4MQ5FQG8BJe zlG7>l@h5)phoSltj}@RdO7SOF{15OadJBi(PkgGD9qEw#i8GWC9L%5C-`dZgI0bg| zll3RgndbNcX8wevKQU*r`}jmWKDa;e4W>x(CknUs@h9fMxb^iXX3>b#74`ZP@BhX1 zC*1jmWc(33K_8L$BlG!$;*Twdh(G=mzN07pc+D~1+rIHf%wIIXW5b|TFKC@_W=Wt-%2f@fd#C)b+7_b0+0;rVL6%vI5+D<3P8>;BQ)-V&F1pi4p&pc#<@*{9owjRD~-)64JeK%odh)YdFk5yqC#B76`SD8d*X zkHDT8KS*ftHe#sFcfnIT+SK!Bwvr39&xQZiXqRlxM)6&bCC9JHc;L+#NqBDk#lC13#%~)#V{eV#&+h*|0EuKQ(fqOh;6@!;5qlfgYOX!ev$dge0cDP^+A5! zh+v%?5nQUp9=9WcRZFpSD+_0v(^mpvS<&31bio(L0TqxqvR~RfwY?t7b&Q zB)rgUj7s>%v3aqgm4OC~r5I$=UpB^Pfy*2d_I8{{6BIzH8yVn?oCjKxfx-K+!>`>` z2MaTQa=h)KBet?rv0LJO4~_=ak)=lYBAUX91^ROm@q0xF zCjBmK-N=~V#DF$=qmIZ828!Rt_*UT%R(Bt`j1rx2NL6#fH`mi>6HlS8!9etj8#Z9-J{dQB6xO1! zH4*8;v2iZ4YLgCFrq zur(PkN(~V_ z774NadoGu3lNcW(Mv^*I>q)&FJnHID>-YP_3y+bEd{z{n!|ZeEWn=|B#-!Mb4r0S_ z+5h#^hG;TNNjAZxvrt=^W>oUOq!251p#k!xR|NudtW$-|rC7>ol}U_C>=of5R*v5NJv^{}jQ_!UO1#jCUqbGuBN>j(7rtM!T#+J_u8Y)8-#fBj>HMR-<>f0y9jSp1usrjJR+4mp8gZln`l79{^3T&;*=NJ&_pA2CVhCFve+&ysc?{v}Wd9FCc$s6RLJcWV-LIiUOj^NC zxe1z4im9VJur9;W8p_+c(EaHa9P@qw$@@U`KmkcaCHn*x8SjnAg2clNS^t5CoysrZg*p~8pJpmkh~XGb1DpbGRU96lL}W-<*O&~ z)#3RwJ^v~5_#;mq)Svm=^9S{3u2~F!X20#v91R)yU*pfzyf9RMW(}Msi8%K0XSU`- z>ONV2rU%2LkKoU&#&Z0_@@KlgKe#^=W@d-)&pbu$d~AQ_)-$9gN6w$QMQqCv^k?qF zVs|@k+0UPO9EUF+34bQ=-{a3*2@^x#?+Exa7mfrc{;T|%sYk2+aA(~px{57D3b z8+bH`KQmS``gs1#t(Y!6!v4$_P<#aZnFBbLVPJoz^S{}jiH;e9Kl9aZv(FupKQl}T z1jP4{{>y_`ep5j2>DrEla>@$_ z$D9{VEmMD=QJjsv$kRL#W#Uw6eNEzqK==YsR)F&y{pvtMpV_i$KX$)qpP#V#MS$^HR9sqkEiM>+9sK$H^N% z#K48bmUTYa4glw~g z^bqts^tpr6a{zIf!Rfho<6+aYq62QaD-Af0ZaSh`4CNv+IJ#qF4*?jbf)xP_>--EC zT9=>@@AxaDTKAlnc@J?sb1RO`5cp8RYSi@l-AWMb{gZ43MKH@5EB+3{ zQS<{{&qklg=Fttvuq97yEEU^4b+n3$hn99V+4`gZkqaM=M>CCq-WK8D#RBMSiN5;0 zD|hS9E?}VLjN;9=P7?*CJ=sN-8h;|o3E&Kl(~RL%W8b{+ryVs$1e0p~Rq%$2)J>Y( zGO<5ZwVvmF0P;5shu$0oy%CAN=1ck?F(;J?Lh?aKE{G!XQ49l$HlLT;vDDMuQqO>p zd++Sqa~qnO}va78yny1GOk%EiT6p+s@bd!DyU_x_Q}RU;XAn$paZj z*ZOBBd=+aLcfya8p8IiPNlawaJ~FOvZ%|+FM%Zw4*=@t{-u|F$kPo_}%5bs6K8z?yb0*RmC&6Hr25@-e8PUDziSGx(MTv>Z zf}p>kSiFY-0#fzh*lgR1kE+(EOoQdjgy^yRv-L%5nHZn}Mfb6p41lampN6zJ z?vp7`hBW^_?%oAHs_NESs z3=bg?oCG*MjEyZSZE1^-wtoF=wOSPwF$7EiDH8Aj;sdR%XB3A85tw zwpbfk&OLGz#7`EuLlCT>x$Q{kL`+D$BZ=XE8|GAY7|l`^D4S%HtI{-S8b&$=4EXvA zrr^EjNPTZEc-^hi$A=OUgaWWlE)e;|EeGiaeQo*fbtC*;wF*sG03LLQdO=u6R2V)72ZNHdPyjM*}X zh!R);Qu`Pcvr*AB2x&hkFOrIs`u)^f+HtS&L@0v^?UCUlM&H;mw;Y+nxWKs*>l1KT zKQh~dcGwIN&xByHFkdiC%B)+rVh#?1?IO8Hxe+lS*Nv3+02JciMKKV*{itKfUt-V4 z=OYX&XKbr62*aL(%>{@?Vj!cW9(>!od<9sf;7etPZ@0JPb!dRgbTIo9%qh@H0P|ri zY6#-V7W!!Pql#c)c?fcdQjn zd1ykC#zSHG88jX+y)`97U@F~}9X2KW)QBC2pvxOQ?Yh=nie zz&OFKBzs+nrj#v)h{yZ~_rAdS0on=F?!;)+PbTA5`or)j^u&8W`JwLNC ztaeE<^5L&U&>_GlC*Q zt$7>*$*`o^ABSSF;S*RK3kpLSZ;h6qmQHWXbecTWnjZE_>Odyhwzg>Rf7O6&P(Zi&2xr9DoX2QuL(2^<}-~U4;SLl z;}G#l&n(}zc{@ayZ%J!GvjT%ADCr5HkVT=qqV1tua}ZQa#PyxX@E=CT+#bow_q}%8 z*^t7)=`7A#-~jETO*DLm>jKvUd)wDBXSni3!A50U+Y#7Kp(TR%`xU(E{L1+f>W3yF z#0?SLPuUawF$_OG8sdEli!eT^z!O=)+N$W0x)p<3gdS1w926A#SG2!#_4vov0C)|M^1xW3Lc7OeYQOChIJh_72Pw>H(>i&>!w=z)cM{x6KZ?ZQ!#x zqcEUf@WIqP*mQ&c3P~nBH{8nS_AdWBFsif-D|e4B_jpUnv9I^xg0`g_Ijel-S>EMK z@!l86yv-fSs_<23&K)aL9+CN&3BV9Qd|1GT(PHzS@bN&Hc51I;dV^3%P}1|}zV(Rc zcq_dfTr@6uN-YP|W=66m;Al?gR;BzQ=SHkymaPObu_rL2+#T_h`pPrC;Sca668N0+ ztp%820wx2O=+MX$aK|7_aJ2}<5%LfD9w&IfcZa57_*;BW7g6l+1Px}!8LkR0HN8Kt z1l&lBH0+-~Uv@@|_^3J)N)L`fab-wWSA%Y2juDVsEq1FqfUyj;SDWPw^_SkAC=a~H zxH%MnPbs3kvHoah^ff%!<(1iAMj&e#up4+VwgU3#OKKTCEn>mhu+5l2h27eivEr3n z!4W#6ROPo}zP|uWtyjxAV4zS>EV%+mm~4+sEPKp|F-ZBFZ|E!9L^SQW8%^piD4P{R z*?)+uDOhXL`WE@7D678 z=oS1gy2L79t#%{K?0u>>3w}u&sH1U7K}o;^6E$0@Mb;zu5vi(f-9;I_4{VdJ{cjoV z)BGI?RfAmd(PKM;MOaTLFGeP`!}uNBQXo>hcvu6-skK4C(+qMy%{hS7Gwy(1JXpyH zZyqVuC$y(TrsR^RV=j|=qzOo+=mXVEuDsJd9($WKaE0~3YkOh75j0A~JeD)~LA~!wU z)t4(T5eH+`Q$fs{VZppA)!*)H88$Aj0{^c<0KwnkYnj(yt;DqU-uWA|zrK&Q} zAKunvpq=nnaORFhYc#F0BW0y%U=l0VNaqL^k(+tk7P{@o&%dt$YNsrPftUd4T=2^{RN;Oo?LhANN4O` z{MMIlcN+EwVG>o5vIvxD2iBqLDbcIIA;KQT`wAe*1>ukPZf(1Ke;nWQPoGaT?&m&AaB z;i98XbG%^QA;>Q?utVZ@L^)iyS;Xj@pSpjTaezVqJrZ;prDm%*!)Oau$Q|C2R_9LN zHehDnIgv7fUo4d?COkU)>{IY7Ua#pm$tmL>BYLpX=6{%9fz{pF|W4~#sV zJZJW&tDGD3{*0wUn*L4_{ptASTBHm5Ec<7-^vNe{d7l~wx&kIP#b|*^8aOjb@h2xfAuv|ky!oJuwS=E&-uVy6q@+6iLjx% z2HGQ3VBC9X(4TUZ3eYWVLYQ{KW{gWtm-csX5LaZfg}7RWyrO^A4CJkRgSG@T3(R{F z05%k-M5h^lHsU|$CdGe#(q;Tdju#VNZ!bPx^l6Jfd~$QD_=Bnc1`3M^4x}3A=qo#5 z5eaMiB-&AjwDGttLOq!l(O6nUW0Sq|dhk7t2pt}=o~{w=>894e8}gvY{gXc8dRiNQ z5!ci2MXEO|*Bww`8SMBSm$gkumQk=@YrS?6+-vxab!ThQB3e}~b#?M%DL-24>iL1c z);b1@_}5y;B`^P4>l)=3N2_D|SQzg`p8euOm}v?Zvg=y|TS#K$Lpub5!e40S`Ozr%id#STCl=*Od}qb1zQ7*YAF7$JYRO3NeiTIE!8226al$=U7Qm&VVA1 zQjDtYkuoQ|0r-}w;Kn_VEH9WT+g2X^U@?FS>Sb9<7K)-uHk!~`W+F+*L($xVYb0#t zIAU+R1P}Etf!8GiY-qrff4?z$>3{2L{8e)Ni;MN~|E34y*J-GC=iIB6{IEL&#H$Dl zoNTMm4F)bDO^5+GZ+e1(q4yaWfV_)b;(^n%)yavbZHL6*`YG=ql^2p0bva~w=o2!$ z(G$IozWYiQQeMqe2EysB)?_I;1J#ObWioie!+-fOQ<*vtzg;L(gG7pUCC6zlf9U_j zk`l>Yk!f&KE#i)HO0(^)f%Q_>H9fSSvTnS(87jjK2#ul%2ac^(p? zVAywscfPLnpN`;lYVF$AzuGEeJQ;Cy z=b`?^@;omIWG|e(lb)sbbU{zG;G3jpetLSIb#HIz`CefHJ?_p4URq^+Mi0c(f~ez6yZ}NQJ!pfF*78TnBxn z?M`}pA0MwlO|2wF<8gZa3U5=;^T(*!6M9aU^sJp=((@r~j83aRW7w;WHP|<#KVgHV zqvsvJ>+ae97%w<+k^jG8^6rzYun#w3%T z?w@x-&xvP!ll1hYr{}wXs^|95g9Qon{1oD<7xWzYc{0iYn{MCEgh({#c{@wm=vfMV zrCpo!cmy90M@{WDc-j(`bDW+9sF{MEpJ2lGgq{v5Z$G@$r01we7xY}1`%Tg_J3T#5 zy0bU*eEFONdY%mt*$aBk_$(RaaeCeZk!aBK&n#)9=X~fZ?UzZ9f5gXAQB&)eqVYIA zufW?B^gIhSdqU53a(+HH*`((zwF`RwFLsxIbNVwgJw3;+>bUJy$DT z&~snTH%ZT&^z^*#XT724$h-u4h9T&BLC?*Hx}xV{2uy>XCw!7f&pnVN+NW&5M&^xt zydE{R>r*ryr{~jnn}VKqpk`0#St{u{t=gpLmgQa0v;XPeBt3J})ARlny`krfvl8g} zIK)*i=-K{pSM(eTk!aBK0(koDgmXh*X=f)rJ_G@y9cTwV?@iHooSspQv_<3$)h7*-PmA#$2;9A3_JF!Q!MKJ3O-z7igewjt;-}6?ZXk-ym5|HDA z)zCQMZXB0aI{z(fF&&eKM-?+`z*E7zoJcV57G(yKi;&!a-(}j&2GCOE`sDpoKQoF8 zDtZRtp2OEd;b{B4JbDcG0R7bAtv?U1c`s285|?31N00a1 z_7mhu+=|_ajHnERac7dD~bh( zDmL{Mxtyxsjms^<5foyeidQO>;K`g{;B2;VN2mAhjiUjP_wMHUw$N|*U{#a%$tGtL z8e=a=96Lc>FWPPC=imU;DXxZHpxQJ0DQH=$e(p?LiO_#HG?of)O=;Y;8;Er#n9jgWf5i#5tO z{=_ebcE*P&jEdG#MWHS+GVHx)h8 z$koDV2mET}^xNpkhnQz2QX$@@o?o`Z@+O?5dO{v`+seMqXZN&W1#@<1Bhm-l< zPccJuPxNB3CmPO%_c1@-0rA zRmwpnw3hQ=SLpF@?b^;zIckUJyPT&sh4;H~v|tRk^sFVi@A?3gu3aM{3*k$_MNWw;QKLn}m~YVB&Z#I0WLiJp#Mru>lQ<9-+)E~g?cF=QbJa0`sm5j_T0 zl=!T5Lk_5?01QNt)v+Tj3eLp}^-LCy{@N^`*gndTnrprFe?=Kz`6_S2rL3_Q|5)_d zTI4z#@s7(mi${9KfevWcF!gHg^2nRU&n((rZ;yP_6OA0C(2pzc$bMw-q$7k?y zwyY_l7#@7LP5`MdW=Ez9EifJPloD>Ft}I4Pr?L>ip)q(|^u;txg&BF{kj9&>6)zD= zA`3J8niNw25??UM?I%ftWKrHVj!=a<4q+z2AVVdC@Fq2rL(qq)M5Y*fnju_y?xW_f zlf8vE&lbYfh(EEum`G*)=Btz4qbGaj4D&wOC*160e2zh_Re5#b{?_qAeXZydT>!A+ z{3@6W-GZ$d^@42PMi{L#B6>O5Z5$LD(()jZv+Ck?~!l-Q>{B`x9TV0A5WqeVB>e?s&PSHo`G@})5ENUaK zk7s9QM;pLpd?R?kjp_yu81$zVuqco8XROeqe<|sYwBkj1g8rkY>-2|$)QW2bMKZgi ze`cKi-g;(fK#6C{Hug%41K?37>%gbN%4ecA;lIJP9Vi9h%fDt z6fYL?#avX^&P>%u=q!Vv+O2p`MmB~ZCiWid#Qr{-F($VDsmH5BGXG#U@(=XP17Ybj z?IArwn_B~0mR}1}%KU>_3xIFt9du#YJcwgEgd6C6M+oQ9hzx^KIiiIW2_z)mLW*vykVV{o{f+Sb~X`WeQzv z2>Bsrkpvy<+C=m~WqXGaC)&i@l+rM+}3(pq0^ic#AlxW$8&a0UG-= zS~X@|_bPPIeqfzyz$)6=gFfT@5NrG?C^v7svC33)Qtp-cHen zWyW>lebS8EZ=G?^y%#5?AZdKQ{g$_ZMQU4@9^f7wq;)BgTPT;WThkg?DRX}sXOXD-24Wd(^ZQoq<(m+U!OrJ~~#QKn0JYT8a z!%Hcv-(Uhy^?tSb@5s$mX)a`;ZR9ZSf%V{0%iq8UlHvB_!=skJ2MB3ZM9R1D0ssN4 ze^imY10BBgmI@LH_pTNt*qYbm{Ix1Bk zl&W~A8)mm@&%FtX-_6n4`AUE#IO`HE3Nawz6ufnWRSfi4aNP`Pr@fixBCZtDtw=MAX-`GQ3B*#yx6nJy|1&y;#^0t&WB3f3?9Fd(IBL!TVZZjX$WC!{{=Uf#3)o&@&~Vu{(q^ zSOXc)Yg+@W4Hk$igOz4l*>n3q%uu7zoaG16PFq+K5<-Z|R08x4@>vaf4rJPC zEizG&MR>RbBt@d0AnEqoY$SC#)ROrm9;dyaDLy?U8~f1v5`Cg08%?Vl)xaLmROzDz z-cZKkxcmLeSa)o78sbecmQ?|Rc+)k<>%_eYr{R;pcy#)GAMzT%2!`etg*gUeyaS;x zwc$yRk3isQpS=b8t=*fl{Wu9fMgg6KZ(2yW4wVfOTIly+r1t&rfh3bFSI}>BYhcT1 zHNRUt_cYcQ1E=XwDV`=;$583@8`+fon8vc+GKLJ{y47*tm-w5=QT*4oc ziweThnn4CYW!=58$@FL0{2OAeJm++|NM><;fgD?BmQPxrhF-(ED20tC)4m$VNHwArg zLqa{G(1|VmoMCy`EWDE=c7?aOj^C+3D zEKqM)ghg$`hq!MY7*VUU;dDIg8k-yZJxZukJcv|$n^eW^Gdt&uM$veY(3@%o6s@v1 zD$JI?%AwARe9p{q`g4Hz3DcX6Eozy@2{_~#TE0fp75SKm2*Uf$Z|AMa!DfCmsFS?EQ&H5HnOL%yY8SlG? z$;~~A_pOA8Gjt6<4Sn-qWE#$soedq%Ee6&ohMW3k+GeG8HB`=;IS^R5Yz4d6@3^6R zm9xPm$Q7x6A5%-35K`;3Y1m=IP1+1?1b=Mk2pm3l$$Ts>Z-7_NSL~W|y!Xjzt1qbO z3{FMhV>NDlqfub080;|+D&}mXx}0xz{W4mDpsTJ6Z?vi|Y(h{r#am_O|2$H<8cl2XS~%l5KqZMKSE^9 zK}{PyYe~;Uf6YPapIRCZKM$FdTz9=hO0vJk79u!wBu=qu>a?|BIKu_&8CHz*V}rNh z4B3mIJ9&`DrEtfb!u>5}r_2}E^}%AJ^{9@Gdu>n@EP&t@yf(2xBA!CQb1{qyZcYNl zrNOa$76DvstP5=M9q6lgl1M|-lDZfUP_ejw@zAypDrE?8(1CteK#bB z*%P`}2cr2U5HhVFsQu+Q$=x{E*G}?RXM?tf*no`_p6BCdP*d;XniO4Np{H9)e-rg} z%;+4j&tikziiS9!!w2MkNUZ6M{gCZ%iv5tM%mdA>`yn@6N5rm=RJgexvPt`%$X!|A zS~Q<}w*`A5TZ(G2(Xoy{@z>3UNXNr+$6}NC5QeBubnczoLc0*>@AlztM$mxz?=Leg z8yeS(4UKNOp^+8XB{wu)ewZj)hYENIp6}EeZqhesr5^7QIo`hW6UMt^hJCyjfu}M4 z|KfOI2oq}TU~{6Goyd%o8}Q+mFc~IFHPouKKj2tpTz8+8TWfO^E%R+Sm=(>XfAf@xvS4vS9RX6chsh>@LwcM8{<=>{sMQFv}md zjbT;Ni4npk!aIGxF%K|yZd0=KH{ys>QL(%ChCL3yH)51Y@ySBULwFHrMNgG6s`}f( zG_c9F`+f{&k@oo2R9~bkKF#RJJL3FBw;mtFVLJ79paksls~y3Guq&@Y;)gtdsy?p{ zZ_tU$jM=jx&Ib}pL&6@U=M^%fF?1cZh=~4~8{@3q-uRUuEg%zy|4r9QDC2QWRdxrn zbDs!N#U5wFB0hgC+|)PrAgcDaRn)XrHl_gclq6Vm+#B*Qe^kVyHib_oktqL8XTdh1RP@bqn_hduD62wZ+`84u0Pn zT@In4mlD5Aw%LF8+iw5e`VZ@G?!VOIAKZUwi+^OB@sACQz&3jPV|qe<-P=lhz5BnP z>RR+|NAPASKJs)}F2^J6uT0v133nIvUGB&DJ(Po(d-y81UB8w)3}zTZHF zZ#964o1@_5!Tn$ccx1%t{emA+1{$k(OfjmT)kj+VtX|ASAWsq{oeXtfHnqlEM^S#OebJ!4JPVWb%WzzK)!bjwiPN z=R6U34-9dkqpq{F_J`mK?C^b-Kaiw0QyHuXHn~to?x1TD*hKnoF6><5a4hz*ay1T4 z!w*sUgoY+m4{oAY#*|tXu79FKa?|}-VBjcNRFD1AV5~1-F7?6=yP%~j#+nTYgoc4C zhgQduHpZF+VX57a^!R)}K9{mfPLbDMNbUmSNVmfZP(M=rAjY6nuZeE8@YctWQx@Lh zSHWLT?X>dG*66%l_TT5fZ2hhCS1tB?&sL|2^;qJT@7K5_<9e)SDYy*zU}N&MPp*;# zL*OJXZN4in6|1Y=?+BhHTxP;%?~AmFtkK0t0$U73agntmTPA`bAd@k+9apI4!afcT z)wTl_@JL`2_iDA2OS3^T?k8~}5?+Ev{C5A;M3#a7qx`+N_ucCEd*HC-h)tH2T~hK? z!%Yx!HgjHYg33pmE}MvsN1Z%e|FP{4pQ^QQ0*RAdh*T=UbG4yc<6LyX zW{|slzrj?$IUZBg##CQG+-vQSHkubjW4pE0DcTltNkIJp-s*BGB6)|Fh4wfaAise6 zxYq^Rt^%PBTP!yZREM-L+I$CSJ}z&J(1>&%O8Z4SbOq3#5TzA~#0gQ_991_R3du3T zXE>E9QR4ok)V@9uk3G~bDb|EKJ+~j!W+0lnDNQQVv#l2UVFwE*m2?@jxGse3@9v>z@+b=!=^d<6x}_?S{&*BV$OBV%i;NPxgY zf2;@ouftKF>v${&&g*2HwMoQTH#2G$crbz+o<(p`fpvFf4X`||PB_~{v@1sj9{KLC zBpG6DdcZ5w(Wq9hL&!^nO4o}}X_E+*ZZ<=u$cDnC>Pe_HutGTEcUt45p|DzB7oU(^ zgS7@$(3H?l`c#lNdbKf|R;tyF#=YY!V4vF4)x`MpxY)JYADTFw>g+@gtPnP0kw$rn zZUDJMi?O7E9HZ|ir-77hsot#Nn|o1T8_U6RSd8yOei?Gk|2#_C-Kg>mB2f!nN-0`QrUr1Kn{;bSTa}F@IN38!l9d5f4bciH9zKV~hpr+!@)(|zwD!wCKa{iYg=7kMZF$`OZ1OAt4Ry=o zVaPFq#!V<`u{_QM#_Th42~>-AJ8EcmqbMwo!718~TOPNtJ$W#VPG4bp_|SlrzEdh` zb?#uGYmjmUk7RT1QA=-u?KeQJ$ik+UA=(t)+QjPs@J2lHwDfgGuIsq!YF^8O=oV7i zd2llyM4vuDN0R;r{^>#chk1)pPusu3+CHtPEO>Y0Ot1-ex9red7(2LNpgNI8>MY|Pr_|kMz)ABdyd2ep=CMjH%Z<8gU@{3_J5twK5qx1*%lN=7Irt{+%t(zahwv}h_ z%DbT^2z`eY1b;cy^Kr)1s%8X|AhVf-z*ED&fK4lIX~00?vcNVFiZ*G&03-FgAiS-P zed|hK$_FVX{~9b`PK0ApPX0A%moHPXwxO6hvm!w!i1WV*$Rdub(ObWPum>9J=3_rz zDaLf6f{eB`E5-&}#)fd5xy%t&c18z6ARGE5?fNGw<;NY!PtwP!y@YH)wEt`_`@wO? z+3WaC-@bP@T+8A`d8596Z%=HgQS*t7sn*bwx$w#3KSlg!fVaOUNY#5%1+8!^dP=dWSIObnO9#ATlLLI@GqG6^t-^k(;C6%Oo&9h z5?uUtSqd&b4fis_HBQCjtruosDlT5_t>^7K7_a2wzXMa=4Yvf<>eXt^{HKXH^#bpc z)r}4NysI{XWqB+-ucO7Pji+d5a&J*Nmgqg?;8pLZ;oyltQglpgT!KmRTHw_Yt@sgF|gzDxdHxgnR> zNzcD4b^bjV=ikp@940H$^!)n*%A;43LHpI;ZTx!#*JIiFw`MZmml$iD~I#rgL=e7Es$3iJTJr3m!{@wdG8~_)Vh5GzI6aT*ii7s)0>bRlHD!T&#H z7&qyR&Gb_EVw5+yc+ev@E)McUXB!vqng}lb@UMwnd=s9e=i=W&erTmBip072*LbUQ z@ee75Z$uS?i?7Caa&i36v?o%?W694)xqcP)@J+um`T6c~DfoG(xLxi4&K`~j_qwx( z$G@G1tH1h7_grnrM(TDlz z&@Oq{#>sz1fX>dz?n}VQXQPx|9^d!BU2!tyiMBXJkvJ#s#9OO8UW+OQC$GYHa&h$yx_&QL0My`Ee4MjHOT5Gd-YJu!Lg|0VzK-j~e3 zov(gf{{0sOS8w?D2`Tgh|0@4uhnh_imyQSjUW-z8{(a}6uK0Hl#H_XgNt?lyI7|me=+Ea^EBX2 z#4$9w_j4TXtTI=1zoni{WfjAQyv1r;Y(hb<>Xgt*wRVLXT18{S0RvebB0Ut-usUkQ z>MjdbMy48CNoNHuE_0KA|UR(c3X_( zdT;&n96_L77|G)>I4trwJos9$&Ku8l-gsl3=Z5Z2>)`AoL5=-PEw9%nuJ*l`$ z%FfmO@g%){L3yHSe@HG8=jsdCvE=Fi?TZso#o+2=e@<;*bj9DZ6Zrd``x5xOU`z`B zo`EYz{$Jy7>nVv{^Y=eqO~c>yz;RFcdo>a8jq~?e5>y+1Pip&*`1|{ik-g#XPAMP- zfA4<4#@{1xgN$8j|Dp)|{TGz7^Y<`3NzdQYAXYSYiXw6TzLFhV`1?DkV(|B1e2?4C zy8KR&Uz{VtrrOO9fR(NJ#aH`CN#qy1WPb4u#9~FhZIEMbL7H(((E?nYBJN)4Ce7G! zK+h_^t`zc3q>{&zY>#`{nq+(V1xZ=OuH>v@C$kQ1S;gOnV6_jI_Ew7V*30oueK29X zKN)2o?^_6{{x`;(oK>8)+dANxz_Tr@IK^;JLQac)xJ4J?c5iXtbuMqHKnftU?wu;q zJLpaP+b%JenTH!sAqGAeqqGz^6NZCj|zgxYcuZNA`^u_T!|TCy*8uO zDM}R!fWsSI(VI}xLWBSFd|~E`w#M%}((P@;JH`GOZjMQacdj(oi|_ss>;S~g`k|Cx zws_|Q?_olV>wlOj{3o!#^gz>Ai3HxJRbl35@yI(S3+vl$g$r40Myd+ZIM004MbpMS z@(3Mbwu;Q6inbKOmq}dx)*8Y$eG=DDDQ&dV&$kI*q=yEuwIlTBb+DTpF?f5^OBR4#$3t)Y9r#i=){Om@7?E(po~x~abiyz6?a&@YNlQF*ATeq)Y=1f$BJxJm z&>Bz_@z4SGwp}=a%oUG^PG@_Rd~2dxpxF(fSAYgg4g~#?poTpv?yb>V-tX+hZ`=J} z;`eJXM)Vq(PkWJE^d^$xokC^fxH;yr8x4x`^Wv9E%l6<%&H!z+RGcf&uuo};6nTO}!e2Tgi#@^b zDjFxq4I1uqb!n9^9PLy(TE`1;l))|I274SJjYxb`v=!q$N=NJ+BmXW3*<^*t zr5lOinSB;~Y4rG~khdaNW>_v|a&2!I#F!8DaubwX>}-6j))nqAM8m{@?Cl|Ig7h zPTBthpr?rgTmO4Eb%BG#{@3k4RN^qH-Pj0u55~s23SqPY9H-_C4#aT9CCQAeMHiuQ z9M87GxbV2U@@2g&pVQ0o2b%5hU_LQ_7w2VEBR^&;j$yG~^xpm|7Pr+ew+8lH^)QqL zZh42k7*$A-`zV%EHSNBdj(Nx@dzjA~M;tW{Q8D*(o0h<%IKY7-SvxX_`@vnYZDD$D z*R$d&zoO7w#|ft`#CKlm9(XwR5QxtFQe_9VKJUmL2_7FMczt%>7-i$I3GK?Zr5I7? z#lGG1ssvMUz8}Io(td%HeK29cojDm7f%3t;q&fESMi>;EbCiSPguP7WzhP?ivpxd+ zhn!&S8DMPkAnpfz2`Lqs0ED-X=K?6E1Go{s1>Id*j@j$!8RxUtAt;e=EpemhG*dyY z$u+#L9r+q4VXNfK+*dV2ezIc%9CL$+I_p{WXszX`)P$Jp`x8E z=N@q%IM)1b^z6bIYB+|qf5PO@?_xYf$UC=o6q_Uw5ie>F<2uGoGaK>E!rhIHz&v~i z+P}iIgRF`{hjAUHA?_mQe#*reOs0_){+_17!EmwL87cM{omjq#78B=JYcUu7oksCS z{3e^2zkxoN{!DSUK*KmJ$_p)GV=h>{p=tifqUWvX56U1O?`REp*xuGC^*73!_dh}@ z675LMAzex443S=Q70Rh6E1Mv_8+Ji{A8|$&dV-@O5XeOL7|8|=&tr<54EgPs@_SIr zxIvWP;?7oU|K2CZdsg@%%+-@)yU;&)D;vBe_-g5wzD<$J6X*UglI8I2_Ktl$ zQhCPGBMv0{&CT`gnUk}06TdHgx6|uztYd|O-Lj&$WDn{oxJL4+rLbmec#k8;Ds&fk z;sx@=N~`gJ{+Ta?j3RJWmasMPsK9SizFixM)$sSM&(a;;;<&)9y@Pv_TxI=_~& z;S4hCrveO01}Ail7#Zvgj7zixnrV%|i`aK=xwF;SzYY`+JJqO%PqEosffaNWDq*A+ zO>aymj8@`@2leGbkmnUNhrA-siYz7bF^4&o9Y(Xl=Z2KoOR0iSZv=o$>_p@iWu-ULyBgIv<~QP4IKe;!6_ zE%-zKB7X~_j2S5ZT7Q&V`>4ZQ6lr_4(-&jri$jPNDOCg-%zvcWL}Xw#3?gFmQETtk z>J`Q2N5cRU@*F+#(Ck8WfOvX|m}_ldN))B$8J?4{fp z{>m8~D{i`H!U~keSpXHc%|##&AI zzm8`mEQkhID{(4$Hgl-8_%$_M;7*OLi+Q1+V%(omWia{0JgZ(1$!;mY1XLc^U-5 z7j>X6c$6#Kl`So<(?F(NYH7E_%(rYf9DJRPGIVJ)N9(6*9)3`pLk1N_3fE= znzO^0vx~8;6a*1^%Ht3?CVtT!2V$_{l;0cU5$mxMRFlJ_y+D(NTF`?*N*#(b4{U<@ z9Hh$%GFd$}vH`S*1w5oE7qD+*hjLXC0A$$(Dj`v`>PPo`QY$Dz9ia9Ivl!BU$;*)`;s| zU+Zo8;bYF=3>IY#iiXFZl(w=IuV`HAJKvEx!-HRq?$5P+Ap9e5wTm2b%sx-=bNVdI~#!Mekh$46TD*Mg;~nZUjb6}1xz@&Lw9 z_pMeTW(Ur(v9PU>SDas*()l3W@TB>5mY82+OrkZk)YoW9%(G0}JhKA$(Qk}-X7G%# z54jY|^=_Do4lir>?VLB1{d2CG>;S6+Kx-RB#s~No$0`7`RX~G2o2|X9u=FDNImw=T zg+bXt8JFScBVp8;CY{7ruBBrQ>?EZ+mkXHB06B|3*n#Ra&xK@W06lM_Z|B@W1v^6{ z^t+x7{XFO6f@U-(t!6O_m$n5C6BNS?;;qo$4f`M*lxZH;jEbA>2?=pb9}vlt4N^pa>=*T(F$1>eevcLFmAz~VS~wy z6fsw#nh>74jE=*`Z(a1q{TSwZ8zlYsM*a!@!m;n9xD;|31_(`%i(7rPlX0_^#(0`G@g&HvpC3fFy+OgwHT8kMoJFZ#`y1C5&WqQezC# z{=gV0m!)7w`{4t#BGnx>H^|8%ezK?k^8tE8A~*>ao)Fkr-x~tUL3l#260df9mp=wf zDs98c-J{Dr-jZ@`)_b_1Z7Ej#@KBUzd6zH2dtV^)wtmiLUv=i(vD}48N@GhVwFdks zlsOojD^D$_%LLM^Q(KOKf#f(Hm!1&-J~UVKyOsU}nhHyv0*B!~hm7hh=SD0Ymfa1E zspSu6l)Le}JkuL)$Ad`VbIyVmbjS_4=q?kD8J(QP2z7Oq5E6lh#QXAx>BB<1Z~;hg z0KP-(pfIR@2;cxH0U;a!T+n%cJ{92Nd}`ead1TI!&M5D$h_AOf6PgvAuPX+gcEqnB zKtRM+KZIGYI-JcJI2)oi%Ng+XRu{Q|(nVND!3P#KPTNQy6k zjL87ig2~lq$HQ_`KIR+xgf<05Gv%<KD#PdYlTA^vidIei4#g zv~Fqndq&GbR%F@qjAf+SvbzmE1O68(4XbLp>_eH}4YgVD^C^1@cJi34l7Pqe`n+tV zHcJVCAw6Q-R67lh=wvXEFc={*5>Tmq+vtG)g^|LSS2TKTN3aO?J#MU@(C$0v9otfH zkZ6I4`+ZM@nv|-lYe-8Ed_f3mY-ken%GWxtzgme|?Y;ANoV8Uz2l|I*0E=g%akus=bW_8JN^_)!j^}K|Q@(Pl z&d8M>Z^Hppp?x*hBjyLzE99Iirv~@cIB}InO=R|Q9_I(J#Jmk6^9YaSip6PLe#}r# zZS_mP%t9<$M`JZK#;`2sIwI?FQ8Xs$xV#!4+7G^ro_6Xz&4#~mk26LaawMd%Y0&{x zZO+4Dv6Zc!8oLi-fs%rw0=<|16!gOP*m6RXfdX|{zX3Q=A8R%&(TE5wUpA2wod~`V z1|QLbepsLiee}}{fH>LWPWw0mnEpK{2tWsFt)uVB{95s@9CUBy*U>+vonNOC-v4NRy`}@y>-n|e9g}?j!TcJ9 zxIZ02sYK3yJiiulY~9bVk&*w>{OYgw*UkLej6@yEksi&j^W$hvaOW8Hv6fFczs}fi z5=hqUdVYQMwk+PO`Bh-;qX+ZrhF+F`+FD+<>wM=X7_7SWe&~AGyqhht6XLgv@*7i? z|1bNG0}o<7M-@$hq`icsL*cHZDwGoj_UqQ@y-+X&7JnxGY$EI)Sy9;|bf8s<%JP(} zRDf<_6LNu;=)#-<7UGgjwh&kAkXLRL7Mk#Q@j@nfc11!{Cw9M zjeDTA=eA=#9e5ANt18zWP+$VS<%Mxr?HSS3uuH9O^4{GfE>6Hfy}3LJH(1@yFA-e*kpnA+Cn7#%d`X3<-$UXek;CQGx8@B z;GH4io&Aplc)us$%}jvTW5C-wR{F81JjI&c0QY1YxHXvs7l9xyFcZMtj*M12xEEN# zO#^S4gm>_c1b7z@Ab#C8cy-ja>Av6+y%n@h1@UP~5UGMescscRGGJAqnF7C&dw*njaQP zc;8HfcSHZQ{IH@+`4BqW3hw(Db~=8ziWy`!1aE~jF$H#NcvnbxSGFbKcYuI5B|i|} zwDO_lEGxL91h}dB;o%1p!9C3iZW?~LMZ$a0t^|0mJ|Pu92-J2XAF^x^FT=Rg@xu{j zCD;%=3-ZrEaBBR{mGFL;2=8By|C;=8-I-PdzlLF_l5L9%k}m6;Z>VBa|>`&^TQ(UFtADA4`B1y z_XNCOhad865KjS}((%K#-zGvl$^vm}{FX_0&)Ay)@8XQK{NSG1)%xNGL#*=QPZ)MO zemFe|Tm{0f5wIZJH*)*h*RUYUD`WEZzjNdbtmqn zO7=fsi7cgq_FGE(YPcmbvBsBy9%D`am|;S==z^%n$kVYz2lG^HGI%EBpTu!$cr&BI z-kI`N0=$1cMtJS^qy$zM4cY<7dz|?!{P&2~0FCi z9zAeBXK`jMBK-#9MCvW@QDyVAzmfc>50CuYLSKz`8{CO;*NwJ`jT_wwzs(3LAMr$c zbtYdnsYRK-!1|yEO$tBI64XI+Ozqb)W(x;#YW!-FA11$@fZs`95xyW`*C0NBpI&)nG^|K{69as)U@;@__#DfqVu zQT;Uh`vl7Ol7AnAztzIO8OVUJ^Y5)xK9YY=X4z!^eI5WA{OiA=3;umq;&R)AO`zQk@h2EU`lGdPVG1&={o6|!Q^+>Mjg8gZ ztzMOUc|aydgv$fI^-m0`3YP~|A-2!U10YP+eSuMp!({^w&O}UlNVjaQ4@ZK4zpohr zU>5`cN-q8-o}r{#>c%O$UV8CeXjR-~)X8iGURWT0g`0$Moc1{?$a@TOg^(#j3y7ZP zKtgJd0-NE@HPbesVxCcovP$%Smh8)RC;Od{opN3n|E3#n9wj`+d)#};8nA8cEW>4&)f5kzb#!=(YU%m+{L{+)o|9iNdO67{bYzaHwM)C_T#O@4iP zIKBM39&p+j;uT0c!4Rq8-5}wudp`l*!2;ec_;(t$Kx%N`HP&o`>f;2ssY6)n?o0%C zr~z&o{BD=<-lHYJ`;&I!w=4dA7^2KOWW(~r8~-^V0=?}{eicfhCJ@h|mD z8ir^y7Hxtd&I75^>EAyg`N7V=-@@1g|0d|)GfI1?fA{}W>Z7|qz>pI3@2F2ODxrTl z6Ak@)2lYXMK02o2S#R|3n;)ZsRsU{B3x+-_1UA#_qx)rFHhnYzvQx@+_GA^_8Dy2A^sTk&doU2-ku_GQ?k;T{o%MTo+ z;c&2sTu&;+p4g)nkoEk9ORB_;2e_1cfa-S-^JCME%sCXlThV zi9EU?PVXH|C8=9H-r=qP3tvsD!hwDDUOW^79fd;PWxOjrGJYiZP^6GX7QybFomYgR z$Pv=TfOIj+DR{&?g1NF;mk+Vr~#*pv8Y>1Gb;D&D(= z37U^Ccz_5#hHLAv&}G^Sz5~WQU$eJ<3Yro5#~eNKkrNtl>OI-}iN1lveeKs$(CP#O z|LQ3!Wh$5==oja&`11;miE0~_z; zLsir)-;T~?C)$vdfC2Xvr(wHP+l@GQX!vxY){N<)=S$Ts80QF{hPiKeQhu-un$SN6 zLwB_J$KjT!8sp9B;!O?TwECyYkLmJb20u6fjpS1F!j?n*WXl;iZ$h8%#YLF6+Qkh= zI?=pS@sBa8T|OmpYaR+Ihr$O6wMj7P>YI?MG|t=5jK(n;isbJ2zk?-!EJ2Sgus>Md zqYW12z4iB?Y~4b_Jtl;MD!ldFAEWqPir@WtD}7#yAEKmCSvb7KAHWF5V=Pi^`K8$M z3$dm6M=JhNq5k2`g)-X-M_Fc&M94*Ex|oMe;Zx>;LoVSbm%W`8nN07-G(H>i1Jf$> z9Cp^$Y?7?(E;B4u`K@o>CzP`qj(Cg7tCp696*V_J$pl_F53NK&OpQl&^z1*i4l zLhuTYT2ZJ}j8rN{u^$RDZ4v+gqYi%IC1_*jp$u5^`)5 z2Z-;5s4VU#JCDxE0&jn|pkF9*p*H<8p}h0ho$xWf4U0|t_2rmWPv8}pVz%blk86og z$pA?Ko6r9k#m+_vJ|xR%%UB#JhqT20KopP0bkgd=uMj(bija$^4gagtL6l~Z-|>45 z4%LBNnV6@Yi_Rer2Pku@!kY`pQZDR&uUi;!NdAXpq3oQa%g!v`CUlE@&D(qR*H!xK zY<9wha2opT4D@|><+1vnZ)wmhHF8QR(}=hKq%+{0zRt5 zQoM>@g@5$lqwp0oBd~hhF(}kdboR3tF5&}L)t(@WPfPNg&sraYkRF4ZF;8OPJY()Wpqb!^u#fL69gkXp+ zWzS6ZgE{gVr8KF1$AY7su}8E`R|-MPbj!#kdC;!fQrzqUVTRj-LW3F(hfW3G@wTdg zt^Oh+HoVy-GCtiT!6)FMEU5ht_^Hepqxg&B@2wJ``f}wZ&fwuRT(GyONSz8{S$_l# zHtd7hqh8`#?DlQ()?bD`MjZBSQ7<2(URnlwrlkaC4Gfx+Qsr`&a;Znb7u*SRX_0#Q z@JMlI_=`SI6D;r8jW`qI&USoNFBKfM1CIr2a|Dlg>-X>-{B_}X-QM~a`2+1-jvbxe z2JSSCl;i=5e-$3&?>^r3oTHMa1G|TwPPo?M-UQ znAQ?02uh?NC=r67r38|w#09985*Uob^>dxv7-!uAvf1~+CCSn-cv1QW$HyCt9^#bL z;ZwfQetd}A#N5snYfsp@6plF~A?Jz!M-3NE-I5Bl;r2GH2IR_T8;HZ`AIT`>4_Hv( z7ktgpE}MrXF1|P~cROEkzFM$5x*Meqmkb|>P0}S}%z>pFy3-1WdU+A*z&JOn&23dm zvXl~Gr7I=bv46k}$fX&u?Z;T*f2LmQlAwJ6$*Y}QV^{@o`)l~&;^70SdxRMVw;gzf z0_7`?tJN^qmna>Wu?r|yLUYuGS!!i=!4XdK5EN`tq_h(zsMp`N^hhTp<~j#Nhj&u5 z@8FUW)t`wgz@=5?DQMMa4`-_Lm^L??+>q%z7`zyV;~ep|u0y8|Z&|a&+>+-J;9?9V z&5DDzlWz%t+M}5@xVqlB=`;>oh{^hhf!EBwa#V&qe5*F&GRAIi4gaI=O z;%z6cR)B~4Y=k*;W?T4+&S0B5u?7tk;j%&+ zD>$?-ZmuX3XDAb=s}mtEZFbATkxI2osdXz8UCKoK%P#c}t-=G}jq@mGs}JYZ0mo{6 zUOhj`s{l(reyzYST*3p*h2wr;cSDbW{EPZ|f7cv4erDq{cx*u_PL?>Sb`>Ua>Vc4bm`Nqy6kS$zSiG+S| zK5CnqOPh7F4Z)etgGvSlP&V)giSEbwG_!@dC+JgdtW3QPcVJ|7wOAj1TMf8;m>Hom zwR}uVKrRo0B|N|eRd0oq8krylu_0y(wWWQKmp$EyN`YN-Ok}(gL(aABPN50|{j=mlrW8ttjC{w*wdD4Ub+4Y#93) z#@V?a`$IAE3getM*f)eHGKs=34_~KpwA!tMs1Jje)Gfvm{c=3c$AI%N;6f12LyB=$ zU?&A$ir51s zXeMp!5PLv50?rJ8orwj3_6m;bvo8sP7ps+-xE(QktP>Zs`I_eh>bHV-KUu+tctvl& zKdXQ%QuIYSzayyN#%yS4LDL&J&#*PxeqNATDO@zAlzZNWV<^|HF;%~n(l2xluWCg1 zVSko0cABxDUO8C56$X2*w|*DeVnF~brSZ6f@!m~&tNL9&zgw*=gHUSmOMF8JRSJCj zOBMd-jy?-6ll-X5XINNbbq4b)rF@Pl`hIVW4+Em2Gs;6g18~1obpGrpk0h|1KVWIu zUhX)Qo7sqIKwDjI1{XBFT^zn3(0n3_L{|Y;lRf15N=0B0H#uC|Cp0#c7egh$3@k41 zlM5 zxA)0~6{uuK5jty?>s4w76EAAU3hX4;r&A^kCW9$CUW|;(5pmd}b;VkU73)YY6;8%V zcW-9}SFheD(U7;nhboOa*O|al{f9o_)PScB=g55m9p%J{W^Wkh_xMXyzb8^z3TA*# z^(g+bh`&Sv8EZ54$9vQT!#{7Ot_V(!+>od2P@>vpULhWe;W|^V_JrSe4ZE5_-6Elc zaAM1M8#;ppDEC1omZ6iXq)C#CrDjKXv*%Zzf8pFDh4`jtIaWN=e`*DYNt*;ECE>op zTs1UdnXnxj?!_ZeQ%?FPv1(H*J@9lb5AwOch<=+28aLvQQ?I{S=*WC;{X4L8bmPd| z(8$8lUj=L4d*{t~>3sx}4$wkx&zYgTFk)B1j)KqNOPT~M1{}c?#SHRx1o3ZYH+aWi8Uj3ss549Z6i8I9LAXd6Q?VcSeuN3s|ivfZ^@O>W9ZbJk0U-5 zCN=pd!#@M5I{q2(p{f&IK4$HV@h-m#rNf;W-uhn=)*yU@JHnlPf|oZORz46cJEsh* zrRVU{q3j&yuW@Rl{ebCRVg!qI-QB2-8zAg=nC%f!Hg=bs-(s)(ruclsIPP4H#xU>U z#norMxBd@!M5rO;)I;P1oUbM)_gDFPxc!a9#0$%$2+Q!=TLb3h~#rr~-5?XLm1KtJXyp1gt< zHiYBc#(x4Qp<8p`gp~v+a}aA)ans|752L4`64zTkXh%~RQw+nAJyAHaO<_C~_JheU zibnlHu>dac);~(I;mSLBDi#iR(d>nQj@F=ULqB+belC8+_NB+a1x3-fP*xd}r;W!^ z9V2#u#Wup9D}0MQ5dwG_4jkb8Ql8|2AA-Rq)+h_7Mvn)O91q^RIB3+uM;^&H@J0+D zHZqKd=)15E0Pi}&`%X1l(VfL$?EJ{0zMaa!Xc$EpM!-!uXovmbb2u@oJ%58(l8Jt! zGk^m$HI7Z)gQoDkj^BTV@7lj6=rRQHrCG>TnT~dBjRi)am5#GWMNX^3JsZgbMK0hOAHrI0Et1AhTdU#r(w$(G;cP5dTlTbw1+n@pR?p>| zNNHZUDVKO84mY{U)HIE9fSKIZqTwvlT2v@MM#_&-@?(trC~{y{w-k-T|E2$}r3j-a zDwS``_|Z~SfhSe+NsauNDnF*nj~V>nFmL@0U00!jP_e^Frysorh&Im>=`_^2(lv+| zTQK`U>KvuGDz*y%j}&yrG}YcZ9+)C#okSD9dYsqq|807_0|{@XM;nHnk{+WTOh=DNV5$UqES#H6kL9nM z^pM+)t0F-$Jx1z&=9{~*6x-XHA=ntE7ECluflRZkM&SJ{sz*7sK@^;b_nHY(kms=p3R_IHb|zxzY7pFh7$G#UM*8Bd+w z{)wsDU#+*FX={J1-u?tz``yN4E4qlsRvi1U#be<-72Z80(V6kswhmgS{0RqZO4u!7}HW*g@|l(#8rWytU9>@qb@^b1ZFLfTxsIU$1c z#%EXI&DW35)EL^%wLm18Z)1`Er0X;OUl?pX=(*{Mc+cA81ZkX4o@t?+DcK~%M;;+~LLx=P~i@)w43Btg( z<*=|6c4*h2JMFX!@Xrr^pvPYiG$+SjJK7L`eE^kN5f-jP>&xOWOCb%riNAVqYAaD{ z#9tS|sFm^8$Bv0hs}O&!2^--}d;C?Xl#s4clH;%9H9Zf8yWks%zX}`O1hDJ)>r4N= z_-l>2aBABTgb5kdKzbQ`2>7r@U}u>T*cmbcJ2mARn-N&JED(X6WiGXux*;R5OSqt< z*#YarjKDgkiU@4+g%G8d_^b0P5)3QBZz%p+Wr@EY2eR7ZuRq2U#9ue6C1nV~dhg!Y zQUW99$*mDrsd{MzL$D=fjAUNwNf&~3l2tAhT(ezp4G@~GhhYE38IPYL1iObn^boAl z*7k+Bp%YJJ7&bdLK!#w?MiY_Q2&M2e#;G6@g0M@D%Cm@aF7d5cYG?U@wEP z(*I$EV$Xs7q5EyDf-yL@XR%m~l2@$%C8&tU?s@~tEGZuQRAD&g3^(-&ztCr<5;`Vh zoXf~1JQF$|e#Osh?Gda-3=ioR7%{w zipO7RX7xD!>d!9dXzS1;u$4uT37z31h`?^VkOA0d9B?#vFJ%CBeChyfTPJ5MLa?76 zAulilJ0@)i7WQO{`0E$@V6uLl`0Ksh#9t>IlkwMCzPOFloA~R&p2c4;!N~3L*Qx2_ zud@(>{YK)iOmO`Msl2Flb>MN5DS!i@;PQk<5LQ37QMz$)c9hO4(R z*uETJXc3H||C{)$+JpG(_1{SR_0VV3hm5~sN&XGSU$JsW1a`cPz>0;tGRcLtyE>&p z8DEC*E26QnI^Cca>4=Q4@q9YO*C6B_A^>{~A=s+Ag{a?fUdB-vV8VX~QhLn$ zRM9cSVQ1os6$W8%8(F_AI3CfY5r?l*4$9l34F5n18znSaCsLU}g}7_VgrD(}(A(ro zIL5s7JYSp9Di9*JgZKnKyieX#McC}<_(r0(-g;iKqDO9p8%Kt2``~HxhxiBan=%oP zozUWk|Bdn3iU=b?%zKHBWeNMA#J43rTWQ2+A3G$(habUNL}n46g%7Rm%Ty8C(oeB& z`+wMbA2=(g?SK578XOsB%9M$rp^+jKq0}&cI!QH5e}<@0+$4n583s+JX1eCwr(qC= zTZGU}2&v(Q>EE1*r1Gy+8iePV;fAC_^L?+i_w)BW&pBuE;d6h#*Joa@I_Ek2-`Z=f zz4m+WwVu5%85zHa_MV>l1n=sfB_|^LXUQU%{Ik5?BLD2jIQ+8@@Tlea#pa(~qhMag zlA{j(+4s90z)94X{AlyfHYfRi?0e%_>7Q-Z{IjDq|Lk{&E=7FSaI9N;V>;>Tt%bu2 zi%!i`ds+AgG><(!tU}X0N#)a_JFRmkkdJnPf;G<+^3lQ}n{?0Rl<#-=XqjF(6TAJg zvAOK`R)L{2VYF(oS(!d%fHHgnqh0dSj`r^An+wXeX7{u&RD%hH_jR4{9Mun`r*OeFmz?+;UFIhkW@~Wq+tV*9kjc8 z169F4dj;y&?3wh>Zgc0p*+1KWlC%(fb~yWI0fWguOM8pbKTE#FboH1K7|?WhIv#?9 zM+a{lYxU2f-zbIdlPf^IbqM)qN25Tx#Xp-3a<$E3)YP?dqPIC%Fa5LQXxc?R)E+)F zh^cBPs!6tM@z3r#&+yNFi|?xcbZtH5;-9@n`U6kTi1Y^zd|hl;u|II&!T4vtrbB>e z1I{zh%|F|@kyIL!Gvyl}%pXYnIXEwED2rXQA-HDoR|oHGD2um!LRn%TIBP5=gtEjw za2D?a2VoA*oW>r(<1`QL+vqrZ1daI_)LDGBQ!6yz;K;^$BpSZjvzpLn_SF*0NHx?k zS27zczSqaEvpdhSZ=e4ldH1#U21IM)FyGeZ> zBvBydma_T;DwbwRWPecQ#rFE~dKj{2vztQ50{z9Hv zxfCW7n8zR31H*43C>%#(h2)vyS6_mmwR!mni;vNHBxm zWlN&}aM~6%wfQrSY+5}QW;(A{-FHlLb3UDh09IrLl8Z1_{|=Y0!dH)>Lx391>Jpe9 z8l%{sq#2d&OEbyyQz6fXPqWGMz{^&7-h9DdD9`(c#FXdFMwU3_nf$4PJWt~)O!DNx zNNn!8CYD4mL|H?k*{?WAG!0o|OZ3p~7KxtHAwr@{vh5Q60(Q$yp05abwm;n_&odTV z<@tEOzfhhl2E~-;<3^S^`ImouRsjK zd$7BMiARTW*{v^iCqWhcy-(z~$Xb_=Ni-rXa+N(NDF$MUN&N$WM9m@Iq;H-;q!Q(9XOnVE%*WGA&h z*vqK$trPNnwTF=Jdy5W6zRz9MLiyfiDR9v8ZT`?rzU{dIlYFIBT&^BhYmxAokrM8P zvWA3Dd%=(}*2@<8HsfH3#t&o3H~fiBzP`2*^8JV>syO7k2pKim(q}CBE)ep~I!nm+ zyM+fM-;lqB@_pD+;GpH(=>s?Uo`VJq8Qt@|l#zB~tA5gF#9$juCc!+|?n;Uf#z3BB z;t)nBWHbu{-(B$iK#A{f`WJ7RvQ8bjwY&M4^817B*c5_fW6gPOFNp zAtci>Mj1?xfl#hMN~6ygtC}ST_VKD_DglZHp%k^@(~6x7Oy2xh>#wX+nb0&bpAjPr5p-2VRnI)y9@@twK5=s zI6x3rF7vQqtiJW8;L*8Onyv#)c=1ja$CQEMX~?e(NT&a(&XnMY)_A4~j2;uwF0!ea zOm;qA^FXL6(X6jW6x(|0Z?M|V>#4&BM_KJOVR|YBt&Zs4FVM2Zj|}0cJ(4sFo9ih`FK~0G|~) zm2kCKQ9Tm$c=Q!jaXPK2dYx;>-`Busy5aA)ggn*WHhI1{-zv`&;3$E7|0;Qo;aNSZ zJo_10;*jT6xVSAsp8GJXTUN;Wit3h+VoCH!3wHPq*cBnsZwWNSlxP4q?wTaJ21lmY zBzg@+BU;wTRWM%8>*I%oJg+<7CeP2FvdZ(4GyhU~-p4Q@syrteS>llAz1S&>kY_gw zRv7hkJS(c78!hY~fbbI=`@dvUW?oUX#k3U@kIfU3=-f}>vBD=w02Zhb$9n4W{w>5~ zT`UC-8jqcci#}n|9M)57a)}}n-ew!PT+Q5M88Hs)sjVn!*uXc5AFk`EmykF1da4f( zYSVhEqMW5?UQb=i6O)DS&g-du$f#i#`izCQ7Yg~dzCg&g{6BN#`h~GuE@L;Wrx>{9CR)5g z?cNt_g*G?_POPWcEz}oV!j*%IL%9McCBkt_UZQb7i1k!=2-v)iaiOQHq^I(qanmzn zy`bmL_bv21kEn4IJyW}j_0)WH)J%uQrfBP_G$IP?slAUuoQ~@$GlOV7_5FK-rmxpq zXgUTo9o%~AJMg1ywP`&C`w5aO3)ITO`8fA4m^Uv--j{VD|8n7*shv$H0sHH}%fSdM zoI|qc4f?U_6Wfdad6juz^3K=-b_^)pISjkB^OI4XkFw!2u^G|n2(3uPnU~ZGKjNrMoPw$3^a%ME(0*d`28y}x z??mLv@rr*A+E?45YYM0lr#{hgk>fdv<|!SNLA$*_9Dze>X}eXBxw{{)`x;lu3f0a> z!oRx)C*>|u3Kj?ba}@sqtj_rGzu~kw*aMq`{yFmOze06fD~JGfAKH4-?y^f#yn6;D zdr=i_Ne0eWA3hB62mS@rBXuF=WD>Qui(zur2P1yIntmRQlImd&l@}eO6~6+hmHzpl zF}xq~8TgqUNhhHs&xbMOnIPo(W`A9t6RM-g^WUfbnez03dKY=-JlYa@X7shmb2!|} zEs*DIPc(Vf9b(AyQ_5+P=K|OybydXA_tVd_P*Oe5p>ji>L8Lm!a~Mj-BhPU{o|OZ1 zc~(ChMV^ga|4eyyb(iPlM_MA!5q)g(EIYhK@?4GmH}~_Su67?sl z!1D77`gu7@s@FMGZpia>q&moR21>>wM5g#&eY*3XV2&*M({Gv(RcU7k-p)Dn4? zpJ$Wjt1wqB7@xa;izd%5Fo~d)?d|!$+Xd&te5H1d`1uDI7`4d@c|PJ$xgpOmQXS;^ z3QEQ!&mlsdrw`KQx%Yu6@*I5fpD9n8|6J_trUzRh&n4&Bq@oO}BUIvq> z$@2!vX&H#UF<+^}BYr-SeojM4HMBpnazmaSQPM%4U%(E;BhTeuFdq7SurAN8_eYWE zU7i0-d8W9_vlX-~emu1EY@0lfPH2%lN9>DaIcSr3=MwgED>vkMF-khfvmHvtBhL?oJm1UH@Rz%d&$FspBF~hw zZ1T*7iEP36EdM2v<%T?$!X#?)e1~#chi3pj3Upio&HRDrn<}XntNL!&;B?a37ZqfdSwa>T?^#7E~@Qwdy?% zl^gQhf>Z~2K82F;$TLmgq0HgBJk?+ndG<~FGv%4)F3*+!Xo)=Mcely&1DLB8$TQ`~ zX!0BYlc>q_O3G;&pItFusksq9x22yGQBqxo%`^LA$dKpZDCr>2O?%>#XD=boBMWqS zrdC9e=Z(kynet3`m*oqzBrWG8Zq}(T~(OT-i0gPydWA%FPME&w@YT zv3yHqfw$;he)n^BEsi7i)`mA@*HC*OjNg81eA|fUm-O;GI<&6{dS`(c?N*dDeAjP9 z8H!tx0>>pCq1Jr|g{1eJq@03a;RCRrIG4F-7$wjTJt-630pqRUvP-dNdJ*2#s`Tgo%+=g_0Y?R;)XKyQ?{F0onn8TM@UIxFmH}!Ykf3E zM#x{EGHL+AZb}}jEK!3ct1C<92TNv?pJ2lbvRHE}^S*Hy5po|p4L9qe@zRoSJW1vA zK#5W^M>&l3@i5Xy|2(OV0XaVM<_UGw))}l%V|DqD@9TdoFcgQa;Toa7LsOH==>CrJ zK~}z@xO{3J2*RBzWmyT{zBoO$Y!;HOx_J}LGy{Bn2P95;K&ocZzgYkH@c|rFdE<{ zAf^8sW*QrNd(>xUFG#@;1<|%Z5k+}oLmUMppj;E=si&Pi4i}aPd}eSGk|E~ z({N-H#$?bP<#{rg9iCxw7X19ZRC{5+C*rQBG}vxBwwA6$)w?^c|>?Td%9>1modgzi+aY~j{$f3emrol3%D6=z4 zp>Cl8Jf%RP8=n>S8T42Ld?Sda5kdwqoh%a!U=4`K!26hVzd|a$r)!>}E66i+HatW4 zUAl(GsTZpd2sLT(4WSfI{uiouz#>uQsN18?qRc35?)gZ}h3XWCgbOL*d=yu|`o^J+ zq7$`R)N@2>Vl`goOe4C(6(oPO%if~hFr8$hBIQrMI9>iJR{0+@#w`D7ED^f=EUNsI zP4XWLc_)j3e>s$(CDe+^-w-&QMND8z(DlS14@nb8?DGcJPp zQ?GGIID-0^{#5o@I zCi9VZseFkBHN)dO1-0<_7XJMr;oqMK|GxC>GZ3krPx35U9rD*dat%Z&{QD#CgdoYU z9|d>JPtn;;6iu9Let%(33T;lN`{hUUak51_!E&C_f-WJ z^CYgl*>NaXrcH?#94|z9uW1U7<*9$;3rL_~o>f}<6x;+us!hS3FOk!-5?c>rqlT#h z%g@W`=T}ftEp({dn0#MCs$7X}F-^Y3D5;G&&Hmy%Y{1os`8NTZUqQYLis#=UM28OmeiWI19y7NNu69Y;51U zLo}fc#qm{?gUm86^jOL{9mk!Q)cpSASXg?Ag{V~FleYcorq8e zP-f6fKM-})d^=1}>gf&%`(R+y-LRMH6Acb+6rH5iqW%ZzG|KP;cbcbBIunC(@GyG; z)o7yRPZ>{x@isRALMlr_)0-B7M8sqTD<=_Y*Uky~XNlOFs$L}CqS-X+ZDI4NYaA~uDvEom`o4XWtv*I=ggX_=?U0K8L=xJzXF$&P1dcv_9%h~3N+(De2 zu}}R8@in|q2zdf+P1WqlPB|oSf-;jE1>4@e9j(kHO0`IuWRFs?K*=r+7Hn1u76l8o zQGiTAgHo^r?`kV#*-}t9ULD?yc^aoPZ^H*-=^F5XQ=4~!LVQcE%&S*&QUt9+d3tdUy7_`0A^05G6khUCSGASXqNk0LS}t{%s5Tj z?#b#4pF!deQSYqwfXgyIyI9=2qy-0j^$j23F-uLc3l>Zivrmn-u=fnj>9++QuX<#xbYpmrAfPn46prM0&L#!%fB@$*9Z z`5BZ{^C_*Q$^!FfG7#iGg;XJg@OwNNRI_YvL`jncG3-a-?CDLkx`uqEa9PZY)7WM# zfn=|~fu`(PB%5a@3(iAm9%2q~t@t3eQ&gQ0B%dyz5%f9M-)s>ePrlf(1osMKox0~D zh!lZvtSrl?SVW5R{x2#f;nA>Xnc_2%#71q%wzy5m)*{n_Du@*_4YpGJ+k!bb>7XH) z<7=#T5#D9m%F3?^Z>+lOQxb_!k#rjCX-$5eV6Qd#oxRmAKQHD>H7(-jZ(;D%uXaFw zRnGMrBHV!tQiR)0B3yvNng~tun_pS-O<7X}1r{PbS;xn9%o3w<1)m4$ceXrnV1Y?tcP#FXd!XY(x)gL1sG|KAO%2S4QXlXQS0Kz zaew1TDyJ=EUy8C2^0X5oRQ}lh#`T|oxxDRS-qZpjlKUHv!q7oU(@BrjMU>fw%!)Aq zsSi3NjG=@pQCvO5sSVR|wgBn+a<+zqs3EfBP+S{~_{4d@d>?We&T{Jk4BV@ZLj657 z^@TC@VIQ)ml06ASWk7I+dN;PJw8ZkQf%9lQaGoRU4)d1DD^qcu@TRhN5)R)G#9aD9 zGPBf3E8kl5!Jh0RlLK|i6~#CLvTrUnN#}tRSgqW(9CZ#bY+ z;OP$7p2YA<$8Ug}3ApQH7;d=0^@D+4*muRAD{W_(eF1GnD^t$VHd~i#U1)p?^RMh{ z_-xDv)E?jB*R^rAb{?p>)epm3d{GKKv>O{{kfk04gKA=COZj;wTt*rJ@$s`T>HpXK zd<(|O%FjrDL;U_YyozA*$6dp9%lQZK{6%8^nW_}}D5M{=g*mGKLo#HAv&RPu9}D^G zH&2EgE1H9qraJ0|*fY_xBUwrjGtqsxN==)I252)$uwJ>C7MumxjiXC2+axV3m_5F4 z{(-=hq-FluxHO26fR3bl|0rQ$dVJ)IX9XoD&G7R{ zs5std(x_Hs#DlbB0rf9L&xF5=<|f|-%~I~M=L ziv5N(3(51N?H(xEiKk`zHtvPhgyo#p58F0<{fSAJVgu(GWf(RXjw$A=ptRGha*TZ* zWQBqR{ngm#X>1F7MB5G*0)o(qGX82Q?TfA_0;{!kgwKPF^8Rj`x{RQWnYDM%Xk4zz zm^Fd6{4~sxbOelj9$HMmg;A)!@rf8>$2x&rH~c=yj1AGmzT_iA?Ddq>BKC)Gf_z_& z`1x-7`A(FSO>}Z-0t-Xw|GAaROU_6wpbMCg&MSwWs7Rc@HImQY!WvLJPp!6r-~Yej zHptw3p4znW#MtGP`96C8zgGSJN1|mp-WSg*#)N|{)%>Y-S<`T6S}8r^FH~ACzTjJh z{*Bfp^oQ5}ucz1ked+wc(3N&NFrw)=uzFe;sC^DMzsq*xb@UFlc#$m+Q`I`$3Qcds zivmQtIFz_>8UH9RY(!Lma^ssn`ZfS6bn8r7IKYXs5KcrbR-3#ApDA zd~}$cH&aL93^>yi1AYysqoG`i7ycIV^Kxx%_yJTQ&%XfRNDXE0W!Yx)5f33RpIR^t zF(kCy{P=YQ!@%FYsw(6axmfgND|{kjxBwZM3ecXwjnnJA2{;*wY`5tTuW?}&(~KSh zLm^F{5A%0>-@zuaNJ+(Ay`o^ObPc~_*A70-i2c;xpeW!MZREj+$$P4+>9%HIc=hVP zL0JTTzlx?dk}5v+4aJv#W_u_-iMWxzdE*W7=w8Im) z3DY0Wa3j|7CXw+zB#x8t;C;u4_aU)8hW8*F(EmjF9wfesS0c&7oP$kc885D2FBa!0 zVK^mYYX!=H9UPv=_JcZOjZgZ5EduFrHPQKHYgV(ywX#OF-G?y)-pteG@U>6{*Y*6& z^~QAhDCM+Fm)F5Wsxu;f&ZnOTqonM~uKLI(46Kxc@^Y4>D+SOE)|ewu-lQ?CAIDha zy*B&_UPU(Kzc&2HM)Pxw_bJ!$+*5z~G+iH3$3)SG8-LLCA*sBSG{H?L*8Opv@b82| zWO_=Qn@i4xR^W}>f71gZ;l>9~2(p@FO6Gn5qAhA7@N#A|g6yXCp~3~e*Xe-^x0zXs z;(=8Z>!VvOlQuo%725O^HtWU*4@2?B2Q|fdePfFhYkys&)KQg$-`&?4ij@`8R0Zh_ z8jgaoRJ%p|{0l6-`Xd=3F+?75XaeR)RuV>PWx;&(Ay_acyw;>!FQE#PZqZlPuTw1g zvo`z?^eiTVQeuSHn$&3#_UEs-7u@rj^VI_RCOT z94&+fXNzHR`XH7Qkhip?!4o*$irZ8AW+S9)5fqCSVTfk};5!h^Mo2_Sb#q`iUZ_@* zTj%WFlXYY|;4)(JO3-&)Xn}XEtCfMYiaVMBIK9 z(Wz6ge@J_V3S30S{=Rt~H&o`BXIds&!?i$TI2&X{qWZS9eLR5vyN>>|yu3YHeQq^G z56!g%=m>ieI7{6ELxK*1NRRp*a#rRwXpe6lj`3SiOw zy`D?;iFdc}6N*GILmiI_gn|hCG8(gAKD=g@*o&Q;0qPNil`;eJ@1N0+XGq$76nI8` z@=EaE=H*391c^(64Meiss}MVa{VMBi25HO*BP zW*d0oMi_OXkJ&wqGTZRPpt0cawGIhADWN-xtDmeyG5e0B2~V7Y(mI|vKz!Hm#CNa_ za%4*WbG(G^Ukm1yhWvAcXKh{zMj|v}PZ{`s?IJ$Y5cjZQ4Ff-IE&FL#lh@5ZztUeG zWanfMXs^u`;BsN9;VnxOj!R0ribMuqos5`B_EaeaHA=20YrrS6*QF9FMeh5hOg2F)GVc-N_0c z8~0E8)&8ayte_E9Y8A4-f{k>RdJn7!nqd+DlX7az(b^t=6+}7RDP;(yT!ixKkF_XR zQfl?C!AJ}0`=hYV_V8mowkj9^v_WA*#IVn>x5BeVz9jOW0+VTnU36y=*Uz5`5yO#5 zKGfORHw*e9Svqlngx2SB5-7GqH20?-|1y%Ksd-ZQ-Q~QMX0> zypVo=1|`*eN<+MlIoQ>}XHOwjn!a_y^s#tuL`g$DG=K7ZXq-o42E28?fnV73LNJjiY^ zfl>z1a4JbOHW>MuSS?D-eC7*9i3N@mphk;cU^k`O8JCjMMqdPkc>~>!1z|LQ=z2-1 z9>G@SicVhLBSznvNC`&=AEz#l93_w;4F-UZ(XeBhj3*(d34Gu%E*tnb6H|+NDoUt+ zWCi$G|L@4U4e*gp^$GAH<;&nB48v-c?`6ZuWw4$cWvzo((3X?;Q)SSk;0A_&!%`5o z+f5zu3qokf0tPoL`SeqVx>veh+Ln^r=Gxhv{k# zrqpAqN!ulq;~CDPLRE`5(dI)Q*0pm!<@HC%Uw>aE#&c0Md5O-+cNo&Oc(FzXi}CoJF~@b0GZHHxvSo{8$EAh9ZVHGPi1+A{%F97FzblkZU+@BfMwn7K2W%N1%nj7# z-sUCab#&`1cLzTW9|6PdYG8)_C=ATsWj*S2*x^WHGnCdhe5FSgeLE`Y2rd6mpH6?_{CvYhmFPs*v>Xi;zipWL7 zOkadlwmH?|GR!IJR1`rP8y>Q6QvV9)OGp;E{!NDdLHXKNk@8hx+JV~=^9yZ5zm(^o zh3E6Vo;h^otX3u$lUCw7?z}3}#0&YNzQm;2t62LG zkBfjtx+I%!)y~73JWdU~dzXs_b^w>+&_I3{>eNeY&?O!XEWjX|$4ZzJsLO#8c4$3$ zckst>QZx&R3?eJ_7 z(y1LMOyc%JMCR2$@qlg>I}LWw$Ax=MR`EWt!ciY*C6#BG_3<@i)bw$dW)-*lSsh^* zw~x+9CgVsZkqjc4$9)(QI9J`IjksJkiaq?{I~Q%N06*i)=_ms$T(SHgytmS&iZMFGW+obXYp| zU56}&`W;UVlQFCgPowGhI}CMA{XWNcZT;rhx5Vv?$=$KiU=W z!$D;KUa%|RP532>{loB82RURh6mSkwE%pyZGzA=s@3HOQZe9O6J*Mm5Gr11>*MnVc zf3g1IHHJ9R;H_V~=${WfidX;A`dh5vpST`b`IRt$`uzI?%uP%5Zw2ye`uEWD7X2H) z%dUSTFrlfpAeYquez!21{&j+NQ{QpOV(4EQH7pDuuSc3N);0ZWz;~g4w*6tt{#JLI zf3>|~Si!gEKnvymFhin_*$_zyUY~4$iw<@3`fC37rn&g3C@3(~JQuIm=VGN~7FH!# zjPUYU>4atR%soocY?_J-XW?xeEQl%iM8H9yLz+(nDnu|A-iygH9~BrK7;gU3MKNyy zYhx+qRdRYRBQ6-5;fUcA@y+qf&-0WbS}`j}<3N-^-GJM?V!6B*GnVUexw9a;u~d#f zbr>LCOVslugOF6ZZH`Z>_1pI1F$)6Y9DaL~_$rvGjIG#`~0T|aw&?xLUXKNr7# zeo0*T3-za>FMHOapQqq<6svx=$9$;vKrX9(zW7Wu{cOPS zRuzXVhJJ2Gs#!l@KoLzppTu|4Plx!-ZREQ4t2^dF70vOe-}faUARaYA#G_tS5BfxW zW&oy-;!%t1vhGBL=~Q}*5tiy1BBD^o;scHpY}c8BGGF}+5mx@yFe|i;_f@}$DAa_= zDAfB9T%uT_P~U`AvuqeR_qRX05!Lli+WLC{n^Wfg-prvX9Dn-<`x_aBx^la@!@I$0 zOBAX@cjqCT#oFEVS+?$0(Xsn*p5rAj3Lz8sfFc}#csdjfg1r>SX@sDHKjhOgW!D2v zPegukpIZXQoBqb)6M?4fK??2g-E6zg{yR>H)^7y@e^V_{XNuMIHqR=)*B7N#)N$`zfF&seCTJ zRr+^es`v3s!$&>g=rIa5m9KX){#0|oLWBXHxHy3}oNQ+-@!ssNtqyjSqJHjqO0%Qx zQ9oUT!BPL&$6`kbfcntv!W!ThPh+|3d_6@p-dGc91KZL@wrlXtxAUN-a!c2E1yu8& zrNQQDRzs-6lZala@jbe&5<~I_|y4^V;xpu+K6FKOX}yD4#K&wqQJMhptaYF1T()9JE#; z=f4i{*j)Y-EZ5A>7unL68R?1_HIR-V2E4yFv8-WG*HkhzCVt!fAJGI#Bm7GAXDq5^dOq20ZT~uKpGkTUpIvz|v^Eu1BBQL{$9jnllAiY% z#2s|F@_xWZX*xK39Xq||EAP8m5;exeXir?(_}0ZnizlO6X(fYO)DJh9TQuG;v9X@v3s~;0-YQ${=iR%`_ogztwzr-u+1ND z^`gOs`x__Gd|9KO0pBm4L!}KEZ1h)Gx>I~$u}1SH_6+zhRNAC}gA+pj27jRV=2^#= zF-~f5xV^C^B;Vs0`abrq{k5=2A>VFA4W*HydzMcei2QE%F>>KEQP`NXd!9pcw(W-dL}ZD$z0bJZe!2SV7^13{ zNXnYTm)XCLh!g8Yec!-_MU_XIkVo%@HhG+JwpAXFQv}RkC65*FMVH5|qa5ThiwfD~ zq2C>L-+)*WnTz6vM4mwRBP4PsvP6~0^;g*?Lh*T4i4yQ-(TPVI?+ZTIm}qket`^}B}02Nhx!{|)CW8VtSUEDfdk5p%W# zk$bQ(hBnuzr}G$tHZRw-xsgr464Z(+d8?u0dAc^UKP&2e*#?!QkcUIvz9@2GE;J zIIqffvHPpAM$k~`XH@?FCir{ai-NzupK&n!{bX$m_^qI~az6-gca`*binkVR7 zo}fdyKJz`@YDY-Aa&UL`{;_na9Io;9@kQn<@uE!S;7OreF-txOZz-+78mEhk_g)2O z9WK0cp{JLm=g2td2_l4_=*;kF%iB@!04kvqwh=1K?Qk@5PoxqbdI8)*g>*^%7HyR{Xmgv$WBoEB<}YlFi&d zbr`0iIPkAx)S%%4b0D2RC_Krym0U-_x0q)5CPu&k&kZI7{KPF}+H45;d@5u^ zTml2AFOeyXih%P_*f1$)p6YF6PJegxdA`bT> z{~N^(iOdB92m$NsKMUHp4|$FIkt5*Ta`l8;?V?G8lh!JlK`?m6pm&x}K#Z5aFSW_% z-Y#bOELRV}!}{mTM@PgLGHwwo#z^_psJBd{?%NP?8wcvdTH&VGmVf!)wxV6bTT5 z?IP@^cmoc2_-G3l`I-9RfQP>e#XxIQc?ek;;EdLuhHV0mWAV2^@b{wE1%JQmd@%g| zrp}DlV(_=k4Q~9MN7dN)t6PGj3%FPm4!?}zh9!6~!^WAcm1 z--&|11#bxcR-SY){Jm$5nZGgc@WKgh{LMl&27@M(sAJ;cL^cU=aN}%PUg(<({>;$s ze?C#-VKzUxJY56wneSOvgChj~oL-M9f7@ zc_bcw1YCB(!#rP!^IB?+^J&HlJkk42+kEv|CsJ47yF|iw%hgL3@qC4w8t8}`_5lLl zl>(gAmCj&{7X5gd(kjY?zmR7L1G~hr2EN0&BeahqcW)kCNjhIETrQz3-z<@T9zJjk z3GG+jDslidhdkW@`$AcXBlyFYg%2n?Y_mEGyw#R`d9{4JO`>otQcFY%9dC0ke7ROn z+c+3#nxdTfHCga$!do_ey?BC^Und~CMa=L2)6CNSi#o%uS-}h=c38M&`%fpcN>ME`mH3oxG=5{~0-uoz^fd);bt9Egeiyx&=yhkKDW-fWih+8hET&RML42mi1&OWNZ9H+r4&JPafqb%EVHC zB0Ia*{fjteUJUJr!O^ry&NmbI{5aG6oG9ecd5ujT7o=L{@#6fyLLQr6i7taZu zCe7f!px2ndc*?(aF?CV%XqhH3;SorXQ@yYUKI$*3@X76m*CS&Y5E8oR%6x%xW~4el^H0YHJ{V1zphK!hZuVTzrw zIi!WI{A@Dwb5FhC=NTz+^0WO*E#PNOKR14^e=(Au`k>x;N-U1VhrQ;?!4pHd!aRJ5m^A`^eXkSi;@0R){Oj``lAgji=-JXm&@Qm@V9QbuB=5z^^HT=3cCl-EH1zsAy-ZnoUl|6@S>z zAXiCU>DTlW1Gkp$rcC&QziI&OKuk)fj|c=?XPTiGF@l{`Yeukpu;mqjVDG0wHpB!q zpskNXX&N!yA`WEFlE--LwnfOp%iuvcs<92{MF6mis5Kc|}cx%xxF&!c>C^0WQ( zE#PPGOWgRmexaEm9!N6=o}J4BJ&xY5hW#Xca>29d*k&cPcl==z&$5+A{1q9O+ysli zsUze{c(!d{4Z5+vDF-_>BL0ev#nCW@glBIYEpX)7V5JF15-s%SLQjgMr}EI)^aT3| zdZwRmq30EP6_Mk?n4Ypn1Rc+#hbB6r;n_qY0(jO3BBJ0~_BSO+B7W;*A>wq}E{VXi zr!Woqqpli*)r#PQ_J6_UZ+A!<=(!9bVYtsat#U-lCkx^b`s;3wcyX_NQk9?da+4R5bbep-BJf*`nk5 zq*0Wcj&1{W(`D6oA4)r45EW46v`tQt^YZN0uUhS=6HLdVembqyhg1))#p5>!f=Fu= zmuE`KI2Ae71IM74D58^lEDWp04UE^={1{>7$D^AiKZYha^W)-<2gi?F!QXiK@sZb^ zA9oshSP!tXfW)W1jqEhW4!c5k7KFT%5`G3LTu44Yq&=HlAqqz&ivex>cr2kH=6WoGn$OhuM;7kc=adZ1f{aOfPWbi}N zFCtgH5ZOt;p1aJXUz8F)87We~__@9IjPsw#boGxkTX$lZ!Zc)EvJL#R9{;R9>j5iA zWQ^-sJ9860Q<5I4#TAR8R=&xYeqe3Lbg3)oKq7q|vMyOvzBY z9^g@t67rC~VOG<0BM8ACL7kFK^Va%)00}gmLW%bd2gblvE%bdDWKgzxWZ^0#W@sh! znQpZxWzmWrAlQxGG)eCl*YPw6W*vgg`m7;xJar(7 z9mZ2vvpwoL2hD5ai6&LU9#xp_k$Ljd?NJ8zOoA(P!pR<0?Lz}D_NW)q;u}w=I@qJ7 zGztMB9ea}?~j9jKRosa__y;{(v0Z*%irtHzumvY%fD}@ zMcSj=XudM@@2dwR`8O1qT*u3gUkdGO{bl6%uHL7O7t%MIJ-Q2oYfZB~xp^X&jnQ75M(;LBF`ptWKO-A6u^krhR9jK;Z{ILftuMt7{Vl94b3pNY-5$v6dE z>#i3vvy1MNt*0}dhoJGXxKnl<%1r<<6G6x%+HHooW|6fE*MjWrA*(SPK0%F zCTs`@D_ogstPh7|1W+&;)s01Ed^b8OOT<}Dbi7k{(4Ce+G*ZA3Xw=I~D)DQAH`}ML zi^X$_GP0Mb@7G%JJ@9qX(oHy{yznY%wno`=vwuMZCK zj7)C%P%gHL5xh@amC_bh?j|k8ZM)v!a2(9w8?~yezPWLaL0*+2u4HZ_a}D*a0tNY9 zr|)n08l7pYSAMvtysG(&men7uw+cX%##O4y(8N9)rnD=o^+Jw)R^HYP9Ayg4?f2B% zKM!e4!l+er%)aPy;9L9}+%l@UL4SV*s)bX}Hz~P3Wq4xab5(*5E5$Q4mg{T0-`syG zPeI2j;=kVev$b}L4qv71f0%opP?qcSGR=lR&n$atM%;&!1~uwMH#pC%O}cj;KwGf&_At2(4L|UPX+Crl-5a0ap!VYuS`K zzbno|fjg6$A|pqK3EAw;(8SY*`etqlZU`jsef8eq%E+|fhUvd;QnW_diZpQ$RDJ?6bEvB1HwA|_ zDfzpCLwC{n0z-Ez`Fn#y_wxV0@$os?|3G}MC@wENMJ=K1CNRzu%HAbD*dZRu=Jz;5 z;;zzg@h0OyoQDNDt$Y@lQG_=bwy!4&aKL1DH6i_-8j7cEUfnxGxI+*|?t(P%F|m9sf{O2akXL zVZlGB3vfrhM0LPFGpzV0i+E?oKbW>n_$Pc2_y;xE@Xz<3`CsmAnj?{x2*&KBJeXF_i>nvDHO{A|B!e8pzse)UI8AU;w{8K z`fZ}HAEJVTX@5oOLAJlQ-WmT;Pt;Kr694pd!9S8+;j@sD@Q?O<523q+M+$;HU^-gDggl{@HeoO~{^)2QY{P^l~cYXws=E9Hl z5EVFV@n9VLt(hOZ-+-3`Nqp)P$WGY%m_EAhiInh6r0}#LpNq8TIQ-iuSpC~u_DO!W z{nDAATP8X2bAegE%q|Z-o}?$_6E8m>YH;UgAEdeP^Q~JW`S}j!0At3CgCD6@euVc+ zet5rd=Eqtnb)>&PHa|`Tf8*uH%pLCh=!P^Ge!K`#+4bvet#vKTDYxim)OxO>D$B!Gq4hU_cRr+@$U&zm={i-{*gUkGj zlDAkr5v?K}4N+CCKLeK+@IJ@#pnnmfYqbD?&IkaYuGi3tUfoKx`WJ~>dGq69*i}=8 zH}0TD%o(~OgQlU;`MF8(^NHVeeoowR5d6Fd5h4f0&zm8=7Vz`FZDxLMM0kb4&sUKa z4?h*6)xxfQWakZr-%xDNuo)RNeroznnxbBax=6o2IoqV)loCD}DN?`rxxMxrT^}3jjF>BjF@beT3<|2oW;)`2o`6(eJy6RtrBn(mZ4E^B+a_40~bKG=6IOO`4*fiMmL?f9YY; zZ%PTbM~c*Mem+EdMgW7aXDv`Fa^awM#9d`4m_0VJ(zW&nLc`S^0nz^L=JqKiyap+< zeSUsTd)Df&h|#`Vy4HRLwLeC-|I3-C{!>cWueAq!M9=4F&szKSG1_-a*V?bA_IFH? z{WrHyDd9Cpk^SfA*R*G?{e~FryQORGH&FXyWc$CIVd_7ng#B83Aum6lqdj9hPH(El z#Ko`B&oeG7ub_Y)fBm+W-aq0k7?UhnWySxQQ!vJW3pa+OY%e2_>pSm z$LT1~{75yGs-HyssM7e6D*2(c`8uxesq{BVer&fld^qvr9MNzDKdR7-;0N6Sq&}WZ z{Ah~c$Hz$J=BtAFDYDC{nY*~l$8z(#g8p(6$7g!;6f}o^6B<*OzA5{?OY3*KwciiP z2C~vcsYEKZ;TG!mZ01Kgbz112*6?(Q5cXL1n{J%I;qA~D=%8$y&w4puv>nm)*?QN( zbKL)$L|q3Ow5h^zTGwX>^V4M4eVJoNkoGS|1JHSR4Kr99@IPxqV&)`Hzgtf~nbS|! zM-)?5JD;@-Lkcydm96X&ESROVPv3Qsr=K@iP!Twxyf&#E$3}zobCiM#8h2@#lP<_b z%WKeg=w05tV0ITJZ{XYgbk?(z7tH$C|h|fon9g< zLDA+7XbNJZ)?WNbv}X8g&H2K&AK+UtsC6zF9)KSpGcsS~^knnH9?$T_zv876tS6AK zvS25qfu@mxMsaYX$npfTRB`%lJ)Nr7(*J?$#zp$BU_rSke}pOh``@(mCcS(cQ~ITx zPSmM_I%-@r{coa<_sa>8gt_lO&ZjY!5Pp-=bbqyxzDcH6?sraqMW&~qS*P+3$n*kB zy5cXF?N65J?_1K1_J_&z`Ih!0q?=)vE<_t10#;&aR#vj$2*OhSdAGMwaB*G6%yfi_ z^Nr$Q4d!R;*+I313E@fW1u>hEZVW?W$UmDhLXa@<9`(K~%D=O6;BK-b$g}?G1I