From af3852d2679ebbe72df4deb74106726a0ed43a37 Mon Sep 17 00:00:00 2001 From: D VAMSIDHAR Date: Tue, 14 Feb 2023 21:10:57 +0530 Subject: [PATCH] Breast Cancer Classification Web App using Streamlit --- .../Benign tumour.png | Bin 0 -> 90419 bytes .../Breast_Cancer_Classifier.ipynb | 337 +++++++++++ .../Breast_Cancer_Classifier.sav | Bin 0 -> 463796 bytes .../Breast_Cancer_Classifier_Web_App.py | 52 ++ .../Breast_cancer_data.csv | 570 ++++++++++++++++++ .../Malignant Tumour.png | Bin 0 -> 112848 bytes .../README.md | 55 ++ .../requirements.txt | 4 + 8 files changed, 1018 insertions(+) create mode 100644 Breast-Cancer-Classifier-Web-App-using-Streamlit/Benign tumour.png create mode 100644 Breast-Cancer-Classifier-Web-App-using-Streamlit/Breast_Cancer_Classifier.ipynb create mode 100644 Breast-Cancer-Classifier-Web-App-using-Streamlit/Breast_Cancer_Classifier.sav create mode 100644 Breast-Cancer-Classifier-Web-App-using-Streamlit/Breast_Cancer_Classifier_Web_App.py create mode 100644 Breast-Cancer-Classifier-Web-App-using-Streamlit/Breast_cancer_data.csv create mode 100644 Breast-Cancer-Classifier-Web-App-using-Streamlit/Malignant Tumour.png create mode 100644 Breast-Cancer-Classifier-Web-App-using-Streamlit/README.md create mode 100644 Breast-Cancer-Classifier-Web-App-using-Streamlit/requirements.txt diff --git a/Breast-Cancer-Classifier-Web-App-using-Streamlit/Benign tumour.png b/Breast-Cancer-Classifier-Web-App-using-Streamlit/Benign tumour.png new file mode 100644 index 0000000000000000000000000000000000000000..2271585a0fcaf89f8bdcad69fe5680e3a6707be3 GIT binary patch literal 90419 zcmeFYS6q|N6F!QF5PDO3M~X^SklsR75ag@UdsmR&0s#aR|X6BiFW1j13Qj)Qd5fBhiKG9P9kAQ#>NkDKj z3`7ikGw}ra3HWux>px8}K`DZ53;00fsPasOfS@9g{L1A7~(H~K2dR-se#PwbwRs!PIEdJkCwH-C?SyGxH%@&y@_iw*trL9KTxwX~lbB@Bn0 z&gLD5b3>YoF+0Z1zOVcYCx7m5FT&3uZ~XlBe!ki<_#M1c?Dp%o)!9UcBRw~a1`Oiv z>^1&_y$$>Ue0t9me>*>?#p=R59Cuqdvq@!2_zz%Z^RN*{F>COUqujGHY>CD1_8<%Ba`#$g z+++SFc#!FFrWCw{R~h;F(;pZ*CvWak(@wMBUCjgzH=Mwe(uS+Twe#Q|fe(!49!E_F zt#+Ye@FM}m5A%(vqqE#gbbsE`&tn?!U?5;?PJ(3@j_`F@a?CzYI%s_!cP(7@#1(6} zw4-(jy{!;ExL1bu6VbbBT9YEY9>{~#!t$ehoLWv>ZTohxXt&?zQ`GC+c!SRTr5+ta zMB5+v7rlo=4(HsuT@kSfh7OTv3G6G>Rl?fYE}kKgdhqHVb}7qa`{(Y-Ed17Jz;U4J zfc{9k)ns{2iWX6%NI&7YFHZNpLGEq;vEKm?Is!s6sg@H(nTqP@k^iUysc z=9V_VEoQ-eHk4$-?<}V;CmWNRywC`vm}kXl)#t#(SNMs=Z*qs1oeX0KICoueyOPt= z9^-mKLCXV6*;3f1FUi#_9XcGzQp=G_inyXG9_P2@$Ds%^Fj`VHL?!S*26|49!*H$T z44j8t_7@{R&3&Q)uNB-V084yqx=|4QwDUqh=@N04%TQNh#oW`=l;(7K6%sVu#O8h8 zmxvo)6ZPAD$`JsCXANx(xdp%VT&0||lN@e6C=tuA;e1@IZDD>rLV|+?>M3SU{RiSU z0bpSC`DF}B?*Lq&1_R&jrWHp8jILqJ7cX56vn)&_q3O_ zlM`uE5b==xV~IbjvB$}l-!B!!QDR?%#pub)h@F<>c+UN~WHvQ_$FH2kPhMnrRU!HY z4hkVTeuG>{sxZ#;CTHc*oeLyOFq83-qvhlYh#SFO%fQ`zyOV!Ju+sQ*jJh;GgGkua z<2?5egVo$y9yO@lM)6Ha>yaI1Uk;m!==|Q;7jKwmYm2mq zp&8xkXCuh3+YzRaF@xx}Ojw&l6lB^i`D-n9V8<+Tz+%|oB|DLlt|sT=r}@SMHH^{| z&q?$^BLlR*agkhPA&GUk#4DP!WyydF0s#jTuvbY1FQpc)JF}csZw^aA@qzO0_aE1!0qgOg7(Xt^Oioz_pwyE$55;h`oQ*r@J$M#;@hU4N1XBRdctI6x!PH@fp4c|O_d|$LkbU>q=^}j*l-A1Zf9Yc}Q`OAoQ$x62?SI6sz`kx|1 zQ)zxnbWd4fSYa3%xo902r8R7NdDdv-n27r3V_Fm3wrXCk*Rw;V8R^I!d*Sj;OB3!&-g*)?CJcsi{sVgKpo1$^d8 zo*Qf3U_Jh+4U<&VwBE~ez_y>)B+KM_l}B|8GIZVkw3^?dD&bse z|BfkJiJ?qIUc-t*CKCG;FKwRoYNw__69iGAMk7OZ&qKy(v_p` zywRAU%urS>QA=lfLYR8^e%w2i@>QD05JL9Kc3Vzxdr3yPS&FUJoL)1MzTTkG;(_^D z1F?0+WYCE8QAk4kt>vJjQVjX0n>|SaoK4qdW<{TMZOB5*!nds^y-W@ERJaa$cX-x^ zG#oe051KpH1L0m239BX_>Cx%0{Pu#?F1+Fk&w2kGfp#n}PDRi5vZLHZd`4gphPo{f z_X>dJo$1!`d({%MvSYVK`(j4|%j2GLRj*-rOuHQp>0-YuzoiHVE!)t;bf%a&nu z%@`Mw^#0i@gDseg-1&+YW3&<|4DAdq2~%u_T2ygS%w3KS2p59*V-Llp$lovo&lAVn zQpB1a?1W&fFs2H(@A&&XKc5TbLGP{RO&^$A*`JW6FX3BPf)Ky-_%aPg#C`h z`S$noj#BIC<-M0>Ql8*wn}6pAvyq44mQ`aprLct#>O)}~EXf^Kk6GqR+-DNG9BUYf zKRqOP-}bTQ(g9>`wR~PC_dTidu!O#q*mzp}FfN{(M(4ITlNj}i%KYYqm{m$Vv>Z37 zk|AHPyYq$Aro<`A?YWR;pJRXO+oV_iXeHKlJ0z_}8R{_Pe5Z6F(P#oC8_mGslZZ(Q zJjTai)1Fqf0ES)1nokdNSjfk>Ia$N=Npg;~K;le5=At7lvEPK~KILm-?x-td?u9p(`%e?kXSc7Hai~wZ z`$C;JRXPVB4u-X9DAM!rA?*iE(w7r_g~c0wFAA;%HILJv-&|(WZxtB^&p|+T z{e1}D_ra%ON0i*g3_juhG)mjKq6zg%KeC$l@9cZAeinCPrep9)l65^z+?x)@O78K( zXexkA*oLB@VD~qABswc!`O6~|$mp|6*hff4kW>Z@EXKGMee&zDnL+XXo8~UM=zJAB z0-i9+S~iC)X5#CW_ZJoS4zJ>a21VIf)r_mRxnvQ>|{2(BW3rwuKc}8}Sd_h1F<15KpPm{Y|6%gEB3; zq5Y@sU#&d&=~e$)K5|P^%2t>DI!RcVP$@bqG7i+630E#JmIf-9(-d+5>!e3>t`cqS+WR0pN#5A>d^TjU5g+t+jBzjCNzp2+p!9CK`oS2qD|N1P{?E z^o5$d@>=8(xdyw=hxPgSN4u2oC+}rZvqg?FGxJ}|#*`dqkeqYGg`EDpsS_^ybta+P|r3TAk7JFA;kK{y6MjRYya;0hU^p6``?Q zSsK7`w4q)cpw$F|*r-zvgia=i3Z&mlCt(}7*_&=$uJzy?4RajThxD%YEd`{ootgn6 zxsnMKV^8d4U&2$I4zs8R0+o&#Gko418j*({RxN6PxHS?14cZb@ilnN+tm>M9)YW(3 zOj&hIKw%cb~svyVQTC5>|G?6yyekw@BrzH&g7U!ituJ<_*~*U0gk~?#KViJ z*GvKdzx;#g-% zGt+F)Nhuf8DgfUqKe->$&Ie84EJ9S#pl;!Po(B4aHf-5}q0_=9LW7kyf$3cR5%_u| z3W^F8S|{x#aDBQ86Rn@{mn)rIGRN4NDSQE7l9#Dm^(|IF!n0G>ZzYEbrF5PMK4^ zX1%rNH!ryPDzf6R%iI_g-tfmwUE9esxW^$0GkP3`C|`)WK1Sj$m6l|SY^kmtLTJGh z`1reVLt@_rgu(|5``G(u++Q%iM7Dvbt4G1bfIZO;>;`{iO{ErXSXo))>$G=gX=2XwK-jc%fXwj#BRlk9UBr5tSFr#mY@}$V zf;)Cx+&lgt;gOK|by8Nzej`!jLn%$k?`A}V5yL)>(!5wmyb5C@cRZ{oi@oah`RqF= z97TW7@1tU4x%e>@;&w+`pjh?w+B2C1JH#~@=ML!5%GKfZP@oUDpJsea1OXR;H*Us%3JiO(}_Q-#IH3@ ziY5$)A*>A+94!~GC*77y3a20boKkJ%%m61t2H&>&q$|zGdGn-mOdfwXYwt>G(1#zj)%!vjO4n6zSP>zym$$x`twU$>8mw)oNRagG8yZd>ak@RaE`8Xzpy zsEmf+-ry&OR{j~V)!Q4svkih67~73(!uL?ONE5(->i=Us1>cb#$lvV+DAAWH zH^C7!g#^)VbGx-cvwi?wS}24ctpDM8KAt>%mHdC$)c->r|6|tw(eBC8j{+x;AdZdcr3SPzHA%LwFl7O5#t76^+FX4Ja?U0`z^_AWn?^_^8@JHpz zj3_pARg62%Bm4Q{=8>7FtnSyoCz+P<=Gz{u&g0Z;9`!V}08P<=(O zW2fV;D2BVZi=mvpC64(e+NH>tLkqhc)V2?63ZrEZ+rLpU&qJ<%?|fi%o!dMMRcpYDjRU;Cy+aMn3Edw} z_|){Bt0$h%+h;3^^px{Yb-nf%?SGDhA_p=6c}0{|qg?87aN#_(FU_r`HAuv~@=s7? zwyeUcqTViKHt39Qzd$Qw^bVsRbc}BdP)l?lPBUNNBZqd)4lrB%v1IU_^ojBGsbv{m$k*OCtx_X@AVs&8F4&II_J^*l2tq~ zWN4AvbcCs?I{^L>macOb(bWVC&8x+=NqH_9(QG)^SWI9g&8U=){7dh!TYA^m<2y4c zah>()X;&LXz7Aw4YtwxAEI zOUL@8UVmphL+fY+I9HkihZooO{PuNn6`?6qu;DUa*e3)m;)PP3c>ID-K|KMr{E4V z<4lo3N?BUdvf$VM*2@bK^Kg};+r%57Kd*-fKLhOkO=a5BWr7h8`VA|Op~`&RSz61A zfy^Xz~t%4!9E*n`T}OEehdy^W&!K{l=YQ%(;LLmVZ_m7+}+F+6xWaQN^ntG zG^;RR7h3*IwvxDU(Y=gSL|D1K$dO0)v)`M~sdHwty=pEOJ|0cDeJu77vyyR6)x z*^PtqdjZfzp9m*16PT8c5C!4&meTAfcCt{!kHK;mV?BqJEjfWT@9dZT4#`>d3vmhb zY|H!#RC*xs04Vovoc()J_p=jmzd?Y2TR3n$ughHaDFnCy@7bsayNI9E%g1NqEEoLs=^|- zAIMp6(6))s$DRG=15oX{C(}9J1P1SwR zi|(rXQ&flYEoZxg0)J`uqkZ2q2hZP~==zS=Cn@zbYsf+Io~5vj=@9J(h7N)REygJX z-7MhUF{g}X4QoEw&j|z4od0 zzmPu~DyxO(RORC4vqTL$cwkIqXC>k)3HDc}jcNRNB+9U9a;3Gn9mncyX=VKXK+2!V zwvnor6aZ3)C*xhl_gNm(z#G@pZGrue>gFQpidzjONN}`%cy!mN{Wxl2_pmEB>isgI zZiuU6Xcm_%40`!TQBk!WX)79CYdo=pT|o+z)tA_xBx^Bt07bhF#o5Rp3y7s-T0T-t z%H1PILG1L9K2eU5mE}%V?!dVjNS~zTYqlhVyD|DgmD-O8&1EysxYRPTVLXJI%1wk0 z^FV`VWw1xf;_t_A&>vo_$!)b|CTN8$piD7$N7NSpkBkW=ao8NQp`K!DS(KmPy!@}0 zGw_Z`;N*isO5NWHs=22?f@MP!>uF&5_yI&o#npz5dtV6y=`nvuPz6vwTM7|J{HVo}DFmti%wFO`q~&kUcK=+^#Hq4Al9tHtknlONyyYn6iC8 z4A^=<&XY+~B{xEJ3_|}m&U@hIu^ORyClD5OZikB;$P3D6W8yc;$X1k6Puai^63t9u zH1>zW8*uD&NZ!4E+FvRB{i<4wZiMMZT+o&e|BoO%%KkjcLFFt_t{nE?2flXwJ#{M4 zheW5{H4l*w@V;hhc{kl=d zvm{1HoD-NmRFSMV+}%U&I96QI#1Q-vpzm~uR$adWBIS>Qt`Qj+^Her&HKoBf2qC=! zIqmo2@&$rrvfoHT6YeOadVCh7h(2u#z;;EMJovty@t_~*VDpE`KTw~PK}6k(w!X)oArj)ygxDw~>>t#oY)WMn?a^ zLr7~0{dDdg!{#gDd)bZlsBdRw0pACf=0hg$!)U@=!|VqG?hJgrWtd`3ifS45 z3VP#Ui^-zt!XK0>yFqM&xvBf>AF{po6ZIdz1VpVeL_tAKUL z@b>qo#`@>AFh?}jxtEP%dl$1IOD7od1CDt5m^z8!p(hzYIuyzlsi!`kF^phdImXSMq8_^d+k zFawIZl-#pCE#I3>tMAU=yd9SvE><>fvq-*p{~Ze@cV|9@?XRf&his+J-Nh=s4I;LA zPH_@F^@8{mPw@B(VOz@9)4}v$2vzIm7sjd`ko(*b9^;9yo(gYZO%^J?<3_(LSxf__ z=ob_ItG+3f+2jAaT2L4FJ9oy8-m~2$@}c0^x=xWBlsk^cMZmR)^y61C{8=Tpi^8XG~Yr0?S^uI~0#{u6K|KFkKTxa%JL|JgU(S(rD*x>OlG0n58J+!18Lun&cxN-aN81P~RzyeQsgoMiN&fJ(v+y&s z2@tj_Dr8?B-nz`csb>6V=xSi6y=3(r7c%}Qsb|eX;8_C>{io_Q9CvcO*3DY;`<#q6 z?^ab2$5bPe_~>6v^e++)?Zs=u^I_Vpe~J8@zshGYGE4(T%&Rkffc8%BF2U+X}{;fGVL_EIo-=s?!pU}hvl745+)ucU?S zP?Onl6yqg-8|z?C>x0K|4rlNEtNGG3e2MkO+lj)4%7lfuMQoU`m?~VEZx9G6Hp6j6 z)Ok;XFB5&M&ugN&5%CGX8-zcEmS10s|KRCuQ$th3-&8qk`m_FUEdI_49G7T$)RtTD z8^>eD!1KWhiSdi~p8NAE{WdWsGTn(3>KBE<;+EhI0n+`WYPi6P1r7D`z^_uEjs!?)box{-$z_Rk&5kbLP(J?8e4UNzFN^D{Fk%a&EH z>)klDgE88cTlW%ZxBim*fVvuDj^w!)cUZ2=BR8g;r~Fda(mrW|Xz6qBH9OS4$vlu5 zo*((tm0Q(hOyOvJL*bG7I1sW>EY8unvhITD@L`3_tG%}Cpj*|V6Kxi!kuQ9VrC;5W zxhOOX{|KY;vEiA@``zU<+X~5T#8y|zKkAT*3owZFPz5N0z}>d^O-glHJJOx!?ilRy zt4`^Qu}s7{O{L=iE$^+r`2q+RYAd z6tfr9o(wB>Kqb^ylq)m;`@Pql(VPfU4=xuL2KqJ8I&W2^PYHnH^nn~3zbJ3Wmuc{g zsm941%3mL{TIAoe@A?CvrrJBnr$%FtRy>QdR^`X3vkw$*tEDy+_ouGCC@kN*&55lO z3yJ5XiT1{je@~_bzbDKM$5RObRN1u|W|7=uD4`8`Tep_uO1#fLNsp_*cVO9|+6|&IIHYJ0tk4wyzgu>c*~3-eSX+#S+dHN0NIk`l za8+duB9H~toLodY7oLCy7&fv+y33nL%rjNz6WQ+CCd?n1x{50xHq}7}B`;p+@ZgzR zAXSN|Z%luX=l1N}v3A>0{~#iw?P}XCXz|aNq!!r`A#HgaKb?Tt}q%#D!$*DD$2HXkQ06^iVZrDGLU&E?hLhqwuP#vFV(2afa19=bj*hAT^J5kSDc^9A6ozv}IAFBhR0zd(9 zMmL((ibOjDV-Bs!4vb)gi!iyupf_)PJeMmz>sBL4ePevMJHPzXn<|&y%Sz7L+w?2% zn3O!PU>K@Z!S*;hUs;`UTWh%c5f*RYeYc!9F8j1g$p7#8zmvjjbM5DAWA(z+o2ahj zjhk)iF%oSFJ_>pz+TY0m1_>`kv{tIL1aKvhs!aP^QR3Zm4#iR0T)LI6L)1{o&Qk5J z@;7^P13(aIAV|Sz?)1^E75G3~>VHh!3X{)<5SN!=3{FQJ&B5j%aS^=I)krT%J&k*! z!bPW4i!UX!hP7Rdyq@D98~i(ycXlzdq{ka{CX-7i+2a{tbAUe^y^A-VLh6EdtLKcI zCR{3t8d`V(@!eopFZXR{qdukUwGSeko}|Y|Tm#p)3b5fXv^NH?!1dv<1{#~&_?cln zTn6~(J)I4okguFm9d$ly=>SL-Te61A3U(E({6@|l83D9gY%EseJdOKqQLLQt zB#Xel<9XQ5rn}l7ap;rR#(fbTet}27w&=FN(G371fCnEyRqV&PG6mDP7$FxeTP0eT zVcJsOKKpk8HWq)Q20Ta()=yBXH#1bz2dAY?n@wF4YXE!Gzk{Dx4G5ez^bJk0;D1xz z$IHY|7vm`|r1QnH3f;68DM^CobwA-}(z#8yZu8QJy+d??Q~o|6oFLvvZFrIdMI+a> z;d=UP19CCm+-g7-6+vSgFY14R_!#ZSA+K20$@f~aU1F6p=hlmxm9785hlO02p`WKu zk&o~jdH8SDuwkWiovV-0{9(dDEr%L9tS?>^&nbQ4G7#`ns1GR-E;F`)CeU!!+<~Us z8O_q}qMnpwY2nZV!~K)$YEcch|NG(^fh@M5!gtoyJ|A`UOJhEr-(F1-YLEN7u9|C< zr&gfbV9{Xxn>ar9X?ptE&QKWNgOsYGL?6Yrgt@@AYRt(DzJjV2lcsL>dL^}k-{q(l z)Z<~Ph)@gHaP|AR#kJ_uCnv_W)nZO30wVG}N4%GGWcHR?D5cJG;8wbT9B0lGU-oog zTw|chPIkvIn|q#di7~t_$Rf~JrSfgZ%gSvT(|NKw(0SK@fe)$AxI(FCjik%nds1-uillveTR;Y5K|&F$Wp_7h61|Re6Em6ry~-@m>vu3Sw`f|%HQasxY6@8B zUh8qIyNkbsU-?B7A9=+8yCOkLQ(T;=qXCpi;c{ciRbTK6Vn#v^e|Tk1+GDNl-+#R_ zrIt^Hp6!R@TQruvU{~yF_wf*8HQatUOwIg}?k)tNnrjnfkGMsEd~bd&%JTP2m+@&8 z3*K;&JHng#raUc^2A(Qv*nv(xYQE9CnVDlJ?+Bk0ljipk>tpe+3H)o&2p$OZK6{@9 zszs(+hyNgHLsSJ4)9gaPITy?Oo;#8|DZur9568dX1rs{aM6EX)I0N3r@h`{4@|PWM z;c-OZ=8{s7SdIS#Cc^B8uw1v(*)Tn)&Uzy(b>r>>wB4iq zsgvRy!wso4K4WVcMo!)|>(0}8(~G?P zsWo%tQzwCEY%Frgt~pxh!bBwlS9#VY3|e#EYFNlRLC~`5v@jWTEEHfoHZ-)ZTGlu* zsW&;)mMrZCDo{R)kd|_u0uy56t;#+emuF?O&M`35U47^>_xcp(%ArpZ+-x%S4L^S$jM|5G#xJhgH=m=JWEy6izeq+@hSA&3#W^uh8beqXZ(wySK>XOcnrJU;0 zl~XSefeVw=XK!_I27A*-U7T?QJthL3g|z&ynl<_GpliearG6^MLu%& zw~PLbZ{V?h%fkD?3*yd@6f@!mwR*u@sT(qAO%g|%FkKpJmGSbVl>yxCH8t zqjLxIGkk;3Mr?#RHNlqN+QSD+{`K3d1X|hD%$6Uk+8MP|a9AZpBjY678^gTNp$YQF zP@OOIh6?lQ`Xz|NnJ+4N4(1;PMKv|wM-evd)yDsZ?CdM-<-~Y(bVP_;!31ht6s7(= z=56X83C?<`%aapOdXF(H@zVfM>>;z;@;163BJ4=LiDR%ppTX^b7NV7%NZ{J5bUl_^ zdZ&e$cCCfr94W?ro8ylaIr$0Q9{<=i`swLAM)kjMpQjK9+1yLhgWS?lu8r9K;imM_ zMX^cL_#!@VVgJ_o*XHt%<6F4lK?HxCZnisI6(MAqtEkD)aG*VFo!k8IRr0+m(fa$w zr}J<7s?wB1jq7S8qZeSfUbz>x{A24IV=hj55Y?d-@By|MBhYQbaoi~dU&Ky@orn*u z#7nt&5kGw$>v9(n^-lCn#yC3sT>ep#AfN>vw$K}|Scu#ILM=;>q&|(wcIu4RhdUZC z=8bgnz11M5Rxyh(22W@?HS~0+?^eh;pFlh9Uu(t7!ocU1YVylMmd&%IXGLWpuPT@C zi0;vC^E&FNH7FoeTt$Y6ZW7;ARy`DV3sd1`Febe2aPtpkMSi&u$>x2YSl9_d zvkxqQ)dlXTvhWyaS-4ytINzHsSK4G34X3w>ri^ z%|35>oGe{NO22WDvTzxZ!|t(TTi6uy;;!{;(jryDv9=vSQg7?$)8`yA3m}{)%MHpi zA=36s=W}W8`WR0~_A@cscz+AH3&hi+p>5*B*S=$k1M9vp>@X~&>X$11mv z>`jzz?q;+v&V-$2?R7T8;z^C&M&xuoLXEd%lOy^hkUGzOc;s7*ci?Bc;7z*Cj-Ki^ zXn7{9uc+NG{>w(C8gn1& zJ?wf&wO@c;d@Lzdefdj*HcU^Ru7eV`FM;53C6SB`^i3aK?UGm?y1*ixNVA&NSDIL3P?=VL1sJ?I?-$0mb9}`-)vpX_tjr&_+~w|fq`w-F z6A=RS6USEb+m;IHrY{{;=;#MyV?XI8pa{6H!D&x|eTap$S-7*uV61vv_E&7!s}~5LjeN%^$PBNu0Y5%+!!j*I%L!k6 z@y)gK2xkNS9fm>v;cuj}!N)Hvo!%X@5O=OFJ5mWGvYThREVX7O8$_87A6@3_HU8bz zIbOm#I98%I^`{dE4ZNli3CSXYH@8e{9DX(GQFAD+j3pKvtnFv41zLFOKMdTc-nL{l zM)2CS^SP;ndIZ~lnqIwi8h~U3q4d#d!-k9uj>~7LS^BYrn#uH4=+zbt`=W=@;E{M< z%igtXp32PtG-M~`*$?TSu=r2&jAPB^-JJ=P<_2J5%DDt?d7-UDPMPdox!^%kZ_Uio zu4(wg4D{q2%k^33)o2!M;l;5kC)JwU=Ga3rORrh)o91-b(zxI$uTk)dJl(uIBwU`q zD@|zU+e5<~y{0FKIMj_SIP~Rnl3KTgKUm2OZ_*=W*rSV4gJt>4Ly=lhGa|uG%fCH& z2{a726^v=PQuB_Bsh5T4a{sFc_4*h`F}Ozu=i%#%(uZtHn?8fTHx|Q5Hb5s4Qt*!Y zI*GSQ->KK~#11%1GrTnt5&kIt{JgR|W#;ak3GHG=AKJ@Y=Z#d? zy9i!7-S{<3x*pklxiO)+)Rf(d)EFGs`E%`nV@B8+Vt3prP3X0UIPi`+Y`XQX^_yI^ z;p$nlb8?;p^c%0)Q8%aO0MZS54&TZ|(8S5KL!Vbr@Tbd=RO}Ad5i;Zn8M$o!yi>gJ z_rDP3*P>Sm%7P>HQxN!>c0Bvt?QyjSvh%*{JftTqy^sD<4)`N$7oyHNULOoO95vkO z`)UaPQuE{i(58zVsl)<}Yt2>;8{>VU6j{mtrnvMsl&51YQ^G&-=6zKJ?U zQj2G5kSAB5bD*SMCd$`;(AS1=)*rn=PQtKm)y`&^5}3&OM3+rwdXt(?uTz3B2=lW3 zIEQy+{6zXZ^?YGWv9Rrny&eh0gMjhHpR=)r0jWK_dIA%|2-8K?a7*yUq|%@!;(_>iVu=D~BG1o1{l0 zbZ>jg321EQ6e)53O7drOZuEWA-+1byZ$IKZbYuH7cgKQOx-7P9v2=<18D?USlZ||* zezdcGly78J)uQDZkz-CyH}$&p5&0?oxzg<7i)`6j4Q^{4K)#VVTrgvDe}%(L+mMg* z+Ku||xvrj{hGhpj&2pI~_X#ZHVLP)KQ&3RbY+TAf4RF(IFnjF#j(CLZvzeLJVg12g z@O67F6moy0hnA>5i<$3EKY6OC_N%oIc4vQ%?1pOhpE`*>qGvFeAFeHG^Q>hYbvpC`D%FP>Wyvv%6|--w!5J+8N!IbJLD=FBr4 z*L$2`-t7IllKWb|#$Vr4w%Jiw2!~z6xZL-Y3GRDG$m-D~sBj<`Ma`$Fn|GgYF!X{3 z(Qq=Wp3B5G@Lpta!}D&uoQM1Cr|@A8rR2eujaRmh!iSG3cT$i-<{#y~Jim!QYM2k< z*%M?l{a{w3Uscy>GkmhOHg1X0P17~cHeZGf;BWE*?t!?ijsPp&BL2 zvf^#hGsPj3VRjxS>1vRLwpg;0No<8yWny3omeAc0;2xCyYi6(S;|Fl+tw+%A$@s6f z+|(tjz#YWuT@PQ9p>@D&PHE6n`o^Y?*~)eyrt%&=Gjs zZ&D6#K>j$ZeRJFA$Bn97C7)fVO4P`sUlK=W1Zg?A9*d9>tDO5Q z$zHb8axp@fCc2i$#97jmo^1c8eZCo?$NDi%$#K<))QhN|_s*!!Gmws6@BDI{l6zp~ z8M{=YOlJmd7uuG$_pP=H%^Y!Es#rKF51Nnlv5Zto@zh)Qund(H31g5)=Ob3WDQB*) zAwo#HZq#@=>Cyp+pglDr*qvVGkjnF%gY)PSBGX+~BnP1(=O$iov}&GRn7 z<#^^|+_8?b*j9!G)j%z9S!sWaEP7P7wMRZxEGi?sM{amiwr!;Ly!XnajE6b~MRr&& z8+d6{xzp+$s7LNv*YLpO#ouLiMXO*OC#N^MaPh!j1v2yBRma9xRs%Vy)Ni^W$Z_o? zQFNbQ0|aRH%gx%%ciQTUyRKvoS;604A0}3bft0lKQLF>9g~3VXZ%J`t**xz1m-YiB z4HjCdFH7jsG~9R78>#C!>qIr;i2{5oXWK{e8Of_Pr8$I%6QL;9QObmZU@pDQ)>del zBOUV2vg9QG;-aJ~`P7=V$xuD>uSd!UQ;(T61h}hn$1(OIh9lunsMSw3mSyY9v=>S} zZ6=F)Nt~AvmL6eEt2JW`YwwJzDT(i_I?y`iy?s^jPr&ie)^&TghGn|(o&Dc9?vmoL zIbHb9X&7WenEkPjoq=Ye=ipo>==_$eMTdXFIhe4S#Tad$$?Y&h$6$aetg56SobsAC zvh9&t`;ig9KZJp5t~Bv1JKtwYtt+tMZ9fv8^EsdXK;pNn#c?@ixS%1LwscjtKdo=v zyfnNR^jzu>lSfaGW0Yc)jE|>T$+~V*kqu@>Aa}d2B%Q0ryvw-j5s}Qrl*iRik~^zD zHq(3-E-lI=OU-=Lm|^we>FO~{ngQP9h%2TEle`Fc9c^7i+F0dg^uF)R^8`qiW$?)D z(FA3rVg>U0dy;Y)@g8^k`1b)%i>S%@*0;Z1J61;p{A%GtZW3J8cjePHe&-WVzcyWV zeh#mc%rcm6AY+b?B=&tzJz?o=r70c-Ng)a1>Aecg0eP}c%t$U22&}adiGc4oS5mH+ zB`=me7Nftht>mr=@uQ*6iap#9YHTE`5zVAMf*e(gxhV6)mhG02$)u=4*z~@clyDy6 zW$ZoU;-7@;eLsJ6|3tcad3z$g2hQZ!&)sE5cd;Ok=n4fU1gX zu@?t!FwbYW@<06~sXY;~(5&BM8~JfJ(LBs?fzbzNU@QT|4!hml83K?BB{B$O*ycpw zQjQRI9*HUa$AU(j&E-EKu{`CbY~DFkf_xo|3cyIoZT(6+`Me^!umjC;|ulf^Vd# z=O0%!6MTF|ITwwMlCu85_{lvvEsgw)^XC3C>NQ*%*9f!09*;}1=v-@E{`$OP3wbFK zvTMRWc#j(XqGGqP#?R+_Z0XPKc4y2lxv^u%rvs1Nnn#VNbL`orn3$5EBQr~c`dKHe zTaL)k(@4%wHyj9rLMnxjtNaLC7W5#w@(NTWT&bdy?Yn%me&gsie|OVYirX;?-#ZRT zA_=ShI8CKGShruL20BFEAIy?vCFdE4d2rPma&(=OVbJhR!Nsl@x%+It zytV84>%2(0#r_s^EGTHZ>qNMgf50^$t@wfWS}RQU)XB)5(?e-=c^%7g2WP!>U+P|% zf}z^uDdN(lx^LQ|>EaKFtGDVJrsAI!Glk18g!Hh-py>Xn3OXwyWIL&(*u!L}n!dtb zoIh*38Ex!x(&|cVKqc`7gt9i7r`dRRBzge){?dCH9w(^j67hmFGhekX!(X+Pr`O|D zOoht6%OQnpvFR2l;{HwHCv#j|m9{$XFo#MZthd1xNrNT{%l-A?_?Pj>6|w0YXP%g4;07<@pxP>vr$B5+0#Y5jC@FXb7o`@k~#yd^&V_ z*?{*(Q=v(X!&{7@yb%JO%)aD`i|wfVO8()8L`!h^t2?RZ3K!nzZ$d@Q;XE_drN6n7 zQ$sk|*AyrPDYwdDGCBSK7fom3(B${Wdy!OHq@+OsVRSbLh)OD7U?YTqlr*DLx)czQ z94VpF-912RQ@R^QNo)v=ypO+o?|*Q%o#)v(?|6Ow?|s9sDYS^5wAhdbbugP&cJpcZ zmEm=ok{0sn&oWQRxWC2fSkZS&IVsyl0XLNUDJVH1B0!UGEmgoc#dSa!6*`#cRykRS zzuJ0;INq2U*+B*lp^wGHoOgm#f3lst?4C8ihD%cu9b4MpeiaiN45|C-dYg~$oN*)X z(Dd0LvT%KE(jiH6-1a2mJFj`}jSbr^`fTb{#AGafdbdu|bxzvg8zyES6;O{S>>TNCzaA#>Ebm#DD)>mBTe=sY=|(?jmlxV|OgD)%#$p z4YQFy4+tK=-o(q@E%ma*d4v&+U*~^e*8I_2K2sMZPTisI^B{|iscc6zh-`Q64Pj5i z(WqyHZf(kX&)B%}feJiunu}l6e;#T*U<;0KT5}~EaA(aH?O_M)5`q=*=;@a;gXS+$ z&21LyY>`hC+9h3z!9o`Q9hpMO;y~#3e60JQ*=AkJoHTi)cm*+|EE;mI4x&d<_9 zDmk8A^u^W6+Y{A!ci1oXI`Soeh38jLn51U~`_dc*4oP)fE_*arFmTsVnNR0*76I=V zJyJs7)9l=Y7^F%Acj);$B05Z--CXTYO)*P2In~B_N*1pz9pg675P7(GoLmOOfWW}e z?}dMrrW(AzT?kq11RzG0>Th8l#GbSSj_r`l*WC6-qVHRQskYfaE7D^gi~k4hdK8)K zqs2h=h!h7$bGf|@g(~>?{G5VHNKsvjl%pY1kHVhy9Wh4qFMHPg?Yxj37=vGvuj!-W5H)!r=oP-|_U;c4XgxD+QC`xI4RPx!*i2ow5 zpQ0bhNTqQ#K#d}?e|FmE^Vz-5>UtfJNKxS}kcpUF^IR=JO$%he*Ko??1uh4~v6;%# zoa*hqKe&8gKW>={ApI~ zb5dJJ>aWllI@q_iDm{~lDo>*6>LM~ey9Ku$nE=jMDvj(6xjFU%s{cs%X(^an3y=%;py z-0yk1%@Jsa&!q$q^0>7cd@c+tsiF4`#C9VhQJWY_OZ#z`$fdD{bd zp9O73-jF47T*!97?^J!5jbn^~j!2312v>2`2Q1mqLdYP!O&#?P_Bj?#A4Ny~aIRDX)(_SW#o2Lp)T=lIshh{+=wvkmHNO4r4(FXRPwhPuIQLwZ zC=6*+2GIn^k%Ds=H&}!#<2>Bv=GxFvX6Hrlhk6?Bl$p@<^hkwI-N* zq%_r<@d|^!@Soqzwf);zH*&Lb)_SggxW}AUy&iL|x(AN}?zIIQp%R+oqGPo{zt!h5 zTh0N(7GZl_(b{R4#Sb$5J9p?5T&nYp9-Q)$Kdv!Ry7JE5?SD%9rBSJdj5Fzdyz1oR?85|a)qQ*>z zoGD;-5DtB~S0g0vAB$wxBD)0k*j*Oar^kJ`o~)%QLCe|e0JBaElo5p?=wJ&m6L#W?%NDZ*PKJB<-LisLCr2f-ItMd3sv+P=RrPknlqm zUFiW&LVb-QHc*&(U%FE!Qr-@ z-3UQ^1*>KSSIN6iHy%KSg=i8q%Y;^U8Dh4d`u$U?qdL~~4ZPN$! zHMh(#Rt`@o0ABH$w}s?0V0d&Jf2 zKtO;+6i;eyotwYhw)vV>uK3fWOh15P*iy&J{M~ap8aD2sUIS^>y>X$n#+zoj+G zg(Ygy1F>uKRP`^|>QpO;1gZFc)NbJ)7!bzsMYFj}C|y+p5U58ZFKgM0g{q-*LlI{a zhhhJ9jP+t4b7H#Fb1W5RPw__}68F9~B$(O5b7*W26WKT5U1EP1!nqhQ);(tXH{!%i z=^X$0p2a0r$SbTqYF6=>Z0yc&=buraPFS>oB!jkVa*Ryr{eMZ=rYb8HKhx#Bmr6;mO3Yw=zy3JiLv&6A^wTuSY z8r5vXlqAjWbq)ydrSObUtIbc9d4^^}Ck-5Og+{91Q`Ru(7`!;USszF$ilgIk7?+Rx zOu;sWu#^KG^?Eif^_<+80ef#_pK>7)l&+9G(s5HiSXFQsELzJppDH!SNX~a`TXr68){Gww(b+HRshlNrab_ zb-R?uT2gcmImtz^kBR8m_=Sd?%`&|U6a2;@zj(FTNEx$l;!xcG6FC)c-Hj4#$K}1w zbUV}`InT) z%|T!LRce=4b_lbhYuQ(Z$eEIDSpy5&8y_{*!o6>B$7Pp0*hTXIlC)HE`}4ylX9x6B z&fyEV(Z*;0+?QUg3XiUdm^9pwoj{terVH)qk+r77C7)82EP#>T6;WyaY7hnhmK03~dmWbPV5Jy+D zZK{wiU|hVU@1TT6^~e)}ZQX8<0*9ltNBTaH^>AukjRravGc)OSt(aBeH8wrQZ4O2r z70M6#$8kX~v$}7u$$4S%`K)?dBV6&MWKg*_DK5p7;pW7wd-ioF8KtB+YhN@*RGaPW zKL3pS;l$>a=zTy1$wh4vra8Oft5iQ?sxFZ%*0zw81TCv~yRbkHc3-_ycoulnU9|ak zx*}OKE(+oMa>SdA?P+d0zFee;t+bT-NR)~+ujB|DbsG0QSk-s3Mde00`A*D38VL80 zHp2RzRPW6|b+klpIF$Fn-h-{C+LcQd9SLbr6Zg*gMKyvKdVaH&Drob-*K&AEaM^u` zw)^LY`S^6l-m@~i#x9rOy(kt{29FW&&bXQ*$tA1O*sl0T(n8cOH%`3+GAlcGHnekl zV!oj8ZiXQayb`9U6@tX>EcNni1TRIN2)%9K1ELQH6byfCc}=ally$--Ios2OWN+6Q z;upRC44XDjLV3w}S}pdMNE_?>g?IkEid$_Ir6Ho(nwG5MY8SDj+$D)=&QmsYNxypS zA}u&owdl4yn@<8uB{+OCA~%J3NWh$`v}_!IWTE{S*Cv!1H}v}AZ5-cW-kFPT;IjojY~&Z2+~^rlh>m>K zxfoHGjUyv5D7Z}L($FKU&W&<*#g<8r@i(l=7hp8WsNZZAE5)ePbkCWsaHe3tml<0}KK5(Il zQuHE+MaA5kvL>*Qo?Q7BZLPqQ`%`FZ{WK$R(4gX~Y zBJXA|uiGd{T?N#hsPKHU4~nX7R%^^_OuJyCV{lcxepjlUNTvC&shhUoF$-%wQ8k-_ zvB_FTyUyEblnH#-OkwJngnN8-`v+PxvsIT}Wd_uTmDMD)H|y6>n&;US0w?KK3hDQF z0t`I=%o4WDa$0_3?72!f)k*j--COOMNgHm;y_W#qT$Mt-sTeJeP#C|$aeg|y378hC zK58i&<_eca)U0qFLEhxz5ar_`LY-JC-LnjS%_S{ql2=3F@;@#GOAhp+o`vYN?Uc;~ z990i@I)j!$fsmlnCg)Xj=V9$_@0XX3kxzg5+SvQ`(G>>HOu_J-R$Y2OoG=Hi9m`Zy zf=AtsU)z=gzTy2NSCLNG?N$M%&)q3MDlR&nJWQc3uggaz@ba|cnu~sGrEC+$ynCK1 zH+L5q9&t~a;04(*Upo>mO6H_-1aNq3Q+ab z);%mkb~&dj`B>XifjtmC713^dmVX@O4wq8x)qeT9#|^RKimYakFCx?+D2fmz*xXo` zgHE(ou(b~^L-+2AljDm&+eUJh{D?INn--EgYLlKJDT)VX;%er(7=IqeFbN z<o;C*lj%WwzdqgrSWhe3F+SV7jm~dVj+zr z)`OU@8qt-&DOrZ}B8GD5KvC}2!MlZO%b@(!AnzpR(tzL4d(DPw0C0pD?FaJt=v>B> z-@=qUf75L{bEiEbkgXLZ$A`JBYO|vnaUkSAV}c&}Ju~%z&meC)@gATBvQL%;R6trz z;{KUvR2QF)?JERC%r!ZFl{Pg^NVt5D*zA-^WP>o5t=3rM_6pMan4t#?;JGlx>kM#L zc-AN)wCaN_Yh(C6YEYXwvmxAnyjpI|+kTbC;pAkv!p%Cs@Ajr5o_^CoaqDZiton7& zb(k9wU2vY@FDRmq5KjrI%c{w9maNS&_tL>w@c*s(g#DLQv-K&E(yI=0826}0>;&|U z-2hDwuh2;sjo;KH^Xamd=~Rc;3GxeoztTu>c=LOB!TTN-$a(Nv((=RWBXs@RMbw37 z0*chjwk5rvuH_J0?n`HA#x2Wy*3@JM;y%L*I5ry+Gy;YrB?&4pv0s zs|CI&@l>PQE_4FlU1W5PWdG$`5qO+Gl`XeSE>o9AVz}H+*gty<_lfFZ_R+M6`06`MiLeEbxc!{BRJqdN_!T8VEQ_j_qhviKqsT^CeyU3*X7gJtVo{|(TD(FH zsOQn>f^HD=#DPaZS{&K_r0OKrk?wlT=@7Sh>is$?!k!B+YpPsJ@oXk$V`Y_V5b*8I z)J<~~f25T|_HNj+)ORF`r(9kbW_Lb?`2UU=ywGfHaT?xC<7N_U6P`VXmk$nMr<$XD z(IKpivTP{%8@o%Rxx_-Lh0$sA6vw4H5g9Sqk7TI=h7G3iPl3?jc34K|e&}C?2pRI* z4Bf!~z{Z+FL1=ZG-+J-8z5;a?>i=wC(nw02v*pfC#|+G#w4fjgo8bUUbN#|=vF|&t z-|h@`+9~(M4xpR8$^f$mQq2*+fp*-USL+z3mK%QoT>*UoL(_K0KP~U9_@<(MAM@RH z>uz{)Etlja9$%O(sY#lP$d=-BNE7rN==<2Zxmv)=akHJ1b(#>b_tIcK2^B(sB!P@f7e%2r&F@I{2#^?@=I09+!umTopwsf#Q~WwjnJ&v zti9Mx+vH9^yUy0{GeCAC2V`!(Ol}S3oM?_*esI*;;<8rKc|CgCI5j%J-|TJLC;@Tx zvU#gyH*EPgI^@l*{aJ=_gl{JVLU%jVdFbwTXO~8hV*ZU=^m(*EK#j0Sog8g)N8Sc@ ztzokcDLwO-UdR+MC)dtj>`CA{-Egu0Ntc7N&!Ptg60~>*Y;?TGM6+ULB`-%kw?Di_ zYSU~HxvlLqD2`If>L?bjTg>4#TTK2}*K}C`m!kA={W%b5pI!B-Z7tZ8O=Pq>fF}oT zE-46~*38Sj#+U((R)65y(?#QH&GAv9R&1~%`EN_(FE0h(4K++#hP~}djqOT6xQErm zTn+B(-RLUeVA>h;Hi?H~!ohMDT*h~dadX#se%Sq}S_2k=143ZQ!fc7V-c_z(>)vdx z6UOyP9Y>`@P^24q?^}}yyZ43f^%5dQtSyD0$UAz$D7pz@Z@MAN+n-FeWS zqKN5h&uQ_BgzaZ#HqCluS$sE#si{GUI#{uU*ZrmV`n)>7=~vu+dW)70Se7A{W*h478$x=!?IbRhjI2HIfAYKDM92em(Q=LQ zow9eeBOOclp#GE7E>HlE#2hrP9VYuP(w4(NvV0zB@_2-l-Hnx+rVygf`3W1n2kHr7 zUHFjs=)3F$hmFnmT9J2>k#BnfcA^yJZS~m0YpcodE5e)RvhK63t&%1|DaX`IBgDeV zn8wWeZWoCrFK)It3WcU(OT84K5T6FT%OBCU{zDtM93@5A4|n3QCTiVq$pR*73R58m zF|9HfGHizjZ2~qJ+avX0>%T87rBKVq@$0MW{>-l{l!WvNGxsm*Isk>Lts*D#$_zS< z#0W_R-PAAd$v)ckp;dJjpsqG@Ys;L!-5%Un+Sx(!KV2|Mg*SE_-&lsNwbtI*x!N&O z94KP>BWZ4~X}HOC#xrOYl`v^3fmXRupm%v?ScYVkPX*rjHEJa6BveGbd=MH@Fzca` zM_#GUs!ROvohiqI;+A!_bMXYUfLSK9W?%W?x;)6od1b7|b8`1hX!6x#)U#k1TLpD* zc7%hQ;HCy{B`KWrrz(n7D@R`TkL1F8W0v+*(igKO19W&QLl()Bs2q24h%F9B2VsRE`dE{-xgh8&%n zdxbf3)UIfKL)0pYX!Td8*NWLlXo`FZIp+7UU48xz2mRC~7zK%8xMPeS0SPTuwUi|I zruGHAyvUwZj1m|LWL0wavHPSW^g^y69oIn}@HINQUBGTK-95ZC^uhwycc0vPc#c4T z&Q0x4{EjLMJr&z>%}3G~2B0O5iQJk*;tBsXa8cXn4`*yu^4sAOQEU6-HEp^B4LYfc zZsxxW!}*%Vv_8&cRyQyRsx@E0I#wNo`ezL;bjb6!G`CFHzig~(HcTZYoiRCC?mTvH ze_8nfgqG-1CG6aDMM!*UK+c-%Mly*p@2g}URR=FqnywMmY;%Js=#pfKKaAyd_$%L2g)d$$r%c> zJ^_CL4jJeA%)MnzyZIetJ$JRd zWKzEKgiUqxS$szSx$7pRUxE1i$!~^s;N)%2^*PV_MQ%wI7_xXYlJvKYY5XC`>pVtE zVHuYnRw>Z66X((UL)+iUMRsJ(j6g0*m?Tc>7J5lZM_h;eS8Uygq;IfUz`KXV{B(ay zgA5h%mu)`yL2d@i4cqf9rrh{Wq#N}xNkZX4z)|ko9LIUlP3Px}(S7Wwu?8hvFx%UW z;s?F&A2Rhz%X?!N@PCfiqDY$PJuf%S^q3m=xvgG;Qov0`oYdgdmr_!-ZSjp_pjsiDWxjD|5fLi zm<9qQhia?A-N4J_S)%}>J#PX>zrL0nBlbOC$sm?C3@!^!d%bbMDAn-kuX=!{Y`Sg> zWSqVXJo!|t_6HiU`$u0PuXd4qY!<1QX{Uvhg$pht?#kN(&E!c?HRdI-PMSv7+t@t7}=fjUKBivzXzT{R|6KVpMy+F-p+OE zvh6PxxF>e!a+6TWNzS0Qe7Qm4M7R905pfdKY0>c#!nBV_gD=dBJLy}EPTN}0vR~bu zM5y!&zerbYlfxXwn{YS?ZI9m#kS?_TBQL-tx+dWu%zM14J!ozJ=;y8Is@0cbG3%Z- zkjH}@1<$dV$tQ$89LSAN0(6`DUPo1%)52Q~8hL5u18`LZxEOeL!DOnOQSOW`$GlWW zP&217|8H5D-0cAQ+=9d~z1;fpDLH>~L=^pItOv|j>a|#t;MED+AG_Q4Do+N? z{YR(b=KM4973_%6M|^QU7hxv2(Uphc%|!kwQFwVkWVeORn{G%*H=SwKbW6U_i5067 zE_3%{X+cFq?pYlof?IQuoofWcIl~+H)7&f)8 z*Mly1b4up?jaS_d;aBGxeiTGP_g$6_{M>^tjTDZ^TCX2LP*~w<>i))VePW6y|0C$1 ztG1(+&*otrVapx1(1CoTrM4h#4Cc?yb@Qsc6nJti-#u2dU6*+^53|M}NlJ1q6^@I7 zK3#!MJRBJy>tTZQw8?r*0j^e?Bs2%jGtl+8$Qp3$?wGfNgMqrYQ2WPdUb{%Rl0mV@kxav-s5hQ?a-9fPzaEbj>~nu zo;6vxW($FiEEQy!Y&}yvFMyxYzrF#Q&#<0=>5!dwqZi}{x4!4k;D^`YGAp_|ttc|k z2y<9Y{xy#vLPeHcu?9~08JPINz3jJAy#a7x_IKMKE&TVjp#WQ@P>tRJv~a&svYWyI z5cDl8t6e8nIdGi&)FkzG)|TRl!?GLf(nvEsYqBD(DC_pT2ad%MWWwT{W23?T_|#n5h`kC0 zblDGO8HvI72UZ6L?Yo5u=1~Vrjs7|Tv5~|eR&lc7X59>*N2$cX8QfOME6U_}T(&`E z<`{8fY*d{3SDxvkT=cQ70&J#!(ndN=1#y~}_Y(XcwH2Jh0q2^C!cleeH~y6}y!GKI(gzXnlg5@dpmgW1=4sgs8KK{$%(Zzkco*qTXwtGI} z{>d7hod&=7bjCw!gQ~l-9=}|lctXz;*NJsCdL*4{eSjWmA(ez%P{bl2Et37 zDITPK+E(jfa}m?}QX`w6EDk}RqjhjT=e+zoWypyTm8}LFCCfe=Jw`;*3qNAUD*Lr+iK>$Y_!jB+1gUm`mlf^BCVGW; z15YmwUjk({(!u>&lxzsH-e&yzX5sgO#ME~NLN7D(Lavr*w!4mAI8l0AwlNjoUl7X= z=4Fj{AYm#`{Y~8J$|jk+Z+*xOu{B}RAvM9We@1ZF?BprZF%LS%|AyU&BSFY!inEXA zQE|$k?=JB9ddv5I2_uT_a=xdN(>(l=P9A4^WDLwLXD=M6JXoj>k~TGy4;6!hfLu>| zU*P7Bsz!3cO(SvA@=gEOL8NlxGSZ!&sZq}NVwGkvrzGKtgA~Z~ z+4Vx8q>`MTCwpTm^$O_%>T1+k>I0Vtta`c4(6|G4muHJ=!oZxvn8EjeKN2z=d=;rF zi?5_6!Fy(M@Di(taj+P2_ndoi%5>-c4ZGeWMTBl=h&wl8s6}YSIq9sap~}Cx_FYG$ z?mEg*jA{AW1+H7ZJj)&g&Xy{&7n@Fc9qZA%rVPKMGIBMq$Uk-|<^{(NCA7W&p-Jji z+k85V;CIlo`&_pbAx5^}0g{uRSj+L$6==h;4DOpOO}JCXy<`98@5+m6JTq?}!O5Vc z*7cN(W~i`I8e$AKB=`T~$$C zxPgjY!X-tJ@Z-cxs+eWJ$7x#T^6l{YFAy}F=$HtY(m&Q&#&?E z;a{MszxF5HcGW9|twL`lSW;C6$7opFxFQ z*e@c7vB!7T7g^2}Quv1gMVwpi#6J4agVky}6J22}W)j}w7(3QY6RDJScVHADG0&54rf6)af?|REaWPU*A;Nlfpn50=9AD4aiTj>C$io&Wub<8} zH2wCX?cHXJr?ZG^Df_~-qxwA*7iyNoe-f9Kw7Dn69cP1jJUoVuuqWxQBM@w9YTpk& ze}P#P0w0c9*i!=xDxkjD*X}qxw4ouG`zi;v^aQ3RJ5wSw(HlW{HA+XbUEh-yg9#2? zlo&*{y9Z)=_$7Hrk;S1M?Rg)*J)e_o`4g{UJ5*n#khlI9Q{HZCBVvyI?h?Q+b6kD9 zP%Wt6a81`Ba?E@YN_m&^;;l0Qog^LZl9EN*XnO7dWE->_4D*}|Z`RbfY~|7(2;CeW zQ%-HtC2A1>)Gx@zO2x?xEc=zDEG@}Hx{_{6sfWAF`X$l_#M8ihn^cq}!vv-o7!be) zzFOSPurDds_xhYqL2EWk!>hmhMF@$j!^;ngl(_HK5j2ZIet=e(_oG>*bFhX*f8ilx zEVq~9=2OL;&E}S|u!B)qBMNJa?c!Q~bYGX=Sfuc6T)Y2P+w79-4NfN|H!aAx=t$ku z5#&g-8#iwIJV)!JxX+|J?!>S;9R69z3eVNE1^8~o`6!loXo|IM< zR}b#p!^V4Gt!q2GZqX()^5y}JEEUt3-y>Bx{u-RZ=CkWF(tt(wk&wDvEkeC7lP={}4M!u6 zJmhT&NY(pKBMiMej@s} z=C>$L7V@5t9uKxRKcjr{MP3hBPz5wvj@Z9PTRdr`?O?F5nyzw)ZJMaR&s+JKnDNg2 z=ml%3_ELww(V(#PGN_R33M$;UQf3_1drDNsc%I_2*v=z!aa8ecRq8;SZsF|1eDI@b z`i2i;!)f%f{I2qJnsk*aB%+%f$6>MoT~RTcp4y;Y^*Pq!A=~5@na9(OV2Kf79QATrXYwga_p!ANTup@P!Z}n1zMH% zt|y$D!ZZ6IkmyF7o77CLHubR?0nM)RqhjPp%NLowbOq~&=bLtGZM%-_o}|<1Yi)LZ zQD6Gsro0TME8INTQAHarY9H3i+Bk{q8mE)s`CJ#7BsIDyG>UFMR>@onLL=Xu<+Piv zwe9pQpaC$RH#xg{ny}spdTGI!#f z38bSe-A18KS2#cb7K$zG?pb55{Wkwm$Utq3_vbE&0c~LKg9_`l41>-e;bI4C^4K7( zY)`cSTCe0Ub1$N>oZ*%K$L@V3>QAPa7-?kvr!+-xP`J#mko&eiDtZ6ERLNgoD&f2!So-_uXWTW+`jkxK-`#j<6f0)-|q~}EffA(da_cqH_HG`Q;biFU}k|h_sxv5|A3}?SL9rxdU z2WQml@n33=ngpJ+9o;>utuBwQGo`TyK|ylT6^TT1>m?M-?t9rEYlVr2SUS%Wmv6?5 z00kE~T}Fn}E~qsMb^YnK&V_$v`Ud$~eMZpxt@T zvgOqZtwJ{9pA{y=iT`}yb3S>-SLzlaML3`@g4N2jDYXhn)jllru)OjBYh+6~c!p5p zSv_;~DZUvUoLX2)zUxv4K|l7;wm!hPJ=h|0k#g-5*>+8A09xOyX@=vE3#7stI|{1P zw@(Ru&Y$iMu*#YT*oD*{Aqo?7ePbos&YiO&$f#q#%$9XR67SMTcYHe}T(y)qd;%6Q zC2$rJ0f4{eAH{sA^GErE%CLnW$h#v}Y}Z?zZWOz`;aKThR}vKc-io;#Ddw)`g_(bj zdj+R9{dTHS5Kr96aX<7y?tMeLo2{;c`-q>*!;0@aXO7%8iU6?4!s!3CsO8okwJ2{o!;qIh4qAMbB_M26+!x+h**_ z@i%fBI$pX*e4))9!rw&Wf}TC`h}b6l)DGFIVQn=fbqmiMb+^T<=#N_GVF!m}Go9QKT53j5N{iQ@pAlo2CPm%08(G~N&v))aLhK<1JC zIIZv>Jcg4qH^}|v1W`;?Ix0X<2^&Pl_a70hx;O^RJvuE<8cuOLY<#mEUIiJ<*dgrx z=qkzKH046GU>%`9h4Uh(*#%Doe$I)wXSQ@#9FnK{S;z3TB~JA$48vA9A`?kr0XUCl z!1Xj2^qQXtSP>9@fH^VR@`K!LLnFK&Xz+Um=XWC=&Zl5Axb2U7iP1Lz z4(2s=?OkCFr+t;Yi0hHSc$U2pQs)zzMR8B=S5%T=B&}~lbK%E}5H0bL>*r)#vD5<} zz(i|ryvO&VW%2!bNwd@48O+Rqa_h_=7bh`9)tDM@OQ#Ajl`{Ey<~a|6 zud_lSD63xVq^U_i%TisWpnyT(r~pc2e?NF*_1*NM`QF^j0Fh^`$C$ElfU8r!D(7_S z|6LucxcEbWEF;-c^zEBmTmmk8{*JIY!*anB>G1nnsD52EDvJpt?OH$x5kATS} zgk(bs0v^tI27cDLx`6zq?$XAn@KBH#VBkKNIEr=7^P#3?gsc5Mm6e28QD+4RoZ)jE z!kT{%<}~{c{-PMqnJtZOuKUkPm1^l9{BTg!{Ngo)I@iHb)K%ovmAhjY#CBL zWZAW}dmQ@!{K5J52j$Ymq(s#*ENZ&G^Aiv7&yfWDp$TxM$Pj=2#4Dw;lmK+v z7OVfY#_AzsJ9Yqr*F&wpSziLcCPsXF!4jqnpv}E(Lry_tWJD*76H%#K3j}`Bgd9wr z)qGi%zB5-@ycX84XfR#g!HOPsKU`~ka5!bz8UoqNbb3Wi5^|d1v-W|6Y!hmCGL9u1 ziG#GSQ;30_qCSlKLqv3^Zn{(xnaI~yX0Ytb38(@Z;*ZKn9iD1xe!>0<;z1Hd5%xH6 zh=QO`IJ_u;>NTq+kUf%Jop4fbRHspQ`QHkG9jVus-AA4OyJ%1~owJa-M3OLnw7~L~ zGV3{lpn%iVk>vG#_+e z`zW(flqTuN9`fj#ulS}>lfl1ZXa;BbE2AZUw(&S|sW^HoDI+Wy7^NK9w-0aE!~Q4; z3>lBw`vcJpl|mW{!xQjb1%75j(doQj|J#>%kD>quLG;x5QC|5jaxAW(ql7zvD!_3i zm@*>l9?X<1AS8OFM~TJFJZj||)0$>xU>t8QxQ`5(woI0j+^8p5u zSd&*;RRseNwjnz*7aIqsQosN4tN5tq-@mo@O1<;e1bZR-(AN6xBrGy}Gnf*pWVr&U zqb(J2;2x#G6vNFQiIOzi(IueY!-_B$MjP2?!=?FH>*e~zK*~Y>-q-qS;ACfvY=h?T zH}->5ucyxkLfZy2_kvEJ7}YCsbsi6Ytq94dgxh~Pl5TDY$5+957-B<-7!hKMTi`aU zFy(~RwKp0ijvfD=3zdL9js5R5{H?VoT?o>NC&pCx=NXqbNYm*vF}7SA4?#q>IC~D& z>!6&w_Whv_wT)!>L!x_5goc{oxLBzhy|gSE{>Ztk1X1vhqkCtB=453R4{4`7o9YsE z2t+rT<+34(UMAsjdxm|_(#56&=b%bHi=GuaWPSBdisETi@3|}#|5r!@#aAJ(&7r5Q ziAIYmZiR)$X)dE z`)pH&)@yWR51`qC+4Q|sp9#sueV;00cA_U*i=(AI;~pvnMQaezTjd`-2%_Z(3Ns!J zv8s`MR9(zocl9Y733}mQIhzn`>8l!5u4;T5*Jz$xw&(}-A8=iP{1-(_do1l-8(j5@ z8(*c>#{Q`Y)d?b}WPW*f9XKKy@kzy8V*b6VKeUu>i7Z08+AEMpPs^U0H5FZJe-7dG3&fe#~31GH61SlPV)IuojDGG zrbjuRXRinJRL6tCQzGnIh~R$S0FD)t2|;S{Gk^(aU`x06ZrFTgv2}iIfFW01=8T8Zzqp>CyOmWSCI#wcoM;hl$a1$<@2KA%1E-|Xt)n4Qj2&tVmu7$h2dT|B} zwq7_Z_AY+@Z)7e0o3zQc29><;(peq5_ibN_=RdbHn=BaiB~cR&0XG5~ZMP>*hd4|J zZ<DH15aK2!`5W&ous4i zT1VDi7qL#-av|0d{*5Oj)yyyLmCXre9LN<%mCrpyUSgr50B2W0l#_`I~Q`l-Hot`2-Y8N+)r$~}S2!$L#h zFh^>k=nR|P=tUm0+EZm?wuLfkHVJ`drAKPtTKeYPGx;lf+UvHHduOn+ zzRAPH#MHN%7@@2F_Q5stfZ&>=1f^`Pz(1@!BW}>V{aS#t-PFJkUVAS;@FrEpaIgW&B6j~F9QP5!J61p46^_}$`_2ph`|C{-! zI1~1G>wTX5zE7V?)MVRmt~jlY_>flab1o+fi0a9r!s11p#*^F|tMPEoOFxM7CvdH| zt3pMbv;;lHPnu$gD~JhgY0qa9>rT4viv5&(A^dcF>vcc$BK^C1m0pm6y;Yw7Fn*1KwUCNEb3LrMm^ zRrU?wUdhz9Jz+0jeSRW>mdGWs2+zEyo+tCvve{bcE*ajNqL_^q1m5S^Z_if@sml^eo^=Ubz+{MWR6fSVI z!aCJfw6L1dtVU%FIf9SV(*i2XUcF`y4xpa(cpLyF2)e>z#!gk=`dwSG?=|HN)a~I} zj!u$NmMui@FyL0#r9k0KH-eg#vd>tLn7otH?d>^(7JI)usY}UMiI*?g6h0CkZ z->`Cv+$H-b4$J zMs{}z>YM_F`CFWnt#Y4Wd<+hR9PtgzjQwINz*OA!>yJ!_=|37AM^F!Mts6Pv2w|9- zPk$(HHI|HTFiOh;h=9!N(VGFcgSn^Kz#qtI*?A!G@oa`GNVHdh+dzMEKE8J zP&yG#q;JlPYo%iixre`OZVV`mLGDc~6+;xNs!6`)33g(+Dep^&WJ>72%QT2ySvw@FD)Ie3M{MRZgWaf?&W z8^Ul^t*t+}m!pf5nisvK$qlM#(b8MU`VUC#H zg3!9{1;01P#DQzWb}yPuD@kcij-`lWwYxrWum802ej&N=6o!VaO+ltTI5>^>tdB)F zIr{gw!IQoiX5AN-A=asskFa6WX5PpLX9Kxjbbb}XGRy<)oj-(0YSPU8LD99%jVU`? z=NmCFsd8v+^COOw|7oD~##P-z5kALsp}I612$7FP%Olp;sDM4{Z*2m~KbtY5PtS@; zjmOfbL%xnn*M5~anjDh`;@UwMJ07o#uMbv(RxWz3uTTC~zCw21SeK(;JYW3y%I}kH zuFnv8MFQd46#y3Dkusk(jw^`aO!N@|`Y6rUlpUY1`j!-4BV=}hwl&S2Zew*B)9BVV zgiPNF3N&7wYbF6GPbP?@Ho#JjR$Ku3CU%B7KMY~D>4%s5w=a;l<;(9S3Z0;=v2wLd z7+$q+8C_pr+g>zRxuFBpBn=xC9FX4QZ#^MXZyaUL_25~*1i1FKJSKLKNrcDo954K1 zV8cTAuWODMZ*6pl5ty5TKF!6H@E~86j3ylV0jvGvVE-7|;e;P7sV(d*Wbi+Q`PtKL zMd0(P;8{h!x3iLXtx8>Gn}q-ebFIgo)HhuAti$9RZ+oTLV)A~o981EXS%^dPT2bG59XtvsRsyvLB^ywtq*%R56+lKl_m8J>a z8#Xf`?j0YX?8YC)=*UOYtW6x6vh%vtu5}!hkk;4zvVS%s`GiHiN;<0^?#`k8YfmxX zlz6r)qF3zk;f5W3`NetGPJPC#nIJUS!B>atCi8wliakMwj&S&S8s6`ZKF`$# zioXd*aSiBt+ymk$m2VrX#q^AN0$d~KAKVw=o>5iYI*HNZ0NN1R;(6eaQOiGJE6;o~ zP*Rp4)WzWK3{~iP%($|N)u*OzgZ_K3C~NaFzzKvRY91U-vTh6y3g_wWiHaCU0Ip&d zMS!Dr`XvkBnlj_N7)(0YC#bo#@v#a#hSEBOiU7$}zp#42t=B5+YOjD8+cPa6JB;=~ zv~;_*jS7cQgj<^=SBslOg?ntYAKw}JJ(T2L^c5-AEh+owH2bzXBshmut~|^6Vszd( z4ibUNm_hh8WFEg`P8|pa2J-tmW@{8$3mLpoZ`a~)tKC4B zO9U-kw@*%4C>-qvpNDU4p9bZBiy1NCXl?LgQ?rx9{ zrMtVkYZ$s4q@-hzPO0bcyI(wi!MRTFYwxu_YX*TJm0d&dN6T;?wmYwPD;Hckp|BUq zdOC$tmu?2oiQf54ans{@BxqwiIG8PYZR%eQW;0W~PT?UwjQ%PD8UN;(T4YG#im$B` z!XGB%ibNSW4sah$0u~y5NZF&CtTh%JLf0wg9Y(OhTPq{+WgS9wQRj^(4-;x!J0$RY z=kvyI(iwP<1nVcA(sUgk@r6r$$S?`85t+ zO*KcaF}-H%JVtEIu?QgWK+;cWu?v7K-E^0{ozG#w{8`s7d=_74PRyClInP;b(w7lN zHg2W{>asVrTg|R&^qx|>Jc|%D{N1Kper`Uy#3sr)JvH=h7xh0$LKD_e(~;o}#mz~@ z>;bnjCH(JP3)tQ}V;OxxEge&0AChzYYFqE-NLdA#kTTq)a5=8A#0ECv8?Qq^QgD0B zeGx3x<+SYS)AINY^=EDMs_4_sTHVm`R?#o1h|;irypcrOiPe?!3nnQBs=~FqXGcWa zjp@YTRNjBk_HwUH!PKn=i)L8@CWY%F!|np|oH%a$x~f}d*Yt@EGi*B9r|mB1bF{|% zC@*@dfBuph@jvV-@CGvASnn&{A4cUIdP+;C-DQZ#MA$P(()dfQe^o-;}M zPuAy(C%qdjn9nfWYruv3L8Ynk)6+$Z&t3SoWGV_k6gy-<0;V1wVvmF_I`ZXIDmAID zhXl}jpuirf^lTY{zbP4%oxb-wd0~@S>C|%adEW5+nxRv4nKsJG-%9}x#C6a`(|AUc z1NL72zl|Mc6aU2&Ag*q7@usIt#UD~ z2_Lmt{pDY%;b&n=GO=iPv-}8*2-Bx*k-DCgJ6Dh#55-ce{%3%2-z+f()GHQ$BVbFH zx^52qnGqy6^Zzau=vcnRxwKBpjSaUcZ*6jV^5az&{Q{ICZ5>U0xl0^Fv;QzxN%P;? z30vbERPg(Lt$ne;0<00|)a)( zhfR<3=4a~<;fn&&rS=oMrKRz|vbn6GZYcIt%Pc>gz z-C$?=>L7XCV;0>K6gEAw*n%&0R;J!2syJzjkEmua< zK%;?W#~=l2X9RxdoJYtXKHRv)Kyd?))+am;qwZIqkU#&ZWHN!wyK89F8#Ef=HJu<2 zEUDoRvy5cC$@)j`GiS>4N)6f$_!GsAL6%ZVWC87+OyS^Oi@Z?FPxPl+=rb@NFOq7b z6mM_y5P$TpS3vt~X~j23g>32E4>4AHvG{m8s2=$DY)vH4+`u~Ln@r>Dt*j#kp6j&J z4SsnU5&P=eqTVDL9fT1sDmy~^##^N>oIap3MR(+}HvD}i7R%Ch@XcnI>KI3|A}?c) zGHA=TgB9mw4+Q{W-#)>m;1LFUILHCdz^Idy0RK4^UlBM_`VfsBgAEY#LUrrp5S?E3 z-nOl#A?DjFi&_fK1$<(9i)vOJcbvA~P4L$TB&gs>#{XE+31V^H&uP&>bK||BUEx28 zKC*i5nNK)Y6qG)@+^4^O{Q8*M&r!&VVtI=52v9$#c$fbud996A@zCbXxvK;r@uT#_ zw1g4vMw%)oZDrlnRkl;H9NZ>nTmEu79qF_@5+mM>wp&TFar$@&VH+U^!v7jP_RS;2 zU-Jdx;Y5sYjy*ZmZSfAQV?5c~hAh?&3J^fN*8T%E)!Kpq;liNo1=B=bB3SR@Lz9<( z>tT!@0f4_9+kBT-N9L$R{{w`4%JU6GrBy?}T+Re!>C93&8KLjDW_zOt^I6<2seen- zY4+a>MfO*FNd)l&V3_H?W4oIi^~rN9$nUg}hUgL(S|Q0npB8sF|CsX(j&gq?n8EY@ zCmqFdbRfeP7o}anJ|@t_!qmpU<^qFBz9$udr{5`&+np41JkgFKAf(f12;e)M&yVOW z``y+l$1H(TtTZz1KN!CHZ<%p=y>UId<^u}f`f*!%I|Y`h6uCB!h?+sB)3+~Ul3A^ z_F8~(c1Oq0Tlb1?O4JZ5M%|ji#U)`7<|!R5pk2N^Lz@ZgFEWrZKyD@wXDJG+$|(~u z`K>?5d5w<~MjU|o^dS;Jir)%f(5_&dgL2ddmZKLzJp5*;i{pz(*gi&LRlOcISJ8^5 zp=<;(eEC-s*I;t)&F_XJY@Z&iuitS??uK9Ljt+Z14fqKEd@;5ngG$A$;(zf^;$%D>DFY=AI({k-zjVsck@$vO#srJp?aO- zwCO?K)=v{A9vSd~7_K(SVf(sgkMj`t-0#wLI@2XK-BXrVqaES)V?tqDQ}Wfryyfor zHePE4XRx3;K0o1$&GNUWBu0OoDsC=qbt_D(va48ia7EMn()?lcvo&H>(qJ)Cr3GSu zV) zaTLPt(1#n__LTx@*h_XqjB;!JqMt00kT0khO)!6emCRQM$-bLwfkoR#Au>OJBndO| z`UeC@RkB(Y&$WhvR7#zP@R%g|-H$&;5*YuUk)HHuY|(;wx5(Zl zvUM40OoWl!@6H4<1})?r*Zhpp7#b5FZ;MDcLVWTe`hwuq6S}%s2a*H?(|4@A0 z#xh(tz1LQAdtmWaO-(c7N|zBW1~HOBUN3ZT;5C!l-egDck~RodFP(QTw%4kY<#uZW z(XWKij;1{o8m=VY$Kx21fkz4o_C=M}zuN?g`cEVy+A1~UFTg$@pufE*`=^?e@)yR- z^7mCF(XIu{uK`qp*BWcXh1+Nu4B%{&4IS`ms8A4u@f#JQwZyC1tlL)$k=b*X>o>6x`;RaCZgtRJ>ax(Ins5DVb1i+I;Cx*e*oPQd{TW*>8JEjL5?t^4+ zdp|4UJk*C|I3tU=nmRC`9s9CjP=OfJ4FZa#R@fgYI2w~h_XGk6ExCmEdvW(&DgaOK zQKh1E&j5g1dkfyJO&>5h21|sxqhb?q7jBjc%F6!JXEfs4!?RDEYcHK-KwsGYt!en5 ztW_j+K6;OGzGhAB{?4@clgeKe%_nNZG4=N~1W;ja@S$nT&I&ssQ7DH!9j28J|0nJD z@RouQ#k$0qA$0h!Z|KU=S8I@AD^>~vvu|GOc3h$t06$2ZM6=>53 z!gniwCXqEK1~9=55V=c$4BjD|P5d$yRiIz6mg14+TkzOS(>u`^35ye3vFSW#=eeEP zWHunn8ZtKsF7~_ncg9o2|2Y#yd&)oCluPfSWr7F#-NsHHZ0=6gTUQL;&=l08F zb1oii)(!q}PYUeyzC8NGj~6U-zNztzg7hJLwqL1$k-0(Ng!Jf4zAAmOg8Vo^C>AJ zMA3uA>{!vD3(fHm1@>8wvEF7esi6x4#!*%mEoQK)-udOXhwgw=_*ST`*g(uOa@Y?w zCmlJ^q(-B64i;_wy*J{XK_ojP-~64RG8S-G2#_@14>BB@OtGw9XX@Gb5*X@U+$d&# zb|Du@fRwT}kYji4l@qtuhH?!h#5>)BNLA2}XwYId7 zQ_+q4OI0G%dE~YngVm#CB=AgG5a)6l`DPa5~}#$1B-#Uu-B=yq_7* zlJ!g-?`tEIHTAv4913_hFyz-PQchLo||9<;upvgN`9|?{Vg_;IPszuF|NJ;aqCF}C3hR;;6K|WW-T3! zY)6uTuayQU;fg-wvTt5F2O81Ka*rE4yJC?$kVe*7+?hJFhZ5H%w7ZS9MmMBSmKC+C z+EQXL+CFF7ksWCNDm2s68ZJ`IwAul(kA~t{Jl$*0v%GyBP7|tR3Oi4mfE}8QN7T8#9p;(q^06q&#toWV@rX1_4OeE zO%Zd;qR>P*=xh1~##*gI33zX7JSFApP~zAgoruGoio@EJ$&k^(BRt{~6vY3WCFBhC zUcb4V8OjmzT(Rw3_TeTMfq=Jp9>QUoVla0P1YHFm3ej&LP6kH zYOg}sf(?OQpza&R)%))BInlZYFX=ZihD5iJ8{|N56H_ZnE8PU!?_CTNZ`+ugGv#x5 zWgI2sd*)z;ETe(-@y-@(8==`z2?Y6Zm;@=c%*?SnW@EOFSv}T$+@=NxT)`Bv!iQgv zmOewQ^W&n}FKQl@Xvs04n0xzOe@;5Lh3zl8S9>Wcnt$|traPm>5FWBUUq{B!?l7ok z>RO7)>PqldJ<|Nsc2%uUgkB`3ynw&*&&w5k3K3q<6c`i3!%TDQX*7iF=+4#zK1H!P zU-h}amw2!{bsq43)8&fn)wv&DUpM!0{(J)%I`48_ce|Gg-Il-QWR*ge(xgsoAfoqK zRP|1TXD^60*9MB?5TcU8Mp(skk~J8_*C0$s)N<2b)GjGAs{?lBr!?L`dllRFDU=WO z6Dc?#nW$pRR``kSoEkz^Mvd>l*`dmC$dQZyx)t}||DLHIU96VQhl#3Ux!~_C8Z^xe z^W#`U>*S@-64w*=Hf-VP!5Im)w-$627#J0;^gs9ef75{vLQNz&Ht+WI?mHBUsf&9E zmIAH1UnxRGW2qkwUQOb3pOE$@c#TL81T1~UPV#0(V`F=1)^5X5qT@5UUX|U;@{}vg zSF#9q-2rp1IUEkoZH(}UrPu)|3}X{nOg~B(Wb0GsV6?;w7RDDwFSF78+24Sg=<^y& zoG#L6t`?rqRYMWo{8PVz`JG4vF_et)FNGb`;4mF{S9DPo-qMFnpEY2n;5^os_2w*B zVlWNsbs6R)3GVpWMeq6bsJ5+~>B+6eLK^GC!NCe{$48cZbKDBL#2XBmiho`kn7{N0 zQ19FI?hB0nnJn-UWKkWt8FpR7RE7(M*ml-_kNQrl`LuRqRLG|G(FCC|Pq7jI^0%}8 zZ|{EquX9Hjpi0`;`fQ~d&m7V)x4(G6%oLl3N7raW7I1ojxUEsoQ=aFm40Hw_EcFUa z;c8y#cov;DTFu*mtZ}PBX}-WuB5wK=xpk~KU+OpLMs=Y)+@ZC(RKGVDWd+so3_8xa z@lD=nOV7~d)K#kD1Vk$q|E@)(_Ld0?2e za2+e9jZ7?0%%*E22pk|3n|=7Os|5RQgSh~;U4aYxf1J@_8t*ID)W}QcYM|;Gsl@#p z=cgpfN?{5G2zbpVL423|iFQf(q!34GhPP(=VN(0E2`)&K!OL>WH~78e*ain5bD?T3?e$ly2+E3kW;3v z(n37c!1~QhPIDp&-U(ORQt|zHqlvoQN+zj=A0Q@iHur2yJ+v{`b{{t%xd?KqDn$J1}A5yuMQVP6>tZw)wDSSqp#W`iCWw z(T77a+^}X?xYaS9>T5X8K@bBNM#sS(}pp09BrpwC0jTea0DyAx2Go>(FE;{Rd0Qq%g+7fC?dJM}j&^ z3SV!QfhysWdeZ$0i!BJ%AlXw4FGsQ^wjWaJRF0bDCa<16T!%{g@upDwXYD5MYy0H+ zaXC`dx_Sjg@4uOq??WNaWzAo1H3UJs?u-rieFXbb=lSX_%g@6L&5jzGeTUu3F=g>@ zt`eeC#h%Xa4PR0#S`IJ+Aba9YK=|6OkcM?BGx;~;w|%;R>QVAz2^WS3~a6`Z)>^7D(()ylT9Xufv3Xv_lQ(2Bjo4aBV}Udr`+}xQ?C#^eH<2c zEGKC-J^chfnF?`jsX|gL(NG#hXCo)nWu%ZqGGH~I^Oq?@hwvLy7`weW;*pbgwK&T$ zC{(_AjKO@Z2Z7TwBZPi8^%v6*5$~XW`#b2KkIdf|f4TJXZO&l&0p<2im<-Y;@*DpF z(SG)M$LJFx*Vu4&ZKzQBG6~oc@@6lMmE37QITxfS={v_S_hhIUJx5s*NT_x@JW)}9 z42)d?b;v~~VP|w8mf!g|EiYdkB8MR3$RA#WAZZwSz(`YO+MhDRpBzU-w7)=$a$O;d z+yFkBSopzI1YmRo2?cVNy{!;qrBsV=4O+;?C8g6J2!84x{fnvTEHIxfGfr1|1JD&J zjX>`=WfxTstDR*G7g{u)c9CsVYO?rDP=eo5j=v-c({O+3IMkoaecJt)C@UMeu%Gv8 z!-Q%qbcZ0qoOQ#m8=3z#&;sZAdTyX99eU9s^f(5Pe{x9-BmT>3mE2^_UKzg4jH`+d zY~ci91(4`Dl0T`N;1iRN(?;J0?a6;5jLT&f(Ny`HO$76A1{G;EvzO^NG9Fj${F6m*pQW$17^r`!ppODY;wLia>}}s~6>ByaS~B6E)W(_^ z%rk-~ax1;nSpynUS`&e<1|5A1D<^K^k(yS#Nv%OFycuDw!F(Gt2*vEpeDgwM4Pi*6 z#r*s<`861t?$aqX1%t~n6Adi*sbP|l0zmDil0R9RZ6U$we1h~X3X-MzkRXkA)|VSX z9L7QfI^wrVc4*1Y_umqC#|%o^VOPszr|>^q1z++iTN`0KI7>c`|cw!{GV)JC|_ zt9o)aWS#-4`Q>7eZ+`-n2I(KKwdi=-+JtW$U7?>ufseeloplNSSJ|I;V`Hf>D`f7t zH&pm#mXQljdC>CIr&nUHi2%%5S!w!!b@RjjBp zaPoRy{#$^X5+tT2=Fr1PsX>8y+FiiVB(QAs(#fA6H04m)GToOC2oZOgJY&+M8;vh1 zjOBC8RlNU-eD-2wKw_6K7MlvTNmUR*_*Q@+ks}}nQZ?D@xE>%meXlM0jvV$u?PAg3 zCU4kpD0zl{{tExCn}E{woe^nKY(?7*26O997Bh?l7)#NAD(T6lKIJJwz$9K{pkhad zO6cg;-=`}r3;S=Jfvuqwj(ngVa0KaPY62}TjsnM z#$j>RNRnTi?5=y?Xsd+7jT)ptluSdDuEo}$K6MeSjE%v}A%S)^coHA1a<)uMwri;y z!b=*|-d@e0CB0O_h1q74q2@@~09W{y=;%3)&KCXhACMmX`4Cu%@%?GHsPj>&h)ulv zH>V?84ee05&8VIINe`0E+g1S7yyAMDBH{))YTbZJ=GTQvHHKYAG_{Dt_XX)L45vx_ zfG1|;{O8Eu5pL(bDYp8)agOBZ=_mpFfkme#?xJ*j&B%g${)khFrZa&*;U{EIs{a{v z$_a>fZ|{XLBorw_CJB?f?sj|cSBh|qQu)ZCVs_NkppEj}W)8d^&Qq&U7U89VXY+>^ z9}LttjArvtNe$rx3|PywIa)B)0Ws_`hdf2rRuLPQ9m&ff1-}1v1D!f@@)m?MBI#`kc zZe9KDwsYnujvLv`F835?bh%{kF+EB*R!05!DI{7ffr~N79Kd0S$7heqG1(liUo#pL zooNJ$$sz&sMbdE3rKqY5qFbmedbWcb4AR;|;IHeamRMY*7onOd)hsoglEb7%#09 zkAEp7WlNbwgLc~Y<(SGb4#AeJ#hS~dr~`}8r6AA&JbaRJZf1Yz%y34y1 z3SqBn+-~t-)DAAa`kwqpA}hg%F)NvwNo^om*&_KEq9iT-CyXg=c^x_L@bj3s9FQ|= zsEcEHyv&aIi8N4*iL0jE+EgfpGF{$IZWt>0&G1Nr==tx0(+aPQI^Inbs4nwjHwWu% z7Q0dtCLi)oJOtg+mmVUG^IUrQZfSNIs1f3|e|mKPbP5gmYi0xMB)bVRf+5KpVLcGM z1Q|!T2S0aL*1l54c{{fM<(1_u&RaGj=W)7pjX;SZ3(3!GP)S(Z&{$D{h$3$Vz#*hD zt7-?R#JM!TKamf>M%&7HuzPbu*IUGNO)yQPuG9<&fx})iR&nT-aiHNB0~VPF_{nl@Y=;J9)ZHL zmTr=mA;_4GAg=o~>sCB6R#~Wd>|`bD;}kuZ+H%$&JM4}j-42x{aT(1*qMSm@D}rG` z><{eRo&|lO!4izkO`)qXa`O9PHvORhqb9Yt2VM!s@T=p*!!hePy|7t4X38(vhkk|; zu*GCwU!aG!VZJ5(Pfk{VqdUl84(;r}s*Cbnn205y_keuoq7yvSF6Yt93vjx1EV$q< z8O&Dl|Esftd=zZ55%MwZl)Z#f8LOcYcihabLc+PzZx!h0c!f2>U+#E7%Umop(jXA~LBcn}2{^+hT=TOmX;!#i9kH zE_`6HI;Rk^1{RjM5PCMrA5AE&17cYg$6tGh-Uc*u?9$29zl*9`sWfZt^X|u6<~QiI zJ2gRA2dD%t-x)Lmh`P3^5>3iDdfhBV7q_hwua?gz2Gj!V_1Eo3hhaE}e#b;+UnHgHS+OvAp@Qxl_>%LvGtxbE53F z*)cjp`nIu#r9PUvUjp82{ixA)A)w&LqO*L?RA}|>ZWDSoPrNEj-B^Z5<7fWgH{|6>-KPlLt3L9A}spoFf>Pg1kDVT5ziG(FCei^0DX3~hb*YnmKMr+ zr0LjsPvWFxo?vDlicj$_PFzS)fRgC*S1+70?$F-qW}MDDw1Gh`7<%HQorkDol6-}E zZtKDo^!eu9mS!bGBj($)^o}i~p&UJ+eR_ssqlo`>R+K?6oiBj!D|~#3{Nagj-f`35 zEZjd#5|)j2X`n3W_ND)pHN{#9#MTG7aAgtZ_hP|e7vIKbjo+( zs^=o^y(E8f80y5sA=N5$HSXHFg~?B1!c^)GN@SUY|LDn(lFCo82T=6WawLXrO&~19 z`%-6Ob~x`rc4qJ~B;72a^RQ!z#!C8?1r?LYwAg#c=Ot0s^I)tcAjo#Y`3p*bC*8Z$ zEgiX+KUyRjt;Yj$jRI;GJYKV32pg>B9s#GQ#Q7cS^z7kfcEPljv(6i6A%+;@W0j8O(B$?q&k0DJnATj6(A|FpHUY#(&aGGG)}T+JEC-1I}T7i80XmXkSuu&t}qT z**>0T=kxox5KWDzFY6DdpOEgpH34_Yah!IHYB z@ON<#k^_xv`s}Kr_;J4xQ5;@bR_mwa{wkZPoU6bY zm7DzExi$}_By*tFc$D3NPo9jUA?7CQqY4h~=z$8j?4EWo=(T-|0peIkr^E`)lf=qnj#8~s20;F`p$=a z09!h|hdZdfFpeC{{^I($R-gs5vLNb^Pc1nEWX~JQEKWauOx!6U zPiMmbaEn1`^9n@U?3nH>wYp{07^Lm?s7++asFzZFw}$1B#pe?o2D=eXe|}fW{Z?}t z9@G~R$L>*=CVNM|8GPE#Ezd*6jti6O*`fca(|bfR+U#iTa<==8p{gBMB1I3Du4~XFy!oBx9_zd#91H?@%QR7YGzfx#(K=)*^U$ zDqdba-2DA|J!TTlP)fNe44PlQlMu9yx)VZv5Brq_$;b<#6l&@zQx zRB0vCkG`1ZUr*&@l~asNBu3EmCK7{;%T-N7F`1Pa)yK|}*rs=f6dK>q*Zo)ti-TGwXUi2&5+agEF)ajsHRO6spG?e1Hu*T{Z{9H`N3R|g(05|G~L)?A*!oHAZ z+!7X8O}HHg#P_@(ZBM^`e{?*$xeQxO7O@R)>UqYPKl)k#9>rm zxW_3qfRz%IlFe{N`smQllf6pM8;z7u)BcHe6l-;s`z?ntGBXkLBsy4xu|?&^n108J z3jnSZ7Z{7IkH>MP`mV%ihEcK!agW^hcg5&|sinmpaqcUiy(AKZ3m+McUl4)wd-#L~}$^9?6~rRT6vpm*vKu(2lz2;fRyKUCz!*WV5y1 zXh%m1`_3cI5Od}pfF?KOX!;#^Y?g`^6EIJ{{W2^4Zlnbh6uEke71t_hOlI>22!sA4 z<%foFj*Srbha{mv5PMV93nXIN@S~l*N;_NI>-In4P?6WoU6a2=;?UHNlcDYEsq~8c zI-b({LQR%;&=rDIVP~zeI@Hy?QbCp@FSwgB%8^frc+#BUo3cBg@^nyVqBXWL-STy(#NM0o{rX%fwQ6*o4nP+lxfkxM zH_fj4*Ie{lcz#-I<7*Bmo$Pzrcd2+&i+5_86&xbV1kREnuI6%;!p|X~l7!zo3_HX^Oan9& zxp^U~q-TG9Q!U@6b>M7xH8PmUVL;Y34(6-6M$3cd(rYM9%6Bo4qr#8_!#@H3s8PmI z2Ok3lGLQ=E@AkY4C%BxMKWGC`qT{#eMFcYR?Q=Ng$msZrDl6aunJx z9XIW#^s|T_c5KoIAq7lq^A8M*ge@+&T;src80G1e>SGR7w6_KUX9ndwFfMBvN_?5 z?{e zIp^mDLS_Iz5~H)JA=7eIPqyK^AzQrQWKqN0bR)j1P5iGe3{tRfQwdT=$^#5PI`Fy0 zF>cG))mR#)B#30tEuff`BiO62K>>q0LfPd?)crP<@a-4PXXyi3Pd5`? z8J{}i(`#S%#tMW`>J`@Pkpw}jYmi%qBe8!J2&6MEB^w*q#L|w0_#jE)$TS-#D=~ew zO_fyV|5_6w`Vn%ExH=ux%>7fLRlfK>Z55j&uz2*{&JW_trN%^R=AQB{?reL&;N7Cw zTj;T^wUv1zoQMyfeRXGcEE4~fe)I#KUUHIdp~&C#KCSn&4`aZx;HQpRf0Z4&vxm8w}uwC10S9 z${xao8-T`H0N7VYUH0!V{;DWbqcfXcSFIYnlQuK`C0&@60rss7rg2|RZBXV%l<%MZ zn3>rG#5r?T#Gr7jcn#)J7b((sD&}vRZ&0~H&hbC6W8FzS0F0&9JvYl&*Gu&}1Vt7a zmlL*f_;x1+xgOV7Rr2_ix<5ycZa>zZ-kzxhvmDG~PCs4NP?y*V{_+vYIFf}6U6Hdr z-Tt(=x&Jvs7gzKJr$Yp98^ETwIrg@`L9g;ruGOFD{Ex3%MAPoXd+2bBF3$Vl!tZ`Y z^54>)ZYt#Nh+w57oVP&XSk}?&FSKt6$gAgfw~dq~ZQup#z2=+1IS=&`jGb@0S0s_Y zCi9u!AwRgjh!NEASRKiTxdXC>%Fr(2my8DDR;3l2?aI3A?wKZp(&U)5vPdr)3noV$lo248V-HjQGzhy>nd@&Ni(2KjRMK2+lpg-%B@en! zE5N{PqjvdVW-86*Kk(?!>vIi+Xkk8|-K?mjx*tqX!`;Y}imY7|nAI9hqkA&ml<_fs zs{~5z-O)PiNdN2$^F-6YXk(U#XRJ0GN1JVx8C4JTx!m`1rHepr=>OkS~97 zJOZ%^$mT~&RFLziNFl?9^P?rAJ!euD(EipziLJk_6zMphd>YVre{O!p(%CiJzWZ^s zFXX?`zI>{YmgJ;AYYs1tyrK)}_qzYt(uDIdAAj*YN;&|E8wzVd@HqJ%~drsu|j4SWJ#KvSbdlo5T$@>^3E_(StOmmT967`PS7NwN|U_;>#A-g z`mL;@dP3?t}JKl(_qjYLJbW6MoTfA zLRuK=YaOa7Ca;nb+<~QRwL$sYql2=hUP)n=Zko6Zj2BmR?0%@zStxFEc#Yl4*Y`eT zqe~u9 zLdW?l_G%>S&~~ahaHz?}y$mb?xgb^rLN3MKwc)lXOhM% zAARKiEO=IA<~)fm@^6aSz{aB5ODZ%ZVCvAI;kR2Q^-hHA`KT+(!Q4-y=h~CsfMo5l z?AKVxO~Xy2#%+}6^7=G<<)&LF!qM*=HMRf`yjgeS-|fNR@Vd|4uyV>ono2A|LuTEr z(vn%F0n)i`r-N83x8_)%@k=Gb)C<}(<2r5VYPhX)D5oq~aDjy%+zk2<`rDz$x^f3=^& zs5eQxriOh)$a^+zXMaYsJ}8wt>fMP8jo$PvSMfDL%|!=dd_<>+h&Rz;d?Vt=dnXj` zX{wps&M#e8qD2p~k%Aq)EMHFdjmD^hE1K~><9A(i?{YUzMNzc7b1^tsRZStMdWyiP zex{o$S7J)(4fr$dsUerAMzwb+ham)?mJC$W*h&c-B_@ZOZ1IPhN=AeU=v}G?gK)w_ z)gW8(QD`jWvUJceEMhyG(PrG9!@VtzH8~~=5}dLe)*`Grty0a$B|lcHvOrd^P0Ix{ z@|#x~(jx1R?R)acX)Qqs>@!YF;VDkABHNa^f|-HwlLplu?2reVaiE5b#h;E(=nCw% z-<~MslR*=65xJFWfL}D>TzyIGpI(xZ$jSee>95mQbKH{vuz@{vxBcmAE&Vd@^Mb-6> z=}ysWpOrOv_MFC42iYG!rQD;)H&W62Y;9}aeF!~09&fo_;GvZ5q_%qxlV1^V?{X*r z;+DR@S&KDbYvM6ZR1nB?FrprNGQIy>foP}j6BA;!d3QcW(8>#Tg*%BRJTy3Pt-JNM zoabl6`JjV0roZ6H=g{w>Yf-9<3RI`prLKgT-O%Y}D3D*4t7rr?pnqW#7-YyP;r-Tl zBI(zWSR`+4)|++--RV1yA3XZ%V%**F+hTedybO^uaonVtYLDo6foH2yhgozH8q z;?mrH>*6pfZRNT2t@JpLL9{6CQLVeuo61i_is>nz=2`SM&ZC?A!qGM~QmhoDk}K#x zw*((FG~Y66_tQ^^ZSW8F0U|+HwWCp}j$JCna9uU;PyF*3uXg>pc*ZRSZ-u^-BUcxi z2y#!V6z@J)8Z+Nx?;(pSIeKzQjtmC1r5#U8(X*B@7~e!7rp4;guic@;%gkMYo59jc zBF$w-HN_Sq<_s9k6lS(kF*1=~1T{!ts3f+U-*(c7UzAu65Rc zLKl-IlPUPiWm;C)*8jn4Znk#Yo%nXmBO0A8Y;X^l$d{JCdkZM8blnn^)=}`_YLSIB zxWzdIwdAxE)vY+uVFjhem{eO@Is*hICMBuIi?Q6*?d7uE8m;$tImEpr^!(;2K~OIe z3Ts$`M+Vn??_KsubJ1g2Tct!-lX4>VE}80UC^CB2v7iYX^>fAG?7b}tQR*I4~ zWvbCsJo1B-dNaKJ{ECRhG$fnycupT15wqqlkP5jw$dK$|J$i#g*B`6^sWG;IF090$ zM**^iP3;~2AX~(Q6giKu83QqrMUXY>3_F!2s5~9C;&i%?v7NwkKSr1N5Kwx>6eBhq zbQ_t+in95csH9EvSjvXGko#!wIZ=U|BC>s~dTXgU@mau@16pm^n^3&K{g{^*LcznT z00Zq3N&-J~um1@bxGQuwkqHv~-|Ld`t7X?{woEf=+f2HJI1&!LV$(-j^n(WxC)@IE zMmvt40t^dH3KmP*uK4~r-AmRX z;hdbyWx_6N2eZHNQr%l(Rs|}S^Vl7$Y+~d1=K&bJzUSnmP?6(*8Dxi*zt=Y8Sqn0$ zg5E_FzU7g8lT078I*LPPa9@duO6dC|kwJq9t?OVB_gBru;=uVbzll>f1#VRQ8y{$M z%i<`zs#I&RKkLMKFY;zj8j+6J;kz;zwQU(vS)dc|Ilm<2l6tebUSIU5Y(%o+%Xsor zWXm|^30Gyz1&@deDwHT)jL>}SMf|oUpAz|>cB6Bh5vR(|4yns89TEXhXuUYeWGiB^*rIOv3U{1R~@72 zcQ}Y7Lgr2k>tqJeZVVJJ#K~bK;m7{}g)HPsRfvrqZ9a@IBNc<>cU^VW9VHm*8e1u> zUK{dK#GZuqX(Z0@>jWGcYS=f_(mdb6!pWjVSj(;KI@o?j4yxv~5Xac5Cdkcy8;4TcUp=CUbe#O%JZCezw@kkqv85&SQ+|*Eq*F0x6ca3%2)toxGfgGQcj%dl%7(0xqEI83cX6~c;pnpmNVOyd zDfkCkmMD+&DJ_RwIyrcm6J^oGd2o~D%~Wh<25q@tq`kB|;c~-q{ND#mNw<3K zQ7;IQM7@>Ynl?zs-_-uT*YNs;M2a57;LL@e|8pGMHss+UQhC?s-<`sWykFXWBa>I4 zXp81j&3aZz(P3S`;&RH)o$!r=1x_yD{WR3=?d?2r3g;w}+U4KFJApP>rmx@Sg7=7; zKG|8<&~ntLQmYxZ)JF=`@Y9+6X|+OiIz@^4fhYunStp?$*PLPuP(GEp@bWE4@@>v& z2BK8|-ZQWeEvB+ELUWSM6Jd>qt9Ub-9t_r3_ZDd#a-@iMT`M9mr?ZxV71<{8AP0^-B#%YF`4~FlFjQORi zd%mDlwN-KyP)+Jj-zHka(!|$@Up?4M)m0P4$n=Jjy>;rOZhaX68?WE5E!?F8^MIkD z7+;t(>p|!p#XLauGd0b5qW(PQO;bpJLkWROJ*ah@$j}8OG=U6AM#>T8bO65v^&^P! zZ_w8(_g=oDW$~3mIbP6g@!@o>N8kB2S5kxFha`NqEMRzYk*LAZh-+}Y)I0RMg1|+- z1Qm5zxm74Wn1qwfglc%;xuUSaU5Qo`F~dQi!?)|+=L!D&iTys2r)2^tNE z0>bkjv;~SvSwkkZM!BH;c<8{Q`kgMaC5-M6<_$~@+XInfT)UMx2Alig zP&HCa@p4NvzB9$=Cgj9-o`_^yKYin|AJ}en=KLKGa-I&Ii|9%TO2JxvhBro&bCYp74mw@#|zY5m~^tS`CH|?HwoU2+mjjDIF2ufDzRk&-&?AJ;q1vT`MGAhKNg}IuG)bn z|9>tQ{5Bljk+NPNzOHj2MgKpJt}-CXCI~Ct92^`ShtjQdr+~E7(IwK|E#0LO(j_3> z-7PKMNOyOCFW;a0`QGgA?9A-UGtUS$Giu&tVK?zvZpx+gNVV+!Q{=N5iV|ipwCPSB zskY+P){Dh{I?t2=2|o-s9bLyWYERJRId|z?anv<{rhq@mrjq<(#m*x%>M>$ao~J#^ zY}4h2cr5-t$`bwQ?}mm-P$c$gccLdL@`Dk*K9I1dc_B~kOA8X975pKJZ)lU&#D^>d z$tpdgr+P4U#x*j&ZaTIdF*POb;R4$1Eo>awS6*BPv2SmJAtoB4_Q*<}+J)qopFi<} z<1k6mVI-B?QGFd;cxRE#b?kQT{+J!z*Uni z2)r%%d*nFP+E!dI#gVh}yszYzXf%+1?8d8waF1p9q)C(M#=^krj^~3meEpOpu}O%#tJac{uQQdl zDTlH-Oyop%j`fjU%J6=!{fI_aVRdPd)NF0GWHSR6n(3D*1{Bx+8tw#$sSI6v-Iml< zU#G4E{F~XKnMoi5;tO8&^J+&?+OEG>@_9J<>}5q^)V84TA;NJ9KZR664jCWL-xyVy zkst$%n>Q5lUx^OZnS1h3TF=!(k~j2qo$27`(>n)i<6xDdrXIaEMYeJN)aDJCk-rbh$uA^b& zkd0|uX-i&|)fXVAk&4#Xw=#5o?)Xiu@V^ZL@We*T;>P6$e+IGu+A1r%o!{53p3$BW z!^@vS>Y3qYxLhH=mtx)WeHQ7xDb-_UDcFLOyRHAwFA{BA%hv;hEaJ!~9&>CSDlw67 z{848K)g8OywVTpoh)KXon@?*`)h35s4~(5`iG023>gNvp^hlPjd{Xb&%?1k}n#C@vkLE9}$+^{VZ2 zy?tTk4Z|kPQ>xpi94eA~&m#vw8Z{OR&dwO}rbs`i#du3wPBqMTjIT9$6E3z%BI!9; z;oGlZuSq?UUTA(xsl5;~&7-$#-8zhx(d-2D-~~MzbW%|H$;>30%<+g>_9-Ug05)nk z3757H9oi~hOX|hZNPU6Wl-@KFY0uj+LAaT0ozc|LN#cTL#d6ox{ckGqS;bfJz@1xs zI*z1)4O39?)+Fm}Pl4Nsj-6z&yLy=oe!dn6JNGwse%8RC{KxE@6wx zR)k4U*L=No#V0DoJp7nFPZ0swrEcE;<>I5Oj$CmkFgNA~+z~apt&ddVKTJeEj2u*e z*eqs$WMC z=;i+@W!h-jY@31(T$TzdZYr2d-x-ZgDDX@MDI07`=0{=a2>%s8$qlpLt3IX87{6PE$tj$zHw&@yZm763nm&WI^n?SKiE(*X}9N9*%- zGU4sf%p-LOr`we$fVpO@zOm76sz--14UF$$m<*(V2Jrbz_NTaWSSolhp7+YVN}7j^ z^zg;lUhgZuH^Y<3nW9+xAiz9QLC1&H>5!i&D~nOYYs+B5Nsvtf)Q<&Vk)gZI1E4{& zUZ$}ZHp)Daz5(~^3+Oh3|Exbuo_MwVXK2owSn8oPe%X0Hk));@q+$T0S<_at7CDG; z%3@R#;THx%2n)mQjyb;a2X#^-da)QBqTyRh_N4Ee+yOEQWb19|)QL7)O$38{%Fe1@y-^Ct{EM5N9b0i!PR6}mlb1>857LfjP$7f*y{g8=&(@x*YQJb?pj|- zO8k%L&o>i)4#+4R;U$~8Rna;FG^S9nG7alUJjT9^2$P>;gz_SxjGT%qkeKS&fVLdX zT&e61Max;A+7JH>t#~)AU%|mjrIsGP{7Urdx`Ac_V{io5Ff<#kvd|)+YZ<*HLJ+sxe z!$kH;WxYV@kiL+5J6j=P{5i?fbDDE_>39gt}rucwZ;w>d2nzj|&tQ$`1?X%cDh z>s0icXn9XN7QRp1U%Q6sT7EsXzLeyfwY+a8SxoLw$}~chnDt{tlY5|C^RkK;fxNA7 zkMZMCTye0ZZKZ*g>p^hPoQ>SUTZpiy+gsz468ckGa)=ZH*=9%#+bw2RxubL5p~FUm z!@x-Vob|EmbJbaIVrz6Y?zP-&7+jGyEEV-V6Juyvu-+-HQ1`C_IxZ%wk(xSEHfeIr zhI_K>%Ig$il*PTS-RCpqnb&Rme=amtancj(^s9I<+oFkSx^G?>d)p^M6shaH&p*@K zM^oRfgf&cwz($osUj+%t*(uF4>7j}29Y@{U&qFcWa``Nbya0T#ADQ`u)5`a9H!ZF+6gyY`L@ zcuNceA23Sq%u-j}AplelNYQ`)Np_tI?v8yEj@(1A&M{6C*`7f)QtaB=ow7Q%O*^8OzLIhkPaKU+8D^^mT=b7cJuUt@!G+~rx^j_3hXl5 zr2x?sW&V(L@d#UC9J2syURxnFQLuS}&sp&f28~NG=8uaYgZ|7J%3>OMUtTLZg0t9* zh3eo0jSZ4Ochh_E10KcLK}6pf)04n5gtn8;Ct zV(zm;r;dGs&?V58T*poX3Ic*ZVI3k<4hkXy3Q4TT0#Xm)6+!nX{KaKsvelGmE|b+~ z<`eApfl6H^?dqq2N;f8kw;zSpkF6LDzeT9$t@b|CxejD_#Hw)}7~{O@&WYdm>ewUS z6idsM6I%^ebN};v`n}|SD8RUqE5Husg~}+fDc|6jrab9d(eos=!%~4tYZ224i-r7tMEiqK0}&&qRhul!tLf+uM-)0RRn62xUK7whmNQ<0Y~=MFSDTw6!8^(=&_HOVAy=G$ zSv~n0JdXdbQUV$XC{s;czzWxgJoed1YyjhG1J;Xb_3^y7v+x^j_n?INGM-;fA-5VT z2~R{*m_b1GwKjdCH$bh`q}?5+8MjD?m4ZnR+E(|4GLrVsD|&C2KsJ?4^|XJQ-u|4p zO#+5*E?$!<9>h?MJYU{QeJ8M4NXk=g-4eS1NPI#uieLYJx5C@}z)P~9aV!v_N|%(; zz)GAsCs!*Bg_51dAc8|_Qmfa{*^WCn!fhMQiepW4&$D=&ZQeZ%H}`~ zy~tqAK*#;l14T_61?x~{ubTjmOXqV}{+-Zh-Ks?kkU4-JYI^4(D zUk(mrvZ6ScX#m!{0MDCJe?m+9d6JrmX!^XAOf6OTDAVhR&S^dyjRzt`H=@ zHA`~i-~?b~Ayb3F@HmHjWimQD3ZP>buV)fGu|3gm@eJOUGW$)XerOF-R|KQBAbf<- zM0-`B(HIy^nsY$osRy$3`Mf(4r-**P_ipJUFOni9Y=+{89^4HA91g{vl@4lB7 z+z-+h()3TQ_nVSBIUl&vPCg5KHxstGwYF`zbs0@2d({G9TW-sqX^;4A>|dlH25k9G zSABi$jr#cu1Gg^bae0CPYd9<6)=lfx>(#Z0H;(Rp$|#pgc4|1A^^liY)*8vd%)wI3 zW6Z*j?<6BrK&IhR>hEd<&WWnA@Ho&c zqp8ONvPMii2z9y*{eVh?0)T#M35r6dO<}ni2zWbd%4@O|CBO*M@~(BZ{gfuj%ATM= zrQm*b{?f`|H8XoLrp=kdD$|q*3IQ{IH$-!iwN>{CHu4(d`xJb_cax%+_S4zc(x~k0 z&uw7hj3_nBL5>f$7WWMWOz&IFPjr9xPErjB1}X+zRE69#Kxrtm+JJDgK7U3k;(1?>SVx`-2;m3(XU$yGTCSDCx?)C4z54f;CX~R_!St zoK<+$vJ+~;9^6uJ8y!XWj~jS2AFCUQTs)WsAj)S!?s7%9w!SlG7akQ3GNHFG11;c{ zoImzha%E_=S)v$==-x)u!{PS~bd;a$j&)F`HS!IFlsD)JU$aCAU)T0b zm5KkG86DzQ?$e5(V{W^IaNm4i`4IUVT#;<~(+4^LoLBcN)l2?1i{UdZUG1S?L5RvP zv=V*4e#yMA#t3Jf9nkvg?Zuuz-TlgMJ%A19jlc-R`h3f8+QZyjYCAmY&_on+){&e> zJyuoR&_WDh)bG+^*(?8c&G^g&#WEz`W1%ROB<)9s@^`9!@pp)yzsAe3 zZl%t!5CrDN&-mYy_v3B(`~&X^uo;Zc4ua5WcDzMDG zYdwVTzZHG^NusyCxXd%t(2h7-o)jR$>74z4uG2`Quo!~otUX%cRpQ+@d~{FO!;6jA zlzu!95---8g&bvyk!AUBg5oNH*=yf&u#X*V;0)l9Y_K2}Ri6LMdVcU&%->pD&CyU|(yF z&Tk($j=cP&KOZ+3gQNJnt`GHxgX3i_Y5W_7csv=7_kiH4RsyM{%XKJQXii zMl>NBIUL1nZ2C;yKCuY04v1%5$#{qvK4*vxx>pHi$y*@@By~Pgnc)_IE?;z-yuf%e z;bCh5loEO_Xxk#trX2Gz^-U58^5qW_SRGX5hNac2RPdeLs6q~lz=)EH%6UWq41$`^-r?6m*SqJde6vEN;pFfM`w3zSrmAZ{`ST>}!jai$0T4*J( zKVpBqEFT(D?#tksAS`edcR*yBz&-NwOI*{fAOlJTxZ>*`qd!&>mA}?YKnOBx^pbu_Nvy_X5EU z6LINaM#a0@p`b78RYA{@nuEJth7^7>)}DJaF+9hKsz*#*sH&Yhp#bK_6Ag-Hm<^t` zwUKV|uSp|;cCu0n2_h&+Pt|=yKs1`wR&41%yIGk{oC4WLuqngQwBL2?S*#JEbNds= zZ6hN!_aTP9##AIL#yp=1Hc0he(pU)Oy;sz<4PhNJ$6jb$y=JcRMe7f7biI3!wBAl@ z4c)P^H10Mr7B8Nt#rD~Ju3Zd1fblEVW3ty*b0N=rCt2$gxQ)lQ^x~0Sg$U4LMu zE?tSE8w&qszs{gD)lapM7Oz#%n?#QJYd69g{O!G6n_WQR{0O*+Rgn^s-b~|rjLhRb z!Gq0h?M=6EzheOZ%F%Sy0|f}H;;?RkS^+#g z`FRW(2;8M6-}pJx-_5$}?9EV`El2Ct7Qe1D39-7=fRxY=Rt#)&yc);9K3u2-tAn>6 zm-5&NC2qJ<>&%p|Zlso1h+hRU&Q->sIucfUNgkqdDf0%pz|9X_Z3@B`)aH;e21X3f z^J;YAfO(3}uEc}QJsgQ;4Ip!(2OEZNj7}SofW}&bhK~y3J2#<(N}KEUTCXa;y~74O zhI&hIsLM;>_){aIs31`K_jOwd;hcV-+3HLs+`+Jsn>`C>D;l>@SQ_FR6hSup@QCw6 zgy=zC;;&DxxJRz+-E>}Tp)TgQIB4D1MhP;HC+u@acf?d|w;RN}9Uuyd?aj27e=MN& z?yt+QF~_)HIv(^)N7G!;Y*O>9A-mODdHeA8dG`nWEpY1y$lvP&*Djo{bsQavwyMkm z&O(CDZImK0yZUW)vv)m=6xBOZy|qh$VzVM4_jFTJ1)=6_ZG97y_Bb^&xmt_s3By3Z zot{*6@1xWm&yR+s-~$YF98)MuR=6ER7 z6GZPBwiEA^74JYW5*UB?$^Ff6=Am@rMbTT*gRN(PEP|%z(tn33pt0)JjL=K?NM>I8 zBsRoW4=vGUYbq;XZpVDL*{xJnyqaQxqYZ+DzB%Vtr0-;6hCH6aF;UY*+IZQ?zAO4g z5QB28Brso?72Lq7`r6v8lN34!2`;B9R;1(rMq3QD8iL>|)G~tWbA1Bk1?pGxxQg8O z=y+g*kCe33dYSn)@ApQ)#K$h*$5%-06`c}92}stGuWOxErXA$r@U#C9?{S)-I6}oM zBxHTm8HA0t`d257`eu%EU+=GuY+6YaL9kFN35}0MCUoSQjVtIn}XzpSKRJQ_Mu_+ ztx;NnpHQ5@G3Q@K)4vE}8&U)sTNEQ5(RllZI$#>Mri66%h!OR$rVrg`KgHv5{F@DKlxJgHeIt zRl0A7?N%Am8us;fQAs5-5wBmBnZ~zF{#Zpgj|uJ zy?8XiSF(FyS-0!Q-uIOO+Zl=4qrrMWDuU+Cw-rpZ*7|@ca-v=zYd;hVR%DPa!SnB1Ux3_7Pg0e7-{FL{-pGg%Q4} z8Tfyq4Fd%%?!LhvdYMXM&R}Ik2aMQJSAicbh^P-}TP&J)O-pg|4qI#BY5D+np$M;XEpH2900_p+Ha>|%H z1KB%xBd&N)S>598vC%+{BF{MLL>b?J`k}yBEO@w3&Ha6mf!ASWWy&)i*Ro~L6j$56 z1ifDNQwS4MdMBt-h z`sIn<_kE-)p`<|KUp(S!KMSRLonU3#6_;>EV^)3o^!Gb~x9 zsSYn}(NLtdCEUDfxtAvRtbw9q1+^-*RIl7_qf~_b6E<`A#MS z2ya_p&(ztp3#`!m7qaAoVQ?3QCGqp|?O1BBfk_`lb1kc3`oJh@H5w4xzbsF}PCSLvRP^fN zd&1O+$8z}cSre;m#4;R>kY@!Pq~laCv#UJl`xNp(IBii~n2BPWe;asO0Rv?S-)!~} zFTf#Jt6>5~7Z&R94X#S!eI_wYHIAZyM@@1He?$ht!1GDyOf!S$z-iHaGD5OLba*EX znli=zhu6_Z@yFIKfaxQG8f?^&*eJ9A`C(-1^MEM(YM2N`(8*ijZVr>3UtGXArQf*` zHQ!M$+#?`Ss+r%pohdF*!$Y3B1Lqma9Z5)()DW!$7t~p;yL}GyH%7*f-;NbN3;|^u zql*`n1T|Hx*75ddODKgM^D@C=t=slk^GnDrz!IL`Iuu>#qmJsOHn-~7Dqf#5^!CJl zRs?HJ62;hN{8*c+o0yA;A)lK-%8Z7T2?YsMaTPk?k1D_yPR0s7CW)G|syps$)Co1# zl|&9b@3`Wc;rnb+8nQ?T0!XrKD!p2_5s^}6SPyV}*L_EfooGTma0WbSLi2DlX$0H_ zACpWPPDm4+lLYR+k)iV+XBpKyMO+2H;l`;S^`5}$EKjmo8SZUIOgiWrrYzkXFA2S% z-179}xvIKbdNMB2i`m2nEthWU=h9DpSTvIcuMro(fM$6jNr(WsLEhlhPy>!7O92etx{1~7*m11{Tk6gKuR%6Y-Dd>7vc zOsjl7TwQkZQ;7F06rL7vFyks7|9a0YzA-hG8cjaW-ksK9zNgU;z8GJ-Q)IlH$H-bBmI zbCEM5QzcYV^2G33_|z7}t;9t=U=Q;%@K4fFSbs>1;9|T#b3Z?K(OfXI9k9xN@7zGY zpy(=$XU#qE@%CPjJB^ZgJaq!p%}8QhV@2+B5u)|TFwIq~Jdy)p8B)+Ir}NY@R;u+{ zZWbuf8!5t+vstQnvuFC$ZRyMUT(x6p-G zNAUDe&bM&WABs!l>buuIrc0{Nyi4Nmq};4|R}pSOduQ*xgI^R>gRjJ`?e{%4=qsa4 zJ%X@UQqNaVbi4iZ5j|ACDtYDRU&7Aqdh@&fb_;!HPfc%nz{-H;2kVrD4~=h6IS`8) zrqb@ta@S5{n%ihCd1n#ERDHI}U=^^J81wZ@W-qMBmOu4A2AgVZo2$F)ZatA(SWN=i z&nCMN&7L5fUcw{gvf`}|C40dQBd!j6Qe+a<=(}0T6fe1g5WDCHTbGf{fwMSdYc;2% zP9Ih3w0U|fik&)rN4b2T${XEdvmp5c$xPdNU(a`jPeoCFk3})Q5}i7s?3r~<>7Z=e z6G4hehmokp!arHeSBHaGPjmcvx0!EvKso}I$Tr9HzwmdV(V#k5*6B58+iGRfi7Y;3 zY(OG;2?;f{ve0WxoGx){c%EsIF5nsCseUpR-Y8KBx6!Fw;xV;XB<8&9T7by#l{#l@ zYb*0?=apfA-a<$YT9A9rQ2^j2!6K}Bg7}v*fIN3E$>>;0E27oGyQoE@#gp^HVORWd z$xQIaF^NAva%GUmI|6YbC-30WR^*c$aqfUu?8iGqMi+7tNyl z+{8MHmEmIHvSF-Z^xdU<7=c}Q#99?*YoO%tr)^(0N&9mG@Xyo(L4+?(i;!x&R8Zig z@+s7_*dl%cZ>NGS0_B3F)@DRfMhz~F!(GxUcm2+I`+z5}L8YT`_!X z6>d481EiCCr4HFf`4;yQ6H9Ra;$f=5VROvzU(jteFRHxZNakDLl^ixj{GW)`W3iz1 zm!MKSFl8eX9Sl9PxBYEo{%p<>D5*^9B=SR*e(VsR8-Fc3MM;V-B|a4tP%NO;^I5Gc z5H{rDGs#*SgQdrHAk#MKyOgQNm9$&(m~wM{I@)F# z_FZ@IiZYF;=X&iX%v0kJI>!GC0HC!&;$Oys!mRvZ__FtXYG5j*g~( zfUtAH@$R=ZJkcG_cOS#l`Jl>Vw!ZjZnEJLe6a(KZ1mR1WG#c!4jSb?f$jtSOc+o4*XSx>8*ic@(7K-(JsLYz ztA}ZVx5YxbpSP@{{ySFBf$^M_j6!(EM;t}XZ-QRWTUNKfo}v8Z-kuzjR7Do*WaplE zft^FzV-!#OMd#FW1kWdV2NjIVU~7`AI=cwA(nI6Jud--^6Lls2yQgq9e<2c8)8x4XQOv=3^rakYH zzF*$OsWd~pqd}ddgsHRBU%kW9Y&%JdM`6CdjkVnjM;c_AhnU~VGH|?B4Ly~zVHS&g zbq+7Ty6mtKC-qr)rHYk*bw_g8wh*2mQT(1f4R?>#-Tr96{-%lhvm&Yc=ck*+CWrEk z=T2TnhrjXj!zQYft_6xa^JhN}lw5Wex9h~V{&HcL`e@aj+^=Ntm80G}F4p#4ZJIMB z3FdE(8-6N`KKy){m#R&?eU*@gU7L1H2$o5kDLCUhTk<@S|G~5(F|r6VBo@ zitkR>HTEeoC@#$ZJ7L9J9rBeE=y~-0RbBG&JiEQAB2js7C4#W^=R?(y+DZol_B@?b zsgZ4tL3?mF56Qny|E7WQ5BwE=&w_!+<`I0C_yY!)t@fkhhn>xHGrRZRsOKN4ZAq5V-JyyQW)PCl8cA%=Po@#=2Z!_tq4>vuO zcr&vh&<0G6898n1*pumBDS&n(*Eo32fdfpJ@I7col(QqVCRW+|^#*}1HuXTBKI zLqx*0-nDNrpWJ@E`WtM}Gj3@>zw9%mzx8xe^}L}gi0+6Y$#Q4{H;3*lz2xEpGRSTu zP(DJ&7jf?hWQk>2vGsIXaq3tIJSN;pZMoTry8sW!w*GL`a+5Z@u-^h7v>l8$k6ynS zx^2tV+MIbh)&ex}&�eb5Afy<3q#p*bo6c8v!7vMt?Hbz}-$qE@qTWJBT6 zlJ-D7245={Cyl1HS1q>+t{_IB(;^A^sc%K1hbd|23h!{A{q_FRhb>NtpJ9JM;3M|V z$GI6Dg=WeS*jzCaMtP`~xW|%&JBp{{auY!7r#V(4ptR8|MzQs9#eWLEu`Tac8i);( z`0^JmQ%sH=2qq>`7PXgK?A5=K@Nger_OaUf5R)&5`*i0Er;y$C_i4lRolx15uKPIt z{rt@!<=H7W+MsRyuJR`A_wf~}yF^NPop+Q{u~-th5t)?(LpB-c$iUj1;HEFx8x4vT zYQIC%-{Er&ITS@wqX`wiro?vtl>SnK(cV_M#%6?fs!BM%37FYpk$psSlqMP^UACW( z!`%V~1ipxdfpEuf<0BAu>7@$SA}Jnw_a|Gjb!Us5T|xcg*mh|VHx}v@vw00<1alH> zicIC$QtY@zF(lpH9)vIuq`UM4)1uKUyo-3GXrgl>?htYvg4SRtlD8ZL>0eSd4RQ6a zNZf^w`q~zynTNtoa(~?hCA}cc3vgVjI`d*IVt&%sr7TJW zsAA@zkhDei_9i0{&DW@U5^!RZ_d$K#jelc6$QcmxB;Tg6vqB`<>2&3N-t788N-V2? z;My!hYx96~h3wRa6J}wzCwFft>8dX*P;hIErK+V+q8J8V$2QwQZQ>&rQUJU^!~Jn=?S zA$ed#?D)SLSkESqBMfQ`a{_-a-Xl^V&mF4QHMpcuP3kL0ca{tF4^!^y_Qdgl`>mPP zfxwGVl_pN{6!LtxcaU`K%{njKeiw>*8C!ZJBL8}sW`G34f;ogCu)*jjI=kb`yLT)1 zLbxnmBwq-#!=#iY=6NFcpudkig=SpdYf3WryCdOxs>8cjo|lJrJsFY^!3x$^FfRCn zy|_7HnQs0^Wi6%~ap!GEU7H~P6?NP6U;Kd+xWx&YUXqQ+-+%j(lDvSpYLxtDYTLB$ zY0oil+-hTPFA+XgD~UB(Sg~R#D9P{zhkzuPEn=Gkjka@kzi@mW`%58+xBF$2EZ7Q~ zp#aPc2zuBLsU*1M>ld_~QA*v8`@~dQe@sDQW1-p7wId9r>BXe+FiTYOef7$aKt@7T zb&ch__JE>r4fTLZ+^3{~m&LvZa85>Y(!8RROb&0N)^Nx1)}0}{8#qsZ(tjZy`wojmQ7j75M#o!aBy>MXaSB_F z1-pNDiOX=Oy~Zc0b}M8sZIf8wq8eGyQAqaoTS>1x&A+{u=fC>Q=qj9Kt?OV_`(Vf_U}|N3p;Mv-J6^hF502X0k-%co{M56Qj%=EZrnLxfkST|)FSYS1_oNHNIzzZo0Va(CMF&(jc#YrUD~cgVPaIT4@)@jCcPm<>f~D9r14e9<-z#%aYIKE)UDO&22wi z$cf_@%ZlD4EGK_6`x^B#fv9>cf_8mx@f7=Oxp`BHCWbn(eB64y;z~M2?$agKTV3dnvm%5^d)N?_xbrWkytmtwW{dCxZwp|nUvh9L3X zm>x@4QYw8c1Z}~F^ec=i0vkZtK`$GrfDhM_P%*~;7c>iL=+d4ztg~^#?Yy;(5#%x% zc7_A=5HkBx-u-#Y5Y!+l7>tAT?!%-7Rz1t*KU*Ot&=&VY^ISeI)Q}}G6etLF6B=`0 z0FoXWWx3|icjxzXa%C-NE_8Al_>+P*6`RjGA0A&qlF>Ic1)N#L!4}2I&FN9ig-Mh1 zQLr?6>?5ui-;Kwb$|T|D^Q?pECB+W|GJY?zq5yk96IiIDv&W}gjdFYjhjO`IXEjXT z;Hd(9UGFOi&7$>bviK;UAU|M~-928y8kIOB+z3bT?+Tf?uCI-`S82x|4AV%qf2pAK zC@TfAA>SsUL&IOLBHRh&Vp3TrvhhAEWP@s{JFTIXqnly{NV0Jg9Qdpf8=NNJYm^K@ zSoJ1bzkOc6DeSo|FWLGq(0K82C@5b+S*tMAkR<|;k_0fva)dNvDiLS}#sU|W)nU$T z9ptz-yeZVJ4E8n^Lq8Gt(1Mvqtl4nSIm^CJHKQ3~RRU5pvg?4OK-mtk_6_TOtnH^Y z*zPBPN%Ft`24viMVS*BFxyDCflwp(6M_rB{8~#?dGQ?X0w#${t1Vn|DiOVM?3`m!Y*WJ(r78g0EXF zn%S^3aR1%6-8z>IW++8k{i`z&UCs~d|2EGY`AjK$CJTr+01SiZMlgc=hnfE+9>s|% zTzJ01)v9ENp72+uLXhUZW^5R~a?!U)nj!m?hReS#C0>qK@;#iwfO+ToH-I~XjI()sXjVTBL)9@0+?E|t#bC|+XN|Lbje5f9^)pF&{hB-~Px8>5Ff zk5Kaw!5QJ=m&?ug9R|6b;*YcHsGFwHU-(fa3`GsDCJl!BTjrgl!sm~Px_p=J2uZ%~ z_&AzL=N*gKFZQhL<(`YTuUy8c3#Ydw;eq( zqvGU(i6(*L5h)yz;Ir6PfUsJKsM4X|?fGo7GnG~i2)9CgUR(*%X(Z?1dEbGWgabRx zT)5D)|B6+s=Xecb(MhHav@0probsFI=UvS~^=b(DM@0IcHK`g#bzl}8qs|BVzOv{K z{lAkL7GdpyypDn|UgR;GXIpGY1cXUZZ~Rd@znVBWa$zsqBnfzTm`AuqTlVkvG3_rr zr=qj<^*}ac!Zb@0$vIhLENy)L(dXtYNl1f%rY?qxVJ$37!{`{^QYQD$2~fpXChcw$ z(;*CD`Zk@U1n;1MgfH05FKqfP?+1lytQCL3k@Z?T|0P7>N7xL|zipeV@O|1Yk&Fao z1~9F4ArdM_Ahxb--izZ5nZ|@UEW*kY){Sif{6$eDd7bNRkB@FX=3^SBv%b5iTru-u z*ReB(5~EW!q8Zv0`Jh3&Ghg;Spu@k_`q*zk9gh>lT0dT_%jS6?$>+A;u(~91hrbg9 z*+!vhpTp*khsQj%JaIn-tF*0;MlWEP1mI0OfUma7Y_dtYGt5nF8!JG4sdiyrxmb1k@aDX3441IlV12lgBfxMnkui*=`#58L#Eh~j`p_Vs2~U+~^4O8x z2~#CtT0JK@40$E>mcXzLgQ1^yS^E$Dj5qT2w$K>}ya^k8sf$^SI*tsKY`QmL?&@H7 zX(>F%vk{1?zI1M6V;1kIH8r^P&V3_qtfQ2x$jlJ({VT%4@(Ci^Vz zVsL-O-i}3a%0`bQ{*gjSkq$9L zxujyps$T+Kf!JHO``?^}vYH_9I;R3qJTK)u!Tbz9wQXpGL&1Cy;!xD)rlKI_vjenS z39$ZRKaB9yokVhHcoA|?ov7l5TFwg1p^(=d5v+HpRoh$BP86qa@kRqcvW$4^G5D~) ztVl}Xi{gnY-BC}y)<)BjPzm=b7N-BdNB95tknA0Xwyn8sUp1Ya;v zSPwC6e`uvV;*OZdYbnQ?KcvYOz#A>mIT~KQ`x{}$#*KesM9Qbt2c_yKNN@g2@tGQzJ(!3I*b|3WnOx&?e8O4E3_Lfb8cdX3kGFNS`r|5cX zh7Yi>-M~gsIEDxEtPz7|54vy<%N_5Jtj;?&=iUgfeDjU2IO_hLax%UtTZtdBwXu75 zA;MkqGfMdRi=?U1a=ET<%+DOvG7(bqJoTlP3z+UiwWJ^%WmN6IKf287m_aSpN9z-!eMJjTne>a~XO&t3K_p zgLaiPvX--7dnWdB!MJ-7^TFHz62iA!`LBgH`*)W(s^K~8S(%Mx)QPzGt zVi_2w#S{a}vTZY!vVk7c^c#x_;LQgZ!KJ5Y(@mCGvFcX5Yr1fq-g1r=AxP&7cM53L z<)^qr`m%d;rDaODUVz98Yuy%bZlD6Li$zSgJLXBY*LieEB?;HTkWiJQYpuzC?ZY*d zC^>kYKG2Q3AKechybJqVCUE?=2N}ZbC0tM>&3*diIfpO&@;~<8`Yo#OiyxH+=@3wa z0YpL?q&r1IKoBWGKuWrM2Bcf0a|A(Dx*G%rkuIfS=pEiE6a^8OAHvg<0QuzUy{VXRzbKfA|b#7#se zy0OQs-f)QdKnx#o^OiD45*ctb%rLW^KOlF^U zqGYB|-%X4@nMfZ@CXS`BECuEvWHed4-m)m~?wyPi@w;kOhDLkSe|6<|*RI+fY9tMdQEn<1 z2G;d#rPXpzHDt7LujE3xY<+d3eVo)eOZ54ld6RNKKM&P3ipNLTu@{#`t0zL`lb+h8 zH~GHL#3NambQkvjTG_(@Pj3@x*`B*OrK08&s?B>{LmyIw-K?5!b{S0C*Vzr-ELgIB z7Dl;ibBv!Y7GdI&nz=m-qR7LY>^+KR!8dU5Mjo+}W7=Fja;rz~wi!g4-hM&R+jR3cCFuj%E6 znQiL@UPI<#-)M=>kAqLUBs$Y?{yehnQ|AlII9AKy=rR?dz^%Cb6S2{tr~i1cjg#Z9 z=6wYwE1=A8YKq{-toyzLlv^W%UefH_z_Xy*ONEyl3eHpdEMXb;n9)pC9oMt*PRmrh zV88d8mt?H{GOvg{onf?fc!P(gQMw^Ik-OfY*&5WriyOhp4dry1y)_|n9?2Q zszoVwSZC=f%t8**$9MISm_?b0ZI}QS=C@@#TsZJYajJCv0uFXL%|0s)LVG0NrQ#pv zU2K9ieZ#4e{p}NGmtuIBK({PE=Nf;K<|eS)h&~0v;$+dMxULh&fQtnt2#OGh{4?nR zwB#Iy!J2(SLo%7C%i7t0Vo{P29{;Uru+>QC-?qCy1u-LJ>1T11y)*AY-3*h@Oly`dj5l>NW38=yhmb+3T^pmi%ku7s4j%OiMa(e;kt<+60Ld~qC+2cBRrm6XVxE64t<02sqQUX<1tDoq6R%=nc56nT zA?Gvs#?WXV0W5N~@k_Q1nPo`&Epx^lj`#gLL5V3Rlmw{P;S?C`8@YVr(rBZ}P)U^6 zLHZ$NE*A1w>h?ZyZD0olqdY~Z(V`N?nPH>W^jtt}!iqwm(j{bft$;O*!m<`v43^l4 zE34fOA+L=WQ(A?@Z@6ic|FTN$8=t+J+o8osBn?Y!BZcCh^ha401q6-X-A?Cft+Y?G zx%MdC@4jsQm4XGJgQH6mor0JliGOeKdU-~|n~d`EIpspO5)f zV?MKc=DQd<-}h=0UF=^yZMmwmxE23<4XD7Zr>yo3#5=>-dg|!!lTI?R8D)~=xI;* zgWg=XVTry4LlO^L!4ioBo^~z#lO)1B$Ek5}qpbUM~#Alp{3(vJ zVCrtEc`E`GW9reV%!)MO=s(~9ra&kdZ5KYur0~?BP15durT(L+p?F*iM_ntz&ZzL5 zpdU1A5#~fR7T`X6hZ_6MA+xEc!W|$lW&>3T#cyFh>xbP~% za0hfLVyT2l6b_nhH$dwZ8@A}Q*vUFx4lq(i%6QDl@zq}jTdhNHTTmVq+#!v3crsU9 z%A`5)dA;RWPM`p88k5>LVqoc(R7v88$pqeqBWAbXNr$wJ>Q`!opG1RS`V5ZDcd>)_ zy1cHiwZt5!Gl|^{bk`f`NgOYS@Wq$G2z~6a;k#d=&R5e0ov6`N+n9M~umOx`X=P+F z(`lx;>@jNzVz-9Y7(4FH{R-PmRyeaTx zDovN-u1B{?SIN&XNrUUxa;GVK^FaM_Mb2{uu&lYx4MEXE3m2|ABieV)KIKn}@L|!xE!M=^W{Z;y(&$w$}q{rq$3&0*lWZdnz4;n z6`1=iKA+jKer8Jmf+%DE`=V7S>?$}zp5x$Z-5fp*phDVw4h0m&5+!53W39|!0?K}B z97)dm7+$~b%ty6_Auv7QltRMhjWy4fAqj-7JBJ7TN<B+e~=%!g0yt!M%G@J8RonIOfkNc0@zX02eNl?Sj5l_FS0TkXs=vkAY#~0?u z7=86i(7$J&N@P4*= zJWu`ANa*nh=vcBzYjfQA*drT$7jsPh5JaC65}wRF;~f+|^yO>;6tG$#Xsyio-LlJu zb6TqBWuXd z3(am?f;M?`w0k%Hqg6t$1R_r@ihG#pGA4=pgmuje@AxjVm&OKmQRXZWPzlDs8bM*c zKyNi^ysGdN*~^&orhr(Ue>?t-m}(QNo~EPt1$JGw+94kG*`<$@Qp>@x90TFa z6V%{$4YhlIN#qAoi^X}(18pjp%i^W9G9RKAa9+nS7dW{4UV`rt5cBH&4E}%EWx01L z{mz|y>VS53uC`U~*(GE;;F`17_u?Z0fhJYTE@M=;m@|i&0V&10=AEDs4)8o}s`W!t z$-yTNPeG8O+2qsL27GU79Np01WxdzdCAKajdEoJC)416Jbvp1R^6F6aeMu8PM<_J3 zg~3;Q_SHBd#bP2}&JmnNwJ9xfIUT->kwSpZL2T11egWP{2VWu51S)2WzT8#h zmh_VM6*>|Rd~41J^AjmOfFggT*&Cd$js$w2zInhohiZV&-RLK*Lcx|N9uyIA%AXzF zSpRKpI3OE^A1FT|Ch@a)p`YePwGsSLl0sAVZJ z$1S4_oZh9FPd|8qvlCn%T~5ovxqw&!AiRtPzVt{a-YXG8Pu8Ds7^-!-g?8csfiQ}< zl?rW!%0$cd3>j*+*gTWoE+WO~P%=%5KZK_(?dPZjKAr{n&#Pp~R1k1kyfa|aq2G0q zn_=VvOTUmVviG>>1dPv2fgv zpD*~S#QCSwGJGzi=(?D{S>0&qoN04%;X~-%Jp=0V-HGrcVBY;F+f;kv?rqwL+-{Wb zH;F5K-pt3LzWY=6gS_qMWnS3j-)w=%AEw3`Hxg0Y8YFVj!gy81I1Gm}8RXOd76go@ z0Y+c&F%s(I&HZt5j2h+FP;r*65=mR!a`_7S8XdiUpr+=QiJLfjQ&ZSjG zVLJa?3D+>Cd6WPw!zkXvLXyS6LwgI70Fj~f`1#T?Lk(0&Dn3a|`vV)F?mNDAq25zL znzdO#VN#6J6brMt#7G&zi%5|8qq-g7hVRNNZsBSNzxac~1LE zH}R;I*8ew5@DcB36u)vtQdjPmVP85jpn>b!(l4X^$z=rsPQuMU?HepyK_f~@+H<4q z?oO1zrop~txUI~a8dF#-8t3#sFnMM<>2WFp65|Z`!SS$g^^Hj|Q8mU!f)CXFyN2C1 zs>Z`^_QwPB zj6rcXCO#wcqI>n`v3?}D{&(r<68POM?z7!h-(q@s@73jCWYEtGa?H<0SqNFdt}1yy zb9JNcH#U;IU#}QPy&JpnoB4DvHVgVA1WW#&S5!1OT#p8`)XGfVG!NM1M(6-wF;sOK z0IBGQ4AcILeO)qkv#;v8x}d=OVX_zPPz+;LB#FJhIVp6I5uowjb)Ej{3kll&b&g!q z%=5q=ds}^*D^PDp7Uq7llSiKl;!?^)g-h84y{LQ1xpJQ}Hw(k4tPMN}c{ef4(kd4t zLljAxerM>#`KMmE(;#af>PeJ$R9ZrGJ#(K}{=HiUs zS+TdP+P^1dZ<~f(u5D?$a*7E7L(Cpb1$;b=o=I3ehkQ;ef9Ln(R|4M#;v%u`Vz)uP z-&V0CFh&R@lB!{H@H*ZTLH@T9kA}70Sx}1H?kFrMNhYZ;8DLq8(N^`W1QgSB6P}6K z%5gLVr&Dh4b+;FnnnPQ9^?3&+w3n3)O~Gva{}iFSYaV7StF%~Q3K|DKdE%;4*bKzt ztc(ugD^m5x49Lm~MlnbF&pAQ9229?1C83xDU^xx!DtP`=QkkLE1b*^*LI=g+T zuWJ$`faUCWdC?t)r6w-Ey4?vR;ccE$|Bq2v2!DY|INxpLE;XueywVaeu++X+&Rb$o zPTx4Vkf2>fWxrq{U%6ioeJZEbRND%us#g>DnrbooZb>t!HgMHU9r;L-64K~Yi0_lB zz&qqOGyjw2p|ZY{3`hj975NF3E>BiB+ng{tHCmtm~fnR^*`$A4HB4aTOu zNZgg_oAelNYRJOTX3GQMduX6J^uKMx6CQV$Eq$IJOsFX$NMkV!>-!T*G#gS(RACh0 zUZNEoGQb?m`1ck0x)@G3Vz!|gA4lPj&JLOp{ao1AY1 z;{Y|$rimMEmOgOJYk+(Bn1s=WU1_{79W2{8BgYh90o2$hHUK@R(mW>lou~_5HP?R> z?P>;v$PT6o*@Ef>0wzwOQ#LY@&)r;rX0@L|HzlXV!}0$aM5=vp)SK+>hItF7Chi@l zci))Yu^3t#tp*YQ~(=&uDCzgz0gCSIp?Y z=^G1Rn6W@9tlQH`urhe=NhVDGSr|@5y{Amaqy8DXAC(zC>eSpqlWWhZwgfF+pnPAt z{`#(+4CL)Lf7vqlX7j~7QS%w{eAluf(p*RAHNZ;=q@d9!`44>E zpTVf!H|NiNX9Y;;vh~BxpHghN1RPhq+my3X@IE?z_J3<8h3oT%ZF^gRWA|$)$Ort% zR93v{3(_TDzQ*Z{&n9PnNx5a1`~|(KMeLv3M<7nBn@|xr7B*P|Mr{K@Rg4zJC~Taw zYURZDF!(43HX6bLz7u>Yi##fwAL@v-+Y^iJmv2^3VX&i&I^B0@Q_oE z`i-3Tat@0?E4Gbl!5DvQ z;=Gqne%-7nkBn`Hj6OOo9_x5_N96J*k>!R-W*CxlQNb5ra+j^o zq0{F878=7&U$YHoGp{IK&}QJ?o{o+@1Ua&+l07kQQ@aHWotd<eVGYfK%9R%C4t8FZgdBfO&bRfb4=c>?=_(MtMa`I>UH2zK2O<+)<@iec%C@?bQ|Y zjodA6lgnv3k!E;}9PGb{P?w)-68qBl%s(LqvY82@-7(BM4)DU0QF~jQ(c&(Pzo3XW z8U&p8h2_-p0X?yvHO7zrh%E*PVEjRRlWuPW^BJjk&B7SW;^a;Ty=DMz*Z>pvRUrG{ zvH<@Hj;3A2z*J(ge4-Y*R6Qd=F=?;oy1tE|8tRytjXE7-@Tej)ke#KaSgr)HTJu_u zZSE69yJ04RaW+#@KxpUYv?;>fjudQXt}Td9=~euW-&t-V7Md<2fRI=%k-t*fzt;z! zvJDdpgn$=#k<~tseW?jt|Am6ax4gyDUX&Xw7K`~J^8zenRI3zaNu76~NkHk@FXvf`f*K+9*vUP2 z66^i|uS?JMQ9sqde1K3;R4peRW&$;8&kK+FtX8P>KHrS3zZ02WBWY8iaq>@oM~yvl zTYR)gj*7|leo<2p8tqxooU!}7LvaCD;y@VVg?rN9cPrwcJ)IZF%}+Kw z45M3%y2eDthK)La-h=-Lf}JF;9Y)tjcs?Y>)c?9u`CE-?n^AY$+rzMEx3pSYi2&Rt z^ZvXW`Tx<+9f%U#anT}xJ++|6>TEw=}&wJ>pR%)0I zgf8{}|8xHzq+Jc!eh1R^6cx7;t+fAF_9V(^$fuiS5Y#164P{> z++0(T4|>KB@Pc{+I%ip|Wh$NGNry%E@Lp1jn015fr6J%46}6>%bGEYAbvpG9@YNNH z2sBzxARJfQ2uzTjk6kWPTXTTZ#GW{fT0Ut&`+EZ_h(n7U@FYDN5Xe{~oD@_Pz-Q|k&wU)TN}sG&ohWX|xT$G2zj_)Swmufx?K2QD3A zEncfZL)v<++ZX0(s4M7=4fxoaS-}r_QOyk`X7pXOyEgHS7m&(e(^(2Fb=(ZlnTqVA zk3t5_^4{EB)9p5!KkC|b7V}(G=GWW{)2T^2y++6(BllV%SBrZ=Ae7>q3b`%-m7>_+ zI}LDY6`~s@e7AM3ZI~tiA*c1I43gaEwh=w^=pbVG#qj2I7w^GOQJkuw^ZLCKN)3&u zkI^)np8jZ(Y#-?q6BdejoefJ{B=ZX8Z$Y>m%MNzp&-=<|0SjLPDg1{BI=;rXQ&{x_ zQsm@yzz=TKNV-uoJDjOEEeP=WFi!^>BgP9VZic~o+Wr>CvLKeYXb*>~;StbsS1cSF zyO+UC&JPBIz*0dAL^D2eKK8rhDOA84(tZ4%4$Io{cyc_**SClvcZba7(cZGe*5m4u zxoaVmb@w^shaZt*9Lr6^P+1Qgv^FX9P?HTQx*>(HHHb3}2u1JJ((ajqT&WW{g3*^1 z!rT2p;+c&`8sEUMtTZ=(18}Q9fX&QIXd9=Q4-5rOp2bp7+e$Pf1kJ2N818MDZfOSI zBARULL~n-n#eQDo$i<_K!oM+S(tqg~?{%V9jN`YFpzH35b#FPO{eEdtpbk>Lx!7(`AgW026gk|Re8?Dz3A|h+^0s{nDE0AY)z`{UU-lT zlGu3&d|_g}UlnJkDjgtrpyExrz_V>uT9YK|XNo?LzmosC(WJ}7ot=@XS!kkhX-J`& z@u=%Hzmy~-js`6_)bY^#oVDRjg2k?o`~B&|rs7f^&qbLk>E^$wl4P^CFMwUKc6$1Y47|RjaW(rrvOcxq6=56PEn~xYgCK*%lK9WKhgj8vaGz zC}T1*bl!M;WdvuFR2Tg}p(#T*y`bDk@H$nU_1ZfF#nf44dOw-q-*0^|xygy-kh^X($V%DFO>Yz6Z{UZFiQMVB z*%v2=_gn|*!lP5^K(hi11+sS*uC@6+n`LtY#yn2iUw*9!pW-N?+id(6AHm~Ree<__h`NI^PompUf{$l(D9 zkaz|L=yMaqQI((r*^Wt_De9;Z<#*V-eZrm{O}(jHN{B~HCw9~CX0d&-Vzcex*0CaE zK3v|hjF4WSUqiV-F6Q?-TKDHS#P$nmHye*l5omtewBFC8hJyuk`8MYpU&BCh2a1Be zPmaG5gSi5_Q=tGtJ>12Ia3m=;Gn+iD7n%L?2ZFx~x+?IiwQj)y9;gLAh&kF6oE)K` zP}cW@Z-Pe!87rl`PlJv@X4GDDLS5d=^MSXA@Oi*jZFVhXm>ubL_(x1)qhGAu)7a#w z?QkNNEZ6Z& zae_=PUW(2l`nl28=E<2Y>sC|6mHa1dS~m^emAlEk<=VOBHQw!Ax7?Sa2Y<}3M&Mp> z#H8^%H|n3&QXc(|h52?|KJ|vn{Ux_lWDH5Thw49lu_L}k zo!kez%$cySY6h~*NO%}fEBvJ}4Y81Z(#Q2!bUw;7z16R<=rZNN7w5cVRNS#}PBDW= z3EX<@C1PEn&&t>dtr*0polVhF+G8p`2$j!03Ff{hfBYD1klEHl#nD@el^%NM@JNO$ zRyMARk*P(G)y+UJjmUWam*%tZ;@+Wbcr4+>_PvwsqP7_diu}4X1VHT&__oyYg~}z0 z!ZNDwg%i;pkRkPV?7BX>%J4zG?z7p&t-9RcKr__W#D>)F)r;acYEx6>6jf`)QSZjN z^}uiCc4EbsmzlZhzs!?}G) z4W~)4M52^j@MHDq`oy+ALA%oDaIu?dbOdVB9{S=Vxfl-d1pQgN9VQP*ihB6<2@_XC(nM0G*UXk&m@Sa zC3;sfd(VO>w;moM_0`qV#YYzUHwJpoi7t|=r#Skx8E92Dum`?uHJC*eEmzg|?Dt$p z)m5ESBZwxdglJRsNbomjCo5Gfi1)mf?L?r^y_8z#YmJGL=k zAOaU!vSR2?kG`N~ci$%hAn#Vz==sU7KwvnUZv1hO^N;pL)Z1+n$uwE9UCBDRZKTlk z4GDhK<-siJtg`8te2kunY|Z+G5nD@Yp{B;=3Cm)^7~K1fS|xag4aEQ-FZmK^`85+qgnD2USai=gAugN z9b1&p4df#zD8#$K#WU0jb$n@ub30Uk^)VF=1%;x%i}jj7)k(L(8^Y!e;P;V2MstQ& z-^}@!9rhtTpWE#2P?$jj84$7B#hh)U6^pk}OC4477fH0}(=%$;g16CRyz5aX$-{vL z&YcL_6APt9M-nnigENd_Ugn^hc^gIV!p=ABM+j)zRfw1c*eQ{Gr&f+-)cVd8B(-#>HgJfc<8&QA^LzI3;W|xG2SxX%WeQV9ZIC~sm z-Y9(mUsKdiM{w{u7t|J|3VJK8*FZh-^Veyo6R*c3Qs6uCSxh@H=1_&Zrbk_`{BkpS z7;vCA;099Al2FFdGQJMm^${Gg4&>-Ejj@vy1{3*JiRSN5r&}F`6qg6m9hlHcC4k>< zhD}XNRAEuO)_hHD526XA+Rqc{^MZbZT-U|3NlwySkO^b=%VFq2}ZpO8W(@pZ@_gvH!IOKr{ zjm^7x%O`I8`X#o!^fewIXxV)W}_~dk{pjH)j%eHC9-$WI8pNT`cS`Y8YX57PpHjzD(r*RRgwiF5(h$5 zqAV*v676qH?1yLAu|edj#$6^mO66c1K{`I{$Qc;>j{KWge0pnUEoCay&tam9T5}FN zC49#!QJW9%izQFq?}HHB3B~5D;#ary-Y=BsO+E5rm}Ov}4?P@fS#aW~A<1Y^8gyj& z_QR^G2ZNq%c?_BSNU^q(7PbDMUrK#7{a4@JSVGX?%BHxRO*b@2^k7fld zEV@l5e#d^QQ>%sx%>&|w(JWHKmyK6NXyJQW?$#?*vPCJ8y7glY3$ZXL(UTT=!)AbL zozBW;ja6edUiOd^m{X`{X&k#<;EdvyN0@c&f+OmxraFoJ3O3FbXj1XfdB(p6bk&>p zo7tD})MkH6?6cN4ZcBb?^M{Gzn)ls;pHd2LeAyd`)?z(ScKoTDS*4zg58F{=3fyRe zKHRZzR+#3ux^k1=9&=X7V2EEI!Y6E}2OmF$4=*wT+C}X6eVUy=+t)DM7qj8J$$#NH z2DEuEdeE<*hO!XzN7eD0U2y-V0kzy2QJ=jIUyCV`}|aXZFbi5IZ;g8Jns z*9+QVw9lS~i*cU7eyI9oXsZ1o2|Q>OsUQ&)RGXEajno&D4V6s#T4d6T5M#kY2XVyU zOXNq@`cEWUP1cwZ$f0sTvs~9v=jPGlY4xHfFK>8qo6L1N-_sQ zI79rx*KCb$$PLStl|RHlv^$;HLcWli=T+P2bCO@qk|@jdJpyy>fODr20~KU? zn}SaP=aa#2&ZENHtmaSegb3}A+Mh_o{V+#p^xq1PMi^!Vw8;vpeRGi8^SPsU7WUYi zbX(MrdSRPwaMu~=F6?)#K;GFFUM$Xapi%(Vj1w2DdM`Fjar1WjxAm5{#}a!tb8t3U z1zM(JIl|oX9)x)(RF1oS_VVke*S^%aEtHnuSz&Kt7~ZODm>4cPpUt7UT&@d6zI`U* zh=1T6Dtau$V{@&tsH~sq&FQaBaMo0f`V?aL-eP_PBD{V(v$c8sj`l3&_HQ#)$rqkY zl!D24BoX{R^@g(i_qoCmv$xBvAe*sylMK4F6)@jUFYGF(H}Fo=(J6iE)?M#q{@LK5 zMg@-vo@OFp!p3C{ml50P8p@z9v;8(F&8;8U{l7^+K0DUbXXR%l5*VYfESO?_nnKA; zt39KXWg}9H5VAz3v#=|c*xd?w@e$jn-g~MdJGyM;=b$|+X7g&lAt)gKTRcU%3hLKI zXhAU+>T=*UR#40-E!oO;Xl>KgO+*mGp451hOwpx-&f_jt z-9Fp0VCFssm3HfKSB=kR`?+2Gic8IL_;$pQ3}BM z@qkRj4tSw6O)Y0A(>OZnN5k7Wrhkq-;-Y2Rtyn*mEgIGyKikxH787&kS=P#^^`+TG zu{l8k&h1Y&zuz5y<~U6nKLfO)U?p~?CK-6+sTZZY#oav$z%`hu(R9+EQNE@CWsBey*)=pfO!`LWF1Q2g*q|7$XC{N`^ zr@&vENu1a`6VAk*l|5ablW4iySt$0uuDdjw@~BPVH3fli`Hr` zis&gqWq!hWlJ+d#Y{#4?_{HWQ z7`|jmX#GXdoM^w3SFH#9ySckrXE9d0xnc$CQ|mU4@^HSk@9*qe8{dTAvF#gknWx=; ztZZ+Kgh@aPzWO7w4ODP?&BzL5hEAgQUJ2{&4-lFbSaHTmbt|a-jjlR)&zD((Jdvq@sGl? zNm&^bC|Z7Jx>mwlKMGXtyj{+p@USw197tt%)OJ_RGaD`p|5X2tHwj*KE5BWpz5t*} z2BL^=j^t+@hICCj9@OtX=^KK1Ud&H((urx{Q~dX!cdTnAx^u$bnoNNHkSo6*YiWDj{5 z5&6~0<)S6Mk0kW%W;_QuiL3bHVXrM*?z2f2iB9MEnf2i$ZLL_oxV=(h>Oennq01&z z{0IhCB@`qi8?fH&<{3WY=6oV&fkl+6_NMzOFYis}(5&5N#T=w}wsJzGz=W}-$YT8z zB_!P;y-;1-i9U%+NoRKD!MKsk}lF zLO7E6a}a`oPMzm|u*gR|!*5)ne0YqY2ko^U-))zfhGxr@ zfZZ4S(&H~w4usx1DP$GuPLfZ}O4YxOUAJDZJJW(?ODQx^Kp%Gh+I+EY`|59jtT1OG z5_G$jI;0JlSkI{Ka>py1jREx^g}*U5%I%Hj_v^0Ebgv!4Tvw+|Sun+Rely2n{ zgIrsSmf=1h{4--okrQA8cKjEn)OJt-UeK3ThDrRYlS^r4x>$-NE&}teT@^N1O z>$@pQq>`z6wMrdDw^Vg(VO#9UoP(XFrX+dvzI0rI_ce3G8{~Lsg?OyJPw%>j=T@T1 zy0aU*{3$hJiQhNg-!u7(Tjc5%TOf32olwP$BT&k?O)1a}?Q<*3^DNGAHX_w3W8a)c zrDtM5<)h^2M(M}<)LT{VI7qkQO0wjLk>rc0trvWzvO|>>G#2~usbpBsW^?-;wsCNb z6I9}8NE5nOFJ;&XNoRQ@MjAl=`+5jQFIc}8W6*<9UQ*G}px719^zhR|rF;ICe%Qz{ zg6`crsAz{b#aOYF8}~wMyHhQLGP|mcn&_uf+hk`TKk*N$+>K<>4bJPE_DUU>k_vmb zG%IrjCNnUaN%KsCPQmpo>`&KY;ZPi z@8vzpeQabKzv&{C;ex2fKn3pRF)}=vpLa(kBTvD<^w0C_r3+%QrC&OeZQV!b2yC|c zv38P(M%~$=QBls5#Co_?(htynvEg3!nlND zkIcaXpaF{p#8P02QQv4~t=pGQt^7eqr1W6wFLc22lK6ZuxM%56X=o?uH1z>BvCL~v zwD{{k#NWQ0f3Nn!^-!opzq8kw61r6peQR#YRVuC8Xg&thuJo=);6MT!1qlnd`TSHkahW4RNZ@Lt{Dk^@kFP+I>}CYfgBq}Kzl~r) zhBYjZrK!oaJM`$+bAQ9ZOD2dqPj$Y^Cr^smd3`r2dBgB+SDs0u6CrM1q(4;fq>Hip zu$MbAkCd9P5&m{P@h_=v1mWiw783oI=j@<)y};bE1x%E*{)9phwxil~yjjb@pZ2VO z?mJrWWgSGUzqXA-8fp=wWXIv4p-6J=VY6;4Z(&_5tzv&)nUH7%!c%5ei8wfebM<#a zOAKeW(!EJ4&8HLEwLdahSHeGU<(#>r110)E7ZC-Lw5UWL(x0~?ll&o)NHCFXnHiGu zW5b)(n3JzJH_rxcK&59L<61G|K9km0EA zi#oG%?KQ0qTsWD^)ZJS+dBvB(s?Usjw;QL$Hw)!h!g%m!O6DFWcHizsiIC;D#08Oe zyB86mhTWW+06cTfQdzqYTC-MMth8o!sDRo#lyhfkVSL3G32>S1%Ea|`c%;Ble;lzWzb zo>HRTadpr({~Mn)o5sXqJ>$G;udsq!U4DC=w8}-*8KKCJdC?=RlIy!b^;7NMbYY$v zcrnBG3T=6#y_(efH{kk2ez9pEa0hF1k+mT@cXo0%KmEq`2^|D6ESjG7gCm4B3N&{u zj|N{1GhUVW@C!PKhT`A`{8bFPKwZ@JhlqCo5RNOoLWNt60;WMiH|Ob|Dr#$~^UwBI z40wlD$X_R%>NO^Q{gWjODpz6Kk;r?f;fvP8y1<1U;?O@5Y2f0s=D%X9#gb=wh(FtY z&2>KfPFAplV`N0foJ-&#yfhx+zcp8Y9e)=ka2DX%l0 zHMpmLPwzd1545v*J62qc(Ad$3ETP&iY(eF< z%)$Oar54@CnhhADk8M={3p>Yg5NhX1Q}F$*z<+Nk{z}^AfPhlhkAQd2d2^0U=wW76mZ1G8G zR&&suj~xfdNdG|hhU#sXF!EctQ#Jq`iGFfu)J@yCG5M)$(=_e0Ph}-AB6w>ByO)&= zc3$%>J6X%Y1vaCG2~;JlOzsh zX+@2oS&-|*<^7XTOuT;op z-m(L5eXE7&eaolh8iu-qM^8F?+wMY7-5$P;5~tdvj-#_UL~hYlL!B1$Ah#D&@RYV| zEzk&Lm%VxYK%gnmzWb}=;iJTjLpt6ZXh*q>g&+C}@QWdKykRd*n*;l5?Kr-hN~Jx7 zD4xFYT5?GUHhT&&JI(gguXF!_sVgshM>&Il#T#gVv3WqUaX{7GB3;?%FKdK}Obz(} zxO_;0iI5l_;Gg{(bN|JIS0;J)4GXKYdUpbW6m#Qdh~h_aC>BgP!${MLxgUz0J9P5! zdkb70#-h@FOX(T(I(Z3zo!Eng@ydC*Sj(9+s`6fQjlRzDR()CG$739S zFqRwwy9(?6@)Lq;v8|t{jXM&a?r{N-L^EX!hYnz=Iu}O_TGf(1!(jlEgH!*0JqAeA zEHrhi`H`^+R2sbc-8=sMeOD=_Yk-W7&C`Ba6_fjt`*dGzO(+q*yK#EZv^Q73((8=| zp!NQKm&*jEwq-{%rw=;eeJjM@|*q^R$f4|pTg&HrD zb=1+XI12PsCyyCFHq1g8r`V`9G|Ok+3`};)BGJ0a4NuoS_`>ML8lky0VEZ}PsPub{ zl?*uHj)JMFW(vRD_S%M+J<+a4fPe*U|Kfm3P^OpN?ZQH8H+?Y0O#OxY=|r+X2pc~5 zZ{9T6di)&-O&C>#LH;;TR|*HL9cayzk;`u5T*P*G`pXvdd>{pY5btK8yx}Vru7K8lgqDJ<%{*WN*rZ(mX06$XvcMf%PhcfYjL#^qhi|r56_xGV`}DW?&x|q7aX5Nt zB%k_WqNM8N7tFIHr3-uWfoKzxxs$I<#M)-bav$ohY2OHxX~pa;O+=k10U3!oroQz6LbgQn&utO6fsIR(-5az~oSYT^u+}t%78^UKoa@X$O|1Ftis|$n zB&$Auz%AYB2)^aLq}_{Mb~7Fq+|j?F%NGbaxuBqSZIW^Ei=1NH^p5i>ldCYx{S~=Z z_QV3qCI6G<3$q;J>5HHP0w?fNo)`)}Q0-%e==!!)9H?w+VaXBZ)FoJNZU}eQX+H!X zj4O`aUm3Y~TpPQCQ(Pg%(r{pY5@Bvnq!T8QtWPQhs@=wfAfL+Ye9#yvF+1hYf@@k> z6A|!E$`Tr0C(A)=PocMcE*twBBgm3Eu&o8tqZd5Ixg$qB6ZTGnV(eRDid#LpwEoi2t1Cc9AED2ty3io^YmUTg% zK475v>c?xYewmiTjtZ?DbNAWV`7Npzz&mMWId9z6Lqq~n9hKx!oFb-Oygk$gVxUj! zKr6Uo_bkirc!$Ven)x0hJ#>i)bEokEhA*TTXZ5_>V=8FQWPK&Iajn8B>ILjk0dE=~ zgWn@qWy0 zgA~lj*NPptg3Km{kcT-r(^`jGZGiy$it%R*>9Sujqhp8b7t=NEwr&q+r>;Bsdf7)Z zUWMg>qQBEck2iB)i>^%j>?EJ{2*>~jNXpw>%4dIBog*TGxw&evhVt)Yp8%F-4Xaft ze7skH3-;~jCEhC%9ba{xFa2u*h?V)Urw90kU)y|fa4U#(l}QTvVJQSG2YB2Dv(w;4 z(L2aYm09J~NcS-7svw{~0t59{#QrXx3FS=$1@QzBI5BjdA&9Ls0+;0pcDXYc6dNu` zTC9H#Oc5^C=6M6|wREI=NWFy?PYeR34V);(p^sZC4yQNpHyH!XS{tz5@^3Dj6fZ`( z4!~!_Lb8kwx@+SK4wZPc@ZT@89vts;1NpmmrTKZnmV2;o8JIyhAW?vOj9}QEdfJhRjrC#lWb%!vvL$u`>L>(%yvuU;VpYa+j5X(u zGk)M&XvTFKyF%Q|qiuJa!v1WZf zO57)KYQHsLn(p-zQ;Xlw_=|k*GzI@Zy^AK-xdK%#ILwKR+Q^U2nE=-=NSJQp&7r^B z7@%)0Q-K5XyfEg1=~`W1 znb`z3S{=!x`IInNcEpX=1t~V%-wD=f#rRw&S~fb~}brN#`K!Xj$>AI*CE3sY8kHhT1fFQS!W4HYz$8dPXrx`1nFZ(C_X&=zS zXIU6}Wqi7je0h?@zOS4GU{%Xq;cHnpS#=!RHF?E`Dc=&p3_RYteu&lP=+35>V^_?X zV5w5H`kP>cr)9U9#4UL_VEi%Xo zm2I`fZ6FJ^DGdZxLgvc5n)T3lgmNc8IG0ATM8eD3^~0Es!D*jm0netVPU##Adz9kq zd*mPRZ#{9zx}qYFqAKHd_3eYR zfi-erXNuUu)M=K6`zd;^!ha#sJ)NZG=O~{wzi9mtHqs<}!lp`su#sO7`dKgAqg*o% z>CF)|Y{Utkffh4grsxp_#9M4Wd|l%D0>@t0MhdR;l~gV9^yQz9ZKbnJ0WDrQe;B=w z;;w`uBbHS30q>kM^7-ikjb_y2KYSO#W{156i<&9o1TG7rnrgQb{)|C52y`-FXN(3+PSGFEand=4u1#@LuC1wG{2J04a%;v!jxys+n0VwSNHK|*Ebm9 zh_^?@Uogeh2aK^w<*Yhqe5?~K<{5mx)EdAk2iNsx_r9LWIBcL)1-OVGbsL385B7W; zpw3V&F9vI{D|)?LFrj}ZFny#mH85g4>kXwz?uJEqDAPb*md-88O~I&X-9Qg0Enxpw zd-wg-M7qWSd=aE55;QbdS`Y&Y2(eH?2_h&;wOj#3Ac+VO2vzDrHWUfsf`Eh|B^nE> zE+B*|?V8XO61oyfA|g$JAU%X6cktXl;{I^w_xH?m=DcU-JE2~V z@J}QSnJUEQ+?Vmxr`4tR)*$))>VdKk<*VHXDy+gM@TAQ$@HJt`-ig9+h_7|l86yYACTMPZ61e#CSa0TzEdCl==6SU9En!}!{F*KHV24tWce;zq0j8I08Z zJ6S1mv^Hn0=8#9c4Kpr4lAjy%?j6Ix0-{1Gqg!v?H6{UomoV% z%uSniF?}IGSjNku``#HlX+bm74$MF)Z^NRfe?QjEO!025rqP?dRI^>W;hDh=mZ%dD zI-jBodk%9Jq6ijLpN$*0sfh#57TJf7?M=+>#aBq5`t-7B$tEu>>-?o}2Syq>>A!cR zU|pZPSZzK$IqO5-Da~s(Reqev7#<+jD*vh5bv7n2+f#p=qU_YT0sg*uR&y|2 zD|7h77W7s$Zf8o;pzBG(JpG47LfTKQt0yU!qr$pfrTc&k&5tXEstACb=-B zs&&-zxaL2W-p>;}sFn0o>bBtZP&(B`K;Fl&EcvpjF%JAXWx#1;n#XBGURhrR#g~Ru zP+GRq)349bM4PP}RH>*%Y;F=_)~v_sNL*ieQFh+YG6Jk6(}QLg#-B zJa4&FQ)DjpZB5X5n$ykZv2mSU^8>5#olG6t_Ref@{OSs)XEbe@9X6W860IESnSYZh z1F`*Ah||{udi7HG5h}HuGhQce9=X6SV3@7i8V4jyZpA6MxPngOUP(!ZOUj#b8)|tB z1!y-1=;>@z%bId}Y_BsR(`BgPi{x{_#zyj&Q>D(mX`HFJ+^2P%5K5b?NTH4STsla` zsy)HF`z&A*Q{g^CYsg)^F$0Si9r|O|4G$$T`}0#iyWjBOUn$cvZLc+(+A}a=5!y`h z>kTdlSM2~#=~!@ya!uKjW;AckULxzgp8M6pE!zNn;CxnI#M4~ zk!7s#0^^hAr&XQHG0rGaU%zS%psQUQF#WEvXFnP1?y?d8^w<40*v4r4h&S4}<(8m$ryfiv_+(A9SB*K zZ}a^=)TQm-^8F4e0|)xXFsuKzuO++ow9Q+vl_gp3q0&s+irsZ&K^zTj8QJG|*9lsA zZ$TVs7AU@6D|TNdUJ}#$s`PzA<`ialUz%{JG;o`J)Zm$a;vL1Onkn*HyCX~2ca8I( z&@D|wrpj~+m}<4X-;)p#1Cec{Yyj;KTigvL$s^B_fJeWLchY7_xU@jz%uAcwqV&@< zT*YyLoB4mOk~Rr-=`!I<{Jf`m@m<#WG<<5$;ceM*iSid|nN1$|=@B$;Cx0Y>P2z(h zsmu}02Mp#^1pTDn1Yw2kX&jfXBxwTx1DxU3CvWCm{&w{;-sCbd1#^Di% z;RML@3nEIO{9*w2LWiV^a6?`xV;6rsV@(7B4*rKCOQB1@SW{FlX`hxCN)NaR zg)7Tv&Sn{j#!PA)Z%o0iNwyxt?q)kld?eN$@{+|ZKjU;6uq)seIh>;o=RkjuTl5$|@k#{!oX8CT=*wKfydDw~zR>_C&P($-wiJ z;)ggBU2k>8mwmygAc@FDGZPC2EKe!v#80(3PXV6m7yup-$3NIDt&b4zGH&6oU@`4m z+Ed8O`Yzfko51Y3%T^D+%3j<)HSHhVPd9QmBHW_v1Dh@_+Qotz}I{X5goIwln8oMO7)|-+5gbwP;$^liAxon8??F z3?0lbXXpEJ`JXmkrlCMuYK^X`39YfZoj|gvIQCbt&-U+u8+DK}+@`=H)MjPgg*+}CaM&~M?^uQwa`4=~ytV;{Civ9k0GD{% zJ%R8-O)tEp5sev%^6kIBpwZJH@oCdVJH8dg`0=x14TSqn7zAscJ;F4XjHbSbFj3))bO#-4Pt(82GH+(`Q;S^ zo9JsByIHUUzQE@6DxRGDRC&VmQC19N>S_e&fDyX2Ud0<758EGMzGGXg6?_pikyux_LQBQ4|a3HllePrN5VM*nV zm?FiHG~2V8mdQSQz3W5Wb^t|?jT&5rs{(Duqburm;z-mN?#u9uMdvA=$^TuOq`w2T zB;W77WjN?DfCREC>)lPF6b;{@Nrdwc$N&TX6%Xn6&j<(Fd4}St07P=%$yA={iDM}; zg2}Cv>R)YZ6$LOu8nc9o9c7ENfDnn5o*mPy&f^gSC$5y(aLbA<6)Pj>mXE}=8adE2 zr22mwe`Bko&1`c=R(wgb!\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
mean_radiusmean_texturemean_perimetermean_areamean_smoothnessdiagnosis
017.9910.38122.801001.00.118400
120.5717.77132.901326.00.084740
219.6921.25130.001203.00.109600
311.4220.3877.58386.10.142500
420.2914.34135.101297.00.100300
\n", + "" + ], + "text/plain": [ + " mean_radius mean_texture mean_perimeter mean_area mean_smoothness \\\n", + "0 17.99 10.38 122.80 1001.0 0.11840 \n", + "1 20.57 17.77 132.90 1326.0 0.08474 \n", + "2 19.69 21.25 130.00 1203.0 0.10960 \n", + "3 11.42 20.38 77.58 386.1 0.14250 \n", + "4 20.29 14.34 135.10 1297.0 0.10030 \n", + "\n", + " diagnosis \n", + "0 0 \n", + "1 0 \n", + "2 0 \n", + "3 0 \n", + "4 0 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#importing the dataset\n", + "data = pd.read_csv('Breast_cancer_data.csv')\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(569, 6)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "mean_radius 0\n", + "mean_texture 0\n", + "mean_perimeter 0\n", + "mean_area 0\n", + "mean_smoothness 0\n", + "diagnosis 0\n", + "dtype: int64" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "X = data.drop(['diagnosis'],axis=1)\n", + "Y = data['diagnosis']" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, Y_train, Y_test = train_test_split(X,Y,test_size=0.2,stratify=Y,random_state=101)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(569, 5) (455, 5) (114, 5)\n" + ] + } + ], + "source": [ + "print(X.shape,X_train.shape,X_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "ran_classifier = RandomForestClassifier()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
RandomForestClassifier()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "RandomForestClassifier()" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ran_classifier.fit(X_train,Y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "testing_data_prediction1 = ran_classifier.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "score1 = metrics.accuracy_score(Y_test,testing_data_prediction1)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.9122807017543859" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "score1" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "\n", + "filename = 'Breast_Cancer_Classifier.sav'\n", + "pickle.dump(ran_classifier,open(filename,'wb'))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.9" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "486e0d5a79acdbfffd563ee7a67a93a5017bd2a4f66495483a69f0245c8a4a6c" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Breast-Cancer-Classifier-Web-App-using-Streamlit/Breast_Cancer_Classifier.sav b/Breast-Cancer-Classifier-Web-App-using-Streamlit/Breast_Cancer_Classifier.sav new file mode 100644 index 0000000000000000000000000000000000000000..501a88e0e657ad059a49f1a98a6e987585f90e05 GIT binary patch literal 463796 zcmdRX34B$>_5T$`BBDl&fJ*TZ5ki3YNJ3b{9X8n%!oG;|!V-hBJhrM-^tm9YQKH6b zY^zaRTSZiaut=Y1(Vs?*qJj$$tZnTN+s3w7wYL4wyK}zt&fJ^uA0GNEzE3_m_sp3y zbLPz4xijB8GdFhJ-Sba8#!39j+AO|&?(E`4^K)j;Up#x>jJdOOrk5;OG<)%qin3N? zi|5Z;FzMKM znk^HWnb4WNSf(_1_RKkp=PZ~%UWPZ6(g`yc%~>*gk&IDMcHE_N=Fh1pOIsYBJ75Gf!Md!|5Jl%_0F|tWnIuDiQDybNGOj(;m z;1#pyTw1zhddZ^VnM-6g(>>u(&j$%Nv`C~~GP`)mQdxGH{K*ME5oh}R1+%=67K=P@ zOkcdDc*$%T5Q@#^OMe9TrqN1S-ST1^l0&-;(3cJvPw@ZJ*70g^wiRp zrKgoUAl10VQidAJNELbpO`r?_g9xHAxJAVH3%NER#Wh^~? zR9Q2b>x>1`?2%4c^DBxM%}W$-(UOXrOIwdBJ2Bw{ad0eC zTk4XQo>q3;;)PPHG-Fh0t7LE+eOY!Yxpw;e;(4;Zq~~N~nZI;i^s1bMSvm8T&RsI6 zc+sNbt18M`OkXs6=7Ras_@y(K$i`OI)QebA)@=SP73D5z?uv>*$IPf$SuwUEYveH_ zo35xR?OfJ$){?8DvlA*!M)#_?d6kkLTXxLV6{ALt8u1_b^Zt!=msHHS`C{3EPneT7#k1xtmCdw;$1RzCWug^S$TpA=MrE^{H`{B6CwKwHvZ5=>PVuf6&y#L0oj-f= z;)>Za&9al{>qg`ia%9u8=JTg7Sh^&-bjjlBiN=^lH^uad(yY=hiE@;7Ln)d_Cbz7~ z9K-g0KHHsy?Ss99d*O~?fmH_1j&b`rmVrKg*eHBEFvvYoXwJEcUZ>{1dvkxWS1 z8>oh3WHk)CnPnjJA9+lol4Pe>ddkQXq@QJ{Fn#8NrSq3mj4YH5)axUHDHVDZdhEm= z1$=cbC%Ws;^z`V&dhCB3?I%E&g7E|)YU=`}JuOVVp4 zAHJz#>BwI4#!64Lwt|d6#c4(zL6JZ{mB@(>@|NWa7iWW!od|Y^Ryf~itW<+7PWFsZV|3uVhOAzKc+oHSQ^fyq7qc_*0E=k6AZ#f3}D{b^ni=^xWVgeHE=hARXNkC-v)= zy_+ps>{=5oZ2pRi_MyZbto>=W-%M*gc7Mq%>s{Wa6W5KkYqVcwXO?w-X1zPsdZ#D- zh9$9*i>@R#?z;6B`<-=6!}wyiGnD@HMmOuF z&wnRsKXP4?dn7hVoI!j$qO4sbqU*aG9euEqT z(e=L{@$?!O_IS}^!>!8)dsOm6MO(_}N5TAR|8UtxH_?0UU-quc?3Xb!tn*8?eVX-< zF3u+VLPS}*Mf<1r5^Y~uDE~foO}(`5-A-ml!ZMLb_MJ1HvwZb#M=B8daVC!)SlCB|PIzbU zanZPo{#->b6rD&fn<%TNaPw;?iqIn;O`7Rm3L2c9T4P;{sG7=N++!g>2wijOzm__@37 z71whr;V+|!@Rp~ytxP27+Faq--x5@u>(3MnUHO;%Qv zPPuttEnHnSQ+V1{ixiCwRy3V>r=#LSa}|}X%Srs=q~|e-f8zyRDk^6Q22YG8TAnGq zuy~Q8vekRM{+FS6El(r)D5Btd5MNJ&B|o1@a)*B45g*~8S%R)WAy8C~GAV#)TksUD zd0%*c;!$4mr!#`WVb5@%-cX+$enNc5_Y25<`o8F>SEnDvL-~<@2MUKCc*qgn7x9Sp zCW?5Ojqr}|hxlQNuf@bej&RNU;$KXBCQ+0Rd>;x&JA&U(FPe9JKhi58s`IC4;33!A z6u%8ogd>0Ct9go`d7s`y%_r{ur87#;C_PjDKTIg@vwuFEn=%wPg<*)wS`D;a50nEQd3hDBCy&lTnUrcZkM*1hgo zOu(@vj1iltk|h2|N*k z;`W%-5U%G;6&U+sjL-6`s;mr)@SDs2_Gh=s#TZ(tk52I!Z9kU4*xk!7HcB)nyMYxk zJ3}jel`E9kKbEi`W3lvPQucPT_8|4rG`0k+2oGW@jMs#25UYl~7T@{Q2QJ!^vOCw> zpJske09#_^DBs?ryYSMF?R4Qkm0#F8KeS(^mu;=b?2xKyqNPf}F~;gDEOy}Su*m9r z!Nv2hUFRE<_ZOH8W{^HBzq}u&iX+7sSb8#t@4vkO3slAFEr4~Sy|XcEbVRd_?yA2( z*J0;_d)+cBzelR(31CaWdYHefD!l;p32Satg3wGMzQ3?)4%As_8k{~Q_)5XU{UQzkJWGN zz!?+7s^KTST`_s98zQ+!4g&*2eJS+;0c?roSG50^6NIP^KhgfacYN4O_muA=TYsWI zS9W&Q*b=Z5R{YwU&%;jQJS#rQTmNKg(oOor~G`^Je?BpTn7c$q;ysV(!k`wR{J3y(ryw<+`F@>~f0@ zzs(le!~;8H>8`8K+2~e(xq8@HAH3$`zE;tPq}a~t-L8}$um+?2b-l%_ZST78>zjAD zz^c9Ia&`$UDwp(G`NDZWyGFcxF!7S>MHl^-iZ)o}P<&uFOwV!VULlnDX&*Ky1h6Gw zMW)`5#izY)|81|^U-CWw?B7|K&p&(2)bQ6~j3>6lQPXR2d0W7k%X5#gtNP$E?>?}WkEwOCND=WKbY|!+JeZQ1y zJ^1};TMy=V@cVxr!S9~m;!`{)|vz&jLg zHc^_aSIr{cq2E+fE~gnvfXO{Y0}05}4jo@UmXs=iTn=tm*oTA>Ps>RF9&*Gl6zU3g zrZ>VPJ}BY?w4w02Vx=!%J*p6TJjX^55BvRggV%DU4p31Jt5g8&A4WVya|Zb2U41;_ zfkGbg#Y6gjit-{H>3~8GzLE08r>pz`p332=rx6>dsO;W7UjL)|&~nOO^N8>I^g9xd zguo*{!a?&9pQr|%5RQmMA@`*hyM*GS9pyE`YdwLGGV6S&85Leo}G6#WWs=sNC`J#J@2Ovu>+Dl9fy^8CFO05SA#zQ}TQD6ZTOEy~aXeSXqGh^$Xq8Hp;CU9b@E}%*i zX_O8IWz3)PgJQghPWkq$TLwSjV({rjkJ~SV$~5d8CYloukc)|{qAz5LRj-{q?w*f+ z?HknexArG*E;4OvJ+vofPd{rtGrxLmH$YfC;AOhCHRaceaObhZT6cQe#h};APl6Tz zP12PC`uuj=<$=5}j5|m&6s@YzgA`Nn3QpD`3T@%g| zi@X&oZ<`BuoFM|B7(fZ;&v4#dF}+X-@swG80}H5_o#mA`PY}CTCQzWad<)X-K_Ig~ zNPTi(TMyMM^cu z1(1c^M@9RW<%yHue59o2U;E6L8FEyA4yDt9D8C=J|7emB`R~g+BJKmHQ||`>iUCw( z`Gr>eY_h&@(N8L~`dat9rayb@1yos7K1SjPKkFtGU*}sGVgGz!ewIn43aZt+*<{#x zMAH80Oab!9730J;dpl;&fYTQ*()D*2XlFBvIe;Tp0N6j*L-rj7*_Oco5j1foBniq zTl>>|Zl=0G%)XyMJ$c0xV;cp5`X)i3btrR)z??dOKs2e0&lk#TG`W@U-W88YI(QZ8 z$Z3Qj7vqSh$tXpWM1^ZP31Y)kIOKXo4aKKuNz#wvV=@d$M+(1?C??)9a)0?CFCe{{LxPR$o&-YKp{uHQah8w9TfvS;=?Y;{p}1q zqylkDV%=HQtxNy@ zrdyLt&vELKyWrYVIC~h@-`{Vm8+-GnL7dYm zKUNQ7{i_>X>`pTLd>AVpjQjF1KtEP)X<6!%x;9j>i?S2CIau52*E@&o>p+zGGkw=@ zCFs}cgv+uAf8+xJ>{m3h`%>l*5`GYe-JeyJ3$8nAKxu$J4S*`;orZ68zj^G*!Z*(I zfnpML2Z#ocgZW$TTJ9$R#-P9S+%6~c+2ntKGEA@b;AcI=7|L;?{>9r*DSq64%T|j$sR@Q!7Vet zdbcm7b3Rd457Cm27m3<$@7~+7eYHD^=O-=^{fHkxl=-u~^4MFnKTVLawKrM&qZ%Mw_lAt*m)XE?9Z&H5#q+0TFfFRz##(y|OOkn9^ol+{CR z&Bs$UxNPd#gOg^xr-{Lo&k&-l{Oj6IT~BV??Rz

hnF-ab%hpO7@Ki`X!wA+%ysQ zUJBjqn(b+_7)J4j2leFXG1K&lKl6Uix4!?(``vz=W!8heU(lbc;*4t)L>vq1gr^=Gs%Skx)m+8b%~up)k(f(-x}sH=5l>*4C?VdV-&9i`8*B1<#T39a=z;pe zHMm4zS!@8M=P0Uqtp_<0BwouYoOn5GK}1CXD(d(?IpwR%0c{w$+H>31YO4fYXFU^t>VITQ{%160SP3yPmflh~^W8-%!tf`zRR=`a+Iy@JI*Yu-or9go8pKdf*|a@c1O5t{?|Y=I45v)Ap4 zh>3U%M8>3m>3J(zKCb_I=I!si;l606&@T?8sA*~q8qt$;gjKy*SnQm zFOob;4TCP0UwP$w%SG*tKe=dG&$aGPxn6v(29b}aaF$>B+&^q_odL0%w}x(Z=Wspw z6tkUdOyPQUk-&CWmS1SV7h7B$tz-^X?N?s#YB(Iw>=bUN?ERV(kMJg39vv^{KK9$Q zr``Lq?+CUr`Y1JXFykqQr@fV>2aip8dh#i6>rbr3d3e@MR2~Pf)J@t?6*y5I79RB*2e(TKbgmPt&tzSB*WYvH9O135O zrx9iOg}>Uql?K)RZFBa6YNI_I#$?g22hh0{w_jbyL+d)|`ZMdnzW)66VCzrQ&NRK< zwLRI%(hW^pkSC@MKmDU?TJ6(df)`D`x(Ddoj`UbPI2X@*!L5J3XVWh}t2U3+l81ks zN%0$4nJ4n{t{3TlcQ;@Cr(XtMa^Pi2125r0ELIwN5V0$nlRXhE9nPgulqD)?&^=&V4-)CQ4m4E(wzHNwu4z&_6 zwD!`;jc!x7ZP)0Blv#ZPATn$B<=g)?S%Z5lT&kwp58Br|^H;*uLmj2IZs@6#MIw^p z)c95mhphY0@8)?_ueZC0l|g#^Bw25zBS6pTB=?Bi|J0RufaJ{IwKY#(te=}E=-D-} z5|G{3wQHg;xOIPg|J!xL{>Qfx(Eg}6mY%fG-k)au+1EQOx6Cg?uLJ~0%j6y?=qxO{ z>)wHnxs%C%9tj0k0vi3qTS>4DFQJvXJ-BCrE;-iijM*=Y$Clnt$AK}CgBp&|q z^YDX1Kk$f;a8SxegFyax;6b5>m1`lPLI9E=USA4FeE17;glpaxAK}!F5FKEiwwDC4 z22p)2T`#=V{TU$v`PXMRA0E2#}7CSH|TWr1N*w#xnz2$z)1Wx%<4GJ`; zaF%TR;IMr0*=^l_KlHQp?k!v|a+zLPhKDJD1QyoM*8Wh0b zlhs4?zALu6FJD!E-+}Dc&2!S73-$Tx=0n;mRkWm}vk-}+HGccBi%Eeh?=b87!z4@T z4bdyh8UQ`Q)20pSwM-w-u@Uf@fecz0i4k*1K4t zf^=2#7h1P#^M2_g{Gb49FLIkEUgd0a;Xjq1u+9(Qo6^hIE6W-HJz}Rdf8ND*(ln(& z|Ff*~WA;nkdVT+AQc6r7Z#SfuK7ZWoKRb#L#cvw~lQ>ftGzU@2q{ioTk?FakJ zerZCg_fcDY23993AG0S~GVFR$e`m8}->mk3ryx533Xr-YqKi-$e(=z~A7uTGOv>Ib zsp_$E%lz8vm1WtgAiSRlMb1v1)6DKm88dazu?yvcNj|GzdE8HT4YHVa+WUp2Cv&oI zFQz{oeFoM5vX|N8oj?B5lAhlzYq2lzoCavoz$86=tvsW2)KAW?8DFs1{9Z(Cq+VIp zo$_O(yz+x=@s79Bd5>=;sr^|&%zl}4Mqqm&tKXt_tv0(jtLwY!mux{ff4|g&9D$Wh ztbS#`)LlF~>!IKN;qBc4@UVdNdNN1ia@WkR!n=;`^PL44w(fV$_L6?6?SYPyze45b z?DnmAweROy{YcZ>1kS)>^721jEnn7ozdGO9k@o!(^RrCJ{{A!llBQRd31yJO)0JhN}h9shHuJJ9gwMS+!NtX+ij_9a11<}aCo{r$kwlX|H>|LpyO_U{!l*7zB1 z4XrH02Ls9%2~XV_u4oi|rsBmMMddpMC-JMBAreIYF7f!K0vJuAFm_Q1>^wD02+cvI?w|TIl@8Hgm;Cr#>6DW1H6+9^F6t2 z4jzpa5l{YfE&%U|lPjqp2lz;0Cm->N!oRQ+@xc4#WG|v=Fc$H(fG(&WbUdVobo|t> z4>`h-9?IvJBOKIkm*xdhRCECGy@-OxbPe^_k>qFxN;@$OR9BFLha430enN%7A1GHQ zg`-`mSc%7ny2>P~xJ37&t{?}696Tt(Q7+gCxt~XTP{?xyLQINuE`ppW^!(J+)_#mn z_36Ri&WUPCL(^3=+*tP_(f%d*HVP2irySzKkZ z^PfL`$_pd+y6ySXl7YwoHI7Z{c`M5n9rNkdoOW-!ZzjX#inQeRak1~84;87=v8jF>#L{fP1%z7=V)dDeq!Oq#rG<(Y2BQ~p>v!XDm5 zkN1!(;7%TK*)zZ2=FaAJMrH<9mN7e>&c}@v>4o9DTTS0&eoXW*z;0d*GHbm(xdBkO zF6*jIZc(>e#~0lEoI8WtSvNy8CtfxI@5jayEeFZBM*C&y8SjJbF$dsP#|*A{yWDV@noOZtF+bHFU-$UtzK_`Yf1iM z_mLbGEfb|XTTL2v{cn6{zKyib&jcZR>oev6TC@DTkI&Yw@Bh$UgWho=S7zC7%QO9w z7C2*$l|NE)eu3V8hVrZY`dF6_?Oy5i)F5&j@+Tv5yIYp7cfXysAOW*qCT%~cHudb= zi)p95o6542cJM*}_UnFu4=FHv zybtZDWPdm>W6bAYFY9(~fPeBt^u|_tyUELhjF3^OP?15Wg{gu!^tkO(%Up6#9N%r$-l!$p=z8 z-HF0ZKaYGUIoSf#72@k~y2w#-z3q{L@CgJT#uL)5}yf=PM@zV>gEUPiMccmw{cVY0%^rD3`#*5IY{U3P$?k(G^sk7dln`P}#R_n_HFjpYc~5s5HMy7@HZ`-o^4O-~Rkq;Y_(|Snt2y;$F`4tD9ln zSr6fQ65?q_JSK(AZROif&(#NQ8iO!-_uCGZ%t33Ro`hr2#_F%OM*KwYEys!>WnTWF zCgJgeS-JYm1m@Fpuk#CCo^vti^VH?`C);+7ZBCw^ydPRo{;jzk>RL`#vPJ03 z1A}HRf7J&T^s~;-^h>>dlMYakWm~j*U>EUm|GS_5{Pq`pU;pZ>w|AXM3e2D4+@+go zEce6tI+lDSuwPza63*@y?~JKWyw6{L=zGK8AutJN{*Gm=#pt8Pw=E@d#S?XZK@U$o@m8}(Ngn^JicvHzfe>6i4tLGP^I%MWz#p|>$HJ7kur)`R`?f!QJR zOAAcGnOv^4I8U!UGQm81kcic*S3ZCQdCI{KD}PnxVz+y#nj|591A`mlIgY#mZm%^zW-( zoK3~TrK)|sv-**G_TVQgx714&L^^ zO0EGsTwTWwd=VC_mj9#6qLrI`EAjFIXM{0-#vbXqQE%Ti{bE0EO|_kwdiMP;=0mFJ z_B&k$bHBx=HVT3bVjviNg|9NEFBD!XayPw4tD=fJT@|gHOT43~m`OZ=2lBRX_)ovV z2e>fIlskpQL!Rg30fIoz6Hi=2j&K55GzjLGgZHOLU|RCS0Rky1+ClMJPN0fDBa32d zPzs<6Ks0}TbOX6D_9@_zNpfkS}KQpum6V)@bnARw#1^2+_oMg0d;?tJUw$ITB6$aSx_{xrd< z0f94~m|wi@qd&As5VJo~6&eIYxmo==oqwJu?)#$l;HMS4UA#>2>QBB(1ZWLVkJW?Y z?1%{`^Iu;st=p=%@u_+rZe0(io%SmaOwe(t-p+ZJGJtOja}wJ*tBX#(_P5#ld>>wL z10WzPUv15OHwbJiGVj|g>++fRpFKFk>nCx)>{CK8e@`r>?m zxc+VQ_LEV6ezyHfs(Q@NvIyyVJ7+$XkKHfPk_}VD!$19W>`i}p&0RopkJQZ+01W|J z8G4US5nr`?^~9-H?KAs%Ios+)>0}dS<&ZDk^2Gf^=iL22AMSOHb{HENIOB=cL-@;k zUeMd~{@eFa7b;gSQReTe$_Xn(tFjUQdtCn8zLy2P^%+myNsp0m-r{ch0}*EVvNZ^p z6U;AKGWkZ)V%M5zVe?mf2kCdP?q5vsw@qLr4y%Xs`Fl3$ml~|x(lUEcfVBsyXFm>M z?N932_w%Xhnf4Jnz><7+w{@Dj_S41HNjtdP|gH@y9Yo(R{ltJf6Vq$U%AE7 zlclh4FU-$U&%V8+nx9ZUR{!PKGaFmERhR^=YPF5Cm9{Z~-|c_k$@uCfVTAC>(mQ4|0SLpm>lYUGRtp3b{ji2nQ%K zioz*>y`9c)59w(+K!t45NB$j&r}z$d$PwNh@rc4tkORzt-C7@d6cOQmigX$ahyN*F zteDcp?FLW@c7g|Zgmh6pgtFu6r{bcwG|KC?o!d$00GdpqxS8(Ue1N#=2ItK)=zwrG>PcHB3we0kj4?pw)l znPPH#7vdv-8O{4@Ug%FJUjL`wTix5ZUi@kulC*Nj0bQLWr(rHAQo$0%NGG4C; zHSGVash6hD2m`2L$g6Tiq}iKijQQ{*7k*G~ z7_LF3Z1M{up=qnT3B~XBtz^sBpb|hLmS1g6O^!Yo{ks7nI|M)_R!^}5nn7$?@kAW&R9LJ1?)%1LM0{sfU{cc!;Nv4Lp5*!<^E4H%SL!6NX5=$&iU1&Ll zcc6HXgOXV5`NN?XB7MXMNB}u_*hA%z%>^1Jg&gT3U+`w^1V*Sr$Pcm6Lh+QZ27xHQ z*btJdSWfb5d=w758?(a$Q2N@w#?nK12T=ZDq5zcu;vgUJNFVk<4n4@hLymC2 zorRRI4)^n<=$9isfQ`h<-NEV#_90$d6|UtdKfo;T@B{P^4vKL272&WCypBf~B$u}{ zBu4_`och$4&5nK$Cvis4@Pg}W0plmu}wX=;*`M+-A2i|T{TA3yQ3P3|4ZaM@=hR|a9F z0ed)mUyVz9Xa40)Mn3P}&h_f%=1ZJoUK!_Nz=IzhQ?4 zasKfWQS(yq+w&tk%&$*5u66mCzY;kIKpaCZCm}cx`wYWQ`?FzAHT3fJ${;h`izLq$ z$=2Y3Ie5wxeh`NxE8oD<(^($S$=aWcVn4XYKtZMZ{SUTHJ2Uk5zzixFvnO72+zrAD zj_vd<=MP)gJG;MRQugIDL8|P)_CRK5ue?cDDm!I8nEBb)gVFxv)7o}YVCto55C@

%v zW>4LidkaLh`)bh##jp7ej2;zO8N~ILEh!N75574x_Rvlj{kfNXY@h~lLX;n~vu@ev zWAq0M(0-Mk{kE;?wz?kZGD?SLUsLdk( z1GHfGQS5@;&3e0~>6fg)89gjN@8yR|Hu%-JY|0Oy7|XBz+}nexhjq zH(kZL10N0k=JJ=!ulH3&4t3DGv*5a|dK;W+r~QgI<}c}*RA25mdV8QS{OmEcH7#=V z3iEMXE)U7+PdvdCd^>PB?-wid%ZOCl3-hzg$$ng5>N#Qn**Taf^P9Ny_2=BiR;~@C z_!uv+bR#8?Vrj;I|GvdMYZ%$fh&*#FEJDYZrC-tG4tF#YIC81U`NSJwpb8WFmxcBA zYV)~i587f;flAVTWghdhRJE^np)#WXjjvoAo&+_^(G~=OnzaBihpE&;;5#b5u2fMc zQ_(p1Hj1wTpGNU6CF;=cBH|$*=aUcf$@@VL>Zl*UAT6hGG)u@sqz4}PQgjWjLXL1y zfNapqru4ug9;jdLPZxYZpVEaK>1m$i6doI>`1n`~2lzI^lCysIxh z;(ZVjgTd6XYiX(j*r!>Jw0VNNnm;;I+%2#21Z zM>w>>gCZOh^@wsK9Pv?JgoB5i!Zm0LIsA+E3w_NCgeZCm@vsN_zI?QwA*WOVEAOBO zirm11Qn7mi9&(Y$qzc=D>O zStkzO)9AtKSmD7YyWYX-Dw!JhwPbp7J7*HKO{4H8Nx5jgaja12LENoKhRcnm!GqP0 zOUjFG>b1=k2frE6{k8ku3zFfE6S03oJDlsuH?0^9H=}S?zS^3$OZ1?Nh0Ba`$!R)6t>@+nch<5wsB@!TzLAD&;zXON`{OlHhC_A2qtKkp>)NpDOZl${ea zXlo9tJZZG>mQIaKBJC#yX1%9ADX^_~fG4Wt<3vk!;haX4)qC_muWfMgK?Ky3ie|t4 z7wuo^wb9!-PpAA?`O7PxxLU6eH1+Jy>|yOFk%RT*la*Vl*@I$cei?c@=h?yXInJ=_ z#j`KH`@1ijePC`^jZHixX#4s7>)p#%J^Jz|&ORRqp6XZW+UT!ywj(>)eOooOI8Sf$ zLI0|vb=06Ow$U-arQiIMYMNXA_a|Al_k-EaGDV2|aUM}tzIFeIZgMx*PHNk7*G?B8 zofl1v)u1gvM%J#qmFM_?Mkb}J$Y_10+c^}@+EZ0!_eo-R&c5~Me6i77nH?Kt-LB0^ zU2nbe?p(@`*%>XFk=!)}QE5Xfr|Gx*RY}+TEud2NHdOIgTX;!{yN$rh# zJi*$LRJ8~F{PkyRr>SS(@0xn`Zdeu6=}wf%3+$4IhQ(EXj?wBAMBu4-W4=x zXE!l<@6e+DzuauD^os{q-m&|kc1`pJeP&%#N>>s4=O0T?s@jhunV+Rzy^EE4{m2d` zk7dly6;&UdJ?rt$%gwJ^JD2E{ci2A4+M!&TJyo9#jPajJK0mOXleOz`-twD;iuc2L zu9)r9en*7~?lr#Buc7Unp;^jJkwuE)YkGQnXLl7|b-AK)c;qC0p@^a$Bmc>13tbWg z=s=-KumbT&kVE_=q8)rZK$Hm-o<`Kck9f$*K8ckhf})!Dg(DU~I^?J0Qv`r6kRu=H zgV%Br_;~_p^w$VcUVuVK5BWh35W!Cozp?O4ff$MsxD~sQ!ckA);a~93?oIJYu2&u+ zU&JFn1mrI1BYsEXp$8svgoEZ&d@c9$hzQz<-0x3BN4k(B9H0~G2k}rphzA~W3Xl6i zqdcJ`h}RfJx}b=cOZo`^ZdL;Jo44!q9|ov2q@k67L)1#ZHm4+40`?&Xv4=uc<%KIm z#=^=owm-4g?aZD|{ERRRBH2T6UDrWd-B{#{!V^w?(*%`@k{=4lK!qf!d^3|RqN6AM zqWg%K+-H*E5>$!`q;Ed7DN?MHNdM`avvytew7D{`%6?_uK%Sp7IRGj(Ny=;2ygF83 zvO%*kC6(V)wH@qmcP0jp82p?{`JlX#ja^;4#m(w_!Nv2hUFY^s+94$q^@jp5h-LLx zUisc~QQr30Sug$PQQr!}3D$OElI>+H*H>du0kDGQ7b*Gkay|IKb5UMTti`AdEeLEUixPIZ2@9Ig37fr5kMZEyD zX7vy*esq&7dJp~dh7;HO&UhP^V!aR6ppv-~)w8Ck`jRf<;THY&+;{f-zJu-Ux0A8^ zL?)Uc&Ln?eB{i`g*)@|!9gcr6p6W`+RO`>tD*-dfKvoay%Ky62z3H`+$KCVMK66E% ze8mXR3;hSHcW2j{Jn{LWf8NmI?l*j3oBdbYczTJ+REX?rPm~dP@Ou~ivI702lBc@D z&i)O&IZ4S5e65d_qjpVt9}RY!cIE^?C04%Jfid0m8Iu0|Y@bJX{-|{A!5U`2RJHeu zspn`=={zbJyI;yHXJ0MS{(O2g^v`|f3PL&i>P+!-h_dz>{bR=$^|2CoUa4qurvk+X zXvXY`7H0R*Uz5c1PDQr|gUx!#34lthU#?rTYOGM{`|tNu@7q-CAyqv`uLSH)er4s0 zmOLuY4jnq`Z_h7#Uq8=PH2ak^tbP)zBA4<3h(c_F6s_LgMU0i}O%IHz^=+@r*Pv29 zDX@0tefVV6@RQ!In7q|@Y=(Wko6q--`i!uGV1Dw9%vs%#rrxdrdI2}94{Ozoe(h)?N z-1{1+kfVZDou6?pA-N(m0xJR8{ZLo)`Ng`QXZA}~`n>&@uBgJAM@q>7{y7tbZ!?+ydH%}xFEwgQ(82_mx?e$pwNLBm(%q&Oa zpx}_?O1UD`T~&$j%+xF6hA4hrR8dDxQxd=Ud_^T@oM4?g(({z2aj^(Q+hp!B3;-IJ@C*6cnrCpA|5E@$QR)Ra?9=tAw-FXyfM2v`t*>F z&X1A<4><)V+mA0D*aeXj0nIN)u4|sm{ zAK!9!B*W#anczw{mTcXcA~_j&{QL`@m!5TR;(Ba*G6rvWAjoK;>dEpz-6f}e(z$k} zJD2N4>_1#EnCppY0Z@|Vm%i_2ncwtPqGrm2ZWh;bF0_8=vU1B5>>r*0fxT?yAr_eY zG$%WlowX-@w88Cj{H+~d|KJ^SoAF@`4p6@;`Q93o1V~8PCP>|~@#tOad|zeidZ_Km z(UP0cyYBWKWFAV{_5RUltF8vtXJU;u=-?sW{uL<(X_Su2r14Lu?c;ImMv7~*^fKlb&z|M&NU z?WEf5C+t^rnILF>iv4F=;OnKVoy9W#JxL$WVcxg)FIiaq$U4jjfRaoee|-p6()#cB z)WHs3Mb0gh*ryMo?bx$f6 zKs%$q?sJO>y?D|u>Y6^_7EwHph=>Ly0s1k&RE_^9>TjFdlIuy-0w87|3TJ+i+jpmG z@a=d*&wfV%vqPp}|9oI}ByzUCk6IXZ+Jol(xgLGE;O?_psP3_}tTd~%%ScDA1?jf3 zVr)g0M7A1S@>U|eWFiX{1u7FJ9!tl>93{u>9Q#K-W%*CeU(_Yddi7y2Tr^pW-Fc zBRRsMkMj11oG9#tT=Pf(l;RWGjL`4s3kH`ixTfUjN0$H%g0{c+KsypCexF83$1(k zDA#jJ154hRopQhAIMMN5F z?-$?fGe3VNdo7ICfW9z0!_!`wAU=F;%agyjeV^}J_5<{iH!SgDda>>DiwWKv-0Ho) zSH`_Hx`d}9tB3Tpf9NTGKkeX#QGeX$dxe`Pnp3GTnmsOA%JORY?R0#$4&_l|`z0c1 z7fR256v^z6s`jH0Grv?{9i~3pv~6dsUS;_*^cM^=m81Cos_60@ap%sfpSu4?weB)5 zaY{701T=*Ct$zJW8(p0E-GS@Lr|fCOXAouWrS{-wK>4=$+L`@q)10MtIMin`qa_dD zs9*Ur`=w>}^v!#TExm%w0~+Zp^E+AUs`e|`M*6;W@lve!0w`UegB8<8uX6u zGn|EbA0^O1?ziXVQb3f?yl?IABc5L3RXUcgqJL!muC1wmB~PPESt`IW%CT;$NFUtv(ut7`?nIJ%Bofi+ zQYQ*$_SBF0Dp&k@$+tJ0c-M!%B|hB)=o0g1`R=Q?x*x}?{}H~GC%uz zNTc#A(orvY16s$*5u0+sdN)3H>Aol5yu%&A^0Fxkr#h+$HSAD=<;K14B@hW(hlz+R*RJ0SPx4|^f^ zQ=|h5IUZ9;&rcB_=|c|vG=UgIiH96g&66DAs4wF6{yg|Ii{kt91&?&V>wHMik@Si6 zgCVlnD~VqZJmjP=n>((K8DhcT(^+0dk}r<&BIwMb6tFvwt?t!REvp4d9L z`@G_B8(%VjNe?;*&%5PQ#Er$yXMgz9PWR_$>$J`bv*%21b$LIX+?e!acOGSq0 zNgXCVOi%9Dk$T>5w{O2rNG}<{q=~i9aNf$5`jt8>w@j&RU{c5A-k}0`6=?eN`+pT^ z`qRFBns(ZQ6=r_+gS^vKg{c4X@R75K&*tIkI-Hl+MWkQ*`MC>j{m5O;<)JzHa2&jn zW#y2cKb#=G?Q{FU)yKV~4@L3RM|)krWaYAJ6@FTY&B`v^}q2gF&U|s474Xb zR{rt>3wwyFzq*&aclnd9(GF$#&ZhXGpq{s+Oa*WA?SHZd9hy_RirC-p%zmkAUw`Po zRDQ`xT?ev*`7?d(731~i-tc^co^5~4(o3iYCUxw-jg)M@Mn4}+zu52F@cX3`l?#(r zmS0t6<#j@dxB2>O`}#8{b>Dyenf}ZWU8sBoL>Z~i`na1Y-CiRG$9MP+S1AtcV`BZ_ zx+w>rcN4pAs@v@`_h~tUt)FA&5{0&U$v_V>kmXnRyUfjQUDHkdSvrTd8M1x&ChKw0|C%_k;c6cl~)i$wLnt0|9y_L4YWH61h}(+VXe-kK%J{ zRdW;{c(a|R!lCCW$$xT~tu9IKj3geDHzk$-DI9X}ITVg~n)ij1T)!#Cq)^AF2;d=y z-e5`(c2YRrOyV#bZ6_wbuoJv47p13pN>KA8M?UF39^n*UJ~k2JQLL-i`$7nOKs{m7 zta;>%bil(ONF6-n2nPii0DBQ1en33%ko(gE4>|O}LymA?eK`@KBwdLDtN{-_tbBkR zd^YL%dE|rg`FW%Z3V9}_hj2|P9QjeWyd4qaNI;6&+sAeKVSp5FLm-8#K#Eu82nvG? ztlMe=_ee=g< zlR9*KGFo|M<#O@(Lzi5*ymhs2U&9>z<{59c*h9B`?jN?ep%pKDId|I=?rff4WTyV? z8bAkDzVuyN#tNr->lQT=Z#R+tc*J^eFo5SLKkA1`FCHE&Kkty1b*(Rb;i`W;ZLV8Q z`EzFWgJryFROa>%ym@Bz5G`r`V?F5v2&MGwKMw$ZE4{41z6M@@)Be3he*+lxtMu## zBfNPgCJ_KNU_UFL`&*7eTnHKA&)XZod$e)EjU8uLr|FTGxHAKpJ? z#lY)pd?$ep)o-5hCYhDLsCsV?0Z;^!K2<(@P{g>e#t2Oxz?&-*VwW7k=)>om)k z82~AmUiz+?o%Mo|Zb3Wy`+=2PT9!P)w=>zv+Ha)#-*P3?gJb$!`{zAAkp4ow zuOW-{Sh{s<>bnaSyxYZdQt?^V_4nOO0@L)H=LRO#v5cG?@lDTvwZ7x$ADH`6T;DFijWEUUPL$QVcZksXL5Z)+|HcP?+wb>a{*pP^`-Ryd z_3Xz>Cb($7zTM0(T_3j6hy23)={Rzw$-S??(>ANydUp!RJtAi4&#v|6;p$rKKQk;Q zpMB zBGM?x)Weh>%4*<$p)NIkd%*=CMc#4WUf2OAWy+>xXb3t|w3GJ)U@T@TdY4pGU%*WDHt8NolH_|(dW#MM|>?c2F zz1xF8CP23P*Z zH#r}oK`wxvto+f!%X;X^EBx*yFDI`6#Q>TyJqZT%(1!q+^=?0jF+mIa$vLw_nrdHv zc)6n7*DC;W@pe|T{(1M4#A9XuhrUCFQoaAu10WYGhuoIfLnyoIe1}xnZ+Bqn$)xPT zMxz}`y^hKd2hSTOm*0G!Al~gV`;1Q}@A84E!!^j2P5R89c)Le>2`@OdFR&5^pcp_k zQcsX*#-FqG4>f;*ZN+5 z4Y1D7>|eU-l{f&cSoy`3vRx+%<2bv0+vx09urm8)I_UwBi}|gn`pbzTk(=Xe^MNb& zE3jBQlIhsr??XLBt~+;p4TvlpuJ-r(jL!aVQ_RDyS_{M4)`N9PuCr4~lTu znMLVk5=Hvp9iQCs|45Et_|0F>{uNHtUa{f}>hdw6E+O~(1w7F)eSX^||Bn1HKqcFiQ(fVxB=x?1KCQN_ zaQ}UcZ|}mSqe)UPnsNU`@%KmG?l%7Ax7-(!;qq*a zbH{DL3@o2k>f-||r&zM`a}5%V`d!OTGp~BiRn3*8Vv2Qs%+FFeEdVMpf6DcI@2J_fa_S57+6HQ|9F6{{t$OC-qEl zq0ON{rO1QtSL>B_%noT;s*`B@$)ed_><68!eh$k{vwX>KpQCDSb)?Defs zum@|*{Omz9fB67Hq1`gSh1NFfAqMw6cJqjT?K44%*hsx{%51k@qm$cbx{5^~tXcV= z>vs9hN)jUEMRA<=M43J5yADj$lRmS2_9yx>`(+MkB9rntCzxOTvT2iq3iiK=w_j;z z=9g;wOm6SWB0E`oaZ3KN)qVB(VMXKGzvlZEc^?fbbs{}xPq=x{d=W|{DpRty& z402dKD3GA;$I+Hq)#hh%s*3ezsxUrbdg)(RJ*S@!X8BUL({{XMme0|kQhzERt3St) zC$v`2TDkc^-81fFl6yq%&nX}t;0Q}sZo|$IWnDVFcv;a--`Q_{54Cct{J`6t^~*HF zj>A|X%j}RArh5OSi#}97j7wR%>xRCVD`N7bvL-z@`1+Ruy>bem64Q&8{Ql@^*S75i z<7nlM6u-3|Z~Tm&hE`6+N`#jk4w}UZ9lesOyOPJ}DJtL9dGSM}2XH|1o>cxDui`;2 zCKK-mJ!mqn<PVLcr6FmaiK4s4^+}Cbr2u< zYWsZp0lA}oet%Ff{H(zk!~>Xvc%YE?6Dp)H(GXF9FIu0%p{KOue+t(Wf=0rj-;?Ah zKX|BvhaBPleDWK~2l2FAB~TZk__$JWI!RuyF|qE+YKIipos5VaVWb3#5j_bQ)Q#iKI!NOxthy^X}dSHJ+Qml9$4Kx zxjhhr;3ja7_=~^%>j5A5U=Jb~=^e&k0rjNp9IZhvtO$Ugq&)uNEibqq zZ@lqyciStbo$~Wcvg*Ab2JuWUeC*wu+|N1|K5@l8&zfhG#70>A6X2(piQFE6hdCxU zto-tG80YE1m$_2S{tcpk&;}6o6e=exUwPG6n_L|9%fe+$`$;{sKaqpAUramGG|1JG z>}2T{?cbbS;e~duqNQr5{h-wJOZuTeE^k|JzaE?a^5yj(x&x^k9*Iv5teoQIOMr%r zeZHs_rPG=y(~BP*makXrnC-=WMTEHm!yW`;c1X+Y{dqc-!y~bQdgatv6wdrzd(p8Q z-D|F17LWgKpYKc|`}+^=UnQTXS55)6VEH+xRm*SNSBIZyf8RUinL^Hhz{)Ase#wh0oN_Es0&pK(7QPXA)&=jelJ&!vo5J1kn=q(Fnrre3O(di(y2*&!{nzaLmT zl6v;wirKF74|OoD_ig6r{s$rhOMmHJOn&o7-HbzlT;b2YeDtq$`{&q1UOowOHFoAs_vCh{bhNR$ z5}~vg5*?^0&fvi}edDDhr^$nuLA*mh|0H}g$uZeLJW$99BydJhd`D5eGK1pFVG>;t z4S}a%Orl6%c0(ipB^Cs7Os4#Hf`=S>g(^MyE=`3{Jb)qcHdo<(`@lo4V(I^}fkItl zQjSSDV&DuM$l*7n3m)+uN)K|B!%yJ{=)pe3Lpaid9DJj468O`}7g{565t$(pB+<=z zMEeiv>->~B`Cr9PwnN2h5Cr;K!7o<=dAlISkxY8OJn-_kqkqzy_!>*!h9~!ykyAw1v zUmx6SKD@k0b!)u|0oH+N!C zj6wCWNx8^-VTDGX@upje&$rIc90U(K)Yn+#q<(6nXI5bF*F0$-t|F_q=jg!@vtP@JMeZl{l*rcq7nta#=_Dq-~OXXdIbaPAEm1OV3wsP_3Q_w zrk?$Mgy)AUUx8lPk*xw8maex=<--H#J=A2!$LZ5F^TX*!hU}eAisLau^47vvNyQ(*l!TR=@Q- zc5QIe{(O2g^v}0^+r$Q2-$%yt$mt(g*3)foTk6@jYa>1R3eEPuHT$!Ay$v?kYd{WPi4eK)ZyVe;;@QjkzWI{*raqoL zxEE)}ka~j1Gt9b)Z-+j7+uT3x^R2Myp;va~Fa^4lJFuOE>3L@iVTF|0zx2{8JMc1w=@qShcA^G-&2fl5=xf${ zDCPUX_C7M};rl;u8~#?+HMvocq;C==S*QDmONFO~?K+t3*OjVpY~KmZAl^|l$vfUp zpAkcHM}rzlt`8E1Tu;tbdU|r~pA>@!RmmlW%jyag;hG9{l}!}k{fQq*6n2d8#T($0 z>o>~2c*tMN9rX)SJjhXQ%~L#0D1Kj}i0=n~G_Muug7om_okAnU6h4+{Cecwu9r^*3 z$yDKiGjb4*z!)t@IQ$B*#&0J;5Xj*N@JI)gBKLlbWk5X8{wfJBDtSOKA@22AUz0(LOxl`j|9Z&Gy0j?M?Z*@Sh>)eqK$Te=b3|rw3o!BfQHz zAXRP$YEJPnd1m$JBtFfF?M_+TFLFJb?L+%)LvN^FxnK@fyhyb*7j)Hwbd*P_cMW`f zi6`4xe%ctH{xt_B_Jey~?!%e1az9I(to>r<*H(i#06AE@_9m_JzzKQk#J<2+Ia-n< zFv(~4QKY2eI=z?NY`^v^LHzy%=wnXyJR?HWPU)h-LT0}de*fTzza9WuWs-lGyguvO zUIJ%$z<(-Qf6<2GwCh}$tnyP5_%XiVgD!s0HR=%SBEhh>UZ@2HP5&JjFEIpZ2 z>h+F(Bcu#+m_NgLkKL$O1h8-!(;jSM?Lq3?mPQ^-%1zzNiwS+=_>o@k=f214dUb~hjY+KZC{~&Vj{^s z5}O{_o@1n2-}p-*+vhv;m&~%>4O9LAshB)c@@T$L;{SgCl1Fx8lF#gv{d}&N+-mV< z)fcaG$5K3xFc7B!P$iuA+(o**m@g-DHHcHd(^J>+nil8j=cd_SQUw|9?>}}wOKa@= zGmINm5wfhuJ%f4qCA!hr%9GwnP^BC;*3A^2c5IQN@}p!PpAMcT+vN*MPLsXZ9OAv$ zj-x>sOa?Q|_!KQkAn&E(iE$L)QB;1M(BVIM?m4kUG0CR*$rT3_4e3Kp!J4$CbO1u+ z5)b<`iFfFS_>d!A%_AbHP!~OjX8QOvACL69Q#jJ?O1wiq=s^x1a!|l7t z{`hT#k^lq<5uZ&I@f)K`JNX~+bUi{u>A~L!);!56T!S8dIsAfrkPdjr5e^=53KsxX z;78O4c+{JpN4lVp`^uXHBb_4wO|Jj)&n=FA&?IqCuI(qQ8vspeYc|{@%KJ^9^z^NJ z-80$Kg@Y#T$>FTi_rA{b?P*tCdq+mCc~EYBa=VAbYrJ0*qLRc9Mkk2$2TpDF>-z2P zQ^|1oZYUZ6O_(`#VZ$H| zPJXi51PxTGoqwJsYMVa#*HOJT`VK0yUy%TRs}#EiKoeH{^6dw+G>8H4NXhL7f6QM} z)qZkf4sP3M(4-X^$l6&|`Y{{b$Vt05e|yjSE(SqfwD@>^Q0}Ru$B6gU9Gty^Nvo0% z37lzSw9i!&go@`s$kKk$!O}}4Wj*LH{ppC7$`HqFe_o)R4CRQTpI)%!+kU_FE#Dtx zoge(|r6?hNKWM`0Arv|L`R{mnbgF)-cLACJ1i`>dmLr_E^g2;mRR7~aOZU0}4^;W= zR|uHxGo(S2Grfe8Ahcv9xSAt2cet zcG$0%@A35$y$=PN)Q<@hXd(|V1&FGO6SlUK`B|#A5$(ty06~aN5bvxk91v-OJNBTS zImx%5%$oO+eZS<-FOv#%4pEkFeb&`sQTxC}eJ4CFzoJNTMJ}}Vr`cbJHE7a>(qsOP zlpKGpC~J1&dzI(yH9tWtU$ve~@jDV_?Ikqei!HjnG$*+t_6K0Ha!b|pz(Khz*{aG9 zI*K>F=h!aaLAgBwD_>Z;-u5nlr_8V4IK>(?=|OtTZ}FOp+r_J|bgM5cf5kkQSH6lrkK*SC^AmYH zr-<59ZmqcPv0wSx*}%X-xhy}q!f~Y@FPVO^U!lX&la_@7XPU6~lD>9j5{xkQQU`Nw z`)gJ|2@hJ|?iuV5K4ZKj50_{R#Axu7)g>ZPHb)Rhp}_*;9ZbUKt9UYIBD&*{ zo?;wF4zuZ!Xg*Qjq)@NufSj}(Ob!trlVifk70SX!hz7^6tbVf?u9Va!l62!w=9y{*WUaJmmgx@O^~3 z5=0RWJ0S<3N%6p^`}8t=a`28X9(XNx%pcl^&rh)kr9=7Zdh+uqcL$0OK196E%_m1V z;=@ja`|B0q)DGEMFGm7WbY0(i?9mTWoG3wxaSg5P7^hZtWVK8Vs>#j#O`3PGSHHp= zx{mu~k9#hA3UH7DZ#LQBXWgiCHo1@gq~gI}-CXO|paK#!mR#9^hcSDIR8>}9C(8eH z&G~=qx7J<8^{Pq_1yaZZF$)AfRX2v~$<}E5a2d$;oT&kjg4tPKIpJDS`s69M9enT^ z-<#fk*7=!}fqcC^2OtIWr?>oCnOEaG^*v;rAG2R3mFnOwxjhFD)h0>56|KI0g8sxS z-avX{QKVOPoJ8?ib854qOIW|*VCl)2_77c_p479Se3*L4gIDFP;s1&KeY%KY^FPTc zx@)7`$&ilL+jANKMdTjfE<#2B?=NdUjqC>Kz>485_s;5j!Nv2hUFTwQqvZB0de9#z zy}^O)IflREJ@g6`b5fRX-L7%JsQkJIw&$?>$oq-~J_&5z58r<~Guw4?dk)$Wv&Wls z7W5tZ_C>dSY`$TPL^MdzmMV^=8!h~BjNFED&Qr&2+p4z_c+upy5N-QGbLCF|z?l>* zzoPx$j1lV}*!;_8PrvH6B6~a%8)%)M(H`We4WLGd(qrnG#zR8vS zS5M4#RuK4_4=Z2nK;>A`>$g)oJpM$jZ&Gc4ursSyS)w+9ulca{>D>C#CVf_bIhjkn zzs7ysk^IR>c-kqQ^a@22d`tDsvVFhH%bi%6gOw+kBs0HNRsQWdq3qu4>vxOvnG`ux zFxFnmx8I#7UQL`2+jgJtIo(UI>@c=#sWghJ@5iga8s7opVg1SKu9P1m@q<~}`Z<=W zKUukD(%(P$ZQ5xM5}JA;4N|zwA#^G4+ipT#?>50&`HH?fMQQ*PNnd-NuDwq}Hy8bjpa1>jlXcc! zYwf-EaL(ELd-l*HKKmWt1fvV|#;b$EcH+$1wbYDStPRB7pG%q6JF6e*nR|ON?cBjk zyS=!+r_KA%{rzB<%P=bc$wZkv070+4`iy7hR&O$oRF|h)4JUn!w^;t`mrcA${OO}* z_ph4$y7@848zV-LT@6uY=XtN(AW{e0A6f8G;0s39EtIiuL(q1xyWJV^`dt87u|Op__(zp^bqI%AjXF(`u^esO6NqP z%%A3__fFFF&Yo9N)BQP-X}K8r&Uj|Ad;OWudG~R@nLqdR@H`KST}*8k#GaC#i5JB) zDRPzw%v$Cv>Wx!02A)9DmN_IRFi#F|JmYtgDfb3h@(N21Fcy)3*I*$D0BW9y_^fzf zukD~m0)W~lSaw>U^uU8sum-1LkMNNcpGOok`5-T~`1a(are{i`+^Q+we4+rUQJywW z`9yTGyG@s%TB0rxZ^V+L+#m-ZYJX&h{8`cKb}@wXkbmtr8I)LZ_yc|L)J|nLMj6_a zqSFL&#G?hc5b6T?LNF-V>zR!3V+7gRJlX@w%jWI+fPWsvr^}Ie_yMZr2q3+|L?PG9 zOGyv;haBeMAxF5TLR}%BIvf{DE+3}|*qe_Kxq}w<+V?*~q-ILG?h%GTAWBElVDE}m zPv*=izI3}E;cqjxyc9E&Ixs`8W}5g{x6#ScG0o=k(wy{1h(k!9MXP2!_W#*ajl+NK z-^And=7l~&u=GUsn#m#=fDO0%mm79-ojX6nxt&~o*^zj3idZKnYwPl)AHQ?|5nDPu z=nv+0^6bF_h(CxZ>#Q^^JMI$EGV1C7dpz-9J_cWbnmh{>gESLV4WzA;E>7>=gcrSv z-hJ@F{E((OB3nh^;bRDs$Ln5M_`T~aS5bZfB4j``O|vOoe~5cckpYs)o$?7 zep88gUa50>XjjUvIP?)hg$MuThUojwpsX`Fb{tVwE|Ct0to1PyO^`ew;v_v&GD6|3 zyqlYbE)p+Aev*50{cGk&9r;n<7}5vm&YoxWoBw;7kh@LGUFF`jz@ovSj}R=qU|I3x zb(fvBtK=PPnc+a^`or@}xmO(e2*J{8ZhG!Y4f5i7sq6}!(_{ITrtbFxs~>5XIq1_v zIqc;TW%+AZ_W0GJ^~wJG|K$&jdIoNwCa2W6K3@){conG%eS|RXYxz+Qpa|Xv%Fg}% zGwUzYy?8vmyc8fYFYhNVS?4FmZM*2{ysiGRM*c?VnUaMRZq#qfG`+W&`J8Z{F=v#Q zd|vmabczf=0!Gfv?4!XV^S$a0wj2J--h3ZQCrXr;%bd&C`q(JmtcNb5nDqM+W%+1c z-Wt_@n(y~a+jXm7Lh1Airzf(vrr%@S|2_HW!R`~8f;(8t@-6K$2gAxJU-$^Y;+0^Z zTq$tkb@xr})og)bgPiYMGk@+MgV3*4?)BFnAqJAa%+F-EQN<$K;rimAJ@lygu{jyj zdxQbxXLbRYiFRhTmoB?I{VlS%PcNa|_@++%bFV+j}w0J!y2NaDZHTP)*^arsLOg5+J^)rC&@uR#QrXG5N-Cg$ z=mes9M9YZ+1Oe~S59vb=zrjNf6!LcbObi#$RMZC900u!z^OhYzr928p`Rnv40+b8n zsQ)Z0KJX#ArHA;SZ}XI_CXnj@iVq+S(t{j4Dplshjk)?Bg=P>3sXZmnH?w|@<{ zlN$iLcD9FcJ9#P-1|{f>bx6x=8sDBQRs|DDf8~!#hs>>uOm$|^X-8+1$pdh! z<(0dCU)k+`e;TKS$r}{_f7)JP5GJW;3W;>U{KH6Sun%zi~AlQTJiP{>&x@t5QxLtb+D}Lu0Qu(*TOfdY zd7@n?huoKWF+ZeftDZU321p#8_3Bii;{Wbv=DN0Pv$LJ2L7ZMHBOYrn@n@e}>v#CF z$I!;f+x`9|4~XoQVbI)#hpX#g8F#@?KCJ!v;WvB?qLs*fnI(J9Nz<$lh{OD>uPc7a zzu@7jlfHQERqGTs_k#!yH}WxXcQZ+&G|U8@h!r;U$#;)8|# zMBsPz6DH{3#q>;4fGVsV#vi$1y*^D8{iz@xFJI3jEmHx!JiVfi*7&%O%=-KG@1so1 zljU3HC|83x)s#O*f>U`T9dFFJsPbliJQH|{Q#6QUJpYwWbJMv|{hrRW--G_9iZb)} zwCjB|oab*3_XtazB?9YJ08z#&J_0_f_?CH!%GZ_`{LUe&I8S!#)fLIb$;4yuNO}M- zw4B0ax0$YpV$cqIn&N4$>6k|TY97|;U`Il{q%{=4uz0S!fk;`Ql# z1;me0RF}Wf*2{GDvS@@4B>f1{N}`Zcz3OGY06pM0$_YH|Kp_W+13mE21BD!Zz#ek& zkRu$RLY`0|hzI)60}nZcCr>3iX0tD*k8;p}A?EkETNk@Mfr*H$lG?w`i(#Ox4g!d~{# z@>?rKr1YAa!Oz_lI{MZ1p+1_YmpEC2CU_|se##AgTkbmQ_V=GzV|@`Fsb{|6rNsOc z*>_Zm*1}m!H}6`Z2ZbtG_dSYOeA3h%R4@kDd+_DfP7i|)bS9ZxX039cnK2`qcJS*- zl=)e|`N#@U+<#@~e?G9)zkuY5%+Y&eG+RPPqGCSggEclAS|)gt2%N z&wr3UYTdMR|I*0)mkB!8yJ^>|+fSYts?Y4#w>@+bcA&ISzv zoAuy6qXh2(6}>x%Xy(toT6zu(SztM`pmf>& z;CTbD7v4V(nfUD3Tg*NBE(DiD9hw*5t!94P}Cc%Xaszg;#8td9vHCt|-46M6%+SkBvZ2%axVq zRjY8wz5c}8_TV9heTk({enTuDkLnWk$iG&wmdD7E7#Y4d;FR+Q>Bp*PO z%F8Pw-lJcECGTSKIv=DD9`RAICdmIViU;w*Z}8fH^dLt$ARd5R;88A`*AdYL#ixUb z&m#)|+w%i**lV8b5pK;G)AyAfFZrqEh!5?`<`F+A$@Q{N&)b`sN)JBu$?^L>=$2Y; z<~ma;N(I#c1?GA3OUg`f>buu&e5>Srzc+tcw=q+Ri&LlQ)eoKjbk>?C|DAMv@;H(7 zOr?Xu>8*-iI8DUfXk2&IrYHSdxLxGj5a?#S{8|=ju4F*yXfad&#(-AjlcUU0@RagSfh1$%HbIxpuvd1<14 zRkD*rHl+^`jpfg~_`nVN%OYzJ(jwC@gqe0)v-HON=zOtyuV402Ld@OVBt|A*(8~^j zY$e@~nm6;8r9rnGDj!xZ^|d#w(aW(g!$hgMrw7m~u#=N4Z zjk1JBC*HMY3JMV+{hmabU9|kzD>T?+4{m#qeqPuvR`;jNgbL35 z6gE~rGAj2$4r>q6&b@uId`r8|A<&J<8P8X~pc|hdp zg09bN^ZxS$`fKgZ9BR1c=nXp?{E0k0xrqm!ZW9OVEWdY~lNdmT-o_=*%2lZi*Z zVMq0&fn7JG)XP* z^4prJ$9yYN8)tXx)&d2O<&`PZ>!qpp8SAAKB{%SEP{zI@PGGCNyAtns=BdkN*0x zn>P9_e|-DvRbzkSA8pu;b}moDANk4UaEj*$qAb1WukU%@e1*>Sz{**g=IT9q0D`dc zPBwjfh2EQ~qe_VWfBSpUnDyZ4nM!E4EFUekN3HS8YJYaqOE;-Ce{Br%TNYkAU0f3^%iQ4`^&~&3;yGNv3X(2c zmbVs(;97!E0MC^y>Rg^?JIe}zChUHYkDo<*eei+_w&dx90*WY8tX<~}n$k!U1?**@ znJ$0I6eRURpb2Yd4e?XT#PRo5cly82-t+N1SJ@e|JJ6)L>7c!z>B9VwNxDCG&6#F- zyIbDX>OIrwUwhe?eHJWPYb_ft4=wMaYD|&V!uQfMYm9dE|G|63Y}fAfZoXHdp_xjo zymMBLDHh_6O-uZ~5BRk#<6iP~=lhSvmnt&-{2oa0vHPL9H1dR>?DVJU1D4je%5b(zg8rk|F6$$F8Zmtyi%MlFw+Jz zk68ATyZ#{GE5YxZnhE*s_j{(W40v)+r_^Zn_G1rF#WnZFxrKB4jQ8X)ukVuECf`;l zrw{q*DMYQfnPPP+-#C`i8>x7`84(Wj*fccCVMTn^QYtAeR`48 zDShZ89h--Lpd^>i1%&Jk+V%5~HvDAYN4ru}g!;FIcJ)_iSC)hz@HUB3v2;N3q~`Hn zHB)??|B%;O`@UZY#gv?(T^J29yU461(?v_}zy5Gskr z^Ov)-SD8kUOqA){N0ESTDYptW+I1xPxnDXT$*-4e@beGtc=!Cio6XUhoX85lb4edB zYRSgyR$eKvgEHD-peDaP976gSJutgy`OWE1hwNGVtY7w%3Q^P8ZSl@Y zjn?R}!nt>9kA4rMbbwy5a;ZPEvT?6bE7tyGN|{daa_^m*>A8;*P~NII+&8CT^&?GN z^*Y(kRIbdQ=BBTwh>Ld~{leDmZ(8V#J6eKvrK0cuZ_zHL*J8C7cQk>u2N_l8&=esi zkK{a--u%Nv1>C1x;d!b2jySh#R?aC?0n`OkfLJ{Ro1*;c)rA$S9^PRdbGQdnCC&RN zDk92ZuLn^^gAmELH*BXuF!vFDQK?RSk>JtB25*z;CNVCT za+M*pi}@KnfBBPpy;%(NLwc4eisb%$G26BKeZ<L?p1ASEp?P7K<3sWe_EiCun#$S$Pw<5o#yFc2!-4F5eoN-lDb}p1vzMEOAqNm z4tvd8`bcMl6^_RXRVLp=k7GJkUotDEzVI0AG+U^q~hi z`1UC5K%ob}DLiqCpes;fNnguh50J>_$xIX2&(QJi4M_1??~b$geUKtGCCByHtRgBY zJcuM4Eq{EmSU2dtb8FAt?icWd*ajy&hcsR@Z>M5NVLYd?*J>@{@Uy zSY6rpKl^um(O<>w;`22~fzBfHQ%+cv>zJl~^?31BkNS(aojBXM6FQRHCBjp3SbEJ( ze_tq+`X(Qr1{7cGoE|SuX&X8=i=|h;?5)d0?3VeDMBiKO4^auJ|MKPH`YE~#x07#` zY~lg>Fn@v_p2yaF-TB8`H~T#dJNM0Jx*B$)G)MtZphH?NvX@L1if!>(JCZ?}4wBqE z%ghg%UXBJSj!_Qr|B=P>`syhbC0rt==qWjEfH2;fa`1TOiqE4Lu6^G;KFK>Vw2p~I z+p;{`S2X<9KlQD7kC>ZHCEU;U2DlT%D<_}=v_Uv)XU$D7T`g4l-+iaI6BPtNIaW_O zD=(U{*E_J9gPlSFPy4)bOjeJ+{jIP{s2m4rj($u|u0$f$;xo;i> z@KV{8hNk4OdT&_v)&CSJJOzxLpR``&i)M)R!uSa`=}BmZ||qIl-(k<5As zADhMUA1&{7gWk-C`7d*nDTwXqDLJK7E{p^_N(VDU=f7vQGxvHh%1ho4uIL-U0>H_lV#CxDhjKR4)J(mKAj3yp~ z`7xG!lqH8AC`F?Q!mE^Bg7T%;4~?MsFqj@jJVl__FF|fo($fTTfCNat(2Up1BOY=@ z03LFLgO&<)HIOJkr7YrYPzk)U^1K4lgP*X296aO*x9bleO)kZ!qdWYr+*+UN$_V8PWlfL$k6rpE_gV%D>Kb7J^ehHLBJ0`7EH&$~t9Qg($nE5zf`}g=PKUHSm{*>hd)$jB zJaUKsqjb3E#oT9%oXYJIr-wG9VcDNNYInI9p&55dTssMc$cwVsvaqwlGl}l{t@R?$6P3wP-xNy6<4lglPgE#;YSpJ)v#wNt%v;TAX zV=p$FGn2d%#Nm`aKpEza+~lQ~-l6;$Ch+9yX4m$D_?7uUy{-zN3iGpJ+1Zzf&lmjT zs)KI-tp##~H=|+YBEh>U`^9Qrun5iysnCsXS^=DXP@_>aMli6meXyoZo5*iivw61M85~? z;yQ6Z<*1@J@kK;g{mGd-i}c{r2+w$Zsrw+3m6!A^SFfw;OMWsEfc4cMos_@gm(A95 z!u|d;({pcU=5wMz?*KiJ9AxpvbGJ_y7mR=9qt^z$X3oTrAXSv~D~YmpCVC#f-p8?L zxh&(JHy||Agryf*`RO!0lN29+l)3x!)4U&w^ky^_0tlnSDP5aKyr7UA3x(aPpp{y(*N9Vo_#J`7Y0G-95FxDa-rM)+T&M~ZZ*#^7biKtoP3@SQ5#w= z#Kf(WF7721-}DU~gW?a$efBw)udw{WXYlIQh@+zhH9}e8EJ!QflrqGFZEnrkQ>@OK*-lbAn=+7%o9#N0;?{pqf?=Goca1cAXC279brVs#@IiAevSJ=Hk; z*A}=nKD0Rwcc=HPJ{sgO%hSDG14LHwx_?n*?I>mH++I-LL3(nLH)cKplwsxBeDNPQ z(c|H}pGgIf2_OKwucPJV1H{)izj5iK_r7l~r;#%RyQ_lr3W&1&1vA=k7V?oKSLHHH zM2J6*C~GhAx`9^<6}&Ap=;=ZF`9v8BHvieSOA6m5@q$<5I=94 zP{H4QJ-9vxc{%URm-1dz9z{f1y|0RQmB($;eT$C(N^MYRCJytb_25m7{>RlfeN=tZ zvsOJ6I^Rdk51FL<`^dcC3!Kx#`(NeHeTJEtUV2AifDSAl!LdbR*cRv8s z8m!9DWA)J7wBZJU9g`=KJRow%{r z*rTRpKJj^qMgStwAh%@>$vs7F-aCop7-WO@)K3l{)CJ@KPe?9bbEX{O&<9UcAJ=2c zI}4>TkSOWv(g{*bPUCH>zHZzq2O>E}@T$S-)b8=Iz6Qdf}MpdNTzpZt@zJ0yEEGw6+9jy~x7 zF*C?@4;pkr@Su~WBnNNTh=FBG9y#^I9sY6rt-zLd9Yw{-#h$1T!#}S(z4xwWbI0XX z3k2dfJC#8sa>h*`k@%1Q`r!}%^KpL(swqX2bM?$1fILi`+*Md4ygPe$+Vb~1{qvZ> zlZ$21NkbnKTWVPs+V^GRAR*~j{)iUtkB|7B6N z>T&{T!v?jfp6kjk;#{6A-_o>I*Gry?$Q<+)EfOmDy9ed-$v@15 z=|H?Bv8A6)5qF(1uKK_;Uo(&IN(|S_y9!C4*|jXMovcAtvpl=#nLz-FSh*#4jYTiZ z1_|7krLg!?o@H2n?sn|Hl*wg@A}Wu*M47x{*`bTtoxux`w3zG|5g!cfBLIGx<>?N7 zvHL_u?G9p@<>~&OHv3a$dS*~nxLg7dBs%7gU)=uIdjAxbaW64DG&6|#6U|;zu4icB z`Krvv>zP3nJU(?@(|Brn#xVL-N>m~MdXk9^9W3>^@1Q;M_i0 zJCbIZf;H|RIq+T%ieV3C*bNU1=-+OZKef3B&0G-}*2ERX;5+dn#RH58fgER&9D~I( zi1*Y_cAwP+u;UdYDGd$j!^s!KQsj!E7b5qtL(eT##kDp20>R-+6ymOpi z5^=+>PJE=E{@tZ<38PIvg%Mt!c{n*FFje6QQ3zwoyUrO$syAH}>{C6%F zbI?6dWK#?PnGm6*^2>A|am>}NImea%&fN1x4$9D}L3}L#qU8V9`h&kdbVJL?mwj}K zgLo4)A&`RQBR=GesUp7oKQ`=t_%F@wk1-sjWCSG^=1$vq?D=(R3rZYS;{WA9LcM9$NbyfxIbtlT?(ei#*>vBPP2WoOJ zAk54;hV0n=5S+apdHqMH9q`IK8E>G-{E#W+=$S9wC_Ps1!SVvk)G)!fO1%e7SF&U6 zw|RLEdVk;j7g5*y-Mk-4M1=CygD5LEQNH+UeTFlh>q^ainH4K%X__0F`NGOGwluFw zw-?qP0z23IvG`K1>OE+VOL6kY{m_ZObu~HXyyxxH!^E!xd5nT4m#aIE#`;x%6+iP{E&97K0u0S zDs%G3%DcH~)nc(_aOcym{&cgsv8z1Z0iXtEmMH7se{d`fj`cG8DJ7wea#=lz?C!O? zU7PuHZ`Wr2+}jJwx6Fk5pxX2^SA!JQR3OZsSmWhoA~I;m+Yc^X;g4qp=E?N|04e&1 z?Y!QD%f#ehL;Ggy{a&G$F9C#M{?vahkFQG9{^Fp)@2|5!*Rs$aG|Zi3)8}PE@iu6e z`F)hxbHcqJVm?2k&iyP_KdCG`+xe=1)c@UpA_LMhL+a7SlCwo%SHD0}j|RPZj~Gvd zC(kB%pe_H^fhRiD;&Z@z>Zf@toWvR=!Jv3D=|za1K$Hf*>E%Bvg3$65fFc+yE4B20 z$N>W636c@Dc?{Y~D-EuYKEgpUc-CM62`Wjym?)Yz{D3{m3v#629)%q!^Z=gN;dXlP z6LwVZ8VrEFE>D3FqQq;t3QnFz;rP}DIqH?H+XHR%2G0c)5B!Ebc0fX6yFoEkploIb2CE%X;p*2~c)>KWXzLxL*VMdb&g_VVK@;}U zN?!VtwSMRN!N;6c{)C@EY$@8{z5#D7w`)0FgC^NLTwMptX*T@h(B~r0H<^QcZ=zl< z1ki+KKll>b`p(Q-UOi=nZ+xlPgFQ7c*ix>H2yNWU(o1&xeU@c5QI>?98SQL%QxbZ|Cbi1{Hyt{DhHNr*XGu zX-8*0RxZR}7xe9TW3wLosPs;7PS3b+WiJSPg!0Eo@TFI7$cy@~ifGLr!~;-;>h8M+)Xo{pJVoX|pA?tSO)D0GhD+%gH`$wLT??g-Z)} zurt%=1S>C@o;&z&+GT0bq>}Q<@{#l6x}^V~S?|?$eBgIJW+*AO(V;zGSUz%A9?(w| z{b1snPnOur(%fg_;r*}D%NGDmFcX2L7wnz1<;k%%Q+m8)oryhAgC>}X!0hBHL1h~J zu+ziLlQJq7M&w!AB_cJ%zpMM(q31*iDFUQn=|yJ!8NKezXDpfZm#b%XlrjhDvZnFg z^mB=|cPVziZ<+t8Xq}(erd_7*zi;2p1i9To46{5Vdb!X*Dtvw)eR|_+-|M~hC%3Lz z=T9ejKq6=CZqJvNg>PasX&?p-2CQ^6- zQ7X3(NR(&Gz2K)oI>_qLbRsH*p<=}+Ny`uP+NIqcCMY##LoIs8F+s?_CwiWhS5T22>Q{%`mw#RvO{ z$;)ptN`i3s4GKH(pcI~rkv;M;pdH?_)8!3)q@$^dM?NkPvNy}AZhYgK-upi2mfE9d zR9m3iCF-j z%f44M`CHTR$v*jo0(uz4GjU?)B)TgOdD36b1TsOroC;tLb7$3<|ELxzsaXDFbzfa7uD$HbJ`0wt_0bNM zxjQ(B`c-!6nM#L~A1uB4W&gZfgD9*$NKN<7**8-U?wvC`y(1}K0GU`jjO@x;>wo;& zAzw{zZr0100(CimwG-K4CLJr6V8hl`N6p#zlP@2$HZ1p@@7rvOUy;h)otD)Q|LHW{ zUd-o6rZWQE?+5dKPlIkI_z>hm&MYkw^2j8)r_2s(!|P(_axvRkj$TgHjmnGFZ*td` za{YYCv|P;mMV$R)exy7T5%RAMP&jhppVs)rC(S&u@Q&@~b5~3iJ;*MPC?mlJxHSq* zww6zhboSF691YS(dgrr*=(2uuWnZzk8}6Fr(yCAAE1*P}ydi$iAiey@oVifwoIms9 zL*~nW3duh_$5}g!5BY3{*s$XBLpDX;G3!Boa&pD6$1BK=&l!8+Ie3-ezl=l)zW@Ao_n zx&bs*Mczg3<=jG1C>fKts(a?c#h zd^Y;+a#TNn(ilpV<-cWlysvJb=!Yq_p#q@bAhKii;Cb~kg$n+rmS=lnFr@lK zTn?iG{g$(d_Y`fI13nOYayY3jNS>Ht@`y)+fD|torBAE+ci;{g$YB#*5iKJMd+?;? zMJ+k`sr`YTrnWu_0Ah`>0t&P{K>QQNlg>TJCk07s9jF*8*)UTd9p*eP<(nO zBFW)D^afEl;x8Z`{zDHuza~+)f8PC@?y`8yAaHKT2+V^X>QiBcPZn zJ_bsfo&BI}gFTlmJN}8QGXGc^WK*)pLn;qTr=suT=PPn zp8Vv6&NBvUEPt){+_~1rG7yOev!DAQ$ppiyojW6}ykxqWf?DaBfB;=tCYoRApDz^O zV$Do&2XAaYk>4Cjh{@x1L#OCHN?18d%`O_0L^-p1-=}6)x(*&$zGeP$#NkvP=9X?7S@~jxSn$NzH}uJW$6Rjfovdd9 z0@Pyl6#e3kjeh=1$^68G7yZ5zukv$>1|^TBaAxN{`QTc;%mtu?QkxvwIGp(z?3q>b z`}?1H_0aqL2*n$ag!@duuH4Q$Ue5$PhQe8Taxh-5H`+DoXAhPevG`;P?x2C$UUoYZ zFe#^6`8drB&sUY5Oi!P3f4<;(snW~W8;3_!0AGF=Y>W=jmA8jIS-xeKi~Gzq(=JOd zpX^0`vU+NWcO4+EpZ%A|Ub*=l3p5`R0wtMUb5n7Dp`vTDK6J8k8&{JC=Vr6KSU27(GIAMaJuyfOyWadiT6UR4Bb| zzS*wb%f*Oq51tb&-_nIFy~k5jImGY3oW)tIeQa}JeiU)v<{(o)@g4}=lA}S_c4nsM z4ich2tcu};c0r2rG)NIeS;{T10yDX#sWKmgbfr&&9nGsy4>PJ{ zHK~wlq9pggLymCI(xdd`L}9HFT)<9;liVImY2Gx~Ghk>isinhJJV}5m7+gYOh$W8@ zKS@yyzJN#iCy?Bu-|@sljzKGU=z&6xe4}2#Lk|>k<}O12nP>2!a=Ft5&*NHhjOubvQK#uf@*K&kwD%4fF-u7k?{`s-P zrtkZM@E^*VLH*hqg!fZ}@UhwHK{y_&?4c!*{c>@}u|E}G4BYM)G65fiA58_^K^L?q zvX7c6?mqX%**)gG?*AekE@!I5^~|776wY2c&5y{JUh9+n_y5Zu8vUPgJ8_<#8Pvw0 zqq%AIVv*(lXjG+m!W_IO&((u)4B}X{HI3W*idFLLp!**Gm47W0c;308<#^1`oCh|p z_3N|lZ&*A3esl0H<~hF{PUq>#4WYA$$IKCy-m2Ktbv`-;J-MAcVWkf8#AU)UiiRW^Vp4_7e_hY_tfVa=) zlYg+r-*nO6@11w!yXJE+GDiS(F`rjKB(0Mg`-HxyqtC2&cks+C7k7|vG|!(`+wLH>UwV+*ihC=0mI$ot=PQbh zdRyix9!C}@!RM*)2Jkd^lHDyY_|f1(emhY-{g>S;b=BVBLk~8|K=Wir!5Cb^PaTXe zv>xf}!IW)J7PcIIAwtbt_F2S(LLWS+9gabgEr%WkO~WXD=(i`QaJ}aX22=PFJ;I6y zJlW~xK}ZMX4Ib%<)d6nnmeU5JmpVE#4mNgNHuS0WDPa0)triRYdXHJnTRruO_XnA&Jzq{}Ymj+@8f0#hBQHE;P%P}>7o6rZc*s@7Q$Bp(?*+wFfwC{X z{ZhRAv6o`&y@NOSHPgPF7rEiLezOv*|Izdj(Rn-^*P>X6vRm%&xbj)Q5n(AR&q_o5 z7))??Qb*K!H^nzR(0#Rk54TI49~xxhK_}I6R^BmPM6c;RY}$kO`R8)G*jb@LCQC0^ zTZ(B}^SGTj%ek|I>3)HEV!9q=9!&8ezmly#_tW)0maUZY^t`EhklDtU*Wd{3WZp%0 zK6A%ieyL$MMPw6?K@Tez`9*B9KqnUL+y!Keh|G}4uWZ? zXb-G?iq%`5(t|hnrQ8~>THbV^jfo7%Z`Th#SsbL*?0Gl}n*>{jv5gQ_9kNzVx7US$f_PjcfIu zFXormJUz(7ppn&I!?Lwix*p8@xz~f~XHIC4$1S?e`3dt!o~BhI5|7^7wL|}>{29DrB?vj3_z^r@UCZ}0 z(3J0fkDyWH-vpvY{y)4yv_5~8d}2RjZfq`hz6FRjp6pn;#B*;d7w10oQTJJQKIeBL zxgx{F7~;o3+N(Gs0-+U!f#TO-9A$f@j)MYIiv?UmAib*Lc^k@4?Rc$atr_L3xx`SJ;K4G+_e7`0eHv}FT&d^2k1eLd{VgH=p6CF4^Y^H2c_`j zsX|>L+_(5Vi$^-jDm9EzSD^ncyo&Uphhf#;f!fnf>VNdU4{E3ORB}E2Es6q4Q#k{w zL;%$8!QSc|)W+Z&F9>Pg`p^sO{aN#}?|bEiSIp&0ku<1{L0^Y-ddXeQ)5OQ++Ztze ze%4=^4wo^e_f#?meSwnfbQg*E)=2m1S1k9h;&$>l2nS-GUQh;5uOy>{Vk z{-s==oa_8Dt>bpynY&%S^upGseC)|%c81)){F^WR!5Y-gHv9+}3BLE%gOLLax%-!D zUhOgp=W;R2I}(~X#ogKZ5uToQXD{NM9&1ObsGaT5K9oP5LwhQ*{MR%Ntq|GoCl5RM zzIV)xutkk?dbnRydL#7ADYOT6A2poXdyO76h$s@%$#E7-4MSWPu1^!PXd78$54T=`im{yTp@6}k9oh8?QTyc@j>2n4K}iT%M>yl zyt=nf=D$qOebAdl`B$VwgW5eQoaG~0zI=+f{>!u89RBzYbED|QxDcq#+C{^TO`Cko zpfSNz_rb^y4L_qA)Xt-DHVBQDKYWo;!Qnw#g!Fq5WquacHzcVS`~CTd#p)-OBMoX} z<_%>tMWVAN7K`dbPyO*JXT58kGB`wo+5ll$yba3^n=V#P`Rc_l_Iu3&@yhkgsa}+j z(GC-7u*!VCWd2?$q;vqc<*oces{lbS-w*)W%#_# z6D5?PeneTk#$H9{`_H}p*nKHe$n>K`j^0xVpek#h(efu|iO9y>D;_RLnxI-kOoQ40 zsoDKrGvT_`{>7)Fzh{t0b zdQl38+@^>h;jjaR96bE4pm_6$+UcO2Lh+J5K}UG zAxHRWWS>Wr+P??hqaXZ+9OYsArFj^Fir@mEE<)wpDO~Q&apDiYIk+`c*SEXwu&4Zy3ZQo|JiNX5QFEZ#5Kr*yR5v9iQw1 zq(KwBJV2#du#79Q;7^@T*mA$Qcgr5^!7`VpmpoI0CfO9u@)yhm{J8q2kE(Ba)_l2o zV?#3mStlV{{^>&f1<81cc$fz>!tN_%& zpq-UVebr5k{^m38`{&7jdCwn76eB8ty-HkpJzs zYZF8)(4a|I@{_fToUKPp)f?e<wU}0E9H$qIdvyL*?lb!4j3c~2TeHT{3}*jGj)bKw`;Ux z75xxrJLZQpZPj~vf1&l3Y)M=S^?2W98O5>F;HFd6fBnC=Sg8B=ZzW?0l`C zQ2cifuDZ5s^Zs*xE{#(eRsY4Tc4sE^NzY7Jg}Si^iLzS}#M3ZeQ9UR;hxkD1d9u5s zuF&ZoO+0my<>N}p@qef($A+ot!4edS7LYy$8=xMALmi!REhhnZ$e}-i>?aeAC@K#D z^^D&*;z_Rk#b5!-h#&rfha41glmmF^=TmynN4k(B-p10}g$&V_n} z9m)^-;321Q{bd{BMM6oyw?`2#DD(=+p2B5whQ{6uqE0%t+X4IjAnHIlh#Jz?AZmyj zMAgb3DjtqeDi-!KXjmpU&aCgh^X&&-ecwM4iYYy|oT?Yu?MGCS$P9LF-P8Cb9xhZRrxb5LDKk9tNv;LEY-2%Ow3P>rllgq6Zik#~oZ8-b7 zC;eNwo%oUS%XNZbck1p2QO!+%Unq*t8}okim(TiRxLqXXoE|UEROcO?NPJmm@|H<= zmW!PHNu3^?zsVoX)01}#USio4&dQ}>+5YnMAet^%#_ham8T#ptgqQO4jETb9#e8bncb8`=FG?Crw-RboL|357s`T)1vGA;v*lp`nt1UHjg@$Zy5}3F(_ho zt$gMH20to#_n8C8zp@*m2T{m(2l7{voUNBk)kmZGbJvspHNg?@JFKHQ-3J+Fd+DOTJfl<1 zD4IBIGFV7JwFIFziy9#IM_KD|~QY+itAgbnrb!9^7We&D5 zKV($ygGAe|hjPTrBg*7CTd$g-!K+L=)9k*KDRc>KoXO=m;>LaxKr~v-IW%;TCp#rvBdn`ru#+gNA!SWv;QdFt; zTrtbj{Y$A?E}7RuG5Lot!7Sc*UF((l)D!bLksn%4MbV^){4!g#*X@P*A)|D!cUI2Q z&b^(P^^mK-JXfW1B!4X4U^z$QnM>B~YJHQI6d^`*=UFIG#H#Fg8rg1bgy?K zKKXp9p!6$=GC!l`<$ZN}W_f1%TylSJGC!netv0z)2V zhjaz11?mFn+W9S3`ibF+>Z7r#T$Qo>pJ&OV#7j}|gMSoXNFSgF(zhw%0fn6EOM_QP z2YQItE@$wNLmw370lrYED}Y0&N5o_6gNGdP2l+PxDvjR1KL7gxD)ny*RO+ul zr7Stp$4d#F9{r$8by^-@EUtO}lSvo-;C=r%D5eUMfl3%$cR&HlH(TKa)5MvF^vgbW z-i!XL>2TxAJifHDXybJS14YjN`0FnH?_c>#xt-h*44n~l62MEfU=N#`*4fc6dCUDJ z+)lWks`6uQ=gkR$N-Vu#BT*dX2{1sJXL?kdr$HsWv{`w^>mHn{2RBC;epYKxNmga> zV|H?F{A4}N?r_7dzsM%u91I45vj1?L?u>Ud?A$wLs3&Fa-icuCL7KXER*`>|Ua50u zz)tT_%5NK>QlzG8t-m1Xt-hA=o)+fd)P4G>>8GbbC46}|$@rvxN)neqS&$sq`bBErbR@K8u4Js7{0qOUJWaD+8R0*Z` zuJwgoXi%wl*iIf*S}DFB^NXLJ``Gzd-IYWf(SU%!)-j(8vo6A}+m}i4uWzOx4 zJs(pk=#5|t!|93gPp=k1aN=ESrb;yQWuBF1yzZI`apq;I8{#c%Muz*wp5}8mqL(xD zB0pI^VvU#2P=0!0kPaYXK^t~;|C&a2na?0#`IafT-$%@UY3DxpHq*;=@a=Awsh{Ti z&wVD2S?_roR4SwTWBCtej^vEof6nySQ~q?42SoOwONci0S>k-!i?-+gUl4OBGS(PrR<`WDyy<>Z7Mcy+4WM0THK# zKqbSj)5$`;{vJ0!Qh9@&pG#){%>8t}Ov`1ckw3MO@9mdlsp#h3IJa;Y{GVgWJ$kRCQ3NQG z9^@DW+I%kQ!3;d~5e`~P`XM=m=M#m#=B@BSir1TMAl(V1NAV}dn|45vWV`l)Uxlf! z0@;7asXVnER1gp32uC?#R1F^aDG*B2=53V2BR%LNpWre2kC2{ApP&G(F%+PS-gpzN7ssx_nh*2pT#@;Vcbr(PoQ0S6wcy}efjZP|EsU+ zw>;c=yZ)3GsL5|1xulONAZEL+6r=CCpmF@4-|*p&vYQZEN5Ik(R}Nk4dyj5ddi?Fb z^t(~~%Fez1fYvDU;d%-T&=?l2MB(AdwQ(AQdta5fnoV*ZfYvg=oZj?RW1XZ-(zNaIePO2pfN1H z=&XL_?V^4KDq#=k2(xQhxVlW&J8QSn!u>gKw1+)-4l+MvdhYdLPAw_XXUF!Td@>R( z|65<7_-z*26m_l#yItdJP+v-jjqEe)n(WEUu>{sFusc@iKf@m`)tX@v)!DzyD@$T27+UUu))6~YDaB=<0wgB*iM z$iYKS;aEJbK>_+^BWJoQjRK-$h+;4~f_SCndBZKaXUW0C9(EY)M=X7S2awx5;)C3d z7d+%h4-|6nh_8bDKzTuq^dW~m^lTn>ppchP{0J{39`U2RA%`902nP>2g^L))XM-lB zujOc`7-oS-{NN!+_$-Ql??8bucRYOL_X89d(H1B$LV*G+WX}T+Q-A^;P*C!_*UDbC zdJ02#D5m5L6u=;0zqDO^?#&zhJh~z=cI8)h_W#=^ ze-jgUvGlr_Hl|DjAVmF>A6`Cx`~4=E&~T34TmYRc=4bSnq&!1)^#^}@vCBQ?)Ccbz z4GN&M%d#&A7jkjshbKpSzjT{_nc?SL=a-}L5|FF4&}qR-1rK}~y*z&63eoz`%v)YP zWrbhG)02ZWbmFrqocSs1uS_K7T`tELcl&tRD>e7yW>|dE)V&ji_7tR-oD^CY!}3?Z z?9nUqykL~K^7Gs8w0Beq(f_>NfdawQmHb0H-aWtXW~;OK?VlZpdRC4WYES@!eAcdO zwj8k5$ER~v&eGJqlgXX~(k}B(Ccv6wsDxR2YAw99T-?|v|Cw`Y-tf^W4AjKb-A!Q# zrcA_owKiUP{1XDAH2T{< zd#6Wy_B+<`Qtn`hnZH~O3KUTO*nJ(D)g8V577OHbAKbI}QYq|ibAkAfGMhD|TFQ{PX6NiR9@5Ai@B$WAz*P@z!pXi0tPl zKm_A`qtcfBI*e|4zmH72NQUh* zOCK{dL=^!4A6Y!FL~mYV_6Li_AkxITA6D-o`^DP5KAy7d9o114&<-3_n7-STNa;8!99OD z1yA5YgB=Df&Y~npd zBXhwkwe%(%6h4(Gff{nyqZBQWLj}rj*0wxv_xheKFZ?(9wj7{~M?dhkfAknkA2XxU zNsOiR$Xw67q4Lq|jlh$hCdFi5M6{Hs4MM>mo9c+@0&?U7@(9HnC5mvQ3wajFkv{Yg z4vKK(3*kr~yw;-&$N}Qz2~(pB@sJ~at!2xVAQGc+zJ5bBKPe{;^MlW z9^7^RU;8(3yVyMEPKp7N$upVJ8Am75$X}m}Md#5Q-@EMUb^a`#o;X9#49cQ#yqF{# zeeLF*xb!&ahOfWl{?t^VsUeZKe#qZD5j^5X%CPH-oojIc~IbDN*#Z)eg)HH7It7mAT+yc4$q+URZ zy@;~(H-7@i~>veyEh0EmJpMz$(WC}iI zX%GwefuBl%;%E(bI@!rt@>jxKr&XItGjMTk< zX4<*mx0%|R{m()T0*5n7I zNY2)0fo9n&L)`r|%ca#no)W+~jrke-DO3damzHyPdh(Q3F@GlJ`k_pmAGg zjmORuft^^Os5e4U4H_3JUcw1p@QV6w&}Bb@k_ z80iz3B~CHz^~_3uUB0RB@I+DG z&__NF^V*IsAlK!p!jmTnQfPwNni6M z*F?$X;|?Kv18R@yS$N#O4{E2DyAEq>X6rCDv$a|xUU>QBQ?Y=TtXzgsrgwbr#RPn2 zD?l~&QmpB+bDjU@VOC)pbkZd;LWHqyOyr`smI6*@pZq z4QgYM(jhHhHRiR+qWR~C-SyKSE%#&TaLQaJN7(pW1&*azO7G5ycK*2kwP zHTN?q0fGf~atCO1QqkE#egk>VLV-=aAXn+R54I4$vda{N^)#q`po++2<VxOh0q=j_-$4J+OF#%~x7)Ip7DcG`?-kbaQVn>^_kxxOei+ddSzy zU3-$BEZ*4C;WI_vutUzebK`qH-+f@~mmRyiAL0<~FrdRymB(H{x$yi<1WA3^ZEQ+DYc-vLsy z@@#H;GkmVyf>&0o})bp>XzpreE|FfX9@$Y;MY6CPh%KP3c#kK#} zTJl)c(kj{pA+b>0n}!GHkU@8@UIYn%r`-Gtq1e|i|U!Jg7VGUXT!2- zi$!bUtfiZGt?*AU%H>o6kRSb7mcLf-nMM_yd|rRNSLQk8REzpy% zS4F{l#B0zlpjV6!-JVd^r z03LFLM}@iqNQrpB13Uqbc)-J-!4wbT1=s|6o+StP1Ubr8^N0u(_C(v~g$axPVHAy8igMrlx&%0u%MUvjFlQ?bZhvrZ%)>EX2m1@Mp~9Dai$9Qi~z?AoK+ zjxL~wc(h#TtJH=3W~KNNqG%t5#4D+%kCB92$4?62A*WysmLnfSC|>aJ&*qUXDCC34 z9^tsJ_HH@(FFx8SHF4V6tQYm{$opSywAVDNbf8?lN8_s%f9rpQXf}i z%p^_3oI7XZd3q8G1_+1FkbYrFsPgW^Hu{nNKYOZi_^++ySne-P^JSaq&i$==XK0Dn z+CO=GTA@CUr?Vj)83Nr{{_1D_YyDn-xn%7jm9ld^uzHnd?t@zcd`S!!DBr^<-z?si zY&?yYk_C(pd#9biryV`V}7JeGcK20%2!vSy#DHo8~xj+oKg7J58v}g zl3bCKHR#rf!kItvIZ-KQb?UjG>*^Q$UffQ;9bG%+#~OAcHRy)+$I@$F-dd?=(wKu{ z_ZhD&KACb>Xh(eJPW{fq`U=q){bi54Uf1`HlDiL9?0QFjyHG;RpXjWK1B43Be1~)M zK63BOGe4vYt$LY1>Xi+SVs#&1CEkAY7q^b~x0^E&B}m(y@)aS<;$0QrSR$q``uXyE zHvY~8Kjr=B+Fnd>BBGa*7f^bvT?Zc@-dl6^=l-S_ecazlZHV3x|G2Q9v89_U1i*5; z{(6#re%P+_;sZ3*i;@BJN6z#r(_oKTo|(_|0!UXDPOo*+o&ALh{_dY= zuFn@%KhpIa4Z2ZAJl4+S2~Z~s@5jRy{C>zr|1_0R^*@mY-4q&>{x~ibqS*LK80LNJ{;}9hFIR(Z z0MS@_^_!0@6RH3+2ccR0q@vm#=q4X`7`8Jbi+U)m~ieak2^zwD) zPh#iIeMDmHz2jDVakD>`^a3K+QM=v`EWSO;-x!|WZuVSkYdN_*&@8ZSjVmfoPY?K( zA1R9Ew%D6dVx)mw^8_A5&LVvRD`GL?18vzjPBP`*KvS-HfE{EfE!EWs=o8g?2v=(Q zzm}_z#Bf0(qD9~-So2o69nUZ&*E1mjYK=GTP>v`+y?h*C3ni;TQya8|KhTFC;9(C6 zIY1!X-YDk+(?1*^s>>bm0@MVL^0#@U3krF}N(Z;Stq0H&;Q&h!Pbgg|f{Ngx<#a_o zq?1ED;s=j-K?7^~59MZugNGdYpcF4aPA^X=2|zTI1IiOT{6aiP2Xchl~5k5<(E87k{^-f!uh$ z8-JR!<>VLyu})#Ir({FH;Ya=NF|V4-$!jjqARq=+EZT_D>O$YTadii;OJt{Os z8`679Vi3pDOJ4euwSLXfADmEo;Br5~?PBLRzpPH?cF8kBARrUBERXjR&CiS(HSV;h zedIro?*Vv$8H>tJgh0R!=>#K-drr~Ist!+w%d5f8`D5jria}&kJOEW$dFI@B{5l`Y zu>fi*^?`ahc^e>LvS~tk84!z4ns(kD2-vzaxpuEXKr?@tcBb41&1QP;oiOuDa)q9G z2at@aB}F8t(_36W`!A2Za`QX>ASUpV(*)Xq(TwgB0sLh38=V$iM`M-DJHxEK%aq;A)2xS9Jt)c}|5?28+y`ffWB&68-6Pv} z_}zK_AAT^q z$c}T@=w+h#D4^8SdrEc-rzci#c}m|$StM7aQ12-T5SKmY<;Edb>cM?S!_Iwh&-|A$ zxG!^J^&{=v>)o_-pXtErHI-B6`@tMMxr6X#xpdy$o|3CR@zQ(2n)Q$=*yRq&ndRx} znRl3(#^m)oXHL;GHO=?KAU*T0C{?=h$J$x6{O1>GFz)~*rvLf70|8r>dy|Ax+~zYs zWRQD1Gwa>`{b1U;w@>s_l;530drGo+<;SyP@%aT`Uv=QEFNO9_bRBG)<>KD1&F4gk z1_7&-7G%G2(zX7~_e-|NzPQ)>F!Dn{B%0CG_RGd@!%Px5QZrAeR7NVA06$Ri^$C*a z5q}}^p8AvBZ1scW$uY#MP)~kd4Y}7Ba!@7Kpo%T0bhR9VK&WZnPLCpBkcs%E6p!*r zo=H5Vg9|PYU3Qz)Pvm2#2Oe@L0{cdOy(pa`qTpK+A0cY4Ddj z!U5*!aQcD#J&Fgr5Kr?YM>xQp0t$yctu5a66L`c&dZ4hUJEa4=AP2AIN{~E<;=@1i zH+bkHf5>46c*vWIk8n*z@JoY>2L@7%-u7UtgCC?wuT&b;*!I9dYI|V095LY~jhA*a z?J&9G=<9MZqwcmryYJiScR<9noPiW4Q+%T{a?S!V{EIb5jA&cuzn)1?uDQuvd;ySx zeaspjd--`ke$41O&wRAOU&QqyncFbUL0%9kxGh& zSboviu&eYfTZpHkxv!An)t>Gg97XxyqiV?O`)M!*bVcD zSbLD!&*Z`}5B1NGIj&7gj&}rDwj++@D)BzXrdfD!7M19jgcVy}dy{5BUBE(UYfYkfJN; zGkfZ$AF@i{CXDx%(i0k_04T!jsoeNnFMT$jS$`cvXWlVAxvj95e$O-eWtQ&md9(i9 z>z&yl^K*Z0nZKl7%g~v3fxpy0vAcg4(J=Ci|9x)$JJw*_eNb)YSD-muUq z!L>)>kSi@uAG8lS!l7>u>cK;f_=S`{2KN9-z(Wt91N6W{j&P)Jfe+Y*s8@2>c7umL z(t|z3Yw&EGP$BT|XyOrXxG4|$OZyXgpp*dY(G=lC;Wyjf!ITcl4-g1E;@kSRAHgHO zmA(8tsgRyT;im%Pl{CG8S^a_><7cSja*M&kK_7Ln8x+w+xT$e%}#6(n5d}e zB-XX>_Q~#JU-G+hz2rFO{9155FSGLHC<X%=O_e9x z`GHP)Mw_K4qqukGn(+j)22XPI$`^nrtp0+PHUJZkH}dlZKtzC$%$~}Pr!>7y!3LF# z@~>W?2SrAB)*ylVpn=(+E~#^SVV%+a(gUcb+?oNE(EgY`d0T#6u9wG~?Y{U(n*7tX8pMj7R~&!uXoq)1HN;r z9K-bXw;oh5W{=3-(pRY9dUIu@ce-Br(w+3!doVcrWNp8GbH`q`!#Ba2VfrG44y4E0 zOLWE+6ZOh0y!TWzcW{B(pH|f?Upi5Kte&c?MlR4RSh8(rtlTn(hz6CqQGTp^WxF>{ z5h}Re8e|rQKqZ!L^5R=FE5YpdnQOf>JERGDq6^t)eD_sY0P?JEv+%QVt9M#wK)JVT zGe7t51FIitO}5X2yPjF^Jwu=pD@V=9}2&I544yj zqBnLPGHJ;}{%Ir+NOH!$E>ehBOrCbo)Sv5f>+|xZ%9{jv24p~<8azWd`zUp(Q0^J7 zXqa?VIWkg9XyZ!1H!P|0cFx@n` zf((!z@%@R1Jpci~BR}v+1{8Aeu+vxR>NA5#KRH%~14NVehbc{zBSyRm^*r#9BV6Z8 z@imVKpd<%7jCg==p#3PkE76F>qg)>Sp?(n`;n0KJrm!>QPs$H+J3pkaEPOSTi8(G!tFWXK~cx4c?GqUl<-{@@@%wIC!|NLN{x4(2J7K0fKvYDO1 zVCl;-WNzDrwv`{+sUSu?SHLT4DU^2aMC%7b?4wmN3V ze)+{LpL-{d*&*}G*DHenTCjBM=f5>jsIt~tGrv&{;$Se#(oIy9Uat>+H#^(iLuVMN z^n?GA8OP$Q7Cwm9wX??TkcqkvLRh(_o;wJK_lYWp`&kUx=7)By^6R5PoB|c#vG;Xd zZP)3d{Fc_;SDg2ZKZ)c4NzK$NgWB*HkB7_sw=cD6}$&`Ma+6gPR2| zUH~|&l5{^K&1^4Gy)r05b~3+>T77m@AE<7=&$3?uAy&p0z; z7|8=7zhka;n)$i6>!Cb9Z$^`Yo(`EoPZ`>ty`4cGr4pnTpQor!nr5~kPfj2?1_Ngj zPn~exiAMq>O}U=wg}m63BOIMabYj6n4hlJDR-=?&Yog#`uSem~2e0K2P&~ZuFvzfZ zvj4j+Cw~??d4fFEW#O*o8p|`~V*5pq!-d6_7sU2nP>2!a-p_I_-!LIe5qq zY-Y9Lme)HU{GIaj%&O~h{TAdX_E6W1T#&iVC&C1LxjtT2tg{j95g*mzC(Z85dCk88 z6_BQpxdJbB#0M{>@rugZ#FftsyYae}HU2cNmz?GNQnEir_=sYrlqFlgxFK_^3*sqx zwuqSfOAzH(`Q__QIX-T9;YoSf?$MKVr>>Y4z!MWfGpo#>(b&iH1r8*|431Ji-Pxb8 zC(x7YR50_485mZMym?PO@87WSPqil=`?7U4rTZQ^v?pa}v7T8)=Y%yw*-7ppRJ^Sg zk{xj_AM=+?Do=OHF{8!mL9R8JNcq{f5@frK)4g-e%AGEJtj`mFw{k9%}I0h0DrnC{Pm;jjJZBxkEvyAY=9gd_QFQN=e;oJOoBl|yCzrEh&=(2oRo1qbw>30O zFPWbEin$D4UL6h)1T$#d&Oz5r65jufp7X1b51WI2d3CsJ=ggeZ9H~3yW_Vz9BLB~s ztKZG{WI?D?&f1yS{cfqAQDFAVM6(?nW&1p2``&FCTCUID2bERNT`g3#ZVlZwQZou$6b2Qz`JeAQLIxlW`bdEQnF>?zVS ztC&et@q+)+8E+KpD~Qd(QAfR8zlaprb0lt+XJw=>D*xTQ?bcP-?(Y|~d^w?+Rn`vW zilodo8&+;T(w=aBZkfNNn){5b>6Zq-dpcM7*Gm!peFzS8{$sH3w6+wJ<~7wdS-PXIg-hP+ireU_0N+kj(^q!Z6a|!vpRrP0R4={e%wtg zKkwo9KYr7`;ye~QSd_J2F?F#7lj&e>^cPi{?gwi#`=zS;b8Ges+~1$9J)})_er}C^ zL2`PNphjcM^}X{&IxkP(c0)6Gso5%Az6R1_uYRVY0VDrOtWEtSd1j`RVqnk$95ejc<$ua1Meu#S3AL*A8#h~7%&}u5&nmMc{KZ(hd zF66SC75o({Dkc&SziI!dXr2uUMXdO`d=wu%(nByP{8b=S2xe{}r+V@rx9btAXKep)<~LU? z`|A$BkPFyMF9ucYd)NFM+$$G%uk+r4|(4EF+IByuVyT53TQT zuRJL6j!d{bs4}x$|9A>#AFtr5*|N8u`FQ2r<^HW)FEvNc^rCam^2=NL%gLhpOaJV* zFM7)VIoA_&LNmQQzx2VFsXv@P=DyyK`d4zj>IsAmLwwNpj`#cC@uGE=^-w+2YpxUt5=jiYC92!C z4Gy`s7t=5K8dQpe?UZ-!VTvZa7r70^2Z+VqpLw$j=t@q{ZZGcb)2s*g!T!HT&)rV* zxgMZFB@y;#0D9hgYoz%%ukJ8!Ym=jkLW&;?>m~D-OcXB__jsl6;Yx085hI=|=fK3B!SP3GPq&f*L_7GuHR*y)g<&85CC~7nKY@~_>(U5zJAv_z_YJD0|Foq ztB2}0-d^eBIWqfiB^p%fPZ=@2T8KL2iOlCfNjqWGs1W$)Jj z3_g0x;>4ib--RXtPNVpvi88+gD_Sv$W83+k_6sX_+A`<%lI?e_50yV45i=0UY^dNGzmn_fb^7LsU;smJnV

DlR{ya?Bn z(kUithwJi^K=XEdl1EgyTpOYSw0$He`?MT(AzoAVLr%#g%PD=tFR*x|3pwd!CW$CM z!r^D)^<>F`t(0svetn07AJjf_KhB`Rpx5{qC1aw^+f}FR?7Y)&%>@k9Zbyz~AK|*% zb+?MzZcqMs@2WTb`%n>S8o5M++N~%YAC@#b^o ze!*3wF)Ckw;^TCupz={#N2MLZCKtcjd;ndy0l_Q}24?tjA3-Kpq6@+Bq=>*>e4O zF4=`a5z9|romry62l!7#ckisT^rWhLCy~{U)XNX8lw|cDuV{0%xbKs%e_DF#+t$j= zY|qZ{LMtU%IqDbJMfEKi@SF0B`^-Puq0%b|f!eIS)YXo`)Nb}GK}~;VTYp{%)K>Nf z|Em*&y6Xc(bC|%Bo3&lrC-bvRp+TRu1dy8fMZ|_p6ZN0Iv$tl{E7ldl1M%u zBc%tEEL_IQesJD4$VGlCh;p)JF?uuKJ;+r+hIJsy+HbH8spiBB*8lXYW!9}*z6P}m zNssxvuJ)<3gbM!d%jf#s;(M&@9;89-u2eqOE>b6UT;$>C z0ctb9$g`EEh_d&8cH;1k+w=-RrB~+sytm`|d80yCu(RhnQSrzP;^u3<>T>B#Ypj*# z*?w2tzkldAD053Rs0~n+`K4_4eG|p@XWAcfPVL*~!LjjK`U>_QRBl!ebsx`JdGd36h<1Z`x5zJwpJlm`{@c@~bzvXt*QnB*y z1805s^4nJX?4v>LzNF9Vec4Bu$waeX=k6C~zs$jXg)Do%_Dj#~Pq=TpNBILc$jQB? zK(5Blps6O1t9qUY)NzYa1fW$Rg@XsEF`L2(v`Ah+yh_E>2e3kZI>|AZ9d5?QHcvgc z1sH<(l&&U_V=xbJ!86m9kE>GAa!R3q!Xa-7p5&Uh!Vy10;kJF?A*bYUc8@L}(m{O0 z)0EN&Xn=A;j&M+&4(TBt!fgsUDCC1lAG}TN_>d!f5a|<-cA!^gmMD30lo?Ncrj!QB zGk#LRnunZ%Q!_|U5QRT%5RBsMbRdWQXy=Fr9&&_(_7v(D@<)4wec){h{iedv?W1_| zafZf$tW3PK-Mtqa{2)&H44PPDD-&aCWnz&WiQ?mcP9?k}X*Bk~-9*iEc^7oOdZ*tO z5z`SEh;uS2G$SfWbcS5Kz6qlR8W zgE;v3Fmr<2Rq98L+)+8>VRJ=e{37R0$!wlq^?9L{i7Y>P;BicBAAHZU&+m9a-{PUv z-M6E$^wO#t#KB4r=FiB|k0^-(s{Y(N+pJ#Gs(QO?JCzUzW6B=bPTLUwVqGmRdlA?sA0a*VeyQBJaEiV) z2=6Twt+xQ^15k$7!zGKKYogxWK}KeW%+eh+vi;&(54lu+MWXs3VZ2vax;1Tn+f8hG zZdBQXcCT7z`na#O&h~jQ2jzYA%EYc@KeIEk@U^I3@jjiGFEvYVckRT()o;17yN5n- z-1JL{^Lxo`*O`NayHI|t{PBvyMH(bF^$J7VU0M0$WCTVj-=EvX%yu2Vor*n2;;z@8 z^{emu^DE~sdeAo}lag`gdSL#No^S90`jk*TFnfaAhEn$zBu+nKkzYpgfW*UBXfr)| z5c@QdEPv$afjib(lP&J;1^o_{t^1^jT|U?6eK;?lJOipJ5FnOW=@Lbo#VtW)76?$8 z5Gqw_mf{lPX)szphjU2R!r<-V{YVP{hOF6XBW)^$RO}U?1`=B{_K53w_Na z9t1?A6pnN;m_{`4kW;vrNqR*@BSh_TARH8ShA1W6R56 zk8DAqk3s%{t)!^`-@8k`AA|5NjSa%Ps6qJbBg2F6W^foC1Y6nXvv(eSV~5|Kzs=Yn z93OqWfTVgf_LBwTSB3X}{q3`_nO8)M%xykLQ$8%evekc^DC(X$y~p{pf9>Cyu|swt zGus2rm$8bJzO^Rrk^kxO=-H2$D=?~O>y;GfEEslfo-Z0czw^)~lb-R<VInDzE)Cr-o~WfK8N7-{$uZGQz*9`#N)~>?fPn_*=X0TG9S5tNa3}q-iqC1CC`c-~>tsgJPcS zmc`wK;zp#OLuQPq+!@Da|U0ow*{DnK{3lOILH^< z5%K;}$rtHCI0n^}ZJGoJ`QplEmYx*3&#;-#U$%qkY{9zLp);pgJ;}3HGFRSb`+hOM zSMGxjW{32r`}@hx!~C6Ry!q)8^9&j}sOqSqd!320dXj^& z>H17NeE(InK6)iZQCKfnk)(p{L2ZsG4#Gs7^19AbV%8qz_76x^GHLqfM^1OTX3-S>rPti2dgSZ@u zrzPr#{9IEA(U`@PR1?UDP`vR(twDh|(2^tnu@vs9KRxJ#yZ~~dn)lS7<^=^1!C(TR z7^GnrJnROK_!vxrr+Pp#5-U_cA=d)>(VFC#c|l6;#0F8vlO7Y-EiUUV zhL3D>>8BsQ=syC-r)e~E#!7PvXPtnu$9uitmv_o5=yU%{^UM=3Gl)W`$@o}ooiB>+ zn)>IjM%4H>^ZcsauS6Zn_2i}qbm}mOV)<299d?zdd92kDPYhr08!t<_4j{WhMxGu- zVMc)YrQyMW>-@aG`fIQL;z{$i5IJZ=rze-}XZ27&?pJb;WXsd9S+@HZ{$QhgQ=RQB z;d)|HXeQI}OO?De;y8+>~Z#q5#G$M6=c&H8|0X1^@oe|~0|*)Q|U(KDGC6ft?;(%S2 zcgoJpAgWje@J@K%(#K+A)F+X>H(l{tKS6RuF3>ZX?J1nSC!(>>7K#r#{<&GNpKc4C z?SVmFg!EYX<6nJ{+0%~qq>APanwa%h92!Ki?_Y2xk4nGRI%qcH>`zv1nN;@AZ6W!i z15xIe4^)?b_zZAK@cTIn~*MnI;_dz$_cd8uj%e7Ba3hICI>|iGBp7)MYX3V~AcG2uE zr+X61?sn7N71f))sTZ#KKwE-f2!eKA?BB6fy zMD6lLEV+v9$@jnd1-U&c0S`Ip)t^UtgNRZ%HsxzMjY6<_-@~W`<-%wT`o)wURY9Z#j8FUx|p{F>CS>zkk7h zg6qk*3EsZu*FK1ps94fTL>{hN^T@C7_h)cDF-uQLVRXda#_@`G=Zng-qJO_-V2!!H zb3Y(>eBFX<ob0?;0MLCj9Mu5g@4Ui34$a^wNOC(qAw z&(G)u%U;AWlnzEytllN0dWFE|I|K6f{4C4o{&mI_i!yI;Xmc+szT6bmS=_Smj?+Gg zY&SX%FghV6f0j%o3WFdXlL$I8Z5nZmd<`L+h>Dcs0{YH5M|}4`6{u-zwy;$Cj9cf zU4A=~2SoPX@O>(#aAr?k?ITlk{o(teqLuDzG?m)(t10?gF0&q5ho+?1^I2W>%nkZ^ z!1q|?=l0W!)mvT8Kk1Lv~-__sZ^MkXn6$+(1)&sY{6Wh|V&3`)<_?k9eN(r$LGmB~MPJcr-XpjUyiUL7N7< z8MzX`ZoPREgJBGgp$`gqccDT6O4x(=h$V-90fj@}oA^AUw%y>h+*5zxF_nsVno>N? zBYi8J{D@Gm5b=mcz*7ueP72q4vf@#6?blu;?~8aub^gTX6Gghvh4@F1`LF2M=(HlF@#G9O1|p<+G`dM?WB! zU@rX~2#E9f?qP=?{2}$?9_o9>EETb2IIJir5 zO(tB<=w#Lvx1ey=84d1?+`H_-*ZSZ4g8vZLtC^=k9CTKgIl<;$fHAjoz2qg%ouG5L zUg}&uC62)t`>0h{&08RjUjFLM!>fL4o*0vyq)%uANX7JmW62vv?`=6T=P7e4NWOht zJCztL2IeNin|oP)@rplRqo*JM)~I4;yS}Z#M>+sWjC#LfqMj1Z<^GfqFglCqtg!m4 zAJ?~!P|?3Xodndcvb(!pS8Pt91X6k2a2I_CpgHL2u0fo9l~8Dqtb)TQv^A&r#}j4# zY$#e+DpYXxAOK4*os@I?WbNSq^s)sjTI;)PTPX*4?0KlG-E_4cl*8XaG&z+HFb`lL zD@Sm$V!UKhwD^fc7uVgF`{s>r>@u%a*^ea+=5tgaB2?dKeV}*eaA%Q^(+0ocW%D==?8aMOK#i;t*re?lXCR6 zBLHPs`QjD1Hwa~S_EYzEJ9GUWF*~FQVGxI>+j(zqadQAR{U&sHfNOr{d)K{Pb368D zUyWH0dHULs-pb+peI0-R^{0=$|E$)V{AnZ)hy($;5)Tl7rJJZ|FN%6?I}jRF?r|tU%aJHv{ccCgidH<`2{CjZoTQ{Z|ch5u$E}KFWF%2 zU1sSH8ZrB&UW1;rDWUQ)5??ecDk5@yMg5q)`R{MKM_>OCL=#i?1>yvo z>s4~!pZ?hpDt|!a-SJIr&Tb6EiJT__wfLoqdLtA~&Lf@%?ePTh5t3g_yr=%;Fhc!+ zd;;;FqC$f*Dw^!hs~;q9a%Bkyvr&o<-lmkACXgclU=0TQ1wu){!;U5?5&|XtJfa8& z1xQj%at!`qS6@pHJmg5H2=Rz&9uYuE4v+<)N&$r<8uTHLkQ_Yhw#$`6@gTSD1P?j# zL%6*X20Y}5Z{?dhi}FSM0mQ?v;E^xV)AdRTgNGdX{i}LGd(e86KlDMhoC1*F6p9bI zO>KS1DO^6zh;bkw&eivQdDy`Z;-pV#8_?M1@BwOb_$P8?ftP#<+>)WyiEFxxe~d5x zVfhm~{H}*wpce16LHQts=3 zhZ=g*_XXkv`ynb@A9CJ{|6Jl5Gc2h|&YhBGJiq-IT%+?Cs7uH{m(l?!!_sXSw{?OZ z44Q);_w~c(ptXAl#9{TGckS4fzA~rY>QuUS4w?NjDfdp7(H^88I(-=AvvwAoV1~Qb z%t2(K25|tYkbBdlesN9H$DhN$%}Igz#XIsAoG7-{T3783axnX44(^>p+b^zztZeJS zv@=Jq#A#1{;qoo-$3*UhKl-@p@*Vytk_RL;Rf9MHWtg~raiUn1o$>RBCU&YbK~yjM zlNC>*3|bLoR7!>%knjd1CWZP+c2(fl6d!_@l_9hw$oaPGfJ<-DGHZQ9wO08uf(z6 zXK1gTNRQ=Low#_CP{H4yK^^)5%I=6hW*;kKn7`}0j9TSa7X5SL6`yUh_K6JBAPzto za!;DbyK%eeNfY!pl-zygh;66qdzZCanPr2XTY(jZQMDj!QXxE>1E8BHL0KvHMx zl{oz)q2JPG7Q<`8xm$ zahM0QU&eG_(Z>8G_5Sny5cE@3ak@KyH-}UC10wh3><@^OI!^>@d6z1RJ09!j5nrHa z@*?8%6_vMzcaLv}%5%SjP-m6ATvFR*xolbT+kVuwQ>A^m|wI}$~F$nE%$BYXhqp`PGB z@Q4Q#UA55$`yy8uBJ5~Lq`mV(0q{os? z)s86@d51qRuUqq!d0f7ixhoMLWtLxc)xxCSEIXGsgygv)5T{v2E^=3m7m?pxv%7Hc z1OBW`xEyxRbpBXiMki2DP7HxK>|>d_`loArtQhLf^V^T@TbO}Y`3b$9Dwon@{v!o>X-AyMI`{rd6HmFNf?>q+@716)V5o z##1Wps$Md5#qQ1K34iiB2Uowa^a48p^0p#7jB?0pAX?lu`cH?JzG)6V<$1y_DE^5= zS^d_fkLSl-W+qtUemDivSIH0A*GioF#W#-^DxN)P&9)QkUVpYfPbPmvh_ZH8S@ra_ zLIu}bD;!eh+lxEMX!^xnkNHcQ z={|U2&Ja9CovxRYrFsZbca8XOXMX#uFsK~UtS2rVe*Em4r~0f zr#e)${CK;M!CR1Ra&id7VdexY1V7n3aCq|K_2%;@k4oDIh$C|4wJ!j(nH@4|cYkKv zUQ9iA5CH91mH$)?;&dU0uypGdKR#J3FFp18>sGyIu8i4_!#-@kbftWH5M`t~@ohJO z!;(z!b*Ns6gZ=_*_i}qv57E2j)Dcye)tM_*+jw2YkvxrBOv?H|789O^6NwC^e4*fQP(82`19m`iy!bOlRO~R zGxxO;CmP%JbG?EN{T!w4epn0o?MlzRz1Zb*ZP%yr@=5e$zd)P|M4*jp5pZ&3^^a7z z*Huw5n|KUD&n4bdRJzsUe{y(0tfHCiRVr9MwuW49Q^8=Cqy4 z(kFYpjuwx2ppX|*JX)a?0y`p2$cIw6M}I@WH$@Q zS*hy_^^JJG(${i;ApoJk!_UwIujN{xew?b()hC<+ltMJv4Uh+Z2M>8u@evM6cIb9n zBuGLO=_9`85l;!?X!o|CsJvQEye?meM@FD3p9~o49SDfCY16FYgCE2>LaxMdy`~{T zeqtZ>c*XD=#m4&=HeA+nr{9LZO&N%TK{*$DqEyuV&-pVidEixlBmAGH)tNJKaw(jB z)bhG5U+;TucV4x8=cE2@hF*9jj$x++4{&Y5Od9#dMLHlX#|$RkBPv>N=jRB|r_w9d zD{)#;eym*t7ujPb+3chjgg_ip56G6qU77?rT>Z(~gG|%?x#fP&9-PeFl?V`rr5l|T zUF+ArIP=X*;xC(nL3u_L2EV9RR*w2{<-LXSQ}~(R4dQelJ(gen4MSJ^*dD{eWz1~fyLllHhdoDiwIAGk(5$3#ZD*!m z+(CX5tdBXrmqt-N1w=GGh-~a&(d79eP?NjJ1DYJFsJ?p-o%6XW9D^vmGQd;evRmN= ze>8Z}ybAR+kHHOv>p>!TqVn^veo<#%UpoNaim&BD>FMnv$d3j;I=={|k95EzKEgr! zP<*6=*AeW&3^C#tQ+&uV2t@ie4?R%GJxT}R7&IZ>0+NGAJn)bs+_JMiPWs3XgLUw& zExBz!(#0SOa@ehTLnDiH`rK_N-uI=}R$ay|Kx zL?;WKG?rgt(8dXRhS}(Zd+ys3Sh>?V>uVYs*{+ed^rjL~f8UAs?08|7Z){7D(3z_S&TQrqk4^=%r#i8tM0|ef|6PCdJ-@d)Rqn_qOHbz1ps#JfOfi$!B(5oK@?b7> zt}!TLAH%Wo^q%eDe8PU4KmV9}J++&M+4ocwl3eAKYdXugdD&AJ#v@_coUw6OQ<#TPzj&&m;vy*No9Oo_p@DsSeR1`HaQJq_c&?l0g^v|sr1B=y5lzfuISg;qYS5s!u|h@J9ADI|yAW^hn1AD6p7YP9as))Ks07H4{ue7p z*#p~G`Ivb(+o$`PMP~VO^ueM7xE<=Zyo0lwSTQUOKmJx&8-q{q@tRD6D& z{*IaN-Cm)YaF(syrqktn2LhwtuF6s5{M_2l(I9e!Aj6K<#KKJ(-%A-oqG$=GAb9ZMRo)J+Y0yPZ+ z;d6Y63dan5{l&x+SRi+!2YUD?hh^#~$&(X^_dt~x;7vwO;iD-Yzy*L4HmCrw19GHK z`BG}>*BAXHs?$L@i9sL-Ew%KJFXDqoe1wDcBz@Rnr)Tqs2mMg`lwMQ$!4J^yPVwPS zgon~40n&w>f|KW|bdp0A#Yz*s5~MYSy6UU(TLY_5+FZ2UGR`o z^wca$rz26sv;6`da?-DcKGH?KHC11bqdveR-H2rec*;)`#4n=wT0lQY9*ILv6#3ct z+xjH`H-T>VU-aOB?+57CuQAZAp90;kl(0NLGF?Ls^U8Mj&zvDrh=}QU40OXxCKFd~ zJfT!1;kAKD5ev(}48h*kbQ+@8qAA<&I|{GzeV^F`g_ z#Gu?Q5BsyZo_C(}$Ed%dHzfqRF>!Evkk@w5^q>CnIlWg`$=wfhZN?JZpBX!&oYYhOS2*KaoY=2G9(V1uMHl3vg-C8LF_~0lwYXRU32BSf=3RE|Jg&7efaPTZyfuOzRg4BH&!&K_$LrG%74anV)j$V z-oEFdXRO-=28KX4Ru6TH?zuB)xJWLV7IS#GpC7#LfR~ z=)SD?Z_Kk6#TGF5o@K zo|oXP1srsX?_*FtdC+Zp@=GC6Ru9n`@*wS%e;+vO!=#x)=^QlZhW8G8 zPefyn-JqX$^L_6A9OY6u6zLke&4-n*I&seweP#mlmsE9szu4u&%8_ESgO#tY_Kt-b z>|xg^{0eT;IveygY(+qeGjiRa9NXCpK9L9hV9nBOAl zNxa*-6uvO0Y_kQL4$z<*Ks1(Lq9S^eeh-@Um+gDr{XNL+2N`f1$?Iw-OTW;h zQ?~8e1f{YCH5&B$v@hAo{Fa<5LCpFaPkij@(tRQl|1HN0_`a7--T*fhIZf3yqf` zI@RE%m*mU2M9ez*cJa6VJN=WGfP*F&B*LqKo}6(_eVq5fr|VwzuVw--J}0zNiG4(Z z6;2K7uNrvgl9m2Et|vFgAs&!@yijGdctycNu_--qy7w7B!S%e^p))&JG33mC50QF! zMa9Smm-rWOy-0;~ClwzxrCuI7vx6nuFz(7uV${R!X8rKU)qa!-JTcKZzdWudmt$kl zkxSw5lVp?YrmXQtmF;c$<1HKgh@p3ybAD$14i9bjV9C}mjuz>?+^|c@-S^5iV+qQi z0-YChepvbPZX3N;&qSMpsEBjIEPMx3j$8Iz5wV`XzIFPID?Zvq!{^ zpC$^AO&?;j(KpNIK1ej}EDV7r%+B~{w`LC3V|GZ(4&Kg~X{UQ9j=cxcp4Xs>G00VQ zQop#Nr@j>mprI1=)K?(4QUMVpbRI}cuen(ecz22Dz+eC)kjS9|aE!u!k5 zkALZso&JB3JRtJcGJqzXc)0p42W_480k|U#`E-2+G6wm~Z+Tl@%-qh^-Ow8+BE+{N z%IYBiX&(Q!`Y$Jc^qdJEr^=k)6PaN;4yAl0+tfp1byDMF4xbrGe5!6kT#uCLgI9QkM-5kVc5gnPr?bA+hOpLX8BcCbuO37w8uSo(cJs}gB$U5^^I?E79 z!R!&S^$UfvEBj^Is3(<9wli>}7IL*xl0bSHMJPEGiN=k9ak;`RQ%eEg>cPObUQj ztR0r^{$`wB(PIyC0ot^n{Fq&no%B`e4yhC_hFbGmgz{ z6J+VhDDM7b?IE4CbGtV6@-#?MKn5~-B7f&({T$)BR?+&32*qzll$9g#;>tBX4sJA` zBloi`m>uaHoXeMOyEeZ^-Su{=4pcryBsknnpJib_f9``8G4Zg%hDm)O%f3iESeqwMI zA>Jcu4+b@lcuHLl9tr%Q(DVW^^;7GSWT*<)SLyPT{FJ`tksv6^kq!mR%be6NqziqtJBp{l7sx3*34O%xL+OE! z5|4CHF32r=WXo4EA%~vkNlxMNaYT#*IrHVWo97?;{a8scqOp|}Bh*TYma?aZmo1jZ zHG_LBkRpPJX*t_|(#W7QUUByVvFRUI=B(RZ>;EB>o=hy-w;-O`=?fwSGjpjYZh3F%-FN#pa=q%=&L6?^xt`qPi;o*Ree9!ES@p!V z`V5wKhTibdN($z-hN6L`2Mlho`bp>PTs~%pRBO;@fdFKJf2A-uNU!YPF_-Nf_@sFd zqUV0QggFTI_4X4CE|@<(@0bO8unNDY3zz=t*efZRUR~`CNfAWzzCSZU%+J#F{LuCj zRz7)~%(Ya$t=0j21NHV33`Ut=aGMPFgu~y;Pwsn)(Jqu;u?8ssIyj%XWslL2uV+s~qgH=Q@%9 z;AHX1vM)wI^PBg~+brZdKpUhWbwxzxfY0V!AlK^x>;Oo?%29UI*>upO7oPcdota~P zmN{qZ7x&KjF}!@<01+X+kwJWX(RE!#*{Y9j8u98*zoVfyULTxUK;f($BG&VI-ClAG zy%Oj5F7vZYp?F^_DJnOPn4$+erk=Y$Sv!*Xx%<=9^E5~S(1AUlWxMZ-iu?Xjx95Yq zw_4u^_p6}I_e&p9ME=D}16B`}RqYpw_}l;e_{e8>Sywar`pg%sG+=h-Z5cK|ta~jz zHNM3+^XsWsQUEky<*%;lSFX=I%Qfn~y9Ox$I`cDA@cVabky$=31X8f}QeAc7LcN{UtOxfM7%V;M&z2#Of;9^TP6Yw= z)`8&>=lWyqPo|VP^Q8}E#Og0~-jl2K%1qPFY~K^vZ>#D@_6;Y>> zu0(IcGt1}RURZiEhioTx-2Ia6bDOQ5Xjg&zMAM+%h|J2OGSp27v>PFUWUyVzD^R?r zK|96AXH&SR{^YQeekls@4_Rye>i$a|6;;G)i#!okBYMOJ#?A@}GHJm|j)x9hKv z@_}7wXGjO(pa_RQ5RUx8BOWNpQ)dYkf_MN~ZQf2Fb|W6r)s)gLA!^$L9`V83>7l+5 z50v7|*9}4r1e7el@6Pza4@#yFqV^jDC4B`-ZjxU%yu{I|XCK$#O6J_ZR35+J&h7pw zh?sUC10~VfZw9w|UT`q<_HNtfto!CAe^Vyh^CB5g5-)U?Y;YyBx7YjRlje)fEBI39 zI(P0)i=oTZmeL4%UHlpgb^=gqxB zl(m?-_{bBN`T%!=X!0($9EuMRl-M+pGmjmF;x||;Z=%k2nu8tp17FSZxpzj)PE$_} zO14u4;oD$prtVqekN>J@*p%bn^e-fNK$7QaP_j9Nvvwxi;Y1Pt@Z499u6x!W!}Yv# zLMx}3SZ=fH+yvO*J_tm6Qt3wYnK;LV?JV0pYobuWHhAjZNi*xg9kjFc(8<+3E+2HRyUY6L_Bc_sD#X zJPk?~Q+iAuT&=vi#gTK0hrg#M;Z!ttkkEYITkZ>#l#{8?|J!e~18CZv%E#(g?EWSy zRPa`xwIdni{#{}Il6wF7_mbJaDGFW5%%1o9|NeG`A6cJ&?XNqg{7I^y>c8ASQ9^u- zDDz9aVoB)%gD}hvnS;AOnH^Fud?pT)2P^jj^ZP#Qmr*$siHFX_VfG|{c;@qjUDaFL zN8KmavaNSp51`~=vY(YNvh)IZfy(`t7yjeAYO{YPm!<%e1W3r*Z!|XjR#AWY*!$0F zy~$d^9n+vBKt^VdJg#Aye!sBvq-E~l8%s~>W&1q1e~&OuQ0{Z@hfo7hY7&f1k7j4z zHoItcm(x8ty6bk+-Q({rk^q{Y0nr-ZlgPOu(5t^xQE!lCxc@(as>1MBf2?_@f@CNa~LymAzfG+)2I%1}xvO0qp8jL{x07C+){1;L2GGHEf zL;w#;;Z#0-mJ9{!gRN118{`A%h4KItB7L0Qr2PZC5g+k175Z231OBk}Y<=*cNCiA7 z!T~16gbFDj3LfQE()1jS`UN?{;eW^rC?4!ZygUlmauPrfa^wpNeb{e@gNGdPiv)ft zdJgdgL=hkPs#uvbh#;qM{Txs`#Pgyl^kEMu!torzFLu4^_(ExD9tnVw+ycGi>i`iB z1ms%Rb;gW?ALL4(VdQ$-8bB_1N7BmA?(8lq2c9!!*{wVOCCJ4-!j-k{SNX%gSaZaP zwsq$A!20mP&+MZpZ(AEAQm0(^(dcE1{j-=Mo_s4KeRMkU!j{phtDd<*c&D}d$4S@R zY94@?oaHabL zeRO()XmWG5>!7d|&(9mG4}Q)I=a;A$dW9$|d3pEvAH1#yxj{6!ncFo#v);YX$~&}k zneOU~j(ovKXRjT%GdX5oEAJ8&ug@15kt>?WeohS)CY%F-m!X+D+I3+ zEp8kAr$bBM49$4E`lT7Sb3XCmB#>qSTXXpyk9ITk`I1y!`K}bh~Vq(fv1oHD}So?yh&ot%}ZYTqqoZ%ocGi# z?^=iLjK-E-d%)XbOux8y^6_3)W@Wo=vbEkG7zz7Di= z#N{QK6)r4XTIN1zGX3fPo@eb(=9j0p2X-dEuyli!aBKVZn>+S0>$WvHb>D&F7ZGLc ztY+kqQ}nGrm}F7WI)+x>8TOoUolx<4Uo$i?5j9+wY5FP2a_5e=>Oh} zKH7gElHX~7Vx^QGtB1Otk!SVFrb3>d{NB2jk3E+%g$&3A5QycMYPDyzj|&>w^ZdLq z8sr+(h@GDv-wS4v@2tcm> zhW!B(&E3-DfZM0(PcH;=v25ktFVXMaq>@=a_wNHHDTDIMNpjcvGxKu?_MDV`>fd!%QB1)3*0 z6i-#W02mQbd}@*vZz%C3Po4%jsHgr2ywP$3Q#4P}yuqXgum#`~c*FyR9OXm!P@#Se zA=;5>DN%q?t%-*pY~Hi}AP0pQ{Q`T)$Pa!|(hRr-Inn`d$AcW<@F(%fxKO_Uik;pBZ|P|;6!B5dcD;j#9lG6<0k9i# zq(fp20&6)5G*9;G_@-RGeryTxDqMrZ2X-dc;y0qBz8|2Q>&mi@oFL!P9(o%*f+R3<(7E1?e#N9W^^jJ&$)uq(t??~@1eTdenQ&xCtk z{T%0yN-@`yw_stAh0ZL?FHtf03bE<&q2r%A>?QwPuIIV0WaDm0cd`J|HK+7YPRYhM zuY2A<^qZHy9=3L)c|~yjEWNU!k4}|}J}Go?IMWlktHz7SafAQ+ zoqL`)&$`-=m3jsU_Wz(W(T4mGkmRTk=*G&I7}Q+eN)=q~z1^D0cLyiz_Tt)EVs@lW zb$%Z3e5&$|&B5~UhN4;IuW2ZHv+baaRF?-5Z51!EEwldf9;ki+! z6p9vP*on+Q`YEqm?xf#K?D>*ncd&=qFZJA44w!oG^=|5A&g5!Kg<|sR#O;&By2n31 zW%pu)_mvT5 zxf}e5%Ghg1l*yy93Dm2quQLyVmQ&-d?Gx{1m3$w4aCm#lkNK@8v15`5=49^MrN0L% zTDJ9&qd_+VL{Nz~6wT z;KeV{x2+k2WfdoH=@DJU*5t?i$DX`XZ@Ujf$)V2AgW1kn>od7}ksYiYb+yObAZ~p1 zmjPe2K#`D`fAEP~c#a6c8 z2lwwZdw--Y)Sz3RuwRn-cf`c<^B#Wx<2SeZn9NksV$SuK?elJe^IZk{hl9yZR*pnP z$LS)m_y_9_YyOBogX958&C)B&22eO_FO^k?+#-(NlDF$Po@os@fkuouorTKYo5|WIKbiq1GyepedLMX50I;0 zW7{YDsqK?j$}c2d_T9-r>|+zJ7=EL;`;v2}u0MUJ-vJTR@fgT;JRF;$av5{6X#K~Z z{b0#I-tgbZgv+sHc>83tj6844^W%m0i=$rovb@H>ITJ45UhW{5;Cf&KP%7IkNqj(_#95Bno{`I6H#$dwz;FL`y{^M3ODkr%CSfz`4sV}i<&Xz8_tD@OYk$&I zcaVgow_koS^|J4DVdphs!E#i00 zdn&qpg}Kd4PCdGI_Fzwtyaa&&iUGu9@3TZj!40||nEg`K9SmUUNj>+$4==Y=)GNy{ zNN4E=w|%bt`SW7z**pE>pkVlS=Dt9#>X9>JqWtG0EL8lR3FRN6h}Tg?eQf zCV5!8b&K=*i^!3G*m-CoWo>61q(QC@R8H2O8h*H8wSLdzJD{Qs2%YK1@~as+q_+lT zSb9>`y?wIuq@MfxleIso=MHimqY6gYev0dZBHu*ZJ%U*tE;_Zp?<%Z?aaM>GJi?S-0RQO%l19rQUDYKsK&|>jSZVF zaLeRmUhk>62DtztF?-}e@ZCiaUEUst?}1VmA&`sJgIp=JUY}jY!lkNv`(*Va^|F0m zH~0X>06HQ zZ@#bHw>`7^k=A6}&fN8ekRJk)YOO4MEb`9i79BRW#i2=Q`mE09-Ppp5MP z2jP%=(}>rDLnW5YLj8c;vv?YGC#O)jitQyQ5|2T7k;PLyO>8+p5=4mD`ZkY1Atgrj`mkq-QabihN7 za1D}By5JEHJmP~wZt?PQMaY3{$6LMZvAG97Xp$qh;|*&JG#REqlgDL`2QSYea!WI~ zM}7*H%9TObj@J}ua&lNNSQ+%lj~;pAuYF$dmuJ$GbIF;NLD)uv{AIM@%&D@sp80s? z+~xivu9uplx8ng+U?0)o0R6HfhE%=t?nC~MxL)M^5NN{mQdj?Uji2oK#Ll<3-)gSZ z5$@ag3=l)!E{8#Q4%xxVSDpA)E-&9U^{zM0dfXZ$x?hcKf>eV;pb0C!Jo}`R-fof0 z1fJad>^dk#Ih1-q2sFWmP0H(Pue?U6c;9`e7@c`^Dp=$!J zF8gg@=wtzuV0OyqWr9HGJ)#U$|K-=OIq_%@tXa$m_}mM=$d z$7^NyD`4aSyPbpz&i+goGe7rEs?m-lsL-11!}dS++DF~+lLo}?kM>Py&bPNDX@C4 zPTVs^gTQ9}^$Z<^&*~`v<8Myy-fa7>wPM))yTa^{mbrsMX1%+EWrs0`d0wIDOME|~ ztRBQ&uRW_Ts6xL=Mf=Z#H0FD$uilO~nCxWb56-wswO#+oSN;-zJjnx69}gXb&-5xc zo=~Fe{V1*{kGpVv{>=Wh`}>U9kUQI z0?yB0I&$~?x2*Q*-p-gEGU@EWM^}FiX9e)Yj9~lUJul}dcQtmn*02oP7DeN=_W^o@ z;>0fzD*1?_DWGkH-lWbWIiU!VS;TwlPmc4{51T+adFVkv6z#h&$(ynda#GX#6hnTcbhKThpox-; zvnU?&LwmG&tw%pdF5fGV90(ft@X>3IJ^0bU^x<5w#?Zi+LIaEBr%%0JJ+CXdr5W6l zMt3eN7d6l2UC{OFo&L#)n3l68R6sMhxbp)sG54oejhS<)bvRdD=5Q{cfp~GtRO_Dl zCgqpsy?XtiuWI}S89U?>stZGCAnT3Q)vj15lBYNCbK*Hq`$?`Bzc7RbGI8>=amAwH z)n|5}+2xVYz6IB>)^wJjCyz+9(LiQrW!0NWQTM{g5vQH=8*|j1Jj1!y!Tl_=4xxdp z{uG+KxUT(zmuj*;ObVze{ZT<#ZnIEkx2%~7KJ=+gEJ zdaaG1fvGlUl?!E_jap{g%W?08+jhG8#nfxihhViMKeKk0sPGnu(x1$^?uuXTFqa0( zw;#~MrqIU~(>~fX=2x%y7_|n;r^Y$gUn{alk>Pp?Rm2Dn7`ZP|-URT@{a5^R!Pd~> zRV^q!&?}}MopEMovGU9A7d`g=E^D7ePrZZ+=oizIhqe@nt$*6qE^+QQ>n4Ye0__~L z8%!^6%eh5D@%FW6E%${6%KcjzG>|_h|1WyetUXB6vt7dB-mcC3@--URmK@3Cl~qq) ztI;IWFYZf)Sb8!C_fd`g9JxM!c(1GCbk$3!ump~!+fcN(uQ>0T^szf{oBO4`5qb$# z5&4Ce|GZ_Z{8GQ`_`@H3-MkUS8yeat$jYCncy)nL$=QcH6*@n+?7Jb8$_b%?T;6%i z6n*U=w|{^3=`#Cee%aQad;3IxL;0zH2n|%>!T-vQKk25?ITJO>wtc#PSGb?0HF}?5 z2{Vv>%BAX2k@)Y$9X{Ceyor9uen@wU)PpE%pTUx*OSdh)>7NU>=9a_uye23WGxjM=-fW>9argQi$b}-2ZhQ={gKDo7nPHF+1ySJ{xeC|U?0HJ= zl@L{8FT-2mh##U*1SLHT#wb`X)frFnh@yJm8O8GeT9Dksk{s{_q@P0+;ow1$zs(~b zP{=(>58zLSd@w_2dUH`iOP9{D1I{t~kiwc7{CQj`sDi%3c#ya2p z-g5s=Ch+1H>p?g^iY&j>o}1-Meo6OL{-$bkNlvoD`6b_<=jWA&PRM5Yd0ur?;ABIr zQ&sAdobxl%lOJ150b!8K>Y+OETe;ur@848z`t`5$dfFgAxsVcr)?CB>fRWdobrN}h z_19kg#gjhjN$I(7%E#bDCGW0hmd|}DfiVb@OHVK*13Or!?~{%_Q~unMmo@wG?oAfR zaJt^dgh40MOOE=@8b3Pn)4$#G_Va!_!*8QQhxM>>$P+tDM9tp^&ie4>N6jTwp8LKV zqkP_}`h@J}h8+PDU(^hcqzx9hcRrc@GEw(>u=Ox#KY{FI?X#|SOy)W;=4Tnxz0+#u z=ZO}S&xu5tTuz}yg$k~>rkJwt?79xdm>p>ovV7ii^ggC`svsWTi;|63%(+Gl;(oZp z+_xyN<3sz2kRG!qF=$RN5&z@2n=ah2#BW1#MNSPZ$zk=EsQ74{K6%=FkGP*aeYlZd zVQ3J}>`dmLfhnY|*3u~V`eXi*IlFhRnH^Hk{dqw9SH&Ex2jLy4+}xjoo}4J&ef9aL z{_BoiekYPEGENV|3ytuAk#~p}X>h{yXHk~z%)Nc$yQ<78)Prz*-`I0q+53*we)_Vy zVdw6!-k)Pa`bY z?APWJ5^wsx4(kaH=Str{b6?wctnWjCvz^QiX_@=dDCXyMiNqi(mmtcXhiGi`3=v;H zW^(!byZvD#4@jz93?`n|2zcyy$s4*{UT+v2`nbXZrTRLT&$QG1J7%^Q_a*2tqkQ9= z1f?1~AzNN>6lm*f=SC^M=2Aty0!77K;&T+0EAKqx4|8WE7ZV`|rPu_9XgR=-b3ERH1$$eNf23gCg7`y*#3JIOLil0^);GIN6I>0OJHe zG0I;bRs?(WN)gh;$_vP?boGiA$dMr^R=NxmDg->rf%L&c4;1pDLWPtPEg%{r>d{{T z@u1Mpr*Mz{;AhBf`%zBFp%@a-Q^+BjpbLlas335_^NjE zbG?74RKcPFRL4K(T`vToOFWE^CrU5=FJKZ~H%?-b}Z)!I? z1@41C11ymDHUM-pJBh0FZ4N8agB)|vn0+V96?|cxC}~W-$Rj^t5YFV$Nzt|brQH^c z_;BJD|9tLGd6e97#J3{K^s3M9yviRn`K6`b-nr2q%k@&{2-FL}ROaupMa>3@`Ukpv z@w&U$8k4SFR-gzRVX z>coHb5=%E<+Wnlif3Qxz9UcPRm|iruPpPOm@q+a~{c4$YNRIpdN3=&})_@S`#@?T^ zD{fmLRJ^S|dymT?chHU5FZHqq-P$Qbyh5Vv`Sa2%QC7EE_}RGCJFV-&3N`4~KCCBh zox93!{3QMCL1@?ZnXNxr{m2sKY0wRz50lFkWDCUQIorz*fAn4J#PL%#=!TWFtez@2 z-V+mhM?P}<+%N1EYrR4zWRqLdq<;S0#TtyncT&lVLZBPV@5=m3qW@-)$o+X|{*tD; zw@=>w_6IC5^$J2OUkrObxn4Ak8Mn3Pk-xWA4!RG*&3cH2R=%+Og2T`bbpNs0uHF4< z>g8$Bt+#4G91KZL9kaqOnpywa2lub@PbGOkS5rb{3qltfKFYl|^|167{hl9cly8dO2M3Ue>B(kzix?lg2Z$;)B@o9|q$j7ZXU1!8hW0DqPEn_xe+O z#M8VLPV&q(ZY0;>N#pUcG6yTK^okw=PxLk#vOhHu=_s1vz2HxFXVnkbUjm+jH7G;j z5y(L)9th;NzW{;^Aw9@7NJR+%Y=Io03epD;Il>749oF1;8%_0x=XVB_8pkmK^p%4sGy|Q@A`^SN(#Y(9RIw)`y(Jlaomw z@q0GGqueMLc%%erJ+PH!hi^M2|NpD*%>%0}uK(dj+yX_tAR;2g zONb$a5N{TC!ZQRA6qm3Bf<_Fefx2GQR;8#HFyL;q+KOu|YF#lZ$Rg+!ty+y5>jG{N zTJ1)EZQ6dR*4p-+`^@>wJu^>2hYNkd{E>6doO5Q*oSA2yne&{P+4r4XsqI~Z+S=YV zNNw-BlWp(9mrM3?Gfv3v$KFDGdsiEa?BLL*=!(^~+aG(!e~-6AMf!wn^Q90l1>3C> z4?h0rQ*W>KZ|8E+^FvN9re|szETTnADn`C?mtV`}THFt98pY-0=ynj{=1Vq6l!smP z6V1=waoLO!Px^UW&U4=e!_6tPa9;EpPJ~27$jQa*5^N{i{I|R(i)Xy)qkRK)6O*0G zv-N~C0+E4iQWKn%yjh+rder5wn%jds_wu?M_7vL5)s@m&dC9-5T1`%iUs{J6jn$E5 zaKd&-=Ns#^8l%vj`(h0z7o1kC9h#dK)d^Mn-v43^XJm+EvPB>Xd2K zPN+VlFV`pKT)FMdt0%m8`y@&qK0z zU8TNu#~kn6C+p_oAR2OVQ8fdwY54%5@V);$xGtK|p8~z*r`c>(0T0`|Sigvs+Fd5&X7!dTWa-GVQl$`&c#V~8TPmV29dd8W zf%p4Ui5>vCdW;c{k1A|DOZ;ufTK#ds9OrXFCuFndNKVn0=xugJ`Yt#P&HB09#q8Ja z^RrC*=Ske2JGs_tPBr=|#Otm(xo{AbvtL z(DZB(q=lRS;G{)bnob0v~IEiUM{LmZeGbw%d zoB}^S>WG4Ghf}~c@})N!hz+9hOKOQe^W_*u;7$Qd!ZAR}Y+@zb>qP!-Hy?TNWAFR- z!SE^Aa-oiV!J?x>njWpYyGqm)SH|)meb!%;PM5#ZXTD(2HOhN$zNr6yR~`TRkt_TJ zmy?@lT_=5bsVVU(+9`lV6nn{4JTmAdzxkUxw&eC%<5%$V#7u!nHC}#9&bw@m+~#!o zrap}iH2SA{E{^iIl&(qt@x+(*BtbbOlIdrPX8*$PZ7hc_H z?v?jO>Btv21(;lL;xrc9=)Wp^_wZ@fu2R%}5^dJc-Ja+dO3%zsxITjHXgYg>#Ne)I zLA#YH+%JYsd)@Cv^$EZ(T<>L;m%cXZyObZR zzbF}Vnz%N&OZi0|>7vRzUONR0Jyagix&g-t^>d4F_A~eX!t{_?W$G+(Z$G17B+B&( z(1sIJRVuRLwS0Yz<3g22|IZas`UR&cYrptim#z1cpWoN8=KMFz$U*rjt`Es!(ah?f z==N%*sOUaxdB-DH_*gs!>~c1oO>%t+GP!u!?5TS3luz^k$XT&#|AbzFoc!dML-`y_ zkd+r%aoJQI;kc)^Il1bI_ncD8-I=!^)kA?+?OaEs4Xaq$kmZA1!23i zEWdWLK*WXle&`iC^M#cc*|hvrp|acii*(m^FzxC7{F!!%Xs5s^vL~ZAEUT;&6(3Ii zNzKVWH|ISyX{P`pCzw7m0%DkMKfDiu?By!3h{_pBkhOz6(YH!mf7V}~di&Ootm~-C z^a;>r#Bz{{jFcLvBPSx1uL2`>7WvXx|5xdZZFsnR<+k^%NR8p4$QPz(#kQYT>If^d zf4VzWS$@3T3|HxqUd$}KES0Y~!(W1{JIza@@tIr&Y zD%_h(kRkwD<`5om%YTS;A$qc!=;SofIPq(z6VW|E{BQ!;P%ri=1K{AJ5r$Kx4UL=QhN4;zu3H|1{vW^N|010( zuRjYPY|OH4nSbeE@yPi7j(9fuw7-PQiL{doP8Ke=ykd|@Jp17HX7~Mxd7X*;B!I;p zUV7}M5?qfa%D%JWrj6J6-{a-U(j5IWL`C@t$??ulpGY zrakjQ+q+mh)zn^im9{7Pl~T+7+731jNYN}E`2r^rRWk+RwGYdKjRP;&yVkW;d7?Wp z9!Ze3dt}9Lhv-EG(_eDB_iIy6_em+!Lzd@0={BFgUiwU>zEnR(k49wVOYhI8&7NKH znRQmfY1+xvo8(yiVu<}}uy=hfD+mYPsXWGSmoUq&B z7^+t^T)&28PhTUvPy2rH?#kyZ=ifNz@e|LP%6^n~a%G3hi`Tw-jTrjt({dhpwAoq| zX6npw?`Nj-C^zKfV)mBXtqR5P;vdX^;^eJ9oM1t9cHzK$bDW6j?Okv}u=0Xy&anOB zXtJ9sFTK4hkEg5O^~*lW*Uv3J1}KvILA9*kO3@zL$(0{2FNmzenM$V9-u+A^v%K_~ zO6Etgpm2HS-avt~rp)oPKu5kDM|v`Q%7c_kg-YHW8VBL@gVUGk)BMzL*68iAnBS;; z+?^{-4=L*Y++tp(%5(o%W0vRsJlNxe>-@~@*QMIY)kb7b{jy0*M6%~uef}|XwQtPp zgnI^-hPB)@2SrR>y|{%OP)faq*7nD8MyUHz8*tVpPzE!K82 zcjp*;Z^*1N9p|%lw!N#lDEh3QSkUu|C+>g9pQaR6|7&LLYFTx~~Jw@x^_9 zX4lX4IXaQ*ufWW9ooa2JspOG!tTnExjkAXmgd_4PeUP`})7!~tao=#3N>@6_d$DH` zj>SKm3t-5#=n)GCAD~T-+59#RK|rDdEg-xb!NC?i&!XoLo@McQgo6%T^V$5K`qOm6 z;cObC_ywF^#1}eK3FW}Plua6_d~h}ow$W+&D3dOit3(1M6oBYDa%;H7NA02Mum{>5 zxb1|>rhGt0d1x2VZ5;Lk-L?a8(2=i(LjO`f2ro6$<#4FTXdi{8hM(Y59-&Bh(M1!`?Qo^PwN0&m{TXbGprl)D8Z2INipzwcTu-+HTfE zdO$D;!>Pe0broZN^_;(8+8^Gk{qq+8C@`k%$((NHWHvB%{l-DZiJUi*If;{A^Un^F z=$~|E;bqUt0Y}TEHTfd3_?US436J|{AT3H6n1)17 z=O;I6RSC2wA|H+N?wBmZ=S%uGUHG&=oXhRP*+_l3oZNJeNKixuu>KM&*>t(cIqaZ& z<_+9v_G=mcoY`~Ks&7+*(~Z@ydHL&;^>buA5Ar$6v^?a4j|gmhs(Eky^FA&FfIfkF zcH#L$J1ese(M~rwEm-~HWp_={kwWJ4=YAkEYadx;cF5_*=*>-!{7`ShW9d@P-HFNi zt(0?r{#d=GTtr8fMJ1N{W9`tm?t|6-qPsf1yX2j%)^?>#onR5|bjwl2@&Ccc07O38 zPKIpa>`RczlsQ-j>U3Jacz4n9kio9a#paBGa?6_c_yrvV-mHagT^$`K7XQ zwx=yutQ7G|2y)Q>Q+c5Ln`{4Y!Mz*xdqmOQ-w&7Doz#^^z0eEg$=?b9A=ux@RgxihC*!?KTN2${M3+xy$CM=M3Vu>={Y zSaYAeAgXlc5gQ}7nrDp3(4BH(97B+e^T8Qh(T6^nKJCxXgd#Lu$1|))Rrc;5Wmx-2 zQTO-X5UNK2#PoKZisRUJPs~jOITiJ7fiV$eqn&~g3lFGr8h@Hfm(w1VQclnVRLO8^ zd7#6Y0UT^2g!%<~wuLKd`hR=$Jdz_$agM^}QLaG>BF+Ti@<`Gk-J3>`oI8oBge$6t zv%BPQqf*KVLSL0C|5JK7L7NU7bdUaqSp0}|13lZK!|uore1M?C83v~p(!q!NfDRn_ z0tY`J=)lS82j^v?Tqp|i9Zfjwqo}EAv-)Mz1^9`v2slAF&+Pn&-3!qn4+h|XDqTB8 zQEzNigBbJx9nNXk1L-ync|g!}1yU4*e5hW;r|F7aMKD6Au)JR@VEc;@ZM+>+`o zeiV!;2IiDRWEUd`w=3eR`&U_pUh-n?lx)Lk*W47V6Acgir>X9}`~CTb+#G=y02YTG z()5<)msg6G#y2Jw-+YIEc{*K=`g5Eoy)(I-H(PIah0}_aCps;y6p1JA`)-FJ&*`&l zl=$(^u6|jUMPg-e0RGRd2!mW_ zJTji_+AF$)p~i z6`Q+r81D}ym#Oo#)z2aQ1`uTZrD55Ni$svzvc)=hU4+iSV*R4^fYMd|*;l3>_z$c| zNB8=f_Vlz`K79U-nYjIV?MXhkW~le$w(0eb9RewF7T=@1-?9wgF=vrq~L!Q?i)kSiZ3m`LS}d zd>Wdo-m$jR_tIxz!HG@cDNw(?%Rn93#qyIRcW0RSyl3iUa(7ag<++b9=JVcbXHLn$ zsg*qZpI5H+)|-)lHD~S2DJjoPJ42scXO@@e++WQ8>3)`+X_s!HNI=%U%}tGUa$a!d zwwzJ-_)}Pi@LIx=fQ%d~`P)DpG0gIlESWkb|M&f@f>pp1v)XlPm8G3p&AM*2B9M;H zQ&66s65uUy!f6p*Gly_bK{&$#=G4F0BK2SXiQvCCjvyAtDpfD0Lv%Qozz5ux2VGeC z+kC(QAxF+Lz5O++@<~jh{7C=AL^FRI_uzy=zQFDBK)3ZpI-EX*R315pv>kyXUmGHy z_R`@r0w18wZ#&U|gAZ~gLj3|gmvGD3qV)$I`GC*Hkv|~l)ILboXQ!cmfPi{}A9h7P zHcssfajh@-(**Sk`NK&_bTM0~U)coFUKSrBPUSG7`00PcEZ_uTALyrXLrfxyUq0?2 z?2c3Efye>X`@T~twY_wFTTZ3%%BgfMi*y@IX4xO+k&}T`xc%ojKl56vKJy2#Ssr&P z9Zvim(sFWHTPY@dSmSkA@TUJRPmiY$R)>>-W!o~TYOrW*e(oRrulSjN9hYl3H{?`e za&jANu}CKW_17WWe(Zmr%SGL951hc|lBez5skC~sX!xr?^MmuAu)g%WAFSS!mnU7@ zS%jO5&mb{Y@@zj5?fAjeUfB1C>Ed%H&*n(aGGJC(Xp!|}=gtDBzlH~- z+xRgbTVGO77u|^;P8VjE-~j&#M}PFOpZ%8UZ1XDh?SZ{Xp0!`F{jz3Khx0$3{7~pD zG&uFX8`d*%&>^ezHZF4#pCjN@>P2$wd8psGDjo5}^pKnp?Nmaf8h(DVk*Jstk zYyIW}AO7npLs$FebL)PlU?<8~fx^(i>a4u_hOgH8*lun17k9g`ddng+T|{@&+e`bA z{!E{SW%Cw_AUUyBzYi3f`}QbPPcP(DV&%n3e!Ea_+cfRz?)+l;NmU~{(rutpod0i# zm*LZEi#6`%2srf$xPsLtnVLL0+r{(0?YxJ=brkuN; zZ2XrcxjS9Vc5l^Z8seiSqsOX`E7516;r*zpHA0`ERzme;^+-1TJ)xan2N7KXcjpPy zLyEe$gZaL7e{M0KQhJs;kDq2cWa%^15UJ1V5o~7-@^5+0bYgim`V6%ZN&)?`S)y|L zdY*RjnDt9Lm4=fX>u26Y3)k;6#};JvvBDE}q#LVWuzj}mqZzlobH*cnCDlIw$#A3_ zlZ*ZC@6Twv*zM=4Cu`SKkjEE~ZPdr4@QGRk*RE&U>TPWS8+kC)>3-ybfIP!>1P!vQ25u7|xiw+!gl1AiJ zatiTNz8cR}>H5|^=sTYHfoEGd$^jkFqd(w)NY_y4U%?MJ-6%CtF4V6ag0MgGE2VVB z<>|;Y(9sWogAWk&Y@t$YC!9y=po1UIJtdWTJk>8ilm|ZG;0FX95PZPF2M9WrRj?P* zZ5(odpqC1yD2R5X)Wl4pgCBO#d_+gNB&Yj5_>rz5$szxC^CLbjM?a`M9a)ERhJc@- zov+TvrW3)khrT^?_qGF1`Nb7y?)y&CgQb&nNLxu})V{ z6HnAF_`GBCQ@=MDQ*;)2hsYmB4$jhR{L7bfzN%X1Kby|a^J>zOcikx+1HVL*>(;#F zC&pyGb?dap{d>4v%SGBrikA|5na4`LzfeS$RsQ*?`+nx%&E=98>FvOsc)I!>+;-{x z^UzaYo^YFA$LY!QLQYbqXK;33V)=g0AM&fk{tvla!}pwD$`=}PbF`Bb+d^1*(b0c- zp58_;Sc~;c7p3l#esl6(C=eNlbk^=-+x%j^jmorlk+WS6;&zd7=5S8Hsm|;Y>v6|= zACUkoUFP7v7-IcM%DFFUSiPlOtG;@?3+d13!G$d3aDwc) z4Gz9WWQDn?akmT0PnM8&lEOK~?AF|rSSXYlnMcMjd&#Wa`=_mEW{Zqg?L33iljYmo z^vx8}dfUPKzrE%|^On2*s8Fm~bjTyumb~qs#|U2ZY<&hFoO*1$YxvF|R{JNOc+4~RZ`tZc zxtzQRt6zuVjZ+TPzBJbGv5}bvo$b0{z z!2r^;fFSF?HMO-P^sxwdk1IC!h)aAdRdVkAlj$KvTlH5hREdi}y!*2M zEZpqltmBYO!_*B0Q%(H|w?EdmmUAEtNUH$IRz1eETG;M`XpEnE3j&zaP-$ zkx#7t>3)VH(_dCG5;}vA%##9g{45ZEy!fAsJKyn^6^WYZ8E5WJ8nfNq`wMH=R2`h# zVPc9KfAV8ydrq1m%t-@V%D})tQf{PCIm8syw_RefeG$>I*aYsW^u&2Y$KvmMgnR0* zVU9@;IRS`IgF=g+^wM-V8?d;AUSI$YI?}OdA4&Nm9Znn2u{Z?;AM!&waL@tUqh|}n zF^ZtVJP+Sevnf57AncEF?0kVEA3*S;xSA_!fn7 zkxuz&rvvCV1RtPH&!h4|2M#`@!^sdOe&Fa2x}GGEPkf*wAJ`3ayFS1*9fE)=U->v9 zVRs_AYV+j2yYAzW)!ZXbncE|c`4bPED<Ftwm&r3b;5}9$` zm7oODFutU^>2Rs`>zgu*?*YJdGkU}3Z`exnhPsM?5R~% z$x9#gFXM8Fx!Or_5KqVNL_g7T_KEj*{^gziSx8I4nzNk;drSfXaZwdIvy4q96APN3 z_i?)#zO)8%@^&@6q`ng*cphE|5{=jXd%lRiv*X@B|LcD1R<=_^kzA}iafpmWP}%MM z$(`%s5tCG9ms3Jc3NlX$1QBjHQ;6A1lK%f*BzgMGGSit5XxljcfqcD9)0h;>PZh3q zVf}rV>WAkn&_u?a!>NJDC1$t!Wy`J<|2KNT#N6Q@`iKBfa#M697o3tRJ@_wgVaye0 zcdHoq(Vt#6x68^!(hh@0WS73^{c8)p)c;a#5jN;FR$VJ=lnnYdf87K&-$g+&xVAy z2QqutZ>*cHof~-HsqDks1DRZN)70tuR!gRb6m@sH8vQThc6T2qOg-Hr5lp+dZ{s)n znWwi0n&Wt2?Z}FQ3$)X<6Sc1b?u%n{J{8^`$n4#)?2v1O%HKZg%>APP>kl$3_vhA@ zD^ZGg!wIr>ir%$d-g?}8{DkHUU-qkr9)Rd?Mor z7TO-j^o;zY;aQs3W$skA`^!+O?=W6(^}BKWepn6f{dwdF(yyE#tB2@xWK4L+l%0OX zPgePpje5)yBMBdEqz6dNEgg!5O15u*&k03xvGVG-zni}3h_#Q*s>jaHEPFKFUsykq za_;?_=^^FZ-z%n^`+IE9=o!(GToaVR^+$4v1`%M%)H3IodjDji2Ox2#7)v--+05Rt zzdgRz$L-K}mQ>FqitPe?l@>tW-X zbA%F`r=Xlx1h`z5D@e{KaS`F&6l{T$(Nnnm*5dI$xm+fcUV-;g*@bJ`ygL9CE?7&Ya}9+q>ZCqpxgNZ2OZ@DQojS* z?!^>2La`t}ICUY2bin_T-cUpNJ5452fDT+$$<~)fd3_3pnQ~vasZK!jknjH zC=Ybt(A%=VKD!X**!>9npd&xvpd%gaL%1BSK-nFq?VztV^xXHIw!5C?HJn$9C)vBM zzo>uovG}!9AN8-{a`J9%yg=X-11{NWzWn?pzh(91b)Ba*_zSpPbdGk~!WqHpC$_Dd zBD}1*{Z8)tWAhBTmfBEc8PC>}&R%bH;=1+G>&yrM85iyP@;$}K@C@y=J%rNPB)+-n ztNEhwA0uaf@#;f9oGyxOyms2cdByA!IBjKkii}Zt-)H$r(Qcv>l>_GoYhHPlA4b!? zKS_7BC(~cn%zg6Plk5-x8E-DXV+4QJXO&c1viE^`0^9Mxr?}m>vC=E}-#Y*H^rFXfR)lYNW&Jw2{~OQk;q5E#?O?W_`=ZC3 zY-j7pvZKi$Y+RDg?5X1RU)xcTN^2Uj% z%FydWkd1e-lA^_;^_oi-KDz!r%gN~e+%o-BC5UV)r!PTfmzFN4tkxGCn9r?yM2z`7 zgl~7HVpBjmD+-0eH(M8QM4j!)^p{zMx8E{)?DNIz_VDxP{v7dsn{rm*BVWEU0RJyP z>S48GJ7Y3+7J8xWx2#{()ZRB;C#@PWrO);?EqvR&Nu=dqlB~ z(%Wz0WMp#QjdRxcYkJphpR{I+b$e!^jw~BYdh}-8Wf1=(8Wad9y!> z=mAL7Xs7MCu$;QsV#wXktto%T`uI4)`Tb|k_lG;nne}tGi{SMWr?u-uZEO3jJXI=? zMkFV0WfgFu!Z|aSN+D-UlH{5X0UA3LbIgIurHVK6Ksp&+?rF78Y)FZNd{n9Uj|E<2Dqke$MANksRNC!XY zNFPb%4-7Xh6=v0jE-*&x#Lk|3aC=b(dq@#UxeFu{Mm?aIHn>rVY-XARc?w0;r{ONqCgkPhNn4$)~ya z510a{m-lJkFWz1GoVl$>j`p&v1%Ge?v-(9=TsBoGs_oQsk0dhdm+9o)T@L*>&|7Z9 z#3ZYWs))z>XMOd*pZ8y1HKAfkpEs;+MDCL@W-nQS`(gq8Ua2)iN4DZ41-IL#zIe;F zSk9JAC;jdbUF^A(s&*6I$&P&qGJ6J*eBa#q-hwCZ`^*>EUTZ2od4%x zuS9>|q@62D{8Z=X$ac=*BT-M%gX!6Ly}TF)5r^paip||wW-hwZ7hgaRX193l^$YbP z*mSbxIoFTbE2XM-l4eu=SU(gc?@iZ{As8nWTTaMHYUugOA_1oY##trj?o?p;Nzoo6 zsxr_{QbJQe-YU4~w~M-tyUboGT{3Kk@WmIY%;>LT+kAQZ=#DS5-@0X!wLQFCN4Dk? zGqYQ)q|ZWqCKTQ~ip_nyAik4)43bI-JUMC`;#+PpkAK-bUI(|uer z^xuVX*M5!)$o}|9L1+pD+nHNlEzUb4_if*NuewM0o9&k$iflFNf6X$Mqraq$(PG{Cmv6B8b zh{hx5Y`Egfrz|Iw@7xZUA1Sp)Im9gbJm8iu1AHsQ;`JnxpV-m>bWibVrxM{Z zN8$w}R0A_zPFocPi|ip5uBhq%pu<@K2oB(YNG}(`FYOeHD%_h$Fra##b_#)>YtrRL z2E_@w#yVP`l~RBrM=@qvzXjT0T|fS|+4lTCbpC!}a zh5AuK5PbQBD{AVstbT!xbl{*$Z7kX`g8xmbbj((c#*(B*@@DDOElOX+2fv~13O&xqW^#) zccFITn3E1-l96W(`we`l_kz2vZN~0Sl@ob+UUkTc!|c*H{@uwU8hr76-nvcH{fjR* zXX@pYMdh25u^>^Nsnkz2KYPbzGe$gVeqr`9FVA%nbR@Tn+)isdaaj9#-XE_N!R2(n ze#alh<-Dq$IdNJieKkcd295mWV%}9x+n%m+tX-wXkx--?%QtWWoYZ=H@#&p@;Tw~L z^vv<5!Bt-S$RgX1X zy48vZa=%TK=`X98rMD-;>A>vSyu5Xg2m%s%e`YOSO0^RQ{m;ytbWZ+`HO@~-t03yWRkm6ljSGn+?{@` zeWYBgj;!si6ypEummM`g;FfCBF7EAM)~}a1hDwO?lGN|kyy^jZ@oC%B^?A4Jmzi8R z(v9iEB2AmD2;->pIFYHIOb=nC!{=MNMtz>%?QXUVi5B1K;N4eqQ+K=!3Rew=tip zoj8Rg$LcRi#+;^)g}}$AfK9%~@`--{L1ypPNj-)MmHdMFF~Sqh^@B5C{Ay_AYg z0U2?>`?q^C{biQ!i(O`~K$py(hgKgS0ZUT3$UoN4Jg>A))Iadd%kO{jp>_7!sGT`+ z8sh&d7B`<$k$=+qt=5Gf?%TFmKayIxM>rb#%Xx?$>Bj6WZ`+hk)GNOnaPiW$*2OFC z&U%)g)YHBFFpo~z+>`s?Y$pz@e`3Z-D}8a>l7cSzkDA**WkmB(m4OE*4%0{8!d;@r zUDGb^@0C5(&oJ-8{L;v`@iZYWc(-|D;#S|B&z}*BbYu0C^Uq?Ts-Jm;D$7r1<=%dV z{=4v=9#8G1fI0*3j%PP1bncDev#k8Ix2hG5SVLZ>WLzjg^3o*ECp@NL4RBB4(b+`z z=&u^Mf^vLS1gz2(ma@s{U7l4A=-@v?s9&h3mZNm=q28LV2+3;VLwYD5%D|>0U&!y?jR9x;@Zbge zzPBrNW5B?+yj=s8w`;R>tzeXHD}*7n-{+aPBXdit+Yed7tPTUHv~#TF$s5JBBNqLp zwf`Ib%`kil%FrY59ZKmP()3_0g;nmtL~(X>S)k{j;~Yx@q9~<2!#m z_Cfy&E|*Ln#@C6`nOyzQ4>$NV>+a6F`nmi3%ekD~M~c;38{Vhj5V*uS(+%AM3-^SkOOxM?$nO+umuK;TwS+e`=6#ZDK>pt7CQF8gP-UghEWRBY~_z*)UhqRx84ZmPUe?d>x9ts=^O+ylg4 zPnxv3sN-k;wJMD$=WB0QAD*s$H}<>2R>1$QtU1RN(OzlI=IqaZ& z<_+9v9%?BngzfEO_KcT3CTB}$UMrerJYcT2y_22o($~;)qOiSPth~nYAIb89zs$W| zX8XB64{W@W8f58^rQS**kLelNwER@PKaAN~a=Jh7rk-BN+r{XO@v@=2?GFNIgdQrY=s)S zAFgJW=k85l^-gJ~LzWPt!}?QAZBCuI^W<%(Ja_K~bN{fIt-W3S!}Y7Lx?#0{+nZNU zc=5{5EHC^p=jYF?Uo_} zJx@+I)K5(2+gp@?4nZ5I^5t+w9DooY2zn{#fZ!us(^YzMHl<_Orp0e^5~X(|h($K( zC#QX$@dtZAf9M0;V3r8zSX=|wd_w&K9r*y)eDnkKD9Pm#wCxUif{uJNPI8nUoke&y z!I*`6^oMdmhd!VK2c6PocL&Gr>_fSE?jsZS{Y71BABt-T!%#9y2bf1L!Rqd=5;H%! zcEbmSpZR_GDAh&?0~@?O@4kg1zG&TdTTW>5KS<~2dCBxXlr|;__1inj{TRvCZ>HY7 z-n<5`A$<)TK4~&_f@|lzrym+WrEIOgjF%^me8XUlMJppGcjV=ZmK)Ezwc+7L^BOqs zT)n7kV-Xo#11CnEHu@J2J!YQhE?t6%$Ht=WfOLT^c~`9UMQy|Co4Q}`&rYYy0Iai| z2k#TOoT%1^^>m_i)_$VX>dC^JSMj4e%YSBtT8wip&s-FY3N7kb{pzp2f32Q0qy9=Q z_sIooS1IcLGKAe#d3gd(1L)7}Qonu16tSN6BN(5yJbz~)4DuxEK_csy7oOK);wm4D zKUJRlCw}OqoFSbvam-SncayHd#f zwDm$lTvPXlrXvq~)e2$A{16q_PjGNbD78vLi#j%*Nqa8P&I)rJaet1?@`mU|-FL%w zNj80cwZ8tye2z-=3F~bvTBA)XSE)|~p8YAtz1_{{&wVj(_7`_&48~_=hTPDij?9w+ z@v=_o5C+yhlH}e$O+DS~XWAvbsOwJ(a(c=c`h&xMd**#_e(K|sV8A9XXYNbfN4d=&!rnz`T5n-E&mvGO9DejO7v@2y$4_=Qz|l=2OL++FYbJecEPStx{om6zyt zXpvCGG+Cc)-4`J&zf@Mvdg48&%6C6Z!z?dLFY4L|nP@(J|JDA+hY#&I^URN}kU>9m zSP$!mv67!%Ba~iE8IQZXKct+R*tb%sGWHleJhJGQSB{+Wihge?_8~fiVKB+Fe4};ShiNB{`F_vQhxH61IbL4s+Q;_xxs?!q zX;?0~qoGoNs%QC0PWSPJ>7OdWxnG-d?(M+(gDlQ{+|9H+)5(!9FusjS)mHwoe3LtV zH&A39_y3N({>x|0eJ?T)eYj%x$_O%h$7=_lsSnS=#}&oaOCW?{B*`%#53@N=U-xOg zSN`{QG26l2$G@JiY~{<1@CMTNXIW$&>N><6nLS+lNS&@U%>|8 zy@>yNL?@?(J`9Ey-?%Q&qd&P^QNOS_r*c7;7XX>`JPX&1^aFG_DMncQg9(QmaFmbq zEaHRn1vuz{pnJq$LJ&Ck06~XSq#XRjFobZ>$D<-0W5wb1LhJPa=M;K2O~ky zVYd^BkLs!S1yO!!oaF7uf&!99`NXCH=(c^)F4-gxy{MmQdDsbbKrjFYM7oYpq5Pu+ zp(k)HM|2xUet@7uFQfy4j&`N=1R@*k{sbIyHjaD&+oL1@-HTlK`2ks{?)y%zROG^O zZAC5|ry>_7bV|RJx|8A9peq;kCE}YCUhjPBQJ?w!7=iE8F(=1CCN0Zbi^PI)y|dP} zzUAMG21&uhg*tKpi@pwNdi}EgRpQR-e~x{m%R2v-bh_uYoTnof@bcnv8#hc5HUIkE zkUQVK*I&rxWWz+{C(lL4%N3I=Hkqxdec^{9`p_rSr~UaEGfp`%#ko9gPFZy5 zuob3`{1P@mB(pEO^QE8M%ydzvsZ=}9Pup6bb$wX2tTIb_Vc++`Qs-0YL0MXQBnHg(pSGu`dCycwn}}C zV3g!o{VQ&nT`Hmll?DDc>-|!q2Ov3BJGrn=hxN~v<&BetV&9yx6M;P^GOJ#pYXn*S z8kP;4FRC8wJo2-+A_Xk)MM-XN}>lKd1feb!I0}QO(^!v4}oI& z$*kP_i`fp{w3Dk)Dde$y<#m-+qIK%sS6x;5fN#zx&Is+(Vfi-B*s)5Vyo~p<%HDmy z8`C2t>fArGs2&PLo#n=Hxn%n%sveh)lxT&HEoX^9IzfwSgyqX&Smm0hpvJQ(9gAwk z<;iK9`bG34hE0#siBCQT!LKx35pakG=yJND2v}q&Ed3w!Y@yO}38FmUkO!`~J!~7$ z<$(`$;DB~IaC`Bm7jcRKhat#qb1H!rVRCw^a9SK`98LnVyJC|6Q4Z)>RG~e<2z^0E zI&jdDPPn{18z~B&LOA%bcm!^8r-mt&V$%`H0R5qd4ek7huEXQeu2CunxR#@IO;-f@ zIDlh!A}Rhg=7Qt){Y7S$Tx5=JYmqrxEi#A785&*^m;|wxP5rV-OGM+U$ee-&Tl`*N zOqq{GQeYCn2F-?e**bsG=m~E>Q{C*p4s)ji^!wzY>==9r4(R$*^1FNoh!LLuJ z%f;yhdXb4m5mP6Kq`--nbGe+nWDk=OOlFu|#hTv5LR?dG>_bo7;LkAR+z*i$#pPu0 z!lD#|H?wEF_GTF#pI3d$#vPAXcM6Yn9^50mJa2F)l7iJwh7lKwL@;|?XH8Z!zk}L! zvC+xUvnX^J1k+Pa{)gzr+hK;>P-nZa{8BkM%b_2tVh8I*W>?aK_0PumA=55uY#YeM^CVA4QXo=+)la@XO2w~&`vO0< zA|i71BC{Y|p1iJXf!;pF^pKpHjuYG@Z(XCE^5*-& z{X}c?c^IN2DG(XK%B!i(uG_;A5$?_!qaVqh1gGRkvJazI+|uDVeYg5lqAM^<-&K#u z0Y(;`hNQRYnd5G^&|whFF7evfQlat*Z@a>{IE)Hn{iz{-#0--A_Bgwl{;3){k4vn5 zq*$wuNDnfAUN1>vwE7k~f0@7Kly`ssu<2BiC(dGBpxhgt$KG?z$8=ulBhm-+F`1wI zbHAp?)YJWW$GldR=RUti|5bABJC#PKok|hZS=5R^OrMB4LE)`&1wHzf(r_N(aAKT8 zI5`o-Y{EVDrx)`?*C&(`T`rH*FE}BJEF64*pnJpzdEnp!1U*mjCr%_eI5SW#aL56I z4rd7DK}Y_ekD~k`H7z~D)Apte zfTJAb3s_9@f*`)Zfu3#Ap*QS@b^wlkhI-pL@&yDP`5;|Gp?(b`h1V4ySc%`1|lJ{;_4gQQt$e$A8tGCx5 zy5`+Y=82*5d}}NU;6#JIGLy!N^Va!^xlbH+(++!&y8E>@eMz4H$U8paq(h`Zhcvyp z>HW!iam)0O9PW!-R&Obn`QjE%&+eoj(?{M#y2i)#CWf;_j>4UZ{|JIipPJf5bs}{> z+uslV$hu~xFcjIr(BYA@AS=8TdhS^ruNLz zPPfCu^=nvm*dn2l?QJEIP-F+IU%d8>g(Uawne6iCS=QP4xiuFL?(JZf*Q&1(>7fkH zC&`KJ^M-3@2>P*Nb9aVd98q$aJ41Sse)wp?p7&sT-SuCd^M3i$TlLuo0ej*Ey?v=S z$ul6f4bK&d?>*}|iiILOnB9VHd3YW&Z3p&zNfk16D!MNoFfOb5XN#!%;q@iR>ergL zAg06NF>VEHiP75WmQ8Z39u5e z2%NQII?smd6IkIyWBsgR&D;3YYcImx^bBS2;#-USw^2yfFo!YK?vi>eLbZ>Xek5skX$7{1Z_i7)8dbQ#d4a9Wh4&(u)KavEpQ zb>x9cZ9fuW5Xt2c#Ns%Y@GOEh4nB|mzz2xMQ+p6{fZ+24QcQ@&s^%lIy;ufrN~eY~ zl`>K&h{Y)M&8KwWcKv{Zu5wBL&n9^+dUFUzxlzJB`U4I+()FT|_K;naQ z0Lh3zLV3^+cmc_QAMFe}><%1!z(Gek>_oVHTtL~KNR$3EzwEZ}FM3nk8FqEi+X3cD z9jGY7^OpSlHg|1&>_jkaw?nlQQGx{~;gBX0XT{;L0GIzM@f-zA~#3_RP^7oMzj zzmGg})jI!KE*G7rBTXRIBk!4tW zf1&UuE8Kr*DAI)MnYu$%hPTvhpR~q0^P$vPPs3hv6mfmI*)P*hR3UTnA0)Qs^%_9+ zvlmt_+hf_USJG9)>WrL5i zH?ZhXY~yvLNrdF^;*@CpvdXJP>qj$gd*_TttS_wYkwS11sqD)`i(aN@PA_`fSQIuaJNg=ZU?j$opggwd#iEeaBeDJ6 zVd9UMezW*HKeF$9F4B=E$5MMRIj{fvm{7?tSkAauXgdRYUScK3E+)Be&+}luA2U5e z!~OY#^HkY4z39dG&z^_qfnTrmV?S+P`{3hmnvtYpc4*Pd+Ap|fVRPUVeaE`?$Gv~D zc9p8SI|G;=Qm)k>s4D7VQP0Nn;Na>9Z+`Qk=|!)Y+e2z*h3<}J`9@YOjft7RPHuSr z!%ubOVNi^G9$e=W=JS{5EN6~`?q^+3dxU%RH^-!VSgc~vR6=y%kOKtWBfby>BOvkR5u8X6a>o;n^2UPhslRfWa+U-Ru_>d29EPiW958&Xl7tg>!r+nmYFZB!k0L}v7#ODDA9qD`KOYhr{uKw<~ zW6@jI)|cKg^`*B;jzAa;OUXbTU?_R4|oq1R|>$icP zSoFePj4ls$tJGnztbL?hri)4UMHXGdI&|ncCHhsgBQ|yBr$LQM!@=1=hd*amn*7!IB#at}s>FpK$!*a>2Z8(7S z+cPei?Uxh!(#z};Y>T@6!ZT-Vn7GAqh7aG_mtMIzAF2B_<~hoI?){qSAw@Iq*D-3h zl5qQZXFs*thx4ct(G@7t2UQkRI(r`CwGUpS$7_}@Isfg{+kes;RpGtHEYV`JsAx3(D$a!6ney^DC2X{T09x_vRr;{n?>4Pc}esAa_ z@4k$VYW($!qTae~Fu^=f5~%xKbYf7rnjlM+hqc;hdhz7y-0+z zbR-$=rV zuFq@$t{LeEoD3exVUZ3#Ek|@42Ol8laIV0afJJ{E?EN9_15iA28Z3pn@ziC-VUx_bvh_I&HbZ-G-OwS8b%TTZ26%BggD=d@F)kPM{cI*-z zNzvZzCs?$zmyJ9fy+kzqW&2AXCf@MhMgydvNIR7}@pSsVX}NsKuKfP7i@yGme-)>* zD=jg3V&#c#J*A8C(!+n%zj>*Dz9Dyx^Gm3T%QegjZ69D{xk%|J@MzWS zKFYbgLs^EN++3DLI9`Sw()5ZoA5Inu&HPk#W-pnQ`^yscR^|5!-G0LI4Nl=#d{0@Y zoC{~Wpg*a6hU@JEuovr}vKou@0dq$BZhX0NU9_|Ik*apn+XoOS!SspOdJ9FTMQ43* zd-7wyLRC!tmv=GQP9-DXnknL>H@{l-e_y}uA7{u-)=s51B1OE?E-(0E*!a&Ee`lqS zMSUPH;~QP;hcEo9*zuwpl@BKtYxiXDF9z@7Nv^w-j_Dya3~wJefb^Ci*!H8)&DPa; z?t53|kjehsw;eD&qh4SNk|?pbsm}leb{Ni4Ug@lZ$u!$4Vb(^q9`u z;?VX1CMUQ3AOa)v@x>k|T>F{bey(!n;w?u+$xZ_edj&|c_qYPldDC)vd&+B}@f!9m zAUXEjHY|H_kx;^RLUcHR=?=XO{@Lj=%RU_T4xt!z8LOL<>V7&<7dnKd!`AMy!Y+t z+OL_tr0SVRV7QiN&cliY-ZO9#vFB5MbSM;$6uq|f&y6qpQ^?){kY^OQmS@(lmv$<( z;dBYMM>HNeXTud=K4qSXAXfo!Lbc(Yd6#lu|x$^04PU zR&x3c`XdhB=Zbx}b}9`fc?O!7SIBK$siVB)^I(pj?(J^cGt)>(_xG*&{&SB2E@Kt< zy!N+$3`;v*>S5#LSt5|ukuYNv-U6qKr|>A8ELiNFqtXLm`A<&k)lV!Q%LrGgscE=L zhZ6<--~+Vj)+ZTnxRoEALG9%SdbyI*2YW^dub}*>zWQKOkN(D+bR7{x{9w}%dcZj( zmr=$aaL_>FA?hUHDnMXD%Qdy#oxKg7q`R$_cZ7d~!{*e-}@0 zxj=6}iBLKl^phW7zrmkSm^XCtl-1@olIXd5`w12U7*J(44a+vviP%%Cs*;yJ>R-vr zOU%`gIG7x;@`7zE^;H9hU-bHe{(LSMof~qRu=>TSe=<$9T$DX&*sLG>mvFg;TIZK? zts!@I$Z5jrmuxyz#^uHkFG-39Pj{eK@`an-}GVT5a zh4sH(((@og&m6t|#B{<0O!eC*73#?fv$G^-K6!VYjM?pgNmf@w{{V?rAJ$*s3oZJu zVspQO*PM*?(vdjb!{yb~))r_dlquI^XHFB(OXTk}_ROpuvh+cxa7wU#-F%z3*8k(h z|6JVpjf=5$!aAlZN&CSjp0* z?Oufp=UH#6ACn6X&I`_iod3SH2+s6Nd8U(ocPFqp=`Yr2E)<8`uXR#$rRe&^L4&&d zc8h-l(G@sPJ5AtJVD^reJvLR`cFMg6t{dBIT^U;$a+)xEHZ1$%2l|WvIB|mVWMq?T zzc$Ca5uq~|Sb4FMewT~aUmMt3R{xrhc2?!NM~1R`OVO;5(}a!Z6>I)IOdlMJ=Sm-YU5f`pkuVm0|^dMY5?&_DF58;}=drq$HpI-UHec#E|F@wmU4lr!$ zjFrVRME>^|C_%Im&F4>X`u2}2GheQikFMA{uQRF(AJ&l*=%?>%aSa}T->el+7 zSGL|W{F9gc94@yDx1KP2$sAhs6{J|C;DscK%}vbrm2z^_O_r#wnutz=!{O%Fxx;!G?o&w%tr# z;o5Jv4^Fl1=~_Q#XIUfnFLH?FQf4U7kwLJRVV9m5m9|(1nYu5USbnldcV`Fdw^FW~ zc5-!7itFvB5)~zXD-bvs)~ug zK?Wi#UdtEB1(P4V|A5c@v5ep)r)wuyl+sx}0;l~N|MiNGX1(FV8KT%u(UC#sVn3iJ zd)MU&b#U=oa~qfEesHnjw2-%+^dkL`&iYfV`m(9oxoJ-F-6Nk^eyNf|+s&x>fL3xz zf1&Ufd^2*!-D#ic^KSO*Lg#VN?q}Ilp?(CJK5{$AU~%*QUrs*#lFdGxpaGkl^sQHjVQ{$s;(-^%S+rZcA~wB3xVnF6uuTLuV)w^&XY z_x@t`&mN&OR#^MW+n*Neamnm2?pL_7{G{p;z1<8>E~bwhU#9Di1eo8b`ntc5Sbizd zjQcergNl^`{QVGYkBT0;?x_#&e$aFRiP^$-a*=on1lyw&zNgN9a(9xj=TfSWCE(Z&r<9z~POdg0k>a(# zx?U*0%nt-+^_E$=_cPO;?)?l-qCoG&jCP$eZAAt}$(hm;r)rN=un~B+!sY1_Uhs#- z>RiHAs^`rn9E;qEgxib72&G$eeQ>Nte~2uCe5sXR4-1DJAn3rcn1#~-dIAR@An4H7 zUK}HT(4i-AAT!~4?AeOBDBmRKG+Qq`avEz=#-v- zJn~0702h=$@qldft^LJp#IRzJ~cwRDBv z*}wbiU)|~dfXj)qohKcphklwqqo)(kkAC;Rr=LhHJ|u_y?#m+_*QTt}!p)_&2tOQwow5RSak+9okH z6dAN=xpTnG3>r%Mvi>r(Wa-61CAU}y zE@$pE!8~txxIE8$<#H-7d<&gx`!jv%84x29oRqLJS&%qN(=QYARQ$Jp~M z#WEdVGVj+XkUc60GJP6*pA!?C|NQ2GEiFm^G@=Kf<}7g{;S+hf`dzVYU7^5sesdk0 z=WG|&J~G#C;v_2PRD#Uj@}qgReve_DuGo5slZpQnf-K+2#U<-^dwVw1BUOTP{g|Dl zn0vdM{WBsaQN5-TWT3gJsX#P7anFVyZ+hHx;!7{vWMZ5`kmVb%{nKK7ww+nOOxH)5 z+9gX=l77<&vi1|Vz4@#!I$k<^w7A#2ElM88sM&1%<)KRq2;8OI#UcH-mA zE`6{)1wz+cAXN6`ByBl|aF5{Gz!jUk1X%qbx^$Z;9L`ce;*#CYq+96;$WyxBehaxF z!jwn4m5(k5>41X;{UTUMu)TahCn+!2;wL+`TOQ~|BzFoy%Zcpa;{)hju8+cNW|17ywZ4>2 zV)AvWerY-pAP>6Duj$_Ie56@l|6sp;|07M7{75sRt&cP#)JK}%bxwbzX~PK+D|vZ| znEA=I8$Kxf%s-OPO4vu5zGUDI+R$G8#(SrUst=C7`&a*d%YQwcE0SvaC5N`Bqn#{<%>kui9dR3?tT7cTu$ykz>5`=KUQ91 zdzWG%uA3P7`7f{aXL32Yzrl48S<RE*E7LPx`$R%SyNtU3!#kc2 zMS{7ugRLhP+lUlq^oIDoC8GJ+J1(0s;z`rF?782bgpU=fe*VrQTjy8m#V4z`6wQ2b z=4u!AT&7grS!8QX?QcrOHwU)-bo6z_7dHTJ%fKeKjEU!*Xc?8)1qDEh1)Thf1Y<--s7ClEaViE8KfA8VhKsI%MzUY?wn zw|B9@h_n-~QMVmA&*Jn=D{;ICa%-KZpchjx5+|G%q4KmSFZiRybPeUB66ODDp?(rQ zbkM#q>0YsgE9vxq&^^VcBT})L2Peuy{z&(gT-qsS<6s0NdcJ}QIKi-32V1s9Cnte? z9Vrg7m)w}AaQY8tr<@k66gXFa8{85Bo$4Q|hs_VWXnlprVbg8gx@{-mphM2ap$E~E=%-Q2ANlmK$^(vkshzc5>~equ cLJsu>j`Hnv;F@kYan6~0)ZCumpI!L>0XtDH^8f$< literal 0 HcmV?d00001 diff --git a/Breast-Cancer-Classifier-Web-App-using-Streamlit/Breast_Cancer_Classifier_Web_App.py b/Breast-Cancer-Classifier-Web-App-using-Streamlit/Breast_Cancer_Classifier_Web_App.py new file mode 100644 index 0000000..406232e --- /dev/null +++ b/Breast-Cancer-Classifier-Web-App-using-Streamlit/Breast_Cancer_Classifier_Web_App.py @@ -0,0 +1,52 @@ +# -*- coding: utf-8 -*- +""" +Created on Wed Feb 8 22:59:27 2023 + +@author: HP +""" + +import numpy as np +import pickle +import streamlit as st + +#load the model +loaded_model = pickle.load(open("Breast_Cancer_Classifier.sav",'rb')) + +def breast_cancer_classifer(input_data): + # changing the input_data to numpy array + input_data_as_numpy_array = np.asarray(input_data) + + # reshape the array as we are predicting for one instance + input_data_reshaped = input_data_as_numpy_array.reshape(1,-1) + + prediction = loaded_model.predict(input_data_reshaped) + print(prediction) + + if (prediction[0] == 0): + return 'This is a Benign Tumour(Non-Cancerous)' + else: + return 'This is a Malignent Tumour(Cancerous)' + +def main(): + + #giving a title + st.title('Breast Cancer Classifier Web App') + + #getting input from the user + mean_radius = st.text_input("Mean Radius") + mean_texture = st.text_input("Mean Texture") + mean_perimeter = st.text_input("Mean Perimeter") + mean_area = st.text_input("Mean Area") + mean_smoothness = st.text_input("Mean Smoothness") + + #code for prediction + diagnosis = '' + + # getting the input data from the user + if st.button('Heart Disease Test Result : '): + diagnosis = breast_cancer_classifer([mean_radius,mean_texture,mean_perimeter,mean_area,mean_smoothness]) + + st.success(diagnosis) + +if __name__ == "__main__": + main() diff --git a/Breast-Cancer-Classifier-Web-App-using-Streamlit/Breast_cancer_data.csv b/Breast-Cancer-Classifier-Web-App-using-Streamlit/Breast_cancer_data.csv new file mode 100644 index 0000000..8671a46 --- /dev/null +++ b/Breast-Cancer-Classifier-Web-App-using-Streamlit/Breast_cancer_data.csv @@ -0,0 +1,570 @@ +mean_radius,mean_texture,mean_perimeter,mean_area,mean_smoothness,diagnosis +17.99,10.38,122.8,1001.0,0.1184,0 +20.57,17.77,132.9,1326.0,0.08474,0 +19.69,21.25,130.0,1203.0,0.1096,0 +11.42,20.38,77.58,386.1,0.1425,0 +20.29,14.34,135.1,1297.0,0.1003,0 +12.45,15.7,82.57,477.1,0.1278,0 +18.25,19.98,119.6,1040.0,0.09463,0 +13.71,20.83,90.2,577.9,0.1189,0 +13.0,21.82,87.5,519.8,0.1273,0 +12.46,24.04,83.97,475.9,0.1186,0 +16.02,23.24,102.7,797.8,0.08206,0 +15.78,17.89,103.6,781.0,0.0971,0 +19.17,24.8,132.4,1123.0,0.0974,0 +15.85,23.95,103.7,782.7,0.08401,0 +13.73,22.61,93.6,578.3,0.1131,0 +14.54,27.54,96.73,658.8,0.1139,0 +14.68,20.13,94.74,684.5,0.09867,0 +16.13,20.68,108.1,798.8,0.117,0 +19.81,22.15,130.0,1260.0,0.09831,0 +13.54,14.36,87.46,566.3,0.09779,1 +13.08,15.71,85.63,520.0,0.1075,1 +9.504,12.44,60.34,273.9,0.1024,1 +15.34,14.26,102.5,704.4,0.1073,0 +21.16,23.04,137.2,1404.0,0.09428,0 +16.65,21.38,110.0,904.6,0.1121,0 +17.14,16.4,116.0,912.7,0.1186,0 +14.58,21.53,97.41,644.8,0.1054,0 +18.61,20.25,122.1,1094.0,0.0944,0 +15.3,25.27,102.4,732.4,0.1082,0 +17.57,15.05,115.0,955.1,0.09847,0 +18.63,25.11,124.8,1088.0,0.1064,0 +11.84,18.7,77.93,440.6,0.1109,0 +17.02,23.98,112.8,899.3,0.1197,0 +19.27,26.47,127.9,1162.0,0.09401,0 +16.13,17.88,107.0,807.2,0.104,0 +16.74,21.59,110.1,869.5,0.0961,0 +14.25,21.72,93.63,633.0,0.09823,0 +13.03,18.42,82.61,523.8,0.08983,1 +14.99,25.2,95.54,698.8,0.09387,0 +13.48,20.82,88.4,559.2,0.1016,0 +13.44,21.58,86.18,563.0,0.08162,0 +10.95,21.35,71.9,371.1,0.1227,0 +19.07,24.81,128.3,1104.0,0.09081,0 +13.28,20.28,87.32,545.2,0.1041,0 +13.17,21.81,85.42,531.5,0.09714,0 +18.65,17.6,123.7,1076.0,0.1099,0 +8.196,16.84,51.71,201.9,0.086,1 +13.17,18.66,85.98,534.6,0.1158,0 +12.05,14.63,78.04,449.3,0.1031,1 +13.49,22.3,86.91,561.0,0.08752,1 +11.76,21.6,74.72,427.9,0.08637,1 +13.64,16.34,87.21,571.8,0.07685,1 +11.94,18.24,75.71,437.6,0.08261,1 +18.22,18.7,120.3,1033.0,0.1148,0 +15.1,22.02,97.26,712.8,0.09056,0 +11.52,18.75,73.34,409.0,0.09524,1 +19.21,18.57,125.5,1152.0,0.1053,0 +14.71,21.59,95.55,656.9,0.1137,0 +13.05,19.31,82.61,527.2,0.0806,1 +8.618,11.79,54.34,224.5,0.09752,1 +10.17,14.88,64.55,311.9,0.1134,1 +8.598,20.98,54.66,221.8,0.1243,1 +14.25,22.15,96.42,645.7,0.1049,0 +9.173,13.86,59.2,260.9,0.07721,1 +12.68,23.84,82.69,499.0,0.1122,0 +14.78,23.94,97.4,668.3,0.1172,0 +9.465,21.01,60.11,269.4,0.1044,1 +11.31,19.04,71.8,394.1,0.08139,1 +9.029,17.33,58.79,250.5,0.1066,1 +12.78,16.49,81.37,502.5,0.09831,1 +18.94,21.31,123.6,1130.0,0.09009,0 +8.888,14.64,58.79,244.0,0.09783,1 +17.2,24.52,114.2,929.4,0.1071,0 +13.8,15.79,90.43,584.1,0.1007,0 +12.31,16.52,79.19,470.9,0.09172,1 +16.07,19.65,104.1,817.7,0.09168,0 +13.53,10.94,87.91,559.2,0.1291,1 +18.05,16.15,120.2,1006.0,0.1065,0 +20.18,23.97,143.7,1245.0,0.1286,0 +12.86,18.0,83.19,506.3,0.09934,1 +11.45,20.97,73.81,401.5,0.1102,1 +13.34,15.86,86.49,520.0,0.1078,1 +25.22,24.91,171.5,1878.0,0.1063,0 +19.1,26.29,129.1,1132.0,0.1215,0 +12.0,15.65,76.95,443.3,0.09723,1 +18.46,18.52,121.1,1075.0,0.09874,0 +14.48,21.46,94.25,648.2,0.09444,0 +19.02,24.59,122.0,1076.0,0.09029,0 +12.36,21.8,79.78,466.1,0.08772,1 +14.64,15.24,95.77,651.9,0.1132,1 +14.62,24.02,94.57,662.7,0.08974,1 +15.37,22.76,100.2,728.2,0.092,0 +13.27,14.76,84.74,551.7,0.07355,1 +13.45,18.3,86.6,555.1,0.1022,1 +15.06,19.83,100.3,705.6,0.1039,0 +20.26,23.03,132.4,1264.0,0.09078,0 +12.18,17.84,77.79,451.1,0.1045,1 +9.787,19.94,62.11,294.5,0.1024,1 +11.6,12.84,74.34,412.6,0.08983,1 +14.42,19.77,94.48,642.5,0.09752,0 +13.61,24.98,88.05,582.7,0.09488,0 +6.981,13.43,43.79,143.5,0.117,1 +12.18,20.52,77.22,458.7,0.08013,1 +9.876,19.4,63.95,298.3,0.1005,1 +10.49,19.29,67.41,336.1,0.09989,1 +13.11,15.56,87.21,530.2,0.1398,0 +11.64,18.33,75.17,412.5,0.1142,1 +12.36,18.54,79.01,466.7,0.08477,1 +22.27,19.67,152.8,1509.0,0.1326,0 +11.34,21.26,72.48,396.5,0.08759,1 +9.777,16.99,62.5,290.2,0.1037,1 +12.63,20.76,82.15,480.4,0.09933,1 +14.26,19.65,97.83,629.9,0.07837,1 +10.51,20.19,68.64,334.2,0.1122,1 +8.726,15.83,55.84,230.9,0.115,1 +11.93,21.53,76.53,438.6,0.09768,1 +8.95,15.76,58.74,245.2,0.09462,1 +14.87,16.67,98.64,682.5,0.1162,0 +15.78,22.91,105.7,782.6,0.1155,0 +17.95,20.01,114.2,982.0,0.08402,0 +11.41,10.82,73.34,403.3,0.09373,1 +18.66,17.12,121.4,1077.0,0.1054,0 +24.25,20.2,166.2,1761.0,0.1447,0 +14.5,10.89,94.28,640.7,0.1101,1 +13.37,16.39,86.1,553.5,0.07115,1 +13.85,17.21,88.44,588.7,0.08785,1 +13.61,24.69,87.76,572.6,0.09258,0 +19.0,18.91,123.4,1138.0,0.08217,0 +15.1,16.39,99.58,674.5,0.115,1 +19.79,25.12,130.4,1192.0,0.1015,0 +12.19,13.29,79.08,455.8,0.1066,1 +15.46,19.48,101.7,748.9,0.1092,0 +16.16,21.54,106.2,809.8,0.1008,0 +15.71,13.93,102.0,761.7,0.09462,1 +18.45,21.91,120.2,1075.0,0.0943,0 +12.77,22.47,81.72,506.3,0.09055,0 +11.71,16.67,74.72,423.6,0.1051,1 +11.43,15.39,73.06,399.8,0.09639,1 +14.95,17.57,96.85,678.1,0.1167,0 +11.28,13.39,73.0,384.8,0.1164,1 +9.738,11.97,61.24,288.5,0.0925,1 +16.11,18.05,105.1,813.0,0.09721,0 +11.43,17.31,73.66,398.0,0.1092,1 +12.9,15.92,83.74,512.2,0.08677,1 +10.75,14.97,68.26,355.3,0.07793,1 +11.9,14.65,78.11,432.8,0.1152,1 +11.8,16.58,78.99,432.0,0.1091,0 +14.95,18.77,97.84,689.5,0.08138,1 +14.44,15.18,93.97,640.1,0.0997,1 +13.74,17.91,88.12,585.0,0.07944,1 +13.0,20.78,83.51,519.4,0.1135,1 +8.219,20.7,53.27,203.9,0.09405,1 +9.731,15.34,63.78,300.2,0.1072,1 +11.15,13.08,70.87,381.9,0.09754,1 +13.15,15.34,85.31,538.9,0.09384,1 +12.25,17.94,78.27,460.3,0.08654,1 +17.68,20.74,117.4,963.7,0.1115,0 +16.84,19.46,108.4,880.2,0.07445,1 +12.06,12.74,76.84,448.6,0.09311,1 +10.9,12.96,68.69,366.8,0.07515,1 +11.75,20.18,76.1,419.8,0.1089,1 +19.19,15.94,126.3,1157.0,0.08694,0 +19.59,18.15,130.7,1214.0,0.112,0 +12.34,22.22,79.85,464.5,0.1012,1 +23.27,22.04,152.1,1686.0,0.08439,0 +14.97,19.76,95.5,690.2,0.08421,1 +10.8,9.71,68.77,357.6,0.09594,1 +16.78,18.8,109.3,886.3,0.08865,0 +17.47,24.68,116.1,984.6,0.1049,0 +14.97,16.95,96.22,685.9,0.09855,1 +12.32,12.39,78.85,464.1,0.1028,1 +13.43,19.63,85.84,565.4,0.09048,0 +15.46,11.89,102.5,736.9,0.1257,0 +11.08,14.71,70.21,372.7,0.1006,1 +10.66,15.15,67.49,349.6,0.08792,1 +8.671,14.45,54.42,227.2,0.09138,1 +9.904,18.06,64.6,302.4,0.09699,1 +16.46,20.11,109.3,832.9,0.09831,0 +13.01,22.22,82.01,526.4,0.06251,1 +12.81,13.06,81.29,508.8,0.08739,1 +27.22,21.87,182.1,2250.0,0.1094,0 +21.09,26.57,142.7,1311.0,0.1141,0 +15.7,20.31,101.2,766.6,0.09597,0 +11.41,14.92,73.53,402.0,0.09059,1 +15.28,22.41,98.92,710.6,0.09057,0 +10.08,15.11,63.76,317.5,0.09267,1 +18.31,18.58,118.6,1041.0,0.08588,0 +11.71,17.19,74.68,420.3,0.09774,1 +11.81,17.39,75.27,428.9,0.1007,1 +12.3,15.9,78.83,463.7,0.0808,1 +14.22,23.12,94.37,609.9,0.1075,0 +12.77,21.41,82.02,507.4,0.08749,1 +9.72,18.22,60.73,288.1,0.0695,1 +12.34,26.86,81.15,477.4,0.1034,0 +14.86,23.21,100.4,671.4,0.1044,0 +12.91,16.33,82.53,516.4,0.07941,1 +13.77,22.29,90.63,588.9,0.12,0 +18.08,21.84,117.4,1024.0,0.07371,0 +19.18,22.49,127.5,1148.0,0.08523,0 +14.45,20.22,94.49,642.7,0.09872,0 +12.23,19.56,78.54,461.0,0.09586,1 +17.54,19.32,115.1,951.6,0.08968,0 +23.29,26.67,158.9,1685.0,0.1141,0 +13.81,23.75,91.56,597.8,0.1323,0 +12.47,18.6,81.09,481.9,0.09965,1 +15.12,16.68,98.78,716.6,0.08876,0 +9.876,17.27,62.92,295.4,0.1089,1 +17.01,20.26,109.7,904.3,0.08772,0 +13.11,22.54,87.02,529.4,0.1002,1 +15.27,12.91,98.17,725.5,0.08182,1 +20.58,22.14,134.7,1290.0,0.0909,0 +11.84,18.94,75.51,428.0,0.08871,1 +28.11,18.47,188.5,2499.0,0.1142,0 +17.42,25.56,114.5,948.0,0.1006,0 +14.19,23.81,92.87,610.7,0.09463,0 +13.86,16.93,90.96,578.9,0.1026,0 +11.89,18.35,77.32,432.2,0.09363,1 +10.2,17.48,65.05,321.2,0.08054,1 +19.8,21.56,129.7,1230.0,0.09383,0 +19.53,32.47,128.0,1223.0,0.0842,0 +13.65,13.16,87.88,568.9,0.09646,1 +13.56,13.9,88.59,561.3,0.1051,1 +10.18,17.53,65.12,313.1,0.1061,1 +15.75,20.25,102.6,761.3,0.1025,0 +13.27,17.02,84.55,546.4,0.08445,1 +14.34,13.47,92.51,641.2,0.09906,1 +10.44,15.46,66.62,329.6,0.1053,1 +15.0,15.51,97.45,684.5,0.08371,1 +12.62,23.97,81.35,496.4,0.07903,1 +12.83,22.33,85.26,503.2,0.1088,0 +17.05,19.08,113.4,895.0,0.1141,0 +11.32,27.08,71.76,395.7,0.06883,1 +11.22,33.81,70.79,386.8,0.0778,1 +20.51,27.81,134.4,1319.0,0.09159,0 +9.567,15.91,60.21,279.6,0.08464,1 +14.03,21.25,89.79,603.4,0.0907,1 +23.21,26.97,153.5,1670.0,0.09509,0 +20.48,21.46,132.5,1306.0,0.08355,0 +14.22,27.85,92.55,623.9,0.08223,1 +17.46,39.28,113.4,920.6,0.09812,0 +13.64,15.6,87.38,575.3,0.09423,1 +12.42,15.04,78.61,476.5,0.07926,1 +11.3,18.19,73.93,389.4,0.09592,1 +13.75,23.77,88.54,590.0,0.08043,1 +19.4,23.5,129.1,1155.0,0.1027,0 +10.48,19.86,66.72,337.7,0.107,1 +13.2,17.43,84.13,541.6,0.07215,1 +12.89,14.11,84.95,512.2,0.0876,1 +10.65,25.22,68.01,347.0,0.09657,1 +11.52,14.93,73.87,406.3,0.1013,1 +20.94,23.56,138.9,1364.0,0.1007,0 +11.5,18.45,73.28,407.4,0.09345,1 +19.73,19.82,130.7,1206.0,0.1062,0 +17.3,17.08,113.0,928.2,0.1008,0 +19.45,19.33,126.5,1169.0,0.1035,0 +13.96,17.05,91.43,602.4,0.1096,0 +19.55,28.77,133.6,1207.0,0.0926,0 +15.32,17.27,103.2,713.3,0.1335,0 +15.66,23.2,110.2,773.5,0.1109,0 +15.53,33.56,103.7,744.9,0.1063,0 +20.31,27.06,132.9,1288.0,0.1,0 +17.35,23.06,111.0,933.1,0.08662,0 +17.29,22.13,114.4,947.8,0.08999,0 +15.61,19.38,100.0,758.6,0.0784,0 +17.19,22.07,111.6,928.3,0.09726,0 +20.73,31.12,135.7,1419.0,0.09469,0 +10.6,18.95,69.28,346.4,0.09688,1 +13.59,21.84,87.16,561.0,0.07956,1 +12.87,16.21,82.38,512.2,0.09425,1 +10.71,20.39,69.5,344.9,0.1082,1 +14.29,16.82,90.3,632.6,0.06429,1 +11.29,13.04,72.23,388.0,0.09834,1 +21.75,20.99,147.3,1491.0,0.09401,0 +9.742,15.67,61.5,289.9,0.09037,1 +17.93,24.48,115.2,998.9,0.08855,0 +11.89,17.36,76.2,435.6,0.1225,1 +11.33,14.16,71.79,396.6,0.09379,1 +18.81,19.98,120.9,1102.0,0.08923,0 +13.59,17.84,86.24,572.3,0.07948,1 +13.85,15.18,88.99,587.4,0.09516,1 +19.16,26.6,126.2,1138.0,0.102,0 +11.74,14.02,74.24,427.3,0.07813,1 +19.4,18.18,127.2,1145.0,0.1037,0 +16.24,18.77,108.8,805.1,0.1066,0 +12.89,15.7,84.08,516.6,0.07818,1 +12.58,18.4,79.83,489.0,0.08393,1 +11.94,20.76,77.87,441.0,0.08605,1 +12.89,13.12,81.89,515.9,0.06955,1 +11.26,19.96,73.72,394.1,0.0802,1 +11.37,18.89,72.17,396.0,0.08713,1 +14.41,19.73,96.03,651.0,0.08757,1 +14.96,19.1,97.03,687.3,0.08992,1 +12.95,16.02,83.14,513.7,0.1005,1 +11.85,17.46,75.54,432.7,0.08372,1 +12.72,13.78,81.78,492.1,0.09667,1 +13.77,13.27,88.06,582.7,0.09198,1 +10.91,12.35,69.14,363.7,0.08518,1 +11.76,18.14,75.0,431.1,0.09968,0 +14.26,18.17,91.22,633.1,0.06576,1 +10.51,23.09,66.85,334.2,0.1015,1 +19.53,18.9,129.5,1217.0,0.115,0 +12.46,19.89,80.43,471.3,0.08451,1 +20.09,23.86,134.7,1247.0,0.108,0 +10.49,18.61,66.86,334.3,0.1068,1 +11.46,18.16,73.59,403.1,0.08853,1 +11.6,24.49,74.23,417.2,0.07474,1 +13.2,15.82,84.07,537.3,0.08511,1 +9.0,14.4,56.36,246.3,0.07005,1 +13.5,12.71,85.69,566.2,0.07376,1 +13.05,13.84,82.71,530.6,0.08352,1 +11.7,19.11,74.33,418.7,0.08814,1 +14.61,15.69,92.68,664.9,0.07618,1 +12.76,13.37,82.29,504.1,0.08794,1 +11.54,10.72,73.73,409.1,0.08597,1 +8.597,18.6,54.09,221.2,0.1074,1 +12.49,16.85,79.19,481.6,0.08511,1 +12.18,14.08,77.25,461.4,0.07734,1 +18.22,18.87,118.7,1027.0,0.09746,0 +9.042,18.9,60.07,244.5,0.09968,1 +12.43,17.0,78.6,477.3,0.07557,1 +10.25,16.18,66.52,324.2,0.1061,1 +20.16,19.66,131.1,1274.0,0.0802,0 +12.86,13.32,82.82,504.8,0.1134,1 +20.34,21.51,135.9,1264.0,0.117,0 +12.2,15.21,78.01,457.9,0.08673,1 +12.67,17.3,81.25,489.9,0.1028,1 +14.11,12.88,90.03,616.5,0.09309,1 +12.03,17.93,76.09,446.0,0.07683,1 +16.27,20.71,106.9,813.7,0.1169,0 +16.26,21.88,107.5,826.8,0.1165,0 +16.03,15.51,105.8,793.2,0.09491,0 +12.98,19.35,84.52,514.0,0.09579,1 +11.22,19.86,71.94,387.3,0.1054,1 +11.25,14.78,71.38,390.0,0.08306,1 +12.3,19.02,77.88,464.4,0.08313,1 +17.06,21.0,111.8,918.6,0.1119,0 +12.99,14.23,84.08,514.3,0.09462,1 +18.77,21.43,122.9,1092.0,0.09116,0 +10.05,17.53,64.41,310.8,0.1007,1 +23.51,24.27,155.1,1747.0,0.1069,0 +14.42,16.54,94.15,641.2,0.09751,1 +9.606,16.84,61.64,280.5,0.08481,1 +11.06,14.96,71.49,373.9,0.1033,1 +19.68,21.68,129.9,1194.0,0.09797,0 +11.71,15.45,75.03,420.3,0.115,1 +10.26,14.71,66.2,321.6,0.09882,1 +12.06,18.9,76.66,445.3,0.08386,1 +14.76,14.74,94.87,668.7,0.08875,1 +11.47,16.03,73.02,402.7,0.09076,1 +11.95,14.96,77.23,426.7,0.1158,1 +11.66,17.07,73.7,421.0,0.07561,1 +15.75,19.22,107.1,758.6,0.1243,0 +25.73,17.46,174.2,2010.0,0.1149,0 +15.08,25.74,98.0,716.6,0.1024,0 +11.14,14.07,71.24,384.6,0.07274,1 +12.56,19.07,81.92,485.8,0.0876,1 +13.05,18.59,85.09,512.0,0.1082,1 +13.87,16.21,88.52,593.7,0.08743,1 +8.878,15.49,56.74,241.0,0.08293,1 +9.436,18.32,59.82,278.6,0.1009,1 +12.54,18.07,79.42,491.9,0.07436,1 +13.3,21.57,85.24,546.1,0.08582,1 +12.76,18.84,81.87,496.6,0.09676,1 +16.5,18.29,106.6,838.1,0.09686,1 +13.4,16.95,85.48,552.4,0.07937,1 +20.44,21.78,133.8,1293.0,0.0915,0 +20.2,26.83,133.7,1234.0,0.09905,0 +12.21,18.02,78.31,458.4,0.09231,1 +21.71,17.25,140.9,1546.0,0.09384,0 +22.01,21.9,147.2,1482.0,0.1063,0 +16.35,23.29,109.0,840.4,0.09742,0 +15.19,13.21,97.65,711.8,0.07963,1 +21.37,15.1,141.3,1386.0,0.1001,0 +20.64,17.35,134.8,1335.0,0.09446,0 +13.69,16.07,87.84,579.1,0.08302,1 +16.17,16.07,106.3,788.5,0.0988,1 +10.57,20.22,70.15,338.3,0.09073,1 +13.46,28.21,85.89,562.1,0.07517,1 +13.66,15.15,88.27,580.6,0.08268,1 +11.08,18.83,73.3,361.6,0.1216,0 +11.27,12.96,73.16,386.3,0.1237,1 +11.04,14.93,70.67,372.7,0.07987,1 +12.05,22.72,78.75,447.8,0.06935,1 +12.39,17.48,80.64,462.9,0.1042,1 +13.28,13.72,85.79,541.8,0.08363,1 +14.6,23.29,93.97,664.7,0.08682,0 +12.21,14.09,78.78,462.0,0.08108,1 +13.88,16.16,88.37,596.6,0.07026,1 +11.27,15.5,73.38,392.0,0.08365,1 +19.55,23.21,128.9,1174.0,0.101,0 +10.26,12.22,65.75,321.6,0.09996,1 +8.734,16.84,55.27,234.3,0.1039,1 +15.49,19.97,102.4,744.7,0.116,0 +21.61,22.28,144.4,1407.0,0.1167,0 +12.1,17.72,78.07,446.2,0.1029,1 +14.06,17.18,89.75,609.1,0.08045,1 +13.51,18.89,88.1,558.1,0.1059,1 +12.8,17.46,83.05,508.3,0.08044,1 +11.06,14.83,70.31,378.2,0.07741,1 +11.8,17.26,75.26,431.9,0.09087,1 +17.91,21.02,124.4,994.0,0.123,0 +11.93,10.91,76.14,442.7,0.08872,1 +12.96,18.29,84.18,525.2,0.07351,1 +12.94,16.17,83.18,507.6,0.09879,1 +12.34,14.95,78.29,469.1,0.08682,1 +10.94,18.59,70.39,370.0,0.1004,1 +16.14,14.86,104.3,800.0,0.09495,1 +12.85,21.37,82.63,514.5,0.07551,1 +17.99,20.66,117.8,991.7,0.1036,0 +12.27,17.92,78.41,466.1,0.08685,1 +11.36,17.57,72.49,399.8,0.08858,1 +11.04,16.83,70.92,373.2,0.1077,1 +9.397,21.68,59.75,268.8,0.07969,1 +14.99,22.11,97.53,693.7,0.08515,1 +15.13,29.81,96.71,719.5,0.0832,0 +11.89,21.17,76.39,433.8,0.09773,1 +9.405,21.7,59.6,271.2,0.1044,1 +15.5,21.08,102.9,803.1,0.112,0 +12.7,12.17,80.88,495.0,0.08785,1 +11.16,21.41,70.95,380.3,0.1018,1 +11.57,19.04,74.2,409.7,0.08546,1 +14.69,13.98,98.22,656.1,0.1031,1 +11.61,16.02,75.46,408.2,0.1088,1 +13.66,19.13,89.46,575.3,0.09057,1 +9.742,19.12,61.93,289.7,0.1075,1 +10.03,21.28,63.19,307.3,0.08117,1 +10.48,14.98,67.49,333.6,0.09816,1 +10.8,21.98,68.79,359.9,0.08801,1 +11.13,16.62,70.47,381.1,0.08151,1 +12.72,17.67,80.98,501.3,0.07896,1 +14.9,22.53,102.1,685.0,0.09947,0 +12.4,17.68,81.47,467.8,0.1054,1 +20.18,19.54,133.8,1250.0,0.1133,0 +18.82,21.97,123.7,1110.0,0.1018,0 +14.86,16.94,94.89,673.7,0.08924,1 +13.98,19.62,91.12,599.5,0.106,0 +12.87,19.54,82.67,509.2,0.09136,1 +14.04,15.98,89.78,611.2,0.08458,1 +13.85,19.6,88.68,592.6,0.08684,1 +14.02,15.66,89.59,606.5,0.07966,1 +10.97,17.2,71.73,371.5,0.08915,1 +17.27,25.42,112.4,928.8,0.08331,0 +13.78,15.79,88.37,585.9,0.08817,1 +10.57,18.32,66.82,340.9,0.08142,1 +18.03,16.85,117.5,990.0,0.08947,0 +11.99,24.89,77.61,441.3,0.103,1 +17.75,28.03,117.3,981.6,0.09997,0 +14.8,17.66,95.88,674.8,0.09179,1 +14.53,19.34,94.25,659.7,0.08388,1 +21.1,20.52,138.1,1384.0,0.09684,0 +11.87,21.54,76.83,432.0,0.06613,1 +19.59,25.0,127.7,1191.0,0.1032,0 +12.0,28.23,76.77,442.5,0.08437,1 +14.53,13.98,93.86,644.2,0.1099,1 +12.62,17.15,80.62,492.9,0.08583,1 +13.38,30.72,86.34,557.2,0.09245,1 +11.63,29.29,74.87,415.1,0.09357,1 +13.21,25.25,84.1,537.9,0.08791,1 +13.0,25.13,82.61,520.2,0.08369,1 +9.755,28.2,61.68,290.9,0.07984,1 +17.08,27.15,111.2,930.9,0.09898,0 +27.42,26.27,186.9,2501.0,0.1084,0 +14.4,26.99,92.25,646.1,0.06995,1 +11.6,18.36,73.88,412.7,0.08508,1 +13.17,18.22,84.28,537.3,0.07466,1 +13.24,20.13,86.87,542.9,0.08284,1 +13.14,20.74,85.98,536.9,0.08675,1 +9.668,18.1,61.06,286.3,0.08311,1 +17.6,23.33,119.0,980.5,0.09289,0 +11.62,18.18,76.38,408.8,0.1175,1 +9.667,18.49,61.49,289.1,0.08946,1 +12.04,28.14,76.85,449.9,0.08752,1 +14.92,14.93,96.45,686.9,0.08098,1 +12.27,29.97,77.42,465.4,0.07699,1 +10.88,15.62,70.41,358.9,0.1007,1 +12.83,15.73,82.89,506.9,0.0904,1 +14.2,20.53,92.41,618.4,0.08931,1 +13.9,16.62,88.97,599.4,0.06828,1 +11.49,14.59,73.99,404.9,0.1046,1 +16.25,19.51,109.8,815.8,0.1026,0 +12.16,18.03,78.29,455.3,0.09087,1 +13.9,19.24,88.73,602.9,0.07991,1 +13.47,14.06,87.32,546.3,0.1071,1 +13.7,17.64,87.76,571.1,0.0995,1 +15.73,11.28,102.8,747.2,0.1043,1 +12.45,16.41,82.85,476.7,0.09514,1 +14.64,16.85,94.21,666.0,0.08641,1 +19.44,18.82,128.1,1167.0,0.1089,0 +11.68,16.17,75.49,420.5,0.1128,1 +16.69,20.2,107.1,857.6,0.07497,0 +12.25,22.44,78.18,466.5,0.08192,1 +17.85,13.23,114.6,992.1,0.07838,1 +18.01,20.56,118.4,1007.0,0.1001,0 +12.46,12.83,78.83,477.3,0.07372,1 +13.16,20.54,84.06,538.7,0.07335,1 +14.87,20.21,96.12,680.9,0.09587,1 +12.65,18.17,82.69,485.6,0.1076,1 +12.47,17.31,80.45,480.1,0.08928,1 +18.49,17.52,121.3,1068.0,0.1012,0 +20.59,21.24,137.8,1320.0,0.1085,0 +15.04,16.74,98.73,689.4,0.09883,1 +13.82,24.49,92.33,595.9,0.1162,0 +12.54,16.32,81.25,476.3,0.1158,1 +23.09,19.83,152.1,1682.0,0.09342,0 +9.268,12.87,61.49,248.7,0.1634,1 +9.676,13.14,64.12,272.5,0.1255,1 +12.22,20.04,79.47,453.1,0.1096,1 +11.06,17.12,71.25,366.5,0.1194,1 +16.3,15.7,104.7,819.8,0.09427,1 +15.46,23.95,103.8,731.3,0.1183,0 +11.74,14.69,76.31,426.0,0.08099,1 +14.81,14.7,94.66,680.7,0.08472,1 +13.4,20.52,88.64,556.7,0.1106,0 +14.58,13.66,94.29,658.8,0.09832,1 +15.05,19.07,97.26,701.9,0.09215,0 +11.34,18.61,72.76,391.2,0.1049,1 +18.31,20.58,120.8,1052.0,0.1068,0 +19.89,20.26,130.5,1214.0,0.1037,0 +12.88,18.22,84.45,493.1,0.1218,1 +12.75,16.7,82.51,493.8,0.1125,1 +9.295,13.9,59.96,257.8,0.1371,1 +24.63,21.6,165.5,1841.0,0.103,0 +11.26,19.83,71.3,388.1,0.08511,1 +13.71,18.68,88.73,571.0,0.09916,1 +9.847,15.68,63.0,293.2,0.09492,1 +8.571,13.1,54.53,221.3,0.1036,1 +13.46,18.75,87.44,551.1,0.1075,1 +12.34,12.27,78.94,468.5,0.09003,1 +13.94,13.17,90.31,594.2,0.1248,1 +12.07,13.44,77.83,445.2,0.11,1 +11.75,17.56,75.89,422.9,0.1073,1 +11.67,20.02,75.21,416.2,0.1016,1 +13.68,16.33,87.76,575.5,0.09277,1 +20.47,20.67,134.7,1299.0,0.09156,0 +10.96,17.62,70.79,365.6,0.09687,1 +20.55,20.86,137.8,1308.0,0.1046,0 +14.27,22.55,93.77,629.8,0.1038,0 +11.69,24.44,76.37,406.4,0.1236,1 +7.729,25.49,47.98,178.8,0.08098,1 +7.691,25.44,48.34,170.4,0.08668,1 +11.54,14.44,74.65,402.9,0.09984,1 +14.47,24.99,95.81,656.4,0.08837,1 +14.74,25.42,94.7,668.6,0.08275,1 +13.21,28.06,84.88,538.4,0.08671,1 +13.87,20.7,89.77,584.8,0.09578,1 +13.62,23.23,87.19,573.2,0.09246,1 +10.32,16.35,65.31,324.9,0.09434,1 +10.26,16.58,65.85,320.8,0.08877,1 +9.683,19.34,61.05,285.7,0.08491,1 +10.82,24.21,68.89,361.6,0.08192,1 +10.86,21.48,68.51,360.5,0.07431,1 +11.13,22.44,71.49,378.4,0.09566,1 +12.77,29.43,81.35,507.9,0.08276,1 +9.333,21.94,59.01,264.0,0.0924,1 +12.88,28.92,82.5,514.3,0.08123,1 +10.29,27.61,65.67,321.4,0.0903,1 +10.16,19.59,64.73,311.7,0.1003,1 +9.423,27.88,59.26,271.3,0.08123,1 +14.59,22.68,96.39,657.1,0.08473,1 +11.51,23.93,74.52,403.5,0.09261,1 +14.05,27.15,91.38,600.4,0.09929,1 +11.2,29.37,70.67,386.0,0.07449,1 +15.22,30.62,103.4,716.9,0.1048,0 +20.92,25.09,143.0,1347.0,0.1099,0 +21.56,22.39,142.0,1479.0,0.111,0 +20.13,28.25,131.2,1261.0,0.0978,0 +16.6,28.08,108.3,858.1,0.08455,0 +20.6,29.33,140.1,1265.0,0.1178,0 +7.76,24.54,47.92,181.0,0.05263,1 diff --git a/Breast-Cancer-Classifier-Web-App-using-Streamlit/Malignant Tumour.png b/Breast-Cancer-Classifier-Web-App-using-Streamlit/Malignant Tumour.png new file mode 100644 index 0000000000000000000000000000000000000000..7fc2a82c93cc286c135815801062e08231c54ceb GIT binary patch literal 112848 zcmeFY_g7O-^fs!9bd(}pO6W=#BuEP&B?yR(DjjLkrME@L==3B|Wl@$KjKOg?NF8n4 zZMm(Jtbf@2uvuSkKDsz>v}t~AtdpNyiu&btj`Pdh7(st6C~e+)bA_y#+qoK>@f*zi z4kZDFP$`iNJ>-=xRr>G$FnUn7F#Z}ynLO?V!+#fZLZLs&|L2EF+@qoRn<2I!nvMTy zQAI`S@!w65VOU80e>bUwl$DJCcXyosr@Q~xefQAScTp3Kto-w*2z!}ww|k0L*_LRi zbkr-9D%fnG>15Mj<5DD~hePWlYA|c#k|9$utCS4J7V~F7&2Kz2B3iDTZ|e8fuEs#e&va|LFv?LIwK_@j0qftt=XkC~2I`^(*3kzA1=uD8{^&dkcQG>5 zMJfI~jCtJHL;Y~*q={$5*XTCkE_Uwx8q@rlZO8vZvT49LHkTbfSB&yy-T!K}hwbRz z`0RT&dl%P7wm9GlKmAv#g4-~?JdW`7A4i^dVhYv=Xs|hte2^JGPGi`8+}xMx#(&O} zfta7lZz#QMiDEBfW(j*aO+~1mME$MWSw||<9U9|)bx_vYsz$`8PytOA|DsmAA1{=F zLn%!*@AU)^l{O!MXZ>(eeHSRxbB~icMhHf{7xolRLaCkYU9fyo%nJsEFcJdpeD`>HxZK4}cHMtl!^=zFj!&h}u0-@xcop(`BVhY6=}}mVQV$rk(BV?n%C~Lq zFjnm!eeoI!^=t2xk=`K+?x?4-paQn!%UecL8;1Y1{$5UAop=_nJAQx9)CzwD>S8DI zAo(zpH@7E(E1te?O`k{4yoN2o1706~@!KvrYS?2+#*!YqSvlqmv84gLejZyzbrDil zFzt#vf*haw^ND4@J(2}sytbxFH@W7hK|5sifx zG0I*bPKt|DmP=>&&g!kZ#e8X8liHZ^>c=;)5F~;kuxs(zi+c3Bm+U-lYX@l(pi43& z6>-j~%Q`H8%vK4bTdI*Fxp)bFYlYgd`AZSQ?HpEJFe|MvP7U zc{8t9w40UV#Jge}VOsF(P$X_2^BZ?j7^Es@@lin*x0RoAwK#HZGrW#G9Y?00r&rHU zzTK{EYJltdw)~0S`Hxa2 z@zN&5f1y~ois#l{Woe6IvK78M%7~(a(4MES*ONh5f0cbPOe1p`IzvNz`|%cBaG_TJ zDEMk~qUdl+^WXLB`~gI4%JZLYc|-4}lq8~nKzdW*UCNP8O?vkZ?mFv;u9kPHUq3@V zEAS(`>#bq=TXTFh+*f_c;EA%!7epq#!Abd%yXC%>67g>z%{OX0UGZ1Ir_N3xLU*my zHFAGdoON?!$8dKx-O2(+$^s(H(B;MIeb=yv1$2`GQ^EadXSlpZbq3C$!pLf>k?d;t z^NN=WmQ9Mc?re8XTgH(cG!VcuFfo(CfgeG1Lc6uq~M4+KnQ z*B|V&lnf&ytNulUoPUoL(ZxT}GnqDMm~@_V1|uQjt>D7>rj;oht7;#%tMhxOXStW2 znvnBG1ZWjZJdn2@ZU zL1u_x8D$t2g%4m1E#f@+Ia?$1(baCi>+{kZDT-~DY2R20HgKU>PH zdFCtcf*bNe`=PM8Qcb&~rGz6ntA35?jfCFtBB%FYbQNWhkwG)gV6`(RHCaubYm|dP zq|{_9De7t>%M%qW$u%c+cBG=BTc4QWK5~9%-sXsQBW6cXj(xbV@GZ32##A|Ve*6Fx z_Zfbt2TR`G#o%dmQ5o<_=Lw={r$QcWL;=0H5}x=d|LNn=g;AWOO%~Fto4DRFlQsXU~jf$bfzywICxOYC7 zWfkH~SbBbId0y)d7dB1r_OKNjxx`}^8cuE?v*o=wA;`4RLH}s)D2QE(l%Ur1u{#HM z!NBTJjeOIlHxIOR<*9BaBGk65zx22Djl8KF=Kmm%>O7H^%NFEy=t~~Jcs0M6@Hx*w z_+JQ1jdIEVJ!Ps?G-USgIyohqZmxE1JOjsY`grJ`)W0IM2Tw=5TB|L>z8%6+>H9q$ zJA($#s||M+2=;z(to2qi#d(3If`AYj0Bs20Wum3`>BzXuOeY5y$QDY!BpEJCqU&#Y z;yoIc8)Sw&JNB-7BiR_s~Z+ zoOi{t2akV8EqCiE>(HgC>`q6+UR9Nzb`Q)IXVI&+V~xiefQp)0&`CBeg?9e#O7yenK<0l6`rN*#*#a`CX@N$DBE1;FqlLLb5kY38$ ziiz|kC}>06WK@>gkO5d)9?jdS6$d3#b~JlR<=XzIUj4_c!^JHBfzw~BZ$_hZae@^^ zZYy6{M6A9ECWi0tL0)PrCHE6&D-tp)^C%@mk?{L)^AXSsv8+O?nYN&8!+pBM!?`HN zU6(roEIu3}255~4NkSba#lGhI?Oi)oMk>;Y!1&6qm8K`ny3e1POi#K}5ZT#Gr7wH0 z_Nvag%8$*3nEsLJ;zXSuDd0zl)PwQKhUUd2t-sA%$LVhAguPS(;_JPLISSZul882) zp{Ltk@kX-s7=cu$RB`S7c&gM) zjSFK8p*{6bH`&LGJ0pe@V_CWXXI~OHe&$d~9Pu1;8q=$oie9E#m;9K&y(Klwp$juH z*fdoBB9&}eQS#JN7$&ocZa=%hr80NMNO&*wK+O9GWZL=Pdspni%O`F$+ETJ7|F6-|_bW35}GI=4w$y zhcN!Po6Q(bV7l6;t$IyTM{6B6%{m!TxCAigTslUgHGwa}A1dx>C7&hOUy&px@Wx<@ zvT|Olv`4FnM7N}o1+FW&!rOOS(iTd_AycjCU@gO2=s-dCGnn&?EYOs%cb_gWi6ek0 zY3HRS(sPa7L-{Es^F+0SbFyDyyhp$_Khk!WRTv>W(-1Pr_ zkxH#@p(bDfe@-#F5KOtFG5VQ%hiI}i(ryXaCwA3C+p0sv5iG3trP<=0P~PJLZsJs( zjdw;p*umU4B1SPpD!}9wz6N!%;$t+w<=GN%@bt5}cS>yttI(x(uLM#*Ed^MGpz&2- zs;67g2Te#s*q&@W_)IaSP}7u2ZzUI&+;}bf?C8~4jtOyLilE-t`f(DFDigjt(LKGc z&*B2_Z)Pp7#jZII`1#KSVCiTJDt<1%PPY#0Z#ZCA8sFB6JDcH?oY#Q7qSw0;-8PrAZb7@Nbyz5%;DIwLv_17iM>Q zwoGK8^7mN4(l8BhE+T_V`_G3=K{yT;BCLnBOh`q%p8NQxFIltULAGAipf!m7sPeDg z{u+A={~yJl7B2@cGA2Cu3-5}5<`d|nrSJ{(AL5KQIa(9)x7N%Tu>?cXW zL-`E@?a!*&jVfg--!Aw6ZXa&N4(X-^`O|lnJoQ12H@5N}DF^VNcTW?UW)ka&$cH?E zjYvWWE_|fx!5dcr>7E=YjNpk+hmSp}Gj~0>(9SxqYG6uJsKQYPpQ7?-CpN|R_1?(p z)G1p3qdV&-AMdKW{)aquiPUdYx}TybmsNaK~uV!L8ShEii4B-ixMJx-9y9 zBdby+Vz?z!oD(`B$)&OLOl03r;KLQ2#hcg{44k2yZ4v^qX4C>tz%*~g%6^g%A$S}n z%6-OoojxG<;P9z%J!L`igx&LU++{B&8VsM9RTwEtH)h(qcTQxGCk#KzK(2S(U0qIk z1PZBu_FEz)dj#~p9N(g4_9;XRTPK2w2TV@JP8eu>twMB>Rp&1|)iUylBzp*=7v-#~ zR+pxq>o)B@Ay2GquFzqg{p9w-wn{UY)4;n#?(Cq(sXW$sUY;}T)Fn?I@?Uj074Ga+H?)u#&SdB}p! z(}eFt-#x4{n95t>4pW*c!fU59l0tAs1myxnVKaU^ErAouJR)6r7B=MMS;Gv=C{L!a(!r* z1StOKbixVNYe`j=m-HJGAJ<4tPe(DM?8>#+c%^JNcUIZc_c;Um*!j|+MjKf%ITlmp zeoorf=%z=V;Q0rSu&0`=;{;#F?cXGzZncLEYb8A117m+BDEd&9_1;WAbJ1fWq$HRU z8T{AYJym84*!FN7vM`mRqgzO9fAFq>Z_(?79FALcy3yiM!k?= zyNt6S#6I8Nh<5PcFKy)^_-V`Aj2j&Db{?&0|3ON5ffzfVGPjfmDdycjDE~ytnmYEW z!g^~+cZw+axg0}V)CdpcDaX}njHl?NS4M`l+nNn5(w8eQ%Y6pXA;VP%r>Uvm9lo~r z#nqIvFM$goRkyJzRZrvQS<-*A-r6Xt?%5FV3E!)NsVX54F{T#8`=Blpusp`Obb?-k0a2&DvU_dJe zTGzvMF~Q}d{B2$`Z&5AZ{1FdqsyAH{?Af7^{JX@V&VS>+Mjii1)-2rFeH?fC%qjim zg`rP^$4xtrw0~KMG59~rgFYf%d7@{U6+euwU|b#?5zh@FA)Kq~N@rmvZQK(uB)Dwe z$S`2-DCyyqz>e2=sj2lUb;NzF>Fe#f3()v+?7!>YYvbSA$#wGo6X!9(q))RRakfF4 zF|Ky#kcy?w;k_7aN>fbQ3%~?q6X~(0yKJ z$>FnIBK)2WCi{<8zKT)a6!yH1#T%R7lEyQCpFo3!btHyKgwsQJCdpE83*v*Cucg7uP zr`hDB(3fVF^e=m7S9DjEPjIY%6$0RldTdBj<%~hMn1SETnLX_#s5l}w4aCd<7cT@vt{vpFu#!rtk%G?Em5_sA!%!Nfd zN|Q|iAt3A}km`ZkWxiZR;Rpvr`k|ZOUinpdUS-+qIl?zU`y9s}HDeMn8Z+Y)hCi)s znS4`@Z4U%mAGRUzt??SdkguR*MdwQ!PJRIzn$^_>u9${F3IxG&>6?dffJ|X=53f-~ zQe0c`@=jI8N&$L>*alv#=($PfIj+`+lgGGwt zZ1E51Aj6l0vG*{3$J=gMe|0Q3zb)`rD^=SWDQZ~b*>`mp`vY~o z`@r-Pw;qb=nA@qt9fUNH9*@hSH}FD8MG4;GLO{MN-%!khFUJw*#y~DpX?qMfSp%Jx z?!Vk7-+eSuex=;78rqvL;)goQ(8gO-1YUUH#8YGH?p|2f_mv5 z{tm9p$uD26=+EfaqS;5Jqu60b_NW>Yy!^O~2&vcico*&-B1TY0DGD_!E5ok6ZFp%- z5ssHEEj)lIs(V|1i2AqY{Q;Wwc6X27pi5EjSbe;Mb=he)EOg53Ji9{8G!fgwx^Yg2 zwAe%q3%s()2;m;>Ecnzyf+{1bO z1uO0p-unR!W6K^o20ee7fX-fewpG(MeC%_uDK~wc6kRaL|euB(}H$ z79J-9Bd7z~_IP@pfCT*3 zmiIec`0CeWKTsjtYxtc>^u;a`H#%CD9}TQ^*U~a<(4;M(TIFozkE__{^EUVl9lfdo z_J~-r%N|dc_oMsED6I45CBvPLCl+7QJKILq$2Kzt{XfxegRYjIhy;J+YG5~YI0;0QvzgQ$c+#oY}jVTIhriA@tbftUR471}DGl zhDl)6bBLNFra?}EPAE-(H zY=rxA-?RyptnA8m19Iq0Th{~Bv7pfND4ez5=hfE~>NTVMfOy(9*CV&mJ&%c!jBDHi z5^a}j?)LfH&u{q@GS$v*L9FA9kqY&h5sHA|))g&L!$1$NK=`xn5|;`LM`2C&You}i z`1%WkO+7%$uTvHH>gkYkc$B%P6zP};{BG!Ek(4t~5>o5tkl4oB_Xp2p^!u!x%KO|fe=254{&Ow zQIO-!C+!TFTtU>qH-Eb^k8lsX2yfv4jd)4B>7nAHEAjC~$e|8j#yhBZ9g+l85Oi}z z{A4EM;jkE)nWNLIZ*EuB_TK!#s&xG9Adif<+HH&$7RF(`Krphr1-=L8v`bsf7Yr`D zvsk#@eNn8Dc0sPqymHMM!hdU=!hd)~x!z#t=@Q~YNw|aZw8b)fhS2BegoS(NZf!Gf zZrB%n8--kK5eXnoGO`Q{Zm45F(E017{jeRrx;@Ofh)LbtDAq@i~eGm`}Lh#(PP8*Q#3)4SS<%k&ZU2k6d`4z2`9M{{wx)C(RfB|u2nCp-I zBES4cjfENa7W`*;2V=Zs_8SsV#K)e)S&~*GlZ}tDT}atPg%icoyUXjpDDQ0c-YWGC zdhp*UBhpjG+^=Q&McKlWc|yKFRNs#);!Pw2MVOIye>n}I8s}H`eU0c=>`BT*C}rf` z7Wzx8NlgYU?XgkgA`ID`!bCg5b<-;mpn-=ECR z+rG(bFDvm8ewS;*I0Uo@M1CJ2pTmxIT3rupq4w;=S zM^g?lh2H+tzm>umGq7L*2J^I}X(`#OpsitxWrg9z+53 zOFz+(Va)KSUN5UYhwdZ=h~BDbV|{4NHes=Z`!bc%o13`97cN^oMvFkq6^pdbqTtF= z$7i=P&-cS}6|*jT(QFzoNU~If+j@C&pMG?fUYB%@8;^QQ@{)drI7Y7ACN#!_4(IOX z!?Y6Q>iFSAL!6oPC7^zZ={i7~hP5+7A1k@6I*MQ}89w!wAhQp$sFbP_q?f#66J*jQ z{O>6yoT$8p{zR1DJW0{2-0PHXEo72+>D>Qj*rHZ9F{%-@!cyrc%m_ zGs^2O$<-;z5>$`~BhBj)rDRvPq#A#lx&3~Kiy9wgBp0p;?8--<8W?C6IZsuWAE-Z( z+TM8UUXh6>gX@=%!u>^Ym(mI`{+8=!NcKUT8P;U>?9T zWqk3uAq`z7a7*;;!lEJKCHK1ZX}oNr;DDgnC`!uS<^Wi96}O`?}ljc zIzEKF+R<)@SbeyyePEeya6V71Tq#Ub)s7>kf3ZwOdd$5|`@APjI1P`2cr;h`a*?}J zAr~6cP&dCgI8c$2_2$Q0EvQ=zJ(0EI7%=}_y(--wQK%l=v!!PuY+p|Tl&y>!Wo(uz zl2nC8Z%COWQMIwQ;pxON7Nu!(GiS;Gc#B^xO)p##l^OBUc@2()Dg{k4mGfnCoFV58YWY9Sdne6Zh_gdi2^>iTCYCeL^yFM zg>jzV@@ufx4V_q1ZZ06_oE^(zLOE$loT6^qO(17S7zj4<`(Bwx zJ_JZN7DcTE(fV5FhS3Oe3h=!mIlE-GvmfN3h~amm44hSobl9~GrLbwr>( z0oCqxuplO<_?(%~encmCDL88DNyPZ^Sb9-z{`^OS`stX56G<-rSl!UVcD%K^&5iwJ z8~L~7_env|f?bzc;b&*SW0Xidc5hdRMAzN9m7u+6|M~CuN|9S|_^yP1;PXg#3P?o` z0*_sEDeb@%pJ*V8 zz_*r~^Y1TqW7AF!fLJIby8Op3?dsiWXhi%;*s%v^TV`*BbP zr4WK()eq0_Quy^=KYGU`5h-DQr&)@a)P0Bu?~0r-eK6Mdl^{4!?)>+GOR%~HK}I?P zzAWMJffhW$<#s@WRSN5KVO=~wUA$o5uA2+lf9)I(BclAKX)QJn#8cagb&u^d^*Y6E zp&Umb%;+Fgz&$iAB%bLr_ms*m+U5!CwB8fU!)XMy?ar3Pi!dRX67%Yy5Rz7otI?E#8p|Kf$wyhYZ^6J#_z$ zS#xF;8uRWOjY>Y0D<(z93Ct#$E2ep;V56 zSo0zEliCi2gd90XE9;UP=i1{wOqW2((9!EiI=~J0I+P`nkAc$5BUC2U8*RP1jBte_ zrpd3PI*CYuW4ycoA2=I;-c2>D={?RSl(A#YfW$HL8FLy(isPGeKlm1a1aU%R{&Vi#d$>9`zLO5>HPk)v`jG z*=GrX22y*!DciPL(VNbxvD%;Nv}iGnHd>_N?qVoB^9Hbb5+uh}>L+$Va#4AO-{RaI z)!Uv_J*w0f`ro%7k$84IO4vr|PX=6GowHg7-+24QAne~qfQtmm?x2OYlV2Qm5T5++ z9l`#4nMVK5dqHNzrd4m<1$R6Bn0YbOX!te9_$nMMPUI$&s6;GK81#bkzRu%Yhb4GFTmw@;}OG9Xx4Z!I8>1 z=u4+02;>H!+5aa8p@&{sTaS5M3*eA|-9tA2_mN(z91zve!9l+C4(fyNVx-?}gXgN( z-Asdsk}pQfCL?7#-dYt`hXzBoOkE)U{s1X- zFT-&68WL~}&+@R(pYdu`8iSc#wABBq#F_e_CUF6-F+Wc_8>uMqco`|Qa%O8rm3KyQa^i))90Cb(QBw%q^Igi#?jntZ3_T=H7 z!0&(}f<#O=b?_`7{aoW~3<=Ga5=k7MC$|vfh|JL<=|meX`Agtwys%2VV^!(rf2+_c zb>F4klBCudvIH14N?;5fJ?3Kv7tvp1?fV~ol>7wHSrrxJAYJ?}4vV`PC_I1gFKUPR zV1M#A{(2WP&_uaVy}kzemHgI_us{Qq#aBGFT}4BSS>BwpSbf$^|9yLJIVfq`e-cj+ zF5}NP<>*8ra8G=QA-G!mQ!~;v^_!&ze^5@5YirS-rj=#x-bbxkJ<$FUDf6q&84GTp zS?+&~KV4*jf_8){?Q-*}>brL33QhD^T9xjYlja~C)4j>T`FYFo1c>R%g~eRRCI3Gk zYW|qI&dZi1-?MUHy!Zpd9WR(32Riv^lI_0{%LHY9R^^1KQ#%vDW;$dXd0K@#9*K)% zrE#m`5O~2s79%fy(AlD71ha!F;c^OzHHNV%JZdd52yedmiZaB%pm0~(>1vCEa=zo* zlU*Q2qTn`@z>!cil79-wW=?Ouzw@Kk+W7Lv`Pw&08TqmKs>Jcs{Lfg6AQ#=!${Fe0FK&HjBzteQ9c0n_QUaW$0!%DTd zm9z95<7we2$pI9!3>=A{23PqS??xR0xd$koKLYWf8MWT2=WMGqT&lM#-$71SET4bH zb&e3vpqpczm~ln`ZJdmGGHyzTXGMaVK=>sc6`0-+EVvqr>>MLk;UKruUr)KL98Ydv z%x8uXb0}4j5K507KpJo+Hc#d&y|OMEi$uGbP3~2q(1Et#)@wYDC-=LBcTvy?eW0+b zyt4F|XL{=SQPbxcEPt5iIbx{{A-O>AUWDe2yjUdPU*BS=AFrCfA0QVlM|}%c=wh*R zGGm|Y4LlOB`=Vdt3muTMs6XV;9OOFZ^k;a^v-SC0Ss6fLnFk^IyV+qyr3zpmg@2%3 zY~C#)vzv6LAIjvL@N$@^Z(4hz*U!pJg`anhs?NI^EPYzjgGo}(0-2^4Kf^q=r09YP zEQze8p#SLopq!KR5^|8o|ypWH|P;lch%RQ%TijaYS9ENAg+jkQ^|c8 ziPbS(j-aE9+hP|8dxnXZr2efn!9ma}jPn@co+$;;n$&sJApFTlM6?2Xm6UdFmKh%o z5BLw42OD(ibBTbSK9V|0`+gWAfVUDLQqn?B^FMVeT2bFp-TKBJ`?F1S)<{#zH8=Li zzfqxTc`*8hZEjMAJf9ci5aA3K2^{!G{o|pe#nit0ZKu%hOz>1IO(Qbg zTcxg3EwqU7mwfM#*A%S!Zi0N($H1R$WknbgFyaqjviFFmK*Nl=GW0zBKib@bKrTuG zTi@XeM7FmCkXQc0Wy$jZv1AOe?^})G+&X1d>M3#c^rBQ(q5|jOJ8Z1A-)Re@2+ub< zPOO~CKYXSJwVnnxAnu;n@>)Ah`KXT%yt}thQ;uhB=Y%XRjGaVR<6f|HTDPtdr`eLl$ zJ53l=#N>7X9Ly#Y=kzZ82#@m9=3i2g9^Ew4b$@HT8FRAbk!3^bZkl=l&J+Zh&}oQh zSEYY9%0!T}j(7OjzMQ*@N})3$?WwVLEWJZyrvfI=6U5jky8p-~t?D#e zvST4^IC3-?S7F8kK`uAOzb>N236;I<+7-mP0S9R9eX=i2yjgYw@Ip)S4OAN}HJBc4 zw?gX4vV~mzGC0OnDE2N^_wb+aU+QJKwsbxctKCe=BB(|cstxcbG`{LbyHs5xx8hq_ z-|=w(6mT-6UPFI^p<`i_wh0Q_Tmozb9p|U5T9&b{L)5~B5B^xhq#mpI2-a%7*`BE! zFaA5&2@=bjlmAF@Kt+H{)^BV9E@A1opgU(Posm zxZXInB%q#dfmcD-cGB#txwtKbh4BnB#oN;Nl#1Q5O<=RG+SF# zn;$}{iL^x$78$!I)0|wcv=8)fq0=Tm=aui!Y*3oXulIhL5iNjpNnoX|;;aJPnGy^8 z3*6n-!>n@R9blL^+w0fxl{t}_vm-V|n6 zXk?N*HdV>1Yod@ICLg!1A|a~f#@w?tEaWcUh`5mu72>N~UR0dp1Am z|KZ4zVQu#)*)L5e!);^TUz%p)rh(RCa=ZoWA*P^-qVL~#?AjxgH$lL@7sO}m_icgV z&mw8%$?2kMiKSa4`=R>oTqvJV7=vZPp1R`T-of7Eu8@n@d&#_0XB6|Ew3`SKxWRaR z;}p{mnaHzZfro#*6V|fks`!a$F@&F>v}ilc3^1*+=M`m?55Zq_Lf}J*UlJL;S;*xS z*zW`6&)$^nI!L{<6Cfe`9Cy{8RS2NwjJw0u4{DUV?`&cl-&PlBqu66gkel(g=D>@4 zuZM`J)&fX_tRF9+!5D|=S6QB zRP4v=jejnG*O$=lQ1b0R)O6qLn#63l4aRu>`MRupe%`Cj*L4<}x*Q>bs(Z8INYrh} z?BEZk%^!GD-G!ERzS67`Lyf=t8k1Y@T_al_H$K9rt!jV0UpO>12os)i>0BN9Wn;9_ z_sPRY>uEsVmS%U*N{*K6Y_UP)an}7J^U(QKS~YFulM;gn&mz-ENtOO9^~k%jLqpPLx3@(hc1-)N9$9t_AC`HZK0DNf@KP4Xj^7^4 zYGCLb|C(@cur0^D^y5@E#bH{QGEPBBjw&o0civLtr!392>Q>|AxJfLf84r2XH^8wv z+{<(I*O2fUlO^L)B^G!`e@J8=cCAm=SmM%YylQV6lYHGf?Mqls+bqWWm%2CXKm+U) z;psGi38@tMqm`JxYa(CI+$#Z{M^$=Sa8BJv$6OkT20X7St706;GH^N5Bs(5~UryR? z#C7L{GRO|rwF|Oknf|t5rP^e0PK`bu%!*jk&U}AZv)t}un?-C9=)R}vkBil37x1p= z4A?_%&(pFVh4?0P$35@7dc!; z%j3Vi8U@n)M&9Pqs>MhTIc;-GlBiM5H+p=o%rtdJeX`{(Ve#*sY+)GHTFUzDwoD_= zLcWhhHE`4~20036txWE3^--q~$W@DoZ8P_;wD%=omYD`43H!Wj@y2wlV z7Y5Dk{}Ceha-}CdN?Xu|cIO12LFBJ8w?bQt1=_lYrs+=F`QPIzE!%Z~3#2rjpb%KYKyeO_-$4O6A&Q zSG{we;~0NXsk6V=jnH!hj&x|BSj&BlmDIYC{M_ysw(#RY_8oa4mky67M>#t&^mE5Q zP{fPSYME0<=dI_mzU>y>7gTG*X6AhDy4JHzmKT%F=7booV3Wy2tUw&NN@^Gr4B}y8 zavC3~AwufWCKcPdr##y9UlR{{&$9ghmZ}<3KW1eBcv!2f;I7*qfwVM)S$M5ORV(Q3 z1P8t0K7-P5jAPkf;`Hbkwnv*eq!uS|!M}H||ABMJk*8;?p+Quycsdf1sWG%$G9n+k zy*kYl1-12^Y8v;1`auiREqwF=-yWe%nYGhz6Kh#9dCr&~RHl?1fLg%{g2PN_}8=bK)N^i#4u;B?`5}*G7kNq853~%g#>Y$)m z%R;t#Yo@i1p3%{oVjg%k#woe+MIqu`iBi#jE(JM5`&rg8n?rP*0!rt|Tf5|*?^O3d z`t&>tOLoke3hmBV>bQ`f;2KWQbyqGn$m_l-Kt6WF7sHNVll#yUFvs&z|73c0X|UmT z&i18mP1I#|&GBehD}jvAnj>0C^Wt=bg1} zArCpCH3p@Ih9633NTU@djKNP+JFOsxKW_WZb=LN}xtSDUYuo$}7AB9V@4K=}mtSvt z9TyM2kqykOR!F2Bag{k2s3yo33ee~8(|z|?f1%ebo6oGAuLsMe08y+OY}}`_5!%}G z3cc-@Zxrkq8mN~6<|>yDk`NkQ1jJ;6XAFtA+fAWf8F`)xPt|{(aAup_65PPQ=1n;R zX+k+{|LCZvWIH6W7oEr(;{7HR{C3EaSN`ftrBX51a0|nmYqHFbQn!>JG8C)~pBV_a zcml?2xO|Nfj6;RIod5ToG~0o}wDSE)t~vq+DVN{-G+y6&cd5#BzU*eKjPUnat*6wi|dAgGADK*>FY&leCp(n6?Xms?|Zqi?<{lK43+wZ@R zcE3jdQ5KPf7y5~`iM`@vwLhA>8tQ^yIp>NaaSv)3V~`Pi}OlUSs=YCMSN z{m{y@T#z2)mr{U}K3p)@$vd87{IVX#>F&MHbU4Ipl>yTVemx3=%7#(KRwGRcJEf2lsTbuRt zUvxi#R|oJ#Hw-58Rg}0|NVv19cXynRcI5TPP{L3hSt_PY;)dSq8Xt&1*js~DFCZ78 zn9CZRxE^k__%|s*h9m^+B;N6a-UVgjIPfL@ExpeL?*;Yz*%Ip_>PE~U^;XeCgso}h z1<9@W-&t2ihleLfjKk`J%Rm5Os%4loMNS3ycls|eVwlaDWoNKG1*)2(*?!)rw~5U z-qfERsd}2Dq7qCnu_}l(Cu_MUW(!%(dFRQ(t9ZI#*$4IU+$W3rgzO1&;f|=5GQV5l zgBqzSaB6lU>dQeJ7>R0hd24W;;mT?*f8IN#Q6rhuTJ=0SBTcpqWuu$>nZIvdlta2_ zPYxARgzXH^K^&iTv#JvQ@%SwC-pUsEC9W5vE`3yg)U>nJOuTV)HZAhOF24CUQ^?O{ z?mWA6^Q*|H!Cvx!zq$^$^~R(I6WtE%=NE|54p&Djeze^9MD@dI3D#=4(eir%xtZ>! zJ*j+AzCbp^lFlKt|CUz5gAG0e#iN{-5c-#4cIXRMDc*;)FVlBlYw!O@Qs&&z3Ud!3 zbfo`qlZ&>MWq=5rmEE+*Q1+4lc-X`3+fW{4BsLuG;m)=;5Mgf4$?|2R{ZV)B3{ zXwEi6?cvKoKTrjfNZs3Yhy~N5LUKf?@S6@(v-CL~`~E64y9jxHN`9W8a$IuQ336}~ z7h9aq986CZ?Y%0&b}{%JX7S;)I_k;Hk4IWNe*F0e^oMP~E$3VMH(cc4%d1Y%jV&!K z3;!{?YWPFc*w-7~y~Vd`{BF~{1*;wSpW-FRqJ2bj2rksmoeA zGlw#pcg8Oczxd77m7eB=Fsb=*2HAw`$JBSZ3cjyR_@65V<$6|GsWzp;A#@e^TKOI3 zrBGa+u3OG+!~1%y&iIP(XqyZC!+d+B`3wyV4e%7gXy?k5X+6;`RWI4vn_@~I^&T`M zc@iH8Sv<5@S;-(1eJR04y5%->qdxXp!pR+oR`cid6=1PqKffyJlv5gA2FYA6>Kyc8 zg~b38=I3;>)EmRJmd>xFe4KBw*3xA@Ynx!K*0Pr`>2hiUY3ZI2H=`g=!nt2O*lYQL z4NQMF`T3&=U+onKV7raSs-~Q%f-gCv6&qnhyBB#;Pdl=?OO1A_N|2P`3o$HSJqyCT z`7Q>v%TVDvm0Im)jym=v&282dNB`nqBdj|Lq35h+@Ibir9@?ss5ZMI7WsvHk`(tsl zB^P@SZsCx`+BH>I!@h{^?N7tDOxW{4U0YiwQxfe|&(NfyHuY6Al|wtG0q1Wonw%6^ zQy}-z?d!l7I4ERep)l7_v3wq(dgR*VC_X$rsOFMm=MKIjOph|26SPaS+VT3G@ZC$p zRbLsUhS-~IOQ`RVT0N?Xs)%P(W5-(;95V&!15lrFB5m6F7xps(!;=>ip&FCL+G+`d zl4W-rAH2AZm_r;o!TWJ30zB6RwAjMN?`6uLQl#C6$(7u29xWvyc$h2cV9$NOp9%E{23^Z7S%P!kIDF+9#;i{!Lm&yyxLq3d4d zxfeEK-FFl*|LpDOdZatoeN0EmGReSNB`-dfi^zuhKxIMk4yLRX*j>oodNY6X*k~6` zt_DA=<3iMv9qU*zAzife7%1!LzQ3UB`o@DRV%AcxVf9tei>JRPB&&a~ERhk_ z!F`-AYY>Nna_Plq)kQs=N;n_xKBo-4HnfT}oTigu9U1f)uIDn3?OWd@noMH{c$$u6 z{T{~Efh{GPTkiwi#P2MzZV0YpdJYegxeukW@pzn!HCILGze3%02fE=Xrk@m~NS8A& zC$sOEk|nHAhKxelp&#IVC2nJnhx*ZQVQo~4p2BPW1MNbYUT;*K24`92ix7LS)#{_B z$Oz-+UH|B^vL)vYSO;$nQk6vfy_`&ufB>rcF9AaeXD~$Iktwdkrz-E*6fK=Q=$A~s zI%=q^ru>9*ER)0&a|pqjd(QhGM*^MMSkc31l+jDQIVwAJ2n>n~54e%jxW$d$Cf|qp=hENFF{4+9yq$g%eCZUm z_4Mk;mje8F$1W$b_6SjvXC1!f*W8e@Xa_ejiM~Sya;(dcL`fmbvERzVfe)g|$<3B0 zemJ)>EWw`cEM}i`_((jiP~&wmUN2)_$_2)_8+!QmwHSC;QVReGKt$O7>2)t_;J5px!_c>5Lg zQaCBfp&xHYTP93E)MbQo%8qTFwv1CLHhx(TTUQc-#|xFt-N#w%ekU3|_;=VKCc)z_ z&iWs&=c4ev6>KNg&7jkNeJ}uqT24Z1ejA<68+-xy_UOU0Z|EmbqQV}KX$1JqxOel8 zq{e7E+5SL%x%oF(vm^yBEoqx&Dd)DY5u3dHn_7qj2 zee2|{HCb46Mea6TmTqhnRWdmtMnkWiO7RCWdVEhHxPhJ%d!eL`b6I(k&tJtrk?@C6 zQh<;Rke2A+K@3NJQ4HEfy6%@1%APQqOM@aP9tvo;6N+1NP;X)5rz8;i!T;56j{Vw> z3e!`HjnApe#ftWJ>k0K#3eKXbq0ZA@r~kcpysFT5)I?ryDSf0hi6mo%<4Bk*k`p^y zW9tnpwK;rJu&Pwx$&|)pG-me%A7+XVk+G9n6js>BRNf^%X zHWh1n24;@BMygKz(24PO>QFoNzTrGsOZb!JN~d?Aow~ndc5;4^1e3Jh2K5wK7~k8e z_msVQ9zUU|i2#KFPONrmi#^!Z*6HjbM%SCHi-UEEG}9sd6hta6EcLP;L7GkVTorY@ z{@>a&X8n#S?XE^NrG+Tb^oRJGT*zJ5mI8Zn_uc$4shKm_D9U#T-o-bPE~q>pp!R)j zdYs)6Voz*wInD(YGElJo5zV~CzHb$jX;~rP zF7gK%W(mY5n(ldOk?|mlH*jl`oxEPasRsX+m}~UJ40lCGozTgXKbAT@U*tjr;%i3f zCGU1oFw}w^Kz_fe5rNSn!?KIi;vr_e1!PilkvV5V<~f-V`mUr#gL7UAPp78+^%?MNlshh|Ibz^QJAjnbau zv%&z)x6%GSnx|O=5KuU;!S~UpuK}kz!9H|~a9*{nE?*(aJ;#4!@rPa$QZ!}%NSSOj z9wcm+2{B)@W-3y_TBD$N$6bzx^Mhav(~0#UKJs1mVnq46Oe}BvWcM(Ckke^~a#R8@ z$3>jOcmZ~CKa#iIczmO?MI?ulA7LF#*YXuxzy#jX*`P_OjZgb4p~9!V9jf$~H+M*+ zQB8p3Q!WP#0jAxbS`5Cx+9QXgI%&kfpNk2ZC7RoP$pW&>{US zyZETO<~>A}492-E6-IPKW(URZx1p9I@CbMd!2#wEh@hic2Zg-*eEh?pz87x<0|nxu zct@cYd)K}sS6elidIDy!uhep4B7SyYaW3~vj+3J?2$u~iWe)%*Q90N+IrZUH6jd+c zFMvn}I(_!XSP`!tj>jL{UMhb6KniXvNnwmn=}oBOFozc7O}Ro(!tLxi$4>q3lz$Z? z6H_)D_&AKWf@^Q^dzG0S>l))QM2n-o?7rbpV_It7>BwPwTala#AKlFJc&SnFIDWOS zgQe!s!Lj1CSPn?VU;^TbU`nfLHXFE#uFUED&I+d#5dc%@eWXz6dM1~%fkn)?&Hodl|C(0T|XLcqK#Jl>b?))H4gpwkNuSjVxrs->Zg=3%XoAP7G2NE;b zh2)Ej)Tm{@Q)>S+P_pe>d`k8os>juz7hE508yQ=+tTnZR(m%e&kN+}-oIqSa9Uzx6sM(?!L*PB}ArH#EZ2aiDZ*Uj7WPcEFF8C7$hJ1jZE*h5Nf zi&Uw;iIH4-uk87#E=qMOXiVb5*Mr1ZH*11?o_~nHuOeR5?@GPs%sVLJUqIvsJM@Me z`Cd8^NeZ}F#$GyW#H9N-tscuS0zW(i-+(jkJzMwKy&=c>EffQ?FVNbnvv}6m>sOj3 zn8?D#%#r?11z#DcR>dFS*sOi3`q}9?P#V0iH*Ujb`tB9ZG;4hu4%LE~4fg5dBA`{1`4ZCrq@pm$G$){E00}&(#I^9EfilAv1_@`cY|)8^jZ=nQ4vN;IZkJ;h@Au zgLcbhK8MCejFMIFu%mb2`26L%&_K4C$-0LNEBw4C_l@G3aifYLchHLR^CZ;F->=A? znF}WVCLuv7F)Tryaei7IafSkt zptr$cB>hG&mb3h`o9ERoag;KCkiW*~%ECywL zcH*CJPE8-}t%J8p8vj0uuqI=U{GhHOLd&IC88{4e>|{)=5&L?h=I~)*HnZa_yfGBw z>ImGUFZ6?mI`2ez;W^FXDF;g8N*fu>XgugZGSM!~VBvX|0}@L0G&2+IaJIl9>>T^P zrUz>|IbyO&D}$o^rMp`9BO0qm`VwrTAt_vJQI|PoIU{vm?xB&aYF;j8pO?o-H33`R zP4p|^cQ{^nRN&LFpP6#3%x1box@A}na;R^dkPvTvQN|4FU6%Uww+_zz*Pq6c)5d=z2{3}T8jNG=1>Rwyp!L}iT=NE3AA7{oxf<}63Nwf zP;g9-QbZaa#KMY3*tD|!N}uaXy!f?3YJj$(<_Upk~sb^v@olM}sC{cJL_8}V!Q->{D z7a!{q{UaCOu~byot7|Xl`WkZVgTWW6hY>Zc1qZEBW+Eseg=jYds&C=4uC-9)gDJ-R zKC8Us&n);y&>JHH-x=8EZ)rR>F9Hcz#6M}-ba$?@QU2*$7ZS+%JQ}rK^pqtCQNuV8$RA9G6HhKF? zwVCGuU`goEOyQ1`D7NyO|lb19jHWS1G@`36AB@tWRZj1NCZ>@*B&@hcE zAK!R=t^D=lh&a0`#LM(cPKusDtn?#v7c+G?oII^pj8nBc0=crpK!J-Xl;A{q#;|ifB+hXW z=HLW5oLQZ8ey6T@txk$vpE*Vi5m0NJE%or|-cW(y2{)^v6;X7a2A%zrH(Dq{8%qy7 zxbC*vJ*?KB@6&~6@;RkaX%G*=;r~6N>3w^>F?5Eiuwg!tiIACzaQk0MXv{gO;-V$Zu};c_T)VCJ291BT0w zezXAYR!-ZBb448TqsqFNOcsLfD58Tlk2!5accU+4L#x;hh_mCzmfZIgD_Ucx?+8{$ zeWh_LZ95$tR+B%BC0tP+u`o%o*Fd zdN?d?#N99Jk?tXWijYLE)hR#rmHJr=ReRMx*v^*cX54Oiy^3U3m^$ng zpo~Q~yJ?H?d+sP#{r8{WK9ff1e>B699>-X<$6q6#!{z9b*tZ3m>xgv99L+DTIhr|L zCy7TKuz8Z&t*Xs@bN`p~e{hSz4D+{m_)CW`1;nmbiRs3G;Fp2Ri%@?j4Kp0iD%lJN zzuASbBXtnTDgzNK_R@xtLuIZ~^SX}Elmq*Oqq}RpDYXSZ$#qbAKDCEFnFnj8qqZfY zE#_EDlxgW?&bSr~ihr+RyUri5LkEB86aUoWB?Q%dd=p3zVCiG0LaD1>#YFokxlF~@ zbf0$gOu6QIaX)ptpSP$TC@^JtCc2DVbp728X<4I1BKAP8lFD6=+j;+N+>iHs^SH~G zm2&|F6MSFG-l(F5y%F?<3eXzJHO+O}A=mraax)$ECZ%b8ADkcF@bzTt>&n(ExJTiT}%8 ztM|`j6%Hpj``KZ`0yV6Gn+;(wbRe~TW_JL3=1+#!zFAK93~+1zQtoyaiIV(%lV5%Mj}3g8?{-V^Tg<3{xvQ^2DE2TiCD14;y%8eRX|NSn zyNvgd(Iv;;#?H0S~SA(nz^XleJYX5QJ?NGg;X6Bw8xh5tNx*&<7|e3L!quT%0x3z{eq=l9zZ!H}rRU)}rDm1DGG=&ug6Y(oGeus8E-HWRV zk$p?deqjzVa>x2EU7sJ*?G5XzHA_<6KAK@1#h0IW0Eh>N zA@)Z@QMpXwqC1MkkYq@_c>pirgMq0KRLjxvfP+T~@= ziNJ4uoNf>YUo)cnTaxT=n0M=Q1UzKir|a21=Iha1>g&q5Q|yrE$kY4~)--$`+FLhZi;6Y6L=p1hk6Wj>02Q3L3_wQjls~x2Zfv{Vkb#$5vRh^ms zjcEgCQCoX!y`WtezvSV}-eda~=ysE(gP*}leYR4M@$7R=t)!OM28NxaKYZ(uMEb{3%u|`(Bo>5|l#WD1sS%w0@tPVp{krx)V}fF9XYrP!-`2 z2^6_9xb8As8_&?V5*sN?z4!g}wo5^OL_zW5ri@9_UE~Fj5;`e9^gFS<9t>&@N zJYBdV0@5&K4fUA@$2|7!74T#W4KJ@QDoI^aU{zA5;7@aDOk!Z%Q4gq2afW*v;6E_E z%_VcM%S)o<97Xfy^`=E$nr7bWVeg>JT0%a9@5>JMq-Ws$)*Iiw?<%hRCgm(D zW$n2r7WwQM_}$|QEo+YOP&P<4a-aA%57l_S_1#p(gjwOdQmRQhqo{M#7+Ki&)jfZY zwTd~>Kw=vV*%CLVs zOaZvMLYGr9YNqpbh_y5~86(V+hOSaGrT3Bp;KWBSEQ9+d2(xd-=mHm9vcl@Bjl9{gH-&tg=)q@pWs?j`2lA9RWy#y~e_zZ>pVe->d5xir%EHnEHw%$OA0 z^^pyukb6{EwEOCCaw(EPg|PGH<|+RMT+q*v+Loku2oG%6abzKELFaT+X+8KBvuze& z>we2P^GMtyudPnF6@cXi-@ZwF$NPgL>j6<8ge%Yysxcl5x+_am3)ZqiW`e|lGYUbn zp<6u=QnerF;pph-1Yd~ey2nK@Tt2WkS*1Bbw39h=aLhJ-%`#m#y`4FAN3hW+4+HuIO^Jqe}S` zj!!0&dHw30u7Fygm=YyV3=P>nbX=mo3CYE54y|YSy-aBFDz?P1+)gL=KHKrM$Ti9K z@&Yb6IPn}+hq%ZpX2T`+M5rwCm?Uo7$w-OL9kF0NQ<`B;a7+f#<*FX8PD&e}!|AU| z@e14QLs!&LyP)@^d~`uIqsO3UK}3jH5BSO|Kqm=JLy$mtN9Pdd+mlE9$S}ajjeTli z_}G)-TvR263oIYgvsXX<%1G&8_ocJUlgwbC5ZU#FCuh+Zh7k51Z=9Y0j>DO0n8x@c zbV_P6aq}RY8P80Ck7~0*oT67rY48Fyh=Dv#^p`!%+dUaNShc|jNmbCjV6tKCZZv2a z)1lfW!Ys#R$HmtRx?5XV@NK)3t*G6YG@ff|@m6X;*U*7_%9nwMLL<}u^xh(R3uCKX zaAYk+WB65SB@Klxy1r;kc6L18{9gjQ633jdt3p4O_NL>1llt#uU3VO<8`fsNX8$fF zD5vboU+|Jaek@+o=%jqw*E*@ZdpUFMf9AojIouXMRi13e?z zCPNV*NubHOzCyQ=Esq#G0VYdX=ZbNX;vTTKKL|M*mVX2&hyC73NT-L*hn}jtWgM_L z^(%KL4|f;zW@Z7w;>^l&Da?y zh;a&AK9X;9wWnWJ1w8nAL_`H}gNY#g)PpoG7O&MfazaDDapg8|Rx%G%|E#gl@Z$;{ z5gz=dn1VSSWB`=9t|zdE|2I}oPz$gf+;boe(ZHDdf9RbM)UVM8MMoc&TWTTY(csWLn=D*mb4jG)&kwPu!KnAbI#)A=7 zm4H70vQ#!zF$&5~au-~yq0QN7z<2L$J|wiU)uP>dm}Y-^ZoB_U$C~Gsz1FTD&O|m5 zz1cly5Orz1UE#DQi|-;QE_iPljwwA#cMwaSQAyTk zWTnftGEvzIj{ z#_ud)5^Ux8(Qa)7PDs5@dl7WImO{WsIJkY(sMxC1iMT`)XvH3;YEXoyks(3rakhxc zNY!<9Q_v;EO{c+OZ?vT)c`%8@zVR(@qD7mZ4oDMwd4T)>z7gn9yg#bTCVd4^#Ljo? z$J3toeEt-^!mRvh|Fj96dnI0s$#@d$IS7G^?vN1o98AM_D12ZxVr@jkka+L{X2k-X zlw=M$<61?R0Lk=Y#$(6XvoX5m>601lBJ1C*Zd2x%?5Vk#y^V$IhY)*kJ5Nyfop{^) z){^z?T8mL@N!@i>gUm~Zl?R21U_JKqD`+}1m6aJUbrBC|>5GzgfK3$h8DoT~xgV1X z!ZNn-w=daBzX_m|$3^q=Wq&$T0T;bukD|$L`gSH4X^rp}^kbX0;v}@WjyN0${UeIC zuk{74N?ZZ7J$qCrO{jHlar`1+`sF;q;9w4z`fNqD5ByApy=&VCzqwV}OMGWjfqJVC zbNh$eW6qTH!f_*rQ}B2kR_ul#NJtU*_;@TlHg0mrr(ZsYv8WE$exf%uUyr4F?j3!Y zDCl8SW0}lB*l{|CFWy!D4Pa;y%&-WSs zmxe&7AKT3rh}>#(-}`e&g02_HEoZ9U3S5TCtv5c-nV#Ob19C^{g1hXo11l<{p>3Pf z?q7wmf9VU-JA-UPC06Du3jQ~c9J^i?!nGen8 z^V3q5l%F#xN@m<%J&tLX;#;&FglMJ_`v`lTeRJ3d?)ly7va`C=hO!*|FV`V7e@cgu z{o!Atyjwhcwpgu6x6&Lwa-05`_~s`tmmaoD{!hgrqq|2xNlCLE%hJTRn3+WKH#_6& z0nLlP;`-&B`lgd7U_Nf8tWxs*(D#n>8WY~KNN&6kUnR5_`#e7P2ELdC+sl6FQsz_L zM#dp80+jE^zmwA1!s7C|lCtGz>+ilRfpGR-s3-8&JwnMpB+Y>(;zILKJ1YvoEmp*^ zyqM%~nt17ZPr&g?B{psacd%)V(e>qS0At1GdUNhYeCWAi4M0xDxAET0I!}0vcmi?3 z#Ctea#?Stk)NlQF9A{rS0{@!oG>))x%T*K>{=KD8^fl%v7f7S8Xwxr<((JPG4N6mL ztD6?h^8|iJ6^o+Lg18hJ@?<6lr?(c+qL*ZZNi0Is$t?`H0? zJekvU>r_KJ}P9rd6o*|^RyL>v7GB?d3c&@BX316H>R~@qA9bRrtFc-QLP>c@DaG0!UqxzAO_iNDuv(uu=hQ%pjU!;|#vnv~6E2 zV79>VF`zpvzg1aWAPLV8YyKlXOdtXO?fh5teH0dSwo{f?zoQkt00GQXh!2-Wy?6rO zZHmJoALKe=)Lgjt@eiqd9Ygv@+is6SpkxhpKr#QMcH5wo>hZuCo(*tO3@5z@baS?W4LAa6{uD6N}M;(uS*d0z)v;365#0MlkW0tq*yOQF^_#6zCWec7qV%{{E^ zPGY){aveQ8J)g&%y9|G`^uDTlc;G+d8r<^XZPorCw+5%>R?89dQQdveoWT-&6eeK~ zaSqsON84+7;@)FcL=ekSV>7ksfabUk&b=t@;c= zpq|rsb-Y`G-tQ* zsfe|~i+Kx%^YY>O`&Wj>@OSx@YE+W>{saatqpum+2n?Ul{h}z;^!j82aR%ixor?D; zYQfu-pnOkeI+qnJ5(<!H4kc}FeKr{nk8?ya7jjJYvr=) ztmpPN_HgarJ@%3@KmvY^hla^|aC^sXbsFgx`@ zUxh)$;=$SlXZJY`&6wME4`0)r4}UI2ITiEg-azr_tl7T6WoLQZ2&#Y?(|l*o^AfmB zEz+@^`((eSp)3!RX3L0F%>+mBtlu)D68}DV*;OOPw1s$-!+2$&tvs??VUOK@X!2iHoSz_1+QpY z{o26xIQ?bm_pzUcD&)P|#I@AlXzAS0Hsc&vBgeN8iNm!NQtm@1B@l=H$1{1Ksmkr{ zX`89k)X?pW@7&mzter^#zz5FWQ%AMa@!Z!m=MJXbs}6JGT5#6~+6FTlpDZB>5l6yJ zW@kwf!>%@0mFZ+W4R#L2Pu+ZT-}CEoWCGuDMFQ)W1(Q}5GFhKpc|_YMDf6pz8g|^4 zAtgAv7>MjK3~c)U-xXX~L`7{KA+?yU3ql0f1~Jo^$^^2~4j-BjrDfTIwy$eztyM~l z6wr%8;d!qmS3gFW=o|SZH#kCcPO91h#Xev2jqbYfk~QKu_7An-Z1rC_cV;NhQNYlu z{!`Dwx(44CfIAoT`lm$J_|4z{9-TP#Q>y%X+@N1`p27UNx~PJH4jCi^bnE;z83O}d zc_Njx-?YEv1h!pEZv7YOy}qy#x|l;{LHMvfAS&Do-ei5JnNNt0sZkV(oS_nEj9~M{ z;_jkfn;*`I$M8GOr(zw3>am40<^=sobMSi4BA_BZm@VI8fv}krsAw0P`WntPb2?#8 zOqdcdiFPs()NaO=p~^bH5&lUnEk$g8)Hx)5ey_e5=HS)N?3>ZBpr__bo_m}TA?ZQX z0iLq;I$d;+@x09@y(}3NuOfx-%GVVbDI9N~b^QM6b;itR1B2CDz}g^aPXjHg6lEnq z0KfM9h!ry^o8a`%%MFwwzT0=2U#>o6r83~LEsh$_i0~P{3JLjoWh9Zh$fG`#tQo+n z_aB%c=bQ))%mnXKy(g2N_3k_V>PW+e&SQM1|Jv-&nNCw?KM0M5&oYTenbkM=f$Psj z2EmMrWkeq**5Ol!qxuoYZVuLT#nY}IO!ki|hOJr8;ha-JiZV;cKNMbk!zyWg@Au-R zK!1u>g9n61-R&#i_f@^zt}t2F2~4fP>R-R!Vqh7DiAl^(a?VCRo@?tSYZ}K^5zGW# z6n4a2RR=LC=x-|6M~i0a-E@y|c#&*pFfmE8HJCv?IQ3s*-AW+^o~;jq)~_I0FCA$q zRHU{XId@njDnyttC_BZEIQ#(ot?@TTXGBH}NcXgdsm+fWsGvyY29tFIKbZ^A);I2i znJDmK+na{6n9%?cQcMj!Qvtop#KN`8cXds1goXz_PcG~n1g^gn%IxXN3i9AUZv@Mi ze8yyxHr>wIBo^E5;C7ujRjR$qeB-!J7uo|>6U#j+De&R2N6U z?n8Hs?{|Np3`8k$CFfL8c^HcNq>K#7nJ>UJRU%H*O=tpeTB2#-yGbCKq0Pe0$7GU4tmAh$oARy7pw}Xxq;67=N^%wskzA!9~yxF{Y>1{l#MsaD?w_>zC!`DNyrh zTbLi0^K|4KF zbJ|N~V#4Xo&l7msed7ZKhFpdXdU}Nti~dy=Wdiw{$Ew@L-&MG&`lhmRZUXVs>hw-8 zICJhpA12iQtqu8bVk;k#RBYli$xK$DsD4J+u2 z7Yp*XtQ6X5QVQ#JCHwmJ06)L8hPgmTnI7{eVSv7DmCYT;vq;T`pg&}U|COC4SFO+QB&Lu~7hlSB1?LJ#S5LcZsfNjQStRT%CfGLtF`D=&Dv0yJlaS_q8wN7rf z<0D5>mvpf|?FXxvb|n7Y%B9byRhVr~0<~~-qaZr_N`+IiLikO?fQY6EK$v5!J^3;; zRe8BC1iIIP`|km;U5uBj)oHh#hPQ&y@+a?kx%?;PE$5LI;aDa`h}^VpC4!kiPb(2)y|sfH z;H^*!eg@x_WQww@ zB$=zYp*NpBR8fw@_>D9V!kj|g3Pn8$K4sq!QKjrb*v#8lg`5DWNAtr ze%+pc`uiD|z7B(_c=sQl$#fjPp!>giCV-%2*KCzEyt6UmKx&b*A9_h38^jX2p2iq= zgEJtoMv|4p*v(1-a}X(4h4e?K2V0|4sQ0WrY(e8HE8ZOwj#?;x%aKsY8gzDK>(aQW z+z2#`I^r-+U%4q0>G7{(24@Yv!OUoCxVV?s*n9cBpKSp{zfK>4Z z-AZHXVq4qm7kroJA1799v2ItJxsrs>j<5S>>nD&|ZhFHf^cTi!Sl>G|2YFRqTM22v zU*lCGilr3)X!+&s@qp(0!%wN8pGx&VM_5ukbOSuala3$y3TVn2c1`;5(RS4}9&+EQ zq7}ZE!FF71$Wz+Tcpkts-XAw+(#lhDEQ?dU4$KhP==wQb%wB$afjic6HCd`vQ^#kj zGtz*kCJFlNMsp^INJF*N+LrwbaNu#+r^+XcnqC?xwEl3l-v+7p|97k}juXUKyt{Q} zI8aB9ImlX68;RAE&5q$7=`H#F3WTzyMH!N_^Oj}M=ON}eM>$s>_WOLbkt_CVsHgyD zlUQ97eF5!Kzo-iU9R5BoTy-rNdasFMb>M_O=BYD&AyB(aMJ)YhqU zv(b>p{?pvq-`We-^!TpLTDqBk(rgLr#XkuBo^g2gI{oX)#0jr7^1Q>qe^< zo&uBV&cq5&dIBac-ok3juKbC-a8#pEp7FZmU~A;x1L#_5-3#ZmY;e z;&-@4%g=M0-6ToMI%Z-oLr3%n-!k;zByO}H6S&tL3mZq1g-)$1n96vDcZA@Q{ z*pI&zWbS|UWW4IEceNl|MMj?gmC+O5ep&~l(0uL30ufkd;#-08!uJ(|FGoH1GO_-c z7>JwMtx~~99T#DB7_=p&O^0Z|&;)yI-8G^Wy=b0g&F>+QFqp;E9 zvX6KDIq7j3gzm@K?J7gyo~-Oj0v~{g%H9=BJ9@p?OU@&`Db~A=Y2AeJkz2i&$8n66 zSbv^95Cm->M2c?TR0MEn>s~EB7XwsS=4H7Ok9hd*3*d35!;Mb{=zIAO`BT70W+|qN z(X!mVu^7^iTM7SD7AzZ%i3V#@cy~E&qD;{LS%(PJ&*I*>?yB{?ptaE266r-e78^K; z;V87H%v6@z$tERXVCnr#P(@XN!e7}V9F0Q~#PjOT})f5hnLbw;D* zq>q7x+e!^h$|duqP1@1A$iSytDw#t*74As4g8a)wVdT|`lr z;7BGo`Mvqo%VitXZrtf&8;X}^#D6H6%|R?tc(3~n*k7yRfkIR}xqL4ryD~WLlD(^j ziVG~PirETK5U2A9#Nl-#Caz1J)qh3>?e${KjW2R)U%%T;d)OCLzZtmSC%Pdwqh2a6 zlc+s>Whf-WofxrG`r|=H0(fiNAN|q1-Nox#>BWAg++0c4c^rA^p`|0enSJ~jIe<;D z{P-`>!XrfR+l>!I8xZ{YUkPFg9C5e-LD15UqhfTFhcLgR`yQ+IW!OY`+^2)FdvSl>`G@Uu2vM87_HB<0-*GxVbgZ$n&KAm(Z9fUoY)m zdoMELI%me;O{CT?Ta|*(!N5`Kq0xV=WTdR9`7B2wQt%XdScZT1!j!GnFbP#)nyU=i$*IERVc-{mq(0OLa#jSNL$e_9>%pQ`H#<4V0C-#XKzVpd5o&j79U7mG3b6PFU`^Ubk?1m9G%m4CW& zVJ`_dyt!kH%Z2qFNero@V7wP8Ht563`6*dO<;{+{!zs?qxoJd7K0wS2a zvreoMa&nH=7~Do%W=*zl^J-toEK6Rtac^S+NXgPo6*r+D-!?_aT=)G@>i;%*y$Igt zU9stE{m>zF^n3tbcymGLVzQQiocwP^%7zFr7al>UA23KZ;>e4;Ib__ zHj(jA;D$e;m1IXuBR7NlQcpCVSWEUJZxO2kjup;8C6);208{i#jLcH5v*kmyZbFrE z?ndW=nfL|y3b=C|^-SKya=rOBRNbHM{El(+x99#%i#<*&-Co+zURdvEu*b#kOKp7t zl>I1>81XGb%D-cXh(U7mv{OTq3~UXd!4Bx;uXcz2ZG909RvZiNpCx%@%Ja1#zdUU! z*|GVwSuNjaZB6|}mKVP|{CDZG zIn_+Z1(gD{i)F6A@io&D8+Xds^3{qV>e&OXy8A9{DKbpzX#`S&>Q8R zL$v<7X4uIo>v~OFILYbP?!DA%FO_{S75O(SX9&OTGvsZL+W{e#Xv664Ju30c8=Ov& zv@_1cm*wJ&hw*m~9e!N24?Ex*+c2@$PbA24X*IlrR%#}UHFHJ53x$rN{frhs>o@UX z`{kl_4D54?LobV81b5+6OJ&))ijt6@@6C0u^=RR96I;q8I#h(P}e~&137}{qNQF?R`;gm`BI?`4gf#g_yHitub~Uu$s(x^DGtaZ*_OCeN5KZqf3fVX@QI%*f zt_NHoyU(H|ov$vu-e^s^0RD%exTg1eoIO~`S+!jBWB7g=p`9$O$>g2wf6iCiZAh8SNB3@=jNxeQ-+e? zsf`iPUbfu+9-tD{b`H8gp>k~{e>hocTN|Xt8XLX>2I5l75zBNd3SB8twO19mdsVGs zpKB)lA2zVG(mP;3f4s+hSeCZ)<@tYjIt#xh-~Vk(gS1F@I7GS|qy(faV01~TbV;`i zMv8#6AfwMR#bF(8SVBDy;R_4$|E7X|Tod z=D}sI$=(gGV&O8&ef?E@0(r;UnxgAY=%(`L*CA@I*Cj@@dywwYKljv&hvuM_)T5i^ zP@vpZ>08-xq0)GgZ*7jY9$rpmzmQY?>~0^$J(r!_-#;Mg)CF@gCm&(l@o`Sf6&voq z^tNAF%QZi%U#+u5)ceP%#W!KxJKQAHzRLG7qTpu8jF}#?k0d&nXDq($yoXQGmmTD$ z<2h)LWMZ$+`kTw}TyNX^rG&UJjVpkaG-md~v5+mSVIz+l!CQN`-6oN+)~kPGEBG0- z8fmp0`WJi3zq>ob<~_*NbD~W~x^6=o@^@>b$>CUYEo8mF*`tS*lvi*2*o$jLG&4`$ zVx!uR^E-iYaguk&Y-{%I^SSlSFOedp2Ain)vXfcjV`Ujes1j;yBEMmsKTcC9xoDBm z4(-mvHgnzV*7lRRfCR|}hsRyrZ9c=TebuD}FSpygpe8I6a=ppnu~&qD=D5?aoq-mq zVtv=e!4B~^or~Uz*bWC6nF3y@zOk*-m3LJl_V^;fBa~X{kZAgu%^Eq z#UQ>SvT%~VXWa`Zq986XxAy7cvBlQYjxB9nDZz%1bMAPj%nvv1ZwDF~k^9odxAN`3 zTc9I_B>hY+GwEU%2%CAvdsSD|TK_&FRbW)zK0C_|?G}I^tfQr1>9Svt6#e3Q{ehg7 z4r(e*l|SDs=Y5zF*zLKKbOHqzpa%!ytfJwwjcBD)lzvbD*x0eh08;wh@eVWB`*5xEKmVwWFs8~V33prORv3Q zp}0=fuB(J&9cm^|>>AECY?hHmV;>RG@khXHg`(_>TDjxqSARhpPO^RPB$y%@&xb7< zIB`Lv*<<%Y4D1(rw}~hQox1^3%jJtW9|6<#z6PC{@+zFgOw(fz>o=B}`2s^gx$MF*g-E230aA zMXxdP!KL*jpN7=o-gB>0evcD{I=e`vC;0Op_4)}~EEu_hA(qjNU)(FnwsuxiYr|Wb zgeuBXrEI0Xu7Il?kwwpV`?tZ0f@04lnaW(2-UTu`jdV+tK>y${hJ)^R7+?Jtgs58z z+L~0NeD!(1QC1&?G}`yZenz_j-y?_36NeCR_#Ir14LQS^#S8wPOm>E?{(&~e&~Fpn ziNR4{Uw%DIZ>7`F(#WU|=y9vH@@g)G=MM5hGyJCA#;!z-7}F8;tokli94V1lx8~m- zu^JUp!Ys1qx%M`@Y$s}hDR!sxbqGF4)HTeMF*n#?B65%Y7=NthanHTS@z7b+A&#LF ze=6;BX?yWu$e+g9-lzE&VBE>fj&Uy1J7YH=tD(Z*@1|U=x#=q0Iy*^o$&Odv$j+yT z$Y_>@!-^8#@P^}kB-@1>*Ram|2;FgK3Qmykfm?@X_dBnJ)=+d>H!r;CQa2;Ls zrY{4sNm2{K9?xBp&tJq^w<)85#6tmq@jJMwkTL{97s* zUb~e!Mm5v-Zqg~s@^KMx#$cgDgko1-9^d2^}!TI_q~5BCF^WmPJ1h|EAqD zOxgBf83@>6-{)&XBI>fr^7;UPyJ8GO8gyU35+Pdw3Pv#vECbB-u@Zc%-$1h8anF1^ z!u{c1fzG3n>Em_fWK8bpU2nOW2y1ly`6lyr7XG_lw7Hs7rXH_?NnP))g>2nlbI7VV z#n=d8a`@*&#xT6h=q>);Z@wqH$L6m+v&B85rGW7GF)6*jM>K}86cL+p5kvBuCfj)P+P; zHi7unYoOhuA$|J?Fh=g-I1%E0Ni9-y6?)ml+ObCtv>D*6mvSpj^C68Z_+uo7>PRl< z4`*VX**}3a`n-}TT4T9{|M+FzU{v{YgiT=tQ)7Q{xOCZ#qe4&bKP7zCHW>(@VE^W@ z9h=vRws<6K{zB`Ki_BcxUJ@14Wv>pm2SrX;E-7g+Uxm+)_7PcIrU)=1Oo+KkMfum& zTRE}Xv%&{psKn{HiHnv!f(-AMjAW|6dNMcuc%_i7HA`QtY^y^^7f_`8tVKpOBYo8X zR}w7s={{!S?KxHyqVh8#k>J%X_W_IVirTzcB#_!tKGkSFxbzLkH@(e3*Sj7y8GyLL zmX%Yojj3` z3U_v52H+VOhv5Z5rZ}MyZs+C00|5rH#T9tCthn6cq&Buc#XQdJR-}4H3gt5FSPyJd zTVvwXdwWqmM%Nd0XesOeP{u|#5?e$cRu-QG50o@&&7C1%nq> zc@lIy=u}%PejfE(RGOO1=0(0`q9&S}7Jj~Z*U_SF?wbGBI!+=kinl3#rdjZSA;qJ~ z2FKZ#v^cESlTp^GDA6B<&uieftD7Jtdj`6-xpH!L*~E@&TgDzCq^+<&26dsrADwp| z_sT1}zqe*)H+S0%$K@35pz@$#)e6yZB7G4&MOF%7=frpuT_w@JqEbIRk0Br768x0Z zE@ya&z1TiJ^XlqZUPCo$e3IV$6iShF=pZd$mVoP4Mk674L{k^36G`*)~?2nB+b2n2SS=+M=tnK4e zP675Fn8maotn=t*TFZas_n>6L5^NsllaV)J#+QY!?LAu#TBk%kAtYDNkx(0H<_-bl zsy_?E?Mkm9SRFlA@zO_=;YDqPLY$}i+Uit}ozLc*kD}7Is3>Uosh@TBDtYx?EtoQ9 zhk|isMWD(VZcTXDvgnVUW1=n;t5u=vnl=h6UqwUL6HzSw6h>hMd?9%`QWVBA&$?_@B`xMUTTvZeV^tqKyXK}K0{cI(wlIQ#;*GVS)r-E_#6U7w!#jlkO zBXdRSld^GPHz;u*WR4_zoZXGcroRlkJb{@K_c0_PpMWm@>2{7rNb36o|0HPRK?inE zYiX!~eZ=&>pMbv4+S>~TE|U<)Q`YHNGTBJx)b+9Fsk)46z2jQf^r$y^ek}AyO)Spu z&}=fhx6j7T-6nhoyDkRZ+(pz`57<{xJ}4ZM4-&^y7twScmWBAXyJFTxRiC4>TX5fE z>rE={Tp?DDwrFu;bi77>0FGp+yweI})RV!AE;sY-j8HaL-SFi~>6^SEc#9~ST7 zqP3thp&0U3hm9)7Oh>x%BWhik|GO3cm)Y!ni>pVAD@cFrbIAiw9Dif2(e+^HNiEP`WV0Ka^WS<|c?V;^7Swi-YEBa?6y`K~Caw`h( z`3>2CPxOa#(!}*&^tf5SKseT`_xrpzB&5`ctz^ZA=5(BeoA5YjcoaRqPzMN#fEA|d-_vWf4(@N=*Z72e>1&fxYcgp+6p+cp^wHfB z)|T*=&JX$C>#8*VN#$FXtZYLiD%!8;b#zfO6JU}ksAgf@Swl$V$v47X8PD6kTgU43 zVxkvZxAoB86> zHvSu-IT~6fRyG}gZujy7D4Syk7Y?oA66-+%^6BTho(<$l{qg}7NV~DmEaf)`k`>OD zgB5`K<1OHw8T<5&T2`7c^+UrsyPpUIK#+bPl4jbmvhP643RzOAY@_jG_@0>x+5CAG zvOapqeQIg`*@fqL4IlGZ!x*X_LhDv^^FvT8=h_@TYd>@Lj_p83bx?RsFRS=|*7}tH zS0;1xp0KTI?W)i5aRS@krPTN=XT3;(R)$Kg1fiKmSau1oZENRid1;=L^u;@SS3n-T zSHKN;Kt2H5*(#b4l>a|bIL-ZO(H5^~46xr%<&ZCi07c3g4YBK$rlP)8v1tA=B3weo zV{FTioP>T#koJ!CWLbqpf~G-V4_?cqw2rH{#M>%koX~`<#g`aGcJY=WRnF|8%}S-q zX|{)Jy@y7%Z61q39~pL*j_1NRVd(Eq=O0)A8B^}_9!Gw+*jqZ8+APhNjy%V5KKCp+ z8MWV(n*Z)(0RvW&DO?XXvTQUYSM1x1p6}lp>$^pp@=Y!~_6bu{nX)5kSvqP}qW4}! z6zptv65s}{u}B4o6|kJ{QjMD_2tlbQu}77)VwHZu@8cyfR_#pb;Fz{YrY;`lhFNw<*tV*P6Ds zJP!Lru0UC*@tGZxT+BqEl(VeK%8vg>R9PHEA7qko7kvNJuFfaP0I-^Fr@?2x-{iG# z`i!)(>|GdPXNW}}AB623b@uLDH{h4g#wrL9{p6nY)Y-S0~;P{{M>l>+E=hvIl? zTES+fv8bOHsN8YE+e@PgkPW!rljZ-M8Q1~k8y0;s=V4#o7#NN}V30cfkt#IcM8Q70 zls9CpYcIn)TWwp}*zZi>eby*fi)HRk7N0JW#nlxEq7X)B=V*FGPNp#9$k=D2MFy@~ zeNI@_$LbqBbJ_Kl{abxP6xHUYVU?ZUVe_R(trD5jzm`+-3xmT!bL(a(&K z86$n{T25Og6s&jK(WbRjN6>Q9j7Tixcx7o6>;|z2eTZ?7jaQcJ*yr;!@TFv=7#a&Q zFL*q}$gRA5g|6;z-@0z_-dV#_H1%tu0}{CLQ8(>kj5_|>%V2ZlwbSXzk~&@Gq5*B7 zK(Xfn_u#s;r*nPUEo89C><(OIefL2~@8i9UBX^_QJPIbstVoKyKMt{hG=DDSbq)H6P1V%L@!<8AN^7snR4D(mAkr7WJG zX$JTQ9N{G9Vh^`l0l`YxRlY7cLMpHMIPFjdDSb$FlW#JW{?&>PFGd*#ai04M9QR2A zJyq}yHV3A>LPiqSL_>!2JDDQb@5p{OMTxx#H3iZ*nTWlu;Om5hI9pzB6`z z~{$(JBsBtV#4)|tn23aR&R4!@AR)Lq<4B>bAo zV;Z}Dg41l-M&Ex-^xx!7Y2LUX_>JGX;UH}*2%rDk>4H&+4c^JgRPik8ppd)kA&Mj`c?QX^IM(f{Bef*q-;$;&kv`Z;NXBUwt+M4VhF=SYhPR0}0^ zw!^jjdoZE7q9=72P7aBJbpJG z4P(Ybvxpw&>!9@et7d-Ukh|>xGAMXp8DX|?#6u}56~lr-dQC{e+wyp=FhW>5L6cTn z@4Y-Tc_GdaHXCJ526SDc!3;n7m{TkUO*hr=uu;p{zR!xc+phY4 za}!yTq>M{naVj*m8k&UsZf|Vy!=H;x+io(E~DJQegDwt$(O{?i3 zI9+sbMx!oLn}>Lu&k5Ss1mJW_$Y*fc+c$B)l67mq1%g1^zo8_~<^_TUS-`KpBE~Tj zC%e#k9V4bHIFI5qh2TSfCI7ro)x;j=6x~()HAgApC*2;ELoKDwvRbzAofN7eBBbH<2Jq_8hggZLI^XM3LQA#bMg+q z-k;7%&%~O>|7!N+lm^|{*kj!Jo}4p+|opD_8qoNPf1iD2C_7&iO^(=NlA-w`F+niK^C4$={wmbGsx$NWc$HPm-UKK3h!mAMN*WG1*g8*(6! zsPp;#IkBAvyT6X+?DVnMCW1N1#Msl}tSgajDWvD!u($jQ+(Y}uz4AE6?iIuZonzJk zebLR(tf&?B#$DF=t!xqZ)qH;LX6J?5Mlsl5)eTtuXO7yWw!RmPFU^J58x{r(;23E4tihdP)0WM4%wvq$y6Pu(2 zb+JX8UQnC?d=6ZJaz@>r)|XYWO_yb*Xm=3Spx79=j?}__aVV zdQ*6~!vvF)mE{SiKiR%m6=$N)=ZRRiCE_Vb>)GHG+zAkb_fE`qD5$kV)8y`Ee8 zJa^yc;wi98M8>)tcIB!ev^kH~so=@hUI5g+(DhYB~B z{9FzjaDq@T3h2J-duFyY`lGGC^0aY8LT2IaWgb_~`;bYA;}HB{oDMi?^vKomcXq8` zb4!ELXj|$88wiM(Ps$GDJtMNj+VnkXp$ka)+tZ!tnwGEYhHj{uv(KE3(tFR}`F-|3 z@21fhaw-$rF<(E!0jUlUv~Zi)Y6T*t$jf|6s6KT0emxI9a9Oq}#C1d6!Y>#eQ@ps) z-W-0|9eqc7pfl63O-7lGI$8w(*EVv91Z^R?49!K&jY$a+kRQr@p>(6Kh6O}4DoxHqG-+0E-nU{72{#wzt<_?Ki|dR(>%;= zxj7{&IFcFR-2^}7H~58a82VBP-~6(Y6!m8phrt}2~!60j?NNhlp6e=h+kU$g#yskK8NGg7Y^2(Gv%d2(eN2=jdE0M|0_?xAOKB-2?V4&6+86 zYBT`9o={tVkhMgy|K=!z{gLHPl61U*HkZF*w(5E2LGzXf++;X_?@LW)$-OtJc{S;N zG?U`XR|4N8xIitU$t18?XA$XWzZO%Z; z^R(uz!+ERk$hT0kB#dZFOI4FT1=3}|2Tn7<$IuZ?YOAm6@`d4@V`{E-?KNCwDK|iM z;&|?k1k+K4FRE_Ni#b13GL>HXz-_IAomqkkd7uXqivLtQyS%0Xot|(C@+e+*v0pzu zu*3PxNjMNtMUcl44%^8wE>rV#p~#j6*jR@6zWgxfe;~TnDP{VBk(J~omXaGqtkPW zWz#s>WzTUngC0S@VD~y#@h+*-qB*RjyRaZ^aWd>*#@HwibWzYif%vfYO$r1I^v zd9u_!UW4LN=Qym?Jg*TA%2^C~yCjJzpkp6WiN~;XPg2n{el)Q{S92uZK|dA^CG<2K z4X|PN|FSeNO1fLuCAQ;rlTjml@9O=oqs8rZqL@dQ>tcZ+w?7? z_IGolzxqb?c&q|mH<}oMDoR30bbO&g6Ufm8v$$tdZ?8|3HZLBl$_T5G7xC_kYc1zq-tMe#}AV zL(2W~^!AaaiFD4#MJe9{s6JZiKx-OsUwM2icxd{05m<>4RZM7wlcars_$ z`L0wbPza0rmbc3hh`eNjtm=>1X`LrZkmo@VdG*kmJl0pFd6uCmyaXtvj4VXmj}Ovt zCMMZL_TyfwAbNaB%bkcOaBSwCMw3w?VMmOFWfjy{aZx| zPPZEE9Cl{^FSu4@yXrE+_in$MczFCUMyG?>K4iZB{pFOR@S+MYg}F>$AM=W`=fHh;b)*;ei2y#n3;2(CzZq!y&*Zj?ge+?n$lBEMsyM2Q)fGSZ})nLS|Yx>606sb_ioK{=ng1%r z@b&!~mf5!CFW2<^5@buWv161ZcWo0Ep%WkC^@6ss$;K!t^iJQB#p5kkCREgL(>Q+- zm6wrk>l0&{e%F4r193CSxsF#BSBCRSx2!K5x{` z{5#$B#;LkKD;1ZERY#rb@UmqwMCVv<>b`jxEM9h+myqe4YFYgkca;uT6(Q)8d6~y_ z`*>*0?Cp;1M;h}Kc5St8DY72_6HsOMYYDDLzIg~ z^zJ4=GsqvQiDoZ7`X^0`kjzHvD&01p;UmR z%)BU;cTMl_t8{*R}jnl!&GJWU6V zqjex|zckCDS=-t%>wz=TN)u!XR)&hly(rr_$KaciTzLrj!?NTl&MX~smwHTIJx@06 z3WATMM2pdgww?-+e={RUepmmh#ZYNW=dbp>Mi;f0Q+joh z=JOuGXvm1wgW1+zy#dnI99!B0r+B$vbDqHYsogg86of~8g!T0QeRbK~I=>|1q$;@T zEDHp}C%3FM*d1_l-%S4#v0xD#jKVz%DR}W&TGO0`tX*{;-B!0fTHzO~6=_3OnE;9` zqnwA=$b0xPqg{r`xS z57|hNuwJA7QPAvj7KE^uUJGJ;b=c z;>}McQ*;Y$5-qDeP;qt{`?OZkulaswj#$5VQehtzSvy*`X^>}dK8wA)(vl%)y8LPC zNCV!A-%LxDY%lBRHV(*K;k))mvTjQ@=P610r7N7e>#`%&8AzGyGhSTaeB_S{L z^56O-VF((F80WYO=@805iEdrVi=Pw{tN2`)BRarKW$xGOf5?EPVP}82SRJPmmCi1S z%|^>}Lu;daSfGowU7O!-3?~HdbaYQqAF{eOP_*bhX17nyZ_C3sNtkG!sz{w}|J@)y z*5ud@=+Y|ou4nrwDG6Se9c*j)Ox72R;Y%`gxQJle?n+*lcu15Vbot-Z%i@yA7ZLrp z@0D9T3F%v}H7^JEhOR&Cd3Oo-fC$RNvAq7}N)qB8mmTvxx!evELor%!CZf%=zMb{( zZ(Du1rksTB=DLd^hdSmriq~nGLgl94Tk6q%o+YB;CfXS?e96q~rU9oeDImzdFihgJ zP~*E7NL{%F^7XK%wVR|on?r`Wqn+2T0s;EAUzoC=3vq5Hh<&zh$2Lwz&Kv(+_?2CI zKjOO4I73;9R@qtvGDB6j=l}b@E8Sk}Mszx^v?T3i0Sat0p%1fU-EA8dn=cPiOe_ zf;B}I=x>1zud@jU8oD~DMSn0A2C#Ij3K>d(F5k=0)~STS>V@MzK+b{GR!_tm(Vy8& znur}jc)jj#7^VUy=?eaiMVzCr573&JcEvQ%E4SJlOi}z4956clCWJH_m*f?$I4mI% zhq1+4q3i^pxW{JxWyXWbYy89RztE8PqzbtlGyd95z7|A@*uu=fQ@fyP?G^RD=e;x6 zy^%BMZa7mirharTC7$&qP#5i4)JF;1OhOC|Hu7wvhXHYWck|yRhSTqGcZ>N(+d^-R zciM_hblFt+;^=fFuR!117Fe?#GKwj}yD_P<;aZZaI$t~f{^XOdB7Hwwlys}u5EFjZ z5U2El6e=ozx}0ez{{w|z{^%WTc})j-*K8lfE#OMPE|P)F7Rw%EXs&^}B`^fXLjr3I z&?RdV4tN}%y}9<)+dY26VuZ^)@bDEyk3!v^n!&Lujbz{3AA@yCXMv=Y#9cF>VA#Y) zPalCCn_cVBQ+XR0j%MLM1Bd;{Tf(@E)27s0nlO?+}SbCjz- z69?SxSD#3?3F_pFl>*1sQu^EPK%rF1Y`~vM&F4M)Ym8}algKoP!&f)%W>8yl4#bo_ z8(%HAlD|BDB=SYAqFQF45{0&o_;8Sr%HRcB3G29cqJ*fLd%QWX9bYg+jfXM@w^-2T z6PcfPaxOJWZ^C;E;-*;Ij5FRDWEae}W1&%~+%3wa}DC)(j1LY_f9^`d7wF)H*Z7UePYYA*z#q4q51^87|XxtxO;rnd$)`mhHE`bT} zD(F`-$vU}N0K_KsjUZYC2}`CC^G3Thz?#`LRJ7hE^<@oVOeDDgA<`T@&@qYb*^7sM zOk{3Jyf#limtO+xH#(aFJiN(Wy%zQR`f$n2fAwO#9W-Mw({{@JFAzs$yq)LN^!kX# zPnSqNn6K0Rc+7}}rQEN|@vXnr+1{9ES}{9s?zZJa%ue@z%CGSez$qQ~dCOHSg3_=4 zDA)i-I0>zO=?V37Y^vc8%Og4B?e-MclLu%wgI2HoZqLNM4S2Fi{TGk?1OB>f>~^2j@`72cm2P9?m3JAbb>#0GAQ^UoWF*lC{p%{or)VZ(?bI~h9) zofy1|ne$v!Gp4btJEk5>QF`r>*u8r4*7ZbVY?3v`?K(its5CV#0tku2euuA`S==tq zbjY9f#Z}_p1%$h1SO2_sw|U!WB_N|~nEz!$aAIscN>mXldp>S+EODhmeF0S3+(jtK)PJ1zI!*jB8cp7`aKDqS zWmw}UsrwafjN0$XrN?(8e$2C|g^Tk`&Pr2Kdp0`~YtWF+B@;W7j(2*~tY;b9>i1Z; z3=$?H@J)E#aTfa_sCXz1y2S*00bLg%G~`-1DzO2A0LX0|y1`$2-=k6uh3F9x-=^4i zn|{QIbO?vv5WdUVT$!Rh8#?%Wq7dUM1Ibn)>O`8D(yRqHfo^>fuH2JMKz_;FN zVLdZC1Cpq|Uctb@8*a!DUUq_GIiqmeONdhYH0As(85(ALFt1pU&CJiQJ@h!WNkT{J ze!$HxVNULHTT+ht`GWV8E+MB`LPHLc(0X*fJ0eQ_O^>}jWf{_&jmH>OIHMxLZLm(y zt4uju434eyum>5b4GaB>loD5ybJ~ zNlm)KqJq?s)cf>2)PRJO@B z7DCx?UP)bTAmT2b#O(}naY;9g)BZR+qg;;#w{$a7>AH{y-oV zuxe<8YjC;m;Vz303Rp#T;CQWE+_l+Nnp`(r&xE`4i#+H0O|txUl5*@dgMow*Cwlv` z;Fu#zD^)q)119kQ`x-d&t9b-MmF~nm<{JWE1x+w~TJ$lIm9Y8M7zAn`wTL)r4Q`2N&-l{Yb4Fv*0WIC&miC!?g$75sa%EI<=);>v&1mlOjm}I8VQ`0pe*YNf55dFZ2zP$~8nO^G$N(m1= zWa^fXk3RIql{*g9cDt?Lln4~LN;27g?A9{p1pCG$PoDyGvdjig)vJC79wy}|T@i!i z1?_JdWy#YUwmQhOs86;Yk6wPoc7*bNwXeFT)>TYh6}$|h7mJb9jSN3O=+5?C3|}2v z$Q2xm1FMkn2-sc2w&TYGj1QZ(wt?He%`JYW zzlf_DQ+cETJ~~}o3y|mMPAaX8qm<`nLBMaf?;#?FPFKfFfnFq?%q8AjE8fxCsW-#b zD2Mb)9W&}s+{huy>;ywW>UYkBNe?AaN~|6P``2ekoWyr78a7WV^Hw#NwdlGQQxZNn z$%0+(gZC@h+zbL&j~Ht!!oF3IAW7sesJP% z*wa;4H!ewwaI9sz;CqRne>&?qMh#?Ix7O6zz9qPM*ZiaAB0gf}~3h)Z43MAEI|q=ZIN zG=1W6rY-{SYmvX>oYL4g+540A-g_SgsH@@A6z5?6IGE`YPy=c#A&wR!u9H%CNQp|+ z%!tgpTLc8{`H4p6kKmLhhT2#jsQ@JtX2;3~k|{-yY|8pEdWpUCs_G49k4`V9LV75Gxes`&t zQDU`8KqMH&exaCue_1&%LtOX52ym52(A~Ef=@ps0Yf)x!D>29C{c6nV*H{=wh@b!Z z`p-nPe$)qu)#yM@c0!rNcCSTTh-K3YxLpd7^(_I~%J#*b=|7X&6G$d4T@ckEU*RYD z`2^uT96J_z(Num;O0uaGvNW=mgK(zlB=Gp2w;@?zJ`K`#N2=-uw$H>cLP>u!CSLZ%&E-D-Q; zIiB5UY}S|BilP*ql|CFtoZU~RF3v>enykq)-VBi8NE}22&Ovop$+M|D=7mFXRp#;i zI29yWA}pMCc>^p~Fy$aWg>|XAxP!_g)oX6W7ecHuR2({Z#lzPbWshT7<~@LE__(i^ z&Icu_mGkjmDq$HlzgkCMrJp$28-$YGyTiX7ZIq7ow^gOSTDcVA^S1go-#r`E&Vj*$ z!fwS;=0Z}oT;|%$jgaRGOu>dEljX#eZZ-Z{=`y+^%x@My@2 ze-RY-vq@PcHK=Psr0iBaQHbPTx@%LQ)%ET|iP>o~+3>MZ`%?>B-B1MU0Lc{Ov+Q2Q z%u-K=j1coUN9mN=FXnjZGgvM-L!cI)Y3sx^?kHO zeU~e9kBfEsSA@Cz;t}t3(;~BO6d#2f-?nl$Ha@cTX7Yi+Na>}PbRyT9>;u!p=rPHv z{YARHVu^rlprgyesk)G~@H)(8+&~N>WkB6`{ZO;ynXluRtvCBkHlD@0dKt^J-n{we z)_SMhLL>9)U#6>Dz6#s3HeVa(7b$lK{Cwx5HRb*ZI#h_#*Vq4@Gm9)k~CO5LV0dk?YQKN<}a#}+c#G;fZUF_uX4+M_sqsj>5h(oIs^nH zbDKQfz*Nnz<<@`l-(M#ffOu6=*grzx{vDs~<5e|ZmW%v?dAgBVKOc_F34Of0?_kSz zQGRQvkDD6}X7M#QDD^$tNn}TM)3qQY_Ag$ICy5E=eE9<)muw(b#!(=w2D6n>VoTL| z{;?$R!jtXhx^|;{S-1O(mu2ospA9`ui>t$ZnF<~By!lLb!k<3PZ#Q*0|7>zV#5WhR z9$s0of`Gl zflrL%ru0E(4Q$1igo{^a_Qo)Et;VL=gPCdeM;YU3SKGQu__8+&M(r{$5cStDJ#uXj z#`aC77N@oBIz&SuBxVm6D0bFefBvTA!9XYBx>C}fP1KuOS}BS;ZU-OeNux%DYX||S z=Suz_^l*(>n8SIzm_Qb*rjvK(pG0n^*UNMU*%sUyga*_O^(o%&>d z_=T@yw}TjQAv@+Zu;WYjHWz$hp5AhJ)*RMgetSkMIw%V~HGr9^{_r-SXLVqZMtJH* z?TBdb$|f=jfV=>sO*oZ-8<~1q5~;B2Ztot{ohuoVp&Ubp%n&7Pp;f-1B->WEIlUbx zq{wFJ@x@I_Dk<2ns)T0VkFt)H_cH7?#9Wp8QWAaA zUB1dRsd1UCa=_uibt!+9dx3i@HvizHad||t4qKe9lwmy|SJ5vh?_gOV-8X{c*?mg8M~GL1kRqB{H;rerpG z($BR|X)o`X$2maQYrT`wnHk!W2Ky>IpwF2MH_z4>-qaqL~QSYa0{1aZ7?X!n)vnPrp$=0h9_+uk1D7cd?3}yfA9g{v_NMDMZ3g;rS3mq4( zq@5?cylh2@j&(Iys~|l<);-t80MKaB)yQ zii6Xuw&>Oy3ASI>?xNf^v`KgY^490`QMl=vUm~x7qc{_Q@ZZB94?6CqN53pTzV*x$ zkKIGG3^?B9eirjhfMHd1nE&4`!iVqS4?Q}!lxo9`pCvVUa(Bg+NEnFVH~j+lWP7Cr z#T8ZVU7sf*ivtZ_(R<-+I(rXSngwWMgJzGEs6jiC77FX{puaKui05jVr)}rd7M1h% zV8%Z`+_KP%jRUP)mJX#7kd$8#B@!4E<`px z@9Wlbl2uzM>_2w8usgnChN1`AR zqfPa$pfm7Sv-?uRqA1&(=q-XP#Rw@%bN0Pv;^+V1L!y+lYLp&!5-679&Ej)ufc9<2 z)ej0D-bTWV9d5rA1}rG9g4OWJ0o^~c_nTA#T2y_WvJYp%6jl7-jx+V{xiBFA|`?7*skE=0*FAgR}P*ZxW?$~*tBb)g5(9sIb7XP%O3e^#+ki*FU8 z9sP}H{-kp`ufHjOAR~en3whri<+oi1y^kEU^ipgYV@S5jkyiNNy{GiOR9D1b*u^_E zN7+p7e{;H|l>v{ENEd3}=*1P@yR~hJJg(&x63D_=^-n+WPUPE(BOXo;aB<;*w^lW< zudg^YaGqZaCdF&|r706xMaN-NbiLwEPQdd-rLQ0Y=`+Al;2VtPy5)xTpQM7T|%b5&{}m^^a{k6HB4@U1KpJDYcuK*oRTN;<=J z3JeHRuUJ(LrO|7N8yVl4WgTN2B=HclaTr2f(lwZz-{ zZ;+9p;_#YTN4^iCCbEKCd1t5zt_~E8a-jDj@| zQ+5@^1j+ZwO1_nOf%@$=dWSh81?L@M)YGu1IM``E=J&+0dNs|nfCh_Um**i5$IFh8 zZl%z7C2P<$wh{-8a(&MpRuC7O97aNm3aUfjNw@E`8v+k}Y!21T)*es= zzhgzOs&DnZqrI61R?R5F9eC$8t14dSdr}3VprQ>Z8>IzTGDyqoMVWvMTpQPS7%&0G z0%DDOuCg%XiEM5kEs&_WtCwt-iO)&gZOqNL=G2gOUZw;JweHx^CwF4&>}GW|Vsp{h z_r+-85@!5aF6}j_ZdM__%bX1}oGeRV;mIqSR3TCx7ycX3!aEiconv?{f3rq}`989_ zkTB3ka4weZwIoH^c#wRrlLdUA^gu54pVJVQQz@&HIy;@{aoqWeMWFSpi&$hr~kk`v5(EF%R}|(_RhbcwF4q*OtvLMr#Q}O zybSTnuGc)%Jd&H1c=xkJ?Yt(9Y{EnTBYbdn+``|nH!u_=UtAbiJy#j-6s>$FGSYms zpVH)}aL6xbQ;3~_?5l=Y-GFzS@Y5Q zUFM&o2m8@}20u3~ex=*m&Y`)>09Rk_LQx_v4A0H2(*lom4

-suL9%z}&+S{Y?Dd z>~~Hg`1d69`C$DK@^~lO+GBJAY2&G};4=f_R7Z0TI?5Ue@47vQkb#hcq$Y>eV&1YJ z?1|@20KLqcLrB92X<$|@LtbXAH#}?TH=6nk;-SR{G)a?});*x7i0HYjoI$!E?Qpb) z)cTmiuF*93-)#2mjHsP`?&h8s`VWTsr)nJCxcTA$e8}a#k>HIZTs%%Fcs<;ThVXJi zW;1uswLSmJAkHRRnr-d)U$Lf+9o_y=CxPD^67ODh&0d^RdecOJ6JM=<-rKp}R`Q=# z98DQdf$$fjVLHUuWW&j~9q;k^u@t*Cb8rRQgT(=Iuso?Z8BdPWT`pGzP1Rk+n0SN> zNHbp*7du%^`*YAtO!*wND%Fl2BS0mQZ^`+!5T(V@F zpvLlI94@2cwiX~yMn}>bmKpckvrRO=Ng^ce>{QODWHO3jt9q}VbbEB}{ps~KPs5_- zJ+gN4e(`7@(z<;s3-zqNJI3lP?Z*|8%4b-=*)k5Tm@MyfGT=Ihp=Z{Y;5=%TL!>t2 zGdz#I>S^{EUZQWn1)3K{XJ|7z>y#16Js*v}QV5q*{;5He7LTWIv469cmL*w9#s+#I z*#@jGyvDfUZ9%MgurRk>;TyhO6}%m?ipIP??DxlLXLcSi(ubEu5H7S?`)_ynX_Z2E z&WGEIIm`PvE47TSxx{4-94kbfhc=P^+mDBPU!#ZpugW=_AFflUi8QJI(_^r9q&Ka+Ab1!a<@jv@j@cjJ*_W_#ZjxvvHh7}@05CR#Ad_SXc!LcQH z-t#v}3+X~L)iWtP`ddPr;xk3sWD`u_W}|U7bZ1X7*?O; z;@r8t|Ev8)*!dlLZkOGM-NADZko|bZCQY-zu*f!?2^qX%o1ap6Wm|?`2wAP1P7JlJ0ic?3C^FnYOyy_Rr~`s+dRr(_8B8 z|AdDv36d-+*Wa{BL=j{5a0ifgYPNA)ro%m(cHK|E<8x#blRn*nSs+943bhJ;R-dAu zrJoTnBK;5WSysz{Q9HR`@O>yGTms_-B{j0q87d(yGAPzN^R;u#%@gfan8AmF@8k?; zx#Ke~!W(xd@DJ&w^(_$3+vlaOt3rNwbX@#E`z`4?B-v|H0W2PB>zo;^x9gtL(1sCo z5Tdo{kn11$%kRi$ED!v7o4=p-3#c1Ssto5*T6Ks}75mW&;d)=A6At{nC=Y%5vrCET zZX(M)nE!YTi}itcd#ltL;I#bS`F56{32jb1pMuF1cNIy7KOZd&-OJ|`uu8Ja3L(A} zLFS;>cNUMUB%Fy6ZP(!y#*yI*>0cr6x@4Aay45ea`@J|apcm!ded&|~?OlP7TK*LHTDN{zk#1bV?-sL4mxKbg63i;nLODHNMD#Qns< zXfLE8hkpQQQ?}5{sTK&|2Y#u80ed%T*YsMy7b6FJMghnYNN{*id$;I!7 z7v6bcF zdQ~GDW5W0{65G@8%+BxqcM}=x7M;mc%wAv(rB%p4sARmxtYLN}xafoI3qZA4+g|Nv zw^Pu5@#xlG-T|QU-6#!U$td>HO+?3BR~WF9|H4VcC7u=1#4&eUR~0{Xe>V(P1>O9D zguIB~e34x>gdq)P3>@-W0^M#ecE=I#8jkrm&t=m@M_f)^qR}2OeyKQY3hR?64{TT^ zcqbi*Pf#;`8P9N#n>SsIp7b6p`@KUP8yU1*czDr=xmv^w>NQBGLt2?K1BdE>4Kl-* z7iS1T%ATI(hHXpGisKQvwpIG~bxn_<$UY=E@1TQGZmd%^SdQ;nX$q~%ohXD~Kr zDHJ!96^UE3wd8*hF7yO$|dFr@TvJ8Mg1ylJ$LK%bIWh#G@8&pPzwr zxHfHNBwekWS3{k7Ua2Jg4FY$jXZPM0{Sm8nFOB9!=2ch>`=Q{69!h4}*EYDSGcArz zh`mrF%I0D2_tw3@A?~)Pt3wUGx3gD|rK z$S|dlF3+ba;b)CMs7+N3nPmXy{~^5^*8P_~_S|s!-=O&oNgMxnBx)>%L2$?`VqWcL z^evpVor$G;@wCC>?QV~m!Bqrc4;n>(ObO#zpvxHff;P{Tv++T_B-3Oklutc_)}Wok zvX%?1elz?I|8%<4>ZPz1ldoKjow@i^BnIK5U&DlXM&Xt8XmK=WF{sjD@`8V+{<;70uPDUQ2cfhKVlVdAC(IfaNu9;v z7X)#fN~R?d3=d2qVpB(TOhHbO3`7hXz1xoNbkNDryQyyWe}-yl;>QzlBVFRE(3wzP z+f}<^_29~qBfbIxSb#B0bgd0Is0`S(pRuvW=N1SA6z@s@&8OfWcP7b17;gvyJKxg1 zEtYL@GlyT<%0Dq)mR(u*vprr?86WdnlW6MZ8~F>qLz8d2qrI_On(E1mpF7WC+3ESD zSW9S?KDc}zS^=Qwd25plDGNjY`91#?gwtx?@7zVNOmUDsY`t00J?}ZdO1H16z`(%p zp)hrj!-Y~z{Ic zP^%&p_-RXH`ZSv0$AC>vx6wY8oKPn50gp5NRX^8*V!>(j(2#oJF0Ovf2H+d zytf0;GF6rPu^kq&$3g(sJP+;LImr zewHcl{6F*G{=2)fxgeCHa*|`h^_NsijJk=)C&yYoZU6=83OEhxOz%&ZDN}PadO>Y3 zCCv1O`p@P|d?Zx?R}+Rk9q|Yl=Na1MUE;u@U@=^RHYK+Xeuxt$7;u?$)a2@EX4(1^ z->awdJE~I@Z#Tj)MHa4LWrmY$M%|A$Rp741RM`-L%p#i&R2*OP-;MWRjZKptCRGm zh@3G~%Yk~^Z)}bQRQ^1zTIgJmqGeMUR?-!%JZAptmyv&LBw1>$HX_73 z@9n!~ipD#-XMZmJ;~WJ7F%jIFCIg0(_xErMe#WiLf)H(aWT5Zx)*pzh6w};46J^IB zOSixSzPQGYM$yrbYT9}t5fh}_XQh?>qwuk}q7{A)2H8msm3~v6U)!jtoH;GkxBcNI zdaI^}6?plgACht-Kl4+M&nN9{S5VXLuVU0aG&P(VPF6^FzsU)&6n9B=fs76m|Bu3* zgmanR{Ej9+sXKv`iKZgPy5-01s6I+(nu6^!Nqr@2;CM)gc1H-s@_b72E9Wrf-e)g@ zUFQnW6ajY7CUSZX-eP(0KclG~lN(HYjR<+4sn>?mg$qTRZLi0(rpE~XyIV4e-_gWr ziGW&+K=)mg-rp^tjpA!mPtm)e_~P0P(N2qH>oJ(?qy?j!vvno9tf=(qp!Qv_YGFhl zPxiB?)2vC5P*P4l{-3_@R~nkY!Zba)sSpd;{1A8N#C6VbQ-_zzY!yc>95rDv8)E40 znpZC!=74iu0jvLKbxMOjPSth)(%~%q3a9NKk%TSP8#2WjU!$R4Y?0Af`_`>n_ARTt zkWT%-Wfc^1g`v@E9*g`p*Cn(Q*gQ-@;h3}H_|wfG3xq7*WVuj3%%T{vR)CB#XA z-O7_)Q(L@%wnkm@G8*kF(C{8L;SZwv-fwHjQu`Rvrf8lYwY@O|p;3$V4>v%ED zRe#e$6)^>3>PJ%rCZHf4^3}59+sz1v1PF~;=k&A z2A)TrD^Kd0I7^+s_|7n4eXHbLc2jk~UaU0OYs``NiaV|R`*;2QvXAMZA2By+aNSkI zWz^&_m>O~hhlYaNkIaV$>Xz<@j6KYpri_O#PrtNH<-R^0^3OusC;UE@_84@oL4Dah zX|SB)vX8TC)&achsoxi526VSvCMZc<9K@CMirfKzC!8vnfBPZH5!dat^jnE*hF)SX z+u@-`Gl8O~y$4P3*QI4hunXLJKdmU^8z1vbp-xFr{J&R0N+TM}AQGt>f4Fnj$ip+M z;|PlTZ=(^T3!?Xul{`5osT5+;816+iBW%LR0{6xE0|?M&JefZI-33#Wf{FAM+p(oH z^7|gnpVMe*TG&A}=c9DyG0`J=T;Ks{@%r^~pLoMQ>{O)P$7PW8yU|{dbxRxQPDSW+ zZ`pl&bILYK(IcJL<9@RED0)o}>3A5w=eSk4R~Q{N)fg~-F~J>%(Aa+AT*FB}QMFt@ zdCpOGnd5TZ<}in})bKWKa$0B-7@KY^VQBa7Fk!vehkCP%6jYKB;j(#4?w(jtwIR7s zJu+Gbmz0m)N|FOSYZ@W!T+AhYNwRTJ-Mk>!-P#HDaxCTJ2AldI-+8Eik{W6s>xYa# zuze1^`A!OBBUau(oKw7rVs}GsJG`0KZe7|l7 z`fITn5`z6AB;Gb)@Ak2)EivZm{tz$TxG%2*@qz4D5Sf7~1-IXxgqhzNW=(Z^L{XWU zUY}~FO7Ym#6+$(bCKAf4k|LTQ$|oZ3w6}Cax&?Y}r>U#E#b*?A{RskG+Ts8U z(*sAET34dXUJE3y>Ee5)mqxNjX$3mnE!zY$N}1ZwKVA@J?hVM?08ZbEK4PCFdh0lj zfZDVfenD|BAl786apr;txq7tXX1oN2yjQ>Dork7daTOB9PN88UQ(Z_AeTB%@-RldOLAZ~I%V>e*=O1}rMF^=Vw}Ca9@cGq^HOPHto_To)vfiLGx2PuQrAq?n2!T-DLih?^JFB*_#5D54MTUY^%}eMuK)7w zp$exP*H{I8Y&4jL^X4$YOqyC)7tfJH@Oldmm#_1`HY&Aney=_mqiMRvN1vnkl8)2w zqsTpry#Z4k9h}Fz?N)#Nfag0{nCxP`vqy;ucfLnk*q(UsE!-0g;=R_acjW&3GJFI~ ztEdlD_e#`8oJpfWDavuCmwcqC~>tdg6_Y-Guw)7z%^nD;4 zs4TU6nrA(lc92_Mle@gB-k@WiJM_F(ISNt9dR6PAD><*47;9coITAU#oJxBC5|C-z z)B&wNUbMK{u*>Pa$0iQMO$6rCoF1|<+IVeH$|zsxZKR9lDSeokAqSzq$*ZY-c%L~U z0XMK6_UR~`cVw4YCNBxwbUtZYAf1Y2%P>ue_t6lsjpEFaIVz!;etxzVK%8%T`!Zdl z^1~V1ZXK?(Ibp=rmgJK%`}aA`>ENllza6+f3yA?ghuo?I(mAHeL;@f1tu`-{_GCvu zIi=Kr!o-!Ckn2j9Y)61sp-;vhj9)8t^#NmB(%Hy2?N{XAPODxYNavb2Fq8*>pQ(UQ zHvQR&783gzl>?%21zDi5@T_^2UK|{zs-$6BA-fZm+avX4i-m0!5&%PcR z>P1290#1yM7g(j1-JMfYcpso;1WNx<$ZqR7~F0lo_F{zm3Ljki!h zuh5GLqC|n8@fszHD{zrw@Xy5K)`_|Z4oNQJIVpJQYRTW3B=!V-ae#J0Vom{TcQGw6 zBDVv_bRfo}(sZyg{Pe9X>kyzkL9r==pkm%&OD_C|M%%|m8bee3W3%@5X_;C~BjT;t z@%Y_DoO#m0A%yC6DZwS>M^^*igp8(9vLV8nmsYsM_F#^+3i`~C>7NCdI~a-S-dGAx ze^#pkC-9P%LeCUIKPe)VIUB$7J&_Zw-;i30e<)73V^F4Ih1$j+Ua7(YL=O2V5PQXeQT^RS|I=ntN z-rEPR=|a}N(N`nt#M5P!;h1?F5t2y_!29k4Rhp%}N3ln*rVW~}_v5k`dtP}Iq1TqK zbjFfnsrlbPA1Q+N(Cg98NXgKTQb>oD5ih7YaJ|To>pviFQiR^~r>s_-{pD!@$X{IN zh1ZD2U94X40<%UfA#s4`1|>Xk{IHF;2kOCkd_3S|8lKj68+a&D$)T6XqIN$s zsmGMhoj>dC*3s!heaVC+uK5ljdeoFr`GlkfQ5VjKb;EwhqZi{T3-gMfCGU4L?{R5c zZ2C@4&DZP=n@`L@=}0?z)`*kbyu8w7qOgq z>whb^W2_y?&idR#j~@s7R9ggxkUr;OF@6m|!F5_%C0dk9%Ob)8(aDc?2g4(?Tdi`O zdxVaj$Q5x}e4rn{B{QzUD!n+`-iph+nzZn=!l_v%e?WTxfBd;(cQ?%Aw)f_xbUlP9 z-oPf=MM62wFIV8H0d!D9tfBQjSfl-1@L~D<%Tw}g=~Ug`+UWzWAIe1e>*=a3e6DN$ zOl#7Bn6k=270~LYZs!rfg5PT1(!Rf&G@aWl$)f*}??_vSq3HruMp*n2ukvG0FTLw( zQYj{Z@xtrSIbeLQfj9H<>{sEJ<%b}lpM~i0S4!_OW{SuM_bk2CYN=c9%-5Wm zuLYRrUf{>>)=;U*A%AKY;(O2y+uNB=Cmb#;UAZL74@(Qq-JTVi`liU>s?nOQz#;z9 zcWwrhT;fNE{;iO;{MVzgO7wB8=H9aNLV{$aZ2|yWYtU7a1YmIH;drO|y0AD#o?1rMb`<~xB z1})w~x6AFlQ%W$aq}ejfhF_n(hV~sEx*|rGjslj8Iq#j1_nQtSt%w^q>8~I!=65f? zNDBkhL8oUsotzfNkPeqH1fFls%xeI5tG}0!+vc(obKZTg!oGUeYwbZ7Ku=_rrZadV_PW$JhgEP7F>?y2-li#z$7-8yJ25VDzmp-82OZ&BGO47xX+Faq*|0E+HR88&u zgS;!q&I6RxQZe+q)^m5m^EdK_7i<3hT_iaHt|eSJ)=d28Mvt5<~hK&%H?H2 zMPv0-cwJ&SC*ah9;9QpBAkxB*jq0~>^l5aJc+d=3hJZQzvSYQtF1QfXSLFV8Tlwul z9zE$!c<+ap)5z)z>?TtKn^D(;V?4;bGOZ|m@8VrU@DZBVGm64Gaq|F({j3DHJlL#? zknJj(@#RAZSgy#^_{$KlDw-LdM$%HrRYG5C!@SH(!m}q>Ll1Gm6x6)$>-gUwHj?#rD=)K1E{L;rg<)IYtA<#Uz z*Uk*7CF1V9D*o#n?aN;4dXRJkw@-53%)S^;sdc}b48A+uQChw&!6$fPYck#2L#QDD zj_q(AmUWT`1U6s`o1Q%E>kSA?UMHT>Jhs!$O+xAPwj*?47axhZ7Kl)I7f}h zyN#274->td6uT48twtu3 zZp! z$71V+>6-1IDc^qCm;ny`;G>kStm1YLROwnyy9Xm+Kj=0Z<3&MMW*zJKx39b+_+y)` z(WRBcK*rnuuFBK7J&B>?%O^d65NPB4+YxNVl}L6~I@xf`*ArF|S;8W&D_aSMBPmif zaxp}$5F+F^vLatxg3Kp1+*WiBL~Xct8vaZpU--nkV+fD=KZeSElZs9-Z&r4}<%1VB z3iNe75!3AkBq2tO?%BfHRu|$`%K|mjG=6z$2fq$(*m{9NBv#If%2DFC2vD;fM72- z9{<3aX{zMU9Gu`0EL2R!6m?M(`EbSzJ zn$D6rk~E2-?wGWOYqexB{@MiwMmU^b5 z>8GEGeT_!$8H?z0L@5~%h5Z=88;UEY#3k$+{BE>M9-!1p&*@>l$G?VG6Zferusix& zIJVo6x0S5@GFX+c3>mW|7ho!4$i(m;o->D>((PRuhtMey(@biF3F7N8V(={Bl5zp| z#v?eS@jg`3eeG;_9i02A&$6?P3;r}P#C=5Mqn{p{BKU)T?*#Gc8ZX)_x4FNG+p29~ zBra0>nc|Y$vA^`h6@&_Nu*<;?f$Dq+ldF7ERO4zTnW@{wqW34eShXN7iVFs~n+^tR zTU#xjT`At!aG6sM=hFV6qmFKTIr;Mhdtt*TE9&s53a@$k34!D3jY{CuInqQ~b7XKEsdRG%<@X?CyAjIqMY>g-#h>zr8 zrol%5bbA3NQ`i%G>^}4duzJUV|IOuY<2&v`9afF(71oEvSu?#azKkj_07fe;4%>OJ z4yId9hW!3i6kxLDP^o9l99`rH3oLT$t)L*DA!M#CRX3)(d^$wEJjVOT=fJ4kp(idk z579f(i`JDIh8G93WOVLx9HUF644<3K|0CNzAGu|S^$yr;;o;r*BJI(5i7X=AX>Z_Y z_ttW$B<$@mwfNdr{C&{!&evW^&~4k#Ax`3v`iX|*`P)P5*SGySK1%2+ZrBbaMtm7J zp8nl+It2)%d&+a`&Q0Zb#><_x8w@YyMIDSYo(K2AjYi=~)T3K9W;}sPrl4mK3ks=b z2Z-ka9-D%7%Vj;m9f5UXb*?kPbILUGa+31ua_db=bmN}s*`k&98X2p`^BrbucJis> zziSVnli1fyWLAH?cs;d6VMb2|4sQR$d>mvBxclH+XL}k+hfgMQECc`nb;ia#RUHg- zbMmgyQzbw_L!Zx7%ZYHk^Pve-a(lcy&p9KIPV86c=gjlD^7va-$M#{dBxMjE4G{~m zpH~E0c=(z-De6rq0%1!R?4DcQMCraMs^1a>l-~7q$~n#ROS)!JC`(qEYH-fW4){~5 z)|qxt*G0b}xPgO7W)M8O2B*bLKwr5I?3{0zi4EG+EWB2FVrJx@pn6wuH6dCHS16XL zpFVnS+NNVMYl_za$pc%rWx8y*T96f)#csZX9iU;yhwy=*nUk+BI*Hq;A;+8BOH*O2Qx z-%H~}VEy;sxqogO`JN@_H_Cal1FJu}&G7D8x&oIU60mUA=;(HeDn^i~rnjnSC$jV8 zpukwA_@HTaW)U;`%UdX&#@)nhe8hULsL#*T5E$18%sx{eLK zK}|<9S6)KWWaEEW&95KUF%Ty~WhU;kn>huZ?1xJ>C8b+$0;SVg%%w&&sb&TOK52n= z!vVWckLUobi3G0v$0qM%IX)HUy>po4>4qB2Ypf*TGT`FPWyd=LAi9Lg57mmZHJZ#n zOK0S`Xun+4HIGEbC1ugM79KePyAr0G9Ric@T!CK3L8+4m5wn^^TPMQ<~u#FKOr)mNi2Mz zSRTEf^XirPdStB7b9KoBZ^>&>0IickM8$hHe*UhTi>; zb>foy-BoKR#c$wGsxajX!9RRA88tO+f$#Jv2RXV#RN$xVU$W>#Dk0Hc@nNs&U{t;% zB7+DBuSQYuN-YO42SGf0KtHH!eqYvre=zPYc;tcj{8qC^A)vpgo#o@n6RQZW`|s%- z#K(cQm{lz_u@6cHkA2`#CsBx>J$I)AwQxPXnXZ{Gz8r<|XSeFH4>Dg};ndRJ&Na zR!`^2mo2-`F{%#_gMWdC^w`P>4Tp~uIDeuxVV;o2g^%+_z36*|>eCkJIlO>afhuyr;!U8cV}E12g>I1<)s?+h z$WzB)AV?)klz6XU>2R$g3mqQrzwpv(11BroLqbXn6F_+LTQD!kTSIb}xNc};mkjk- zx{yMVb=$P%mmH7Xmm1J0;-n$fD5y_tV`^48)RSu$_geup!-_FqjNta-}&$tMV#jBDfU_9cqpt@Sf}#G z2KAuJIz%enQ=IaT)@38);>YT^HHS-TNA01APOwnssEb<*#Xcn*1dzh~2<WUiu8vaC(a&F!nZ+h5YtuzyGYZWOFou@X6H- zn`}lWVuTH<55$~>Z-*srJm^SZ=s&a;G`{l8+GxUo8s@E4(WjfC6NDc-dh{@MuP+YeY-7bF2R9=1N_WYM=-9f|9Kp@F&q#I~ zTT)+++4AKtx|`AuOG>#hj=E^24{bMUC!~@Y#0KU64oOD%O!0->XJ@~A@}v==q9FVB ztc`2UTpqL;{pY0dXn_B^$YuCy$j7W@VzVr6Lq3<)kzIb&qw>RF|KZyr`MK_3YSM#{ zj^>CDLN_^Q2BN>Hw0K_R7?ta_y`jtiSRF^>Iv<<3;OdZ&l3rurOLXBVAUv!m{&w8q zpnub%QMmvDoM)|x916xs=4qCRv_D$Ii&X-CH&yxSt>-;-M^`p-wc?FW78mrHu-;OT zc=(OE8jJEG^rSdnWSt^?g55On)=mo`n$Di=Y8 zL_gct6()U(g%5>}? zHC)AE!+)&%OWS@J-ki1eI8VGA4%=vyc2p2g<3-w1_dU;a|FJpg&5uq#%kw^?5wV00hZwQZ z%_p-BW3IhoMQBP|yBZb-;bktAVyZ6DBq7ADaO$PsEcAD!lTweN*< zsgmv+_8Ac$8qV9U21mK!o;^IO3^e8 zyD}Hyv9E*GJ4U|eiFI6u(#bPAq8Ee`U8d#{>2^nth zcnnYt9IL!~Llio%3IO@v5KdVx#g|1G>d&PAG@~D^9TCuqnU75TB&qVBlp~7TtsQri z{fKNul0!f_skwZQF-gEp!?o?5;|0lF@7-jaba#03J0bSlm&!$6y=io2WP70=QPBzC zv0F~xJtH|dPG%Hq7?=ADloPA?9=Bsz4;xyc1- zhTUz^6)Bs2J}5OW`J3)Upzn1u^C9nwCZa=}hi|J2az@5F@w`x$f>%}!?lWj%=3v}x zy~-F$$8b?v*<8ReXO#V85pz%s;230Y5-xpvf-AML#~n(V6ttrRnsYy`d{Y!=IBv4Q zz+QEtdddB8A3jkgnUg5+CMWG2Fb!ee4!N3hs!c8ac8hZ!ZCFgiWLPI>VF$udQ?H(j z(QD%gUc~mBtMQ>$DWr^r~V22SB?>1Nf^5*N%!6=F?B# z&ddZG-A-rFKyzv!StOvsGTS1+t)FbI=uqgC3ZLzSfZ!wXTiDXgkU~;?qg;SZlKzC0 z+{AW9ap7TImQ`{H(^VG_%&>@SUMXg|xers*rn-EaViy5cO-*Y2gW9OzafaQ(f?{NY zP8HjqaLXQ@xv!so?-Z(8LVn4@+-S;f$6wLXY>g2q@pkh zs+=wo@0~I-XogZq7R`Iu3{J3nSejqZ#bX=!Nw$mo93F2db7~koYmSDg_EgYE4^hRh zMZPuEC#+=&!@wScvl3c}{lj~H|tyW!Bn*3cfxJ~Ot}D)3sls9PMS24)F9cJ5R^o+yO1oiztr)I@DcANYEKM-=t zjN0$0k%RtXTV~(oCU14YeOgzt4KN?mhT`w%x{%+kOxlnFBbO;#{Q3b0T+i+QR-;e1 zQlKAcNr<78Boeru@Erj+@{=@Ulz#j#HV@Kdq{mC-rj2xXYJ%n#MbS&u$3Bc}c2aDx z$z<_|i3+6N(QAS(U#t3i@7qw{wtC_5m0@TOLuc!JKE0la_$Ug;jR%c(o~Qbg!?p{n5-oOmz~#eE#izq}8M^A-s9DjY&r z9I?W0H!(0Vi1QQTeUJ-TNX@=c{aLM1+iNEM*Ht>eXiHs$=5_)BhCK%3x6Tl z({0^e_LH@g5-}rz0{p*PLXzQnFczkR_6+yJC(ia&Odg)WrF&_%5i=v&J&9-!5?rMBbRcO3fw zpp30MxAe}?V|KttjGU7QWE1a)W>!nd8vU07?1nW5ZkI+P4zzRMpn5sNMN)y&{}sS2 zi~rD=Vb#QAw{s!%awx;D_0QGC2I=K4-z|3JJKalsf|RlZd;R)f{+O|Ozerb+Qc^9M z&J9xSH61I^i}6773$w!X$&$r+myOxaz?^kFmoWSbx+d%26 zCrD+j5{Xz^zV2&kG@#Vj@cDg>2Kv75WYP9|9K!I;j}xPme?a+|UOS!|h`f(Lr%oA< zhfi-b!D=xtgH^PK=GUJN4nrD@z#EBW8fP>zvY16{bP@ParyF1g=0mhJF>kz{6PV&g z#tdZ%=P>x0N^?|gDB*jO;F>jLH{>&5c|z?vUVRb5?DigM*Mes=_^Wl#8hZNd1saOdVW zib010ermpV|HcyhF<8!3qFLKVK#L3QNA_gwfr&DsReHoW<{Uto@o|M~o6gogG4OGU z?TtrBnV^pJBOdNy0QwB@$_t=A{mW1P%#8UqhVJJM@iUlVy3)=+23HtR!aSSLF~EMc zVRR6*1>XjaM3j7lfn#%5SgkmA`CIQ2GF<-47hNo8Qx@M74CQ=4PGVbl`h>Y`n4E-C zm?_nNGRHsr?oX&_yo+sXbV%}3&A2iXsPA==znr#ep=)Z%?oXZ4 zyhpfgGe$;?v;425ILvgRYD4!~?`(=*1$*V^aqTVqC0RAxBHp~p_E>lM?+ny}G&)4c zU>R5!}EZO992cP@`{8@0`@`cCa=#v4~wTYO?OO1pGX;4?A{HL9BF(N z2|7}4jZ<@7x8q2YqW|Sl2Ar-2;#p+ZCFUZrGUO6xvp1hbYnEOsU$DJL%E0fI0)w_&d_ zm>kG%7;an3q@Uk*>k`y(6l!$y&S*hT2t2#w55Ed*?M2Zq>fE7Hnr_i3@D`&s3;2u( zSlxhIU2!axK3cO;-B&rz86U?>QS^x}zs@J6Isq;i;#ykUa=i8h)yGtGrAv;sPPf;s z%{@5OY4{mLxg!_7V#Y@FfE53nzz1JHzxtoz4xJy`pS0F+JoJ+dRVUzmRG+s8id7V2 zPFh%-PH?4`dcT4-o(3HL%I!OYT^4vzY{@}33|Aq&+m9zeoXsnpxvch^(e8rzfknCg zzYS|xUgGMry^2?b76t!9_4tPJc7Mk~LNVq#qh{?AGP}#Zx^z58R9{(8G8YByN6TDv zLuj0GyDFiuoa&H|8Z(cb-Z|ZwvRXXDmt#YGU$n9I4Kip_NJ>>-9{J;7aVc!`b(r}J zVO$#5f~%V;L*tKohso-IQ<2UA$ATIkkB5EZm05;CWJs3_NzdKVbRR6!i5RX$7|djq zlH0=#un+xvzlRNAhUNNPK41StoGSrr%!hxd|gf z;ES=7vF|sW%d@-*kRoR1b{NiN`Yuz|F8b#lJNsl|pU>ZT8vQKz`b%2xl4+g4^oVsq zxY`hr6}kM)v4c9IAleZ-neavs*lI8f1njDf?@3+z0FW3>s-ES1e$^t%d3(&|ZM!1? zR1ttMA-#vX)b?JJdQ)$8Y4WSop}N+9g~qrSKitFe`3K64_Fq4b#Mhb^NYoWB6AnD= z?$Z*v9M*`^+`+AvY4ohprsUSTu)q0@)%df-q%vpwtw5^ef|&~JGqvUcB2S^3vSs*Z#lx%Xv|xgGOy(caaS)R?L?XPNSbEV`2uwnvSOqGu#2D z#b@6@_GE#jkUGLaA46#HL+?7TC2_QGMFHt7x3@7NwCU!taMtJlI*0!bHICVz0r8XV zwsN>$_N};CJg_kHkY{WNG_3jF3oK_XZD-`mB>Sx=gky26?HgfddK<=2PLn<4Ql3Am zx;OKFNzPim%>f?+N`{U0dQ;F=3!DV?Rb>>-AXT*FzPBP{H^F+-uLJp8M>G_h09~M% zp$J}*Q@Ck(Vm;q;*6?3?xDr$9_XpwMCq3#99g;y)HC_44{0z_D9!HF3y{)I7KWT42LnGo99#T2i+fjXRO-1bVUhp&CWp1)5 zCLH89;ka7aagV_uqHi=iGY`#hS%rRmrG$GgI#_nR(e?TydW9*L=e#qeUxA*9A-6jF zeJ5YR3&p@lJ~Hph9Tw!s5<3UxdZ73Y-jro-Z9Bh-e^+R}YU0J%oYc)u((~MK1Xum{nT6A9Jzkhh*Mt3`K(Bj zVntX3O`uU8aqM5+ROpJbZjnya0^3tztPg9yqan%%~k~raXuCvRZG< zNW{547ehhTq*vL47i=xl4kJ+5kD-QhANtx(z0c-_zujfomrC_L*s+GLkHjaOAShSG zjV(fRqc<*{A~c5@#QJyC&Kvh04sg@mumdSASixXsL4FWelMQdADqVRX(D6GCNw0{$B1lYKQYZ=9Ze<~ZMI9QVCV1M0l_el6K*qE+6{V~+YWV|&CQe7H z?4W~AZYda&B4(3(H8=xhq#9A%ou}CZtT*D^QVWe_tQgrJkyj;FQ9USo@Gd9$e*nAAn}q_6 z{dIm$wbS(Z`$^Pu>N_v9^<$fG6Jl|>nr0emTFBK4+Bz>S-Lm^wsaCgS`lT)*3Z%} z8g#iXO#$UQVlxLL|GVS!mhXEoojT23-2~pOV~DlJoCp&bLf?o3#eli0j4fHajjAg& zX(UdbM?vOU3BT%?HQ_7BSN0p#7JjpL{ZxFLtV;9j6$nV+y+3(B$W}SE%C%>I4g+_O z7aCGHqEBimb;9*uF4t;K7SD!=duV8-a0TW?chGx0cXBZ8`|faDP1fXXR{kK&5`Tf- zgHtT_F)-+*wJb2UW!k~+GSp{!TT&u0cjLJfK_QX`!n`NG${K7-fUd9W;SEVElfAy# zM=x^a8Jtb7cfD(SJ)d>?&)ceaSDbKEz|VIz*83mqMlFrbJd8;OcDtq+2HRFwj%e?h zdqiHPog*Jl-QZpmUR$~TFfmIlF_L`3;#EU@It8P`U|;>?4y$N zb_Vs|cLki_gf`L@b8;#uYuAP=nJ{R9% zx)sZm9B1&@z?$(Zfn#^0dxQS5r&T^c^2}3iY}{dRKU&V%jUUsEm&~Vxi3m(QglFUx zlYJ!VD~?=`k5xrDjC!xJy4|77v-})&k5RgcaGDz|-bf|v?b$+jSnY?{K8WAemP2F9 z?rcq|zn~l)84d5lwS!78_JjR|eP)DD+_Q?%=BYsnE zSCG^|d{_SH%3cm_eyqRU-~4q1rP9?YVhW;F7m3=}bD@>TFC$4ksUON<8O{_bECbmn zS=dC8AWO7Af)wRxy(r(-y4jy%*bqDEsq1iP7LMEfcVtUD zf0ufvLX3wMQPC%^-MEubbJH?)+~wn)w%?+mRMqO||DrIVq$57(pmC@`qN^B9EmM=$=KOWCEK6D}+t5J-`{j zc(&A}gH4~QUR%s5L>KW6>Y2NRwf*c$dmVL`%I?p_R+XPYAVZ%o%h<`eb7$6VOAv_*gQ1{A3H8fE`%9 zO=5?&jz-9MIP%$b{YUouwrS2~GWrzB<=gL|=X*jnD9N`<3yU$cdT`HL&9!mv8+zY#B^EuL;`J4Ou`-_=+$8j>Ilbwx=s0&kU%Vdd( zMNQNJ`jN~0D30Z4V$lwrcaitYcYND+az>isP4??#V->-7P@+`N_LXPn65{Gl*#7P2fszE;l1P&OH!+7po9Z$(}bJd`7H*)l_Ac z>(+|3J^Xv5aE|X6_%6dLd5=OR^_UEJ@M0Rx(MRns zoVCqH|CvjIF3S|&yapCjsgd4Gs_*ZUW7*1N9zb$Q(+%b2kDsePUV7x&o6i@H@lJde zKmX5)?BXjL{hihA5>n-F{uS^~t;K^;fwmgK)td=jDb{YDuscK8t1667BqvRgUl?%D zz%IJrq>ebogXEJ>*K?~+Q^b!9qGpMfAFv^w*u5)*Q-5yp6l_IBFF}mlRHX$e31nNV zT-Wzo1u}sSCT~udM&3W3y=|KktQVNViFxiBIuLct?P8g?+)V26{!bX>X2+25lmnFg zx+Cj#b*YE#Ba+ylzhSSqKYi+5@9k4O10IBD6jmR zwp)c$2hU-wQgkI$n}^nF0)u4?X5hQY*y07I1g#Bq#sV#GP}Lp|f_n|K^t|G7PdL7zZA(@ro4w#uF|l?{%kX60vqv{d(xa!W~K=4Tl^_9yhJzL-Iz!aO?9i5vxNEngHKQjfVdUhkP zRpF7qqJJxTy4}a1%7JRDV!`%+2KK%TE(cPLKliOOKgRf~Cj?(UY_znYeI{I$ev>Ly zXYx~;Mkp0$@U5-9{6zZ}x5+f8sE+LI34r@X{Ku6on*S0@(YG@2lFmhIf%auY`Szi> z`jX#O<@HnwwBi-5Hws7^$0CMi)0asc&M@Yrq3><*6Z3F5&-N)KjQTzU#nwu&kJgL7 zukmd5`?A2~evsqOyuTPu-UC}z+gD!PjiPgQ>&sN-)?ICNEF>RF;b7E zx9O(5f#hjej!$8mw8LPwdklfX&A&qPf~JnW1CQyFFduC#zR#RELyh3tCOwbrBH_H5 zcl!SRqAz=`QUBLU65p%L4A$huoCMKe4NWHVzXZ$pC#Eq*o2x*{w+KwEikb%s)!;o- z%XwF*;!9m+RWmQV9kKl* z%I26)u9{{CHr_9MEtCJUd@HCZ4I;>GPuMLN)PUp9dTWvvm?Q{-9%2inls^Y=&Gag! zgvIzBi8dsvH5&kFH09Y50F5-QU0l}>Z0XrIi2&O&kz3mT7!c0KlYL<1q(SEwO7nLn zSiaKRGNN|Bw8C;AMh;0))>Jc7cAr^zz>I9@qQVOJa@P@rCu}PG4+Ba}V{eqX+(P4< zNlkHOldP~H7u{)0a{=a9?(&>fazGhDC8KKiV_>Jg;}!6#}OjC%zb_W-MMv1dtGVPq~DaHypNo#(ZUH7%6) z_|VyudzQO&H6>rG1imk@tE)I_US^|T!~THnHzxR8a;zprQi;@L{G2&?;_ zOleP)zzRtjJ|<3s^lwbikDGDF?iBO6!ZF72!V($EcFBoI zy-@Ao_IRcoV){#>O=t$`<|Z!R_S*sPz~inpV3R)TIQ{FpxR(QP*TVhN0V15sRiR=` zYW6|43J6Myy2z4r@cADHZanh`@=@;AVawZ*xlQ;5QFi*I|9bOkwCFH>2FN8I?|F^u z@-^Aj=DH&`tZ_VaQZMcfd_Ac?@jLui{O%dkQLN+f@6njkdG{1FkyFhW{+;T>2bBNQ zaMD0enmMB zr|yosOmb!U&Qhi%#M?}_g@cRzk>~5d7gJTFG=iq|IUd$#UPBY(jyID=G6;dbzv6%T zzK|v8F(4{tnTbY_^Gx5@8-}y*MvcKI8gpFk&52q?aH8cBN_`ojY-s|OIYBcEJ<)d~ zG2Nbo|4A!gyaFb(`WAnt%VGbJ(NJvB+ZLj64Yx_1rHwqTzBp4HJ@jC{Bc4}0OPa_f zZmA3YCz{5hW!`3YpQb)r&fB>b0tq=q&BRG$51e=Ffg*Do`K@P$yw-H+AtjwEiZZW{NyRnf~ zk7fEXR%+wd%E1LEjW>3%wq`UoUS_>vs?WL^Xq@3eC;x=Z%eUp|J`)48YstFo2+`qO zMIb5EFFKwH6`rO)+h@ zcaMe08zsH*a97e^n33ot$uH4;l?a-+mD^Rvm-l`I=s?ID;?>;z?Mm){usME2xh3awlnBgt(Ky4p<+ky_0*PF=FN`I6Y9>Ot1#2??8b}2k6u}& zk_ybj*rA_$y~OsWlghYam|2=zj3lcM2xC$Vl7%P9v05|F)SY}T1}%%aww{xrktKbs zQ4Uw#ifWh3a-PK7q_;LmpOUY#pngCoYBVJ3u=%RjUrkuosztb_U8cdsZoKYnOG6rc zwMiBNH+R zC9Z%^@>5rA?cYA~#_c^CiGSU?Zn$PLxiO58T=er4-H(W|lX> ztyL>On4eNU|0*ee+P~Tn$Ia@ICE8HX`Y)O#VKl4c{eMrt2qEx%nV;NNmAgH8i)47# z(8+Wi&$%a+{j}8bs-hPY^*s2ks8gKMXG*fHv6oiys=-+EUf!Q_KZ zTq^6Kkgr9byROa(Sv~LKf z)42DO_s3R^RkZdRv4caDR>r*$=bkoGfj=72y8`|+gY>L)F9?6|o$PYG2|9cs;F5xS zCaEGvk!6X^49;C>3M_kX{^d9g*oyS50>>H8CUcxuIxU9=HnKNtyJlMlHo1oipbt>3 zYfZBIZ_P$CaOtbF?IgemX=5p5s^^~_ns@w%!eVW|Vj?XMVd(Az8DmUnert*02 zM92+Bq?wK?0t<5Uc4;R%{!r05s5k&DZflou2{-h7wZ)cUVLdVfh+Thmd~}0v;xVmw zx=DqWndU5SlN_kE@M>0I4z>&9a#6`rxT!5>x^5AM)o_i+P`!fQcrih(Xa*5L!}@ZW{)Ct>H7A=X?3!{L4%*h zg}*I*)tJ_A)2*>FRr_)vsq2b0l;cvZV(qwJCXnjTYRwc;UEYW#iC|S1uHgC#BK>2Yn&s1)l^&H{+ z1$**!2o$u*a@#XMPJO1Zc{4322pQYq8cAWzYcsh$j#KnVV2-;9z4;ABb-5kr2Q5dG zbPNYiOjyQ0BW2ry2*3K{cgPgOoOP{L6WP#m7}ZzcF{!r6;xieyM@g;^pf;S^21JBb zb70o2-Ji8o#sBr1EHGxJ`UHZ;)v{eILLJXiS5UWPF(%ymrm5eO>VJ0KNP8AIoh?jL zb>u9y)!&kUf3!%a|Jpj1W(h(c`WST6zS8;POLw(WB_6!GC!3?x*Jn=TwFrYccvP?f zHupK?gu=%a|5cXuT_a5DdE#iWNoje{N6fGzn0!@$fRT4e+tcZv%jR^JfLD z$6pmyQ>R!MDWo8E(8U<$mBRm^FJ&gCE+De&gpvl4@ot zb^RFgV@bUu`HUaIy7ke}b-vy*?`09w+$8iIz7kAY)Ez)ZxAaDJh#|^GrFF+zt#6{m zW~GFe#tRo4rd}Ht1lpvxDu1Cc=)Z{l@tSUnQj*_n>fFfAHc9GEU|_i}v{~&F=GZml z6^N*?j)LV08_gCk%7uIG#zO|d?C1F3wc&xdZ48l4Y|Xd6f~HuhZ!spmDfFO_KpxDG z&orIGw>n&0`}{49VopgezjE*A>V3dF7J(5)J)TZu*hLk+oq@Mp_TxV5ru6~dCSf`0 zqJ{S~l@u7XNno+55n2HdG_QURgAnU7%!el`Z;YguH;_( zpu>w%Un_)J{``$eO{-RjePgSmBN6|x>YoF=UpD7`rM2ID-+fo&fnY9FaidUJfGFe4 ziBXed&jw8rID^&+jOl(Q`nGO*W1FELKAGXlEi;W*Mm9H0DPfwd?`j(8)~)5Mr22UpV2VJ}z4t%n;MJA7pCft-|0CVHthh|!Xd>p@>t z-P_$(#o{TfWy}iL&a4hwD4ILKF)kTT?HDNr7=@<-A#5%ZIt=**2uE34U zH;1!~BLCS!8cjUqZqoEkjX5XRM-qHoa|3LMj80b8<4oS3(0kspoy6tEOXSoi>fO%V z#+@$y>n`bF=Mtlt{mq_Ixh-Vw=)<5oIpX*42ED7_cw3qPG;aV~MdsgNn!4IbX|qhW zSTpCT+;oV&=ej!I#<1^+v1IMTt!>&l!8({lD$r$8j=ry$t)QfQ@6(XJ?KEDQlxDK? z@nqm!w58x+8|%v6m0q?Oh;$6v{K`FV?$AinEECO^P%C{R<~d&A*jsK|aqa)Y;dnbu zV{$~nb5Kh9deZX8S+g3b@6_%l^S_Hl|gNZOy2~ zQ7u}@`ri37a-hJ_bR4v#gl%~gbk=LtczZJYRGEJsrI=P9YZTeiN|k>zXi{{G`R$PL zsVHjcbb^dh%OT+SaAKjzR7$nq#;Ip;8}~VX6CA8?fSs0Eyy~J9UV-r)xfD4izGFMC z+LnxjTGRnZzf`PlSxfOT{6Wt59UMWiyDd=)n;gS~X6Omse4WXU0gW1F+qv6jUs-L@ zJr0v^mJuK6*uPq8H&htB_NV0D(^Wl9A}<-*`jpHAp&@(y+Q& z*A3B=yM#=89=;!SsPxkJ>n9t3zit7G&SHIgM%bN>ih$v;dYBz(P!uXh@f);IxbTm#8XaTc&XOVyJ;3PkfxC* zUiOo__Rk_(c~qY>_e@UN&zta3!){;B^-k-=u#llgAd(g9ejdU-$AUYg(`e_=ReLgGesLc_Si@#+OR?yv33 zIdc{@uLDyx6Ll8Uw{rlkeH705Nor_tsf^N;OOE}9JkZ4PNB^qq&Gs<^uGgmse5>IW z)NTk~1~*q}5cbg-4tFdqdXz| zNFX8FM8ZJQf-hjakKwiQ;jei9JyQslJVa)Y;F%B7)%ZkH`aD7veiUZSRm6eARQrT` z-~Zr@`VT2&Mq2Ozu2eqdmn=UJx)GWw9^{~SXp#Ck^(s?IDpr_lN*m`O+Nz0VzW8mD zpph5ybLo#<-!L!9`S-qJ*VU|8#B-}{=451!1e4W_a&?KF2Un^jja!G>{b2jKpg{;P zzn!72VYkRt!}bW?iuUyD!}ie`2T%xsHurzUu6Flhe$ayA(gmBZAQJ~#eXvTrO1LGi z7{m}42J%=S&8dLNyD|F&5--1 zCNpk1SXYFgZiVB?6Hahki}t{NcP;Xy1*I#+NCe(-B9JBQ!Y2{+K^hSSETv8S8~`7E zOkah(O2=moDCaCLQ(X+fae-T2@_Xx)xr#}l5<@y!LGwR*!F!1i$pi6>|t9 zMVFL0jHwmnar-_G`%!dJf&{F|R`4`MA`53~Lw9PAjNOho2NM)eOOTeXW5%h5IbND% zzTjXAz5+0^Y#s;$1itc)tamoTl`6H{NbaO3pg1Oz{`moIV2IamI?$d>y=oIJOFSkhM83mlGfwQ)aW9SL!aI*9Lb7y zcFDJLwBLki;?CPgqbmjA8?K#6j?Jl3`Mnp8dXIIratX)aI=H1ip`oJRw?FDzK+T}h zEG%y8w^(^@SWk?lG5KnBqVWZ(_ei}B@ngWzmNE^`q`q&NB%lLUcpyx^AA_j3U}29R zWL)T*|8Ci2Xe}hA)C6r(fM@q9A*gIO*wdHM60MFODUyl_)Kx!0O&-qE>@rdtN7HzK ziA=x;#h=mtp;Zm=*v@%8rO=O!PEcCK9vPEz^8J+Z|EaFeO}7kQ^gcB-I`NjRV+yb( zPmAlk@3vBucb4)?!p4=hwJ!pu?9S3*%a8F=WVCrs4lp~t5Z~rs8vU(-3$>O^i%j;k z7Bdmxmix0g!=N6#msN_^C$B{F0Yj>R^^g@DHUGw4h{g@Dgw-}qKT~tYg{M;SE0x8K z?ep1#t%RW@XasfD_ zb$(GAG^8?V4%-aF0h6E|lS%Zk?tUa%J0r!~TV`sM?qNxW;nxqx6GBXUu+-^xJ6(t6LO5>(nGkxw zS=T`kbvDc}EvsB%wORmPlBzSke&xGibbhl1L@IlCRKZS4^`Pp6E4z`y)k@Z%dv>(h z@b`M9q7GZy3R*_qbB2Q*ZW{P_QNS-3$*(cOOWa$eS>v5y0cMC#M;sPxPbpTYKn?8y_mm~0hHb6tFon7)xTCt$>1z~kpdQR`8y#B2?V z_@#b#pwk~mH~ju68)5(!>B$Pl&XzE>WT(kTQ+?AEi+0F<_h!Z1e>45>`ssu$Ou}D0 z;e8k|*U@~S0%(c$VEMWTwPlvIQLK;{yyqhfbpFu@RLr`pkdKo`AN*`(IN9VsG66B;%WQ3nXxvWE_KNkSEA_EKzGqlurA8PP@Jg&CN%a}w^h-f{P;eHnx+OLz4J42%N z;qiY(8_1%k{h9HJ?Eev{2$Miqd*;;;UaC*rpi`A@rB;L7ZRnO9Kx0h-WDOsy_3w|N z@w1H{mPvYPK91*)O;cSs)MOG1`4ipaGFvZm8{Af!1J|a1yP=V{wR)4>6ZehsrpO@o z4SukGA_yxM`$a+~!5s-3w$?TALG zrmtQ8voWyPGLuUw-=bjR`0iyZYoS#YK?Ioq{egQ#NW(W%^f8mhcLH;tizV^`c67$0 zi?klF^BQO5)14^6d8Fl#tTfX9-<%Q8Ebt!ZZX*8?R6p-1>qvrflG-ew`zjKHw0B+dI%`43s%eRd zRYQQX*D_waQMBg616>E!qg1;DNoQDE=X}1g4ee3X@Xjk;eWEZzK&zVSU~`UV;jp)a zvvpD_OqnxDCP16-<)0f-n!IoUkm+*he=}0a>)-cV&L8Ca6oFcbK6nE&jxGneXJ28$ z1>M{e_-X)FBg*DuG~r1s$3;LY6K1TG7#ZI#>%{2UYr1z^ttR7LwL9*;CktV!XJQt} zl4yNDrud#Z3Z(ogO%HP{UZAB~6y!l}n-*QDLsQIB^5gVF-4XXA8cyDJ9S+Od)x?2Y z%6)lPueLN%7Y~e{4=Fd*C1*nO`D`_N;huB^TCGp4n;VsIl~Z0y-K|U z8O!rt&-ip+_yCeadpNVUHq5Pv4wP!rs8p3VF!?FX4c91>DlDPtO5Y;Q4O;2e#>)tVI&dfC zQqA$(OeQq|b(KkOMx@b{)I10wzo3w@ak4v44p+fM7n#m0@esLj{#*^@M zZP~4PVWR6KtD^qqim=L%b(&K#7UGF7vj(JvLI&Ws6LhJ#0wk*E<^A*b@^vHV=8VY! z&!>rK4seiH0K{FR)nA+_sUW;8piqxPUV&wTGU~8Suu@w{n#?8j~kCMEPKy^xWuBkKAm~goL!WXlXM&Q_ss7@i^IUt=c8zDrOfcj-ggncsSi>5-efEp{Zoxm5Q z&ox69)+3UjDYUa2uf}$3qW9y6lyj^b$N*-*b<>GbsdTm?T%+@duk@Nwoqz;wwUPN4 zA#=dEQX&{x)1RiJ)@ZWHUji&{SS^sEH(kW07IGf;*qXN28VH3C3Dhm5{RG-j25I0c zVj}qQU3&AiB-azt7|+ab;d&D{6t zw-BxW_kL`FRIxn$#p*zj*yw~KNwAi3qv6q({RQEuQ_!GqD+gPjwYBh2n0%RpCE{2V zr4Mp$g0lx#TN>4aLpLFr9G$a-mO?WmIDX+=Mw6mS>4T~Uph!4sOm(8b^*?WEp)1Kl z5W-8SOWf!1#b}r=j|6d{j?NcwNLJrYD*xN2c2?-Y@4d)MSUn($|Fo9ifIa@Lo}c}n z;V+^WhWfGgvNQrqv!T?tEA0)ljVNM-$tdNTnz_By2>+g5;&i4UmA8|UD4N57zm5Qk zqNWr*YHHQY2+&qsM)GSnnLxeMpT>u325dJt$as9?H5;{0>BEE9ZLR(XIhjBR$94QD zbd>WRJ7EvnHf-LfjS^`9+MRnT5%BR?Lra7=ik~>s`iwiCi*5M|{zA_gv^?f|Sa#b^ z^RMU=#|*Mc3@n0#e)AZHe{IB`L^4HRn7Y+<{ zYXgWWvb^)Ji}gXfW3(XRZXO_L;&n{)kVLpgw3!4SSIA~tr&YzlPlIUooK%|#yg(bD zBYmM9B%ockPQf6cNc8wX_i6`b%PY^^0+&C#!HBym`m;1s%BTG; z-_86ncUI%rjxMtQStA6{`(yAT9HBEz#;B^(7vOyJlO^*Rc`AL&tEtHe^ri$*oG}Bv zO$eez2y@>CjR+xcg!^!1LFS%{Oz%8i9x#?o((?}tg+@Km537|W^yz3)_+l%MkYGf- zowwi)s4Y{b&$9*q{f^faIl5_J4Sx7xTlC8pKTeFyOC%V;%roak%rhHp{QbcQa$UmR zse$WAm<{U^5%B!7C?Cbw7tf1PFQgQ`yM+h4B4GEAbrUsq_k%~ij`O8eI+jZlK)}<) zs+U6hO_PDP9=rl(VJxtO6C(e8y_^$$i51`t@QT?bgQLXNaA0L{D zT^zpsYKuB4-s)~LOBQpSUV!lm#f}R~GqNXG`N+aU3b>Og{=C9y^)*$BCe_Bm_QW-{ z-MDjAb6-*ATXIl4S>?GBT5hA4zcNHU=LY=zp2vu;!bri7x5Q#OE}f#8ZrtvECKndTt(BQ8y!M>h0wf%BMl?m_`avL|*;W*M=Iiy5ze8 z7mw?&rk;lP@ds@ywQg@p9J4P_TOUl3boYk?^+$gsjYs^CR7ZB~a29-zpOx!}pF?o@ z-b`QXY*@~UhXp<<8##)=uAt5fP(>xgC+TLzOd9y6fmvmUo}1M=a>laQYM2|X$wIC} zzw0;b>)Lu~)8FkYyKLi+%=?~gP<9quy?TLfR?el%A>gSLq5XkaF55kJhreA%NZm-$ zJ6BR^oLf03@kmYaQ&Q6)rT%;ZRP6LerBoYGEfxXIs(MxSk&g~a8s{1R2&Cc1=190+ zcx}(%f^KI#r##0*4-1nq_)CiB!$Zn;*fEhnXj9ic|g(XKqWR*4NKLW)m)1*D-}`x|J|WbnHWLzm>gUMF zc25rQBBtZu6FLkMd`*bUe#b5utpE}Fc0A5jTE*Xyzj_zjwb z{6be%Bgzn2zv%yIoe6AR-}7dq*deZE{&oFwah`twxZBP9_`i%jT6)xJEI4-u1%ima z`tDNkRH=t(HjQ&a8C9<6fgBo(C3u!gUVGj#ngza-bwLR8Qy#RQa%-(4DVz`0gF?kI zS5P&*gG!Rs#uv5pEcgr!&Zg<=-NG@pDy<}QOH~DS(RhGFMK*$`FFC7+8np;ToN@dS z>;rc)$NbEt0ZK)z1gJ?3tFFv+J5bFr~mu5L+YpUul4=@mTVd9ap%u;zv%>PI*kB3&b*tEdKu*k zFeV3^Q8p(j)1;lDBF=$}CLP{fnd5KqDO(;;%Mg-(j7Z%4#1?WIo;K>*z&-vDrEjSy z(*MG$Y2W1TZ5;|9#v>Mw@_T&??@K*caJ^WqV*;qM<8q>+@<%HRE&U!()*S<`EPEwJ z#`b}E=7(q+$wkTD>HhCYexWss*1-2(Q~jZv{cC&$2ZD1~=;bk{_l0psuO)AY$m=g_ ze7O_aw`N_=_B;MGmzD9&*t|W1a2Q=_DOI4Al3G@iwai5Il( za0G56-$h&wA3IIXRli%fay;$V&DY*5_(6IVS2KKa*9sNt?ENkM)-PP9%5ricXuQ|pRplK4*C9VH6z_pwuP{BDkajw zQ00A1kosI(!tR_xBjmMJ0BM5!{&7Wi4bl2&G)CS%nCiRfYA7M2lN#BQNh)1pn zJf%91QK^4s)BtaF(RV)IrTq|9*H+`oW;@%c_HyfVf+UR|8E^NKSfE4F-fVobW3{7z zbs@W9-t(WDhKcDl(03o~9~FEbqtFK8E1EXo73c0f^x47QdW6A0yDLh6F6Z=KXj-Rm z>`h-p(?dbf%sig5MZF&&2PF^i;BM4nFNw%|)^fNR83NDogyQ2(Wwr+es%`-mjl>Nf z8E9o0)?K|`mnYS}lKLXjkz0N-^26b2ArY}F2oO?{ReN$2%$*i3qoetqZ-VS9jfpzi zy+C=1?O6PLMbUdsY=zQ$;x<>3|2?@1jQHKv^vcsD@;LwTKK%ml0|Js0wbH`kB^{~a#C>+@p!2!2x*9iScVrX4m1TVEZdJ5RDdHI;YVkR8!tC@&~c1A z)gg&#)oFMtrd$;Z!8_l_!=-M-VaH&yW_w^bG`wG~(ZIfnrrN2^XPEl}E64#hpPq}@ z*cj_H&NwU28N#nG;CR}5ftUA?G9REmFQa0q|7_`VcnitAF`1Yot_4O0_iC;8N`&>C zpMQYHSZq53MYYt!=ZO+nZHhy$exOqXWVY-YSShRb0f+EQW>l2x^1o-mo(xp%VG+^&S#6oMI) z>+t;C(*&l8yTbX*-FO#wvt>(_&yN@Xeq*h)wFJBGvQn{yljBOK+FelbTmnin=4fW3 zAXKm^xjIE?F7+v|dHLmYYwY~D+(?yh&?uhuGp$1w!8ac2+aIpxKw&}w@207oeSdQh zc0<*Iv>3FwsU(WcF^=)!mxy>^gfSyiIE-v_p611stuUPTLw~cO4euNy`hVPg^0x9U?6aLn$RSAl*G6J#@_b;P>A9 zN4&rBVP?*G&VEkpv-jF-L4}f+my zoe^lptUPu-?`?%H(;2l^*w5nVz3%N6Dma`JPAh&*FVkSTsFKg4!}*;-a{Y=Ts+l!v z3l0libeY$26k}69G9)}uVsxIb1%JLEo-SWd$}`U-=@3SVV3e4$A_Hm&pO<{MJ%4?I zBRGb~K6(1s@jPGMv;^IHZ7ZX5x@zv_>EW(zRS7;xd$`BpI#?CLxGxHg%}IT~P2WJ7)Qc%NmM z^5Q7A?EI^Iw2+Oy#N8a8c&n_R2JoLXFNdy4NII4Jd7SA~XMHMJSJgk*k$Ur;ZPSv> z6;>^i%QyVI3h^tMtP%f{Ye1iS6GpQw3^`{t9T5+QR@{gGp$mYy1jYaKl7fr`n(si^wy$h|lyE(BK^jc?pqbJY!4^daQg6+CB1%QLF88DG!UHEfA%Hm z;VJqNP_E&*qLY^3O&_3+nKe;CY!HV4$;!>l`J7txW~Ukah{kbZ#f-tHH;8 z>W3_VLK~aNvhzDH5gOISeIxgnl16|?G_kVx>O!EjfHOGI<@tEarjq>WhN$M})4$IZ zXGwf8$=M{E3a@Q;&iV9J*OD+8ZU=S;@TSPUY|3x0%&5?^dyeN>?(0Y2Ardd3bDJ{D zA?pnVS_&y&o;AS62i9(>yfKi2RruKBo-h(P0V?K^+2FzAfva`2Oaf-uw6cd&L=As3kH;2BDMHxZMepL=Av^$d2i=y^@fKn0Nn?b@OUI-Ar)NMd ziG(uG=;|78%c!v-Tt!Orj#Vt^7Ud7zanh23sRIG*A>%ab9Od7q`L~X(!;*DUa2l9w z3P6>kn}G$4L7l#y)X1e!=7o=Vy!#G%3=9<(RtH|NLGi6=N!QD?1b zmsY~gbkMN!3=i5xZDRK7Mj=lJM0Z<)u2Yh@WsB`nB7-5+vfBEw;AW6(<_swo_)X|2 zfK*j!cv@pz)_w&XQ|I*X^%o)&Lr?=~cu#}t=GrB70D)wtPs%H*p{%n_s{Nc##+wY3 zON8zwUkepLSXk>D^Iy30B9s-dB_4TkdQyCfzjN&_Z%4F}d4PGI0L&`3;x8IcQf*tF zAO$Kck|xMMeo)geBDz!ZppTWrX9XlYJk*PkHj-%3iGPH7MQHQjdRr>>u9Eu@2aNT% zEnna$B)sA1Bh6l3KeN-rif19^V_=!3?kAZaNce%)QZKaZl!Ukl z`z>^Tsfsb5VCZ$c?#sCiq6dCww5j618ZEm?P5>uNuunJDh)V*01T(-M8@nnkB$|YN z;8&q}ag(y#ht$g~CmQn8=Z-=bMg&7=i!DOze~B>pn8ciho=g?D1pM8bI`a*q!$i~p z{z?YjgRD87KDEzxZUHJ63&_ujnl-k@-ztiex4%W7@{sw_jA1NmhsYbBGYy*^|G15P z!>t4aqniF4t+)@QU0P6ge#hM_DC;8*wfS1*pL;}WTQ(;Fh_Bo<>jW@SM{qTT*S)n< z{AF9fOJYzCOa9ruO5Ct>@D3326u2BkjTyw$qkmwnBfP7?Z>ZAn~XG!z>ot?j~V4bS1yCmAcbSq8ALp&4AYh@csM>Tjy@w%wn2A0fBn?jC^7l4QrX`HU) zks@8Z8iWY*w$W5&#@wj(OLcgdtj1(LZ-mu zljOVRfePyxyQ;kgxV=R@@kuW&pi1t%u7{3rMO>n1fKj#V(R;R4UKGe?0OVI=_I7He7U z0xeE8=*~U`H{FKDX8BE}l6Cw&UJ4>qFQ+EO*B4sK&`Vlg!vs`=7C(k{z3jBKz^G_^ zjEyfJ}X|WL<0gCxtxS zPA^EwX3!^y96m27-8J51M}}@8l6RaIqgYfh)GDyMb(BKb!zg#VB4Ptk^-A%(#i*fO z+w?%Hv)nasv*l3c8?6}FAj*5*;LTc?B5V@+oGEUgFQAtKoh4>bYh$@Qt@zDnlJeE& zt<@~EsZ?FaW0!rAwDP1@VG@hWFH0uN1!3IrkpVs#Dz9g8%Zx|Hcc;+V&A~Si1iFr1 zVC&q?((os^Nz?{=J-W1i=>;4i^$`=_6jvn<;yIcCRX*obR7<8h`XI zf(+_jaQEnNIAwM)$J5)S%E_@0*PsLq6zEb(^8gF@O{i`m93d5x{qk~@Kl)u@nN&sl zVJobY6`YX!u_sLr_M*xnSkdjHrK^&(OT)Z=4*2hOG2CfNgjuIX!M-TxQyVAMeK0!`__Tbv@`{R{ve`Qm9u zjI){zI`o2=HTGZ6d%b=tl8A$IKibKfC)J1=R*Ah6*$YX4qOrV$W9$MCknQA&4h+Z4 zOI-+1qm{KMm4tzKYH0$ScUwYD?qOg-iHlW#WVlDB%nX7RrPp|B?x_nnDq?hRvZApZ zak`!FW^^ELRo-ia^Lz(0%JM44Qopo#Sxy1k_1Qn1^->hrB7_{5eS?}G{QQc;-w@%! z0XDI9v}bpiU1+F%J;Kp{JH+_bd3vXBqm|bbAJU3Ou10&!VoF;@6!oS zwr(lCz~>5o;mufpKmYWyW`F*;tup#n=}R#>!6BCBt>~``VP2W8C4kSNpF~W^E@2Z@ zx}{=}J+tAOsGZrroPeMeM5R1#@a>BJ$~9|d4qQb|fx94?aWrL4b9wQ}U3nQcJ(|mn zyGva$*c#)pyl9(OhkcDZf9s*<(OS&$xKgoRGwHnWvs^}{ly=v*eoeOQ4jJX9OV+T zer^wJ8=p*{vd?BZ1IHn!C~#}9b31ccRiRj;Oo6I3Ha*o4itm8;puU#HqnJ=y)R> z?AQBJv+uxQd`E~aPVOqhMf}Ewae+6rv902N!Y!>P31EKK%gF8seI+ikKq%AgPeXW} z0zp(}iU%J~6;5FQwm+LOb7tmVm#HxECHGd*AVtewl0T+pJ9gPHUzAK6t}D0t*!N>x z9K-n`z+fiBfJCdi@no*gydcYv21~i^8-Ub=zrSyWUW^4La5}zum|r4)J|~eA!C(3& zi3XG*szzRuTp1TFSaRF5YtJ!V4J}K{Ub|wmBUByZWV+oMM z<8Nz^*1#{4RwQ=Xq?Vwmi0t!XndH&TbtjP|TVmOg^nSIVnCUw5kn&Y-R!Jc^+)!S~ zdzQUL<0fdR;-_ewY+IqYM}6DwXd*g)u%$x<@DtTuYZppToDiBRRQXJqX||^?M?B^se}&W9jdN8?82-|m!vW5l zAyMW@3E_3zxa4(bFB&BPi{1@+CHBwir0)JiA6C&fsaq32Rc#^pMaiA0?5kiGO@dCR zNoTgvWI|>)_~c`Em+H+@f*Gk9YlTivX|4LuZHl$Js{25Oyg8A`vHtXGQ)EMiPR(>f zg2eQ&p~ZDSktm^wjK%W74kr&#T=rutA<^rI1vzbk4KYj>iczy05V(9{P(*y9l+z`l zO^K!r90sn)(%hre3!(W}e->|2xqjay>KcOu&~-;PDKe(_C`Z|6yyR-wOsi~t4eJ~` z@5b4fbJV&Ui%Y4?rHouG4V)fI@QjH_~nQ;&!t0-nYy@H%3V>62B3g@eYxEn2$H9 zTXVbW3*&QTWP3KOOZh}~8eBh0WXuNtaE1PLq_gY7S#&=%)_dCN z*IRPE=KvRjZW1Wl!gm&`vj{f^Ey9h}DU_LT8&y1q!J_PCDpu&v8su@uYEBX!In&zn zUN&M?mbUnEt9WV|%#x+k72o&2x43YwYW@Mhk2TtRD^;IP(IT(fj?_2xzFedl{gB}j z1@_NMOC?!6Li2WtnkEW9+Rmo%g5)u%q)-q(K6#4<4{lD#1F=s7tlZv;l;8(c7~)S# z;WTFv?;G<^oticZKNUW)t#aQ^eSJnT3eGSMO~377*kCN`uP5M^(;dpKJ4vUIG4M%ncez zLdF@`gdC0N0Ju-MkXChHORj3F@sPg+s5LVB=e%=tXdL+r|8Wpk0w$)xxLCC^rd(XONi{T$X?8Vyfhn@|(L< zvZP<_35;gbo1&GN1+FVVx)cI)u=27KDE2dh!M)<~$KLSd`eYo+wISh8 zOV#kA=v#P{Ia5AnUT&M@a^1W1VWl3_ntkC2*x|3E1Z-#QF+f0S(svt(#Hz^ySwhyS zhJmPvWX}D~%j&ZJ-QYQhML_`I^h**;P4o{5_bPWbG__G9oCSLe${mvr9m~FHBp1M5 z&SOD>tGwrr3@Y+3z>k#*Sq|dlB|tKOo#Fww^6i=X`?l-bX-y*78V7>>(?l<&;AYzO z11W#!4}^EiyZS=)<O zELMEs{UmeuvZMCVb=t~kULSGuhDHgxWtv#YA9E0sGJRvRh-$YMvEmPmbT1l)3a){| z1KHTaxPq6Jm=5pWTR{c43GG``E!2$F6p{6xtM~uhz%D$mL;w^DunJ^9F#2y$W4tiX^XCcBt4GR1(kN4I(-=m6+qv{ineSG(I82)?TnaB}({ z)0sId7-#dBOa10MfD|n7oz~Xv5HIP!)8h1Tc&95NI!`&Li1$!DGv=wk(?B;!;iv#$ z34W@)VFL<%_~EZvWByNh|JMTf>(5pZ%mq=>6fGAwr>Qr75uQ6;j4NJK5kbru<8xc2?c(21F!+wxT6L*lqL%ZA!B18 zrTXd34NY9=!&e*0qMz}c!KbxljPktQf&w=vxF7%Z#=1uXsY1tfhJ(G^wrv4_j?28f z{1edBpBqYdzyJs)*SIrYteQJ=v9h9==pY#+)ay<^Ki#l&pC0Z>oXp#R#X z{jc3$mpL(j(llOM259@(YWSwfhM<4HyUocL>O%{L)~q_^PoHeN(?Yk8*};-GwkZbW zNP$joedNCjW=#bygx3AJ-y&i9`Y*<|C&o@`J2+9GOvW2n@4qXq{zHKNs6!Z^B;{GL zGGC3#Tg{LE?s)Xo`P5~=s5=V(=V9>K8Cc#C4TpDgTM;kPkGwB(OimV`u3^51CUrc& zVe0sIBQ$UQuXnbJQGb?qC0l8~tg@Jh_dH>n>?oqHI-j@d@aLJJ`!}_kI=R59Db830=i@PXZodPx46T4_Fp?aJ|E7@Z9v^bO%1EkW03K_KTThN78@eH+eg7xV z>_3Oi<-d84yMTX~v+FO)07#t=xAdnmI?4h9>ww&!j~KvYI}9Azo!eDT7hiyz1>htQ z{5ad62Q*@e8%$cGhlq7`pN*w+sz-qY9Rf$QvUrd{%->R`~N7# z|4(0@vptU5buo$8XuP?ce|pRIb+@$uKm#}N4SZ+ecMi<$bWnF8TQHRJx9 zPQ~r=kGl889clqbhwk3r1^|2h@bgF7&G6lj9QRo-q0<|(9Z$KMwkz=cs!Lv;p;d1E z)u_dmBgY&-x>NlnvnfdSvfHP2#~*~W?Y-4Dzk^n1V!k^5W?^xr&<;!?kn48~VEf@4 zZ?3%_P~{%G34`F97IL)wLk8Q`mPEH;a~iYN$6P$Oy#C&Y)BZ->+jAXV?8{D0_kDty zsnYutEq`fW3o(%(pcjaZfzSJfNY|_(O8s0srbJ_6YMfZyr~QwT5b7-F3-jVI*={7Z zYjv2CfNX6NSO^pgKE8jDW{m#lEM<-*DJz}J(Vyf_BD5H>z-^C&=gxXgwD4N{;5xze z;JlREZ_-ysceWT_ssOl@(!h^j}@+0tP4K znt|`#&O0vML8msvP5Tetz*I&&b8-)OE!ULbf zUD&HgU-$ytx|tODe829qpW8djijzZ+Rh~I|5C8qzi!pH)2^L`U#lQQobPq$_5ovZ( z+(65yRz|_r-^|>>c)0o{!R-bRP{UJGH}AQv1=_Zs`>iQh?%HE;;{EHR!wphkJ+sMO zZn7!5&FZVbrpEwz%X(Q5dj|B~e!$ULL1W17xkRf`26b@;mkjainm1h0QiGcn--BrH= zAygMfY6aBt2n}bZLWjTOcDBko+e0*U2>NvyTxIpm?F36-Jj}W`Wm2ZRB&``+tHsmT zUzic&V*rakNCahAOrq^H`{rx@HrXpV6v$>G%~Sm=mkLtW>0ojp0uCXl?#civhY><2 zqhI@QCFX`W3G8Fr0&-ZYcXZsNC;>HK%VcDarTk5}PJVg%D_)q)cBSDIaMn5+5eKULh@*VW*osnVvu9Md!*9`-T1!M%JQjRRua z2VA*Dh8hVk;+i=BC^uF*My|hSWv zo$Z#g1s~QM>XKyHW5f1RPp7;7%HaA=2Qo?$3tw;{=(4D{^2Ri95oZkWZuwYyB)5Pz z*$d-wh3w_`WY~4#k8mXxnIjDL78-h7W4f5@fB(Fc-OWDCSzZ%JeJA32@M1AX2+h4} zhZc?TfH`K# z2QMX#K$j8yp}$Zr)KQ2YE@GDYQ-opL6h}7=J7}12kxnAy*r(6XPa#=8vF?iF2#64B zMH+hV4bQBaW>?r#rm!g-l=F0{MeE?pIXOltGL7?5(4psx*&~H%nGrIoF0-1EaWZ7I zA`6EO6k9QbjJY6n7U(D&&aZEt!{ZywN>-8b{?b!o5tTu6rRxw({&O(|JXt8dc zHL(0y9-k%i5r^qDHfS6nzski_89+}9r3`$F-RCchE=8V!`ejbfZjWUI3{(YyU%Uys zALbXZ%0KU@Hng7wtDii77@Ic-m8CdGmC55j$in1VOd!s4EUvc^rX6q3U9GXZ$N)>s zOFP6L{l~%fMzw6Y&huF0{O0vIbnS#j#~`D5E5K~yJR0+yIjy(T{-ek>ng!YR$E5Mn zjikqja5Hh@PZQ*;c}C!UQO<4(W5mV5k<*suF4#7qA^z}15I@5m0wl~>Z+g=`&k*q; z_p;A>a_0))$M@j3p>)8@3~+B!4N@sij=$^d8?uSJ;u>v8xSV^awP{eQ$8b&&l;i22 z;?C;Pe+TRLq#^VvLF+>eJz;pmFu5zU2wltTKUYk6QcGsU?vyJnw*~`st*3Jm)*Upe z;m|9fw&z>y{=kOZoyDAis9VH3gaY56s^oIm*G2S1snG6W)y-JtCd#NQ^%y$UGu}O& z%iT*jFfUUcvQ;G3RUzrxANd?IPw~dbT>5fb3GKf8YpE+F*e6$xzUlO67koM3Sq-|- zj~38KQHC;_QmA93C6mItoniUwT-BRV++8F|lJ6Jkdx7AT$*$2=A>g|)lq*A2&l z4>T<5Y28~Gt`z5qp;C-7Z&h9GPa)1bCX2X)VCxCW1kHGpS$pAz|SuTg23B3H;bGU*-6&4(cl)u@BvI=>3 zgL4NJZuQA_jcYKcOuVsb4xsz8_vu~R_}<1dT(uW`F^$N(nWuelP zGjUck9+fQ8p!NzGYKiBOTXho&r_kWgRUxcqB#C|0^%bUklu3gcLN7EvVW!~F3^Yg< z$ITWNG+6V@4iwSy)tXdPVd!q<4j!d{rf-)eW)ik5VmpEZepc{SE5)Pv3B3b3Wo<5H zWGQD?vQ&1Hl-}DuISfC_J}j62LTj#DxzXKVO5>n320WzpT=pQ(Y*eD_=n%9iU&#c^ zaX91*x*hCRNcO?HLZOfhP!?=Eu8g@BiX|uEI$h7-c3g?^(daF}A}vSp&L6QGy&M)N z!~m73#Z_+|`@CxxCj?0DDUCs?x2`%Ae(I0kYaSZ$cB%6$-W9~USN+5?Ahl^POZ+Ev zRSc+14tQyya`k*~GzjE}!LVZ|A^DYUEu+i&KG1a)J1)xjuL_~?(4I@V!X#HGSDeQw zl6R)0hv)34*Kz+YEa7Dg9npTKyuW+Z^;z!U1|ikQxy^)ZwI?r#-6`_E!(E7HXiH0M?5Nh(E{2CXg3#^fLBR z2mRK)V|=XGZJ>wZ*?Sn~xt?1cS4|Ght>ucTrgZvz+!k&pRap%=WhYxYXz*=bc90Ug zIWeX|ArnAn|01W}I?68tk{fBo3SU?sh|Or!Ww}=UF~gv&(|scXs_xDfiUHGRDJS!u zUPhC}HQ4Kspt~QHexT+Xhma4(?VS$_7Xx~EZ9$8_uvwJ_il~*>I&vv9zuHwm!Bx8h zoyXw^TCnxe8@aWhfSmQl)7hFWo&&~V-b<10eVc4n+a$f-(ygQ`{|T13(i3%7fL^X= zX_}}f0b-|3>pYI=<^kCR2rK!FGG#|Nc}Oavc1I<6dDcJv8l;|gFf{uU?@SWU68vcU zL6;pHM01@J`rzz!R;KFAg~rPY|H%y=fmBDiBRnH4g9EZ;qnjTG`ii7&%bQeG8+9q+a4jac>#f@r0|~bW zlyh1zKc0f(?kTA#GE-0*&-!KY&hN{Q_aXdGx15_pol@*4bV+RL=`A&R1aZT`pYlph z7ev}(WESPsB`0{cKd5br+R&`f8NX0OX{9+!hr@8#g;oOFbmX7Ohu_dVgxHmW@9G@Uw+c?BpoDl zg-L>pS8&a19li?Hm2Ox+m7B6qX{cuE4z`IxAU(V9v!HA#r}BnN%OY6E{Yftmd9;{G za~N4s31;Rt@%CUdGnCStk`+_Hxvm~IYEDGB6s!q4_8e=}4R#hI#N&25gYUxWr^W$? zR^uf~Rrn${b45=@F|+HEZJ6jfSjj&}FfF$Y=jiXatd>SA*JqAk7IBSEy;PCN_b8i5 zB%ujPkD)G{jyR8NONxo7$UO3EjNrO!>fsZOUiX6A9u^dc@YNw|Zgkpc0`t=7Gt+mWaX3PynIxG&$q^19wpwr5BS_-e;Z|K!8P)-MnN2O1qI7Yh0i$!zCPWbdEYv zG8eE5XJ-*QKKPQxXhk2JKjZO3ctsl76CYYV{qeMr<1XbLnfTDB45s%eXvv8!;;3V- zgEwnIiO)|`W9<_#@X<8w$nT;J%+qmem;2NC_Kmq*J+rwWs2+qJ)_l5tv6`=Iy!X(K zRT*>Nsb~N$lky~}TCbLfNkX&yvzUnr-?K=8)1u!cEhr(EnHqlkC}=av)LMd}nP`X#?<0f9(2 z6d?4>CZ%C|X5;OXSkvzx$sn!NrSnA81$f~Ck9jE3YzPk^yX4evPy1doo@`d*jPBDO zZp+TEJj>kOkOso=SXE72?wBuVznOcNj6oLbjp5-#Gu*6CEJ_EkTIV*B1#E;LfoXnvz+gsCCp$nIEb6iT!^Ecr>iYROJ=wj8(r%QYA zJHO~Q(r56%SXK)7%f__tGcw9S%#goTx%F;ZsSa^s3EZoi?~!6h2sIMV2UVR{Ng{xP zT=HP-P?zb01P>ee7A^X!>HvC9lS(cU?z6j}^$*Ao5|xx?{Q)Q0eV&Vy#UY`IGb2F( z5qqd`pqp9bEB}ct*Nu9ZQoFl0HyNMrTRQgNkQKP@r6wHY(v$}9K1*q| zmm#Y?deeY)&|_ocz%Qq~(w}2_FGQ}Vc^QDx5d^2N;FWvpdj6IsSK2B)Me5DZ(iofZC}nh`E^Kgc?+<$ju; z(hApVBlWwHL?Q@7=dC-;(R@n5)(PbDBx&4ewHY#p!B}49_rotTHX#R-L_Lsh9J&Wp zLefs!FBMSKOe*Db2*z73_}ex7afIdp6za@HhTfaGecjlVj1V98s02Mp=O-@@Ny>3vT z>}c7Dk`IjO7Mc>r0KY<@`Xx%M?x2n(Pc|6}8F_kQ#_s{Sv)P9X-PjEsb{e{^qCCus z0{zYyIdu`<`@R`|GdW`ZS6AmmTy&YtbF7F*UB3BhXQP7jWwuGx>qoGZV64$BQmA1O z31jv@37yW_YVp;=ltCJYuL9<$NQWmf{fFoLmxtROE^-b7w%?BH+kw;3HKc7V5_5jO zm=!}kwc6P$_{Nlr8H@i8|9r&t**6Il`OC>o`;i>R9O8g0yy4EykM_rZQ-(u%YE{N9 zPL`AW_OIHLGnu}dRSHa1dCfR^?OJb{X9E1)SAW1UYWaGIdpMBm{IqbjIhbqT_At}8 zod{;r6JyNY#K6WDcHf;x=;%6eD-SFuDs{L*on0~OYc8evsY~h2c?Ub~?j-s>-Z| z7x^~qOODXQd>L_z{11O4QIJC24K32S%ka zFMg+>50HCx9XT$S>pD@gWJ*5O38Ry?Mwjrduq>(R3in$6!-ru)UaJ9CetMW60mzn$ zpPX;K=FaR?d1SWtlB9AFSL-JMiN?s$JMH1uK7CB&+C_$&+9!5NdVXv3*@Lj_v|)cY z7~~KIYVefwyAC`x_MJI~F(huymo{ci3XLXUs5c{*nV|2<`w;l4V{ z+EldXuxm6}^6hYuP2GGVPnM;3-83IAF17c=vjZKmBXo0ByfH9sF|lQO%cN z%!E-X&HUN1-phl+{plbv`Ew(q#=}5=r0>X}S>|I2$y(%T$a{)2xVkB7=_2iVns^ra z;cA)9a)Fl{oZXMtnh3Wvbl1_2&~S$FPO>0*U(L8LUuc zSoM~=X{QfdT5n@JDez_`xIzpQuZ~VUV`-0a`}n=H%}qF6aJqiBN6*Var-_P!hP>MzN@k8WmK<6#A+4PT zeJt`rD)%b$a+kH_@?y?{$LQ7m47pVBUI>9zH0f31$d>Rq_BgXNj2(0Q@YM?4spHa& z;}M<=b#59wT(Zp1myMp7YD%~_6TXGdJ2VcI*6!lUZN~F3QxjkBUy1b)oE2E02yefV zR;f&!R%cPimLf0CDB{P$SXrb-Gh$Yh!L2pbIlDeXWN2yaUfTfd`>f@?2wv(F&|LH+ zUm3-@d92d`${~RMH#d<}!0nomLu!p6qa~gU>nyQg_J_Z1ZzVq))a**!t`my&nleqm zSm2O41oz&R+9Wy3tsU_`IQ->#spp%!U0^^!@>uEz+n#UtAGLK3K?hY?Z=09+Wla@H z*0p^FSjL-?e|9B%H`uE8Qj`~l-Y(b7J9_;!)5*RND|i^sYo*DeJKnZlw7D~X$+IvfygWGJjFmGUwzu~~ zxaJqInfUC}HV#^wq1z*-e2V8}cM<~{4w{Rm85{+IcqOAr1XvwdU_1uo+l1G);iW&Uy05^ZkoZa^w359Yv(h~T^SO<3ILTG3(F(#4?ZxDQV$btu5+Ud88vd>@ zWnNO+gMmj@{>gYYuscUevUx>DtU3cs(TEyEAW2d#sWQ6i7Bq2mj1|hZUW9E_o02Pn zyg{A_tWzW1u5OtSm}DQ)0d7JWK(As;e_PrfhGx6e%$v@fh(|l5=?jkRnEc3UHnd^k zptYX?m-~cRk%|(AET*Dqb$m<89Hdu0LCm5GVGXP|tq+<`<8z<`5^NGKb+K z#OU}y#!zu!w zhBu8C-VL`UYtf1-33INW7VfeE@b3~p>RYgjIb$;X)w2!-V(7<&a%vR)D*hLhscI#3 z@G)ryu4>H)=PC#ByBwW%`A`H;#%}fM8}$MaW%||7>aM%P&hrA$_`HG2xBU0`a`H8# zybr#kJ^ofZ{Ll&$%hfxZw&hFa)}l|?@PLWD(vXr+T+bTWO%<5Ft9itBv8p*D+`9xs zxF-(){UvmhGx9;jr^kToy3vj_?b{(CUaQsDUq8GrGp%;<^)MG@kXLUQ|STAUFl#lh&bTgM7Dwzkn=8=Xz4$%qX{W7t%8yF>YSPeg1V3n`xZ>T>0 zZ_#srZQ0>cLi72U2W4ltB|hE(U+@^mLduZo=T|(l08xsgQgc2@)J;Ym$bJs(afTUR zp9|))f9m60v52RMShWZ-9zRnqEHkT+@xi+5La~g^KXGgUL?@8qN?c&}1d<_wFPw&2 zmQ-1pN;Xtgr7jOjr88C=-xLz3JvC+dpVZ+)k5@W&R6khaD}L9Z0TFu%^Cyw)I1G!B zM{E)-M9-Zt|0R-vWD=JO9ctm&AW6KL#4DMCeXOsSCpIbbcjN_JpZxzC6V|7yO)ict z6ng%_xXTnW^_6`Ow~eKfuK7l>`6f}ROdvNwXt9m3NSY@8S6dd}Y6?k$>!yr(=a~I( zGta^Ue4Yz2KL_gUZ0lQDPp>2r531YRMUR>PC!I+mYkOW`1Sqp4+CG=qjJU}t17-@v zCz3Y)O#a9jJR5jh@p%`A6Y=nb@BcO`_U!ESjPr%hazjvB)Y%tup?@iKAT9Vni4syB z<4M`DiXgj&r$$ml<~d{juO}L9ZrSD5>R$n?21yHpN+xk{{2mQd_vHRlK!5h>^faXm zvODDTYWo$PT6eZZC|CN#+HCIcLUA_ud8GgGYm~(e?BT)d#SJsN<~Y5ai;YLG9!gmU zF<8eI^=8jGolv^@^Kq$IgLv8)&^Jk3n!us@<*bYBvblr9jpBg%G5=KKT_F^{0197C zWHgz1)HpyKKdPAEYdG{u>KfMOH@ekR?fb&1aObK%^kJ|owZa1HUHOyMt=R@9>8_de zh%P32e{`fgc$JIlenIaB9<;#ljPgtP0rI@haR!UR2MVsETA=-1VWm5$W6-A4^l`-o z1bHoZf<@Ue)87==PQvv*eGG&REL=tUvb;@+_3q>=5O1Lg0#QQwlgx#3$+Tda5a)t!Ivz_UG$rdL#lIsWAU4ty?Ux1EplHA-| zavE~c@ZX;#gQ+()ZKGn;5!YQ?GY47Z*BOi+o>Sw(=S29K02$M}C!>j#Gx7l6y3O)S z=mH{o71lN*8701|G{uebjR9r=Z^{FfZ}ByCZm$GO4~(IAvcA+@YHq1kliy)4Vaa$j zRsxnw0E#$zjaoq8VXw^HUv;!6upI-Z8VMC}aoXxE%#1a8q5Te3ICT}Gh)?;tH~e%d zx&F6ivD!mm3aRxxv;3%_;=kfj8fkI8cA^SGoCsgd zPkst$VEJ{>2~6N7v)THG{^+Nj0pwv{%EPy=nN7|;?Y{yN7D^4&R%km#UmQL7DJ2B9 zH66Jsl+dpE(dNB-GYhy3YwXvQ>H%E!@R0=8Dw4myTp{B%Uw{E4iE^{%WPoSi8#{Us zuP;L_LKJp&|AY_P&vWq)A5!2_r!-( zuj*Bjg_%JjSJama3^@ha^h`~9cY<6kmo^%&yF#3oM4QepM{?w^mL)u@fnE1?zk8hj zw|x7S%PZT5o44I123|J3jr^u=g7ZZ)(^lsxo&Y9Sy}@=>e`9RLh=cJC-{>lPcT`Bi z5CkRDOSDZa<#d&zV&CX_W^FzUe?N7=!=w&7sU^TN5e=k$lkIK_4P96N~}!6z(#Jr&1=U z`0dN>!`#ooLcXZ|TNT%1^Yy&vGdx1jVK=!;p51U=-?e>3#|AkU4~r`quQ&6a7XTvF zYl^J$E%A0QmqRsw0>u<0soMKtaR|&Gz`Fe~{zF+}+jURf4CEF>`LX3jC}1oR4zbt_ zDj>}|oZAq(L!TK(%$l(UpbKV~A&B)%|Lm;~W&%*2mG(ZVR;1xBP&!Pk`?%*ycS8jG zqe1)0KAUValgnv5M)MBVG~0mievrD3ro_+c6+wBlTX{h-E*&IUcQVAY zm#Uaw!`DxvIKgxKiQM$rcKq6%MnvRIo=|Hp_x|ZK?EIFC%Uw=^RAU}Wxr_t;aJtqb zJggNd+JB?6w((M{CE?)j$u@v|02L34ZCHnH5=k*t8J<;KUIU1S9auq(=Gp3m3P0Ps z2OL~WjR&w8mbK5~ACL$h_>OVgLZD>VHkiuKnI?(atoAEPg{Q=En5>dxL?uTCY& zxXl3k1*5+L)WGx_S=ar~y;QNsdgDJ%?ao~f&w*SeOEX#=)PP<6)uyw2lg3j>n$mn0we4K3H!#IcLHmm*<1Rt=Ojcx8bN|DIJxwW3TSl=zo*5|z-S&j zY#w2&=y7#2k1TgeU)O~yG005uOoh;nx%SHkJeG1E$bK~iIh}$=Y-=)#cIBCWPp=xKqI{xqb%CS;Oj!|#<&#cT-x5#YonioiNJNRAp zev?j$@>xCq**dhrR84<198+ZR!ta2BeF9IVvZfC1;`o%$kua1gx3>~_7Sp}U!J>BK+q!wCSJ+Yu*QO%o3MJ9Rv~+l%`)@O z7YJO)BjRfW_Bs&XqhJ4?V99VlcTYv}UpEJZ{plW-P5k}2J-1m12YUi1ld@n6aT|9an3H{}uQrzWH_YcwhMh!4M`O`&mXU{9G znl0QjVV9lGO`jmNkrOA|mdT z`klzt$ej<=229N)$+bfx4wVt^B>`yo;HLqZvtawdx&2N@9REXkB$mVImssra^&Ndo zgHh%>N~hQzO;_5ztFdfH-RiCr_3RoUKQ z0-k-J@N$ORY4~#{i9z)t)@mb5%Q4zzD-&|*)Osbpb^DNe{hwkk($>=%`llsg=Z5{e z6n@~mpsjfI<|D4zs4eCDGZN4XTIc)0;5z{jHV1z~=I?K8AOd0;s6{V@glihotzq2H6m`)mRaYbS*Xh7EVrkUs&ov|6$&Q zSE5~!1+g1m^fbf%CQzUwVB4~4K6I4EWzK@URyraxVDX{!VB$P-3SjAxfX1jM%Y6xv z>B5!d-e%rBxjqierFl}tWH7*a8igq@d4dSkT_s*sg>^mAng8`B4R<XakPh=(@vk-l5CSxMX0q>ZSQU+98VEd^PQb9_+CqmK*P2^ zwCuEsBhHnk#V#u?QwS#KH%Kv#0R}~f&&#?~bs8#9Jvst~7LKz8FB0d^I(X{h>1XX& zgQY;4DpshUl<%AR+DVn)pX-M;>eagi4}ty+snT9r*C^L~u8v39m>YbuXF1FGe|3F# zJX_!Ye`~8PEj440Rs}U`MXi!rML#u4DYdHhDiX2B+a9H@y|q=VDYX(x--5OXHH%uc zYQ;`SzL&m#fBro3hesZ{$+_p=d(L^C=jy>i%d}se;y)BbT;i-WUNzuvR$e<*$V%+g z6&EZ?_ZPk4xyag*(64C53|2M%*O z!klQP8>Q56oSGvw%v1;IYVP9&y9t`G*HDQSM}mGnN>ywME4!Oj_yr6X>#W~nr#Pg2 zV^HKZOq)S?u^4BfVMJodFNNu&MfkX|cOPkO^L#eJvucf9VW{D>YTm$jdcsxdjz^Zp zmUC>}T`g+di`^CU3q-d5^ambASGo-g4Q`#lVbca^`1k|6!=vtLQICmmDD%eTk1Bow z=jm6LAMpnIR>j=wbg~NwWUxcOUk&%Zy#RcKjjfIDOB_S7p(1Dp+baRO`h#z{BT7&l~dQ#azP_c=btv=EhW4yCx6B^ zqeTW5P1Y`sYe)__MEs!&c()!-t>w|_gVK)!Ao2T3t3zIgKuxp-?WGLf5xjvn=JIcq zW8E3X)$yS#(I1l#pI%|eNX*Aq8ja;)T=6J_n>Vtkhj7ePv{O6ui-PxQ!@?#CVhD6U z#L2=E7a~SdjC)2hb(dc5MGea87Wo+B{!p#f+rIX=I2T=2mhXy$YA?l|$s7u^QWv5L z;WqBKdZ3do;}`VC9-=!N4K?o5UG z1eSfF;Nn6oTFPqo<%_{g=H|_K{kX(OA%=B@`h_`_{M@*?mOHlQK~kTt=woiKQJ#Kn zdb@CG9#ijkkIrh?hdgv>U3v)M=Q#|>j8DR57mk$Znqe0US!!~h3NF+18^RG$`Yl#R zoEw4mnxhUe^7VflR{JtiV(~sZoEH3GsoRzp>o4oudjB+5G6qi+!2Lk`yN3BUW$ar; zOgjOiU8B2`nrjgzlYpJDz|_sF!sG^5;X+gkWul^vCP zRdQV)J~UhY!|h48^bi+t0sJW7f(qstgqRmJbZp)jGkAQZWLoyiz9u*`WU1n+igT4m zeaXcLxf*6uVM+`ENqC@H&-m6xJz2Rc>{JjQ0p>%V6~G>5&lDE)mnIi zd46p!>II*HI!6%A7p?3D7hS^R75+5;>7Dct(L$Sk?bBD{GHTRC&lsH-^J*HN-GP2G zZeJQN%|)-p2X_AvXz6%%CX#M~Z5u7W{;K?VBo58722ZBBYLThb#HZa)L19ThFJ$6BCr9cv_>qb9y3l?7iaEsF4E|}mJ*6|Wnfx* z%olu^BVu>2;}SRfeUiPH!8DQMu4c4eHmc=f{TuB7R`#+yal`Q6Z7}u{xBi@p8EV{K zDlGRO@4knXFk-LIVw-cTR8NsH0t-RNj_7HRWy|aT^y+<>trmDKl-(*Nf~^~pa{@fM z+8T~Uydk&_Qapl6^|1rnN&IB>*qiD>&Xd6TP#jSDGkTMxDQUQyZ`!u4*V+M4dFIm~|4@#EkKFGiirHXun;eacg6ara* z-(4I2Ut`W@Zo}f2RPGlsZB8bke7CXKkFkw?e(yWCR001sDBHXx6<2V1#)8`HDoZV~0KP5q?!BE-t7AZLyLB z8prK_H2;RPjO$k;C^aAZ@BkI%(wOPa1af5inRZ|uHQ2MoL*6P|zlCl1ZuE(nrX&#r5F;#ObcX0ZF7dB6Tiav=I+wmwiBrxI<{9Xv!z~{S z+f?npLn&CnpPVLoL)hFoK|`#6eoA%wUg>km_V$6o0z`)HH*_#bqrkzxoqMQk`n0K- zp{L}f%v_Bu!K=f!N!|b0DD_*K@rf`!z+$#2(&7e58!7Z5;I;eTSK9(!qwFNSbf=O} z<~P$SQiYz?fATG8Ed9}*_CzX3~I2_}CjSj-(>C9Mo zg)d*Et}+PAA@orM@I7Vd7ACF7Q{;>mC}kd(e)6Z-&bfV)E^Ojzn!p;@*XY5sOMP1vy)`lLYMx>^ zHPgT+h&};uPhaWs_2k}n6tJ<&pt|hSxa9K=BOsqCjq6C(sE7%$YWFa%Dq>pvqRkt%uDWW_ zwr{+_&waIl1*B2_?IgxMQku4|0IOG>*>EX7gyyDGjEBP8xZP~%X$_|arvA4;{C=2s zl$#4ougri-u@s%uwlIGPui9zfy7~&L&YcR01rl_n2&)@GdZ`}c?B8B144;Y>jv)@S zT^$@u&XM(*o>4uGlg@8LA7?*7TmCqX>Fh2WrJh$x>(#46OyvFD-_VZ3kEtFhXaEW> z5ibmpYuVVe(?RYw*WS@++eb@sB8(%2nQeLb4wGEuzkCIN{}l#1VhvHcZaR3m@JjwR zs;g8zw8xedLq6JMDeWm7AN@)>Rd9yAlTJLey|q6rr_+`OVV1p0wr0FTZ_Z|g0$Jcg z5dIKc!Vq!P)0ICe_e-$>r!Hn6OUB}E5N-OsNXbTtN5KbkTFY_Gp!sMjMrW)EmN z?*M7oe!&Imp%qi4Y*l_&NzNYlHv_vB5@*?soILL*d&%UsH}wYss2fYxJa$*zAk*1} z#J->s2y%(Af+mhB43|T(wNORnmG4Ew3Oc@A3mhk=K8J4D@~4%V;Ss18rO#%TMt|CMs|$?mX&)9HQK&2 ztI&{d7MOLy3aMUpjN}_8!ndnLA|{r`n69^=?n(D)^J{H%1Z#2KI^e{3zgIaRYX&e2N}Oe23;=RKKcf}{CO!K|OpeJ_RARLR3ieh@4Po?=Ul*P2kyQ^=%4Sd7 zAq8=ZhSQnt9}M>d2(dByaMmA7-F&H7nj#@LJf6K*$?3N<;fycyVu~}x>-j!Ish=@2 z1*H41(JNnQgxZ$HG4#ObjW|^Y7`@{(6ayhBxWt4@Y1!Up6mF|BK`-tkYX%N%@QnZsX3tqkqrL*Y zD#{IHmx&j{f$8cjZ!Q!igD&=FoCFM5m<|3+g=k=m-rOYgg_2j8jCsp@A;C{nY3Nhm z+l|Q;r4IxGi)j|VOh4Ws;edBL{g7paqtjFqs#1*BIc*_(6z;_Y|cdtF%p-?ao1O*0p{7hnb73zpF0 zd$$T~;v&J1& z3mJ7u>5i&v?&M<1PoTx`%4AUqj4;zD-Ih+Bj49cTP0jN0^zNk&wsn zo)Bh-O4G(<(zIKT4=aowDOQUtRN7cC6w7j+acA;Qxm$38&_r^2mk$MuZsxOvAj~Ed zP#XK?TY{vpKMN3wslI@?V1ATrbmJKDB2kWwtLf_M@*VZ!RBsQ5c~ODq3YfNaW0!Vk zfpPcQfRiD>yoMRHO8L2iaaK8j^||2_istb?Y71mvBv=HB^`#IpT>Muo5yJw?*P5!Q zD-(xS6whX28$9Tud6g(M_)aAmj>WTO9U6z3wBWv?e1mSL;_;fvg%vYsQ1E0%jGPf@_l|!(?z7KvPe410(Gw zX6*FTpQac556b~;6D@(wo1Dy!moh~cXRDjWK-aXfjUiw#ey`cYMx`8#Js_CZij&#@ zHCgbo=+?8nJ^qw3+IW_1CtRZL#)B_dvetgJ%7ClLD@7@-Y%C&=pA_FvM!JQjTt`Hp z-^_B&ZHY7VWOK5vic+lty?1gvwQka0_ny)7<-2a#&e`vFw0qzbNvE4@$$RSX(Nk9$ zJdHWLGgNT=3uiv82CdPu{T-ANu$(buXV~iUBbG9G3z14k<+(>D?0YpQI14`RUNo)t z>t=e9=vawx07AvuzTUFI!*(i3 z+T$mo(rO(+1=2FXeR`hphKiTdyO{0+c2lM4@?R!Jj`lBWHPJ2!HrzFPD92{Fb~gu> z7E)|`s`3~)(}4ZLskL!;@}y??htuw`PPe`)h-?MAd;R*}yL$-z(3P`EPF^qJ}gt* z?VbD>H<{3ZJ{c(MFAK?3DczLRUV*2#xB#B08p}l^O<8usn`$FY27c3ze~AV^v2z_0 ze=@r({TfvkhqoUAe+Ln;N{SwN>{ssmdT|1Tl5>1}t?X!~pPH%^CP@neMW90$YJc92 z=#2WFdNPn1UUJA^s>GOekJgyK8Ah3(5kSFtU+_&=AKIo`FstBE<&aw-!4@>hkG|LG2L?--)fjuMHbtC#4@oXGHfz09to9+b&{M)L zqoOQF@x7G(Yq!Z!@hlhpRwTba-(v3vlPX4-+p42`MhfR7+I(gY+5#`CRbst+eL(iZ zXIcH59=Vm@%*`f-QSWCgmcPyB>{m0)dC?X-t~=7hjx!cwa5SepEB+^l&RM&|gpx6e z(nFbFZG_H`=2Q(doy^uKZT`88p^HAQ)n%N{Lc@gu2;YY-sav&?_JJ zjt6#ZWId2vo_TNUhf%rtbfrh`V4&OKd(Z|xuR^U|!Vf3AyIAge{H|!&C-gSW*9}+N|VYi<#^F=0UCMI>byDboi#bHQwjgf8Fsh zvvr=hCcpQ$;OUH*8+R1f{Z4y3E(HklxJ9=l{|kt^f%s0L@a8ynOd+RV0Q(=3m(WZm zozW#Gs{u`_kc{h9Lr6<0i7s2$bM^-|*78mL+uaiN-%n&FF6V%5-%gC@fTt(3&er*u z_g9iOg^BAZwiQDT#2FDJR$*|{^$yuVYr3xI@fjV&G(63o3`Da2>HZKONJk&Uy7OKa zj(rMr7S7qeh`PmcXk!L?_2qivoXi;K8IwYSbMt+8`0^VlHtG&# zr}OGwESu7^A^w$yKn+oo=YoFsPw4(dZ%E0K?d0fP%b z!OG0G%?(Xhj&41S?p!1fh?RjnvVR4>(x+oTKh(C;s()~Hfq<{=?3%9{ zyG(W5Q`@Ez;ywL)C4E2loK^8B0C4F$r?W&_jkwcg?-dN(@|GDAT_rWUzrjlGq|Cw9yRW%nnBhP-x12{q4Y$qm%hm5lAgurw zW8gO(kFH|3lj6ajIcJ)}JWxPBVbkWz^3oyM{#4(22@h9oSdU)!kN?o*a3Zr+%8)eE zX9)YvQ-A}}efc`!Md5RoVnB=b(_^Z~<_Xsu@Zd3R;}CS$O#p$fSw98r>;h-08+TG6 zQ#%hw8+xHF?Q@YJ<7*$=wF9z$Uxgi0V!jXm{&Cipq)wM#(JCcpv07?`CS=R^7{!qX zt~y(xq`hy(yr)azm=R0WUI2O(4O!o^8M%D7Y&U|u+a#UR{QCnqv=HQOcieYavhGFF z_5Lj0bM*ehz@>krr7Gj)s0e5Hg-o(VAu?oduar3z3b15=MeXBOA)gURkWh>5%-o4z z0bl!O04G(duv_%nmQii93;{a}NRAYp&cxfLx_ihu_c7fwAa`hucC?us14>nuBMfVV zMS(t`3V&nBq?k^XjgcATHet7PS6W5m3_xkA4`iR7!HHR%_J5SNdo925P1b*Q=lJ*A z*2rVZ1C6z9r=fa1X}^F?mZyL3n@2RpRl=7OG?<0d6zD{$isN+}ALrBEz0pYe)ed%N z%M^O6;~j&e4GSG3e;Q0sx^YjJRmdL_wsj@Jt&U#{v-Gh_*p;mW;L^Y@=4Az?!H+4K zdo?~EX@gHxn~aN$BM2F&0QGo*u&Hve*PGB}-W-*KDe?P-axeRaXR3*~E65os9=G^?QKztK5vL;_ILozOa{6}cY{rru0+JNJA^G0Hg&Y(k*QM= zJ6jj)sKA*+bKAb5CSRWxp_WY7QXOBUTNZ~q7+wk*75tZN=}#*5VA@{f21mD4V&MVK z#rV>5)^us&5w=BsL%ZPW^F4r&! z%k8Ko@D6_;*o4tP-yp>0grK~6(?k7yM3Nn6jK0@1-Eru~!K!l#27${>$iYw)Q{K<|3hr;R7R&j-55)5W_g`LtDS3nrj~;y_*0B&5X0-Cn z5BH30El@e+MZlH>1?aa0w7Dzg!tJN{}RQ$=}xoE%#%zan4k31F2^kyas{ryAz zc*#dr+f%uKfU39fc^=hs; zVbHuVUm)PdujFE?CyQ+i(_v%F!JNL$X`NL~*L&s}TovFeBH*1MLox5Hsmz*^Wde@# zVEZD-P!Cwy5y~{J8#+A50UwAXD{9!l7Uqn;wdx-a8)=c1?Mp{3?Yp04T`eYg$_#m< zpo?Rf9rg6hD_x3eR`$4SHL7L0!9}i*&Rcg?4JdXKu_MxA6eZXo(W=i5uf&WR1#63Y zv+1DG02Ys!8mjTEvlJEyn5GNCSB4Ad@+MXpQpiHw`aYA<<*)Xzl%tFH_*K&7j|BdR zJu!kXjZ|hyMssXDGsqQVntA@YQ)fB{bByrJfSAzX4le#T2LRjs8#?ByhY50Qnm-ea zIacLYqjl`q^Qp?op|}I9mt@on^KQ6V^FKPb=$W9mX~0@sPInVE08QKc-Nh!JslJ1+ zRsxq;BhL(hWEiz?verPLR#F4HtL0ap>50#6kqZJlhEf1@$Q8cM#N*P~!t%nj0_7?z zji9)$O!{-QNjVj*qbe{?4|yH54H)YJlh-fVG%Y^wn>#TNuasShvdo=Izq3sgs^x>N z3NpUo0Z%{|A5hFc$aql(|HW+HXs1X?eZzlv#LX(2#xyHcO~y1!LSDteP`^%iRFtE& zBA1f+{8ZPvZXZ?cwjjXKgFx7UcZpu(JFRWt`>!8-^WD5I4afFbZ;g>Dv?rl?LS7zgj+@_LAlt0I*dXBoJXa6>q?%0(Yp_;dNna-_RGPnTU0a zEBPj1N#0+defm3asNjCBKjOUjKdS<%`y zOZvmq!Lo<3ZD3IPadM{vrbG!LRgu9FLR-y4AbuO&(b=vb}OkQ!;sq6&EDFG?X|VsU?m@ zciXF0nEfn!u>KZB@a^1qSQ%nL^p8zAw zSu<&5-DqOZM_oo5z`7u%YOY*Ua9u=*skkfhC??HSX9Ogjnj($ADL8VmQ>r#_OXO=jTCl_vBB*k@`A{*lQ55+}O`v;bw-PY_(VFU0 z=@ZN}+0USjz5yM|;>p0_dWyrUOmxJFaf4IZmD@?(R}Oc7Rd#NX%BENu`Ee*EgY1J? zV~qP=<9wgc{!&xnF9v@OyxwUYkdO_S*)$FlBfctQ=Y5^d9?d&Qxs8JV@i5Dy57p;C zZ^zWyF8^e%bG;NVCRNbZ$Y1|8@RRycZ4+|0b@no!kG+|GdJ33YcMIZe11~v6ZNqwA zzi*;$bjes?8hZr(D(=arLq}hp@Us6p?v`}+Be4vjYx_Q$YZ8*P6k(%d@HK{Hve@I# z5+({NOGbUhI{dbZDZMt72R)S!TVn(suuYB7NAZ!bqJ%-PU6c|AlrCz(Q!$;b$(!ym zF71x!m-TP<2A42rOad!#?=mMosA~#9dYN0(UeaPCB#|^g*y#djCab zyC!~mHOOev!%0;#H%!~3lHhEI{|;^Na8*5j=4dh_*w>)eh6(rZx{qG1><#l8G`i&s zH0)Ln?|yM+V|%GsSln=l&Qyv7Sh8*kb}&Sph;s>woDK$t@vEK|#+vI=qs(HY5TDDXpzw_mxw(<(!Y z18|nixK;x`HxL5~4KaYDY}=KZ5h*d2c!x^eXZd4j(%*Wc&b|h6$D(6jS4;a5FlObk znovZ9k(37li{(;tKVZeo{*w#<1yW0_j#}qf-qHL+{@4CNf)CVv#v?ch+YMkUm6vvZ z`TJe}&$(m(2gCE(_Ed aBC~9PqSf2;>hdlCe=uERof<9s$o~Tpi>VI) literal 0 HcmV?d00001 diff --git a/Breast-Cancer-Classifier-Web-App-using-Streamlit/README.md b/Breast-Cancer-Classifier-Web-App-using-Streamlit/README.md new file mode 100644 index 0000000..154844e --- /dev/null +++ b/Breast-Cancer-Classifier-Web-App-using-Streamlit/README.md @@ -0,0 +1,55 @@ +# Breast-Cancer-Classifier +This is a Breast Cancer Classifier using Machine Learning. + +![Type](https://img.shields.io/badge/Machine-Learning-red.svg) +![IDE](https://img.shields.io/badge/IDE-JupyterNotebook-orange.svg) +![Type](https://img.shields.io/badge/Type-Supervised-yellow.svg) +![Status](https://img.shields.io/badge/Status-Completed-cherryred.svg) + +Link to the web app : + + + + + + +### There are two types of tumours detected in human body : + +

+Benign tumour +

BENIGN TUMOUR

+
    +
  • Non - Cancerous +
  • Capsulated +
  • Non - invasive +
  • Slow growing +
  • Do not spread to other parts of the body +
  • Cells are normal +
+
+

+
+Malignant tumour +

MALIGNANT TUMOUR

+
    +
  • Cancerous +
  • Non-Capsulated +
  • Invasive +
  • Fast growing +
  • Spread to other parts of the body +
  • Cells are abnormal +
+
+ +

WORKFLOW OF THE PROJECT

+ +```mermaid +flowchart TD + +A[Step 0 : Collect Data] --> B[Step 1 : Import Libraries/Modules in the workspace] +B[Step 1 : Import Libraries/Modules in the workspace] --> C[Step 2 : Import the collected data into the workspace] +C[Step 2 : Import the collected data into the workspace] --> D[Step 3 : Data Preprocessing] +D[Step 3 : Data Preprocessing] --> E[Step 4 : Perform EDA by visualizing the data] +E[Step 4 : Perform EDA by visualizing the data] --> F[Step 5 : Train ML model using LOGISTIC REGRESSION] +F[Step 5 : Train ML model using LOGISTIC REGRESSION] --> G[Step 6 : Deploy ML model as a Web App] +``` diff --git a/Breast-Cancer-Classifier-Web-App-using-Streamlit/requirements.txt b/Breast-Cancer-Classifier-Web-App-using-Streamlit/requirements.txt new file mode 100644 index 0000000..4cf4b0d --- /dev/null +++ b/Breast-Cancer-Classifier-Web-App-using-Streamlit/requirements.txt @@ -0,0 +1,4 @@ +numpy==1.21.4 +pickle-mixin==1.0.2 +streamlit==1.2.0 +scikit-learn==1.0.1 \ No newline at end of file