From 88db175a4d22eb0607c3b5c2c7a94a0621e6169c Mon Sep 17 00:00:00 2001 From: Stefanos Kypritidis <44138542+stef4k@users.noreply.github.com> Date: Tue, 2 Nov 2021 17:17:17 +0200 Subject: [PATCH] Exploratory facebook notebook #14 issue (#38) Add notebook illustrating basic network analyses on a social network. Co-authored-by: Ross Barnowski --- .../data/facebook_combined.txt.gz | Bin 0 -> 218576 bytes .../facebook_notebook.md | 499 ++++++++++++++++++ requirements.txt | 2 + site/conf.py | 3 + site/index.md | 1 + 5 files changed, 505 insertions(+) create mode 100644 content/exploratory_notebooks/data/facebook_combined.txt.gz create mode 100644 content/exploratory_notebooks/facebook_notebook.md diff --git a/content/exploratory_notebooks/data/facebook_combined.txt.gz b/content/exploratory_notebooks/data/facebook_combined.txt.gz new file mode 100644 index 0000000000000000000000000000000000000000..d015282fd8396a5d3f1abe4adb3d303bafac6ad4 GIT binary patch literal 218576 zcmd?Q2~<&6!z$)vT(B z#~nZZXXoOb-;O?UbaH;=<>lt!HJkaH*zO1`PC{Zu%B*x^^w! zmuvlp=|^6jFFs!!MoXPs>6oQ$uhn`-};{s`zwJR<9trm@%C40aV3w||E#>!S$?+YQP!V6a-AiA z3*4*W!`_RxxZ>GS&xf^&fAEh$=~(gEx<}1_Zp(F+o<;mKpriWk!ELksA~mXoB)x=> zF%l1Z)&)>q%)L(pnjI9?s~{KdA1OOxbp-$X&6oQRRg=Y3WcBf5q8)D(RAdd{YAPiL za6J{->u^JrlIw8uYR3)>yOJAlkczA!{E145A>30%)(9S`Qeu=jcE96Iv`WcMc%q7| zF+5eJ#2B8VB6|y7Snd4A+D_I4UaL}K0&i83HHCMol$gT%Rb2QH>6dlxRPT5`9k_Fl&uHPsRexSp!) zJ-DH2$vwEas;nj4s>VgRF1z@s7`5D*x4>uqJEEzqa64Il$&C zzW<^s#G&7RRnc81cSUYu_c~eYFQ1Iw8Q#Vy;jS%vF!qrcmF;++QEih9f2sP4M zv)btoqh=nH_Xf;r2Ja0?AG8>5mYcVfS`ct&n&L}JwVLGKm3rGxh#-wo#VKJU-FnZi zi>Oi(gxaDhv^-F7ags1DESi!i(JM04k(b5gI)1xlKjT1M_7sveU~NR=N%o1!P}C2?bCD@S+S*Lq59 z`${Ihl^k@JOnfPMoD@Bpe`Nisw-#<8>9i(JDA9D`=9{E56z8ev-iZ0wxGT{pqjqYgYHuH?oumo z#!;Pwbs%NuUIb8*2Auma`}46p8t5P?oz7KeZY z0U&M9B9}TM10W>>!{#h7q>&(9(mkN=D7;mNqz`;U87b8v$pHDN_iBKahaW6}W0c2l zfc)ggK4!`d%WL{O>C-x2RLSvuq9DKAv1wJ6DX_5Rff?)8A?$!*&0zTF_eet-4pCH+ zAClqbYx#pZN>!x=oT+$LI;Sf$cSdg1@qw67)-mqSS#Qihul+}J{;(~+FZ=Y>UETZP zaqqzCqbwtgIyz%?fWW}<9DA^Ze|-#Capr^J#*6ZEqimc~-gEo-OOxembOPh!pBqD7 zX+heU2VD1*sFoqxHD&uWhY8J$IF3|DPH6VCwgK;BRev;S_4oS(CRXi8;orQeD+>Aa zkp1J`Txrnnnzu%VL*IYdeswK6rB|C1e&ojukemtKYwI}#f1q`v zQQ79TLddZ-u@m4+!{v-18lyCe!Wd;B&ok%_M0?^4oiV}yT%gbxyRbeoOYigi53f1+ zcb}|AJ0=(7emi#BA@y#Bh?n+k?W#vte%YwXy}982JAKln8Za2EK&A1MpwFXx$L+jj zrtDWU?w6Qnv`Hi(xgCb*BFlLjxfkRETprbfqAz`j&xd%gi;1!X`b(Zzaj(~pc6;Bs zHtTkddEXJ{ZEAKQvX^Go{QKlMKK@~!9VT9*N24K03@<4vjiJoY(-GqNl*Lh)Clq$` z1}9XxT<^nsmUf4BhhYZ`3Afa7m%ej2*!IV4+npE+Y>ZK3Ctm^Nddsp`+Jl&5zlAAW zJ`?r~Wp#Te_CkRDUGy(1@Kq?mf7JU-2T&XwKOV8}bHl-+G<}i2CAAOkt`{^bl#qv3 zFQv1_e!60I?#K|npu@S%oz=*J)#X}algdjzJIZ=O%q<*l(E4&>G|%{V9lILgrvx! zz06{B@u}Kn>EGFWoVl!1wIVkXU7D~Hp5+_Mlb#AZF)tjNEvgt$yV9)fD_sRZu63tFDAMtUeG&%lo^I0#rn8Bu{e3-W(<$sY{x0mHq(X} zMQfivxUytey<3~fS=-22Ysp&kNL>p{T{C;_Dw;Wa@$IbS+Z;NO5N+yp&lHc@W&OI_ zirP&@Ro^xDI%|qw-qm*m10L39oTbwlYd!86V!vDj`0kdnUN|bPvcFK%>6&%7&>Cl9 z z(8$u|U>Wv6*ktFawaaV>sQIWu_=ygibZQ`?`JVEv{S*!PQ)5yGh zfJX03H|~~4g4_my;V=PZOfB^kJh{(;6yd-3qFtNMK)CAnm{8(yf5+BX$B)OR-dw=B zug_L)&jkaamH?KTsVg6DKYIOgUpORv)9AoG z@~b7m9%B6C5W~+plD0W1^1vG$(a2~l*99BVp`UuW&pLdzIe#+ssVnDt{gRh7 zyNM!?L%2Wdu$?MCqw1+JaP!z6KG47aS;k$Z_0euWLj~Yt(x=MC>S`Su0MXx>q+|+#M)2D19M^AFT}v+c`p z{;2IeLAP&y@gI52f}jj*)!^DHohjSd-upSb@<1?0r>agHMfu{3j73*#Xo$9(u64S4 zZY^8=MxHAq|CcbpklPbxkmpTlbOxOfz(!(xVwl8mLRsZ+R}9?`r_~}8BkVd9`ljtO zY=6W!a&)R`yv$GI-zZPm`CUd^1d#!Ta6W?&Tp@L?5SS}a)X=Zm}f44A#Y zZfRDLCI@Tk8sC(wZTfTLO&bNjskclT_(vy-dt z6-p*!ym9R{A8@*3EM6gAgb>d4Rrxp0XHFb8e2y+HGQWNdd9JS3aBtK-e@?z#w%Fj0 zaAfU^k&xlNvOtJdQ?A>W!;Y@5h$5C}fkBNKwR36tPMLDW9*lDH`SCv!KNY|0spR`wl;o@P{YB94@{Xd#lg716l1m@;(@0Cqf1H>GY>Le3m#$GHTULjSYbbAYS zR5pS+=iEK6X64tkX$mnrv2p@-5@6k>z=G_+^Wf$R=Fk=#i#9HbEPxq3kempCBJQ;> zuE?F()Q;ue3N~QiK<%Su(WMVgpvh;-laPpkS_Dry0$4!EHT)BAODEk~Cu!nI*H%f! z3#2;>Br28ioIoktq}<$4<2uU%fHby9ds^G$HaT1#yhlF=DN$9=v^-mGjNlvJUM-b3RN^9D5|+IvYY?($g~`6U&UCq)>-!dCFC@E$ zqVWgQB-x3YtM*>O_V^Lzm0B`?A!H7Nda1|g6f+t^yBTl3(Wu?1ccw{? zuW9o_c~cC2bDm+Dd#S0o?aP)AuUWne+U0;opmwVFLh?V&9luqQyOK;;#eLJpK`^81 z_DWp9AM5*7FIHF{T@xkP3l@HX1~9w%^^mahA0GRQUb5AHFtgGZB@T{v<|tMU#q`_fHU$y*Ndq>_wN@EPqe+g%vK1?`jhT+ z^8QVYG`HfQ1KGF0$DDZg>WcCk$9KXKc*$n_P1g>!X|iFb)nW)AuvAl`vZh_m4>b16mHUx5Ae1xtw~g9idd4R|LiyMBr{CR91JKo$wkC&yqqJgZ*kgNy zr+u#qTB87$ZrK1fDFV)L?I@M z(dd+az^J7)QD+i+$HD8I*SVxU*wK)`VPq%2W%iHR>tZB^H1VJKQD@ZD5~VXqxV)H` zJ+Zy*iX_b0ZGj3*e?w+eo?ST`IU>*z|EW# z9mx>GUy4hwtfde)K`G7WLv9fNT;%KdsUX~(O=*@4F(M`|iuP!~3i_o8J%4bW7`w>Z zBl8L6G=+Np;07^nQGls%iny#c z{^pA1@gFJC|MACMrDrzfM`G>c8awF591U-Phf_i`5Uc zBbg%d@9kxstPvIdZaet*EI~i>{SVUCS5~0=|4s^xX{v1F71sGbpM-^*E8G4rBD;sK z4Q)fdQ3XrfCcPI@Qy<7*M%&!qtgN~U5s2QMy_DW zEKKih@N_%)?~(+b=7CIi5&h0b9o3xGgEB&@$UXqPPwqNx<D=j3Ki37Cx9sD-CXzxNDZCQHT!KbjW~F-arND2F1ufNWHhAQJ zL+HZUiJnm^GBR4m(kFZwOa zHKx?KGK$wIe<_H1n;j2uZTeMv_Jg>UZ1HJdc!_@?qf6)VxYoTBDMnOujS z<3SQ@O;9n?PAH2tY5czv8Pc!tKQ zD!I7``+jcw*^`kq8Eu+F5fZ=amkli+9w0f=R(Bs{LrZf^OD2GMILM%RT;Mn*))U(j zV>O^ztjC$_6D~*I)|liWfs2s_G!fj&>XF|ZNw66}syldVexP_)@!-Aq>C>Ap2IkAy zc8&B~wTt%(0k~a*Y?%7c8B>{`|>JHP|bcvO&X`jURj`x~(N!v5}?~Z$0htwVpqZ~D7 z1qUw)d@|57UNis99v%R(xjrEf+iN_htbcyx!j{S0%Jn9Ns*LZ+y!ytB`@fST*VqlX zn>Kwiq{iaWx5~1WWMXq78|qi}a&N|&Oi4&hQj9z&A4QfW2loYkN|FM9&TA;>rg0k2 zWqwiLpr0GNP79<-Do46M-Q~4~Nw8M|UMZD`_a)qT#pPCXvssK!^{!K+tHdkHARimN zUg}PETikWx%Uj<^c1(9;$4GA%Oh*v-_2I=1v4t8ZiISDK%VTXHy5rE9636Xi(Udro zLr#g*#MbNYf4j8NI<$Ey1k}@c>r?r?Bo~Qw6odU$DOx_2Zq>tTbF-aYVueX?a`5XDxYNR5qi&BXL5?Qt(8imVJIIUnzx<=?9pJ9s!z zQ_&k`udsfX$BDY=i42=j+pDA9{ZJ8JfDvw*8lTzAw2%76*weO0bp{dUu3EL$iEHv( zK|BHe@*_J11!zNip-**kx02L`4>rWj>oy#)>bkeCBv>Lz$D$UzTJk}~+Neyr=kS0B zrKaz5*sxgU-uQ^0V?br*lJbDy+1$!Wzp4|n&^(i3@Ox3UUQFLE%N4KCc)o&oz{rIbl+YQDI;6dQ zJ91EGm}ecA7biLL@cbfV3fYBZO+!tdMjHsc5!dRdDv2@ERKMky3}K>Os6MB0|ET4r ziLSDS2;j=O_0Uqia_uW1#8Vvy$7%gf&LM5@w*cbS6|JePtS!BFm?uP{ zMjMWAl*jc&)rkGj=3N5J2%;e;RabHLFFl(>(`s>fFI~#a4=8Jjc|%22P5yz+yo13P z-*4ZI+*)uDg3|O#nD6!n9a)JoUxWI^4&^5qqBz+hs+N^W@rNutrcuVK64H{8}yLV=gNu#89MAI$95WFV!H{Eh?qbI zRjSBGFn5MjzM0EL>lfzltkfDDeDS zby?=Ra|pu>*N$jCj_<<(2=-*80bOBRVabnica=PpxjUv2|7IZ7XeJYHQU3>(XESCW zO^4R&0&7?L_H>44?Ese*tAjwV2_MiQ>aCKbvH`4XS`q78b6 zi-|hlb}sUeRK?c--$?sTC*$#PJ|Wv^4SrZ+zFG?o!Fpy4lXo9fB$T$j^$GCui};Am z>Y+YHfYPc3J9rKa-A+^IrwtO93oC+>y+z64Oy77Cwg93L9!=X(+2cFv8_p_P)6aGe zhT0cX#ff2MLHOhWgVwXwX}K-y_|r*&rxo%Th3&)H@B1HA>eE<`b`JLif0KT@wNQ?{ z^+kgj8l0!0+0GiN!*G#(pFx?9qXQmvP}Hn*i~d@Q_t^_ENUgR)8}wA^!%_5JXtUQk z%!x1+Bu{Y^^KLHj)am>xJjjU>MDaBAUzAJLm zw)3FlfKzgS)~1Jcon2%J(ChLlcP(Vrc3+WN$%x3w zHlW0SH5c2Hp!{0m(C9nkLaV_kEB-s`GTbDe;+S?!(N=E)>SG$-Ov~wL((N^(X;DRx z_wxZ8q9U!M09n5)ux{qtZ*yBoR9!D2 z`nN~`cGo~LM?LK@pDsos7Xv<3(Z6_#gbq-81)z2JiV20m*a2FaH&t*6;7z99(ZE9} zNtRSIstlbs1nT6u)tPmQOo8*Db__7t!eGhr#cdfW`ZSMV?wxH#7_B|?F#iB}j(d3x zWeYQD&)h^&rUWwBfZl@IHn0ybn!*isCiUy`eV+4%b{??`Qz4?Miz};C!4z{{KbP+P z_@iZ%xy>JQ{XbT7aygd(vFfxS<8*5d7ux0I8=(W@M&xD6T=}<$IqJB6qXT?@CopGO z5H_cXQPpEC3!_MEY84Sjv*vzRf0-3_gI~Er$^$vhw0;8U-hK-u2d$)hME44 zsBFf&PST-@?C|H`OCw$7Oiv??slX_akxb~fm6>3KX=53@D(2^9-72@+Dj`eU`~IUXa3$m zyJ(^J^Tm}{o9&EwM)Ki0@?s3$t6uUn^HqwJVc={cQ;WF&SoQ7MiV~Hg`s&JmbEXNY z$xHZ_)9|jp=hM{JMu2Nkz5B&o>LQziP;l~Sq|orr+w%!makfVA8|mg(!CJkMFYpo< z;QddK{5z-*E%=P%51YBeuoGuO=KeH%G7%f$<|QAa^e)HnTGdR;6X z9?UXFk`1hJpBQv!@!yBxn#v6iXJxyZr;H$6 z)U~TJvnLX|Z>AgX{(LWsG_{9CQik;nkH>ln&HPF`4&I#T>tBBYB&4(F-qzNL`Z&18 z2Xnmay+=F-Qv}!F7^rPVmGMg04t2gztMd(PNHKg7vM&wO&G2AS`Kj z3bcy}jt@1MG^aOv{LG|-aFBi%`8jlTJW0kKbyN#!g^ZwxjwBv^(HH(@`HzQwzg0{; z$GF#fsST+MFK2S?^syd1kqoWcZkc#D>%Qfw=BX~sT>tCqi(Yr;zaDL?{YDCXC*gjMev1*3`>|rep7S|svgouz{)s=? z>ym>rgJTHy&#teqT>I$}0QXNG&rW2UT#0IPJbyWBjulZU%^edP;5gCd_#$i^rfpiy z!|O5sYY+Z30+(0O_`Ae*j_7gQ6mo9Xs^V->B=Hl ziS5T2N_hfWvp?NSF+`v8xfV@9o|(Ohy$G!kzS5r zCp)6T(!B+40p5BG=%GrdkA{h^;{R}%$kj3Z!E*?YVQ=()&MO7-I!6x+|H|xX3kh7E z3_+RAxKR04b&RlProY;n$TZI;8@X3~Dd+Wr;aBa~9acl-zacLoNpE8rj=4J(ziG(- z#?AS>U9TwFJKK9Ch6D+YSo)=njLa7+BgmhKtVh&0&GM5z7pL85u^~)|>&lBnhUN>z zQ7UyS-d+5V1vw@PJS^5P%6A=h%)4__t5#TTFA`n6D-Bi~M8ty3cAtTdn(oJc#27Qw z2TOlaQLLWXy4MiHY}fTYkT>iR_I7`aDDcV{&UkeH5ScKKXG}; zb{|pC3&SFfz2LcK4cyE}9&y+~J5OE!(#&zzJIngGkh=r5JgKmlCCtQlS0QX>ysJ~M zmZzSlx4oUXRiUFJ&l6=HbY~zATpQ-T8|j>%96SQqeZpL*2iLT?Q!st|y`PB{WjgYg zq9PweK3I&SfJW*zT%CZz+K&X~zUETwNAeGyQcI#%=LSp)mwMP`|^sn?sCN~EjvF=I~Pqm3r#yCO*_SZ zh>WHkQ-n3`cz;USXYSIn_JHK}nxuBs#J`K&y0<8{0;gpcqhS}JQP#*^THan0*&Yzt zPKrR8P(~0n`1fW4mmA|Z1vVO<_T6}pg9sX_8U0K@Tp7LZxMtw!x51hb_0sE!=8N<9pA(1N*}kTT0I^Af^1x=q**T1-g<1Ll=qm4h4fN7eTr6MgmL z+e=!QrHt97jOiuH)K39Vb$BYGe<;ak`-O?O&l@QYkZ1ZeU+7 zYrnqX+p_AbyZR_dK)cCqr(xaGE>KmWNhob5zIQX~B!lbLfcQb^_^BqrpBm3jXLao7 z%itsPM3Fi>DM>$P)BJ0yS1*}Xs z5tZO$5*XDS{_=C1!VLwnNk`jICRzdwX}bz*%!%v*U-4Idg% z>bI{o5Rkt?= zU6VFRv)I-&Z()J@ZEJ1sE!o9GX8$S=ocm+fN73|Y5L%tw9%%knubfn{;x`1|w9 zplM4UIMIBdJ*vL0UUBPe)3AMaP>3x|Z!9y3wCrThTv!_bmx*(xi5}P(wca?W zSK6_$)*E}1#HoxrvVaIxAb*J(tzl<+D@35(>Xbglrby2aEJ5caM`cAZq-Q%}k}yfe z9JHHf$zNN3Ktx<1U{;@ye&{Olqw5z>=i?i!w5zC((TroDJj+STdtyeo0iE3|*tLh2*U|{FgJQhW_ z&J*St-mw0psZYZods@^WQDDg%5-?fHjA4^gm_u$=MEwAB=$JRxoCam@;c$TXMK}0t z$!>I~3s$w$en|{Rj*?rsjdZblM=NDqJ#Bs0?By8eBI3w288 zUGLIfRyF2pzx0NhDnRK~;$)vdc9f`&A^wfxc}{gq6SWTd(7OIHkC=Lt)7eqIm_0Hr z5mi9n`!O5ipV+??`LzxtHq=s0=zuEjfn8Tj=(^^D!e@g}X4KKmv_NDvxd78rT?f19 zB1K<1Jk5BOWTG`d_gpd2c9`L+le4||?800dQTFl#?&2H@_Uql-q z!hnnFUH*Xk`i6M@7CTtg6 zDOc%y(^)@s)>;UAYo~GgWpmD!KxpT+=5PS1x>zQ`=+kfx^X;HG<|R{x_eaj=W}r!( ztfxKUxe3i?`zHHF!8i{KMUu?js8!=nF_B-<)c3bHuIkXw^v|ivIYjJ8qIQj6&!|k7mO)%yoh^Sbea`7##25@kr4Eu&8>ToYLAa2BUTr%}<+npKH78GHZQlH@I>Y!%vGM*F=6q-vG3QR(W(f zVF)L0<*H#fq+84YwSr_dYz_f%rV%g|56Sd#QC1vx0B^$7uD)1B5usoV^mu55?dFf7#IRKu&jDa$N`eu?TselVrtx4&+u(`{)nsoE=Ia$|1d_3n zvFm~zOVQT8sqqaDrT>7&&}mBC;*(!llKtreD# zAS0FK!Hv5)CVGlHF+VBVq{(49BFSg(NZK4~2SXUK1&Jf80ddCwuY9KKG45<+=BwZ(;EU^W0r*^vRg z>p1qSrvmcMTduTBq(=4Dzv!wzXbrU%4#+(vBG{V_QwQ_cLxe%D8(CHODzW^0075@#o-PI)G8al(cyGRgEM3%^oS+%)>yg6?8U z>#|z5roRjK%v%FacC^Avz`6c7L4^xMTm=5zGAc0r|;G%=2&84UcBM2hKE}{1{ev*sWgx zn5kpmC~q|jPI#pq5WVfDj0o5AdxZ*bqP)AIeMMbXClat%XD^QnS-UJSzW|9CVkGFf zulo!ad8~hTvFdbOuMdiG_-ZXarM}mdm9JcPv8=%{Z+$KJ)6~RK{JKZLUagjs3-UGN zJz_m1V6UD-VE!l6h-!3WBXHlWwTt}bdUycloAP56%(06S`VQ*n7R38VEMDNW%2t(oh#h0MfJ5vft3a4UK?*6d2C|zxg-{8^rP+G8e zkW!7!8pP^buF{LUKcq~42qd`~rc|eur)J!4zie6Nplr^#a{G5Q;j~#lyF{!^I8Qqm z+-F*RWYh7XYV6vaGB>q%jt!pNCiPf}T~MTuOIorW@bR=5wRC|E{;Dl+V(y2#w~bo* z>l559k*TGL_1^b$&bWKmt7=ROnOd>J-?T|Ns}N`0zo3{CdCQrnuk%AJ0+mk5-qXwg zk(D|{4+MhVRNXO`R%%bniQfk_^*%Ssr?##?{)$wsh=_FiIUCc)WP5#EqqvE6v+@?s zn*a^d+DYBVo~hs}C$^#$HQCeJJ#g01s_75eb1Su8wmHr`WY#b*tAu8 znLfvUY5E;Cg6elsotiJ}=rI`|uA?T*7USHGIKplT7>+S+Ps@(1d8;<=F5<41Xxvgc zp)qbJ!b{su@{at>t9Gi3N}TttJWwAm6Lv35C~(WsFR0R~ym;?W5tkGWbKmU%%ql5h z*%x5!icOQR{VZC|4#p$TW)eMi9i5C!MLG+cGl^GI&YDVf8Y)t;?DOZR^~=9CxRPma zx=2+exn?wXoQsnY{Z52WxH*uwxw2A`QGBgFJICs-larSb!hvJdK@=z-*=3XY9wjp( z@hFdSMOp#nVOOu%>YQe3$I6@97U`_yC@3<<#l6DH`=(7|W@~^YzS~m!O1PlNESL1v zh}iEBe^*YgKOwCU!QT52byXp-@2j(tkD#d?hioplIxFw%Hi_AXFRrG)J0X1$JCtK; z8c7d?T$KX8g0(^bkwvX(e*xDv?Lc!|vyn;5xRM)#(N9MO9VI3w2D+b^?o zERUvInf;wdI?eIPa6vw*(O;^Jo&MPFZM-C$g|a&!5ji~ndO*`12shzCxxCI=1Ly2E z!40x|oFk1H5BAp);9NWXbo$^2pNPbw!1Uer;WYDv`b$WrQiN`*AYsZ4lctffMie=# zdJ4B64+npCwJQ!)oWk3UsAu;0rNH=o;bu!cg~Z3oA(Xp|2%bC;HD3$+ThjKa@^#lC z7?82wx9XkYW$vJt)jXz+_xa)Gulv3$s^*l+VBM0@Z;=P(J;a5R50b*wwggK7_eDH+ zF0L+~x-E%;d%r<+IFcXb)ThfREQiE}%sc|srK2w|`^1Gz6AS#A|J6AKRX<5KqvC-4 zl$QG4>U6+m#)^@`$9em2?$Ytf=+v-c5Auf20{oe{}fjofKy2F)6w@G9q0_t(a%T^>qepxXt zB(5T2UmZmToFwbDv7GiihVWTHzO2h~NXtF={z$J%qip^Ss^?M^+?qoMamE}Zo7H?* zBc#Bacx!&~9|S2h*7W%y%` z#+lJOmg$fDpo6(vILzWG0DD!e71)|vNo;A5`gSQCZvDFq;+Q#zT?OQ{1o0E}_Y-`L z{yl+9lybIfQ?*72Oq}M$1W{@TZ*G0xyd)5FD?B*cetY-eFcAYqK@a5aV+tvrR z1W!tv8K8cRO&yO$(b*QtiIwFuWo|+FS-Y82faOyP3neRSjiTw$`}OYtwEswGIAN6JM4|tv&cKxb^58Ag*+A#&_*|!?;&M53d}>vWkLe zf?gehvFI(r&khCK(mh^8c`Wu>0Q@EN@o=secLP~pd=(QFITbmz&zu{zt!z!coTgui zVJ?{uH$xS7orlZa?eHFT+ISII$hU0Za0rvm9;fsCMut`n4Cn(H#6>)T36 zns#@!?SzK0Y6CW;k}kK@+u)9T6}XX$bW;CuHcb0=fw+#Gqq}%)i7H|}GzXfe$v=QQm=;`-95@0mmi`p; zwbcIj8wB#{qpPRW!Gi`Llk1z0LHqsOV7iZ^ldtE~!sJ3iddD9_rNWur$>ejM-tA)@ z?z*mP{yW4opL?#G7u7tV^*P=|O$W~$HysV|pP4D^IW8eAxg=EbJ>{E-?x4k6(&IAr z`)mESQi2wWmtRri$tj}xyKm#oMt&Gor3Gb4uumJ?KUhA05tv!xZLfIJ7^*T*Pfg*3 zr(K6v3Yys%huxTXM7YdKNLeBZTsgNrDNz#n=9Z1|c~-Q4<^i$1+W5~hlWWq8E;6y% z=e@LE)aDCo-%py7of+t3C8&kmgR)cUMKoV4Ch~FVBJkOdy3(Eh34x>jbR=d848IbZ1}H!h}&hmCe^ZT+NC+{ z)9(+z(Tzp~iAZ#>-D^`k4GQ}jb$6(x&;N;X*tltu>abJau8p$jsHvCAF!_uz_l%1v zQo?Hpe0vKx2)#OI-K*!DI#Q%r5_l#!})U7-fJ?MB(Ml`UDuxdD|0sMrC-1FZ{!o-X_xrgWqyxdi@lVt1mam*lH@mu20q|cRkS)B+?G%Y5J zmg}>`WCNg*gG@G|agnMu`D8V(rsLylIXE_s+-jV0wLAhI2!)3pk2gJz&G&jb7V4rq zyf~ZIlvrQsMP^{yX`1G5VRo3ZK+M$->LerRSrsWFGp^L_`&}wbyNKDE6v64$>W6$s zmz$+L0?qcQ+7~XuJIWq$ruih^&R;}$f+G4(Z_Pblnb5msVe8Q9H!+Q7SUngM=drZv8Die=z4BJVh zx5+&80#!qI8GH%32&k2>lCM%dO|<_Tpv&b0>pPatQX)W8xj-ShRh%Z&4LqD0xujQT z@-#(*`2B*3?Ab4~zogU;?F#3LcRivJxv|njvPIU<6GxA=i8j3oO`Eqw-uI%s)K-ff z{vF6YN*u>M1)7g!B>(M>W4Ru=9%voPlTI|$-l{$C$t#YnK=0(}pMpiVCWPUWdRgDO zBhSdvI=^%GW|KrbYx)LMMW;;eQxqSKm3L(u2`}#TW!TdIYkpJ%_9xKT{%~NMVOOuj z`JpHBaPtp5(D6Yhfz;|A_P?&t?E8yl>#2!S3uj*y|I=2$UxF{m#Kk_(|B;G4sN>@L z%xZXW7`-LmlW|dd$g3^xS%4Ngja9e=*S7hc-GZBS*whHX<1JEBRa%}bI`GMbeUiN`-M9PdPhY?(mF+JG}x-$C>b zR5cd>MY?HDqdd44lLvV(R5H--54g_Nym!TSTeq9TtJwOh6=Kbzi&6Cq#61oF7es>v zYizN+IB&nn;H3;NXtM-A0zrfxfDY^MfiqfkRP9ba@Qb(ahqjfwj1xxa6efp?4z8WU z2mVT|=V!eZ&X~A%VY>{DAc79n=?&jh?pn1GPp3bzvZ7R*Xp$HD%Nera2u4}a{cex_ zn=0NR!5}-~!?JFH7G3AJirfzHX%bX}N1euvww+Q97n~HMUlAvm1}k?K^pM0fR=lCF z)+|=uH%th$E%p%Q)J~}l<2TM2Z0pJ!s`EBDFYF8QiuXAVC!gnsH|g!~IJLL-J_v|u zm<}3|40D^o@b4KB2h>k}iE~^QO;>tm`5zh8#H)!6kgb~busFfBNqjRsf?v(*S@!P% z3ud8uCt>+s7!{YxdYsd-ZKyrLhb!Lk?e&dvS(RAmN|G@O3|=GkWAe0 zyi3$T3eNU|I(D3wf0dbkj=w{}1i6(c=S90o%{!J$5#7$tZ1$;;PUfI=-cd%A;!rVH zg^961RvAbBxzFw5h7he0w_|c|JhU$+zaX_RWbh~R-Sq9u3azBmsXP?zR4i2O(YbT2 z+SSxd-+p^bF5UdC%qO;G4sM3RrB-%UE}lESFN{35)FP)=OV6Z*iY-^pYixFTezZnr zG9aQ2GA^2L@lMY2>Be#b+=?P4f%AgJEVj_|z1B$H;YPum0`GjiOKvXS4}0!^PF-vs zj^P<#{H&-?h;xWgKL77n$A)%oH}%`Ve}abd4AK-I(!3cBk@F0Ez?JTys3CTH?`e zwL^~GI7OFF{|T-wb=p?Ic8Bp^%IeO6YvRrvX`@IX-WRs2XDpI$&s@+1o9{NSCBUj* ztg81P--&JQc1-J6tFsGi$$auz5}$4&WcDJdE#Og16V zbMU#7`(a4v;&ao=hA%e)1OVw5ApXj)l)rFt@^J8Xb8xEsvv)xWA^fUaL)$ErJTN+z zt(frqysc5BSe-Iaxif|!WVr=|ZxeRb=x@bbDxUVP?zCOr+x1r+ot##e zmaem?t=c;|IXF4(9%I7EyxS6jZNFG2p3V&ZB-z?CN98kK#LSv%uufly_!S4&P+zo8 zdCBaE(dajH-m6Bt4;4GAey&!9i3C{m%09#7Ym+bqC690j!lObpbIa)HhR&M3c6~k4 z&GpWi*T4uWfFw{ZMCK;2$6bB9(!+){B3{emL4#ZtBU6jIX>)dNB>r*ntrdi8-(%tR z5m8Q+sUQ&TR4nT82~nY4tC+rL+YPCw94_s}FsCNVLIxUOR5GysAss%CbMT`wQCw`h zMq5vq5l5b@oip_w1TK=EpObCrygI$+1T-=L<}evC@PKy@PO!}q;octPfHYMGBz$5) zJcDWbp1+PO@r;-cEYzK<#wE%7JXy0|B?!#(DN#{w0UfEynBs3_3z(t&Q-5`I+uKXe zQI%&7shC&Z#gtMR;~wkMaKg83SusWGe#XGkPj&=4u?v8=dl1R027p!+B4o&_fU_EQ zN4INOCvvx_9B<=2w~iT3bnLm&|Le}-^Mswdq@8cxQX5NYWWB?WH-J`f&(VHKYT$*$ z#&Q~h+Q)mPuQ?(`Q4UNHCx|-&u?t||B#tdS&PQ@%JuQdY2fec1+{1cw_-7{2M{<34 z@t+09e;hAf{3sF2TPG_E=-P6j=pKDO8QC{rjy)sus2U95#pPeeGM3S1ZnYsV*Lv`g$cMbhyq{Ka>`*kJSUSx9gU)1J}`b6SOrpbiSK zOE?b<-}jFhzs%g>PK`r#=+lJg#1~05y4Uic3Dd%cF6i$nr7sR=Y(gq0=qVGYEJ6Y@ z{HxTPRJ*Vgw|IkU`K7_T)C4NW&%dOlZW8Y=m_Nayx(cNh^yTKdaS>j9etdIK2HIq$9#B4vijh{UXb2CJKs@>b+K zg%8}`kisk`PR04!pPi(f#6AJR>$^S$^j2Z@gbN!uWUKs>%BI>y^LH3^juXXZ1`o5T zDs6teaQTr}uxVQU!sUBj;JJ{&l`OBJ>tJ%>Xs_3AybJgBgD(ltFS>g&7>~*qW#WM6IOl)O5TrLtZF>sKk778~ovHYujJHlTAsiETu_N zi+TL%@K*z1(yzEcPsx>W>2~-JXH=@xW?#-d*YlWZPL|UjiZi+oi69{Up4IcRY^m)D zGD35*2mopM)4N=n4Tz6|azeaUR%O+Jm;TePRX3^JihVrK%hqOnzStae3GA2}dh<42 z_JeE}Z0GFe*qYetV|=wFDaD_W8qLltOiWeRZwXn@>h?w}%1c z>NFYBopVhnW9PyA#kH=f97!3A;h&C8Lt$r()H9D-APD1iM&i~<0WAYjUlYzT6X?Fo z6vMl%Mqzm^R)aVyc0m7QmM_9)@>;FT)P;~n_^LD4!nt%2$NCF0e)i^MejiU)G5I`neJj?eAO-aGn7Gv^!A*GKn=6}z6=D7{`Sv< zwm4`(-q{aaYQkq(+KZ@g;NjuOs(Z5Z8drQV&v6t+6jM!BobWNR_SXIjVqmAFc8?S1 z{6Ccrvr;FzYt%a4x#`Pl3QaMOeq{S<>BDsN9TU*EY?FZ2fDS#(H(q}~sr4i*rg#{D z0SB=2qL>$sPgSS2W+sbAYX$17ElU%ZZ?st#l8QZ2*#EPA4Lyf=AELYWuXF5*>{9Pi z&kS8ws7l&&*M+e>nB~u(eC6ajFYtu~`U~JtIqF0Po{HOUyGD6UPH(c$%xCQ~fq;qH zy<#LSC35L)Ls?Xh{4{5SG3EVAhuu1&u5a=1qbB8Z%>`HPc21Uq3dv5t`X7p7D>kxr z%$^f}CXVoz98-bbc8cd~_&v;ozT++Bh^X!GOFPn=^N#iIO?~~%KFL^NxLF08-G%M+ z={;R3FA2%XPhq$D3Lt=Ow zLGVMTuc`m=Y(J;?bo@1Jpo;uBv79;5VZNTCGT20k|3!2YfL9xGo7A1@cWUI?cPpeF zv-8x7C}4Dm&CDEaW`QM-f;Sf*eD?SF^Hqz5#Bs09 ztdQ9Ib>M+>f*F=qtXn!qbVZOXdFku-2hLyodmO(OngKL7-xvMTIU+BHrI)!LivmNh zd>(w+?k|%z$F_F1LRJ!xz;-X+CvsVF{wabsk1zxbap`#P^ zD@$71V#Z>5+VJzWZQDeNH;2frz(FAb)8tEk_80q)>D~-&WpyaU`RiR|UBOd;4^ci9 z@r6Cf`dpWRT}$GdU@oD81$T~sO zviaz+Z&2_Py7yp|vY3vX61YqePnCw(#6er&&0m_Ir-ohb z>mbBb%uOjdjUVpH1cQ`nM;-JZ?#l$nx@k~Wki!e#nuMzvX8L5x<`421)TY-$baw7N zfv3l}hDa5yWFYT6;5n^Ik1QZc#h|D~@fv|uWzFFJj(w%2A?l))`4Fa}Tta7k5E8n* z@bW?ryB`=z?YTG+xSZd8!@quy$5pc!%@DYcjHD(hGy$Ns+tmL#^y>z|6#>cp zHR<{vp=kU+0&wQ~pCLE>KSO5vf5ubj~q%PLwyW4=HIY^&i;QmR2C_V@LVCIzL-dB z5Ivv^BoSWEkcmr<4*W8vI&%DT?C;BVaQbzGOj2rPL|UEd)ZyL8f5~rs1CK<@yV88A z7i$iVV@ag`8Iw+rRRE9P&N8VxNR1`!_uCntb}J*?^8%F-Zh4W)m(HuH@QeN|M9l$5 zENQOa#1PQ%*8vuTnkIkAMpIe!@FV-YoX~ocwbk_H*wdQ95qT3{Pxrp>p}s~3Yv};j z!Y9l>a(A82R`;3WX;NUOWD`-Fc9(C z2=s-eo^Zs#n%1`5^cG!VX&Tc|aykWk1OOJ3?aSty%DTi(^uz`{IVEJqBJKT-MoxG? zuoLp9Zs|n4ucMfqg*1g<^q;sb4@_i9JFB*SK@L?oT?AChgLy!hi|H-H8$ z1@uq;07P!yHJ`C*K=m^Tn^HZO^`+Y7CB>e^y7#UCMB?pqW6)t`Zt>r1mG@&Q0W4uZ z2izq2wtappvhDu?5M@5J_iqr}{?GRFEj~N1-y^L1N$nELe5oG4%~{uwxrqsfA_QdCT#OdX0_g7k&zBXaCM|Q^`=ir^E|O?hjHQ`;uc0vifYsM;pHz9 z)#BT8I!Nrn6e;k?Qi2|0hfCRr+TG=Y-%5_y409+gxxxER^oKy3JmESu@u~DpS*$dDx8T?wc-qInNi%+_L@%esH)+ z5rExxm97_`QF6;|rti7Q8fE`z`OnoMM%4zNjVo024q`^!!?r1k*M435{=&1goaRl73DI!;n2 zpwpelO*#bO&HDGts%JLimVmQ@=fq%d_IaYC?SU8WQdLT1)wW;Upz(f=1`#oy%fDAg z?H*9E%dU-f>p13|0r}L9Udk6s>;Q$;d_%BXP|i`q=x$b>WFsRW#j$NrJ~JBM)+8za z^k@{IRXj)*7MntN0#<;Klb4^#GKv1Hz}W3qPy&RDt8zy$)1d?@~hE*Nuhsa zSm{e%ygO$+-%g#y8}5+F7a`ad+QgKDVM&@5rUH5f99tvLf^!_H*KN#_-iHYUP>P1` zWTBh9>9%)_Tw&0uzg#vzAvFnnp#U>**>2Ur%n;CMRbHVjYDN2#)qY)9Jsr89!!)mL zmPAWy8%1^a@TZOOC?ywZFypkK?HNoCeyGoEqp*NNWG_<(2%#T-Hde9GC(okRVosBZ zu}lZi)xA!#3R4c>{o2Zu5qa`%6wKd&({>M!CMuAaM_ z=Hb6vo6&gn1#GFeyd4xJ5y8`D*Htd~ zp@U?P&}pk{Uux*|AB6B}t3tyl{O|~W+)QFUIxcBYyxhy}4V08(3A;~$AkX>B;w-6L z_B9EbOhC}v_RnAddrHhirq>Q4(~I1#qqkdRRjNL9p!A|I5+qzdaedzR`J4u#Nb%GQ zOvnXIFkdu8+2gjyr2Er+Kj=|Qdi}^DSxVAMnYHp5z8=ydTq$71w4VfB0w%>AwO<#9 z6-dR@t_|af`vX5GwD6VvIjOvbr(08p9Nr3xXni}e3)dX<*1`9HtnFlya@8;E2Pb-U z&UWOtlmU7|*qM;76tV8g!%RclRFov|ab>_z@6jTuqU7|K%qsPMM~`>e8GGO8ulL#j zqb88}c4jbCq&%#pA!6Bc=T{7Nn?xpT|8L9sm-RhE8d$wN%knKgt5a*>HB=Z9 z*nbTs!1w;Pt>BK<7ZZ$ZV)L?=-gn!k_68eVmU;s&sG-KGvqDr0x9hnG+Lyiir=)T| z&Xzjiu&@)h$t*>6W+8=1yGb;W30+j#6oOdUzQsEOy0p};rYuOlxj*|$!u=^VywH<% zBj@&!>dpOmw*2Xv`)1%7iyVLA-fI(!l4AZiUh1W;j0slC0z-eIJ>k0-%YEj`QqiO( zS$~hc`&)Ko`^p4i-AjSE<$I56siiO$?f$;DC6`ZEW^P_2*i#sx4=nwC-~HJp7jXv| z{?m&tldpZG^esVv6#gI6g|oeHr@MYX081p3+iV-8521jI2b-%T)#iNo>v@0*GHVQY zRGo^)rQTuFXZope_=$yTLk)jSDOSJlAQ{P9=xcNmHsENau1=N>ToU<8$8B3rR;9B4 zT`ITB(BQq)spMkIGq&HBH}~UyNxXfEX8f(Sl)9W3&_1)qn@tT37%Emh;->79qP)lI zmC)_U?)9Vr^KI4tkr^2X zS!H$HK^ihgD?JO3JrS9~`?Pog`l#Vrr#IBN!!C1#(z8Z@hU{o$vZ1belmlB&=^zc7 zqpiviLNBRRhh=d-IUV%_<_+)Ppy_@lj!sCFBjz^_enmKZJh7V;*%FFSW!nL!hS7D2 z!3=88uqs5q2T@99WWu2V3a}UGdRD8ASE;k9gD`+xBWdgWXFZjt>g7`(tjx3BRHB0M zp=H1$vi0f?cd3`{s%_gH&m{jou68_=7)zxU&gf4==#LWKcpGfYJl=TANA={$hT#bK zgMCeh8tj>rBSHJeLq@$#79YGtfK|=s-xeN8dgDKJ#2t z-}dIRwq%JW0CZVa*;?zvX9tp+Z*4fR;!F94@`#J%U78Oip1dK|#ko;ZAna4CVx=CR zhRZjwKbYkMCXR-RErShZ-VI;V-q4HrfI9e5AZUMWkUWubba&+n#BUhQ>jM)!}e z{lx+S{*DsbbziFSt@qgP5#jj`Ta#xM0}3;Mc6oY*sL&fQkbAPS`qrmrtbHPhXOloe zJ`0~BXxk+ot|_pItRo2kX>0f5eA8R?*jlDt@9e{YOGa^`%e;b}h^K-6eqtRm)hVW_ zEU;U&)rJez@sSoq4%p?4@c8(uj9ko=PP#M)&aNNBt4S>5FVDO zwttqi)IsKhI9LZZD@5sD>I+vwOGBr}=(f~`9otbQ_1So!&w8`eq4Z_IU&>Pq>zP>K zVW%nLw1nEHB(+)Uz;uRK(%`LMoP??_iS@5bLe*zaY?n|wjRuO2_Wtsva&=nSroK4) z<=b=K?^35yc{x@y%C3E8XJq(P?e3+49>w|u=y^cC-Y~b!PjR-9Gp@ixqA82-76Lsq za!A6PO4{p_Jy<#m^dOn0p#Lm4R}T^l*Pd=Spd-+I1Im{^)y3@IZ4u~>x|Qv$hWdjM znYlaXD8*CP#LWf%Vj9-@=8G|-O`p}}fZkDiJB;;-NSA{YGtu0;>USc1*(jDcV8McZ zi8gGb0TYzi;OmhSQ8w5zaI*cvWr>#qBUVfX` z6aJu0>epXO=r7BAr6~<7l_it0Bgcl%5QgVchC5QRL{ZR}UJGM5aG9DfNwsJ;?L$oz z8|2-8Z?y1j`Xoy7Y)a=z*~T%D7akwIMEkSOr=X=CC+&-^w~+InoJ^&shd)z zn3$i1H=GIqjH$ol!*@{-Vh3nzFGnt?5!*P5R~@BO|I zmYM9x92y*WMN<$)TQP=PG510DFDYr&4+$>kizyxd_YB7F`0wEC^AWu>@MBf@u?qZH z8IvEWT3?80;%l@tytfs#{TDEo$V4NzUlbebO*SYJeWYBOPya|nkSiOXoh_R<0#E*s zZAlt#N!~}Vu1H-yVU7%FAdcFw5Ptw79NjvHEuRVKRB*$YVp@M{CIS_EWL<8Oaly1X z{EoLLEu2zPno$@aPcgsHc4yxi>rGJx&^&( zjGa-Gl4Pq&Qoa?_V0p1xZgPBL2Y~bFRht}1an~nM!!ffQqo3^)UBoo|e|4mK$im5h zmoFO|I{SRs)SvD0N^bfekga;6rE?uU&TEs}je6$c%MP*oRb3uQ4t^LmOe%&)at(Ko zvsvbKdF~itDObN2AVt6RzV_Fx%8n5jBGLH|bx%duzAf!+ z178-5-M=$`JyL@-y4x7h-gXg1x(MWSOJBx0XCGI?&-&avO_tThrO#eBc#rt1g)0Lv z#tx%(60NaWxE4_VZt0w7gpRk}FrI%eV`M0tmlPsF#Vk*!1kDtNkbWN6irG;=>X4@TUbe)L6P$ z6*m93tOIaFw`txb!(ZAYl(u{!0cOU@{7`dWYW= z|LM2f3>u7@gAH>I^A1JzT6~Inrz~usKC33Y#>auX=SaKcbN#Q;`t_sF>Bn>*7d(}h zmLy-{VxEc{XKBH9m4N=ML9ErPi7@L+7PK5&hkD&-O0cJ7JS8}|^x+6{Z9ZxlyT*dD zme5S)KKsCN-S3c=4(d0M?G!Z>@0r5m$PnC<-1sgf#hl-xs!(uC38kl0su|*W<-Ux; z;f^?_a2Pipg-2akchJSD9VCC6==+^Kx1qhHrZxNu1Vg3!PQH$o7&)VY^)=(l)vOAO zZpRhk#|B4H4rwHT;{`{dBns7y_t7=)nRw}i%Bh*74K5WXC2_AAJRo6k3N%q-Thc)=@xhgIm>jZdb9K`zividheD4^AyXq* zu2_TVqw<{|7>l3yy$W8=sbCkaB&Ke5sD{~yy2cQJJWK4_;scEyn*R@*L6aPg-r;_l zCoFycy-Cgj>m)7atg0+joQI?%_3pqgP1SKUpnD!f8&Nv$-aVWn#QLr^Z_@{h`O2af zXwAq*I|47=wRA_@%Woz)A=x=cU2?zmm+s_OUtJ=bpu@#>0TS1TKVPMdod)l7ER>K= zc`?vawZerQ7$Xc<-X_x%)om?PFXIY0lA?Yi442+T(K%9Rp>MFrtXb0*koZN+Keenw zhrwoN+q{^$4dirQc(UW>XX_k8uU4M!ayP@RJHOVQ(?>X+$QcXPv9OM{F*yYHnFkN1 zQ6#zJG+ULuRFY&j@-(?>;`-Dz~Zu%UXF9QFuz56npFq!HMG5u8~5)-DPvCQ_YX-_u&~L&3P9LlgAFb5tYKIQMQIU3+RJ+Z;XPt%22rkX$>SviZdo zNnp^%w{6;87*XPSv#bi<|6>qE7fY$Z^|(KHnyl}vrHeR#EC-XtqHGQCL7Ze5P`T|4 z9#N+gMX6GY5Dp_5%^FmL!PBPyTfXxi)NCTpWu5AsIjYBzk%eW_+z29Y6&D$5*?Juz{5zo87$>r+_F~VG~G0DW8 z+5~iD&>u>C?SN8L{#Md?iU&PvfA#97jF9pj5}KXFeCgjn`>h*UZ$VSR&FI}Uvtat^ z15!MSHP#or&kHp@A`foF0jQT+t!-_J)8RUl!JIbx8;#8D7w9;u5T`E!kJTJhBfIW* z5m|UNEJMDbmWDr}1otN7#ueV(8*saxjlYoFQ!Px?7x4pbgwf(jp_2HuNhpxG4#qP+ zfhVtUcoaRkkG#5FwNaIHU2Q$g+@&^>-2-+=1jR!6v?v7RQy%KRqNrsu)y;Q1#H<1^ z@;*;U=BjR&bAd&T1#L$kCT0*=1^|QHp`XU-2rJ(lez!BqRWOJ7r=+{rhdu5>OErs5 zIqpZbB zN~;oG8Rzpiu^+dul?I#E}?plHG|eFC7Z!^l9y26f{9ob%|;64b@&%X`RlC< zmyn9wo?dl8$<*>&4Tjt$lvcVAWvjO{{a5?qn%?qr17XSJ-?{g_o(_pCX zT}^~WFpfcjyKLzti~|#$QvRL=Bm;T+%}Fb10#PO#r6uwljL&nDMH;5BC5Qzh>1tvl z1H9LxM&+{BO8t5aWaWmYGV-Rls_tIxWh~n%J8~A*^E%GU4}uLrd}M`DgI!~=;HB+v zOp-PT8n@tQqsNlev)$zr_=S8LZpzFGQxtk6;X&(S0u9sLnM*eyJn+QE1lN0vXaUSq zj+aBVD09vog|AC;ki-w~Tsa(NS^e}LNo(E5nyXAalo#xK8mxRZmC=#=jD>vgsj-}y zi^=WBl=8;6A9kHF2WTd?HkQ>E_kjW-FuHy!b6=nW8djRU2O3&`W6}&Y7J)M{d{?)i zjg^wsB`+OE#xcg4%ZjtWf?YUXy8Ia3dy0w!iEe*le_<&A`4(_@N_J+hybY5-01Lt! zgSntrO`0U2*84KhnAu1lbZN;CdHcMAIKoHbQ3VCpDKE9tp%#mS=4knt(ViwzwprB3I`_DW2N}ZyIl?!9#%m%qmy$3#uNKS-n%m^A@sI_27IFFW237P91 zBA<$<7;!CPfWpGrQ{R zT;Hqb6J1~w85xdP8c@X?>e8kERq}x@SMnf=%cUQcta75xv~3>(?>9hFqh?u)v5hF_ z9K5)yeZLBq#}B^LxUCMkiI1@_XkpU1BE9@t zLWLoP?krbFOpYg8Qmg~HND7e}!)o_a$CZ@q+@X(HKxsJ2ziRd>M^EX4qKU8j-Iwy(O*xsk)o#|9Q zCWY>hPkoPYS1v{1jv}&4T2^!1H;?6*7j;wy6=ySnv zIsyhW#x!?sLz165`C=s2lR7agJf&;P(lCFCb#D~L)2WzqFZWKkB&=l|Wh4N`%0G5d zg;6Ax6-3fjN8whuV!l=f;h|w5T$d^T`BSfIB(C?@_s~A!9oMgrOHeMlxcP(5z zdrM!~2uoT;GESw0jYGKL{FfaDwklsNVb_Q8@N_AA{<6@?sK5u-XXejAdDuayDXVGW z5$+oZt9Jj+3WUcLVhP=6YL}ljK|;9@KY}_E6wPUT6lNuMl@1QwWTP^&B9L4NgWjOR z76S@zOQa#|`}c(+;F>RNFkq<=i>~m!i~2VH6=r=6D;PqhA&1L$kX)6yn(<$YTRa4|yJM~`gNC-{5YqamjXBHWnfiE5HVhJ@%PrKKX8hoVQ zHn(H`VJjmfmtW*qL*COcvrRtpyoQXA{hFw3)*l!DyLT4FWvky3n4`;eYh7z47`AVl zC5H0DGF@P(r0`I(f#kIBu-~+~9(w_~JYA(RmtklA_(#Q&F71mwjxMjX68kqcex$1~Bk0yiRhO>ZafY05sl=Fj{09jb^M0g_8um)xY8g_s zQl7zhJnV70)@XeES3E52h&^=WzK%Jhgk)Qd4~_kCdp&YmPdcDW-$nCbUbpNk!1_x4 zQcfYzkZhNi;$UR6%XL3+TUFOkDMNKGdPQt!*rf83Bh2^KQzv$_GH`gKSoo1irFvX= zY}?Seh8GT+mU{IhavWFVdy73pl+iYlqE1e_P$PS-Nm4Iz%!X5q$A)VrR3(AX!pJ9JA03N+G}8P zBX;s~w8|q~a#m{`{IbGVrv@R{T@&4k1cL;xufhEB5>dFu$fp9q2GU}BG%9n4_%qm-iOSVh~l_9s51JEd*={drG(IsP_ExbTLg!5`6|AQau?=fVH%rE$JL2j1~u zte5r4{mD`qjWz#Qa2QDQd$?#-CnViiQETXZ`Tz~xo7I&!Y9>^VKHpo%r$0{@i|)Wz?p7=7+No9n|byA3t|#7JSf@^L_hH+EPIby(;Sg!1X;9M>ivOvn8l zjt;A-T>-!ER{VOKVn;^qrg3i!i#uO&&8LX2fbxNdkv8v8w*4}+)|w%u zwC-HLBa$+U?x3)Aeq5&g#s=d-wHObY6I*h}w|f#eOBP~~b9(QBM|ONU6)mdG+1`d$ zG`9S$rpfz{G0<{$TGU11ZuMkTOA~*smepQ0RAumOmhbQdP=?m&t|{_7rlXzWgFLB_ z8#h5x$Ah`9cNlob%c*r{Eyf|Wjh2b9RAt)mw9SQT(&^LdqFhALj$V|nTA71pomeE_ z7??tW?wPI!Q2Qo$L@(nK5Pd^9iPX4d)X!9BRW1WJt&l{iwQNs2=lN`YyS1I{YkhBC zn78mO)^Lx6k5AGsD|p#`K7#cEOR;L8Yet=ccF(-*euu}W9SR>oct5Xsn{_~vdveu7 z@V6eO%yv%4Np)8EyWm0$mVa4a4oY;mbghcum9Gs$A1?t=l!L$EXIqX3W!@`gYRRyA}R%$f~4}JxO0d)>= zDIo4ABJ@L(uqEku-ON!YYGZo7q*v5QjH90<27V zjsorp!|_Fd4a*pNFSbr5NX0rNaRzd$11rxckaL_23{d+j}&PoqlEQ z8eF`4Qv5PVBcmE5f{)mT% zL2zo_A{eIcS0R!zPiL>wE<+wtVjTF9U9oE*W=1_U*H(ePLHGs9fc&b9i^XEj5M-Vg zQ)pENiyl1GLSYjdW1-H~< zI8J@m=6Qr2lcj|zIpXA02FPaR%Y_XF&bk7uf>$pVg~m*TtMBTpnxkK4F2UrP`n~O6 z%M^amf8yto%?{y6{=gH8r{%J|1p#_Jn4?&EvG?IEOeS%P2A(R&1#F9wZiV#YJp*#M zSOI9v{k^|_=Ddq0#W*{|OA2oUzYOgK*3yPCG}G5MB;yqUQXcFUqL&=eS%41<&9}W+ zj(s9G*gf2B9{#=t;jMb`wKdW7@>5sjz-V`ACMCqc3bO}G2|#q}ZL#@dg>3WeYnBiwNvRMI^) zyPi)lPsP~jRxPg(#1*ApKe+xab#RvznBsw-!JlAgph0{5Y*u_0iW(L7uwPAB z@H_oW@Ox?1hpNc+%p1V{Xv=3&-%`p0-eO=?@2uYO%gzl2`DXZv96DuuFsP4*>Xzk) zJ7WjGhpV2!z?#f7hJq8LHT!%jpMHbIxnEU^eCbeoe6i+WIWJ2+G4d6n>9e)9F>Yfc zbso@S@f%q6b&s|TvuUs|U37Wnopah3q^U}sJ4P{$HRg}gS-*bg;p7j_qI{mH2swUT zGU5MA&3rbUPtE+UzDThOt6aE1l?P|K_no5Go49NcmZlC04L-mvhU==8w zMN~4_^S?h{`oWTXg0ac_A9ENRj8kmvPC_mCV9rh@U-^9J9@C?$TGq& zKE-}<#ePViePpy~@U-Z^3}Yxki{q;JYb(ju-eJl5Y`d0XT@rCCK2^IM>5~tB$f(-l z{Rcl91I6EW!^^7^P`J;hyZU;rDtA|iiv;5cd~+*<`y0PNRaNZ0;+RJ91$ITte_$SDm@B@LP?vll5qiMTFN@CyJ`ug5 zmM(s)WLwde+|Qx=iB4#;06aE%3|4C|Cmds z_F*Pfn0)_dk*q(F&c_xjwTx|cVXJQw9L;1!n&Vv`ehN;xGa-_1U_K`#46mtwoPImx z170OA^Z`#-xAUyy=ZB6Ig>;(O@f&m=;+S$Z>nQ2_n@??7=y1a}4(~AzSyuiTc(Y2k zWzL5*cNRS;tPnq(S7P>g}A!RrUXUB zK6LQEo&*E47_ZB+O>S~!n%tw`#QEF$3(pTuN|Bq@55B4I_6Kiw#Fyb=CDV_jL@lJy zNlPKlwQIdO@q@0dgsqGBgU215=Q!mP`SRtLa?FVkrF`V!OBh+Y%tGhI`wf*8!yHgG zm|E283SGK&<&NNwdUbePs$m$S`aV!9<#VfTHK$GnBB~F39Y-#l)!(RF?mg0E;?*?r zq)}Co@0?b%JfL~m(qG zDBwX*S)s*!V}pedZ+K+mTChBWoZgk5*N0Ei*ZRcPsQcMH1r#&IQZwj2Q)&<$ZBAEK zKI$8&BrQsM5bk*@*9RR<$q$xj8Dv^)oQ8w&OjH~FTy?Y00uaWEQ~KN z7q=|~UlTobqJi*~3P&%a3ct&cn+cgX3&N1Y!qpVS(i@MDx_aL<7-r&Xj=JO--mj8z z!ZNci9I=$ubfV+DAk@-f;6oLBq;OB~9-D@zB2TGpdTMNFZs4DBvxJqvIfz3a?;kns z{lsr~=oVIZd6K%{wvQP;p%n!#TGNx~U3NszC7zpqdO)@tc}32gCD2PwzFdwW-a!K_ z=y5L4XE25-KPdPIOVP*hFFA4VV?)qAV+>U7&8qNaU-`!m?*x_&)$x?p37&8sD=Z@< zxw`QGBI-S$n##Vn;h&>3wh^U^h)C$tL`tNOl28puQ6ZElAiYQ@guvKnp%{vkNHH`S zKw9V|j0gfk=p7OiLMKE5NrVvi;{4yWzLm3f?%5~h-jj28dG^je1w#;8NRBI}%iL+{ zX`NCKzmeF~Q)%BI!~BG>J;>rH?}zoKUbAd&sQC$xS90&j@^AdV`JC{*tBL!naVJG) z4j|vQG7SI*Stp_ghR%$i>XmX%2Q@Scnl?076DosHl^IUye&{3NyF8E5hO1Q2xGA$h z^-azFc7RsNaMG-lGF7EGPU>EO#Lh;6usz93MhOGa&ywPW4A^4`Q!W2Bu5H?zz496$>0G{wDIE_zncfWA^v|Wsh(cMpw%>XZ zcH!@Cqf8pE$qudtE-KRFOU&`$kj1ED-|9|j94XP(Jbs|r7WkNcJ#z`OB$giGgx##} zjNcQXw_GweQm*4)c_Uu+0kUYF=|XRL^P!TnVryK?@3i?W{Z-CR?#Vh!lg@Xq;GjpT z*GGR?Pd&b?$T%Y-U~KS=*M0|@Kv+r}pRmvFT9!`82;qudFQR%P`J1Xl>%kecEy=9t zgK@Lgj~1;TsyPw`!ls_JNK*#o9uEYuH+ zGc5%i@&<_#nI_&_%+xmz7#cDO*B*3Og;xClr+vm8&f9&A6i0iaA`9kp8Te!$d4PA~ z7q@9j_F8p0>F^I|aSu3lG+TB-al}7bRtbO~yjU6#eN!nYp4_pPn&g!qRUg^5|7nkS zu@tPGGgWEl7F&6W+&khneX1J#G~$+GkilJS?g9DmEmTUQ6eR&P$75h>C@CwVJJ@Zz za{t_e!Ag$*M>THwoO1aW+_jc&7r%3Gzqm9V$jSw~h3Ac(eSTSZV zVqHuy{iI0X$j```IBo%oixpWUPjreK)iCE$|K|;2O{7{S8OQ$hoa?N75%rGu#np=y zz#D;TmCl-JAR|YiAd6G^7Jl<4VQmY4RnH*Ha-lz^o4cdZ1~@oW4Cy})M43*wkME(q0CVI;z>xUtSNwlp!+NP!uTN<3f!A{{N630yIvw4_Jc^jFsJDZBGNZ z*;HN2i`exF%-X62;9UMEY;WQ_ z4MPiV$uW@ShQd>rd>c>sz57b|4F6kq-Ft=q(9$8|Y!bz&q;gfiv}~y#KTUosbJV%g zU~>-g6tXCoJUjA?%a2m-^G=My;$*dS`=(9xeA2tPU>kE;*}ulYg-^>$llnHEyN7zN zgPM2xnWQ?B?N5l_f^BJ-`8^Z!djE7mKCSvVZV(L%Z#JcLUG>+-Vy?9H)iW*0ZUhPJ z70iHg;u@(eYn_Fe&y3iIXPFRz&KB|uZlh1{e#`kc7l|Ke1$$fX&|Q_$#U-Z;L7L7A z&#QLReFV7T#@{I3(-(R)@vp-c_vl=W9W3`77Umw`+YCNa)bVg9BzpF)P%-gR+VH`s zlrq0otEF_BR3v>Y{Z(TC*vQf7yhIJVJ9GP4iLhdjDM@estD{#*oWuI}kd54b<=IJp zg@=Nzt<=&ObNBhB+C&{3!+7nL++Gd5=`!O}cp5&14YtG5#*v5nWK@KEF(yWO-|gJ9W~2}Ox`OjRZ_@*h+#-f9=%xQ|)sbBh2~ZeG z{}86gjXf7Mb92BO2@Te) zjBBZv4GQ397VXZSSN+s~4n8fwtHs3uVW*rAdB38wF`VARHlA7E0c1# zc`)++^h(LjEG{c+8zd9-OW`MQ)qjcw@5SrDu)v}Utym%SKdVwKl7MW-M}Di%_D)$EqB5IKWyc16@Gly zKB*sPasD8p>J%9?T9NarTJEJnmKZhhukmpGg5z2mqJ_7WFO2cWl1$NG!cpN{U` zdK783l$A5$>S|3X`_fRqB5LQ}Q1u5pxyn8CY=31KabV?a1;VZ-uQ}B4ccu+!+OmlF z(RHoofjHv)Lz?~PgPzG%g!8m;lZDP>s;gwBGXJOO1~KOTN71mf*@&Gg!}*#aYU~7i zy5{Y(2KX6F!Q9oF){0X)1#{-jyA%C0rbW>&7_QoU(3+$0CoK6dKP`t=|D7~ob`Bm) zA5E_!mL?rjzDJ*Ac2`CJ##A$`*XJ)%?vIl;${YMl{yVwj=j0EOx9v$H^0>)ot0&k& z2HV2h99J~Zp>x7ph*|Pb?b)>K)99y|#&eSuPtZ;J@X%Tj=5jQ$1-2QrwM&8}v0Lye z^X9D$%CC{s+K%=uO#^248mw965#n8{bi?fQId*Xr!x0ai7Iuvxz_xuZTzUI!Ri!*n zWvC44k4Gx5=c~l5_CH{}sjC3>dUJHvKM-wi!Nik_3P{FH@A*lVe_olY%^O?$C@2h?NE4SD)?)5pIW1V!Q52s zgz%EN-=R5Gf%jLxpny6w#4Pg=sZmMJ_4s#Nm}TyYOnXEV7Zo?(_L1QWGkAMAQF*G7 zaCx&}PI%kr6JtUR-+dT~+Ghxj*<7|`&+CiL7KCkAJBI~`vpbQ}voI~@;XFZ;ySvp$ zz(DmvHmpOnBic2Z^JOppft}0n%X^mZJN27X%2vlpcN>;PyhIMt_8HQtST(x|hA(Xmdd(X()|WmawNXHl{Jn8GXj_ zs$cokY8>yP;LmvJGMzFPwB60)%W77QQ&_1*AcLEiZRW-2V6Y~<^#AHp0v0^}t{U=- z31qFV=m#QL*L~w==*%fue^}_>jGfy3T1Ksj*AmTD&leduCA{4a(}6Yb_OY|FvgTPT zk2w8;_%&vu;k0m(anNzlgz?7T(cuW;-@^3a;m9p>YIGni>x;S8+H=+vZM%AbM6Umv zI26v|{vwBol&T z^j3}{2RMvuHYSc*O`9hp&YHKfDw5eV`_$to8=lBX4x@6;2R1!58tN+h>%RC%uqN-e zje;hoR@>4$qV=0Z<%?LUNPji!FOc~iKL2Q~?8(;EF_CFgN9glS@fypo zk>$ypiS2Fq<)g2)9onSL;I{G#4j&8mN{2&p?VD&RprL3^$95ab+Z0-UDt@Q77ctuR zuG@|m+X2J$jW{tFi9>7)Rgss!Zs_Ef1bz>JQW`;ORXX{m#f-d5CBcQ^-3-`I3D z4JX#PYcy`2e0hF-uP!f-1TO1smoh{P}9nIVse)! zJGku$GTN8Ky#$@Ko_JdJlihS+N66}h-FNr5`s-I;RUsLpgvb%+2U6n6SuU`dkCAU& zhSJ(DUimCkS-uKHRkIEf8P{O66%D8ImM3+;*9tc6vskrV*>!c3^=ug#2Mxr{pdmvO zcQTSc7=vP@nv#DiK8^A#7yGA~C>CoW6zu1j<@T!lqK}$h&CG>hc$o?+mRiF}MOr&H z=3JYujPZ?D^uir=+ZD{ow&1&{u=%6qab#n5LqzG25LZke&QJalc^mdb{RQ?uS>-ga zWdrt6H#fKBYLWCiW*Zza|KL)rm;k=O3Y^Zs+GysSe71O#x-?%>fEXVFK1yOUXr=KkR#6i ziXgPVt4{VeZ)SV#aG=i#HVWTUk*$H2>}lC$sYlm74d}xQ$Of$66x2ji=k^XNU6751 zKHUYF{x*F)EGHSqSpRtt5{10dKh#MyLa7`y=~p=v5GpN!lVzfZ?V?ORS1?tAcId-qIs+6`UV_a<~qSXjyD3tZvDh+5K~L4MvUZnNZYXeC^2F!gD|OfAx&o zj8Vk@TsFno#alzv{!G^YxL3^zMjTHIvnsN7Ci)Md6YNG8y};Eh585B`$SREv&D_mh z4t-VZMOdBTb>{L@ue}OC2V*Ft|%&alXfh*~wBcFBX zE>z0|9Is+R@T|wo5>MYDLDPS_ZqlL_Ij{y4k z)~Z}}o#7bOu!)3iAiH(JF05l_isKIB4%M5uGeiIDL0OmwqyXj64v}%riU~_}cN@4u z3J?nEXi1%3WxjT`2=2%kAkMasD)WeGf9z(liLh;;Ps@Via&&Men|Oa4sM4}9u*BU~ zlH-1D;hGtnd4IMkZj_*x!KA*!1#}c6+0ri8Y8QYiaF|21j;ssJd!VO7PoQ>ZKc&}I z=!p708>u=E!w1OhQY&x)z;4CB9<%MTN17@KsEcIaYLeTEJ`KZ;LMXZKln^_dgzJmj zoY{8Pt}AS62QJ{a1j$yR&V_m{d^ATaTwO;(>4cn(rfQeBha?r&KnVevc_dsRn68o7 z*VsjP)(ETLuN7_7XPWLLn)w>%E6r@ZA|2IsHB==w3{}aJc1%TJjt+ju{a1Rp_d0$4 zg^P+W@~K12lB@j4!RRvwW`|wSF=`?asj>ccJw`;Ki{J>Cb`gSAgSy;E?z^siD5~QY zD1YjTd*X=87`{6Vfs$qknQv2l`ngoeCzfDKyvVf`bs%DG)H-6#LdN~TM?*G7Sjv#i>@1?LQ(kUmMkDjz#%H2_9xk8 z72n<3P0*f(^%oi{O*(BwRXrm-yba64swjo|3oWoSPbPa7|ypel5^@U zYbW(JKO50k)gZN;?%S}WHhm^n)NOOD5eeTlQtTHa^<3XxcJ7YP%NVWTuP^@I5Iemk zj>_0yj{d0fB@0n~b3lJVrEJsZ_iBwU!WCG7K=svMv*>qy@<^XKM2%A9mav7hrl9!~ z7%+W*mbe>MZ=w%_?@&NHh{|Kr^bL=<)#6D*)GtKDMHiJn=Wa~$ zy@ay;&+gIu|F#cWZad*#Kr@$Lg>}O53ms!IwPH<-*A7b7lfs{U!fG`Pn6DjR^Sj;6 zux9pt^fKe0_LwpTN2iLmAcCJ+)k(X;Y^-+?VtYr$Fp@H#SN0d2v)#Xjg6O?XM>g71ADp3^I$eVk~?G2%66 zRoZ9{HC6iRK~zWJO7tu|*v4w0HLRm{F?y+!qyDgBsOv9F6m^Jo=*o6Q$61gA{%oFc z;L|bni{?tem_0gcY>d6WPE5X2yVFvovYjW+o_8Jv>(GE#<}EF0Wo0Z;iEZHB`K{j* zkPV0hfGxdy-c5J&SG|b5Yq~1B zRhm(^8f(&I5Pub8w=vz@1aI`Hn4gcorL?A^$#=C_8%GgM7bd|+@`QbUuB@!3=5w%Z zm)2inLl?3St$6!;y(m6zUbEf$y8N|!8}*$klfB6@?>dm}L5FMU8j7Qb9CQ`$$hF}} zb?M#l=m*6tm%G>6Y}h#kiosp!kN4(B82aq-?+5AKN-6w({nw}5($=M zM6%?eF`%skTjss&c(6NL?jE|k&DJLWGx^*|ylr}#Y{|5Psr}gk_O`oF$$-ru%~%1DB@UWhLN}}&XANZ~&XSS^P#9Vv~6G-FkscG`kb460v*IQNxBld8!f&!HG z@=U6_<)I1S>t^P3>BN;B(HvyK9XF0+i@Xf|_J?@^_K4_Ex16$3;IeXdZ$_q&|=;dx)2F?L@372Ynt zClDw~#dXzB$v^LduCeSSvGs)+9-?lXezst#=nWU0TK@~^1MA{h5GEwU1GaD=tnf$* zVN%@4$A~qV>htNJ%DC!pYQ;M@%qgP$!2DK9aq3+}{Li2cuK+y>5X!+X+(N(9Y!Fj8 zkjV&Po`@e5_me9TQ1Z9Lcp9x7n1|aK@A{JU64oRU!yu14^4-_ed56BwZOCMH=8bp% zzh;Y`OzfuG^4Ff;c(VZFGfhQJilhAvM<1EX@|k)lH8gj(h8(;J@wpUx>il|D3kbMu zAD43jM+Xt8H*&o$_>^~FnC`w{$Ln{$ceSks^>7g$WEKfV5m=6iQ@FL$Ob-Yu>whm_D8?CxGr=kAY4m|s+A zO!Ru~mUY;x8DD<44hRBg_v|KS?npX_0ERwgVsd=CtuIk23~!aY`URH~w9|y75mcdl zIFMTBCA|MeqDr}x2OW+G3xGlzXCiSVwM>U+1_zWSUU7N~Y8-_&#WV3UC27z?U888=&(Ix1?$B zGYlPOjN6)dpPD($4AnGGNYydXPH8pRj72y#N053J{7+d=iwCaRL+U_Z4vx`mpgjqU zF$w9tGo+3`*o#=ckk8nyht`K3x&x@g_qgly5w;j1`R7ojC&$X{=*X-#rQ2AcRXpP+ z+YhY9NHN@!c!)3)H-?X{2W|Z>2$GKr5!~0T(^dEoEK{dF zSs`D`)K+O9JYQY!8Fgvh-A$`E=*{v?9v;c9J#p}F9iQZ|6qhX_$;!)ZU=;x+TiktB zGx8yI9w4BqNq*<=9;BA8Bb$%q-6y}>epeQ6vC)u<=&Q#UiUx^(8#)@nG+Ezcr$X23az(;5IHDY<)S*5y#AT zv-kj#xlZbe$yVARc{ZzR__;QmQ5GS|!X2kzZdOp#8l0 zpQvdaHj-Av+K4Gn>s@(~2@QJ6v&Dul8UXd-ilrtExXtM;C#LWa_KYczPE9YvU0c|4 z;fk5)DZl!HnJo{{h8OQBTgMgvtvZ$-(23LYMC3_dU5ix@17mJB;RpF{P&`Cufc_Sj zKolhYUmnj*x5uvuT?FT!=#cD$n!H)(p|zyzwPct-SzMrMyf*ABLhp9nssM>HZL+La z7GH)t?N|SZzY3SB5$}0q^>vpVQeQUL-rpSRU-N$40cSMgkZjA5W>!DKXt&xpFBn*p z7YJ75RPlW!3G~)gv~dc-C-W*tWxd^DUZJ9(HyDNS1yHx6DWUf%`cV6RkivR9G$Anr zst`?iU_wzP)G@QIs~^1+hfDJkixGN1i!wu;HSWpJRD5yPlGFg-n6obJ4Sz!$R(2M? zceXyjbni}nfP&9!Prf$#RcB!kw?=yCPZSSk&Kax1h;+K7MKkKBRW_6gLeJLwDL@mD zxiLli;e%Q%_Y2dNCome{xPR3w0%}??)v!4sWLZ?DpXJtjWY9{08IOYzHb;Almpq>~ zE6a8py8v+kK7mRDS%sRcLXbi&(=}0B8XHL7<&mLv{(sQV;Sw1 z>}MTb!T*2j%SfZr1V+*t?`SqfY@=yK}9*6IkwtLu2YjU=3?E{c*HEXbK z_|a?sG}vESIMHsCZ<(;x7IeFv+csnS!B5Y1e6qac5Fgw*q_mIq3$5(Hj*K|K1Lp)JHW zt#W+>H;i>-{|?G%m!Dzh5Tn0jtTG_3{Og_-5C=bK@2V6w`4ncFBWx}o7wOeUG?`D* zrsaT=8kzug2tHL|9{lm-7mSV{#%a<$>nY%LRbT}D^KCs{+7nO&uyH0ifu~lt#1ek5 z*vBQuA&#J{3s+r2c_^$r-0|(^7ew0cJyng3N^=9Km_uVXdc{~D`cK2Kbma2GH@Ev^*z3zSE>4&x+(3K_Y9vjZPK8UVy1o7P3xwnH8B zb(iEx`&nv9pXclVR0)vx*k^>j!Ik3Ome}>!y{lM=?;T*tPe(%>-zFPkKyL$(f7rLRVpf7WWdAf_{=mQ?Kktwe@D) z>@Wxp`5JLIw*q@^KObE#UWJ*q>D$x+d$`F4;W`eBc6$+^5epuljnB$IYR(IIZ5Qw= zMNU^FY(GyM^oWfUb--fi?Yn$hv;liUuhw324h{Xth5LqrP7I&Vd0Qz?)X!`5@2DOR zqpWy~&L|-zz`$ysF}sf8>DeuW9KN^ZcrsU_zmoINMYxviirPrkE+(y}GELF8_0r1XvAT@bLRlro2|vX>0YPJLk>(AOZU;Me^2qN})lg>F?&B>t?bW zOLx|)u5|zNer#SW$glgh+?PAG-U1ay%SQR~CGCu&%hH+kK~^?om>7^jm?#MX4rN%& zlqeR{NxCCHi}-U-nu(#xqKb-xV3xL`W?QANqk=7M`OW={vv6C<$ZlDtFrMrUT}sxl;wplMFMq7h_ub-^fyE}+ zrGoNW9kiD&|IP$3yE2#77Es@LTh&($@48w~>) zvzpYp@~NhFNJbssrh_|n|6=Z?+FlPDVXZU+%Sp^vh7y5&;Jv#eV@F}jsZlBrP_?F# zn}co0Zad-qLzu4~I>aXMt7MS8WcY9Ab=q$C$Pc=kt9M*?nRG7)B39C}9z;+ZS4 zesV;5QV);CLtdHkC+fyNJoIT;l;kH;8iXrvPhBFNmF~Ig&MpS0*X&+Q9AL&KYA^dq zkxaY|(h@>+{2JuDX;~AAsmAJjK1wRsiE}xq$(nott2hQeUbbn~PF=Dd*;{&n7ojgF z?XWwQ2x|#z@4)itIkhh>2zuqIhI*nuw+8nFuq6vZ5{%4hg(oxUTdxHlm^Jn^gy|NS zX83k|Fp0jzJM={SL%cOPVrC~i(ZU7!Rr1O!iQQ{4wdf&d(-G(UT<_B=gx`JPy*wOw z-V}s)HUy`)>$V_~*c3(P=LDlsJa6NY7ypO@m@POum*tM7u8T z(RTZ=?5A<|VL^n)X7~U?-aD1}H{+}E-T6)+{L#Y%c|OIBAEqzkwKYS1p;2Srn8w+p zmyq**QW3!iH_I%!7D!Su@%9g|=Uf*Svx7CEjr}(Ew+x89bEkMoi)Yk8EHDWAIMFuF znc?+ZK8>KULBahCQba~`zq3p+pSXIWwAb1MmekcWDyE*M3n+Hg6bgR-hVX`PInUBu zEMzPpd_lle)RamR9yw3^(=YP92*eU2hMP$!Sinh)sSOP(M4?$qLWPi|c%jUb4%mjImx^Z-alk{i>-I$d-S zvm;xsCEm}4CT{f=9C@%b!y=lER!VV+-7zuuMN`=iX8fCw5hiNVskg4&&t|Ta1@voO zM|R*n%)~HEgpXN$+P9~-c+HOqnWw~UHGIrgPqqFq&oNkdm9lUC!%XQ~cug9++tVFlq4a0d@!#2<>&m1&^$D z|5W$_8(W0v0A1--QpAIiN^yh5nOyjcXQvTASIpVl?7>@o_1wJw)%!#TkSGn>N z`&?y~S=Z4%Jua*VA4w6WMvNo~v-e#zVB9UJb;uD|NI7d}NEi|^5+lqBABhxpiYs`4 zOJjL`L=jroDo}4*?FhhdU(l{NNIO4hHv=>K>zuy--yosYvm9l_eT6V7q&8~jDkdI$ zP=6%HxCT93uR!@BMjVBS-BnqOljeb&CCv=$`AGTgR)KJ*#5Uz_r>w<~sCAXCzbH|#d&M>FYsCQl#d5`N)!N4gRgipt{yd|ua#2X zmI_t%ZUty1CWd5&?VLr+Q&%+#JLV#Q*4~wr zW>-4m3iD>8yvb3!4?}DcEs2m<59kN#?Zy@@;6aI2iT!=BXlwBp&zkW|>!?4J(@Hg| z!!nIWat-?whrLI12ws0*sOmyVhN=9Kesa9E5Pe_WQN7T#HD@-8uB6@daDyS=^g$-% zF2v4QzaR+1HE`y*kj_O*%Gjp(eiSr>eidS_nWkCy)8b+3eBVaG;6D24cm1^TyR#*^ zX`f*tn#sc!ePnd*8HG`e+U*6AO(QqcnDG1~Ke@W;R*Qc28u{FB^E(gouVdm&bFRez3LPtva=J_aO3 zqTVXz*R6>-{IB$PUUo^l`#i9Sv`I*~iu2zEL1NUa*bgsQTyzMhXjAf64y&{tsUcIH zhn{_$LO8m{% zbEZo*V-^NLtrp}qnQ@7spPx5^?3^qHArL|O0m3fucFwKPUV0$(DWC_N0e0S;{(L2L z(LhkFvpx6P!wUZD@(<-rrc+(cL5@<~l8`?r0ZKZRPi1vNM@-~j%0?=X`nH{L$6QU2 z&|V}g7%Biq?^ngkI@|E#H6l`)oR8Mnk}k${i%53>Uhfn(vkV9O7X-)9-yBu7%3k|z z?72y}Y203VBg`bA`ni0Ak`ZZ+^=@8|k9ZM41Bfkok1zwMN4!hkJ0R4NT~cXNnE2#& zdc6+stpNA0?is$&aLEayx5 zVke@1~!S$@=DrN^Q+tPrfi}Ct?8mSU_KCEbVo5JQ`#4 zE)d!1fMEs^uQehuppbp|tnbOiPnqK7cSoOL1?i;We$st(RD~os#nh%98BZD-)R8acy_y;AfPMMsDU)aX%0!_{Obe-z_eNUGzBY!U zVXvM(Rq^qIX_??^$~$Jx4G^9zLguZ`^}GX3r}gp>Gqg1u>`!7eL0eh$N-$WqwwvF+ zBA)pwep#y$2;xF$Ur-NctA`BaN+O)e=ngS*j%u{W_7ORU-H7Fb?_;L59+n8*g2Y4-6WW%@Kp3!@?J+ak=h*1|oO z1xQ^&p+94{Cv;@Qa$mJTVzjqj7W-A>W?uN4T(JweK6J}!!%h-DWdYy3gh&s!Av-6K zigk{y=@N~-RtiH_7f8jMG38Bg@}!w!YgeSyk$O$Y7T5sgNT=;B?0zU(22c9rIc=m? z?t@`LKijMTL#c!LHpLCbA^e*(hxx($T`W!IfLt7+Eq?WWoP`V3KoH(V{+S7`TZRa3 zWUT7!mx>-(*DYMlQNa} z`Zwg@%O_%RhL{kBF{O|PDLbKl#^Dv`p$z(Prt}1n@l{wZpn&!wKC`~&EPkxjQ`C7T_ zZU&;HN^_``ZIasCW<&FL@v_OI8JOW$VWVD_hn|1&o5_2Cej_<)_yxT)0MKUcZzvhr zSUITXCORucK46>kH%ycYM7ADneCtCUDIGMeJ)o+HE5+N*78-kx5q3smdu#syDN5cI z;_gE-3${b2)Q;>;f=4&ex5*p6+N&ea@Jm&FGCr9*4;PL5-fQfSTtIfE2x7T9aaV>k zD~>D7VD0^ksHpecy^2|#&NvKVMkv&NF#1}N6Vh;9D&k5+d#2r9$PSn3RYLwqq3THJ z#aS?!k{q=j^)r%Ah^M1-b~@^3>i0JDY%!XYYmT&mgOP~6hdbRj2zK4V6+c}BVU>%h z2T`?&D*rL_Eg$R|b-6r+Rc@g&k$8STe#;}HzR0rq(iGeDSs}~4$``L6T-UyD27lWb zd1S$_wC@`m)$@HMR&H6wS8`XTN2aG~&o#JRaP= zm_x|8Why(=wqBaSQ3>rm{kXLc;ZD)Xt0@y%w9%-dRGFpJF&@xD)<<3(xmfl#2sS$F z9l!Ci`6|;RQQ12({(V)hlF-?yu+c81)JOps)|Z+)Z9(=xX*PmgpKA(v8dSgOD{8idZ$VxE!(BD$&Ef@IU!cjOVOSrKFXF<_Bk)|V zOh{pGS-s|%g>#<0L89&Cv(k)88@Dl2F>Qw61nc5K;kXs$f z9w75$0I;z^GCxWvL|-m+P4P~M5?W2E>x;3kjJp*|LU6RGsqUSz1-1Ag@O{hmNnYNc9fFDp_*)HtF7I~a+bvohpAEpx~FuC8<@t`9Ncb!#5!WcbowwWq*{7PM=&bm>Vf!k zuVUxCbBWBX8oV|A?bOEDN7kzwS|O2gkxE=o5EZs>RYEp;!J_Eo^P>y=dVnrw+FVm+ zH#MwxsLl0he5H9<)U}0_GDCIiIz6$4l%~7t{649lo0d#3_4!DH=LK3x^$QXhTVDag)%XS3(Y#N+V8TAib5v6!s{FzTkyTqNsAocAF`u5vDTy|>U$kNScVN;pDvd}ca+w2OAa_xzU~( zgf)xnIPy05%|`ELkT;{ZLczKv;dpU`(-_PyC}N6TJH?qMMsK-;)ovkH4{C!s(=CbT zu&>);oayS^Ges#bpoorxT5hi-@p4Re^+(b}7V4WN-n#JRwb_ zj9e1EWnvIk4C7R%coqj3`KkrwlIi5V&G5KxH+IQ_n9$h0)^$zluWk;T^h6c@C!_5% z0IE|`X*dl@fyg7I!_v18&EX!!WW!cKK$WhsMo9Wc_*Z7{r)EDXov;b|Isf>u{~rZt-=r;5yWcBwMl}#bwNb@OBr5_ya z5cTCDFZ}Aj^bLT$Tq(cyD?vEdliii;Ym1XHs}*}<=65hw?j=20!Rc*#k$Nx!JuVz? z{P5X%3*B@={K1*CQM6CE_Y~4`ntu$O4$-b|kPO(@yE6RZTw-zL!ca(Wpmp_BKN@&& zPmQrr5h-&}=NVWXQd+!w&RzSGmQXF~s*WXjuO)m$lD3+#B`ty)!MW@wPKuL;Wd`)> z$vPmJ)Of-EDNr9IMWzS*0;BCKj7bZ>UQTu4*D~Tdql!@Uze05%(p|0VIFY4iAH>u5 zrt*!sC%REhD*&c>%1gz#op8^Wz=enHSy)3Jw^}hDt|K)hR3%?~ z0GKTrf4EmowHwL5pWiD~6(0x#Z%Lo#_@E{;LLj2*uJc?TdfH?HXEf$O^o)T%?#2qL zI_Ijcs|oQgmELUaPSV0o+8SlN_?1r$QLoiR{3J@7YCZU#qj$FVh0UUx(RB-X_%m*58U=-*46 z5x+qwB^P*tSAKxvWVLli#wt$}BWtR8n3?g@GAf)f&tw-1VM|+GV`NONe04;M%bq=}*2zsyT%IVD?HO9J?QgNA-$FkQZGt$!^a%a9uK2Br#KQDf_!{=)~PpC`X z-D{_{t8c$=D15blRJW)R< zqd{yvu}RNzql+5aWx*#q1?;)e6{Ep1>Abc}*xfr`$z>u}h{K+-Mr!H@g*j|uQossa zZ3qJ=N1PVL)Z|nU9ha4-o8bz7xmCN7Th&`MM=rp99ou(+vI~*{F8Y8Tu7UImlf!9d zv@%j8BwpOuXigBp?@u`4#Hkod+o@&Flq87EF1e=ga~;$d{fR z5MG-W*>SV@d|gOtut_(Ypn=rsoU8i6d|t}&7C{k$1=_-9@PpXc^7KK4HhF9KQ(-G( zDrH!__TH#<@J(SOW(C$T`>Dvl#qDFr_Hlx4>>u?WZpPmK3>!~3T@OkccgK9nNIOlR ziM)w!k`pO!XRD*PW%B&a+XUU)$iuy1WpVRCbR8tq=TKP4bZLs=la#HZA$x&C2_ zEyufC*u{_DiG*6!Rt9t=zx!je6LoHx5&>zcR1}=*Y zkMA#^flCE7-j4B5owU|2w@+;^$T?rtG#tq#OK5(31=_oY1Yf~##s&1$)ZxD?gTtcS zun?Zjt0dcdJcth1Ye{vs$nDM#RaF;%_LevlI9))_Y2kFjknE`ugCT(lpF@ z%m~4C7q#}OR2tbf1=8*hIvP682R`t$tLC)BCx0`bf8dvpg`VNAr7WyA30L?mb3=Fb z<+LfXQ*GvIZhmt+_7+rL{>fR^z{23L+J=iP{q38zOPhh!D%&BRv4=*(l;pxb(L1{? zXX%4O15I-vOIhwg`*h?i*Jef2tjQC%?T)cxS^lplib^KDy@0ibqtDD))oG7lng;;` zJ<-n7L+9D>ClbFR{qQFjR4Tu}URD^bw6o*x`xyRYKT*9b%NNh+4N!`AYeL=l|G0V& zcsAGn|NnD7Jss+l+HI|hnWEYnsa+LYC|Wg&W7H<6cC4J!WmkjNh(sGi6}72-j=h4Q zwrDGMP(hRk|I7LQ{@=&%@q4%*SMCh4ZukAZUhmiId6hT!Nu&_DaP0@tsfKIsmh(XA z7oDoJlh51IbJcF>!v2NRnCWP$^~jYi>)30z>;vVSpI-&)SK8&$FUh`9asI=T)8cAu z+f175+&yNgB;j~0{>WbTz?^#IKo0lOTZ_{Vuo-7{*PBuCj^sZG*zl5ZIBu$#G#1}% zC*5p_k-TlYj>sD^y@>!9ftsG_c8a#KU$d(#gl6J6%?0|&t3&a>Y6UA=Q1)}5ewa^b zi-H=XD1#Z6@#Z6@&<_51Pu8<@(`irTcx-)pGS2CKjJuy&Q-KiA5=~1Hkeue`wdf@V z!}5WCyX_m@XRdS{+o+Mh2PGhcBXrQ^R88;?(kfFvyCc47Wy%vTN5N&Bfvf4i+Ji#y z9o+dGEN%1OIg_3y9TJnbyPF~YmkfP9*a)y6~II!$?0m5pQN(D)q}3I zm?YW*%ns2JSFGTEdOhhuiPbK}nn|d6d+w;`z z<*WXZ962&^|NUjVD{=P7m^!Njuso`@C<}NJuzQp}K5{n9yf{sK)==RH}hTAhc0yVnB zs-R<2L^;MZF^CuR{%c=%a+F@APrA=GGOv0E+$(L-_9CR2Ioel2yepk3RqscAkd22=q>@D^ zs9trEULcQ*5u{u&l&s)wk-kMuey*qurXjPoFI}=}_ig6|6z^J6j6z=ZmI0%hh6^32 zXej4Rc>eu*-Ao9=dl8B+yvxx5N=*naPL~968H#gdi zr)h(FKm)y^zDqJ=8LTpL5fT{m6@>B(0zbUG8)#a=+&lDOi9FtHL5rDobNpJtgDTaZ7&lK`5t z$#|lwXV$ZShiK2mCYg@=1S%#gZxx*SJOOPD>27`9P(?8e9l~og@jaPdC zm8B=oMNE(ef-3`+fzSOBOnsa*@W3s>VDBJh;NN|vI0xwD$sTygEbXBlZ1_$IOO8FGlOK{wLq^Dl8s6faBtxb0D^+J~f z-!p4XsynF?@X_{gs%J}9(2-f9mo7NB+2m~(f3}&)F7^fb)!WU*Gq09S)N*QKLjp8> zSm1N`KX2g^+=t~$&twl~(9?><3+GlTYL)wEw4PysF5@@kl)mFm8U&oplT0XQ7j z7$dC^P7I^mZ6w;w8T9r?Z}V#kgVPlyvn{^r|fJEJ}=h zFl6;dmUPy0(&*xs!64lj8?TFGCzLRo)bR9MSUzuQ5W(27)LY60YL5P@MAE>F-{L7x zTPnpKcJtSQ8H6|J=FDgR&eg zS^+0>rH!&*7OF+d;AB$U%xvHknBXLjD5E__bIaL0a)M1Xq%{Ut=5_ZpkTi@q)W5Zv z{VY4yq@g*Pb8VmY%GNY#;b0ZIlLG@BBjD)aZbbE5-z_uIq#1HDhrkMSWt^HcT|L9O zZkpzj^B`&>P=t}~v7ki%k@RQV-hVhYj}qiGH@_x?xa4R#?0mhO^NDr}o-m=Cu{#%^ z6m3m=VinLhDPyU&9;}|n`buV%@l`M;>kPyyC|{aN^X#2kBdxEiiOtnsf@(ExAAMYod1s$we{}y$_qQK2QpV&>et8n=XA7Aa2_1>(0oY?q4 zYV~=OG*aT{x>e(q?zb(;l+VM37BL#eZer57O$}jRdn=cy5!NH?9xM|fX&?0Re$0n+ zR@nIarG~lN21iW&9yQa9P&NX#(ccP#UpJtne`!g)VHGeT0z=3IhdqzWTZ6w55eLG!Di-v}F{PaeNHGH4U25=DLanM_0$ zj^6o*VLe^Zq7VF2r7P-e2bS>}x^fL%{{T}H3%TGqtmorlePK%YJ6vPhv+5JRj|DJ;7qzE^tQ&NDl?Xd(1_JmlS59ZCSyd+uk z)|5S7j$}3E&n=b^<=^3V@Li?J^Fr(mxAM~uX0l5$I0T9Ix8B>!%w{P??_0T2+n%?Q zrM6?E{xoc$yBOS~or90AIn+THnl5)x-c1O`s;m^tO9kq~Y5BbPb&?3C zPNv3&)xfsl)Z2OLX_2w=tMV=@usKBq1{7jf>)GStJK=LxjVeD(UP5wIxI#nZK$gZ3 zcFSdMCTr_T#(7{)dt0s!4UyKaA7#3Wzb9J z|MNoT_Y0TF5?zV+kuMe;GQT@q=GxT~{>L6@{S_bfRxYep00jz-YS6E;?6OCPnyu-@ z2*s2^6fF0BW{HMnn7@&8{G0O`kV;K+;^>xAxBjyqXUw<2R`UwFfI9Yp(8LpuZYQ2& z%EyPI;w$g-s7irQ#nylwoU{22E;QP-+tTZO0Zb*_b%|lM#Yl!~ZYy;UIL@S{M70== zo{G;yG-xzHqtIqHmv6PL-`{MLlS$L7D<@Y$A8d1&lz<~4j z!bJ;2_Yr&;dqk~~dAGGrhtIu(gMijUhHK|+Ifc$`mo@`-|{PQXtCNU zlIEYoS_W0I{w;21eOSjj_}uXX`30T_jSgaogh4 z3Z%?uP)l1yCFu*Ko;!iJuCCq_0|Yoj@q(>w7=_hYF!ysuFee&#bsiXRd2T9*_>6Ek zxF~}{5BJ`18zE8Tm`C9b4w(3_GFJ`gj_mC|rKmy9F6`^SSdPBeyS)m@ii=_~7B;NW zTSf``-rGkc_$8DRXSD4pc-5ChXwyR`d2LPsZ%#ItfL(RzI?MG^uK5=q`b z&v!-jn(tm)iy+rtZGGKwK!MXBiCPK=>q$oBmk=HCe+0{&{EaiD($pw2M}&R7)SyJE z%{h2tI;^uL>~F-C!DlyL8MLR}*!%~ME!#HO!<1YjUp1|{58OGdh1U-rf4m5M$Qmv> z%9Qv{`z`TlCBn^j8rV?1q^|c{w_~p@G+88ey+11+((dim$PU5pCCzdbj9pg)XtS04q7qmZ225HXO)glSr|0KTF)FH+xb01b~FP8?ou;h^V{o}oj!R= zj*0BzZRhpy>59=~_^o8Df2>fA3UFjFcH+(QDheJ3r4BSdw9tid|K#|q+tu&pl)#m! z_hhvCNA&ApW<2R?#ak!O{f=UrWoAe5Pm6qxxoawtw37OSVCVAda$_&}j&rw_i|j%&GtuqY&<>Q z^13r@0g+cRp1)PEr)+$0#*mE7MmkzK~^mp9p(a0EqkMeXFWa62W7a~)X}7ppkEEyJU+?r4l5#(99HoxEnZM;oT0QtO! zRsJ_u<1O~82KAY~|7YlgOnc@e>Ah6=u=O8hk*i#;xtCJSIlu9FH{OMW6EEu`6qMwT zl(_MPPOH(dczB{O8a>RLnZua$6m7hl^zg&3{y%J}q+#L2%WCft87-y5^&a>eX!-o$ zvyFGhM)^c*4Yh_uC#PBB%u2lt&RL-k_oPc(mWK{T?2H+8Iu8#ikXo;fS~oQ@`(_*u z=o0nkeh##{OMNm`2i+1!quSFfBO~rAu}$}=15JG#H_bMyx(&;xCfy$-@=G!%2a{gN zAuqf6MW7(FkB;uXHIG(YmMCq>_%f4w5tl~KTk_WnG^wk@%*@nYEE#1Uq)&GdQiYBb z9|Q{ODseMI*k<}J8g)_7D1ooN={0x7%cHwyt912zrDNv)bFn0ETX0RAuD${SMa}aH zQ^3qS_L6(8!2p!Xvr$$cjKC_2s4HxPG4wR*=G2ZYEGjmmANfbdDurwcaQ@RF$`FsZ zs(`;a^3-sN{~&=o!qI-$IchEQEeRrF(F@fJgcB}i);SlN?<8c0G;8bi|O!y zKn@x)lSMhuim=^=us*n*?8Y5~Ly*CICl7~Fxo!>#((^H&u6o_&k#uVP5NbI+qI3!& zZj3TtI&6HrVS*YuT7JIxr)AfO;i)90A;VLe5}Wp|Dwg{f#4W)86Lf#2=&$B0s#dow z==oHv<)KuHXI^8$IQ%*JO0>FBl@%UXBM(H=!Z|B`g5Vo|cvCS>pMGGCTh2S1!~aDS zpSP`U2IvoXkq;k^z7J{WmR1z;>+7PJ2i-N#shF#$ zRa|c}5kKBwZ{1cbaD56E?boK{vTrMtv{Vm_BDyuE<4CL5{cEI3g#ni`?r zt3YMR*t<i}xw_o#7lHX1nJ0Tt=J2urn6Abqon)od#e`xDd ze6h|I_IL9yK9j;JTd%XMJqyxmD?&AXB|tVM6)GkKuV(c$bgwxycbktEe|jx_0{$?PO}`$y)PBcPo5Pv$9^zea%`&0 zb(^~PLd#|LjKDO*W!lkq8n~t}&!^vvCO5!ph4f;8w_IRX1%(Yl55rXb117{hjQs|^ zn?3ijg1<=72To%`MPeHhgqX=6LQ^*`M#v;D?MB#2t;)Ed=rA<$FkA}1tdbTk;8(V6 zGS|Z$Rp_@xJsSQqE-0Z)?-FYBqP~Z1e&T}M~nCAza@E2?er4`ROY?K=iHxz z)W=Sjy)#f*j)yIJjZFLx=2wUb{`FgsEbt@a6e5zaBU~d+^=b5~Njea)sfSMHe!!b)uE^Q8p{~8fJV)YSS^JKdBV+Rl5!&*Pr%pi_1ve41_gwPZOts~I|A@Y4>^NG4 zb%1z@j+oUWC^ts=@u2MZ~H^QTTNzL)ouQ)Al_86O_vf8`nO zOa0x&m$!n~&rWusr{VYS&;^f+D~Kioc4HJ>GvksoVlary1gjD?T9v24k^Etvn6{=h zHR!E^D)v*FiB|cMD_rrbU`cHbm~6Vq~EVgl1i{B(c|;_V0gux3??8PQNf6LQQm#L*6i}gPaP49^VNQKo+Eb~Qs)nuxfhhv=y=NP;M-dy z!)wz^T;+Nw;cExA&8N9KK}zwy;`&3`!L6!8{k|o)9rE*(T2$|19L2jVN7(ra^&Rdp zU&h#<=Umfv-g8iW4r(!_$X5L6dx=}&5o)Q-bp!tv7q{{0_nGbi{cnVjyyMfNnOExH z!(7(ZT}(w9c0=T(PGm%bNpf^LYHbtwhx}aXwoPl<}JR;o$N+GIneUfWe?jM8p`U@M=3))#?YxT^HU$d?| ziy#DqL*@pis*ZGItE^%e15$%SOfat603$>cn6xsKhNC>piB0dQvwHQ|GLLVMkKM04 zx1j4BRBrp4k9h8-g|9Ks=D)fknr4Z&?)kLLrD~0@@MIFc#Cyo%*OQ0|jJoCQzH<$U zWqqIP2j|?bKua+nS8`zi6)~4`DC3vJl6sPH&kSX01);~sAj!PC&Ieir;U0Qm5vV5McD8V9hLKW*BnMTEU+H)=~h$&>8jXSG#nLkgIdWr3Yas-9AbOnS35V7!ht3I3iR=o5Zy}?DAqv9x9YkZUdkt`-liZuB_%Q2U4eNl-bZ{0 zTbDC`%Vw+M=dI~Rpr(#ZRITVYCq+8uno^rabxeAFc0EDgqGzqTU+F468oK|Z5x5x) zVLg3eT8Toa52i6?+X6LWRM(k4pJN&4j!U&oQg;trn)y=rHLVhvE;9nIA2NO!tAQ*& z-hz*nL)`VmqHb0sZ29^z%jX2h3`7DRTg8f9`sI`i1nmSjj??vGN2*mY$t@t-O}3(TOftlvQOIq0E!l z($u+m7pfW7px8O+#P&4Zm@Bz~@sG&laJEy`#_5fVM=5s&odX2L3#>Ft#r&`sW-cYp zZ@k<_%v#PLljGXK;I|c(vp$8=*7CgD9_}kwbr{cgUG4c7?d3astA>x)`oM8=-O=;w zi&qZI6K_}xwL``1^7TW6HQawQ7-um8E3jLeN8&C>w;BhJse8kkplul}TZ4y!Kyk0` zpoT;3&>!pyV&|Fj2Bh3o%2*zRMr@#gU!i8B}V^w`43hb7E8NGpxRgPPe4 zTY*m@VzbJyHzKH@aV4T^QJ}({iFRwrT$boRy1~UgYTCmHiwnO?ElZNHOQtPxueVPX zNY+Ca!hc(6uJ8;O=AC`bycL>(xNbh0JZ4C#wxX!DQ>e3P1^d>F{*-=N6o!Cs^aCX$4+{B)1fNqv3!nFEC zo8C|jL_r_kYSUi(`rA!C4<}!8g0=g@BZr+0y=ljt6}`|3*Q4uKwh1>C>^2FzM~s2& z`lQIVzw<&a??e7F+MYLvkQ!sY*izt5R4BLwN#9$zuYVs6e+7vNN?ks((5BZV7|!1T zLVLS$;DvQ6_u2?Qu)6zrlf{aUWXi(@{(k-|9w{{}{K2x++ybtFF*k*auW-my1Gxdi zB#_&JC&VhAq7%l;cHSrf54HR7+IWs#03~(8l3>5DLL$4uVs@LfbwbbrI z`POs|N^G@OTK?mF~ zX5u7dn|VXhSL{u7a@+(kg@0me5c7e8HWsAM>TYT04A#&Wq$Zy zg3g2yMVb{CEK^_D=J@PM7>6yXa9xv}d~E?|Mzc2xD%}_5WsB5xT=*C{Y`3iw1W zynS)>gw`=1x5?@d-`ax**iACF5N zr1&F2>2dP-8%-RLb%r&I-j$udRx1q$hbv71w(S1itwzih51D7-&D=B`QpS_Y^9unAR5Ohwqb>><6 z&7jM=0_t1tq6!tkVV4EdkD7K?J6aodHuKR6EZHmf=*{?MnCgd=k3+BfR1re0Yy2=xr!lvl8LfLUBv~-EN3O-ephpLaZf6dG~kCiT?Bv zQ@bZ{L*?VVdLDpk;mJBD*wgTuV*Ta=__q0jeT}zl6FsSMG<9B(;qAeyls$NSkdRMJ zU7F~wSmDg6=|`8pGrb^*8?-W|e(mvtWg3Pa#af2zj{YU5w{|e93-4hF$Df!*Ae}D< z)c{N=k=y>B)aq?a{&JxGJwkHXlXr&RXo8n63Sw^}1z-UlI%zR-HE-cnZ`Q>yi~DZJ zvH_cD@IR1ykjWZiv|CR8vV?DH8{U}gL_-uuy(M6#I8@^;X@wxeGi3!05KIiawiJKX(v8#- zuqZk8-VgUVpm|q32N~z~WbloZJeMksgvDZ#24~=a4CKzcX%nSg;Q@l+Onnu6DA^2D zslIISZoq&zPx?>fu2kz8XFMO)w!G5yrrt2j>c@5hhpM-3Ty=-c-GihZB!gzdOOUGB zrXofB+y~tmzW@I);Jf&n^tqEGZ&=q)Z}8{ab?SYcpy8Ak{Yd>4Ik9qvOq{i`f2YYv z3c}=||DPR!w`y5rx041g4Vkqs@XDw`55rt`tG#VbvjUDL1=Yr9yntK85l|tBrFBX* zlxMcgX6O&2U@GQ}6k=ZGIC4=GmYg!KQsxN^(97+Nvtn~!D8C#Xq)Z@&aUsiRkHV-bX8ku!dwJn1W`6qOR5t|nw*+rymOET_J3e!ByTSxsp zbb2g2?mmBjU$^C*apm>vZpzy85%pVst`VZ{XvDK}NX0c25e4aCV`k9m$p|Rua&S)F zlL!k5p?p&YDV-obTd5SYyzr13Gw(BLDNg1~4o)M+sDv>a>LY1e19dNBLr`x~6gd?T;7=x=G(dZt=N9`Tx{{^f zP*K$|+$97j(bh*EQBz15I*{(ppKFv}R< z*j?y%k`OM}51RcxqbHG6ciYvr;x!WZT4Epg$eEe)7l=cWtgKddS1WGw>|^#A1cjC2 zD1K=%f*IvSBv$A^>Z8}9YNNJOcDS6GCY&#`h; zeTOz_gEsu)%kC#yu|lW!d!%y%I}0S~m$Gbi5plcT-gaUoXNX+%jBHy4Jy?F2FfWPf zkoJ8S0nFJxnV!GN43=Y7lfY8UaOs8pLq9|()y;I#To+PmDtjyto)+YoYzmMYF&>qB z-Ef**ES6mnH8O1p4w1Nc%xMTUImS@A*j+X(@bDpQWu>(V#uPu*qCaai=~ye(*(cn~jBdgP*By}#byaTM^x z2T^sk^o(?<(O6ulb9sS1jXKuj$At;8O_;@fI0+qwN<(m=3kf_bR=w)7)%)3jD=+O< zckyO$ztRg6v%oN>441A5%kec<+kF1eS@Vx=Q#V9+RAtBh+qfI)50|;k-djI5@P^Q& zW>eFc&X7{Y8D9GtPWvh6$YjSJM1zvwACDtoz=$!kK8**amAj}F`Bkar;q?F zs9d;Y6AbdA;^S`EdNG~G(ny)HD=+!W*PdA$$_^}=!tbY9VtOO0NtxY?hpxwcj))z} znDGy!eNfaW;6u0IHCPo7VWMF@$~fwMPZgwcyo6-iwOFispXv#c(=b(E6F)Oel>!k$ z@&xiu9#dw)q$ft@_DRE@Yw*c(vMze!;FbkNjB#-qT_xrQdLrB0Vol=!Yd8;ZS?f_1 zE|9bHy|UjI6CVe5R;b$E#O(RX+!9cHca-N*H7%uNAt+wHqEq@Fa!_&^hY&?6&t^~h znt7`f+yd@a>IcB#@!R|obj&dIkC^2+6bMjXd+w^Oh6_3%mKz?g3)(k8G%*ynd&24= z1>LTZU8f}IiBns&jF4q<-`4}VfnDx=J(hg(!+vyspg_#tg}9WMgvi;ES!XeOQeAf~ zBmRUt0R!mcT&Ivo9ni(&@Y|gDn}ECvMOsltwAA@4JX200ofpevQb6!42%&~QT**!v zn6%vn7tqZST|vz%vab4(kk!=Jp_Ukr?FJEoks5wjr8?FlV#*^oD#X{@BEJ@|Kee2m z6g>$B>&fy$M4mlnb0sC|`ega%69aYYp-kt4o1e1yk@_|x(dLT2N^Sazw24UwHA2yG z>6gNF600pd`g^jna*!w@pmF!GecpR&i0z~(0KfVEz;ErMK9FKI-H$K@&dRMDXF0dm zZ_IJ5?Z<6?0fyS$>vpadrF%t0>cl9+ecAb?Nbysi&5zJsf4h0oP}^^s{X=cO8e4@M zZT;$7h4Ibkq30=kSHEB%$6OB1u!woXx{=JWz1*Ja4bW*FTE!FpJ}ljAd7|wLB1MGV zd!3_&tS8z`Rf~&aG6QT7<{EhryWAD=2tz$^>U8CWt<$Y-)@2PtKU^@HJ0FpOl#V7x zeHTzJr1b7@E{@H8%0BSlIPg2!e#9O6&U^!?mLICLMUJ_}MarW7|GnY8?(}?PP5=8K z-jinym1p%KZK<|cWpC|&Hn`y?Ze}CfF20ytXX2p-y!9b>Af;Dks(5hJu(6f_-<0u! zK!PCKA^w@CROwzlRuMBhxt4Wq8q*PR1DtVE!b=;}8}!JvV)+eKo%zbq>RRhHFo4N> zIzz1gmM%mgC&W*@oLPcJL|DC$Dwo|oNP0w0jEsgogbQ!>AQ{z!(+}w3EiDRue{55p zuSoy1pRRJz%i$-c>t&%X&s5L1CqKk%UmB(yd0NFs93S>oW&+frmdWko;SplmqqOhR z++Hdo1Iiq=Iq)l70IVd&{0I)v%+(idNgvu)Vq-07Eox4O4+$)QUxcZ`VQ%JQ-!!js zN!l01c7Ka7A*8C&03MB6y=n4XP7lS165f!Bs~XPaPn)8hR?l7*qAYNIIcq_|f##+< z{%p%(COI``uXk`W=@0EqLcv1~l^6%Ivv%Obpil@T2G>oF{^n$Ouux`ln|6Ui{pqtP zblC#u*ug(`+7krG-t?=74}-31OETVgy|8X&0P&AYK@D$TpZ-L&daO2=&tfG$q>#q1 zXP0c+Zud6+!L=+wwR-^*{Cs`^LIIyk;%gM9@an=+#&uAX*grn$@v~61*IoJ@$wAkw z^OjATN)=?88X)K+0C&vWn{tKludExWy}@M{>dyTc%j&+V6&v&{Xe}A?SBW7{dCb)7 zLF>G8Y`%I~vH3Lw<#^C%onhp8roPhJYc>VRJxe}KSM;kmwd;~2%$hq0OdV!ay{c{Y z^2ke>$2y7W`q$9wZSV}q4x(y>iNB{*&1?#3b+|4k?E3cdtz`d01w!(T^vKG2#gZW@ zT>jGRw>FTQGC^k=%v|`1*+T+EA%FG0yf)da$6VUceUfy97;O)ca2RbUT=ydP2{raN zCTKOO3TQWy<)+vV*mJ4zAXF18ggarMN{wDzS+3O`6v{&f?%sN+a55kn(E!e~FMd+C zT;^hY%}UuIJ=h2m+6c-}NgIm-q(fbWZF(oWPkbH#8ZNFruCDLz?DK8x?-bnp2z2;& z4wOet{a^YXE%?VT-wUuXwz{?c{jwe1A)z@;3n92VgissQCm){WDtgQ7H_W&4p>6GL zT%&i z`~Jim5^}LYOJ>ks1Ic<5X;s>l<)woebVVq=Q@v{Z9*0%a_yn(V8}Vj{j>Z!Cqn>;5 zV*NdNB4Rb$jja+ijL*2bws*;=SYP)S0F`g~b(Q>AU#Po*f9x$AjQtJSQvfK~QFo;6 z6VbxYFC^5celCUMYJfU|4=!F7Ph_ZfyUaqfpdDjL%NI>dL{_6*{o1{u{sNhXwQ-uF zaGE58_zJfA*+Js&BC!V6I#H0p0Y@d29p&zfjW{btn2n&QIHF;LG1p3Ckz7=lth1H_ zsC^h`OYTYI1}O-h)z^${f*>7wn7r!LyDicWry2LW_?6O<327Q!_i;yi0jppQ z0W{1^#(HhB-Igm@hd2jW=joy|PSe~t>Tdcsy|lPkG%6|`9%LD>DM!5Q-TGl1`44F9%x z2d;;2!x=7E4$up)5#J`R=hS@oS!oh6+kQY2BhOr1@pJ${ftW_&eU56rVP=#V`R7^X zG--5w;SgdfpU490ZD)e!s&)my;|iNQJvdw^j`}EMK)IDPw}Wgt6y3A#;Y%)en2$d= zJh4PFALirM&fAu*tS7L#rB^zzT=~Kq&r`-jJ>r>%`SzA^QAO8bTYA_sTzG;S<^1%d zYAl%PpdC-(o$u2p!!p6zykVKo(rrUB71J{VGDXw(pZq&q-b*J(UtUkgL|vXd83xmz zgkLT=8E{|J z+YhU(C{m@N5SD^E*T~Bw7c2bU00~jBNKB1QG0)f7gu`9IWlHl&ph01s2cQf4vZ>U* zGzAv898ZoDdRF`O)`7G6j+-~KQeQ4czE{=p9Jp|h;4q&3o6_bZC68Z8mvsX5hrm7Q zQ^3`NzMKjH3$9eXQx*3dIG3gPbTRRr>Sa%}Gg+y>kRipE@xeCpOl0J-W`)^acb0Fx z*!ay`d%!DK(gLm@&_U@N;9|iJX3J*@g5mO7o?AKzoOY3J!b*~3V<}LSpHYHYKx2)l zY9W{WxlAX8-@={U9&?`{o-H@mUg&`P-)c*T9Bcq4?|csjPjEo7!V15twPY6~F=sL` z%iR-5+CW%~v+mu-5yoc2mQ93{BK>eOt3zU42-K0;-O}Rg+Vt7~V1j#k)x_)BfTyOy z-KKopRJzJ&=}C3P_gHV;cFQh7A6fp)55Ni2cq{W-(6+B*GF(yB*C{SUqU?brn=%6UI&GL&!uUbBZ9{vIGITGH)cBgFooXNueNkZHqYh85K zQ}dpthOP0#)=dlNOH9@AH?0DA2b~8qVwb|!`rU&ki=o&zZk5r#)=9#p4+7^*pXW6n z4>ux*Vk|;01;=a!T#{_myc%#U5`M4N@0#0+Z0KOa_tQLe>+B7AE}`)=&-mEy2eCCk z7j~`524GEEPry!-zb1W(nC9a2ChkV<19A~xOBytPq5;`!r6riR{3V{#7_^g6D)wy< z>bB9tz~(R6NaZDakX^(4?KrU5U!=OtU6SUzi3%M4pJ!%O*Va2Le8bBE$9&Yp_PkyF zRGOyx`#S&YcTk&IgfNF$dnx*0ZKo5TxsRz>L)H1Ys^wRI;OC)@0?x^b3u#K8+i zQgb4=nGBZ47*x`;2BighMtcYJit(>P?T$(X=TT$Ipl$^yfv$vEz zB8h4A&c7HzLy)fh+zSAdt8%-;XJ8|Xr(rSslPa2re8wF4$EtgLq`AQ#tz+3`;0z97 zjc{d`DNFm3*rr+OR-BlsM#Ct7h%aad7vZ_QgfbSzTdd@VW%!fwwr#su0tsZLcWm-9 zw;~*F@bMZ&Wj&e9kI%A^*hRczDtL6IJA8}{+3LP29~)$deob*Te189IVdR*Yck6QU zv%DAgwRrdexOr-Hz8AcUo_lhAAO2^BH1H`B9g~&G+4sWd)-cO*u|l7o1=?T?CekA~ ziNbc&3F;r5(W=gh50<%^53xJ{ETl13(^Sfl648lpGk*khatWDkHPsha96O}~aMy9x zbh{Xbfj{&#Fx8oHHUJlCHW0okaKQt(`)DRm$2n84p0-NcQilPwLP0aZ7;W?K?otcL zrd-(wIEqj`=JOjS7a>ifRm&T)ITAdR2)Mc1EQ0jOPgvIO9W%z3^=j7cd^n{m{nl$|r=& zQbj|_RHKV1C6bLeM0?-ulbO5B9Q<>bm}w7l@oVCG*#4(~7Wz&TsbQ7Agw0*Q{|*bc z%IuS5nsxu!U;KN)Jif2ywuL^UgJ~z&y7cwXAz0in9JD!?+{t(T6MJ(Xw zbmT)OYx@JB8jCddK`EN5)x2DbJjNI^K6v!2)KmlV#88wQXV$V5ZnFYJozUDrHP?z# zKZjSjEzNvKVJ}bh54pcoQLGA_lDLcz>lDSkp3V=1h)qE^Nh|JVu)zAv z9@63Z&nWobGs|gg56N^RyFSx!995$W)oW-}o$X(FrC>N37ggDiIV+4zj`i@tw-wkC zut8e?)VJWCP46r!J(4JW(=EQW*l16E5**me63_9&T2cg^VII>D8Bs1QM1YkGd*NYd zf-G~tWn$mFhW;DNu6sw&nds!Bu{yN*n{M8u%<%ZKY5S@+o;a7G^uT-M(Z!Wyd@?UX z6ItSk{urte<$VRVgM|`vHk5GZPr766jxGxMGii-7DEZb9W7|~ zH=-pC>K?{aafRBT;x~-rTLm=pqmfdAN-aKP$Bcv-M#y#dS>$P*R5``+Z?MJhof01V9 z`dO?HTf#2#4ooR!-s{Z%Dw};?E=X=ui==Tmp1JZ2^*1W0BmbSw=;r^9NB~HUm_h!l z0uz;b3FJX6{`#cn>!dSaU>*K9nGQF9=Bv~l9dTpiRsY#S{F%u?g{#+$-{OACtkbJH zKotFCZXQebeULVeS@lXts+sU)xA6AC?}2^y3C}YYdEQhXeH&501Zn{1E=fTLZo!eN ztAn{Yk5##)itbd&H+{H^S5!MTq+#vD3)J#?gVUIXOQPy-D{Hu?SuqUs^6m79Z;k>ko&pD~Ep|>mr!SC1cCkM29P^;pOz1 z!JG1}#iZ!bcFOAkL(r}&_c$kgYN_x!$^x_0iaUD#5v)*$D-&qN%^{-Z2 z1uQy9#0KGiIYRG&>wx(+)SoG4A?1cl`P8YMHvC~3L~k{hGh!I7rhT?1w@`G&ztKo@ z+u1yN;uXP6%_o{mwW=1@bN#675-ap^0IzCRkg!q7zIJgpXTnySi;}!du+1FWCXrwy z$KBoH4jeV~c>1adyX`jC5H>=r;n9l$>AcP7+(mmKrsCDM$!MD}!W%W}X+=KNWv;Q& zx&BXvRcs^i+s?ajk184!#jD)A2gTSG7J3x7WL9=GHw+4M1@5PO^$6UbjD}|%omXdh zEVggFv0umrpKZ0sF~XHtX;# zF}1OX+ueRL=q~OC>YS-!d6&6_j|8`nNqx?^`F$sslAA2fIqEuOY`tRcI{E<66u`uKX%Ng(QH1oFU@u(brd~<&THRQFGmh21rl>$<~xg~xn%6*$Y9$ZfOf4Z z$}hj9Io!y9r3Qdj57>N$gIUiYQ4x|{MsNFk(?~ybSe{^|y#EQcB0n9)1|i2*sVdHT zuVCntsi>}k;*R^v1HiG!8x#H+c18>TSF!=R;tfmgil8yaTK!*V4XaWHSSmlxUue8b z;3QCW9oOJiI+)4ufUgF(Bukl*UoE(CAO_9qyEB>>n3FKta`epqg;bvEyf%e0bT!dt zmM!~e&bN2_RR=nawb!lAb*x#V8*`&JZzGGSGW%=x(fI1iYt))6gCjlxMM+EB%5{!h z&d+X`C@^0%W-T3+UaPXg?tVV5u7BS?#reG@?}+`xY*aXYWhBibwdE(*!YuW6Rf0wr zu}*Aw7f7~3#*FjM0OP(!cq8Pf4R3g-VKH(g+~B(fzPl*l_+pljqr(pD-Xw65>r1V0 zk6b_%lYXkOq{;28olm`Vq$NwwH(6v)ePv}9DXma5I~RY7#D@aydu!Fs~l&1M(A zSPiwn+A+7N>I!>a%zV-;pNVs^&3V_GN7js3$Y2_{OVwJ-9i7IO9lSIAs!4#VezF!j zW@pTaN1WT48&@c2oQW-V4GlRu+Vp8{>>HnREP2CDvP;}@adU0?$w`#W!zCSQu2Mc` z^T&2-d%om%PCL{uZsfy!Jv6D;1)dGp(@8E8){XW=!-Jiu$8+M}RVi0qW7CMpyG9;^ zsmIsV0Fcc3nTzrel+rSEwLfZd$GS^>JJ;23ddH$mT2YN3-@Ud&s!Q;CAvZ_bn7A)C zmy)Op5Ryopvn9w&IMe{jo}C3-;!w9rY0yImA={X zNoscF?-N~)KGh;Sl{Zbz4^9}X-WvxG#9= zUGh`Nn{^>8V}E=FN+stlU16f9<@f*j_Qu*Xd?l(MCbcwWEz9TRuO1g&R|u6vi0siS zO!=XeMieC*7#cQmLU!2A=_ivtR27pD-EZ$md?RxYx;}=Nl>s3;GvaOiiy}YT> z#a%-sNP-^{gqgpRa+4>wZ)$5Tc6A;8%n%i={O)QU+5bXet^Y8C@89>*ZZ5vP?HV1~ z&$<7VEmxuGd;iI2L}`$9%RU%!$gkoGz{tAf^B{wWYZna$Ay_u^umdrJmbo9~3R{zlFXk_Dju*4dys7)*LCb0>@GfmB<@y(n_RG~B z;U|o|Dc|>X{8>Kl>#P|Dgj72I?f0?He*0_!0%Z=99}5Iagrw1$-gtuPvdpGwY#9WZ z`fMo*yuOs*&ij2n{}r$DkhK9eXGQa9mHexHI&W)36qJU0j}UNFjUOU!8d|z+GF>cX zykh9I^R8J+Vik?4Le=O$Er{Y*^C&k{s2X(fm#^xGPj1a?#O|gyC>{mwh$g+xdB#+d zqSv3T1A+NjNrq)bPGlu_U}Yyjczl^HuAeF9+I_AD7e>jrW|eQjK$~YbQeA5=G(9{*Ry{9kkZm%O-_j~8H{PYnGWDV z;sMQb24NQYodOfUNC!1h56@mPIE3_l$D=b`lP7=H&AXeGKXSA6fz`K+5RgomcvGPaMS zpp&%_DUr6goIk!x11^ER82r@g#gyjYUrKX6bd%ZR?;}5b-^KnsfQvfM{b@-b*-Oui zB=4oGCdDM9uVFoVD&uA`t5=(%qIfuSpevN~Psm(9j}PbEJ^lX;psb@WE|7_Xb}2Cm z=8ou!N2{OH3^rkaBb?Ot@rkY2kK?#A&f?q}4x!}W^r*?l4zFR!jo!*EoZVD^)!i!% zM4n-pBaA`uvec$jzc_hx=z^ESMZXW-Pk0tBYJWs!o>9_$Hlahi%5TdtxX9%WaX7Yc zV}#uV>#gv!C#QQF{CBTz`DND9@@8_Z@L6Nw4HMwFdM6bl$#OZR&}hMq9Bmb>{-H1b zzq>k_GI~W{S_Sjbsc2}2dff}o-n0}y&Dhr+Q@-CGb6ZRk-F$9a4X;e|BwJF57ku~Q z&D?5U+W*Az9}!=)czr|K{qL?lH^AI?UeU^ZG1v`9A$+CBd=6W|a$Yqs?k#zF4Pz+~ zZ6{UD2^NUX@ASPwezWHWljipC;N}bmzUZxk47gOU>hBS zS>~IkX73g7POBy`QvuE^DeSnQ{;sHV^sCE*smoHc5h@xgkio_m{#~Ks_0+Oo6DE^F z^@DVy$90v?jsirESra2Wqnixc1xGIyo%%H*W!MMfRup_+TCZw?bP`=Qq`ehe@q-Aw zgp_-_Mh^{l7Z+S!*z^za$+~`vv;FC0O11G?g6Tdi{*7lPKIPc0E-e)LLd4e&@TNLU z9sAuH71?tVmjTGZKMAZt0qJWDOz1=N9pA-^s@Hzzul3a%<5!2(@bCHQu}?uKVKs1( zj+uWJ=BSW4OD?e-q_4dHa+YPx=Ksgkdq6dnz2V;DILaskhzKZEI*1UJ66w-w06~f% zARy9{p?5MPB29V|A|PFQ2Wg4Yi}YTj5PAuOPDpaM^Z)Mp?qaVk$w{&zD>-NH_kEt< z15YEkpquSjZt!6N@aIKNJRvZuAHdUhhJ(?>e#{t*J&o=c%uU8JXCF97(5^hvj{8e9 z7aZ>>g_#LK%-@qzTxMr{zUd?>%@K`1tltbUjKqg+KsGsck}dK#-pwccf)}U(dur9w z_t8Mb{j1IRAI|{JD6pWGGDTFyGq+kDdIIHw9y6(AuDfXG$ZjMxXFNdg>}WGqZBr!k znc_g@>_Tul#<6!i( zhdH{XKKQ7Nrq2oG@x>;aUncKD*VJ>grq5F!WC@XaP6Aaezrl4ARB%UU@gPJDo~$Fd za#mjMs3g=Wpb0kqu+pJO6(>!~NKmNwF6qSECSUO)_6V8Ht+R5*xz)QhvO&obIM$Cm z`j>)ZCkXCS>J2OKqpsczsD+N#(5e|$7we$bSKAI$!X{ z0Og7p;mX+Fj)t{X6+tDBx`G#{`*L8?14+>qEmcua@BP*9UbZxd``GA}<|-ek@$Tv~ zFIzl(dm%cxSqi!kVtMpeg#->!EN=hl-GuB3P4Q=UJ+1U`cI{AJ-PO z`tfgmDqH-Ey{Z)^+x=7O_E6ZqOFy7(sL{?I4jg=w<*XWk0Y#6wY<`&+Jx{lc^Vqvz zy&D6jDwKg__4c*+R4EIPG{w^Ca8E5!@0IHJq{0d{?>`D^wZ+oYACA9Iecf{UzE3>+ za(sx}4-#5P@33~U2i~S)xjHxYmRn0PM?*N31E5k| zPMxCm`dlGCB2&Vj&t3E)<$HFzQOKOc*^A&Z01{XjX1`IlkYrEvJRtvAC4CzphJg06 zEF!TzW%GYG$p^>G)q&6kW*8K>Hhq|25kZn6x^?8x(iKSk*UsPLM6%cra+uPwkBGD$ z#a?u_FmTmR99E~hqwTbW5Uwqy(Ww)$2ZF#7xYAm;R(-s_EmXEYnbv=vEym~mv4=4E zPZS!n9x#|Bxu#CWoKo>EjEysweSaPwZt1!i#B#8DwRA%uihQrU5t2a5;Ha}nSxR_P zD^Lqi5z#8~U0*a>Ax*toP!E-4Qw)U*G!9UA`P2h36wsOva68Ry#a>OC zmCdDXemG`zpU-(dD(>Z&QoRpdp-7k*)7TpVTm5r78F_{cd96E~N%jXWw?y38v=j~I zKJfRI-~`WmjB!8bJAo+AKsFIp)b4R!S#qfGgQsRkfxh|{Pq)WxQcL~3j-&7p954e` zr9W1&9e)Hb%&@^!^}eK_%mpOxh`2wPWZ6KuAsu`BHEQ#{)V537%cg$~n*Tdor`rEF z*r(bDCV!3A(e|C8_A*_{1X^j*dfrub-a&R=b)0isE?4rv$9}CCGcknJ5A#-p;?kqVbm;hu4E{1L-Jdy`lF$sIlair2LH^y`-vT%7V#=7lL50MRh6#-A4{yMYB%|$ zgNtLg<~}9^u4-A}saX;T)hv{)H6vGWRmYBqXXhPEd8vT&MS&!}TB|&gA$|%y<#C%; z!1%NXTz-(&j06pwh5i^Q1RY~QSFV-bc)v0{^1)D-%>|?Lld7wGDMgM?gvBE=a2E08 zGV0DI{r78;L(1bFlKJy_H74!i*|oFgmm}}!@0))RT801&;urz7UYhwmPM~9RM(0k*OJ4hGyKacblxr`fv9Mp0uJg3zI;z`h5c2P z5upC8WQ;qza^<|*q8ZV!ocoY-r1*9uA#?ew182&5bZuMGJ~MuIFlf|L~7z z$9k&Xzd2p}NR32OxP_&zMv zLm0T2;^vZCrfOU|Z3Q>q&QJtKIYy8|nAq(phF+9_du!Cg+NJz4N}rxq{ZN@NUX#M? zGaW-(QwR~5gqB7ws8peDFjm26oom>)N~TRd0PMvnRnQHv5Rf#e+PdMD=WpiJ-9-P? z5~$wbI;`B?TCCFrLdT-ycBz&9B>AHUKofTCDCaFh-tq%*P3P_$!DBgoxw!}th&y6` z^1Y+dNxUm{e85ph-;DuWknmE(iZyqs##EAeYrUch_N~EOL45;vrm0|oEXtL<)XF|m zKbu;^BZf^er*K zUIdVewz(if#MfUVhD^pgj;%}q{5k`g0={K_1W=dxDD^$9{iBrWZ(%bYl~;g1>wh9G zRy%Gy7d|^C%;xkHdJcZjPHkNDpuSBh#si!Tw@P6Sf8*@Wm`S8*3B|) zr&b|2^>H zuh6XQJ+W{!UAlgr6Oh($>M8xy6qLP|1B^`%b%_`BHy>cr1^mySEM9RR<{a|>dUAKE z7e!AzRIABy^nS>0`V4*#A^KVxg!Vtge%mn#Xcz z&jw5X)C{sW_T(u-h(Q-)yNDyc3M_baN`GUP18;^`z%rF%3up96?mj}C9Nkr79eE#R zP-?5146tCV6>7^94lOLvCb|1g;v9dCoPN5b`nz*^S1Q-0f|k&v#(xLGUvJhOI|kn2 z)^f~iz~=0mi_1rLiH)4{us~FnLmdL?qVd_7_ZIPLF33BDIY859rIrJ>l(Gal68X`j z3I`t#k;E~x5+#1%|7u8d)K_vqeKG2!hr=9Hd$Du3;@g+e>fV#w{m|+triE*o_xvs^ z9p{nBLI}iXvJM0iq2Zm=Q`WyANIF|caDoy;YonN?AkA8&k%i^wNtOH+L4xO~#w?g* zPY{my`#I;AZZ$CznPy3Hn%tTFF;AOpe|qC=75W0Xon+(On`Gd^6XCsi6n*O#DQFH= z0&=`wJ9G!{bJkJax<-4Gjki)_Nx_N18{m}*sO*83@#dr6{nrlmQ{SxWVJJ3%QQ~T3 zxHlX$Lg8jTB{dt6_iXlxMau)&*JSU>iB+bX$WF;d2;%<6DwBanbGX7wg(gt1n=GB@ zb%N8J4NYpEcnUPUJIy-caeuZMv=eA+wBNnii!Fj-sq$s##4oI8^Sm2NpQcJ|R;%r& zuJ>Byzz#yZHFkWSH;8VfP=sk1K`2eSfwX~09zhpZy}Ix7>)8Ux!pw_|S#eFMkR5$} zk!|ATw1pD>%_px<#F15*7tQBSGuyX{9hIoL7u1^&PjIK#&-+0NQrSSr9-m7sYYkzw);8Bq$e&5=3pFetz{iNb0nx zhtH9Z#K@)jIvRf$g-DGZdX8ZRrjJ@$ruq17HhA!+r_Cog{9^2{0E;Ho`v+wp8#~N$ zo9!tNwb+n<0@7=!-=ePHLV`RYcV^PiYxX0`Ua9t)jDGyoQSf))-Qs-#1Vdfx9m>OI z%(^{;A9Iz)(Q8@gj3{*Gl=Bpa{E_oGth9mReHkV!>O^Q%)rfsCMzvnHh(k=l&7@VFRxH;O<=27m8@7+*rNWL-GU zkB=V9LR|!{BBeqBd!l2EHHw zkGU&Ws)wejzg3E4H2)}eyOg9(peKa0&*&Yf6M8v&1t@G;7gm7;uKCzQ@-Qw$DP3=Our?3IWqbsYkz!Bm zxvw2)mVi_*{4P+$vg z8@ze|)L@{>Y`uB|bMWpYoJup|Ep#x+Vy$Xx2 zQ@i9>SO@MD@8I;kYD;qX8u0U%eN2_|ND~8C$mbBq!Fsh8a1+|Kwv?tavj>L*#p&&jy~Z8-It8}GW7Vs}B`vMIWX+_`(pQ77`S1$1+uhlx)6Sg*0-VfpM# zefM?AbVsay{;eG;W{RQJg(_*}U4n_2-M+$6CuRJ9cLnX^4?8hq%oI(l3-$#S+UUVf z$`CVB4$8Oz&s5IceagEI*4~o?bGcE-3<%i^ecIj_F-x9BJ7#aqdJ;F}H<`-pwbP8l zB&+P-0_#xn(8LYd=#AkFz-}%kDIX^jV=lzP^PGlo9a@q1C zdal-ZogCmPt8hH$b)OvBdMbRJo8%+Cv6)w2+~Jf7AwO`PwOY?x+!dG@7RA=8f3_4- z#?FZ^bSxe?kclUu=u~(xg&eAJ;+J%xZaX*}vrke+ay9(<-#$aogzwmb?Wz}-_h4?10qAnYgqu3I_Mf}mQ9jwZfI$<` zM$6U4FD65Y$7`{Yx6)ALb=B?cSHB2J)2#e;HRQYH#ta~^QvBc$vX70K@nk5$#HYQA zKBZgIENsw$g*+J0C-Gd^Z$;qt{l%4|9t?bg1PjFnwsS8Cn}Sw&P+kR{EK7Fs^s+rM z{xFWLTV~AQ1w7ov6gD~K%_}4SiVuNpH$%OT*1nUIw0>B+sY1L1kPI>!iziG8mueim zsO9+={q+c}^*4u^zi{Ly<=~e5sLwo+K4*w2Ayw?tM~xDd9P*RCB;;(_G0zN)j5?$t zg-QV4u#*+nREbew=seJ2qddb1hwo6mJWo$tua)3}^ct}z<*DR9MS?bw$_%U0gLC=m z^Mh+UFx7f}6)OU~Kd?F_VpYN639<@6`kHyZiMoqd!D3LJYgU_;6BjFz8@YE_I%sXE zs)W7PZ>`W*$sCz=2RG7#h?rLc=PMlRJZ)W6^xD+DC+C8$PVB^$g0oj^v-mkMZ;B}$Ih*f(*>snaT@Wk2!qvDv+| z+hqH*V2Jm;zx4q&ux_BjQph8SqQp{2?mqg{u{`GEK)SezYQjq#+oWe=yT=5jJ5yh4 zX1u;=pk$(FV=I@|Rco@8UCJW}*mVse4I*1$riNOHC!kJQeX`H9RuW5YV@fiRom3k% zfE~mN-btf-H23BaJusIoQKiY9sOze60t}cc%D*f2V^}&Jd1dj{ z`tcsr3;zE1A`+GPSDD7YzF{%dzwGSzQiP^7|KB?C%J)}O;(I(e`yFuX_s6to@h@PP z)Ajqd`0)dVmJK!Nq2XB18lz`oRd#7!4SzNDj)+;iwpJ}s6RdKed6IDh6S3Pe;tO%& z81kQTH=T*kacdK-+Sf|XbCc#N3FQL3GB%)vW6cJp2rpNyZC0u9;d>CkY2o`O7pXS#0 zHmTq>O7-L0%bwO+b@~GcI4f1><2b9(O5NVDmN2&SoT*&M+dtO$Ei$gL3lbQmEK4E` zK+%$Ms8>)eakpBaLQa6kXB@Q9%o}Pbx2H{VX#Fa(DXsxs{l)3}gp?f`KR0h+3=t8b zoUphf!*_EFw^YP%1ks?wns#IN7H{-^ds@OEaPc#ECzi`y7TpmD*qK@)tCwpy_klpT zoi>ayCw8xzZh{ilZ*e-iaam~joMn_|sO z36l_6zY#zNkyCg3vtzhZEagBNnrGXcb&aX|EPigH^G9^~1~ zH*tMPpffY%a!g#-^H(bzyvzA?4*0)KP-vGfkFgLKM#8pbqoKe)Ft|g(752;c7@F>e zeIF3;*V)j{623kPGbc)hJKt+_V4f?y*q`k1Mawpd7$t79S6#E;J^t{*eeuc-zd9&i zm`OmqxhxdPg#0EkkhCNbyt;EKv2Lj6p1cP{N?^M4~SnEgHSGef)gL%XSDj_LzH)qt$X*Hu=HE6z5svsTz08W)F}m!^mJX< z3R(({yeHMjZyQg;R&qfR7jy>~1LwZS4wRmbSj4r_?zr37ts~<&_@+x4fT~z*^DZfZ zSshpo%2+9>``FwDxKYdF^V}TunEMS3gzy!Y_Y@KN;$aOxz01tA^}|(+bi?<>tryKf zfKmmC@H)pa9_|`$dKS;WhNv0lV~o9t^m%bkmAht_Ys5k`TI*|{dbdf_M{vb4ZctPa zshWp_HbYYWDzv(Q{k@O*+G+JWGxFMt3)a8)^;$czdrZh;b82KFMZkn>z-Y`LM?Rup zcX>{VDXS@jd2_P%94%-%lDK9sYguLqrS;5R^FW4=Cr}fetVKlb^H4aqWvdJJ6>7V9 zDj3O_XcPiF&ZXMy`65J`5`bIXXvwj$U6y zGVpz8QQ_qbC8sT~O^@uH%R~pfR*&66KCFJDl75N1;h?uXu-7?@Z80Q5JQ9}I98s1G z5Qd;fF9R_QlWo)W)+29y|M&W4oOZeCc>x6YWZb8VnS+Feyqg{JEw>~Xq(0jkhP4(% zk%}YOQl;U%m0qpGi3ONx+>wqXje}AiYsVl+>6>h(ZgtLC1Y%6nuti@*1)_rV+aPLg z@4y=yAO}ayYTeE7d}?xU>FV3hf-42LDn1rmS&=#?-gOTwYWLo@vA8ipwB%BGA5w@i zwlO9wEMM>CI6@+_h$>WYP zEpSrPRWhpM&Q|Zpq-DQeIlB1!Nu4Zwgo`gy*PhRl_ONe0CAXjwu6R)-<@;#BbC6)}Z>t z7-YM+Z;x9y`?^utx*fDpRC4MIZXLZLJM+r%j#`@JJuIiN6e*}s72}SiGRR)yH_gqM z$+>QNVVj+UNUX45Fw2Yri*p!ntDx8S?8PZeOl{LTr&_u?d5hjUQxVqMD(N6-D&iX9VM~kl7-ajhirM;XgUdDO6=Iri%=mMDnk^JZY4g8m6e= z+7A>I@8JkvFxKh%3e^p69!Ogch%&BFcH~12EQSQyMw<)c&I3)27_O%Hujvz@0~NnZ zq>5kW=}t|+{<)mly{a3wenFql<|I=zaQ^&|#zC=Tu=ZWq`+>6P0Sg)iDcTLPlkn(> zQoW*NgQTR71QekC^~77<&({tjJ#1am1@Zi0JGzu_`O1mYM*6rKktQjN zn?U{M#kLvb{56^~t}?B$*ue5)@;BXr!|voG#rW~#av_4m&bEg)=#43kDg8o=O`lqc zVjhqhRAn@th8-Huz`J zr?xgTA+03>|8uqOVtkM%r{7z4+0BB>e83!5q_lYuf+77tD4fpGk&hF7;4tBQUvM1H zt#y1``t*n1;y_T6^r5=m7_78=_?t3vZ#A?uPRVLy$BLm+B5Rejve3QW}q_Ab)4A&ot_?2`V@n&O#cPSG|yM5)SIf3#Z zpC@K78uhZS09+M+``- zrhASCRyf#bnL=Mpkj6QC+d1%;Wd$-9iPrfAhXamS%RVIk{Uw-RbvyB!5@ zwivyzG<2WumCs)LbKRckm; zS%I8n(*RxFZYyr?`X1}p@OA!44*C(DQaSD%?b4}ltk{yzTtkjCL)68?ypzsp_px~g zJE{yojRb%=mRTns;0`MC7}X`@`wMC>_fydi>uiEjfug*dZ!I!=5TEv@=;GIEDMy!z zPNG=X_r^fRf!n^Mo8`>hxtvkyeF!(`N z*hez}wzb?=>I)hxnykWCS3Z3+Iaqo@a`K%pKp=PFFR=}mljhU)PCPG z9Vw8_9QAMb^|UL(@P8PgUk|(EkV1`d6>*!5e~ftd|1KNOk+2_k}riu^JCyn#*^B}x#!%o zjefKNnUN^dBNG0FLsy)f9{RH~hzMduY64UOm=XV^8-U=!$@Lu7+j@@CX28#syqZ*+a+Z-o&kb{mYSo$Gx}Ks5{Tz zP}p*rMq{4c-1cQY>}FJ$i}Cs9sWjOvL%s~^eb&dE;lO0gH^;i7P@Wf~?02kqh81Sz zcH!#|sAsQGbnEV?JkgX6h*j}XN>DBQ?WjkxiSj0!a4+*VvQ@!TR`^wNrn-FMLBp_- z`xvphc919QQba9g+~j*%@)4;3cjPw|8%W9Dd&nfOhL%R3Zl31SN>srwpE2|XBrYGZ zW~!o9(5E*WH{!}Eit(FAchSmdLpV$C{`t-*LfRt~cvZ25d$$R89)O%hZX>iD|HjCn zjQ$6G`uq9P7LFT#k2UKPMkQD&AqgJ~K`Wq7Cr@)P0Xg>74FHp-)u;t~?0=_ltDe)h zu0_uNLjJZ`ruSrLz-${M?j`u!xBK)lV}+3aUB;pUqwibNpLsVrDxy4l))+^uBn#`g z)eXalFk|drn%xAsgB3)oK)ta|E6e)a3QxW%7AkCCV<}nksz&R7ldw$ytk@rod7z6>^Yt&EO)8yDds6A9PyTMmBIWq&LN ztZ*p(jv5J9M9Gkf&^SQpaJ;79aiOkYK3BEJZ;d4CIiJunR*A+UgwFzwC`zJs_OU$f zkiBF+L*QAs z(?l-R#EVuYo4xveXOF0OoiPztmxaYHVf8onTwy_3$oyLY7pOURZkrt)V_^>vo#(+ko!8w`E|=+Oa!S%5#np_a84Z+ zsK+V3^-|0m#Tak6vHC|k<@XO@um6D<&amDkEj}=;UTS}(usvF$u!2DB1tu?`%Gp}6 zlkMjwG8<^0Z|w^3ZW-}Ly~o=?(C=DLS&nltmG9shxgRR5A?SZwPp{S&392rqAznhz zfvu-~M@w^)Q3!Jg+LaW}whS=%8Vv?05h&XI|38L`e878D`a@i% zfWX=s1Y9N1t&lYTzShi;0}4Qya?FV9Ruz_kt^WH1o1M@SW^ActV3GfRkkc5;4eKyz zkXK?l5F6FdhJC#|d~Ie}4(WS-Q@viFvgk-Ab?LHX$dH7M_+zipedlQh0n7(XxLWsNlXd(fg>`-8dr8EcH zZB#R3%$gGiPbfOV&w7c6R}s(8sK=c`80O|wKFs~-xX$cXn`QbFz}`lU`f8$g@rD#? zFTyMbl&_*yhiu@bRUf@u0TY-!{(|N%YfbMFyE3M3gBMBWb~<{q_1PL@+C^t}|9w!=ByTs)Qtm+L%%=uo?;`6{?^^y?HJEq(FAy))<1*$!wU+T&z(nbs(7UFu09mNE1lV{V#U*r2#&#UbA;= zKsGVUXQX6npkW8n!QZ{Lp{fV*H*12w-3@w1;a9m`=a`a~?wK)7{uKG_1pDSzL6Bb9 z{r=$P8BcVaxrq!4mps+^thYqwEayD6g;06n;2?)38*kI*FFpl9d=JXP3xaRH*Dl>X zMQ!GzDCC{t6Gf;vIdt$(BO6T81;9K_Jfz}_z2a(f;Ns!^>iI5op_C)`)irof_e5^q zZN5&yk(gp74%Q>js`aDb5#mv8S#Mdk58`};b!UKWyTL5&g_amAvFvHAF>uX757N`7 zzQ;zTG!4}+1iDV(5+KWX`K=@R{B2h0Bomw~5PQIFhA`JeK4;^G%Xdcp>52MY?GCjv zmw;(K$30mM`Cjb+t5b&EAMH1(Je%Fj#l_`2&BlKkqyl-%S}VO<3A+iq1(wf?V-u8( zH&%(I1)8@FBwUAu4I~VXvRmZ!an5<8j{TER<9yen=!x@OD_W$0my%3g+7hII|GSyi zGyTNf0@;~F?$%T%mbaSiXZ^(o@oN80obQ?$6bD=}NRi>M`}_bS&AL)4Umz*O9hI zAxwwN+A%pv{1yxWy+0fC8@$Mh3}!br9wd9)a*J>#ihW@ljC{B#IuB5UBN0C zLLzAVP-l#j1o}F)Uv?zWjLm1p+pFePC`4yElV{I24^R3MqvbKj1B^OCoYD64ZK=+1 zLI0-pjrrtTj2o7mjIH{ze)}rP7AY8W;i77D@r>bpm+jJHtHo~m)(KT(eMNS6bBoEA z{+5pGqf<^)uQEJrV~OVVLip%tVqirm0#(tH{(7@g{)ccyfwDC2 zV1Dht`{d85wVRX-oUfuUn$Exj11eC6W;lAM>8yThHL4s1X@aBIotiopuf^}G6|3DF zazwA61J(BJ`0<()NK^VG_!#G%OAfDYm7yvc;6eWyrGK+}$sW6%cEhnkQtkCWJ+2a& zRP%XW+O@seXVzxJR!ywZdBR$7cX9A_z@DAu~$A-`3}Wx4JRg2+NJC_xxK5hOdHo0$$18lsFn~vZOhLS)Qz@=;^Ahz4F{F zR~&7vlDq>;jOWqnMc`hNVtaei-Y4`5rah-oftdndd0g*bw}9)~ew~A7Z#Lf2S~pSct;>$e{KLN!c_{MZ%JYV-?Sl)x zMf&RRowp%sh7YyUpN^JZ9dH_cpP<$c{S{Ok4M%j{V9Im=nV!9R!ccFO++@_#!kUXD z8}o7TY{vAwgAYk`v7RVTS^U`7fzp9A%tk@zIWafsM9oFa#DfD-o!Rof7nOlQPdjU_ z(1pnELTm|-Zh94DPDA(9+%EGDoCgi?lr@-VYc+A)Z)&J5eT-~=X zJ$+O?z58)GgTdLu#&vN1U-1zZ7^^QMlwHukk1?x}%h7C@i`~G_E7SCo!YHh22f{I= zo>@oU#rx$oFY%B1y*)!!$JJ(HI?ZBT7<66akjY-}YNeyR+ghwXOj|RQXw_cx(6hZ0 z0WvoioJ$m&UuNsvPf8O*j$PaMj?FW2SpAOWjWVxIR6hAl2Wq|JJsAC4;@VUAA1*;Y zMq7>O=6iC3%%-r>yE)`s++JEjPc`n4qQ2~_Q~r^Yq+w+u?qyS<-g{26-b;q6kG9sZ z8-@+O4KM2$Of)#8#UGzo3iI~6!^H;%$?Zwg(07t7uk3gBQ?0oAt4FA0N}@1VSqYgQ z@Y=7h$?#SD>+;>wOCDm%9yPWEeQl5Tj}v?_()JF2(8h=7Ud>1rQkJRcHi(K$B|t|}7?OOtsA z>UJmcDcvr{%r0>eG>@vFui^Ca+}>aXkE&Gupzf0E=pMC4Z@ruLy3E1&^8M>05qb4w z``r9=w~3jt0W}Ya^pcuHRP<_JnS!Azy08&`{4_DKEkfZvek6Uq;Nx$)gCu_YKnBbm z?B^hGGGEl3)?u&cgoq3}VsW(y_b#Z^^4JujXux{`_i6~+MFMtOecN^&bIgo^tS}Nn27G>izU9InkY-fjJbn`4$+UOd-Y;n)N1<~P7)(heA z&v_^&v^aX-IR{5RQP;G0eeER3*Bp8w@`GKP8uaG(<&z-4A%bR1f`mqc^?5D0n>6hg zaFE|90XUBUcXt~z7dTW!XmDoAkjvGcE-Med9>&xf0jT^}ChLP6e1D&m<7da3!$2A_Kw zIM?9x%@Hep*lCe2I9jgi%p1QN)rx`~r-PiTOsUHR<^U>{CQUzT>2Wny->hnaUE~0B z0Mu%GA+XA4i@JGmu4+)g&P3yWOF&XH)pfV;88sB#8A zV;^xCt}c1CVglG(+g=?+0b%X+okhb;`%pA>iD$uOug?+5!IFF#i%a6sxZ%_$9h{)e zQF*@RWF4ANd{*yKv6v@tQ*-Rpxe{QL`NJmrGn$Wq!&u+l*K&8h1F0gEE+*5k3rn2V z6av|BLTixsp0X8Fuf~A%(2uU!Lje0WFmnu~MApWQgQ#WNfzyn+vjSKX%<{b51G&~k z&aKTW%g(C!C&~XYZ0R3n)|KL(c^3- z%~Do-%%Rt0kk;eIJ)<22HUwPc^|+1Nf0LWLHFuc(cpuAV1yiCAeRFR!l}axtxTH;u zMP*ukuTEZw5Yihz>_*u|J+J=&rmmR?hXgo?KLSA$)7ddKcl$~dxYgGp7G;V01L*~Nn3t{uIjlM^<1N_ouDG`O z#z0vcnO||&Upq)Qark0mY14g<`bGhHQ!~vM(W=hp)N{lC3IcK2um6(}iY?4v@71v` z+?F{?bYu5z+=>An7E@q?{i{=Hak?{b|MY2Jz(Mtg=;=;=!X)QYbxsYvyc&UC_q5bh zuYa4LlKuBMLHPpU{yS5jzCY=y{e+oLBD}tX=40>!=~pt;IZ3K9%1ysm^t_L8A~q;C zSv#%?fc#!Qtaf^#wq~be*@d$!`)X3RZ{!+i#NRhJuE@zaig_rMHOa|!z}KDM0*t>m zAt`g6?#&K0{hRL3E%xFgd49ju#ZE$vg$gp%V?Z- zh91v;Lo3W@OV1;i9r>i@OQiizs7G&0&sTz^$~3r!82RN9`)(!*4vLNk%7^p?Rj;`x zM?I`o{x-L$)$j?ILt3*&{=u;mHg_M4bK`wX()PpPFC_S^e&&=dz!l5t!jfJ%(!`pM zfcJ?*v2hdzLT6OWB}8yfyG@e8hUiIBOSr0kY*V{jT8Q4(-)-KNl61l4Az9kI1O9uy z>={a6xqr2a+I^87@%5V+e^ZisVteqVvFnW|Ag_fAllJ+hGu^ju2>#+Ed%7&mqs`an zL5H}ph%t=1f9yE!Veh~u536IShCTKp=EfXXYk)~8gyW;qUyq)3g<JsbfjId4hO)&^c~uI)Ho52JCeilx9H&x4~8^^V=7wWlsQNs0Cc zS}*2tg1d;l*3p3zEto9oh|x+k=+;K77J+7LAXOU%wYJ-|J5&84Fd&T#bSvvpa2*HC0Q-V%=Xc9a&H zIlg37CEm#V#Uls*L~Dz&K`T<0VD` zg-*GorGiq-iZ2Lc)J18mx!q+MerFJQ6z7m9i>X^dDD#J5CvJN6$&6=LKxMToF{$|# z3cDJ1ByP~HI&>||sY`j#a0A~Ik=Gj4uo(H@Pzfd^*H!sa%6us>+|!n7$;ikD4F`SF zrY#JG_$N)VlIQ=N3`d%01oDmMnX{6$aI{k0*(P+Y{_7LURvi9&!y#cDvWK7G5&ZZq zZDV_&dk*qj?^m|k-0cSaoasb}v`}ZsyUzzI6;yTJK0Q07UeeZ6&i^5cMscFXx) z8_+24MSIz4HQ{--c^0OJtxTPWzBve82Sr>4ZlxEa8lxI>#EkMjlQbB)iap~QWz2sz zOWs1>kRs21>J2CgA(KS&U*z?zA6iN1SY^8Z)uyI(=MdlXnHWoZ>-pgc%@`M+D}~Ii z%C6cgch`os$hXf;(?_%WAV!-u)8~;Szn&B(33`VUceWz zF{HOAQ#GdGR%Rdpmst2wb}n-9H1@hy3?t1WrqK$AsH!+U5lX^C?kB)K2VawSW7$R`Y(Yr)kfI9b&Jjq6X?F3q7UPHJ4$43n_{1h9 zT`AiI{uFNdv%h+NnSN+TInUSck`!$@@)XuVmsFy}s%F*8Td#9UN(J@cM5(4&!dtWE z%|3}H$jd};@WjWbCh8&R{U4dvMEwNYV>~`RPv&fLm&g5Mk_)l1(L&UWQ)N2hkNR}g zR8K&W=)yHOq41kktK&gXby5PU3xlyk8MxS{kF!h>f*Y@}LrjgKm2D)_bdpPdS=DzSQqwTWE5TGIfqHG#2#I9c>27mB0mKnx zzd4UT$sX{l-k=mURlIs`Y^VLn!Vflm>2VH)y`<*vKwMc?t)s(A`dzBL7lX>%kK^63 zZ=C)Be4Tj6rhAz2QrMy7#0Pi#Cm8oxb9bK!Q%dmXu7>ZncSw)U?Y=u&@n3gfV(FuC z%vM`(pC6@dbtraL>wllZ9@wJthkukz0OM))B@vBAJt^X`@1P*jA?lgcc#?CUgosb$ zq}|+vtI1eNvuZ`dha;vM-B*8T&l=dWely;ECLCK4I>uqQjO%Y-%Rc? z*Tz9=b-=})cY;3e$rFNnx1a7-C>Gp+zSbn5gl*srw*_hYd!bPu@LlI z6NR{-3(UR7s8OFc3-De6HC$HFBq|XHg~P`o>()8{1h433<2lFgmIa!f6*qK?bTBa# zjpTbtG%db!H*7r978`ZUGhE>FDXBs_8tuB>c-SLywXyT=fy4rxK{+L4eEkwkLs;4D zGwW;=ts`VSL+#~i|M#qNZsW#IK87N<_dmv2WHWh;8&w4xzTlWrb@Iwv!5`;^dz3cZ ztye@eO=CAsCiSedw$8rfw1nHd_E4B?^TEd$2*>;OqZhHV+{ zJ$mWuS%TZdv|75^tSXn!WS}8b`%t?i1^kn@8y~Q-F1|IYmGH3uTd-o;LPF~YHoAg8 z_^0iYoZ|S8lrKfT^Uqq=-O0*{jS#wSx}7irDlW?1q?L1Z;D<`8aqBHM%j>lG%K}aF zlO{(fh#fsqo z^FN4kqIEZ^GD_aDS9|`74E!H<=+_w5m)$g#%U7q}E^p_=vATP3!2jWkR5CXktq8E{ zZmozyZ`$6$E^F+1u%9%>5MOi$l`qSunnW>VaE>k((YtJ&Jf6CD<~Bbl4Yy}+sEL_- z&K$i7&Hv^`+5Cd^n#V}*T4lIW1(khpxOI*TcK3KTM+^UmWqu!#2XizOZd7kROjs`I zib7wd(SYxEt6?mkK1PFRc}Ke`)6DTN8vO#Fikr*&>scI4UK|=B5cb|P)XYa$d+U@C z4dB-ZoGwqLC<4;ZI)Cg=!CMv#Ez`-}@mfAU$ZlbDdunjYbp!2AGMWv-c#ump&Xo&? zu@SzX8J$Mcn|4x5l0`*=HQ?*ETBy z@ju4dHJr1pqr0R86{!XVA=(A#Q%F-)pP$thxq*76cSBcqK_p=PR^P(rpuW$$&6MXk zLO$ftL&>^^oMBNcS2KoKo;_y#z|(pXHu;`4F==eS92Wd!8BPaJg!r&P_*;-|nt=*CcXEhq^y&-%W+= zWM3&78Si0uxR!f(;E7RUeC+pC*rng>=-e2!0B|-P619JB{#jg((yWyi>)UGVD@P| zgNiootf(RKw=52iede&Es~p8uvb$fN4%Lt45AcoR=di9Ou@Z7$W8#ss z?2*hQ{)fp*7;5ojmSvn?t@HiZF}9DZrqQ+%v}A+DvW>dajp+Y7>`qk*^~<}|eJ=X? z4~K<3r&e-RgKK*#T67}b)#{6akN-g`)9}062HdWaA3x;L>Wj75*J+>6d+I0-DV#xs zTvdL9<)PTKxRk<_XmP!L6U)jlr^Ck7h(qst(36wgfB6%LLHc3E$+*8cEe>-Q?@Daz zWJarueqTmkJBXVvi!GafSZwHs|0@|O^0fTmsG>}XKD3@?#?o*2riIf*-$}Ayak5;= zuBE~_wd;y|24;;l?F|3Bg7~K^8A^Wd(#IA*9{am(b9ps4DL4Lq@3)?-4A+RTv*SC@ zH)>R;E;~J#8dg%KrnyqPG!wy}*QIaUL*q5zkT#MV`%YeTG^|m?!@OUk;W$`K+Dyt! zs>{82J~#87|K{MfGJ`=ot^B6r=fdnX;|uY4_v4eNL!{znwR9$|3DlF*0PbuzV; zscYkNGoY7;qV|x)+Ns>Cp9-ii@zwn|H+aVXY&4v`$iGs{B?4(Qk0xoCxZ^#mH{>N3 zx(kTYo@DK1t`+|$3pWH`yjL_m1N<4GS3o^0>&S+7tgys zi|u2IG!u0CNuXvIS+mQ|-72AQ1*t^;$jByO1!m0##X3M>u-D9_olI5fho}UUs|crz z?>1A(vaMHOH=3R8bUL?*es5TCJkJi(J;)|w=tfl0j?Rr`(4X)ne$&$ldk?!B(F&(6utNwUvA_rC6O(*Lc8lUitVMwGlF+mV{i)g`2 z$#i|rV30Kn*?X^#mYnx0;}`zi2{QCf9-o;dI>o`1UWfni=IAGvJ;{V5QOFmf#}Zs5+9IDzTh>xJPzpo@b; zLOPDz-tn-1S~uI=FV2ko8m`R?b1&Eb7GQj-gZ=E1?IIIGF>*k8MOe)*{=CgrovC;o zSwY{&*^}2C9%Pq0Tr*6meYedioDpeVK(pcGjYBe;byQc$_w2P=^+v}reI$Xs(uv#5 zW@2cc-9Rj^cNl9WWjd!vbQ?csxDY9vz# zA6=>++-r*&U+@&#M0dXLTip2zA@<{yak1INhS z-X;z?)T{}>Z2MQww7|0czkx+G8g ztUTw64XFvC6&U*!=vOxQfobERF*WoOI!QTwK4&Bp<1ki&@{uj`i|r0z%FcG1G|%_n za^(x$@^M|-BB8euAn2Rck8^dYsLllk<-v!pOAah6rrK$L`tn70Y}V;Ui>K*+q0>0e z2jFlMOQKIU6cTA&w?1UqDBCBM($JI9Bvq2hJw957n2~ivrH_}j+tHl;1L_AmrsTnT=U_1WS=D0F`J|roD7{QI2DNC zjni)E#gI2Zbu2lA-|!Jgoa&(H7RAb$C}R?6F<-;RUE`oAm)sW(Lw1%6}kKnC@UeH!#r z=k9%5_kY3iD zKN-KIM}*}0eQeoQ4YH3`la0CTwItVrX{JnKAuXBaDFy=#%P|!`3VlIRn9NCJxFIto zZLWC|n=$EQ>Q|aNxY;<9V@PCazYI=9zFK(K)h~Qfh>2T{Gllh)o72t3I|uv@aVyxA zTQLu@6d?o5gH$Q^Zzu**oN=$&f`@T;yucBCKQtI9Hle{fp|fgVYI~dXg8J$_*S#J| z^^8fs3Nx=@>P=&XQqvkW<{#b=Ygi4S-*p(2k@H8dnwYNY_Pk9z!KLoz5|c9Ci6}jl z=HL72sQ|`2J;42S28`JI1P*Y;%5dw~an%;mhoge5iUw zsD1LCNE56nGhH$u&9iZS9UICWpoy={dPSm!nIrqbnAFUPEgU6UzB9~S|Eo#jut8C} zJ|BaqTKu#=#gM4(QREW2tycsTo9jix8X~1(ba$K>I(_3Jk?ZQ-VB##fW_^yFbPSB} z!W_wjX)Ou9Q(2;v>5BLfC-u^o5Q=Y$t&`YYdy|W}eYsHF76{TS5424tsdew+7O|xv zOcT@d-cyf~36H1z`6@Ht^~5Z}k3Mwp!1;S+72lf4<6VC|H*S>Apr3kWZBoF9c^x$O zK}~Y_f{6-r#=ItDU z2_HlL%lxDkrr6d9l7%1EMb0!MSjJqyYTx!;zc%gHv|fX=6w6^qV|MdZMl`aSvR4o= zUq_98`Nc9Wkmpm5E{Y6V?0uF}tKAXXG^qN2OHYQIqM_}4;8DWXJAG7sM;^LQ=?BTF zz>2G{u7!;HCC~Y;KcCru*I-srvEKt`oI~*ilh|3sw&;dc36>t#-p$8-b$HxddHd?} zgOMAA;v&1j0lCFkO`>BoQWkCefaHuZx2f=WpeS{L=zF6M>7zB#mcw*14Xl>rzL&HG z&hCWU1s)mg+wW_g%eDUvpKCL=s(a{&I@0Pm0(Dv(L~kvLv0Ja2ch7_L>XJym=X2So zsMU7Lj$dcOMXsug=;lLl=vXPh|JO%2GXAJFB>U3dA(MPgB}nhMj^ z5zo~GW1uterA84qFDXl>$iv*tl25{Dd9T$ilO2)k>hM4r-t6efnm+bn8l%)E z0x-X%7i@ggxMS6LdoSU1Rwt(D86tpwswuHH^afrF@5^C>jvuN~0LN()Nfcp3c!yl{ zFv9P_@0e=2xupuKUS4N`zVB}vNCZ3RIOK40vU zRxC@!^YR|{2V=`qDJQmUc%2+64>eLY-b1q)cjPlb1p?WX8JpUpsDX7ofK)o}ld+1q zxSUf6-=N_q-~^iD7(9>08qr1CGvB*cW^R$(OEU{IKHW*v44YO%o^Q(Tr0M74tK8pa zPNEahmsTfO-SF?A%h%ueTOo;SY;Occ$WICF^EgAwddNN`Y#qEk>F;*^7~Jg!dCLTA ztPsPh{&(4|{+m2z{Y^^a4UT~^W)Z52Z-4uqu4`d>;A2s|sYtG-CMI-mhqd-sLt*^i zr6T_Cf{p*X^cu{Iu}<%u!aUQ|7QuoPo3uqNME+FLyTPiC|GO1sRr-8r-bP&ae?Y}I z!+iX2Uq);G;O$04H%RqAvtrtZX5083iR}H?_!jK{pT?u92>gE#gvj4TN96B*~+=g-aLEAip5UKI(ZF!7Y$ucp2UAedpMbg=}!fk)zvQI5s*TBb1Ra0njiz zlkS0HJ>fsW*%uTKBYIgN?U*5ubUOc+<{UP6#!>RaJ=2VZT<5~@S8tBQXR)P;r-j(u z3h}_hkw{4jeZf-BxnPVwYOLw&sjHjhI7_QDQ@Yg8HD@j9?GQnHaOO3ukb_4d(-v_+A@xMY#XV!n*yDv zwfF0t!{iX`c}I1JM&|hV=<1-)plKbPp}r?v8B*R1SbY(%J!){MV2cy?GNNpK zo6;46M6N&k+9u+#oZ8Pw?T?1!+gC^n@5>easI}>^uD<0)gIy*}$^Z}XGZWiwk=K~QWij-)OG!nC5&8a% zsEO0PPm#jFQ&e>-?f17Ub;^3TE6v6u_c&mH>G6z~A}5@YW}Swz8>=`S%D%i^=I>6I zB%HX^Rov{LKzdvkeG(5C9$2T5cd$N}3HX|aSk==j`p<>0mX-s&=h>E$iHBfYz)n-{ z&uHfWOeh{}pxeOu4z-m>mG&M6A0s%R8Y=Zss-=U-iR?AC~6s(c#u3B-nE*kU4+=Wnj*5|}pqzmHc? z)c&<_y#t-dkD9!FGAPy`9k_}8spK*7w_)paprl)UFWZ*sHkRoGi}ZB;^ld#p#EW%X zH(ago&Hbx%R#xQfZ>9R{`$L<398}*|-@c7tS4x@&o_kC&dkX{Bn2G`3tvn@bT_b|6M zh~1u@L~dXrefti#zJeHt!r11!?v6Rn_kvaW7?;C~UCB1vqaY1c+r6gX5831TK7y%K zk0gp&Nq&fGGxB;g~SO;DimTSMF3V4Yv7X1!Jx^d^JT;A zV;YxMy32<{CStrrnvTTgvByf(s7+z14$vS;TU0v9m?*YAKmCe0Y)l7P(eN_7fTczv zKUIRz;RV~9QEYPfG2D>Wkly6*Q@CNp8%f4yF!TUx8!>Ym>?JmWD!*~tjcud;F5G&1 zy<^;kYlX0UV!62jhNk9fH@0lIWmm>AuZ_!Ik-3B9*nH zR%C~}f%w^hSZiufLr?RvY-?;3$`S-A8SA05`(@oFkuBWvwZP3z7dJ2=nhvFqy5 ze1h%g+wJL+l1QOa&B>RS?&i}WMe;9>JL2n-madk!;7{_wO%-xyLmWB1 zBP*D`<~buV$RgP5p?kIwcWah$rcC9F#Bv>28bNyidCO0woPw9R-}%^%nhJkfl0L2|Fuo;hAj*Z>SJqzPm5 z2p;7{{{vlPik*xdlc92aSn&Pi@06 z5wMyDKn{6WYQ2?#;vyLdC^$g)BR{X|ex3?G?hi^?ZtILjdK-xx_n(tV+Z*Z329@IT zclJ#fsmPci9chYu=cb)_3o|oiI9@ZTXLURwQ0wU#e#M;PaHx@AJ`G`*pK8HCtwbF0 zveMty{a7yUCI_Ys@GGXgjr&pPlAG`i%JX1pCU)1X-+a*cF^Jm@3^D6&oGObkiS|Z> zg{@j@Dq=T!?YK2DtCsSsmJ*#*H|sosqO}(cord0=1pGvvH}tNTITR-Ab6fteQfVUp zXOVy;Xx_HfQ@(6%=a+{AwN;(Ozx{FyG|AlOnPJ?%=x|2;Js6S0hjY1j^Nh>gga<9@ zf=?Txd!RU_;8VxMD0d%N-0*rVo-0M0`|^KomQvHbu}taFyqV8>>0A^0uSZuEo83d5-p8Z}nn?xLy_KtIX!GaW)Sd%wPRg?n^6|r6 z@x+B{Fe3MJVIPT2m|)v6*&2$Rn0`%$Je9PRKHvX#Je1Abv-CQs{uQOQe7G-C7g63LZb-+9VXD zvI)TOZtq!8+}gJdM^?w-;3s0AEZ_;$D;pp5`)SZMd>7yjv>7}MjQZQku8J>CLih3+ z!o;$G39AM-9Rs38c|JTeh{EGDiWNAYQ{Ac%;KmuPwLGY?5IuOOH&rAW5i(Nu9jctOMm(n)}pw>3+2ly z2K@B&O(gp}6V&qIwC-)t98Gv)f(d=3;hrgRPQjrK}(qHoW6T=mP4T%-0 zWM6gyL?;eAp*UL-@2>yd<16#y(5eqNpe49(doG7>PR%tFO!hDPF^lCRE3`N2)!)rj zg|+T+FDbtptFmsj<@SKR>#fpmMW$>YT=e&aMZwNK)chR!di7WOul;2$#<7RJ9p|WJ zuVYZN8%;%|jT~`&UN5m$_9nVmr`9YY7;pojUVDiCy#AW8`ckA;-Bf2X*Wy5>A-8r( z$pt6By|u5BoNKYI;{P4)I~tL618vBrA>u8(w5Ee*c6p}SMyfIkYwm`L1ZE^}MwD&%JhC|k_4xrvqH~w2I!(Xw&~;l)Kb#ftk{GnL z72m7I-VM6mf07j#a-~m$gBho8>0en-Je*z$pgYYWo|DaY)=hJ)cTix=N9@qX^wzBFd?KTs4Qdx zSX(Sb4}Q8^!S?yF$QHdpn{DU{%v@EXd&MtqZRy#}jU9$m$LPMX4$S7G`7b=E^J163 zp3m9x=4cRFmTDfSydpIqRs!nAsopkiDtz4Tf!V;OO9aw;ndQ3VeY!^%P_`#482;v? z1~C=4m>*BQI(^<(ZBHDgTJkk~jW=7nl5SytZ*bTs=E&Pq+*XSc>fgo%L5( zz#`nF2{Lj9zdm9JK7QfgwxZo2KniucGk5>cTb;o)(6{rJ*~YWWTOOH252yeG2ia;% zd;S3t_d5p199v!DXtuws@v*%3>Cx0RK%br)8nGQMu+ydW(snB~!pjd1H%toGQYBPV z(-eBx&QH8WYMVkP#@Qa1#`yfr`7#@ntzAO? z_HE_v+yuXR_{NLrj z@xlL~;$H9lUGD7tT}Jl)F4y+{CYA94bkorJ2*@Dz*a=1K2`|Hcr?mg#xD_#f7eCD3 z4`>L*ZNzj-s^-rB|6GyC4$K+sri|`lR2^@) zcK8q7afSK?KQ3AgAh{Ls1zati?hy)S?)Vy%(S8!d;dMg&pTFg~(ti=6qPrF)HTg@7 zAkIbSyytTt?zQrZX)xWYC^zaad621FI+xs^i*T>yT|_E=P(A5$P$d$vjrs<7%S5%{ zAhM+`HRlwmHz;R;W$)5S()nV~w>3{5p4>azz47Qpw1s*W>FXeOk@q$Ki-p2YKeqIU zs1LPNo)5KZapJKy=yf~ZljF2#VITS;)^v?2-Kn8hS@e37UnplP%OcD7g^P(fMf%J& zz5T-HH2&;NCpU{3&leE*mABH&t8GSwQf>T+ubp@-KHq=w^R2L>js~sW&ytQiGskip zN0P}wQ$Hu?`mbA>2!HB0uJSmcLrfXnD*+mt0cD0dCV%u;cZUm?c4#T0A4_O;&FH)d zl}Zl0zkc#omPZXvQq8aCP@=)LCO|^%L5;427p6a7vK-z2L{ccI|0hX|*Hn1&?3D!$ zKGQ6ho=aM3A#xO23S+ASW#>XXQ8Te~$JAmqxK+Ldw^{BXLgRWzG@glDkVye*C#V_Wm{OKNX67hp#`s-QVbo;3| zW6#Gia`LC!#Lv9f-A^-|;Dy_XIvMAC#5|BY{Z70a|KUyAP9HC~?UaUbifhb@Z1rpL z7d5)K(q4b!ZM}ozH%@ViF_cY=5`S9t;Z$1C?^9Su^~G2N%-Rd6!&;k6^G-fEmo*jR z(AXVYiC&X|9!<45HtvLi9hp-UL?|(qBXDg<{%EAFffQr|W-m;^5RKT_bl)`x`J;}u z-1j>?VEWf7HT%%$*uY0?Y`L(eHb=tF(wT7DRHog*?O0{x+6}p*!Ztb{cv_ul-;}g% z=#5wox3&Kx=aALrT)X3PCinA{|6O(2*dpgOKUv|IZ6eh>{AbuLQ(AXIPsBRjTjP=q zd(tLY6?FWJ$nQ?8(5)i?tdE=+Q0rZ%SZMu@(-Y{K9Vb0#z`BzpbZE`#tNa-z00Apb zt@753PMPv&7My(Ltr<>M-$71(Xv%3#u71qvft>Y_gpD$h)InWoXGq*v{;8pZ3a{|q z=J~S?sGo;I^6p`(0`)X@u%^1kYqjLn>xxHKoBqTE63puiox z*HOtynJE+bGZNy;(!`E-xRQgVSkUc%X*K!)7xm_SoE(vPeq!c}#G%px!H5js^Xm6W z4$EXU6zfoL)~0tg!=^*7`Xu{hhK|pSOVE{e>)U=;HX`ViD!(CgG{R@SlDvTz^T#jI zBo>s62u37$v)8&;vX9*@-+#83)OXat)4XatlONa}cqQM<#E<1uCEh4W_q;DarF_8Q$%QDxCBWGb94uL8D>M z4o~f$4${4o{z$^P^nUpd^yiz#;|W{KcGt2^3;*mO^VXz5OY)`6 zOQV-MB#e}HtBvB|$OBASf|~D6B@dhWm8^PT6AhkvFBm>?Ppi=`I&kTmw~%J}wD9)h z`2BD0K(#g5KM_B40cOjefy`3QTfcUmaKvLe^f-Lwz>#)U?a%kT??MHIyb1wDuP%MV z2vv8sPWvBKio*WdZLVzH_TOpdp$~uES8XImgO|TO6>_L*o9w78aCi_4Sg(_gOhs~ zh<3JdySqgBJxxPzuK9FpAhGqBZl^!vv)t-OiM;}9=zv06@od_*C3K8^fk^HXVZ6gk z{&C9^IIca`7I0!!*t2e6HzH$739M4_{`HiG{FRdnUQ5%TG*EHP#YF>Z-6Y_FH~zT3KLg6b=_zCCq- zO_2v@muA*X;Wpb3yoc=bnd2Kh!WePbk=e~SU8}&$={2I}b?LXo5+Ql|2{od9(3PQ0 z_;C1qn~^-SzhdI1A7>=~E@Rz+{(VUeW%NeZ6yOTTBdBNB^kO~`tpj12tHMgNalhQtJ=)J)h@mbJZ0er{qRVG2}05bfijk`%?f^v96U z-1sTcX=9N#J#!Cw;Z~Za^>y2$xJ645+78KoVW>dRSUHWQVDDmSy77En!JePHbj`mZ zS2I!<6$p%~h5I%G;R(fyJkG-1GgWrZ9t_3e{y#pqp5s(Yp8PE~16AIhp2pVeHh%jX zejSR6>Yp^t*DpS;|I4C@e-X)oyY^>4{s7f9>-xm8!|MYBkXuCxUi-SoOR0wAn&#K3 z<9?`q9QjjszFv6ZZlNB1;@9_5Xk5sNuBNB6N;gD_L}ap}|L|L)NALGnh@+Q0Xule= zC^Uf5#3!lE54Gr7#1$|K7;;|h{vS%yHjMjb+qHe2vBc^G!?;Q8G3uRWY}RG+l=b2 zYCKNVKw|0AUYA`ta-*)^eX{M{ruFI6J7ZwxMJkr9d47mRhSH8^y2HE#L5Kvr=}~I^K-hR+o84zBw|=BhB%U5#{33M6lh>V+U3Rc0z==FN#LqG zS<+{XEom>oLxJl#A*UzSq;A`DzzV1YZ1&;P9TO0W$oz%fTbBO0u!hAUx?Ude_Z#`l z>ow?DO^?>aA{y>g#4{|3)2qC`Zfpo?m+l2KX$ywl>{Rniw>Ukiiz=EpPru)De(Ur9g{&9f90rdB7Pa#2 zbF#D)XLyJ@GO$_jaFg3BZR5CtraCS!;&MI*Xs;{NBnGgILMXK_O!R#Dq=z*P ziG_?pMuq)wjX!#5;J!xoi%ka?Sk9*39n5!p;5<7Uznf#`b z_yW2>0+1Zbnb|(PqD|nUWdwL+Jf`V(-ktN#Za}NYVD8*40=Q}X+$BxQ(x6a*E>ad& z9~PgMU3Xu<^<@qsVB|rO_eF$DGn#8b)KY1=@47~wRI@D6VvVkAJKCwD<1ARx7p=fQ zKYcea+COl_FB%?r2Niu7FyaHiqLP^?tT3&J^pJn&#ydybF1bff9#vdb0-|P3EZ5%E zw<6U5uvYV|`zKfs0_9PE^dlSCr-{PBt8)Hp<+^}prKQ8*WjQ+R{d_lpEz`9vy27v_ zg-ekWR}SX0x7GVD`NTpp^IcIE}A6`7(^3u$~h0vdN zOA%|E?)@W;N`HUrEO>!z*$rkn zalhvtx8bo@dBl*4#T(qs2l6~!ukDp2z@#|g#JRZ29q*JAetjjR_~RTr=N||l@>B7O z(2V1ykXU-GG?YC$GlBP0$em zZaAKjD}P;<@!)V{KTbF>-TPkelp`85uRc{5Y>*w+?eroV_!tnK^NTtQxHH|ZlP4fl z8?_zJ5#7%3ZY=IZccRR&WIm`Yb7)!bq8$Ee+&yUm-U+5zwstoT@4<&LixZ~@84td7 z^sXDuO2-F7Q4Sd!{hy^)=&{;FGjAY(n94by?(rk}TsGu}a{NJ>WM5QDtpcq(Up&iD zr6HBReksYr+mvHeAfizUk}qF6UyRF(eDy=WiAjD1%ur1w5uc~*8hWj#74oykugiX8 z-7zU1TKOlte_du>U)z1vr8ghS4+`1x!<|@Y{TzLlM=g6OK(yQw23R=I*QURof5s>1 z23tl?zB2)Wu{D2yovZ-Q3Q8%;Z346U3h=V;FWonQku}O!;&J#x;LA;81>dqWJ2$S0 zKY7@XGqqfSmnl7t!msdg7Y`|l)x`Wz8YX!;vsiZJFgB|YzYRrY6xIcA9o+{BZ+*EB za?k>dS{N$EoVj>^Ap1q81SGO>g2*N3F2i}aXPCKQiD%*Ri(5I>J;_V8fXX$6?z46t zF3#Z&IE=9p%X^+ zu)Qj-`{KEzxdZK zh|m(P_NBFJ_3P~RBYMdDRgH;lVRf%oxz(>}+j`r&KL<8M3(~;c#OZWvF?jCBM|u0W zU7gPIV^qkcRBl3JwB6)i$3CL$gBWT*wbGcepT$ZZzaQ6_SP^ChI4V+Uwwl~YAxH!X z29N*r$Tj4Bt;WP?GZ2KVs(6v{&bOcOC?w>46VN8izWhg8vHq|4tfQo_@>`EqgWm^g zOf)oq8gqRY`aV`;;&)-@9Z=xA=>5S~xkX*uYSMz>Ii>|DuqZmDzg1&_%swB?+De6` zeZT0Xz>Bj-VGpq4Ne$HZHA;PDYmMnKKiEc&alqZcof>SjZ5wMlU?~Ay$by~Ra-hQ~ z6xRN%??LA|<9V;rE7aGsO4K{E^{o0CZ=#)#9rH?F9w9H@!r5pctN4Zx#H=o>M$LS4 ze>4)mz|>5R|wvoJF2JfNgl0Abf#XNF~X4Dmw0B4l^_Paj)mo%N%7=f=xs* zfXZZFB<)iqf$V*zWZC2|!@9Ov`l5^@bxy=%H}8{+)>59dknWZ`L-RD*EX_^PT=R!6)@U zKz}-~k@fs{<3IKyeG>xQL|5((R26=0dHo!aJ+IVT1ERw&t~ zb^Aa@2G+*`bGy#9M=if=((tSK3SNY7E>{YzS`BPWmhlDyVYl|z@ISL3zz%E%zd4%g z9IWG3`4{`6P)5g;wWR}%_Ui}*3{~ZtB5L+)t(2VKfxD=U|3>&P@}+&`^jRpU+wh%r z?&ZE-R$P^lVE@pwQbK4n1Ej&}#(*1L>Y8s2rB@tbQ^?s$!xTc8`TBDQMiHu%`J; zrGB{;Lmd$ztDpIQ{ccY-jaX!qkw2AcaF-5b2BYVpf5@E-`}GAo_0=E+nrldY|9jP( zslp;7&eTQN4pDpl;W-nd*FM+8zotA(7AjWDdVU@IM6G>?F?8yW94%T=@};JO^_aoB zx%=fgX9kV3OnMerS+RJh@*lKL&0Xld_2tz7>DIxQ1;uO=-@a$a@|@30if>Fj78q#L zOT*F^#dCr0Eu&(txA%p81l~ofGM5NNX7#8(`4q)#clsjOtCNStkRIdh=yiJ<)U=Fo zaCHuMQCWIb6iE1CA@-@#MjmPIW*v9nu#HQoFJqXA`J@6Gg7*~eyzw{C33h^-WXun$ zk=+zIvT5($Qx4^wpr@`t)`f4&&-{6WGrtu5)SULk<2&5{NjU8b^rxewFQ^V^%ca@8sK3|JcHH zy78Bm?O#GcEz##gKY!$yjH)rwu#WC^HE1*0` z`}zS#i^nga!!0(yG>)_Y>tmF$${h0S#>TN9MXrAX;CDT4z?n7RqL>Nz?!MH~?fRgq zwuo@`osR&F&|1cLh61YUBUaA8o4zN+vA+$%22E5i)9Q% z7)n2xTWR#(-{G!9G6VMi0{_I*o{U#v@sN+NO;dr$`+w{D|FOF@@AMhS|?{}a}Y|K;cS^PJz=-3G%>LCX9oF?p_7v{!rN z@VdYgNfY}ockd>r!u|z(f@%m7As+t#8IPKpGai2^Q)6akZE4UFwm_#Zc|-v0?#{G~{o?C$f5kE4HcX zpYQ<=4!K`_T)uy`gtRMiE(VB0lw87H4D@r;hUI}f8V$#8x9&I`psG)uiMRTJB6fNA z&uSk7%pKM@WJB8`&3~$!`04u-~@wD+Cu#!4b> z?N&+-HGdu+>O3u&>FP9nA-ou5Skb4|^I`VQh&rEO_~;HrBty$mA-vILL&H-zx@)@X zaYh{3b22h6-SfQ5^o2~*`_mT$IYxKdflu+S-UTT&SFgpz0tylpa})s_)aWuTo;iGP z`m&(SDDb&fN)zh=Dx<%~(U;98ur%--bXoXC?YmRr&5x)XM7be&!D zCYVNz3*UrK=-G7J``L(@UkawzAy_vyQbXuvZREYhZJeGX za}{TSnXw52*Gb{afOJU*^{Y55u`YtMJjBX-UXHvS8xoO^oY@YGDfJFpO)u8ZrSE@F zOG4RYIEt2^ZBaYzh~WlwqQca&LjxI_lI?dNG;YO-$Iq>8U3RuqZ5KRZAc|ao=Sj!2 z$_TcZ{z>`8)J$9b_bR_IPd;ln_ErD-dk%mt&MAsT!9#X4fm{>qPJha8;l*b-kU5i=x?xdE2* zC!9We=*n7HF=E}I8U%*`?=MY#7(cdyU6j*M0>kA@%VphVF31Tw1|#HaPA+&D0gCS) zhmk^aN+CGXT3g1%XwOXEc2QM)LB%M)g4PoraTAY4LNQ`7GZ}WlM)Ihf0kNdw8@6wd z*BTZM4P7k9Pnj^H5~D1@LyBg1uh}fTIkiUrh0SeF|7DZAZ{nA(|AJQT#PMHCsh^Ya2ez7533bql8 z@;>5#={|)bk6DGdk4q*g<;OvM7pH*)O+=6Ddo=b1v1_PuV}-q!|Hr`vaa(~bRoaA~ z=cB$Jza8kY>$Y3`7%5v~Az5mDJKW?_7cyTW+mLoH0aAvt&@r(r&vyV+Y3j|zwwThU zmq_taV&s}$_6Kkz$xYdiY2Au^rkOMQmF>Z2CpLQ?}5HUA4P3*q`NUKSGVy_j=; zssjM0j~4^Zi?&~M`X^)=GD{{5q^HOij|8X4;L-SB2`piR3s~4I=4;eh@8@5mK6yQ# z_%G;>l3LLNG+A$f$aOru*c@9O?xw+CVrMV1EkqT4)A$3#;TU)2Z&5baTV>wHIM8b7 zXUe>)dn>fmfH;MukMg(OsvFNxJiZ>pHr0*T#irJM8)=)gT`rGol~ebu&N<^~4vgW|MnUM#ZOu?=z{F!0mp4&@q6zzN1YKPX(}0#!?~t<5Nz4Sl=3-MzkBpqb z*et9h2ekj=E=Nb*mZ|6-PBYOSu=w@cY=PnK-5XU&rm?J449?Lu6|lf$O;tfmmG;(; zaK&K*+rf#j=NmexaOcNEg|%s?lXok<8%%uQ-TQhN=wJaN#~1KD1k)5WSGU)!hY90sUT)D|5a}N1o4-26ml(s8UX0|tExKLpQ*aPgKnSAG6p!Rubx6yeE zHl(LQunucl;3@}-?xMGUkIZ%`2Fx&_uMz-5V8{z71Qk7jO})bP=ln*pps8G7q)mu# zFG2x!!Hzk!YR#NqQKmav0xVJPuYJD(EO;sFtOTbaaq9+Dx(d-P9| zC>)3ahZu)g&)3T5`Wum_SsFB;=;hig^w>R&31gHpW`AbL)dD~FL+^#$MyVP7>?)R} ziQ_5)$h8dguKz7_yyWzZMvbl@kd23=aWnoQuu`#`6f?dwJaM}j;X+>*9%ZfE7cGA_ zX?D{9Sd`?06cb597n-m!`9kj9hmYE$sb{U7M>bdq61Tf;3!+(~6HX%wPq=>O&vh8k zwaww`&)F@M+{BevY^c|t6CwhulK^0KGWt~);EU#!m&2N?Qvv(mG#5YQ+Wpt)NvVcU zDu!e)QCL<4piilsS^^h~X2n${J#jv1d&>R-u$mD86e|zd<0p*|(%i1|m2MixKN4N} z`U*{77R9GJOvPqpv3MO_4h#K_!q-^YOZ?>-PL>ug7jgDR0B>0cq)xOan`}KdfUgxx z3&YxS3ZGlxZid{>ONKbzw7BK|LK=RhK$kk6{0q+5!cRJpgl$g(g2<-lo%FzWv5jkL zdU1uteR|jlPD7c!PYtA)GXU3)QKopO#eaMu0I$YLTPx~4FLdkG8#-EpRcFUGm+rq$ zxz^49@y*mVi}S88rf*%zjAgC8zxmNv*GIla;r^kv4>tbMAAe+Math?Wak^q5`|w5E zt;AI6nyY%&vvKdPqhCO6V{$6L;3m$|KZtX>X*Za4_k(@Ga7Mj#J&;YKz$@H5GXXyd z+~3FznGTLQqB7tv2*sv0)I25jg~n6hM)jjM@4-NUo0{m5+aWt0HK_Eor*^0M7)w3`Y(i>(oyh<+wu zYRb|ZQe=l*PMiRqDp96n(aynj03Az`+-kq0k5z{Qrww;6>#cni0hhgbrPU-F!QB7} zfGyvv@@R$FukLz{Zr>WP`5y`!TLYC;(HKon{*bdw>1fVcro^7iZxZ}!_??Q~$TH~< zOWI1t=jIkIK1~)?VLpR{eFH4_p$qR?Y8Q?YvU${mOhUdG0t^5PNOodWo25tr ztbnq_j--FUUFC53ntfB5O?t>c_$qv@Wx;WWH(M9_R8^0YuLEu(7JN+)RAjeqVfp9< z=MnbhTa(A+SnIlUw(?r^y2+xRZO6Ezh3umjCmaUL=zyNW&o$QTWt!soqT$wB{AMNY z>5^mHA@8PkU^X-ZH4J22bCe+vHY=xmVlD#??LbyaD-m?MJDRGL2mw-og#_;5C?@JE{nM0KG0J7TCwh84#d4ZFOA>|t%ty^RFH#qA7K~l zyTXrkbR`DMY~k$JDp?;Gha*7ImFXM!2})8-o|hRc*yJfu`)&*fv5AsUjhvOj58ff; z5pHD-1wu_i{_&G0sm2KCpHq9<;3n^h{4AIu0-Cr*nyAnyOC(JK^ZH=6RzAI;9k~5= zLqdlx=99A{L&O5X8Msuqd#!@>KeS zNnB~BIWjs%DL+eNaZ9SMRkw4L;7uppEzEgsD5CekRP9#&14%WYy+3Q&d$xp6B59T% zBpL8MP~m=aiKN8sR!BZ@D8l2{URKrILbUPV1wd(jZKr<>;N!ZSWdc)b%f2p0?M7wu zD1hb^&74Q5FF7tHMXmo}&?$9YRP1{C{qWYKs6+03L2Ie3ttx^; zE3qe>YG_%0%LCT8i$@NW!pqVi&bZ%7=?f{hQj$p1dfn|nGbx|>-ge;?kpAgBMuv8! z&xGauMttw>F~9`1mtyQ4U>=R1m{D4(15$vNG+DT#ZB}sBD+PtY=7V=`TQtpE`jpf< zf^k*kAQ~ZkZ)x>Gi3noT^H%S)jV7=YarofxtKNjkL z>o$fOFW{_J{8yTQj?#f+UGvlgo0z+Rz4rzXsZ3E5q>av-=mzqTe0#Gaytf-@b2P_h z^*idHW0lcsjEa5ENwO|f6=l9fAvf#<@)=Ri9b$K|2&vsMJ?eU3e)gi6GY@zZDb5yu zw8jk;{;CU0V}0KO&uE;FC~c~sA2_zeHeXKHoQVyfo?@(%PY!>`m8?+j8v-_f`Nb1g z6VoYCq5hZwY=He`(1IM<1%AoPiX0y-ar2GT1Kf+4GZMD1rS46=<~wogyszr^fP3z> z2|p7XJ=&33dmfO;?4q(k)n#o~^wo^&dcKD2ft4)pB5yUF@pEG)-2puHzEvwnO_B)W z#qE`&`{#tyupwPB5`LUQuo_0It@^vRzd&Ez^F!-*0PN}sX@fx{aYar)Q4Z&HkKgw0 zK%mmM>ha}tIUpd^jd7M*g6b(%m;KcG^e^yly#NfC{#0ObbKYl}Ib+T_ z@AvEVTxwwgeUGvf;?b9TMIMe(F0!;FVi_xa4Y}n19L6&0L4l3fo4QU&nIbLQ3SN)? z^5LIt$7|v}HtcVPifu%#MmkG zV*740Xi+%xuAf#mqf}~ifv{o)xX@~XM?1JET2+Tf8GdvXUh2XohFl)I04gzvj`3}S zX5uwzdGsP~mTw*wyKfv8Z;(Nu_NJsn9OzWo{|rab5<{!4!JvF`dQ^Vr(C|DL7`N1! zqs;icypA(8_aQ`+fXkb(OCg@b*=;q5IVl!qQe4gaqjJ9g%x#V6oOYs@EF^-(GBDE( z`*KSWHU?y{_eP+OpuV)KTd1kZFO2Wqr9Q;<-->*zz@4YC=I}uUXEbmoKR!AXSzw}i zSy)B_1An+a+JzLJ!*8>`N|_&{ubHnUK%Q0G8Q@LHwoS!7$|gmKvcMp_zuei{k6m|_ zcj-((eGvA}N3RHVtTSSvIdY`PgXMSknIe5ILtq|=P;ePVmLe$<(F9SBl?Y=#6tR92 zXCabk^3mj@YXX7Ci@5{b$`JyXh{pn6Zxyyn6I7FOR1;ldR8E1CwMaQZ#Wj}7Z=oU_ zJ%k>5zl1NVUNti}Sl1f66AkF^ngWB9V(U&F0I5Q}v6p62-tWo?@~8u@Zm#;6y4E(h zwze2%wiZ>N1gnAz_B}fJh7LXI#2niC*c*)b*Bq|Q0zEzzR{bG5PuUN6XVAg74-ANg z6-mr{N=)-Zpur&Ho%Zpat&D~`t#ov?5ue12N`p8^CFp&1CY^NerC4(zmNp@`n`40f zviPrrpK<32Pd@l8_5du8NvcT&)enDaHqqpW{#-^lz2W(T#|ML7+s@`+?ADYLd7<#9 z&|ktAwAFz+C7d~hI*`SPYjYXd8@MM5iuZh&kcNCZl?HY?qExAs3g`rUc*|18m!xo(2oD+Kg~~qdI#BR-*Khmf?BS0-y5ULR|ShC(xvI=7!plQ*#U)ox0`>2OKRxwePw?bGUbf(TT zJd2VFZe-@}=5V132U{!s(*!xh{dt?|nH(5>;n!8~X4pGr%<%ewaZKOmWsF&kVyd z#^NqMT&U`$vF7<5>e(=Q$m3Z9SSJDENSOO|o_3_spXxB?fBstAec@ zvBCH0ZcBTwzjUXouqolmoDvS-2wkJ{WgT>X)Mup?RSiPC4gK&V%2L zX&io`U#8LgWzI4GrxN5$_1)gnFNH6N|DE$%n^U3yo;KjT__+A$p`_au%Ncepk8q39W)y&~5ja^w{$$+;iL_y!_JYZR#4@`mQlCu`0>j zQ#P8~r7kfMfS_(O4dy|+Pi&Yw2&kl)QSN~o#&^_9)Dc>)4lzct=xUgsQLSvv*hm0a zHjO1D&J1#6Zd6IAXQ{Jkt=Yw>#a>DTlm)*VBVy{wZ6?X64sOL8yP|E8>VfyytYg?? z4?dupxg~DoinhH`H@aW?B<4cws}D2ZZJ4!jk7KAnEnMojag{evk-Q&1p;H?$HP5K_ zX=kUgg;znr*p;y-Rcf;_msb-}I&*_0@3I>1r<3eE)z27|TDjKves!e+l&P!kAwO?~ z{fQ5;s2x1E=b?ZXie(VT=^j|U?E_pMp|5DwFK@uLe#KeOAfonKSJ@>tGk*dU5)?f$^af~%k2pbe*qp-m*6|2lZ3$oba5>SCjDO6RAWg-AH?)!j1*s}5yc82|uuk_&o ztqaOB?E2eL)nWbeDAIKYdS>6&4rL3rQgT#87)o|#(CRcB!*bMP657!VUm@!_no_Z% zJqpcK-L#1VONZqvM|jU5$C`$UF_Te5p(AFng4KTX8hV8e?>X_j=4r(k-zXx|5z|s( zYBgF{yfQxIIqFa|Qa(1PVX$=jt@vA@Pe0F9FfrYZFn7chRj?Y3(&n#N40uY~*RYn4 z1>zBkj+jpsqdMU?3}n|Ub4GPWSF%^S`#k3s4g|D6%*(|UKeupi@ggOBsp2unEr(9uB%&DI+YlrQ1yu=!IvS|B{K=4 zB>~h*19Fk~@SjOQ>7!MIO&CAmIv!DNr;%hRysDbwcl;UOQOwj`_fx;hM|08NLlO)u z?G1c1DOnDoIiXw?`?rhMiKc=1&L%D!eQz=?-K7ceCTwJla1dYBHdMOaNNzua-w~pr z9bn=@L<$EaTUhiR_fEG%%7c0z=4f_E%s1u!lQ*m*WLi`h0+dW%lI(CtMYSE=sm*+^ z>u{wBAPKBH zQN+(r#rq0%+es?8cjLNEcmMcNeSYb7L5H)3J_+4 zD*(`Ed?6^);!N%XR76K1;L|rq0KFZbvvWKJ0Aqc3|ECHHB8nB!>X?`N)m=gbH?(*~ zgVK(LnFAh1jI+j{7+MDwJAvf%lIj<$&3h**_Oe1L2dSgQ&U>yBoHRvz?1cz$7 zdgN@)Jm3cWcZjcTZF7w?6h z`tLAmhVFu%gfcVn4yc!zd&_?WYqO0;sE(P`YzD8e@6>+<{Lc(VVUvlBpF%9-|AZkS zJR#$=kO>|H-{FifA^cEAz)2`vJI#}*yLr)QZNUr~Sl;?Kw83N}|G$EJE;Pa9B#7rg zgH7B~P%)E@bSV2j0i6b=F%eINP8)+zV~kFM){rC3Tafui>ZcX! z-yQGB9E~jPJSzqlqyf9mZO524aF04BdjN7ss@&S*1Q|?&CzIvlmY^5rs0rSX+P}QP zbRh63!+ux&`tc>tT1M}K2g76?tMI%DIBn`B8PA`?A=VH&t)Gwft(zhTLx% z*XXFbS2^Eg*KhYab^;SmzhX~xs;Ae2A9u-NKMk${S+t-z9_$1Q_ulCGz3kpI^IPPD z><}?L*yfil^FGh&U_~wkL1%EHGz|!ZpHb8JM4RYEt}~IX^Yk>o1#Wt)2o&qj7<&fd4v)cC+cEe z@NX(S1pUs|zoV-S(#>=D6Ow}_w@)Rod+&e6QomDxHN04(dZ+M<{34Rx|6tdWZSnoS z)ZW(?Y6XQ~%h59W>3QUx^{=0(kK}&My->6S5Z-cMIoaDLo4UuqUZBSibsFe2pM#IM z+Q{VrO2xhC=-e<+x$;_&99pG!Bvu4s2mp~uaYG^22c3$EujR(+2j!?cT+_z{>2^)4 zC&2a(uCE`)6NI|v6*G@lA$w_wPW!+GVvlI#*JV**H0=P={rFJVOw|GKycrjd|DDq` z^jcc!e^kxvQPX?eRz5ZMW;-jCvQXn{yJ2I1dVj1d4vXk5EgMY%p2SDc;B&bS^#QEN zzLAuMpZyU*G!fGR^%HD1BL2dZk zt;`a&7dQW$IAd^;tb{M4v4VV`|1tl=n1)xdz&kDT>**}4&LxRsi5!#EPlV#V4@Ukn z;bowHSvK@2i@9qiJXXsU`?qKMjCia~B6pun_s2T^yTe6q+*T|t3KB= z^e{WX1>IfLu6i)`8T0wQkR$7W(X>I;Dm&0jdcW_AVd|LOdm$^%LEI}gi`Zpt|F|j{ zSXIu_Lo!}Yg|3M}{9@ehcppg&sB5o;d=1au_gZL>{} zKf|34g3-?;5+&@mYD3V{*Cn#P2oftUJ_@clrB4EUDU#RvO1B$kUq{W7nMM#*#E4z- zVaJ6Ubz(*rNR6KB^Qy=0N63D8*P!*1gfR&!VMXTG>U>#e z?<`N=!o08tOzGa$lHgN^bortn=fUpjEYrkoBo>A z2;if@y64sdfTMubT*^kABHF>Ar+R) zCfw%0zRIiHK=bHZx0~ZfX#vh^yH%nd5mGI`IC%5W0b*Rf(a4>5(S0dl{3Ei$)iyPG zGh;kja+5XFsk%#0jG73!1E#G$@on;@LG!2ql_RHaEvb>gyqq>~WCR*1s8E_%fTjPR%hBHPV0 z-#lh!lt;bZJbnnH8RI{iNQ&W~sOTG&`LwoY9`|fJZp=-u=o^2;zU=1~iw(_Dkg;r8 z)o27-P%#~r26Yh+s&avP*HG1=z_Cq+p&hKI?7lcn6TKs#x|pQmgd22F&GB2T9r1o| zC;7Z?ZtoAJ|8eM=Kd}L&l;!=J8R5n7;*N5bh4;05s1TM1?3&VU`<*Ldn61??P_~gg zjHM)$?M1*}``Lw0_YG?Bom_{pzY8}{4Je4miwCyu_J55LssVDC1|P-ZnLZk_VE_v1 z-P{3ywGq$1!nh#Bf+|{1PHk7go8raRH*_rA19Ob*K443N;pOHw@$hu>R~3|wt0AfYg4cZ;K{dRS{}$h}URvgf6WCcAaYoM@x==7a2(0o|7F#I0j|w$EQ_EeTdS9YI zb@JvRC8nYm>OE;j;25NP+ytyGbBOQ6^r@Eta{w8!Sm4$}{n$-Sc!Jw<_A(;ci&L-G&>_nfp8 z1x7TURr2*H3DBak1eUHsEJ3*a0im77Pp_z~@(^0HXJ?|Vm5$vr5ip<3kaH+>e=(?W zs?zRZ#73t@+&)(0S)E<0#9qGvBY(oucDA)e-Au;SjtIL?_u34PI0p)G^>Q^3!-zpe zJB5Dmd~^*ks8R@mRT;t;AeDCgFg4QR;mxOtm-0`t!yOg54(A`eZ|< zry^!?l*_IFVDg-*- z3oP?z4&n=7h7jkU?T#`U3M>r3#5tFg1Dd#)?1s*@>%4ic%1#R+^{w@^`SBJpNOZEo1YlbBQX8`CupOogV}=Od z?O%cP`NeKG3RF&b!J(>^Eo9&fS3vbwC=M7L=0c1sel>(lLEc#MS#Zx}5F!nYRzVfO z&+PHfKWTW)o-SF4=aG6>r(e-bJgRK^&c&o%>HIx}Q8?N8Cr6DO3h2yTcjSZMVyY#z z%Ulx8E&7mK^o9bFeamZ!H)4_q&!(kWdq%vwi|i~piJ`85^a8MLyGgw`i?yr>Nyl3F zv=*xqp6H?lc%eKA$7$@H+!Vc6ew_a}40D%~E^hG~Z56PJiFxc61=E`YCk;d>&B*r+Yx^ zRf;E)f(1>WmelLIUEtRIhQSaq9(o^ilmfHA$Q_k-^d$jq-FmWx$OC~mcX!?P0MRVh ziQF2eIs+5aDA(2JS9z!Q@@^IeU5fzddmNqDzEkdi#z!kkJF8EU25B(ff zcIBeo`hmLbBZt|lz{8$Q_m&vD%hiS4F@Dm&pb4KW+a=;k&Mj;6Y$oCA59z zn;uEu8qfnhtuw&g$-!XZv?dt(4`t|}%=%pWTpt$cz}Sse%BpjL?_T@Cb!%h$M-e^t z{zhDNPeF0H8P|C`z$P4cK}7?ox@677a-diwxL~#Bok@J^I;rA|q{?O8yZgt2kS4byocXl7LzM3v6iA_X_Bln{fue=) zErwhx30%I5-ox%Ax{aixaur(KI4EGtyRq^~%R7emkJ+LJq}mT>9eRHF&^cW2R0OP+ zniobtQq`OQ6_Pzi)VZvLWg)5NOktLjaC9{vfCM>neh)vB&pOYQ98=Q$LWeTaH*ol* zP>bxne^qGuU7v<_^7T5Oa4G;j8?ROQV?Zv;O+wFjZHe&7dOkA8CL>vi(a6AHh|t0jD8?H!M2b2Y9mW9}I?LwL+k~cMpNveVF(i zuz^h!K#l7(q@3zBDBYNI=tTq`1OuMDLa5PNGZuWoAhwr`B>P`SRXF&s?^6#vO6~4l zek|ZHmtlz@$IGQErSz4;q1g^WL^(?FECyOi<2^{(mDD(p5=py6LLl}EM)bqN~4`hM&l>jNN z$T>6A(`S6k_wW%Qhs54T$P(3&jrE*{)~Rkz+xC6vd%2t<)Ng#Zj`WAwB}MV;9uH1c z!p2aTZv92U&;L6hH!6s1b=QdR$SF6s|8vE^n=EH`-&}m2-p%y?9`=+0g3i}S@7ZOK z|L?H5_R(@9iI}TL?0Nw}@!!irWK47Z34Su9;Su?iF}LXW6f)_p7jKPhPY-EfIkg*K z1rt!iW0M$Vle?|zL6z55VR^MAfx>CeDf?T7h7xMB%lu>^1Gv}|0r9B7qY49_!buGo)wNxF9!3=HL1MH1P$z0~{0cOGW8 z4|`?+D8lGrVDTLexOBXF1ElRhxyLuLAe)u{?L9vr37E^$bF*5nHjg|jIwCJwWKQ6?b&WTgY#M}4B(koPSPVv+ajVPjcE zhgZ6L?d-DM9-a^_Y@MW{I}gx#ML*t z@AvCLr0cwyAmMeeWgsyGTZTRX?Z!Cy1!q5i=^##tfa+VY!3FTHiZ+;4Dg z#*}-#B^sFQ4_$}Pj@H}n?#4Hc0DyQ;hkLY9=k_iX`jZjP)Bk}cFS>%qk^k9jS7(y( z>_ZmwOGg<_%7!GLhmxy{v!)E0t5am4?T{-!SEox(zD7nJJECixY1ogZ*S_}eUv^oGO}?CY%mK@$j|P+ zmyNJz=>V>~16hV0^B$1H)h9>hoek`AQq3y(va~tIBwJFY<#1HpWzBpt=}Z+>Ro`X_=~#-PeEm_rbm~ z(*-&^zX+zeT0a|1v%?0s`NXGxnReLrcTW3!5XmDT6v3GVPR=$#n-6N+s3B6dZDD~P z-tXvx$lp%W;TvELMqW}Ed${~{w|_3k+wJ|@VCxU?_MlHxu-i+U367!HP{`Rz!~bCS z(_K+24_n>*Rmo=Hw`kN2wJgN17abwqUsV`*;4Xdip7@?}wU9MsLr85vWH_z{T^m<} z?}D;c?|E}dXcM!py{9nH7ll@GRQ}-i+H6q4JK&dGYqmnSNX9jM_NY%EgKSd=`=B+h zeF_>IN{o5r&!6J}(N@2Rf5;vM7vsr`&gzP5eFSLY_aR!DiK^u%aN5FG~3mya7!7MB1bT`CrC3JUB59JMbNt_##qk8tgPWwB^I z++h_D*E6@lP~Fs&y$Ol{fUz!eI18toA1Y zi;stEfz$nLEP6!S)JGS$kwwkGu9dN^D}~90os*=T9Pk=E;QTzks|;x1)xu{yC8}MO zt0*5Ufb0_D{K}KAXDKxHhr#wPsIzk}D02tAMpO5apk(Nyh^c%$s*|wL-yRK=UwKmljIsx!tB;BShI09 zPpgKp8W8n6u1qy5yYFOxtQXKAV$odWP`>Z|`Y(FDiR**1jlN-5NEfQEablEbwld_D zQ{u^CuJtJhtiT;h{_Jr)2m;;|j3 zNiYE|0rM(_>q3!1QAVm=D+?TT{#6tXhL4;hs!!F|$62J5N=Ia2BgSGJuVOfTa)kd1 z_5U33gQ_`zl^9fpcjRDvD3aOseK*!ei!lQc<(Ix3@?p)3kpF_fOi}3&cY$1Fn?r=DskQfSd$& zDQuyr^M)Q44LYJPw$z|(Eq5C-pIoz+>dAb<2p)m;e6D&1?96bOfzX`etY|x_KF6@b zX&}^td82_N^Ciz!!Jiz385z;xG9XU}GN_V7qbO57Y%5TRI7IxzxP$@5B?a;D7)lL* z4kjfT!TvOBLai8%iI@K|!^;UP=NNcNIOi(RTKL$Q`YaRoqmu04{{Txc2*OG@zI`8| zrEI~0c}dt)uGzvIss`mvAlSy{f!PJ%Rgdv@yiB=Dk&#!5KW)skJi{>nOr^_LyS=@d zYhuSz=6L^k)#1K>a2J#fDFBShyT50^u1`;PwJ|p6zYU0-MxCx{yLK2fGhh|^V6+Lo*KRkQ#`82SU@FjVEQ3rLgG$uW7rMS^tG2r&%*V-_q^sl zQ__stAEmlbv^uqoOQ#@B)NK)#h%T>%Sa`Y1W8h5kn1Epl);&3&`4tW=Ny z_Di~(cT$4Y$gx>6*dvv>eA2OboS5ZhpZn-@S`ur?!u3^#qOB?>>LSBaRW&ey8k0aU z=0OD*PVfE_2KETRbNIkFe<~rof5qNiB2)qRGDnaF9s*K(!raonvL+taj%&Ydn@{$C z3E{^C5#PEm0iwL#_WVkYUtaV2HH%BVKtZJ2hx&Fji^k$LNWN;nJZX@1hS5JRpk zlZ^qH9%pLjl=rh=;#uKHNNsvFY^*T3+{viccy5l?JVO#4s5l2w(t1 z!O5Rnzq^g3?Fo4C%&Xd4>)(Yfh81VzyymJ*$#WkMmDj`2Pf}zPNrP3UeRC8g#i02d zKYPI+>Ye*MK(WTBj~n|kFLI96!eefRbN$-vonGQPL-88}UT|3E**l$%Qp%@z=;P#i zCvSmAiB&v#HNj{d2=jFwjEo_5_UJ!8bq6XXlMXrvq45Qzy@8d;4~tM^DuqjxuFIB1 z*vvP8xjXkt;*7(s<3rtn6kCNZuf)~$$l_{Vw~O_nV{u0Q7M9&c6{{OaoXaF-q(N{|go4*W3s>KA(w54T!l${k*-2i*?KU_+nmQ;Y{?G=SLK*v0v&fbZM9*0mGRyqFoo- z-m#{q%q^DZH|Bl5jE0TpSc{_*FNb z&oZXr35sYo8eV`4%(y&_q&R(y@XMc3auibRfXJzoQ5!q!nJ2)7Vvh;P-IwM$A4dNR`-0^MB5a zd#CRUpM^-k9q$@qm@NUAkXAx9BF(t3cGVlJkH~dki)@#}N6n z=d+WEc{eWOyOdLqS^BPB2ES;RpIK-jvjm-E=N=M9u_fiqZsmMQ5Khc#r{(fSkV19`Jw%Rv;6ncy2@&fi}!(&4+lGE%2X%}by1 zy1J1}Zt%aof`9#{h*u`0h<7hTPFnBc2LN>M`rz?eFs#+}HD}nc%j;{Da3$=u%WKB4 z`Cm{y>oz;p*Js0aoL>LBVGkf1m8!3Qg;pY7FWrc_0|11~#b+*#TnM9$9=xDQ`=$Q^ zGwsEm3*_2)1CvMTZ%smTp1wW_x}jHWUMqzTKY7g-`oZcobLh_F*QY}tQ39XE>oFda zka#qK`C^SqneIDc2FMzDtgAv_cZYm1d)*iUGs^(r|5#3!>kJ7wv*hkvnAz(F3iEpG zEoJ5FMxMO!@sYY{sTHjiB0p2CCMvS9sJwmuylBc6QigjwKYpSL(nOdiG-M z1<|wEw->t3h`zl5KSK_=V0nh^crt?iXlv4xetdm$Tid|n$4=_mYx? zGh{z)%i4gK!Zkw3E6E2=|!RPK}O$m{WQbTk`UBoF%~=D;enQ) z!npQ3nZRYO+y4hC>|+>3*-NU4lB1>I-3Cn4nx8dYmD}PZ_Sz4x1NKkPkJK=E`V%H+ za7h*rquKjxd`f^BXn(Q3uw6Sc1Sn&ZhH$YNtpb%(iMoXgu~cD2Uh}?TucWve(>Je~ zOyrIlhugFD$sBX5+rM15Y>QOM?ln(WX&)<#w}XHRN#XMWj+`vK2{kC@rtC@Z)o?YEechwY#4fR5({+KhIfml95PNj z0tLte_q~^XdnU5cuFVPlYZ*Bg-TgkAIqk9SbISIube4#<6=yl+WuHupfVg#dBS;-s z!bt#e-z}~J&9ww%wOLIR;mKZ%@BeuU+~eG5(%u)x!BOgMecRoA54#~Fg{Tgsu(|dz zM*eVO3!1=a5jVZwGrC^iJAUq|-;vKg&?rEE3|niaWSIvvj;zfx&KmmdI_ZYb z&`AJ~I+je|j^mKTqkLJtE}>(H)1Bnzu@Du#`SuxP(I?-EH$7$>z;CadJWM==*y0?93OY5ybp<)A2*y{kz^0A*I{>Z&35ecN` zWRBA;@!&CUCAcux00cIq15jSaoa?lHae=!Fs$bpdCpniOgCZ*nD(%dczU?A=H@)y5 zH#~c^<2`r_VxQJMPgkkweZL%zBIbE86eL85`He`0Q*mzxn*{gU*>kHk0Ib|B?}YD& zaCkqU^01f|`S{P0XCCuX%SwAY{pAh_!iA`&m>gd}{nCUcSFA3g{}E0G*vaz<@z=*D z)cL1Dm;*3VV;?@9U$L>{RhDJOxAj`wQ3q6qdw6b8o4{t4YJcAc9GeCmFK_RvI4=CpRJqm9A9=yJnR!B!y`gncdu~yE z--2ZuYP7vDa!QRw3imadYQ=X_E7()sIroJot(pC#esJo)^Krbh8U1zCV}6rX!DiPg zN4|DZA?|>IW)dyod7RFTXfQb6cBy>vgZAWM7{)3^`1+HIPSP1PMXV|E0&_APi< zsz}ng?!^+VnbV|i=7D&4ToMo~t^i3IAYpO5t;}fB8)}aN=}W(jor$lLxSKwu^Z}k!In+?c^V#Y3S+D6 z4s^rfSS8|18X^@V*V?%ChqS{|=$06|10JP+J^o%rZzi(rllJ%5pIHMR<`2jKw-mWn z!ku^7_iBKFnULOHiM<7t`~B;c2ao$`4*~(yse#_;zJa(S6&++bGKX&j3RL&zhuq7o zs+*kkimP?{BHuV^O<45goH5EU2IyUhyk67h(pk#_x&2DfU#sZ{l7%Wu>9t|EA@sd@ zj|R;u4{om;>g`nhS~e8@jIR(CDpe>5~x%i4o{ zqsj7kllgho|GB;%Fy|yqT|?r$VINX~zItdoM0$g^*ihe(>sa@~ia0_R7ia5N-r#QN zWAa6T+#Ru+08794%Jl)>0Fhf`KkHL=E4sR27jPheCNKDjPR)z)a%Qq<_pP%Kh6~Wf;8t&Y1swV#Ruu z>6_KXs|UmqS~}!p$(et`%5m=z{YgjxX4&*9$DD=t>i~!3k2VP$?>e2uiRH_%fS zSLxe)=C{KFgMLLQHz=a_kQ-KzRH`7mUlbm7b_YPcNA-mX2hFdAjR(%JfMB;2_V!p= z8E;^H2R2s4;n8J%W&N(2j;SJgQ(3JcXE8K@=9y3@-|}OrhcEQM*M|i7;rG(3uKDhN zE2gVE>>Z^)366)ogY+Prr3A_xs4d)O#f=Y!#in3!Dg)yb0<66GVlR>2{OF%BNl$z9 zdv~2C7~{Zvc5DjELA727_>QKEVfin;k3YWefi-XQn06n~2xLDFTN4=en7(f)++b;L z2}Tj-iRx%Jjg?=(rgdiASoru_?SYqb21w-x5k1q>L-mLdzK)>tmX}m70HI#tYv%5o zSt`IR7hUd!_CmX&UGvNqeL*72-Wwq617^H9I~pLC;s8NmT-I3(V_5J4axiqTsuPKi z`lq$LdIPY-)r=#0{U3C*W6dh|!4BZlz_9oSVKv~& zyOw91bteH-+Lt$Oz3d;N6b0@7vXXdmpc^4Afk7_YFWQFNt6D|sOM*guS^R{R*-XFI zQjC!kXVpB{W;svRZ;>j(1(^vs$7#+G1p z$d-cS6(P^4;0h)(*F&?KJ}{0|PqhJA2^xT^bbSbXdAl^xKH+zG&jECUc|~JNLZw^A z13sVZM;p+Gqh=X6O#|O>4H3Ns9;N{74s|XoP~kVW)~0a`*AXEv@F>(ZW+&`yFnqF@ z>I2q@T|$|Xnw`Gk#v-CiJhpX>1qmNE8Oki43_?aG-i`~pEc3jpYy6TR<(Xkw^yL6B z2n7Ly&^Rjvqk>L&y~TjF;KXaH{Pya|sQcZhjl$SPjW0W?x--C?Zc2U@3P_7YnB&;) zbFaW;Rsa4ov`?X+qeS?}2#l4?>G1x}6HbY07Ht((ci}|WXTfMW2eN@o{25t2dokIy)_e+35 zIEEHyJdM7-A}#%*;yd#>Gk4Id%tr-$w7Xj#12?>Jj#35~Kv%;pEoRKL#6N5ip+;UN z`On~VYt~Wh!3S4R%^VU`xuUIal#I@oK8d;`KkVFY`@IKEu-TQF?;H@Ss#~ogO2X$|t)ggx#jl{ganMr1Z^43< zSkB`n=^YCxa4$g}s`IxWNBt3e{))|4j#E_Kiof<>Owj-HC}XcY_)4S}R&?Hd(Lrw( zIJpLZyeCcX6hQ9TWnYCgPl3$|V0&`_V9IFPW%mV!zBXWT<&+aU1=Oq7G%tduy*=w_ zphj|1^}LnbeX9ddhmY7q>S5+_49y2Sq_2+Dfil0kUwF~gx=p5>YPtH~kMhY6|1|MZ zlcbzmUdaBh{y@gg?zusil6S|tB%hL3!4j;?z5DfFsST^1!KwCdKZ^Q>IPYm)vh%Wu z_goM*r@AML@nggML2w{^J^fk3X;Yy`cHe|)jEqVOUqUZ0=RD?zLi3GEJYPmIE`Mx* z1?jIHG6i04H?N$CdWg^|oD9SqUbg?E>s}Shwu2+QMwdINK4-Dp$oeDybtdUbSap+v ziOo3Y0+TuhRt=38V(R4_V9Kq4l|%D{^c|z^k%Fc+BbL2JBl=5Ht9!`_X}TzA;M zkY9IASGyp!sK(GR zOWo-zV%nKCY!tl|F;wLh3v3 zuVB@56RXI$H@O)p*>wP{3lwzM){~zT{HDiQx5q2DXQfAWc0iEhO`5ZrUSmy|kmF@- zm_Q#R1L1!-!aB6I({h|c|BOr-bf4nU5q|D!6-$$3HazovR%?X2@y7K#XTPYw?y?xJ z<=+qb+>D;;+xtu`SsnV;o6^FR33S-zgZL(F$F~K#_2x<6nfxX!n-(hg4xkCP72XF- zkrPv7Q#l2!aDTb$f*lg;B)TW0+R!wQX+2>2IKjDYDtD9tSX2=b*M*$chZm1*>&yMY zBNzPSnT>Z6GB!=oKvT8@WM7EQuk8O~{-)E%5gn4fa=ltEB*%ZkM}&*H~54*@x+OnEWUNtFvzLlqw9 zMi=@(uJg98SMyCq!w8CR*}BD{CrCCHx(#DWOqt6G2wt-p?pgT|VDIUva~%tKwqih^ z4x~v07}eT8%zAoR)zp-XnOB~9|1{ZcqK0NJUBqi|{JI@|x!j0k#^L4m=%c1r$A(p8 zrD=AM2t)MOPyF=|F&=|2M5wP=7~RV-=hJZ!8RgKEi(^vC06MH2fAi{3166`Mh2n)~ zZSGiI;qBUlz#y!F^`dpImFg$v0Nc1~{|x%Xkhk^BZuUz6X=stDb4^}vGbwQwO7U3y zhs-uH@j+*EG(usMj4ZIh#DIMD^peqSk40n#;HMTgzIyu@Sj*S;5ATgF%1Hn4VeZzn z?}7vzbAW**m@(c5W+5{wsL*6shi2k{R+ks@5`z3qNTITc8nZLW#9o{8ko{+)LLd(b z({xx-Il;6t`o!P#trL>$C|WO6ih*tcb;3?-c$4s}zDst#iK{9!xkv=LRwxzIw9WuO zosunF-Lzi8H_p^Fn&EA_j6jY#idG5Tz(A)eU<9V{QBD_AZUnN?k&F>qtZ2eloEc@Z z8s&Tr(F*8fnV1%zvNttzM5a56qJ>;5pxqU%BTUkxoX<>apCcn2zkCt8Q_<91F+2=y z`0}WsMTv@zldhuaTZPmx6ZPoSW7AFtq>rO$u?qMkUKwSL$D3IP`cHEPT!jPgm08*4 zK>U;`$^q%_s8#P;Xw+fDAmBnt_+%K#sk`roBp&$SNym+kGfMCo6hApm@ z1))3-Jw6CKDmmq>8**nrLSdaYo8-dcQX)hb59&wq*@&b4bb6qwZ9f~?aNZ1h^*J)w z(WL~L+}&cBLHc-{ez5u-sjp0zICyC5&Lji6z1_7r0E?MR;53J5%^Or5tX3jb%VQ=Y zcmQvX^-I7+O%dTh*kM94|GLNeMBY|})L}5fiLqtlhI__Q@AL=8mgLGz$#fC>c4DG7 z0V|6gmBm6rw&KyBo8uk)Kau6-pHF=le>eVrnd-r#LG@0DLvg_yVc4M{=hvvs9Fjy8ZN3V zYS(=+sI7QPRyJH{9Md#c zu|r_`G&<#G>W@HXJCe~tsTEBPo?Nx)x7WB_z!-(xMB5^dU z%5e{$Rs3(TJ?nJRmN;t5c$`jFmdJa?=;S+=HRN~_@C4gyl*KMbJmDnR@`6R%YnB^I z?VD79I;C|K*dIpL1gf{ZP%YYB{@aVO!2ZNsW*XPCwP znR*to()<0XZoo`w5BL(x<>}g}{qA+!MNw(a8*0fjudOW&s&*~gTKouLnzK~Tntn?9 zUz3XKD!;<`yf&&XtFDM3-vb$AzUJg(N%1Jlo%l?^wHqN=2SCdB+_mB$_TnH*8w7s{ z1K@Sk#ocQW_z9+Pqw8WC{O;gZ)vjgz@!u@_h{f>ihejRvhTm+hlvDf&dmjl}~fs#i) zSeGjrr`$&Qi@XW666ZJyEYspj0{LBltk~szCT|r=g8e)HSvePz@^DjBBj{P0GyoD3 z@YcwV6~h_cFE+l$K`@fO{0&t~=$yFO=btwV-A9pB=$TZO zh0KXiBi3`36W@mj<8UW!7dOwbNGX!q)oreK`xjddUrz@%x+qR%%&;Ofu1fNNw(#!b z%*D>qr^X&aBkzY^5z|VKuXU73L^pLQvi65uxHoxGQ&lEn;{RamJHVPs*1zwnh)PGK zL!^m_fJ!q|F@b;x2(Ac3K&hdG2t;~d1tF2%1f?lWbOC80k-my_0wiF7070a8=_Qo! z;O@P5@4tNC_hgomHNuR=DNbAG`@4< ztCWt8pa)aqlu@GZ8a>A!MXn_x=y0WFxwI`_QXmW0BLfiwo94;I@2O9|xJ74Q;C-&_ zM2okuSE2`Z)kIHOH*?x=nA066t$loKkV+*g5up|n>xg2-m6ncL-OZGFB+vDYko@$C-I5h)}}+x~3)d9I^L{X$!+=1%#)gwu7pT55zx zutZH1UrLcmX7?gQU2uT>M=brx`iER!k-GUA3s{R0h8;O_ z%h$S=PfQ?8VNq&UedNs8X0+1V+^ZrnvxwU;d$j-xIVsi$jn2tEjak;mzRWE+EwVp7 zqYaw}TXmBIx@4Nk0kKqX0@=&9JVy(6R@GCqQ;WyJV4tjwxr?KOvtZZ8YjV#W(mK^rkx8z@rO zzw=wKo8OEO2WC7QrLi8PTEEh)s8hd@MNwYE$>W z>EeTJ_*qHy8@MY@A@%Qf4%o}D^4yUZ!Jev__M9S9pOE^mivq#mugw3dfx6;2eG|tXcpQznU7lguK(-An~hCk z9e(-dY2;`$f&U4AF2j6~GhgzN0n&)y>syF6ZI$k-Q3SjYn*;sak?G?;0@%A{OWSTU z(=u}l5_j>{CKK}2{r0$HwAD~^5=%CWFKvKv`4fzZt59vJf*q7#oOYKv{`E)3G6wF6M4X(}*YvHu{h2TV)3ij2P1Z7B&16i>4q{$&>t+>HI~G|O zo75$v@J_!&?3mIDK<`c}~ zC3nm3-s%ZGe_00H*1;bwJ;wFO2w9iwq+fPbuo=Oh`>1ngTL2mzCF1pfa<$j#7gL*f z`HKn&ojaoY%DXByI9OicaZ{Uw)GT$cZ|lReM-%0lCsV_(yc?2zLmt7?D+FJ&*L1^I zaOk3YzOE4QjC0@gpGk0aZTrXb$#^#RC6(@lFTMkpj}`Ht+UH3^h^O1?@jAaO>Ypr> z?g?2z&L3|(t*6R98=w6U*)*cUEFn|8$5jpc;Fr9bn%uF zSe@L*^+ifj#wWDXWa(D_<3Tn?=bEfnqOc<^5F3NsRE2Xa} zHvhqY+@3WW93nVybS76o^*~QkguDv6?4NhCEJ&mFltsi=PVZx&u@^)z-cx(C)`2#O zFgO`=L45Ls6x( z^4P&nTBUEds>Nucl93m;@to0ICJH4iep?n@|4|I)z5qV`l_HfQ++CsQU^smPzC1sq zZM!x)b%peqv&`A>>X2Fyfr&bFDUP(FhtQx33E{!+9V`aZ0WWo}rkmK!7aso4K*&Ov zCVn_2d-O;z!kg;vEx?;R?k$)$iT(w*o4S5oxZM=|>jDgbj8l=B?+4-{_YwPjamQ}G zJMVSndn#9m`rR_cVrK@|qxG4^oAcelQ2*9XLxGWX&UGU>d9{)XnjwKEWm`PzT>(uX zq(ADl%;qb*zk^Szov(~f>PD`14qc5CoOXq_(3#R3;7rf(_nv5f^~#yZr*2S|RHS;q z1&&4+#Ssg50&kW58p*SzUb3yPU? zUB8!GB8d5lc&}%uZ1p=?Kjz8E%v(KGWm*AQE9R|>l2NXUpiwU(ErchTJ2~-LKBQs5 z%C&vIc#)D)a8Iz9f_R}dY}( z2>gwT&Ge)I04hg|_MH}0-5M+zr1!PtV==ryV=j}RT+ct{E2Kyi)xV-E{RzEj%_&oL zKIl+!g>kSMVUJj!jn~mx=xo^{s#@n9Z=#GOPG%n-P;=#f&rf)pZJ7-*s1|o`zO~LW zL_@PEL+77>q-ZpB_d3aK7g^WqJp#gn1S%*gaj$sFURTPM-3Zk)QA>5bFmV~1fE2cNTj4y`TQ?^&d@EY2U5OrR9vQm(mHTXQGGuBg|6 z(c_Zh3k-6KZ$fF*Gi%9(Yp#5!dog`2*2|pZfUINNdSdRHV09dK!iQGF?ornXk6h}|@+i@r*ghuCT(PS}Au>{MS4LIT6BpM>^Dz9G=T9W5uRiUZJS0z@ zGWXrv|4c}Jv+=2D?gO%w9V$~qd+o$FTUn7Z8L!l8+2J+At)fEd8PLzEn0RIY%BYmq zoshFrzUgdIH#&H?Q6+eSIftkD*8)qfNv7oFj0t_OK4w!dWYOh&WPD@fVz#T4P1*=)x``X=4kg z??ct7p+yh4{DJAvJhLjfPF5ThA7+{~DeHwJTnX-K_jaNsOm8#D%p$FCL}Um55XTZ? zZ_pgsIK-Hr$|opmeA(8l@$;x(OQ?+*9S+@0)bsWDhg)0fO|RW$cKzbC^gIj7jG%d1 zaf7%1V#S7UFrl85Jz(Llplv&vJ#&+gw<`RXA}rWTehDbT_}p9(jLGEdTxk)_*%SYgeH8L>Y_U`F{N`O8V?wt<=?vEtvdZ4!sO6$C|Rnm}X66wuajHXZnM$|?q*%CjDAJ0y9znLk2s{Na8+d!g)#|zN?sbSOSt_HGT@Ous^sG3A(LRWBEog~<(Yr1Vm0~{soyfSejE8~x(vwmL3 zOpL#^WpIF@3tKv0M8gOZzPx}0(r|?`NLbITN%Hpfq8U3Zf~4{#<&0?ezg!bs*2v7r zNviPn^2rKp(4OH->7lN4^|tw|flZ{HrzgH-WW2;44aD7-%ND0{8&VJI@1ngTjg84| zgZ@kBkJD5d6g|Bz7m&E1$|wG1p64EeIXvmYjp zuR}L?3pDuN5)l{4o$5SL&%fZ@JK>&|VU$$i;>AwFFz0tO~|Hgd@utJ9%=~-+o$fXwK2OPR{(vg);n~vBT|9=$UckhdRZ@-qZ zum}y8vdDPJl3rSRBFfv#(^$T%Ej-gABZ(!dtdt*s%?lRLw)L&S*e3t#>n42DvtnL7 zwz&m1e+aZAQ^$&W3aTRSq8~lwSegO z<~++=PCvUeEJ{m6+j-OIws(ahQH|@zruT}ArRSui-JRSJ=5%efXYccKf*kC_SdAFK zT9>h-{FXFU1zx{7v$rVvq<+L1%2%E*U~Q@pqsN`lf7S{MC(^B-KZ{LYKN zh}+GkZ~i8x%?Zv(%&gU62`&AplcY|8T<2y)#Bx*h6!Ir^PXZ^sJk0llE=Va6a!UI@5gr{noh9ViWB4Uep85PL#tAr8FWt#t6Fj4I8UNJja$iHZZlZE(+mR6TOsAGAVq#?Df$X zJX|BZWX=AwG5cSNGL;$ma>2m#CKIyFWco3m_s1ykaFg(o9lPoktkBCww$3}8LdmK4 zH^Mngm^U#`oSJ8`y&SNJEb}p~pEs=w9?lV7GGUBd&VR^71w3YT9+$yWtZMRqrc#Cxe(w!4h=4&8m9=|WSvRxgN2N! zuBrhrpZc`j^aCY|u7vgf8`#Jx7YM!?uj{L43ZwoGi1#(pW7&r66HOM1CblD*r=u={ z5iFV^w1uS|-*>GYzx!1$<;=_f1VW$gyfvPF=LWo_f;a1+#^N4d;atvH1+|r>Sqmt; zgoxF**|wSjdoKS3KA4TLKVXtsI>xesa~YS*Ykbwku@_%?`rzXv?so~IC+23qN6FXE ze2<#+A-D5c2a%f~$*ai1&~t*oaDTC!RiK;fMcmLf5{VwIm}kvI&bULIh17<61|zyu z(1h#?w!e$sswh=vzh>KapK*q03+)c}bVmfM;LEdLuoeGLhT4CacYj)Z2smWu$cQ3D z5R}nH*_Lc1SA;pFLhvtpNvRMJVO$ZWkSM|G-k!{#HqoOo0id1~k)^brmo37!h{%v) z({!0JfS3pdPyo4)59>79PTy|KXFOSFI|4Ql9M{NyYh-KvE{ z^Y&1)1ADV2tvw8%fG&v>a7ep!UOZ&TX(T05C36XaHNH9V29&zfLwbipuN(R1iMQK3 zp+RcN$qy#BEAhm8dJOb980ufWB5e0I<`q@500C=!2SGj2Wv0>AZ{CMi$DwU+B*P3d z%eK}KtN^S+U>BCqi7<|aKYNqQ?Q#F5-ck{Ip9768M zfx)hg8NAoQX!vt|l|CLISJl zt)vgC3$t&bsw>swKN81(1dso4{aMV%f5?yj5QIQqI;8gVLq_9NMtT)$%lWHAIKlkA z1uoo1jc(D6fh-9MOiv^yU+CcTPuuThZSHK*#!zraJRK2LugagpWWupR|Nf)>Ce-4r z9x}l6>iWJ82>k~6lx`?OhYSB%Y%GQ8=6@F4#keZ8o_@(?_L9q8wdKDdUf3`|K)cPa zxC;xTQB0)uct~ZQa8sI$`K>au$o*OiP}A;3^M91^M@TM)F zf0nHkuNffwX5i5wnOHen`~fllF}gWFKb7oPBZFd#;E$2sYO1$t#fWV+d06TDh;>8K z`}uo`w(JQ+qD?_6s^RhkKEC&+F$-93B6;Wunb0?zpr~kK$MWj3WZ8fai^1iIk^wFj zg9-UvCC0;w2IU&7ib9g=r;s?h4RyhBO=QW^>+@<@D_O`bgn2bT?g}H!^?gdl01>WS zbFTtU!Vu*E4bh{1TBth&Q#0&qyHtaHo1Y3_${tjXz};gkjnY4Gkm!C@uj_|RY?lfY zwtB_kf^m(LT~@$IsTPRoSlrmB8U|Ih)DPQpV7>$c8l$c#wj*Y9Qjg)4i>V^l4ph=eN)Ui>`wRSksTu2lk9t5%)wR18-}0SF8!h4`%V0F0L+Yj=4cHPi4bl@c~l}|eG$nVZ%wNZoHW{jeR_FP4Myil0GwZl6Z2;Ej}jn5p*Jps-IL|$;G_r?+4@^V z@N4hfTN+$ziPu{!f;k`-gt@?Z30(o&&~%9Hlc+ArNUfS1PM)VHrHJo4U{XuE+ek*e z%MHQLI(V~ThUyFEyRx*QLmYz-a)6&Ozq~#oRMX^IV^p_@;UfRkj0p%Eim+6X5NWDknwMlVpe7TUAQx zck6sjPUKi6vW{p9;aJ77l8hyP9VolBb-cWc)bkfw+pxsy4y%tv;Wg4fvfn0OK=tm@ z(P~M!Q;dT*9JEz*03Vl+fiDNtKl(*Ig_8+i+<#gh+GbpR-r8Mzy)FW0F15j1rh8ce zoo22)%U{{}ZgySi%SR0sbSvQHWX~*y=Bek^B>T!Nn<;obNhpkB9eFcxo>>Adklk@g zQ^b?Z#YcMF-+i7&9U4t3D$#rV*Sp+%|^i8rAvfTfDgRAHW%LtuKQ9%h7XYK|zW z7C$SCJ+_}y0{M`g?_PH<$7VO5<+D;(g#4?(UXE)Q-;fGXl@VPjd*-!ei7_LhH4pea-HFJ1L38#+dMb_0gLz;SN*e(Jn>ErTOjakv#T0Iwm8H` zq?Xwb@W(E*Nf$g4Y6fwO&-X zsB3?2TjH1k^jr9;T9&7W=U;yM1H$Qd{21uQx8tXR{_#mh`}z>GGvk{uC}TX#JLs_! zhw-Q^xpy&K$#dSb zYJ(Fwzr2+zH)%OF9P(gETYd|a^P7Il11<36g$b`i&#FUCz^equ|K?xQ5PU@ub$HPs zLnujX$Sj(-cFq4$p!aKWaTvFuA)Eizya`LW;WAbX@Nzk%OxJc@lA7=3)btk}r1nWC zU8qPWUQr(P!gJXxYC{F@A7;uZ{zMG(JT4(_E?ZJ1fmk|~rXD&K`v$0P);e{&d7Mm3 zf9eEs-~0psV2?BJHhK7?Qr&&poKoF?c6OTn^Y4_?n<@ds=GQ;}E*(!}{1)PSYkhpN zfpnk_twzoJ5&se6Tr^mKZS`#PH1K_%pNdjuH!T6-YK=vVWpvGOc_8$mY)r5_uw;5SIoDJB@-eMQG&yLQvt(LQ_HtsV#@>n7Z^Twc6Jb0;h5~mHZ!DaYw z{X{yie&h2q;+sQ>`D4(NOwd@vSVMkHl8w;nanr23SxKtzR8JYU8?I7pXDhRT-^P>d z0{gWm#l7=){2-@hD!Wj1p8d)E#)x<|7kMuKq$?99R<1aep%PMOibPVZB%s3Szf@GD z=!@TaMADad-uftSjYFLI+H5D_ck8M(FnoSds;#3I%st=w-s225GBLs0MV_3(7j0N- zo?it$xoE+ZD2I`v1%!b)@~n4Vaf7KTf_6$-9=n^-YjNvtra3ldEcJEw_!AvM0u`_P znhp`&J@TUwbkn=Ks292ydIroOzc0SI$|1P+7j)MP30$HW_-1Jq0>9NBdRoUg}SKpFYY0o`U2z7##~>LyOdvK&zdiN|_ucqdKFu#U8@4 z%W{SJ`x(9(q<_HPn--3MAY5&9-ql1CA_&dUE(b9|*_&@s3q7MQ?>3pC?kJ2qN52qr zD@W)io2kn;zq362OwfRFXDZJ`zm`bq(pQ_OScY{89=R)*rCRpG$;Xsp6ob3A!Q<02 z*~D>SpNz&>?*UJC^{z)P;Dzg0k?A69jpXFShAY?^1;MU_yUv*nb@_`>g_ijJQ_W!hN}{4?A!>L|h`1|mcbxLh zGZi&FDWtmHEK=tQLk*LKRF|3;t37KxhF=R2$C{BJJ()d*p9-mtHj{{+qsU>TkSeWt zvC{J{a`;ycCU7Xa3X{|_4{8f>92ODU`qHdf=4s+Sd^U<5U)grwahP4m_j7Y*si(C2 z@M(^b;>JbTkePGWWVT?A-0D36)lbd)B{*UHEuuFhS|{TffwX(>&Ui%sN0Rc=W31$T z0^N3;{XWzthLc#;jQrr4?lwFYsWOsu#lt&BeON5!7gb_2rr6WgZI~iR#6zsYhWiD# zDvv~lZo?!&)$+sE0~Knk80wv;>XE>=qIskU0e=|%HA#5MDMrY0T+au0ptk>{dC=v( zV%Mq(aCS~6(b?Y1R#qJA6td)IFOzK*z*}B|wVB|Y#oycsK)q8nM_EU7Jtgqe$%D># zeTkT5YU^R1Oev^&Db^k+i&~OWZK?Q-RcWbcsfrQy^3p%PCiiOP-(~O)>ZMJp&}guL zZ4gk{Fwa~_Kc1wn03|#{N=1A0_I|E2v0H@p)Xrd|ON90|klEX$Bxswnd_FO7(Q%KKk3(0N zd?LK&pENHoCJv9|2=q5hDAXRz*O1*ckXBaKD(E7(ntwi1vWT1+^NcM4Qcf-Usz(*H zbh}K{n-lCnF1Z71Y@^Dx!HjO9S>fGqBuiF!|H2oN@vsFZhDX(GSl?5k>1V|v6!@d= zle;4%XYGU7G9O21%>l7ItGN0R3RraVRDd}WQCyK zv_Ge$;&cR4!)|*Bw?Ntava9LJicmE@Guu42tF9i}G*8dG0RgrW5SiEMtBcF|=Q`W%s~ zEOdSABv8enQ!Scr6yAm+jf+6IfLAX5E)0IWJKy?LVsKRe ztjgUL12`)6+VqO7fgrpsFg_Kz6H*6#okm|_oHsK~y{XalKHLear|mbck5405U@943 zB}@_yi_gjIzBw+y(-Zr?$S45;45jJ^ytd(;{F6sKQc*_1o$r-W4kZL5fkz8xRp;WAWk98$9} zZs`D{PpO|q!W||f<$)0sZINr!{H-{=hEO~%`y?n|oc6i1mA((tOP{ns`6#q{{cp`S@!LSwa&+dR7%TEvIz~8KK&Q? zvIX{+{sprArCw}9)KcVsg(zw%f-NcqL-$ql-mK#3EuKHlhh(5&hp`;CVzQ0)Qt73+$g@gcx`haRl3Q znELQJDa+mZ`tvRKwH=-r&|2IMnMd+>$$$}Ou3L!~7VngIFf1!u9gQM5Jl?HzR2D9G&s>G%gb%ZKM8gJ;90>WfQ1tC}0ACxS` z>+}^K$_OVy_twfgZoaau+YJ*=6CRhrD!Gn7--K1q^CxB%)s1b#c2xyX0rd6SS^wU( z6He$Vs3W*i%bBgNDVw_x>3ZUMMe2WRGjKeEA6xQqEA zcXCa}mK_516ql?S|Q8L2hZ2u)-saUWkQ!jMfhgxu_@a1UG#7XBy z=VVQF(v5kMk3EE|hb}oUI1aJzP^Y3l^cq^0e6m~x8AwN-%AHm-WRF=q>%3tr?67sd zz*+e)Uec#4)zHLv`U$!7*mSd4Wn_iz<4qyKV&RPDP{q5Cj|ran-0Z=Go;uc{;U~joG4<3@)MD)EqR0UK2>PBH9l=*&3(}uZEIiQuv{=~w_#vXVO_054 z?2qn~oxU}J8 zAd>4p>C0MFpM4(1X{a!%&brX>#{tWNHkW_k+DQq~PX8 zY)<(7nkFM$;z?}ZPS!S*k5+4PLF5(MfwF~`E|)Tx4w5lJ0wKAV&3y?LFguaw8=52G z5;gVGRoUKRVYqyZS|Quc=2qJWiJI62wetDESi#+c^L8#z=`YxsX20K-z=5kk2FWZNxG>z&`?G`mkUP=ssSPuonM zDDkqRw*|%BHvc-%bXMKA$N2K{KSF)~0V&7&adFljKSlrL#81H|_20gU-1xzM{^J_Q z(pDG)!vzk4zv;DpTnHMTWcJKm!DIrtcmscwI&!#qZThKHE9Hjk=s z&@eR$C+EdeY*!?2pTFk#vyo$`D_tY)XIBNa9_r?Tn#YgaGS!ctK)YJF0fqCFb7cUr z5vvF?Ms`PxFKK=ZuU_o7+jK?rKN{Z^Y*}a=HcdFH@jup~AK0 zo|!M%bThP-aGG+`Xcm`l`h95#FdVatqr|bTZg8w|y!dB5?P<%=AMtwQMVKpn>BgJy zXTt1eC4BPku1AfmIw;}@HiN7=53T`W>RZ$>+-fM{M5WZDigsv&#p=N>btnaR%r%l{Ph<&T84!-XC?UPBgH)XXPj_cd|nT5JX6&Z%Q4W?=kS#R z++upOXt&}vwdo0cqp|DOiLY%FU**-j_XB1hK*hVgnTD8WGq)*SbtqvIyZ@=3MeiEFn58$kKGZ60KS>E!FK?TrV~xTrGA8Q`vk0jMTd_YKC>-4B=oR`;G>M$}N29Gd^U%Dm2H25^L|a zkzf2(TKsl#`9?Mla39VIT%#BmBjxl=Z%+IGD5c+F6Fs|?mD1Rm^k8ojsC)0RfcMMC z4-z~`*jUJEBr-ti5}*cA2~4S*ZIL{tHb@o+^#h4qrgDB=IMybBeTO+g^;8t{X^}pc zfBKcV7bbUrC@zKw5GX;b?Ce*=Z1Q9&=cE)_x(3wcPFZpG3H4nNx{I%58W+}&^}r{k zzeiKgs~WV`8J;W@-^|2cOzoo#+)a1~s=LQk6#4Mp2{$onl%~TMN+^*xw34&vw}(t8 zWY1gtvS#R+oQTgqBDXywOJrt6)N8*>>3S+GzG;JiA5Lg(LX{_mY%vA$;>^V%h2j?H zybngu)n#Xqana_lP<5z3ukz^(z*ZnM07qV+R=*;J2YCNXoA%@KG^)Ddc;{#MFJ;pg z6Lf@x^n2kfpR7)q|FQRWgu0USod{6+&fqK7;7=gG%e`82FyASzo*>R8hS1v_9!xRf zEE2;h7Kbq#qXT;}`J)3{F_^!B#YW7%Q2>}mEq=sQ(k* zoCOCi(LQi}VH)5OUY=-PUEDaqK7!n@ux}A6mAm3JHdqiNM;pilxMc&eF_{B^I=|m< z;a4X*FV?Jd5d1SZJratf|AsfT(&2nvlA0`xPpnRNUrXK|`L z?-BQE-m$Q6G~h}^7eUuN3Nd8YcLDBr@l=%DAmZuO!hm#XT5b6~C@{e8K|y%`{0iM6 zCzoZhDYG;yXj^B(l9Fz^JpXb3+K7c4eBwUlmKe7+j+iNKWKq#!HaQcLdm0_UcPj_froaL4$}s)umAM+PdqKPiAf)s~ zU%m2^Mcd^_ViTcUZ783I4w>y-)y-p}FikQ|l2vm-%@5k+WW+@@y&UfQs^;K_u`-A2lTpXSv0QE^P0N?xSqB^}q)tr4cY+%pYxil>YL{6P<_Beh zH-d4SZEKc(7of@9&zizp6TVO=&LfgkBQL6cm*DvRbZ-B$^QI&Vjpvz31K^)fr6ob0^5gBU&7l)C(zVM%xn(bwg`SBjDE0d{M98lj z-Z#VwyV^ct@bH>ETKNgAz$*3o8-nER3flp#@Ws0p8W3PH3{j{HGQabP>D=F-hZ8Ih zmVdOqSN!SonM*})#O59!ecFNl_g}d@gOG4drH0m<7QLbLt1qMtlke!jOT?tQ^#lPn z*5<<7&mNcl309Yi@;~eS4wy0*tJtC1k;3bgnS2Q@;}DU-#{o4+{a>niX zXeJl1E>0&;Cu4=Ldwm1!X69Jo>k<>uJrxOOgx*usgL z0&HX3(%7uOiGapRVpR?jbEW!|g{Ir{`;VKVh}mlra7w)z^rbrsz5Y3l?G{zEJ@Dgq z&5Twt%DLHqc_632<#qF=Z;rz~`(dm!g2p~&VWk!$Yg7ANzdz5-swdA4OV~gWryYkm z7Xu5^RlOj3{KWwbt&+*eey=7sFju}L7_m0goxY!ObX=8Pkzc!CYgtILLQ)+oT2upr zDk?Yxpe!%%Iq%U$M;BH|qH!Q=o}Q^wdPaf1hl^Trk@;i-BsU*ghi+4^$BIdeEPR0& zyWfG`fpM!;LjkfGlTllpTu=Qa@r4JiZ+_GF)y7@1QgGojZ9$lFJ-L4LnPdV~7fI&2 zKG93!MW@~77DdDsvvZyi*cUT$kabt(X$n~R*_Vcki4Yz4JMcR~niTp)aci=f6$(#J zxB@VEp1FW{5|%`d$e=v|ZW=q{6oJ_cwG1`juFW$opE!L5_@56lJjrx`Z9%rpvrzxe zsko?5P@D!P-h@p(GP3}Fyx^R|PyaME)TcqrN!x;jwhshN7lTP#{yD$xCirNR-v+9E zAJRnWSNyT%4}?hbG}^ur1G8`gbc@UY-TL)?g!fFJI=W4Vf$vowU11X_qcD#y1w#yE zD))N^(YV!UVKr}+(dp;xPfD&pIc(Zw1gD2jB7(a5; zhh^|c+;)?jWk)veLww~5CgFoh=f%mkJ7SP<)^mx9T3N;8Z8~MX96%WMZB*4|Czj>U z@#X@-5zXD_f6q5mi&^6YD}5*7#=|*Hfvg&*QUQjTUD7~KGC=NxC46|kC^tEqDE7IY z1&q(v*bilf;O&1*5y=YM*Pwa!59kXVrq?9a(Z&_WB5-W&hI2-CQHfEB3=VOEi|t(- zRLEN)jZ36CPEtmJ{&;(!ysF$46gAMxzg@*qMG_ zY3rX8{KD&6jol_n3J{qhbdI#;hT=5&06T{=!XX|lN}3CXiUgnkFEe_87Cj60OnGB7 z_UpEvsMN1LRHx2^;Uo=l5qss}*RYAY3CGQrvF6oEE+bOW5w=1<}4k;6XDu4w02?2`%&&tkZT6>u809C^=LzrAipIDsf9D;MWNx zWq-G0LA_!*`l-YsK)^NI`+3o%C z0yav)M2j1I2@t{p$wT|GaVjle`8)4V@3*?IrJ-Jq8ckRFL(0p7TVUy`c;FGPgWK@? zzn9yCF&V{Tm=9Z19T{xLreOz-NWUC4MC+*pOzlMZBwPg*wpagxr^P47R-_I>>Cm9y+2muo(9L z4Z%SP$&^0o(C@@$4kke5n7Gb&4OhFqW%-Y%Oq><~lpeIfj;KZ|KzQ-r*ps*xL52M9pm;(B^6)>Pu?J9f zG1SI@5YUkp(>K=l^oVNo7w0HnagqhI9159VTO`H-4_D(r}3+y?cUJMOD{R6Tes+KH$F7bQ?Hyw z;Mlznq!8sY##9+U(lOg4tvx4Da0Lfy5KCNWgl~=sFn&a1w(IK~Mu=K_4?w{mIJEn* zuibC~3LCD$+Cf&JgF=pyuh^2gM##okD)%BkqJR5`9%egTYtIN|^Oj?oj4haH)LtLk z+WEl<+V+TWH%vG<%Vjt(l_X9v9oqKQHSo9O%)hcpxepQ*O3;C4p?k5fry5Px#tL?R zv<3ND*RNy`P>SNjq%WUNue_p^c8@1+%6P(5F7r4z*-+2oD0xyJCbG$l(WaRTJZUZ8 ztG9N9Bx`7`iMd3H8Fcj!bPGLOPxWTJt~AlD%v1KW2*WD-Q7?&Hqqrz%Ro>9;OL#_F zQtg{qEQXlp;YyEOjCCM@Jf5;ycQ24?%!6b&oQ-TvpD?;*?8URe`=|~RD7#biRhpJK zI;T~%RAD~Kx&H$2x+qkfXE8yaZ)X9lv%$xZ{aj>4krFxfg#>eXD|E=#(g84|d|m=s zNmnRfDRrqDoxI%C*av`Ha(xRh+Eb{UiU4u#^1Be8^(~jYFg-QI5x4>GkB2?I-40|w zB}b!AVgh&P%IWg+i~oeeg{9{x{c$f#RO*J0CCb+%NPG@Cw^+PY{Ha5*wy3s)?q}%_ zG;JwepivvnJ+XwPDtm7UZ&*`1M--C~YxT$L9d5-f z9huyS9PeR=^eUN_+NwgSja5*L^y7Dc%MxL}6_cUQh%PG;R4*vA6=dX>86HTC)*c`k zHrhd&L6AhK^XQi5BUYwIzc==$t0w2kwkN%qa@!9vjuW2m>GxJm{*s~tZ?C<=IT%re zk1M&4)K{!%nA}IKsTKRWdefvw`?0CBjUDS_j=MjuVYXAWf($|R`5f95ENHedZhcH< z_XiKgFI+1~2UP!t!?p)II^DRu_SdtC(W=!1X=QPMy0LN7jV)_qzz!5ELEC;>8tUR+ zeJNW?+%_2;3SC&f>BgwFv8J6L--G--wQ8?}0C5}%+w!-E)=n!(4kVhw!O?-Woop;w z9W&bbkrCu)tfe6hI!NS*YsGGjH!@bn_P2ld2W_ir?FoTwVmL~gu?pjjsVifjwtqYf z+LqJW;|0+pIl8}KoxeA-tc-=d|9mJDlqG= z7SGxl@wru7^!gb<``&)FE?TmC!dF;hG14?AZ|+-G&Ei&PG2JvL3h+AI0W*<|v3g^{ zXrd`lgUdFfDs7AQv!4Z*C40#*$@r&b_ppXLT~vZRn&wFf&XzlaG_}yF42E-oXR7uC zVkfRAjz>pGfPsqFVbSk5r+KEsZ!&mj1wC5f8~0|iKkr`ZVu4IJl7N2tu@Yc_^WoN! z0B{0FU2?7)@dOn2xP=$w_B;-c5XyP z0Y9dm6PPG&%p9+QEbrD8WF1gH9Q|}CE#4y4A~hnFl4V#TQX2-5C=hq`zUAra{cl71 z7Vs)ai@T`hnOo`4xq%R0l8w6GdEGqwzC02XP`Y$g@<;%q?KVVoWC0zA9R;A9+buN#7jy0f zj1*w5c~cYCzjB&=FS;MkGl0{F^TPGdtAqdm+q zPp1camEW_g3iqw!gy7Njq5O%?cDR5T+HDCfXzW1B+}ED5;-ga4xqg(^ zIb>D`;!YTsXyM}ozqH*#zE>3NatC`$Dm-s}gEZU&L-{vOO7NtjecrGjk-ItH7JT2w z*%@4OY0WFPz4fc1flS&x$OX1nN)FuG!-FN}AX9AK+0o&v6MgY_A;xTA<$qR08br&S zI5z~JY{z!wPn+1W&Eo5X)EQrY2ktE~W;H8gNwqjm9vUmDa@y@P;!~0xB$7==C2t`9 zUzP9sqUH|TKx%m+vUM$(iGedi%mUqf*ak;R9_pr|`xp+s8m~9?OSG{Lu+AuAMW0aN z{mh&P)$lAjGE$hfx*qDS&uda@cC1YlG#+7XDS9{qgbDJ`?Ih~x*tF5^$hjbyoHKwK z1~*W%p;dK8(pkfckCym);zapXXb}pYvFV=>W|pNFSvPhL8S+{*4Q042u~XF*3{#tM z)wC&8tj}+NDYV?VQI$s)iDS#VdU1}wyKSnp!N_^EIc;BO=vbkYG}T)MeeiChgiS<$ zHy@1M-0hF})y7*K3B0e!7Xg`r*|R7)_fEOfGK|tIT)b6~U2jQ)cyPMP--Jh~YyL;KX}IC%G+rgCt=Kj7{J&rDKfk5g)-y8t z%8*LKnya@Bva7Hz_+!PWw^ojdUSoW!Zv?Wdlq5g^SE)$%+h`AKd*#i#y!bziy$4iN zTh}gpj*5u%-g}p((z{3}0)mP(L5dV9QF`Yn0--}dkSbMFKw1a_0gg05B=inJAvCE8 zz5gqC-v6Haj_=-a2W!miz4qEW3A<#jIiKg53sRFSNwgp=ScjA!rAWG17a%y5XU(+3 zQW@K)_)|u3YT?yn*0W4cH_uOQ=$anFD4E5H18^OPqU49QRsP1t_%J=LB z%z&`?24PI*psQzw+dus>#pB@Z&O0}pcTd;Wea}o(DdTpVJU_)1$>%+?x*m0b$7g%L z&$LMWPyV4yyHjGdZMV|x&mi_*Kok*uT@P1X=3#zKIi%OTQ=OMzy&9=e$O>}L^=6X! ze%l>CO2wYZuUHv;<^hwJm)Fg?j(&KYvj5@-ITWFGwr`XZ0Z;5O)h5{a<3N8!UY=MJ z`FVM}9|%pER%I7SvS8u~FA&p+HU0IP-*036oqEPrL&I`ksVDU^U$*bwa5rwQ9Ou%EG?3#;8;@0wGK zUD3;H#$N$czD}dECf^!Dg1T27P z#rHLdP1}R5>-q16tbT8R-_}RNx+8CZ1i*P@iwoq28$uBa~xqd7{i_%2r$Df`3HNfvmSrfU^h1Kd!;zPf9Yi112$gvSTn z(agOvB|A6f5=SNWyO-}n8Y>Nb$kP!unGp!%AmzfeJ!5qcY0zsytQ;O@ikBB^)C^^+ zFK*>|=Dw1NRMJZuy|1o?;UjiS9W~n~jnT$yP#RUCSM$pr=I~J4sJ+3Cj~DwF^G}#& zFKM=6+_okw{j>RRI<34;u+SK*E$aLlY-jjOwqjw^pUhd6a|eEUdrQmBq1)_EgUa%6woX$86L#)G8z*eyMtM41 zsEuydNZCC>aow;=WRlQ{W#sE1rI{m&!o6(sQ?o^}-oV5$ZD_^%@`9mrH87lco1d61 zis6P;3{$yg?D-M?pSsDUZGg1S*ZUdWezO0=VYS-)cx_SC)C7eX3XLv+|x)T#H}3xrmrUHfPn~G(RhrKx`9b!+JMCF@pl~2{A>L0ZjC?Jmh>E1CG=y{ z1UewJb45|Ofi^#9Td78tj_&0*|0w z^{woOGTEgrbB|)2EUs~e<3= zGaO9CrYYo`U$YHt#m>`F3v_X8%%|eF_iZo>nJwg!GhP#Ok?++PbMl~r%QYmj%+^}5+Cs2ixrw+QxKzI)+otBF2%}iyD4Oo^;Be%HIVeSC5|N7@G{H5 zxosli?8kKej|TYQZ4;atZdz{J#{*lAgk8?}`?vYoa6?Ik2ZTW0^=jR83WN@$f%~Jl>|7Empit@JJ{9mSp_{sU_*e}wsn5<4BVHINn^Rm;Dt3Oos%4*hQ*&mP=?ye4iB_H_c zcy#ILYaf86%A+pRxLNsAYfip&?AkPOdQY;_bF_OEb2Ul@h<@d!8K~y))0*CV!B0CT zffBF!`! zbh}am@|Nw#4lCZRyE>IdUI)vS6sAEz1L3ax*b(W=-Lk$AoO+vwKPrXK7_Osho5YX5 z34obrF%_#*;Q;B9U5G8CAcGxGXw(qD zahlE}9`Cbbmx1D~+dZj;&VFGIH92eCEyqwuf1unPd%E;uEl{&@tm&BTXm;2iC9}?u z_QZUj+;2rHWeXfbSC}%Sd3koz+_gr}d>)X2D2SIiy?WYM1HX$HOb9yC()ayB z`=*n_Ja4lOz-E;B$>L7%3EP*|>FyFZf%VMnEC5)5QLhIH>v~A3QMpm3(d1YF4_?7r zu1IHO9mEyj@MM%G2Gf5%z?qO=Tn+3`<*^7^q6w@es`{asLQ_bpNAipOTft7%kH}xQ zuwv%c*d_hN??t8F03XZxXj^U40c5m6;9A|MVd*vqYgbKb0-3VwVQ4Z1UOv`G8WdXk zBlS+&J?Rg|F(IR~3_#-KFCR;L#~9>;7xvxtJ{T4`D0x=xWpu-Z#YZnD4*K*VHH|!?tf`yf>EeEQ1 zvzlZ2@Dc8^QfX!Fyob4N)yLP=V`E(D!Hg~Cc)J>~waJwhbDXzOw)=thua;$nBcJLv zi!4_{MIwf3r;f_F=X-X>U~Is{Qm>aAHJppOY#{Y4|Al9xBo7esDE6gw%XG3RUEnV3 zvpkD|;j{2r#xK2or~R$Io$>IL)><8yYgk|g8=^2hJ0)cOTg5S+C)d=G-kqL2`E(P< zUaM3^De8p}-qe++YHc?q(ck3&N+x!2ruc^E z2`i9_^mKG!(+xV5>MxE`(cgB?*YrGL0MpLkFDN3KBd|``f2EAcxHqQe!59~y;HGMG zw};a)(pcy$W?f$|5R5ujfo&aep*O&0s+PLgJdT)QY-&-@gH63J}d z4eARA`7oJ+w5o`U-M&liT?U!+;Y`0S>X()i9VTqIyKLG@Ur?rVc@Z5_SyPzK!E?u$ zZDp8#r$A6bosl4o2auj6IU}S9tK1#iy{$Yzw<6r=3Iz|eNMjk~Dnq!;f26E}Kej^B z7C0V`id`SfuS_k6nMha0ek!HzN2jjR5S)LD9B~S-=cU6+ZE`D&-vQ!JuP()-%SIK1 z1!6Ol*z+%**nW_GpOz%0rH@PjoC1GM|Mn~NMc3gGSqdH>8-fUFtVRXT%X^aQk;W87 zT*de-ScnbcZ`c#Q>?AL(fh2UTWc%S=4eXOPc6o2?P&$$SJ+PwUB|~-6!j^CEpjMl! z-dSD1%jWM>D93d4cy-2ran-9*g}EPnJC_%e!?@~SSxj=Sq|*KZ<9GD9v`nc@r-}W> zXb8u^75;|1>uYH+Hhovxl1IGbWf4~tGxwG&>}N6tcWVo45?umgIw9;(Mm?WAdqzD_ z(P5*j=7XKVC*oiH%WzA>?|t06?j;xw>BYO>NL!-WViT2ad~xebU;|iPbnxIZH*s}OO zN#$=B_^G<@?wOOPobo7%)6!8GkUy9~eq&~wj)DobUy%$0pon)d={dB*HS{$%!g@o5 z`SKHC6Q1cX{L+)YS|EW1TR}cqaxd8?HeJ}GK zfVBYGL_nEi>f~Vg#m;Re+jVeL-dbR>8yf^bNpn0UnjoRoSOtN5z8B*DR=`=M7V+yA zqK>416K$#BDV(W>a7!vm{H+`$Lr>lPz4Mw5x`Zd}eVDvQfVc&hd=CYG5mq9WgS&EK zFPYZeqeUNG)8#B9-y={wj+M&Ha!4L@^~hkiHM!_Kiq6S$A;@nOeQ|P9HN;FVpvq3d zo-Vs8G_rPuG02tlC(pD(Fe9hDg5{WgfpW*>(dw?1ajaPB(rt;?v7iBDs>W&Afl+q$2xN_WgowXy++Jk?8N=KKOpV2(nmUr4H2mu zW{K7>-jh-vXh47Zxk}%(xW27y7eh#)nrjn!SbiHTunh!Y1H-G;r*qHhn*m|jl@$?+cb z^7;$#@ST%WjNgd5uW=sCbU0hPjTXnQDx)!TtIAD_cd6y!K(CS>Xt}+rzJ|ff1rE>! z_kky$QD8$KRZ$RyTjPtAODjuj+UOAM>VFKK>C635nsW15SqSP$RIMm3l^;{prk%Rq zNfT;1O9?r)iBc8Cz2t8yZ|i-%Uq_?*aCTAe*fQ#^2+ouLw4^QcwO<)c`GeUSJ(Nk* z=rx=z5N?+blhZbtyzfWDX*fHl z8>AGKAc({9spPbMC3N;0%#Q0SDMmR8;#T=`vfHYY{ak4h^k*w|m1Ls63gE{0I5OMp z2%W0>v&FhWH=_&%a9w;kZ`x>+{cLFr@5F0g8t8IS;@L}Ts^&13Sj04?26!%U;;Tl! zDudt~`tk4QYrt}%`pLYwLR}2UK)om-od0|3`^Y09d&(|Gh~G)=Jf5PDm*ICIdbX84 z6(lG-)74W8luM4+vf9PXvQW_vEJ`PAhdn}brruK013AxrhohRh+F;-yojh~sOaD>} z@z@jRnO5!#2M}jz+qelr+B@6poYeXm_1dy@#`c6^rB*JDKG3dGmf<{8kRd+eRSA!I zZMh0-*AqAKsH9{dWEA$TBgDPA)}YypD=5?H9<%rIq|%EVAtXOJ8$Ekb<38`xycnLY z9{G=N5-05$=Xl99=O?26(y_Wl<}7|@1XKeeccBX^ z!zaNHPowGDkOS$W=KvRCI&qBVL*-Dpx#4*Pnn{0)i*Vs@*5k>-tUBZ|NMu}C;N~!AWblA=^b&u;( zB8Gr_ z+_6ydsia;i8F~MO;*`JOcp&S=*4!lR=8WInUDDm1p4LMwBcSB{*9yc8t8jwRoobM` zvDWs-JiUzm911|@a6oX5k@+j5***`cHMZ}?n{>gwprgC{qNH!1{HzuYO6B>co{{xD zWFQ_|Ej|#Rb`Mc>sVo%m5*5rjbqx9z1os%7IXRs~B~3%w~)A_V_Rhk*vgq{6o9MIMh>{YOAV*JLSC;)9iAqx?#bnKoMQxz9yM z%4a6wyuI;R3h<@Qx4fb8Qa^)fsTaVfdllDH3{lC+h6<fu7E76=Pu<8>o&XpoK)GR3PdZF>YN#1|A+j;x=+${>~#e(zkFG@c%e>ZC3t{iQR&Us)3zxKhiUC!cmAl(&}I&s$Ig4Sr@qYjhJxcf71N ze|}rUsy>D+UumJ!X=_j-Yd9M8nTVjDsv|JW&mFVgqM0Xh6zvXuYP2YyKNZ0YGZrIf zhfI2`Iu6`msh8JCJ5-pCidzFVj3Z;&5T|QT8yn2e%Cs976;}w#dIVHY(q5uFAZvJ~ zjU`>7_Ku~XHHu6g{m?4RufzC?pI^`)Oax1!EBb9tYB^L0P9giioAVgQE8r*tSZgIx zEb+_`NR(O~3Y5PEPT)$WX#iiDC{P4hD?)|v*lxT4*}SEm+Mk5zcNYE)#PM=AvsZvP zwa#(Z>tSw?*OYZ!T;Q9^3Wy9?@vHt@9w8qrQ{20- zJ)R|zx%I@e$<-i2d8T&^j!lqo&hWjd&T`S}yOi}CSDZBMEvFk>MzV?jC2 zX|gy?x+iT(okiNh+I(yMoxks3P&Otgeej=Fj0yVP(g%?t5eqRp3z~*o(*|3};se`Y zSig6Np<^?*mcC@k-&}x-n%zwD-Eu1&*h2t*ejo1lhRcp>~iF&vlm{jplUL^&< zd7>1ub{0xyi!o!>FFMo6SS+kkAa(vT6x1#Slt$kMpM62~xa|XMs^G{votuSK=Hhlb zWTH4SNVj3DIr-=Gb$^YB0DzUhc|X$tLkXsMdv=|$A|-$6dZv>6W>3k(y`>(D8_=n{ zGSJGv^?jLg(dBjJ2LRztv;%j2(IM`>I@`hG?)szS^1`t|zI~Uq9l7ktv;Q_1dza%C z>~F}(JhR)7*>(Tl&3e`{5RI13)MXy}lX8uQEQac3)*iTF3GwTz6* zZ}VZd`u>>(%USUrS3+~blw+)LNh*dnP`sLuI| zYFz;0gsF}(IF!m}+sXd8ANj<0NGWIt6~ zW)KI?L9M1^`*#O|U06%Z?gLfgskU9D%Bc_8%l<1sRf*Mnno;bTS##QhK(iWk;LBBY z|Eep^IYJzVb{w5`k%}mQ$c~nsm}gQzlT5u(mqlTT)zg-YfIvHae67iTf!IM;#Er#{ zJLUQ(PTigX+YS?NoC8OC3d-z6ovDL8Cyp1~+~&1k1!wN{gnp~nkQm~eu=dN z9NBEQE`3d|(HPnNr0*rJF$O>mBS@rRRG{FV5cjXLwYr^w$rp5n*9B@jwr0DX00BDV?0TpAwnT`jF@z8r7P}Q7A zmOzGWJlviU{;1QFyEpvFeS$1oxYEYaqIL=+iIJYMM^ZtjQDK3$;X0|aL}6nhF8JrM z6U5)cy7Q#TA;gP2OsKa@O(MHVxlY0!mAHDliqu~mTbHJN*FGe*mKs$h#H?L`I7$}- zKC?2i>W2ilH|OjD?W&=GM;rhL?Ix|*m8gdO3{=l}zl&>>f?@(Ujc0YDc=_W~ za6ySSKvfce-$w|L)YVFr-PQo4i`x|2T0~7XB_S^-+EYD>%{mgsB^?bvAanc&+VAME7YAAJj6?;O$(nC;_GSG|a*uSkW}(15 zV|sgXG$Wr6JY$-+F_a5jx`*9blIoQ1qcWI9)heY&@B*<|L7G84OK8?%;WY z13d+*F6z5^V$K4$`JSUI>I&h>^odv1M(T+$;f zp_6tlTTbUD4C*($!&H`|A06odtncK7aZ7?5r^t91p0xKnQB^gdL7X3-`vBbkrb(Zc zsDqOq2?94xOw*CEKYsW);!8oj|TWrmfQZbOXcj-2@nEEpcrvFO^&rk;Vwa9;O>6o}Vl3Iz3rGHY&3$*7~ zI!(1Z6mE_rRmR79+pmxVF)^p$r1+-sa%f{E^!53{&UaahdJ5y{lHmI1zD^z$9`E|H z`ukg$fPp37O`mjJlN?Dcqr63khVW8D=b1%%O#wkf(j=!6AN$&|RLSml7qUr(+MjZn zY4NdUqqI|?2fJ+%%6r*`guSN5hmYG7nM(Mcjl!HR>zf zA_FFiSv~qwS5rzeH(I0SSG$#sjPyV@?RrF$n3>7ePcM%PV(r-rKMl5?6$|UVPt7vU zLczywL5R$wS$p#cLSpb*rw2*3Ft=aB85G+Oa*IBzDNp5cxZl+T=agp^-ipK&7hRa9 zTYATh7qIc>@}P4QpU_TN9WB6&6&HOjSDqT>Sa+e^tBE|CXcb%gnY#N-Ht=&My9fSe zi6P~4>%jjE(ZoJ}mBVq>=jayi^UT1{J<3xH6w=;O-rE4~);*{`wZpLIh)cb+CiXSzsvn?AO$^jNz!-a zObTZ{Ps0!Se}P0=uO+HFe zWIZ1#fpd45ZA3=A5p(o<%h03T6AgP(niJon+)9z%!#ea%ay4e4>^4R8xP(LVn-kmJm~qZu+J+RHXtHcoA#U5{{$%)VnWrbL>WEWaU2gvH z6uK&-)vRz=!b_f~#i3f}I-y^kc;bd%;2M>`g#4QVLH#KNc)&@YMY;*`FwV12rY>e zm&l6LN}Fn)W{l7&9#)nrxFMy?`HOt;Dci@F0Uu~5OuIfi+3~lhWqxjGjuvMbZ#*hl zN_gswwesTDV^&;TFVBx5q_^O_T{mP(U=;$c*bNU6A-(sxW$G>q>k>t(JkxblHfe0Y zt3o=lKXRwrI1M=DouEn44t?@98bF5LN1g0c$(D~~E`K~9loAZlq{mp4>yHE{(-$1(9*QHb4E<68jd0alFsom^b^EHQw_DiK81dOWU z5Qh#)fEKdd9k|_K-Jt?-dRnu}hx4G(pSSjd`St^pt#$mV9h|H*DblpcW|tcj^zwYgzG7O`HO>y}6Hz=Z=!Mt%LN}c(o+9RZ z<{v@sdU5~Kv2{MloM{;Oc{lk}Ew(sV+~ZkNSPYvb_6HBKuUktVq&_f@UDa{*ZHi?f zmWP#b{IknSl#X`hlbxt5M;9j8)Q)nnmVAq!$^jWvMFGV>SFAzgpEN~r;RbEG8#aQlqrRZe=tGtAre^t^U9D_`p!rR z_6))a0OBwn^C^PzU{<1OKStuzmU=l0b*cvPL3xYN+7{j*+!br37RH3l_M<@Dw$*V1 zeIdSw@K#p+YntQQMwr!s)cu`s2E7y7z2;Y6bWk&&6OM!W7MUrUrl1d!2)Az^L zY*NQ#Gky5d&w7$|m@wa!mf z97Aa&<}BOJ3!a0<2>fOo+3zrnf*R03K9|LIqI5HO-D6fY{t(w}c`U&*kjUshMu@V%VR0^NUy~(9p74t;vIvPnWkt) zZ4HWMDzV4!veSJ!eyr8+2Wwz~)))7;?w3O8GYTImsob4%zteg^h6?GOwE7W5^Tj__AypKQCT7erLWL& zOGMB9?k$T*f=t5YkrC8+^-c4Uhd8$u?g8ymwuRB;xGvO-`n!mw8Y~s_fr>o{m{~ zO>9vLSGg#6RXYwX(_Az8(7 z_YklNIH=>W{EB{vp%AGh71$IkEbe9+kf;wB zqgZZQku#S^MBJAEznX=#!D8>Z1@9EB#0t+yjGe9{mfYQ-WNi9!h#Gk@KjpWhw?g|~ zAW;XLQD+nifgRM;0?P8m<01CgzAgtHMOa*Kx#Vv)(sS8+_UJ?MKn8 z&RkP?n*dVN)?zdMwg!f;+{DTjx{184QO}d@^9W-CkySlEN zR@G$uHh^nA+Y8p-YP=ONxoby*8T6(U9Q=ZX6d2SD`YxkP# zl@_)AHnR`VR9k?b-{wBs6Awem*<>WlD&2F+xIIXBSk%WAj(NXxDH^s$9_Z41&eZ@s zj&~qC0}?-F3@cTpX@1W&hEiV*@2-`V&5{|FzPHt+UktbHp(}o6`(V?yV-p91dFwsb zdp>ZZ9!f+fl56^Bc#k#EMxP6h1+#H54Q~%`V*pqVSMJL2EQSFy9Y^l$aIfDB$>Dbx zZkp-X+H^C*Gx6DVG^}Lq$P{#Z^Ik z5fIpkpmZUPvT%zh)Yn(FxwBi-3jD(Q&d}_@?eRAUeb-c*zaKn7Z>--zr#(ZvHEs=O5?XlX zmh^dR%-H(fUT189=9U5C+mo!%oAf=KbbdEh_+4wVroI?GOCDw z=}lK!@R*%wMaWe9%P*4M;or;3FC57KvpMH+(IpXnQ_e4kS4Ole$}fXu;V*h5CRd># z*e(e$=-^L2i{ZM3LGMfk$;h1whnLc{rRk4*F1ZMpN`A>8G103qe)*cFH0Ae!&UXe~ z7kW4Y^{Ct+VU<^bZefmPd1He057FU>uCxWufh>4kqmO%e_N2?=?!@m!3+F|XiMkk{ z_5ADxr$zCAB}-TZK*f}T8YWel>@Nv@6Ll|q+;g*8ov7ubM;PS^`8>ituYKH$vcc|P zA9sJlf7SyX7ct{?Za(gr*_rcs$NljW$)@Y^nw$vlOUePp-=}c^zR8D7GIft7V8hh_ zWP=ml^`_xl=<@93B!B-SmZ&&?>d@2979jm9_*!49Q^|>@k%tpubFs*45PnfNAcEejwx3^*pM^Eyl#`aXN9T|KoH@{`2YIiI7Jhq#(`w$qOP0fOtS&C3Z5UNnX<@VR=-#Rv}A85^2?4F`;mq&*X8&x z6<_K{@-tm5)9S}oG|n>{uYBd0x!!2cI`BC*+%>^#OHxW!HNU4MlN0D&XL1rG0N4N0 zNV!egf|Qvijp{5J_c;8Cz&L*xG%gM{ILg|UU-O(;MD#kp9aJfPU{GSaK^*DP>LtQt z7kA5?)J}3}K>H1!qA>qn>J2#FLu}?pgq=>k@CP@g(?Ss#9$Rx&=>Sx@bRO<|H@IfA zx&F)vZFD2#sYQkb>PKAOk~qIj`{jD9D=LowqD9 z%%#gn!^cOL2nKd#(9)KYXg85iX%t!9SebO8Tc{%TzYI{I8OlU_>@-3&>1fZa0;%h< z^PvDun{zWL{PzeW%-38Jq;^CiMc(gGb(@Pu3F;9kx^{< zSW%clVp^^G<02vxbArhLL^2}8-0?1@>*v2CSZ{yA7`&90ef4U2h}zWeMK~kDq@hM3 zm=*qw9r(k5E|Es83AcYy8fpMywao8JLFjmGh1Zk#|NEd@@LK<_Nfg%23cn!k@0o@| zK&&SCCD!13-d!d2*awgBsp9^!X;ayJ8w+q>&#s0#?6f7`UEE(R4V47Jbn-*7@V#eU zleO423;e8@KQ0yJ3BlCyZ%n~`-MbWPvDp@Qv{>DSE~cD+V-)_-rK_X{J8X`BDke|N zxA+&9EfGip6}>e*1SZJwO^~A;U{q~fhf7dIx(+(m>NUx+>9qvtN|3=f$db=n4e0ENKB_tYFP}RzSN}fB+z+CC3!UB4KW>P6DC_@1t}xYugN|q@Vf(6_ zzoMKM`PKKSQj%HMk{^b4xin$P-@@R55dR}C!2xVf_R_6ClhRU~PT*sv0o-(exs{q;1ML*5Z>&SH3bB!FDwPY~`R*P!5+nwK7F&AM)@JEycr zq~qosFusawT=X;&?>Ru7j<|n>?ycv6^p+}|Ui{koGzW1|Tg)AibN=&*fhbHObOg?f!Lew&#Y=1s!HcdO)nnO6mzwn=x8CGW7p_l!M zry@g%ah(O6z0$$1M0+RL7?R(7-~) zLjr^|9!&r9YLO8>ud;6RQQV*-WRJ|hS$^BQ#zTBE%*YGKCJW?;)ZZWX@gC4>rr5SA zRNCQEc;%0K+Y=oon7OTP(49G$9Y55R7n=_iz8Zt9a3cMm4CFxygv6Pl!jSX`QDLab zy1Olz`qbtvgNd`vYX+aB!m2C5V1^Q=O=!Y6^jq^lqsp8I< z1DW!`%+bc4ObmA%p9ERNP=M(Bh1YJ@0qD4+M7|3m?<<`n9K2;^^zFK&Qt$l7m_Y1G zq>y^RFzDH(N%`phHWpIIa2Qa3?CBdL;{oN2EH*5i$+c1$k94l z-TVoF*_cFc2)pP=u9Y&++)D*Ao&jNacm>bb)oFEo)3cVtehZ_fhR+1lV42uV_9GB8 z;nI_7S-st+K=9EBk}GVnF+M)jZU*=TiBc}0&*x4kYYoI)OVH*!(|ekKu3c%|S#kLj z%(9e*n0b@?c+wF`WJnxljMA#>cb$+OHjj3n5R-u>5N*I9t(2t7R<%|&Hbnurh#Z^M-w3pnfctk zqmFqo&s5L0MiEH5$8!1<1EA0WzdRs3G2TS+E z?Or@POZT3UsPMFDQss7eQ9f5`s--s>D8~|i@a``5-lV^X;eE&!H1$kuFjS;H?X>Gl zALdfsmG%aWd@+-6P5uREe9e$4@O@{L9gx2?SWQ=a8Z|U`(IuJKN>ag%E`N^*ZwGI*QP(jG?0xRQs zjZ>NrkV5gKnxK)i_sA4MLUJ2Wa5Q+R54>wg@5-241TAbu@UX<20mb`gPjwN<6}Uj1MMvKIUx1g>HA8 z^|PL7Lyt)taT41d&3&wA%4Y=ZICM2RPb-3jc|ta^Bea+GOdNXLfWmFy6E5&%-;2H% zojlsLf_*HNBegcEHK#fsca|c1s*2e^^P4-Hi#tmIG3ZABup53=Bc0~FE^(#OG$Wl4 zcpt`DN_!0dURW#9INEK`b<#WC&CYfDMoXlaJ+s8e74|bJ_~!_DjeSb+AF%V zTMnY22>=2@>HV))Lyj;;Lqj7&BNiUl;qYmwwTcS3BG{ihe}~T8Qkh`5gcs~O-3>3i zqC3QKxMrbCeUmvBn~a05WpT%KHzm@=>7T6a8Rch8bo4%jT!ShlhTat)Hg?+i&UiNX zG1RAF!Q=Q9phWDI;%pK^$L2V9_Y*t*=ss?}c~L71U*ec5k(&=K`xPGj>q z4`2x_Nfhjw&Y%JEDh8K0&%3GccoRy;u!QRK0c@LbvfH;V55v9M z{Px_jsvl;dQ`*78}V{3WRGmu!rsNpt7G8{zSfS) z^^iuJxjpLXS74I-GbNw)q;}@AGKjtVZw)N>BZx>(TVHb4ztYXA{GlqkPuXzNs&!V; zuX(yursTR!$@+U$RdkCo@VJ%ZtfEELb%Qb{Q0PM~;iP8DIt?cWuC7ul9<`!RE2>q& zV&-A%yVHt7RncWi$e{~gpit`fG{o#^1HWDi+)Ljy*}xN18jW*4ui*Dr=TXw0s~eQ4 zlyMbIV%ZQs%2KpWGo-6ks|7y#n$-Ze(vpi z&0RIg%V)bc$ykw>`yZuS3=et&db{nHRx#A$7^!;{UN57ZNMvUt& z6bMm5hio1yu0B0{c+b``RB;tbO!*pyN5pSFU=Ml_8N69R$+7#TRmE@9oZUy`q*=HU zgldYQnw8dg!{QFrY!#l!B=q?`xq|gJp9fyKeN1%c7t==R&eOonV0NF`Rs+#|6bAL> z3h2rS8cU`O#D6%;_B>FeY}op;=RH%ujba>;5VW9%jr|H{C$^iut8xd!`(x(YS`(KUbIJGtJZM3&~ z;3_PYL<#wbat~adWsneKZ&$mg2QJG}N${UVLVAMd90`TADvRz85eLgEs)JL)}pmqjf-jI<|$8>?PM*qBeVCn6itX}d|oN5F*FH4cw2(3rW}mj zbGC&3hGr$alf@yHh!txaW+_T}V!>J1Ur|%IBN6m!KH;!GnNi*9v|oG7NvqnYqfI-K*(yz{ z{wglJ^{j;XtjOUwY=YM!+U+g+&arj|uGgtUwSf67*5O!^u#(^4Hev=lQLBD14oz*1bbS=gdr~rw_$c*OrL`apK`Dm1V(Sr2k5FZ%F(ifin z`cU-JVQ72iIwZh5_ss5v0|S}9+?nr9g|E9Og-#|*$AX<*Mg7;18-n_06je4E;RnQV zW{Zasan0IQFElgP=WA+$b|h#y??ZTt)pcDZbZHJ2qqN)5D(^!J#*Fzw)p@-S7fD(I zx|4@+y|g@&Z19Q$XjK0zq&1z=NB*9#Ax4`pucu$Yi&HCtc#QDcJ;?DmOJsY40b6qs zlwko{IdpN##k7+fS2VVbk$-{GhVppE1)$0I5K$ytSDTW%IC0UnS=P_KFFs=TkI4;k z4j|ac;o7W3_2}2<$)?Az>^CMt{2xd34s71~)l4iSBgMIu!Ij&?4K0AN6@1XNz#NMY z^0r9rwnuZWRoiTh^ln4e0TQVeNFdDwrn0dd4ONWnbg!J~9HrW%vzmOiab)!^jL>%* z8&XfJVAegs2Z$ZO%~hp}8xE#D+e1o-_ItLq8;4lILr0>BwK?S!P_agCoMqY^I~*2R z-fW4+XRt|LJ`SkItt`K@Hf#pk!tavBnei9( zrX>PFIZCQvs^#?&?(r+=5Ov@el_$Gv8E<#19lb=wf`9ROJx&`-1nZ^Z_Plpkpw`si z=T4Qy5H@K0%$)5|XHOncqbp0~*!4q{Ig6h_wCb5)e7W@`H}k?Y9}kj*)t>@!Key+_Jn^f@L&gA!&C4rL#r(2l@KFE;Z?OTi)W33%^EaBKuWCTDa7B{BM}}3$cI=iR^oBF?*}0^_J?tOl=vcnJ9ED2-QAW} z3;3I9X?3WQ8#~>(6iL25+#$@{NosX;cZ~pMCLbk`Dnl&hCmEc++-%y30^9veK|_iHFn+$9Fh%?>q$m|w>0QHn1vkw0qGAIDwV;Mk7&Fx0WH%-%h2=*0mXmu2xR zW-kP`lPg z+Pl8t=iI$pZIu?qK~dB^)m#)c#;mBJ#+qYpQHtQSVy4ELVxH9ya|DTFrsjF()EI)4 z7(#@1JNNzE@AH1&dwt)Pb*;U3_Kxh>`@i;DzqS6qI{&_ZBVEIfSwf}Ww{k7bFMWadX8Oq6P37OskTIg;yRkL)$J-)9Fbkp2(E{^VtJf1qzxqjfaTriT_MnX>N6 zxN?u&+!!WwP24=oCPvKd!-aruZqH8riy*qv(Y2wsS<>fKHJ~CUcl|8!7(<5-Uj#qKZpwGhWGf_ym%Phe<yont4q2w<31m*Ln^Z{^q@!N>p^^M4&8dJtPK zRstNGbVJrXGV%iNSo^7*XTfxNg3ig3bT!>QV|H8Fj`p#XZcm({%_@CUTky|a^9eT~ zA=?D8$)Lxf?+>=s^pW$o)pY(xp~$fWf)~cex zX7Xa5kWxB;VR!*J?mfjJU@d=j6o0>o35eF9=W+h(-F9%=2faQJ~Ot*Nemj&~KX) z?N;&^PbWy`wDG|Kyws*<8b+4AhS5b2+9e5l56a>0nkBUcW_p zpuc3z_*AkGP|%unE9g-y0sS-3CoStq`%%^$U^8@V8;fu=0nUMqk3fTpGppfq z9d`ZKny)nzr21h{=e=3)v&f@pnam{EO;Q1$I0O=99e_Oh&&ov3khZAUz|b?%oPNT} zvUGdKMo8f7DbT7&$ivepLVM0p1AU|9+Q)orBc?`hXDN#?}~Mn zq+M{*bON(0lbjrnU7vN23`O=Y!j$D^;j#a0*qOq61{DJYgL{=@xWa8#xoZq(;91{S zQqb{!p(iVefawD%$X|4fTmgTNRqg^q)k^B~xUO9cVXbmny`DR3m*b9!_2GzG&9P9` zuo@n+aikPn#usDUnDak$&=F4M+QC5jPcr<%CgtU}XvneG3+aE9lLvHDo&v1jj%?{+ zd8{3CWTePOXLKGbFhARX`nU}I8^E#+`b7@h6AY1WtR@|2q*sqy(QWNx?J|^2mmR4J zroYI@uikaA3J~gXBCLSVuDG`+M&?R-SCt#|;k@kWF3%4DDiqWU{Lx{iV2ZujQ^@Le z92ysVnq7=ZSbr2)zMgdEq1BlDL;#N$DXCAo&a1aqXwlMbnV$!kVY=@~izl(JpNRys z7M_Z@tR8gZ`EQ2+&6)v*7mFKzb4n{B>EYi+2%1D(Lb7gQlhm~GgpQME1ZmF_&bmho zm3X<@xwx9N&9Nhcj`sUo&d%$CbgP}(RjEj}5+LI3X!ZIqRep8=5aN~Yr`i~MV7r*} z?oO?{-t#n5B)jHL)&4Nw=|RVe++1q`VD~usfFjtxhJ_`6b=;Ak`;&}`@K0}+A)n`y zb~Kc6w~gYrTt#x>`9>?~Pj zZpL=dO52D{`k@+uE{jc-3a5#}w9=VAVikUJ^}(}ZL?B&m|5^xO@pQyixb{ug?qOpk&;$>AwE8Le=r$st~GOpcwVW{PCPm<&3$u$R6 zOWhcNDLC;IV7@9Mc-^7dGsD(u^GQ*9uKM& z_bn((i}g{nY79n;@PfU>Ip$+GF1S?-e;%L}1MRgG-Ka~bR*8c8$<@57Nhm+7_`gq< zbz`jQO$#u)ZjNKZayRcJ>Gb@_=ePsnAj87B==ZRIfvu~c5jE~Vr6p$EgnP)6cmsQW z{M)`Lew}A?!}+oRoE^Yin3#o3nEq^qnKvG#5Sz-lDdIWt zUOCgb&|ZM2>&u$!3aF{*oMMKI?(ym`89=NL{w4AY0jqO%Qiq$>coZN9g+M2RMwCd8 z*&378Hq#0yr8Mz@8bzx!diGlbw`lj3jp^&~5lNpW366O%Yl9R}DO^|l40P35rfe6T zD%H@IzeyqJIh}yMi`=R&Z+6%N`hCWd!gQSpMaQGQeazph%K_yKOhiBpd(T zyLBVWB0IUl+v?*;#mIirzn1>f(r}q=qkkW?JI02~|EkOz@gyxE+ca*v?`}}+7=mAK zN{f+gB!5KOhv%M_=1lW@_K&(nBT*@yiObS387ISSx7{qAzdhocL2wl})(3{P-pMxn z?ydPzw|wMaZ*SyA4UAM{_gcOh;r7}`uCV`a1?+7MzCr-ZB*I>!BRhL(Bf&d+aU(03 zf2qh3dCXq$NcGm9%fA%m)}HZ*$0ndyHuv;LMmF}eZSQr_cUQr12K`_GZxdB3fA$%x8- zta^5&REjGO_&?RQ+vdOjUj^? zJAk6D|C<1X>vUiXl@uTh7aY5LXo<%EOC-?!Wy1scRJKwSzJ~g*PypS`_UeIH2bys& zzk}sQjWFzG{jENmNd4Nq69}&HzC(2QYkHa<+bABWS2Oy6^G)}6&>m~Y71jSkW%+)| zem1A@#ggMi=`YoKJoEpboYdignOK_VPZsFf(6yt#{%;?^l5Y%9RWPegZY|02{ffN} zK;YffpL&mr_e+u$1YV3{w9IYyU->!vvIXs*$9o+s3Qa#k;@Kphr3+BM92TEJQJyPrq0lI%T$q}Dc7Cya`ESy< z0gckzBc{^s9~RacdYog#Ty!h4^zqX@I}K9|3Z=ukuyOQlMxvIaeP5rK|8>+7J@_$11ljhS6*jr9ZONz0v z!d%?HmV;WBy_SU<%LXVITP*`M@oDWtK*5Y{c%K<7ez;}Wc8h1_H;h)fDdX_#wtE6A zzfD!CKo{$yUYkyo%OxVKN6#MW~ zVY=uvUFE{X6U$h|6ZO*HuQaaoh00S_3^Gmr5vMaZ2mNnl`X!F@rm5ZksfL-p^m4hm zb^c3buCM;Z3XsEi?Rb}^P4VqD_G(V1J-s*05!YOnhSn)Xx)~RuXJ3p#Ypo@T4)y;Z zO8$@DYS*^kF4LOv?LSAZ!vpOa#Sx$4NE35>aaDjC9%i|Q6C-O9ZLgeX&r2=GmlBV1 zTLFhlCQb~F3ov>0>xr56hS4^fEzjLI19V$QNi3Z82~&y3f;;90xa!yAJDewV_v|)z+%cbR zcXB}*$D@UhS(8X?^Q#x-tPCnGJADW=7Sy=0kv&C%-qoQuZYM z<417_TtMY|uLT5jLLk*+Rdmy7=#u?rj>it(btnw|^O}nz^H8?3x69>a;GMuXTJ29J z5nU}Whh}V=DC<9_S9Q5DJ8Hq3g&u3|dXBB;TN#8TwD)8SqE3QXS9wF0_+w_Ob`YOQ~}+;)FVl3jebsj#Rmo@sXD$0%Q4 zrD>;xJo1mJVYj3?9sR=ky4pvT4G!5s>7v_*e79|*c}IBID^VS?7>IPxAUa<{=vOfcFXHX<8ep3XZyrF>$$Hx zm-M=qtwx_JPFa~d8-83RZd|dJ2VIw??s|Hs^!{~ePP=M=n!Db(5-7iYjoFykBIx-_ z?GarD9yV+SDFS^w1{PChi?BLp_U>TstiUuc?28mHKj;-q5e!;ymj%8IdbKC1ls-}jWE2eD7y>~zef1DIn_U^Z5b0C$$#Jb0u7|^7_erU`k0j{7( z_^9G7(7?QfK(%>W(7{+1(LPN0h?2bKe%9neIi+Q2Uy4jHGxM*;S0L3EE56nQxd6#w1sPbigwoejmIb<(atCwb*JZ4v(sA#dOGT)q z^>>p#m-7%Gy8%fYLeMmu#G37nUmyeO4f@ob7Qff8AF)!=K>^nN_*T1XR?Y^_Rp!I% z$T{Z5YjB`{j6r72$`emNU*GLlvUg+-S!rz;Ltk;xcHz~LaZZxWDY#|?C z$kc)pzHZ67&ABCoB}_o+(A?z|qaTD&(U|aH^vtGk(1#_WqIV->TdsuVTL-G7v z+&%vp-*L1MYN|M`1#F#WwL75|6g8Do@^J^Q0)4@}COaYcBTvZ26C!*~yl9MJ@!k0; z6p&t~$jtbtR=m@<)7M}f;PdBVPtCagMA}f*YCTS;U*0Q#Sq6;9q@ET}9a{@ue14B* zUdR_wN`8cg(%I0nNqPi^>4x23?L4EF+!qd5E=G_H+VkhxmMGcO3-PQd?$lZOm?PHg zn(UhONhM}P!@%(ry(MnK$vR+HOOI3xJMzvYEr&Et=LYXU{G2kTa@ybQMyPPF8igHv znL1EC!N85N`fz&uD(iB>LbbEfJ&`FH)o!WA&ckI|-zg5}`K_(O3egvJM%f7$63f2T z6NHI#@iL{PhvOYp1YP$oAC_*(RGoBa;rVbs`!H~ReSX@3wN31pMSd=PFt4xW zq!=CiCVx2(`o5LA{H9Xk_jA0H19cpKuE8C>Z{cC`D{|2ymrI;MG8i? z*_r-IlOjo>g?r}hxT)y&4SD^dt5N9UlQHOzRhm8-SlZfpK@r%hk zZ`oADQo)HAY>95)xgg8CTvZ;uS8ke+CY2a9hUQnk!RX(*KXvKh=pX2)IW^cM(!(0vrp$2@%Y ze31^>XTL(?bVWxnG=tZgxQ@NoTW`H(^z&KlvbcOsuQ1f38mPpy)~XC~dPT5OT57hu z>SEltDG@5Lu)+;zk)9hW3{B}k_gN#w35BzG&w#6JhDiUz((6GPWvAr<8 zi?+9%f|{F+OsYOK4h^0D>mC22%zHYKENmsvr#xu$jJv5iBe+ry;fuXRN4Ii-|N1iljq)~iJb(;@`8*bc zJ1cXmv^0HZcC3y#-?c&Wxr~{<_S%&A(lunHGL(~;nbbQ8PcLTKDv3ar^Rfv^e-aI{ z^OhY_eps(J35_hKPgx3#`|G)s+>p9XciSE4B3Jhnl1j|s;#tny?>pOC)k4loX`xaP zazi$%6uaaLV-z||bZm4U<%P!&hAdRe3#GK=h742%of{e=kEyK9AbxkXhTu+P5DDkw zhCKyA9^|fbZODbzlA4Qz+%50PuBEANzam-lHCW2@lUo;Cn!=0fM=IaLF6`UH_Y=Ha zH1BE^Mm@TCIIeqlFtu#6l~F+x!a`D+K%#vHVjMae@}a+)9XjJ)w#LPrlCh_TddeZB zSTa1ov16H!02AV3Q(%@4!!aH<-s2?m)E42a6l5+)wD5mcuGjleU-KxAwP31~Nn$sd zF5jDb_p{DfBGEGO!qO1!-R`OOOj@YGr=mw1@}M6d zas#)(`PY}N+tkZv%UEZXC}D}^vK_Umremh*vT3?`xEiWa9f3i6`7{2(6OyvvGG!by zwObVL__jwr-qtSyuw!Y}S|+WMX6j9Ow%6g{zACDMpEJn^);ZQgA%bq<0&=0LVxqqE zt?bd3R0UBmbDE|HhHLdk%07hZU#NTfjKVq^vvvsZU$VbA8)rM!jt_0E!=rHbS7GUL zwlPaEii<2oVwaV{oR&7!lyJ12CVB$qYk{OGgcKH)DF!Jrwd8*`rz(iVt@+}!`xN!H z1gak1MWo=F$XxA z#W%pPSW>QZ6(7|$JSXDX`<1s7XbYWLYZYx@U&$crX!9Gje{5#0d*%VhqP@yCh+w?r z*7tb7d7h7#u~~4*!=PSpJ&+G~B5pkh-7@A}>=NNTvtD=|=JtVSW?yxLm;ay`i30ao z8OZu32+wb^dFeLVE-8i16FRal-o`y1 zrd=SkIE0*0n+r8&wkloWaeVvR=U1EW6zb$^8@^m9wIPf8?KoV&_1rIZj<6sfdZ2pn zHsc{3zQgvwWQY{aU|nncc8CzokjpDwBUhS!o38#(+pxOyNm@L@_R4r@TASbtA%6L_ zxw=yJfk7hOpH>WR8&s3-NsBMDyZh4&9+|+D_dyAV788iLvCm%HN6OXJMpT7BI6?9vC)=3Qh4z! z)xeW2^L(ULKxMaB<)pBCFPpxAsPs}!drBdn=yh`ZoQkcDOxb58q%BCR1bQ+;KEBo3 zsUtTrt$XQlfmJ+i-y@**22q$0Ka~-S( zuf!muufAj8(K7H#^Ne3|fSZMu5@}~C7qye*+?tg#+6yS5q=+=_U&VUQar2ms_4-{e zsh<@=-AW}7vt9EsMtpeZ@!#|Pm11zG514H=oQs6ZD_;cdobc_v5nmqLd*pGpDIKIS zo)$^Hiq(n^F2qRPC zd7@s9EFnNU5c?2xK8`g5-DIQR$ojENNv!C6H|=VdXKEcg?V7mttb_(3oua0zk-0#z zj8_*6nKUWU@spnzT0PDl4;k=wnjGD4OP4E@LW(cI#$mppzeu}e@wyl;s3W8#@lobE ztlH~o;2H%IiYCI1mx^%F2bo;CkDtdimzzk&F@I-j5q88$2R~lbjXX%2^7u~0$jajk z-u`2U4_X;4wvm(~A?!o%6Hvy2+>f5}RbBU19>IT--Dly1n$<=TO1#^xt_2L*UA>~5 zpc2ez@8QbQ;*1L@b&Q(rWbh%fU6j)jt6UOb<32353{9Xs;;|`qNZ;L@3hF-Jlj0BY zQTDKbDXfm7iII=Cp%yOEhfgQKCwCFy=6Z7`N%Q^yOT0^uf&PJLKpj>fssXb!={m@k%vv+o-P`hb?KLWGyyGTU}-yjrZ6 zhmJn12)!`uIXg+W_Ntm78l715yFzqr0ReAY$Pp^ZBBsK&jd%w?hpY&NLs<~C+ z6r^&8pJ$ITu@%Wd3|-%TmfU~+vts&bvSyWY7(#odpQQ>UBgH@AZ<=UsISE!!{%%d< zkz_Xh<;|LoS;v?6hB5B@^ARkZj@j#Cf)H#NX^>?qZ&`WwXQl^v*(3D+cHsJ=!iVI> zzBl|n)(oE-^@_a5OE;&G&TCr}{Ue^qE~^bnQZ|D-!2^waLAMaJQu9|jVXy!k*RY); zt&A}AY$#L4qcDQb<68|Jda*d_;*}lZ%mqEI&a`Nmr@sQmkn?CRaj5`&OrX3{o*{su z{1YZ?@7AtW1SQ5(&v?x@NScoY9h;@^ePm6>A)d$GXI`2LO+V$>X9$Fv>p>Q5Tx1US zi^hq694+%(>XTO$5zV&qw8=KliZe`mJK}I$=dk@-oLf6D2k#V9o2g%>S&(DruT_da zbWACabQJ7YJN*o7$h&W3i)2-oc|Ry^k?g8Kgs7U?iDc7tB0~749Kr6Ga7i@TDvY3p z%};z1n-cCm%oRs;cS?DT)IO{4g)N!81&}*OKn2kixr_Hn6E#ovW82-Grf3rvD&n&f z=Td4^Ti{KSjg94nI>W$-cORR3ZR=mhDJXcj^Z1kl-O7sj7GomCn*Ew-?8~qHvGmtr zj-kHbpG^dh5T$KUx5Wk@@(lS;eXV=N^pWld`brI{>5I^r_$1;iy%s&^78633F*`j_ z>q}cUrF!M$ z{>C{9PgBTn$e{C4BJ;A$8B$i2L+5~^PN9aM&*_2?{>mIzG`#golsqu|TXeK{Lqz_m?G zmNOUKXqd{kEP2a@F_9Q5kXS6$_c1J79NzCYE2!i7_#>mxkwWf)Aqf=@wuRoa zXXsP%!1Dw2k^)mam;$Uw@PJr?!tNNwg1#|i^47lOB_=uD3sVt^ajt`uh?g{O4K{yd zs1mZ9QbnL*wbK%JL`5ytN?;lJyf(R8#Nv#pXz>*uA2H9z*+r*5;V=gK)>tJeZw^!kN|iOLhcwx55Di+OY*E`iVCYxcZyZXyxWJC+-OCC zWE>rux4nHPYLV@q((dh9CB}uM7_O8j$0L3zT6&ghPN)p`7|BC-h~JO%I8fSrx5GJKN=sl;BetK4D5FGk4p6IPL zry)I>lNC^e%~dZf%VVmO_i+V;|fG=d` zTjRH7lNkI0=Bkw7pc0X?t^I1RX|?35n#7{7C*V=bKJng@pIsjDgvO&@nMRY5Lju1L zUUmekUKK_L2kK_WG^Ab>m-?M%$tbK6?UuQHv-^yPIO=QVS9F;ZLGAKoRa6w`T5$1n zMc?^dTKv$CiJf!$MX2>56S3;bK|dj+`19=Q^q~apKl_ywuiv zSr)ij4@Ss0@}ENL{J$uki#wV#MG*91O9wR&}J>b?k=U8S3n<;3PQ%wB6eXGZ$)lvtb@HT(j zzE^iA_I1bx$)FU6*w%RCku7_wo9OthgxD`RR{i#``dM{> z`9sJ!S?frpb!Vc_N&Uh@p&_3J3y*x%bjxqwHt6s?JPVJyeXap!^9*aF6*bJTJ5w^? z6LU?}YD-8dSf;N+*>3Nu4hot1j@R+0{%#0BGl5n0w#(GaOS)da7VO8l+GY691NY(J z5LF`of_2Y*$7r~_HBc+t1Q#L(h4K}>RT_P(l|0#x)HM9bRn_3+Syj%x>fUeK=)ro*aWm_P9r`!Td8>`Tpj0bN)zQzije(UB009V1P6k%6mziI581M`j3I{LpFBcD5U+n4 zf57sKiwClD(4~rCq|^l1?d)@$e)#DnfqWbi9p4nx=M&YptF(cbi_W8(lz5H?_aSIz z>W@T35!8YhF0vdf<*-CRzx1$>&t#mrh7+wszr*vwh>SJYVXvXNAQci6u)D)mh8J=k zvNly64|i6?QnKVpswr)k<9{447qmM`xNlHCNe&!W)kE1%QZIw#A9B^n^VX>dUeM2U z^cKXMsvkw`ya&e{1Rnno4~$ZU3rlA_jLu3+M&|aTdIpv}pO|e&se05{t2V5i2Hno1>e>xU2pyzE#>XRF107kKe`j`!9j$ZsYX8VH zwIk|4%zLmaEk|6pAuq$6h2^I&-y6cr{bd4Bt+S}WtJ$Jg;OG(hJnr64$$PcBk)~=t zj`b8ig(yt<1`a9#$zYOUrCOtoacyzBttI|pa-}LNZU(xj z0ht+gj0e_W0nZFOt&ZHtN%mxO_GIbhup9@_)E%g~=OYimy~>27wI933l>h)@_Z4&` z{%+u1^9}LqL*s63W=&IgaK?MAMpuP(K@^j}hclI@>X6Faqa{gyX+qMrT8?>Q8vEAN zu6fXNPPgq#%wrpEGkcGtCu<|Bq-x{6f$JgL!*Z zebHrMimgZYVdcsL-%PZ*WH0|C+TC?`JFdT~ADQcjB^q9V4Nh0M!57G#_&e($4|@^h zrP^uS&{7wBU6?1OT2co=%?b2Vq2hsoe}hu@Wx$o~Q0Z5guc8OlA z;frm9up0431?pO--v!13o}<$^f?8`Z#NOV?`diu0nfKmW0&2c9IVu}@*|gs`aB%~B zEf-1daCX~+?n|{fTWHmuI+cE~r;31ClyQkc39zE3a%vyN#kK|gWeK%xK1}m0s@UUt zw7lUD?1c>OKaY3pw_~Um6pYF};PAjkXOdh0LoMbEGFTAmX zg+)Y1*|cC$1Uj8^^^g^gYdcP^)Q{S_C%AOvxuYt~kv&s(WI1S!uK!XnpWl3P>EI}` z;PluU=ap3{r!$koRiVYc=^td^$uFgy`PldwuNWtE^nNsB5w$hab)tb=Wp3E7RQXmX zBJ%u-2kpUBLP4AI#NufC)E013BjHrm+yd8I=MCUB*(e9yNCMrVyV71Rle8REu+v~| z206oBH6otJ%-GBs0@sPYNro7J;Mtk#`_zM+-Er`$cU(&g6mdmZW4CCy$KLbAz(urn z)VxgBg^JUo;xN>VkY-E}W6v67-i1Lp&8owl?QMz*_r{0U8%^V)l+~#W)#|9KawTu5 zM_D7QAW!Y5Jt}0AnPWmsy*(fmJ=B8iXk7so1>+TaiH}SD^`OXavu{{A8*K)<%nmu> zm+8BSXNgr*L3VNA$1xGX_{s}U&IJmY{LZspzl2be(5yDIN{5Uj`uOF7 zA0eOitg;5pD*dZ8LKMUvS|S?7OTg29PveaJp*U|BEzXn9j%<%Jl7lNb3^;hm3Q z#qNo_i}w~as*-!V{V2go-P#oB4_s36a_ka6{xUH4^tt(vBjA6%x`DeX&`bm&+qd0q zzm}WbZRIz z{-3Z~?aC$P6CVGaBFEOA%vhh~L=Vx4;mV`RfpjUmS}U>BxNnQ4+8a};UmFwfVb6r0 z`Lnez<+JUc9}MuFMuy3CcKfLcoPiF5WS-E)hTT@4l7Ag4BmT70SINhgYgDhGCN7eT zjqC7j6CHIJg@cVU6|M8sXxx<0;WGWId7Oo*skUrNX4F>G*iy5({Rc!Oc)iI4^QP<< zs@v~gAbvSHCCsXB>?hsDLiDgs16c|o=UBkrk&Tu7+_b;%$M;w;XGr$TMK1&Z2T$y> zlP{&#)o?_4pkbF(`&VxXGb0PcHM*2AcMW^q!9fwO(%Sl9v}90gr8Z3`f?M7^hwdyX z(s<(JKCFyzK#A$ey7HgA<+(6cLbifAg8BX_ztJOaudm5LS}6G{`LSUK-s}&YV}GZb zqvlYkkF}ti%g;Rh_f}pXtd6wcXFoSK);5a3e{C(uV92scEdGZ)UWS}qF27*W|3d$8p^g_r`hCW<9e^->WifR%pp? z{u7f15&n8lsx&5hTAbA%RMo$p$ivpA_SCEy>C;$WqIAXKJ1IPp7=5ZGDE4&zO<)B|>4|u35oZ$J{p)uMU5i;R`8U=oo=LWj~9O_4I!EJ>kbY1m>tW#}O2^1LZsPr=RdRUmgA$ojoh1EnEKfNaYGo$M6_w5in!v8^7;ZpKDX!^{!sD zy>W%v8W%u^d=Ow(iMhnQIvaoLi0W`RXr-SfGZ3i!d5}ouwjK7`u*+Ql6K-+pFSR~C z8kZhpdJwHX5ShvjUbDDk(jUBXnfN1HmL7 zG@O&tY%Q|QeI`VQmXSGg?4FTru%PdlE!mBFE4vapGq6zGf1N-5^Qyn}hh$)gsz>V* zgrg;XMcz5_8tkYS!6O1X{a9DcGCzZuC$`QL`3>5eOnkYb?t5jp_?ocAjTD68DE(&> zA_;C?i)MQA`725u`}`F_1<)Wm=|rqukE9b2A9)w#)HDsdA7H2es3)o?&{pNvYDQK7 zr)~pq&wcg)C(y^gE67+1G>O7o@z`+NpjcHle1B-G_^h8^P%NV+S^T;C9A|1XT-~YOYk$!eBwz^v^1}W;uHeUbCj-GzJ-n zAK@U}%z#KUm=^B2E45#=Mf+xw(#ZDEY}ZlnV|^;08Cx#92ygeW#{-l#w+|n3%vSpC?p`}KbsCTpAsBpzYOn5+8q=PoZ z#OrzFC_hD8Z7^lvg02+<4bobyYHY->spXgN#o^-4`N+bsVyg(Jj+usok`t25>}dz*I#{^OUc3C9M^gG$hh`6^Jjxk;0(>ua=BIIe z=tt~3AmlSqO0;(~V@I6+(7gURve~6G7y(OFg?=(4C*D&ff(QXie9v;2G9D5sb%3B) zO)+XT@PW?qu`ZOgL1)|)NFak76BcP@$sfv+pZqx8z9oU#2H3Z9Q}5j%S?*;@+2VI> zxB=sQW1c0YUqI!WNmqrDxLyPvB2Ro#(gr2p95ybZNXubTvbSbM6rbnJRXETEJEkj3d`P zgbkP4Je$*#A4@3^m@&<7l~nmf7ANx4G8XR+-=XdHqpfSB^`@smyGQiKQ(MED1v_(C z4=oj?rZf=AnK;wuAMdUvhTw&AZSTBUDtJ8vumi>{qIf-;;)zu|(DyMCfaluCpOixD z$Nt!xt^ID0l1oodrMfsioA{yqE{Ov&?L;5AaY^X|k&8Lh8XY~$_C3=Y6OqLt+nU_&05^EEJktQYLH)qsaLO*b+{V!P}bNQmCXHS+-7d{Z!z9P%pF=byLTSs zGCBWhUjaF?pQ%Q&hop%g40hBfMKXGzly7|FI4Uz>bY|bDMVDv93N6LIt$Y_{+}U*L zua-8f-l;2Ts5HmOmkB}WMz$TNsP#TPMbZ+NqJuno^jly>X@I^k1H3R*?-KX2@b%xkv#-t^KOU7q?G68Qao5T*e@19Np?*9Awq6 zA0_qU4cn&GGr{$yp?OtC;S(=^)FZgDuy+MN3J-HaSyU$-2X4|DFwvJ=M$vgN$=t&l zL!^a$q=oG@1%yi{;K3;bh*v+nkS6z;Dy}F*w@m6TqBifo4jKlOWQ5^v&=Pe-u*w|F z$NcJYIXF-{`I!rOXB9Vv`2!t-E@Z&lyjf7GECiipD#{tMpHu;xz-%-mD`4qLy0>YZ z3#Jw)rL@oSx>f-Ty)Y5t?Z7esc?rAxsOj}u$*TRazHz7wVt;HZKc${XJqZm)7pY}X zE_D2*01?u9vl0DrF$b&(Nfyn%jBwgan=}l@qr)iCyWdEnaz*+{h~Ore?K3nX1tJM ztdEhxKP7ndiQ{)E&@hc*yjuIp*F~L{Y=YZ1wL4JmfnzAThq!pvygZhyxZ>2(HfpcQ z7)o#prKd$pIlLo&E8C9GDaxuexAcHMUM8SFY`ykeqS%?;w2nk@==n(cur{(H<%UoJDgxy7SS-`@in_$ENLH<3hBAeL@0hCrwsZ zs>b||#e&QWcIZ!utntAf&=&-jrD*Yk__e@+K~CXJPdUahTKQw`PScccRhX)I7;WK`<9(Rof>4;K z_-)7G{*9%x(t*g9$^I&ff*oo`&n40G)n4o(>j`Lf^W{o2r^}VMv$dG`uWaDlBUL%( z3ZX&QO#3C5nf~fhYct$_;nAN*Ua<_obB)5xAL_5tO_O>MIPqj7gkjcW^oN?USOw#m5krs02 z%j)}TE_SOtD>yodCHqk!t9_xBT_G#Xzhz}psC_UL{xsdfIJ10xYbn>M0!X@R3F(Z*f_cutcvd42ecza-!D zFL{(9zX~BQl8DhbSmU*Vj2A|;V(2FbT|HZH)ita18f1+g_IU&wot($lIR#QfUNVB8PM85&3y)R=eebAAhgm0$RV13>p7D zuZDKHbaSSCVz7vK9zX|{Ib^;n%*x|Iz26CG9nbspvks62RYn{P2P>K+^z_lmG*6SY z#5deO;crs20l%J%a`nvh(!f7GXcjz=)-EiUrRuE74S`$|j#OXE~@=53l1LZ3^ zM>=oFBHYF`Aep%_ORHydTbj7rGI4D`Z6?ab@#t{p*}}#3Kme9LZG%nq5(8$OlLxI_ zQL;X3{7hA4>)4$3zWZF69-Ol4u`AhlKUw@^lqB~(TI93(^`)Yf((SKdAa0*ua?NiI z>eekbM2eko$nv1PI~0+R_UXS6%#OCHN}X`$91!k9q@(WMKS)pG<}E$=YbBC~01)OHY^p=J> zPW;~e(%_DKhhS!Tyi{t`QiQ{G^MLfQ)rZLezuBEF`2`S}W+XO;&FP^|7><+fOeajm zA%akNpVMRq8J$ycQ<20+>|`Y^9a*~G0&)~`A_&E~D4cfn%Z0POGfC!77RW>N|Dx(o zz}d>fK7RO_=}c8yYAITZ+G`(ch6t^F-)mor+DU3n5ljcQRqbnp+Jd5LjaZ_isGW#f z6B%mXV&7u%tIp_TD`~H5uzsw26GeQIdLH}W(a|FaKI1m|! zo zJ|dpM-!ToO$Hfv|dytKqT|W8MJq|cX+q;}jP04dF&&Co3`}N@V4uLm^L(_Y$;$d4U z!69svtz7;h^eWZuL3^QPyMtxBxn;YCW&2ahc3#VfO>w81=X?Ih_3muDj`}G*Z!ZqM zu=m_GT06gA;AZ7RE-N&lqxVCaWj^z6KpH23>rwZ`iYgymHz%0r(5iqsE9+#k8GCD3 zp*G@Z#9egqJ)clujdZY~@~>ovtrXn=uk>-UB=17@!Xsz+VCd-2Zp!tyVY4m1#Qd9~ zsQFjar*x){L$LSMs+1#~isK5ez+ zvbK-RI3=CF>IF;3p2Q9enr9QviSq04AAm*d>g&E~tzWO0uJ z`-NafvC+4n&o9<4+l>&uNEwoGEIp8iKA7gZICfa%=x>0lB1>)WRx{iXjb2*;dk2Ij zk6yQ}OEuj#<~b=ZZm}PX-P#six}L84C2o?I)Y75s_l^Av_%AdEs5UfCHks-BU&kdn zVuZ3c!-y9$Y;;7Cm(+tVA`<@O5a)QV>2H_6qWoXUn6YO!2YY&BQ#bImoH%fcf@Da^ znMqeDm+Lu}6VNMo0m=zLLANIdfC|U7sZoZls6Zg!lrriv>@qY(0<8vL=NT1{>D&^9 zAz%-t!G6@Gxev97(u5vH%6|Brv6(#fZ<`Jx(TY_{vI|O-m*RF-U=cw`0yqTF*y1M6 zzDZNDO};=o!~%T_QvWk>x7}FJi6HJu2Lah$uA#}1&yZE>lr>m;ionFhJPO>XNzZ=v z@Ev{9#hf-r=q7_;m+76_sW$6)nT6iS*B#Cg_0CEGphO)3VZ|G>Jf6>(lWa?6)m>CU zrIQjLqsJr)wNx;-b>6!fD&~nm6{oysbug7B&Wk$^wUOb_B9Ds{2L#E;Ic zJcEZrmm+1Bm$UQ=G~(xZ zZ)Q*$+ty6RKmR^Vfz@bDHKhbRMIRx^^tU=;L0lo6?!_8;uc+a0zc$Gv%%mW1lA+by zm5`_kn&V@O0Y-hB*T*>KHYmv}V0_lyEi+&|;h?zAb7*XR?Dlh9gPVjY*;ChQj#onn zN=X*HE+Qxv6Zv@ew_ZA%q3-k#UOq+_)-LDdWn(*qw1h?$Q`cIX>$43HH%_|cyArL6rwZ=5hSoRp`Fr*mwy3dyMrST>e?JJ9 z(e4;sn&+s>a}2zFWQ1^Z{2P_Xmcu2mB8<|buy}r2nR*uys1{2R)5^}TcMxQ!bxK4F z?}aFDXTOaIR0Z0j{$bdRH-U-wqHDFX^}JjAmWSWX0QD6q(m4uFc#6mIa&#JEnWH|3$CqUT>OC<=)Tje^Fq%2So7y#&`)WARwX} zzV({9@@HIETsYtpm)DEYY-EBITbt4AhZR5LUd7>JvX^5mHD3z`e@CXAJ>5*5a?|*6 zgL6%J962xOc{?IWh{xg6%Qsub&d0dg@523tI>$pL7UdKE(zX)^Bti#Uv-141l!BZX z{7x7rWjljBHv?2yy=LyrJ)&&ihiw9(1k?thF*O@13h->j0gOkR5h&1OEr4W~NaU%9xp(bj#8EiRcMmuE?H2_F&oFmoy-teTb!!fOnT6U+ zFLbR?)A!H1zmACW33?g}5=%=GC%S^6_od{B<^(V%R>`JFx#$KK)gG|-+BEdAA8Zx(L+I=ua#!8qd!by z_O)Q$^Vqttjo@gY2p4fUaAoZSPyhpWO2{L^1T7$ecn+(3$Oz&qhDni&ZXU6+Gus%) ztkBimQ=g8qO`R1`*1Pv(!_AKL4vlQ89&TxUXlW2X%D3efO?vkk$vCO*mB^52Wr`kE zbXjcUUEw_emEnO#zs+kG3=IA)DQydYOcG$4dr3zw4Gzr@XFz;yasJH)PBODF%`oy^ zBSgj}Ah2}Z@Qak$foW2QJz%;!G_D_!0R~HfDL1@-7aZ?sNv+cPRLyd#8QSM7UAvH* zujzmdyHB2CUde3J0{v{Mv3A2z6h#~}$g`G%u1CG~&TRCw3TXU^^QTp+*jd;(av7pP zcxW60KyO6$y2g9Z?WZ7Fri0DveZl;G)3>aR2Uo~SK+w|BzUwy2saxRa2wLA13@0W0 zK7Mj=l2R>r@^S<)L7y zFqN-vC&hqeoa{rnr^`s5%NMG)%m1U6c#fwEB3Ral)^G?VSFi{+?kOb zRS}ZEU^p;S^6DxW;EoCulz4skfFB_rA@x--CM`W=Ub&GixEUJUyhHqO5f=#Jp(lSo zNMa3HGnyIoVrSrCC5r=}HI|`VwMi8O6)#J*@UK_J&a{aD4Y#ZUf5XAE@$T)n?S;=L zmj*`&($*G~HnYR~3q6>tN0#~W2g^js|};liP+O54xE9%t?( zk!)ecf6^4+Af=S87SA~w$OoCp+K3HtwC(r46$5mBMioqh1S3fsVT;A2OeoTL7X;DvVJ91% zsbH^;+64x2aSKV`3eJ3@;^A6&_O(YYB%Z&&IH~sKk?fVW{46Uwxb&Rmzlx+dZqk@O zO#7Z_Z!yO{EuX`$Qc3qF9wY42>P;8`;i6=mER^VT4W5=Z+|iM%Wa0LCD0EV)43z5R zZ~@j%>wj7)(jU7sJAs|Ro~Pu`UXOep(%k9&=WoBywvWV^X~MeuJJ9H}H-;XJ&IWOx ze|ARG+M~pOycqn`YSiFt#AdMH7o7}!a(&!e5Y=({;^+GrLM7yYIn=|`jMIMcGIZ|e z0-8r#k7)u6o-dt$Vl&z{%y-36Jjsi=*`dgHkI97vrlF+4pv6x zVBNz^qx9Kdp-!Fk%;Xd9JaNG+kfKaEm{{faX9*xDSxv^07l^#DmHYqyq4aZpyXf6L z9$$7~{|yf4PDWjW)+!aqePG2NuwwEl#$YJcDj_hD;p9wnBv*XDc%%eqfjubFnbwI5 zQN4rF7~)Xu_7@3^r%1#-0;*Ac>l`<7!V_+)e{vWdRm#XlBxEDh=UE2zlzXU7bW--RnfB$wiTne+<6MQ7{bpKd=2C!K);)YQQfNh^M?Ddl&Yik-jy>jM zbUG4=DA68>OV7yvK3CQvK%{!? zC5w~h9E#N9%zmm*hMA0s+$(HA_4)IC4DLQCp5-JK(4k=xr>+l@@mTAI!6NbPGD>W-}&~xW$6`*@T!c=etWVe^aKoR4I~SZX2OyUwpG!dYnl{lwS`| zZOnG7e&Lz>H!+BZG!LU4JO38)5?lpKVe79CS3AKwf=N6_cU!-=!78|tj%l%XWeYaJ znyb$G5@HQKw`|`f^~70)aE=5P!d|AB)ch%6{>~Mr5*90K!@`$N84%nuKydl#$M>8= zohTE&(-59&JnLmRp3K(KPN}oFg^H0R%q{b^7G>YqPUr#bV0OM_y*HnI&g*!7Tnv-^ zIZQz&>lfF!Hkth;9S`?4{$E4n`kZ7qwM?t?a4ma|UlOC^5PGI38MzL?<sM~+yZ`#+vEi7}5;u_$J4q0Ov_HwpPj)_-g^In73Irn8xc z7a(r3Il9!rAv>2^XCp2#9)c?okwAy}2lgFz_TCTah@8_;5gGaPiwA4|Gnc}}{E$&X z$7&%!c+WAw57#UX>9O4$0`pIbvQo_ge{5#HAcVZMH(FA;K3=<#MrU0r^%PVa$v&a> z3B#pVtIfB!9HEcjF^)0pV+}HM-a8fi_&ej@c4zrtw-r`l36#cm&wOmM670Tb#-aVp z9ttWc)8Lyrm*;bjuN0d{X?7@jYYRyAYv*=`s)-mU*b`imRW*dzZg}v7N2x185EskP zzm6f;uo~g25Z8_n$DNHvSZ4loh6J)Xw#+*1>eX9BD zOhPw1ECFE)TC#IeVMqd`qrKP03vty(jus!nlaKyhdTSU^Ct+88 zhYi`)6Y;8!+ir^nO)FlZDq$8_I+(E6z5IX}8>_V};={dA8?Uiq|el ziuMRlJss)Zw;>={7qp@uH%;XU)_9KR1$zC0nJl7RCZ7*od+E#j66u{pv7y^u%EQ{S z+VIAUGjH$oW;E)rmSK7U$*4!|!E&CK>GHCkYU#&mNPR9+ih#mNi!%Gz-?tWK9UHTW zubpQB{5%56(pu{0c%{T9eMArRO#g%XE_8HoJ@9)^s%KjQp%M??)V(KpGtg!P;K>W6n!%0$j^arPE%Jf!4h+ zb@p_ItnUVi(~WWM)+e_xYH@1p8m&F>lW=#^qJLytf6dEI?7{!tJH!C;W>35ex(H@z zJ)Lin+aFhMX#zx;wREocO4k{hKOh6cHu%KFLd(}zk{#~M8U4T#Wnt_(+f7vlZL^K& z%awk?@?a0f*jbf{tD@r)uyWoQz*lYbq_rwd%oS~w(9Ro)xu7#YL$JCJA6>2Oa?g~V z2(fEx@Z9O?WbtkHDF4YY*x)A<6Jbxz!a9=Iqgi>5lP&t>2oDjv56xlZ_?NP>3pB4V5tD;9w)Hr9x z&WAu6U%2te%#{0pBYKNwJ7kRT?wxQk)&JV(wy&{m)GYhNWZxPuZ+8{uSqI&QuQ4oY zQn>LXWGf%rLi!H5&7m{@sP!H4ww+Yb&prjxSX|ioFEYfeASMEU|DItQ>D(H8OCUb8z361u zPjm9yf6e&J9oGH#9?cIqa;M~1nv$$P&Ug8FKDyf8)rwVGCFb-ijLpgFx@Qgsui7<*uprl0|T4sm3G<&r2bm3ToJuS0? zdk~+c?o5O|6~ErI83`8>hmLkwB-5K0^}|J0NAy3*cyA7UR}5$xxm)9&9OwCNtjiZ@ z)S2;QJ|Cr5NgezsL&LnR;$VHWbtH3iFT)PY50Gxuasq{ zm`Cw?K7$B-)i+G~Ui&H6H1<^hd-3h0hl-NQg&Z;@#FWa}Na*_t%$PoVmL4-SEE-DG zyjmMJFrf9;i*S#rXkeePrrW5#88obuVTLNS=9x;BUBA@EIOg0QZy^VC#sGp?Bs&*S zp^2ghlCgIMw?oE*0|b{g1WHGRGGxaU-8CNpUKCk>dPd6RsTMXi<@!0Q$4%vpoh!CF zIQ9wHI08e}L(a=u$tweOG3siV+7WTTv)U=}P?4EzfU{)=Af%O6yA1X`TX(sVhPQY; zQT_6*;bK@>B5o2tuIT+BLPz9mGy1h_vgV{UcFp4@>iKQF0ewL?tW@hqNX$jHqv9Tl zJ;(qu!4~+q>=htlqkndXf^Kv=v^~`CZVEOzh}`DZ7~!> z?eYh`z1E54pvu8b(_$SR!+mMtPLQC>-c*>81fiJo{`LnC8V&H1*=Klqt9ySe1mCK% z{@|F;o3#kWL?yVDT9zmm8b_VKg?cam87ze!SFWmo(1=T%GqBn;h=|#Es)OM~P^cvn zFxSZy%MzyM16b{Rf&&%+UR&=Aj7D9Aymixc5OkHBi)I=uov1hfr4tejcPMyYY8hJc zC~?Fqlw9_H%o^;?iRP%kTU;1C`G?|pWraYuC`m83I5XHnSW%Qokf{A5^PlBW*p;26 z-1?}77bChQge}g|^&DN4ooTLm1Kgx79`+*r_>MlM&5|9>kq2o!h3=tjw!Sclrw!fp z8NZ>|I3Mg4k4=4B!@w8jt+C^Hv2O;X`4N;#wHC%;BDX+NeJPVu z!qmr?4P5tigw0fn-pu_AKKZr&_i)vt#js#k0(}!>Ui@g=Cw&=p#P&rTrLVGPi&xdd z@t|Z0$2>_rdQDw5A^JEShdqs_G=(wZ0#tRrwjHVquVRo1Y|;8BTC`OVyr8Gj4`W+J z1K?gSo_53^=4)Hc&M1y$s#4d++?8W)FUZh#NQpWnq^ z1V&^s>^#Rc`pqFMbuf<3INH69ZDU(Uo0b|z#po6eUH0_+jr{z6xu{G-;6RC^i`YfLmb+~ zKfxKHCAXLLAa$<=`fGn*5alFMZtejj1In&rl7G{7pVQ^CP@3^xc_by)GmGd<-=`>UjRCjK0Y^x81PdM|PLSZLrc;w-V7js(y z`9^E9pr=)Kp4F+~q*AJyN1-aD{&xe|u7_+6#ARMRDi07R)kB<%tJaoLXC*BDGYz2- z>kd{<)ro`fgTHcZJ-O)C-cABy7t1wu02phN1l{*Wx<+V`t$YvkB5&Y9v^q++Aec%rwoRej->k+WHeN$LQke?4P=(; z3o{@V>I8amz@zDa#N#s_-q0K`?(dwKKh1loi;sS_36y0gtL_OR%v50{^FZds?~)dV zW>-JHZ8FPeqnZ69ds=s1(!p0yZ@@EOm8`#_s;3Mm-GoHzi>c$N~9__E0UTUwWp5 zxb$^?90?$~Ub{mgitUXioiv2AGYSKj@0DKkqi0p2K|%+h&O1SBr}Eij{q28ain*Sz zwaZGgBi5siFZJxQ3%~3Pd0a&$QUj%32#Aqq`)v;r9Md>w9wc z1SH=%XZbzzBFG0$z!Qvf!9-OyxoZ416M0QX?S!A038Jlam@uJB;O{Ix;6p_6m{)~{ zXe~Q;8Kk+}7XtZj0#Zc(1EevkVGLTa{H9t9kJyHYA{9*AR#$(wySqbRLY8C^^E@*!- z$R6l!wok(38J#0OlrGG~1MqGG)sT6Qv%+))09WQ4t)wQsjm7KQkEf*J*408tfaA^h z=W%4zMaQJ@Vq26XmVKf&Xrsrbu>w$B1U(7K9qBk88lX!GTZZmM1@AB&EBFVi&39+_{7O~!9=6q9R>ka!1#}(0 zv4|rtI!7o_#Jt=8faD!H-WL)0p}X4lIUo%zN1maC*KpV2pE zFmC}pvE)`fg`-BKN}4zOc~7vo;_r-;e9lD>^XmMFcyBe@J=uhWZJQ;Vnzaeulam-( zXQTTy_W%3%i z^xd-LpnhMe#=F6hj=x9oXCpab#X7fie)JwU)rI?x@cSNr_1$vf2+MKc; z=klAx3O3$UpH@S#>?_S@P{cZs4SGn0RN3F^HUJW}Kg?kI|h*#;XJ8Y5XC2x`6lsYjDYJ5(y-o}#&EdE2H2YekqeB!1{ ziZ*!jqlDq;xY3Tk0J3N;#a8GCM{TQ;BG1uwJH;PVGV5mkV>o*dDVYs&lz`#v<`Gij zs$$O8(InA~e6-tVlU@3uWzL*I@E>p)`F-AZl|R$`*jKjE(>HY4jrJc%hN!LVza1*M zA%GK#0$cDnerP}GT|OB8#lb;Diex-@Hqx**{4r~u-fyOX1JM9?YZ#o1rsOd| zp-x*T^IQ9@_PDma@S1oOIl^Tr8enIws-O7=M^IyuZ!S#oOvzHaKyCi=ZT=T;wZ?9g_rO1Syc_X7n}Gm@(ghc?_m-w?i|>ZC?AjjM3lRe(G&RJ7=cq$-&pmNT5xf_2%HqqBrY0U*TZH za%b##D*!HT9tuC712Wi8aR1ZH-<&Hi@Q)=YGY#Th_gCi?{>^62kZ79?A^*!YS)zUi z14s!SkGuf|`H5X@6R(3JV1=;iaP?WWTaSkK#59(Lb6%;XJ@7>5H4NAhqd*C03#jSgIPs~u-$7sCv{3k;dV*<_T_g%RSGGFp(T?n% z!A|_>`9DtN&oJL_2CTTR690akCx3nKi2vft9}T6lB#qLr^PEI(VOSKhkPk1NBKw^R zzd3>4LVXKq7t-5W1?*%PQ$tnB%N?rY4->-6dbmu<|3Zp507FW^OV!H>R|DR&HVrIq zzG{D9pMWm|2C1?KX8)gIn$3DEQS4ZQmCBnKp4x-!b9Q`LCuwTF=Nr8{U{q&m3JR#2 z50t^U!R2J&j7_(7LiK4Eq`tsIlE>aofZ}g$`Z+f4qkQl8U~?96wTsn(eyZp{dCc+? zrBGvwZ5q>bI_N~1KLG9*kZmtmtNMvx|6Dc|oh|ae0aRSZDr_Y2uYbV0zS)!)@As_2c@sKlI6ztEu1cukpVs`Sa)>2&MRhJAaqq zDEdhGHeSD#qLM&lYwBrjfxhLA9}Os4tk&}LFZr|9B!B!#u)@at>#3`xE1%h-7^K!M z{B4%H7JXP_ss# z&kXf`+L9`|DTxzOiIk04pI?IQuTFX*Rxd)9t~;tLH|c{B9gFL8gwE?=th)sUC3?b} z`Hw5ax-|dXBCvvKQqJWZyPa}q&kO+YD}V0-fZ0;dESmDdD9*4|d0`Vg&D_-#YQ4bX z+XY43Gv}^Q1>rtj4i41B$@&mL0+yein=Aw$WH($s35jT$Eh!^)Wa{VU zQ@nvKDsO$_u8@uTrxGp&CcwA1l)6!3#*JzgOn?cIEM*{yaTP!0RgCxdy{gQ#P>LH9 zCgtx#`2l-M5H3oE`vN(?AV)`B0sOyQpR3b5)C7AqX{m;TuimEhR()^JI4uKZ*-!RJ zQjIh=tTjgNOdbs0K68z^s8^NPpxwlO$*@wwosC@G21xIvo*#2R&EtP^W5Lrk)VufZT+}&}y{J zz%NWZn9#ZPj>L=bjbYKTWW=(TasrIH(Q)U}I7z$R=YQ@fj?s~#!%am8;9Nl(eCy{v zZ{ryPo&nAynXWu>wOVH60ZDRtZvIdAj*DT;%nw`I1#BLy)bdPc)wE!S_Vvt>kiXd0 zb=%hY0qGFXAOb0n&bk2Y!Wr zfq*JeXrjnZ4RAHI!t}cip8({;Um~(;QEm!0jf#v;AY7;HZ4C0%p>13OQjtc8U_J)p zAR9W{;J;&TW_+&Y6x)D@#B7VUUQnKy2JSQfCrmh?Ubcvob?bVcPI2H+Y%GFb?I#b& zKPOC~&npZnRJp=_?gUcXCMZXbR#Q6(i0ikr5fdcE+EtchcBl{!8o^QG=yG^4+y^K; zPFZoFmz4}j2NhNBEZbC%##4G{u8;Q^_ri@<5J<$iJ$Y|Vbz@5Z)B=H=?YKoon|i}2 zjs1MlusxJ=~87KX2;1BgP3C2$HP(FodA`3dUy7sHx!@|NYp>-%gX|si~)^< z0!xkViA%(y{7u>PJgt6UJIWv@ z?k5qY1yz_s*^aWv_0itT3UQCvn>c1n3_ubl<$$GZ)7Qlz-Z1=ls2=xRAqy4%4@Maf zQ0 zP9WnYoFt{lfREb*Qvi~)wFvdOSt9OsYk#=V30IE>VhZN*uG?qxZ{WyB?(DUnOy5^8 zb<$Ji&ghLZK;PRJBDpKoYm@>H2H*wR@xeGGdkXkti&34nQdvW|IvlPZ-x1<#^He*fClZmU>3fQ^Zd!#~Yw4{Jg4`2b zL^yz9zUTajfR$2T?&>WC1|r;}(s~~!2~`QXVAjwR)yx~8`suI}A_pKcU8PE^_I??J zY!x4nUcBD4s5h7S`y<7@rtm4ah+xvxq{Q~}xWoSrzCU_xkaH}ZgzH0v8-vF$G*xm6 zH|bTr*J_6bLodTh&-*$elFdi3Q<8@V9YrYF-VylZBuy}cRJQu)4~d+geJ{{A&^RG3 z!RqJS2}x0Un=lIy^uf14-~V3Yr`dVltL^BlJM?pVnP35+5Eh`D5g$?~h_Jhwa?IrC z`#!db!cIaVA=@v|$qfDHg8l}hYtd+W(oeIj07q#zx8I5Zx7XFF%V=@W*Ykh69a@?6 zz#Hl5o>V4{z|$#iSHs72gi+sE;M!^>MimUlJSk$a52-#Z$DQpm`+L5Kky}_H)~=1B zOYx!3b%K!3LwP{0_P=V~442^fa#`H+iVEP84#8*0hJJ;MJ(04NVN1Q?y(0K?-V*o7 z&a~}pM8=MBS^5dv-2dq749}i_aS$tZBa)G~>f)FAB};Dk0iu4vkUF$vn#3Q$p%G-o zvp2gPegUH@V~#g%2A_IA^mx+BI3B)-W_zmgV2$QR%@?==@P&M{a~+TTmmh?`vj`{%8)#x!-hEN&p4^it?!Ca7J&@RIFQ0;dS0&V!#Vl+POMF72gbS_Rx^(62yaA$0wluIm zzAXV;k5%xX>khMQ$i;Wa8)j4FeVuth3%1nR2H*w0*R3wQ=?o|eQ89?}xDsn0&wmG( zY0UFkIA@aY#1vP#tF)nFQ&coNj*1b7QY1A74z%w%D<9ljGcLE;Kc7lui16?~!wH9(xw@JEZ2xm1$;l7uGFVEt58VLZIw2CW_xdHTo36_)?5EOa=Eu8u zhKn+-M<&mJ^7ulKA>r*l3|fw(se$YxRN%RgR-VlhZ1PqWT3xL_$syUCnmF(0ls;l$ zpKQK*XY;U2v1851GBLR0v)StLC#|I~n=IIlP5eJ6|567X83R(Ike^XR+wy*teR7|p zkR_`9b+jC6jA!egnp-9+ApckK%h0veFz%4YR7M|b<_ZyHNI;nh0iey%#z@mTeG=(@unNibeaunAy!vieXo-s1;a*}abH zS%-slod{Mp{oQlgW_7@Zjc^AFbjtrjR?RwfSRb)cXDw-=@ac)6KG*6Cxek1)k`p!y zwigek7dv(o54Nv)7?uMS4KS3up~8b%G@z9l9VA&N-*(JqVBI9<9BH#E--EL@>wV}C3$xDi|H*CDuq`WkT!Yy&60K)7Ic=!#|s8`-CO@(uRF%@dvA}1fd zvH0o5x^wX)#Iv*gK7gHo&jLJsCSPfQJp-MCRiKJRK&RP>WCnl*Eqkz?LX8XjG_Yy| zgPwrgRIM;M-M9!WB^djU8_m}L1-WX+)r)pB zND;`j(%+u^5?AV*;HEmQm;**}DQv~j1$L$n2-g1Ub51abY+VN%_#M16=jVJ)NKCNv zIxI%w0tj$u=#YWRy6p$1M1cr`5Hz&Qz^H=yA)k;ruMglD{;hq3x}yTEwD|bZj*PxD z+a*{TY_?h&YVlA5`Xe#_)1fx5sWMgsI=r4BvXqDaXsdd+#$audXK({>67+7`h@O~= z-)$OMM#dd-hW#ai`h-oekHv4b6uWKHMhh|skof0)q|Ppi2hd*z~1srVU1G<4T5uHfPNdPalK6Bhqgl&K4M z1u%EWf)hr?D`#3?Svi5XMpU-?PdHUMb=l{6g!4|B5~-iRp3gafE}iIxF-Q7qZ%YaJ z@Yx+aZ?~b?q$hoqV{E1bxiXz{lgGz>cU#UMi62MIz4I_Ru6~uz0#2(?6D4=pkk;?f zx2Xpq6TM$)h5fnpNbcuk%!vk?PO+mRXUTXj{r+dv6Eh@JFFCS8=`aDV&eLhvg-oUmwhrCR)qJ2!%R^tL_G?hebgAp9`;RRh1}iYo6a zwwM}6?*ub#fG$wOnYz4}i*@6sqRbob;#Q{Kz5_SLa~5?R35 z+%HV}b!s~Yb~JFtY+^pimU$!0b^ ze7h}IyX1`rLzn3w!nhQt{&L-E2k95ULep%JM8JwA27i^5Dbpo~M0!;vhq2c%7Gu;!lXJ!a3X<0K=_ zk7Enq!EYmR+h7z^;Wtml$`F25Qi{?2IM&7@!Ut;Kk6Pigg9_WNZ(_lA3AZsEAX^o6 z#HvhtjHZ(f0~shm%Cvm$rZBPLC$;C;utZAO$+0ox7t?nZnz#$ zNAAYL*74e6wQL=S#n}<2@_&^sJYOP~ysUql&yk6u+apxxE4?sM`ulB*d zalJI`DOYJhf}}1!9c(qfy+x9QsCsr#(V$lfr97ACh!uU%2berQ1(8FlJGKgT>0}2E z-u0FsZ66K3L%&jxdC|&~BwWlAigjFyF!9R2-BKOB_CDj@(#7^W81K~3`{PJ!PHc6& zorS8zCU^Ex^5Dl#&JOu=civP~>^((0AT`wo&)~NCC@0J0` zdFd(N7T;n?z8p9NaK(e-N;LW=okhA#kE5<1EIIr*Ea{fEjf#K@`wbh;mJ{+6eJcq5 zisI$}J2)tAml1Ro#f!}dsPpX!Sh)l^Xr^+|&^{Qb3I10=R4r#!bR`Q%jT9zN-9TQz zeypGH0y2mh)hkd^HYjirJV&#^vnm_V3SdN99=j-N($K8F3|Xff01q@{HJ!QI)NU-c z{S6(@yc%!u?Ol@pG-GuSD;xOhzd)Dxqk}aj2 z>e7b~aDH&Godebsv%q);A)A}mA0Bf^YLq-%vYu`7{8yf-uy;(0*{10C=U0f7o%E%o z3#iQ&x<@nFgXrMmkH}rkwX?uK1O%i3BD&K%7EF*X^X|obH$(T06g|EGMMAePQ&!+N z{w4Fz#4*Hr&m3JN;o^f6c+T zuEY^CBtyG-cLfO(2~_2BM;r{_3SX@fYzo6$)-q#d)kWw?)_ft%mG`{g9Vbc62db9G zCQvq%{pUR15t95`r4&J$i@n;!`odkty8ApL3S&byhXa2xTFCnGokUGEHXp=U?fh+e zv$mSOX>2~>y^jBcV%a|)-ygWEk9Z0-8H(|R=Ja8?A1Y`tJ2uJTd#8@T(hleExezeb zmRRrH&Rh#zn5)WoY&<=V2BUi=)+vaHtRyYD?rLR0%~Y*^?2(=VhAP#iP6nFl4h}l+ z*JN>OPhNJYFDW`__`FL?s>4UunjuG3AG4o^K3c*(CeZaOdv3&Q1RQIflk?kTtd)V} zKLwLtCxeY(J8JXrPRw(dI8@#DcOFqk*llxPA-vHR?Ks)GZV z%Ah9-O(SDt_gkvg8TWh_=Kxb{9(BMeU%7t&GLB*C@O#!1GTp#vo|f8yhX)sWY5Dtx zrYh*Dt&)twfAlS7^ey$>c+~OV&~0u!KxvA)9C1@J{X{>`NA3OVRY0-2P)vng&@CC7a-n>?JS$j&z?w-@CPr#){5vlH&>4BTWzzM=Q|sFj6D?YN1~ zIu&!h5jOIr;A=P+`tl8{dfW{b@}>W){(l5$Ks;hmH*ClH=x-3d_yz(V(0A#@fc5%l zxflm|)fa*z)#>{(wff(5c)o=Fr8B-}tE9OWO+28Y-`-xByv!C2-|JHhJ}|f;w3JgO z-js6gPM}jb@zA>w-j_j9+yiEfsd~(0-!3jXTTy?(0$TM8%p+O z<&5e^7@g{DlM}G=-q0g;X8(9@-ACd8h)dke4b|@W@@ML6AUOcba%185k4je}(roYP zk9TQV)EYpYG!(p9mZJeqrM<&@GmWaZ6QJ6=bb$xuij>+JOzH^oHEYj)9_`{@duvWr z<}PGto{DFOiu3sR<-8*m$IP9Xm6{^rUh_f{&^F`Q3@t7h<-x+$%8uF8T6G&PIFI|NLM(1`CgnCQ2zTj z43+%8oUF8n=vTacc~d#}jgcEZ-TJUJyKpF8C}6Sw0xo@x8j2JOAobf>27cgO(HjEc zj3nTiTm29ISU(eznd%=3l6FK50V^5-BK#aj&p%ct=zbj+(#V2Z$L~Q}upy+2-fP?QUd&kA-kaz25g$9S)WC=0Xz*f$LL>nr#J?wa$t7s$yoFwWB+1 z4TF_euFC)62H-+B*Db;m!<8XRW4zOC3FgvVG}y-Zp?zlLrOJq%>!~86lFDxZ=PJ?R z|K!^2fOoi>Ya~7S-Ass#<2}dLXMwwoZ06@lZn$LxLLUHS`(q-ct-y$kE{s z>S`{tN+&yz(GMSYYJLG9)U8&ZX^^BUlxhpj)?#myS_T;JfzOsw#VK+;r)gETf%buFNI#xkf}u{8B8 zUbUq?=!@~z#;~3oNur{k#8j4nzC9Nmn2$3rvrZ4m>j{i-Q$>W1coW1$`xRX{gq zv8Nrl5gMSc;CM8jC9

(#ymF-u^eJsl3|QiX@G%Nt!0@3Av-=n}}!e)|%>sS4&Ln zYkYXKMRgg+!Fh9R;K!3R+NyvgB98Qrv-~u83Fg`{;W#+((QU+*7Jm~c$TW8ZFL_*y z@}rbqEQZ116jSsm-2xru(F(9Ul?u{#l*)yUKMNl!4luI7%_|SetjXLwQRshj581D5 z_H(~_{T~3wyPHhu-6nxDFr9?y9vGeud=z+7Xi>TEnJdf9}!{yEpZIeinELx~{L7O|t+PfZ=&;Jg#o$Dvzd3 z3+>WD4ntNCdn$Imn(ovP0N|pIQYKgLKUwQ>G%el0mV^=e{dSYqQonu0`B#@Ml5om8 zU$hI2tdhv~H+~EwMc?PAWY;yzg7?|wqKf<<$ka`dhg1uxVR!P0CK&8l0z+*IUx3Or zyOJO@l(U z-9YkMP4PAE4!({ZTKfwGvrJ(=h&O{@fjO%nm~?joQ0JZL7DDNhpj82&6B%!|I5~SeJ3Han`i}X+?QAQ1f1$&=`)8K_J@xcfJc(mlry(9Zu{EE* zt&_bTYZ>)sv-ewB1v_=3|9d_+jhsL3lcuhRB z_@96#R;n_TrfxP67tUVWMEx#^@vB#6CE}e~xh8arIrkt6D)#{|w0lNj%ltS=`X&Dv}FRg&|fNPYvU4 zpr)BIb}cz>jUv+oCxhi>>-Oc=_v^8s(gZ*V0s9u(vW0BjuSalDh*c-)M+ZIC{~Qgv zti^if-)|b#IOS>!6-BzKas$o!^yBNkYpZBQ6>@NyL8}bEC){%`hsIkmdt9Yb#MDGR z{kZ(>jV%F{g)l(Y4Gj{O|6*Kph-ozEf^u&whI(B)JMPr*#Tt@qywjY3bn=Ei@v@)rzb2nwjz(pUUdu89HCmuYnkMlA z7pO1&KanrHkuusAkiUU>aRz7)F3gXEb`^w3)=u5ES{Id=ZZoeV!}ih!DM0T>37&3l z&tE5nDT1);`91yp4f1`n;PO5F;TUvu z^|BgdP>;;h@Fj`>JaybfcY_Do?ih!kR`tR11m-rqko&csbk^h5;H2IS0u)W7>(uJ{ zvqJk6{P<=;%o2fs?g7{vxgC%zk}4dZQ+5Js)jX~QRLU}eu1}f?0bqeb^p@h>_Hsk_ zGfeIq^GfvzuHMqU20l0!k*pe6e?I_uugOoMS2{M;;3MC)9g5v4GFxS#dMdaW0_`8tlFGyaakTW8bPxW8;5G7Jpkd# zv3K_iOSN)OSsx+FRIor=L1BAO>mJwWImzxw8cF^_`8K2nUkTxtO!f|!1Yv4}uZ{?N6x{eEHcD@D( zVVhhuk(VTGd)15!ND4?guIB%Gv_%C9H>+wnd?-Y{En{k{cHEr*aJ#}VkbF092q3R6 zmSrI@OX%u7{OoOk!TG3c^9W2+wAyLW`xWU_j-V;zW6eS~zk6VZ5HO)*6&ptC4|b`l zT!(%>ww%{Z^f6)ufTY$D*q$s|?~QDYtv7Q%{RwNh5S|Lk4GWhl@81zuxptxHoSr*Z zV{>LKbys=Dh4;9XYV!u}GO-T8f$M|y7mQ^W>G^>4*Xtc&5g1LN-3tSjzu zX1y6{!_JI>-mtM-0+c6)1sMQ1{Q@T1w0BiqGp2UQ7ZP$c!yPp}RqE?e|G`u;gFo%+ z$st;?hEg&(+1+9rWppQd?G1O`Vge06>op@9(5XO4zXP8?^Pxo$IT(Nlgf91gc#awu z_}yzWT`dqb04W>e!|Fo6G^l#9yRV@15>2CyE8hSQdOU>HJAr#b*Ki;mmYbWBd+`z7 zZZ=K$5K|n6aCE>%klEwUU{)O}t9$q+A6B6<`P?~2z|Zlypm9)2;Nb^_<`ir67Dw18 zT2Yt74_VG}eESqVR?)Lg-PcaM$8_E#pHwBC+j2iR0DYsdi4TVvGRZIwo7!Cyk@B2z zX+rcHF|pD{3lAoln-&&3^PJo-uB-{-X)*Id%a@{*3i#c_I4n z;Py?rkg?nNh|`W2DW2{#__2oVm@2X-ui$IX7r#?EEC8Dw9%QZ%!#hTa0Q9$()0>q*+~ zsJ1weX5*$^?#_KE$QBQfjP>q%5!9DuEeQzp{Lf3WTN*j}kl5ON-bxdw%}RcW#5$}DZ%GFW4-Ys zR#rFwNXeqH{O``9Ys+$gltZPV#jrH>tk(Bp!>M#vpuz&Lw1PNA7Gi$kl(=t_2Ay~} zAQMPk@y#b)*B97+n;SCvv2MKg(aH!mjzLMrmntDG!LMBOR>wWlR@%1e*MXQ#n#0*$ z2ln^c^Zt8OCn?exNXZGzL2>kv*Tk7}sMdCIrfR%?JD&KAC9KhHibSuOCZ4Og!*g2? zJ!GdVRO_22`of|q{L`^~tf}GZfe($X-on1o*1}Ugt;hh2InbOYP2b1FfscurBET~q zof-|)JVvB;b5ZSTfH}K*ygCijf)~*wiILGeJ+h{M_K7~ahQYZctt=a160CBI#_W~ZZRMF{i-LxBBXVaAQ~jO zopOBl$+|wUZl>P;biDB=cOBPA!+C7*gAYRuDU3MsXtg@_#@!uyDZSa1clxfs(H81Z zey)AarL9=3YfQ=WxV!$k)OPS9y3j&5i{~#xr!Iz>22L@tqdy(a@=n z$56E3=t<=%PqL4yN8{;$2Tlk@Zsl%KG2?Q`da4%=PH>{{dz=Ar--I0f6I=Ez+$74X z^hU5TwKs~@vaR*DA?o)REW^u>b!x)1`9vQs-$?1+PcQm*p%`@*&XJqCC`lbpmd0n( z0{4y}@#63ZeO46x=4>hBk+Ffkh-SGR@}(qhmoxdQr)U2bc(ti`AgrrMQ!aoiEN!~a zq$^Le_gh~+$!LMPU876_%~9K1{u3ETA&J%g1aQh_;A+E6R&V(A1^>O|5F+O>4IHrVbKY7?G1YQX5;$YI)7ZnS==cX1 zAVfRsbbbg7?T4^V$^5znJ^=Z{r$0mw04Of8IY{%A*i)#SW}K;3V6Waoz7pk%YSaBE z3%E=ttT(_>Jkydb=#9*qbBr?KNc-M}eriq@w}IxCsa6hMH^0VOe*Pf~_XoONZ`+B< zi>IvC(bipdde(gZ(QLxgMuwlmG;^t&Wt16AGnwbSMnWL+wvRs*T$?}H)+;)CXzg?1DZ7clj@M}6JT1-u`5b~!rY zq_>PmIJLwL{5mH^+K-B}8TpNWqHX`)_m@kl{UP}}O_B2n;OM8v?)5sbTid}X*Pnh8 zHL5>e&w20yVP%Tu0B{nAX$N24GY$jkEwQE7mCn^Z!u(4ewh}ZVC8>ETp|`Vk<$@NJ zx>cl}ok_i|^6J?`joub%eIjKHwdLLaX9z22gPMzWXFbX=SWLu!cS^1n zu0%FD>sp=JzTI4qKn`9x{i1pe`CFjw5it{m)pCS&aVM*@CV`mTgo)<=P4Fe_u>vh3 zH&5au3JY;e>-wFD1JSrWBtAp=YAvO9aV4w%Cvo5H|M_K2Y()7&mf&5yfJ_JiBIMS*KLLpkm25a(v5^JboNKu*wFh{fIf@IwSh`$rp zsBEG@H{9+LAE3mw98ei5mZs2onx`J>hUb5piGAzZ65Im~|lr=CQ>C`mbXq;u|7 zW|_906ZHWxzyIH)s+L>7Ix+?Iw=-Fouiw67X}>BctQ}MQ7wBm7*tIF@>CBfaU2JV{s4`X0y_Zuvm6tdYg6AdVecv;0@0mS(`5rYdWIT zhTVFR-tBq^T+LiF_kq?c?9vDov8|IA7_R}Xc%LYUeW+q?Mn@n`Iq}Lu&3cn`^lG`% z7lIk*$HB%i&a?7%7jUN+9vcI8DN<9ToKrX4OH)s!Mra_W>POeupJ2Qku4ZTW+Ar&_L6(Lar;xO=Al?f zEqz@FRA5fWt??#Pllq5pF#z;iaMojLGyEgCeiINnw5t{Y+EJbfCvX>NVft6~{_#>g z2{svRr6bJYtCmEb9d~w4va99;kbf7vDQ63F3{_55leKt~3|5P01W_KABrG5&L~U2? zWcB)F68kVI5%`rLVK45!;eij&NkO5252>$1Bwf?ia0Z{kDN2*s0xjerT?hzFfxWBZ z%FK`W!_QDY%i=aUM4GMwQJz? z$~BNHK)*;0H`f{;QkaXb>3Xu z)K>4*Iy}Qw0RY;`4k@KvJ)##G*R$MEW1x(>+|b#nQe$0LW3VH%s@?Qs&6aM0eaX$! zK>=~8UCXK#PbotE9J>h%6=lHA9$RuUCwDloRSTTdgqx|EA6cWL!-+K`fSjMpkv+P@ z>>TFxqA<;RijTs3rUY*D-9d@}bTBwO4^a>c8wbSYXb> z0Aqyx!&cB_e*>NrI4Ksg;;s#~HM~#PUiKtR%^BcK!bUy;egYxVd>aYNWBc*x`j10K zb}X*QC^$p$b0m6@3`H?@u`Iu^P9+?;k06=3DO1xAb&4~PXu zu!M=$MG9QgfEfGzx?D3lLnxglqmLGp{I)rh5u9IQP)bRtzQ|tIb3}O&pu4`g%ZHac zF5OaR^&Q~1tT`m<{7`e30d!!-x!@5#tS|7CM&7-)y8gf0NV!5KP9Ny$#w}3^KCo_P*AO{;MNyc9-jiO4A{@PmZT4cTwWd{BtPYLbZNwH@j@*2BdEKgzcOR9=%clb4@U zp@ESmSE)g0B55K!*h1#9oDclzQpF<)CpI?@!gn?6Da?CSiRJaNw zn5@PK>Av5DIQ=LYeK5~6{2nx&gnFO1s02bkma2M?B<<~8qF&Y_^T!*|z*ediRs+Ft z8qS}4;3}O#ZUw&tap{1^l?{2LkM2B7=3Jm{{-zoEvV4&d&^56PvL`Sc98WJk0xpi6 zq2tBJy5NWyPNH~KEcCK)RqXVvuuUxVq!0ldh|sdQ(LRK5QlbyZQzO|GcmU*| zKMu1=c0Db;?p7l}0>0W$r8qI#7uy#8@%<5at~5R;%`U+_+P625WGAc@16|Ce=yT#dyD zwHJW@?148(W{Wse)k$Vc@hZ;50SY_jgC08Jp0o1brFfahb_^9LL(*Va1^zXlP+kCC zJ*jd9%yZ0J*;H5W`t2Jp?!R+?iOMDYGI zLxS_~g4SYftIV)N%w=!6i3fstuDmxnj?~l1@;d+w9pE+|&mT|I8<)=|$f^lfbyhp@ zbDP5Jt8O6Nqy8<6fr7_QLt#tx=I8ECFw&IYEJUN2h&(Bk8U&@&>x|1 z7y8D1uvU0Gg!vbuHBT5GZUodD*?kaAT~4uF#LVC<4{PTK+`Ti1)+iek2jp?fk<%p? z5`bEduZU7^5AO`c{yJzo&>D5prK@Pf+;*ohy8P!sgSJLE@fI z7Mj|cdBW3xCScbBZ0d}C-2|A%!h1Wt`HbxRuz$^EVYhU4*u`X<0TOZKORl=Zq%i{9=2X`a;4BoFbyt9C-&8wo2=MQW(Z zFm*@{T^;HtOf3K)5>UgOe!d3L1_CU1mn4ME--rt=psS5gKsG#CO*C0^@3$)WIHMKM zpIp634UB<+0*}5~kqMrHEL)e~J1qq!K&*kSX&F$^TykbN51>ChFhk%;L_2J0AojbB z>DQfPTWBQDgL)adklp!bli8QeXrC)j%f@hu!)ZP9Fqb01Oz-CD zVJ15J7-YxjhIeN@(Wi`QG8nNUHI>6-9!m3+tpBpv9-_u1D>ZX1&UBRIjRo9N?uXlr zG`KKgl%$f6^AcvXX+B<6n1)WbX}LI!yKqS&R}WG*-K}pwvw3h)u$v`gCBkB5NN_fNJHv;oD8y?!w=_OkA(x%@b)6 z$2)IpMOL|IHSjYG4NV28f(Rl2j*Ub1;8qG!=uO9CG#gOts%;bnuy zp7o~}hOE_w^4jL>ndrRH9rqV|!R&nn&LD8^Q0Tt)(l5m7RKEIzNTF-4dbaTN>tR00 zN~FfUra-2O8X&dV@9K_BASeH!K4`apt}Z7s?IwQ1dU~vw+GgY2Xas>Am^^-hKS-D< z`=*1l+1NJn0hXmc-oMsXfo>P|rN&5hv**-32O~o5)}P{-Be$vR4sf-)K`Xnb712Z5 zQCdrvz=CbIVe3yiH^Mj2n~}*$OOiFIwYF9Wrm;KD9mRccUQx`XwjKMDwGc)-o#ZGB z`7SlWdbP`IdRtwIea8 zaxJLUx>vTdAJ5}t&DS#1gRDOA8;_8wp(phxcH4;#%lswMeGa*a!;r2u&v1yax%ETa(+OkO+y-WSDJ+=T&H+Dl*Uk6i)=v9G1IhfynDqMc#1Kez|DHe0(vTPM<5li~1+%MBkrz1n9^f z8fSytGv91BLVloH3^Y?m0Q@X#aA{nS0Pv?ap2> z4=xKR6l*Q{aIR0N@o)hiqoY*^bRi5TDvfrVJQtSvgDduMJ|4eZm+pUxIE>nafT!n{ zN3QZq_UV*z$$gf&@+ubva0O>wYAxOH$uQMi$KJHRXKBi>^qg$^AhX39>d)P1cUA`N zcvYyZg5cfbp>Z@bp`5j=C$ZaX+6=A3*qa2J3tAeJEZOwt37$s$cHC6}KW|NS;rJvVh=Q+jogS*!AOqA1f zjEW@jj0;DrA4YP0n&5&l&9Qetlfgd4xNksnWP{dQ&h25J45g1luFNe?-f_L3Nv@_dj~$MN9m}(A_CE?c z)JBf-b@PW$rrvnUF(oRc=wlK}ZJ`JT?j9Q>)R-1*{E_;^!omJL_ta+WAt~}R1N@wZ zP_(#0&#F-4WoXb}uM+=wg!^Lo!Ei7jchRktB48v$=O)kkL6f^gPQr`6GV3-;<5BIhmZSE{Y7=_aW zw+k;A{?TLusB@*%f=6o?!$P5TI-@8Imvf?NA(#`J{N$CKrGGN(okZvl(JNKj3Qmv2-I zqzL1xdVQ|LB_w-lwZ3u8!MCh)Q8a0pO;~o{zc2DF;Kd;PlC}Ap%7KuP7a`-65o7A2 zL!EfODsq6H5qs&=oYl_dhaX3Y2Lx#|pAGe&@T5_QlHYS>+&q9`j;DnDWsTNbv@UPg z&%s9m(1zVa0$XT|TU`JlXIAQfbP10g*V7aAH8l-bh&p}h9YBktHIE4}j&epd=POGp z8YY<5!kV7+s_I*m~Ih&_N>ZDeqk2sBMeo za1S*5hPbgxo_)M`yRCMQsjT6ko$X$5Z~6oizdt<#m-IrD%d7i~T^~CY*ptF!b@>-e zbj&@#h1s;tS3lJHCl=f?UZmu0IfhdR9FhSH?LYzIsPN{xOcrKvHo7iACpO^5P8aPM zwN0OudgL%QohVoGv&~_lC>@sB4{gor1s6cyhd2~ZNmdW${sM?J@G~Ex(``oik|k$9 zzA|zX*0?nn`mX9Kcz6L=hmRH3R5In7p!|MbUK{SagWGOb5i_c)*67lKIU|9-i@!0< z^s8F*FJTik^UYB1^*7wT_yn@4!*0Jxz#F-ffqGupsnoC*Yu-d+5Y&s4zE=@t#bT`@ z^WFgtXq>@8O{T*J>R_(&_mw&7;(9`HPRK>(E$a>=y_pT-8z`6fsV0xWzS68G_N1<2W)fu zwLCpL;QA>K2dG8vv2I7ZTBMV7_T%LjBnD9Ea+y*mFE~BeO$>VFtl-4VEM;GHJBtA^ z;0T0LyPg68T{5*VmNOgy$W#V6rRzea0G?#h88uzVVUGao3C|H5K+?|M^{erBvb&6D z>?C++0Fj*RTNCG06W8fdCHLv;JfRw^?(GRC5D&nrVa= zHYqb2%{=9eo=^?n3sF7MKf0FGDj~?tG&kz**Q`+NJk6DkT#L0<;l8>lX`d@TZoV?o zB?K%tTs|nJ2F!dHZCCa2{VI3*+IO)fI?zto$b-nT1o+*ow#Ch{$K^f*0)5%TlVHHs zO|blC-xkwzl1)mP!Vaz^2CZyyue!TfKdnfmH1v+~naS1D<$q5m3-z)m#k)RcIj~2M^BJKiJ@)MnIoyja9Y-6<;Vd^5c0cnYy?b~c0~`AX zVX`!=Jp8eobQCV<)x4<^U{d8%tddC7z*DrkEncUEat`bDSLF-~-)qr^hBhff8hUEF z`@ZKf&^bAkeUriVan>3QKOBnwHOCHT6S9d*ul#IJuBH)1d*PMf?9P1WQIU2IUqs>*HSzmbi35twcN!Ev zQ~eZDXpbg$Cg+6a2$+TdEJ4{E0hxm}>n-zNy$O8k5!Cyys{|J_CaAl?X znWytOL82mcYbI-1D$_)HnY83zJ0%7~fYRA+0r zX7O>9nV*TAaLBS`;7XFqj}_O`a(n5iqo`8`Z=F&?)szxz14K;}2+Pov!K%fw%T9ia zoA<#UcHDJgzfIKHwcY1)1O1cQ_d+J4zbf?eJIV!cgsgtjs^%qrDM-V*>nYwl3wgag zv}#Y80|=m1`mM4hBGns`)h7c?aea!f4GqluG6rg8h0kiCXhtJBTvM_>>WEJl7#1wY zTptmwwLovuUcOlj^!*(s`iNUwZ)X+PyE{=RV zLU7*I2J}m)Xc~0PfW}oth=iQN-nTh5W>~Or9;y)wJyaiDQCsIR0(=@#rpL`U)ScRLP69)_9of z9Y_@p0B1s1S7By%0zQu7&WjOk`+Er6OJbj0XoxU_V$|vT8_`u~13F@2Lj3r&uSs9! zWPZse=odxM>(Ker^_?~JHNIhC7F}u&Uur+Zj9qGlmbmqS5A{bHQltn6TH(1E*;-Bv zSd#9r7&an=)^^_@)ayecJg$bJsE7&Dx!XMxym5-#biroMVS{3g3~!SRuK>I?%Nxqe zn9Tq?W0;A;NUcT7f^MkYDv=XtJ2~Y`qrk(jXODbB-_Feo7(9Ni)IdeoekCnXb`pAL zBsu#uUNd1iUAYU`sS<81r;JL1)7hys&epE7Z`W@e=(NU|+o^;@68@(3& z%dAHKDg4M3SUYdN`z6l$&eZm=TMfJKS)<9?%^Nj(U@qG!u^);p4>(NXLAD~oKLT(O z69CVfxAsYadQ-=rqO#sCc78V6R`~^1DS!`N<;+_g$4J0x5e0y$c4$%+V1J~psv61Sht@`NRYQ{Y} znMTszxR|vkOa$|;qNMw~*rC?O2w>g#xk&z$yee1Ps|D zInTu*@ZX=B>mC5nzjTGKPMYZI2P**n-%6+OE2#RRy0_jYVM(26se26`uo>|4CVcet z{8h~Cbg}P(X6SBzbhhmb^wU?MW-e@1Ed@w$QJiDZY_g(479U-Dn&7wx4Kdj>3n7w< zu<;_@%LWEQ&!>m2p$vdXt@djfeb%bbU>`aje5 zS2?WSLqtmMU4ohZ92p2EM@lX%$g-eqEl`)XE^X(zo>h{y-8>fcdK)^SL22Ilep!#p z*a`6?HrXRK0CRAq#cXlvqDf}NshP@y>Ysp#mH!=x9vrx&McSnq2;IsGa~VC+wu>!2 zK7`$&MAm3k0x0bud{02(da=&RVXtI`3HJ_m*ye_1u( z_|S0)&S=c8gj{aCqCC|yfA=rgMgZV2h8l~jxKLQgsfF;|gq726FT?meZl;i?YCp3R z8?Ym*^!9q@3@b(iIWgYq6|7EA?JeV6eU0`lE{Qai-+Re3!rgz+ zAhGn6#YA5tox6|LvA6e@pTu7|AL#fUJ9;1Z5)F_yMiHJf18)&_i^N-i6a8Qx~1n?QP&>WtfwV~o6BcInonj(pVnVxw!&?n!kz zFn9f+xGaQS=LJbx35&wXt>XeVPdea-c_=Z)ZF>0qFz~S0W3PRY#%tW3m!EH1(vrOv z-94AtH4;1$p7K^o4Sw3Qkk*aH4e_PxTkFsqZF-ZRhN^B{Hw{|L2Bb$u84{)K-A#i2 zZ6k~D_PXot_~PbNTN`eK-wd0VJKmdC@56>GEEp6L;H4oc?umqDk4i(f}8N5 z;H<|-VwBE#kv~pmO!xPkKAOsLpcwJjt5wu9H}{k4NMS6I1z9CKcDi?rLgj)Oz`V#D zKhs0$U_Nhe_1W3P#wJEz|L&hF&ff`ySoAe#^qfj=% zn`_-1D4DKpGN~1l{Blw?CfC>;9200f1+zC&64;1tDxq5sORCd8Grv+{#!D&w~IN_CJ6lt9QV*#@R>yf`mW6J!Q-YevtG z=Zk4D`JmmGS8fZPwFRyGoT0q@C*Sc(wCy;HDa>2maO@+Pf&Q-a@+AYe20!CO zIv|(w{I+B4{^zoroS(mM6|Ym{sN`CMDXC5;QTurT&T%09pM11w!pgAML_FL*CRaQy z{LkPX@u1LxFF?-4^%A+R=PrF#o3hKO>f zx1@CWK}8`Vi0Z6d3s&B9>O`I`W+)AWTwUmdkmcKGed`9dbZ&}p-yRax;|ZW3PMGp#(oPWAk<87V~|Y7fUm$n7bW-n8-nXQg}}Y}3gA?4!`;YC$jH+YA>4U5&oX2OSX{JA+gFwypIJ{Az~sHD z3wGb`-{(+>(KPruYz&;{$;OE3_Zm1?=k&6IAufrOLeEmoKti~S5(0aX{&Cg=vBdDURRN6 zfQJM}os{IgV2nz2xU(sTSjEsg)W}}Zkdl+LI+i3U&Xw-e+jR0%KzCk_#pcr{)PL?d z0p;Ngb+7wg7Nd8V28Au_T*tT@3Z=jPub}JbQw{=X&GjgLNYmC1s0oSEBq)$Q`Gb?%adz#s&xfYzgAQ3 zGj9(g>+E^z))L>n;_Db;{zw2ek90*mg_bI-$+Yr3ex^TaHN$BbMcO;hLlg*xDu!svTbQNXM(iZZL_eH~``jlVuuCnIdYO%hU~4zD9v z4>^mvN-~quCROT{gT~iI*VlFDl3p&M{d)u3mZV-<=4Tvwc16iv^ph)U=}J(HC8#WC zqun)gz)CVg251TI01wJTuURp>PZp50&>7qaU=6B{e4Jo8e26GB%j0TLG5ix!kN+b1 zV^O%~{}#2?i~k9S^pRzy0v^ zV-zv3{XF2&ID#d62hwXe#4DtM;R=-5armSv1 zK+RSS&RjKj@tKCu>e5RGajES((#c$Y2?`N(lK?J|f`^mALAi-Mu2 zo3=&>mn0_#Jka6jg2!P|7}c~R5FS{FILY*MCAh@9F*KxApDliWa`04JVbaX9!HDfd zH;o@PF1s5f<<*X2(Z4OAe_LE;ISYT$VNmx> zp`(^c$Vi6D|IDvY%lCgrJcbX|*#8`P%iqHEbm044lKqXnr`Oz&L$UPV!w>Bv_CEg+ zm!%D({NqzR20CEMfg9$ybNLw%Hq5XqPJ3bLid!8MrREnBBChx1pC0Jp-Jr_hy-4or z+CKCN;*?oWoO(@Yy_hDPciZmu?0#Kb!qMw|TkTLm|1)Up5qxX+(kY`dGAmBd?pVRDGSf*v_mZo8jL`hJWkkHWEoIweMD5|BFFjfjrhfM}rGJt-G{9 zkggo2wGAR*fk5Be?Oa8YjA35mR}@AYOlMm;>*cT1nW;P)izR1Qq+0$;NFUzX1TYN{ zp`vY@=1{SkU4kc6l5L^C>nJVIW`uu>!yUwMuzN1NVM4llYY^Wj-5B2?N^Nc zTFrC4e8$&C)FD^PG|8yKh&AF}Or?BWt7?R-(NUhNVnJ1jcy7mweE)SZVewfB9)-Gu z{n5=j=Uf|NNX6X|A(bvosDo(WT8uP#EL!k!6KBuG^PQW1N~wo*RS1sVGXTUOLebgw z-taN@$hMprem#N@*z_@u%s!nNT|n1KO9^byHqFU;xqrbRR%Vbsa?qIqVR#$3_A^)< zlnA&yA)I%nYj0UaJZQo576`$|Hox@r*!?)7erj3>(|gedx|i|P<0+;D^^-clCO_YV|sgL{hsty5uvU7jO$Se5o@RBVqMMaX!N1Y zXG!V1+b)4+m+!*(nF#()nZX(T{Rt3Po?!av1-LRyCI6!GX|J+f^-98HY)*qWy!Fj| zGek-hu4@Wq(#t-Q_5~a8n&l<4BCO5$me0D}S3Y?RizurP?z;Q5PP0`Vc9r3F-P_bc zvr9xxj7wNF>%#x$s{6cRw|_Neopf3DmJw{*$(MfbYO$-WahKN{nvgx>qbKO^Ge6U6 z27~X^e%2D1jGOfg3>I5mNPLa8SZU`R6N^1CvIlp$+%j;vM$fN zGxO6cIQj8{9t2F@p0Pv-?lTwh{jUJ30#*H_Jkr0Iwn}hF?~q>XQTw&%%Q#<5q^45?+F`2QXG52;RlYR(T@&=+H5hQ*{>8<}A-sq{W+ zMNfBH#1j@rN2dod@zmvO@@Vp)-Au~kkjk-ceIM-_zw~d65KsRtRcLxs0rZ)>j9Li|0C+*)0{{R3 literal 0 HcmV?d00001 diff --git a/content/exploratory_notebooks/facebook_notebook.md b/content/exploratory_notebooks/facebook_notebook.md new file mode 100644 index 00000000..b7081473 --- /dev/null +++ b/content/exploratory_notebooks/facebook_notebook.md @@ -0,0 +1,499 @@ +--- +jupytext: + notebook_metadata_filter: all + text_representation: + extension: .md + format_name: myst + format_version: 0.13 + jupytext_version: 1.11.1 +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: 3.8.3 +--- + +# Facebook Network Analysis +This notebook contains a social network analysis mainly executed with the library of NetworkX. In detail, the facebook circles (friends lists) of ten people will be examined and scrutinized in order to extract all kinds of valuable information. The dataset can be found in the [stanford website](http://snap.stanford.edu/data/ego-Facebook.html). Moreover, as known, a facebook network is undirected and has no weights because one user can become friends with another user just once. Looking at the dataset from a graph analysis perspective: +* Each node represents an anonymized facebook user that belongs to one of those ten friends lists. +* Each edge corresponds to the friendship of two facebook users that belong to this network. In other words, two users must become friends on facebook in order for them to be connected in the particular network. + +Note: Nodes $0, 107, 348, 414, 686, 698, 1684, 1912, 3437, 3980$ are the ones whose friends list will be examined. That means that they are in the spotlight of this analysis. Those nodes are considered the `spotlight nodes` + ++++ + +* Now, the necessary libraries are imported + +```{code-cell} ipython3 +%matplotlib inline +import pandas as pd +import numpy as np +import networkx as nx +import matplotlib.pyplot as plt +from random import randint +``` + +* The edges are loaded from the `data` folder and saved in a dataframe. Each edge is a new row and for each edge there is a `start_node` and an `end_node` column + +```{code-cell} ipython3 +facebook = pd.read_csv('data/facebook_combined.txt.gz', compression='gzip', sep=' ', names=['start_node', 'end_node']) +facebook +``` + +* The graph is created from the `facebook` dataframe of the edges: + +```{code-cell} ipython3 +G = nx.from_pandas_edgelist(facebook, 'start_node', 'end_node') +``` + +## Visualizing the graph + +Let's start our exploration by visualizing the graph. Visualization plays a +central role in exploratory data analysis to help get a qualitative feel for +the data. + +Since we don't have any real sense of structure in the data, let's start by +viewing the graph with `random_layout`, which is among the fastest of the layout +functions. + +```{code-cell} ipython3 +fig, ax = plt.subplots(figsize=(15, 9)) +ax.axis('off') +plot_options = {"node_size": 10, "with_labels": False, "width": 0.15} +nx.draw_networkx(G, pos=nx.random_layout(G), ax=ax, **plot_options) +``` + +The resulting image is... not very useful. Graph visualizations of this kind +are sometimes colloquially referred to as "hairballs" due to the overlapping +edges resulting in an entangled mess. + +It's clear that we need to impose more structure on the positioning of the if +we want to get a sense for the data. For this, we can use the `spring_layout` +function which is the default layout function for the networkx drawing module. +The `spring_layout` function has the advantage that it takes into account the +nodes and edges to compute locations of the nodes. The downside however, is +that this process is much more computationally expensive, and can be quite +slow for graphs with 100's of nodes and 1000's of edges. + +Since our dataset has over 80k edges, we will limit the number of iterations +used in the `spring_layout` function to reduce the computation time. +We will also save the computed layout so we can use it for future +visualizations. + +```{code-cell} ipython3 +pos = nx.spring_layout(G, iterations=15, seed=1721) +fig, ax = plt.subplots(figsize=(15, 9)) +ax.axis('off') +nx.draw_networkx(G, pos=pos, ax=ax, **plot_options) +``` + +This visualization is much more useful than the previous one! Already we can +glean something about the structure of the network; for example, many of the +nodes seem to be highly connected, as we might expect for a social network. +We also get a sense that the nodes tend to form clusters. The `spring_layout` +serves to give a qualitative sense of clustering, but it is not designed for +repeatable, qualitative clustering analysis. We'll revisit evaluating +network clustering [later in the analysis](#clustering-effects) + +## Basic topological attributes +* Total number of nodes in network: + +```{code-cell} ipython3 +G.number_of_nodes() +``` + +* Total number of edges: + +```{code-cell} ipython3 +G.number_of_edges() +``` + +Also, the average degree of a node can be seen. +* On average, a node is connected to almost 44 other nodes, also known as neighbors of the node. +* This has been calculated by creating a list of all the degrees of the nodes and using `numpy.array` to find the mean of the created list. + +```{code-cell} ipython3 +np.mean([d for _, d in G.degree()]) +``` + +* The diameter is calculated now. As known, it is the longest shortest path of the graph. That means in order to connect from any node to another one we would have to traverse 8 edges or less. + +```{code-cell} ipython3 +nx.diameter(G) +``` + +* Next up, the average path length is found. In detail, it is defined as the average of the shortest paths for all pairs of nodes. That means that generally in order to reach from one node to another node, 3 or 4 edges will be crossed. + +```{code-cell} ipython3 +nx.average_shortest_path_length(G) +``` + +Now a histogram of the shortest paths lenghts' relative frequencies will be created to see how those lenghts are distributed. +* Firstly, all the shortest paths will be found +* Then, a list `frequencies` will be created to store the frequency of each path length +* Next, every shortest path will be checked and the frequency of its length will be increased by 1 +* Lastly, the percentages of each frequency will be calculated. Even though the frequencies are doubled (because each shortest path between two specific nodes n1 and n2 was calculated twice, once from n1 to n2 and once from n2 to n1), the percentages remain correct. + +```{code-cell} ipython3 +shortest_paths = nx.shortest_path(G) # save all shortest paths in a dictionary +frequencies = [0 for i in range (nx.diameter(G))] # list that will contain the different frequencies +for node_start in shortest_paths.keys(): + for path in shortest_paths.get(node_start).values(): + path_length = len(path) - 1 # path is a list of nodes, so the length consists of edges equal to one less node + if path_length > 0: # paths with 0 length are no use + frequencies[path_length-1] += 1 # increase the frequency of the particular path length by one +frequencies = [num/sum(frequencies) for num in frequencies] # find the percentage of each path length +``` + +* Showcasing the results. Clearly, the distribution of the percentages is skewed on the right. The majority of the shortest path lengths are from $2$ to $5$ edges long. Also, it's highly unlikely for a pair of nodes to have a shortest path of length 8 (diameter length) as the likelihood is less than $0.1$%. + +```{code-cell} ipython3 +plt.figure(figsize=(15,8)) +ax = plt.bar(x= [ i+1 for i in range (8)] , + height=frequencies) +plt.title('Percentages of Shortest Path Lengths', fontdict ={'size': 35}, loc='center') +plt.xlabel('Shortest Path Length', fontdict ={'size': 22}) +plt.ylabel('Percentage',fontdict ={'size': 22}) +``` + +* The graph's density is calculated here. Clearly, the graph is a very sparse one as: $density < 1$ + +```{code-cell} ipython3 +nx.density(G) +``` + +* The graph's number of components are found below. As expected, the network consists of one giant compoenent: + +```{code-cell} ipython3 +nx.number_connected_components(G) +``` + +## Centrality measures +Now the centrality measures will be examined for the facebook graph + ++++ + +### Degree Centrality +Degree centrality assigns an importance score based simply on the number of links held by each node. In this analysis, that means that the higher the degree centrality of a node is, the more edges are connected to the particular node and thus the more neighbor nodes (facebook friends) this node has. In fact, the degree of centrality of a node is the fraction of nodes it is connected to. In other words, it is the percentage of the network that the particular node is connected to meaning being friends with. +* Starting, we find the nodes with the highest degree centralities. Specifically, the nodes with the 8 highest degree centralities are shown below together with the degree centrality: + +```{code-cell} ipython3 +degree_centrality = nx.centrality.degree_centrality(G) # save results in a variable to use again +(sorted(degree_centrality.items(), key=lambda item: item[1], reverse=True))[:8] +``` + +That means that node $107$ has the highest degree centrality with $0.259$, meaning that this facebook user is friends with around the 26% of the whole network. Similarly, nodes $1684, 1912, 3437$ and $0$ also have very high degree centralities. However, that is well expected as those nodes are the ones whose facebook circles we examine. Very interesting is the fact that the nodes $2543, 2347, 1888$ have some of the top 8 highest degree centralities even though we do not investigate their circles. In other words, those three nodes are very popular among the circles we examine now, meaning they have the most facebook friends inside this network apart from the spotlight nodes. +* Now we can also see the number of neighbors for the nodes with the highest degree centralities: + +```{code-cell} ipython3 +(sorted(G.degree, key=lambda item: item[1], reverse=True))[:8] +``` + +As expected, node $107$ has $1045$ facebook friends which is the most any facebook user has in this analysis. Moreover, nodes $1684$ and $1912$ have more than $750$ facebook friends in this network. Also, nodes $3437$ and $0$ have the following highest number of facebook friends in this network with $547$ and $347$ respectively. Lastly, the two most popular friends of spotlight nodes have around $290$ facebook friends in this network. + + +Now the distribution of degree centralities will be plotted: + +```{code-cell} ipython3 +plt.figure(figsize=(15,8)) +plt.hist(degree_centrality.values(), bins=25) +plt.xticks(ticks=[0, 0.025, 0.05, 0.1, 0.15, 0.2]) # set the x axis ticks +plt.title('Degree Centrality Histogram ', fontdict ={'size': 35}, loc='center') +plt.xlabel('Degree Centrality', fontdict ={'size': 20}) +plt.ylabel('Counts',fontdict ={'size': 20}) +``` + +It is visible that the vast majority of facebook users have degree centralities of less than $0.05$. In fact the majority has less than $0.0125$. Actually, that makes sense because the network consists of friends lists of particular nodes, which are obviously the ones with the highest degree centralities. In other words, because only the friends list of particular nodes were used to create this particular network, plenty of nodes have extremely low degree centralities as they are not very interconnected in this network + +Now let's check the users with highest degree centralities from the size of their nodes: + +```{code-cell} ipython3 +node_size = [v * 1000 for v in degree_centrality.values()] # set up nodes size for a nice graph representation +plt.figure(figsize=(15,8)) +nx.draw_networkx(G, pos=pos, node_size=node_size, with_labels=False, width=0.15) +plt.axis('off') +``` + +### Betweenness Centrality +Betweenness centrality measures the number of times a node lies on the shortest path between other nodes, meaning it acts as a bridge. In detail, betweenness centrality of a node $v$ is the percentage of all the shortest paths of any two nodes (apart from $v$), which pass through $v$. Specifically, in the facebook graph this measure is associated with the user's ability to influence others. A user with a high betweenness centrality acts as a bridge to many users that are not friends and thus has the ability to influence them by conveying information (e.g. by posting something or sharing a post) or even connect them via the user's circle (which would reduce the user's betweeness centrality after). +* Now, the nodes with the $8$ highest betweenness centralities will be calculated and shown with their centrality values: + +```{code-cell} ipython3 +betweenness_centrality = nx.centrality.betweenness_centrality(G) # save results in a variable to use again +(sorted(betweenness_centrality.items(), key=lambda item: item[1], reverse=True))[:8] +``` + +Looking at the results, the node $107$ has a betweenness centrality of $0.48$, meaning it lies on almost half of the total shortest paths between other nodes. Also, combining the knowledge of the degree centrality: +* Nodes $0, 107, 1684, 1912, 3437$ have both the highest degree and betweenness centralities and are `spotlight nodes`. That indicates that those nodes are both the most popular ones in this network and can also influence and spread information in the network. However, those are some of the nodes whose friends list consist the network and as a result it is an expected finding. +* Nodes $567, 1085$ are not spotlight nodes, have some of the highest betweenness centralities and have not the highest degree centralities. That means that even though those nodes are not the most popular users in the network, they have the most influence in this network among friends of spotlight nodes when it comes to spreading information. +* Node $698$ is a `spotlight node` and has a very high betweenness centrality even though it has not the highest degree centralities. In other words, this node does not have a very large friends list on facebook. However, the user's whole friend list is a part of the network and thus the user could connect different circles in this network by being the middleman. + +Moving on, the distribution of betweenness centralities will be plotted: + +```{code-cell} ipython3 +plt.figure(figsize=(15,8)) +plt.hist(betweenness_centrality.values(), bins=100) +plt.xticks(ticks=[0, 0.02, 0.1, 0.2, 0.3, 0.4, 0.5]) # set the x axis ticks +plt.title('Betweenness Centrality Histogram ', fontdict ={'size': 35}, loc='center') +plt.xlabel('Betweenness Centrality', fontdict ={'size': 20}) +plt.ylabel('Counts',fontdict ={'size': 20}) +``` + +As we can see, the vast majority of betweenness centralities is below $0.01$. That makes sense as the graph is very sparse and thus most nodes do not act as bridges in shortest paths. However, that also results in some nodes having extremely high betweenness centralities as for example node $107$ with $0.48$ and node $1684$ with $0.34$ betweenness centrality. + +We can also get an image on the nodes with the highest betweenness centralities and where they are located in the network. It is clear that they are the bridges from one community to another: + +```{code-cell} ipython3 +node_size = [v * 1200 for v in betweenness_centrality.values()] # set up nodes size for a nice graph representation +plt.figure(figsize=(15,8)) +nx.draw_networkx(G, pos=pos, node_size=node_size, with_labels=False, width=0.15) +plt.axis('off') +``` + +### Closeness Centrality +Closeness centrality scores each node based on their ‘closeness’ to all other nodes in the network. For a node $v$, its closeness centrality measures the average farness to all other nodes. In other words, the higher the closeness centrality of $v$, the closer it is located to the center of the network. + +The closeness centrality measure is very important for the monitoring of the spread of false information (e.g. fake news) or viruses (e.g. malicious links that gain control of the facebook account in this case). Let's examine the example of fake news. If the user with the highest closeness centrality measure started spreading some fake news information (sharing or creating a post), the whole network would get missinformed the quickest possible. However, if a user with very low closeness centrality would try the same, the spread of the missinformation to the whole network would be much slower. That is because the false information would have to firstly reach a user with high closeness centrality that would spread it to many different parts of the network. +* The nodes with the highest closeness centralities will be found now: + +```{code-cell} ipython3 +closeness_centrality = nx.centrality.closeness_centrality(G) # save results in a variable to use again +(sorted(closeness_centrality.items(), key=lambda item: item[1], reverse=True))[:8] +``` + +Inspecting the users with the highest closeness centralities, we understand that there is not a huge gap between them in contrast to the previous metrics. Also, the nodes $107, 1684, 348$ are the only `spotlight nodes` found in the ones with the highest closeness centralities. That means that a node that has many friends is not necessary close to the center of the network. + +Also, the average distance of a particular node $v$ to any other node can be found easily with the formula: + +$$\frac{1}{closeness\,centrality(v)}$$ + +```{code-cell} ipython3 +1 / closeness_centrality[107] +``` + +The distance from node $107$ to a random node is around two hops + + +Furthermore, the distribution of the closeness centralities: + +```{code-cell} ipython3 +plt.figure(figsize=(15,8)) +plt.hist(closeness_centrality.values(), bins=60) +plt.title('Closeness Centrality Histogram ', fontdict ={'size': 35}, loc='center') +plt.xlabel('Closeness Centrality', fontdict ={'size': 20}) +plt.ylabel('Counts',fontdict ={'size': 20}) +``` + +The closeness centralities are distributed over various values from $0.17$ to $0.46$. In fact, the majority of them are found between $0.25$ and $0.3$. That means that the majority of nodes are relatively close to the center of the network and thus close to other nodes in general. However, there are some communities that are located further away, whose nodes would have the minimum closeness centralities, as seen below: + +```{code-cell} ipython3 +node_size = [v * 50 for v in closeness_centrality.values()] # set up nodes size for a nice graph representation +plt.figure(figsize=(15,8)) +nx.draw_networkx(G, pos=pos, node_size=node_size, with_labels=False, width=0.15) +plt.axis('off') +``` + +### Eigenvector Centrality +Eigenvector centrality is the metric to show how connected a node is to other important nodes in the network. It measures a node's influence based on how well it is connected inside the network and how many links its connections have and so on. This measure can identify the nodes with the most influence over the whole network. A high eigenvector centrality means that the node is connected to other nodes who themselves have high eigenvector centralities. In this facebook analysis, the measure is associated with the users ability to influence the whole graph and thus the users with the highest eigenvector centralities are the most important nodes in this network. + +* The nodes with the highest eigenvector centralities will be examined now: + +```{code-cell} ipython3 +eigenvector_centrality = nx.centrality.eigenvector_centrality(G) # save results in a variable to use again +(sorted(eigenvector_centrality.items(), key=lambda item: item[1], reverse=True))[:10] +``` + +Checking the results: +* Node $1912$ has the highest eigenvector centrality with $0.095$. This node is also a `spotlight node` and can surely be considered the most important node in this network in terms of overall influence to the whole network. In fact, this node also has some of the highest degree centralities and betweenness centralities, making the user very popular and influencious to other nodes. +* Nodes $1993, 2078, 2206, 2123, 2142, 2218, 2233, 2266, 2464$, even though they are not spotlight nodes, have some of the highest eigenvector centralities with around $0.83-0.87$. Very interesting is the fact that all those nodes are identified for the first time, meaning they have neither the heighest degree, betweenness or closeness centralities in this graph. That leads to the conclusion that those nodes are very likely to be connected to the node $1912$ and as a result have very high eigenvector centralities. + +Checking if those nodes are connected to the most important node $1912$, the hypothesis is correct: + +```{code-cell} ipython3 +high_eigenvector_centralities = ((sorted(eigenvector_centrality.items(), key=lambda item: item[1], reverse=True))[1:10]) # 2nd to 10th nodes with heighest eigenvector centralities +high_eigenvector_nodes = [tuple[0] for tuple in high_eigenvector_centralities] # set list as [2266, 2206, 2233, 2464, 2142, 2218, 2078, 2123, 1993] +neighbors_1912 = [n for n in G.neighbors(1912)] # list with all nodes connected to 1912 +all(item in neighbors_1912 for item in high_eigenvector_nodes) # check if items in list high_eigenvector_nodes exist in list neighbors_1912 +``` + +Let's check the distribution of the eigenvector centralities: + +```{code-cell} ipython3 +plt.figure(figsize=(15,8)) +plt.hist(eigenvector_centrality.values(), bins=60) +plt.xticks(ticks=[0, 0.01, 0.02, 0.04, 0.06, 0.08]) # set the x axis ticks +plt.title('Eigenvector Centrality Histogram ', fontdict ={'size': 35}, loc='center') +plt.xlabel('Eigenvector Centrality', fontdict ={'size': 20}) +plt.ylabel('Counts',fontdict ={'size': 20}) +``` + +As shown in the distribution histogram, the vast majority of eigenvector centralities are below $0.005$ and are actually almost $0$. However, we can also see different values of eigenvector centralities as there are tiny bins all over the x axis. + +Now we can identify the eigenvector centralities of nodes based on their size in the following representation: + +```{code-cell} ipython3 +node_size = [v * 4000 for v in eigenvector_centrality.values()] # set up nodes size for a nice graph representation +plt.figure(figsize=(15,8)) +nx.draw_networkx(G, pos=pos, node_size=node_size, with_labels=False, width=0.15) +plt.axis('off') +``` + +## Clustering Effects +The clustering coefficient of a node $v$ is defined as the probability that two randomly selected friends of $v$ are friends with each other. As a result, the average clustering coefficient is the average of clustering coefficients of all the nodes. The closer the average clustering coefficient is to $1$, the more complete the graph will be because there's just one giant component. Lastly, it is a sign of triadic closure because the more complete the graph is, the more triangles will usually arise. + +```{code-cell} ipython3 +nx.average_clustering(G) +``` + +Now the clustering coefficient distribution will be displayed: + +```{code-cell} ipython3 +plt.figure(figsize=(15,8)) +plt.hist(nx.clustering(G).values(), bins=50) +plt.title('Clustering Coefficient Histogram ', fontdict ={'size': 35}, loc='center') +plt.xlabel('Clustering Coefficient', fontdict ={'size': 20}) +plt.ylabel('Counts',fontdict ={'size': 20}) +``` + + $50$ bins were used to showcase the distribution. The bin with the highest counts concerns nodes with clustering coefficient close to $1$ as there are more than two-hundred-fifty nodes in that bin. In addition, the bins of clustering coefficient between $0.4$ and $0.8$ contain the majority of nodes by far. + + The number of unique triangles in the network are found next: + +```{code-cell} ipython3 +triangles_per_node = list(nx.triangles(G).values()) +sum(triangles_per_node) / 3 # divide by 3 because each triangle is counted once for each node +``` + + Now the average number of triangles that a node is a part of: + +```{code-cell} ipython3 +np.mean(triangles_per_node) +``` + +Due to having some nodes that belong to a great many triangles, the metric of median will give us a better understanding: + +```{code-cell} ipython3 +np.median(triangles_per_node) +``` + +In fact, the median value is just $161$ triangles, when the mean is around $1197$ triangles that a node is part of. That means that the majority of nodes of the network belong to extremely few triangles, whereas some nodes are part of a plethora of triangles (which are extreme values that increase the mean) + +In conclusion, the high average clustering coefficient together with the huge number of triangles are signs of the triadic closure. In detail, the triadic closure means that as time goes on, new edges tend to form between two users that have one or more mutual friends. That can be explained by the fact that Facebook usually suggests new friends to a user when there are many mutual friends between the user and the new friend to be added. Also, there is a source of latent stress. For example, if node $A$ is friends with +node $B$ and $C$, some tension builds up if $B$ and $C$ are not friends with each other. + ++++ + +## Bridges +First of all, an edge joining two nodes A and B in the graph is considered a bridge, if deleting the edge would cause A and B to lie in two different components. Now it is checked if there are any bridges in this network: + +```{code-cell} ipython3 +nx.has_bridges(G) +``` + +Actually, there are bridges in the network. Now the edges that are bridges will be saved in a list and the number of them is printed: + +```{code-cell} ipython3 +bridges = list(nx.bridges(G)) +len(bridges) +``` + +The existence of so many bridges is due to the fact that this network only contains the spotlight nodes and the friends of them. As a result, some friends of spotlight nodes are only connected to a spotlight node, making that edge a bridge. + +Also, the edges that are local bridges are saved in a list and their number is printed. In detaill, an edge joining two nodes $C$ and $D$ +in a graph is a local bridge, if its endpoints $C$ and $D$ have no friends in common. Very importantly, an edge that is a bridge is also a local bridge. Thus, this list contains all the above bridges as well: + +```{code-cell} ipython3 +local_bridges = list(nx.local_bridges(G, with_span=False)) +len(local_bridges) +``` + +Showcasing the bridges and local bridges in the network now. The bridges can be seen with the red color and the local bridges with the green color. Black edges are neither local bridges nor bridges. + +* It is clear that all the bridges concern nodes that are only connected to a spotlight node (have a degree of $1$) + +```{code-cell} ipython3 +plt.figure(figsize=(15,8)) +nx.draw_networkx(G, pos=pos, node_size=10, with_labels=False, width=0.15) +nx.draw_networkx_edges(G, pos, edgelist=local_bridges, width=0.5, edge_color="lawngreen") # green color for local bridges +nx.draw_networkx_edges(G, pos, edgelist=bridges, width=0.5, edge_color="r") # red color for bridges +plt.axis('off') +``` + +## Assortativity +Assortativity describes the preference for a network's nodes to attach to others that are similar in some way. +* The assortativity in terms of nodes degrees is found with two ways: + +```{code-cell} ipython3 +nx.degree_assortativity_coefficient(G) +``` + +```{code-cell} ipython3 +nx.degree_pearson_correlation_coefficient(G) # use the potentially faster scipy.stats.pearsonr function. +``` + +In fact, the assortativity coefficient is the Pearson correlation coefficient of degree between pairs of linked nodes. That means that it takes values from $-1$ to $1$. In detail, a positive assortativity coefficient indicates a correlation between nodes of similar degree, while a negative indicates correlation between nodes of different degrees. + +In our case the assortativity coefficient is around $0.064$, which is almost 0. That means that the network is almost non-assortative, and we cannot correlate linked nodes based on their degrees. In other words, we can not draw conclusions on the number of friends of a user from his/her friends' number of friends (friends degree). That makes sense since we only use the friends list of spotlight nodes, non spotlight nodes will tend to have much fewer friends. + ++++ + +## Network Communities +A community is a group of nodes, so that nodes inside the group are connected with many more edges than between groups. Two different algorithms will be used for communities detection in this network +* Firstly, a semi-synchronous label propagation method[^1] is used to detect the communities. + +This function determines by itself the number of communities that will be detected. Now the communities will be iterated through and a colors list will be created to contain the same color for nodes that belong to the same community. Also, the number of communities is printed: + +```{code-cell} ipython3 +colors = ['' for x in range (G.number_of_nodes())] # initialize colors list +counter = 0 +for com in nx.community.label_propagation_communities(G): + color = '#%06X' % randint(0, 0xFFFFFF) # creates random RGB color + counter += 1 + for node in list(com): # fill colors list with the particular color for the community nodes + colors[node] = color +counter +``` + +In detail, $44$ communities were detected. Now the communities are showcased in the graph. Each community is depicted with a different color and its nodes are usually located close to each other: + +```{code-cell} ipython3 +plt.figure(figsize=(15,9)) +plt.axis('off') +nx.draw_networkx(G, pos=pos, node_size=10, with_labels=False, width=0.15, node_color=colors) +``` + +* Next, the asynchronous fluid communities algorithm is used. + +With this function, we can decide the number of communities to be detected. Let's say that $8$ communities is the number we want. Again, the communities will be iterated through and a colors list will be created to contain the same color for nodes that belong to the same community. + +```{code-cell} ipython3 +colors = ['' for x in range (G.number_of_nodes())] +for com in nx.community.asyn_fluidc(G, 8, seed=0): + color = '#%06X' % randint(0, 0xFFFFFF) # creates random RGB color + for node in list(com): + colors[node] = color +``` + +Now the $8$ communities are shown in the graph. Again, each community is depicted with a different color: + +```{code-cell} ipython3 +plt.figure(figsize=(15,9)) +plt.axis('off') +nx.draw_networkx(G, pos=pos, node_size=10, with_labels=False, width=0.15, node_color=colors) +``` + +### References +[Cambridge-intelligence](https://cambridge-intelligence.com/keylines-faqs-social-network-analysis/#:~:text=Centrality%20measures%20are%20a%20vital,but%20they%20all%20work%20differently.) + +[^1]: [Semi-synchronous label propagation](https://networkx.org/documentation/stable/reference/algorithms/generated/networkx.algorithms.community.label_propagation.label_propagation_communities.html#networkx.algorithms.community.label_propagation.label_propagation_communities) + +[^2]: [Asynchronous fluid communities algorithm](https://networkx.org/documentation/stable/reference/algorithms/generated/networkx.algorithms.community.asyn_fluid.asyn_fluidc.html#networkx.algorithms.community.asyn_fluid.asyn_fluidc) diff --git a/requirements.txt b/requirements.txt index 83554134..dc418e37 100644 --- a/requirements.txt +++ b/requirements.txt @@ -7,3 +7,5 @@ sphinx myst-nb sphinx-book-theme jupytext +pandas +numpy \ No newline at end of file diff --git a/site/conf.py b/site/conf.py index 635533e3..533fdd4b 100644 --- a/site/conf.py +++ b/site/conf.py @@ -31,6 +31,9 @@ "myst_nb", ] +# MyST configuration +myst_heading_anchors = 2 + # Add any paths that contain templates here, relative to this directory. templates_path = ['_templates'] diff --git a/site/index.md b/site/index.md index e9571a4d..8fb007e1 100644 --- a/site/index.md +++ b/site/index.md @@ -38,5 +38,6 @@ maxdepth: 1 content/tutorial content/algorithms/index content/generators/index +content/exploratory_notebooks/facebook_notebook ```