From ae6848f09e9449fb78a7a68dbfea34d0ede491ab Mon Sep 17 00:00:00 2001 From: The Open Journals editorial robot <89919391+editorialbot@users.noreply.github.com> Date: Tue, 10 Dec 2024 16:23:53 +0000 Subject: [PATCH 1/3] Creating 10.21105.joss.07316.pdf --- joss.07316/10.21105.joss.07316.pdf | Bin 0 -> 216880 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 joss.07316/10.21105.joss.07316.pdf diff --git a/joss.07316/10.21105.joss.07316.pdf b/joss.07316/10.21105.joss.07316.pdf new file mode 100644 index 0000000000000000000000000000000000000000..efc379a75b7d140d8132aa6af812acffade5e99a GIT binary patch literal 216880 zcmaI7W0YjU)-75#x@>fz%eHOXc6Hfyb=kIU+qP}n_RDkbH{QEH?z{OTa*xOnIb!cz zbFDe&iX@d67NudJWq~1`TV(-ZRY68^6jjH8o-iGekY+j>sFrjs2Q@%AenK7f6CMS3!@B8>}!M2^s# zhQ4NM1KF_$=g>_JpC3@8`bZw5&ZyRcd74KOqh>w_yDO#9Y11c#Mc)s#!T}+(SYww+ z8$}C;Z$)TE9hv#KS5vrCdi*n-a%^^Wc4@ZPUn@ZW=3o@S7aPTpQm{Zz&&in?Pbw^` zZPg%J++IqGf)L4Fi?3AnkG18f()uZpRP^yzW_Xu;#ihszDMrorM@G;a6gyBi&*djK z&QtLEz07{e=Z{%IDRWY=R*#zJ7ja)NjO(8oJUtW+pMop6$Hhg%m5RFPR880zg z>BT^abZA-+l)4OBYVopN5uBC)A50x%g{mTCROYeCkG1s>WCWXr9yB(o3JX2C&a=T_* z&HJg|1-KV~}sR|1x^e<-jR@tyFl=f!}t_oxfxQ z9d}9XkUEj7|KaQg+TnOXbi?iV9o;gy;R1&u_Y1=z;RHp!677i-#fOW>qKQK*1~U`V zh?C6+Y6~5XIv(;w`xP9>XTne8VFX3=+1qopqO~$=!`tvx!>>ej{KM&w+T%U2aMS5z z*@h>Gj2S7}d$=2VrTo!N1lYH4I&f-`5joBC@;DyU{0F(2kzHD z=mTLQg$Q$*N5X$79KsZJsjXRVv2NjRN$i4NVv0mqvAE*Eg~IWvjsKKIIQcmx+9f@t z(+Ml$WyWj{?HFUU#c9dd;`%A3kZ zlx@qSE9RCim-?54Eln&T7ir6R6v)am%04O{79$p4N^?{Qiiw?!+Uc^S^rUPHa|&YU zq2L@v>4^gs#$U7NMlcuTS5k|RDim@RD(nS?riD{YC-sYCHKw^IagBXa^VkMFA$*7b zVbL&EPrFr=6`U1~tx(TdEp_I-3BWGhuZ%CQS1wgM>*17G7vYs<)pRL+WIj9M{fq8E zP%9BWsh!5tQD2c{lXNY+#^2K2vgh&c;_tHRy7Dl4%D!NF>Uv~)q|*%DBdSvg;2Syin*usppCa)GxD%5=x1V-{}4I@xI<)O6Q8)?m?$WyqkB zSIJW8vJ9(*vLU=N)y&hJbCr1+C0GAD9aSY4PW$_U0Q-D28IP4GA(DFx(S2XU7WF(gZ91uVN9l-ET|bbDSHvEN#w=E*0A^R!@kPB=o|hg z%=dwE%wqT=nFYRu*1YHf&qBp~4y+eAOF#;i0M-+hEz^Y109hFEW6obikVwTu^9KGq*` ze@*|^+?LsLJE6S;QedfWt#GYzo%NN_oc_5;uGIZ|$< zDUw%`6_R|(_7k+;e}Al>S`u)S*q)QPQf@YdS4p;+Th|;PzG0feNzn$h`kNb7@{>rD zYFcQwJ?bn~RlZoqS=U(Ioz0y`ToSG_ntdxJYT6Volr}U=v|946uMoDQE4aE`ninsY zQkH#JNmrf!y6#>#Lp1y==LzC*_rzxzW_|V=`L4F8dETDy%6SfZ8G8}Cy0LMvu;k43 z%Dqb0qhY1#&`PT+3hDj5mRG_@@&erUIX^coYS?9x3=X z6Z6dR(xhYGHa~Z>zQaN9xqGNGQ(;#9ro-jS^ZI^-^I!u9Hw?Gkp5~X1#Zn z;(C8Ay{Y4j=v#Bxeg0Jr*^Y?qQ}Qz! z8%hD>6P=I{Se1~FT?4$>OaR14z%@cfriTg?s{TecnoBGIV`5|cKeQBZ^&eu(!v4Q8 z-2WT7Wnp1s{6CS~E1oeMl8!i6Z;>zlxlIiIU-IjbcUMt3seyY+h}^uTX1i^ZH*$7i z`mtluNrf&0h~%BsYDvWqKBWoaf||ZC0x(r_JHDG= z2eO5Ul{7bNGxw4ldidJNeMWZ#-&Y}=JU=sAwzoOlM-1O?WNe_iN&);?ILapo%LgqT ze4UhKa+FY2xIj-=w%*9w5vNyUWE6(-CANIBzHKRro)l5RwqL*CxpByfJiOR(jMlY2 zD2rfkz5Q)L2{a}yVZCm7P&MIm%&gKrCRws-sw$_N%JfPvl)t$%ojYe#2+mt9vUHvy z@`1I%F*OY_+`V48n~tydYIeRGvwC8PI3ga{u)?KqnD=to#sAe!PBi;G+^Czze{`Gn z+()k_DE1Gb8g3&|C^j-FtHPYITuI`O+;RX53$VFe5qs&2WnRZZoyxT)AUiufr{-~b zecVT(OW@GtM*_*BV#P5E=3Hx9mu~n9vCURV%w>JwBvQ@sQFJCy2y~Hyc22Ka==V+Z zUZ?>Hi<*{gommAhDyA*ODA7F#Zgg_KdJnUyr@?gRTqijnyppE z$An4hs$-WK7zw-!!8wrnvsF)0GS!R9(wMNs$5;d|7NKrw0R99Q&1{q9Bto?nMyXxpY2!yfczf z&2ozzvmX+>j3@aIJZ8DTtVfYDw{@`-587xuohyt9Kkb zMayTJ7hWL)5RQ%4*YJw%e+FMyFTA&vCNI27%suaSR3kQoUm(RDGpj~Q<2;nd!D)Q+ zHGAGnPRtbdd~sD;kb@Ss+F!#<{~df?wY%zS{-(7*$@3IklBIG|Bg*IS=%1H)wq%N` z+H3|YyhJ(cr4x*PN~2##qWw9?LF~D^{qL}YhbZ>#OoQUu+sOp_4u|5(3Vrnz5Jrdh zwI0#Qb$aS6g27AgO5hM?RivSpGF3!-SLIVyxzove8nhQI_Wh}Z2Pk4@_GE|?W%}+m zhP!_t{yX@vMZXO9Oh@|Tac&19Q*sr;KO(|ekU|(f*Wfh38A?G;bv(*1Qa=P8c7+Kw z0AU)jPD#U3YDNAWo3RPkYH8!_aDJc=9fWIOvzKQLY;!B>5>Hp%Xg??l?bN?O_vCEi zn$YopmmAq3RIzOdT^H%}r-N^+b)#dS5NK|gp;x7vZsg6oXokeY@)v;NKkJ3trBu!i z-)jfYRJ9Gav`^>MBY*08^clkIs@MBFd;bnMP=5?X`~yz?OIxfq^lMCnBH&;R2peLa z-qyKI^y;)-Q0@2g7%`VrU>bx9=K@+K?WAuK{X?f0<*F`|W!}w?#}Yhj3OnvOEDOp=-G%ofQ)~ z1QH2ZQ~yc%cVe=-@?z*ZcEtOOwr+;1i81DG6vl5jC?&|2vd&dXzGSRLboQgWHr20a z>@}d@mBTp-y)hFdedZIm=sgwPSo|^EdoMVw*;=AE)-}yGVSIJZIDv&_*dOD<15->w zvXa(Zx$>aJAm%td0fHfUoWYdI;i`jHO4R=@nPxUsI{ByE>IVkn*Qr6!;cs)&-q zhx@q1f3<#0=`FIO(qCM?`GXy+Bu{n2qX-9;O&u_7&}z+@Ou}jm#zdVuyPn|3F{iT9i<1W)o^6}I zi!Su2-~0St=RYs7V?-Ufpo?TQhCodimR({$gSUiZ&E6A+hHhIwNM+FNm7G`)>TK8d*+p1 zB8sRvp_1lL(07_w>H6|=F7Cqmyv)b=?0IsuS^!RgRCH!S8=@h2_v4vHLPhT$;k|~b zik@(f)Vxp@%HJB>vLN*E{h8$-WMT_T&#+0T;!so`uJ8`gRp0ki57PBCt3ub{9!@cE z@{GaVeSM*qvK;Rv zM`LdK;Y|$|TLKo7i>53x>en#SO^bjY3+I<(_`(z9%CW^^Zv*s(NOj@t4B-TY5za zcqrk)rX#%dg4fzY*Q zlJ!$`uloT7E7EqZad*AX&L>pw%2&PkV0`=v!}PV*n4NpZq%f6wG_gm* z0#m%2RXwPT9h=?AF7jJQ8`akuxSxz0mjwcK)ZA#T8h7Ba866ufTmoJ34_oaAKKyr- zgnZapTqd0dd_X=GRE~T@2h>yReE|LE#@|osYjJ%Xg1>U63lSBe)!S3L`bbg#M@o9c zD=?&?>HV}ljPpJmzq->V|0*+^P1bS_oK`U+3}L9+{bdk2hN!d8bq+a)?R&479mx~3 zd}>j$`66Kef_$xq<)(T-QIR?P=$6`9Q3`^ENmGvO0sCt-!cq#jMOCvSD!lq^7rcV{ zz*)9ppY9r%ph3Rb!4pfPrlohd>R0TEn%IE`l(8wNhqrL6Pr|#Zfale~c*?-<$qpg& zKMy$Kbqev>tc}YoU(tlgUan~$gPq;U6QRsl$M8Y6T-exXzX!Z`@?A_K=iF6obXEK{k{%SG)pk_FI8UBfT(bne2os&{##HwWb{ehKWYDeG+{sxjrJOh+ zTj+uXTFnNk)nxB+Q5OEN$eLjF+vk};K$PycBdI(%br;s=(_qUp3(_l=DXY>=B_o5! z5mxCh1Q(Xve75>QFgyJ7A(|1%}^I{C>{f%?X&8Df_tjBt@%pqe?k zEphP2D2L0hl&dHhaqln3+1c&C&c`R5d&7?3Gu@6tx;Rz0kS-{>f7yW1t6H2y(W50M z3FLFqM`}9YB;;1J47oc!=ec?kM12IdvgP3v* z?1HwOXMs9wr9a_0vxbjVgb_4Hj=r~0@W4}}pC$u^8Q8vi^0kIp7JlQQd)B9AJx;NP znMFV=PN^tujozQ~D^Kd2@`SlE1d4I8>(^f`5i#tDs=osiG6bn5ugOd`O($=obvhx& zxU6_~tEwGo%g(QH+M|P+q|tY(iBG1o0V~%x6fRL(YiQc6CZk6a>!pz|5d#pVZ&4r! zSVRx$*Q?CwBi^aTra?Pj?4yd1U5536ZTBH3uw(uY-7w1|*qLuiiFsTEn!WZWPPTC2 z3SZkOoU#!lONt9EhqK4cUB=fPVt;}!hrf6zMw7vh(~Ul2y`1CwCD{Vq;NR-QuuXzk zOs|Vp1wCNCmnqCYMc5zfpBCZK1EZ+8@}Gxen%>7WcV9LBA|?yE)~=8iX!@7!rg@NS zAGlpIF)Wm<6O#`fN2EPWIgWW$^Avk$#GR?@;6&yy!p!j##0zDo3I0-pSyd&5%iNvk zw<|0kM-bkt&dxw8G`AS;Mh{ZPB_q`}{a32oX#-k&T$)XXzPiKo?@>}7yPnVGOk*T- zwm%pZmj2frFB`4lkth55tJ@mc-;iE8S_NSS%drg$s&f)Oj)7f);d-=WseH4Iya*$-Sl4cT8(lx`8b}D>>It?qEj9?J(n?gaNwtCwwT*DN-Nl$ zrzQD`X#cE7)u3>7Eg60rGBsLF*J;O#xq6}V!o{206uTZm`TCcCMd3=9jj1v=a=Tvko}4v-*AB5yrQAx5h_G5|AWapXojR9mCawHW;%dSTPP*9-N5h%q zvWPJ0ty7NdB8tP}PslQ%_?1)0GN)a=DoQamZaF}orH&Z#zuVgq z#(?V+z1r<11KjuRNzsix@<%Sy8;THJ`QC>{KM{;3MPo8m3L0FWQJB>cl6qxq2Xt+8 zdgdqDGOL!+?=k%sw+ju#}XlM(AZXhuN&{<2}8LA&;=hM>< zgP!fL|G99$RSe3VJi?i5p{L4OP8#6P&y6QATmmMfFG#tR6Nb3mGPu$U!=@-xf}+FR zwLh@RCk}<2-I6_!V>NwOQLrK&2}UWaL_ z1K=K1Vizx*4R$X;Fow&PocOR?p;XypCAcC)Vd9wxB+>0AGE3IS%;vqSwf{rC)uScB#qLkb7-@L%j~+%c16sfh zl#cRx;3xH(VVaeLb{|1OA{16M3CXM+uc7O2g4*ZYYU^Gz-aUoc`5Y}MebH%d6Sf}w z*UcZ$J0r({|AQ&a^1qqF%I9C`oPLU zPe>oZ{$CUN|2trDnFZ;FdbIuA^OE_3i{o%g+GXR? z(DkA_?`a#v4B}5h5(|c`2=%*=uqzPtjBp-II2POECIE)0lu!m$0crClJ4F0}2GLc*%UpNez^#A{&C`BiW%hkof!E&dYCkgd`Etub_ zkj>(3YipZ3bD~Y5`URy8G2kl$=mWJ~^TwX-;& zzX_V6ID||N`hFe|7_08fb+Y<`f3QbR8s1~xces%fAl`GkIjlEYD5G{`P{vE{YijU{CItpr+C(e9kim=&v=tMFU#zCQ$9q{sAWsJeN{+2Q8xIN zMnge)D3>t~;49F!d0WTL` zKkbJQ@YHg#Ms~$f27k|gh<&s!8LmJI7KkK5nqfw1{Y=FF9` z*Q+X3sd~i(-)!kB2q2eRW#=8woH!{z@RjhmTu8#K5Cv9lOc^xXqxCPN*tT=;uT6@X zRBGW5@>*)`Zh z1XNU1glv@z4-YpsGS_N7Yf&Ug{z;H1D&YyeJbcJRUqKvTUJI3IQjF{WVX3Eh1D`Od zrwT|(!AKfH&C+xDt!vV-_R?xP&kouLbob>{T~QGjrdqK?bLH5uxwTcM{DlKrbqsNY z@!Ins6>Y))CIZui?{5*>&n$A1qU!c~V?Q-Dj0FV|8p0!<>*C?@{`HKNc=GV3OnRtC zmwW!7xPpZ{g8c3g#l0T~L>PA#a@-J|%jr|EcqDFx$QMD$>8E0u21LN@!#IxxAjVB z;>7)QdS48N+tzr^Oij0KbHHI$%udq1j@d z50ZolpQfwj=H|YJr1D~p8JQR#$L95N+qx-hZdNUr3mw}3xME6~xSHK_ri{ypGc+`m z=g&*ckKZ>?eFuQcbK4fIgJ{!qf36aN1G3JMBy zb8|frrn?=rwe;-lm?HxM3F@{S3D8l;3rS_JyWp<(EKZNHPEHuj_Jtr@WN0SE-@?G( zUJU7(%>TwaMldv1WEj%(9~=u^bUJZY|G1ijM^JCer0pN<%uK9~=xhwcnE<7GdwY+q zv5y7Qz(IiK;u@h~Zq?}VsUL{Vwsm*okBA8i@4l|CuExgx`h^uaOf@}b%;?Tt&88#_ zOMc({_{99|5=ZKW<=HlloC)?DPiIY8XP5x6k?cY+H(E`~Dpe{Ks(X^i;$r`z)6dJG z3lc8UX3M2>xf-CQ_6SccjAl?WAmL}mr#t3DzewKiFOE9+`Ahfk&LiqD0g}VOQNX6S zRmf2d3=9aZ9(Cd-!F>q~G9$vnf$VWbeS!zu*R0TCf~{CHh75tGBN!s2y*&up1Gp5z?cWYXP=)51*2*@$0#!f3VF$T*X@^*eN1 zZ!{}&$~*aJ_8%;^IhuuZIMj~;et@+#EUwl|wr#fq1~VP=t@Z-q7{dAn=4d4D*^SJb zvKxs9DyJ3Wx_nFKFTTeLj&rt0FuKOj8H4!00w4vV1xVU9|E!oS1-9ekk>y*z1^Pek z?(Y2D9&Lk_L_|dcUVn6K6v=OopwQZ+RJ?aq5I3#xJLQ&K!P$ITZBGe3?8@Zi8DeD+ zPfuv&&c~T~O~d_KSa{oFkHo!O!?fQ^-q?vl}9eg zFupV7!}#ak#+JIhJ(0(0X=!a<#+H_n3L82)xW2(`fKJ681*|W6osdO5&OPV@AlfSy zfJ{^me<{3Bw8z62k9XZ?iVTNu?N@4q^WIRrcTVgh&!Vmm9ytInoI+9nfJRGu?e8?4 z0Sbv=Ws!LU+$dXeV8?za2h~b#!ynzaBKWZT_jk_hS3V(;;0SYog)8CIARy;hN!n*C`Zv1w9<{l6aeFm;})wCW#om$Db z4&}5C<#-OjF~mbXPuyV*rN=zIDWr*5;`v62spMqlX^*aN1E+ue{r&B(H@udMr7fD~ zgP}-EOG~?e{LMsB@6hoU5(I*;W3^u*+kbQ>)zT}hWf_e*o_^Scu|c^J^Vj<=V=YW>cQ8p29JxGOv*7mb_@h~A=KE<0z2y8fPO_>p+2)k&RDsv zFw4xA(8rDMPX=XUPWboRjPLqYsd{vK2`HM>@wuPePVt6Z%UYPG)}Icy+owngAIAu>zTls%0#1 z;Rge{7PB%}P^ItVyq{(GJ_``eRDdH>2&?9099HBz0&eHq5yoA|56EJ~+jc9a?W4%t zPhH&3YY3bC7}zP|C}pn#WrDrfzabUnN*4Ce!oo;YD3gqP?CXg@Qj3efeJn(fZcWJd z%C^^0vvP#1G@AmFK&k!U=36YUQCaRW6#&qn5}klg=Zy z?#LV2)7>bM-Jq^gJFZ>_OTZ8S2{OA~tWBqs4N5l}VY_<=rWjUAT7Wc6I1CgTXY*1* zqC3_M+WCEkaO>Mu3UgKR;k&~N$)%)wbEX>e-;^Y=SR|El{Ll22Yf1=gXT-2B{frn5 zc8xnOg(MMO{;+uL@$N?Mf$ESnY7TxCid?Gx#9WFsl*tUl(Jr?>Q^ZZ>(OoXPL0qqW zsOC5{e+GH0mj)@pcmM4L)lTC_Op2F)%vZR{MOau^S9cpg((%PlrZU(d!NGYhJ8lnN zQ4K^NX2OC5HxuhBDJ<9JlGBOv8_O7C1>Qu4e#Nh~ z%%O(JmV&7h#%5h4dlIVZmhtfsDg711Uz*Y)TL7HRfiGR6PbP4y(A&ku#fP?7&*!RX zg`Amh>*vG8O+~q3NJ&nP5{aDi$D+x0C;O05zt5NvI67nws}d<D@StQ!~QDGTa-N(ikIO*-}4MQQ*B*?ezeuIGW33`f-j0|G? ziBd89a1fMgB*hWX6|z8~WpuhEb$k*q*>+gbL5X47FIX^dmRpgt>fb4lC<;6D0MBC=H*?x_JUg9Ibqi@u4!dR| zD?A}++#YAqn&Xp+%>CxeAl5>Y2*Dn)+sW;n+Q6_Lbk1#6oneaaR@tZpAJqr7DTBAj zl&mTVNS2VGApYEGq#Pmvua$QzB^8yBkPv}FThzuUeC``=GAF0o<4|bW3d`3DM9e3n z@gq18_6pXj8+P@MPKF2|-pFFmie-?BWx&gh+N5gj55&wrY6i0AL8Y{fp{v7DF-%+` zi?@do5cn^g*2RhnWlt_HB0@u@-MMb?Mf2YNQ>eV3Q~=aMO}Pgod|Hmk0SZl{N3vvr zz#@|cyD6S3(R1`b8+Gec0JICP%NrzoFpa6tP~e=zei+UohC`p3&I0cFO~QzTXIlZI z8lm)u+3i(BeunWdwp<^rlZg;205ay4$nadQ-lo9KN>qvrATaT-ygHmOp1)pp0BDXt zr-6Zja{DYci}Ra7w*bMBg=ER@bN(0Afy{aBFdORlPk>7q{N?~pqXxX)Uki%aHHZ49 zL4C~?oOPb}@4Ig(JcXYT=Iy3g+M z>>S1b+1BnUN-(#}#J7G7<{2C~B;?A{k_JH;li4)4)hN^2Bizdt_jwv>#!dvf@|G-S|ao_~hZ$VM-BAi;JR0PXU?%HpqFTbh$$QJN26f|%B%pJv}8u?=yQV7YC zo+%m3zG$rDysNowsXdZ#hm|L%q+y33$tuyO&}B0Rb>`E{-Cg|_^J3~HrIaoiK|vYQ zC+cyR|A3k=Y}C>ksDEJKz`rZCaZt+=LGH94(MiRueKZ00H4h=cj!ua{R-2fc(GHHk z0!FQ&AcVp(WxW2x;Q(93TMb5WIAXpymGT7)5S03>68s!alS8u%JL=_#7U8^LD*@Qk zfb>@j?y$G@*5@bnC*kds)<8f&0Ef-Si#f}7r#mYn!}G^Dd&&s`7PesF>@YFgmCL3< zcn-~QL!M6N$GKJ9jsq-jNGoT;lTOeHN#2#RcCR6K&kXdOw{Ocm!@*ylP6%PDCKg{^ z5D~i<3TrUD^6u_t1Pbr4ddx06M@L)x($O4E zWt2ODq^Y7Dxtxj@?N+{?jkCpaDctG>EO%^ga@RWMo*ocT{F63yT4) zISzd`2aN?)93+Fi4nBTT#$1rWIJdzn)f>cNT)6Q9wXJ2}I3ORl9U& z4C^#iZ5CQ3J;d7>ZPV(!)MmBJ!irBAFzoN%{k8OezW&BsKw9;e)MvvM@*KauzCgwS z0Eqe9gco>-7g!{6SJ6eeDun}s!mlv*?Zpw`J8QkSTX;GZOSEwd^Y)yP7OPg+1GnmR z#t*Dr+5sL$f9Gvk_iSglMTFVwPh39O>l?QUIZzll!qdefngd+kz z&;@AoJU}J=`|sCD$gg z2>5#5f6=%c0f9Gs&>U%G*9gEsVH&ZGfqszuW?J*`@#~0yjqnSDZe${=GZB|}O}Yc>f~$3M z2J3>ruj2`|aupcH=RSA`cHC4~#cCEHpnJy7v>l9}R%l zR0Jw=!dLZtwUJOznr@bd8ZiWf&LEPiIfhi031(oEPF-7!GO$Y|qYswSM>!t|(N6}T zT6n=o%s+yv%J5tsm~G(*g(HSVjr!Sg!|bzS%m}^)=CjvCsx{_~xsAnS%8ig!qtk(okMGk1Ig-QP*3-k6 z$wD9XVU7PWX~M9`;YeKajmvNbK|AleDzTAB!Ew(k6`9mQBNY7#&trq{1!Vq@1>J1Y zSY&w>Bq?k%w2!$*aA#IvJK4)n*T!3JCssh1G8oQ5rO+w2EcVZ~Pq6GfSUL$mZOWOm zW_^CHNqvIMOibJHiXLH>te7*3hv?7IRmo;CCz^a54e3YW1CDLy-r1RiY~mKTK%=!a z6uOSFi;`I@c{{LN^YenZoHrdnz*%+Y9RdB~sU1{VgWog|K}0j@q?t~qko4UEXp#_s zFpvG2WNnDbC{beG0N3v)fQgeb4T*>kmSr$7Wy<6-nh-l-*4wggb%@wk9vEMHH7HJ7 zjJQ#Qaf-{kr!|NO0Gksj4gl0v3&Aumpjm&T?-EArQA7z5_6Au!PV2LV7_QTuM8zq{ znzJ)*(X|^0osqek5xD%=$*SX0ApJP2!H^BszC7zY2sNS|MZhRK*^|Kt!F3*Y}d}%vTG82dY>J`opDMLXuY1O zTtIhK$kYw(labCMk>oFWsuUtQMDZS0nDcL@;y@+(mF!_$0MYgW-&O)J;aTedcBA$@ ztBmrS4+EoaXgudW!~5QLShVaE6lDN8 zL3l})<8|NRR9#au5_foqoVQqQ7bn?^l30l|d?xv`~Ut^Md2Se0-$` z(37_%MaQA#c1zDc0k{Q$HnK@Bw=^Z*tkEV7c$Z>_izlhi5TCS$ExRjF50X&6*nU7duAd`ZV z4~>%vGZGzER$`a9V_s#tzOXuzA47u(N(z(Tkv8%-m!-IxO>PBaaOrq77KAMnhQ#A$ zblHFbv!h<>-&P9`dFa_o>+^vqg1xdCQ!x11B&%O$leZN-*J_T+T8+H9*C>F5Qc(QU zuK)r2stpi-P{8=Cw=Ml#l0|^b&5weD(zj-uk)NMmESK|b&aBt%#lgaY#yoOI!Mdjf z#N3uC)?oifgjLAX-QAuYmp0Q0Yk)Kyb8eJMSQN#h0y6%#We7-2H9N z;dTp9gl3>cO`4shuH~jRq2cNZEY}oRy7SNomDP0ZFp_gR{-7MsZ6ux)OJ5B# zyQevNe}24yp${l?N*Mx3t)yq?0pF$Z>1o99y-xgOT5@_|d}Nsw>zqmYm@!B+O_Zb5 z2QD7o)})Cdp|h#!aTE?4fYJlRlc=z8<0m>$)I;i&DIZ@???=!MNcx*sx8I2AU!zY; zzUa(P(9=pvx13bU&JnKL>HF;n0C@Hv&n8DL-Hbi-!y1^kM|yfvC@_Gbc~UVINTsua zI?#({QJpe?h!#F!0Oa%xcxd~WTX$c47E4cf5`aG$SaKKSk@s6=-2m1Y%(`gQAhMbzm_@f!ii2se$`7dnvxLWpRa5ijV zC)s!k2K(FnG*t>v2dnRm6^^CbIiqJxpuq$&&G;Yi`J`Z+AR-cOl#GoJm#ef07*^X_ zTiJPezq4)qr;SP9zIuXPd&L}VtgjOfvN@VdOqECbRM%n2?tsvjHM#4q%+`pPy5v zOss0>rTm!^T3L|59gxE&hTs8>;IM}WL@b#CDxW*t9t>zWke*fcdva- zUJ6Bwjg~S}@)}!VWU7s3@^1CiW&iU99F_HCoaqcS)>BgFiXftQGr18bn*o?oE-DN_ zqyiN``TMXE5&}8N`osc^ZwN&EPkK%QE*EM_%JXmAKHiX!kd{m2<$4FLJbAk|ZEeJu z0b|I=xFhQPw->S9Je<~{p6kT6cS4@lMG52!LMUgY5-u3xIL6FX4=prT0x=(THCaMr zuwg9o;Vv$z1277dz2ddG0g^N(U;x!&0>Q~IA}r2MeQn$j)_RNwc9c2z8*0K19?)#P zp?Jg!_%|c)s-sS}l7-aVTiGeVjCXW!GG@@Ip2zf%w*W|CI{U_Ea~?i-Y6Bplas9hp z_%4|?Kn`S<^0zhT;4vrU&JAHrz*2z!fFmDJ?HEtcJ{;36_S%JDz8RzknyL;rmJ^c2 zkmWZ^PQ!FaVjtJZ`ZJaNw{la6?ZvbK6C`7lVftlZ&9E+2`VZlgzu&(SUf=Ie&@*oP z{lU}IQ%D~wR#w$2RleA1$|M-tZ5I)4g6w!Km5NENX({Zhd~wxh9gE7-giXrM2SjzsLE0AY1EZN1)TZ=43Oh;%rBH(y(rzm`F8{V0eFQFrx6^h@A;`*A$X z8~Cji-knU*jxSbfN{WhjYI(US zD4=gHp57swxp3eh01d3_zCJ?+9TJ7jAO(P1>ODXi%3uimwb2f};VzCFwgGp>uhdqi zcqTyVR}&+t^ZG$n=B7J-_0vYBOl9c{CW$;?KFGFA8c`Z z0Q3TTnf#1uV-D_Uyk2rxc^0U@eU)vk0Xkop>-2>aBZ9D-WT=?Og`z&YC zcl~0H0el`TC4h^*-w$q35 z&~nzli|JWfZ~9A2OiTdvNRnZ<4yozP$H(WOjrN;&W-MVTtoU@W(e2a`S7Z*a6U|x& zycO08uQSOwh7Mpmu^ZYdWz(DF6S{M=*|e6>ZVaEcSbTpW4ci@rxIWI+5>?pKGt5&q z19u(|vsgwfOEH?&8=c=G?BnM65dr!X4b*jAuqQX(*jK)aBgX;Qf_ERNBe{L|u|=FP zz7A;zC0g+tG4{<5_(N0d-zhSoW!cMzG@;uYO@Bj1Al&_#*aqGKw)b>kNJs#-$Vmy2 zs|wpj?Ix~nzqr9U2`|IWikr%}B!J$kn_4_`?}B#EY$Q$)Vyi^(6M5)EXPo|K#r!j; zfqd})aC8oCm9=dYuW7PvbF$58nriZ7+qN}%vTfV8eX?z1vitV?oj;(ftF!m>+-t4h zx~m%9U#7Y>8lLaR@xb-)KlDpTFY`1_8dSi!qz|(^`eu1H0(RwvLy-Di3_+_-#sIc< z<@~<~*(AwI(1#>*r?mHyQYwj^gTuO&?i?E%dw5`gA7OGCJX15u)#h8>MruMelPHzy zbs(B6UU@uzeIz`#mJ6B~;BvTYzMzQ?O+1GRx7E<=(FxgOFnur-SrZBDKWs?=k#X*T6{~&RW!u>WKcct$a50x%WHN^Vh_uU==`sc!i}|8x$Hk%(JgShC|e@e;<5QVcP!eEq#81eRJ* z|1&=6jYmxR(8ip@Kb7C&wstinIU|3>b9jJ+oMSAz7|@^3n*khhZ2+5%!Eh zx6`Jc>9-vbJi@Ka&a6leh}8qQC@|k{lD;`??NLU^V^(n@tX9#giGipO_f)56#6MgG zB3;y&#FLhN+c!j&rnNX;jxPITXVJL~LKeu4?iPw<(!2lR$$MCo3=DBMoyP6HuW=KmK>O#$f3sTCZ%}JT zaXhjAch!?_&2!A2oU!gJ5H!hZ<;&@z?s(lMOVyd!8=P4yCLo}%O4kCKLDju3y^Qa7 z9FS8k`c}xt@P?sk!JSS1tvaCY6PHswWZ0vOn#ZV|OSbL@F2lK?3*^v=z5^aTaSKSAE+Lq*0iymq&+ZAJXvAqSN6iV*+zksbzT&*^~95 znPKgCf5aS?gezvHbF?Cv*oPDd9hl!k`p{U>>CAt!S))*YZzd9Mi%EAWoYTtPz#iK= z{%IZPSYhe6qtIew(k}?7N0m=90>#~DP*17u=| zZJMp?9M)7TfB!A`1+8O8U9{ql-S?NE525^S+T=@)1o~I%Kl}FI@m+ReQBz^s<@CiC zL)lEoI_wo)ALkzpf>lwq4+mIueu!TZV7tc^eQLb-FnnK|*Wc!25jTr=wWH;>GaB@tm2(=T|Z!5x87N3zPwP zQ4Jh0IP~CU$7N>nH>mf-Fgue8nIn7{i6J`2QURtBDi}9hKCjz1Ubk}I`ZqIr(tyjk z2qA~j5okP9p>!e9!&?;z>aIl{lJcCRbijCLKReBc;5ZBDpwVVa1N9l{{6G!r7w^x3W>SpsuKXWix_2 zpdV6?(USO8W=!q%_RPIcRIF!s%^wI{tOQti)T9Y#W-Ug{ufE;4^6g;Od{LyI%ql(x zRDy8_#Vw)F4fmU5)IQ*gAWF2B&Jnbby8VYTBvHN%huxZB6Q@N-NBVqPuN~NNBU^o; zGDWtOJWBEl<^YY3KA#k419_5ixyl9`zT|j31qB8F1fON225;sj0sr>uD&I@PeN5wH zLTmY4kJi?-!&c2Nz~lz87;6Y z!#QipP(=LU(MRvZS_t;_w7hy%a&OR)*K)X@jODA|1Dm8^;ZXwUatuSxo0B=0QH$YM zwh2yy=>HSGL{xqhGnkT3ik!=WE~oIeEj-72aF+>YZo!;kE~A+AI!#rZm;jOqnS~9R zM7YHkOSXTdc~ie#q&q8nJt(#6>#pEnS<(++GQd-)uo`aYt~rm;mDl5z7o*Nyv<0>$ z#lDmBB+-(P_-T!`7KRL#YcX~Y^EDT+z1ccD-}fKF@p;@G=bzBWk0L(rc8~t#Uld@deAYw{p3HFsS;hnd z18q^+d(x@sZbT{oCS?2NfdtdK4}0w#9O~j7UR$%KdM76@vP2q}YqK5F(<;vYuT02a z-4usX^KR$j!YPu7ly=LGi$=8Jps9bQ7cs4w&~H&n5FO=C-c-MH>n)G|e@fk&&M*6u zXg5~l**8B51YN)p5>HWtE(*XSke{K^9q(|$G=7qEwhS=F_$>2lToqpilJ7H^#?>oE zyrXehmN~N}8PxXZBP}mRPLKQaUS`F}NO9mmf5NcB3vnlN3clx(4D$^S4+HvSXJ-c< zo6!p=({{ZDI2C8s@78Y+dc1EDHW>)nUFI#EB_t%Yv@!+_9`5fi&d02d3h&tO>M9=< zWN(=U2HRkjJw5^oS~_AOF0S8iQd$Oz_87-CK;H$qESD@M|sl* z$AWI9s?$L=oaR=!SZ(KkX7o@J*C1>9I*OcGS1&B{mFOr3ku%492%1{O_~loSNndfEVH`zx%SuvR%?Z+X(v3S3VX5 zZFkbU9RHfBAFp-vv4k8L5r+edy=Wfk4z~ zbg|PjZ*iA&d_2<9vK$%;llV)FY}SesVlp>37eIlY&_OT$54h64YWa?ib8Jzq*`OYQ z9Aaa1myz7X{SKp_`J{qG$>``fDAT#&Qhaidmzjr4Q{%!BA!Lg+RFk$KvM1dEq81TZ zt$=v$U-RC7%eKAO%>LB^$i|QGdNSM@Sw2@-^@VL37-}j+@OH;R&D0jgwES7p>26h5Emb} zGDW!}dDA7)y58n&X#s@>TsKP50B_33d3Izx);LeVhAf!Fut_qmUcj(I14;pZg{p^w zh88j_TeqZHD>~_3G{QH5yz99G=e;;OH%7n$fjF5(Wz zNPwx}&ZYIGoQAmD!}RT=xQQRCAq%nF3x+sjp4m+Lu9rzwXXZ3iGGZqbzG615IYAZq z6HyHSCIJlUOAb`Pj?Zhv(%s!1pdo=E6CR7+EQ{rwXb%A^-YF_9%wKMp3F=8R0S;Gi zHXS06R*D)~gt`dQh+@%37Ejb^LN>JrfwmcEHy9S?Gikj9U`jo*U*ba6FV|-zEPNifObp2<+hKU z&AL_ifIz9s2(q*AX{7!xuKShh&*lqR&JG*%_ta+TnOAMS&~qXv7o2fdzZpDi9?Iih$eSV z^;$M31O`5pmC>G&Lz)ueqsOQH@`_&$9n4fjLr0VTDXL`jgBwJIhPHiW`|tKBe1Fr6 zPzLv+@B+}F4oSt+0aC!QHqy!qxk04|c&lVGfTLdvK3vvyg%5p!;*uRfXn#mwP~4`+ zL1#ge6H!g_aWaN@3Yb%Uu*ZO)onUu<;Ft-3?n43)n)v&SVJSRB)5yDd#C5BRb;7&F zqg+F#($`9{m-KSvRR_~<5EjSt0zv$}#XjDX9jx%;7N`c;1fHb=VCF zU@iK);lm-`V=Ni%`eqsZiYx%-iomu!6tt9xJsWfYeOyCkxy~_w7g}+w;STx^BKrVa#8P{6CWxTP`IRr?o ztgJLAWb+98t=-wMQRJ)u3O)%xpb@a-b-medrH$K2C>^-Y_OZltmtx=uiA?nDA!+HW`M2~(+(*pq$mhRI z6MPaNtsr&-y+N8qm(4@Jy-~2%emf3SAJTYbxAO+1u&>E1k1hqO5`TUGC!xx|yoN9; zb&+gr`&Zpqqbbt1kknfs!v$cNU!EXxE_Kis`$Gg(F*viJ091%&y$xY{DAc9x-0?q@ zuByd=Uzs^j3#$7;t&YYCtssr>s_vOq#m1LI-oHE}zP2f~5|-<_1MU0}r{}nM<= z5M>o#&OEP;w-J)=PBEEUBw) zmH`-`*M3c+$7l`ETg2h$CA55(Gsm_WN!LCm>`(^9siE-K{FC0kt`Gea)5mQMKoq3Q zqncRUZ_*>j@ICg^*HisNIzw23J9q~8fbX~AHwgfp00eSZs2OVp(1MJ+DcI=|^Dlx^ zc;UXDjEaOMGzv~ORpSndE)c9hGXK#??FXT}g_%Se0+2#_??yb~^8h^4>C9=hZalqW zdtBQSJY^?+t$Ac8Jg|??{9n!>X0C|oo#ZDD+}*a0I-Y5(lWWc4eB}Yr0E`I>kI>O) z?s5RxPv4&?U@c7$U0`h_rW@igJPJPg)ZYC#M-;kqmF-5CDpm))N9Yl{cy zyV-M|v5td%5+=9bqAQ$xIfN~=HB*Z_76>jqGJw~niGI<(J}|R9kXpZ78wpTD^Y20f z!MgjD(U?7Jht+=W$w%~@2xPK_v}!W*wWd=n37n{owht+W6|072tClodjFVZB<$t6G zul~#*_P*{I*}K2YGQ<&GZNFG6gI@t04QvVDfzWxuRt$NI#7{LyA!CBB65ra3=(adyDzC*hT7I{0o)bGK9zTNecD- z4?tZ<*dtiB!xJ*C5`^)+pp^qgRft>Ixj%%O5snmls+*QCYYnisVWQ7fJ-_QVP0DvE zE@0#E67oDlt9>WovpAjFL9cc+INMO(a1YBr;0f<|e{ue|f6{;#rnDGjd@8Kif4Zt- z3E;8?J(w2IR$nareDV|;4X``djuBKZRUcVq@-$kx%$~5_f-oTqgiXg|0&4bix?4}d zxC=+LfiuIpY`qx2MS0ecv3t$P{e$-2k4pKUitLS%$P2x~6lKKnOhiiTTLolX2ghs& zN8kBiL$NcA0_tm+A4)R=zD8sEkR zE=-Spt8_%O?7TfL#h=ZYjL##bSn%~SFE#jqJu;tfBWJ0$^#>w^JYeY~3fGfa&c83B zUA*=SHO~`>Soy_(apHm_`^ak7j4h(uav5N1k3s={q*0RbwMf176I&l_UZciRza-8F z{okf2LcUdq%x|jqeV(RY^?)u2Zz6Vrjsx%KnQk?olmWq$eosiP0hbxgRipgeCxknw z54f0uBRdiHuvq@J$0+EUhrw230YJ#hQf5TTo%X=MS<#q4FF8m|<`wq|ctl{%5I;x$ zmR)R9CXXciB(HTq&nz~(%0D^IFM58wg{37;VvZuNBCJ9EiSu&-xvS+8!z;VX$r4b> zxZsW2KZfgv=0wOr;Jamg3#e^rHxWZ+*x)^63&w$-lsx zh+|Gk(q?Ytd-#0Djzgf|dSEWFOKWqQfW-HXDziKEHtq(`Oc|a_N;(*;bKEZ5%dx7~ zJM;#FA;*RK&hiq|@rFRhv2(6>1?rB;0D@z*H!p@y#jwn*{}F5t-&Am@0(ppV%4wr4 zy-^qQSIh?j8~24_{$7*niX{`1M=61&U&|Y2Ne<^TcxplviS*wBOtM^SprJZC0@! zpf_rJypz)`2z2rxE>R&#ne<8kjPkq751DsKA-nLlYlzu-023!G&<{)iT-_#DZ2o)k zLLiG#O22|9ESstxwG$8XXeV*>}Y$x#$VY+|pzGk9vScJGEe?-%!V%?f%D@sPUO;Wcl z7FVZ8mQJ!PJ6XWld1rSrVDS>S&fRw}D?b2>iCDnn&j0!O^e%TNY!Dr``22FMX@JZd1qQ^+;^XoA0PkwH}nopxepmw9VYzi~nxfWbw+haHm;{ zU(+k!CAw-UDBW3hRn`+c_v8Ix+HiLQ7e-9jw4f%Qd3Ly4mpb_4J}L_VOSkejX`~Wu zp&Hr6KEosPU6Rq%9#v%G5rZmLMVR|A9^V=s*AgD@WtsW)M+=Y2Mo*nZ~Zw*YW}N(Sy^OgF2{SYKV;JarUeGkWG+RgtD1AbLy(oU;0o%&Vo9JKIv zX+h=eSXA7?H9N)OpUP~)hWU7AkpzgY-tAKICl6FJc+i zwG0p|#jJ6!+m?9A;|{I4v|s?;KV$f1FW7LV`$Wj+Q$@&s&VSb*5imWUO5+K|SU`Ct z#jg$jRlhDkOdaP&dCV4XS$-WD;_(D0#(j zm4RZpaQT4Cll9zIF&xzC??L{K|5(8I!eSW2Vc5#yoyy@H*7(|BE#>oJzuM|(h(xSo zytntNa>j?vRJGcKm;=e%y9hL4^q_k-fRY-3XrxVE#rB6(X>~b$gx5nqTv(g`)o+L< z=JVJoXL>wey}y+c`pEA7I9PPaShRS*i`?=d}(IO4p!bJ)g-s4j6wIon+Hb zjYmk6o{#s(4jh7zW5B+NQRFiO#nyNs%`FYbUtW+3lR2vY=vuDx8wvk3fqVYTF)y)fO3QZ=B_<;&b3$3*SS*{VrKQ!; z*@=q~oZO5YJ&bw%DP^={C`EzRd)ug0Cb`^EH1FLfzA4ycy)g)Ydeffv#Nsl@N z%WhPFBJQyGD;SY_BQ~3HMvBPif7tK{!#ga?&3ZC7rLsz3xfexv%cu*LgYEUW@rH+~`w*KGB6eCDX@<#}+Ed^DB)yt_WirhCrq)KTDN*I%G6#dYrH`rb5n zmWEZm)nvEPBu0EO##BjbO;B&-JqNw^V7>0>cC-_XoXP(_imhAqZZ=mS8NXPq`FXKW z-fXkku-PT^F(AifGqGB4I>^*LZ?(Q^_Y{7zrBSR?C);V2d2=r}8lUz%`3+9EnEpvn zZzR|T-qy+YF{#Q8(`Jm{t-I{%7tlTd2vPtWiK}q!koMNX_*O;4KGQ!}X8h~RuHb-% zwy!YR?l?bbH2L;z3Vl*Yax+u>3E<#uZ(r}rMFAZxj?L6OHp~EpygQ7OH=xVQ%f~lo z#!eLSpH~Tc{;`%jw=T3jg%F>n zrzHV>VbirH;_lCnC0!qIVYw{c#;fC*Mn2bp`w3#^z4x&~&G9WEwXTo)y2zukG)9w& zRRRGo^P#>y$n@^s7F5$U`PChy6!KMJ;-{Yi5ewza!YKH{R#J z_ZMf2sazF_nsNi3-b6o;N>&p1uXt_1H-!rHqjSAX_4ZD3cCrIz0D=c#bqa`9gYNx*_&=P-9CXfH49`)dd07}pAj&cg+ zDwXH^pMBxAUxU5JWbu$_cojW%PS%^OHQkI7-bh$i2$vj)>3c?mf~d-ckQtAt2o6v=WLUzgRK>1>r8vCQ zA>_I!Zzx>6yh2Uv7ja%w+JMSkXuSz|e@!Oj zz6M=x+zNiU-6xLsb6KBtd&qs9#y4iGS<0$eMrnp*);(xDmo2pq(>`oTdV5-~Z0e3b zXh7?)nacQ@nrFp1i)8mJ@+hjb?h$b zZnZmGo-lPw^V%DX<%!)MF)h1nZ>I@BW1Vv|13tj&{TlvbHlF*9*Lev?Qm7xUlvEcWS~QH9X0M&)kHJxS~2(ek`2{oACQ-_?%cC*$LMo$Bhw_VJ!X7WXq05!>{H~mmn7RXg29{uOV`*gC|8h*_OY$LlWI?^EWnsI? zMUV8Rbv)MH&{n69Ywh;K3;{mx&ku8aF2>cm!jt0}=X5SrPEJN%-;aDgS5CFc^vXqR zu*a491AHWz4x>rUx=OD{R|*UGC7&b?TiXM0%L7u&YRX~9tY}FE{tK~W~@pf%{q(mb$l-DtyH zEZ>6j_F2~bnq<-tlW%&1oUE9+wJbA0J5_>M4}%nO7i)mW2rqbfo>f16i#oZUf@OnM zG3~aT=he@ofF~z9K=Y@;<31nRSKiEz5Rai<*am=00<(l)Wyt)7Ef+S+R#;zLOr7#t zbCb#rqM7v%YXLm<) zqerce!;lk7s0pp7uZUTNRU{Kd@M(TNUq7>lOfAC~$7!kic5E#0`oQOYII#po9H|&PSu2q!@9-MG=HIO)Z+a*gqT*vmeBk1;i%@xDj35mW+(5h0d`j*+6*}sG zX?5LuXmfd#nw&aA<*+*Dfc{JVdx-ah6v091_yhZ4Z6TEdhqQz8*s$D`i8RE4A5$C# zDax~nnHkLu{LzmGQk3t4WTLgmAA&F7J>u7U(OVReNpmSl!5UsR~a0M&MmEqlP}^%UiS{s%_!wB_Y9I8my2=EX*W5Ow9A@ct=%|&`lFf z=HJ~%(TyY_-&Kie-;d?{W2=X=o_+ebnul#xT+KeasxOgj$nFo4buR%W5w+m)G$&_D z%=2ZhW6*-I%iVLMmQMJ#rMe=%T1|?JU{cqf-Fv90P8(S2ze!MY@fugT1Z~xx#c!^C zyp7wr#i!Nwe%e#1D%Gq_xA9>;n1!!i-+Z6a+T=6UMG02B@N!wbIM|KGXDI8%`gwBz zsaiF$(eYeoEst5M>+@`UdpOyg-v0OfZVq5PnY3DjE1aEA=M$zvk*vlm7sZ6uaUTCs z8=pPEk-gHuFFqmjNrGg4)$g~{%yEB#B_qwjWtqyBkVa82{7vdb22qyOCWQX)Z$Rw$ zO$fXQHjm{5O+lX4u2b`CRuEcamA-$C`g>0R4mj&LFJm(uq%Z*xF&dW{LqlXIy z&8GF*$W*dM_p`-uF53^i#t*B;Dqx^IXx;+7zTKV@W=nTj5js8;>qB=FH9Xhfm0EJ= zc7B2KMPYX`+@3D#Sta!Ee}J05#4LQV90bF!)}enTavQ)}LN{~-5R!R@|35(_ATIKy)Lp#3iE)3`N9 zPHPRjvt&xnuId_%VIm=wE{{kO_dr(PLfs2{(LqLADP1NsYgvgdq6#qTHiG!t896VfKyGp? z4w+2tW1V>&={(RzDD+_m(ZT0_v!BXlD)G=Oe#PU3Q}DKF(P`fJVfVUt*I4c;o0;By zF1&hIG@V=iUe@%qK#+8&RdM;4+xjB09C-D8SR0Yhm%-@VSa}E9KQh}=iZeK(%kQzD zN((vLiQH{}smzD?X~{c}X@iLKm~S^{6=>m&pFu%GyE&RBz{7hHcSHnF88q-0Ng6eZHruDXgr&iVA@bK&NGi=azegrp!5zyvx>`I_;)cN-0frD=|;wsWn=+m&!hsZsO z=U)ea253e-Xdx>5n?CC(V+wp)OdPH&fL#M{I*~si%JETAXF5F}H#xU*Kj7^*@`>4AD@=aO$T$;ww4IoTK$2t$BtR%#%6nWMuLD>lXSz(3 zGi0X!VO(6?-@kuJMS~GK%hS^EZl=!9&xN4PFz$O;mcjY32nizzpUez$DFeW#{VSW) z=qC-G|9#se<)a1?XpcHfqF}+A^1M6qw7AMaI?hkmx>(&SCEImDr%!A?WTMvL$jg;_ z)1#`3SJ@1ldNV1dNi4^A>|Aso=A^4Td=GlBJ`RBJ0p!(}Q$e7*OPc(>srHF>lX{3{ zfdDdJbl3+1ose@Ut;?yr%r4TUr|24X>&x!49kbw%U>a;hMtXkz||8F-Iox162wbA|d z@Y3DApUXDubHjDqs&cBOce8$}B)pjn0i{sJIcccflJ%bIv!sNE0&fIHN@~#|AW?#= zLz0R-wcv@JpFiVnT;fP*2}k6ihnU?ACH2+K+6M<{2}Dp+@bKWu$==S>MB9uu#`o4B z({+~q*)1KhF`fCbJY6J%Pa8lZAns%XY;@u|AXgvCtAXUTw6p~F7(uToy=&&$0n8LQ z>W7(v97uTfqUyKxFG)$sU%$Roi-0?P#oGQtL;fACq8CF;TEb3V)i&1lM`Ni&G`C?< zmEK21IQC{U?nEKreJ#cs4jL9~J)M>Vd`k~gHoyDL^-e#~Kg;0pwvez;FnaeHzpfS? z)}=P%JH!VlS|CgA{S1z1Eg8|Ix?ovr^4WD!{(uAUFp*|hogsoWU4K9qD!i=iMw|dv z3cQ8W;I-U)(Tw zhG@J7W){Qya5sa*zLTkv==m zzBkU4yxApiAMO|&w{WvwIM!j@rJsnDXVyykwH9vn>u8V?868=S{0LG3Lr*5Ke8hm0 znyD3{SxP0~EtgUM3AR881p%ws3k+%t(@k4LW7WZcE6@c50!6#cp1Y9AXyMe{C>_#! zj~Y+eBRQ{;q(Z3dnx~gM;I^yL2bn zN&Ua*yslvw#}7_bXSU1F8a9<$RMS}c>~H_82W6)Nm+eHSr>X5Sv*$t?X(ZzI4RH5@ zvIJfSv2`=}TrbnZbyXu%MkiCM30pXf?v^;GUMqo%verQkhz4`_s*Zm(1C#^+ES{(6 zuLq)b48#J|p2Hv5~^1cK$n9bc@X%}<&3ARLmK9k%7$82hCF zXxlZP?c?gED2tri-e@5muk&TWa_4`bOu*-P+iAZ-A`lYvoGUshmJL*vIVzL}l-~e{ zlfm=teC|vvsvng+d;o%Uv$ViDKfSw%HTSUz*L(YO&_v&8d0E+|h@%v*=o3aU018e% ztN^%}zFe9%Vwp!uXC5!A08i!xPx7dVnFT*#;ZYQ5|1FY6Of#wH5d$P@^(E)__BP

zx~r{+{+BzlCImrrdQlnQ32- zFagVHUV~LzX@74gP_8)Q>L*T=Xn5FtqqgC;qaV$n1f_@|UOB{XWh-o;RHwm2^H?L&;PptG5V$Y^pFVm+d zO9e&WzI$}-aVo9;?B2cZaGbh>=}|emQeCYUX4lsTZIv^ka_5VKaZQ)2uJ-GNi)tpF z_bcR z8Ed|5Za65bwiFt+bt07xY=;UYKOEq6OM7ukb9gR|7crGx7Vc`rj~sn8xlt$Mh-Wgq zDWJ~^9K>Yt@;;%@;)|4|SBQ+H1PYuR0-fg4q>&8H`M0Ux5v2+YuQ7C-qL6j>=#U?j z#pW1P$wPprS)HDR<^)^{NA*d65E{nz4s4<;gCZ9fyLo%bc;bGy&oqfWY9 zZGC^RCQ1Ez*C*gvrPC$7IdWtQI^XDIW6sw|;TTqGjm8yhsc#;b`tJ1jH#*uk!^kT2 zP(qH|Oz-`(-jzsC#&~V3Ys%}OYR42Ju%;pcVLB=RUY{;|c#nG%$W3ZXjwVx9nH-P|a=>XcKe%0>QUi@R~CZOLJ z2<$8Qk6)@`E*SudMSx{cP(V>);D&u-pfnROjjIDRGIG`_uf88W8b8p#8G*6*zOHR4 zRSpxM{c(%7Q0Ks@tb6Z6*NLJ8-rfSVLDKoZKb~_GX5jz$3kFH=;@MAweiHD9G@_9o2AS;ND_8?z?#p1c9PbC);|fimw)^vWyd9^Q$W zvTpO(M~2hS(tKg=0GRKmC)&pdo>&+ddRKZ(Ivr|FR=8koLab252pwl9C;u`z1I)5% zQq?Kby585HqX4&lVR3QyA9FUpx~_WIu1U46b?3rLsr;PlJ8SeBHowcr8HO0Kz4q!} z(;K9of+n}WAeCIQp|!~vG?}LQpD&5mZv14iCDql@DmQtF8#MV?Rur)k^ISNQKLZGJ z)~Cg%i??w}3iI<)e2=;jPHdHMZ!O6 zYe7*D1N+JnZcgTkw+g#f*VX_7F>%%1?l~hi7JT!MzdyJZA4Z?%oNA|QxEyM}h4cJ_9p;1@}|gJ3YX58_&f##jV-8=T#12HZYH+_gBilsB3wX zlvs|{d<;NS)>j;-YsvaqD*ZhC>zTwK8TwH&9LVOrctyohKh+ky9=K}^dn`uc(2C+> zXiau@b_7I3h0DPYvtZMnn4~1Ea|ChWxx8%{J7I2mt3d2)`(*_^G8+tLf^0du$Xk^T4(qVvZE`;76uXIz+OWJqj})gsEO-`Hkpz4U?*^N zW`l=KXW7v#BPtLznORu$v8}>D4f|h!+4B>HCQ{0oi8xQO)*vh;ho~E8aD;Q~rF#wv zUL`q$oTHzi;e0(5+~A|Jy3R?lTq}%!eYt!w6q={Z_ig{rInh^U5$?Txww!CqPhLs_nM*}J`XFVSLSn-ZydSz zGi6=VBIn-3NWv*940VbtpBW(FcXo%vm5}&){9)~IWpe>|mfb$@c(0i*uMZbM^~jYl z_~CwLzPNUXVGqih^`EZY{VEd+b9;Mxcrv5*!g32Rn`AcIULBvW``nu7yNB62`5&xX zB8B@nXn0K(9>Z==nC<>bGi_?(ju}i=S0BTbrb4ObN=B^!9|-hEC_xM|oF3OB2ZNE^ z6Xb)a*8lu~_P;QwRb%8ZmGE*?-Phw5+TSF`$cvh6Z5IN6vNDag&IoSO_Bi!y>+e+5V;&;?pp(@7sp!Rw-U8 z>0!YA!+_sRSt~T{tL_YLN}iQrEGguMsR$w*W@1)W7Vwhyl~q(AyoxT)%_+*u`_;ih z2u@p3GVAJYZRUV?wQ%zxb8W+uBisLReUi>xSaGihDw+ia1zlA(9e>9UoXBr8zF2vLU#sCg*-RVaB2ai(QNI3NUH@^PCGLY00fyES*a zP{ofz%o0R#lH~YbT_d!>~gbc@&;lE5-IZ*al!G@f|i0+M)u4 zJuae6whz;%5o~jxwcjHL4PqrItgSD=!6VyRUTG|!EP(wKkGA0z->S^nqpgy*42B0E z&#^y@Sc(VfZ)!&82^mX+cG}Mlb^7X7YtL`hz7I~`tU^)JC1cQ2@lb^BjhX4({xplT zvbLK3>mVoBk<7=;%uG*DPe%47NN;j-GDrhZN$UWa_4Jb)i2#?@7}&HdFA^3OHX;h4 z({Bw{B}*KQbV*Fp;Mz?cvRN%%TCW5#r}y7{6KuplE?qvvq4cno%Z7tefSlP2CJH?H zIU{~wfQ553znVHbI|KTJ-)uHJ+(je=G8InV)R_k4v()tlx8p;@JUv$ntPOX`;tX03R>v&wGS*yfT{7Z0N zgiOw3Tq@i+bYrhEukZtCa!o@LgJN;JSV0qoTmfRF~jUCiPo*rtA8>(orL8qBGPuWBBl@ z)a{vI3f=qRe1)x86WC+++Z+B_zrAbLARvd~+c$G_a}h~)U~qv6y1iNAFxEpR;x|(< z0(*vVIhm#GVVUPHGb^#T49YFo%$a;GF`2KNG^rPl!1)*TxR0_(QUd;YoFA=(_=F;h zR7kKSk0@P!E+k_L2A8%lHw>(_Y8a*2PiCFXPw&$sZ&QT-BH5@9DM$@x}bpCS?H}4!zMejtsEFf zJK(J#<5;0Nz}WwA6SPi= zY{T?;a|?Eqzx{TT$(6@JXakS6(8CpZ%nBJldgB8HMIV$#<{jsA@(`jgas4Fj#%kFy zT8>&>iF`zp(`s`&IK9aBDO0NO+w7>$*cXgu(?2l#cyh+)MAY%v=1^8ve%IN8T`vF@ zBktBtUR)$%R#vz=;ll)dZ+R1ZgiULD_p}`+{cL~rh4XYR7NgAG8rJwY)BP-i)5@>= zB*+Bp7)vmFUtx#Di%ghiwJB76ARjLTG&kYMdXhxQ()$G;Ri1KC5UBOU~+u)PHmIQ%4`C7|`6A z)E|@FZGZQR9!p(-Ni!3~Nz;lf($80(Fk@Iq53G*^{UD2#rs}V+>YLX0d`#*GZ^VGo zMI8QdmY0fvw?LY7m?~BCH-;*+PTCe-jM$}5(O{!diZ5aHjkOUo{97ksL#f3Law4wO zQf3){*pGkrXG;`{s`bOwO4yLC9?%`mzjT0;K~CuX?lREWnGcpTDsg@SMbnN582@0a+ZVA*wQmckwUALBwi05cF ztN8mj@OC~kVz@n=C)<$)XnM_B$(VD~>6JRY6al{XU&mDo6+-aZuPs zZTU^$e>`uw%P@!Lu@XA)f2BUxgoNw}FEs@EOv5F8-f6 zbck4><+F}`)ajMd?XH7!fPqvsX*K{mzN=Te3zK!XyV(@*oN1%28EH*-XG2mDaF|Dk ztfn0^LV0~Y%2u%LZ(sg+f9>q(=s|bHpU#zMa)$P;owe@k36w&Iw&ZCAB>k&KWD?66v z$8DhU!5s3&a^020!6=-P!E2O~-4`zW5Ub~3x*htr56vz%`D!_~+IyUy4_5et?DZmL zI2&Nw!S^SIBJicb$i!6^ZNA9~A9iv2-hSh;30Wz$p@6>9cKX;2X9DB(E(!scPk=3k zGHs}@XJfxnS64R$W$*w$3)pQ5yvye1Cp-Ni015ctvJjw^$^f`5w6t(d$Wal%6&Xb` z9=P)wX49(qs7jM;FsU8G9%o4bi|J7( zU#7`B%A=e-p*+ybnKyUx9u~&iu%mq`426xPf#X8{$R4dV9lcCElWQ-(b#+BIM z(T0;)wBw?P`BchlUfSBWQ&RU-h$47g1gq{|Cd%4N?~xhulG4NooYma$aZH=HgN-%H zt0+SG+!^MmqldmOOn|55gl2jlBY*`-oiU`o;^4V*UYM4Uy8?eWQmn`1sc8(lpV{g! zPT-TC|KsSIqAKm*cDC($n{1ntHQDCQlkKLOJlURX+qP}n=6uipJ7{&VPg<+}yK(6T z7k1$XeXt!<#%3atu1|F`#PCk#v@J5)IPajkjv_Ow64V}8Fj#}`6`OC+_JA3@ytL{L zIimQDfit!DmXGT`>B0*6I0Opl%rOo|Qr;G|Dqao=26Ddey!w83h zZaJ|FZaA*#o?b^XLPtZZ@qWJAIuA(PTq|+{#lPzft(bK6Czd4~_S^#7y}R(K?1~yr zL*sw%;V8e6s5&ayNJso(-(89TK}ZK z-3ag)2W|quo7?Ba)>iiPu^4*iX|QF7Uk~)`Sn3uQ9X2WxK}XtQ^9oxh@(B_uFh&HO zzH42@iRzy1m$z9o8qq3fd5ms~QJ?z}*IlP2@nu}aL8k}=9d_AYu6^lsc|Fpdn9~>l zytH{@{1;68YHx4v+S;3f>X#lYTMLu<%#Rkaortf;cW29iBo$Zp?nWSfr`r5b=M+%Q zN=i^BeX{ZemzI|o?COwV$u2_O;a8S=(ia$W189k&;&d|vfCCU7=(@PLo z^Vp%hR_Sy+2GULLs-=co&f$cJOiPdG&6p9(ukZiK{t(RVMfrKQAt?oxwo&X)XizYK z-%`OfLp>H;dX)yezv7CH?H|KZ3%2;Przv&FleR>caX$==dPzz%j?fG~qcO>!sZSgH>^zYjIwdA{ z5q7eKgX-UMDe+!Ntmt(Ee4XmrbM^Im4)B=h(oA?e@f9-Nr%F`Npb;u(&$uuPgYHayE6!o|M(kiNJvAMqMgUK4;N<)8%fDt@+tm$HTFtW#*jX>rzGQAr;*k+Ke*`jm>E0^M*|Q z%Z`Iuxm{BL#B6_ERsdb>{xBFPX_ikp{{A0k5@z^d(21{$ikB!gIGh>yR!WW>c1P|%+5@4eksz%)8KIyN>pE^O@< zwVr@S&=8YEff}NvQO9ky=g&SPuGV1nIK)oT=-uR%~9&?uS2Td z3@d}ybT0~X3kwm(_z9Yx-)uv0BK7XaT;!Z*6Jg821^Bc0Rp>FXD0AKlIO$Eup%7z|=cL8WyZz@@cGJ{9X$VvP zXsD{c9*knr{0T$7S`Dkl9!xsd{zW+Fxn+>8bR^V0tds&hgYT->QA%PAo8Fhm4VE$Z zcMeZSZyDWe)$r?X(SOfC{nIGS?HoBsS$&*Nvi!m@?|wNQiE-B>9mFKD)ALu=tNKZT zk*j2UD_xE@bC$yRaG-{@d#zo`v?3>mDX@YPfdgghyIYR;#{shy+1iihifwoDuA|or z4TjcTb(PI~_;R_zI6_;eDlJe}v+U3M%=zz*3hXsVAdhM8h8PMwj3hL1mn%{Z!lnYw zacPXc?i$qi{-UCy;3yvY$+0m6E0B3L^GD=fJU#)z(<`3`B3F>pKkDpJaY$3|2wj*H z->pPs6hwcFVWNbA6#m2Q`cd0RJ|AA7UAUZ09W)LnSYMkZ8whOsRaI16+#QZ9kc2lczHC^9|eo<91lApjwx6(g;nme9ox!%pG zuyG|9TFW!^%8AKIaJ%n$XxZR10jEMyBm+j=?(VVIt|#){gH-cwh&~qE?e3)J&h{mh zB>c{PGfzYC<%&^;o&q;v2|};!R#&Gu^%>@)jd$9QOKHb6_ErHF#xH&mi)w6fxn^W! zl8TDg3TX^rDFOfS=<+zr$;nYfKtlwo(fQg;Hvx!%9#a@Du-}uhPfkp{_y`ec7#eo_ zXR@xKfFS%JE;ZFr{aqg(Mwy(U=KalJu^_YbBieVrPmrUeQmesKl*rR`3z>_(W+oT& z5^MRKJ`OcGGaGhQR9FABEZO#N2s$-{(pu(1wQz3n^XoF*np7f%&J@;T%LMKYmIufM zl!?o24VbWIlH7s33evuli>%%iedPAuFYS2xeLnhA_%v7}JnvLKALsZBK~)`!!S#NI z*}PW!f0kPtG)GJYudoPqRZ$F3SSAQG#$ClJ{B_oz*ydWcG^n_% z1I%G^pe2^g0;)=(bYE~W$Qjy6LEvC!e)cbbZU20Ka?B(TQI=Z8)QFz@4@f8NLQD}9 z6x>zYoyaSiS?yz2!^DEH4IBr*hRD()RYaPRFIJ|(3H+$h->I}h9Jaap?9!nA47<_- z`y(rgy5;5ndYD2df_kZ=;p$R;@umTY!7UkyRLX&&Q}D>H%)@mn>^{TX4k0*o(v>8Y3HRP$#%Z>5; zR1D>nwibQZe3YiYIeu}j;BvyTha_cE@RYX@R#tV-X=B+P%2>{}6vWgFJ6UPtxWb&%MwuW+*ky@JeekCNIf_99J@T(}1@TvyirZ*czNU?Lb%L>%> zH^kP}h&So@P%R0Dwsau;eIrln4hTH069zLiLP1pFL&kF>z8Ur~kkZ^9)GRDI3^du9;;KP2E**Bp4SGrJ;OIlb`wQwqf-l#9*NK zZ2}JhS#vwVKfSt^cwRlslxT2Ddfg9g2{P$W$+H8CX2)u6&pySJs5=n@tiwb&o3&#C zDa$Tii-+U0?Xr90RUpH@J(MQ>E}z3?m+8v)7)?z5dWG*z1bkEE^U*_ZuTP{WVNR0c z)7t~)g@Mk{?_|Y$+(S@o2}lZ=Q0z~l@Z%tEoe8V|)~GEJKDri7KBTU785tR|b7BAK z|8M#JS4DaJk6u-R*3*X3KOk^S-GyX>L!pBc`YVbRF;{^rmKjn6@f*sR>RFmbLMawG z$69B53pfW^J4}wuV#X}lJenwA`~fE=E5E$7Jtg{D<{M(@9?XA9_z`DgzuoSfUvcqR zu32r^HL~f6HL#y~R5f}&E-Dm8+F_lvbfIjLqmwFx{ov_$Dt0035_-!e9)ULZMPS!|E*volp);)OS?XgamYJY!6Ei8%VD;UT>1j*}O9f+fde^6M zU?ef3$r~7FJ7ACmowmQKHtQDUz!-kdI)1E#`RsOhE-QNJdR+eO8ZVy~dY3;8?Nk>> zjedopdtW}yyi4gWsm*GThm;3h1X`?Gejxa*{K#duCx;i6L_;`V8$3JvTG5k2}XPLm1Om)|R4B$2r!A##8-gENoL^=~g-G^Em zaQd=}I=)PVD}G#|y3~1w)TYSOcDR}=gGk3TWmO^y3>4vX9QR|Id zX>m0Dr<4YKMnXaoYze}$B2w_U5=K?f)z!r>gvwc)%#Als;K9_u*9z%Z*D}xSJ=MGE zVY>F)Ngoqjv7!0hiP!XXybd2mZ+eWqq>=MR3B5QD!UWl|L|1}MALs_94xz7U>53YU znX!p5W(uTVg?LqN>(G`!{!K9}3N|bH-5DLs)l%t0sZfD6oDGILX*p+o|Ke2UO|?O2 z=u=&N_U|L%qo+44&~W?R8~!Hp<$vgHqd>zZOVVe1!#!NQ+O`RSh_+C>cJ>-vzKkM4 zUq&7JK-Tyi2*;`tseF_JA#L)l_%{qm;Fb?PqLMJ30~FfP*%^Y<^ycQ|fEq_8&0&<` z6n=9QW{2}+%r~&ycf}lytg<$rOD~nvqzgo?Cr^fB0i1@~jsNybe7B~#R&l{5?-pQq zSmRaMKz*_i<}5u^zx%-z5MIQ<1>VO&9J@rw^r+uKJJ*2!4`zZjE-8sJPWo+{@_e&( zGiNG5*j!7QM-2GV8j*)hvgO|XMj5>bFabK*0j=wiBXz*kj}XNywitUr-6n+;JWPT_ zFSIRWwNwGL8$q8Jw5*{qyWwaMQ8HE599ssCM!WudF#M4HGg9uvLIvQ;&fM?!Jq8)lj4RS{V<%FF#7|?2US(cbJXIxBr(og zsbOW;hyPA9RloCt1$mn}O2CrCxUeWZwu<6p99`$%A-^_d^_Gs%^}F~sV9nK91Wa!_ zp)d;SD5MNoVV{T0->jCPGAw%^Hjm)3GaU!_Qce4Ad}ChSFPy3)Ok*SSQF;-}qulNX zoMN1@R+Vyo6r#yc7?GpFhV=TJdl~OQh|FwGF3MZ82U*)0VKd29?L*nSWp}llA3BTN z?}Mh93|cSv1*vSMBsO+K(}vIL37E~e4G*KIn@3v@qP*c^15B_|Rv%dJMZHxlX3$Xiv~rsq3t-N9uRm>ReygikV)u zx1p~tX?ea^^rKxr^$XcqJQ*!6J)P~Hc64)t+5KSB3spV5fAs)!fP~~xCm8%Q#tHH? zN4GTziG!WkA0Kd}-U0VY+hYqm%Ki^--3p^FgtSe6enmZ&T8?rBMf1VZji?J2CWzAdginI#~&x~^n!z)&$Q<#WV@$k zVR#bR>Pz1GU)sf?1dS8b7OZ?BOL2*0D4(0>$|xAVR0M@AqDz^gs_pqp(QE)VjsEV3 z6h3|0;#F8zbfjfv<*ci_R(FWc3DR&irYAKi&oMe}JT7D(7h!=&$x0Teljm1(oz87D zpCj7Gcj@qM63z;YO;1k`_zw$NK8_yTv^2WBO|NWD4hvJhw)5btfIJF~w_YZukCa zPRSS89^o=AI;$OZTW&71sHCusA0c7l%mZ7iB_Lf3nbKR$!pbVTD|y>$?Lr`Gm_nXm zmaw^->TihUDvsB+ZNKGOViWekuQbvk@T^ZESK634Z<4lDMvctc5JMu9{GoUSqLEZT z7ks()g=0v9Mz1`h!yo98Qa5jXGdis>=hGNpFw`U<&(gMvTZ3b)C$kOv3?lpydCiY4 zP&3*E5QE0BSl~(w#~faj{TD|DeiDKr zfr8|+W*@N})bsn-xMtOc=feqfsH>oN)A2=GP{QK<`p;^QfJ(0@N}|eyLN17J;bS^xJr^zQi8iAQ()~(3Nx33v3XFB% zWI4xJ8^>7vD|LsVihAZ7G53|pZsYD7>M#j+V5`|z+#Jg4z#%=!Q3n}e=P@IGPKn$I zca#gi9$;GLs#QMEaH&f*kEywk1WfrDG6o8dGn3|s6L-j@yNtQ4#Xfm9+dA?60$vU| z>UT){BuB|~HM=CoA6UKvjr47+i?H17j`asd##@kqm<)o*K{{VZ?|EXo7!3Z zV;ZBqC)NPF`Xwig68;87u2OO13f2XFYP&EkvPeFXZ)Ic&j}frGx!GA+d8uIeKRbu9 z@qf}k$%tD>ad2>C(W52P-hB{>(BM|QXYiv#zrlu1TAUK1S&^(#6k}2306Wa6%Gt#o zX$S*D`}=%!R$<{evmO{Fx)}cACfVN?< z<8}YS_UBk>*1;r{YnCrxrvK67-@W(y|F+(U*`IZJ=(e&73JQzrY|`shDl?=e(_F(6 zsw_(sX7xU9-?Gyj_vqT51^iCj94{QvreY%P_y11u{Up&ms%wBHaFFq7JuQd3b?%HdvH)TTwQEm)iBnDv~6E4eJ=l;Dc2B7y+)lHaY)34SeZY! zu<#3)Ca+$lgrKuGKqJB#9in3=M4TLa1fmFh2{@v8Cd_&jU`J4`ABq_V> z^6>ClB};_k;GnQ?Oa-$~{y+3Udyz#*D^5=><|H;O%Z1Yv?BxeL7zYMPRGRC@uHWIu zRjhvjyU!s+%B}H9swvP)=LTf+^*f42Q~$Ye#BVQ-7h8A2e(a*AJ@oqjd*4`svmjMWgw6&^RN^d0B&;4ml8r9AR-(eIm)N(w>W)NZa3(UZV#Cx6qQ^o zwVkr^?2s0}h3&D8|6#P4v8phLOhqdISD|TWOh`y*&p?c0Ttb6Ft0;&bs{TWfjWww8 z#3(vYW5ZH`(%+ONoa0#LI)>WF)yfS{n!5@NUmPA=nYZ*S zevu*MrP5|adeVhJ0Hv-FB>uKIsDTJcg6dQ-Cd%Xw6&2N1m#=R45g=~`S_OH~GrT?o ze?bYuXE%hzh}s-}bZ~!nNjsroxW#|p91hHuT|%D)9C(TDulWFZV9UX6s^_Hp^~c?% zyZ@Ib$kWrT=kBrMK_kXVLgcw%XC5Fk## znZR43;${E29dcq?e@{6c$m%d)u}c}Yp0InRZ^o`>RLPJJ;+9J&yTI9~$?zvG(@J-d z#d6LB_%S%^(+RqTZUqVrOpAN(JI zmIPQ`v{+Ng>1+~jjQ6n>M80Q0YkO_$(3t?U*tsQeoav?IG|JavmOB4Q?ehjg_aBn3 zlCtyrR2JsrV<8}&>0<$N`4-ApUS2O}Kpjzz7JAJd%Wus7T$iU$wBG&ukloNSbof72 z3^aR9um%;OU=8A5Qe!g`@UKb7cp2tjqsP$Ly zFy=`<`J)_re;5i$5DXQ$)T8%{%-M$K#$Y1wkjyKtFl*&;yA~(5E%yj~+S)Z^7!DJ) z5B{6S_m)rws1GZw6kdxs*w?)EU2wu)W0r<+bop(@)TaU#ALdo7WT2@wIS_Fq`S-Pd z&MOM5v$jo7|Er%CB9ztSuw7wMH+1)3R#S%~Max2dX^S_qOdG7F?6Gv5a75GY!}q>C z+6KrJ;$PTs)*|o?bCL-f0Q|7Z`~jaM+Hk`KM<1$~t^E*(u4bbTkt9#`2yYHQZC}OY z!(JL%+uY?tARw;nA&tDBtI&6|xrz+p7V2LT9!%c8-tx$=XlQK2=%>pT-uB)fnp#@2 zE2NylGYA%ye~QXjza)mpe`j;08uF|{JMPK0U5mnzcsLmf~WIf3%D@(AnpCo@iCt)PI6SD9DC9Szst+6#isW0&0)_}!)9=GdRNB@W^t1-b?gK2PD6>7EFPD}ym5 zU6sQ0@qnFYKe?6R(oO#f;snW|VWLgTV6%egnu(tN-0$r{Tvb=Y+g8LcL@2aY<5E%!lefZt-<1Q5f zjlEdVGa5B`Gz^M%5F){0MhUJYc#LwT1>T2F)Kx>OR>cdz?;yfpBh1%TmPg^&tbdD| zhX0e&!uY`1(C5aFVXA_^1?Sfj%qLqCa>rXt0{LuN9g-}UQqWoMI-o3AaA-K3;iP~a z&Pcui6dGXb1U_D}?2~o8fCp;^+QzJqF~wx^;GT3LhER?odE5yHoiqp|jZZe?@6PFE!ox(cd>O+@XS!1}oVP68xN?PaTP_+gLf^2S4AlxRoB_9Wa02eZy)Hb;H3T>> z(GPzP0Db?vm-KC_6Lw&?LWE!S5EHqgAg@6`MX*0XgZUC2D6bjX-RCSMTI~P|-_-Q9 zNbf_dZs&Y{k#6&vwek^zdn=`@BKspctvQa@jrO-8qCkR0T%bC|s^^kJ-C;@r?Y9Oi zC^oY6P(IcjS;`|5PJOywKA21zU=R|iQ9t5!a1tSq!%(~vYtkvq2~^<(M4<`3y;SEx z6kSAEg1}w_5ZEPpfDTgu(-3kT|9borm9j|3kMkf{#P5H2xuX1Gz7LrTiA)nmO==M% zV31}LN#ph;&bIiDBkQODIcbj37ERjJ?=nPEfAS3sYlm|u1GgpnhK{Ztab1wVxl63j3Gj=J

V7G%YJL*05dy7K(u-Y(J59LzgV;dRT0uS|j?|z!JUZPGG56llUBu-V- z0cxRMKG|)PwmkigCZLK$95#DV^>aw`!B7O2&ge13%T912<9#bxTFVdL0RxK!KPUU6 z5X9XN+dEq)D{ParWP$LdH2~heQ4Zh`BA^!VfcLvZzM^Sz1x#VV+r;Oqup7V=l7Bmf zT8|Ft6ivWsZE5)JgD*Ei*o?LkVc_$>nb-2`g+{0^vTFI_>m&*_nxPPXutBKlz7fbC z8;{5ko_GuP2;*nLMeEeS8+z9@;RTvCC_WL-MDSzpx`)WPzy2k& z;5d9os$fL9jo>q0b7=FY?Z98#3l428tV3Zt&hPF!kLc4i|3<=4eb`r6{!(HC2%~Il z=uPHJ*Caiy>+j>G0MXX^feV=GLexfh%&1vcuwF!Q*LN#sFI2&2$^UG{@9?4Tf^c)s zXT__5e~GvofPa$2!ZK)(5Fs7V5!h>F#{*{)=KR6r3x488%DZ~}cxn47gLb02!+^yj zgzUX0BuAaoG|$-SjoQ{u0wSs!hvYLH#L@T0?kHViJA@NND)cM=$(Knn%bD}NCWfOXA|L`xQKsJ`D$txq zll2p|#Ez&1eR7X0y#=F#8Eq}V4;beHzN90Fw4SrS$ie1GkM1&2L04!E9;8KyB(mct zz&`l01?b3rh9PU3@}7@=k1n=_(t_)Ao9R4qqON33Z$T&l*A=k~-~XYs$zE!I>N4H> zc2~1YacUWJZkfE#&9_m#a9V(e(m#r`eF861ZB%V;~)%e~ug}N$5$vaMb|egZrndtv;&8jK@>&=R2ItBtn0fVYNYhj{bhb0V~*= z)va&+NHE`?3`JO)+A>F#h>5vXuMx{10~jo8`ikd1&t;NAG;xMuJR=Pc&xqe zw;<4%#g)T61J7ygt#&jVhZxO0reVKS^yXc}6LM8T6U?{gZM!+q{K{=UvhsLsUri`> zZS1C`LpzhLz!n*U`K>DR?1(NTS20jc5JSMENcRJL=VIq%i>|;@uqcob_`V=FQ%eCflM05p0R&d%kVv; zOxFAh>^LTRE(jT8npUCg>TdxK3OPH4WJ@p`kO~9w#4+?htqilg=ocg5^r;LUTn8@Gkp%g)gt__ZL`A$7!8B$ z7?eq%Y7)lHEM@VGaLqlh6hI5jNMO)>kRr20PIO7KR0-(*?_dOsAeh~WU5CV1R&Qtg z%EBObWl1^?W@2JAfxxXXef(cg$RY(`v>M6D5P83h&|wCF296{^S{_wD6@m&NXf-33 z3~M@Deoc+-?eBn01~9S#Vo1Qt8IrH%p6|7_s3|I}*2dI&(M^26dLvHMxlMPU>1xsL zI>ehU)l?MDynyAcSDUB6(91`#zi|w%b0A~1<-218bmZe-Z-ii$G%41sGaUWW5j>djqFT+6}9DU{fSud zGU9l#SiY6j2DkxA1YOx$az*1eEJ-xa^j=o%UY(zlswej4dSzysqgW1fbjHj9ZHEp5 zq>#0>^;1#3QwgrInw5xk4}HqGdOrRj9&jajPOArnX63gUokW0S{OZOAQDMQEv&f6u zwWvd(R_MJb2>Sc_++5#;{D?zTf!9PxA5_QMf!;40M_R87rJEJ{&WGO5cEG35>U0?4 zB%y9@ZZ77#IrJGuT_L!u;ej7vbAe-faikgV;RA(#VoRbql+lrVnlMbzo_die@0eCe z4-Za@9D&z^pq^_=@=}>SO4GI}o&E?{NAy9{aTT!XBdmW(NVL!NVwD-BEN?^;X}uJv zQK@AXTS#;)FuT~X{H4&WQlnmDj4X^;A$7b3c~R`qrpP9xQP^c-WB?{KV*dw#{o%oW z8f7@k;B}EU@cwoTdo2!};<0Hmu8N%gn`!%2Tc$I5NUfOtzY12I<77czIsp8Hi3>aR8BlC zlETS%SW(rE8{1d}eWYm-JEP|CaCjkN{k-0H-JG5^5$nWP2&4gi9}Oz>*#pcdu_m!y zUPry!qu`{@wh4?t!z5MNeTNaqqsOtwF1HPo4#)>11>mX@35Kyd$PngJhxhM11c19T zc~B>)dHiaNF2TOfo9<#Btq*9@6lM9&r0+lqY9MET#h?#u6S%Hqjhqs@6KqsE)KAfA zk0|pl=6-LIL06PnA<^i4m^V3H4s@NzI1WPM`_UTo>tURjupvWqTMDcdWP}*fx{%X$ zX`q(RGaC|VMkoqKFgH)}fReT>Fgj$2oEJJlh1%xMjN83f-)4^d~48KNG=4r$O zXl1pbwJwllMJNcot^oAAx?d#j8jsRYQt8Uh(u4~QpMsYt?AGG^v#^HU(lfCbaw=lb z%t_0oXl2oIPA4H(!K<#6%b6K4g&wHgh+w&{SnO{0cn-Ja2n`(vxVm$50B1|@!`t5Q z3H@DC{fC&^ho}nXd{13zxW}~%<9{J2O)8OTq+J5iNw7&UOXUgWp4w~%EH##`@&B?A zP@=j7qKq&rnR9+PPeZNk%}P-8e#3X`M;_d<>9xsiO|}ZSO+@aXJ;(MAP5WhwE=dB0 z3t_FNNbnt0hn}_j10P5g`$IJO%bFm5GtYq+sGH$s#^Nwtlsu+lsPlBBwluT&GXmBN zGz(inw=I%TZM9VlwpjClxGgAHRV;g89biZCL}MQxyf7#L%T`?1Bru=SW;%{D%>U2@HLaVu|2CDwGf1Z4~PFk>862Kq@sZ%79Bx3Z^eNWc20qmlsH?jIv znW-@|qT#Y1lfs*E8tYdYzr;Kz+N7SG2`}o(3mx0>OpnG@&MJF$M+Jrf{Wt(V)4b7m zh*SNii!bCEpcy*-U2L6aX50&?SZo4>YXfJ$sUh3pxmY=-i5S1M97?oIQ)UF}Zaqz| z@OR=xvj}#M)BcMPf*4k2znj613F#AaM;NQV1vX;euh(O-N8AVCY7bH^j2>mhTLxR# z#!QL%;=$#AV#k000%@kAw6s(Y0m_a!q<0qU#Rh(eZHR#-l7|Lv)5?-Cl6#*dO$1bT z&oDDMlPV@x11^uJc$d19gD~aeMl1{5Z^h*fd6hIL~|X z5O53@hz}*-6x;7ZS8>;*TEzJ*n4WUxxGDm33&KjECsQ|xs*}~%*Vy~>)ssdHCnqP6 zdlG`{9h+4r%YUi1aH;n&&{_g$M8vdZ83#F$b6k(u!p_p<&{`lV0>gU5duXIJci5Cv z#Ka(t1mUv43oMNn$Xr6*16zNd%}Zt-kkQQ!uq4i^?9%S6W?HEs$Y2;*=8R-?Wb;~p zx6oVc!ZI8;q|^5$5h`p73bEmOKLQbZ9=~g@>^&S0%+!B~y|-$^x97fn z!Sw2?s)P{p{ab)~2g0uJkKy~rFp~Yzf0*r(hr!6me5iz6NFnVX)LE^1RO`}Nmw)Nu z^V^Cd$x#!sRCkRnai<@&;m86kGEV}Uk8{)W9z(hQd8cz;AjQtw;!eGogF&F_QK>ew ze&P@U(lr+@MH;|-h573eDsdljCXZiKRStuW!GbfWi#>AXvh@N-=%E9jRL*s>T*js& z1+Xq}Y??n`f7PX)9FC^|BV9Mb=(3G_vW}U73!N8)r5lqELj*6(^xlg~0NjXYzG)rK zaJD?T(+WcmZ7%)+yUx|Gpr6k3YIb> zYKRlGPb0gKN|(ZM-?M%($mLonsG{(I(zY-nhW5kt(C|`Pwm*HlVu+5)HbeYVJEWehFoxxpj}*-C!1Ia(EH((iQv`duv&nd%9FIn z05}H6v-}ER(1|{aLso}>lyFHcrOx0BqF}Gd6m5v?7pusC1vW+F_Rv~xIMCqEqZ&uM zZkPzWMoa+BiGbIGB`~C*{+jCa&fMCDAxgJbUw>iB#&hc5n%B`7J$}xb+M(=IC|Q^i z2-&?)I9-VIVz7)}Y`x;!8_mrgiJ>JB_=%jrN>+U{lxbpY6yAJEF>FT0$)5`c#b%Vk zZ4OB?+xIP!+q_^F%EuVR2WrhzVBE|WURog8KM&}55d(4WmF!ca@zzlDehp*R&8hPc z0Wi>)?eK){7YiM7)yD=sXu0+7Nn73C&HH$FFEh6qnHG8tCjKOUdkj>?*Es>4p4o(J4soJoyJki`3yP2U@=~z>Nq5-S9K{ z(I}S6(%R|0<{pQI7Rlkcq4)E#T-Yj3e=L@NI^U@%E*&?zS9Sce-c)61z6?E{vmqJh z2PCO~rtO=i+Kh-g@MTd?Y+2g@WRTGZ(L)Mw&MM*FxGFKzY{3bsGwgw}5PZS0?k=QmCc`GaT(Mjd8mzd2x` zkM9bJ?oWw;Xc|!SoV`bWR|w;LzX@)9b_oKM(AV$NN~@K~p$nvVEFt~I_-s&o7<#zp zvSK2FahdT_wM4W`Rx{aRs;JRiRlgx4L^S3*kLCn`4gUCtK|kW!?|of@@57^7W`Mfo zD0}cuABsQHBqn@cE^yf+^kgI$%o5;tZda&`+bh`C0dEW-`NaOQz1wymdDG;KSZ#XG zWbDkm7t3q6sm&jAz25$OmBo)rDiCn2o0SFRn_QlplvI~Hrp8aE)lKs4SC~v*d#-1q zyhC%F)4DncVKsAzbUWVQK;GZNK#9?XEM!bMq><&!HWu`lSVrNIMSe-JN+!~mq0KZl zG$^65aQs1T@5O<#k@f$E(SVE}nmmu+_3A*C=_nWIs}v8W3Yh5utu}-TWw<&{y>9-q zn!Q&zW9Pk@ufnD|5`Q(2&b74EN&SPts#{~jQ}|O&wJ)!3qOB?Oh@Q(iCSBsPSsnl< zJxQtvezE*N;vql^NGJhbz68!ukJdJjxzO|QL|5MQojI?qklhy-yyDR;k7L@_?*s*H zR!P=DL;PJleOa&UoM`2{i~JlXDuhA*6kmRLZqaT?l_y!3{nP-VD^{*OI0st5$;apO zwtr1`9Wy{ic1EIb2pJ1IJAkL# zR)xpBCIY?ChpyWHzY$}*`tTm}sTOmnbDDfH@>NRgH8%kUbrIHvV~SylGH)1?3uV5= z9;eXRfu!6R=y^9~y<;%{UDcXm?E}%G>F*vx%kSc((8RENQvik?*`Tpg%F!xGWH|Jo zy(9QjY@+w=_vYg4yY(K*5_J-X6luvFVuo^y>G0Cn7~|sN`q{aAQ^N;fH|~{7nbWLx zkkO-yD6f;Yi>FkV!=wk)Fe*M=3o80DEPkQc&Znk0csik{1b=8L`h@~u`tp@ezhHiX zdn#`sJb3j8?&{NsC{1?rvW3`6&rsv>J5X2Vc~5hrY?*O5V%I1Vsgf(&f$?QXkOW}D z@F7}UAa3e?_17<-x7V7x=TwynKm$ODPj2Jm!s$Gy$}nf!2|d>S4NLd&M!oki!;}pN zt>T+P|1-c~G0snGnKxvFUPB9q5i6Daeo%qa!Ve!fgZV0Hgab!tyJcLbA-TP#N z)c>Z(@h=J{?4`qyr(YyO%%uw2)2gAZvZh@nMGjLq{wQpj_>Y(3RQCrkB>n)F0+y#G zw3lGE38D9k`ezBL@;TWq zfH-fSv9%Ln=cqTS#pCQ4d7%=p%Z>~UXC5&Nz5X8L${~W^BJ!LKd&$f34wXR@;xHto z++D0qs3nnKGr^Y1!>WnbH)J-|a%3BG3XCU*bKu#H#Y?1Fh-+9+`_@lkYGE^~7 z!EC6ls#v(ACtzy)+O?Xdyd}msY&w&+vf4k?xOgfnV|lIi3SNlR*7y1Rq*I;Y8p%lueA$0diRs`W9k&SAP{#GpN7>qa*w%4q3^Y1!ND1pbZ_WGE;2p#6r{=8{IJ@o=`gl%0S@ z($aYyuXpRHIEM(5twcESwzz=@Vg%ga zyBB7cF)YV95{e8tMgyEYz$wqW*WMz82^w!V*O8S_| z>ak2V1n>72QUf>06bumAm!wY zkm$0&3BQ=LYj%psr8+swcSRfoC;4R`1djI}tS0~e91Imnief<}8x%Qq;%EhX7lY7JK?decFiA%-SvmJ$FsLLjLdPZ(mh9v z{yVy}OZKw~lOKQ>VgMI?y4xzjd6cRc5=FWu0;(9I1dssWh&P~Y62-p0+DNk!L`za& zC=Xz8hKP>l)>?p}rGJKOLE!b;7;zx1Mt=`wJ5_@a6LFq4dSPHoZyDn`fz2&8T4Pdv zKo_XhoTC*7)sKihdAe7Ch$H!2+bj`&}>YX-Ac_SUstp5pOu;ic&42-erD z1wCehjn~V|oYwd*RJjno#g40T6j8|<*N-U)SxK92>sv9rSD`Guw5s}VN% zeuEx`i|@(or~s$A1~k|s`c$`@9>M}rDj<_BNR6?Uw2zQ6v?7~?(?AF4+dPCCNEKjx zbqp~lF|))({JX^V2)kn)Np(gOq-u53vGc7B0UO5Kubdfg&;@VOk#NurU$pT{a``}4 zP!-uPpvm(Oz*_$1O!rQv=+Yz7C70oO{kO`G+EP;Gdb!Pfyx|-bt}o&R^1AM1LF#n> zLkA%%1tpPgat)2xG+-$oMHxPX!%1gyE%=1j9?lp}RXh27rR{k2iw#2p&r!I0)Qsrq zqHbyH{GU*{?A@}Iq7J9m=8(U1|0ZMfa?bsB<* z7@Jcf=wv%Jn{cm~jnDFqX+45=nmZY>#~2aMn2qh-DV6n*;Q@cnnI(XGj+~^2D3ngX zI~9T}pU1k&z^BVRpv}>nVtl8#zhxL|o^HiKa16b)D@>5|J%0G^jTr~!141P{gO4=I zd8dJJ?aZ`me>!Z^`!BJlyg|eNadb`LVRc(Dw%XWs8aK9W+qP}nX{^S!-Pmf9#+WQNqsnbnw%26&>8f`>91mB! zj!fr$oy_pdzd!G_K0J8G5mr}~Cz{QqU|!9J(|W&HMtfLBgOn3&2J0+p{@JFX6y*|F z%_Ri=rhu0K=?IfdFA)K6K>O;LF1ynOJ|#m{YB{Ayqv#$j3Jor+JrE*FKlSdDyu9uCZuc# z=H8f#-QPa`v*+}OxfojAdIYicU_|3|t;Exk@aBzSprlpm*Tl_Lug%i9aj6^uhm*-y zf$%k#*ZE4)P&BlP3TDkFo6pRuB6MvW@6Fw_@)M=5hlZkm&GlKgA!^IBY|l5oFUMmY zn-+PG^6;hbnK$r=G06%@Z+coCXufo8?#Mq&jK^rx@B&38`-fT?ipaK5!GUd)M)Mny ztmcjgbp-FsY|5JZ8V_|jhRyNYv!}PbfeZGblYS^{Pl^gtx^DA2mc6%%BUiGYitIah zY#Ma#LviKlpTC?APDUR(d-%OChaarN8FW1IYyU#+b=_yh-UkS|jf)!$L!Lw%&OE+L zh%4%wo0jlWt|U^F!m=8r5~lWt;gO+4($`#KsIhgQOC}8PZjkZnK5y8RZ=73bi0soe z9f=F_6_U5(hiK#q<%h0X8CIc-E`*=T-qS+$A{RvaK_>Gc+k&<^(FyZ5+KwsJORPL2 zfpSF;87r(WIJLs5o-9azRg_%z7Y3a+bzK$~`!6Kb$O#jE_eFE2*IKDyy`p zaH1_P_U4}a2K3~=;o#iZX9Dlb94A+(kqSNFgVr^3p<3V>5phAv>rWM~z_|5H?A;}i zDdia0>wj*{WPURcRB>x1=St>qsYzi-QJ^xxNCy3jswV?AI5We*M#05QqO*5#G=1ar zeMnQuS7#BNyj{Oy!mV<`jS2P0lG)6zX3d-jcMKWGNbGbvSg7_E!|&$2YpFTJdCYVb zPVcpP`|a#6!}VlsbfI>oNGWv4gOG7o`IS;RPOQyjG5x`7@lV$9P|5BTOl*?O@lt)D z3LUK$fhK3nuo0v)Vmgev0Z~V6YS!Wxi(2W_Z)HmaWXF&!bv_NV>j}HuRgmVs^5wxJ ze%PEl?c;O(gJ5<;)Y!kD7>pO@Uvr&F*2@RJu2g5yuf*EZvOG@+$Jrl4X_4uEguN}7 zBZT#?+3pvczL%wWAX9*iMDuP)%*&&h(Y?9DD89pooz$!lk#s$d z!bOFw>)EHL|2epPq~!LylnyMKw0Ri$*g_h<(bRP-84c*)?sXAg3%)e6=IEY{yls|< zZS|Py(47ofSZt)Nw(>?8KGDY@EF}d_+JZ1V9i&a{U2Uj05XM?S3w|d3 z!k9x*nD6#>=h5e4%fIp5nSAkN)oldzgPuy3DP71aU&rXI?>>KKQZQN|8CDP$=ZHeR zkC`rjP!D_oqm_lSvUb{*##Lj40!zZ-FdB)jI|$KA;tibp0QuFkxC|06Q9t&xMeE1Zqp6nAW zRw`KXf`#P4>`1}U5{1JCv1Ag+`MKSD1Ny?NGI(&5uZJ#T!18OVm6+mNP$< zh`8Baii%lPkH~@|VLKBIhI&CFPYSKBFerAsS0jUL+tW!Az8%}lXHXe5u0%X;L^&OF z-(LcsOy=YnG~5a;#3Di$VAd82*vYiOL>jrUeRymtC)WSv-^3YGI8|)S^t;r8z~mNK zxH>ol%%dMKv_Ytin#$xZN@fC|87U+}k!W1#Od1(_+mFI66o&9B?v7))>w>M}A2nZ-B z8gwUqetjtQ^@$8q2C03rrKkqAvI!ty%NBng6?ic2qUb;<+Aab9j{Vo z<$=u{7MF=J>}A)5TBBOcRu|GoJtXW_Ri(Oq`*+birmafpv-(`EVs4&^r@Gha{IJ;j zYwD1);6PVh0-=-<=M-Y444oo1FKc4G>mZTs8xK7_9Q*3w37`%WJb9|vV!rJIV~%7* zaZs!t)r=;p7e41h;A)BxO6FCO&jS1}uI)Qy?P)R}=@SBgSWl7t|E`0Sb~V2qUm4FF z59ck%@_m>aU7YTB^61(#*@EPLT2RsyD6lj z)+!{Exj2BI3|%1-U?3zURM`VQ!&R}Mrcjvhf$c|%QCm)86nxjlQtgG0K1lAUw|_Sz z#BL2lG(;v1C2t*;4U&O_REA42ZRH6#C{PMQG!GMo`|VyxAsQ1yENi+b2!dM1tkEJQ zta!+mgn$_S?&)9tubXt7p9asNyL+goUN|Nu<`2sdf_2N5_f>a#oE5~IO)Vw}PE{f3 ztW)=ICD`PChwlM9QDNT+y3nc1vbWU{YBC6Z<{qo>mW&N)3882Hca1VdweLk9@|aH7@hG-A8IZyxlHXYmR&T9!~EOxt-K(YyWwB-q&lZde@{Z z>*F=NsO+3>d>mHq4(&@it6NmWy~c7AvVORYPI?>UEgf_UAH7%LduC^G`td+MQIr#+7}96>r_TxD>>rQi=4rkqJ1HjL zQ=WsQay^63Wl`O~Eg`c_MTCuhNnJFa)3cqo8l$++2D{tP5l#KYSni_W<+7{1bX%T! zi-SyKaU|eJumfU#N8<21y$+nF#G`|w`Oz_aDzRd!OJ!gQO(ky{C?kJcZOv}ykB-7f zQ0eRIe_;y!3R{6{4la7Nm5_%LH`pPjfL28T5969p>SG3v`ypvXTk%&A?TSp=?QWbL zGS%}L>Gqo5fO2}rU~uX%zd&Qf$mEm!PXIBBzF|>)z%*Ko0+m2(NI@lAhz5vh$RVHa ztIOp&w*Tf<$E&SROB7PxL_h$&ZpSv~yvcZzck?jNKJ+|41*G%m$A|_{pul)hN%u1f zWyIrX;78zT+ldf%FnG`g*(drrCGl82Q~A9bQLXF*|6pGioy*(SMsP7EpWH8@cUahO zqhj%}Bs2_m4krY4FeZ%yN}?z#bYbo>domEix1HKSjQmMK9eH?p`=!K>(XqeLCszKz zlepG4+rshtM`CsEVl_K^pWQzaN5JK{`&=L#j&#~={MG^*9JNQ`o6>oxFy?+V?!HyC z;$8ZBJXrDZ1lP-{(e+}peSGnWS{pX~iGGZy<1EhU!fk~a=I**mAa|>CJttsgcPhkz z!nW5$H6BY(UZ!NZLn=u;xZw-6P&Be&Opzc=lS3BCS0pD!?-Qn)I`f4}=h?Sk8E`n; z9{*nQiO1!aF7IafS%IHC%?}38e<8l{ywHnL!^^i*SaUmSU({2<@4mBJ@bPwak{${1 z;q#_8R!8Grt7B&LgA9k<#KS&mctBR5#5tHqDl!J>;(LjY}+r~X-fv$|s z*KCK+KCqmBx7SexCyEaN=L7EDdPAuD0;{oC(36z}XP9E1MxvCU7~^5tp~(iCU^K=Q zJe^3{gxqd0W*oM<0?)a7<=Ud3?EMVjnLC>T!PB!SEL}tG2SFY)KIbf(RI58@tv7KXkbZiGnBEr(Y0Q7+9 z{-3z}dwbw$Ags{P(BLJ$zCI+Rq@v$55GAFM2#e@eX&5$72^10)nXYz+qAebd05rnu z|M|XOZ`_H5U#;bx|9Zc0gXyw2eL9@8kos4bwz`w&p~CJy5?b=E#X9^7KGTuk;uLWu z-fuW*t1fXaxt1#2hWr(o7}9_=a@z=01EQChz9R5XKC}CkP#-p_R}hDH@$z+W)UNC% zsXSF(amH2X%p3k@D*0CE)ElqEAwy45Ji@EX8z#RFR^!|L^Md=W+TYaWoE%44_R~@M z;8q=)4Nue04qN2Q%|PePUVnbAn%5osUX_{W7(5kv{3b=MYs7wk3t$k7EJA<o4 zzdFMuAV4aI2vpu{3R-~*Rq_|*p)28)q?*?KF{XV%C%vR{{)FR)wM#DfX~izv(oK|h z%#TK|ytT@QiEB9&e06Pj*9X{!#Si()qjJKZQL(r1Xf)_MqQdlgE zlBt*qzp46`H}0e5?a1Zs@rD4?XDyK_o#E#HsXI`-) zhjK=DMLGQ;mHkG}Viy(e-cv;OjV~d1dvL450MD zjdV(Rkb7PuQM^zVhGD+q3BG5OAVUGpXxXgQ76Jrs|M~MLWq<#=j*y68J4)#+Erv4%OzX^bsVisc(JX!lyrnfET~EBDjKhEyHo)+#@mQeyGQI zCS>~Mr&S^nPlNgD<@HN^J;h;RY=N`ipr3~CfcpUQ7)uKsm#bO&;wmB=tffwBoVTcaYRodod)bW~Wn} z?k^<7qr;p4+YmI%~uuFy*)47-Hc6Qxq2jq5*V43X8N7oMvY2I_lwU=FN8$#oNt zKC7fO>!>vaepiAOOd&gxe#u8fp);KDLRv*?7mLpwmHGwBNj|0zeswKe)yhVjFl}-& zR@IC6>;qG2V{408gDrkX3-f(SCI(&Z$i2V`mr!Mi?CReK_PaRcY`e2L@V@7>oRUG& zM}8IRgncb!;E5aJu_o%9>fR>u)gHqBU8Dz zBr`%iyZg06!TItyzRtvv{g-(Cd#sn~MNZA*zjS(ygKzv1(~D1B#f1QG>HRz^va@m}xNoqgY`o3F)%e5+(R<1U?-_NZXWSHyB zO?^tT`+OZloEHNA7XG#`b=AkGQu(bmH`9ejUOn(5$NBU|RI~b|!v_*7-m>-Uh|&Gu zU!5i{OMMnVW~G5k@)+cEm<3!RzDm1nF-sXBKybyjm4hnVL&$ZW@SdVkTE-DMQ}bUK z*9}+oumnt>8g?!gKcIZ?<0mEu!nG{E6%A?9wo$_q73H9vT-wOq z1{C3E<4-lrjpu|T_EO*p{w0YJ_B3fv=WOBS5sF$@S0|vH62Kz#bIm_;(Cx@VHwD~= zlUP98vY)-HDIR+cwQh)EKs+!D>N6-&CH>+N$5Dj)wvEa<=r8@x%2fRt}0 zl@CBJc1XozL&Y`+kxCxM1_^nMB&VdLWGzlfF{xrtk+2l}n;<0KkZe_c(+oS*==OJ+ zkk{!MXxi`xTxVDL;>gGZT&yPj6>S-`(r430)$4)PQtdm}b=4!3K3~cQamp+VI`m(c z2K)Q6|4s+}lIZ&2HVb@<Xr-skwR)Om#ZTRk?wA3Yr(p>32bfaZ@ZUF6*kHfCCPP^;(0uDBU3{mtog zzw82*1c9Zv)3Y=Ctqxa*uUyGHH8_?uiRd2VVR>f-v*eder3^fy_}{%ns~T{j12Z$V zV`z7ek8DkREEZ^L9^_>3l;vuAO_FMD1jlsKFG&QPNDbh(5=jc`VkD`8p8 zgtsaw-AMp;MB|u@!`-QxbWkms!-1=_}e9VG+QK& z45aMlH%3Rp>(}<4vjiX15Cq6x9H&miWPvdl9-1eu*J}8dT30+;hY_Zs+x}VCeEsgb zb^x^lV#7yoAowT9+|b!SUgJ4CT}hf4m6IWc1*BM#5(WgIWniZ&?YDXi%Iw$M`272Y z*yH~4*1>7x(iWthW~C>pwmE+M!{>H8-|T(^n%c~P?Wi_;`=z$Xp}bl`=hIS6_Im8< z`lqapikwo+jW^q3xz_ugB1dR>is{e4_LIb>t9+VcNJ9x+eHdm5NAEbyXMUsS&{0WO z14kd<7!N9}EOb}8M*LU^K#Eu>?X~YV`oZ6xYWQ58ZUVuh<+4{E&oy)8T3?>T2V3#V z+KX|0cT1_yPN%cE{ojTkip1kdmfuINklB4Z1qpr$!PFd<_{qfQ{2dC!OiplnI9(DY z^v5G0*j!f)4n~553u-Ioe4|5yOY{X&$uIF@uiD^G8*~GeYhL1b;oFID+9oA4NycA= zIJTXMnwt!M{4yP-6FWz<8`r6ui8+o0SSW#OK2}2H-tX>dQBMOL!gxalj0!7erlz6% z8@1&?VQ>~W_KnkS$b?zWrRO zivJXDFNg0VGQJBjuqK;&!gl{_eva+oiOByOuOW8JKQWp)Cz(}T*%JhzeCF3e;DY~m za(UzVQ45(G2{Nl`j!Kn^?QMeqMd$3On3!y!Oiy3+&z3(S%G|Qrx_r`CESdigYLDmq zn~55ob|WlHNP^ehmpdTOE3dV_#_I~wX8!v}rO#ObdGF`Vi}6MSC6~dyd3;{XW-~jZ zy@x>WPT)b7??}#5uFHb?zl}c4-q7if!Nyw<13A40UG5#N?XtlG=hh28hjV~0?f-lt z;BL8_BNezhbv`m%UaIc(|C%^k4!7fEa~c_2T66!nLCNAiSgAL5zg!nQYV;fdRo#Mf z>lJMXawP~kAR~==%Emc1e0+R98)oPza%$mnJ!k9( z$R+$EnEKAW4CMDCNT<52?h#7Qh>8ne_;v60(8;-*2 zSMWgDuCNGW=No_fb)&W@Fp?B-&SF1JUx8uVY(gSJ{GGwuonP+dC3+7|f>3oo zQ@3_%HhlJaMoSE)g}|1^dL<{SrRS3lrMIe# zx1@QjlyXlJ1+}5TpKF)=L$rqg!YoV0_zQ}*;^=CyqT-t`m6etcVnA4W_b{#XXN9Y_ z>rCCJI-oD`d*1%;Sy)N-6_1nE(dR$h&&g^=Mf?9gj!jeU7py&CmDbHr~HEfZw~tnUan5ZCU>^wpw>cGFLh}ix{`5 zUye_q3TeIdE8wQ=0;p65%GD0(d6<}(SXt5LOM&x*5j`ivz)GXZYvTN8fbzC5w*RMl zaLHEMzArxG3r&}`IKfk%&yfFoJZN%lKmpV;9nN!ThfAr|F_J(_7R8!umi>_w`8QY~ zdI}g9P<{h7(6I4++KSf#J0^cBI*#uKMpD^p&%tzm^=;{S&{w#rKXI#t5n=O&$YDJd9z1 zU;`mS9mZZab#!FP)SuAEVzW1s{GeM^T!GojURwXmLn7$Ce~rcM<@fS9T`d0+ezEVZ z*{Cn|S_oV>t+bxe|JBoNH&h_(U8CQ7eUANnQEfi0)8)|b(K?g+?)SPl)=tQ9#!qCw zJpBp<-3>H)E>p^Zq$8i5biK81sS$9g=;?l3yt*Du=YD*++t4%ug&w&ae)n%IN2pOY#tMxcl#iztu#RDmu? z+zN>vFL2GQ01sTSdyeC#9e)LL8n@pipSkVsT7(=gSX=eACgaox%kP)!EMu;s%0%W5 zsk#h#qVyDQ0OB;E#e?_uV#j6vFmw>-I(6q$(0--0v0&Ck7dp}sadUt z>ppKcSpuB6|AM!dQ|#8eGE&k$3h<+`RQlyA$VKH8hf`3X){0~!gB z$M3!G##mad=A6IHud1Q%oVQ#$ouV3G^YFc3TR;e z*q(UF68+7j9v%HZifO%rd^`yZXaJlvP%!KO#xbB@#lXj>D-sO`895xQg!66kz=@ZK zCj!D9IS$A(1Rw~SlQ@%y@@z~VSg9UzrXPGh-47k;#|+@+u5#ctA%sxO{G(SbV9EaI2mwljFFaOh} zlhK%((h-Ba?Yors%eMUxXQfH#SzTzVc!TkIm=KCZ6cX@%omlutAyh4k8rA$dPwuO;%r7@O??(vL z^Z2^2CxT-;-F*E&UNdvJm+|?0-hsbh_Jsb-ZkLZy_EEAR0AhlR5!kG~?T z9Dal-=?x;k#Jms)QAlnsclp5+NB&u*4FykQ+ADb|umZSlx!s;;()W@jUA_~}k9jVd+_%5XUkE&J z%q%}~0OCohPXR}I^uPe8H4)$8f1s~bWQ=wp_SVh{|323c8 z9`i)ttaTN~{wCkG|8uvl2F*6rV4wlmy=to@L3?%+)@C@qmVENXYcf2KkcHIO_bxurdw39IeRTy-jo zZ2w%l0zAV{1WcncUSLgvu(KO+0Fh1njNzz!2s@vC%xzz*gl50<^o3=ElfUZz?g@O( zfV>O3;BQ1l!a)}nIE{GNCFHCalzEO|Cg5yiVn4Hm?ZXHn#KF*}YF%$&OAw!6Y-Keu^&CShSBXP3|9sy81h?`BvBiRz{ zP4KZ@PzvWbrdn6DXtW_cbn<1&{TNrAm`3KxE+*(-^2=L65}BS}wWK z0@46A}3XT(hzu9r^hn&si3~hp9;uC1!2*smSNJ(p%n=*YDU3fy2Ml z83@$VihzUAfJH`ry1ljfK4p<+d7VTm9tXsc`xsp;4tWT)Iv7qEl~81)B10t1+}4<{h(YjwC-dU3_irDIe&j`FnsOw zGy^RvezC4=FOTkljHdaa!!Y{1=zgwwl}P!=(>g+hEq#!!gat*jT!n;QyeFZxmAwv% zX%tJcPiK2E4xhX3?`EDq6s|Q7I#z{SSYAHP9+ZU`RZL8T0(GjKNg(8EG!CDVs#Yyl z1G;q#fl@8qJI~wQm6bi;`*EP%C%*3L;fJ#wPlh+{8^YG)$BCrq$IS}yo^jML(&qa| z2%!t=^x1IEoGeEv?S@~w(_3P^-<B zxkq>E%>6&Z!-qLEty865)wZwj{fe9Y#I1)csa~{k>z22Lvm~iz(-w^#;KbMk9`;$r zoYKkb-SFAyAEB?3E%l-~02_k5NjIg9&-4|^@j=R!Y7zj+!41>{nvn`B#CZ@KAQBC? z(cqRr;4UsMu6MfEg7zZebA{*}W&X4_$XZ#^0Kdg4Vx*$tAnN0%qM8jZswc9}LI3y- zX$`7$8pV4W<(m`~`InT39%w)@likTPrkWdcpu9sJ59m<>=EC?Qjy9E|RUq9Pp5 zqqb=>i&z{mYC785uv}rnpKRA!bUWRu1OgP z#41`RapU~`!Y&9<2jDK!))=14E*#dE4B-@;)Ouo@n)YLxU!Z6+RnxOBJ#4g#8(- zFqwh_#pFa;$%&90peM}$Of?V+kBeYrl@AV$1mgVmsVnP*5`bQ!F5=-K;eaBHv0pgd zUu%fwkG!gO4@GSo}%UoQPFlwK#3-XwIyUBPEI#{jEuutioq zFUsJxt$c&XO_!X^A)MVSrwLcbP4q)YIv&S-1Q3i+Di<>)d{seo6652MPlY$}a=zso zN;}M!glppSdNl#v>*Q#^m7FbMMogJA@Qmw^MKqhbJSvy32j|~^?q;U~a9&ZUV!iA3 zRe{w^HK?F;&8KPv7g6G0_qtuMsQ|7%!|j}czypA{g%2AtCf(;wTj~!mLmRLN_Sq_X zZIv9nvvwlgCge;CE0AeEIS)jGr+Cl)BPUR>e8)$YyC z#@oxN&sqSAL_o>BsB;9FGyby(70s0~mH#&SmRRJLLdF?|T4q=T9Fy0W7d?RS#?X#^ z#l3!O2&xUD$dP#8)!cQ88QmOg9b)i}@ztw=uWZjJXb?)kW>|F@Y(kyn(Uy)HrhoddJA~1Cz;!at(eDVCM<%>sW>T4Lv%zm0VkaP(saAbXx(G zhz1!vNKqqv8&-OqM9o+d`|29VT8Fd3QY^WApoq}cf2ZWCJMLrsCkEPY-!dF=Nig!? z-;WXgo8L2b2CLI`colB5mb^fdMdskxR_y6nyRJK{vNs(r@IvJW&u=}}t zd?LU@P@PU0NL_z4g5m?^ZE;8LsSogPk(oxmBL=j#)KToT(aU0sdZ1iyv73lUTup~v z6(%`V4%IEMZG|S4RSr4oOT+@XRvNr>wSO|d9aG5~-k5@Z`Z09N2wv|8&;x;+#2rXvSj6sB4?bHsZt|eTP#U*96L;z=l@s0)X2_Vw0h^Eek6WP{k z-ve7-_G7wHIE`Eapql_$?hL=Tw(X-81SO39spj(G+d2Er{~DKmF^z^6CWz77-cAeb zVLF?)6-~O8LzwESyZTAOr=qBhL7K&xx=(WAYj2`uhqc~ zyIT7`j|+F*+BEjP5T2#V&^j1t?W-(Aq#Yp*nk1u@DSgU{qncP!yEsd&a-F8kdAs+) z3l(tzWupLkD%-rzI^D`P*sJ|k7wyDt-63d(=w*AVDxc&rI&r#;AB%AmLOH+`$ou<2 zya3!H4A<@#6Ix|r`Ef=fyLv(g6*7R1+gO3Mb< z&cc^eVaNLbVNFm|k2f~U<}RTz1o(@Vf;-w}4=l!ymNv`AP$BCarL*C*FuwPz?k9qM zW{nN?OI15V!<&9+!oD1vLj|@TH(J_CHy%*hp!GPy6QUSX%BfCKU4B5q>0^p~vN-nbojaMQ8?B*XIuCUEDkL^cAxljS&` zxYhl+QqYB@_n(_Z^2W7HrKX~|{d8+}K{@D_cDb6@r&cotjlZ@{=AO$bPHYe?SXnzI z1%$g4fm-e)v^KAYibyRO;VnktBU_BM^c=n^1QB#0MBaO75t7Frd! zztyfuX4PT7CTZ?+(9T%?t|jK=9bMiW z4Yw{TWH?+`S)k9{hi}V8nYs>lD)B)Hz+F=wuiuQhNLhm=?UAO4Rs?`Dn)c&g7MCJX zMPzfTIb)JF#bNPa!F1D_Lz0=*cnurw>zqro_<%ORXFLOF1Cma?yCsuF;;}_xs)JB~ zw#&%%=_+>T@bEEg)&MWCNaD?vX6iGMh(-X>%3d0AEvw`%%UXveZe(_}3SjtJ0~^DH z`$Vy6>ZkbAwTtIgfo3oL(W>VAP4BDK)zyrlat)1pH}vn+G6cv);Hgr!jIFBRDFLw; zTfJYvirw6IM%(qaZ`E#dSW^KW88U~%~Fr}kt>?{sO7d@kj8p)jazo!$tmu^~b z=u~^}GFAGX_VD3NV&>T1G?;CkbcET6varD3P7>8)-7}Ob&qK-Bc!hR@a0L63B3+dXGp%;ylobK)p~xMg(?)> z_j+O1ZSKo&&MWQ8Vz#4nH`(w08Z~0IrR#u2gu?T+V=mg#!)TJC-y3d6zmja!ng_~! z=*hl+i^)=;+Q0EoDsPf33O8GWn(=gE9?miA+YF6hcY zNx)KGU6Ih69fapJF%BXCYUEW3c;zel`UD2cXkA3FP5t~nmnzk@lhA;K5Q~mmiW7u- zxa?F3vY)Ab|AqjLeJu#eA70X4*be#nhWw;r#r)`#WL1x9bw%O6)Tt| z+4r{j|7_X4or|3ccD*NwQqKb^_`#4KDN9kvIqkCLCZ?v4HHdSdK%O6Dm1&_0N9RT zi?-x|0CRCJ4LN7o?vy-&Cx*_x17?am9#10@S$e%L7$|IzjW#8)T?`3_9eBZ*#YtZIpnj|bZVZMYcKW`#IS+e|CJ-ms0Z?LPl13~!8KkPayL$&B z<^+Lqq31~$7}c(ix(7$DfzK^m$1c^1o`+nUmV44clTch-ydbfU54<9PWAwOyVi}+d z=I7_5qN0GZUVzIEn5#Di+OF?`Mq_LiGZ0^e4SVOD@jjtKY;M^i?6Y3cq9h1DfaL@{ zw&SULVkRKs-v7RNb-;PI!{LQE`j%-qDYW~{LRoGuSG8F}^nTa+gB8#~WL!?>kI3uA zL+yZtlD(~MBKmlKKwmtM;gBzw38WWNa&mG4F4s_(;KhlVnebS|O5*?pIujXlhbR2CX5dGq>jSStN|*rD zoZ-rLE$Kt-qqfdY@Wfcqsl6MZS2O`_CFR#In7_!Q%;%vXtk<%3c9#{Zl?t)I-gS( zm7{8UK*9`|zLs}z=qm!C4Y+LBPjV1M5HA4koc*nij*ezg%(7hvhg%6R`C_i(0!;)l zm>V1fj~gBClesmBz*aOqu2=T>;4cx6C4I&KHw1)KUEA{Qq90?q-5bR<4P%qG&taIw+wr|)9e0J*`63GBq z-`zDbX2qq%x7h9rtkd2TGf%ngJ9Eo!!?GXt!i-_DYx}1Q9OeoYnj7)v=2@GTv$JoJ zK#sDl@B)j0(eZ3SK$22-CIo8$E*;A{8HH6Nu7`Q56l4GtRT25`auu4)Ki^|ma->S; zu?9jS1z7;v=?LXr>X)PP4rE!ecx-E-MTdsxz00?i24Ol$8h6>aMpo=e1}sAf?rEi(iQQFH zdW2dXoDsX-;`mSa-hb`SIRUr2_ERxazBLqmKXk^WA2TRq$}_vi>?mIwzp$MJ#Ep z8cx%00(2tG7d?GCybtJe8k-V0S7~uEBqU^aQxB%Bagc#|z^y)tNn?ON+DuB{N$Viy zXF1g-!u>rUmvXvj&)#bTUJe-Mv^rFC@RVxoPox12>4wsuEVGhnU@I3F^pK>J^7;d( z+=CmmnAyyLAGG(&NN~6mIOKo&69`MoYRd)5HYh~Zr>RTP_oCkTNkiZoSQLt9)uyH`c^cx+ro(64V>v@d!78`?w#`MnEfUR7|ypjY^Lq~_86$7&w@&}Af|ye zB9NdTFizIj6G>#aX8DkcJ3HF@6$IOKSLPFlrJ`|j?DCkL6G@iej5#EopFj8=6@T|f zqbXR;L^l!9T)Zf~yugqG@|T3xs-G*I`aeNdb`Q-i}QI{N?54g)8OuRN_VSA=`FI zRu-;aMXNo1>o^>|N5sQriiZjFYMT?T1VqUS1i;Y+@@+@R&cd~uHESX22$M#~4izf* zl}S0Pd8l2QQ%)LCPTu0W^SL|**Ks2Eb618hMK`J&p~fI=>{N_H>>)6SJL*F#>cbaC zZL6PGNjN`DIz5dSg~g&FJjWz6=Y8W21vIp8EU*%`f(i!kTIJ0BE^9X=ctfykRR++8 z+0o3xnY~)sjq{k=?zi5W{ag-bo5pf4aoks$_4;aUxp_C#)MZJiTp?oQ&MT8p6q#a! zT=5x565C0DlE=c#EJH~oC7dc{%2NopOQNm4=GG3q-2{LU+g23@^i7S`9*fKM_PevI z(hW+9E3DV$-cM6{YsHL|;Nal;U~rIw!^2EQUkQLiV6b(8vWKy-I~T@gW!A;6#P=le z`82*5-K*+Z0Qi})Xtn|ApG|U_xA^2X5S8|b{Jya4t_8ddQFuC#!@xeYEkjJRA>`@} zsjdoeReLx&kdvB`kehH&n$kOHrZnSOyF5}mC6Or)RDf<>p9()U9)$GUXWT5T|7?#d z>=_8mi*{D)AAWBV?Q^GQ?AYf92)~}a=`py!6=61j1yC}MlTK`qWf@-A!+B~J zrHPD!q9<<^$^Q$}e}An$-{YXT?fNvaRkV8P;JdveTb@KY zBE%8w=3j;OAE{E(Qc_{3rUOq0M@Ly2>%@TesY9H({A!PsGWA(JA_(JI` z5HL;sX`_Y*%@Y8a#%skxU5C(8AR1R3rs|x0)M4qgEe~wA?k7~}*^xL*U1wx5rxUPz zlWA=-K*WGb`Fk>=Dtnjb!D%r5&}YexKBUc>3hg777j{i#b9ptto+`qXH)NqP5&PO= z$(nfxg1Ah8in`FIog+wPYZx370%6RxxAgDIOmL2EVpl^$V;fWh+M~yTtM?Q2$qiAC z7zL&bF=fmIj3NvH8|)qbRVemFNmDZ;BO{U`pN;A?6buZ^fPb4QmOH@E!i>p6CYQsu zr@}^k^!yEwrW*utgRL(?5{n_N!ArLwM676@Cg7I;lUlvq;V(o(D-h5yJ;Occb#vqA$go&$uUj-w&VlL2Wzb?ArJGe$Akam-dN; zHByEvbwP!tNr#@DF3K<)$A<{mzXy;b7~AxByv`%~PW%2(a~fd$A2VUr+Qs%LP@(C^32wJWuuw6~N=gD_ zh5iK7oPD-%SQnrT6(UX^o1Ope&z_9{6?-nYccXk5_LuLLZmqg}os!{|&0}~*aKRrg z+Y5Zs2FNDhGw#JSt-a2>F9MQujjky)cf9mYeMHCDloT?u%rUSGft$0E85IWJVpyh$ zIcHlPfOUfr86pT+Qi!;caClHLErlKc8xOert}n@?A)jOssK{T_XGuqx_Da3txylLD zkU;~k+MLIU*Om^viD(iIYeARsSRc#)9~$6xt6$0Yk+--I28dV@ON3N0^Eqm~$1Say z9cE7+0v%=@4xOK5FgWp0*`X=0fGL>Orq4pyXdoSMoF+&m{1YMhwz;vs{*U(QM!csR zE~@36Im)}{ar^+8?-^u9gk=ognSkF^2vB*4*8`t^|0Yx6wJwVcodH5p`$#dOA+dxO zM1noMK+AXVHG*Z|AJlo-vH;1x4DGx6R3ttF!>3$kuUgX6&o*7VQy+(NVwNk&<#oiG z7fr>kRsVTY#lKEhbClpEI*EXd`_pKR)DxX}n$s^G~_+txlm%&4v{nI2H{OruB+ zp0G?bhV>(_ddA-0reOp!p51M8@fnivbOf(|fVnLUjP%LtEP(@y&mgOb)xWpDUI@oe#jF~J=z>De=f!_!U zhAzkV-(dm_DyO%eK>=+Bcp#`-rg`VF-hB4x1Ex~?qGUfE9J6=ezS10nj-LfvT>KI zDZ5H2yQ1g;!dJ|SK(In#E^)ScS4?bJ4>HmAnawrx*scWT?l z$^Sg(>bv`Llb!6HJjrkG{c^4Kg6BY%_2ma@sVDis=CG^5))pU0r7i+_z?(Mq+sci2 zK-q=ZDqYrrC1a$E**O*{kLu8GZT3sEdq@^~kzTi_EDPw76nuUS| z;VVKvK<(Li)yrjdQf#0vxKQBJG3$A7y2}?Yf=<8b%ugbm-c(ttg0-MSs1x{6pdnkS z-`D3g^67}3^U${HCEpC(JI4+5Q6C#SX`zmGU_{X}k!UL75rDX(85CD#h0w-#3 zcUP4**^&{IuBchF;+Yc62MoHaJ>nv19AU4{ z7)D4=Ie6k~f_7s1s_7Nh>wJkA$OJF-OAQcoA@u^hTIet>B3m<)89bbmGTi5+Eie2Iji-R6i^HY0F%#dpBe z`tG{fF(|>5>f@v2x1$rAaOLeT+EM0%!lnmFr*Bi9C1%aM4)$GK6F;Wy?*tD zx(|!_kw@9fH9)>1)qp{_bud5!)`DU@+)vTV&1%V(A<(10&cQW#fLj{5P~V znSyOPf;?h&W(?g%^LqEjl!EJv=mH}#anXV%a@RZE_XncBuU*=yM;)b1CHZpu=_?pS zyC&fi0!!iWWfm}j|6VvJmcCO?A_>xYfLR^jF}O-9QK1y?@IHXZ4d^$tIhjqo=WA@( z;BDABx?F=W+rScfHI|>V0dpkHK;_t{1@e=TAi^hDk<-SbuJy`g!FFqMSn%;UHk-fj zbJ2N#ry4=R;jO^4?w~oq$0mrv8p$%b@AwHk_u%7t-yiRQW;_1~ZP(9~q>)sRl-kRi z|AtXUyxa*|7WY2(FVxMmn#qD1j$@HIP!sR3`uh%h7H-vgy&+X#$N1_hel&>{Nyv%_ z2$-IMK?dIoC3poYGdg>pS<2NOi5Wwte3y#dg(4$f(cET=M_0m7EG=6pA*#pbDkZAd zOK1trQY;{8PQ({LhGQJl?~}_y6@^jue#XN1kl}57spW)K;${8C4GIhK%ng}q2|F2b z@g-xBvu_#6V3GpI&4%Pa1X1vTv+}XvEHFQiyhx;TH`HxChL!5TshUU&s1BauGa{7{ zl-G7z3xdFday(E}O>N1N=3>)|L%jfsE=BGx%vNm}KqJ%GPrrpyq`(A11vdsJ1>Zx7 zceJ(jJ=(I)V3#zcKbJj@+5MR!W`BL1_WKM%O|oX81eNr=VnLM&f_ad80yF4Eh$pC8 zg(BT1=EsB!PMPL~@5^S;vldfYzv~CjlArsg;}*`qlZMWU?m7=4jtJ|6vH>Lys@H>2 z9EcGHbPAe-L`)oJ>ib<~`K(TqOal7Vv8oy;g4F*X3W_GMRqNq2>>9(bcRkk&gmd0*+X#RL z0WfLcBGq}FV_5S=v=5sjpZL$sM4CZZt1^~40uv#&+T?8=C{3tm?(sJe`~|e?0Ywj> zcuf*IdMQ+PMR$b<986;@1BZfjGjzSNq3_@uIU`kv}T?Y{9N?jA5gQAWK#H(K8 zXYshh=|bo&5PBM5Ol_h!j$s~Xoq}DBUC0Deb3qmkO)ZZ^@2Z08l2X+Aciyn&abt$D zi+J<5>tj_(X^K8RXw`~ZqIN#QlrC8FM zGv%vdlc9#58a^mPFx0mFnYZmTN}k*pKI?C0$obs`%EQW`TTm0EC{tR4%jZPjY6Egv zoYOWR&t>4X_*_6vIgX#Lf#`g*YJ6xjNa~<03&V#~)2w!0=YBs_!^nU25jJSIR9cJ}oy#H6^Mazm>4T*)V1tvD1IyJmWps9v zn?22W>FGj|guO&NF*Ov;NioSbO(dvpf&MP7tD3F}%>{d=5jvTDp(ltyB!2zlROA6B zE*iN66w0BjNhMfFDX-m7_Pqzf!g8wwRuGB7$L@;O4kyLa3Ub((jKen=!J3#Q8 z{*2pJl03T5p=!Ak1~Q1*ja-B4cX*>ZDIquFLe#&tS>N>L|F5T6!PF92Zo|Mpi{r$=}K!wAL9d4fOb>AZm8qp7@H>z&Ugs#~%RCuf|Q{FfO>g zKftobz%+g=Inuzv-_^I@_B6Ki)n;tdBOm z4l>E=s{nddp_2I>Vg{7&spH$wIWveKm{lpz7Ka~t$1N8;oXa`}B{!dMT*XR`0n+EO zoY=Hs1I)5+0Y@wZLrA)3lFL976G+thbP3~7iOK=lq179D!VqC0I#vQWnIh#K;;QwP zKif6e1H%;(S~@y=Woxv7WUyLQPoVRYMLU4(YF*W2QIp* zBOT-1*2O|VOi;w@HMlwKmhUdz<@G?3I0|wfU&4as+vhSTvIVof(78Ea#rQ~}1qGD) zCI3#HoSlOt2=V>}j5~<5fqx(F(0aPv2_yZ~sd;4RT_3LO`*^o=B4=U2V0jhr!iTUo zX)@*}40d=o=$dFi<*hyhX~$byTAG_5?eB|H{GPd;r}!;trYvaQIKgIfetBtEf~#Nh zQM?G^2Eo{!T`&yCM4_}&_@qDv@jq`v4%BwEWGx)OgNrz9bz}dlUDw}s1j_*353trj z1b$m@9W$I?clo4EJI;wZ`QVD%ZC;P(5hb=GGyYGCT~^9JVEV5;@<-02;v*66tua+KoL$u!EQUO)>Pp-1@~r``RHd;!x4H@P*SE zFOX5xwDYymbrJkkeD}2kqW1A*9+vEEdm9WI0)V?shX$v(1uz*$x^m$r&Lgr#C6%S0 z3#gbR(P0ZE7!$!V>4}hTNJ*VWrd^tOC(q(>AC5|0zSsJzPN>|ZSKm6SE3U>ZXu8p~ z)4zBM!30?&1xzAfAb<%b+yz9q0G*WSa86oDBS~{fhosq1T|34Gq=$UD z%gI61S$kv#bO(vPof$A9-rfF?3S_9#rsihxeQ0q?w0R3QlDMPOQ>zK!v!PuB(ViEy z)(P}WtXG8l#ah$oXe-izfDO!H=|M#as9pJRJPVnvE_e#kJ%O{atwu*s>*?jF{caQ2 zVW`_WA$M&EQSdts20SSbOhQ-uVG}gN8m(>*J_Hdo%c<3&sjgRC3$*4vXn`zHJI_8W ztqwb&zMMu!1&HLdopkeJ`oFLL_t^h-{68C~@xno5Gw+aJpeook)X6o79V%LZOhA=o zkvb1*QNjN4H*#}l8^qYW@zizPvBK8U(gM-$PW&E(oqhec34O%7TZBV@?|CS9^00)J zxg*~xvh#D&h;N1zg*fbZ6$D;)j9MDaI6r}|_+6=BMBHi^7Co^$ZX*#8$hwap*Rq(~ z{St}v&!0cnP@Fg!7*O~$H2F9B_n>J7|5>UzqVI2+{1%A~eRu-KL@2P+1fYM+?l4)S zQp;8bI+sBz7Q97;H}sQN&%yD6`!KAugostV;ah*IVkI%>wY%GzB4!(AZm%^<=JTX_ zuZMITcf8D@tMl5*Irfy#a=33&R%{24-ElCP zT*p27aQ0h+A!o!ICJkVR{WB8K!cTtf?N0)yBhR4-BCHzD71*6qDXpJBNadj9t4Jc! zTQ7LrFQci(hVS4&t4$S&Lc^(VjvcL0Fv8oZg?jjhAzo+ba1DOT>|V?98KUBf=}Mr`ZW_LFb@IeVLHk;Ucgp*i!?>#gIaP*q-jy4l4; zM2t**wb9lP5)u-@7Umpe8s?sK%V6*g;uoR>bLAMq6$rNbpB+y5upMWgpY^Y#YBSkz zLWtPf&rL{0SqmhE=tEuwC)LkWNx$iOiaW(n`qFQdCnd;zwSr$?85FW&yBtK}B;=kU z>?&PO-3bWPL7Bq8^qF5TkeIGDWGg(CK@AXxEy#RXTq3fszbGDsZ0e-WzR_~s2L9Wg zQ=B5GKPN?p%0_=?7;|Y=(AWMEX7|=CF>qGuxFyW>l8S@ka6~9x%b~B)rKc<6d<5xv z^dGz>7I7N=d`t95)5IlX6JuzdN;kXjneAzvGt!dnw`Ah#KN#%77<*bS7v~}SMBjXZ z)coTKIqDy}4>Hrpt@gWG7O}Ubl^l*P&$cqLpL5neO;8e1j~t%r4p`x0TN}1!yUaoo z_Scw_Mtj-vldj=bXikkwlN%my8g^2aLk(V-3c4ow_`C7Ldu4?7HY<52vrxtMfCZJI z!JzqlN)z=`D{RwD8hrgVO04Qv*9=^PK9g(1@AwO?z0}4&<3jgzUtin7$Gw*=1m2hjnCWR@!xwwIF z>Qs&mr?Vdty5x0k_8tqNNQgGQo0}^p#T{t>r@uyhq0v-TRmKW(Q#WsITRNa;n2_z+ zdM}4CFeO!-=@`bkzTsHLJ`P5q;)DnP;@b941=?JR6zso*K7!*TWRl27;RbTt%^AZ1 zKZ3yKebvm)03DC?s?F}1evIx>>4l|8Fq zzE7kFGKjF1O&ZqSj;c!u_kK;;sI^*%I`)KHe@aVVBo+}F&M)D-?HVHO3{xz*Ia{w` zQfFG(H)a|aZc7f?Nf%RLcqj3{T7+Y+(uWy`q1e}QYitsaOsHZ%U4;Xwu4MO^=zRo{`er9I(V`L;G1Czs;+IU|VwGl}lVd@$K{ZrXVVTNmDv3 z&2%;Ya-LxxX3m_3WoKjrfnjQfc1pFIv%s`so>MzNB2w<<`t|ix^PeD3$5*jKFOi-q za)6!Ee(&@Yi?A&Cvj(^~1XgFCBuGni(A=#HYq*m*R8On{O6E+*i_iTJz33}`yX&WN zq8CH*82cla-T7Z6<*MdhM;ybWQ{4%{fP^A?BtL`vt~KJol`kKNv(&h_xI_Y#hT&K` z+xoOktbs3goxg#zMS)_21S+ks4}%DoF}wGMTG&32-vQ?+59Bbtc~tGV>eO>S zQna$0^xx7O-7?&Ce+~FKPpbQ(m-8pSs!p1XB9y4bk1n#v?#s6tjOXL+vGQ()#-^A4mmvy(v{~R&e=w8dhpCEE$gi8EP6knNlN@_&0L-C!e z+17LJwB%!q@!vS$KqJt))jjh^x|p$8%W}<@*@bR(dc@$*T;#QMOj4o<3}3$UejAvc zV+gWXflG^}aMFBkx}|{-wL{B#hsz7dTOs;hX1^Hpl?sWpURByxsg|X!LAnr4_($#J z+o!PCe5aUIXQS1>mv`8W&forE@O!I3Ebz#pq;1Qe%99TamFmVHd|h|r0Pwu8Rw>Hw8yNyy|!V;nZ18a)7?Nn`UKHB?2)-+l%h@%>EyfhGCJ0py!Cf& zj3Jk1ZM9n~E99S;*=*%J&+XaN`9auS7N;a3P8{$8xu%5kYU0WdYhs*pt*V)ZYyha# z*Lml{xi$O4@i9rl>x#uq8i6##i6YY~od~o?4=>Vv=ji^YUC-U$RwrddJdUHRk8B`j z`L^4t^bZiM|Fg?PQBjFHzUh_e+l;zFfa&y@*u{@f~h{TF~V_%<8j3U5$ zVM84$y8Zp2ZB5t6x=eKwJS^!vwsJB;T~b$}^J^=Ev7gV{d!NDNeB6L?943=hgo_^y z()akVQM~xHzIxcEhLM^<)z;nWJh^$J_RtIKVuICq7lziP;MGhgtOFkitVgHpWJfJ` z7iUg1u-^RrDN5(m&1wv@EFN!IP9lKNSDI))mSUu|^y^|bR4|e<%E!E~Q?{I)vFt1s z0II!RETo!*70iC{XWUuQ?Hc_|wDC3gRODf@LS|jx(W&=s=X4|<=;$1SB^8Wu%IzaT zBTC;yCHQH;vWe$B6|ljeTpr!ZlkI~ z6JR5VC%;KcF*8=ciTQy&oJLTGk=(Kk-KFVCT}GqLh8mtsB>%-K1?^6qmpt9FBwJ8q zTB^0~IQ*^SSNmC*nb05A&IX)qF2i$^ z;!_pThHp>?Y6P&~-Ihzgs4EU?W!8s}qMBpZ)2%Op{bf7k_h@wsj5BHu$#{yY+n}rU zj&6awn|*}h+2ZT^UO*dN$qf6}*r4-Xha)k%<|S-(gt2vGH+;)O9TsZK ztJvWNCsIo4zuQ$@Qo8)ItM>caiwRSE8f(yeAK-z!&JITs#3YO>8?EWM4$a%TO`UQ! z!@#$P5f6FhUN0%e{_$E4ot71erMtkbkXFNBZQtm1UOzH;GE z6!Q?toYje8eS_Bb8DEGBQ}pq=hz=a>2cX!#1qqg^fm6oUC-@7!1u5eI=8rIqJR0F7 z?EaQRj#~MbD{zAHNuRmFF6WR?`pQF9Pt@!jUz}JR%q^v-GHw zUf$oM=leD_44%iIQ@272s2j;iO~(f&jUnrWyW28s6eR!uAFXijFyw6geh5H2Q)d?^ zppor=TlU6Q2pn8w0J8r!czMZ~R6QMlWK5b0##TTR7cwRlS7Vp|eMidH$Q-mo!_w5n zf{cS5K*l5qv^2MHA!A|tNya2>>Ef&ibP}<*b+ESs+PRQ%kuizb+t@p)I2f6LJ|+ru zvorxpI2nPEG~$*vEe-#fki>+Y)ecHR1?-ugoM^LpjuV#0nalhb|^DG+anMw~fPDcTsT0JI6zwc$~y z0WJh8apAnV5oYIGJhtUn!NJr^7CtjE-H=nveZ>e1ZD>#zD8IPX@#L(UU#WFy?dRgt zaa{0vyc5Omg?(QQBA}$D-z&tu+;u?V3MD(J^knPoG;R{ z1;n<5pqYBReI4G}8g?t&8^kP9@9;`2*L^bI9Gv|wO(1hQ$b_N&h8i0yhgqO{FrW3& zBl?=w5I$2h8r=nN@B@)X8_xQaQ6-{RW+77C=OU@xWjX3)-d(G>zkW4c$cv@V zay5Kk1{{VE?x@8-+BybT{Nv^*lo`2U)#AnvY#lhDI)-xh0eE1FnmD3ws`tggxB4Z7+ zv}2OCZ~g5Y&WFd0Ag_lX!vo8 zl~rowNRidw(?R#qji}Rx@H=`}bA6&Zu-??T=F14>&N2nxIqz?r^e;&ZGjMjcFL!s( zx3>i~y8E^jXmsXedYTqcmcaO#G!W8`iSQHuWZa(0t*zfXe@Lw(vQur+%;|7mxx0}4 zjCn}?eA=1JY+Ojf)u3L^Ga4B4!XC@cddPS`9c~D7DBCtSe`Cxv!1(%HEC>9M`SVIN z!J^0)hdVygio~ygB!;7#t-mgqrOG>$oj$AfN_PI7&FBBpCv2X-r?!Yx*t(Mt(X^J2 z#m%Pbke5nqj6qP<{%eBRDqh;^Tdm|Eg)hb*n4|jeYXg-$R>y+Z-l6hIgJYfL4=1S$ ztQ>q(e{qNeEjCty8i_$WALdLrYB;_~R>5c|>XwJ;9t4kJ+BvCfIO?QYc)+;Cw(R{^ zxYG~9`$Y*kw}`Y0#25$q3Q^HG1m1dEzYrCQ{O`W^Dq%+=ZjRah;wvrTdcjH%=Ei5^aDh2QMF$jU8@e;JqXBRiX=6e|eTD#5M{d;c@M6%w zD}wsZSFD8~k!Qj)?oLAr2dd%gfQS%>u#^eL`d9$Y)KuU3G@A%I=o3Fl)1IO2GRv9X z;6{YN*UoX}c6a@ax=+_>iEW}oi^Y|8&pKv}g;jP!0%)f&F!tm!`ggj-l zS_E!C8@L%rzm$Jer3b_1M11+WyQdt4V=6VQF8^Ddgim#Pgm80IKkUNNNi%H8r2nF=o2@+E9? z`AVy*ri1nQeGp+hj^J1|hI z3y0FKpMcM>nF1rT5&3_y+`I{Y0?c5<@$H^>Jxy3TpDj<;aSnS_z22s!$n1<8mPQ z|J9;HVP=^n2S2E=;G?&MQQ`F^z~!()00(rG|BmPZ38`9$V>7f~7+SfA%o#AC%J;K~((L_~hqBu*K0prE?fBzNmW^k?gd#u0mW|RqL<=<KaM;pRX_r0A}Mh;D)@m0=3JiaNY&22$BEf=?{pmiKT>l5I$i{f9-e7HmaS&V z+Js^{BK+`AHhwk#(>!5lM5-v!iUrj~5DIO9EY^#7Ro4?Tc5wK-yqsOJ*T%mK)hR$2I@l`GwK`9|4o@4-~oGY;v^^M~c>cL|=Yn%YHB3lBQc54_TX8?*Z z=(q^?jKd1*$%Akl4^yW{G=z?MFi}0eNn1gy-nJmaq3ru^A22dvaVt+a1sE)`3jNZO zDW}z}H01I(T+I~UIR8K(kcvWEmZqQ$>@luDOTS4|AOtFHwe1{mgR8ooP%Jr(57+Z< z=BWhs4~N`6xHKAY(;=M4iq1#pj(ygLJK9M&R{mRkKw$GK78n>&J*~78)ybP%LBeRi zBuj`B!=@NF(y?An513`D!2&pD@WThDMGbe+mPZE_iDpnF)A1kQqXqEPW*tD-N;w$2Lv%Db+Uz9szfp3 zL)2dHULzDGMI0#0s9?bg@ghywjYkppUlVZ+_lEgm&aV}-v7oOq_)y?LV>TLk)OAG@ zXQk1{?Av)z9S8jsDvFQb3!Wb28Jyg^rXZ+(HdVuOw&b2=1DojKnks2zR{C0`vJXy+ z2}+wuwAS)*M^RxkA@<_HoatErFe@I9a*ZWB5zMwHXLE7-yUA4L zV;WAab~A#AeSay8FqtP6w9pBUyM!)(XFuL+m-kzHp?B+U3aS#MS^QG`D>|VjS6KEO zd6~(ZZ4jicf?P~!_}SJS+iy;>>m<=Tj_vxr=XKUEr}E>1{+Km+^~WnZf2M)VwXEp- zCR|Dc-J)gxJ`zVnxUQE=#fLzL*=;{4%itaF)Q6TUzUnmrf}0K*)&rt4)r<+|?`&lm(t5n{hj49Hra6XidNb#9-l4BQS&i4yI~T;4V?) zci!~qSz3hRey0EQ*V2Iq85;}{HZ?BhNd5alo7fUtWE2}~$|CdAx+)Hk-YOO@OJ7;V zj(*LZ_{8{Ab;L00!IaJD^FtPvoaH8*Y5V9WgNmWtCxxHbNiW5}MM*N<4Z^@T%#V2biT$ikBr4S7J}W++>ZUtVr#HkMd4m zTu@^Q04U|s;hgf}R15>W9O!Fm`VP-rGL_W+Jz~LN%GhE_kjs4?{=}{t0i03{dBX=q z6tULJrCc!r;J$PAJ0P~p%Ne2VU{ebLZlXbd6h&Ty>OujFIrP8;fXv~NJz>ao5nhCr z=AjucYXebLSeqt0+^oZUT$}&VTM_Mgr^^UMWrsn5j`$!2Th;9U!~L9#54mPyjmVG& zOnc4%Ojegnl4J(d#@#`pxxI#Ro=mNhdg%HD|fyZJ5`ISaGeR{KhRF`)p!pPD+D z!z6{&rOqEb7?;6wdhil-4FrPYzh@VGG87ZfAQMFWjUcG>6zUoKwd-r@or#wIJeoU< zUA$whd?L=4t{%mW%q8>$lE|{+HQz-NV$7QTLZWXvA#x4hgmgP`S^lhKXV2cu^TzE- zU(qXN$1*`?Y&>DTeb*oW|B&y{Vh~OhC}gfySxK7)`KJH`wdNVc_`KIaKZ^>)`?j$46* z_aS*j!bxx9$v~2?o)>We(9c4^Al;iR6vuu3LY1eKeE^AKRMYc+2nNjzRYszS9y z2XgY_}~y z$oIADga|6!;3?4?cQ(5EO@g3ih!)n%u+@7mlNr&aj8xhCDGYARS@wHWo(7~9U(ZQ# zajW?*nCJ~U&(Xo|KxzuFoB&(j)X~?P!XA;8c(3(`O?V%h0SPJ+G=5AO;WS0_7t2?Y zaDxeX95Q9UmTdfEXjhNFq9v&yBBQ@SV5HFbIU{0(%78b7rD|bH z@qyuiOfoGSEcb%mt>J^y0L?EV9W84rIQG%kGOD0OAP^*u*GErws%0bg5F=Z78C4ZJ zglRvRm=?@ z1ZEx^!YK58F948b%BgQ~2vAPgM~0Th_k*3pHTmPDKi|k`mxklw9LBkjF$Iw-HehxW z>d+zWUvO_;vzyis%AK(QLQn|w=z8dqNy}BjKR+LHWA|)89ggh$l%$--jZFhh_7&TE zySas}&eDYqq)Pn(3$E-rQo-Qp#E$>UnMhRQVu{=KoBVy8ZW?}_F9P@t1}Ptjz&s54jAe251o=J8k2&8e~U~o zdk=zKm0kT%-Fw`~@XyjOhA&wXR^|*s3JTB|<;VeDvJJ3;;a?fB6a$K_A`hp!d3#pQ z&oYB-3bAQ$nAKwLP624AgJr|)bQo>RxyFSuc@wKT%iK2x-55$6VU!dUI);YT2Vl88 zvQYAsb$?2ZpB(QLKEM&LrvEHtAzFQis z4-*EB?NGoe7mX~9Km7_6{56uZWrR}h2dQp~;L!irafWC0O+XR6e-0b1vi9=B3shHY zE74Rot_x4m;nB0?;I3pO!fGfLQf_M0NS=T5vTGZH0fIYcA$Bg)#2Sfj?hh<=CH>l~ z7gbIRv_vxGSGwdTjs>h0_qfuO5T)c~i3%YDGcU92P$CZVjirI7m6Tx85ds&6*vS zB~(d+H=_A8FU1k`cG61?dud$#aZU;|#p)(1g~G4;7Cz#{#tSK~LQa<^-ZJtU_jum0 z6d1;xoNYAu!uInY-GEYFF$He$wS0}z*$t``b9rNhaH^Gjt9x#zfT@<%@DRT)H z%_f+s zlGbA9pd5%0)%29!ju=cK-7Pxfj+^aLYnDcqi)6G`S+y+4{eF#&{^gyQ?5P&S(nzHG ztI1wl2bG=9u7jJ>t!rtzaJuy9QEnR*9kVP9>wU3XaJ5b#toJRN17wh{w*v<8@GY4!L%pwiVx#-u3Q%pg#F!dzBuekJF!Q><^d|Z37GB z4j}*QUda^%k!x%$#nsjF=_=_?*Q*?dj@xwCRzoQM+r{T0BswdPkRZxzS2*2^%hh#z zx=1(TwOh0D4>i-v<9V0Ay9G@5zYZG8PX#57ibrLl-b_Y=yXCArxHW0Qf@LddpItLr zcgjE8yx$r_jaCz+9PA{K`Bj7CjA$6ju64BMvMRpbeJ!qlPnrv0H`W?)OKdO57T;IM^h# ziC0u8YD!dtcdH5f48y96H0Il%t7IlcY3g0bvKer-USb0&_4+wgO@n%)b7;CO zu9o^X*(5l1(LVFh1Y0zcjt$fNCLqH8hyAGf?yLVfsgGZi%)(J(=1^Uva9qA8-E;4t z>{uI{NSnB}46NWhS1dY-S`N=@YnmLIge<7MGyqG51EVZz?eyEE@XnRIa=_8&(V7fZ zSjOJ>Uh?N_1gfl$(8G!#a;$gHzhzH6LynR1KUL(o$#ONtg{l0b_Uzp^{t=m_`B|e3 zQ|~z3^Q(Z?)T@q} z*?A|Otv{n&<2RQU-&&{8r>M=#LwIaRo#9y%g*oi0<*_}N#A_Dxw7(Dd)6(;`neFP8 zpWHLFO%RS1C{O#(r>$fmY}m{C0tz`(9`Iv>BC^UTVh%CBCqEY1UHue&R@{3Ov|Tbb zsOd-MUefy>qe7*8Ieh$_!4nTH@{*l>Bk2rGp=nO@n4Y14(`y51Lgo9gH4?g$Im0Lm zd;H-EzF9+AW^3(52ra-y7XhZPAqwPl?K9ZY)WitnKMu;aGXay{xLEHbtWZRYnEsIS z)?`5)7NpsyXter=7Nc{Ns4hXQQhTL{pv6f&oq)YOIOwoObkr+8B<+pRjFHj#?T$^v ziIkH68N^3#IhC!r(;RZZ-zh%Y z%WZfi74z-RkHEh%?w-Hu@w}m6zcJd4=!ZgQAux0OhmMx>U)#pBp-)f_KmqX@pOnji-_pFs_Om(6~8vbm2sFeXwI<3 z+6Iz-74A2Qo*yOVNckL9!1TywrLCT`0l@mMmp!2@_Y%xL#xjiU)}}=p@OPeiTx?bLt*!8BDOEM)~@Vx=Kae+ zmvirwVX4=LgfTeIT{JG)WiY==Umzo-YJ-e&@kiPq$8Pr>Cd}y)h=mt-Ndcr9OVllJcTWegCF_I0#A6 zZ0Pa0H9he+?cSO}8!Tfv(>Vq`mHBF;_tpih5kAN9Jch(O$9?I(GW=RN#S*{1q5*!e zX#5nG4VAa1MRacEW2|s#1@g*bQ>}x&10{ym1%(tp@jBLu#Yf)iJmHdk60JKt@o=|r zZ*|xhpUwEoIb%ih-o=C(cMZM0Da$>*x?IixG}^Q{2e#O*sle=lH!=QEZQe!i_TZo@ zF_T(sfhO!)hV77QM9Tqur2DZpjSwG3JUoXu3u8hvxLLSjRU#1yDch%`p{<28u{+N5 z=T&WZcR|Tlz0JSj$;_6^m3B|(`?ak@1w#DAyx%23Kl)|T%QwH;)Du}nsj$~&R~#N< z_~Gq#QI|QR5$a3`@?5L3ouByU=nP889`^f7Pw5pRDMZmQeyL2#zYFukDn;l9a>s0W zeg7Gx4Og^(R`E>f{1)s{TjJt;b=~b8JJ|CsUBxZ=IkI2DyhjN^j8|JA=7Ib7@CyfBz-b2HihWy1pHhTwA|BkG`f7$is5*FMF9mIZ;7_&9hyWZVY z%+u)7BA-61J2f}6?H~(cBAz*sEJ6hJ7lI80LR7TzXr>dMKw}eTIV(Ie_6RJjm7*3n zP~#xu4yERvz`k`5x*B1{4s}YYiWT7eU%&Lf*6FcUTgP)t&RY5tK#p$VlD7eUh$+>Y z$8}&z&7^+}f56~$sQF~jwPWdXVIy4uVeOTQR4nyQ&(+O*3pbahX&08N;44u)mT4VN zszmE4yC<{&RnN`;t0ImM;1}$0KHitm^Uwe*+c^ zx=WsdlC$_fpO&$^xIEl_Jf{>5M2^Xh43{f<(#b8N7~dU}@2hbdTIR;7(>Z__-DvZS z08(YzByOt6NB=}st50C8i;%DR@}bC_NX!ev$>6a+)2e+vEFD~fZ%cz-W8=i4hfRX((z9OJ@HFCpxXAxx&QLttq!^x8Q2s*Z0x7 z^hrhr8?5K!o6+b1EyDRlnYy8YpHloe?J zM%67lg@apYK&qf<|B_=Tz1h&;Sb)Beb`01(m0;HX^D8f>=zNRGpdG7)ActiS#F#^x z;*2Q25AS}tRRJ;5@BF?E-X3=`KK7ul4($d;2ZwC3IDPnh_QZuGyj;xxgHCQ@optxz z<&1dBs;88F%p6$3-5S(S*mz?zlA>8dv~iU(TPWtj7Rr=akBw5G?t0PwHl@(>Gu4A= z#_aDwT!Ms;Uw2DVp4sG=`@WF2SwQQv^=W{c72iT^d8AXe#~y1WP8ZKVJ+tE*j78l~ z?Cr=tRY;PFM)91g76ZSr$(MMaYDD?%>XJ>#`}iC;JHThQ*HqV=+U;G`zcH}~p>=9U zzC~}1YM68elPCIf66l_;`o0fCBY!sHemJ%^nEc!}4h@DQHHNhi5I054a5+~t&X=_t zy_gYJ>IV#GLtqYI?r+5{wzgPRm9o5F=3XMn#PdAIf-3sjf+mdeaA`+na1(L?# zpo&ezrTn1@lrzj{GiVOo%~TVjY>q?7j)5@v8TX?R9(}N+?A9@_c~|wzk#~L~QPWY0 z$hL@zn^{Io;Q}iRRlx&uxJacpLFyKI_?vJ|tK|xl70uX|0F3&@jr6C5%&4<~K0{s0 zSl8RA0$Nl{Dm6ffwojRA_jUrq5}qHdq=*sc96Ta>vX4mw%@nYs@U%DH7aN=a=@(ch zBvjgv{9sN&z(kC_j;Z$RuP`;{I@9S!C4o3HK7M>||EC&e& z3;B}kv!V(srqrb8qs|Z38$u(WfewQzvS@d*{5xd2!?~o+*wt^yP%vE-@3-7(Tb+Nq zP)F+$)IEID(502`E(h=QBc7Fwksn`Z40ri{-l$`Ahjsb6s$dJ$jC2FSJ1FaQtVy_^!gOJt&D8xO+tjDTJi>&qYuX=&dntyKhX5pwvD9)}nHu}u zk}|298N(aNLdEFHgp-T*!Zc>lV$PO51L!Y$X!vX!F#x}P@T$quutt+;FD^xmEm{1W zkjwlk*;sxn3X{pOKy{!Y;<_fhdk5JhC`mGCy%&aw@BOM2eYPdM#ec-Zrs5!DW>(wP zxJZaw;;B>cGs%%R&RH^U?3G8vmcdpgLfAy zH*>){)G~Y)j5NML%W|)%c`XFvDqroimtojB*iTGMzqpjYRzq|@ATl%X2OqFD`3zg5 zBSP-H+==5-ho+&5?ru^VJG5b4dw!rsZ_945m5$T!`bgMiFzd+|QvL&JI~1!tfse?lQZk~uIaS3sy%(~JNq0-EU$V-T}6zI zVPktxs?1y6G7BIDwwiEiEU4vy$Vl>cj$#66?! z)ZRl;ai0Y6KkPjRJk{O%4QZ&5QA%~~5$>>M@4Z(^TwGk^UhchC85NN|GBc8lhFPM> zNJbPwWrfh9jEWSE|My;_OX}_I*ZZpXug|BCd%yRb=RD_G=XsvxKC`y_I|oA@ceM{=ygd$Rx|Hh>%arOt}dN)#5z{Bs0WYjg``D{iJRrMgY{+WWcPPq~k)77-^m9uee}u;7 z*w|p zBij9OuFAV&R;paE_;8;u>HrtDjwaO5>^S_kFJtqO14(zgKSki~-&2Cd7LtskU2ey@ z23>d77b=W`HqhRa3-c}CWwze!g;{8re5MDJ$ckOc4V4*}&NLp(+vR+fX?KKa?7BYx zUQ@-Y?G>BWtY$zJ^yD^PzQRlCE#B(kTCRI2W#3fA-1W!FQ<#qK=Cooo^i^Md zR`}YUYxmJUU8Nt(opp|moG4yTb>!5CeAug?m;1{rs}iZVnyh-L_wcD-ZsX%ml22SX z6Rt+^gFN$A$5NW?JCYwZkqu)_lI5$SlG+i|bZLTKhE#lrsVkHJZiFH!?><^*n`0$i z!g@4hSIrMW^R(0L-mMOG5WJ8hd&oQ6)b9$fBU5betM-ci%Xi$4n=@jhKRr;6rn0xP zYrBkoBmGFC(4bK^o?4oD0tL0;jD}BA zKd*=s*gDl9qv8?!oOJ&PE?RU&FbWsDL;=V!kdb$OhQ534)=>AX>UsUyGX0L%sskay4o@*Xy zg1c0y;kJ3wpM4_?4qvMrq48T|dhia?VH3uRm0wl2y~FF7U0bZ{zW2vITPG&UJzK{s zB+i;0P02}{@8V4(!35x?DY8!G5YP@>tW@**#{50!L}{SLC?pY*J0oc=zU%q2kL&a<#5c zkE{&Y%Ncmi)q8xx#PdPAej*=)QmA!Agfo)X(rg=*)e*8mPNwyd2?H#FqtE(qL#rQB zXNotw%B>^!^?x_E`Iue`35-f1j8zJ<#Y9kti}iGejb#emE>2OdH_0!qhZp;6v+8T# z0sBWc^WPOrbKQnuJyyt37_A!>cb|Hn`I@7bVuY&XcTn9(+3S~ka$|M80`(U6Bdwom z^^}36dv^Q&Q56?G)>U3Oa;VYjz_m}FnD;na>vt&ea5dsZ%H zG^+WBS;Z>jox1?L>?`{b?J)Ed1TcJC=#v`t2fj$y{uZ;x%GeiR(Fc`f6> z{taCmofZzD;^C9gYm~F@iRy^#W$Ho{Pp#Xs!ScdcMm^SJ?_Wk;KE-z%-h3EmG}FL9{QdX_X7LN%kQ1cG~xEZX8Z}T>th18SpxpGAeSqN7n=nkKXf3 zIwRwdK})jjfRv^v7S*3SGJNw+L(Pg9BO$~6B6U_)2}yE$J19Pc1U#BN-jsFf!-hzc zZ5M+583(p7vk4q}e>zk#YyFXfRi7JdI#Dd8IS=J~J*?~oDQP=A>xS8aonTrxQtqN+ z?5A_P)9q?>gt8UiSsmK$wX*1Vu$sPIM&F+Hu>m+dJckd`w5rEl<5U+cwf)3STb7np zrDx;w&v_`i#<;QNguT|z{49gbK_`jXjgFOFdVHI1FGUE=$S{Qf75aKRjTVBjp;*OO z#z?KxI>%6~zf_&Ql=}0Egi}SP$9nqA?UDDjR#Uxl-8IR=%E^^KlxiGmw7pI?mF1c~ zj;vx$f?^i$>+R<{4|s&E^>GO+F}R>w=@Jy6b6Ql1I})lztINS!@Nrw04{iBi@pipR>P@w~0NG&!nGP)r^{o zXau>PyabNyprSdJpEvy2BnbitU&jWWt$J*!uE!>By*Eq{%eYxer_O!$&09iZ2Hh1@1^GMWFI*T( zP4ri+;#F4NXPF-Dk5022Q8If#pQxH}9{1k(-4g{0z4z&*e2vd8s|?(>ON*XlK+y)cg?9&)PL!x_ zuJhz3W?9cj?lCA|&ibtf(gavE`{F-wHaZSpP&}g?nc-N#9DMr4lYMZ(#|En_ub#E{Z%CpTOie+RF~CE7mi*FJ3&()ps%cp3ZPYIBG&j_wCf%%4|~5 ztpgkipKMlq7V{H=d{iA2Pb%F1;1VXeFWY7CcIk(Yhoe?&?uqJ0++5eQGP#)&F9fH*=o}_2bwIFLHx}y0}owsZ-5!>DRN_KeE;N%Bj7`apOtfkN$x#>Deg3SY_cujrK~>~Wvr7*$A80U7vfB3)UJ%$gSn)iaOoFCO@oc)Tbcw$;$q5Q=)ZnlNgnV4 zS6=yW=lU(SPah_#+&YilzS}S3D54U*#v`zc$Bc8;o&wXCEo-zx-0v%~rExZ|)SmSFr(8k@+a!hc?p#3Cbnmp`NE9p_wcXyta6ROr-6(aO znV^>I`+(i+C7JuQ*)o-^KVC>JKPPuzzMHeLzvHS=;{EBiL3-EMpEg8F`g!9b_} zr+TK2<7-6XDR5_k9zM)*YCLGa+D@_Td3$uMLy<=F$c5UDI)5k zQ0Cet`($4nB1w!r70dZfTBOr_xFuQXr0>z;r-MTr^-MO+SuPeQwrUvZjT)W^w+GHv z+>$-JEza5^MJq^^FF?y;mAV$K+YTChM$!D3Z1uLoN9cg#7t)`|eO-rSzdoNLC`@!d z<$I?`_yl0WbB9NWPLGt(*M{u5HuR~qLgMar{}h4brXyVi-goRHTz1^ykiyi;gdKQ2 zb>?l>1>NC|$9&-~+>BL;k?fwmV-q7~eqhh{ExSu!4Fs%{sFX9T)-nm|-T3Hr%FX~Xk??!f z+ZWp+Y5u;KF5?C%#i}@J9`CSie!6^-5q$KMaEWe<6~2$wlCS74Cw&eab?85(#gS-v;+ zih|twEOlrttlIy9XQu6xdURnyLQhGMu&_0x@|+$=Fq zU)~bgtZEatZ)>gxE9rpj8%6Rc!;CFMefJeg_6t3FZLFTmQlDsY`;9-$uzKhmWzGra zC|Gkr7<(A)WsvTTEbqcQWXZX??9DQ?(q=T5Xx$>+`c@Y=s<-aan4qB-W3Xc&@%K|T z+kH*x)VkGzSNbf8TIqbyPfbuvIkleqJ%dVlr>1Lgu#b|{K`cc zuk}$pa+xe;VW@`b>h;)fd1b1#UXc4F&AMpF2LrnV*6U{}EW<-I(CaSM9?OLLWyoq1N3Y1FRD*(5}f#L>Mi$keFrK){vtnu6R1eXeu(`}?s5MdO%)9MQeF zr)%P&+uOlC1=piKc8EzTaZwAs4l8YaIh`G=6uw}wr zb63L0lzP#P`h}|w>92aF!04m?lyv))ZJ!gkpWPnZ?`9U)Ho@K5rEb{4<8#Z5ept%V z{(5Mz@DAeWvGD>+b$hjo zTbe!Pox=jFQr2lDVGBNuJ8$J*Lz?EQRdJkA&z9q!eTCNfO*+Xn@5y#nus*py8P^qd z`O4#ta@i_7fn4p2p}{FD-?$ukzJgB>veT)-_hb=?Ut(PUK6+V|Jo&Jb=^2na!3_EG z$rPo7xUDqjCz@_K-B=-ZR44aL8TI4mX;)aIyA)}l3JvFY2l{t>2=|OJyh;kK>h_~^ z3R-6%EsF_V@3T8YJlvbp76~)KWy=-+CUEb-d3=I19KxmNW0k{k~%O zr5b@Lfmk-Wjk+k*x$5@8an=LPguHwt}DrjckmjGP=PxqA$2NfCI(mH#uRd$#PJMz4bN z+F&ZR{H-~g^U&u7_|H^xxd|WTf$Jx0QM{BQF}mlu^-NFnMV9;$Sv{w`BXsQ<8sHS+ldT-qZE#5Z63^>)f@K=RC&_noP1w9kvv7Z~=&t_H9$F!!i@es?LQtG5c&cRpj#R|6!N1HN-n4bEe!cWE{+_+(c zBu6Ataa8N0qSMN~2hwv_No}Mm6VFkJa6?3Nmya=%otI0HG?ES>xicQ7z`Rc#y2t+` z4r38@HeIL1fhQ9e)N++O15c#IzgE$)7NTtA+wk739_!wITF^&^!*{>_ zbr`MVxD=&eNE?S$pf@LE2jvOPh7JuK8dML1R{0u~MJ-*=kqxowTo$0mu^|~s^jyyc zDo?CGWZbP%bz1qr@xWW0bkt*=Izcw+Z&JCC-SD!mG( zPp+HFYK-SkGiP=`5y^Dwq<;=G!xmOUT88^b_l>}9=|^5W7H9kv!e`AFOME4VWzOE zBGa}z5_2>{ZR_e=Y4np~47dS3%`;b5wS34<`*hjz5I5f;gH&r(Gt2eo_4$tFLTgA> zDPG>5RPm4N`P8;LYqHpa(seaC?>jyI#u#+v3TJIoIf_jjOcO6u-|n%wlD*flDj^2S zBYoc{-qYJ`lFm(Dc*DA`GiD+ZB1yV;_%fYVp55vsN6Au4p|XJ&p(A0$$v&ZlB*&iT zdVD&uobG{A+?!+BU3^U^l`mUzXtFc4J|FU-5^jhYv%i|Xr)J0ADCg#c&oZugh0m`a zYykCnGi*vV#4=S$T!M{liP%#Smm+=YqIE#m;Tx++T3c>rS6APDFJcNBzIu*(0~zP( zi_&7!ZBAn9#Zfut4=jn6mZ(Y$4ew0`bwm4tIkPMGFf>x^AY5D8lNEbO7(Z!+bBM% z?H^Dk!O(BxP%c3j);O`NcXHHn8wU=;ZwJfY7Rc0)GndYx8sqUHZsg4#&`k3#d zbpAw6E$y|M+!VUguVejN^qX@oaX=Zy;*PE1kDOTppYtL^Bm@4$LgkF;LktKDcKFAYl ztEV`uf`Ps!DWn#&O=Yz5q<1B|ba4Aa+f(Y@n(QA^(hnat*y^RR=g`_WUb?t|Asoj< zN%p|au}0(}$Q#rva9b(UgyZw(qZ;px{!^R?|59@kOofHZGXaZ_X?Cb zI7L%0NGNB+L~<=PWkBQ>$sM6sIe2FVOOkZkZBO!*o>;_1A4B;!^_P@)Zdau<*r`E1 zAr%q-I{o%YiIjoMX-(5-ByG=94&<;n!p)xMhE6$1?6P^oNyTwu{B7#9UgcX#x=O?M z0!5jv$|FxdTE8oz4(w_uKV|I3UaS9Jbv#gXZ12;`R3){ww^Pn`fOmUyU!e&@c5$ZtPtM)mdn_|+Z`$r{67N4!#W&dvcya_z z9BTI$d&}~CB70{E@|?9vJ$FQ!Qo5}=PnXt}c#DozrNa?*j86sQh0m8>y{j(0Q()8P zvpzf5-{mP75rl_QK|Ch%vo}fXdoEDu)S8VnK7%tx>`;{Kbm`_XiBWsC^ZuI-kM>X8 z9Zrf)cLNi1MjrO!0_4u+ja38b%O;Rp2i0y#i|)>e65++7Iq*$8euf{rno;lDq}+5Bs5^Q3CLE3Z!UnXdAecm zjf)S8_fp(=qbi`hG}u$Kb$F`T9eVyJrd^gcGJsV?SZgj!G{CZ>kyBkcOD|NTYcFLc)-*hlOJ%4-D;7QUl z`nr~cV2I6?!4ReA&WeH-0~$uLkjwEIdxPqStmECPN1ZdSXdYQdmLuF{-!I-(IO$|t zUeHw(_sO>Dk~`Mh6_&nvqKHvYev3?mmeJDOyYhGnt z8>{9slyd7`PeEiMXbPF?ta+NVC>;6lKBMtw6<@JKRO$?IoY$}OXP}egRM(bTedI>A z!TFdRu@j&qk#$V*)?790y@#oK@2P+4^4`-&mhQte_B=?JE}fU%_T&jNrzaD^-rJq; z)zh&aPa=11*E7Oojdt(mZh4lqNdo@NC$hX}uvz7ySka3Iid7j8!@|}c5D7>T6|G?O zTMHqTe5HI@t2p+-vvTjOo$Tx`H)Andi>%I=_FVPl3b^58emT%o(`Yj z4)gb9ccWg%Y=Kc_`!r6ZJMnVVi%c;Cuhmf& zyUw0%d!oU`zL+vaWuVlWL?EHz2^-T1{#7kh>9tU6Mfo^}K%34FowVyx4r#qUlZD)& z_J+Yxiv1>1Xsq`Y)!;tS4Kx~S4?LmYBYM(deBxMyly{lB`NL{#RP#raK;Ua%uwJ>3 zxXHaLnp3$wZjVA97GgiI*>nTV_jQ&D3gP|HG!qOav{;&{{y=RAvlwM*qs~3D{JfjR z_qKB!zCdAuFLw|Y`Ak_&{95G|2${n!3q`kyrOZrm@==ASsnwo zN4!4DjVP;5!FgCYhALR(vsUnUeR^_RqU>D4W$aMNyY_>0yF0uaIY~J`-A8*uV_ry< ze#riiNIrIqsU+x3cd6I=`}NjWEuvPFxV-<=3NG4+^e>>$<*aHt7Eo(o(}0FN};%*A;%+;GZNGeZR-({lhvoWER@QBq1;@I*b3(%bNBa zaF~ga!q{1N_uXY4o$3l{Qf2+@J4)G#I1{r&4-VM(6m}%l+|UlC9(4%0_*{D<0`g)~ zQu9K^gVXjq-7oUr+_R}s1*&$T#KmK~z2>!TN3ICEd-aPC>ZHC+sgdybJR~HWua&Gf z7AIKOPs{w_!Ij-AA4v|J3gWw$w`b?dt*H%f>$tZBs~V}IpWaVy&f7vuF7;xfdgQDq z0+@>`Ot4xUNs zIX7+>4ZIKxdnOGtWTH|zv8j_<^lh2r5O9omiqy=4adYS%`(n2}ZN2rqD^+ooQZEg* zU*4tj{DttkQwAITuRB}ntl_ZoB-?k9defWE8p~6Iy-0f6@jVQxZW|n2#s^%okOynp z(M*Rcwhmhf3x%_Gb-XZWkM2lV1xH|DVgyic07dmF|SMSQr`wl^_3k!>{@2k!kaH_7`X;2^WPBHTM z>qPHx5d~WhxmD4-D9ta5^z&3-$Tau4(D-ulO2{N%VNSuWZB`D@GX8@jMWpt@G?|88 zWxW%E)X}~*iTBQ};o^L-R>z0;>dprzlX3P3cuD9sJ_6^IRJYs>4_C=N_gt~Ez+mH! zO3pJES207kPhHWPTG`8^w4!)5_vXh?^9xjYq5(q>$bG8I&qIZR=r+))8#eiNu&!FS z`znb>>#j9V&u1Q51Gep_*c<9b^4>M_fpD zx|)TcF8C%qGOwb=x0gV<>< zsWY^eY`TF-HdBu`q6I~$Upn!ryRzP9JG{hXf;$S`&)R={6dG_+5@um7z5mi9S0|?6 zGh5E2C0`9zJMFXUrO&~dZ3?3yI@g=k2b~hSZ<;z~=lchz?4vuMy1}?dMZ3~xbFIn7 zD|>X9k?7!!~D{==5^RENAQ^ci#;5*?OA)bB`S;OeD z)q@r>C5`3@rm|Y%;|&g*a`rsjVz5?3(Je@t9xUuf?lfv3vjaA3xdP~~&G;^^; zDTH}i+BK6%D)wCG`3$uqWv^&^{ZxtPx$Dz3xCnM@RPK4sttt(h?yDb_%Fo}!dzI$M z5GwsGjw+P)22aSbNqS(}ym%0=727+McTHW2v@E*%YX|8YN zvoDxmz@@r`9p5B-)pkvx%HI0RZvt&d9*+nPmPA+Rg&g$IN*}Y>=-Il@zC`{G-N4?v zEe2EqbWymXt1qd2{3RqVR&U)f9$=GtiA*f3wNH&44dOqokad3Tt3Zq(KSwnFAa zFr$&#KtW-bej=sqq}+yNW>G<*kn`~liCqx0kJSenC#*5$&8#e%`j_LaQ(6LFz07lD ze!Rw;yWK8p7um+Q1&~Ow{K8Bz>~5pP0C8IV!K3<>;ON4AqCuPF{4x3}wP5CtYJ0Op zaKYEl7lwXJs9{Y=2q4S5)BvNpw{Mu|SfD=LP-}WRg=q!VYPO3hJ^V53$%4&}gPTvC zXrt%=#Ve&`etKKMu&-M4leXrW-Xhn8Rn)GeXZ0Uk=0f)M^w)%`WV_=&=d#(nux@vz z>vG823>p_q*Ne|;Y3(@q`MiMp=gB^%ob9x!AML6F*E61`MXv2VS)z*Fb&ujg?jZyf zMsdxk#X&!a0y>RabV$snDrh45eq6dzj#(f?aLF@L;SVb>TUL~C^{(B z>Bbq@&V>4|N}3ee0jeayryK>*}_ST|x$7TMSbawKs=uKQWv_5`|6`3~u37 z-(1EL>C=AkcC*3dvej+9rMq9)$$&U=+RtboJxZO-q;axEzS4daY5iWt$Um?^y8C`} zBdYPvg`BXmYK=4TJ1YVQ46Sre6b~2*cCKL4q0?PwlpLe`eoYS6HD!N?$1Vz=s?trK z5{^0DE%%Mb!(OsFus*c7dB85z%#DkiuHntiGb$I&cD?h?GfAi=87=T2*Lq5^U!0{{ zRkOSJG-I`-q)Fvl>u6U;`s-WcIScZ}^D3U%i@q883`7cwj~QF+)HzoacitHJC=nL_ z(Z6D25&tPa(W5W#?q}GO9b;Jb;5=+?QRwrbhgDqF?io;{cr|TEZNg-&%u^v1>X8pd zaUCkEFF$H{rf$+9Lmex=#Sl*0Ls9LOYr>FV7-6~nW)%ytRk-8o{v!&W8EjDh&Bfda zJ6F|Q8?4iN`26&C7u79RJ|1++~=c?E4&gH~VcYPm(pr@*I% zN_nvN`t3U_97WuA<-U`ybw~2IY(Bm_B_;GY@5>_J#&R=D*urN)oYNc-|%F$_j{(%*> zTSFV~hRV>e_b^3#U}Z#}ETw6mP-RhT@QC+#-nS{tl3I=nK6ZaRTk(NX^r`*Q2G!PO z-dSok`cjAP)So>kGOi>*F0O>`=LorS;n|?>hkOw|Bb5yHw=59>78|ciwL4qh+25~Q zz$Ev8%RivFo84~v!}EJ%BTl9B-Tj0!D=0}-3YWj%YnxDsSuUx2LMeZ!@>=w$BW^py!a3(ap43Nd z-gbKPOB9E9$3F2aZwpM(bK8-kClY%1-Fi#Q3f08p{$TNbAS#XGKDMHxft+9)@5 zSzx9TbeiPbs@wbAn0x!LYQ21^tJ%IYE%JF=%C*tp5rd5_91pi5FlG-(^+=7`NY~aH z*Tl$?>}{_^@#mc@-p)kH;?WGcDc4R%vx@%R76s9D>oVg9FTs$b{qPD_wn_^}y~lN( zjwS*fsdgJ*NRmHs$h&nQ*Y(qO?A6Q?sOm8pSYXWX^pLJ+*@XZoU{EC;AJ(j@zi!ufgJ-%2T2C6@K#Ca z9HhS4YfR66q@=9&le0iX$w)_BpZxKG%O=kd2QvHW3!VyLr4cvmjBGoON@p`|d)#h@z?J}QtbfQc@SiOWM?xE2>QAw-|y zbnM6jNVdkL+^S0ggYkkRMUNl34!0;>#@3@)CLgF~Iv21Hj;ecb-}ubSU7nhmu-R{` zY#%1aH>X7Ga{8P5B5{&+?;~1oNHOge3vhqQI;lC*-t}6zNr!&$ebRl=GoFmxWY3PA zz>JPpPi+oQ6cP`-8N`3Gb#?oW37`G_YQ1~nTN4lM7Zz@Ms1{W9diR;SHTw<4iqEp# z816FyALZ-ev@G*EX+M8`@T0HM?F;Y1t zL9eICk`Jko!=Ai)f6n{i0Bm2|rVl#T*SfKT56~X3*y0xhFB#DZiJN$Gk2L4N=93j{ zlm|kdDxh|PW2f>4Lmjo=hi6O$g^8$4O-eSzbw5eC5%HSVg#$h5A6a<%l+)ACp_dwh z#yOvl4P;*Sv=6w{Fj*3|+HQAT|0=Hc@_!L*0-BwLH@$N90az@v7Q@+XJ*!!HvukYX`TRSwq?R5DC$ZJQs1deBd z4EkxI`(v;41ThQnUsB2Ro8EP zSkB$pLsKi2F6grgtd`}ddv@1FHtpdxZKF0%m5$VlmnTe7c74*={!YMjvl+ULfesF4GYD65hivw+>Zw#|i}sgowvK<4$k!YLu+ic0p)_ zt=Cb>Q8`8OfU=c4!|U~H*?jIJ%5>5E9@X|jT^f!WeGWG&>|$;t`M_i9oA3H$Xt~ls z$^06|NsPM7TD@+|UV`ko_>o0+&4YWNbH{2VqF$FpHloSy>4O`~jOtAS>@DIqXM(-T zKJ?xm88v}QU6+j#ySFiH->tVHfWyz;@L&_$=F^?!8Fg={a_isr-Gq-SuJD_1yVjj_ zS57Og-S^!-FGnGli54TeK;R8AH_v{8&{8rU18(57)$PB7rl(@qAEX(4DaawC^}UH% zegUL;9a{*;URozLuXqbwlbtfMKgz%bw{)>ldp%kSwmgi^^jOA;H~8hOtx#)T^~rKya64iIVqC* zPKR$-@na$1@Ldh3@~Akv0hc4$>fu}N?e9X|KbA)g21?QO2XJIq+TOVKdBw5vNzX;H z8c-NfR%7~dS2Y9~Lw4rGR~LZZYN zM~cfBK}ZWRMgx8|h?)biyN*;mghA*WQr9&H) zxQa2tfm>%0BEV<-V=$xm1`tRTV__+xEh|6M2>2$(XpO@;h=9Ss%LRE{czMtmD=<`8 zSQrd}fnhLipanP94TXcda-*sBkm16Hbhg5g28Wf73`g z5RHez@(>W@F-O~jfgiw79$xTwdjk{H#$Sbtox^z^3|F`V00RQX5ZZhnl!f^m3oJPcVa(3wuX?MgeZRlG z{r9JW#mPAXjGGaIdDECh0gD%Cur>mVcEXqg>nA`XrthK!@DuQa=78d53ywtE6X=Zp z4UEEqkrv;_3ux!`Js?g$3I$Mw#U=;9cl~RjbHE_6_HzIT->^71$^wqDAj}2@w?|;{ zmoH<%W^gRh9Lx)d;CE?b19zT-hbIgQiA57YVa=@(_HZm1Xz)W~qpN8(2WU~Y;lK`7 z-^T@ulSlm!@8!{d#d0MFoH-w$qB3X4QBx+Zb6tJ!6Fii&Vc{0LNev)9BBdikSst z4g!9JY2wd-7ni~>QXoxWNt%8xieC#Bw3)*I4~Kx|3=9Vh!V>8!4)mDUZRYVeyUppW zp0<+sH%tS;GR%WIuh%zW&oY{rNCdR;YordsapCj7OTuYV5{NJ>c_Mhs#C0)n2M2`3 zG|KaTnuqLS0G#1=P6W=0>jGM|0K}Ic{}PTlaMQdM8sjF8L;+XNqu_Q6K+XOBmyj&J zco*VIC<`Re6YppsEkQVI1jqty?u1{cLDq0A;3gqZAbYe05)fw#5DpDOqRj1_fXnW2 zc#0rVR=@*GG{&9)VF5zK!+eF4C>YN(JLE!^O+WvNm(!r67e?j48=3kQsuu&BOQmDg_vs1rU~8qxAHYWI=$t0_Y3U0?;G8>R>>Cl7QfLb|7a2 z2EW>3L4cbB!T>L?K;m@|3qo6h;B%_CU`juwNWaYXDWUK_nK|PB7q74m2y=jQ=6Hh# z2dpi@LjJx?(w`Qq|CvX>;}SJ%EM|3wNUeS=MbVzsW*Iv;7P|noziZgO3v9`4oG#!e z*uzmMz_1}vAQx+-xiyjb0wJ*k(}uu&GOFOM#STEc=Y>^z%Le-XTZM zIF@tn&EIzl77f~fB*3&3&H(<+odO`lS?C`BU9C|9Tw^N)W`XW4xw>cqGsCa&)3P(0 z;#h#?PpQT)TjkBs(|$a#&@aI2@ABYxTtZ~N%noFSa7NhuGu-&S43)N$jv7cBpEm=7 znCWc!Jad30Bx;C*sKpZi_$1xDjz5zE_`&4fym5YWdj;gy9qf>J*BHnMSR(EIi;AO3 z5TaRUc-jm8GH(zNK;kEkPYg^u0XS=5?Vrmaz%8r+A7G&?w6uoK!O6^SCgY(Fq;`G} zV~0<#{<4&g=9d|Q@G7)mic3p=xRn(KVMP!md^U3dZcDV*{A1+DXOkC9acRkKhDO`U zP3IgI;Pqc1{mjhpi#tA(iJ$D3_+(yg(*?+F5-b7M`q#uLzswPHM%w}D*Z&}Mh|SXU zBta-Ad$X^+^`%viMN#@M=ms(Qkyxw~Vut!47bLJ~qk!;zQOR3cZa4r*cWpSz>OZLu z_;(Rw@RK7Xhv%E8X`bMp0gf}U7c-MK##=VvEydHOYdZI^z)~zNzW~8PEkNkMpgT%B zI_h&wA}|CJx!Q_{A0Rrj`7vS@E*B?D? z)ddiKCVl)%BT4`z5F9s`VIeBfFo&an5)EK!azZUEPFY$$n7QE)G5}Wp(S*K~1CaT0 zMFM3n0P*n&Ff8&A0v~Fk&2b3aZ$X{@ArX~bPMdzY*=pB?b(;9vED<2vZ{cK)z=*3l z!4;)-5r$l#neqz|P}(lU0|BuE4?(I(X9Nfaf$?z=fPU#VQ{F^?rGjvCL1Qei;?r&B zz7n?qb`59Xi$i(%XMlZqHrsTrf?q@pjU}w`XoY~F_1S0YK8H|*lu7xpc0!H_&gZ1Ls*!LOcw`=1I2=~S$BL5 zswnu&PehFgdhlgKicr5NWrzFnh?(@%(oCm=l! zMNwcDi%Rg{!u&^vUSuRZ0@Ft_zR>7zjV*(Aa3cT!v72)cq?HRKivTDH(y<3}5L_TN zptJ)H?3c;_3pxgCi{t_+qpeXOHNqb(4vpdhsW<_<+XiSmO9U548*XEU#DIVeZ+kef z4ZpC)b8(u^p8V5&9X*d8?s>%SffvQ+w@m+jWqP_%9el-Sx zn}8ZD7;`}_>P%6oI9{{4p)hVJL>DR`0)vV0^X>oE&_o~zLjwnw=0?Gfir*$!Fe(wY z#50}VT>r5N5<|t0LQrY+LXr~UMm!La5PUtWIW-htC?4NyyFhTh*Yt}>eXrFI2^-P; z2(({71w3J7^)ecTL9vs4z&~D}-k#)kG8z;b2{1~SQX6b9}r=JjUmoV5u(0HuA z6psR!S)xUNI1>zo@W7x@2tU{cjm7dn1bLwXg#JWrXAuVMzK9Ioh$Ce2(zdv`E@(vD zR}EkE?e-Uai5ku8J5z4(SG|dw5%(wHjmF?DwYVxAznJ2a)F5j>O)$Wz1j4#AJ-L}i zvz@1_sYLLVMB=>DYdO+l`s;!wMD;G>(sM0|pU!pwXr!hlGV97H$%;EU0WkS3VFH41 zAs9CVE+oXwCuAYWZDt_|=SBeccMHHE5PnNRI04W3edh!HQd&C=R2TyM10Zt?z|73J z`JlYK+-3+%3vQ@|ATXS{FuySW^yC4cM1AK2ohtKZxV3F$jE~9$zl9$j|e;6D8!-fh}tMk;(bX`HVHk`}G9t zKC_hTpe=DOaLn8|3*gMErsy;l3pSg@ZKjuqStJ+!JRe1TE?XSNC&HLO(Vu~-SnA1J*KhN(l7aWVjfYYFSLbI^HJfGhlAJ`BgIB~w&re7Y-HU)SFoLLjW zpC!Z2jyGeciL4EgiT}}KMTBE)fFFm#$pa_x#8uU_(Lm`Z6vC~IuyV4)uks68%wU8c z3P6DPM|-558vp=AfB=F*=65Ch`mN4*Df#}`gcgf+cb=||*1-WgDOTbz9tebQuci)Y z`U7y(6i|9+z;lQ2@Com=hub31I7=Qoq#5u#50p=cAFw0SbC?fjv5^Qw0@48lRP5|A zGlT*P9`J#AG~x zpW^YiNB;d-jGd;^pUh!tv>lK;{32WgEhiGLZ|Ly<%HD;;{MH*RT-+c>ly}?++T)MTY;^jp_^ze>58j zi__ote-_c|pJL-8!~g4SoWbGGXCvBH2}t@Q&F6Ch2wDHanf;~ATnve&Vd*R;e?DXF zEPeyVE{4R?Fm@J`KcBJ7K?x9-EwgbsC;{@>U!1_@pajS@FO6ya!?kgdsNhGkd0#m| z%R$M~YvXcI@*l~&{szA5Y$!my$}E+EohHYh@AS-i;lwokDP#Nhw?XmtdOEGX7!pgv z*jY^eXvWU$JpPj1l4)4;rQ-*ad*49gUuP^49?NW<*-Tqz>r#~@eC4GQiRXMZ`-zm_ zGFyKuw*IO>2G7=?3}&XgeznQ7Bu4nZu+uW9t-m0!`4!qaAB`np>wjVAWsa?ATMgi1 zB}e>`lP|&ZPdUWDg1d`ivvf?JL+8KYN7-5YPP|?eo2BFR96J9EUjKqUnqQ;P#CB!r zxci4^h>6TKF+G>iP7|ZC%+{H=04;pA$AT4gITZTpY{6{RJs~$nB<0IScsX%_KWstR zR9%|06pL!>a)gUN&@-p4%MtGUn*CqlGA&2AmiVKefA!j|zp=LdPEpTXNcp=sP&35& zZ!EZTK^!r4m&{9E6q}`UmgmsQAk-zk;pv(O5bo{D&VoCeqelRQ~oWnEP9l z!F@%V|Hf)N=M(-G)_GBEmQtJl3&9bQmPa+gLhQ&k^TOCC?3*JS<*#O_(4tr zFD98C^Ji`fog4a3^Ig88{4x*!?5maLBym=p=dNJ?yZ6~G>)}#e_PWeNf)!e}rG$&P zm-TR24}WSK?d_5Cuf|#E0RGZAbZ$&R;^p?=84`G>-0C8hL{16bg0tf~H{3>>GrLyZ_ru4oram z+e^+D6#tP`=L`5hZsEbBPRzD{TvCV!`}bu8@J_zvmf$Jzk4eWLCl~*+4f%Swe_J-7 zeBZGj)9C#p(lHJCkCTr@f{cIEbSyI7zb+xmL5&#W4;I(VIU~g8{vQ>Pg$vogEgdj{ z<+TN4{zFdc*T()Im5i^4`?qCdd2RXIc4Ik+`6_SrCCd0m9FZ^J|0HMRtKBN17l{1b zwdWhK=7ag`BrIXu=o@JKpykm=V6aFuN(A&jU+O`G#~;0cMKq83{P^oc`Z8OAoTBK0 zt*hVYeJV32?|%!n&QFFcowoirim>LNMfedX?<-x!Z@bNlwhy?>CQ{~xz1 z7o|L*5Sf^O%RHRhZ~X37;%{PJ7gd5~9{#30Bv>cH;aM25&Mh=rzqI6QZcL$ne@KCU zZAgO1FI%|TDhNC!)aGo%9~~FW&4O5#mMz?GYT=gka9%aivL3n--Xr--56{dGIuat~zAAvzF+tNSj;N`L{{qt=p!8$F~;o1Ke2X>d{^z6S++JE!J?y}|i^DWOZ z50`l;KmRc0qWO{eVfAwE9lw?K&mXy*+wGjcA4O2wZ{?k5j>LY&#c5bS#m8@;@q;nd zKd_1Yhi{AF>G?n0l0Pp@o`&_)Y+VG6C1L9ydTIVwtXST}hT9_u$s9EztMNytmgnX% zKclo{MtD9NOQNkaFGpHt>&#o`r$ywajqnUPiTf|J^(Sv{oYU52mkGbSM?{W4Nm~i$ z1{OK%@gqj}rw=eLGTslW;qrm`B{(qujR=R3yIl5IfDG^C#JZZ!l(=*R!dcc_kfRi{8J<>*>6RG~7yjCPg6%cC~lV)wB|kN274q zxu-J^)ivQ(2&_2YT&tM}gwE5jWD!_%4AKDyl)~eCPe0U_l^5RtbP@sJ*duW8S-8aa zC;Y9?^Aak5tLJp%<^DfGG@>rc^dln1Pkdaa-%k*YsLL|_h=}nMAD8L(6GS8GvP?fB zV*JF%4WbgR4!}h;2pkB3vJhi*VU!TxumSjp#bFR|d;BM~nau_$lph2E;XjFrg1|t5 zBo2WA{sMQDA!HHez}Y5S~h4h zoc0Av_{#9xiFPk>?{@D$m~(EBcXUUE0Vuf1LRwfD!f{wl_;FTaLJ|6mBj?*(W0~Ci z7g)0VA))STU6c9Y_s(#uk)h(V4n_04e78TDU&xaTnQznLUJW@Kxr#@0_u(Dlwej4U zCL-kte3jWsmGt{QNfxy4+V{$(etW0GRC`J*n-FGmr_*Xu+Y<6ZsV!CeR7H+_ZnrxQ z5?Dv4Zg+}i!-?iZ78mX$`=p3*)+xTiM~+(ASyiMPsyH>lp5?i=kB5om!o&HF+1FBAmL?zn{gE#_H}io@*BZR~qv@KD6%W{)x0lO?!3R zxA7Z$wx?w{7Q72;bjn5XI;0+ElCZ&6o2jV}cfAWYK=zBAK0C^wL(0zt>%7S_`yDAMObmVLXKokU?-)w zniSu@x<*y1=)jIkE zZ+l6VfheHNg&LnwQXk)bq5Gz^1wW%$E1kGCm)&Jrz4Ys9*OOqkTMHZ>`os(DN3>8@ z44-1!#BEA;wHX~=oO-D-i;=&kB1z<_cD8K>y&nv5e_Z;Gqbbb=Lq_JB02XHbTAA7p zo{FDQBP} z0f2x61g6_dp-^Z7NI}APaq%yv2LA+aYK%a_!h|28z{QC8L7-45;ji&*Tf*o}R=FEs?KB2l(rc@Q61N>mh#9|$aEj*qOsI$%9*CH#MOYaGr2 zD*^^vppiUij1?FP;ekRRFfan;%)<*6gh2QqFbFRPFj2rh&Q4%@W{C_^-bJf2fcE7|JII<%U5a{M>@vP(l8$CV*$j&rX0>h=&&< z4B~_F2ts&40FiiL5GaTr;0vGNFTfuLke459gT`WcAcDM5fv<4K%i=8VvVceccXtv5 z3~ab>KL{$o&m$zj2NL3i@Cfq>fKX0$c7Py%VV=@`C8X&MNgAFyzZ1Ccb@1je za8nBl>No2#;~Piszg6LOc{{GgReRT|uCbA{*7cL-yEAR|OcOG`z5hqtTR_#dZ28{7 z-Ge&>cXxN!;1CGz?(PsYxCD21cXxM!JHa(L-zK@I&$)fi?e6!!(c=w9jkT(F?X_#~ zF{@_PZ~m(Yrrt*2$j84NmKWW? zj6#kc%ALpoMjqN#Fw}+6AZ~l!s#(aW(l9DF&NR;4EG^PC&^0MCH_$aG+(=T5$w*W$ zMO6Hj5u1^!9;04b(1{uY^qyjZZdm2rv`7(0QD|Qg1$3S(MUesG$siNn99QgN#3E`y~yE%DL+Zy0|z2Y-vfbVv(<|iVKZ;~ zc)3?sxf=;83AE|G2sA|zNoX=hpBusc-acAfLN40<9*E_LKNoIExW1&9VzIHLnT~{! z1PKU;f2WcWxG2F`XK!ckU}5XWBKI?diMDX}pI&^GiLMok2=VyluZ5K-&q_28Jy(yu zeCfv?3oU%lN!4-(OU^H6HSIN`C#Wyy+WWx~2M>8t3nR`IC0fx8wsVoIFcS_PKicso z%hpd&&Ww&bFIsk;iOlV#+|5<7#rC3w#6C;k{8)c<%nzG&cT(9?9S$o zz0I}JI-B8umzP5n(#vy;y)|xIqt}4Y=VuhM%X8p&HTkEdf9GT09NHhI``cl?8SNje z&iZXq4amQNZorIMQA9#shUyLD{<-1o*R0#vo`CsxO~KzTmxh6!nVEowi5_r}5;HwJ zz?rcC?f||{z+V5&>$20c0(yv^jkuwyu?fHl1Kb;+`~7~6hJgd{u-^y$2v`|g7y_C| zr{rL0sY1ZO0;s3pp!hPTb{sPtGUPRC7ocYM$YR8TQF9OL+TJ7OwI z*CKR2J_qH0AJ>hCJ!cjqkb=&F8Ika%4pp*7U}w<1&ecCn<=6+j-?V--mmbA@{6kAU zj{8ETsjo3%2HHMuB ztQ~A&CCMUfHHq}%;gd4L%`}AW^v3rwM_eDi;V_08b%HVd9OhFu6tWu&E@x0PtXBRI zNw}g}#n61!i-K&$B1W@=+3z1PZ)&19w$7d24YNOh|i>DP|FzA0=erRuWS3MXaEqT*;NHEXzB>El?X;W-Fvz=LAP` zzh=ki>c}b^X3uv*ql~6SZi1MTo$vz5rp#<%*ZS4?;cBz^B;^VCjDPv^U(FI=4S#2q z|1tdm_=2}lm4Hsf3b58QwK4{nivhr_OdVVS=T*}Q0uH(U<%<5D#s0Q513kch-~br6 z{hOm@{O!~L7OHIh(aQAK67skG{If;<=~sR?;`A@x#f#LTIlTH=j z``;W7U?vNAqLQmU!2TtyjI4h-N|BqZXU!HWP+?4|G~bnY^pscg=&t9Kj-J;BYf%e0r3O>TE*4=b5OuLD0u>L`S+lG zV)!A;B_}Iuk)PeUW}Hfy797pFw0R&9wo`Cts~Sqo=RcUI9e-HXRn=CA`8K0_y6l&>%Q9>xSHb&tjX z7UveycyqOVcilFDPm<1ihx9^O1M6rbr^tLje zGlK7BLC)&-X}C4swL{}o`nI^$cwwh>So6l>Rth;#nJCT}eK?P(NUacYSk;J*wzS(h zPEp;F^(Fpe2&LpM>h6+b%q6sXeReUC`*!3>;1YH&vdFE`<_mOaD-jnNnWm1ySM5Cc z*(ZIg^6b-2$)aO^D-s=|3Di|h;t84LT?-dWDZTN%r<)3krI%qz5r3iwWUNIt%BKzl<;|*6WO(WrcbrmrGBOP)MP&q z8@{@KdBk)6!Zp^`{T%Y>embyHvSPk6ksy-jSUsag5k@whuI3}=on|D{GB&J#qI*N< zV%wDm*09(F^NBP8IU~TT&)RmKAP9o<9=*a9qfih8dhWnUB=C@ zB`YVj@ngPpzUW}Lh5Gh)M~dYOEFJPSDsieQ9p)W<7A*c?4z#fd78{iu$KI_o=}}4&_a(0f(AjQ}ePu&cVR56vRQB{CVvgagaM-dH z5JUEr&&C=~W_<#%-eM8@AuMUwU^6OW4ej&gY+#KN3Rw^`2yR=5d&{fIcLt0=m`f%1 z7!rRjqSQ>pHRbq^iOO>){?dTKV(bLAc>2 zlGqN0XEmjMT7Y5>wtfjApSKZw^(7Ha4?2RhYNCCN{VGKq8fJsnKdkxlGnk0)u&$mL z<6_*UwvOPulD0NgN%?8H%m=q-6pz+UVOurjLp|0T;P|eRggLy@FAI2R0R#uv?xpva zCn9~Mv3;eRul1%aG= zmEE*+NKL{K9G6qUMlYKbx^riXQ%6aU2o+(WC)M~jCl|x@LVC!?*`+&0?9nqT7toP> zCbk$CnOWP$AU|tHplVF9*Tri@gsOF2Bg?j}LZZ#iT13wu!NEO2SQ%BOl1nG&P_V6u z%kNvg56N7sIPpj$s#iR=ROb8^ zg1|sLv7i)~Q#yrW@ldn`i+7c1-xJU@R9chdh?RBd$Pe-H7OQSxk&+!^U;8ZjKq}_I zH^*QW3+Nc}leAR?uEfkwpI$2)_2XO+t&M8eV=rMIfnX@P(I2PPTowu#LC$)M$gCvH zU8IX3ENE311hu*gK8k4Y!6Rqq%PWP6ZfTHaE6^`1&WDPX8gMrzOf~5QGDdJ#P(^B; z2s#;Dc6UY#vkhH7WdlyIlNZ-c720%z%8^r}7)K?q1{3X}SET_mvLwu7`$Lz5g7U#1-@+&UZ`y>T|V@Y3B%zzt;iD z%5`)m1<8!36e4U~CLDeJ&dNq*T6Zeb7&C}|R_*=dJL$a)oz8eWFxtKXS=lu1OW7U9 zhi?xlkZGq@9gupd3t>&LSgSNHC#3cuvhXyua}zIi;f@f6+_!0ASJ}^SD&Kx|MfR&) z(qm422Jx53Q6kKDF1I0D6%J@=&C%wyj{#k`(=8qm>*6}^u}MdPIIIR7 zP36FfpMZIt1Sgfm3EmY|O@7CQPM*0j`bB5>(rh+vcv3VR)b|lxVhf}b>czH?x0Dt> zD~ISEekk;7EDUJ0Qp2(!SpHqY$IqQURM0w*8-{;AE zqTA+>1ZS15+4X9^uQ=hS1P`|j8JLEOGWNZnzKc-s%0*}P(<1GJnQuuYaOBjGpjsX| zCJ6r`1Z|tvC|jH$z(5YJi?wyyQyPw;TER*_nIEr%vvn)^2wc%3T(B)JGP@Z_RPz?;6+| zm@rZ?xjDf@9@oq8EZg2`)XoiS7y7tH(ic;YB~5CR!GG&oCB;1BLB)o;&Nt%|3H-{O z1gjw&lZz_e*X+MbG6@UL=fIy@!Zhh`RH)dESqX7YYy2g)MRDNq6FrHCZZppzB%ecfAdp_aEp>i}cc(Nj=_Qd-#Oe3wZPej8l_$XaVG(ufJwIOxPx6Ln#Mv>tp_PUN45@xc3$` zv>XKSMYfi7&sQGncM9!FhkNTYt2##RNHzKhH4)N0U!w^Sid(X{9q`8EPlG1uG(5<)>C4L zyO^dqCn(k;11UEI*`|2wPlIEOdCMc7Ti9F`>)Fh>&tYd2^(bQVGftqk9rzE`&&W8w zC6AHieyVz@CeFUM-R-`PE?VR?Ymp8Gl0o%)fh%6(D0>Gpq1!8(vwWlW%2%%&gFmBl z(q7TU()jicc7!5Ng`Q7?<;lE&e>@`x-Xo(XoIN6KXbOE2RrDG72&EuAPk9ltmv!n6 z8Se_EDzr>~R3caSF~{P;_}WZ|f4h8}4?<`b8u%EVZ;`MZewZINg3%xGBa_?<93pgG zo-8iC6I8p;i8M&os&$MWk2TLnUa$f^YF>xpGqvv?N&OHq@xr41OS&v`CltfpGES&Hi7fUe_eVrF#c=Q(g)H#Qo_$?w@27+71iaRpuQ&f9^}a8*KWlu%$D zH;5Vj;RH5y@{awSaJl^}0!ayvgF(uUDeaF_5wiX4<`s5W^@-Te>RrSiU zjOpn4>(a)ZGEBK!?2ZXF7annIc{AQ-P4f@JeTddL?Ivr>)U7 zREUpZOv${Cg-o{%`At5yLWL+I0X-5hM@z@URME-z=iiP@R#!9RbW7P+unAzRjK@@B zguch27Ak)0Qa=Kk3@K&u6oH3)k^8n>ygekCM&HWF8c=+um^CR0qcGeJIn|$yN@N{2 zD2D__k!_g$bzl$e9*;A z?DIbaQvasI{2h?`9f$l+K0|+Af5}LQ~-R$4hZ}GDtH4^Y#hI<0zlkb(1(eD1&}xZT>GsC z;6IE2YB2nwQ0%|J77HL|`trdXa>l*?8lSKi(&YzU?|As{| zasZ-b|1n7Y$)X%pVH}h`qREJVayQlgXr_xJsEA}V7Ns~z;;*C-w5cS@dr2`*0ZRi{ zE1xn=DwAoN>aDZp>Uz&A({bHXKtNzgp_th@9f^u)E1&46qFyM{mki|nvyRSb%#((a zJ*Do_&i;&JKfP_DX+NDTzPDFASMl)9II&D8uIULuiY3TZD#76BGXGhmWR<8q_iE@# zh(Ps15{ge^xTOEw46`Bx>DW%afZM21=DtqLm9C<7U&$;+m}u3b;%>#Y!)|*2a>&4C z!pGwayAn+XWhn7?X^)FfAZ+aqOJhcPx%s&-PHSf|#`)t(JeEd3Mlpx%VH}scpJH}C zk}LzC%zJ2iNl4l~6>~G{Poh~%kaqN?0LwUqlCr6PN-Cj{o!>Q$K`+;7qIC7Gmrs0h zcmbEu3ng`3uH8Y7AmxxNpmOtga7gn~`cm&Qa~&a^Yv9&ZC_Ut$V7csPD5Wan&gr@K zlt;B+a1h?S6S2ItqZL8R)sgu@#6h*CPP}5~J>68yDzvxFv$5*lo|!%KVN;5rcDq$e zfJeXN7KvS`WDIFCvAfi5{c+o!_167emJ6X5yPmWkH6f|q^qpKkg0ze6v@v6-@@x`8 zGJQ}uUP2=YTV9leR9@P&ca%C`Kj$9H5;}v>?9C#GZOd2N<7a({ZEI3#nL%k6sq!RP z9uK#u+5(7-!>>2t`vvC^IZB`1vkjqnaWg{m2S}j7*d7h;Vmc`Wc|VE6efuuuzTjZ= zi5!ExS7Mqu=eF&MZ>kQ1F|Y7;#f>MpNY5}c`t z3Qq3Hx7CY-ue0fap5`2E1C>65w2O;mE!2&uo~u0QQLqkL-~!73*EKRY;3bs-#DR zNft@8XA{VY#J3nh<}3w~c*!W@z@9*!ES-(aha(kWRw6>E=Q=t;Ei(F1_>+s=hAb?F zTzF5FOEvwy+B9~fmRdm)SFQ&a>!BIVQm~7mB3T>Z2iR1b?h_8jx~68un;bi)^w!8i zJQQ{?Sqw&~>~E&CuNv8px0QCMCzy5Yd6GK|kSj}By(rU(5DS#&&I-Zjh7P=j4O8$o zgi`S}5-cu2yxmF-zsEmnac&|+P`M_C>?##<(0p7 zqVEAK<{z7d8T|cA0*uNg`x6Q_`6nfEmC`75!?>Z@B|acsrBn4|53fu790UM(TLfV1ExPt8n7 zo+c-|)_+99<6%oH#dQmozn9jn5x`so9>;19g6HglH>#0n01-h6EO)-3dbQr8B~??v zPVO1sOA~8koTKw^Xp|cBGTt%n)NKE`IxzR3DGwprg|N+#gltyW315Nv%|tA@PPb*u z5V5NyWfQj?6DupqDgX--Gz(skH6wHkNUG6;4;iofOg?<##E?Cp#s=E4x~*haw{q^0 z8>A&`_^^hb!(e7NcjJ6ofwkGDI2^xFDdeT-ybWiryZy`zRM|bz`5Rd$l96{`1F~eX zD7h&j#S*HKrZ7bvJz+g!r?#FjFh0-Chjp1IrzUk|HUZ2MHYPVg#aQu}2ltqM5#MSv zhh}bfhPEXb5q_M)AaM2p7DSJIsP<(f4@f~LV0vsxVo<+CI2*lyfh#zC;R>Y{_>MYg zKSbC7q7d)sS4nx%7V-he8~6r=-1azmIlZ}OefC3I;3E-9_ z(0QMlghRi4=tXe&{_(}H1fjen7MnbAWm6{@XIZ69J2AD^ zISpDy%*$6*)!6X)7Y=CETpF5wdNpA{T;FN$Hi*RNq+y7uUpFT3z#M)J}6zUuVErAoP4Lwy@#m zXcoQuuB}j_7x{w7(ttbmzCBBt3OYkGBdyLV!iyxc>BxOerG^k1t7)&(%E4dtX-6#z zjlJd}(R^1MY+N>V3P0zkl5Ea*NN~Rme`Xwr3W4?VMAeJ&ASJB?{f1;jr=;(TtLvzuAtTO?x|%W`T=9oIp*J)_ll2(4HL3B(7J2!7CFU;#Tf z*B6|*OF?@n`$E>q152ZxQo7FhYQ4|V$4}Ij$g#%{g~mcC7s^YMmqgbS$r%xV^A<-LmGqVda%jDX`%`1!^GJhXjj?lMQDF8zvxL*znCRE!pjO zOJ?SHul1&qyQwC=y7J$2A=OFVkXN3~9XI$oe&t%ILB$PQ%U09xRD?r{ih`N1rZ%-u z3;6Cj0y9BQRz)!ntkQ zJU98{2micJCGd-pm6Ek`+vJ$z9HgTiXWr5H5|Wr}4inqy`m~lZ|1V1f-}}Uj#Eb7iUj@~KU$#Z6WHxQ=YdEASIm({up=O9t;CAc2pD9yv z(Q&b~s`;AkF5Up+YMQYg-RRlJV$msXQFLeHlOaQ_hZ%X~hd13;D`VPIrDS#f+@#8_ zU^KEC(n+P0uL&q}6A4fDKQJE`7A{`?%iZ3YUG~SR*J!+P5wq_m2#JFw_cA@HsDkZ``Ja+L)GF5Y z$hhIy+*=|saYha3<=7nnJ7PR-SPOYHFm{QCYF8EmTNowck$gF`{ds}1+d)|IIfnV7 z&cb9xcN^r1Ca^s@Lp2J9u$4_^P;Xl~Ochl+G3sVyTOfTBa~wQY{KLu)O0^04CK z;Yp`rovvfwJFn{D=wBC-42=ILf*UotkK*d`|1a?hKm+h^>B_J5%Ri|j086VsS2X`M zU19ul;X?4|%EdEQCTf`;G3e|b^%N+S$Dj&DS1*ug7bYGAU&Ex1C&)!N#}Ahyl=8*X z5}`{m@C)dc>w5B#3pb|6_mk(O5#qZ|DiZw3LD~3?f}`wPaDVB9RaD^?pp8!V23ImJ zk`bO-gQW86_`+p$+*ah>yzNOb9t6n^EhzNQ=|Vvech`IkeC@Bx_to8i=GN*O;uU77@%7-DPb>^{5EuM8qE25eeMQK znk~RhL74rUgC0++j4c==Bg7}$6P1&bdr+NIGmJbaskvW*fl`}A5nv< z*^EJuuGb3+BV4%<&dgVA(6*0WsKaO}M}l$SHG_)b%wm#Xk)@~`-Ww$dUXvaK9>|oU z8|ljkbYe_{Qt(SgA75?dT~w>H4^7hx81BX4#NTCwQ&5H~VNf;*upUa~A{)8nP{i5nJqZ}wO~Q4z5L}|jTj-?CZnLzX zi1!&NpRZ ze#A3!l16YH$SEso+P&!>dw(>uh)6`=|j;$HDpK!Gl3?CFiCW1sG%7$%HX%guBN_JbNTp z2+)=inQ(ROTjEKrA=-jPRBoqTU?sNV1nYp_#0AmRatI!_ zx&q>ur*qmIOicsY4DsBjxJtZMe!4~Ayc&V+=;*()>e!a6IE2T;V_LaS`pPfIgYX$8 zm(0!beQtqH!^H-JQdd85|3gqdT2N{(p`tdzE5A0Ib5TtLxk)Uil{cS6Weh z(;3GTAL--jllDr)>PnxYwJEs>9*tz`bknp+agA%`B@K*9}-*7$^Us5_lY;V>G8Qrb2%llw%xYUZjH2tnKi(>P*l$5UP6t-1;Ly=Q7BRp+E_@d-1ISVznj%zn&R z=%%#GO(vk0!ov+J?S>aB3!k6+R1-Yvb0zKb@((N%8#LG2A8#u(tTbrOO1%qytjevi zxI5b%21^A>DJ8T|>Xe`4Xm>s5_SNZ+P_^P|4Gf?x#tgM}qxx^Lmw^$NS~v)g_vjPD z8Z9=x%M2_R?fM=Y-JNtQ(-b`y7sjiYXLIJ$4a(=Uf>dn~q)pqSN#99gD}kdfzr_^ zikKLZ0t;k?-mEj9)1V*pd2&JAG@#uCoE)SStlg8Bld6?4qg>CyUwfmim>N%S-j#Rm z#+=Td&M#ZrgU{G0*%3lmaXNf|&xXDbm-sQKKeF4&B-s72<+j^HUVmFHDzoN=BSSlC z1VfE(#f$)o12Y{12%;;Crxt$+Cks2G++{tG5QF=>eb&C<^X|&gVO~+6JSa^S93jg~ zTDfuAJ69j$I8{Wm0W>wJ``DGJ^Y|ZS6q!fv6B$QAwB+{ST)B>-{k-X$n~r>!OYX-Y zq}GCUxZNGyr~JkR2K<}^(xx^8P1cPK?3xg?h|h%z5sr_Q`Ni1hY>l0a_T2$JI0<`i4TD_bB4~h8nVx@Z?#9 z#iDMqvjm(Gz@5sThk`D_>`$R~HmD#T83k3b+*LsbQzi4iovpMn@{ zDzeaX+1;%1r*`yF;@(2C4f+sqFj5e$bS}HFCHab>Xn|GRYIt=Czb^9d`_r86mCSyv z!0qXXAw}fftwFtW7j@;x37g$^x-(pNlgN`xhrt25dWVhe?*27!OWf}R#k*X{Rz_it zm%Q5u0c{(Q@`Rs`VQd&SXC9z<1jBHJ!th28H52#ew2cT#Cv2xbqgck?^9Ve6>%|ye zbSd}(CEU*USE6?pNWH|(eDY||ZZ2;sDnvB`s_(N9)j*drT(nJErQ5F>8}R~)OlMjG zEuQ$4JPNGihieNm3G4(HOC*Jo;UpHJg@q1v9eDWARa2JcZ2oX%9twle52nv-)<8%}ElsXYDkpOi5fL3^#kfM+25B;uUWKO` zg8?u#^aECt$T9@t_GJT-&*%IZ_F-V=s%EGna@9()+^xsPFDqWR@H6KiG==nI41O}_ zfddPV2sjRlB#%$Iv^LF6+^f|c zQ;f2%rC{Kne4}__s9`MwFW%G;&L|wQUCF(GiBWptrexL}_Zo?FqtNce`ylZ`_T2l8 zw!ufU&ytYU9LT(y_>L)aU^6Cn4cZi}i&+-4rKuo`+@O4&0X z%Qj9HLcvB$G+X}|KYGG8f{$!4?4YEm#(XY>RroghmcfZR8N_~CtB-;Q$WQ(?cIQw6 zFJ$xA_Px*7A6PMZ5Z3wKliJ3akxj5=pbs>?y$rYPe^R5d>_5nbZx?&ONLYFQT``(n-_%B*4h zvx@=uA*!u}(clZnO4di7w7nEhYHK>Ik8OM)jp;Xe6RhZLJF3L8VmCed@?@Q+!25&G z{Ma^90WEp(R}|x1XD-7w5Q`nQqkPY8121q#B`-nA_l{gX^W9;71&hYH$YI`kmKhfp z)?K6aE{mKzJPb?sl{<3DH>QsAAU&HP*;c`tq%vIMXJ-!24^jq&XN|GSgJe_ay*7=V z*=y}1y1hq)UpKLC8I-o{`%wd~WXPdkH5|lENa@+POvORRtCp?lYZ(&aAO$SlJXMrl z%9c0FUq*Tsj`~Bc9l>Wch|7o+v*(et_(t_#F9Rm5y2?f!8x>a;7$=t})9mBP?co*n z<_ASzHKLqKkcp>rimWM};TopzNFt30g1$LU>9sheRFGJEL#o>H=)hl(%1nTi)KU(D z=WMgbTXe?2WnVB~J*`|}_wnUZhVFgyO*jY7z)Ca{r~*>Q<~w`fFg;LcO|J~W_7rIB zQem`V3!AU}Cd(0rjTbIwr89Hd(;8Ni+@HsoODrL>R zsp5pc^|!^LSumo(k7eh~!7PQEsC2^2msQP;7s6!jU7#%XYiS(`&;|07my%-+;Bo>f zLlHEHvY~ECE59;>YY|VXgf27G>=c)-8( z?>&~VS(U~%YODX`BfRJlSJ@4?LewP{|NF&c*|2Oq|dT$Jy)8I_Z1ReKh?+r zSTut8(wLUu^0lx}mNt}4Kydslafr3k5aT|8VY(RH?}bSmqr%HfTQM5nzISFr3DCzi z9mhG-%cQR(Z>v3+LJY0K91ldjBS0Tdkc}1{1{q9V#zaKJKnES@Y6216XTs^x45r80 zmYLWXCFGs&5rrjJvQxB2JY5*H5U=o+yrT=&;mJnx)Z`1QqO3Pa`Zw z(TUUX7r>xaG?Z*0KD z0`ZYgdegbqI^hEk#YYpU?7!(GW?W zzoo`RH>*B*Optjp1-Ktv$IKFu z2S7#jKN}#|$8&HJ+C`oQEf^eh6&$pt?i-V4VN)6ev@r}#NkBWq9p%<3FZX5y;&ihiAfdIO(%+5>Mt_YUCqyV%2z z1lh8AHaqYp+5Qajw1K4tIkEig#!V^B|8BlZP%Mt^nxs@!oySk-oA7>wleAn6R5LfH zkQ?WF11Lr0`M}p}Jf5gd{Gk1r0jT3(>C-woJ^y9BD7UGxTP~%FD~I$6rXO`Zgvg87 zas6}T$^Ktk0&LRgpD!@1FBz;-cDLh9j4;4Q+&JAihiFWb7E7!pa205#-7;u{?UWc- z@eyjPg;)hY`EH$KH*@W}#D!tuwD?sZRUvKAf`e{4wMXhWkpY*5ayKHi3jq-tOHBEj z|IGLrn?IxOne(K^5M)d?hh=;rY>e|s84xAxFw^q%uvE@#9cj@L$C@LW9Y#51Hg-G) zI*qER#TQ_U{D8cGHZS6|8gPVB35DXuID z!q`%pq*;aiKEJkAR80!}z6M;HZgxo&DmqD1f=q;@x3}-X#U-%WpG+KD@aTQs#cn`l zB6JHDR|;)9-4W@6N_pgan?v@f)j?WAXsa2B7=%Yn^~`Md^}-Pse9kI1?WgV0lSI>A zR#rD)KHS}B!QySV_$u(nZj>AG)~M5;M_~v4iS$#N*B@#)$|-X>8&^suX}Qj8shOy$ zsHu2g9Vmv)%4kTZdcZ`ad^D=%;yB1pAO*B?(mr@Ge#Kq%wXAVhHSpgeduLvW44zW5 zJwhU5>mCri?lowv8jBJ7QW_xH>VPlan8y{uIp*gxl7(WJ`?9I)$(rdO-rUyoyf5F4 zae}ggvMcp2e4N-dLt;o`MCeERhcA3PWcp(}%bcPNi+tMXp8j!&I14wrbp9a#g3;sk6r>OoCR*BJ@aPT&)SjNZDxO z9eRyXiw|+OI84Viitv}{`AKtoCu|8~+Y|{?@gE!aoD((Wn#OzFi9$U2==Do78(>I^CDkYy2LZOG?FHjByghQS|{iv}zpv z96i2h*GYpA<{H|EA94_KP@oFp;LF`*u3aM}x@Pk!!IMwfcQ9r#`(Omy6agaxcO^SM z46NNMy<;-zTQFI$ul+7JsZ|tUJit~7?l{|>X2o=TM?SIvE+JB)Zde*WqS)6BUkjU@ zz(f?>XEW5wXN_XlQnwkpjMZxdEj;TtO8X^Ie8uIi${fb}GMjcDwqD*}=H`F3mKiIM zS~gRhnO0O9Ox*ka3X>&JJp8XPmH`0y{*K1JLDaXS`~G=5u$a24xVZH1=)}JsRtVS_ zX`%Ob`+@;XkcOEVaPkE+U^gM)1dlg4)gRk}e`Wu=FZgXI@Nb0c@V1+n@Ox%0loWQY6U+Qduj>V=}vVH#bkzh^L?k2H%)0KM7=4BnsCQslilyRqQu+V z4cfX+s6jUy)=yL5_R>&QC}5(f+4i+)AsD9UC}l-BZlbM0tt;h9m)om1vDUg+F?!UO zO)Ty}k1$bPY(UQFX|A|tdAU0o+1@U25$NcbE2*Y5UYGI5VNlCSr=OW;ep&?47jip@rA#gmN>UQ?n*wq`BD2J2An!Mk)z95?0Ei zbT6D*|Z2T^27z^?>jFl@+BD34Mka=~VlOJJ; zs_*fSa9UV3GpQP%ip!;zemde}$!HUg_Ze(ZAo)&%#`%GY`zc0)Q%vFx`kV?lXA&Op zM)Ug#`~8vR37`bih12N?-~^k6oB4kw?t&*f>x{oPZ+Kd|8IN z?pca_l_btS1L#3lkt7R(cIkCs=PY@T}}E}e@i9Xy4U4R@Ub zGtSMLS|7P-jHj$Wm)bb|Yj6B@WX8Yl&HszE^M4o``R_XF-^ED&PJQ~T*Zgxo`oC76 z{&#Kq&%u&kBhzmg>aT#t|B?)q=}#HzuW$$}JtOU#2oxXy21Gyp$h^fK{>U&e|2`As zAFurxRABzAyz{>rW7yaMJDmR}cyPk)>hWG=zM_0wgn%DXjNp2d9_m9Zlrd!Dhh!Xn zc0ptUVqi?WXnsLKWLfP#?3}HtH8P^|;pSyuN09|>g$oUb_>ao(S+?rFP-Rx@;H;PY zNFVwT(Aa$1@F>=NSg!i9LZ_`nr|ri*7{R+qxOou&YxO`1;#gkH2i*GB5IG6ch>Ful z>;yaz0$O3WDu<6b?Od+%xcoZ}i}PjKRuVElh#T^NuQwL!%_MG?zvOv)T_SdN+P^zU z8MgbRz9S;a!@sg1PFIJF-3_S?MvrmW6+N8N&(ba7q|1X(K-At`KilBGV3nKEC^~QM zVg5sKrr8<@qXz2YX16`%QfPBCtg;=Yv%bB&z4i2#i_RTISBLZV3}XCebcw*b5Ctts zn;P|L^en&IZbm^E{r7ZU2qwYVx&sI?l)Un48$kS6WU^*cWZ6SBge*HCxPxhDZ9tt; zy*hyd=Q0;x4Vl|RDP7riGQtNWA;Sj}#KnDWZD={7w4_dnG(!Y<3CT>UJtNzDAoZ!k zITlGuL$$lg^_{C8le=C9@r>yzJE|*|`0n4GZfrLN({1Io`mPV3ZGOMUzo&iS_WtTk z=JrM4bNTrfkuAlkSx>v!p9%w8w2_ZWE2_5ZhnsGGyn^^8Q43^8N;lk|Uv&y9<|gLY zejpqm97QdEws6vHwXC=NdgAomvmU~d%OYwyy}nKVan@;Z?fcq5`FC8vxgsAP-#-$$ z$3J^K?%p09vn@9);@6*5@|myezs`CMcHtsLk_V4nWX5t5e?v*D`8GFx^=*OU%ppDe zQwlwso?*8mR4VeRqzn1xQ~)0tcl^0U_e(%RfIrka?05R(d_9QZ=V-`KiqMf5qFC_8 z$0mrDG%M$ky@V4o*>rA-GN0xdJ$5r&lpj_oKTZiR88`$Ur;HC%VX0TOds#D2S*wqh zRxPN^MOU9gpG6MgU8wQ9$3cqHYf#C~jFhq@)?wTODAt>s!zdl&G1KBQe&F=<(L3O@1rE>zeu zV9{bhQ}16-T-efH*aG@!;vVE#+}5k3-_hxn_w4p4b8A`HQgBSSw653;BeHrJshPH6 zFm5$2G45d;Vc&M;wojVZB00M%Q`j;FH3k)xb(*fw{K&p}P$?C>8q)lzb7*B6BmPC9 zxhCh7wGKnld1puATHtVue|l11l|MBsU2I{prV>X)Y^#MVqT9J*Tg+6>XFDoZ3Mdj+ zm>f^m9hVEgACHc`{^72&qJlSOdf96O;fJ>U2KC2VKKlI}IDBo38xmj-m#vsV`W zUblZtUvqwLzqd%rSEKUYTci7-ltOf>|lS}DH84+}F*Htc}<0S6`9cRY*gkn)FKmIHKK%HE7C zbK-d3`V`$kqCzwKU9^Fh&gZ(-{DicC0;Bmrm5+X$xQ46Lc z=!gKVJczv!@1ZMRBVZoR!UhG_SF;PK!Q`ukb4c)aTkmFs7(JL3kPaZW6&MMd0#^R8 zIX4ppdStJXLwYPPh@x}Ea9;>OoRk0q23&OagdPbm2*%w?#DG`BGx@tIO1B#D zP!O39VcD^A1V4Q#B`O(e$_=3YATMo9V50@-^O2RbgX+YYPF-oL)Xl+VF?Jt*!%o~t*UN!&e2!d(@U*i)^ zkdBnMOhq>KVf;0x8|lro=7Ht4lN(iA=$f>3u5(CD9|v>rc!AO(bBfqRwp=wLnvn4% zm;<49Zr~*Hj~p-u1{y<8b-wwG@_h5fcW5Kv(}uMv?SdIu?gv&6M9{Fv zQ&mvk`b4LP=Y+LBv9){6NVihxgn_$j&A|HF2CwtyB?aE#&ucuMxFEf9#_#Z3p009h zsdt+%jP}Ri{WPV#*F#(r)2 z%FA6|dW>SFkT_Sx7A+Zaeq zpUehzFSmVf{?h!u?itRDe7)y6#=gep9*Rq4|u%^V!LG+87dk-C7@}K~oAd@d> zX@mBcB+;V<7ez^sZwdSz-u?Vpu(i?USvMEc6}T?ezA_%!Jn&y9TR_I8?1ju^VUU94 zynJqI{V$()Erkr`2jzCO z$oZ=ZPr8~c#QTfE$7dxOxzuLt-<}r$Czuo zn8P9_tNP@vB?8u13Kp_t*K@NQK@$_W(E67wz+7N2II8RQ;0`GVrP+dqC#0xiV2`GT z9Sls`I=9DH*y4m;s-4@+YSC$3?75A{ z6sj65KJ2qu_6$(2L zI}p4ZGRnL~f|9tuj0l>CWDw-jt7Dx!ZvLI5VqQy((3A3jZPk9dS==Ev($KWCNBeZZceLH1V{_L@z2Br3f8N zbdrUCqr;#Xdt5-bzP2L6lvE2+9*I;H*3nYnVL3TB^CViOYEntrO_vN638eZ()(WYc zQ*1XmZ4nDh)f7}9UYPV_ldwCNhx#50VgaTVOs4|EGL^M-bc!jlw#6$6F$}1zo)h$Bd19tr>hPegQ)=suM*^3zF-M4GSt%)U=IXw2Esku2k zV3$T%yfHr#bJ>m9#D>(IJupeYXgkv$dPfyqDJ+eVm(UANGfeF_82E9_Z-)sRT@1s} zNe4w8RLpaFX5XCt=g+yS~9C7A0={ zg1H0mA zpfGpXjZK=u^}pDONvqVq^DXvbfab*!`?5H2rA5Sqb)qPYAExSyQE)bA zZzL>mDr;#r z&f-(b_EOHFRcuBlZnBrfDn+y)si)JWQ!z8I6L*9Oa7!}NM4Hu2wWPW*qLHB9xL?J@fV~ZOhryn z#M&T%OymN2kx)gd0)3$M2V)A$bZAe#7F~3%`cM}s^vICHe8_Kf#L74O9Co`urb3Z{ zsp7hlQrNNz7s}*%WVGz8S&w4qhfxCedX{E3JUUtQ#o(;fhY4G~6cNbr+M6T|6(@BJ z+e5}XD7F$bMi|}PLaz;MrDn<9R!6OnBBY${QrCPJp4nOtaU)MHgae1grH(ARq!StG ziXdHM`2s(sqoKkcv8`})FV}eeT_>yC3PpNK4q6mxP<^BVEKv(4qMXL^U9S`in7 zWaCglTD~V$4Dn=Z1S5o;J*Gj`K&-}ysN*qbnbVk(twanpgFcEBZx7P013lz zT|{Am2Z-{pMM!Lfz_*@gfowpD?uqWenRkK-!h{$V38pa3Fz04m4n<^IZb6C?KadV7 z$a+AM6Eu-b2DP zWJ~H(d?-Dn3S}Eft@0&lw$b|vbsLGY9~T}z!-ky-^O!*890)n_XY%-Rv%}At-i_FY=sF34`Ra3Ksb^RP@{Oial5a*J!ggLNn$-xfNbIqV$ z)W|3%$5{nKyznAx5#|5~a;$@pc7XIW~O4&JT7_cY8fAcDCYcJh|0IygoDo#J9YoA2Dm0xvdn$wOX%JeS04a zDg|DT*nr^~JQ1=R%)s&GCD90&ihfKRaAWS>NMlfdY8b;HxCD@8bM=q12UgKodjmYHq623mAmcHNqg2fhN>WjsrDYo9s z7^NP}%Xb-}@6)$@7v>|%(?{X{I!c}klYFn)2uF}i>F0^%>JUUD+ zO$Pa(Y8z+foKJcQO7hxqYom^i z1#iEdtPauDi0*e^x~@BcUAg=GE0|~J@?l_kCIP`?|x<4R6NnI zWty}xHX`n%7zP>x~ofk$#8sL zFP$VnF(;k$$=PMp7c<-+7;PjQKcxPPAQ)02sQE;cY}JN5hPV_B2aMJ)9Oy_NX}3&J zXTQT=%+QfIJH|z5E4XuqMjPKW3jONj;Z-U@sIn0qFre}nV1}cQ&Ob~cPzjgD2P;AC zejZk++m#QbHLuF}Rws(18Fm9!TCj0#;1JYJ;g42wnH)SFOpJ~A6URdyn9d?SlsV2< zbF!jOGsyQt8JG%ne>F}&z+4eiU$(OT}jfgCo)URI`1H$GjcXqJPc`}*JF-Fd%rS`E!6Ay zS-T5N?Ks7d2_c%TMl6_LRFxo>T&9;~xgM<+uJwkF9a1{(aq{<;P{pt9=;DWqy-9Xr z7Av1i{vu>oEEEY*tZazSiQ`P#YL_DB!mxP!BmCwr| zY@-;{h^=!ASJSogoYt0(RF3*?3q@5!wZ%vwcy4z)Y|E5DeWFw ziOScrC#*wZn%h~2)A7X>E1`!{D2cyX+>svD9T z`D{KWAEt~=OCLRs6!6t8HI8W|XR&arXeVE=j)khdRITRG@j$6%ertgW6<)?Yt|%dX z2x)j$E8^n=6+&@64GYT#v{PQ|2IooPs;b0L+)HtEL;Z2#1S~m)<-$i^0M;@s@1mA>C)2%21^kjwH?6E1RfR3+p;8ws#IQOQ(9IQrd0n|a zW~#R2TJeYZFjRUnW1$JRJNH8BFHtDF+RbKVs!L3+h1I`S&E_K=_MxgvD5bPJgs_)g z6@)&R)J>_%6tER3J{HNB7&MU@*|1P6SxYpj^v#(rux$-$3lFK5SQu%PDPJn*-z;g47vhx@FbSfSvR82Ay$iR9%iVlQ*9jDM!<^Yj8`VtT=3KoBmwD zN8ssq)wmnlET>Sa^ip>9lEk{2@T^3jc{A1(tn9xi3f4Dnfm#QBnI2WAjsae<6&Y7{ zg~P3nqVeKn6y-`qCo9;(NyV4K0(HTQe5_*;UF)clSjW?o8B)8mU@`LbYBoF|^oYj4 zyUH7^UbdfUxhs~KXMqX)7->x9$&Yhg8po(_w@5Xdjgz*^iI+f6vpl~T^CfMxL*wIA zrv8mF!D&%w#?E>G&Mt+EvClY8Z&94Yk+@<43-7?BgGy|fedUN)%O_Uvz?j7yr~DW~ z@FyAdYE*DL;|9`_5b_)5`J-sInCHRu56_AL2A+|5Prg2{J9xa%Cbv|NO$(Yos(+|+ zFiA;h6xJqM9!g7cYtL%rG12ZSOo^8@E6c`wlMmc#a4c6xqo13X9s=)fPIDlRQmS9{?@-8WMP(Lf89PrtruPlK$BszO!G_&TIzw!80$ z=Exr~r=8oZ4abc_Y$odysI7jMIQ~PUW^>G*YEeIfXUHb7o?BP!L97H%mcN@mQ|*vH zM(w4Ar+C{#;+#eINb5+K$e!y3=5_X>Jx!?2Y-2_oA&rvtx!ve9?y{019sG_aYcb6m z8M{7iMKz+no#$bybc-Kf#Mw> zRdVXP5iQ#lYu%EYjF-HL)l28xEfFfH%N#cvI;c*{jsy&LkCqLacI)_RMbqotAC!e@ z;lm;7e-7I3Q|Bp)xM;`2qDAcv#mb(O=R4r`o=tm7RXe8?EG#cv?3d4ip|ZZXJ06=| zSCC}hs4T2R9dSQfDVlf=|DwcMjge|-YpomSenpNx`lU!)KPR4Bhp$@8EwuO9_33Ty ztKyr8Tu}QDLB;LeQrF^}nQ3Y2c<-CqrAdkW z(?v=(g(Sp_Tu#Zh@T}_vdT*UsIeVSc0q$q!9jb>B<^_iU?O?Y!^8TW4Xw&!wRO&DL zYO(o;clmPC@KfckK=BFb5jDn|eDT>1^Qxh5@z=F$XFRKyn4crfOLX73uC`yOtGa*e zW{bduB>%ht>b;G*LN2GZC&kI-8y+_d=#gW@OymHlb9s|vwE4^u%9gTP3ZEH z(|!vWYX#+^q`9!WM%nt_=pq)^gs};?@>8r{`qKHRx+-8aaiTTwiG8->l;1^%V$bg)7+t8 zO-}k68l93Ws5|<{Ve`aSZ6VkA9}tVv@^Sz z%#2wb5?)!ucURUq?;%&>O_jN~E)EftxI!#4{9F)UmtPqfss{K{E=9_JR~fkKVXzNp*RS5UMU>K~I5pw{IkY=NH+}H2%H{J;Z zoEiU0XkY}$_5P&Y{3-VQdwP+&f{?JhB=vg`H0{5II{!VVh=G8X2_Q23?XSfCPbmZM zYky%A0fKe@!X|n@=kHSn0M>8+5IwU3f?xi@C1L`QmfpYB|0fOvfXejeL;at==Vu0J z7XR@z|6fGUj*633z6>ay=V~jwNe94+%Jm}%F)}87F-6EV7Eud2TFhT1zJb4bSt2IV zM1pi}rn#SUHo#cb7u|Kter!EV>Vl)5H4R+bVx=DZQmI@@DL-c}9NA)0!f8>bPdUe+ zMKUZL>SovzVptGpP|-~1)|30a9f=z}(Ea&>Zyjy;H0&;|%Gx@pe=qK9)KX|`p`7SL zI|K}{8ivj8c_DT74vsHl-i(J!j7K(9YBAC4BIbSTyq0+R`0d7*(U>nlT9uFCE3v4? zy!9NGC0Jp?d!fRJ_r}$QW~*Ec#9P)ZfRq8mK(%K~KFgsi|2b%Rr2Y;@cFR%OIrVQF z%L9Xk?8Ni4G=#rJK#UzAf^lShv{NI8R{+dPbxA*rijGI5@$-h}K|Bo0qEPu+A z-;Li`0Dg||1)xy=9Y63p4FC}K2N3%Ls;mH+_J36X>gC_s;NNHdRxQ6vkO9dC9Pg|h zK=2Vjoc#VtZ0x@i3Vw^8IT_w#kpO#sE09?Mc5r~|`|&!Ae~6lYM+*G@e846q zKo$wpyD1zXvf;hX@vc_}Z2$ND0MgL=6EFk9j#vQk1}COc79d;U-Ei)Y>R%W` z|63U{^ZT9uV~F|FR>4v2tCrGyJwGGKB19t9rTlssXt_#BtDOAI{w!Bi@DPC>0wM^K zF%Su%9$4o`t+`MbfFG(LLUJ+00D>^0pkO|chDcbvR>iG)-B~WS`+7**ll%GbXpp_r zn2!0&e9P^gyqglq@Xb4GrmxCa*w&`6D=? z4>8?IvIZlKFlAzB7dMX_ey+|dy96F$?ZH@ZeQ&Bo-FplQ-pX_&Ps6hp*=4UCFhO>9hj{~+SC z(xtUC?j;{EMGZv!gZg7Ni{0>soUok~?)sLcQ+-bFPbZ5tv*X6uPl!bfcd+rv zVWdzMK3|#wWH%?iS3(2`*K@}O#J=+HzKyPl+7>n#27M+{0inpDxGj*ADR>q36dlbn zR_u%Wo+2_C2YJKEn)>LQB1M~(pg3HFIzwg#T^GM3s;po#AgGM%7=*R&F~&LeHO-i{%xTHK9Q!U}jfq#Y71`~y zMZE=U&GJ>lE3!i#!S|B_>(O*(HsF7BiFS2-xu}%awGC=NNk571ra-4alacIw&oLR< zaT$-Cpk;$Dj7q``rj7MygE+5DKe^{bPAYLEdh z0zpqh)>mdm0RxX@u3`ep;nT-&w!1Y+okGqVa2q{3Jn-Wkfx)PLQGB~Pq~r(g&s(1y z)kSXd_O5wF3`7i)o%K*`zO(AcyoSS0XtZf0;HO95$H~hWB7Wx;fIB0(9)LmX30@&$ zu1dOA9PafdWj+Ms0q&#yP%0@X3gdFZ#&pNQ@FHu8@>9_`gGPRC z&YT$0q+DNi7xOoQsz%e|T}#qQkI0Wi(&(64Gm(ySd0+@iet@UrbBfY|V6V6|E0zqC zGs!7%c2&nr#>7l6vpjN|_>fU|0GSMGua{~-Fezlo){-{2((K`AYb3Hp>hht%LJ!rY z|7j4&KqbUhLSmqMd)czbf5eA&1k2~C2h$};!1e^e!vU5Kvt#q6?>@=|TL)5iYyO^= z_g=`697d?7c&uQhV1>9Jw)9JCk0-BL?WRgZ?L3?yI*Y##@5$2sQCyN84U38cie)P~ zK*DkVHx+gJB8CN+ub@b!o5Il=3= z-gZ!wTDV^Od>1=R*BXlp?k^QEYCm8Do-fQC>38QMI&3ZVr!OC)vcSvH*jZUv<4iZm zR>Ds%EUzq=)bzpiFQgz;2`qwUyMZ?Cue{72G1`B$-j;$*Of0fukMQNRVsu?UawfiE z7rgon3+sWxYTKq%?sb%8>=G?}jI@jLTm*#2u245Y5y`lX|YtCa7RNh@eBCQ#HNudWi#OR(p|@nnoEI=>-R^5qkb#f@*6c`_o_^}Qjc`Wvk+C{m=( z#m8~l{=RvJ2G^@0c`0tJl%*HiTa+~4nC$`qwQmd|HRSxNm|jBWgN6F@rvLH1m0!vF-Po zdjvT$;m=RX-BzVo+@g>{^rIRyOuHKbw;0wDBs9huvGq9`zE$$EC+#tevs9(O8ez(|AMFDg0CEd zPAxJ=KUYAO(y>blmQ1ILK>BWZq_G!Js&c96@6pZ9$Nuny`Ju9lX9Sc6`|Y( zyf3@?`3Ng1&Q)4qm}lNSzbs+2z(V!BTK(X1*#@{0@s-FHLmT@@k)FFDC3C9Px4DJ6 zFLBIW$SNGWp&eMa6g<2O{mshXDPpqLj2La_kGOS!YefDT!M7SNu&(}Ng zS3~|>rv4^nz#4OkK|O+1G0D8a$jW`Ju^g_77{fL)Wb2Ecqcz%0;x#iMge&=1=2-`L z`vOj>Zy#h;ti%@-cjpMs{bfyQO#x;g7xv8`i*sf_1~)|vi+cWtH1UE9D73m3;wby8A8dQt?nawK*P_5pF@aFU1M8O2@Vu) z3j(_IrWJxgqORq9vL|~`HaL7&A2t_Vs8a)PV$xuParXAL%nwfH>twf9gG~4vr-HP> zN}s~VBYs9yG)0{DG4};ju#B+ZBf+YGQxlJ;gN=qve}@z4FIJR)h8Rb~fp0GUevwR8 zJ3v1T-6DX5jDUiGvOP@KS`9QN9(}0+QCt?Z?& zny#UNmCC!5{y*f$DHsoCY@p4*9+x)GEZPcg8Scq&9g;^#S~Gty%JJCBljs!lUG%sb z{EkMni5zkDs}pBH41HFlEMF9^_YGTVtebqnF=qH6S$d1@RkI;dBtLSaJkEu9#q6e2 zG)(YA-66W&u>J5X=d6z#m7m2(_<&}D?vJit&|`AQD+>93uQ$D)UI*cICy~QVG1r4v zNOg!uf}y-$yY3fDjF7t$$3Lg2(eGUbEUDqIn36dzDmQm1;cZ%Bf$6DNBcZe<&l6aS zH$oifiLDDU=Ne^xfKo{d5!2ekj@4achEv_fb%Eaea7p6+t?G&12c8Yy$1*lIw!& z4JZ1CRm!J(PoxG2FXw3*mQ_$XrmEEHUZGZ8oDSNq{SVDmzPQXvV_b8a*Pfo4S`YN$ zp0Qm&8^b}rtkzz?fzUFo0zbuV0T+fD&3Wm+R&A-a7frg=+u+04P?6cPV*3kmqy;Wp z^qbw9I#C%(p$gl$5xS~;;$`Wiw-jnWI7+op);|{H zVM{Ay^7_#$p|NRC1{+jO%+$tP$|%0Au-CD4hEg|<59!@(c+>egEEg0VI5n3$3php6 zygVy~`T_T3(&t$`e>!MdiHQ(fPi;=h#GDRA%U8;VPZYNhj_0LHe9NO7xC_`fr}tzB zZcru7poBNTal<4x4dBP|9P<#4hibuLjJ`+s$-q0+E~DcckPGM1%Q0la1g|Xw|Iz+T zxWTcQ)=9d!fgkp$H@n}_eW(qq&!SpT9kFr)Vvy>D<4e<5tS3QaN*ZBaC2tV&yvnP zKK7Px-+(#ynmMdWjP+S$MO`P%cG5;$0n0dvVJgC1_!CCIf|S8yM&mEPl+=4No&*(0Rml{xcughPV9^ z2ubvjNAHAoP^8mJ&04d5@EHA=gR^lFuX7da?NV(+{tYt92lH&W$j z9IqzKV^2v`Q@^6OiO4oZzCPu}Tyz;;55XE;vo${3=ZN|2ULSbr#mDlE-bWFUA_ANr zU%xF~2b?i$UgI0$QL(y*Y@E-2A^T(Q`d50d% zK0f@QjzKCuTTVKL7qU_IxheVf4x7h~U)W#C+xcCO%Ck2O{P1h0WSucz54}Hll6;x^ zS9k(oC;qqi#NWebipuiBQgVN)^B6d2KUrIw|2>383&O8_C@{2HYd-Pb<4 zD%Qc-;k!>e!Ej+AjXU;q9=0ksVF*pzi_>EgCdM2pkyp`Cu~Lwk`+B{*cTO1b!z8r{ zcX60zd^EqioK(epD*EE7WWGA`*D38*Ob?hwY#FChlxzIUhB+;0ytOus>L@sL$;v|;biJ-zhW-> z5o~B3&i&iot^;*jOY+jzP9aikhi18^$yp&P?)t7)0zT26pgSf_BdyD^bOdU`OS9Nu>-nE?X1vGsNbXmq`yhu3;(EXHi1vP`l8gWpP4`QFG95w)kEnUH2x*bsb~qNR1#EfQ4Y{j}R~lg=3Pm zL~hpkAGySRab78}HJ@8ciYgnkQZZ6n(xz@`IPKdDbn25qx~J=_jj^7fE(U_>Kze{!hu;X? z|0{IwPd(l5AcuD&KLE7%4$!f({&pICxBUBKD*)RABr5!NCj|TeQ~_BG@9utV0GJd2 z-~En-c*p+$cpEzas$~WE1abm$MBfkjU4BP5u)L#o?`N_xzU%e?xZHd4!f(q!z;FB= za|0lD0DzDMkofz135bjUB(eXlzppa^0DdNbFqwrDfa(G2902U`efztOAOO*OhwYdF zARjY87t9P;`+W&OZUi9W{(blRbFlzc|7tD>c+5Xh<^P+Q2WE!9j(2}W^`Jj1iJ@g6 z#JJC5Kwai&vp~*)4=5Eo9G4K}AmL~6)QbF|5|kGwf>h8bsh-o|EGoYhoQ=;h&0a08 zQ>KQZqJX06r9IFu)4rUns9shrIc-`DNl!1WJH0z)duSVJwI5G=7=L)t@qOEqO@wWzGi!1fID|)>@YvJPPw{MDD#$cW z*USU__2;MoX5ks$fo2JoaB$b&{)^>Jdp70>{iD?s%;g%pSs>CkYv#hUt@g8KZ~TRCb6_6Xziksf!HbIkPxavWRi4a*XKIAP%X5OKV_^JigbiRN&Ph z(Nq>jDIiNnMeELWg?y2GeV;h`p-t;S{$`*B~)k(z(Tq!8CN(Lx;ni%O9?Vr(&SRto(27!~|KonbMo^ZU%#ukdaq@3@Rty5~)G%9-ar4uUXLQtoeNiv}Zd?Xb> zb?+LNdty1vbov#5cYiQy?x;`s829Zc`B&O(G{IEi*L4FF(FV^b#K15ci{2vFE%Qof z;9;%e`_)71NboiZNQYt6)zAtXinVS+$p%zwsqhx6dqyXj*5GKm2fC+2U-zI4HhY&* zv;5%ZuOOmevv3AG)_3dr!qLwD(RH2)!4BdC2IdC&%ueL&$yJFqV_E(&{s20~b zsN_vsYK&P1Qn%Zsl0+IcE|Zwnguan7XB>OtaG!0%^8^Kqh(sE`@VK-M=};#$r77of z8SvgIVh2-bnZ0xp;G@+hJq&1X5IcYSOp$f>Ge)NyAdUqf0P0@%tGoELmXF4LdBk{>e*f z20UO)3EuR<*@<7j@T3`S2JLRtydpJQeW5xnP35k^HqAs3J{@uzij3+%MMS_A6iQkoe?Uh4H~#X9@@T$T6P z8qPNRJlsN;IFE&l(HY&F0!kM-M`L43CYuStjK4xOmUQJxnw;HayY!Wz68Ut|EpTeA zas)Ni!l7K}c{4b?X+*q9*?yvnvyhAk2VoNITrHfRZk_6@yc_{HeFu$YhDO$7dA{^J z93^TzX|aeaq8o45YwvXptZ3xu+6cOwkNDX;kY4O+z1s$l-@O>PioS6^abP-xpk1y_ zaVeBo$$xWN#e=kX_1!QHKUl6PO7Ezl8a^(pqDb$C9WQg6MWx5qXE5!AFDpgLBq|H< z^JcuH2!`9ES$U){@*q2V^Z&-s}B>c%)JC}|JW zR_ulp?b4J}W@2JwgX`($Ml-_LgPLi~09*dTA#EZ13bT~el)o2TsG01~Wr6mc$KD^x z4cV|P*$DBW(?ti1_~59fCUIo6X6|HOXc_%yGh2v8jk8>nw|fWWNl>i96mB18@YI;I z+0Yx*R-QAOJb!VO3BP5ffP$+;-hJu0yA;2ULO;Bryb?TISBJ>@^je_$_q~xpWLxMP zbO&lY5CeWeY^|jb?etL31-TIG!IwN}`PRn;51ronRYjSnESq7H^2|zq3@k|@uFNjP zz-t>1a|76Y(^Fa<@O}D}ZI*8w**|tu@ts+mF}*;W&(X7*?DB;jle1ZZ!EiCZeGEjF zZ?HcP%CYLTr)cskinKzx;u|PV>YltUuxjg3H&kx|>2cX7JPGr1htpwffp(u$ZXqx; zkXmM}+U$1{VZBw+H!7NeGO1^8>)-SluDr#^QJCx6*}^1%qdsgh>mbuXs(I}!*-S6* zZ1Kfn4NngAmUsyynFi@YA`f8DU%uiqI2HSep{|{jT|k5vzh=6qHV;#fZFZKRycVug z;xLrr1oJbi(f1=qS6)xRx9UA(_ZjxCZ_W*~M|a&BQ^iDxStEJ-9BrzoEoTb@n@YQl zC!K*3he}wySc2yHO3RFexW~(=`~{*RZ*kz_^-F2a%uTlPL*kDhH~hHc$TJ||cWSI5 z%Ct#1*D*J?-xV023LCRw^i@pI@pWfAkx4yWp>MWBo(ra0mkpezs`G--!OlPC*MUGjP-rB3l#vil3KyWcO5P)FsNu$St(4#c65(mgBr^_ zzP^E@SUd4ha*%b5FXB^IxGTsd(BZAS3l-EMm-jyF$mG6IGmoW854}Ff?cu;7W5wzJ z_=^+f0~fBj4NGKhr-0vAh^*Ad4?GaB(P{?tr9t2E0=LfL_F9d%a~T}(Nuu^7tPAY| zcLwiCXSR2vKJDIt-@jOY5{q%a&^wt^H~%^19O+l|J;O4U((5i2}y@{CBI!rIIZmRz=D4&HpWk++O(?pSM~6hhh-|>HXq2T(@}%IzP79Wiwj3xouAda zVas5&v>Qfgw=U{xIgn}+xahK4jvpI;=|X!@Ow0MIk1vviP)xP)Bz=&*y`KuZ7x}4w zZi!>7=_-*ypng(fPk^1zQsCG|!d9Ws`erw4N8!5Xgi|4wA2uTym8Xb z%?O$Rpvktu=S%e@vnt^z(=vLhsR1h9=s3HIy4U0SrKlZw;CssM8ZWzEcj2fL_GNP^ zZ}|RWYNyidTzTVAs%=1N^w^Z+QPr|c`lDR-;b|;uOMPP6Hu&;cW!WG&q=OK&dm0{FIyTl6mYAQumEu)K#^&qgbFg9+Vb|+`NTtk@KjuKKELV0abQUd4L5x` z>nGxYB;Rcr&k(Z~+=Wf7hjNM&k*+*ihczY_1jMe#4;e|ibx`Wgv+iThLrLYMrdFX# z+;*ZIk4C3n2SW2@vDzZFku=T3{*Kyx$Vmv@fkoLd6oa~AM?l$C&TvA3L2SlNw*fEK zkEQ#b8##Hy)4LeTX8$f$GjA*X>bd=k*NteRhP5Ph@YF9inQ3emPcFC2!iAQ_-KECC zI`!PnZ=P+m^!p7S`nmZPQn@ei%}nJ;|2k!51WY{soJ#yjQ2BcRNI_jqP+0L#0Em$R z003DS{$~IXGhk{(%fikAn4AGz(ixc;-X~pu`Z58C6n|k-vHg=T6BED%{_mMojDV~B zi2$(z;Gp+;=)c)A{hk>86VV0W4*%!#{hz2*tbjT5-y=Y}VOtC+z3Weu)$qR86O5MA z4mdxuR62ufjmu6l`}I|hX$xNNx3cr@+iY(Pi=D}-v=Z~X?O6zE zds<0d)imT>g88{>XUP3{VvQzpEODwh$t@dBb7LD(y^b$`B%f}X+Py42n7cX8$Hb+2 zS=7($4%B?y^nQ8p>att># zBA6DWZbk`#Bl6J{D#bS;62y#;0SHX4fgwl;LtaL*_#CdB8C(RvPZJ_yF5$WBVUkjjwd;h2)g+8Ap3)~`h52n zMgo!$Cn5a%3L_861wywF5d7a%l*zYIQg_(;>C#*I?{MkIEzQwZw3!-uoxG`K?%Wq< zBGT=woxfRolO?PruHiqth(-Tvp8}*u{@LXI>{9=8&ewn1-Tnp!V*NYb*YC#v&)wm_ zytn@>f#N^CnSX(S{v>$;kdt>9>YY8N6?6b=BE0x17Z_X6NK@A(w(ah`vTpZKrp@5lcU0s5DW(BB}^KN2hc8>toVqZ%s! zZ2FI}6~E&v{*qb2#=-GB1>=v<3c#}f$Yk%A|BX2Pw=*o50H?439{qn8V!^};;FbN6 z)$wluqkt{%cl5{WV0usJ0K9O(`vE{`tbas&ypz@dUS98o0}u)FPhi#mmV(B{3>fnN zF*N@PRz;{ge^y$2r=W2X^+mf(H05@%i1hOCJyr7|{$z5-Eb9 zA|6h4`alFrGO~ci8F%{1+8VE&bn|YmHUQi2uReL6d#w-Slkcassx6j0&uKu0$tw_k zrkMkZ#qHbcIvti4$>zTO+;}ggc392;0db*HjybvXYd!-Ag5uv?ml?mbg)~9%mF(ThD5_=oR;p2OBX{$N6plvTFbxUeP>_BxDka%ddg?pDl zQOIwCD}nLN)Q*WKpNm^HoM-z`OB~fIrq<5zQ8vzLXY1p@f`Ok~{95v;>u6gq!X`e1 zRIt4!1osf37Y%50FRW{mOu}6ueLb(QuAE_mxqzQyyL3W+kP=y73siBcBhX_Y9>{h_JXI6q?-5HcC5osafY6)XVst2>Bz?W%|%-J1TP zWM0=tuWy}#M1vV0XvW@ju)GS_Fkgst-bEa@RdL!5w29USiumn~IF zq>5}FT-U>;&s+6vf|w046%tq|z)I3vWT&2wv!KP9#dOLqZcf`L`HQ19=T(pZ`kQA@8|J-iz=09u=Y&%6IZRcu z5|hBe@C!_D6MW-g<%Hq^WsEUSy58AcE?Z_7ua-|!!KF!qsZEyo=OeGlZ}KW?t7TZl zDL)>MX-?JEYrK@9)yz{ZS-J6`AN;Jl`McY>O?K1bIPv)wuO%+Y+ecqyJoB0Z9zk!O zj^sc~K-YZxT#xs()8|D`^N|Xz{GF_2J5GP;a|vT zkZ2&4BkiiX=a4o05n^fRpD7myq18dxUDwml)4)^>x0LmAm8@^gPxhpRdDQx54w)i{Wo+kxxzRb zx{Nf`#;^=<9ryK2sgqiw@h4k>x_ohN_gj7VmXlxtsy{ z)hZ0NhlkGaD+G@}9s*yn3Z^DEiN~+>mN{_P|L8d>w_?0zW#H=YPi7v*R1qEA;9c7) ze{Ea(`gy{K&ty;0w^We@J@DqkoYu$4EW%)g?TchPL&vE2aHfU9fzVHwcS$gG`2l)! zL3+2~5u19vbnS<1sc5nb@&#i6m+}GvT0Tl7eL}v?Ac`2*%k@-FvF%9G4uxRpP&q$C zaV}@F_#N=!L-2)UVhGWNT3|QHkNP4J!J0r=Bjyd?;P3lFx^L2XFo2RyJ3QX_VhaedA-McT$PKG?N{X4_ClnZwmgxknJyyReY5Lrh-O ziPME=qPQAnB7K;U4RWXrs{X!C;jRS?TgU9-_NmL!c^SFomf~xVIfp{D^7l_vvJ4)0 z_+SU)pC(eQR7GH$Ut=Ql$=MX7Iu<^SRLZ^C90e(f#Sl+*$K)s(CQ43~o9wMhQwI^6 zqIHQPtr+n9;IrCWhT-*;FowH^#F)|rf?>Gr2;t9w5cARMlaYBi-F~>v3uu~Wp024@ zoQ|bOOUPFf!p)LXZSN$JWX{IngtAf-+pd7=2W`(Xflx@#6B(U=X3cI`v2V50qFd|+ zV?g6PirvjmJ9)aPCg(sNYUxA@PcJLekHq758M%dM`k6@X=Nmk{_G81+Ody8;-mh&M z5BM{5AJg5F;V;>-)pWZGJ=4JEk*lezDH=?c*bDt}ztu$&ergcQ_-X9QS+mTluPU|i zj|6WCYn9={X^Iv=gpwb>)boLl88?UN>o5kkWKQ&<{fJp)as+ZEpE^|azIBjdx5Gkz zj(im;N5QyHT@DZ-5ys;L0sEqjY7_K}VRN9(`q~Q$ese57v^cc5^ymGpj&Q47e9*{d z3TSW#cb~2#5p>+jD6+?wJ{0DkP3q2}74yK9Sd91U>#a(vEVf$}&I>x*FDaDk zzz8kBB0*E?3S6qw5gZ?MA2jjx1@=ZYPMxam+j`yuvtvDc&I&fAxwQ# z8&kDOxu5fJg}i|AHqwd42wMS4ZjTaTb4IvaBC}ZQ^`OhGNpuYr8>JLCf>}ZdklP*A zC)~#rNd&h5y7rVVLW`(PH8-t*gB@A|WQO3Tq zN9652n|o8#sX{?1v(L!O^8E4XF>xtau_TjTe&%kTQzkD=;5sKo`@B~)M^>_ zq?0bYL^_-EJwy0I3iNH2DS=*CpK=Jk z=v0q{&O(Q~S1{)R8c~8Ms1G}c4qPj0GP*7ZDM=g&YTmBV+E9~LFkt~0`A-AtR^B*~ zMAK)OkvvF3I-EqZ0HKK>90fv~r18UwB4$1GXS$|n`s7$?mRcfU*)yBIReR1PJpR1F z$xYQ8c!NUEo?m%B`LJJokA~dbz`?R7+yB4Xz5^=CooSdNy{RBbQxNHO=^g2U)CK7s z7FgO+mM*=CAVuj#1XK{DgEZ*^(gXygBTYbhNBZ~dV!7UX-}ijy|IU97WbTNCd#L&_>d_M!55?6iWv-{>OI&17?t@&4+(>qUwg)zZMtg17ruatM z)t9d@wkpbUPCSVp@;oa@2#fPld17+)7 z@^hKr5O_UbbRI8Q==}WZM1@9w#z-d!E1AD-^r^kGIyS3me*3dE%i5FpedA~O!)D(d zkNw;AbN#ahgck3farP-zR+dgRyu^TwKJ53vh>p;!Nx3n3-G6wKe>xeGGdj0MU!zko zs6b0buhgCO>`p{gXZhfA=@q*W`^+{6{*McmXX9H5uq8JRW8BlFV5*Sa;;F}FU!Z*- z(YuEyBqDI;9;!S?72@%i>PK6L3gRiWE6n$0b1iP$7t4A_T7UeJ8=}$m^b+?#!FTd-cdZPPsSwrB^1aq0yZz{5E%iPbP3rhkgzmmGgdZ z`li~Lh3cz@g(Q-76@l;3p|=h>i_KKO=F-OPt&4euraLRlod!FS4>XEO6Lc|zZ1ijF zDkXo^r6q1w`#e6pT1ipF7+mvx=#$Cedntox3)sjmT6ttv7o3D%R9fI5J>|GbXdpi_ zQm+@f4-+4ZoQWUm57p5-nS%0ffE4PuOYxQnmT+sfu5mT+JoRUAMPUemp%mi`^*^v%08$bm{GrD=Cun1`%D4Ik+TK_n)&%y^!b5 zd)lmigds4>+QsW97M{SgaDcujuD6Hs?d@~E*OgE3K7OIOW}ZzfWl0*{Z(`&^$mMb> z&{m_WYpFP-zDu{@yLYXX_tVW}z(7kLbtyVmed`K3xf1p;Yy1qxK_9F}S9#+b^~j@D zlV$eZ_^F%LtMwqXImh$6kdwWU(ncGy(PuY;W(h{<#wYe2XxRzS_?ZlyrHh=}PYZn3 zVg6}->feHE>%TI{CVXQkM&G4#J5H)zE8d;J5NRqMDHzY8mm>7Jz5Ak)lrN!jswdH0 z!qP+{;cYe=)!JMx&VfQhHh5W_*PxK2+R&?jP;WZmg@fN~>5}_xH>mO$8AIlB<04XG zcq+VB&f-(Lt#VO(+Nd|ii}FK=hzFG$TEaZU?^SGJ|}w?!(8id1kkgmjf9#wkKs5zR6t=ZP*;*nY!nDu%-V! zXhNhVo0>{#A2_x847tt`nf#zP~8jf%f5?lR-9 zV+^K{ZSnLm9QW-~cOqdFOOuQl@T$>* zfn$}(J0=d+tqD*mZPq7(L`@%aN}un9ZWEXJV`K9Lqt}juo;9Ice|W=E#L@r`gMC?D zoATtDP5b`Nd^;dwDzW)f$8=Z8XbhHNbe`kP%$Hu=%xhw7nmiw$>D*!EVmPTsFF3Kf z$DNl%mBT217JmCgzNvsXgVhCfFS4}1_v@g*vC-Kp*;+Pj!5x#uin`L%(o^;)4oiUv zt7A1|HMR$tsV~xpSq(gllL}AeG<3D%t~{QKQg_0bAvmkMUG{jY@_L_Z+TwR%T7$50 z_66$pl>S{q;uXnl^)I{~!DoWk&P3-G8l&gIyKd}n%*F)QyKi-D3yueGU)QzZ>FCa8 z*FtknArTMD=vPfM<6Z3BJY2q=2+v;0zx!U}!69am3U;MG$3T;lX?=6~{=6|uyy=~! zAO~=6n$ZEfqqr5kdv7*dVP`0f-g?yiq3vm~g`=ugp$?wX6lEGLEHkxm!-5am$H>K^ zMD-M zw`cR!YgD@GhDX#BL=(k)!&kSGbmf!2`fd_j|D5D5g~e;YQY(p@^*$&!?O>|dFPR~` z`N8w&S!)zoA7e>H1G+!2OsiPsbaN}8B`WIf=A<+6Yx-DUl4XJnwSjxoT%w*|YhntT)!~c}Q%IuXwiN4F={BG5U1?QAOO7fyqfmC=?84_@ zj7>^31jnd{w`42&#gk@?hUB+83gmkPKOT&U^U^q-udrkvlpA`~aj%Xl)gV=qk_(ga zb$(sG54OX3`F(Q!x{c(;fE;{08bh6pxv9^V>cI zI}&Sjx^g()t!xc?JRk|P^=oIMOru>$v~v)Af~Fhb3NfLZ2pH?SR{5c|V-T~wUK<99 zZZB7ywtUYAdotSVQts$JsL8@EpMUcf_#?}*)!dcFM5)JB0mZVH==ylkMZ%ALRl^)@ zxiIFGy1-%E=WT9x6Y??3V?O(vJw%>9Wrvd;*OrZ#-AT6@B7UcB0VK z9$MU3g(BLGaa-Y&W6QaBQ2y;fytF1z`^tJ#XG}`Vo*GdF8B5u^Q7?0-&1xE&6T`Qs zUlXr7Dn4LYvLK1EtxkHZ?V(psY9Q)5qXbs*a48bzG0V7qOt^*u$Z_ani6Pv>Y% z2ne%$1na>|4eItnQ*C-md)PHC$DCo9)XJ=m_*-xW^%e%I$|b=ffy!Fxr$uV*<)pw> z>_t;M4r@G3oMLd|z4cSv!s)f@4$jwB<*k+zcTSqB-~*?bO9KbX<{SKThUR{2UIL!} zSmB@=8db;qt>ir zC6}(-iY^V1>c?XoyZrR4M7}FTWIKLL|REqZP6j7dOG76gqHNo#yIt z$*@I}(fqYml}kldO_p%}6(U=ETIIq@Lzuo*>hzI0yVF~j3Ze?lC^$p%=WB%52;Bqq zK=bS};c4CXO*%rXTWkkN39- z#d{uv#hhC>#`{`4FzeMOHc{}pb0-;^Mi7jFfm%6~I`Oe7lj4pY^-EZhx2F-h*z?)6ry)yJGbr3`@ez?VUu3KwGO@rZ)APK;Lre>}WKo zni|Pd)*goFXA75%TvWgKP4Ru3J{-X-A-k$UbIrl9VFJZfjna_%?yFtr)uIvl@tO7Z zM(SQa26sDsqObG@r?hLK<;$Gf&r979qlFel=xq2l;S_v1{Ly%($ zx$n6|CY2hJr`j6#oPxSAhwT=pSzsnXx69Nkv*8;(@_k9_x-z)U2AI$?0ws*z4@SFU zauXH0ii)ImCG#dh^!e1*m1@)#uTLCYQ&hd9lB_an0;-;mzEsRGN9#>x$D zmfoXHe{tFKTZ_0Qr+f{4CtE*VJ$Kf9Zl$s3YhM1O%-wR+w9YdYu7-IM`i=|Jp6Yqj zqg_;f5yRGHJto~A&VdAkqYRHa8Z;;h2~K&$oAv8~d#y)00O_EOjt6mSl)TbOd;CesslcNDlxqQ)s3RuAXTQ$j7Kg1((XaBawb^w(F%((uVKksv67hlbJ1Y7&`UwPN(NOV z)zam{W)(av=UNrq{v;1R1W*oy+~ZTpGTuj8 zB$nOd<)LMr>7*^qU{uBxq9%OttYB)nVI-vsbf#2B{X*ffJ&Xm%FNB5~I_4!^dU$!ra?V16@nAyL#K0^q7J{MVdqg z1=V~0gOjzMFG-CLIj0zRt!yI5u3RcnILw*&GW0Ebhe1bk^V%32^{9bDZSxR`-XqsR z%V$~|7!|rinq6Sk>D~?vMwPtR1l=|&LY~WU+lRqptLLbr39R@3xhsgcmFVBL1^<1g zT}k>LSW)tCJMI6))dIMW=*JC6z@Gd6?FOXZt`o9Y|F+RC z09~xAT*II*iB1R8-o}|WKj+k2k%nj5`N9;0_s>hxC)QIcV~%bue-Q|Q zbuP=M`^A(PmW{ypi|V_wXRUd`A;uNa4&Lxe1Mi`Y-9=du{q-sFTftBfqxV$rZh->(i_b4e!M0$$*L<%-22%#5Z2k^Td*sMMfh8p9 z$kP1!x{9pewV;gF-f62Xp6|LR_`akPe}9Z^{a|7Nx|%1Fhc`q$6tWz(EafWinpu-w zqc*8-n7f|K0Uz!+q>Z49h-sxR?K6~j4_OzkVMQcn)<&)C)vPQPzN}@QtoZ&CC;@!J z=F99$+CU-^Vf-kgm9w>XHgVQ!>)uuw68vdefbh$;NuMn=0-6ABrd7%?)zWqGBX;Go z7V>KIu$*L}$N1M{2ky2#JT)g;HWbArxpP0V1AF1|BG$Fe^e0vW*hKtE+WYB`loHc|Fet8 ze`MzGwgE^T2p9waE+WYN`~N?-0ltR6ssDFBj;nlr==@E$=v{DssX z@01Ht7n+$9Aazk0&VMBZxXvKysz5w`@%k6Ke|0d?yr7GaT%bOZG@zd>{b2EDF$fL; zw-*G~Z%W97KPwBkz5JwfQJ-HN{=w5fPQ^k%|3(R619HLB1@B?qs{Vrmb_ zjy?^O49uKe18(XJX9n&7Lsp5&914eUI72MirL0XIEKHrD!hrc4HvqpV_%Cq4Ajts$ zg7}ze0Middd;A8FY7ZTGKWM6nmW`%mx% zap1h8KdYmC!7&#0!pnH+&(&jB!rY<8ewkk5#w_>mX+%)<-}{0p(TKmb?+{g4bM z7l=6=3UgpVQ2EhDzmfn#fPD^Fo+P!5~)Rj z!SzeY{nAAjatrz)st5!}SGa-$98g#YPXEx4zaW4y7Y(PpriQVajGQD0d1xN|BBz=& z%n}MH!5<^@B2gOVU;#z6{Dn1`B^2UJ!{h>%mjbN9kXB?r9)K@Npp_6DE5j@xocCQI zKl$ZUhQLiNfI0!4^h2?zIzk*Ik^KoA{e|qfzYNVk&GryFkI8^XfFJl5FyP|il0^g> zh(Hn%Xd(h(L}0+h3;h2;a6rV|5CIesI3ofWB0vJ{5i!WGM>ry8iU{lw!B0ZSLXeqU z5y?mz=7<1#yG8K>Xa?e7t%91|TN?8K~)O>gWhT7&M#Oxj+E9(v;QV zkaM-OlQMO1KuDmbHPnR$`1{|p^jpII`BkE7W}^YOr{PpVTn72$8v@~)3PkMyJqi5U z0ril9m;<5>r~-(C70^K3yug8Tza~(>&EY2XY+VLBubkF5n2Af}@unOE-4cLIJ4>^u zFe$MJplT}`b-gvw-i|N#ogZE-Z>xQaI@fv?C!XcaXsq63jLwanltx{hEE>Sg^kuG#AN1k_~L;^44glzU#HkBmN|+1*A( zzpaA#A>bQ{-K?oVNEn!D1pLTUEG-BUFzLyL##M`bTb+j!?F|FfPUkmrHBWRG1ym=( zK;UAR@T?Z8#<*e|HNyQ+qozibE7{p0D7BYwd!q72puQSn!@Xt&);U4plt-aSAGsTL zAnG6Ei%XXrfg+iJb%!8T>ZNt@(Tzw<_3u_$85sAb?%e8N&q@>X>D(4eIREs{Ugs=O zY`N3Zm~U^R>Or^f5p;j4ZlBQatnRW|GzV)9n?Pb92fHE1&EEBeSL@TCVIKGmodjQI zwCg-Kjjl_YODAThx}TM1-rxu`mMRe*LFvyxAIo;vO6d6Y>5sBY_3FE+1ku?& zMf?1~B^^f?3mZ&vIQyYrIrE>b5&LC%czf!Vp13+iuI#*8@2c4-t|k7OT57Ac_U=7( z#`K76 zFISRBde4&@Iy1}zb4yh%lMlH3KdDg!v_X4g?MOyZu+y$lIobPR?i3MvarK-V4BgyG z?4B1<%^)<}PB+cmsXKwejQYQ1KdqNodp7Sm@G)O{s=Qq&0c6?IiVfw-f9HXZK4nz3 z)^9^yZEQY-Nu1;>^(L@54)pUu}lL{LY6aC|ybkqlO}Y_=BbB)jFV zY3e;EZ)Rgc@>wcXCN^_i=*96`toUXNQtae!Kap+=$%| zrnzfA7|ZQk&|D#oTYL2eH#oCbx~!W`%I4KO0^;xCC83m!5zLm?tpq6&a83?AhRCoW z?xiVcFK8*VM(;ex-hV8T!|1O=%||A$%+u<|Gh)mlx9nr8qJ(|`R`D+>9GkUM_kFXx zW2PSIqITy++k}(N5$c4kO_rFM_XDO+p8BLdu3BizrLSw7)X9e4y%7nX2~+6>T<)Eu?b9*7&E)L{9t@M! z7gLuasGALLBw_IdQ6(|mxZ=gviB-OyTS^d(ZEq~UpOcpxje4&w+!Xqd=(C*(IhHqb z8U33{vueF374z?lUqmcLe^9)e`$#2=_cIY8c`mF5Ms2)NUv9z1vqz!WTTw6f5`)~{ zR#Ub=(SAp!&EtT@VIby`N*EiazUK47Y;MiFxO^YKZy0=@Tn+U*ZI>ufO2D$xx#J(f z1YaI9bDF&6r?Q4=L$vhqnEiEuyo~(jM3i3Ui>8G-Wo7E4Ea-tsgl7l1J;JxP-DZ$& zuj#Ot?3B}6jP&8lv+LpkuY7g76I(!O?}X8x4}fw$6U(Lp7s-B{NbU(vd7r;PefiuA zSl^BQUZ-bPQFyb?A@$Hm0WY<|ckAl9n$fO|CRJkZhLFSN*1#O5#CjEN(#jlWD(_nb z?bPz}@J3?-1w6k+(?)c2@I%q&mxgz&UVf-x7v>Q5l~D>SE~p$GJpQ61q6y1g6G}G( zJC}rhtfeR07dP=!r8TH}EnVe!_p_rSydS=~Mn}fPK1|a6aMR%-IcT!A7U-RHyGr(rG)q#J! zt>y&7vR&IYR`!(ewcMJ~=kBs!KIZO9%#AOZV3BYttV+J&Kp&O*EkHb?;AUS~+#V%| z)Ep;c;<=P~tdw7hnsrfB2UGc?05d&<5eQ28l8xzyqaS)1+v357z9C2uOxPs*ov!fA^YsO*x-MTubvIZRf2+ zllHO9WpX0&m9=f6chYvyX%Z_E)JFa7*bfC##+bu5w$YYJZTSvz*?CXyE;C0xyKG=~ zw!imromJ%!e@bZmJwsy&#?aByOn?TZ@C2GKU)tH3qesD`T-hb>$_18ATlALvp_X2n z-rinMPd$7q3)vw{`_Xt=5s41f)WWPOabVo&8(PS>zJrY|f58BCCiIwAe{e`EzZS7t zycF>!H=>n(>|7xMv)?GwszOa2Tz0pe{UPPKd>%`L_;nnq)`!9VPoBmk$AE~{!@47zl`wKuzYUoR`KMCuu6KG}%EzIxrIt1FVHzJGt_sBC>dPgf z2mEe@21QbURm>u{C>iaWkhJ%0k|uC&!2t3jzX|TCOZhn?SemTr99nITM-3EDq!Lb@ zoLECx2vA<4X(+zyZ<&s5!U;PJ4j;A>R~w7Z7CrJaAk!c}Bna7JoPYhxAmzS)uJ zJlB+b)EKAUdt>s;etU1{cdto$*YXJ!nZXYyC5gC||oB5U@N0r#j zR{9e&<7Yp8=kR%yahNj46+elJ;{y?jS_d763hwOM#B&t7dUM-yz?MreQojS$IT7z|hjLarMElQHDf2l$vp zPF^?_WDwIWSsCD*U?CYvIpAOsDM48-UT#@I0T92S3^(wpD9A4*{=Y#1O8RdfoxA{# zzrH#DvS?5J>7H7TDOKCn!GWJk=aomq)Zt*P>Uk|V2R)+{S$TdjH@;bE;kA9jF$9yGWk<4A4v-kne{y{ybTXgyL8-b#UL$kbC#kv#0iz8 zMM?*sUJdu23G?me_z6wUOkua*_~Yu}#24dgNng`!p%}qVHQ^ad&5sJRdL6L0FzeT> zgU7t1Yz621I(h4JA>Q#Qf71r31^fkZApb?A5Y!l5dV`o;55h@co7_N^#>y}#OXE4$6 z2x~L_)Fv)u1zPk1>ji^@WDx9(LgWDC9g zk`Z?z@3yN;B2F6KkhK)flxiCEhE0f;LggVY^)lto8+F(`58o|!y>g`{qW)!B?Tllh hYiS1Q|CC=B#Hy4BFdf4MJote%TU>g2SyegQ{{gc0weJ7` literal 0 HcmV?d00001 From cf3d828ce266c1fbf466e7e9e330b5a8903bf6f6 Mon Sep 17 00:00:00 2001 From: The Open Journals editorial robot <89919391+editorialbot@users.noreply.github.com> Date: Tue, 10 Dec 2024 16:23:54 +0000 Subject: [PATCH 2/3] Creating 10.21105.joss.07316.crossref.xml --- joss.07316/10.21105.joss.07316.crossref.xml | 229 ++++++++++++++++++++ 1 file changed, 229 insertions(+) create mode 100644 joss.07316/10.21105.joss.07316.crossref.xml diff --git a/joss.07316/10.21105.joss.07316.crossref.xml b/joss.07316/10.21105.joss.07316.crossref.xml new file mode 100644 index 000000000..616dc012a --- /dev/null +++ b/joss.07316/10.21105.joss.07316.crossref.xml @@ -0,0 +1,229 @@ + + + + 20241210162303-330fa3a889ed7b894a18c7a389a8a5721813a76f + 20241210162303 + + JOSS Admin + admin@theoj.org + + The Open Journal + + + + + Journal of Open Source Software + JOSS + 2475-9066 + + 10.21105/joss + https://joss.theoj.org + + + + + 12 + 2024 + + + 9 + + 104 + + + + ESAT: Environmental Source Apportionment Toolkit Python package + + + + Deron + Smith + + United States Environmental Protection Agency, Office of Research and Development, Center for Environmental Measurement and Modeling + + https://orcid.org/0009-0009-4015-5270 + + + Michael + Cyterski + + United States Environmental Protection Agency, Office of Research and Development, Center for Environmental Measurement and Modeling + + https://orcid.org/0000-0002-8630-873X + + + John M + Johnston + + United States Environmental Protection Agency, Office of Research and Development, Center for Environmental Measurement and Modeling + + https://orcid.org/0000-0002-5886-7876 + + + Kurt + Wolfe + + United States Environmental Protection Agency, Office of Research and Development, Center for Environmental Measurement and Modeling + + https://orcid.org/0009-0009-4679-5922 + + + Rajbir + Parmar + + United States Environmental Protection Agency, Office of Research and Development, Center for Environmental Measurement and Modeling + + https://orcid.org/0009-0005-2221-0433 + + + + 12 + 10 + 2024 + + + 7316 + + + 10.21105/joss.07316 + + + http://creativecommons.org/licenses/by/4.0/ + http://creativecommons.org/licenses/by/4.0/ + http://creativecommons.org/licenses/by/4.0/ + + + + Software archive + 10.23719/1531870 + + + GitHub review issue + https://github.com/openjournals/joss-reviews/issues/7316 + + + + 10.21105/joss.07316 + https://joss.theoj.org/papers/10.21105/joss.07316 + + + https://joss.theoj.org/papers/10.21105/joss.07316.pdf + + + + + + Source apportionment resolved by time of day for improved deconvolution of primary source contributions to air pollution + Bhandari + Atmospheric Measurement Techniques + 20 + 15 + 10.5194/amt-15-6051-2022 + 2022 + Bhandari, S., Arub, Z., Habib, G., Apte, J. S., & Hildebrandt Ruiz, L. (2022). Source apportionment resolved by time of day for improved deconvolution of primary source contributions to air pollution. Atmospheric Measurement Techniques, 15(20), 6051–6074. https://doi.org/10.5194/amt-15-6051-2022 + + + Methods for estimating uncertainty in PMF solutions: Examples with ambient air and water quality data and guidance on reporting PMF results + Brown + Science of the Total Environment + 518 + 10.1016/j.scitotenv.2015.01.022 + 2015 + Brown, S. G., Eberly, S., Paatero, P., & Norris, G. A. (2015). Methods for estimating uncertainty in PMF solutions: Examples with ambient air and water quality data and guidance on reporting PMF results. Science of the Total Environment, 518, 626–635. https://doi.org/10.1016/j.scitotenv.2015.01.022 + + + Semi-NMF and weighted semi-NMF algorithms comparison + Melo + 2012 + Melo, E. V. de, & Wainer, J. (2012). Semi-NMF and weighted semi-NMF algorithms comparison. + + + Convex and semi-nonnegative matrix factorizations + Ding + IEEE transactions on pattern analysis and machine intelligence + 1 + 32 + 10.1109/TPAMI.2008.277 + 2008 + Ding, C. H., Li, T., & Jordan, M. I. (2008). Convex and semi-nonnegative matrix factorizations. IEEE Transactions on Pattern Analysis and Machine Intelligence, 32(1), 45–55. https://doi.org/10.1109/TPAMI.2008.277 + + + Application of positive matrix factorization to identify potential sources of water quality deterioration of Huaihe River, China + Jiang + Applied Water Science + 63, 3 + 9 + 10.1007/s13201-019-0938-4 + 2019 + Jiang, J., Khan, A. U., & Shi, B. (2019). Application of positive matrix factorization to identify potential sources of water quality deterioration of Huaihe River, China. Applied Water Science, 9(63, 3). https://doi.org/10.1007/s13201-019-0938-4 + + + Application of Multivariate Statistical Techniques and Water Quality Index for the Assessment of Water Quality and Apportionment of Pollution Sources in the Yeongsan River, South Korea + Mamun + International Journal of Environmental Research and Public Health + 16 + 18 + 10.3390/ijerph18168268 + 1660-4601 + 2021 + Mamun, M., & An, K.-G. (2021). Application of Multivariate Statistical Techniques and Water Quality Index for the Assessment of Water Quality and Apportionment of Pollution Sources in the Yeongsan River, South Korea. International Journal of Environmental Research and Public Health, 18(16). https://doi.org/10.3390/ijerph18168268 + + + Positive matrix factorization: A non-negative factor model with optimal utilization of error estimates of data values + Paatero + Environmetrics + 2 + 5 + 10.1002/env.3170050203 + 1994 + Paatero, P., & Tapper, U. (1994). Positive matrix factorization: A non-negative factor model with optimal utilization of error estimates of data values. Environmetrics, 5(2), 111–126. https://doi.org/10.1002/env.3170050203 + + + The multilinear engine—a table-driven, least squares program for solving multilinear problems, including the n-way parallel factor analysis model + Paatero + Journal of Computational and Graphical Statistics + 4 + 8 + 10.1080/10618600.1999.10474853 + 1999 + Paatero, P. (1999). The multilinear engine—a table-driven, least squares program for solving multilinear problems, including the n-way parallel factor analysis model. Journal of Computational and Graphical Statistics, 8(4), 854–888. https://doi.org/10.1080/10618600.1999.10474853 + + + Methods for estimating uncertainty in factor analytic solutions + Paatero + Atmospheric Measurement Techniques + 3 + 7 + 10.5194/amt-7-781-2014 + 2014 + Paatero, P., Eberly, S., Brown, S. G., & Norris, G. A. (2014). Methods for estimating uncertainty in factor analytic solutions. Atmospheric Measurement Techniques, 7(3), 781–797. https://doi.org/10.5194/amt-7-781-2014 + + + Positive Matrix Factorization Model for Environmental Data Analyses + EPA + 2014 + EPA, U. S. (2014). Positive Matrix Factorization Model for Environmental Data Analyses. https://www.epa.gov/air-research/positive-matrix-factorization-model-environmental-data-analyses + + + LS-NMF: A modified non-negative matrix factorization algorithm utilizing uncertainty estimates + Wang + BMC bioinformatics + 7 + 10.1186/1471-2105-7-175 + 2006 + Wang, G., Kossenkov, A. V., & Ochs, M. F. (2006). LS-NMF: A modified non-negative matrix factorization algorithm utilizing uncertainty estimates. BMC Bioinformatics, 7, 1–10. https://doi.org/10.1186/1471-2105-7-175 + + + + + + From 66b6f569158b146f8d23ec57f9476384cb2f9369 Mon Sep 17 00:00:00 2001 From: The Open Journals editorial robot <89919391+editorialbot@users.noreply.github.com> Date: Tue, 10 Dec 2024 16:23:55 +0000 Subject: [PATCH 3/3] Creating 10.21105.joss.07316.jats --- .../paper.jats/10.21105.joss.07316.jats | 470 ++++++++++++++++++ 1 file changed, 470 insertions(+) create mode 100644 joss.07316/paper.jats/10.21105.joss.07316.jats diff --git a/joss.07316/paper.jats/10.21105.joss.07316.jats b/joss.07316/paper.jats/10.21105.joss.07316.jats new file mode 100644 index 000000000..87773ad90 --- /dev/null +++ b/joss.07316/paper.jats/10.21105.joss.07316.jats @@ -0,0 +1,470 @@ + + +

+ + + + +Journal of Open Source Software +JOSS + +2475-9066 + +Open Journals + + + +7316 +10.21105/joss.07316 + +ESAT: Environmental Source Apportionment Toolkit Python +package + + + +https://orcid.org/0009-0009-4015-5270 + +Smith +Deron + + + + +https://orcid.org/0000-0002-8630-873X + +Cyterski +Michael + + + + +https://orcid.org/0000-0002-5886-7876 + +Johnston +John M + + + + +https://orcid.org/0009-0009-4679-5922 + +Wolfe +Kurt + + + + +https://orcid.org/0009-0005-2221-0433 + +Parmar +Rajbir + + + + + +United States Environmental Protection Agency, Office of +Research and Development, Center for Environmental Measurement and +Modeling + + + + +19 +11 +2024 + +9 +104 +7316 + +Authors of papers retain copyright and release the +work under a Creative Commons Attribution 4.0 International License (CC +BY 4.0) +2024 +The article authors + +Authors of papers retain copyright and release the work under +a Creative Commons Attribution 4.0 International License (CC BY +4.0) + + + +Python +Rust +source apportionment +matrix factorization +environmental research +air quality +water quality + + + + + + Summary +

Source apportionment is an important tool in environmental science + where sample or sensor data are often the product of many, often + unknown, contributing sources. Source apportionment is used to + understand the relative contributions of air sources + (Bhandari + et al., 2022) like vehicle emissions, industrial activities, or + dust; as well as particulate matter pollution and to identify relative + contributions of point sources and non-point sources in water bodies + such as lakes, rivers, and estuaries + (Jiang + et al., 2019; + Mamun + & An, 2021). Using non-negative matrix factorization (NMF), + source apportionment models estimate potential source profiles and + contributions providing a cost-efficient method for further strategic + data collection or modeling.

+

Environmental Source Apportionment Toolkit (ESAT) is an open-source + Python package that provides a flexible and transparent workflow for + source apportionment using NMF algorithms, developed to replace the + EPA’s Positive Matrix Factorization version 5 (PMF5) application + (EPA, + 2014; + Pentti + Paatero, 1999). ESAT recreates the + source apportionment workflow of PMF5 including pre- and + post-processing analytical tools, batch modeling, uncertainty + estimations and customized constraints. ESAT + offers a simulator for generating datasets from synthetic profiles and + contributions, allowing for model output evaluation. The synthetic + profiles can be randomly generated, use a pre-defined set of profiles, + or be a combination of the two. The random synthetic contributions can + follow specified curves and value ranges. By running + ESAT using the synthetic datasets, users are + able to accurately assess ESAT’s ability to + find a solution that recreates the original synthetic profiles and + contributions.

+
+ + Statement of Need +

The EPA’s PMF5, released in 2014, provides a widely-used source + apportionment modeling and analysis workflow that is no longer + supported and relies on the proprietary Multilinear Engine v2 (ME2). + ESAT has been developed as a replacement to + PMF5, and has been designed for increased flexibility, documentation + and transparency.

+

The Python API and CLI of ESAT provides a + programmatic interface that can recreate the PMF5 workflow. The matrix + factorization algorithms in ESAT have been + written in Rust for runtime optimization. The + ESAT API and CLI provides a flexible way to + create source apportionment workflows and novel research applications. + ESAT was developed for environmental research, + though it’s not limited to that domain, as matrix factorization is + used in many different fields.

+ + Algorithms +

Source apportionment algorithms use a loss function to quantify + the difference between the input data matrix (V) and the product of + a factor contribution matrix (W) and a factor profile matrix (H), + weighted by an uncertainty matrix (U) + (Pentti + Paatero & Tapper, 1994). The goal is to find factor + matrices that best reproduce the input matrix, while constraining + all, or most of, the factor elements to be non-negative. The + solution, W and H, can be used to calculate the residuals and + overall model loss. ESAT has two NMF + algorithms for updating the profile and contribution matrices: + least-squares NMF (LS-NMF) + (Wang + et al., 2006) and weighted-semi NMF (WS-NMF) + (Ding + et al., 2008; + Melo + & Wainer, 2012).

+

The loss function used in ESAT, and PMF5, + is a variation of squared-error loss, where data uncertainty is + taken into consideration (both in the loss function and in the + matrix update equations):

+

+ + Q=i=1nj=1m[Vijk=1KWikHkjUij]2 + here + + V + is the input data matrix of features + (columns= + + M) + by samples (rows= + + N), + + + U + is the uncertainty matrix of the input data matrix, + + + W + is the factor contribution matrix of samples by + factors= + + K, + + + H + is the factor profile of factors by features.

+

The ESAT versions of NMF algorithms + convert the uncertainty + + U + into weights defined as + + Uw=1U2. + The update equations for LS-NMF then become:

+

+ + Ht+1=HtWt(VUw)Wt((WtHt)Uw)

+

+ + Wt+1=Wt(VUw)Ht+1((WtHt+1)Uw)Ht+1

+

while the update equations for WS-NMF:

+

+ + Wt+1,i=(HTUwidH)1(HTUwidVi)

+

+ + Ht+1,i=Ht,i((VTUw)Wt+1)i++[Ht(Wt+1TUwW)]i((VTUw)Wt+1)i+[Ht(Wt+1TUwW)+]i

+

where + + W=(|W|W)2.0 + and + + W+=(|W|+W)2.0.

+
+ + Error Estimation +

An important part of the source apportionment workflow is + quantifying potential model error. ESAT + offers the error estimation methods that were developed and made + available in PMF5 + (Brown + et al., 2015; + P. + Paatero et al., 2014).

+

The displacement method (DISP) determines the amount that a + source profile feature, a single value in the H matrix, must + increase and decrease to cause targeted changes to the loss value. + One or more features can be selected in the DISP uncertainty + analysis. The bootstrap method (BS) uses block bootstrap resampling + with replacement to create datasets with the original dimensions of + the input, where the order of the samples has been modified in + blocks of a specified size. The BS method then calculates a new + model from the bootstrap dataset, and original initialization, to + evaluate how the profiles and concentrations change as a result of + sample reordering. The bootstrap-displacement method (BS-DISP) is + the combination of the two techniques, where DISP is run for each + bootstrap model on one or more features.

+

These error estimation methods address different uncertainty + aspects: DISP targets rotational uncertainty, BS addresses random + errors and sample variability, and BS-DISP provides the most + comprehensive understanding of how the uncertainty impacts a source + apportionment solution.

+
+
+ + Acknowledgements +

This paper has been reviewed in accordance with EPA policy and + approved for publication. ESAT development has been funded by U.S. + EPA. Mention of any trade names, products, or services does not + convey, and should not be interpreted as conveying, official EPA + approval, endorsement, or recommendation. The views expressed in this + paper are those of the authors and do not necessarily represent the + views or policies of the U.S. EPA.

+
+ + + + + + + + BhandariS. + ArubZ. + HabibG. + ApteJ. S. + Hildebrandt RuizL. + + Source apportionment resolved by time of day for improved deconvolution of primary source contributions to air pollution + Atmospheric Measurement Techniques + 2022 + 15 + 20 + https://amt.copernicus.org/articles/15/6051/2022/ + 10.5194/amt-15-6051-2022 + 6051 + 6074 + + + + + + BrownSteven G + EberlyShelly + PaateroPentti + NorrisGary A + + Methods for estimating uncertainty in PMF solutions: Examples with ambient air and water quality data and guidance on reporting PMF results + Science of the Total Environment + Elsevier + 2015 + 518 + https://doi.org/10.1016/j.scitotenv.2015.01.022 + 10.1016/j.scitotenv.2015.01.022 + 626 + 635 + + + + + + MeloEric Velten de + WainerJacques + + Semi-NMF and weighted semi-NMF algorithms comparison + 2012 + + + + + + DingChris HQ + LiTao + JordanMichael I + + Convex and semi-nonnegative matrix factorizations + IEEE transactions on pattern analysis and machine intelligence + IEEE + 2008 + 32 + 1 + https://doi.org/10.1109/TPAMI.2008.277 + 10.1109/TPAMI.2008.277 + 45 + 55 + + + + + + JiangJ. + KhanA. U. + ShiB. + + Application of positive matrix factorization to identify potential sources of water quality deterioration of Huaihe River, China + Applied Water Science + 2019 + 9 + 63, 3 + https://doi.org/10.1007/s13201-019-0938-4 + 10.1007/s13201-019-0938-4 + + + + + + MamunMd + AnKwang-Guk + + Application of Multivariate Statistical Techniques and Water Quality Index for the Assessment of Water Quality and Apportionment of Pollution Sources in the Yeongsan River, South Korea + International Journal of Environmental Research and Public Health + 2021 + 18 + 16 + 1660-4601 + https://www.mdpi.com/1660-4601/18/16/8268 + 10.3390/ijerph18168268 + + + + + + PaateroPentti + TapperUnto + + Positive matrix factorization: A non-negative factor model with optimal utilization of error estimates of data values + Environmetrics + 1994 + 5 + 2 + https://onlinelibrary.wiley.com/doi/abs/10.1002/env.3170050203 + 10.1002/env.3170050203 + 111 + 126 + + + + + + PaateroPentti + + The multilinear engine—a table-driven, least squares program for solving multilinear problems, including the n-way parallel factor analysis model + Journal of Computational and Graphical Statistics + Taylor & Francis + 1999 + 8 + 4 + https://doi.org/10.1080/10618600.1999.10474853 + 10.1080/10618600.1999.10474853 + 854 + 888 + + + + + + PaateroP. + EberlyS. + BrownS. G. + NorrisG. A. + + Methods for estimating uncertainty in factor analytic solutions + Atmospheric Measurement Techniques + 2014 + 7 + 3 + https://amt.copernicus.org/articles/7/781/2014/ + 10.5194/amt-7-781-2014 + 781 + 797 + + + + + + EPAUnited States + + Positive Matrix Factorization Model for Environmental Data Analyses + 2014 + https://www.epa.gov/air-research/positive-matrix-factorization-model-environmental-data-analyses + + + + + + WangGuoli + KossenkovAndrew V + OchsMichael F + + LS-NMF: A modified non-negative matrix factorization algorithm utilizing uncertainty estimates + BMC bioinformatics + Springer + 2006 + 7 + https://doi.org/10.1186/1471-2105-7-175 + 10.1186/1471-2105-7-175 + 1 + 10 + + + + +