From aad558045f2fb349feffa4c627ac66a159f10d07 Mon Sep 17 00:00:00 2001 From: ami Date: Fri, 10 Jan 2025 23:05:22 -0500 Subject: [PATCH] Upload files --- Models.png | Bin 0 -> 86211 bytes R_Logo.png | Bin 0 -> 247850 bytes Test_Genotype_Data.csv | 1001 ++++++++++++++++++++++++++++++++ Test_Genotype_Data_Imputed.csv | 1000 +++++++++++++++++++++++++++++++ Test_Phenotype_Data.csv | 1000 +++++++++++++++++++++++++++++++ bigstatsR_tutorial.R | 78 +++ caret_tutorial.R | 154 +++++ slides.html | 408 +++++++++++++ slides.md | 434 ++++++++++++++ 9 files changed, 4075 insertions(+) create mode 100755 Models.png create mode 100755 R_Logo.png create mode 100755 Test_Genotype_Data.csv create mode 100755 Test_Genotype_Data_Imputed.csv create mode 100755 Test_Phenotype_Data.csv create mode 100755 bigstatsR_tutorial.R create mode 100755 caret_tutorial.R create mode 100755 slides.html create mode 100755 slides.md diff --git a/Models.png b/Models.png new file mode 100755 index 0000000000000000000000000000000000000000..75257e114ac5a0a5ae7cbabfea1d6a3cbbf4b9e3 GIT binary patch literal 86211 zcmb?@1yEaEwC-ss&_aRIA}z%!?owP@TAV;}w-yiX4lVBPRv@@L1a~X$?iSo3*qikK z?|X0Fy)*C4yt`&Hdy<^2oSd`Q+G~H`w-WeGMhpXu01W^D3<>eC@&JH@3IIsr&z}MS zK*aGZ0|0;*R^n>50D#$vcsz-v$9xX}q=3ZN&x%gk`-{$>q!(|2VbXcoIy6df zl)OZRzO&AJ@CVAd7=f=}#6jx|m;H8u3`OgVD({9%l9 zL6KO)N3~0^!=Q)r?{`X@~{~dvlAcPm6fXBte@P{8= zU0uH<()UI(ymep0L-l-b>W{B1gRM%*Jlgk=l-{w>!A*P!BibE_;R65ro5C<8WU-OI zjsO-q;bOG#o*(6^1_lN~*H&`G;VN2MAiQU1uY{jxpy(=|vl~1FyWBWGSQ_149%PAz zR+N|E$GC zR1_s&j#;O9gPz`aw!#1ohd(?#{Cf9T%&Dcfe{k?9;D&sEPEr#&*MF2A7bog5Q~D4p z^>A5SQ6VqhXQ*dkQBqp!xi`hw7V;<=eE88u-9+5LAbSNZbV}HKD3#Cgnc&9GXjVLv z7Mv(|;t?gd3u?bNRjg6VO&F%Tk@@eKii3v7b+=jRes zEaG$6q}1onKZQ>CK2TET7Zwf-44hG`tEvK@oSk_*MI@!Ap8@vv7Z!_9xxnJ7BTYSZ zq`Uih@&#~vY)s4o)E>Ol=!}bt`^&kwwZZWyj!6q@w=2)ayw>xg6s!22m;=T8WTWp5 zakyC4C~R*pUBIwQ7e5-ymI@~psHmtoTxy!nl_iOCx;oSX%BrgFij2XNIrM*4JN*0FJN&V@mx?cRl?l&?>~M#@e<8?VR)yaZddw_fPjjUGSa}vXgekb zM@nh{l*}24!+U?*Kzw(1_bfVTa&sV_&mN|zpz!AX`v#AD_}JK3Z*OnQ16--qYIZ z)gKxjE@ZbevNv6Naem&+f2P&s@{xgoftp%OTifGL0;}!TAM7`8-q4I^ig(hvQCGiq zJX*p)N2h0IUWVF(ZES4Z+}!l^^tOjmxy)uFQc~Ow7wW@Fgif6rL*H{1m#Y>< zL_|zXC}Lw{TU(!e1W$=eNkyOIGi!76@Z3MX2Ov2)6|-jV-X(4h#H%PP$Hl}Hsa1-~ z%7)Xmu3E{Y@xLP>VWy?+`(B=snu>}+@U^0UU?7~3Cn`2pNllH%>39VSh5kfBm8X|y zU|^`IsCfPQbxLaLli!({zs}!>zGZz1s4`5od84kctpx=K8yFbeUhHjeZRHddF_cAC zRIrU5*gf3clxQ_P^(rkrx;fhx3nQ#|J~IUJ3Jdw1j#mbgxt5#V=c~agVDMh~j~+C$ zjoYdWv@=TB%g?^;FHyW@a&5U&A}Pe;Vq@#;>bSYNflnqTySE>yPf8(JYCnaO2S?(X7!tuW*JDV~&D?+nXC- zUtc*!B&BkR@zsru^W)VoMn>CEC=@(hqNJ$!mVkgsr&&{384rkK*6}#o0)fGMlu~i6 zEqvdnOSDuB(jg5`n*47pq8>^5bP0PU0Xtx`cnwpxN{J!u0 zH4i*Ndh7aR9dXao5r!q4-1Zw`q)15K&SzT(vz0yl{igjfw8+TFu2+X35QveUes3hB z<9M|rH8r)XtE;fE5F{-P=uQ?Wk&%&gb#2g0YFK;J;?2D$B7N5g@LPEmM;h_xL%lDii6XawV`znQd)!=EFH2%co zWO`cK{DJ~r>$OgcMd(LG5_MO_iCo$A{r&x(aFW8pLLqlJ4sd>cew~$BRmCBnJy#8; zrlPuBY4i5SA}P^nS?cdc1J>5p;~6!&H*FH7x9)GRNCe%)i=P8M;UvpVu3Vv_drM8O zGBQIMU;NqF*c^_Q26b{oUhK#EImm-sH*LNM3p*Sw3D|6ii;0QR(-#gVbJ=neva_>e zVTFeg@xkHnpx|KH6z-Gb)sCg5CH-P9%O!4JUUgN~XV0FE?4Gapgs1a6+pM(yY;JDG z#l!HbTLenQI1YQ5eaIyN>IjK?@v4W7>U;@>+3+uPI9(xUwE z;c|bLf|m9jHg>tyYI`s~vjc1*zo_WX?Cfl7D=7<083dx=?(+g*(QWm5baxS?5Dg(^ zwKFlvZ)|jvmw)Zwk>NMYX}RQfF!zxlG^eOYQ&ACzh$uBW+7^Cp(pKy?P+>6e`t|G1 z&Q3)orOJwm#-=7INlC-uG)C2uz`1X}Ca+Pv_4M?tSKEDke4f3=U2Jf~0u+^$s;jHf z(a?b36%|n_?@dij50{#5SK7SUjfV0H3Y3+V=VoSb@bL%w`l>CLAC{V2X=!PnJb9wC zcq_D{a)1AVnVA{WzeAUWSiq&qYPB8Vm6$)FU%+nXo4ovM9u1vFC+mSYMqni4i$4qo zL&YM7bx^BO{T33rF&xgRLz+4b3ZD+=H3& z_4!&$*%axe}DhF zI&MH*QZg2&aJblDWM*cjt7~<#)@8lkEg>nX-RN|( z))hP<2$Gb9&6HET2n0R}3;&uU0IqLuTikAJ#&bYXQBeSk@dznrGSQniNPvfj2Z^8? zseo)yP|#w7ql$vUEexq)Vqya7cr>(r(rZWlu*%Mv?0$P`&dOTu<>e(6&lG9$z^vVP zeSNaNJ%8;7fk1qGo>^O;(5sZB@Ywow2B2aR(l9gQGt7N8&uizvokiZ=-PI3|&I_3FyxQ9Kjk zvARqGaD4ojm6f%=w)PSOgNJaa+5Ps~*4EZ`abcl1Vd!FSx~sF3kdTm^f}&KXg^7|< zNkQT4`s7Cei+@LcNr`r);ow5O?W5-#fYi>Dl8UNAm4T8nyHKUn&)=VqmzR!)W})6z zOcxzA3BMu;6-9sXqTYJFJAw5F;6)IATVSyW)oOO*At(RUiF$RkjOqo4!w=?bk-VCk z+}+&nhEn<73k@U>8j5}W8lg=N0u6R^cr$A^?ku;oq^GCn=bN~=xX8&xhJ;8fDo$ie z#cvI#V?Amw%Zr8+6XE06+V3d?c|}E4Wn}@u!4#=RU0q!p6-HNwix(Fc>_$V4R;$8x zc2!WQi=5o($$F2HqGFCrs$|U%BcthR@N_pv+1+Gp3PpFwJKN)xwwak3L3emSV4$zR ze{_`2l>gL{3Z$fjiIEW$R(pPK$HP<4qy_y}&wv-~MoCRg&33v8gSlMp&yJ0aH8wV0 z9?ZA6T%ZA4!|B7iEWGwG4tv;ymlsfB;o!g--1Qn8yKiX7<75pPprN6`!NnDDyB?XD zNpJ~{6GbjaOiXNYxgdY^(1s{|Q&6a^siCrMG#pBic&*doG5EbaM>>(5jt&j@`0*nT z4-aGj2RK})kB*Mc%FL{=*_6cer=X)V1%suKKlSzX-QQl}W8XXys46H#$Hp3%n}dYO z0dZN`-2V8Om=qyTkJF95gZWx&S~JdMNQ=t_9WSp-cgQ?VX@#05M7-cy&&uvg(;3CvMc+fC6H`m|Sx2vlw@^qs==Y&|m%b=}M6FVx${tAh>krXfnN*;)x0i;CD;{TPc$k@%He-DE z^70a3vD+DWf`kHrK%N)TfBGG{Kb9Swot>SRx5JhESxHIh^%~$66*acl;5g9VpT_Te zdb%k!w(~;KPa>L%HSrJG7r%)3H`Fp4o@xpT3OYKnnA|bhd zJnDUlONXdX)YYLyMMY(05t?>UP5~QHw4|N4S4U5NH#d7cKHMvk1J6q%2gAPF7sFoN z)A8`|08V$;tln)SqoZVjCMG7pNUf#LDH|nac5`!D(#{u)^NZ6{a-^oa{(*sXAx}Zm z37Ut_kdP2K+y$l$zq`A0JX(r8!2tq-g4V3K@8pngc5!fVNd(<`*H7{s`~LjVubkCM zRs5=|s!GUhwX)RYIy*ZnA|i67PG;-t7*` zSIsdBk6g`M9ls^4g5p|JJ>aaM|Y zV+Jx2hj=C?CIv%<1qB}LbeX-qy)WOgw03lOYc6|KzJnB?0ao0EBqZs*z2Z#q^Vw4P zYHDhyde@Pw{ICTOrv8J1vxLNpz;I^Gx=)l(TXSX8uXSFBn&{pX?p2wLpPrtst*?)d zjrHEf5>Lut7k8p10Cl2>qV+3euX(N4WEtmUydx1|%O1M0N zu`w~d;X|udK|w*iWa{$r!o^a4DlsuJC7SiZln*_+Mg-+9@w;4gxX&puMVdRJ#HZtnu5W7Pj~Ccad2^;=2CnqOz za&kvYP4g871KCpX&jvnvpx1Xxt4hHl8f@Ef9*3`sF8!6f^%uy)F z$xF1G=%}e3S6ZKdK!YPA-`J4qBsMlTckOuN2QaX(9$~cJIzI?hA7BN)f0x z;^JQHjAkVyB<%0+A0Hq4WsFYg-{YO5)BVey;M9?DzE)qqceNppXRSrKcjm3<&2hp{d&q2FO@rfaei*h zq5k#jvq!o+2m~VD<6&pV;os5M-@oP=z!|t09UU!UY2e^cQ(SzoKU*m!C6&*%oNKO> zkOP~qwd@Ha8tCuu^&$J27tphQu-uZ~vyO|4o66^i`Oq}$b2n#gZN1T#vbwrjQ&Te# z&%CWuTYop#@>u?(r=XyqcToWNU08TKIaC9M^1hCR?d${u22y_ba4h?9OGS1I9*AR9 z$dTr;*$8NEeu$!!>a|-O8+5T|EYZNgz(|=3N~yRA6VW$R($CS+(Xp_?gM$n6^H+~JBch`#tE&a< zb|Rvq6-u?6w3}R%w6zgS1+%}adRXhwHFNmnQABF0mX;PsM8v?rpuWC-y*reG8Ek4w zM@RSa<;$q3C~;d8LqjSGiZ5w7&w<_D-R9=zLX}b!udy+C3=9n3R2kxg&v2jd@$tUU zhOgGvCo|leq!Oj6>doL$zP`wb;9()RsU}xPR#sNdWC4@056H;KFj>=RlQ(x? zzkY>Z9X+nJd1r}*r}5ec4H}-wZg8=(l6k|Usb!TF6exy6%4%xxoFE&H#u~Ue`NkYc z+1Z6)P5s}?xe3D>8yiDIF@Qg50(|`Zh;mf_u>EX% zc-Ib^no9Ht9n5BYcz7C~zB^q?Vy}?v6%z7NN=gbF8yhdUOP3{YJ_9)*C@88Yt4OVK ztMw-mBK?RB#{2iFyqMK-hoAE}9xgoG-!f~~k+e@4Y3 zW?*I};j&1{%iB>w8YJn_XEQf5`}OPBQzRtWG=4Q@Wl@J9-Fi{PR?{XuXSrEbzsv5pGi|yRdr`)=Q+TD7c7%|CY0RS*7kFuLh3RpDJiL?<#BgB zSAd_NUqE1RaPa>AUSi~jzWxRb23uWS-PsY(9Y;b!T5fXP-rS@-X8GWuuC8usYI^MK z@AKf++hXCJzP@$=bmEG;c5C@5%YX(=hQebMnTNd!}b9Ip-+ z_2--%9BQCYc!5%3uhynG_bCnjb!OIcV6N7(>+7wOCRzWu0!LZj%P2?#WKc>!e8{_nXg_UCI$eSCakVkRyR z=KEsDRIs9%U(D(#D=Q~+n#1O6nUe>H1_uuo>dzXT&#o9>bdTi$1*uN8PBX!Qe3PgCwEh!ak~vC@_5u4KB}Dl@ZrNR zZ|}3Svj+P;Lko+vsHmv)^wQtITZO2fe5?@ERrGmfikkyU7CrQM?JA4gL zvg;m?*1T8yYGpEu9`6 z#r}gJ`bLgmd|8>9nVAz4id50>h=>^Z=}h@SAW#J@Q@nIGh<_Mb!ZXSCVuNFDZtnQ*`4c1*2925`g+$#_N>Ro#OyCMX^4o3=;)9Db($s7(c|~G zSE(r}%EjtRN=hHWQ$=fQ-&fVDtEG~zCKqNk;~pMLEWk@mEhZrmh~sp9Ocwa_IW~4=YwIVf z=obJhE9-E&5EcdoWprt1XlPI9d&jlTKuW2&=Y9QseYA{>i*?pnKYunGs)d{@E4<014t7vMFp8Kt?BY>t5dP#g~ztgWqQo821%1N+8vWhW;m^KVBx zyShNq(rj#Oz$fvziVC*qzVoZAbROHS2(mAK{+c-J-vE393JcP1bc&2dnC%5jiH?O2m-r9ip`)Y2nY@@K7G7_=os^t>hA;Xzu_O`Viin6v zNJ_$QZ`t3zjEYK1B6#~YAt`CD#q%+Yh%bsqAf}>%O+-WlsI%Q3ieuDJF4Yz=ouGN~ z;ss|iA_#O&r373rLqbBHd0`Uq@_Rm{2o+XU#XS468SyOZKePbC6~J$!;k1W`hwAF; z{QP_}GBSFVl9%Y{SzF)#rX;x}{&`+rUYDJb3~v++g5%QN@!a6Rz(}5HC=?nP7?_=% z4LP2#wM-Xumy9D3@+iv7yY3^MJFfUo^DD-4H;Hi zE;obH+Gsw|Q&Aa?K_n(8C)d{2yiu_(&(AlkxGk3&ZzGjnwq-(x03Mw^()WfJqR?InVIR0ibe45U6a!ZIX8Dg zo36gT{!0Q5aZOD^K+qj-w>QNoUsqFeIh4v5PAs5aYe9s7hKPA=^iS5hn3$NPsm?a~ zq9-ROYierRE32xj(b3Tb1O#%W6WhO+w|8_H7#Q^3QDb9A-re2(`SXWZz-43?go%MT zySb1@Nj>o8Ocey`HuTpY-bMuaX0PU^|3&lGlGn4H{cL=RQPDIS< zsg0-SgT^B zAS&|rgU|jQ|DPQoQns60V?#qjY;0^|;%t#x<-^T32~)gOg^i8P`Nf5;jg6pA*1LqH zByFf&AOkfe7BpTqely7LPP$eC}JH?Jb&{ArT25wM&!&xR3OB3cp{A|vStNxR6bhxHrdFue)6=664OyXI;%8%Lzqq(S zM?>o!7|)e`Jn13Ps4;uu)fJ3is?~5=IR-j;xWDb}{93_q%v20=cfa2nOlD+Y$jr=q zc1A$W$HzxO@rAS;3PnT-91g#`Jt-6oCBVhQqe_4yw#tdg$>=#XA*CLvoIX{Bqobo6 z2K0BlPjg!gO;+DKbDC5)Q`61W+ipiuN`0WDJlNmIV^IB_nOR{nPUY$8*=93nzB7`M z%I8Qm;Cgi!8y9zZae)jdDNT}n@pDtIqLq}C#A8%H-x_>>8uh3(B3os#2-T>yc#)Hd z*KJt2J(Swu`RHM8e$W++KR-KLuF8OqA759;-Ih66;C_4A;fE0&6Z6aq1~c{a^puj4 za&>hDM#jhYW-D`7&_W%KmYS3bl_L!v98G+qqN12I>&jd%U`G}s!otG8yuFcMudlCz zO-&P|sq9@W=$qm8b0x~x_RnNIp95c?y=kWW`0?Y15Bie@O3_pxa@uHW*{SjIv#YDe zvtgkI$D;@5ldUS}Gegt*f`a}(e?l5l6A?E17=O!pcQp2v5YxX+_jwNa1gEc$4}!QE z$@qeR&uOQorljH+W-AN^%Je#R&X4NDOkd*S#vaVqMsLDkrcCkR@88Gr6{vv(cB3I9 z5l`T;fdggtsb#$-BZ4_>(|t)IsL8V4^HoH|1Ps2~9p8pu?9r=~bY2$tR(00@hC-o} zC?_oiR3rxtjz?4D<5|MwYr{g16Vub4H>Z@Ijbr7knY;UaW@aW4pM$D~h61IWRAEukOH9l(PICg>*VqmY z4g>@QiubwC^XWhWt(BFPeKX1~E^vf`qP49}?;d^ul$p)4nLZ00*d*q*(mmbi+n~uQ z(D{=7fs|CY!w&-&7Z(nP*IF!QF8LNseyeV@+Z~IcRVdMJGS$=5GdAWn8H4Oimqr)G z+3wGjD-|kRa}&C|-_xs<0G~d8{^{@Elfe2zT3Xt0D5Y;XNx<`AVR3PBVPT=Yy}hGj z{r>g}(6zKA!N#^e+XA_}yTck36%{{FQK_q`g}!CYEGpW6xWAnc1xQ(0M~8-n{`~o~ zwDi#Cje4i1W6nbR?%g{~OiXK+!S9^`gUMW#v-{@rHKFg=yW88pZx5v^_QBzBFE1~NXsX1dBwk)#L65t) z%?@yi5}g(cb93|W-^q`)EEeimT`$cP6vj=)bBF|7Vv;zKFw#MDnK>dNnoL)-l}2%K zaZh)pscat~?z2QgUyBb94LR7_Mn^`ToSv%JS*_k)9jO$ley)&77i{u;d^lO}xrM`F zFqp+$6)htp2EfL~rd*;qTdYwFO6CM5vQctyoOcGkNjJw?>5ru^C@82j8W!}ptNWz< z^{Y>O{Pge7-fnJg6B82%@yL2NhVgau&fXpgkIggSDH2j@YU&MF*QQNsO3LAK%hAS0 zmFZ+bK|z69r6Ddpz5?=8u?CmLLf!A*zcar0qoAVpba$T?FVdw5xK0fZ508wDOiw#b z6{(e%m%Co>lc}L%5ieAO<1;c==c>WDxVQrR`~;PF00aUdEPf% zNl6KOQ&lwvgEcfX_BJ;W1*4D8Gkkn};&5vIy}||!X=w&tUUfOS(b-w&|0#ErX2g`w=`9 z;j(1&0N*QBDpY2D8?v*r6G!_CL%>gq~QN9W?=5_JYLH$S+$IV&tE z;1>|s9!^hBOFLX&M*LMfM?Ch#yVsK{7G&KqRJKpiwYQP#DjaijRwrk1p~fkj{icT}CrSa&mH(mX?Tk?NpoHoZZ~`pPRG$ z>VMqbtCC@5Weq10y1cr&Iz6SMqdPr4ea&#vHQo2;kDZm(w{PEO>a5rQB(e{u^7RNg zmtmtt$L9kjW#sol zuyk4-LIIJ|3Bx zT55DY%ahB(B;+mwPcubPZkUbXeKdbo{QI}ppdmdyJ-Q*s%3_0~pP!$gpdds>N?g21 zy9ruTqpYdP&%;wMn=Xini3#W$8`Cf{g2*>xVsLm<4|jKI$;k8!4XNnp;F~9;%*?~O zED#7p-@xEz+?ju=+5MJEHf{g#5EJO|!x$JE3JVBe;o`zSmDt$W06r-z$Mxx-S~5~m zZQY!0XJllktE&ULW@h{r3w3X(Wf;^dd~n{f8@{}`b8&IuvRwMp-(OKywzAwVt0E`I zYS16!i;f=^@9gZXrltn8elM3v;np)ZZ*n^M4!q?wQ+0Ocv2U9mQCB=f2o+!0^hS`a z_k;`C!zO+qqlXa-%r(2;dU+xCWx&o-Q$um_!NGhj2n6!g|5(+qiQqDzF)=YAAulhc z^0FgK;=4&!{+ZC^E>WES9G2EO6$)zRMK_U>)q$Od*rY+BRMtOL6Bqb$zczCk2v)^-BaImld05Y=g#DpRc5f>L15wT)Z zf2YGqM<=PH)AFMy4A8Z(AjZY*GOX-V!9+uY%~o!Q5%KlD%7}@3mqBNbIotc?SozJ#ROiiDDl9L;)Fc=_Uk3;Z1CgW6ca-$FTw_>8A{e69r zYIbvTbEBi9_4V~AC@8zTyVlm${+L9t=~5ElB@u6o-Q_hL?%@nCEGRg=x}sjr&dD+C z@Waq#ikHbfnyFJ&qFr{lp3Uzh$o-m^M8uR%)xhy+7yS!jwM#f?&lvh@ExG$O->n)4!RFT@PZ)yM!5Q7V%bG~z3nnovc9TqW3)2v1%~eGQP6mCYSBp1}A<#A_E2 z8cMlMOqLEI6E2_x5ZXk`eDHJ$@JT)DQ5wPa*4^dGrk|djNu+ble(vw@m!=wDUiRGj zllaB&B{o}mMOD@LYKQ-ZGzvf=8p7@QaM$E|CH@0}5I8zInoh;U#^U1Qx>vSAL{W@6 zl44^gmpvZ`H*I{Y5``-W9_`hO(*#_jSe`xH5C8wZ+TJE8oSy$mn=5cd^!mP8Ci2H%T$l$tx-0;^N-J+>7<} z^f(AY7wBa5Drfl|4;x)BOx@j^l9C7>W2YLO&pv$kz@*cRfYoSeX{DqFkkRqPrKGTk z`Ddo5uO{*pg7KMi#&^9@v9#-~^lB{@uWRN=$C{)MHf~NxTJ1_70 zc=ZcxlPh^Ky(BNscsvJmb+l~6mI#BvCQu)aSCN2-0Wo0-i9mG=V@BbX+`Wl>1rHBF zj$_+MVw->OCB=!w=g&V|8_AjC-@kf=kWT&lOhcxW?Tcxprl$7rqId$iBtmxV6=J3P z@Zm$A*RD~$)oOdj7k@#w>)%C1e_F)!_4R-KH8*$nSu=-lVu9Xgq|Hi?h{Bu@v!|!W zKSTmsPEIZ-Cr9b83h*xUQ-i}n-Vo0!MovP)+ubR0UWa{E6%`dVwVTQGnE!c0yC=9j z5YR+^{%kcE|KoF!Z{w#B2qZ5$-s}cz|Uz}Sx-hXz8oGNs+4MH zj~b_&!@<3BSG(iXuZufcsz0l!sPs~si2Gv_J)?RX7Z-O*G81|uE;L$RebVfHdrJLlq+o0UDaEo7L;l-0gf#E|<^w{PEG#Sx0)cv| zO#+ThZ^pqZseFz#X0sJ87cjXjQ3-MJvRShS+Rp;6m*-bkrNzaRT*#%G^=u3bA*NR} za&mI+@N;Wh+bsF^_V%^)bubt_Uk#?FrBzc@{Aw^cIjN+g5^b=GL6tmMQd9(anzgp} zT|zMYNq@LFp@2W|Ni}ZcJ|8YQXQn$p;W#;O-41fS=Jxjf6@dR>gwuhYU0%8 z0)|rg2KxF=t`^M~p%=%i9f(N!DketF#T5@N4;wUGZg$rY6WczMFUC(E9QyNzkjsLQ zM;2JFRaQ}nkBSNk2)M3g_=ZsuQ5}HKto@DFz`(%qXz5@)7Yo?g+3D=*QK*&EH!x`O zxKB#a^wq!bJro_3QCD}FDpE5VN+GMwdu7JSM@srhT|Fu2ZJr&OQZ^;#v38ToKtMoT9A09k%tEufYkv&w-DgvF*kqxKwl?wZ1S){( zUuis=+2nfVp)L8ADmp(W2k*_BFWH@)odH2X4o6E`y|a)|Q*|9|;3YA?)9FSZpToYm zj0`6S2V~S35nIk@REd+s@5 z;7=q}Dr#!#4D2MOM@Fb_v9Yny@tHm-=v*Bx&KIgMzotR&dtK3hkhQS0 zpPio0jZm&Lx3;yBk&(6a^_jH$ynsTXB!X^r*6X5%hKNLSg9=*FKuifMbMpgi3eh5+ z7LSL!8!f0EkL}h=|BmviDx3$2uV25aGE8NOg+J@w^-&y{`lO&xnU}Y-(&jBHD$1WckjGWFvg~)m>3w&&(BlX4A6qR(6F%LV`C2%8@PagfPjtdZ6ia&%bigQ zUfv{60z6i$6-1*%ULFlPda(1^R()L^gGSAMxX=R)4b5{*%p6f!AC3gzQ`V@%{!H8V zaz!O2W}W7{^WE{^ze!)s8KU)>ZcLjj9Y&}Bdfcn4t7A~F694+Ov%Q_1i|cAR$?jV&P|p&#|_OKuBueO;ZCi;Kk~ zbn?$1273Cv)}KfUxiXYZ?ii_{xjZU_GI4j8$7-e3c6*43-zlPF)$U+!a(+J9vjVqk zaj~hQ!e+k4JSr-xySv+HI8Ce3=_Cl3o}7Xro~O>}@tCS|5XtKs+W-xU=V&F;4k_gBjs z`uRmgZu>LkEsqbbi%@%MD%;)&vS55>s?>7f3ZMN$1Xv*GcD>l(2x${}#IUwL$r1}E z=5t^W6cl7*LsadHPc6N4tprZ2Y z`i?=!ZM8j=`uX!`ZEbA=0)k{N%bc)}WEfO{v55&NnUj%$VgF)p8X@z4{+u+cPgPSZxmxNl5gO1O^#% z%q=y!Iv&g+)NHcpf)_iZKZer;AXz0Dm1;K?Kp-1CJK`7E&v}xo zL^uj=aS*V2@nC^cVG>*nf5Z`d<{pJ0OiStb`BOruGatLJLVhET*%A7klXE$F0-g~5 zw;S>~@Ncu?f8ve*zlrDnZ~(l*mVRa06@*(}Uj8c|09IfyUZWwxw!h$i2IsHt^^<4g z1eY6q(Q9kpD;j_FU{X?MC$bww#U~{tA(S5ye|gxNY!i187Z;a_)1OGF2t~BpwN>-o zV}40VTucm(^k1gHv@6M6d(;;lKL?Z?7a6H%X?e80jS5^`Ts(R5B$^7u_VJ^=ot@j= zHLK?hy-LZSq>td8kqpoK3l%3P?%0RB8{5Ac7~6j|P*+FGXT^URiV687M!Kh7K|w+G zdsAxa>gpOANUa4*h3y?3=4NJ`77H}Aw7dKJDY3C4l4(4)hU?v-U;HsI&d%65I2OwE zI_hn=f!{SX4i9%XN=iy;X=!KM!?LonS0^W{p6Gvn9o|?KHpgmEP*5DBhG_T1*!cMR z+8QPi??kDN5b&1QZl}s*Jd9WX(aou)MTCRHVY$SQii!%bu(6TTD&$D_{THOC#{<=0 z`h+o)=Qapvota5sfIuLB zhdupNah>cDl^*$Chmg z85tP`1$G985a!3nN?-+kv8Vs}({P%={rx={3|3H3_#!NA5FjooX=7*i4B+9Zf5&ck4Ts0Y#GLQX zp0#MLhWb)V=x#W56{KLMJAEWx9hvFzyCmg|K;JLhSlCbXIh+{Nlp-2<9M{B z)!=~0gyXrg0xst>l}6!VVVHgPwzkpH(G6}lHda<;6%`e^x!VwlXy6kFH29xW*B{Zp z0ufU=&}}fuU-vBqaY-uw%-5R#c1rF4%E^&$w4|h@43Gc4h#u%kNlE%o{#BI#fH6NY z7GMenBisJ%jP^iUTU+~IZ~wPxUH);Tu4!Xak(Gr&1)u2NoNfvV3jU%@Y9BzD6w5_! z|L`yuC#S~+ELK-EYjR>@p~eOs_M+Ph&th4!tq-$IvSekaNha zjc$c8s67DA~O9sMPD-1TyQcWX=ZY2C)gMprQY(QIX|=i>ulb+!evv^-i_ z(T#dfK!9i{kBWLNAkftE01rM&C1Yo|U2b+)Q&W?svfb#7wA~((3Y=2>4=n&LE-o@a zLPGN5#S1yP(O`ULNlD4e!$sH8Op$_uf~%utoeKRI2>qn%T$Kqr9s>XnhdUmxwC(Kd zoSvS3_C{gUX->IgV?_PCW@Q}Vzk8>qrPX9G5Lf=A=izKvD4JTfq_kA0)*>|{L(kZF z#~T$3Sh>47qobqa$|z z;o;%c)fa=wTu4YrLOK`oPmz#NF$gxcw{tTx%765P)!S}k5^`JJ!!J%x5&du_B_$|c z_{`c2+KsBBqK2FOv1i-E%ye|>O)ekR+(&+YMrc=S%n?~TxNEN7Ha9dB<3(T?Ay0+l zkv0;Nw^E@pEe(y6i;KKvQf%zz+FIuC-zx_P0`BnhV0`A&;Vh`bfx4U9T@WsP9D~~F z!@aARSkLL{=@TTBXUND;T1&JVwuVxrB>jARaPaU-w43JsR_|oo+zE5y=xxo2|2WvW z?Hd><)u@$GRIJiz@faN)wXv}wCMN#7b$S0jIX*tOw3PWT-kczv6A}`#0tX}|CBf4r z*`vnyw^y=KQmzkoJQAgOc?sOsYj-zieFJxQZghnw(jbsT#AwDBe;*$oy$(N6GA9O5 zr^%GqnU$Y^bGXQdgyfBA-jAh`jpS84zfElyP%Y%6d z3ohBLn%BJ6%_y}J^g?_TVD_w8X82bSf|Bfc6OFoyODI45%ur?JnY=s z?@fhWom1yxH_%{DDwcXNpZ2HebMJWbMO-)TqO!Q}$mWTn^-X1zS zx~+{3F~1X{VZ^jp6gFE)t@ce$?g>CdMD!4^$%GI1VG{A$?R+B+M+ofi?(V?TB~O6x z9tuhWeSJIz)iQ$tJmTlE#ruq#USAs z259VCk%FdXqy660#)iIxgoM5Qg96U}q!)35bb_`S#R;?YI2o0AFl?h{14jRIx5PjjTc2xQ50!V z5YR!oL`qtvq;u#2>F$yi5F|x%Xk=&@a$t~FB!?KfyI~l*^R8FFZ=JKwx$CZV&$@U2 z!+QT2-q`!u&whUKu&}Va9+hrwZ;!o8OiawdQS#->9agp%FMdx>*8TjM)ZlZpNq$rg zEI03y?W4_+2-Zs%BST<^8{P~J4=*YxNE7weR8>{g*T39f>F(<4QeZsjO%;IDxh`b8}NtQeL+*4)phjhJ}TNhpU0XjUGF*Kt?#fx72Zde$Go}*PY05etvFlZXOa6 z!p#k^Zuj>0W8>q~xJ~ZW<^m<&uC6XwS=r%xYrUy!3k&aP!QY`!fbrJkdl9?MfI~!1 zezd!rB;b${8rr$H)Un|zl#Ig(0^P=mrWK7%Oxzx?ps%jx0yMS^3~fV0>hIsbf3?%` z@!zvh*^QS6beVd2dd3JNk9X$KA73GDCqOD&+cWjIaSaq#78i{zE!TH;n!S!T7Z(@5 ze8_Iq%{)IqkJYP|8S4i+LU1$JxSSArJ^DDd|{=9ux|t zBqDli=h*rE#Z-+0y0;gCFjv&p9#7&n=`1n*($v&cU42wx(s6ltxxBJMNGtMTmC$W- zxNC55|5pI+&E)|h__X*n508nl@g@dym&fl(l)~$>k`nTsclTd>QPC@R$4=5+{;|G! zN=KK8Ldl7Xi~o*foGdr`gGyj)7V^9l{%%3^EBcVUwzl>uHMKfns&!~hjfcr~V0wLh zJ$ELzNjtkv25G;k%Q>tGF?DeBFbgpY$$@3F(r&u@S*kNSA;SDK(pWK4C6e_kAss(Izq^|odC%#z_|4@X|5P)H>!ozChQ@HeSwB}T!cT}3>b*J4 zLP-f#&6bX$6Zac{NdcT!XLP3cT$0?NhK`O-dwct^U5y1gBVEXC^B6m|@b%^!qyH80 zCn&#N%a;d+nhv+b#KbNMM=x{?8okUeP5gPu9(b&v$el44I{+PIadEMioMi8!ub|-P z&o>+#ifU@F85yNt?RZ;RTG~!lSqo3h=_h1!Wd?_8t^!QTc_Oygcsh+kg-tX&|Mwwe^FX9DunO6nuEKQ-28+W@BLq zYsMVOH;?z7*KTfZ>O&xeG(tJKxhvb-_9iBOj4LSEwH*P|7g%o*q~1L*FV8d_NN2Za z>N(iiZSCy-^N3HWX%M#bjnG=bD-_eexAKkTw)ua8-^@$gw%`Z8j z^4SA^%ORU7DO8dAsX5A-Vu7+H<1N7tyJC*$>pXTilZF+Vcv!>3!nk>Pp9#C$e*E~+ z)|TC0<8bw6y#C-b72<|)K647DN6f)2EkV{YKIpC&AG;+lam+52#~fafP{K}rqzJQR zLGibbHdX1mugHBd^Q~Ue- z*|bVEG&S9^lWwyOo|BW4H;B!JKVP?)P$<;#=1BLSKiS}7O-@cu+oy^FZ;9yW426db z;usb0+ zCJg81jEX5_#KeG|50aBZMs8EiJxgb@bF@S+noivBba%nFjK`u+Qc6nH@A9V(!hCde zw6wHze}5k^aS(Fb48X;clb26VPY>%H8FAa4|1A&YBu8hnkc7E!Pba6PU2cvPmqP0M z(uJWV^!j7TAAJ0(s;b77jiPr&ybhUpd3l9}^>lP5e*OB@+Z&aBxwq7Df}IlZ++Uub zpWol#N7_x*{rovxy^mtj7_0wS4dsMPR+z}x+uL6pV=d4b98D$=PtjyjCMAHa{^Q5z z8QR(eXzuj)ZWQV^E^e8A?O>%@cNi(t_FVH^U!M}_B>&E~I0rNH`qjlrU0vN!zA~j@ zQc~z_qql%*ClMD{S(e1t%GmYw^`xXE0Mhrr2B7MTW9$^tPEScmNnbzh^xH1qnPp!b zmyAgh?#kMlg@py-vp3(-Yt+=#F7jkVsyaH!2*km`8d_9D)K0dy-wl*UpBfBZ2nXH!-C?+*^s;v21$Yr%B_#tH?6snvl zcD2$C9V{*?DiRS9L3MXGHa1%HrX(aMZ|v+SO9li4TwR<9@bingZ$0TgQ%kL`J_>$F z`BQeC%dn}Zr-$sOUS3i?PvHR}p+mnG8eNu`$0#T`F*&JgU@$v5Da6BbaCWe!Us6-! zVQdV`&R&|X1xyTd%*D)mQ~2_g(y0WUms9v`dU|?5^z`CFy1Ey}#Hx;tyW2DM*sU#q zmek~X0aTfCb7jklFvg1MLL)OX5FMSf@d}gn_V(thaq&}Y&e1teCZ_z#%0U!L4%Q$O zO`DaKMe>4JRuSU4JO3LyRYOQC@@b?9e13k887o6~c0Pv*du+4oAr)j~EZV}!v!$bi z9OvKK+QLt{j}8w3dkaa-SlP+$E>Rf>MnKJ9&LZ=Wg1rC^cXf9+4{C8s4~s{mBPhAd z`_gnEkgKI=aUns$-28lWx-j&DLQ7lw2`%mR#>P`3q91vANaq!~Ft@d9e7DAjpgMPK z3KXgpLBWy839+`fzg~(KPfSRtU}fSyNq-zgEeOQCkJ+C;|F}6^2*eI8Ex_62G?Evjrm49-R+f2cY3uAV$Pld-`dbAF`kgc&Uf47|->KGN)eGe1ASyu2(M$4ER- zZ8KI1sYe?9xpzEgZ*G2kbuy==rG=pJ6q((cK*)T1CM$V6V1BVJ;$&y8rn=g!T8&fF z$Y=pAek07@JW5lh3jGR1`-ww63cTGTvap+jhs<9f9 zu7o{SQ`0hN^s4qg*=CQ($;vW9nD>tJRE?DxLK6~>_V*VL&Q@1f0kYJb!t(O61{fUn zK}t#rwz)Bs&!m(#Ptk*&sjmqN`jgCK(R6ctQP(GlT4NFts zMhNRkNd=dcabZ$5z~FQ-UoRykB}n&mb~BW@l;~4EOl2E=~yV-!CXAP|?sZb#UCCuGP02D~0G3seW#jH-W)& za&oS(E)Y(J0dIf&`0+hHz7+=B+Onmmr{BIeTwx*ufk2QYg@sR_JyVd(&CONL6f-lV zY{jD#c3uCqe@>zb29E?kq+IPyt#QZd2E6^AkZ^>pnRE7EBO@cbbNijUJ3p~(;o$JF zhML+r+W&fKecjU3)YRVI!22?n(^h}=aARnTkb^oV#`aM8dwhIOVPV(nv4Y~_ll6h1 zi15nF$`n4E_PYXbo-nQ&}>0t>ncq;zHxJNr}EoXR##&Ob03ajh6>f0vQ*ZWmUx_(I}IAW6q8;B z2v6R`Cnt9;?fq1xB_N23V^Xd(o6AX)g;XLCy*)iY4Z;D*rqxggISFxe2hZ!*#$a2s zg^=qt-uI9lSY95Zu<+E#NJ8p@sf9&{l+@sXm;2^$7-reT>dnqfy^NYer+~xk@X*lG zXg}%A^?~@r_;@)1ZM21j1yjtuh|r#%p3ySH%!~|sJG=Dw_?)b)fnqJLQcdGlg82g* zM-9O13#oZhsGk3`B|e_a!^49%T1#Jl8eySavD%y;K@ZFHzZPU=-CXI0+D%p!Ua5q& z-Z2msu5W2+>FoRv@K!}wHasNco}QGP9Qa_hSHNMm!DX%Q^JjolE-EUz!IS(_TSuqF zps}v5uCAfsvOS90-rhczqv;bUhM9q3Wu#bZOB(HYerQ$ij+K*>`usC=_bEY$f<1Wnf?+1&6MwiOHX}gW&gBr(bfS2Zx3tqNABW1O!od zgtVbr3Gwmef8+{5u)cKRGQ;Mkq9Rs$dU}3-K!)ahvQ3_;&VKh|)Ol~QZ49W)&D6O+ zIa#T9UO^RWl~Hi&cQ&qshldA0q-11Z0GPfK5_kM_I}6Yx7xh*N))nA#uKEG0qa2T3XG%7yLEyZfW{O z^Ye2kC&cS$licR=^6UT(XGi*CMmY!wqJUH`tLEIaw%-3n%v&Qz9?BU_C*If9WwbIf zGD69zzdo27aai=%*{=hIlDm61*zfAx)7v{j5_Vn&9?Fp=RaYMZBq}a4rm?ZH!y_YK z38>p4?CR=(51|WXF&rM5`k0F(Oif*V;y7K{W476UXMMeMF=2CalakBe^5z}p7la)G zf#~Q=#K)7BvI+{;nsj_qOyP}D3ywHqP*GJ)er43M@aHSTHFL<jF2*%iwmIo#lR5P*xPl)_tBP*9LzgYnoHlwu~! z%g;wZM@B{tR(pm0uNw||3gw}kkio&hFYjM?d+y9OHZ+L1V@~xx_)|ja-J_zT*V@~Z zGR1nM)@9L{v)u)W(wwTQ!^O4;TM-C~0Fct0?98nNzSE}Q)H{0QT+)>qLE27@;? zfYP2R#+dNQtLH*OUJEV3oSdBD;o(kBPAe-bq)bZj2D!z>7mIBXE8Wm&D!!tIhRfD4 z(%w`7i-XMN<>d@9U$2vG2m}JKJMZ1S``}Js04`o-W?uyo3DhxEnA5mTLL^6^%FJW{ zSULYIfW(7AUcS3GRbXv-`EYZjSUFRSO{>(^$;oP_?kI*{=BL9K>|}LZT-;Qh8|Gxr z-%wK%X@Snz-`|&srgbvBldBKcEYXd6!VO|)hu78V%E&PB@$qqRL@{i~s4=Vj6qkH@Dm7@Zq7WfI!U)iI8;+1{xoqlb1K! z2pEfK852C*C}f+ewxOhoD@C&t7~AS?(o(R89-yt0iirY0t^GxZ(=FsY$DMel>v-X`A*GBUDpyBs*2ote3F ze0+R%_WDHqCMq(rXS76*jg__O>Ub)SNqM%;jg6W4L*;-2=`)_!uYcBt;TV1kk&=>? zmBq)$&&$grSxHPxTtjCzyJJ%V0^XULF6Swx1_lP|R#|de4;NHczCPw?{Y!*i>x`kl zIN8~mZS;Qo_Ls8wRh7eB)Amd~H5CdW{K{|xA5_wkwrzU7YCPUAnw;V%#Cip*_dm-S?x`Yi;Ht}b>+7m zC!(UFA|*Xo_=Cs8gWxu4hwC6hLV5Z4e0_Y74s&Au*O!lJgx&}WCL|;TfBEuEU3Zj)SeO&q7OZo?`0gxA4D{ zE9=J(B4T1l$N$n=*dgCL8I4FdsKHKhs{jg(fscqCWWMVEVj{p zrmnxgzt&|9g+jHrw#FwURNK#Zq2gI=zcn{D`pU|7aW!8$ulK*;KdU*;jc@7bU;=@R zcV-*Q3>r75Yh4^2UtO3%of#K1=?Dl2wpDa>bz@>;va+&lM&YU&8oaMxJG;0P+enq7 zB~bP2GxZ*C-vW%liCBta%@X5U6i{3^!cNst3)pL@slDds{}vXeQ)LOz!nOT+iRq=8 z+1Pf*E3)BmxJ)!HHNWl0fs#XN=MNt~ynXvCh0kWP#$gA8!E9~y z_psf@`CO*0sHmu-(q9UxH)!^QXlp-t_H4RPor!|vK``KRe3QJkR$N@{;_R%ZrY7d^ z{`~X#Ta7z7IL$+&qXtbrXM0N>UmrbPoS#=QFzCBC8usBO2?34JAzC5EpvHb?xhrl8 zX(w#jNz^6u90Wpod4K%)oR~uo8QDAb1$~d+5(j6OI5#&Jg+kdr!}=E$6nu2)e93mb z-WEYAB_%ae=T>}WOGTt=W|mu0f^7{Wm5HXEDFU-mkT|KbT)O=vuJZDozJ)VCm-kLb zgq)llgBZ`w`#VfoF7p~1^k0%Br=&RBMEJA5&-&i6EB z{s_9PR#}g*vaxkfOeBZuLjckcd&UY>&~0=0cMu*xGS1EA^Sk_HPxe||T%4Vqorec7 z55P`VlPW)Y<#XytNEp4fwPn)r4LjR-fl6SzIK~2z&e74))6;VbX$R5QhqqO}y0s{Y zgY#KBJUZI2!dPmq$rs9HI9m#-XOK@U&jGOHBtaK*H@Bl`@$2>F<@k&YF^_G1ezV-l zO6S#{WKU1ejEoFgT3V0o>9d8ebgXP_|5JrxO%2caF^y1_{fv;hy1KZyxP-)?YMU`y zLFX@_U*0dI3A*eb9HghGL)mp;rKL?iXZwMHx9vL`y-xsb-~dd@_UutgP-^<3Ma({L968BP{HJ8I20{I^GiWIo$=eK9`2sX8&e) ztgbyrX?Qrkp`l@-pB@8Bv#kPp)>1l)oI(*FUpjTj#i=muO!~4alfWvH+^~mO0rvJC_ zaIdp{vs8XN>$22eD>KHYK7MhGimmc*pTYiqg^x~X%vf14#C<(8F|Wo4d$d3HWzbRqXnwswI zkxx_k?G_Kt8of`NypF8Byv{=is6#FHm%H}%_6!UROgg@Cu(3sihOST7B7%eO5-TRX zS~%TX0_dH>?zU!TD*?E8K-QA4OxKkiVKo42`{}fF8y7bsB0|_>+vjL=WPDtkf_!6r zos5EFd$Jmk=rS=ev9iiZORx5&3;SLiuY?@@xc)b32G<9&Q+chNcjtd!U7XlhS)HAq zBk3zb{w4N?}12-^Xob5|8G~ISd*LOwY8gyXE-=G z^M>zaWWL({D7%k?gY!8wR7+i*UgsVT4$kgQ5D*Y>a6pn$z@JCJ#QZtoZN#4 z4`SUibrlqPfGym;-W{u;pm42C2;ATU-q);h3JS}6pX}}Jl`}+Yy-!L_-AqP?heIVn zU25EkiHY4%E-3q592}g}A*!e3Z5+CFm!y|=HE6uu_ZmzwN=?Mudo11{?#|w#&FCiiL!S73-0?#PJ$H)p$ z>QJc4ni?$)4PHJzMFoZBA`}Xhr<8uaHNnHhRVEw9C?zA4pPO4zw7F?*VX@ZG&@h3p zxHvzzwzOn7XgF<)pqy@+ot7pj>kKEjj_-sZM(%t}47BMlg>2JUXrek2zQ6b#h+XI{l zC@3UNO-$lqW1TOKvD-8Cq^h>IwqWoG(r#*acsTTfq2b)XKnxcAuVk#HHAXAyMWkA0 z(0Gr4Dn2eQyRfi}>i(U;TzM!-Ol~eibVo#3STe6wY~{rNkN+VQCmJZ$ zDr041lXwq|R_bQY1L;c!V2OUYCnL4Dw-+8BPAy;`pO9e2AYeZ|UTM}HMJ?cUvOQA- zE{4HCd&jxCxl~kClJSX&Nc)+(TzTl^#Khj&<>sb!nAK!kTif(;HXRJ)7348SY{+(4`zI!qQd}eDaZ4K9pW9;SSM7#5y|Plgxt|D+6#iZSC>xnR+ILq<**#4*+R+?=Q=`ySrm^Bkw(WqN1YW zczNoycee}zfhea7Ra=h~9ju{uX6ijgioi5Nt{)|wf%|i_($R^?Cc;Ah^MEgi;GLC%5$PG zU%rTV9a`=!wpCPANQ6AnskTlSSNgkQdd=dp##K_-F!Yq*3H?*`jC+JjiLP7 z*!}%|c_=5rlUJYF!lI(g=q(u-7)D1&V`5_9mu(T0tE;PD3F(xSmFWbXUjpd~V5%W$ zYHba)%Gtiprd4`)cxXBW7@L$E{n=aUkcoT}la{6+$-uxMpUD1{*RucfE!;#-h_1GF zCl+{*{r95)e%kEkTez)w1AXbj`EdAjy@x}E=8dwVV(*_nCS#=#n2*#m@?8y+-bFR^S{ra`Bv2j{@dQ@a2D=TZBLUJq=x`xGKS5^|z)3IAy zkzy}_9gt`F<-^U6_IC4|>#H(@Ml~>)0k*ts%Erc~qodR1E-A_DbGi%AJR$Y&(?6Xk zxeOwsqE_}k?eFi~&QWmaGPAJAZmY{HDfJCx%jh9(WhGTrRmsW8jf{+XQ~2m%8KU0b zp7N}=hLJvg{5ZBAm^Z`9Cg~5a(TGB zUms67Fcf3nDJw?@OG>&PZH~+~0)^8-V5pgytvEDa@e2!IM0*1tnfERIMffL?jOuDP zH8miU1E@YZvZT1UK|MVRUGB{Tqoe%%{7Ulj)cm$drjVxK#KaTh<2@;SfV(vd3rk{RqOHXj zMz14lJUl!@!#PqWCH-1wsmi;=#9f`8BEIMGc3PU6=BB2X71th+diO@x4K+76K5rcr zl~;b3pTbJ%fdG6jX7o3GdSql|b@kC`iC$P|f4@qlZqG4xYOcvw*rM;*zvTG*;-aIi zjn8WEiyIfD-n~RBf}%vXdT?aqY9l{$5@}bQn+u?*V`YZ&wCe(Zjjq?>dYYh1do-P) zswy!x^~GOSDQ=fL@Q#m0Pn$rX%8CjWHZ~ps0f)hyFw+@_?YZV=3v|ZahZM|gY@`F1 zX9p1x0E(h0nUa#??(S}6WW??t8XX;tL?WA;n;@leAfBPUxELvS5Lwar+_ zmoHT|WA>QQ62(;h1Y0~D92^yghLjYluF7VxqGE5cR$1$sCh$^y?iuR;4K=$pr|R^U zyIfVKU9smPR~AM_PKWENU23OHL}8Kx0|Pu3eN~l}RBs&T(*#}ou8y=ykADT=^7Hc> z_lietZQ0`D1~oK@9KYt|v~LY1#*CKGgOrt(>F6@WtL#Gq0|O5aU6CAn>emBXTU(Ex zy?L%PNd)CG^gG^qI;A8l%S~irXNO%~JsyzJ225-|etb@JAJyH>fSD&PT(cW(Z(mjR zyZ3`%Qfe3aiic-ta4?oVn9IP;4Nw=>*v}N@=dW#SY%DKp7#M7CZl=V>f+h~*tViKG zH`iC>o6W}?geK;g``(6UcGXhLfQr0BUo%&Xz;%g z6BP7Z?u^;k*m&^ZLC`&db6<Gg35Ub0tE-_a#H0~okTY^L7hX1|+DN=hmvB_)ngk&4fnYzlL@F(mB1)!Ew% zR#mO2sBrS|fI^|o9y_yN9*_cc*|9Q1VL?ISfyk#kAq3Q`7z}1*B{wGrs4}^acXoDu z`SL}p%wPk9L1&5^%E-u|l5J-jl12BdKYk=4Bg@InZSzA3%=t)23JMAWOoW~u+sUfJ ztgNiBU-7)-0Tc3pfq|hs#fOg``J8Oe2+a8`ZEjlI*mU>Zl&J#*rj3n_DWskE;d;!s zZ+(Q~m(QD)R=T0|AQ0_efB(ayqqW}D{NiGHNii`oA2CBErS08?KjGowbG|3(P$(3M zba!*BE-YjrzI*pBaLk@-@?DfM`Sh1m5ltgZK}or`vC)Ok1*y}})wOnTD1*Zryic|T z9A+K!Ps+eI-c~v~I*yLJE8S2wHnyXqBT9DdUu{3s>=BZ#m#2GI7boIghXCjVyi+ls zpOUzzU#|D&0^WuP;SmBYug1qe0q_TtvXYY0V*-K|>u5T00|NtEGBRK{%Je(8TJO(# zpXJz_!go91IV0oh{z|u`hNdRJ+vczZI>Xb`Q!#~?MMy}9gCh!S0D)k)w$h+b0q!OCmm}fb!?KDr=|d!hQ;A2M~s?KDV{C+0E3sjh7qQjFn&Te zK^MSJ1_FW9<}2erd?+Cy(b(7+6cqH&NB4SvMSgGQ<{yd3c?H$rd7uFX`}+EFu(MOJ zYpZB#wgVk<)>c;mM+vj;#NJeavL8R*`pBUGF-w{t!gXUX_#tJ}r@fZ0u0l8*E*r=A z;K2hbDk_8p`Y|El8kM}|C|u`cdj@C+kp5gk&2E)sj%d4wY zR8;Nl?V4aPV4GEv@T05@06^WjI61fbvx16?ZK7#KLkqOZ41(?vpt`yShKHB^?pz}N zrjM!ob}!jBpReE^W6GNSPG&rK%zK`LOiWD3$;q=+K1hz0LgHd#bQ(T!XQFGWs^Xzg z3$|pZ<>lq^uO*%bt0Z9M3=u*1t)%8=@rbGOW2~^x>F!XzvapcQs2ii4oE)%M#l#dg zj(2R&)azJ~=-HR3=PLo*sK<61P_RmXLdy&qCkF>(Lx+cl85L8218`Q>3#aeO#ibta zB#DWMA$6_~@bQiRc%o1!09XKX88p1&=QpUfCcoHOJUEkwa+VYosi~+uhiz_de*gYm zDP4#-CM>M0-008Z;-bF3{_yaysi|pvLPDy5L*KUp)e^lL^96QdFc_Shm#362ln^T9 zzBS(Dd(qn3DxHtKOc`D?NQsXJ`pAusYmY`T5#0}YOhZLO1I$F0nu+l6@X*lv78VxA z#irKQD7hT?8lFE13|2PLlgtwa@EXw>qTZ*w3oG4Fu!hFZNu_k5uI_G9;^+>WDI^DV z*mD@b>~omC{PUGiGCn!k%GkK&N@`=cFfJp5c4~BRaI(_uA#tPM)j6O*QO?YpTQ&M6 zt|7sd8Bds0T57MMq4D&3Ah zZM21%S(^dUcH*_5U@}Jx*NVbsY;v-dk^N(x|z z-v}q9jqb3^&&^GMLS07WA>LI(A~RtU0eX7fF^j% zj-QDszp4sQ0_EoB!gD-!W@WxTV_|0gh}fQwlh8QiV`FDOJUFO#-H45iRl7LGGF&Tt z=xMsN^qc!n?Vv%jfo(lM({HlL*W1a-37FO9uwUZD)b!om-ElutKrxmFtG!p}M{!TS z#O~j6ad%%mI0M{+n*EzAD=SM%u+z0JU=5AP$jH%BNWH_Hn6k3+)2C1A>9ai#R^7J7 zRksS%6G`%s*DfQUfo~bV? zD$*>`bpl*lQEoY4EiF7eyv#RFi&qyXlarGqG`b`^6>gYO+qd}{`1tsfNV{(2($Z4c z2jj|*&d$zQ&sR76N3~GD!vpuDO>nGNs+l~~u-`n;$}u$j8bnw7X?J9Ie_u^SB{U+! zX0Az;*lxC=_MLzv$a-&aY)6&vndigT6=8ONc z;{*Y2ZdDK~3Wb_PSSX`2MB5(9ZsI8z82Ft79X^%OXtcQR`Qb5ks<@~~v&=wI@-H(5 zS!UR*q^vyGLBwNb&O5WBVwq(nB^)aXn*i}QHkM>BHa0f4 z$@iktZci*0omc8HP-UeqCDqo_^1d`zg&AH@@NsHkVWF$53vi8}sjrEQRPgc=su3e4 zCa0uynUXx*U+F%N#%=OG;pE|o3x2mV+bAzD@8anAq2Zg^X5EP= zJ9Cs=EG#TWPOdOkXzWFB`smfvc`+CQNl#A)8sE8pWq?gj>+jt=8Ys~N8enZl zcOWd#uX%VT+@+;MLPFX@iRn*$#P~MncXL%$Rg*yeN zi*p5+-(|I@pnw@7nb}GxY%Fn7Uphw>iRorY>E?GdA^6Mtpp0 zRLo3+=TK*7fx}!AyLSAi9YH}s+qx&j2?+`5;{FDPhK3CRWW>b4we2@~Yinyax1*m< zOXr~#6&1B!M@5qJcjg2rKMsX+t2DL)a(&J8Z(&FRqL`gE)SZlbHf02 zdgyLfR@r*-NRDirJ9ZK~*W7H@orsT*FB47M=(-VGS?O$GK8gY;^N{^zOsddMVSsl8gvVBNSK5~9+yJu$;ilDU0vH(1p3h+;}h?G+Rh zK70uMXLEgmowE4&@z-t4jjXaVy1gCHJ&IrMN=zZ`PIl&Q7XIMr>FI4)fS8!H3=I6P z&fUVCgqWD}xFL%XFPEJyC>W?@3ixUH1q`&`r=<>>nsE7#A%#n$y#{0zn>C@x~q>SY> zD=RAq1cFZ7uSb;5Z(}fbdU`q~C8edMrK+mxAtmSK?jJ(i3fSrC>0=t94<2SL(+w?Fdp z*H%{__X9%08@+pdZ`5W1xHu>%C?X;P%ArR=N4K-HgARVZ zy}f-q;Q90C9~WAJrKF_r2x+%QOQv8_5v*)%Ksmq>Fx~OkK0G7_vv;_8Jcm8*5uA1*8X@R21055Rh=cD48s?$N3cSE_DU?)3s;(nK>Ky5cJPW|J@=c&^t zRtPnKDQFxPf3q=^@z#z_6P_gExqrI1#K4Aw)AaIS4ehXwO2fHvCdkmLGWrv;ylje0 zqf|FA*j`=L)YNpJ{}rH|q_4|Nw*RRin)B<({jJgd(4pdV8?W8@-+xivCNY9?EmpQ2(L`L zVzD<>06yK<2j~-DzHII5D=jEs=I2kOes{39r_<Yhc{=zXaSsKU&6gidVlCEd_E6F?-x;i>KdV2M> zwNCQ3D=RBcpF9D21`HRdN=pNCn7vxc&8<2h;GL0?k%|h@i7OlMT4}`IX-G-}SwmbL zsd7oraDu?a)x`;qdCyPplkLm1gM6iQKyj{vFn4Oy92gh?+S=5)7Pg+RYcvnHl5C=U zIYb9|iA%IAjMw`Cl*!!O+*a|M7h}pj9GuVoFl8RGwxvDYYHP6fV`qpbLODYu845k= z=4vhy?V8q{qXBB6JJFur`t+XVuoc(=oS_`k$kc~K+nf_ zv^`Ugd+$+!1)tUcDBjan}>%dtf+3^9D~8kHF(C!6Q})^ zp{r?YGdJxRDti5Uz8Wh9Lsd7oqhub7P@oGzG@ZDZ+vf1W8X6ZD*QV^AhSuzsYPNJ+ zYwOS2+TJulb!llvc6PX4jlGwb7fJn1ZVppQBFz2YkKyw&vRZ5ASpSy`;B~Ot8+iBO zI5ICUuc_%8kcks!5(9-hGc&Vn7)(xHo{x_&Jq;M^H4W3ZZr#F+mJ}Bja`W;Y9v;GJ zG_G=|XJ+P_e5r|ueiRfi6Ws?Wm>V0lmIHwMh%EnAw$oBO(9gClf|8h+_%Cv>8$B{# zT>_L>o8&U9y#eT8J|g%Zc5q*n7^p7>{eOA2j+T_-%$qX0=ypr#fuF>yAiNXb`LR?N)ICZ?v?SXon2QWzN-<#@F#jNAIN zB1>d?x;pX&7Z-5+i}}!MU_V|S5Q^&VKG@%{1axx;Hqk$- zt%jtPm3Iy|hC)I@1nj4oSy`!gEs2OXHaGEuTiPNhqo48sl+-vT<;3xdjDJsD^qbz2 zkXEF#t4q*n@k_wpQCsT?27}eqVn6w0!(bp}$BzAMgP`B#Cwcj9&x2J4CZ^(|B01!9 z5De%+nwK{^JpA(IOIPgV(Ue0o1K@&HZ8O&7cQrXQG=xG~Z%@|}(uu{7SN!KC7yb7A ze}Z;<-HnWlTwXS1Vqz+t z9tFnn5oQdi6xKL+czB3AEq-Z57bydC>GLGjv{wB0?;p+0N6QSG#hRU5U2O+*WU+!{ zB$WunT(iHp)1o8=30O-Dh?$kd#Karx>s1bOV$941RaLI@zXIT|-nQrmtzo&_|9{&qe2L=Ydeg2)frm|AVV|zM*O>45sie9yCU~o{k+8UrPOwY`?xw-;U zK21#uGBPqsN&%Zu_ONye3JPJ5?W&rZHMx*SPu2AGeU>|8fS%r#1Mi;`^(6Di*hZiK zn~cl`*!*8jcRHf!PEJmuqoW;0;mM{n09tAI!^l@EGvM!GaJjm zw$Ag$b3doL`Uqix*4Nj6i2)YZ^=rfF`;${O4m;DeLyg`ZJ+Z)^ir$Eb0O(UV*A#}+ z_o;xNp1b`ob`t+XZSVabUP*tuii?Xo=l~Gx&;EC5XlRfD|DpPT3=|a!fNGNLDDbZ@ zA2KsDmlGWR1%ZiP{G}v){7azvKe(cz0~`V#+zG@^)yQjJ#*~%qRGM|al&1zLh929~ zMpG3P71`2J=l>HAsGwkdwKp|9JX}^*7T^Kd+S+PpkWF2$raDAMM*hz{ASI>My-%g3 zrOKINjUGE0|1%G0b#+zz`ZU{=1$c*+ZJc z|M4!4QBmmA?ngz%s81uY4D!;EPmD}VcQW;miG1rnwsr2J}amMQYIzSsfmdRm$klX1cI8+ zTI18FpDN7DDL`cN(J+C*E-x>)wzdLr@%GPrOiWDn3JT!xo{5RGvx7BSTH0^lzFiz+ z>m3(v7n9%zyR7zfq0t`h?go{nVRd!q{}lj3*>#LfO{@M2?uckZtsw{PEMzCF{awkEFu z0LWi5U9uFz68|?6(hUrTbRYm1uc)Z#y@UinyehC6D^<@^F!Cm+r1V(t|2;8Lt5;($ zIgGGCFZ}rmfB|lpQFuUDSQktxBD8aQIxTc@aj`v`t_%i){rK^mBy9YaAOKsAjVa5^ zBM=CBn4$kwbwk7S=xAan2n6yv-rB%mx^;^R3xQ;`J@P4bs)kY+n61C)c=O7bSy&4F zZ?1t|;?C`Wz`)xAYeK@pQ=Ofm5g&!zw+f1jyODf+d_h4$^==qVU0uNV`RC6!Ad*a} zR%5F6+1aLs1`z=PC|eM1>B}z4oRG7&iMgI?Od$Sy^#%a!MYaA7M}^R5>tS?X?5_ zD?wUXW08@MG-FdzSh={kW`R4o?xlK0&cMLH!paKpAEZ}rE|Ts4t3Qj(5cLM^e+vpe zH2CW1B-hmm5kr1DzF=my9Dqsj^YiA#F2pp7mZ4qxhs=K5-4>xA&J#4tlhMWCwT3T8FWvJj-Bm&{$ z~v-o7mzMOE!E*OV&YP>t9;L)R=-d?~1EdclbV(qPi;taZV z-ysADAwaMYJb3Wn!GpV7@DMa;aF+mq;O_43?gZDt-4fj0^;VN_pW1a!o!WKl-u`E* zU|`;PrMuT!&w73cd;9xtuCAT-KyG^Vf>6UCe7EdcV{LOYlz_{A6PjF|`{haBkPUim zL^}Qj^(`t-kuv00OBh-eDiJRx7FK>?p&kq|_$PyPXjKd(Pm9G>;}>nP-ESlM|EOm* z5mI8&>kfLjzunx}2*8esiFx_lYhps_xIGlq#!fef$tC&V>`_3Mc2Qo};-c2O?xiJQ zp9^+aW|z~BCu{zn-Z`Fag+Gak?uv2ovCzWh-oJYFDvGw4h>x$;W)mtN<8DvDX?t`E zhDNjV`9IY61~mEh=G^p27;#ie4D^xv^R=y3tKEH(l%R`1?UFses3?jyLPA-&+T-zI zVIYOa1$4)cWlP%I+qbem11oK0_Zimq?k*|;r|s#+PK{K%hGq5A3$?FP9IOnj3R+e3f}zuf9LrUEAB+11I_l zeQ{k~Vu!H3y}f#y&AHjxU|d#eZf?!@nAXbW<>jEl%VHc>TkF8j52K0#!tRi6Az>jF zBPc$}T!lfPJ{%g__0<)y0=&CA258#T>w|-X%Y((p*jPUMy|{*ko56TyK>>j)SNF?< z#rkibYAu&3GJ=9$T`-Z7cC@v95)lD?;gT`5+Y|ZY1D6=<%_U29ZeOj&M^3C-% z^4kw>qod(8WEp8`X#=qgmUC6xz*~T!v^Xaxr>^cJEp3tcd`+{(nUIiheSLjtX{pk1sDE(q?DEp6aiQ5|dU8@(OKWj@dU|y9 zxHp^>G!!W}+V8(aLSklN(fqd>uXF{fae!rA9+%lmM2MQ2`rzQe-QC?A0rg~tEhmO0_}Wv`mpT>Y!TkZ#r`}zJUlIR zK~WJ<#P)`h`oCvl8XFt49?cNmlRG&%K|@1}q>z3RbhWn&`~!iJtZuz5BG$yj1mxTp^+XC)iZ2cpxhxhwIyg9xRFsuD z0v=ONHZ0KWP4xo#P;KquWTEP(Pi?oChg}1p4tL`t|ko)t=Ddp&>dtx@NcA3%^IbLny4t=Vb&>zRe^V8anC-GIb>( z7j;(2GvsS_=E(7#JGe6Hda=v7KWV6OhGzWkdV{+ z`ZX&nOG#OoW4vCjx%mG6-p$oDC@5%QVZmadj^FzJ{ytYKUO`9a@oalM5SyXJ?KZ~8 zLP0^n%gYPIEA(0gMMW$hK74L+WQ0`J)EF8WnVOnL^3~_$81{w{L&9QXFF|4G#ub? zw!*?)@|hxx@jxQ^1{3qu+Yf27sl0$PIZ~*~V1j{&hzJ3AfI@Usi`SoAS^Mtm6e^%7%yc!K0nvqo>5dpOG4tM^lp7^ZEv9-*t@K(th{{r zG9x1+EAH1XF=J!nry4FKuuDNfA%V-`AdXS5ps)}R7q`8={iDVuu;;C*s6c<7_w)YU=S7L|w>pVRg|B(Ja#*z}ENiUN?( zyZ7&BT0I`4qA&|wB_v)(_TjS_zm9GfmXLS}iJ?^+o0+Necyxzsjpv5$>CB19N9D?< zUhGbz0z1Bh#6)v*b8)fGujLXF5@PXDQJ5MU^S-|Dyu7^9($WkJ3~Y(_7yBB7goMJv z!UZrW5Q~L6T_Yn^ZEfB!Z4hE&;+;iKh?tB_&VTMWTkikx0h zSeXBt3=a>_@~K-C*3!}vvbEgGhl&am2syH;4}UxS1pQDZCnuX7k27*|MC9emv$FK> zZ_X8SWr_<60|Nsw(9nnp;xsiio0^*5zVa}z%2MIGcCNfFfWDu z$>aEuY9dkNvFgdU&}XC+CNtyF=l=F`cY8Y=t&f9)g98T#r`h#7g1I~=M?_XO6xYQ1 zV4>bQRWL_;woKPMIhml^Tu`v%w>N^(aEkep%jfpNf&1-+IW_kEm8O;!N2>uWEG!;g zVq05VC=s7E_PuVAW_<*%#6#}X!UF#5*B{*Pt~xt~4!Au7u^Co`f*-ANWs-LW&oTjJ zy_@W1^1^j!+u-2dN>`x%^}%A};ZpOh%LCsD)(uuVk&c2wgs0~x85tQhHMPT~W{yfA zN!^=4!^Q27?=|QRBTh<39liL;%a+(|zdyIIun^B|L`_BIc6Y_d$~rkdZqwn5ys@#N z`EwLiQeNKbV4+^WK0lv|o&B=Y9|H>uYvPWLFM(LlSB?kG;|X8ka#7UU%D4HM@&z$H za8K{`czAeVHiF*m*DgP3XWf3FzBymt+{DJha&mIoU#MqhWwq-L!bz&Pwzi&~osFf} z+WAA3?r^x2YCL<<)F)#q9ZEgKsfeSLj( zb#-CkpA{7+UT{bg6BE5MDSRG;PZ~`) zIJk)0QXud;SZsv(Br7{SKR-VRaDrl*Lu%)r!V(rG3NMArlzL40SZe0t;HVKDH4 z>?Xh2@mN4zJ;6r^85tQ0g?4py5fTy}92__~IRTc1j)R(7d|_c>US3{k=GU(e704S8LdV3!Bp@)?)h)ML72)8hkET)8Zgo%Y zmlhXyx;pw>V?M7^s;#A>va!2++e-In4oph5wQV`?+kYZWtc3zw*4^n+)naww`%M=o zr|s?SVvSlE1qJK{pHBxv~iG@Fw5Bna@@AL80_?bit>D zDapxhf7)O)G&E3ALjwX{Vq;@7-76tXGvq=wP0g{ev4L6h{mr>#46W1I)@Txk&C2R3 z4-XFkKEB059Z<|G6g89Pjv5!L6oZ7-`amqqpH6>_?Ck8MOk!(Yrg&_6&DYr24)*pa zC@AorcXzI;s;X92$H;hWGjnq(95%kp87mEN)d;%*?pCNoytH(5FE%c#cm`FZX66 zMKZ0RcQXqMO$GyRcG5HI>t|4HXJ_Zk%+>YjCh)&@xjaZ0^dli9-5iXs{PO$RLB^J- zvYgzf$!iQ!(GYwdXBIVRe?Km-tD~eOQv9f_oSdABO3dJ8Y-D6+X{qeJ&+hiN71+aN zW(vNksHhMU7DjmW_LDSHUP+0JuUl+H1Ue?>D@4Td>gvg&=x-t*NT|E+cCE^=pOG=|)Ztg+gFSR+dn3kgS&-)0cTvNl{V1!j#Fu!64cZ zV-_T&KropO8PdFe&%(-jeRU-j&m^p+)x6(`ww1WED!y%frCH(7urr7yov!P``Ezs)DzdhoQm2iEma@5zrFfs5oH&wY zHt#eM5fRxEwUm{Gmp&5{9b^10Vt)qF*4BoGkVZsANJ~psS63$_B)Ge~i-r)4GQ$1bfNUZEaY(wR68XO182i=+e(JqD%Bn$#l@Yy0~8mX&>AvVqU8sfnTezU0N} zDL+~YY`(#SQEyE?>8q@x(`vompOr<1UTlN=;Y(YQS|tkp$C3S7FE>|L6B83LQH~7J zP(mbZdMPO>T3Xu9ye%W4+;L@P<>27pJ~}Ljkg#xZaj|OA=i^H+2xMhtWpZ+If_jtb z&h0&dygaDH5c0alkv@9BqY^fm&)0N!cPAw!&CGnZv^?Z{yi-(BsZlM}*4EahQ7Lk~ zIonDJ&~Pc>QT$6>PDw)2J~C3)JW>ESo@3i* z!FcS}Q*Uf`)~3&Xj-cL8L_|b%c6CuoC$OwAG&D2_`k_e6$ZXKRgg{VGP|(rQ8}0X3 zpj-IL%9BY+_zJR;#K{6tQBfZ;Mu&wze~xorQczKW4i1``n2;127#N_SpsbB53Jb4K z6>BKX{~k(Y?-S6Vrlu~{Zg#%EVO2B#_U-uOWUkSH0pO=+=H}Q~SdNa5znPdgJ2{ol z?$uf@$Hc@y;}}V4XaZ$&0ljl^u~{~ix2vlwsZm);N&mxJDk>@^32W<$rlvbp9JxOT z{P%Xn#l?t-h=P77aGoP0a$__qLPGj`GvyZ-7whZmA4A7mLqsye*=-P^%MTuT`T10Q zd|)M2GV)a|)wX)$_;AM&t)QrAb9-Sv7MkI`8#@+nT0Gz4xJFD&yt1+aeECXBcx|^{ z8>#d-Iyz!vVfEc2bOz(G@9pjN4-9ZfxZzA;-B%TN2 zioa~Gub-ct?dfA!YbfT*G+V89xBo=Sm5R?uOKa=sh)hlOxY$!eLP81(a5v#`KD)X) zCdCQqfezfsW;N zaV@2)swymOusxOyg+klg+f_?6flwb{fP{s+A|fKrcc*2OIirIj$w){t3JN5&7m#1P z05<$#VI##FwfzGF_0EVOiO}CqO-mcp^%WVH}NWMyM}CWe8pTtXi|Pr(O|v!rk(3r ze0;oWiRNshL#dBXXZueiZ!fRGp&-p!%tE|!rFX{v54lzV6nxmv8HBfW+sj%`RuhxX@i)gWZ({T zR{7bpXT-$Bz^QRy00|Lsw%SzH-u@y(IIw~7g8L@@6)sC&eLXN+1~_3t9GuxoqhU`^ zaHrzn#DnFoYWr+|o}HFC~fAQd+Fn`@IoR3knNs30C0TJWxW3=Ik39l9rG#nZKSJ9+s7p z8=0SX=?NhKD2j_c-4Aakm_4JTqsz;W|LGE_$jPzL(D>=cP)c+p5T@0|#l;mA6jV)h z>Z%;pkdcvr%(tR~WRZ?SHl-*l3-k4B2qZW-SX^8@iD4G_Wmqh?G@H+}0UilR(rCB1 z0{QW3PpF2vdW7y^gO5l-V|fV{@foUtfq~oA(GTb2^RaA6E{B7l(9p*fn*JB}b0#Jx zz{J8d$klCUf=XDptA@1lZZFTIiGCXEr;ktAH`01ntKNJ|{gbsmvY5TkJ>&EwJ`eTm zmP?Kh*X=#5((giUnWje!N5Tl`m>yVOB)6g{9Y@#@=-m6X~i6eXDAV03a&-O(d8vO6Vu7Xg^aZHx>Rj> z`SH~BCOmxmBN>T; zf0cS~_?TNzgEnnT>6!Ot%C0k{>QVUhHe|@wKAxqCmj)`11Q19UYyeq_XJP^|-O2huWMm`)DxuWS+GII&aBTYbVAOL~ z(p79DaBKAU_kYZ_Tl@Q$n9f1x?!WzSbSzF_b9jAyt(lGrS!i+NqM$Imzd6^m3JnjJ z7ZU31@IzHpR5Th+8H%6$0d2Y%J06T`V?4I3HA>u_EW|cCJeixD%au(cgwUuP#) z)M^isEK^!kWM*vqt}qE%u-0NRz~BG){4`SI!C-Hdc9OT@IbTUuIp z-@R+=@87vT-5ebqC2Ovz7#kjzRa8_I1~rRcWFR*uB{kU7gc6&iS zuqIvg4;CF3Rhr=)Pc^@@WM&f*5+Wlb0~*jj=n8!M_RZF|Dmoe~S>|v|loT+rTy7HN z!)t140s{x)nT<*`>)Z92c(}Q1ESFIr4BAb3`T4*MZZMuXzn$4|@NZpX67`y#H;K`EU7mWUS`lA3)JZ%$85ZE}Be-rn90c3@EG!p}K5 zIk^|8U|b#_qrG`kQ(jK&p%=@G3*el~!(A2x&bTEZyy z6TZ_l-O%qo!A=+x1_tIJi{8Yg8T-h#n5uM^gS={(%4u| zg?CQ`uqz5W<3~+%b8~+F9|Z+Fe3rg~;Qc$0Nv{j^$jId6GgT<|7OUCm6fE{WLOxzz?MWOqWMpKJFAsOuiEQQ>6@+~5MY*}LiHS%M)lzLc zTU!=Z)?_9F2{AD-MMVrMA|j&Hl$4U(TvZJXBuIUI{Xh&|Wmy@3g&Zt4iZep$9FH@S zlNb9UDJf-=j13Jp4h|lGZ@tm*-0W<8e0;HH{mE)i=)@*~wY{*z>X@F!hN!En*V)X4 z$HqGB&#}Gm=fHZ~FeXeK4L`e8%={YcwGNS52fY;=Du55ea^$G{lRl?BeH1Ox=Iu&@-7h>-5?Ze3knH8r(_gak7-E)EW- zu`F>&SafvPmk-=LJlEIP;<{s88lOMMg@%R>8D8#8B0(0a2fHBHQHD)KaU*<5IH=4i1i$ zmDSkT*guTO;r}_WcZU!lL0-OmDJ?C{%gd{nBPFk@T3cDUy2S9w)YR18z9uqKQCb>V z9I)abYwPRbV!%v<7UCHcB(>b)*45dWr~D>R_^DXw(~v%JA24Ia207ar?HCyu>F8M9 z8qMVA=VxVQ1(jXT@NoI3%7v-5^~s;#-UbE+FrO3^$A^bY8ycL~`=eL8gEh*(3hU|; zZ(6{lH8eD&rxVlCn%(K-$flw|vRcs~-|Y>bK@_-tK2^(K!aKOR5A11(7@%FT^DzaJpQW6~y_2AucT~Eh5tW0~SH0=(E+$**Dx^5v;A* zO3GxJqL_~yy)+X{5v$}s7o0#+u4Jj)qkQ7>5TmMtcUmyMT zj*rI?2lj-G_H+Q^9Ynx2^`u!$G7Teps`7T>v0KPdv0E&ZRaVk4Fl@g6ckt4-#U;P` z^qrlZZ?3QF8yax&@FXQ9R8&=adU{%2E-hBOgOwObNi)3>P(yH81DZ;n>dWQj<+{4M z>gwv2OHCa1do#V^q}SKiFrI#Xo9DaJ*Voqp0Ri;%^xE3mui!goX09d+RT&u>JN!_A z%k)Li(^m_&rK5fZ!N7=gzrX3~>`dZusi~?`5)c55M1?BF5wWqk{aa5He%M(h1uY$2 zVL<^jmCxg3Op?zwfnuZuCA`6q@`lF#{HUr0|G&==*L`9y6F>Kqe|m!dXSnPCH1+=$d~iD57+U^Ee|^9J9N{-*B~Rb> z1;le|ZmvJs_vu70d)qysn*V=XRu)48HilD6)6>h1h6xXXS~VK&_Y0H@dqKaQo}S)g z%HvRUOw3Y)T_D%fO15>_fP)ns9c^G_g!J+y1sU1*&1%cDtx+Z>riJ|Fnf>|N=@PAh z5(nz*zUwp39WS+!ub8`K+fY$)vNKs29Tg=YD43a<3G+!%5Nzu8x`T+{r#1u{7{MT@$r{h+;+FOzgb!mVPM$Y-`IsnKN1CYSzB3A z(bH?!egEr=j7LUBHdUmisG#r+GBgA>;n&yKz$EMY_d18eB`-K6bqx)eKQrZet&b0l zEiDfh`}20Tws&`TGAZ2R`^;2SRFssIA3luC&o>qo4bIQwLGTF(c(}QJe0hVh@p+Dp#p8bGc(ygF^a3dTva&ks=|(|i;^;dh zucU;Ynp#3y8Vq?goK1By*WN! z6-CEFL_)GLc-jHlX~$-Qs{sS^qpj@|yf?o>MP+42M@MC4rD)LG(ME^ElM`#`2`eir zIy!n16$DUni#2LXG-{#k?Ov&=sa;>?Ew3cS#FUhjzQ1Ylcx*{ZN{Wkn3n8PRi1=A! z%!2EH4yG%)T)X;OI{^W&mX?;BoQ>YrnYlUO_s2Ue==-YPZdXNF8H?)fVt>9Tl<3ji z1p?{q>kAJHE32p=8T!tk(~?!8q^wND?f7Z`Z(k%O;PKMXM8?K$uCF)S@8c>13*5jr zbQvm755t3hiLfxx#Gh^i=jT%yfh$#0W3Qlqo;Z}ks0U9(wA}s^2?HIyM6|gp{pr*y$jHgb>FCTme31oxU&$*d zpkrVFGo2VZjf{*8i=`$Ubo2_3NB6PSMm=tBZaX_WH8nLNUf2Ix2qdS~N6^vHudc4n z&d%z_f`fxgwHoa&547m$ioFp~;h#S@TWnC4k{ayp&dJH~t)%`{R#x_&mX_OYN6E~r zC?P>zPHw~>gA#>^m)mUS0|7zu)|PRF-_(=}9UUDiDk^6(3Pdu777YWV@%vu^C8emU zs{uIti0K6k1QPrT?#%6b$jYy$xlwRi9chm5 z_+)(`AmAl0FYm#tr)Pnv%^@J5M5on4Pmh$GJiD}XIN9&%{jgUubjHZY$WQHQ3RzD- z^ce}=;1d3~B=CJKss}jF*U#GWo|cYZ|9O1@d1CjzAb$3rS4hy)?CkRoe@pE1e?^FI z87hHvo9*`4@oG;f4zuCK-t3d_!|cM(Ib&nvI`{jVT-nq*=9b`v1x;k+;FXoH|M?nh z4H#H(aBy@wEt;P`eK}YF+xp1x@Z-x%)K{<8=%+=5g?~0S-X^kJg1=7TalysGL45Jz zyAcSuUR3|?NIoK;ot^bVCDLxRFRrd;6^~~#Pe@2m|MKNe6qO<-Cgy|oosOc84g)DE zpoIMAV~5kLYig`>?RrN?%d4x;+kU_%`P=CKp`}Wr z;q?K~B|%3=hlhu^+~OuFfX|jlKtSNO-X9$i5y9^b50q4I--Z=Wm1xmWQx_Bz;G&`Z zU0KP<%F;J7a=6%2!@p4^#($fB<@VJPHDapx|>Gz?dp`lq?TC%g(j*X2e z7plN``uf8AXSa8BVAE^9fS68~@OV5lH8Rl{Dq{Xqz*sS#=1IVQ&UBMh@6fN zpAj@^W#uaa1B0yW@WO&7Hg@dIjWgt<^VwDkj|+u#LY2Wl46&du@I7@r^0d(aSN9&< zwivFst}d?YtGJ}3jnVh_R8*s*qq9}tBE!O7Lyk^QOEqds%FDw;LuI9;UV)kz92^`G zk8@N+1Ue2*en|-mLbzNXSx!fuyi-SH5DdtDBp69IM$(nLh?)L~?9&bTX%% z$@R%PaEa1TR#x6$Y@8k$3Bv@Bxx+zHRu&ng$>TAF>{;9KYR~TOZby5&^Ti$_q{9z2 zmCamTQ!^OgS`32GXe$n~bC zrkI#F(0*zgo6}s`R0XS`hzN8<|2kk4+W8C3j4jbMDJ%?Fi(1>*zsJuD3kyW>GC0)(8L+|||9%gam2xm3HkS3p=8E?I`sPR1uIi!5=d zq^Kw=B4UNMZ+)@RfkC@TOj2@HDk?e}4uXx1?e6}7giVjnWiKTr*1NC(9B$Xd{_R;u ztMh*S{_>uhnu3gMW`5o#r}A^r(a}*~Bqc0Jz(z(!!otFe2EFCa9S5SB-6=X~yH8x) zOd7v;2oWDN8Ri`^@#xIVXB{2cW+fdhEjoI7nTi>+i`&b?{H@%IiU^TR`9j;9P1DxS z&Q2B<7BN&xdMS$WQ812&64~?f^TWf#gM)+J-Q5?~pN>iL*7eoskFG#$KBp5hHntdM zMiP>YnwqKJ-WL!;ZpXCZVjh!;_vmR&uGbNjWWvJ2fPp3~Ec_(-U0mb=Co3vC8s}Aa zwdu5&ih+TFwl<*}A-CfP@84n)5+sF?u(-Iqw6wN?0m*FFn1BEY5fS*nE|S9R>};@W zRThOpp$Mpi&pqAmZ)WG`Lvffl&UdHr6Q6+deCeik!Vqu}=5tlaTn>hYhC5qZBgR!h zK|xhjfJ7XO&w&nt=hf9!2CW7%8X5r0(d!A}nom*rFD(E}n>PY#RaKRvqa)*EGDL=qGGPbTtiUMJ1@^z33SQ7^)J6U z+txETC&0%a{93-YzOJaCFg898xD~a6cS#&J8%bOa7NZ%$%tp|n($di2;QO;}jBP$} zM1R^~czIj+z2SMB&)&1L+Ch^z7UrLlhpIhC=jZD(x9G62upAuqdwY9pYinE%2S+C- z4Gj&PoSb9EED$+WRgd$X$>Y_Y@v*VaF2KQYe|)%)q?DbTn+x#wZ+1T4S?h~@1urNm zX}UL4ez?@kG~%UHZ+;*5}38R-vZ*+nk86=M?6GhMXl~oc6N4vU36ig zB&S?$O^v#mnshu<*XU??<9o1O8&MrwcNbp%;pzEFNoiuLSR*hn5Yz-c9v@CltjD79 zo>F;u*J!%|kav81%frJA3=E+nndgVgprQ3_Yjoi${P$@|A!4B>;dQ$a${hWOK>sgt z6>;DCw;9-KyhgkImx^@r_@4sOAODGLA^%BYKL5WZGi^z!U!tH){Yfh=}YcDA##TX4eHZg$R2PnZAv`9}c-pZ}xr1#>O;iEy4{-WUtesVq#28Ohkl)zGw5fTu2ED0=TXI`FO7E z-@kwD?d^SieOJ4KZS3r%Wn~|4-#l6_x47Zr;?mR8Yi`@y+vDQmQp%>RNjx6?^{%O5 zvop^iLa@`Ir={H+#GdF2w4E$aE>tNd8SwS>o#2>CiHgDmbfXC!nb=Gc$e+#4<%ihy zf!NcNlM;>El4hDymz~+l-0<*lPfv(yLqbAAMFo@EzpnU+<#*&)sg$a2US|ef>(J>TF^{?fv@$6Vo$KR3hHNI7U)7HWg`U^Xrp!Ffo02 zI}po&iir4k?&U)RVP$3IK!1PTDI_8yqE4aY$xyL9`qu;L+4=eH#r{C@O=@RH@(7|7 z#dv3@k2(RLdsB4ur>2; z0wIooKzp6lYMrEO2+*u2B`3RG9sR8~omSV-h>ZF+o|B)S4+jq~6VD{f&;Ntkza_cD z50%g5f|iL%L0I@_*39fIolcAE?o_deh={GTLrNy6_vuP;X{k}=EId5C+s)aJQs?^` zhd^W0{Mq(C~28q7CuP;gm(Nk~acPfks}K|_P_48~(0Gp>q@d&|MW5y7R` z9rWwhuV$A^TwL6O!a_xj_4Re&9X*u5I$vWhDIu}aGy?e~E>1;51NhCVrP@kgB_skO zA{6-fVMO^S;Qpfmuf}M3v^3C2WVhUqxk2z4mEEV&1P=NyU%s?lZu!}YE2`b%y1l;6 zYC1)$@Q#&r^7rrGBO~9tgK$PiM>Ua2HiuJdtE*Yr*tDyR(TuwOBy%~45w!UG_eGFP zrtrG;myd4NQonzHWp-Ydn@gGhBbD89DO)mjY;25$g~i0wbaN=NM~(UM=&v9$a56QWq2Zm5_jog^s3}BQ-iQ0+cgq_j_spF-)bH1My5w)-s}wk#jLI zHO- zD(0JAE@cwgf|DQ<)yqraKEA#;*Vk@$SMq{_t2>j0nzg^$+uO4xV-w=yq*A!AFPA+^ zi;Ky(H=)Uu<>mf?fy}I|lcS^MH8mC*KTql6;^U8xj=oQ=G`Zc@q@}ejEZ{@N#>YWR zvFo)pH5thUG`X;}R91^rNI<}=tn6s5FLH8n5(6FmV|xMp?&y}Z4prKD`_>@d*LeSCbRq@+r;8mAT(q^vP8Fm5joOA88a zE`!}wC@3h**lusmclE3D^S9@!O;>wD5j_9*pvc_itz3=S?8?eYh103wo51yrjg8gS z)jxmA42KdbDk}EpYi(kJLPLo@eDMqj2#AkYQ&dz`SI3RULPJBt$1lpvTwPryB_{s6 zzJA_1^w4ftd3tivyO_;{|c1wq(NOC?wkY#1?LG7 zJA9Gn8y!HmX#JRM(#LYQTYCb6AkX*8TA9tj*&^?P4?cswGY z5<)6IoMfjbgRVW7YHCW; zM@K_*yBf;Z)YRnV<<;2*khRNwiGzH^BqSM`nH@NtSvff;M@K<8%<$kA78Vu`4i0{- zg@Hgm#1E#WrF|REk*E5noij8vl%g0P9NZht6kW@Y7RVfxl9uM^C^elfK}19he#_{U ziMdmx)o2gXR%1TDF&H12l(ctnATu`4Md$zD!_>;pwAk3OD=RBMk+3ah%J>BYz78d@ zCZUFzPfkw{$20qNDx{>O)YsS3)6<`ypD(O8bWKk?taSR{UhI!gPlpBskXYemmy}q{ zRv5Uty7Ke$ySln2skM3@RHd=9v+FcFN7GJEOeAqRlw@RlUGI-p`avw{>*(kh2BM_I zxVR#XS`^6H`FXt5#=&AE0Y1Li&_3{#Ib4=KsL2!!O=0;q7EUS}L#LslppcQ73B2`) ziHX5}0C>0S>5*PPo15P$9kz@uEBnC5$Co%nk!oRLf{Tyu`uN~RM@Pq&m>d@;R)Fu0 z-0X5m$Z2cr?9A!!!^Fh2v$NA3jHfCuZ?!W)rK6*RZt@C`&1|L9e*y2&;Nk9?thS)Q z1W-0xTCzMkfQM=-pDdQCnVHm+UnvCQ%2ncj_brmRWA0ON}lUodjaNXS>81=e8#7mu+D>ynj_O4Tr zkhDiDD=FFjZT~rx$R1f|K9MI69L1mXzvhQx&*9))&bIh-$2k%Mer;`m+=H*LFR(-K z{8y1K(P|WNel{^Vd3}8y{vEK@E-o&9{``rKj;_gdy+cb&J5{Rlcz12%WX5}LE=k>tF*mKOJ}04)9Z z-(Svlr-yrb{3>(9Q&I@k@(K%Gu20tQu21u6ZEQ~e{P|-voDz=oSzbQe8G?m@F+Mpt zG%x@Q5d@ONi-2Df?_H%O?ftBZ?Mv9c;lO44v~H8wRhMKHs@v{UBaf!qxMO7Js*>hWQur7Tg+d`C z3kx8Xy*Zq^TyNud=ML+ck+JgI8v*v&Gg?|&C1vG&bs}NmuAH14z`;snGhgcsuQVFY zxwrsX>x@xjB?JGgEPZQhCR9{ZTSu~er@O22^mO8Da#)D6@}&FyO}G#wZPZw45#3+7 zMOJo=QLp>x^puiW><;KnZ1rhK45G-a^*a*778leSCac+-^~b zc<~`*WMsamL@8lmZCF_O`T72Vfw?(3>KYpCY;3?yQ5kCY_&5d{8Yt29 zhLdvf(gA$B*mDTb=^!glPEHC73ujqXuI?T$HM@|C1bwNTWo2cBydxuH`O@aOu%LNh zy$Ax$H*r#it?u_9L-o&hCNB>bD{E>fj?YSSx#Z=CQ+PP=vgXmTu_=+(*ViF!*Pg;M z&my4Fa1g*kq^5obc@qfw0kE;B7Zzw~XaLaP?->z+&dbXS<&3Tg9mOnh&yk{tw22n*H7u*BSdo&F zk*TSvDJd#??zzs^O1jN2}rYoD9 zx$c`SlusqI4j&(%pGep_+1ZS5U+vJv{D4K!uDAY4-8V4ca(SRtflo*%!}G0db}uU{ ztDt~dT3Wi`1L)J~>+e@6WWgQk>?EV2>YJOp=?=zgYHGs8#SJCm+n9M~r!t>PHg+|6 z{H@P!mB;PIR$pJ=z#zM-ie(z^3N*I59IwC`>A*q$+yy-Pqm-m!GiZb6tdCYJwaf0e zH{EV#k6VQ+uk(WC3fbNbaK>l2reN#Sy!ces!Z(bU@B-nQjzE-4AA;t~@RV_{>nZaJ6J(i%EH9U)KUb!%|HZwL-X z-X@d0d$>LH_xA_Q-T3cmXh<1GArPmEzwKW>U}9lmprh~Y?{kc+(W*E)Uaj>-{*^R> zyV=CV#Eg?N{Q8w-TKc*#k`nX^*r6r?#md!H2qBNe&7-fc?^3;upFU%}lqeWI?3PPe zIXNOCB5Z7IH$aI{4~CPS9jJzpkdnsIYe^K`w}@$K0z-N;w#1iHNH1SrU0)j*7;t@z zxDb<&P*GO4%285Q4#s5-pjBiqKeSw^vqD5fgoA_2&(F^k4LummL=Y$9wB0J#>#63fT^J zT2?_=816cF_o`~mb)(7s{${FJW4c(wNLTmw@bK{0^0|xfO%e)eHv#S?0JAdv_ zQBkq6v1Mgtm&^5fQg~eIDm~nF(rfJyp2NWz7#MKeo{^K2Gsa6%x4B;I%?`ve^jS+w z4-F-<`yu1OgEHsH)D$7B2_}bS9+QxZhFwP*zxUeOn*G6onxbOIb>_ps2S&zv=W`PU zg@}?8dc?7h`=epsd)?-9 zy|cU99Zqy~abg8|^!PE=!mfmb1Pcob87XORU!UMPaad@mw2BJu$vu>?P6ub_7MESE zZpl${C=@!HDyw#Mbfn+rvyftTY-e-4G1A`NZZ?>X=-{+^#_cf>x&!%GMc$G{JhPy@1)!E^-F`IzN+cMim)E-YN{ zEi~C&ie24nJ@5EbT+BqoY1E(0etv!q!puax1)!WGv$I=BWbMagF;xGjczB&dL$`Bw zZ76=t&0bz!SNSqY#wI3qi_Pvk)9etpKfh2mBgPliGJbS)sHm#Or=)x4wzt=EuGR(<6Ei0#M@dP^(9rPK_-*3fzkfg7 zM^hGVd1Pc{bck%XYr8hJvum?k5+RP@u^fkmhlkJA**PZWnOj*Yr199S4`!sKqzDKI za1pamQ&Y3BL^!?vgf;Z|Fxm6=##>2AX>d|t94ap_&ucrcQEu>K6%iMVL8PpynUb2C znwEBXx! zBv%p+hdUzsQGf@eBN!VE4K0dX_~K-HN-~mkWO(>R+XMZ)ygXx5(^~uAU7cYBXWLWz z(-lT6EG$SQl8gc!8(TqFS6599UtMrvzQK`Aw{aDTd?#QP92f|P!J_|OE_E7n$jQkm zWC(P2bae1PBF&IrD*w0dKJ+70$!q1-pLVGI0HA=jy>gr7m4Fk#Sxy{W&LPB1k7bsHZKNf3+?T?Ddco%9r zJTc*Yx}&M8`rQ8qAW;<*n0m6g52SFe&o?-R;j^UjJDPfXds|!Y6e?uRMhXKse3R?` z#oxb9hm6}axVX5Om=RyUzVPs)l#cBHo4IIy=Ivt)`_vPCyyR!G&q>JyPt>P(g$G>Ra#CI1qB6R z)oz8O`+4}s%)2tPu-vNcsZ%mB6~kaX#vJgy2}rraS}!^-T|iJ!P(Z-+ z>}+pepQ|TE#n#qVczAg2zC$q#1}1_~W@CLlvv%#y#mV;K;v$=V>wJ?doBD^|RBkIC zyG0#sZIY)?D?HEkdV70;`jC?RYe$usv~+KKI~6l?iN6x6qS>E=0|`krYJ7$NOM(1KbKj7uAwOuIs`nBBm)(6%9&C32-Us76H8ikPC@WR6N zN@tkk`XH@8yL|Gi4>Oe}78VwJdwZ8>`xN{Rt7gGbR#915ORI=DY%+n>wKb@=HVHYo z{O4a-k#7|g6r`jq5V5qk-HRD$KdY}%Ah+^!)eP|WkKn4cinDQWW|JxLJTXcdcf4n@ zrBrO8&pfo^EA5nKcPaxEsdC?Yj=b$t9ovsOTD*?Pc1QfyY|ZkW_Z)0+P5hR!pYAz$ zF5+?g!sw} zT%#-z@2l(Uv;8GIOG|0Fwsl9%Lqbl|{$}^1NHRg>%1Ufv;=4pGKr3SaS-+E< zPj_Zmv}C6skXJ1oWAWv zfRAEgVq%r)zzPx0xvplN?ZRx0)m$o*znj-dYtFu=iVAL6XJ|wOHwVXsgcucYVuXG9 z^5^J?iILH;LIVwp6b6I6=tyZ}#}7L>-c-4Y3B?i9mvV8bg~471z1=;Nk(3At3Bf?k zt*=k^l*rE_k9hY41EZv*Bwfh8G9^XR&~PP^OtAHu`RwAt1Jz$iS-IT|Qz`&QOkYe@ zwOUw)l)9JA8x7c16*7g0_&)w>6U5k+Jh-{`B#t=MXF*+ z^28xl;TMv?;i>*@mE{^I4q?5$IxsMxU2DzG$q8!6rFTL_%dDZu&@b`v&og6Xl2~i1 ztN%RrA*r)n03DQ6ZmZ*y6Zh@Ae|ff$S}7(qb+*Oxtf;uS0odlo$H(hsT2oy27ttR- z<{-piU|?8mNteM@>z}z|4Pr|K#A{u(`RZDy6HdYie4Ml0u};WWbTa%F2p? zYP9k*B#p<$<7|%%3RP8I-P-CkcvYZ~<@5K?hj0F08yfg&XpFbU;dFF#Pw<(01_zPf zt~HE}^OBO(Wn{u?YfopY%uxI~4bLwwA}K@{|Fx6@0|WC+K77cot#x_x=2LKR_s&d} zDBlxs<9*!8LPE{CQd3fh&g80@)W5xd{~ll`85tNDDypii{?)6ToSI#BQ>&^Rt*n?J zVMo|h{thOVxz+S+p)8ym&yWy)wC?(P{P-m{aFE@K69hK7b=_$h zY;0_A-uzfyT?NH3zVyH+1g55@tUC3>eSO>4muHU1emD&Fb@uY_-GAP#rQCPuj~^>zVv!3?!&M5Sqk#tnqNt=)QB~FCuofB; zBBi6FV`TJuvBk5=Y4aW=H8mCVk0n7*m4(IT_U0P!r3{RX0Xh)`t}Qes2ykMvv$IP{ zNkLwi$;iw5obG7q=%g1FF+vFMT$>^S0v?^AczM@;DEH^*=j-MDz+>=WxT2K`Ldazv zT~fl_5HdME?RI_PjOzbm;n%_MZaO+T8k&0$Ik^FHVGkjnt7O&9?d`Z1s1Q|ERTzqt zrluwb2Z#5?G5p^sEhXcz){vLSg4;xaV%O$aaKKy0>%y^!h=_(E19S8DHg}>ZC4p)6 zx49#P81JN|d&l7_Wx7ptR8%>orE;Iib8>RT)YKBUA4SK-QM*<$GBHW1YG( zHus~h`T6vw+G`_Nc0_lJ=NW5FpGp|`Aa9*sG2VkXIv#;wH1A6u78Y>m7ZamMm)6tE zG>g@8c0T#D+=24dYUr06pdtfi`nM|+2e9|AU;F(q2nY;B`Tpf8wVNdwDX9i?VsY{IT3^yohTu99S&*Im!P4?E zgwwSD>)2)(K8v)xeCtOU|B>+j&;l&CkLJt3TS<+KjO647B*O4B1e_VEsf|vyChBY# zKosIx%6V0J`NkB8+nGB*T4&R3tajQQy}0lY6ck)^xqF5ww%k-7K#)izGk)LnbTTni zPU$X%>NyV1pMwK*Ow5U?DQrwkTGz6?ygVvu>L%Cyz4i4vyCo4TtL=l|-Eq0*T(f%% zO%V|h*ra^rwhN8Cc8d?t(0tVtqWt_`ySe=>|Ih)*b>7|*5)!#NIgKv6y>nQ1Zya&1 z$~y^kz%bih*u_8nnh){+*vt0+)Rhx}WB2CL*wmC<)JN!_!W0UH%E(yl%{Let8aD6F zDr#u(+00f41UxV?G2!K{lg|)1zqmN$v8+pAQorZd)+VapE+-d}l0sA?Q#f{cwlC_i z+QaXNeDvtbk?-&E<`@!bDkmqm`1nrF6E5%!?;$EGxrmpBwzlWtDk4MB)#u{a!pjT9 z71!C!73Ac!&s}6;5Ocj(RgJGZUgC7#QWX{!hJd3{M=-YQ{$fT#!bvxU@0F3kb6i{% zb@e*$OPBw+yoey9fbWf$j?Vmk+pVpUkvQJ$>@2Hxt@ZWA$;ilv(8xP)Z{b^!Joh8y z0X|A~b@ijij}H@FzBD!p`2Tn@r&1`-&BJqgeBA7Iu#(JfBw`JujoJFMqQ^;p%q=Xy z;_>R$FRT#AYb7Q7wcZ4GclY(djQf7=?P4}IyPrSb!^V!9sWOY>VP|ItVM=$6Vm20* z{77e4SN%F$vYFcIY9WW!o|VopXJ=cvW3pos*l3U=8k&djGz>qJo`+gILg|Bq~b5#)bvbpCQQ0&dyFvEv~J7xzOYa zQB+l3U0!Clo#!($`aM%+R+yh}pLMs+i8c;}h3d6_e0~w#}G2I402(Q`8MAy z#)E?cB~?|O8cRIL&Rm_{`e25KhsXA0DFCnk`SbTShT<_MW4^0-T`NE1gd)UBCOG*xK3xbqxU-nXuI)bETD~Wv^ky?3R_1qT-*E zll&3$jv&k?-&-F&J#uJ`)8;5#rSP6#NC@I&d+O-$P{4(t#A@oBHBVDzrLvx0Yi;f1 z?Ck8sM1m?FK7Onukm%vzt$pOvZFEBMD=I2#^}ZAk6vQUxdIW4oU6Evc#vFLhpV!L+ z>qs`m^tyz^6*@Y4OqyIkb~fdV0Y{3nv-9unsKTO>l9JibPz+2=3ohcBy@e*;iSs+> zwX?IcgoH#xLqnN<+uk%87v$?8HjrF{Vz7>m&ehfVk#?P}l$6wU+vZZE>wc@*5c%DF z_(v>3@#|RrQwz38!`RzLIaDSlCcw7!f<#EK+3m+d1Pv3D3{O!}5d9Mk~$VppTTEa|)>IEHMGUHnBEN) zK?w5o#R-t^9ImXalxo*ukqfzv=1I-3fs7~`8k%RgxbWB^Oa=!>$F#IGv!P5mF)E%k zU1jC=IhZ%Aek%yB<#$9vAZY`G0|R8DK0*_nP({V>6Q{S8RaI-Nt8{XyZxhuli;3<& zy-wDY`U6N}Vqz4z@NBKk+*)7K$?`1pW;05LH!)4_CvVFeWx)nc3PkTHjqr6ug9uy%EA4McE4EG;d` zMZDZDjxFxrzyIXP69~@Jr=Z8|<<;EWER-P+q+F(^1pxsd;(RDmI4~eUuhlChEp4vN z*Vn{k?eOr>`|=b7*RQWjzJ2@X@nhub>c+;#@TSvZ@SPwRd!s6s3i9Xpn2VjA-{l5)ob>YPgk0vsi!Gj_GsWYHdkamM7Z-aA zO;eqn5}KMbBO@`LhB36Y1gttea~I;>kz|4{JA}ahb-cf{G&3_ZI2akacy)Dkb$zY= zO$Yw<>#Gm#545$ld3oz1NO-}8dV7Im@(BSeApR$_8zsvkD~!5VR#s3ki9sgaYEMjZ za`F#q9c+>HqW3|6?Ak19g|_Q%8GyL~n17OMYG+7Z(>G zvzF*jn*@j;=x$X zd-ExE40rbxJBL~+COkYG4rizlH13IZKSG+Annn_FB5#3#o-)AaC0R(QTMq!N=H=1M zcwb+DY%B^6`nuZMNFvUHiV6Tt-JUF6{eHAQM8WTnS6*K3dA7&H!=t9Ame-t}P07di_u^z5 zVqk6#%gcM)duQbknIgDj4^2!=fQ{QoZa1(AeTBm<4purd1YKPm9G(#nD9Fm{G`Z}? zP)jyCZ+9(!1kg{?$lzc}8yg!%MMYg*GUp=QCKuiMk3VK+G^M2(85w~I_Tu6qZ);;D z_s5SPj>vw^a)TeG+I6+I3%#aQg@DLLPEPLb?tZjBv_D(3U18MCs#E`hib^a47rd)r z*84Y(#Kgqjym_;-vI0?rLMQ6%^y%pfQSPHczDHAv)5)j*UFifVlmG=K zDtbFzVWivS@(>~=g{ZNbise*=LNkQi9R^al@$vB?ugr(P!c_`mL51wgmoE*D>jHdy z5Wmb!J#X*pPxsLZWK&`jz`(=7d7T*^6EkAhcHL!Kh4^&09nQ+9R(i@kOAH|fnQwwk!O_``>RU%$S9z~FHAldXw-nIwo`$1()Sae-_5{R7CnJ=E6LRz)Q)Cg$l( zLR{STQk&?EDMt!7H}~x9EH^iI-dh&|2;$=RK5RPoZ8hVddfHC0Pl`58o~%}4mv ztB-5F2}mR|CnrZvP7V%-=S7s1?Bq&D!NjMnUA(=8p%c^7)5F6r7#XFd7hAn$Q0?Ph zZ_PJ2QYc&|#l;nul&rF5U&P%#^CDAiRka`=$K!Yd1p?^(ad9M~K0+aOkDok&^K5Nx z4P^=!!(cC(cx~su7G0d}v%Prnad(!xQX2{dRiMh!k`iWSX0MYiXc0iT=<4bM+izT_ zVGO!Cn2sDA95B=W_>#OO?3P+v9M&Gs*jigR+yCzJN5gJzX+e3dsoBund^IF`J3cXC z!jbZ?R0qmHB3^%!*^RKs1gag@dK(XF$qaVdODqKG6d4w+dD8YP^ge4 zFDqM8Tuhw}3^{06q|;SqL%>$x_U8p9Wp+tPe_tPXY^Wt8RaI2(Lv(c)cScN+CMKGinlat13=9>uwOCJ{ zkZ_qRdV6~-E629BiV(4aGTNM7n_N2I$lze)8S~wxZW#qK?L+bW@m{B2>~Rm z)%&uxxmoDt%l8rzCc|IfKwdC1664|3cwe4QmFZ7SPLd0`l~-2AYJDg6Zn%$z1#pXc z&B=8u;`9oc)z#IjEZ1Mc!onz%?0Cj{`v9S#e5B~vJ@3Wp5>bC3CxzpV_l<#9>V^dRS{*zgt^v}r|XMH5p zi*2*=Go(9`>^IAGbXnQ{)UbMSj;`I#57!88vPp=Ezv;K#++2HB3YzqS?F@FBmopiW`Z&9^w6xXKH%xSNez!kg zzkdA{O)1V}GyAs4oGUd8jHTnvF$*rOp-kcH>uUrl*Kyfz|5sHg>ng&<6>u5-Nu+B_*Y? zLWOlbUp$DljZH^K2Z**URG`>%zzTL;`57`+s6c>+C-we)I3c^?`Qh3s$FGlkBO@d0 zgBisoB|DR)X%P_vKSOX4N=dA`q2b}o%*;FEa9sZ%A6;DV@$mU}O0S6*Jev0)B* z#l>}ebhN$LBIy3SGPWm-fbFxtzoVlgEe%a|O%3R!XM$iWBO{~r{uJ?1?$eDCqaU9i zVxaymOS+z@K4E-sV`_^0bRX^U$h)!ZE-ju zlP>7WDk9QaQX(rZ-Z3$e&}=k3BD-jly;%MI`*$SL6bhYiKSC;PGKZY)FKKIPHZ(N> z{!{#0Ny+Yi(15(WpIu#aJUlM@i!HKrM}L+(=FxnHyu7^w0|T|Sw7%&yP`!M~XF2{- zU43ey$<@r*n2VcRQ%j3gxA8gTT?BEbDKOLyrSm%;Zz$~*d-TRLI3oKSyv`4I=jv!_ zX(hu6mzS3*X=xwcI!RS`$1|vy4yLChCMITOE#=E3X;zu0Bq#r~s=ZcL2H_htBly+c zAlzFWFddpr=Qp&By!g+XwK7urTV|0W?hFpN@g6NMuk@5OQrTBrFUZY(_?u zG&Bey|4Lbbfq@F?e3W!_JRg632SmoL2_{ZX$IehZh=HA*s8LtANnaw$Ybz_J^In4r z4FLgx%*@QyjB}4ayu%9LYHGN-xf6aEM2Eiwxdsdj*_OgWLachte2&O|lfFc}=g$Lz zgH@nuJT?NpH&?5OI9{7sV`JlLyQNkTIgmIyJF5kSc4kl#{v~g+n)-%IFF!pq(@@pYyMuUaVy>5be981Q_xyf$M}h9^&o56~TU$X=N>9&p zl^Hf%z+tuL=K7L_g~i+3o12^a`ue)6stN@-Iu;ifdwY9<#bfxjjt=P=|HL>541|1N zTJk+VT$_hNaBy&52a#UiT<&9HV#>?QudS^OpK?~z)w$Z+$3#c-IU>U|Gs(~3(lRn+ zWMnher$x|W(mTL$h4l;v$K?Y^Z(pCdxcI{Se67vgWWG!iCJB!!6lza#!(DyC2zkN8 z)VHwE;kR2S{U2QS;`Sa&l ze#`Rudbhb+o72-%5+3X5goKmh<5lt)RLHYu&jbVnXmFp$q^1g3j=wxKL5HOA+U+g2 zT<*8s%5(pvOc(WSZEal~8XD^D1!ktP0y!&N+tY)Ck+HF`urR=FgOCckl$Z@=*4Ead zVUhk4CVwFWpk#D3G(Q&?Z$|TFK+AN^i#6nQuF5PbGE)Ba>(~ESdt_u}!Ppe7A3B0q zb-}?Tu*AG$opE$zghYwPpp&(;=D9l<6hCaYbEaJYq{qN1f`QE4d) z619bee`4dnz(9A8 zFM$C8@7pOD7#K2v!y-e_)wUxDGjGmxV>o+qax#fk_hPqhY1V_z(9ke8HkOOHR3?da zzVM#k#)i3+6ao+uy=aSJu;?h=*yxJZR!~0a>gs~Lpr+=uTNI*;JFh_#tUY0b{QCas zzNMw5kB`r)OJ;rj-$*jS_fQLq%`Z=>C%@^+EV2q@?EU^dHa-0wIX*r)859&0`$g@a zpw34@J9>ArWjo48XtF>tF<{fIWaUeTzweJ ziXtX1-qG0^SbQFpEtAA5A|le>-maykg+L%UI5^13$su2hihzY$LjzV?x{xnJ@aD}M zd;0^0MHVGRMU6UJvWRyi0!|zLXxOke!7Q1aYY8LGKM@Prn+S<_2(9+5Z&>wEM{~=oklG**Q5VEqemR45qn)r^6j$jO;N}p?w zN}0u+^P}}RnV11nyQS8Q0JX-(#<2o9L675&X7{6>p7Fs9L6s%C%F4<-NjVvr?ai^m z^Yin(tL-1K4f>?m*qpClUn4INy}iI^6B_!raB891of9%XHAR32GIQ|=2vkIKKiLHt zh;$!H-4Aa?GbWU~9LNwPfTX6S$w*5l%OW!bT?L%C-WFY)Y!l$(9(7arYG`P{ii=fR zL>L)?if?68GBI(oM6(K3b)DNCMKNa1wZ$5ho~~nPNJW(0vz}5-%gZ~})AMC3 zUr}9MT~(DP5b`>A#L3xN3cA18vV63Zj%B_Lt*)&_B9Q`uf-2PMUExIH5)$w3MrmoO ziHQlDek;vwApEwJk&#iAUVnWs1IB|*4|1LcT0mxP4G7I}VNUS4&zlV{@n@u{i8F8Y@Y z48m@I{H*JorM&Q+ot-O3fS7oAe0+70*4ODqJ*K+)xYDHW>gq~MTif5?9}&j#@+GXS zY&|mu&|{zB)zsE5w)y&k6dhvLXI`T2hXFbf-j}EOwuiBOhX=pAjg!#MXenuFPcZ4C z4ONdhe}Ck&u&}UOY|g&-bY-Ggy~X2XB}y?$2jEsyzaeaTy9@%bd zh*flMva__iAjc_ zE0R1@>iX;Ik?gFprY2(SjGCTaGN0xd9vF#9p`k&&Oizd{)U3{G>f5+(DVFgeQbAEMx{3O&o?dH3MGU=ges%TnaJD#` zervzMD`gcG7G~ypv?|~E{4?=iL>#h#v%6E1cyp7q2byjLPrME{586T@-{FflQkT=$XaVM{HZk~|`<%n0wUDDO-60Ybd%{=NBz zBjf;yf`Wo2p|iJlOJSjzv~=%$gX4MLRB36cv%P%^pS_`?A`ZF^KC{O6g+n7%FfDp( zGf)Y=vER@B0NMc91|p8WqN2hd4I9b&zz<{||##mX?+roSe5;M?*`#w=EeRea0pxn#}mY9oZslS;C%l zjEu9z>TDuIc`ObN4igg-^R(c{HU5&GcA1#6va+mfc<40bD;ypo{qZ?Dd1hwj-u}L* zaSsj(%BTK*Sxaxazn8^fVyJE6lAP{GQ=_BGDk|a+LD#Lly*)#~dBr_TGLn=CA3rfI zO|IIR!3m z?zOcwO)ah1A*;WyNUE!<90A(kB_reP^fVy}N!+*n=x7`^Ha6hICKvXoE-kf@kdP3Z znp9U;x3jd&c_vdeW38?}Wi|Efz?aTONnO3o8W$s^4#xRMlLR{ z*w|Q@Ao1qr<~UhPFgAsyl@&IbKzzV+p|b1qqjgoOf09y!-Sypj#=^p4+{M9x ziVbYHvFw-vs#Qj6QcXRV!>PQ!&}cYr9cyjp5+&B;e&jL(sR_mg%(w1O&9VxBFb~^5Tc#;o(8m)z4NspKJxc$in#H z6}c9NO6X0$v%70IUk@@(n3$O4DNJhFWrUb#=oDY+h`a zT3J|GZ!S)@$%Q?Rwg)M9?AA`Urw$GdI)X5* z)>pU~85uE9jgF85PY765RaJ#Nj?HCc!ctO*Zq2A(zSK}xKl}CLe&(fAguE-Ha2jbBU=7u{kmmD4y4st&s6?PZMiwwo{EWy8P5o8^}Z~~%cG&CJ=vPr zMh>J&Mv*`C+u5E>z??=4;?`Zt=^ZD zrP|}@8R_XlLP9;t4+8@OM@B}(gD|r9?mc<(#M8}Z$-i1W z&+_u}ZW0~_3;OYfN{U9L@!GX|p6&hCoHQ1~LEpN6?_Pg@zoDTaplCU7zeCD>U&5t2 zJUUV@(RfNkWMOA_d%52x>T$f$6GNSc5{J+^;nmk)N>3+sb#*;_gSge;<*lnQ>JADF z+?}afuUqm_QBx}j3i`T_k|B?cja^q)2N-jTio+E~-Ff->;^N})&ER<++xeHQtb4n= zas_b#fr03c9|N8F_ezsKLX3B^vf+h=W`>4285v}nwIEalr2ToFR~8nU85`#%CQh2I z32W5ZW+Ws`WQzwkH#aY~`BFT8{#L~7TnJPJp-?Cch-?Dm6#P$9`&7NanwTr5&P9700a*RSPvOCrw}Qq$7rW@a+@>2|hK>L%(&-K_}F4q^%nIw8yVM9<5sYkDn8NK#w!>RF~Qe=Oj z2@T@7KB(L5b`U|r>*eM3_{kG-F)$Ceh}a;Y)y#{--H|W-;CHt#0>?sBv@I_$&*%DLc_`aACN_5T`=|TvGD^Wtf3UP9 zBs$08Dw|G?>FK1m0o=P$p^MG#9dSX|*OzDd446%2Wp>`)!UangWd`8FzFGaN3yBvO z9{6FMEyx-Agv3NORaFeaSHFHYSZoj|si<@;e{8Mm+=2<3?>5ehCZ?uJ=Z>UjWVr53 z9~^J0aC37n;%8xxmEQ`y!h9vR)TV$eFb_*k*6{RMe|b0lBv}(CMQwR(3Tn; z3$wF78T%9z82o{I++6XyzkT!O4GT-@S|32NI{*0m(3mGQJNtvO@~GJw1;Et}4;4{+ zCzt8BfhMxB2OxxJW|G%@#05G%diuiH*jRAXOXuh0;Yrk@DTnVq9}vv4H%BPl7VpfJ?f*yw(QjB!pmSLNp60ms#E-v&E6jF#I2qbNidD@~q2te09B#>Z6^ z6!!a5IHxT@TqR`=wYLNTo8EI=Txxg?AqLo{%gbX)@g+q^4^K}Ml9I}f&X}8tv z8xe+7bP)9E@$` zM4+Riqm-1CPoF-WtFv09|L&7?#l%8ZgAF#4h*4Eb@)uHO@abt(@dww_9mzS59ygWRnW@g=;o$j8V z6ar3Ph{NuBp>NN3MkW~;7%na@I)bqaN6WRfwVynBqGB=4$;r9Y>@H566d%93x*84c z$DCOH2X%FIHfCmHj+DIg0aN`ppNx_pJ%x-cEH=pg6iiG^Cjnha$?lF0|BmJ71O&Iv zE_eMF)~qS@__#O~9i9HTWU!_E`Q@pFg+*TyTU~9fh{Gyq9{Br~5l3&g&^S@5T~}i@<+8s>2BD#)<>cUqq!6{Wv0dH-)hDx`XH zQf-mrpJ)L4^dI}?|8|Z4PXdAqNN`6;WTcCe6Dhal_{K;s0h^xJ<*7{(4<+S~`T6wX z^EPT;UUhBlCK&9?4$z~F=1KYZ_&|Okk+rr9jo4bgk(HH|B)qoKHkp#=i(bo2HrQ-z zWeH5`hlxH|j*dqG0S^|H1AOp-CgUb*z*JB`ASf^p4u>~1H1PBBjZaMQ3knwI=O6G~ zt2=LvBgV&7!Led%d)swq`oo70?5=w{ccR|LMuB~lU6&&yNQ|uL71=sbx`KVEHQYtZqT;DE{IZmbk>$I1oNkc`>oi5fKqFF(cCz zMj$-N$_ife<;xdD96bp!v3wfO?#~e1aiz`8&Dz@9ckkXMCMF8H?3i0x-t#L|$cpvU z24oIl4=zZ5mZ)z>5GLf;-k$t|`pQQ>;MC%=A@={F(dfhwhsf&{J(m>|6XUU+*U;83 zE-m%m9Hre->QR!V8|&;0{9z!Q&SyVXAh*BRLcLZfpHW#`E8@DBo|2N1nYlO)R{vS^B_$@JvmyCZE(UIHJV;S-aZ7V^ zS0tI0scEh0K(beuWpNvu-SqVI|01JwB>Oas4PcMM`kA7>i^Icz4$8BC_@nJFG}YNHwF<3CMv|gG zdNe#XHrMF9ozCy5tfJ!Y?=Lm6+!5T--cBc*T<*L*iEr5Nv%9UW?Xzdk5D3J@#l?Ift8ynlz^=y7#hn~I=U=zyVW89C zkl)advZL4RR-s;|mztVtJk{MTsib5-Q3Smeg=ABpEWQzcbRFo_0^Xo%)!F|kfZV~y z$49QM#q7@2*(%OeO32AiIl(QR<(1kL@ett}qgc|M2L_mGXz{IJqemN-OwT-5!6P6*gV4pfZ;dkm`oWj*@RG8!r4~=uLir4cK~FR#DA2m@ zk)jKbkdU11Ey(Bru55n_r>I*vPx*|sg2K?|SmAv?IDB)y!SQT=sVq0QW1*|R-+Fy8 zLsL_e`d#?1k9-7ddg(&$98f`n?+{*I-fzf9*MzSa#U5P;V&qzgN=iyX%x!I1Sy_E< zuFgxf>+peJHFvgtMV z^z?j{1~4jg2qP0yO?7pBAJFZ(&QZO5`I3c2Zr5dZwx*(@qM#tC2?x^O-ycaXytTQR zlAd0Yo&Ba=^7DF&#D*k5$!)MPGBUQew}UW_kWdE)2cU+riTHbju*yp1w{HXHvws5*?eOsM z&d$#GxGEYN+FsHAGUi*@{g2h$VjFDA%F2$&{*b7sp~1m|$1~P0@81LW6&}0dT0=v_ z@9rr2PmdtapFdZuiHwYliHU&>=SpI0YtO|{OSXEPJcfM!{8>my=uSlRyDOrquC5FQ zGq<+R!&(&=7te*mLx|b>O{+38GRkxs+HX^;B~(<74%hmOt8oDdvc=;hl%Dj;&R)Sw z(D$Yp2HWVqzX;&v)SR4g1Ez5cm6aghbkrG;B0zq?4}E)kK=r*9*`xR))Y#Z~(f#DX zOC}~z6?^rnyr3YcpY-j9WU#lyqwL!>QQw;yt0{a|9X|V&pD6cHRiV)Q!oqbV(ss65 zN?AF!DgVot_hou5E5CoQt*vc3UBFceIXF3KX=p-2Lp@G+;CXqV!#KL>WMZ-=8AYC7 zSU5K`0|erhvaI609Pr*XVbGbGE&jkryw9WySerRMYv>k zqpszSU;-Ac)s2mw<&W(h9dHtDX8gXPp`qd7;ojaY|1lJZpP%3B_wV0(dwcIMwhUzo zr)6ZcSWU4mzJox%8@!^TqH=O_g4xRp?Jc!sMMoQ0S;@#Lh;Mjykz7&-_?S2eT>tvv zf3!X{G%x^aY%$c5dHMO+q-2PVwGM02qN1XBcnSB>u)x|lXUwElQeIyE zuk%m$(Sk5ZYEAm^7msRfes@LS(#wa3h93U; z<94>UkSXlh<3}Pg^mBMvQBKZgb2LASTzEw!At%Ss*f`J6&o3%U!Q32>W6aIXJ@+nk zT09b@DG#AGGnM&yc|Ygo1i853DG~~|2IA$Vq)UhxHve!ztCF= z3D=$JnAq5r-CbQREn-5#9?raQG1S5+65hzV6+2p5S_A?i#CwQyVLJjl;RkT&;H0D} zvxkmZ#W0xp;VNQeWJLcYa`9+=h?9e(XA6B^K0^SHkkIY?&?NIvLBR8LCy_-vHa1pd zCQ5>ah6VCxv4o`79CPkH20oj#6Nz4Mavo@xFTXtJJ)%pnwiP43C7w z%GmfP{auQh`w{Z%8-F(@oC{X()B2piCj^Tvo=LL_v9TcOv(ltb6$)+8y5^0f5N$OZ z0(i&8#}LS`k9@&cWQ|UnqetsQfq{WgRaN9*Mqd>x5rkQz97q*LM(js&B<9y5BO}lD zmkM1TK6vo_`SbAbaC{am8d}FF)zNyP!_?cPGu>Z-As*}9(}1l9iyHxnCMo9}IFeZ8B5 z1BZg@10c#buHXaAJ$`=vU~GzSB_$Y-9=&??>T6C;9K8ZyTY`Y?Gf^*XfOvoYJU%mX zQ2P_k7R>G=Jmy{IEC~{#`EYcp|axX#k z_ZK6(^9^G^f95%^4>sd%NRGw8-oJYnBp6F5-~=lz-HjmOWoBV%(DK%wO+mj}=?vo{ z29p2<1;yRn{rd9k_Lc!qeCqZ8PFENK3kR~Fh$juu)iQ-WV-E#g_g2@|?CY);4XCUF zTFpLx{=CrSy3TT~_Or7SzQ%qY9Uo7_xu6J^-vj_LTbiH0M!%B_$$a;QVNPcV}m1W#v6ya0f_f3_!>2ilP8n zE}1{0L9#ffS!7Ji$noZwLY9bJ0!SU7sq7rR8$&~7rBH?0EOa3T2E_O82JHdpIXO89 z1VYC~R8CGVqGMSRUfaebG}A7c($iSViw|*da7fR{kdu=uEh+iz?+-W81*+7wDAAkb zS0CD^D~zVf^cC`@(EPOPZ21KQK!(f@17_XE+AVatWpvZI#G&<97t*aS87*yWN=r)SYpm3VGKCRQs61)AtE;N2s@3KrIY6a{ zK$PmWG*(wXhwza`R#iE^dGjeLY3g`$tj=yJGb>9W!?HV)3=~uZUB9KJ&7EvdMUe|j zLp!^>?PjYHJw0Dme=gSBQ$x3r$i(<~V=F5Fx8O|aA0AfRdTG1c|3FVwH9jtm({`SZ zot+(omq_%_wi|PJ9&a4juORk+&{qXI(pMsnx{yfZV3w%9ni_BqSD6iocpPsuI&Z@` zCEvbXU0Y+(Z=L@q+>uFSrsO07gq^!+C<{9~J9YJ`%1RE)7O+@LN=gzDr9_bMVv+Fd zkd&N!#t~Zz&(F_~j2uj4(H0@9w_a-XzP-6lOia|SwN_G7b8&S1ow-6lOw7o{L_$t3 zVz=0Qe0*G9{z`f9){)SgmaM@a1R(51s!&p93wxeMlTZDpJu8j~O-oD5s5{bxBjxeq z$3#R#=jZ2z3R!!Tr6drit?>{q-utgjOx7xly1l%-dQxA4U>5udSXmi3ayd9qjY(o+ zV7w2hsX562o%sfUn{FU<0f?zwU8N5&ZLEM9zwm^g@#Z?qVrb5KoU)opHR$w*I+ zPe?$d`1|_@1_q+MmXbnDOq_H@kf5TX=I7^oczCq7w$e;Az+fAx+*ZUSB%4kis;cqL z&COX^6cO(@d3e6T;rtG(JxdCYDFb}miq*?9`5jGFRi6(TqOGm1bw`qER~UAN6LCVm z_w>LT8$I?HTUMJ;!S>C|+uMR`w){iK-cp+a3svX8dm9o88<~U*4-bDl*@Bvxt?$m& zk&uu8_ho;b2Y}ipu_5^MW4~P9Twh*ap3zf2g%FaE+&T;RrKhJC6wnpD)zj0{)y=Tx zOzBTeB_<;yi^U>_1YwbRto#hAtgP&gqL7i2QX)tMK7|H%Lqn>WwaG!*Us6(1x$h#V zsL>)KA~u~o92_`YRpXPA&Va(~7UH+u5llivWS``<4tqQ4wKxrwz9uFtI`z>-RP3OY z-E;d6)&Gqc6%bv;CnowFu7-U2^yy!$m6es1g~euH5}T9*(^i?Cp`jQ{jG47{IM~sf z<>ck9{`&PgQ7Ats5_|SSCMG8HzmGPZ1h~JJRaeJ*64Y~u z5fBjEhiKv@Y1`P?K%sa;#78!AF6Ih!f3B{)=;9E@91Xb8g1o%?h6bgn;!mGYYIcN! zI}iwjy|XhW2F85(hx^Vwu8~^%SwkdD%*^w{!{v_agBgOZhpI7{nby+_jn32-%rn+5 zii*Pxj_avuX$kT1^=8BI2?_Q?otN0_Yk<@WM-GtbP975iQ9 z`-}M|EHSZ$A3vVt6c!gNzj^cJLPAkbFR6K6RZT5yhlPoWDJNimrI+kFxq0o?x{T@} zhoj@s!D|1VKO?!YtINyLJWVd+o@Yu*O1$w3!J5%gQOkO^$-Ty7BO_r}0s>V)9Tll$ zGh0s&uUnFee5tOkPD!ESVQI+8+31X5Fsy+$c+$|&Owk@UH#HHn>pg_r!G8F$NMqQQ|Hb1I zcRuT_&bvto36_S2>1k@cMfp0_vP&^3<`8~A0 zw5g(`WILEHdwqTV=+UD@A?FZ(f56XCl3`u+GoRQ-#4A>{s7AIB-9o;<6ln zZDnO;W3$s5Nb-u2@r8(6X?=Z?Te$G4$!(AY*&IW;zLY`+25xR_fFV&+qw;`s??+^$ zVUfn{mLQ>((St`(q%HrA1;DAdVS(@q39-ZLb!22ZdV2CwQs(9weYCW+=pHdZBBP_L ztE=B9i`M<)+w}bT^X0JOXmgC6iHV7WLrGS4{rqTiZ*LEpVCT74wgD2Zl%B*JXu*;85EO*5yzIgx{0BoiWU}| z18LGYk4T4eVeHsGz|pF*vT|^6&~bAVkiCYplngVV9v)YGHZv`4Z8HsCvweL9#l^~U za^}NXN|4tEE%%g^23lHL7TZICt^^u=Rx#^ItLWGGQB_qHm>ldcci+K&SXfrp+tE>2 zQnKh)?}bl55XWzu`sK@?=^AH3Lc)WCgBs_Zdi`c>&U5~kFIU!wGG}IHhN%p^dyV0h zpY_-N{t|IJs&^w(zme-1uhuOcMEH^!!`}5qN;o)Ig=@4-LnDHVC3W}v(0f)7};q>w|^&VuD zlt7f5i>t(ObM*fG`?tPCN2}}W>x+wvOG)|V&czko~ zk}JYG*h!N%j9#efX`2=SjXX_3{yo{JzT!?uI(m9U3&}4FxHvK#!^RZ(Bw$d6C(78< zD`EDe>XU(Wv5xyJ%4_=|!9J4K7-=Ljbc2jb4Hd>H`=x=Jc z(TcYrr+f4-U;fU_>}K<(dvcGPhi7qNL95)dv)*9b&AvT^JTM?2T!tV#j1(Mr2}cziN27>~aNfy_zo zUe!mWD`%rnHtOopiHW+hvdH9Qc*IKujV~-u?v-0lyUjOYIXgR#X6$W@ysC;ip36MO zpi7p!V=m6mXk@$vC~etru)a$e7sv$+`=J32dM z%loOs#Jqarc=q=8%+1Y-iHTKyzta!Rln@s$w?yxsG~N&q5;o^cy@BF9e({=@x6Q={ za-O6V_VsIHIKBMs+qcUt(W&X_!v(rRa5!AOb#V_MRUOs`8+~vNT!cM5JiNSaY^phF z+)YMDM-`KVH48s})nFmM2Q>R_ot&a=?uub!2M@99gy&Xph zAL7x^V46@{E9~fa6naef^y$-Gm)Zc9clX3-kx*a&nU;1i5SFz|`;*_+U?fMa%C+ie zhI|Z#fZftUYhZwMuj=21dj35;Az|^N%F4>kF%*zzoUU=UwY8nP0S?)UaolDX$6J;J_JKyZ%?XAH85EJb1`WHk*M;LU;moHzEEyT6H*et=H-A&KW zzZ&@A?>{^|{Dk1DX?&md9@10LE|+R`WyQ_a^=NByY--AVrq;Ds!dI*ed$-XCM>^=4 z?aqt{0)ZG^J-oiUINBV;BNr@1oNPzDR0vPxS#0#dVPj*fb35YX<2%{i?da+}>79h}Hes4S_&u6d4?CjEMg#l#gM1{P?lh+<6PG`W+Fs z!?i>q=Ppz=C>dy#ncJ4^#>dA8wi=-Er(cMPHC$g^*dy!q_V!5F^)B@(gKl5Gy7tYw z2k~Sp&ZQzDA_^uK0%}PV6cpRr+nt@AAt51_$`4yDAgimZ>{_KAO-%;FSxR8_;dr_` zKaeKPu3i3)>dCuUPG8m=RUI7+2BY)g!`%A%ItFt&2KTbPFA+$>{{BBczky$kd*jqR zIUl!nf0mM#o~`$ooSg+wU^E(iu-YFZa5$Uk!t((RpY4t36A~2cdhr$-nV8tiYO4UP zuC68}C4K(6DK>fUOAiR7r9gBDFOllcJ||@=H}7Ky1aCBEu*9APH1`vwOsY1largpP%%O0?Wr_rJZs~awqPS#PVss z&Cvy(o}Ryc{StEC)@ktc$k!^fw6tssrDVT2f>#;wdp(KLd!!13!3se`zq#K*&Pv^J1N#%r0So=+N&^)q{l zGeOK>4u!3itImp^%C4=gy}Wcso0!|o)FMMe;Y9{mu-lMiZ%YfvDNb=N6`#$FFb79b zdiu95V4?Ah+TL^)!< z2?)8O^^aHklUMg#p1I(Cz+ZcH`->M<4etJU(I7$_s}X;xS# z{>uh4YKw|1DzdY%V9+HddU|@<+1VJTNofVMt$H`)&z>12Kcs?6%Z*Q$q z)3?y0%`teHx!U{pA(@%0Icm9)k&(QX<0;wMovQ~|S64@ehwdI8b+xtIGj%m~%U#D? zlii8v=H}*^nQK7H;xc(}Zl2T7AQqE%wMdBTyE&RKuc&x(csNyJ5*ihyh84qc9~akr zFdbP@!AEAwYrpcYK#n;|ug)zhKJ6al=>^G3IrbMg!6*d#OEUR+0Ay|x=-5tG+4m=l z!8J5~hKGCee7QB3=~GVwITcJ-22t(F_H=jtEn$n%yin1%cOa)6)XcZPpzd2h?)>S0 zpo9;BKp^=00butGDhYN_|Nqs|PiBmmnVA`7^c@HUa;f;5o7<3V?bU4v1VTl#Ae*5~ z!_3AOjk*PaKu#%BQd66F|HAG z{P}YMkMl!+|9e(eR%gG(!lPNWLr8h#3VyUN76tQKO$0sT@b(V~45SowcRAgiPft%z zNlA(0v9Jq<*SP_+xUX-Xkdp_4$1q2t5}PF>EuCr7pEPAXSq^N=2nY#TSy^wa4;QmF zOMYXzqiMA*%*@QJtVGNP)3+uoK*h$w{urZ45xTmxw6wF692YlHYNqm^%XNxE1}v>@ zY!Kj|6f$vfaq;tmBsUfo*7^B4phga);pDnq9Oow|&yM86EQYi8+9|y-(=}s*gLbF8 z^H91l8D6Uihx0?TY*lkJGff?x%Z1hll$4ZCb4Wsl$urQ^}_laS&(ps9DMRr9R zFP=VqN=c~*75`P}d3Bz5*}cBGiAOHzFjk-&!Js%gIA{Q1*NK9T#l^)S3xzH*!6&)} zfn3VfGfrwTN3AR^-NnHf%hw(oAOGnuCoiA*J~1vfc71JaZFxB(H@D_vqjz2&3r)BT z9hY%WM@Pr*?rvdG(fxb(Tn^Xpopb*D`6KcDaWJ{iXlv{8{&F{P=gFa=rG*vfpfluw zKUMtCpQop%F9aR@)m&X%5(Mnq`ueQT57$E}#U4L+uo!Y~_xtzno!JJj^FyY|-kzR! z@853^WrpVDm}kCE>`M~4(6LWNe2f*`*w}bL%<|Esqq7qk5D>>_ljQ4* zgsMRX{nIRlEG*bIv88HH?D8%gl)o9J)15!2gDc zNgpTL`TEio9isrHrlz)r~Bw^PoGna${X`*{~b!(jHX}Gvbe*XN4IN2^U z9T4AU1h*oq_L6y_I3Jl+S;;Rd>e&|bTvSw4{1LQ@};3;IK8)CUW6Yns2~nV6W& z);KFlNcaea78e)C#-ckT7|_>nK1+uK_VXHjcwfH$zNKtM@;cXwakOAv0* zxE-!3xqR)|j$bPVucSX>;-)8sPgOPHxc zdtDuoILpY&$|@=0!_;(iScn5P6(8a+FE1C-Srf~U3pwRo7T#=( zR~LXWkOBqowxH+G;Z(`M3Y*#DTc%*J8yFZ=8pGGl z4pzg$!qnB(<%zQ-9VeQG-nd*Hs8jT5MW@Ga_TvJk2jr8-wmfr)G-v_Jx zi3tgYldycPk(QRFsVe(|f&v{J0`SJFWhNxb$jAVgd8=1UOe6W)W7E@h@CHxlaEP>bWqKsLL*Z)@YZR8yOfBgAtJnW7jUvd+US!fP~G#!C}b`IW;w< zs;Vk3A;H7VjoI2#OyF_0}xSDOAUzBQQ&8yb=;#w(Mj0-1cXnZ92^|QzE|f*_V)HQpXa?VHT|upDyg61_V)Ay1OzPQ z&=GVFq)BJKiydt6@{*VDzEAiPGuzORo(?V0^z^)*D6`nw+CrRci&%~q0>4*}^GLPe zXBLZD7blYw6X$1V10=I=ic3le2?^2VQw{sM1c9x4dwW<|Se7Tbvp8?Q zGAJh9^KCjjbU4F3m322nj-m>Tx}$S)a`rQ3dq9+lK@XLf^mBY_V`O5|t#Rrd8#@_D zlP)MIn67qIQBxCf-Ue!0hIq(-64^O0RFWmNd)MLmki|$2y|%%}kAJLcs;ft{lq8s= zjQ<(?y12S3Bni9r{N&*5UGItIy8SgJD{F0`HISH?Sf@&r`RJcorvXZ@uBWHx?(N1z zA!lzNpZ;XA2J2}-BO{|xOlJfG8ylOuXoJmcee-ubAlfkB{GFVfyux}qCo|JTU%%*6 zd&tz(l=(=Gtx3Jd#eaKJ-=s{P+j*>Q%0{w>QAOCX0Hs1`vt39saPn zI?Bq;1$D7$#ufwHk00kKy)HQ%);^pskaa}8f_Zy;zfTmDq`ZFBP?(VL0uL{gT*!&r zdP<}IG34nvh0;K!?c!3Pe^*ymWMt%$e8c$GWW@;v&4oC|y!F8@3jYt-77XOZWIMiwhDd5 zK|@9L@nEHwn3%ZCV$9fgXSN{}i7YBFfB)`XP)JC0aKQ1_r1RPSvRbbCeP3~P&d+my z>OC&{esa*#&=_2v?&bZRorP;_Bc`hzCnhHHT1H0!n+rr7MFzgUzOCg}lLiI`Z^FSVpK?ZB8DB25@>fOyx*G^tXFb3j4ud|;!Ubt*)CnxCSW4$`JL{X2p zN!@z)GYq-}eVis8YTTD#W@d(N@bY43M`19Q>f7tbGt9o?F&P?VRaO%?SxUs_q2sdfy^t#jE+h0>gkW<4hxyu@HXBO~bukSwgM zh@*|DpFcaUYFu4isi~S z8yj08o>#g-pb)hjf6Yc`AQeh6U8vv8pqSJ_9Ny#{ z2Bkq4eQMvGZ|?2skqUX?db+E>oi#qLfrEo%Z-3C}gM)*O9UUD_Fwp!R4_%UvIN5&m zg8zp<;OMi%-&4-Kp(E%79M6y!=n5M+A0OYgKx?L+tf^^MXlQ?p^UgPMeV~0CyQwAo zzJ2>vcq4GQF80GeH8r&@=sEb-Y%rb2VwCRX%g2x)Mz zN(aDCAbMy)5|)>jul6T1q@L`|e)sd6K%5zM$4|bM)=ow~t72L z#QOvHIInAW35jOOK;k0z7!kyAM^cH|(C_*AdFayS=H|u*v$iBOS3Tc=NxH;A-Id#Js=Jqer6_%8_@njH0f(wh6xuo@>T z8yg#nP!mf_;OdKmM^U&BmV+<&KM$tMLWeWtV>mvweV)Ek{2z4kN^g97YQku~wmqI4 zCl{BzygX4mUsqR`2;w*hiHsGnf0^9R&dgkGw;Yg`mgZgq_kBaPdvappL3e(BzP-JT zL?ROf9lQGbDLD=OOG>ybj+Z(k0^t4wY0}->PMC2HDylc-(D%WlJeBa*z`n@V*6VT) z2md)KDe1Fk2_lGSqa9;oqO-&0g9x(2n?tP*e92$y1o!-UTNwpX&C^H`k5CJN+z#;eMS_FT((pExN zwsU$~S4}PIXeK*5`|4)h-#<$(idj%l5SpHy%>+9-Tp#+>9>S_uJKob1GsA(YF1VS7!0;e2Zw2BXiSz{0jXQ3T(#VC(}7fAPGkCaPQ{BVA~BIQ{Shc)MOlUtb>zz022>hB(POJXDJlX0-_gbha&4v#QB+j)p9TJ}o0$lJRB~8X#!{Qg zp0oET%gS=vno!GCfAsKSX-Nqe56{+UK3UDL$gwJW6N=FG^35?+KZP;T)2BcOpevFo zFQI+WaeZ*PU+iWnWPy%>AtpMyScn9y`( z++p-QeKh!k$YpD-x9HoOfoHokCv-DCcXH6&G{H zzNCbe826T2O(uyTq9r9s*mQsaQxr3NYx+7jXO6*t6jzxK0>QhIg}zli$acoZ=P@5P z9V^fUy{53xbTsez*yd2B?c(5|vW?A7qYqAn#hCSQmeLgZdSJT7*;Sb0WEx)QcC^?Y zTGE{}7v(NzXJsN)J+pp+(MZOw*X=XTUJ zHpa)qBun*#+w||38b+e3C;ycsS*fP%OAwHNmY0_oKQb^dz?i#9~mCTj2A5q zX2{I%CEM&}j7EzaLiek|U#{GV=3Th2(rTA1Lk0i2@}II}fpuT-a*0 zq?($V*Tohedcua4on4WI80X*C9bIxs-RhMR7YD=&ERiqJirns!m?~zH#wYkEfl7N= zMmEL;AGUd4)c{+$+FIeN_1D}yJVc;r%v9;(Q!NY)mo_)Gb#!{Ly?c|z#As-|$wFGf zHt{}=$2jZhQNWt88tfb#9RmXcjkpdD_V>r96=Y?zmC~e4`jf~7?9wsR85tS+`ughX z>XtG6tMT#i$-=IKt*!K;qMl9P?iUApaj;-7EG;b+;%!Y;*{i9lHZ?b+cjo^7{hOXn zcb@P-=`9u(R%d4?fE!KTzkgrC?_rq2-rmuX2;vx%^42FPDCpGvdVMIfI~3<~6V*^@ zMN6BOnwt9U+g)^W1N12w*+ufrr3q%d$g%>4(z6&V5b?Tpx3w*bjwVJFJ_vaJ50EJ> zE!{0Cd9pJ*TZiD=%!oMxgN^CcE3mx5j2HDMi-iUUPuF`OY;8FZkspo0_L2ZeKuB0& zHOXr+%7TV>;;wCM)O%d0(}aEYX`&EzNy*8{L7`A!)E#Y%EQ^v?RaM#9JGm>8l9IZM zCL=@{rS~XL2jX+`yeuJ6Drr)WXxy&O%c7%+U(H+p3}DYHC@8>KsXN7szBmSgV1@e4 zx;0Ln!#DOssuLzA+6QOu*5wjK8a>N_0GHX<_nw6~H!I5lGd|GVEI|_nWX5-Bi2&Mo zXsE_vod6d8;|G<>4d3x}XIW2YXP5#TP@=H2E1rrp(yp-fIN8=c*`BTn7xg&zho%-5 z7B)3C?N?fD?QzCyimW5)9q-(aj`8pAt3=6OO20X&?VArw5%W{N#i{UnmnG@%G<}s zs00qLbt&??@%;4Z(>7mebaXTl*;!@3I=)z9!||vEC9R@jKb)n6^Z3P&M-uXKa^m9R z+}zwj!NEoo;oi>p_yPg~Me$`xNi!W`v|v>xXgh|2?<_A%LbbHCJkAfFi?|);!cYN$ zfmL^iOh@xH&CHli{8*TnVmUswWyr@oZ3tI18_h$v29i{9yv@$e?oR?T80hc$^~ua? zIoxK0(Bm}c^}!6KG^skbqZ~UgDt8=gY;1FLa|XqvCArF9!nkaV_&hcB7QB_${X>{!2ouWWG-vXTNqk+9d0rIo8Pm;qUBO}AYsH5ZnF^G~9~G3jJ3G5~?;gq**$ih5B#9u#eYDJUq&&`Zd}D`f-itu$@Ed5e9xW`VMd0l)9KxVVPn zt1URglY3GjFRF~XiD}Gd>wyxprBGIx=#S-EJzO8^j$ubBrM1m9`WQugH>|3vI@+4#R6Ui+TXt)=;vX=^RhQ`Ki%dXs(V^IKbhpNfw^zr3vW;RE0U)qi?g z8_uR%&22Uao(r#ivj4_#HgJy@O>VG67c0c`#>T~AV`Fp z6xz%J(aNH)pVD{nSWxQuTExV}WPH{^0RiDCA5`zmjOWI1_Wk?!f%Dlvxmyuf#+>(P zwh9A3KR*}O(B$L=$hjN$(!>f2XbMxXQ&GKPd}=*g@6j1f@9OGmF;-wTQ(LvboW)JC z*_itgk5`&GYGrvjs=xV)z@#r>U})%*<~g*~5?wrog2zzq>#C|cYz$}jB?^^XKFd}$ zx3I9Vvg)Oe{6ms6=L>;+=>ie-WQ9%DE!p-^N_dHJZ?;P2Yt`e~reN49rk=*HebHn3 zhrd4o0YPnDorT=_o--QeJUj*vw@tv{DTJ%s+2--|E1HPfsn8^y1^>p>VBRJ9Q9}{UwP^qZ?*m%2~l>iw+E(DfsIcmAMzD;;!>Pgkr zZYSH*YHDiBul`jRg1exSYB{Rw=n{qs3o|nT_tV|1EXJxV85UyL>%1@-I%v!4%@sd5 zg{Y{gR|QpSC=Vz>oNCpJfBTh_V{U4Cy3qQ7#%+HI`GK*gqhoh}pH$3K7=LS`%%a5~ zUuQ9f9ggeU6dC!HM$qkWElVlweFFag3f@2=;x>*(128oY;&k`d2gaVB9@VKJe+prj z*H#nUz|_}dRlCCazHifaJW9JVaJfW>M5(C@3k#*Cr2tw$52h`Z%)UI$5<@Ky9VaKi z<&BS@+!)CP>s6P%g@l9`XHv=5(TRy$OH1kb`CD6CR+g5+_ABqsXhH3S`8TKH->$AM zP}@76tgs2C5Q&S3pd}0Awwak~ZS|d0OUcSIop165>Oy1LW2yn+AE zIu-|yB2tJL0)eE^FcT6H5fS|>vmKmWRy%IGxw&;2lLE_;N%f%i#n`yGVyioM?ws4~ z|42~esqwgQ8Y|Fs6{g4~!1etHQAx35CM3$v%}o|`l&e>jDl;Eh3KV^-rgl^@>lwk$ zx~kG!TwGjQR#v4;PEH;x2l`w8F42BKm&)sRnCTkleM$Hm7>tjdJ#;c^8XGhjOY%c_ zJ+WwVazq3zaUgm->J>~h?}nx~o=;Im=7(H{C7-D1b+a4zr-1VnB_)tz3kXn0>3Lin zZ%KTAY&Bc2Ti;4jSW(g6)1y=CVryWqP;ND;q1ux196U_bDZbEvcM1yR1*YFP)`%` zhU&DM8Xw=t*tjoQOpKSeys+>!4-b#9u=}4cx9%Z9gAmli;R6*^QF0Oz6123mtp-JJ zs9y8&C3AejPD;52fxKz8^^g>ER&9}?BM6g8&(9AQwgAser$O}}Waop~jkq3w6a5K& z_+PN1|BP+y|KZVZ+zUlxL(vF?$hG*QvxgA~#0o1to#O})`tNDU%Wwq37omIn z$b}ni!zEtt%+O|o;7yW7VJ=lZV5!p*J*`jfW#zpOkAAtoKFI!Pn`EbxXG`iCo#kR~ zRiDm2JGi>*{rH258^_Mb>|q_hnkV>Gzp+-gZ2bjCp^s0ICMHj*2MVy$OaM4puWCQj z=9N*>I*Df-rm=lWwj?BC69?zniFvK&4oQYxdP@=iKm55O8X~kfkJB|FVrtn@rM(-_ zr<&^|bPQ^<9T`tYl}xYOCC=pZMhu^(*#w|ea+D55x~(E4k~f9982~ZFeJywNz!zY0 zQY|r;MKi2sjC{<@@HjMAmLWds8ZsE#a9CQ`fh4Dq?ZakjhX^kW=R33w!MpI6vo5ss zf;V-Bn(WW#L&P;J9s5&#@~;&UNv?9H_I7Awq#F@0LEaShMAaizH%(GEB`@q-eEJhx z2gzDFO|!;^4}~G*`$^XgUVg}BR)v0-lNppW-DTg(sch=Fafij_b8s!zFE}U*$NK$M;LCyY^~QU)6@h&n6V!i^mq$3h!%qE)(e* z+OMFQXlzINbjM_PCZT?7WQX-RcSpMPxQ@r4p~!>>-?Ba$Bz zUH7Yad{7m8Jp3wWIMDXckc*m)n3|QHju`=a#ZFo?Y;f+=2H8u8Gkw_1=kZGxKCw)N z2eI&%?p;%!B`w0jm*OAW&KZ-aN!xRjUNpuS9MUUHh(I4YpRHs|KdmbR)Z|X#^j;3t zFHuht1RPio@wEi`j0pLYo)?-W3_L%4+Zr};&xXETcTLRHBPI1KG3q>QDq(K~^V7pDC9Fu-W%LGI#QhygAuEhx>E%qju+Fr(kSa6IKD2f=xij)Hg+R zC=sb!(1&!ITO`%>Q(g*q;hkOg?yA7)ZLnmEzEv+LM2CE<+kJUIRj-k%x6iv)7qzcN zM88NgoUYR1eRF^w^Qo83_5l+GM3oN{ixtvn&BH~`y_Jt^1P zMxgHzW&4J^9ntL_f3Ig6lA;P79h^1&^m1EBiB&fnM365 z;l(w{UP{=RlXE4FZmY%A@+WfQR8SMVqo)@Z_0IOioRV(g;{!aYyf;5+f*yY-=P@{~ zZZ>tLPcjzO3U0ZlR*=?S+k5YtgrGBgdq0|p4qv(yN~o#S5F!t zr#ni?bB(r5k;CMDUU%cYB9pOhJ3bfm-cQ=J>EL)G>Hf~$0gTaa4|qX=j;%D*!wh%B z4JPS?gwo`BsZJU6OmyLV!Z6l_8ULiy=?#c+zCMl>Rd$?RI-1BG?9r;lv->pbu;s{k z^z{T|ck=<)H!-Bz;lrvPZ<0k$9>R7o@Y$Hy^?2Og#=vgW_%ssqXJGuKMEAs5hi$#q ztUloSG1)7j&?}z$^a-UM)k9a^qcWqY=05!4rVLcYq4Jz^Y;lTLe;v9;*_jDMy!wSk zsofw1h`v=P5jLVm5_jiDqxu6PG`6mF4ZX)R>6JhofAmyBav>suZ!bptg+>&}V3C!S zf|~MAH(hT`l+T%znz<~aZrVI2t!~u(di&LKrcw4jJWg+e5DOYW(~=!$Q5)!ovn`!_ zm0a9ErHW?aiS)(bIog;p}?)U@CWY5Vwvle)B0TR9{RAC#EL97+;pD zC)MT}#F)zDxP>JuQt{HC?=v!NZ2iH=-8)z+*Szq!y`^pH7o$@cO*Nrg!>3fkS0AE2 zC9Xd7@(!E0T49U%T$7P`A#mi)ZthSPn-_CM+4+Oly2~D{6hAz%#Vyw$#m#Q+W+U}- zZF;z4Lh|72@+4Ucwyg1{a>9!Tynuk*5?a!ZeBkD*eX2Cd`Y#5cwT@Kh^O|LTh2$fu zVi)XI&g-<^x;ieYJ%#a@sDW#u>Mk-pjL^C~nYD3r|L-uQ) zEk;Oi^BMR&@zN;B_OTC?X!Q9bFOKZHLw}T*x$=-0aij`NJnKGMxh6y7>qzM^uhD+) zj7IJ*?3LED;kGag0lrpViMO9&hKG9phBm(x%U{cEAzD_ogY z+BGIlB1BWKsXKil!;MR<$izfVr*+I`&u~J7=cb=m*sRmR0yLU#m*HGJBm8&6HYgY&TlQv zezGK#6@2pq5XCn@H7NN5$YVYT~{&I3x%LkSZR z8Mgw{l)39;x48e?1Xr%!f*kL@qm%eNgk+oIb~6(7B&PUdJW01mE5&hcCTjI+3pW4f z6(j<3@c3-T4X+B^-lPp#z|FM%>NJY$hNRiZV=jljpI+H8tWe*PFw|atz~PdQ3!BLZ zb;(=F8BcKQBA(gMLSrOG43YyPsSf*WQPz#6%`v6T$%Chc9x~@V{csTq-vsbDDcMS9 z!3Cjm!tM3~jad~NSv+np!Suoz`*}RBMcFot9yw(nqmfS3pb|UDqs6$6Txvv8{}4BW zmWeOsG-(?smwwXrI9oGZq1ev)W-duqk}(S(qpaUxGO}SmS{Vr%ya^nml#OHoQr;(~ z^0$x(>+Q}z>%AI#$gWvauc(DccZn%h@|ZKz5%-xDFYa_sl0C&;M(QH`+~YSxz|r41 z2AJ*a7pbKlMbmevmYhscN^Pt3V?T=0e&+{e2PBjoX5s8m!Bi;^LxSg`_3uBB|6ouf z#SV{LzU)iE9b*!BPe4?8OW&&XoKY+eFD8bQLkv$PHbBIF`BW6{=hIAx%6&iBg#=Sx z3DQu@PD!y^XEzA}q7I^X+}@@Xzf*kR#jelm>*Y=|RlT~s{9#1mJ?c9<#TsOgi7QD*LB>&yKdB&21!SYLIs zv4f3`s)O;95q9LDh{B8mg&C2Wbo2ay2I;6NMQINs>Eil$jV`0IPc#2SclZ{2~MZ&oT&&(EClt_ z$5WmqIl_6pl!QzsbqBf#X`uL+`gtAY@r~0Cq2|rx56q1#31JiE74w~zH z=65vt&vl42O0`STnUui|lmh83KqXTo zb9n_+`N!bOAEqJUX$ohWU1zV;Dse9iW7nK2YDrd$ry9^~JnYB6>!>)jxkjhm;C%U& zMToI&V@^(vL#RSg&}BQ3de>jEMJEeO4VriLr9XQ6{FM}mkd^BAnt`!!;{hX6v%jPI zyYgjNB9q3Su9_;$jU{Q%4^5xn+e1i=MLwA_4yT8?)~w4ft5?KTqvNsHgM>I7WZS8Q z^WrNKd5_((&Q6nBp@=)?ef99D1v@VL=+-$?Y#|cdtSRA#vv#_}$cPwybspSVPIzLs zj-EU>o4ux}#_6_;`#swt>lWLnPVJrCHM+GJO(_FxEOyYA-~HEpX8ZRH&)A$|Z(2`7 z?N+K_8a+D{G{C$1yigC}cKbRYXbvC9Xfl0)1mEq~p2hT%4}VL>ZClU9Ga8F$;l&NG zqvK|Rb}=#~sNXe9S4554k>#_ImUNE=(kOut`smn7OUeZFGbOocle7|yyeMus zhS|7AjoP>HQ5NeLg4g7OZze@gN}X0q(V5M-pKi$x;*>F%10gxV6*7iem9y*YUXtdh z{(c)}L%!uct{`AI{54Bra5bl04=i0MH3i&y? z>dKmh&t7ZYIy_t?*D7WBm2JcH)RnDa->kstI|}>}q;T=)owG4fx=bu}yzrtBw;_YK+}hLfc)!c`KN?^qwu94i58blXMVbrM*3e$K7t* zHY?KikQdkx<;yS>G6fG`h>2%l9>8aMJ&C}BwhjQ3Dh;Oh<_xc{rSHM!WcV;_lX{#v zRCJrb;y_0;TI2SbjvsX!?%!v&gKDLVI$vEP){)DDSv$*XCoRnQU1-si^w+H){!ZcLBz9n1ln(`%M zkst%+lNkE7#)kgF5%zbT8Jty3h?uH}9Ve+YEPzX`Wp79F+e!G#g#%J`!&XXWa@05} z?|>%tEZ{)a0Vq@h$DmN<5Ts`Gag3f7ThCHiYWI8QV99-9W3X-_vsOc)P!;W*;d+ab zq90fKp;HtdMJs1vPG^>hv%0$m(Ms<3V@f){m6q2kJo(I*hxJ51oi3H!LX1^d2 zZhsMCnWok~!$o+tCyt?rXzeto!f%y0;gPgarb5&mz2Wc_&l0(c~11D z@rUM6^_a;v*v5`7IofC`YoZ>EC_c#vzC|JMOxR3QLqe-@Zj>5zt!l~Tl&F(+u}E1G zVO5$GOC&QO@Y%UPKztY89DI+D9!r{$&IAsil?{rFT(E`Yt`ICX3I#ZcyERsO&2lF7 z`4=w9@D&=4O)!hI=TA{ z#Q^e?S8o~R1lup`Sfc0NzEBr!VTWn#c&UocFKEdkkm3C~&Pn6%7Z-1zXGzyXGO@KN zMBy>DU%KRIGkGsV>%YpK7VIE*<$F@|(Jm^3@$JQL-?~iK$+l{K=;V;jG7D~6&`P^W zxxMUV;>7n)QRrq*RqveBiV?ZHKWQo%y+c5W-T#l!D-WFIQnP@Yn%Aw^dKStuB1Jo? z)-K9}ax^jHgb`}#M8ulwD*W&cU0cef03UZl^JyU7O0Rc&9aDUvSw+{xZNftc;Lo(i zqVF&iE%^OGt9YRvLhm9Z?|~t?6&}|WSH_Ggb3B1co|a;#CzlND_i+3|oaf_#H%BXO zp=jx1&viEy>e+f0o__fY;OvK6;_f)@mIZ^>))p0n8ftwh$=fCeBa5T?8ytW z3k)&K$)ROmj?&mVJAX;nP?WjMA51|a7SlH*>~Te#R zih+4{)zpeDnpPKS0Y(`h0k- z=Z6QOr`ks2M~2dJXrrr#=f6UFDZPp_rtspJv)wCaG&D^uX$`sN&7Qi0k>)%!%6fha zww~pQ!xIG@8K;7&a?Q&RSDPeMvT%5#yOU<5dvV_sNrXcR=VXv0dizEqvFfxz@uJ=b z0v^|+R>QldzfhY#H#!w`=G*nxohR&V%GOJ83{U2lG5>`-mhA~7cHBXHxz99Rn z*_$kVKK^Ani4beo=Ni>d_pZxzu#IeT{+ijd(PIuC?~KesJo1*9j~Yid+=|1JPoSqC zTs~CXED#$`A8&b3usjoZu}>zgIfa#{mqKwRCs=f*@dmUP_a5^IBsyjyw}An zbzLZfEv=gti8G9blqoGWWe;T}xHR7v)_noluB|i}S=0*wi^zfxk9*vdB1R%yuT7v@ z7j`K0x4E%qE4_+3>DM*X;n93k7xLA*9EVl_-AI(Xm2=tsb*-}QA&-wUmh8Bv8!()x z{G*DZI|f&j&9tPMbuuIZk6nv7jq)}?UHYYWqoa`~ZMev#&(>q?HK%Z0Si((R8{?LQ zGT23DXEykQha2yXEijA*BQexNEe|nVW z$}CoP?zjVhs-^i$w3dYc~iqc;VfWghTmO!AA zmxijX;|1g|9v{P4@FBtVS&XJ*5w*r($`3FQ30^HZ8LTm@GJ9`c+Pf;IM6*7-J!H$x zZxWr(1x+tG%HN*V+@S21Ow42zo{l?BKc(BWt9V6^W@yfK*5I%I5e4$$aeTxTG}Q8d z4M2C)x2f%D=P2^{jC0q!ISo!ZUa!T~fpfiP=!1-il4j$4-A41*d*yM4ce|4Y$;fm< zuwBE7KcwHk%fcC?pwGwCaeY44lv;MWv5#I?){NQpxqb*}c*nvc`kvy(#>b=X^bRs4 zl9Zl}Y2QhH5vGvnu3v%MioU~WI>tdyJrH{0Xy|{Kjs-}BRjcBPp3k4Avm2*0sIw?c z*Sk3mU)D-n7-;SEFd1u*SPVWvlcmwqS9Q^s^4wqG9_j9!HPZcZ-vpFS&HryXy5^|9 zAP{s*`M~Sf@@>Ymqu<9PLh8uz#F3%5jb18FMZ@Ay6CZ&{=fWJVXTy8yOK&>Ur4(9U zgtdQ5#_Zpf=CTIAFwMggDg&D=*`jBKND!@N=>ZSF+b)n39`K!t5GaAm0>(d3QdcRB zN*$y=t#v-zb(1pQw`P>;UR=W&t(HsRw{3SW9?3tDb}50G?m|9Ms~qc^m{F1m+=R;i zgZ4_M$oxb6-u|^vW0DsP&V%{M#Vp|BxxLWLEZ9M}l#$@>-E~8|`}WE(TncAwNrkqP z1DIkRcvg=jxe>Vo4bet}H~KEl&y~D$bY;Ei_ZUrmj+wyCD=>AeV5&TWQ6k2B4D;a< z5;U0$Im8HE%hIz~?lFjsEW2{c?KVTPg1o$iY^RG7yE?k3M-z`bz>Y$US5T5%iF|VI!3b&V} z>j$&rFG%oR(!nf1YL6%$w_$^weZ#=`(RkO7@ttAC!)7>K&Ama7;jfQ5KzQ>?P9FB% zOty^lp6uw*yZlCfpGR=K`B(oUUhro8zb3TU8vX-W!~z1`2QDXDv4bp>mj@iA^4rlf zq`X?|B0Ryn0-_-tGP#+X^nJ^wJWIYb6QvYdq{E9(H5cl?4(?8>Aq%o5KW-%vqS434 zFvqodz!j1IMqaoB<*W;MoDebP^7eZPQ`?nFXtU!RMn~LHbC2LPe5%Y{LmmrvcXua3 zhTf!H`#0j7N3NbNS0!14*OmRj!@2)aWPmZT1v~9&<}?y~Z*#W!Uc#`MaU{X3B}G4J z9Xt|G07t6ym2n^KV#k+eV>}|ATpCLok|Xr-;eRI?U%=xY6I0r(TvX?yW1O!KxSLfv$L7s=;nl(HeHfZBc{)Rj0H&MFS%Jo}P=d7?)%X!^^@OREZ8SKKz1$eiQVbLUNS zbH*rVi+TuI!mRjkwsxW|&IeR)`rdhKQcr|4(Fksddn#$@4_vl0(shp09jv~fNzx3> zDQ6D;dSL6E=;XspAovw8jZ!wk2T0*gOl5O*KPx|6S6m6PC~o zWh8i5#H!RMb`RVKEaTyRIP(4Zqqydq`+|yI{_X6F1dqxgtpZlsdWv(u{1fN5`;wIQ zOwI5_RwePND+V$$?ov+V*tLY|09HQ&_&-uz4aYDidywE!k2?%SKXR2VTXbaw$3}FF zD`TbG-2C1Y|0c|pu1oP{U>+{d0=`VOUulGxvEvdN#Ee-+@6<^g6d}R-k<{%-f@hPCv0vO*a{q2v!Bm;{^9QfaI>DW~rTJR3kkjJd zB5pon%3V&HlJ=%i4hpV-Lfe?7I`D*)+Rf~=tHCwRaI zdS%R)f$6xdsizy6D%yESa5rWZ4dn+_Lz?z(5`ovQ#ehaR7^k^2fp^)P%dclJUo(56 z;gqzNOB*CB?+pwnxOjWqiFf{d@K=J&HkQi!Kb^pjV&uPIs3n^}>*)ck@S36VJ>4YX%B#2x?hzUrVhIJLqR0uCk{k&!!OVs*^!=NLc1ceN|{yg0EUn>U~ zy(@6a1YV4V9QuQ)owRGo981#P#~-c{r3)%H<#;%eCq}R^b2!PvQEmjqMw8;yFxr~M zrxXaMTomKJ7e$UyHu77s(|QU%#gi@A{9l*$5H_OWE-{`%BK}PlRIGX?JSwNLy`>R2 z4KzB%DSMm1>nOxcfzP^^i66XXhh~g7G!F09%?R7C^yz5iLy4+BD^ep_@+v#-RohRZ ztHYQnUk~9uF>s7>e4*Fwvm0(|R6smT`aqtx8b2sD{(-WhF@+gC>XKa`j_LtkdCm1F zi9lm(*>KnOJ?tYq#F%O!$QKN!o^HF^{QA6nAosY8EgY9+&~d3?8og65CwyxPG+&^a zr^lMS){SdUh|t7CS?Q^nRa@tR7>eKCd&`WdWx7b_5+?hap0CENdCF%xRXqpn1ku(@Hq3>9jvIYj+sD&+*%sy zLr5lY;F_|qyM&C`0d(=)P6=@GOve(4r(Y9>cmUwtYHzPRcins2KnYfQhek$RMvCs2w<^%n)>uHO@ ziYMp(w<_&H65(T~1q8B?;MKN{l)2Z%#9=cfV<4m53_eTCzp0kKl0!*vhd=qIldA(=sO1#{oBBLK%uwrDp~GydbRFTeBy-cu0f~ z5Yl>9kqHDqYx6p3zwV?oTNj)qCb<=7cyjD5OSqe8z9(mRy2J}Lz@)EGbyA_aHi^Dh zOS9k}NIY~PA=}1A^zpHb8(w&h<=}UsEyQDfp(TxKX94=`^ELg$>@cr+5e*QpNthdm zQh?KZnG%OzJUs^?t}V7ot+CVtVTp=!jbsb9DCS57?f`3Hg4o}uXTpbu3G*sMe(@jB9gO4 zm6+$oIps`|R|0+R2sk^=;2;2EXjg~QiX<^@L%8R$P3C}{IONZ?SsRuN*I$P!QDH5p`iko zw-f;Sr7QLFS$IT_2MMOp~-;obwWGvCS>J3Fd$x_a~1kU>5b~Q+M=(eog7@VPy31~xrH<7=bIq0Ai@-bm=5UG|1h$7h^7KZ$?h4VTxQ+ZqS|itO=p!Hoa{_R-Z~z*%$Br z;5Gdd=>P(^fegi=wKbL0$vTEkqb;U*qD}ymgGRj~&pF;EzA?51O(WnX^qhl~*>-zv z>H(I>rqNpqvn|Q7uZ1+72>dTJ$~lOfI)^e0k)Skk(R*?SSDz{~tCD;TkNdT_eBp@S zq~USTJ+QGJDFuphTYx_20Lq2ihk6JJE^S-^iSlC~ zC~&Xqxb5$Hgg>>Qeyl@Q?4Y8m)Kv#nt885EFcW-u!`lkZ>gH>TE z4Yf4qbUxvY14I2(ng7Zf;>r##@{zH!1;aIcyNeK;OV$C5Oi=i7I@ zRvL+g2kic7z%fo6^gn~^JB*B!hAiNsnXj(LNqTx{LQ!vmin%-48Xi=VJLvXek5RDh zGJDiLru2LY`cj@k55YHQJ4>Z{DdeUTA`!wOgaFgjA1!?g9CfjOmMe}+g7XLv}Kiqja zzs26lf*rTK7gz1o4pY`w=Pv{?GA2?o0V(J-=9xosjg7JZKWNEz_~6)^0|fW3t}Sts zrh(LfhB$HfGQ)9>K;(OO^4G#bk)qP#T2=3;WNfN=(ip0YEC|F|{h*)!x7A2H3(z*R za$5dGZbnEKr!d%6%6JgWQ8+$vGU?OXv$<^fnhYD+O*(-!)%b)Q-Oo&wvw8AaK=4Id zy>#5NG>O^P?t--yxZoI}9>V=dJq;G8d3AcW$!ncIxFbnl|LWBscVR%S_c1{rUZ1C_ z#i>aGCx4~ZfUclg;ype~Y%l6GQsQK$Bk-(+xmdk=za+t4K<1FmOG+@rWt0uJ2w+~t+_Ea@^f&L2`ElGo@K zmCg7pW*xZg_)~-DKZ(H>?8(c#Bu!MDCEI~0Kg|wf9~od0u>BE6KoFeR-8q?#XW&>) zjtKhZw25lxHtG{WFDo|x!MK5Buc0J?1zXs6^Dn^eN~VX4wm+OUN8 zvTuI7t|EV)B8lLe^Y{97nSeH=pB-=tVPp&~-RvI3wwIal3JOxf(A-fBSmW5XlM_yd z_o=BBJMV2Wr^T0=Hn$w32Qw7A9Ww#_EJP?v-x6-Q{;rDswr#h9hSG*P_%;&Zl^#Cb zcLg|K^xVZWN{L+;DIW(IKrE=ftC6wR5sgw&>FrbLEtok0#IQ_d>nb_c{zZuFV7V zFF5_AIUkr!_a8%9+Z~_9Jo{rOM%%N505IgnH_S5hy7Eca_Q?+@2ZP$ZFQWB9n;7;$ z&v_#-NmQ|TcrU!-CpmLJe4iWCTR{Wtv_x29%afwa{~6Q2XBxRJkOPSIZ`GeG^`Q{Aw0>?HPXwVxRKlD?^)WCqk z^+K;Z$@OvW-u{bu>UV~#Klc3E^F4fTB!UEY#0!u#n*uD@lX;s+n$B4=yYSzO<6U(W zW@v^eueKySir{k=8h5P94QiNc&A(-kOpVf2+4!`EVI8TGSN9M6b9KR&ff*|BZHjIg z-HM7SVH5?6u7ODX(|$N_`CiKM80|vK4HVU$&WLg~U*}K-F%5`NZ5xk1st0Lh|NfqY zsW{8@l6pB|dw?~Yzf%BGWEVjrf<&mR#~n}6Y(Nj=+*B|?GBjnARWRwkvRphif!!w8 zRBC9Ta`MoN*KW{+MImoYnFQ`Ugc{dI{7!rN85(oDqKnkVLDqLHsdWOYTX3iz=R_mP zy2JCd<;>G&Z_e;^A)7KJ2OiOlQu!^afz1z@9P`6sYm^W6Z(g)!Px|y$K{hvz)}=`a zvVzcJCLo2~r=)4>L)0Zqj#a)Suv6kl;!uLt;^%ufAOrOEUM8G{vceMs4n=n$g z(IM5?A!<`}IFh#654Qw;>@S+{I4#u2#1u=YCod2qKqA-}*pc2D-y+7(Q}SoR5 ztjuQ1_N^j0?v2uCX_Vt%@~fCCmm=iz00DeRH|h@M6nwGRACxxv;j+eWjUa(KfbunE zp~Hp+>Y=Q>fhX}=4^*Gwf^HIOyIgKv9Bh5l{&pO0DDU7nL-xnA=Vy|xJ8mb`+Gt8s z5BuQ^yAU+WcP@*DmS8DIthQv!b|rSBCeX(f7n&;4vx6n~XT|4&7@<1ArHe?bP*ye5 zsO3EpOjSV8P){c+8+(OffU?3ER9lf-WhVsK139qn<4Mnw(8GF4{1jTe&&d=esrzG; ziRvsM*!&k7szJw|4QVk$kRte(i2@Q#l_NGs*Id^HRj_2RBipu52I^CNyaty+t>@nx znh0f#5w|dNS$jqlLGTj__j4J9&eWnPLSc4O9;Igjc@tu8L*i1iQO%AO3H#-5f0`Xy zN<;ZWz1u=TJg!u^l361^Eg4`OoAbf8=s;6PlLxmV`QGI;$TlCrIMdgn>5Q=aQ+1`R z<#=4Za1B$%6B4k+Uoe{fhDr~sBWg^x|sRx!r z=X*Z_&SQe{%T}(&-x&TdJ|bOmB%42JLI4Ry%7-v8Q+`Nr^R;A>+Fuv&KTDA=A$kZ} z{W=~;EW(CSwsfO4;^u6e^Sklv8feeYaBg*N+gM^gn(Juy#UpN5M^YW#tzyYG&0j(y zeB!raJCr>(8HLTuaL;MSEYzZf?=t_f|Ku*CY33Oc+`LZ|kE@L*@&f7s_iX5)@uoK> zN$IAeaK#Yd(1_9D&f=L(HCXSYaIXX#^ct2lch9?^rlrO?T7m$H;43c(1YJJ?-2mX; znf*;^{GDoaYyFW~#WQpE{$M1I5gk7A#H}mWsXfIIa=>ic1{1Y1Q7jhQWR^Kx6F=1% zc1Z^x%V)HkMA$1VIr{@?D(7@B-typa4_N2$iDRhCMq>+Z+hs7Ee* zU~ty99>R((uNjbH`(fR=%Q@Rw1sDF^O_)WK${sv!yYOiWQ)SK$30~bDGlr@X;ZfFC zD?D9br{LAMsKtkJP(j_-lKIM}96Z<;R;t%bybnHLV5U~^fF~5MjKl{Y7+O#TkBo8N z6Hxf?wImoFNX!};t4X(@>>Am_r1T6x6pHT~oF?PxhD7ywMWPwd7nV<}FW0p1*4d5( z6LXjJECw0HG4pS90?tMuO_%tCOCu=sF-onbL)(|@^q2Y0-V7gT^b4GV9Ua|SJczQ1 z0n(Bkq}(D)D>Q8uq3gJsp7c|>MC*QdMVtXR=BG7)G2BlP<9u^RQrxmK@|Hw6wXM={RM7aB05a*$bNeCw zbBz7J?TEq&l|;~zw_vAv3X4aP730Kk=z{hUD79Gdz^SEs*Oc9i*-)~I?zBKPB>*~N zNbm&YrCFl$_qz&tQvSBkzKMfB;R8fs1&k}^;PIJ%a?)!SFHme@frWQ*EPpLbz0 zw^NLVG*$9Zgvy8WNZ#yiBsj@%u7<$Z5`VZFqFV8L@}F!hg(6dK6PO~ZWpP9(>7h~B5|Mc z_;1*U#BA&Lf;;;}fwWrokacMMc(F=nF7OIsT3g|#XteZHg;?z#dC5tUQ(q)Xi$CL> z9h-bsZk`zzbcDLZ;;*@L|LwJy-^~3s`SZ2M4u#F}1>Q)6#Kc*UO zJ3YDP@HNV)H4jum??WC6Em>*xOSYb-CR@5lzbnXheY@!D##Kod76h+CcRpe z9v7=<5V&E~NfeLU_3pXBS$PtnF0O(Z1*sKZJfYPNBkz}E-D6~I&nag{5o;fIC)K$3 zM%S3_8~K_)@@3S$vD&*3I%hB7Jo;!)!D#1vu!09>A9X_?_#~K-6#L8n(2NPNR9m@Ik*p8AIcIdxv?)qF!Z13G{^BKzHCp_0Zg!` z47OEwJi`SU7j+BY1tTXdW#+{fa=BJByyYhYyShri#(w%sDJR((jnJP{%nxl^UK(or zr?)x&ed`&PsgU5(h){-N0DsN169e+~KB>k1U&JBNMv@OoslGg4OS~wpNIOu!*)1%a zPXn=$rm3<4kGpMmhk8&SiKz%6!;hPNaw&329u2TMvhinyHiu~*I)%Os4y~}R@xn}jObbTdrFb{s; zKzmHFoXo=uS}yo1{TNNHc1ZATbz<@!JTBNr?aJ`O#3_`=t^)B<_l$SP5D3I0PCnmZ zHUZ5vOc_FFA+%0T3fE*w#ac4dr~me{p&A4+Sob9>RKs zEj3rGQWL5zW!UeD4@>6iWHWA^fq3~9xU%o3=6A}qs~2F>;(gAh@TUUM3g}jb%pBy) z-&Vd@*ME3^!-5^e{wt(~4|w4^elVA>N!(t;qFHgP&lC|=Oif|vK>qMxf4I&a`wrE) zS|9D^pfvak!d14hR6LJVz;Ot@@9;<_`K{ft-}L$aeUBizl!2LO$OOJz*w;e{ROE#+ zKwv;@Knr14K~lJ|Pe%L5G(0|Ra?@(Kb;X^68~)%^o{SkEhhy-cE;*UNTy(XWfpg78 zBPX9INIc#P$H1%mT`ZPSajDOx=6ot8ykStlTkwBr1g)q2i=VFp^m;0;<4gq_h(uTcLE}5C&){(vg-P%;VD_$?aKDEiHL#*#H1oswwS}0T*-oZxYvSl3Tr>M)E(a=PcF$->8 z=P*g5$+IS)BQLnzar?7Z>;Lr873iMmZyU}Kl{A6m^MF2Nu;j$!0krM3W^w?9=3eZ* z1cC5Xfiu#D4~goN;C2ssLsoeN2%|UGDZd!qJ7xY-wtM#y0cm5;I`K%P*8T8SnMn0Rxw}T*CD1|t3)CkQkWvmBkIi`jT1SP?_c+fy z2!+_sd)OAHwPfY$Ee9D{5;f*%7tpNP{)h%o8FMBX=6)PR^f$QQZ#dAd%LhZg@RA6< zD^}(fUojvM_T?nCW!u(6u4UiHa3tKANPigvp^~^{ROD308F7Rlphk@noY}kH2JYSi z$&hTiBP5OclEPo|-~JIRvZ%ma()W_j27(=1r=Ai^=B8SVfKljOBgnO}9&ROAY$_=% z#C*U{rb*A=wGdw_$nt9bL4^577*f{e?XyN57BRRnhvt|4!!j9#SL+@wPkRX3kv^9_!^b`i&k2L zjZ#{vUUQtJ`Z5|Nccvp;;h(2YLU>%YfC(e##_1H4yK|37Q70X`U7ouIUWr4VIr9n) z@odEy^YtvlO-L}($@ho0N?hb&NJOpuT|@le-4z!4p-s%uT%+m&`aYb<1U9IMbc?gP zoEq8RzO*ZYSy+WRq!a?7B?Kkzrw51)4JFq;Wux4iPvB<0LO|soYVRz-N9YT#Sfa;O z45lkP>5;0?8o+l89vz0dQ1nHNWSmnvS zPI^kyDg@%GHk2rQT`{T++3MK&H&Mezk~6NjnFu8Ke%7|iTWj_8B_cGpd;KWJ;XXWdvacxXrbewTKyhe4~f(Rk3=A z53F|kV!4-v%t8A@4)FJ!S3G`p1@Z#RcPDkDPKksbiz{Oqb;KXQ3WJV~KHp>0@;i1Q z5WZD#TG0IjA%}#RYSexzQ>JS$6ZmqYNq-jea5*0c*|PsePu+q^BGjr>GL6pH`hz=4 zx0Nwf>?M#;W*BI)Hj<$coZIuAz?}$$?{Us2Ku<(w$6TZ+zD#;dJx!Q-f&@=sw8k(~ ze$eGMrtT&ZVV7(b(+FG013rs>Ts@YWp~AZNUwO;IRAYo#lV4Yp2vv4_&9TC*a>Cy_ zOykACTIYg!XdBkTZS~_#iRzOSD+9tVDrJt4k^3F<{eN*#{1KCakHV+MN)5Ea{C$Tv zMZF_S5r~t#P(l!thn#i&ktJlX&*vWg^el$lTYK>6VFkO9c>Ri`Ctub9dR5oIa4$Ij zU9%ZqaDi`K`wVRo;ql1($&90(Y{vn&R%b6p0`x&}^H)#|egyaH<35TE zRX@yN28X);f1v4cD%R5%Dxu3&XCecvWpP7Hn#y501j08Ej*PQe=q8pdk=iO{_8lx; z3ze&X%yEE+;ZMu{BeNNAkLY;`&%|OieHi%-xZ!v`0D7d$97w!;PnbN$F0( zfzo{d)cE20b{7rymTc41g$vX{%yYlcl3GteuZylPC-9)xZG&R9;zyHmpRiY0MJ8~7 zIr211DVx-2?TRI(8h=gnA>HiEYgYzK5D2c{V}C64uN??8r#)-g9=b2*2pLsO70>?z zQf0xGb^h3<8l)ZWgX@3Du8Nd5EtNzdd{4q^XK?>C**h+NxK&bJk?1W2>FWO%#0n~# z4aRBcaof^w$ts<0trYfq=*6lf2*iF)={)E;IjQ);g^h_(Sc8Rw66V(ny)2kzz@3~Q zo@V`-WpJM=fv==-F9AS~t_8u1hlaX-hcsk-c!P}CcQk!vKBl-Ax>a&z+DjOL&{Be4 zB7Yq!raEmM=5;6eizQulvA6O+++*Q5pLoE{Z1;~}A?J?sY8vW#i*$dO7djbez%+t{Bmo-mGReZ9cBS@JN?E`Pbc`m7uR|Y zUV^iA71OBWZ2}8b`XmN0E%53GuQ%qo??WIyo`%S_Rys^LVmjEd#QeL(a9F}!9y$F?3qZ;I19W4S}rf&^36LjAZ3vmYLGQ=&Ht-RNV~tXJ82 z9n+M7a`Dc_!(VZwJ~UGCas=YcG6+;|<1J{Sw|}!C$WzHZ z^j$ZyG8SkAVQ2)!xlz#U4cNh0N)_k8}c zr3eHs?3o;c9-FPTyW~wsP6~H5c{_g!62~A%*nL?}{v7 zgUbKo?aSk#+}rS-y{5Mrf|oyWUh0-w2K*u4GQ_QR{3)CGM1y}0pr;) zTzcc;TAc5(rjos_6)s-I-SDo1-HcAgiK_AOaaH4yf)l=HzkI(LD-AUU?~H-p{Wb6G z&nVe{=G6DQ2{i?r@ClsTkH1QXIZffA5FxIpQf{!*(?oes6>$Tt}i-*ik9^!q{gNRO&M~tjh)fdn6cz z>An&yJ^nyFvPO^ZcF9V{Ga!46f*D?J;{U6%#-GXay0GI-2;#}-tgw=-*m82tDyWUZiZEu@GSLEV* z5t|ir_^n7JxOM*T#8q~-;X+{8LP1LLCQ_)goErZ{rrPm-FT$-gZcwJniJm|kCgwZS zO;`XRd}*>A4*H>;_GBmb9Kr)nE6URGFiC-Al@UWAFAQEtNhf1%mNj zOsz5|o2qx$cn1zjP~=#2QFXAO_#GEoRP&wrMg;FOdOx-flISnIvaH*`op$aJ1+y1k zv+~is?hYi=VN#IFP?oznjTp>*p=aRqv8e*7t3F$BBlm8vPtkBa@c4+09dobPo`JgITeL_pU@+kk#U<@ zB>YMaA2asz(4?Jt;Jmc0$!y2oQF~SAnfT&vX9NHMs~BZMbee|WLb79fgN04U4)C8W z*s_pS5dygsi~6~#j?#cmm^;j5e7)JB=;1fKP@>Z!ucs_vL!+g&%2>zX9X5IbN0q!*Bd?7C=ln!jzO6Vl-m&h+NhGI6=RY0ywt zzma!w_W&yZTxZlNvUcQ2ZY?7-$SK;2_Xk73do^ILyvTniy}c~!6#~n8nL7;MPxdVMTkxjeF%4y9uhL{rSSa$KF9e{Q* z{CK1GEMq>Gv}CZUv2PS;aPZ$d*(HjT<%R{qU^X~2{D0f0@^=XxD=9!?FCl7O`x$6< zP!N>`9qx7}vq-K3K5T%$koa*I=ScyD`aq+W+f2Lokhd-}?eeRENpYG<*FM-ZFZ-u- z4ZTNlk}$=-o!KWg1Hu7}v*<7rcQACYN8I5k#qW3)@=_O;`I6v~P5gPu{HeN94@*j6V$j`QaN=whbY~P0y6I$#n zYd`CG26=isOrIR5)^$OhL z@)t`Z{!B>$=EyBBbL4n$BCEJA(xsiZ6A4l4K2MXyVv6g{K*7!e7qv1M01y_0@6VBj z$@WD733^;wYXt!=bq1Pb8HT#B%>6cn4xys@6AjeB9OXd9*fvAHQnXFWCH5kHu4Qu{ zt`cs}+dMFZ4tWKWFgJ3`srbjMHWLxCxAR~y+$B+x9b(oxZdu5~l4qs}QCo-RrMa~z zRjEZVE1Kd20F~VE1!5m1Y0hR{wVTO~R{HFL*oLHV|D-YT^E75QH+VE)R|u)u@fj=u zc&`_6Gk4uIUiaUTM3{XzIJ4c?h7;LzrHv2?R=XF^bT}5!#c{M3LG5sbwOrqTupPz#JM2I>QV8w~aeZ-iTv&Q)Us zS35kO0WXHD71X-aABI&Ne-&B&h2??!S7DgZ1CE)J6lI%3ZZ!I3jPZgX-qK@8YffMl z5Xub)aNbw;%{1HLdB5l;ZUzD$u2#V2+!*ky;ZC?WBSllTIdqE7Ri`m-1CbIP^Gjn1 zI{< zFv;0M$PHK;_M;fE0+sN@NKi?t{=4Vn9)qhKAQc zTnSNm?)<6I?bjIIpBDf=>`)B{fXA9%%}s>MIpp`FK7CU#B)XFG{_~iq)0f6WR)IAt zB90ThUIC(VR@QY;OgBwmn)V-)0jfIVllWx7f=wn#E(ch zitcGR0fjghEUBck04L?)VwP1=t$0dnI7jQj8@ZJ%bYtOuatVJME-|u&3Nx!e!80Up z2ITz)Oc?Tmf3Yj%E=k@-*A&_giyLsMYQF~0nwk2+<6h|wH>VM94A)mfRkk@446P9q zKs=o9?ksSjbA+%0CmBmKSzp6DrxcqtAYBQvq@HvI;h%*|BSGgu%l7POD}F}V%kS;{qRZaL za)lHBH-ww5>6s25u!7Y}-i3AD(GHWq82GZm^oqgG`IjXRBri3|cB0MwXTszzolq9-X-%tgj|fLyV#AYWQ9I``Z=Lo|Zqk$OfG*y1t`>?GINd!fnaC zE*uo`XkTzdx6g8OZUY|sD(C>f9u2>R@$R=5e}}mH-XWE)+ivQ^#Z2{_E^MBCyD}x6 zp5vh-+NM>3+#jz`!OSR{FQ}GNGirA(>QkCK!_95!VlnFmz-`QFUeeHmDg1c%p21$ zN1NEJELaRd?yfod@^l_3p(G%*Xwh0743D(`*w$!!Zx)XK7J_-oaTNm<6+(L;yM$t} zD6?R)kBJT^VEp?M%+4-2?zh7^7m6n-k6Qja%j_7#y{M zCPv8l2kTcj%6xfcC%6yc?oN0eu+)YdcZKTf(^jL&xb{y3n{^bYrzbg zWmUUBRg3!9$vX;B>@NnmzZTr8ZmKm`i~PuFQ!xsAUYfMJTo!h1c*4AZ`bK`>u{wO8 zLS7*uQ1QOpAZ{ehiP@gH#u3$25|;r>2{Tx=|F;!0KZq&8^9EaAfj`qR81S7a&E&eJ z>E^ZJOQAz!R^Huh$RR#Umlev}$>C-a9nn*0QX49{P{M>@)Y&A)kM&jAdjZaXl<^w;S3?cuSAZON+Lv0QD^}#t;qHCcll!MjLW@ z@4QWdAqIw{IX2A%JpL#tei64hQ;NoiKYOQY`ch*GFD$$wknywNFhd$Zn8Nqm|0Z(R zdG!rWtUsY0Y*2M!fPuTt@L=HU)=|i&pmSm_Y%O34!**{H;VdSml7904DUF;-r`JEGiDYpQi7oN6#oHyQ6GUX_f>#Z{S#Fc!?6sj)t z&>zyQANb|mR5m6Wbn!SNJU9{#df;p)i-_o+qOe;mfcDrPR^YN&vHgh4!&bzBQJO3H z^goXLG76Elo>g`c_1C)NWKC@4180shD#r~Qfy?{(0hY&S8=9L_-PH>a-ovF*T>>gN4%0ef2Iw20J~StFGa#iWfEELrTLRasT}A2u`&=&p4g$ zHiN46vse6|B~Jd(9yNtRPK5R%`rIx!X<4r+2=GoRc0}U>iB=oF zHC%18LF*$qvXHi=4{=8M(}MW(-rXV_#DUB39G$S)@bGX-XLGK1{V4HWm;MC?T>jZF zY&~D)FP$TVscdjNdjLkXLZ=aZZZ}AnhWJ#9{A4QX%@B-LYpmT2ykTJt0;0qVnkSaL z>=!oZ+26rNGC$Z$^42ZO8QI?!Xa7+~anN>|Cq>p!S^Q)8z{&TErw*zUg zy5zAChCrRC2qY$To_APtJp)R5(PMGuA1!XT5D8!9V-p@sxS5Yz`Ay`J-O5fUg_Rjy5DA&BB=>cS?5mKVIG5BQ>{f^Hr%yo?nHx^7{<+39|(~gj>HKTNncv zpS7gg1!x5L!Ocy|R{4e9gUsq{m5C?e*|y`z;|UNez=~ zKNZ)iOvTB-3wcn?7sse-Qy*TSC*>TUI5AXT7}z^~T^IGlJPR4Ce48X+ z4wwEUSixUB*TEESbA6j?)ry?3rt4qbI|c5w?R-iM_A=yuiHopIQg{v|@}RS^99i-p;|0&JH=v$PYTr)w{P@ zZO`3{S!-&UI|G{B4SjMt?_p=dHnV~EqRU;_uR}@xl;$Ip=EKaf^FCbkNO)W@lwLF} zO5^J{SEEl81{HIDvyvihwytZsNUe}rG&^Cnrw`W;uN+HxAVE@nv0(7&(a{+=#VieF zhhi7qqqd>M;&Bja${#Oqz?4PUZV$k!y?NfZB;l$Z33F`07mD|XGe8gc4OT1*68(>| zm9LlUBsS+R6Rsbn4P)rKjGSzSJ>%&s&Gq3mdF~P%hRW;KOxz!|VO7 z2E!OIhET7m-!Iu#Op@f`Den&oWx~LrsIUV zj`AH6rqBWI9Uqy-Oc$0>O@{R&5duf#&5ctaGF^ zpP|$uDv(B9SYA*7Yi+ak#M#`}>#ZDLG{D-Jh-*hqz3ABBSAmR3GVFKrC;K&~K8OKDngNW1efym@mMuG@Oa&Ld#-m9*1rcqXwcEgv>aiwbhBLXW* zQ*Kjv8Vh5x#?a+t6PsYDI^{tIku%I+MpM45WgT=@>*>C1WH994{QMj-b-y3urC!r# zipnwNe_G&wmrbae-p0EO!eV0DET9fvFeWV*HHslDHhGua;9~*y@p1+MC&^s5Iu(_n zOVLX{b6bzYAxmC#wsV%}+cYOT_^;EPK7%fQ6!Bd5=OUgfdN@DPrx?)w7Gi3KqUR;I zmQFjn@wM=3QLD|shsPe90BwyfuTDa?S;_G9&bq6PAGBU??kb!Q6%}(C+LwcYf>atXk7L zUQk+Hi5)uYwdT0nR%wZA1gQ8$|4W^-~2~EtL z)70ZzQ`~>=>-J6mEE$WD7s1tuL>6*2!8bCdgjz%_@}6d06?76lj|(Hqt)GYVe08ES zWwVg=Q(YbI8X8sbKFnXIF2}h2Fmo=Mar;4Ob-7ny?4m*&j+X#F!qTV$=n`tP&+jbS z?Cbz*5TCE#g4ICs(ki{oTb6DY=oWz^ZE?iWUEfgTzq!HkzW}xwa*ks?4aaojjre5>&{#@H_!N&Uvrg3&<+bP`T- znJ>^HNgFP#l|ENEHQ`lUf+`W-@p_c$0HHQ&<62wvdxoyYr2 z#(2K>ml-Aa1$t($V4zD+YPXU>fl4s7y(zOL1rLq60M7z}gMs zlpnPl$gsHDUzh1$;3bFqZIsx)i8qup#T$MG$b}XyhU?iN9i-n`MRy!%lv+B68~^fJ zY~&~hV4Ql2p9MJKx~k7PH3|7N#_uU!8eNN)|EB41tc%K5li7~Ey|p{D!^QTG%(#T> z$$>9-8qD6~B&L!jWoBPf#)V~x2z|RtB<3E@B=+cQ!O)f6@eG0Ulx(El$p<8P2X-hz zO^lKBz!j7*1$O&mKH=nSA-lo($ymjr*PRnWeXBWvR+J$C9RENhoy*LfGO zv)j|p8meAv$E!s`Cv0^A=Dwu=2n(1(I!MQCMb#@!r2`?3n4UTgLEt^CtRB+RnLDM1 z$}Ko<-ZymR=eWaQ?j5GcTXXOpefA1OS^l_9KqU+L!qP3=Y%jbZ#d<}gK_-+mbwQ8A z(6`p6=GpjOvp~~?`w63cC)%Iba3^9{tN49V@vdyRpE%kl)B41nY@O16lV~3~ET}eS z35AMdtHzHZCAD_zDbm49D8rFL@qkH>X5abYBt(%gdqs9ZkFQS32x_3lBx{ew0fXqA z29$`I)Rc|1s!w2|_|W9t$G>NLVlBkvHn@OYOpPA3PuDWBhI<}NU-0*s=ME1@&EguDr4IQ;s?TUOjf&V$ zitIujagT(&$*z;*B6S*~BSLO;+Q%wGFe+!9@=_fsQ=jurKH+jNial5^9gbJ!JxoMAwWAg0&=%$Bn&b63DLIhMtlQKj8NSL-Pe*_C^d}naL z8MrO%*GfJr`c7SnOmUxRRCZBqxC;OwFzRR6pWg{OH@-C9xumEkQ1Yia?|-+^d?FVV zjP*Qbct>0?dQ?cN+p$GtXfn!nQAF>Ks{5UWE|J{v53etA2g1RL57-xnQu9v9x$^mC z9!FF5#C+~&JFnw$4o-5}jRuaWH*Lvns;%ZRZK@+e5Y8zt%~)JR-xj)mXj;CXgY_md z=3j^*m%2(X(go-eSxA!N(ro&**kW*=6pLVd zW@c{BCr&e&Ti*3@^~N+JTv3z;?|NbGMG&LKS6n@QCY;plw+Y@1Y{13$Vhe`yJZn zl~LoId5{~V-P*?hOP}8M_ zuVIvN_vlm?o-ax!*# z+uOfyj?2kNXm4-AW+aS{rq{f?B?XRrQti3H4*Fb`x=UN#hRb0PpMFg2VRUJ?OQ#5- zkJztiRys;0VipAqHv-c(aBb%6;X&waC^2$3!py@?KW3_@!&O6L=w|S@Nh=YfV{VNh z@Y>pcx0BL1jMO|C(-mM?WRbIUqNwv>cYMO6SJR|&y(aET>?CeHr(S3ipv`f8$*CY) zg+ATqG5dB-hFIv4V`-$EVXwEqY42M!m~uf%NT24ZH*(B;?}Seh{N3P%!(lVqzqeLk z4%N38xc}}p4LdBlv@c{5;a&j*!Mph`s}zqclyo$JXEs5^(~MaYW?_(x%GH~XQOH6X zp9>{nhTYeJNB4?_^_@ky!0n}fp;T(hpEk%@k|6u&rFyuh#?LnEwFlT0S-hXJc=WLw z;a{ydS-kj6{yYx=oM>o5Ap^YPWYyo)*u&n^R%EP#ww8H;RE@w#obmXx~#Ncc($`-OS^p-AIl4HUiYp!TjGtJ7Syqjy*8re_8 zV-SPEtRI}&0oFI+C^c`dCKYl!ZYV8Dy7;~D-^{Zu1ZhjrdeCqK*jPt*1SybH+hSHi zz(RwfNl*PwP5^k!DJ68!pJu7(U8<_8rKn+&W1lqYucBe%-W)gHkdDyZNRxK{581f+ zevXm(k(x-Ye0qA4v+Dc0)sIWycf(s^<&u|VMl#g1*j-#9{Jp68qXzcYiOf!;znXPy zl_L`Pl08qlr#@)47gu|(zLe!LNocqa64MQmHgEud@E$eqNp%DB#jb>H-hqhrT*X$8 z#@RUu@>LZL-IiPl)LFdRK6vy$W*@Bo!kCF5 z^B4vHfOR`5Wj7Q}(3+rCOzE>6>F`i=>i=0o8yUcC_Le&}T(-mh zzMw_GtIqQftUM?>IN^eGYIMkuRW}*a>TE!{L?*EfbuGFVX{U3Dqs)hj_m$)Nb+Yp2 z_`7$&qC($Tx{N&X0$qTfoy`TxLLVcWJ*k+E(tst6WLKbLEsJ*0R)!w5b5(z~LP=V* zG$#|p^W`#w2mk+1yX*Xw?uZL|y010xI_bXFqrH4v;|_IK>q*42D8}R4Z|CAH+R&yS zin3frRP0BNn@eG@MQ1Bw`D8S%@DmC9{)%Sv8jJwFDvAH4oyj~IdgFRDh7I`WTh4NH>OA;-hhJfo*(p571}cf=Z)m1{3V;`Zq?k^ zptU;}_*udt)`{e|BN|2)o|CNh?Iwkme8(oG2j|u6O8ecydbhzHWmqeQ@d4JY(4@bA z05)hnxMptk$ZS0Z2PWeB#MwRw!9U@Ii}U2OrX1YE`S2H*J+DBxEG6!@c_CeYt|??X z^-kL>uu5Gl3n{i+l&0+Z=cHEyjU>w!-23(nS?|;)g{3ocI3r%vaO>%o$Im9&(Qs4~jC7b+?8m6G#U!aGZK!KU3k*Y%$@ZrfG z3appcvH>g`hZeAO%)_Cn2c8|D;@6qNt%kfA>g&ND_Ws@IU`$T4gIio8VF^-6)97Br z`rKWo_P1$GNf~A#hwKK@{2H-Fy9$hw=0{H~I4F`|BqY#Mm9Bnq4L5?f&-Yu`+!t)W z&1Xd$HgWCS+3;ZNL zS{PG2N+lK}EA-YeX7$BuCvxXZ^nCB6#TuWNv}WMMZH~3k92>#R#pQi+`PvkCpByON zBSb{B*dKBE!@~31>NYJ>65jm}N^*?shc#nIYBWn=fg%bUD*y-w^vtD@)i1fZRn6tf zAWIXhgfm8x=2^WfgsvNg<2zte|3!Ydg_s%(-M1VLoDLBv!qu%?FYE;0mFfwmAYKEJgE@o7#I-6Wd7&cyz~^S9?Q@(VPz92Fyr|V? zZ7Mre5YYz)*4xH+H)p_mvrj4`sXgSB0{4${2*=F!A%hjk4;Q#hUoQ{qAp5 zt8fZ>l?PlY0=wIAGl6gCUlDvL)3=nn;en9kGKQ3a_TYFIHg_)EBbDA6ZKXD2%i0Ea z)bdE%bAHq^_>UR(kt=OlQuHuAqRD_qCVKRCLJnVID~IjE*=R#~zgU>vaPZqW5={7CU5-;gRKtCd*I+_T6{^dRZ>v!8 zFf$wAWGEjTVJ^i0LuVwvB z!K#ogQ9P&ZhBa|ozv=ZhbuGksG%YRC@`zo2O>>&fektVSE_p)1BkWxY;{7ZybhO{? z>`6TC@O2Re^|MwTMTJqd?h{j=X_T)zeAUhQ>;AcsW?X#w8lJW601NBTaFR=kKVdQ; zUO(~UCnc6Xf|!x>(eA@adxX(Qp{^H;Lu>FjPWe@M9FIpZk?^%uj22cZmaZU@(Uhs(uaWE0I*@0Jg*-{4~j;7pOgGoLk528bfh$|2JsqycRihvwS%H#v1ZTDKUo4TBKV=b!VcSH3= zKloajk3?evCLXoCLVayOiH{!9IL#kQkq=pQR8*yc!ZeBNh<^;0#C6+H|rW-rR}Vn*NE*RpRWpV zv8fDnZ8K{{*6i8|uW_}I!_j63cE`5dwR<-5+(zo<#pW0fDZNCVnl1fQ6PNq0bOEu$ z?2t~0yer*t(5Mjn4E|PudmD^g+nz=fLtk1!8f zV23)|(haXiO$t$FDFg+tyG!?jugh87=ySb>jmpZaeTL-GNG_caA^{BL0neg@@LGLT zd}UN2SQVADMpW+Y^i!{-xB<7@@uUY?>c* z-EG3gG%g!3F+W22d~`Q)o5e{Z5W(Lg3wC~3^Rs#3mp06JX)KJFMsb-Rb)$zBiKQ#;=*RK9w`x}w z!Y^&xpj}2xsY{D&lV@hEe!)bK580r*yL;(C9wXkag}PYX=$Xp8p-^=#Pe1O|6o)0W zeNhpO%+tD0X;#GJu5^iIHdwyueJi-{NYE>7fW21*@6x$Ii++zkruy=C0|1R&o6>c! z5P8*A+Y(YQG@fhZLL;}GUxP-9472wUzP1ifr7WRD{*8SIPOO9Q6-(%}OY*LvVL3g* zgK@Q{E=bh`Y%0K&(Cq^P0=5{A!teiNgfzOa-%U(xa`l#x6scB@)mL2i|K@FnL|CYBVWY$b$TX z9S;ci@&NRbit8AL=V4+MX4+;g>ySKf($VIs<0N5YASF}?>MUKNW6=ngw8 zm|z{!Y?Mp#bLZldYvH&5_$>PE?EAW6Z*C33@n?K>o;iwSQ57}4(-zTc7vOL1S_yyi z8NzesH{Ujcn27AB@&yqQ`@PiKi6hOaa|Vgx+Wf)*+w{Z6&H~(_bJUQunolL`%1E%E z;w49NZ3vxizNNOG(A7(g|7a^rb6&=@1*%5PUx`klfB|MH- zihOD1Iav+B`%eI~9QUF3ZjpXnF)0_$shG9Y*{PZtO6ezl`D)0I$9w}C2rtb!-X~>zdWriw4EbjWU-=>^%YL-vCE7|N&ga*}+A)D@18{nU8M(LO5vv@^JSwA0QjCfRvAqRl|juAwl-SP4F4 zaP2C?8%F+y&rbV1IIe1z9wSjwmNvt?bGNywtS~L}fduT01VUFHlGRl_j#?^|Tx@hS zM_JBvkG%xf<}w5iz$=I5d`tNtwnkkxR-FN-FD0KH12- zwX}*IIP=EeT$`q>6T$;V_#%X9j)Tn%caKK$u7@^Iq2%0x##F5l<9)_})o9af-q`O%{qI{5Gt(Kgr>m;t_3=3@) zi*V3d&Z~mS1IZSd=KWg1$VheUmTTPYWkH3Yk88$oynrR7@RrjOI@G|6Mm{x)oR+8F zfAoIEyX#Qm7mjv07WgV7j4m!ySP7Ev(Q*sgteQlw&!1Zt;eUg zJ7V$7QJQyeUG{Uo+BIw5k>p2;_d)R6K6`k*v@#>V6Rkv^&CsRsxtmmyhWR2a0W^EZgjP|0;jrIVty&b75w2t~sE<<9<44lo&g}qF`5_U+$gIh3u!A z;Fm93CFxrr>67TC@?C`UCru4B@|1Vwr;x)mzQfMjL;3MIU%87%TD%Rmdk*L8FDW%9 z?k74M!aC3ZF!PZ>KtBJpz?$3Q(9}LEiIN))-PimV_QK;j4y!l}(H6U1wAt9BcEYE! zsn0JbCwA$&(ld#J=PK!!ZmsI4j+B4%%dT{0cuQT$z1X3PwFawB4N#TO4eW^ajETul zjLq*t9_zIB_FD=__F`PKdo^Wc+MTJOXY*X+_&$%xGg4|LB>WmNT4sVsF!I_C1ne@T zETOTb=UaC3H3sB8(wa6Ac(0d=(!wn@h5{_J@C(pU@1?OKbRfQQXa(P|<73$C<;(}iTei+G(_R>={{C@} zy?^;JF0nEmBL%ad>qdV^!qokKf=|};LkTOdu=av5z*ZY%x_qyKk+PgYL39$ltT)ywYG$=lprfH zsSuRd`{^B;E!F&0Z&!f`D_iXb_*gkUoxN%j0WyOnEEPCTk6Y82+XuhbNfkIcuLw~5#Z;+YjID0qPgE9BI3AqWpxRIojZB^aW7j3sC?ISPdFX3WZZ6EK7E>Z@t{(| zK2wKW1ABv1P|XnDWeNbjVnjT0;_GRL!Purz<m)d%M_=P?V|V0(}TEWHpI#e-2aP zD^FhPxsW=ZfSgq0VPQ?o_<^pUz+}OfG_zpm&mcA){!DUtkot8rVQxdB zs&BYq)yQXAN5X`*DFiYrzYw?J{Lq2Ky&gQ&OFo^LyB7+Z^cA3BB{rhd?emMa=&Q9|l zac2ciJmiY$-Fxgj!nQmBt2q4pma9~L^m3Jo$7O9lZHj$uZQ`xUD*|S!YV_lxibc`L z7f0_A5xe<@^qd#;icYm$lNc@1i>VICEGY?ivrqmx>W=)(TzGfSS;t1fEeMKT87s(uy)1xURS#N{ho!wZRk`WK(GNnP_rHq%sg zrY)`#=U~+i+S>ls$@NBB*p^2WZanxeTL}cMx-9?1!Suv^XIttLlCSVW5x&#aKj22Lbp4CJ=`Th1;bj0CPd4aMypz(T z&+c|Af_jScy}Z4r20WRcElQp!hoc409&>nUV{Dr!GWzO>(Hr<4`LEogsi)_jTka#D zwS?5`9wf9T@inE+nF(Rq9Ogsn2DRTkyC~ciP45lO)bNynE)-kfJeRk_@k2hkI6+7*;Y+?T>A0=Zq;5 z*T@|++cZOXzSiX%xO0!V6OGj496EYGq_N$HVhY=|c0Pdt;5J}*7` zigkiRCjsa~Ot54>!tTXPe)5MOpicaaY50261T@$% z<75TzSe2z}N)CGB>(?(;FL)UTdu%#SMou``y|X_%Xs0&nsb^b>e7dug7g~nx-hM$N zNdba0sTJ=(Mm3a_W{h-6`vd{|Hn3_3seZ|^t?`&((G9EFdKt0jJzFSrg*%jpuujr5 zlK;1WLo$vsrKD$)=s_qPvbd#oJ&zgd0rewDBy>qSHeb;|$)d$kT+r%^jWEr)BtD#o zP~2HX;_gFiJe+{Rev!iB=jW4)A4o}SUlIn`o|l)E-Os@0IK|GVu}*NkFyrF&cKOp?1l&Nv!|GQGgbFc1W1Uv*eb zHrUn8tLhoaH&ls%E2mnHtqD`uLd5QC^YflABX`%I)M5u%s;#Yit1q4Ru}MnXwYr@z zT!96R%v)PYlK;|}W)fd5jXd1Mi$?Ajtsr5>=GmbqQ=u<7?-Ci1T>toOBvK)R%dp7Z zhA_!xkGj@oXc)pg&WH6xJaR~UuffH9o;<5F#95|M2 zRbpM9JT<*}^>c2vAmHhqJ+7^r&ih=>REIFpuJroflncSUJpdZ{dXOEDTk|CMufpxw znmq-HSWKJ^f;g7w73P6{jAMFkK)Yj}OxE%#Je_hj+UinEri1|}_=E>~(W75Y!X!kB zfrn}Fl_$4elmo5PP2?;Oj7X_#uv~$i(Rwwn@$2KI7dmA|v8%uQ(L5nUL@oTjbdIn? zFAWjb`w0BTeN>ZLsVnt}qZIt7J(8o6dWdW1sACNY#*4c9n6{}+-tXA9Lm`m%yP#x} ztV3K{%^m;B8rWMe*RnjI#Qul3lfw{t&rIg$J)wIUl4W0n0k-RG0?N+nHvMUbl@hxg zR(}yVvuy_+*RiUf$~UN^PI?QC=qEj9tA$N?OLE?@xx3nOMjA{;1<& zv#X1g^3s53CbH){0{D#dg2rHLMJ2hE`g8@5r%DcSn}*lCRer8;VEJ-?g)jH_ugB=y zFyY2N9*6jHlwZ2MuKzdpcppwS z#6xmIJuWD7aT%l(+0>b-`6#feZ)Xbvq8l2V+EuT=PA1;Hj@Z*t#pecn=?y9bR~ILo z*nQd(QYc~qOcl6~-zxtK1}6WhZXE<(G&HFn&&kn2kB*IX)bE0u957BdD6;plN1|;@ zozIS$l{|!eO8Sgk;?iz3vV8cr_E&3kbiBMt3k#EdciCO{umddOTvt0m2m46_H!Y5x zDhJR=5?3fiKAlS$jg&nSN=#kbCkoDK>V`sNiECE!Ml|y5;@nVU7-cM)ssK95qE2Vn&B(gxt)Hf5_@_4X(9Mb z^`Q0Q<-kW5??M~CR`HQ!9_3c3n0!d*oW9Hh9QwWe?X_vHXibYC`#zRU!eFL`a6j&m zQdc3E$0LG93I&HznwNI;QBCms-p&?88GVYw-6Im-(R9+Kk4t#Bhi@}pyQs^on}ML$ z*uiMX=bpzqj3U-U9Mv}V!=vh_-XS739^TSKnmTn@tsO_2PbPD#lK>&}O~7hfYhv#X zsqC0D_h@F6UN&~<3isuzh6tZ)8N*317Fom@yxb=dF{Mar<~g|1!}{)a9QuEheTQEY zTl4;+G(`m~D$=AW2tiO0kRqs5;i@1afhbZ$q&E>Eh@c2c6r{JSG!Y0&??H;v(IAB0 ziy=TL2_+=i-)BS7d*A!L@B7<-V9(AuXJ(#fo|(-nqUSqb!GzxvU=rB(hEO`H*ek6{OE?c{I zc`wn(lQT0jyY=kXS5yDVhi0Vb+!8O8wh~IW%3M&a+MpJPDbHqM&);&<4QYYJDIDAh zs}~cT|8V63)P_1s+`j6F=MaQ>53ejp-yK2>7eCirj@10|x`cjuzukE_I2n}lCmLy( zq`o{cm&81mC?~H*#r<&n9t<){vo+TjRO#F zjR$^B?#z@v8s)OJ61&|PPSpcn3@ z!AmaMnHJ~Vz$GTTc4T~|e-eo*uJ4CioKsgqV@1=Cj0Fr+a6iTbskUPo?4V3yXEj_{ zHqUT1(Z?wLXI_8*f=_+ejv&@8s(}f-itf7Ia`$nX3QE{D^8^wQuXyT(lP>-@{&xwP zd=$^>QjlsP6zT5f*4Oxa$J&Af?suTesah#c9g^2jVP^Ykp{frlMUZYgmJtZnrZZ1jMz-XS3Pu**66t99p{vG%gt^skiyr zuB4f@Fow(5WWF){ib!O4vvt0@v84Sf8CpW<^Rbp0QleS%CVcJSxp8{L2j;y-p9Kd#LrcqA13~j{#}Nun z&A*85$t5+cLWGKwXd6eG#OU7qvFuBELOmnN5|#yv@00inhu&P%J2YIwvc8b^pF|>Z z@>`%{YrSL`Nv@d9pMYqKd`3V>AZp3_Z^w^0;xHf1k|p7e{cI1^&QA#d{y&R+2!l*~#}?JVpvTiah;i{51+6fl2M741nT9dl zTaVI%ZK_`q5FERQDHG?50>QG@-DsrSd8D?>TI*q=!}hPQB)K*v(roTU(4~mFyg!^Z z#FUwaF{v=gdvl2?G`AY$_R|`*T%b}7Ej&~)*MlC%<9Yb}3jx6Y*ujGbACyU;1_bf= z-RC&?J$lGDP8a4&egZ1AphY7=@ehKLaH~O^KO#?iLoUMpmr}-YRM0>r1H% zf>7J5@E)E0l5$i)DfRuTZ} zVs)fex=-$(HW?g^&{23h#KZ-j_O>aa=g+U(W9{u#&C`kXec*vuLMZ}XV#j>WS;tJxg?OV6ZvL*t7z~fteW-<&v z@rlv0lC@4_e*CJF3Q~2Li<6*0{FrRa2P}%$%n>oNFz}y%isdzmqx0Qu@;*sMP z_!`;pF;**kUEM%{)FO1l_=?#o%*oU$ayBD_JgjN&a{_G&O~x)ohwOsl%iwx^ z`BN^;%ydn>gTowNWA1+yGU4_!ZrBtdbe{9#3t3F{wlz`{0D^R(BG0p@y=wAHqFVZ& z$=L}gA$m0#_WZ3QZ9!S%?>~lr@l#6r6F7+5 z9v(bi5kx?Igt&-yJn_h(?>gKtWg_mJp}++$K#i;S(L(dcOewOpJv8?4x7^v!pPgtK z4*x-^A~f0LHiUM|u&7>YyB4A#h_=)e-G*sQ-&n<;XKZncD!D(#A6nj&!q*ML0*&aR z&WE5%+dee1f8sqE@6eZ<_NY5(e;;zpX3N{h0GHpb#tvT4E@xru!~dVac4qrfVrgwM z$Jg*n9Yc$3>t^_N1hHI&+ZB7(iRj5$!ME)B*%Uw{pTpH$(a3F2g9!+1_01E-%j3yf zV_kiHeM0B71cbQ&za@w=m2#o9swM=m=`zsF-y=Nc)h_#@4J@P5>N4Vrk|iq^x4OFP z(Uj8!*5B_t$_T0Hq%-odLN;+rOe2)YI?F+bL}uKGeW@OLV0)WOzoO?uRZRhaIlC*z za@Dq}I9pqsWfpP^{>Xf`JoE7{WhI-kw<<{YI_p5mao@x8puNXJ~ z!)0n@5l2gsemNHTMW##@C7+2XoO;WGFULe2vNJHbRl%CSY zN>*}xyg~eUuZiWu_+;mCra?+%r-%Su$NX3gvVWpZCVsL%)Fq8fYFbfAI54Ql4t!R0 zpXxkmbN9wpQ7;=V8b1!B06EEjWjqr-in}I8E3P}0ICi{9k3BoR@%H8V?tGfQM0l^s zXx;^^V6<+~U#;-SCt>Ac{m$~tw6qD-x#N}AT!0^<6((C~*%Lwz9e*$YI?*!j{7*sZ z1P-GZ?_z6k99fc)L6eJf-B?4_pBM}{`&LjgRH9rbCoNfK8yflClohHRs!=DrLryHE zvl3~9A?pfqmZ_Jgwr@6cDm!!RRx#1V9A!kXh~9ou0FC@?FIrx53J$8RalRW`;a}Cm z50=QsIC+=EVq!%pdTM5dZ^(ZgLjzo*G#YK>*)yF!QLobEu)RD7ahMBGedMaT@sDCn ztDok9;JwQu$@v`I3ApMurbjGH0uQRk?G#&HcSV|%!<=Z1(sK0oUh}Ox(a7U)Gv=$@ z9QKB3+=tLeHjUp|hFv%nn6pcEm{isq@x+++?{mnw`x}NBHeZhvqf_U!>@M&0BOuHp zA1`mX=KvT)7x-7b@!2!`O*62>zDWxdlI3vkM{?;8_)Z(uCdwp~l(2kjyp+*7<`qb69p2OOeA{yeqc#ogVZ zwO7LPsIP+n;NRO-;k|mYT4+X8Ua6~*jv^p!G4`#iKrokmyLWHP`e<7LSjkLg^;q1+C3-U34!! zhMEj|KHh8p@OXEsv3hi|sjU zA1?j`gjAbJ!+^#68?Lu3eZarbx`!Y0SHWd`2X53Mgu(CgaySE(v zuS}!QHgM*R>+PjmSh`=yO76W}5XL=31aQ z=zfkg9Z7f%Qft>s0;2o80^ZAO@re6m(EeOvTAMnb0N~%W>6L%})hnB=@HmG!(lU1M zMnekEWo~Z`T}w?kC{y2D9%`DYy)q(eoluVq*htfW;vB2y7K1KhB~nD3jYf2D}H< z!unzOgV}!S)JW~3BD#qDDKs*H+0&?gXCk((ZGodi!GdLrs%G|3%=+O&_uiD)G(dgw zQOSRitK|0@Sd^5E_OdA|ruoE%ZEn1Oh>=?553pGJ&jDK}TBGm@IEalAZ4Z71w!L&tH^QB}@0T>%yDiGNb^uGk1tI@Kts;#|zd{nOPYh+w zAcb2!#POeWITw~A8(ttINYUjZy=i80Zj*?!-W!%yowAT(t|7z1|8Sz|JiGx1A8}&k zy;iFNpm~$e^3DV7&t;{hmyZ~A>dLF`D?dq<_~OVi-}{H>zw^T?$K3ip4R+ zzR;sOcO(B^driUIvlDK5+{vPhw>mn}be!+P!7baJJDV;Orj;CId5>V3nFNFzpnr8n zDXm_rki;K~F1QW{Cl7KBF?ji-wPaXQqv|rGprya$+k!@J?>Lp0WFHddfX3H!r4UNTgs_ zty|A7D8?}))r{vbB#hhU^{ls4*sC;5^u@|;ICym%_Yfjf-Q>rLrqy8%ac(PgTH#Vz zzN@X~VP@ZNGF!LGDSZ!rRw0DfN-s3xSZ%hBsK0f+srSMp1!s`Q;zY}kXz(kc8@}8% zl=v03rv@n)C&eK~&;4ff(C>9>_MyzP#f=);Ld4juZE}QIrVNH zO@H)_-|1IKNt8P;s@N>01vAaNJCo&lPje5m@3%crBOKa}N|q_#g2U|KS6r7RDHW;CBUwM@@7gkWv5IoVEh=iFQ4t@7>pQ^;0h7o!-_5e6UG5UIIz0!Siqte~H zcNp{iw_b&|_8l{B*n7r3&q_+Vk=4&PQyKxK@fKQ-iHI8#uM=6JD^ANuUbOmh9@1>A zQ_#kj7hb%5JAYW#E6YXd{`nmbw(j!%c517MN1SBW{`7v0{~6!3(^tLq7Hfxclpl7G z@R*TPo44cs)e5T;j(*0sPAG>7uH> z6IN%|U|v{Io-!_&1|Z=7q@*L-|)FDhZz z(Qx^hZ|bP2({0a$dCA{EvjG)uR+5(_8X4^$KtSAVyC6aLy4yX_*lpI?(?jzrk;&V# zMfGmf-#XEPh3ouN^KECA$Mh8;k%Ftm-2=?N-?(B6 zcP_@@gX=xcY_hWT>)v=xbxCEYF8v9Jz3NA)wv)EVGr3^i>+-}HC9g$V+>y;~s4{Pk zp{GS?Q$A`f7#iw4CLmJxdc~kRp4F0Jp#pp3J4WfAbMF?Eb;X`qod?+6pafeiTzp0} zOjHcl<+#SY{RXv%|AT|X&EjT4Nyn|#`H7R0C6U)QFgBptnQ6Qb9$9jA>`thj*C6sU z8P=wy)O?WuT|uo^HkVCKTJr{TxAa`#erlx(u)BS78u_9ws;e+18WtY~x2}fxM|Oyl z7u|oH(QdiPJ2}#>Ricr{FC2;|AUM8@uI9(L6t~XwnbPZQ5j{SfVw<7R_kpx*p*zip z-qBU3A?%@c_VL8Y9T4%yj>GioT$#v2-jzU=IezwI@xTVWy}|{kncnZu@y?gWg$;%r z?`<}-+Ip1E;r?$$6Ed@@8^2!E;F<5AEl-DdEr*rfO^+68@!uy)>8zexBV>+`vqWz zuf?+BFb5OfOJ0cW#kp%O1`Ii+AeC$*g8 zOw(ko3&4cEzrNhbxU>L_Zo#XIDvB-L;-Xvbx$ann*`Z!ZhUMEx$Ta_)j`xx@<(_0= z5_r+DINig^gD#4_{P2=(e6wH6lYeL05bSAD-O6I7=VaiN!Kp55dc?I&#|s$TxpnK$X*tYln|U-XBl)YP%<(FW zZdDZ-mSr=105rxXMHL)zt}Bu)EiKjfS@Z`7v+p0?xjB}rYVsaV3rbM4^phb9LsfK_ zp(=8uah%o<1iy3>xreuP|6q`<2F=Z6hdQl{OWhIV)#ePeN@zDN55nlg`@Q$T5<fNR$||BE9?KwP#)S z_TS1t87u9VuYZ6`XC#dr(EIiM-^8uPD@Z9Y*ee%M5dXe|O;@_$oap6K#mYNhLOI8! zpA@421ZoG$>oYc`&*Qu0?Ni#xz%C2y?PtimyTdBiwr5jcUZCQf?GN)+4!6AY^!z#= z#=~*XFpVdgrMRT+d0oaw=UwBz_^qW$vP$PKVs~Hjj95;LWj>l8VO3Tv9IKG)(tWCC zL(l{OulBXbn|!?05;OF6uGJL_hMnsDp}LJO3JX?k}k9B=x*FTQp zDGA)gaYq@c$#kw}e7Z+5YZ!g+C)5wjpt&AydZJBqy&-xioA+qSrqx)0r(C||WuKj> z>aW|hitkdUsTY1>Ogk}jYQGzD8xEserM4XT#o&OYa%g-(z?6aqeK^3y2y6WIFgtKQ zG|#5(rADOKi%0sYNd%(Q?NYj>?4SE#a_r#MqB2bjsRKVg=*h`&IJ>3oWkh3cvt_w2 z1_68Nr=^9fFefpKVzR59w57fU1k{J$N&6KOA~KD^u`cvGeVvDs@A(@pE=SJRXqhYT zG&zF9)IDkP?2gdrx^^hN?0$VH%Ro{_mC$*BeNt8;{*&F;)1fVy*75lTtdP$$%N@?tB-ZlHhF ztjxSNXchm#QGgvdzqN-Iypqa^!>##-s^1kKn+kC_xbGtYvHi-W2?|avui4wKP%BZY z^fjs}>g0%&J9YDZ401qvOylr|x-{Jw@#CM6Ki65tVBxyBw96w)LMB~3ir}M?<44%H zRQlz5E(|tiC1-_p-;>)@gUpBe(f)!8^7$nzkLNt!=ur_yBMlFo?5b_~LUwb@2cPyS zZ@ziCA?7rVBQ6)E^-wM2&JZPX^ji`A;vS2Zwp9A+cY>GKgz0&)fM=?}ja#g&th)?7 zsUE^g-czD}v)PNj*PD88pxb99r;`QYjxh|7S zUHD&H&JGo)>$Fp-yXz&dg;91g7^UUbSOLjV8H@SV?|oJ&6EL$!{n_|r0YTsdlnKL6 zbX9%g*#^lth9PITq4fC&9Q46CDa^~-dg2F9=g_Zr24L+Idc7_9o9zxL+BFM>^7)UVCyM7{+kvMF#8zPk+>V#|@tDm-Ufst7K=^TA-$8Y1{Fi<@M&Fffu%o#kV7A4NYT6x}q9Sl8k7>5b;Yx2C=DEq!VTzf1< zC*s61Uteyg0C3`1R;X4)Z`ZHYA}qdiL3(ujNJrkX{*?@WGPj!1K~Uzm)O+hf`u?D|3@`uLG1rnc49Jp`)K7!A4Y;iCKW(5UERO`g4K_Blaj-@4?p z*yf-SF>6mvh)c_X6H&RTa6Zovc@v(zWmqk8*4`c}{@m2@qN0)g&%v7 zHr2G&{@11iHFW1kmNghq;*zbegUo1TG3!Vdi58BUlRbq2Fi6u)3`W_x0sE@Im2i5l-)RkqkWagC}MmJ-Nq3_eBS}U`Rbde4qU&-s+ zR!j_|s;g%_8zY*>E^D(SzudQPs{{%x^3tR}TW8{GE*%g2KgD=_<33@^%AV#u8a+Kd z#5>%-j>9a_*Vk7nLe4VtuE)XCAAK_LOo)6uOo?nH9q@o&{dRQty|Xd5wnA`-@i|A} z1Q09dkZ2`RcqO!&oSgtowDC!LSBb3O+yaRBlxHjy?;BoKAdd4TXfJ-d}c0D0S&~JPMy28{ecGVz{ zkF(Apwy$aO)u={7e-j__(d*6_PQ^2XTz!fg#|==WWtw@{bC}kfo;Z$>Q-y=h(R?_} zskHo8E}yQ6D`gihl_9Vq!CSXf))o5@1|M3xo4ubCqUxMvgxzzDN@o=Wzo;39|Hi~o zDi#%^=@q#ylQ$>eMQ7SK-wDWvmhuRok@=)G`o-?9X9H<%KU)Q#Yg=>mDW&&*PapQ- z;mtWa2pl}l!^Vb+k-o1Yjeq~mTw^)XdA*k74^7wEgnNIH8FW+3mP+d{kvfcXQ)#bw zf3t6n#W-u71kxqCf7OV7v(7T`(z1tumxz~>1Ch%Ajdz5N=~gD^qGS(7(8lVnlMr3! zq+Ag_#nI+<5xusg(NXDV4j(@{hm{Zzs#nwDRb*L>anl=tpxRl}1A0_krNVPFs*xi1QY`7Q z*500k;N@RuSb%4|l}P`5EkucuqUZiN+57p9pk?A9em7{D5ImYK{lSQSowFJrU^l`^ z(CF--@^hst|Jj`1@&O^~c-P$w%z$p@!GtU)GFr45V@wkUZ`px<(~?HplYtJLhwv+LP57PMNCto{gfI@X9j zOqrmG9-r==Z5Y@A6BIz5VzeIPezngR`IXWQo9zXx83S3haHxejYf;PMg0wwxB(I5e zM;jT|!*n$A_`W(aY@m@{SJd)6LvOe~ckN5m2gfQ5>(duz%SNjia&@FsG};DiME|0f z1deo|Y4e23;o+fPz185IAT-k0TVmo**#uF@0Dhd;mOTVilu56gV55eWbDt%Ag$7?_ z^$Z-XL2k#_dOc@2(n3{XG%^r$w%-{Dswor=QN(JHmq{|o<$K7xz+}l%;Y%Rj5hP~@**wdewmu<%sR4^Z9{6s z#B~-O^3hpgjh{Qk4$5#U?;09-Y>+wJawErL#$DmoIRRit6q^~XbmU=u%dB(Kt1jO_ z(9iRzr#Hjh6gAqO`44wvbayThpLX5dA*Smj`KJ5u#(e_-C#Shug1&g94nn4l<0fyT z%<`poH`uQkzgf|AzZopbjSrZc)r8DESGN7^(FZJ!m1XxDL*!PD(RF$?-F`4tdyP3X z?v^{JdRG3P_|=8^kY+JC28PRlSCL^FqV;9l8=u@dQKzWTc1`V|{>w)-$lKEjC-5eY zgibjkTRj&i5peKo6GJxhOV!Ar^w)J<##2W05<JwyO$rDz%CXi>w^+8YA9KGSt?~hUeX-3z)(laRID>(Z$Us zY;xK$>#;(PhKKB?qaMdN5Uw&u#$HGDn zPE*+Z2P}@h_q%dN9tqMp{4T&jF7R}8u%nAb^w`m|O&mk0Au4t|$BVuQ30#KdA29^G z1Dm|Bo*|w1jXwZtQwo>zmq?^0`Br(!Fjr)L>nS?y2Va>{`)VOR#+)1UTx~#bYR-jY zlIBjhjPz@K<={U8Y#oW2?m-=rduJlTJEXIqg_P#Vx!zSVFXxPU=f}=yL8@X*-t6HI zXTdaFi%l@1KkePWpjdPfY#8{CS&R>rD8K#Xg{*@)?iarUaDKYiPO%PeO!3ib_5O*h zCc|E)JJK3OmVcV9^bBh1Re$Kz;f9&b@|Ktu4FU%bj$9%cdkWBX;4Xa8ghWdP)f&Ew zEG{&4Do)j&3!H9!$x_~MEw;a`JcH&)TR_ajCK3>5o#!spB9W)99WV|PeX#StK`H>1 zT<9@_64g6VZh#FaqNli}6wxjD%EVN5j15wj>az2+W`ZH%sYW3O_Yq*L`K`u97ZKA* zb;tm4u*_S=dR-_22i2PQW>a~g;RWj=0sK!dv`&`H3@?Mr>|=~UTYG+(H^=B4i0-u( zzKo{Xz`?R@dvGe*_RXW!A0sgLtcb=r7N3#d#;TZ^ZVBA){50}u?^E$YEd_-b>pK=` zWY;dPPr9GW%I_@HUw&)~QrWqO5Sna-RUE%NSUHLj(G?r3sF-H@S&!$}sXILM)@Vx) zQ#P~Dsahvm@VU(^_B>i+3T-gusS_!+e8^Pl+yfRz0o_icm8f^zV8Fs~`30A-Rz)XT z)6QYc4jtZC2I7T1d>exZ6pklDy<(r7Z|mJOaTaR*i;0^*g5j0!-;=tF{6&4s#d6qyEVBm)F1I;@U#{`&SUj zr2#BkR9lPZ$799#AA$+QMv~lT6&~7^rBP^B$8q>gsBvLtKIVDTFWtwwE*AagFy?lc zcR`i~`0e}mPr-kAaXsB=OOK1owo0|AhIdUGIc+yj6>GwFG!ADVB_lQTZWcKXIpFPw zDkXfCCcc?^sYK;3!<>ZLudwZCgYpQ0I3xO*{ptTi4^ltba!!S`klt``f`JTBEw_)na0x>0Hg)Q4RH|sECl-=4>7kn{z zykEi7yhlgGG~#FFp^A?7;axHlHVdn?W0|2h`tjcL72Y#XT=S$WnZBtP-0zxy6Vyu@yHMbcguo(Z34?Z_5<`FeY?YO(EP!>f(MRXq*NdEl&cCzMvg4^ zo1;{|Wo6$SDdmmQ1&^lpcHcVmW!meNJpJHsp9E5ga{Cy`h#sPL@k3n61EPE3+{vbTGlM&bE?o#uGgjX+QlFCXVezxEzSR#E*vV3^U2Gm*T$9K8GnJd?Yj6Y zQu?AYjdRh}1~*~&PnUOc`4bW!ablm?IMH7@Oc|on(`LLy3jE2V#{baCOS>2RQhJ!6^hk` zw5jfV;!9T<%x9)=Lg=!U@%m>o-7Xo)$9?1yZf-qFid_xEl z@5yjMj!B9~cGzlZOG`R;&XdhzAK?23L-=yFr>3<&@8kHhCl6xnd!foPEJON)KYZ#$ zq((xy<51NAww}t&riwZ{TA{>$oqbqkeFWeQXNzJpRy6YbG@b7dLvJBO=fLZ=3=TeB zcK890%Ckwn-1(^G0a^=BL9k@@y`Z zBzlAKf{G~x_N;|CcpxNB`TLU|`)JeIX@{NeO$leFjiwTQxe@_`1CmiLZwPMzk)ETnx3eqh)rGa()AL8# z=-FKv6N;BUL4x;w@3=0Xo|b0K&D#Xy0v=XYM%X!o_NJ9jBVQNOEfrNqWdgPo)5p9H zJ+4oF&_`SwUA)$sw8?TAf|GpF^p(_DR+WAn&geF72Ov0~DQ6dJDPpQ6n&bU0`ZfMt zd~;b#%oWAiG#`>i2OsS<<tZzX!?aqWXGMe!M1QT_nt#4-iJ6t7XJ9z?11lOJsDjZ z+%PjoroKiP7ck!R<@4vHFPuFn5#Aw7&KhXg_0b6NLCQZ(D1@d~u8PQEW$%1>LHu-w z)%VqTAd0s4CBH+k$C(8M+d!}~iSnJ_*o&kw`L#Pq1*^Ds!bb}e)<%pkR+RYAdpu3$ zjV>lk0{nbQ9FwkVze`E3WES}YD}g?*vfdadT&c5eiL zPrl12%6{p8Sn9RgImv1Dq*Gz_^;(PHFkwc?p$6TunR{C>?kFvc3wBzsq^*h867E{6 zRT!zAqDbWLCUclw+yR8<-TfZNVU$gu*H3A%4CRYNdeo9(3xf~|=rwywb3`Wvn#>03$JSzI9}KIDmnFrN#KAZ&@_|& z1yxw9nCKaQx&}FTh4vGbsYDSX-|S z>WjdzMPG@V#xBmtilg}UF8AwjP==Ear$Q`bz2i@cRVw|evU=HJvI2z;S1H?aRxDw* z=1#wWI(5SG&LwJO)j#)`tjAJAxP-NC+=FFn5tA4n z>sko^LA<5p``sO%!bGQOVp`na^5@yuDvxxYJ^SFt^6k~v$wDrO1t^DM-kkC(NL|wr z{XUQ)hV;4Fw7^5(bA=%yQM3R8!-o}sqx2*nmZrnQDzoo@^B1p4Eow`eVI-X}pP$Jl z@ogyG6p#nwP{rvPFRdDtY37aZ5ne4yzN!#^+8&3oNDXNt!-m4{y7u@fRCgO4N-w+B zm6O1a&6;Ont2}a0#ezRvojPH7?F$(eu*ReRz0_6bS3>V2SU5~h#Vv}se*u7#e*b7z z4Xh%^fKYt$NW5!VGMa5X{q8_fALm(C?ZUHZCQagn22J)ABUOhyuI>ad#zl@TVn*2& zB(YFaas0`8H$yn+yp3@Hn0G!sU11>Zt&KG(F{~H_qE6!Mx}5H5g-^d6@0T&oy3Kbs zXFqsx=86H-w)yVFdjg{UCl}pvj&slL@ojSm)3$wjRO`3dq#vC2a@Q~QmKo=!_P4Yg z1cFrOjsUyCE0`@-JLmWx7^qN$Y*Bn#v>RR|&4*&NPfopkp?#v(g>}7>W7;bbiAtUX z&UT#9+pB=jr-x+9gw~991?JdJ^zl#5%<$c|-T_>Edt-}g4f02}udzCnjjtU= zuj@|IxT?~@rxe<+h17lJCE~4*^@t~7QnXh@FFXc(KDtkLiy4aBA>{D;h^r^j$bO|Q zPBfjCT4*iRlCVH)%jhFu0u&6`)y*^gq4b*5^#fsXH zgFw(FCuZM3@I8Vl_vtd{xeR`#(0mP4vJd2&%ERbU&a{~@l9GJiyP$%|XHVt8`-Zs0 z_u{IHnZ~)}uYz8hNZ|9$7R}*c*(2s*O62()di=&%MUaTUy5b8+3o(@CjX`j+%@@xM91W@9pXD?C)o&$(SRtbEJ?l9JTAA5^E})cnV3@v){BjFQ`L^G1vOO6auqxc<)5ce)?C zR{_AuC(9@bQ~r}Of(FWB+B016ms7tZO7;rXoj8j>;*$E>+fMy!cG38%^WiteCgMWj zb{>x^M!0*KfclX*SuJnKuk$)D%4?0dOjj4tJy({i$*{(cx}jf;#21P8I^*~5!3QS` zc%ug@Xu@*ui1&7U7C|GApW%aO_O%KQG@lIOS0BRH)O!co$@Rb;J7bf3DrY4!kw6vkU{TGi?da z{F^@VI@rzU;{Lg*1)pd!!2$fi%mrS-_*v~*cfSM_U32<|7fFL6O8W#bE`#Pw+*M-* zpW4%fif#GMGcgVQ1q7t0)2dRhC6JWsYO`btRUN#mlH+MI%`e_w9;8HeJ(v9;={t7% zgHjp)S?33xn-j3-L50w?M9v=&9Qf`n*0|N)@{MeFMZWRmoj7|D_ejU zdgpfiZCjzU<_=v7?=ZS1?bK0xsa|)owoTjXnLx=x_=5&655CGIJdp?^_A5~bL?tyLeehnn6TvgG!YK*NHjnBL~R_=jEmxic- zF$9Z(?+qi_lrifbWNSP-qYN%&RWLk!nt+@b?dLZSp4FpHTqzw5#~44g%zBgzPwx~H zj@L5M=05^l8>HCv=t&v&UKS1K0#iC4FccyGIOHm)5{+DnZHu*Ti7E)f z8FpXuUeS_JK9tS=+Pr9T7}5*4rwxw9}f> zJ=_X`6SQCAft`2I8_n}M zJMQ;AED)sgEL=U&#&n{;H)=b%0a1h8Im$XWK<~ZrE#q81zPYDVA*t?5)R%pJy>b{M z`colpeR?>?E~Vi(RQn5J{9Gd_60RVrs&BQ}Z@JvJ}c`11nZZ|f~T=r;$( zHoZ&2@li7+Rb*JfOGPO2e+~`1n{Pl6Ax6ZMp}V?v+NpH0Pj6;AKK>faB8>z1cH}mc zvU2c*9$utrLRl39;&wA2?q!M)S%*igPt-b6K1~8iAK)!?lv96wBX=A-VURh0S?enW zd)SfIcytFG+;iwtz7}}u+_@pV#C6vZ&DcF>0nwP|g8gb#qtoVaa8KE(_1*}XGQqHy zbr~NWX$#`ezngkxgQh5AU0E_7+lN&E-*=4kf6e=KuYuN0@Am^nJ`s0!ydRNX6pKPQ zO{4T~I5lgemJM}BYCZMjx}dM$8V5=g4;g7wZ2Gg9aG1=hN;2&Ak$h$R-tO*2xGJ|c zC*Sb4Pu{DG)r&8GriF&+S=$X!xO-BS_;DENd5dDiKPqxq+-YH99TD2$a;~nfQ|6Hz zz_-J<<^R=g3%&z&`0Ykck$pZ*gS*INL(Oe94HpSGekJ=vbU3M3T5%5=nI7U#K->(Q zIVquJi^qC;dw%qb{0j@u=}-g zFVxiV^H8ljt<8HpGcDKUCMU#aYEEza;-J@MM-h0ny2e&O&W~|@@v$V0$%$=W8%Wn( z3Z|D8^~*<=7qVAIw>4%f@mi|}zP5CkpufFpqj(JqTJ^o$*xdRn^I>|f=y{mypRR+q zzgVyR|Hb3X0jJ^w?TLz`K?Z{E8f96URlD7DL4qLl92W zyk8TM&0;7;u$w#dK;Yy4{(dj*lp&i?(?~0^Dl#lsdUy|bag?&82~T;aA2TEs`@mf5 zyzTw&bIZe_xelkpb%L#Bg9wSJHCfQS2KNi7g`F|bcx?z*LUu?UiQdwZ4o)5c+r1$BDBH^Eo8FKl`EmHF=5IlWh$m|UlWm+!EF*~JXW4&d3CGc_rAVz2W+x) zp-aJ;0jW0wM2*MsC(5<5F(NXFE^{x^&W#n8yCzuhfBDAjZ6y+>-1~6vTwZB%-_{cg zhiJ_&J+FmRUGDS`6n9;W&?%yi)$vg@SUDbsr{(A`c(qTgHVjB79FAzrI@Ey{ihmMY z?`>mox78-s>T-EJuOy&)S1U#nK*rZ<Hi8|)`lK7%-PM_Pu0QWfLRU+R}&)C^kt?P%IHBOD2p z6UGA6?E=l1UM&Cfc~r!sexL_?&9U8cXYBj*rS5~WcmVWzTO16l7{$c3_2dv#i|8q5 zZr=7sy1ke*mFgXU8Owk|uJOz=TH6n&fgL7aRp_lA;2+p+&607_a({M}(l5rv`jyQT zqK|Pc0?B`HGd(b3$6-FLWQ8fF<+@DnoU&j7a%y2r0>c>wYgD53Y@BFE$1r@ND#8iLf+-#9pj7d2q6nsTOyDI+SGroJs)tW<@8~@Dm?f7s) zK|w>?0V()0cZr@YWWERgkFjs@XS#p?e|L~dl3P(ZRY*mxqMTx#G!jCkGS;1(QqJeY zrX(a5LOB-l_M*HxA@ z<>kLwnr+*$BflRk5~MA&Z5@Zwk_QL|h{d`G9vnH;;HY1)uH<)}_X-L7BVv-%b9~A@ z$@X4u6Z`MyUhG<~6SfXO?;3yR7KFdm3CpK^7Oba=y*>G9Fb2VlJScavh;HB5>#^Nt zjih5^$7@aJ-idhAqc`dOU^(;m8Opx65AxOUQ`LgyQWTg z>c^jBe;t*+HVB-fyU@a2K?XKXKfZKwAGWNF)|3g-X%0=FY5EZ^N%ajcJ5(kTxRura zys@__$UzI$s*97IgV6|oxjh~=uQi>a2RZ^BS#^iNVx`6aK-cm*D`?A5Q(8Z6*y_js z!O`KzTgUQw1?|B00tW|H$bIKTG!?PaGl%p?jg>N-BVB_uI@r;XtEy`EH+?hk47$iI zr9^%&rIy(OJ%&`CeqNRQrrT^414M6;J{0Stw{t=dwO7y}X$_u6_+yZF12DUKs+v;Qa+@PK zI$?RKQnP{s%X>kp>rOf3EGUKu;=DE8`&&-?i2!L$B!@Gu;w7teVyW*xn%B;R7KjmU z56+lJBUD~4o#~OksYsWMA163Xnc~=M`lKBtt>}7>9HtCY?goT&)V% zsg4Zbqm8po2#&}wc&@_H%^a3kd6&HqsJSXFKiww&l~lP z*#FcQwr?rK#@r4st@u>z#$=4(i%XmPS2kS!N)rjP)$4=m*^ZWA+%x9^05G9E0}~1f zJ*T&E4w;J7y!o?kejwurmDoF)b}lXVws-|9=TSIrUi zD|xkIjxk?Z3%-$`Bz+Js`67i&)ll zWC}wjJI=<~9JNnPJ}GsGUUNZ+6F{%+jh3?W@N;l#yOKJrd3C8e)YF$@DSG2bKO;uU zdjzmLgPpnJru?A0`Q_w%naABBDK?)i@o$^nhtSNYBX2-=-s4|h&AzeFaPWJl=1XqQ z`<+3VgWcr~ZG)6Dr#&t0Xc#F0PWyARC^O77r$2j0ET>Gx%AGVFsZ`t1+2$233*90k zdcgzX9j6Hvq;5J4cRQn zjYabUgd$D04ai9*5C}z7_N(@Y;fn8Ti#^Epe}nT9P8bpiFhi#(n-CEQ>3pEg9;?*k z4dsl!l-Vn%iG;_-2f)q1{{X2t_El3^Bo>67nhX*|LaDtexF2s*B-Dh!{)9XD!2YT( zKYG%!RgC6eXOp7oFp(}TuOgz2N!0>qlkDl*!RY&^qHdn<1eM)l$301BwPW_@`@Hrc zLk0-Z&R4cg_pWOSX(7b!N^|4)101$sx<1h~Bg{k@mI{LXNfyQN>J7TL1-i80oZmwb zF}TyyGSWo-2zfx zrB$AysBBSDnN@YT>$|q;9^Frcg|PXFVk|5TTk(}$!woVWXorN^!BG=xh=f3AGQ(Y&Mcjw#ckj+M*Kl=(oM`wa0x|B7`3;QS7~_&a1+z{ zlAFriTM2y(_id>Bi{yIDu2zkPtvdi9$H#DH@P4W{?J^fY{|6&n2GF_Tlk5eJHS3SZ zBX7_U(Kt+Xcjk*kTFa}SEYsJ7bd^W5Zhs7^^t#rFcQ zQY$A)Cn}~sz9TzI{19jYvcpwf0}0Hc#(y(U=w)ZWFh*%+Eu2y)@Tv_DP{ z+ixf^2-Uc^NM?wizf2$;Ypo@WV3PE1xHWWz`BsH#w+Td~78ZIJ-0Qs&Q6gE}QVN3S z4lG+~7-m4@E0GwOpS4xXa0jLBCCH-jrl%TueWA$I{@U6p3V;5pKe5&S^YyW{brCUv{`22$HAd-q5Fky z>~Y)xt>&Ux5VW##Lj5UKICL&f!m zw>R^snh^k0&jin-tp7QZi1t2B~6E@t7`=yHs1#wj&}L9L=Xk zK2n36GVkKD4`VJYzVk~lJ=H0ylS>Lm{POmmLEmZ}E{)NN-Q5zsnMhdgZ1l{S&FE){ zJcI29_iC5Xu#M_kYd{#OTzwsp@NV2S$5TNqot7=f1NgmH8d~xYbz{A*`-ACuN$2@r zpo$EzMusFH&XT*Z(}eh(+vVP#Cyq*&zSeX`9%*&ab{}NK+}xHpob~`5D=#M^E8#u9 z37ekslz;7Kn9QA2>`{|}rT5cIb-JZyi*Zxs!pn=)5h>o!){-|8329yz<}j!RU)qt( zD`}u)@R9gI0Jy_y8v=cT^B+Fp$7q&Xv)j~Lkc8HMhDU##=v=G=%WC)9*AIf*L~p(- zaAym=A25@%(LbNA+0TeM9p=C?S{J4^RmJ0QPpfgwmM!;CFNe|sKj3oQSs~w3HWCR> zCGuA=hMOJ!+xIL3Tblp`YfKRqp(Dq{Le90>=Xc4%%KkyN}{_;9XDsGc--kf286t%4AS#U^>JANTZl z+BS?!=HAT4u`R;mHXPYbgo@9Vdk>zXd^hI|pKys7+XMInraP6TFdbW^QBL4_Kh7gwWlgG&^8Nz;B3g=4&-ZDH&KFI$yrou-O> z$#Y2&{BH>{aVEuHERp&)s(nFd9SxH3VZec-SU$X z`Kd@z7H(9`yzNGPP8KzmDDWwdtlrq>+N*5kP46i<+tRL$`9`WhNffdzj9RT1@omu>QUyHg=^-G1jyzDkEMGgAvGDV$= z{HirEf=1ttPbEh%Yo3!udr|c>aaT`6aGc}xu1Rs~sa1Z#7@3f|(jYNGSG&kAU^OpBB zKc_3@v?h-6J_>~)(kK_M;LeKFCLAaXH?AKW!D#{j@E}p=0YfHsxqx1nj{cR;)M6!v zcQ#AHseyyf?vX(6R1h;ziY4^1|}h z9nzgKIxUFV(HtCG2AtUUJbSP)Q-iY@qMzbFp8j?1=O-j@={#~V&Vi-#<9|U2Sj?`1 zr;_QdO|cp*_j`qFfIV1URjA%}>ZOrYa(XQ&JeW#_=1@Q?&N|g?t}1P2@iyh7Z|zJd zs|tc2Q=VCql5O2gGLccLQsF1&UUX#D9bZlP#~U<9i(Sy`atzw|dOwa^EP}b166OhzufOiM~f;_-&;eO3M4D^f#y@D^oosvZTb8vNr*wf-?aCaPo?n89ble z_^8L~PtNn32fBKLL=uGuUH$mj7F8?~es35#G*n}*Z&V3%m+GzhnyY##QAngsLS z)&%aj=B9jxrAtnG>;x z?Y&JOJe85Uloyd8+~gxL^)Z2IO?hfl3{J{i3jo!lHlVSoig+ch8XNRi`hy$iUTikH z#EruZ`lgPw;M8>zHRA3|L#7dI*~Lk4%&|%tO+Qg(GQRL``=|6)mCc6$`8-{pkUN1^ z#ed5BKE3`!;0l=Cle+>OS-H^!OG`!}W|tAfp>ewDEC4*~vP_Va1@rzg6pdzAGk$}j zxp5@J`9e)?Z$ggGpsc>v;OAGV>m*)du~?_-y@SISKOJ-@LiJ5fVNf@~>T;<@)ALU1 z%n?=C8XiC69-rAel(}!o`9+|uWpQn7SQiHl?FKgxkL~)oOHy(=?{BM{s+qQ(sGQ;r zfZwU4w@b(he5fbCoPWLYZfVSs5z!NB^n?E=#@;dWg-%vwGWihAf@2ytGCX) zBMhrEq|#B?BPv4K``LRbzHc;0z+(|`Jd?`BN}7Jer2925U1Q=$h?6ug;0I3%T2k)k zm_22NGtL~zThWlL61|d&hH4D+Bk_GhC61&gp~ez~p?8B?yjm?!c=#qiUbM(hO?XMS zhI1ZzwY`~QSd~z2KkO)R-(GCB{UY$aw-@2&WG`^LFocTO+`XAdSP_sru=wr?JftFy zn6w`-<;b_1{AflvyQ}4nnwnZ6BU6+CV2E*Ls4Dnuf&l)fdJ@Ext@D17{h>7mF6F)_ zxpjePg`R3U>eQ|WGCIOOO*O7{Hp-C_raOrQ)e99g{Rc&MQ?Isuy50WnDr`F*vHc>j zfJ;eiJ3RX6qdn(d1*l+JS-4GH8EKcWP(0?ysyhX9HB-c(_)!y$5p(Y_m{EVR(lx*y zV){O)-lIY*GBOqU?CyUM2wWE!;g6IlMiIjUQIre{!g=?oUr!HSG`>TWiWuyOg*~Ew z$(W5I1R!@q%N%8&`iNc2cpkk2Z@m2?Fp}!-Rg8=EBHO2i@)8N#odnH(4wy-qJhN1s za+nA%?IH)q7EqI>0rt>+kA2B2pny0JDB=a(R4e<}uexSH`fzX8$$n-PgkY&Udf+61 zK|VJ1j5It(6(tfnr3M(r?qOvS(&8RGRneXMlZ@LW3=TC0TSGi@m4xRGLHZ=V2oMPy%^oJ!&hT4J#iFUb2L=dJpK8DE;%>eU>jZ#j)YfoG z+0CwcLn~)1js!7?_Fu)_8_Wm?(`qXZ)+x_$2dbptX`MvA?)~!=Zl)>-nx$o@A(!m9vA7WV9G=@;5!;AWz~nUQX}Wu-3R7{C z141N$r0tQQL`k!SDqSc^BzRr;Lc>mq1yC98NA;Rm10u%ya<@?j9syrT)!q?B*WjGL zO8&ckz=36JcOf!gt&2WJ)Je_#~D&7mIr&xE1`)Tb}S>GMV*%ZX$ zotZ1Ayu2yC#%ViryA5${9-2ov4T~pTc|SL~Z~pNJk6+x$ZjXW5igALepr}rDc81`&Q+2C#Nz7_5k)aKpg z&HBdGib4&crdgEDkD1{^9*Hr$eW$w=zEzRE2W^}ix;7CB$rAT*Y?;WoCnU8e--KQZ16#Lj5xd)PJ!yaUx|!U{ zS$ittgE4!U`Jn>b1KrOM`Ng6TS&JvqIUTN3>Q?UHd&*o946o0*;Z@|ngx56#gx55^ zNHc=|pq)ChLkV$iYsfhSg6Uv_cfzD10^4dGS#^V>CL4(ae}|U%kRyziY|XJvj%q-3 zr|?D9;}s{ve*od$+xr@rIQ6goXxrjIahV|eQ`=X9xGnpQyv@HqwH{CQGSEEx;pCp^I9wI&Ixb1 zDjI}Jx}tr02!lf3ipSTAhO`O1-T}nERA`NJ_AVOuUvKt0L>@!qBXZ_Tz9)B&9Lx#; zs_Ah3txsGm|6u5#a*#KOGZGgODLlTrhv`3Pe9uS5^Y8{8kwiK{&#t1pAfm!2P*Rzj zxy`l_35QremcR|JhR@BmWdRPisJGHnt=@dy|Ca=?DuyS6(~r-9@N}%Y)YJ407*q!N zfGH8GGFoQetB6YmH^ECOfFCe*sA?03ZcReB2{>i^DyLYETj7jmNxs7Qv=<$ppOZzQ zo-Hb@!5YVB&kOq>glDSMhZW3O!Vsu>XJGETw!Fe3jmyaZ_W&!f7KXDT4sZn z3!RTQp^RlwBQP!Ln|ny6rsos2x{9>Ww!=6{3o~eCJyPO+F<)k~P?Sh`d;yY7?Uiy& zD|q=*?yNwNA)pKn_>PGCR?YuB3tR-S6Rb}C!}}Qp+%`*$5W!d-gL+AM+Za+wgS^D5 zP&B}iZ*lR?OOe|EV2Jr~NPGLFSu|MMy!)-R;R2(IhM?ko3NX8#({k7-`o4##3Oa6w z+_f#CPoFnM&BZNDPO2gnO-7_^>pal56T0}}dOtx!|tTEUOG=vsuM$`>$xH}d_ z2tRTJ&M~ak^jO~Ni(`j=;+>|4<-^lUX^?2ycLf-fQwz$i;f2>4m^lDcvw~~TLIJ93 zKVw3VHfp`K>x3heOYU#o#%WffTE33gIA*c<-M)WcQ-i3MmHqf^35(qdJU%022~Zl699_7L(ajykt@jtyds+acH5u) z{vLLU{mBZdB67+dZ8F^uV-)BCmJcZ}S>_AwCow2~5HvKf6OX);d!)#Lrf?g71dGQ0IgTw0sk_G`pDpZxnFHOd8c9X!*@eI>wTD=&o@ zW8j`1^;C^RYx)M!8pHD1RZ1QEZ%!(_vP*Pi*-jfevg%aeoW#2Vh3p$2GK>7YpKXyU zr(ydOA5al33Y{V)tSs?5aCWWO18y-W3l@W0YQSO;HODOm8D}zo`T^ISzBTZvk5ihmquhIt+OIfiU1y%q#}Jv5Qa2|OU`{Wbg+wZfhEx6mRCATmTh=+S zbY2Dbf!pg=#veYIICFeE`^HD{V|m@;7*tK;$em13CFCcfuZN63(6%cA6wI-gNfVm? zwckuCt+Ls2zF{!heu1|}jP@j?r-!FYnzrZ*BaSkxG|eW!4O}?4+wrY&4FeO-%^QJ& zdmS_PBF&<#1wPXt0d*l?25XBl^^jb9I*()Xk!a2xgkcLflM4{aGY{!lfQ)#=0-4xrT9v zv>PXpQw93hk?qbIh*NVk+SOWe?OJWZEXA&phJ7UlvL2s98wTQgwoz}Q&jKFg1||LI zd&qrsUn2}ka5*bW@UH;TT*mv zX+3n8`RzGbRK&2#V`Ox6G383EoK0%8+AbnN-q}cI4UQdp+@Uo$9t23#j#Roz1OPw2 zntBUsss2SIJc95O3G%814`;QweJwvf-KBZKi+I3VFL_DX z05>bWBAVu^E_t)se(KLoFTr~2X}kApyG=hQ_rg7AX5y+0T9vOCc}xl`FddNY$1y1W z&@gK6&UFQfI(WlfH^l~bqt61@kC}u~5f8%$7%>KvtzT(P4{`pjpcZr`^NEKv(y#$y z-jW#&$F@jJQHAU#655=d&GA<})j_qa-}U~g{E8*}`6~&@xBfX+#t}HF78AqJ7Z)`@Dw% z(kEA{P(7ZYo6_`%@!_Af1aMAKlL6TFO$CSZ&Yb73qfMPDA=vAiSb@90!ae{1aI6fX zp=+_sMkI0)sSzDVN7dr zWT`Ej4p@MEP!A$&@MBQN#8A1eES*D2`&pNw^23NF`7DVr%+KQ`QQwMt82)~|RG6Wf z^+)8K*0&^kR&#tY4OcEX8wxTV%6S5D32Kterv0ovi!?tfqFbemX8+toHu4Luzd!sf z9PkHg;K+^^Y38N30%K`MvQA@Aiy@q~wfqB1OA1vc~H(O&`Z@cc$Kn*-0TijFL0f3$xJWl>>_G zX6F@T=pToY3UTa;h!h{hVh9!SHtzPn9>)sVB;{^}feW9^TAQc&!aykZ&!1C58@w-& zRhxr-OQf@!=fp%Edo_?1mBvnxM|Crr&h{rLjGG8P9J@UM6ffglXSAM*n;p?VB^ynH zZ&v!DO5!-MZ2S58he54~v-ufPX~+4YtJiUC&!}ZA634cPj$@iuST-ac8}t?fCr|(T ze%6h_CcvJt`DbkcyR*P5UF0&#$LGy$;wjhB#}bpl4vP)qP?kVVermq31B>sI>z84M z@tdl{Ar^;u4+5l*qb6ttN~0bI%(QhEDxDxFFyQ`nB4HbS&#uiJ`OdHxos(OMgnFl3 z{l?;wOk2jDDkA{!+u1LY^waO4q@4MG5qV&Z0{P5VE>+1&%yAi%Z6_KJus5PhN=hzT zeDRW*xOY$d%WQ4$+=WV-{rH1ot$G^~GmmNQWADjFMIE|I0wVTHx1Rt1cn}*^Hw48C z*T)}oT?hN^SZ^is)-`!c)66FV99C+~C9XO%fF#+_VS;8()G^ZKcfY9i{Y#=QnzmF{ z)ARDX>Sr2cBtQHeHEHq1iG`?R8n4Z>qgX@tP_I& z4${kb>o9mT;n=hnacGx@7mO*f(?4ytF`hewVaa2~r&o&)kb!$&ti>D*mOAM)_}qe6 z1suBU_Vj=!!nx%xoU>a@oJcU(uyr_wJm2JN*WP;0tnkbxpl)z~W2E9P zB0=$*^e?=#$afHRgXfzYd}3SJ_Qp8bVPX{>Nrn_Lj`Vr}*d~6eC$3S9+iU*cuI1re zmDHs-p+?bmr(&1~!wrZ|wDY#ghpCl9PiRykZrgN)`qT%B|G zAHp+4B0f9rP`US~uCA^?6{ocT@MQyGK{4Sc-q`A+5 zf0mSkdl(MvBtq+4!Ff8KuP=}pvf2d&QTOJ@J94KexJ>}CO>}9X)n&QUbg;?IzcG75_aQ@HvVEWWTq)_)XpKIb zHg}nL@95gkIZ?ukAL5;RHU14KhaUO|P_A&OZ}>)ogpia+Au>^gs;a8&>SLhAoLs0# zf1@Cow@#mHG5<+NRd>pHp%ks`)$KYeqsFLmj@W?G>aQ%$ot7p?RyhrO?dDoHmfC^4 zk%zaq7H??2&bwhlXT73Q8n07%0kRa%nGxaeJQsy?<|&mA&B#0?|Al^rNU6?OqZ=jt z_nK!MS#^7qyyIQmxLS|tzgCX)ixL0nNGVW_`kX-|bH;V^!ihM|+Z9iC(ADG)&-y;- zW5k@Z8vyqbTcNyYV^skj>Ss0ra+oZm7NOajjd*+U6)88L>ujAI>Kw_xj}hY;=D^ZP zMOnI1RGoFy)Y9)$tp7hhS+k_%j*9q$gf8cb)*dI?`bl-pjhs6@e$F?IirPb{h^&ua z1{m~>mFO<3?!9J4+t!{|C^-5!@E8Vl*z6Dnr4mR*%p$+jnjV^hS953QE)0sFz6H+l zsR{LVHzu~ZiX8-lj6cFBwoxo&9r~LDeHo%!X>(oSTEPl6rDDKRVB(-J?YsM&{(!_> z(nX6hH5pcEK~xA8QHc*G(x&#rJD(}p@ZEb&-(!9?3F@8P9J5Bey{LS_OIDrk*qh2# z_*42^f0AaGpix(MKZBxUcaL1(m?23y@Xw_@Wjui9fp#qM2Rm+-v~9W3x%h&gOOfD2 zSeBzLlZElEY6A#7_!L#XNF>0JKi-I#ejM(2Wtv1^``J+_kfI&CZOk8+VM6#f;R^yT zKe11GQ@yh}qY{%qFA6r727uG|euU_^t~Aj|+W+2nw33ftsP_Vtx!Pj#CZc%ZopN)$ zEX#6wfG0+a;nkBVOe8#Yo_%Y~7M4-^Ce-Q5;B4-L6||X%3>)le&am68QyMox6zdDrne} z2U6}V?>V{`gUPJhYnn-1`E z6NzXzs8k?;cFt8(RdsW8Sq}g~n~>8ss>@>a>A}NXK;=ITMtAnL<4HTJkubt}3;iwO z{q^Qqxf+)FH@W32IY5NU-L?zEQxesU&V91P^7suO3OUO?%eK83l*FTupKW0vfU>2k z^DK_7-I63{5$6aFOYi%>5dgLctwz27VJ#-Z9dDd0Zq3%&b(hWGTEvMg-~+blVnjk96>&&`86yhkIBgXn683<=W<#Q2C3_2z(B`x~ znwlg%k!LvizN0mr^L%h00Gz(`|6?VWo?2PIo!D*0I}Y*n^^FP-@3)AUe}liN;7zvo zOV~mrJa^7TCFg3)zGR;}hez7;_+dRNz8Pyz))?6BaA4KFbLJxwj)FwgGAz&$ra8)p z$?{Did*w~)=BhT5N(}@7V9);5EPZz+OaIeA#S0=$bo0da97o?T6W!$fw-qxwhq~fs?iHIY%twy~+LZ$G5 ztf3F(`o|M1#y@85XExiUDlV6J!F63fBj)Up zvO4aZh%%aen|crd)L(O7Z&o2-hSclC*;2YuP0ic>uS*GSTgI8vkOmN!bL7lK{DN(u zBZLWacc*J)UHaHM3zEu;60r!x-;UN;dHsqYl zE$-es^hIY)^2>%<+J>Afgl&_7TW}-ga_P|02Wwo zD+Sg+&4bJ6k~+hDn5K4r=4&EWf*HovCUvn5GA=FfYNPDZYH@6fcu}zE8+j#w!|xrc zR9n;6Zrr=DQ`VJ-p!pfx(gaGVb&p_|_#HvD!E*J>9@Vyctdldz^{kXV0B~CV&z=R! zl{WqSY{S~MioO2U*1$1;GVVL!Sn#5CB%ZKBwIeMI{Xu+`q!bKy!O{^$$ROJm| z(YJQB=$ly4nQ_}>|KW9Rc+XY&P${XSC+((WRMQFd#gih0#fByg+0kLILr=k6SxUo} zK6r=vtkN*8uHUl>Na%nk*}e9e7y4&y8km%xZ3#dL--lhg&+AV`?8F~Shcu4GGj4=| zD|50x|Jl8kl^84T)f~g<=%^BR{C=oLj9vrDpf5eTx5;NA;}>jXVjRo`xkhH46a19^wBIZdQ6%mOabMn7~tY zxa-H6NpHgSB9GFo3R#)gOyQghXpJ~ywy?62Ye@WE4eyKpH+@QjC{4!XyqYx9Q?Up#mjr;*TmEb?|Db)~u#>rbBxkP8 zLbRunHPxkl6IqZ-NF%5^vNG*&!8sA}4VSt#C=FO+Kut}y>7Sq{@#JSpas^)s`XTH0 z-Ji+S7_LlZUdbl9xVo}}2POV^gj=iZ5r{W(Pf&=|o1acU()G1L^+%vZ-7x!13!#sp z4FJGx zzyAm&{|2hn8RnO1qKISksKID^4?${~z_s_+k4Z=ML@%kEmmWdEImfGYy)Y>BXHTl? zSSau{-qp%ii0n?}VdE-jP5#SmOlQVH_})TI_ze}2Kku7J8GaXMM`A<7rhYv|A2QYb zY%*PnCfCxrqNn1LEu(0`_Nk*U?<@b^akc4|??P#W%q;fUXl8J)0*H|x#h`99Sf)Aq z`tpAeS^N3Hg9qm1xtaIe01~u~NQf`5ph1Gfc=}I01%uhU+1HLNK2;_6adC?9JdJi$ zxpNHwJleV%J^oRt{?bvyo%&FfOr<{(G-eDxS2ClW{}wEH^}G*G2J02DiCNTDU|>r8K3>lsETFEz zIqyDHU5p|U?8e#%4yo$^V59hIA;(xL;gy=kMsNXxVgPV@3wA@14T67 zP}~Z=R|b<|z0UULAri7%9#WH>+?6x0v`q}!`Z8k|%4eZbeA*m$nDOc0#0|77z3 z^hd@&sK+WX#-)7J8RkVag$^jxbySIx`*_A`v?Z}F{-gOgbN%Y=urgb6i@o_BCfA;( zjJsxF{I8U3o7}LT3#9g3JID+w+RR6UVnHk7N?><7Noh|`hPPDP78dGvH%#*bz#f-{ z_VkS9F^a255O?I`a>F7R^!-Pul=xQ7s;q_Kx{Lq;Z@-paVv)WBOH@V#$6f?mk}hKD z6DL07Hv>xdJ6%4;ntq-k7zY4QvHr_wx$eEkLV079n={vL6*(f3Rszv>w@G6u$H43 z6m82>YLY#6DeFSU6^*X+CCVW{(O5+-qmu%LIS(+*vHgC{KU=D<)GcN9-$&@~H+ARu z(tZ3=c5|J`{IbzUSR4QWOVqQd^k<->#QDSDf@cKCyXv zvayl|sYmFC3^Cjczk28dvgkD*jK*$Y=<58B+eL<_(<$KgT`JX3!PPV~@JaLnp! z6xiZA&FU``xKT6AP0CW>y;T1Q(O^Jdo zfGJ0!yH&@^J2!vk#T>W^a!)#@O;Q}kw!rOQ!Lmb3^c+}5eHheYFz0n|^o}Ol)GH3^ zoN?7hPF4060N8V9p<>l*1y=CeiDs$MggLD--q3F=ENvm|X!aGy7|GnF+N#|7nZIiy zWYii+1mT&+O0aM}TOD3}k6fFlKeIOi4wll;;r8R|Y2lw%086qMS0z<__WCcp<8>#6 zi(!{gmo0p-&S9uSYXM-Ru*Bf1>*6dX*3eSi=Cr;^c>i{kF-_7YSR-?I6 z6Q`k_uljatL-EGt$kZf;7IaH`0^`RLNNDbd6edTDTkk3(Y48HP&l6$wLsP?3?FSxeHb2rmQh2@hZzy45}*2gTppD z*|e)9nU?THC86uxdpO7I(-sUW@1(lfV&QC)Gb?jZxQ>R+jdEf!Hz(iTcvJvj zC(&2p<2f0Ir-vN<$&+XO(Cw*7+O>EC$1=I}P z=!w!(OPDjuc0qGTAv@vvT$8xh{aiNcxH^8v4LqCXu?x=eB0ZbHynSoo$dWsB0nXV? z+=4-w+cwOYp{5lAx3WG5iWLLETS0xF=rDMicx`i2xd}d9qeY*cfxes0(1I#9>-j$S z9+R55))&sa&H774b<6DHxK?lBODdu&`{iS5udv}4JS47HSH?@MJ#4K&Nu zb@t+H77JP$(~scT?K`C~C^gP0BH_F1g1uoN9|o1x))bCs`;zalpU6T-;}On7Yk}ko zr>1YHIz8rGeuk9j0WTdnqwjk~tsTaA73?;aLNb!HA(mON7j}ujUBlrMNqmr{Y4*`mo~Dne7j2F{thE=VNY zMZ&131bSVxw7h9DLNbs%Cji@B|md_pBXRU9OfL; z!w~W&Pkm4+rC}>~ISH#ZDB;&l(TQ&fc4Nq_PM~VzC8wffS+K` zRJQNW-wyzPIbkd%(a84~b3E)kbE?Ar)W~8?!ajEn2tMeNo0{o`z2r)?iR_m}k`9&$I_r#PqQNM#1Go2Ug~yU31yRm?i6kw08WN1})A2 z$ytD%Z7vJ|QiZ+dlce~)6N{9G<2Jy)c6V9w?FHIIT*DHnvfVb0$=r{YU76f=kDg9YXMv^wN^fs95 zZ`U9`8{Y~k8siOkg=mCw(t9KX?GJg0aGk<)cQ$@7+vTQ7oaFAitX%fm_OD~ls0e)( zgI83<5yLlZ<1aM(u2cOCksXC>*ULXHP#6VgpW@gPZU!jA$v7yhI$X-RN)7-nxHMHY zhAS)uKAfBVagCjU{ut>!mhve>qeVdXqmd*zk)c&6p_LmHlgO@D(l~v9VWFW9yVhL_ z=ctD96A8t&!?&<&Chr4B4||2fIbQXfFsKuiLDb$x&oUb1kULA%Zoz&oiJaRi$Ut1Q*^_or41QQpaJmmUzlKPNHUC1hNAGZCb)D3& zZS=yRimR+kLxvej(ck5Frieoh6%UhS6K3PWt^mN(krH%*l&s5v1N3oNo{?{A0?A0S zU6&S)w0^x3w)sEP6Fj>IIpIg=>W&}rgLAxs8mi%(Yfl;`B~Q^tnmgS29o37s0GNvL zTTrGS71011V$~BI`+l6P#ni~DktPS0X!)_nRD|5I&P6E7%lAGqJ7qg~70m1_L&sT{ z!`zl5gPW7S?-iwABZJb;gY51bBE{_KwatpS*Sf^#>DLCp2~jSGAuv<>VK;U{EG;TIHxN_9-GE);`Sx@Y_ae!g2k;KY8b4UP8TVH7Q zYKBi7w*qEv9f%2im6G&A-=lw_GdC5o$@`*B(x`~W_K6`gWJylUbvi>q%5#&K?5K%8 z^B6chkL|w8drAArLX>lpI)Wv}>#4dw5bU}XFc-#`ZZ_-aDbV@Q^Ll@u|Z z6SCJi*pt(WAu|eQWgJ+xDktlFe~2O&EioF&Q?}zizz;h*quw3%#b#p4Ul7kG54090 zeczG~$1WY_Ix1rq24!vy#j*2p2GrTonm)HR2&~00eE@h`1bf&I-To#4Or3u)48{&& ztW~0GbCmv$K#f^DHrA^n56;<*6eJROv_wTm$4juevui$g$T!-cBpq0pDiahJZOua}LXPJA1cRzt>V6ZrRlKM+dlTR%NY_5P z6!`k%?2l`ce~Jx+hj>(HJj?j+5d~f=j)r^UW;jQfxetTV)rfbF_Z_MZzmY^FjiODR z8&1$ew0ciP8MCAN8OGtT-9&=gH84meQ5Yg{PV`$aRBnsgAZO=fprVnJJzaqsz^w;P zANB>JpTvW8!@s}4Wyy9uW;k+i^WR>TFGb82r5}t0@*P>2R)U2=@2m4Wb*nTJsEEW1 z_nhJgu~V)DW&(Re16$m>=5uHfQg2Ah2q);svi)!zgEHYp%hiLVxU)?9QzG41%)e%z z5A4$StTnQ8g0BT`-DV9v=f-RsN`Kbxb~&v3B3(|ppSSCW{*$+^0H11WOpr^(nQGK1KBS1n;T+|?4Z zD}f&vjyF2*RrbREES$3&^OV{vE;qm^m}qil@nKLpZTc9LxoYF#h1%ZARC=$^YzC)A za1-DcOnYwh=TBk%dZnnls{Mqo@zcVX?B?@yF%_pg50HOI(GyC!$8*rxO@<`9DC^+OX~eM27S+jGe*UoV^c&>KfMWxY0zz(sv&AXohnt|BB-=|2U&b zCKR&fU9oH);MPUoKm2ttXNj*Gp;RYSB+;?IU4L8fWCtk*u}!dG3Qv=BXW5?chYd3d z4DUUDx%=t!89IGOoZbciQaGNI7qpO=P4dC9Pr!Hm^vqKSyw(jG>G#LCtCXV-XsHRZ!-HHZ8tw2_AG7ja~njQeL*Sm&cSuQzzfu`kOa zVkx}{W@!3TWA?S}q8OC>m;J^Ck=~1owPv@wsZCFZWJVHF?bRo$j$%+L%wCI+E(R(C z!+9SU6~fK{z;lwwt&IQUAl39XsP_*AEaPVQNHpJ(g&M-s?e-*OmosaSLA-FeFsOOy zwB&TG>s&FfYR{+gp51E2+(*~Z|9Es!hh96KPkqj*h)kSIwH5aVfENw|8oymcwL0@( z_po01AeNjY@>s&nyOt9`MYKW&7)o~zH>i{l&@b{d0FQ(gdq1GpH>R8beb3NGxT03zvEZSfc}SN#OdvS zliP$Fc_%3tY=<9t38fVZPAA6Fp+v&g+qpSZM7kq`fmjHL>BUmNgNISXs%z||JUsbo#r%2pwj%p~jBM%f7=#y++&nC!+d=9%aB zdWM#>d_S+>UvNM7cD>*4>$=|e3My88Rb1zJiuPSkw?+^E1h; zPwUsC)MYq~L0!C75r=`p6$FtKbra zthQ-tjEp+!w%{x71His4beVDFA&$WE*@=^B%aH*lbsD_Ok#lPR&CB@12e>*o1DJTw zt==zyAuByNlzYjMOu&2Z%#xunrwTN>A&0p&W~@jrqV2Hxr4pu-|I!C}%u z0Elk51D|>DrQk%;O0_nfuBZ0`cm?N}igUoiI}t3@@cyHO2-a_=Ichd!Piz(j&I>pw zM5uY6x|Q0^#O1hJTvh`h5S%*s`?;g5hhn(e6=JyUT|goC;%h2Vz?D0DXwMKkHlu#h z>9468=2V7(Nn?|$*K~hFxH#y0Q5L$C;U!k3=E37Xy znAegW&AI^wR&lVOR zi_vu`0gZ|R0EF_DPN*ptR8&2M~Mp$tWB4D8YP&&U*T*4N)aZwZU0$rvrB@^1p*g~b0JGOtHXA`#NR zI2yh|fpZTXq>EQ9JWWGts%=GF34Og8E2{v!1Am|@eXESW&Q-A>2KLss$oTLry_&>j zN~Ww;c+8-h+h*H@vYnyj^>}}(FLh3f4}deO|M$7$hu&oPH2HsAGDDyKweWMuY=}$pX_Rj%~uACML2(kwA7$xo8vD8{MrMtNPYjRim4#PK7>@( zzYee|dZ8}FZdsR#In;7TwWNCv9{@^ri$c4Ry1K^%HHOp65pk{Lfu_I z@8otb&`I1jzmSGoX$lmwq6EbSCz883jpa_vZAzTeuHFg2nM40I|C<5xCel~$<}D0m zv1#S@33!@ku$~GpInb)WnI@)TU<v-n0g&pCu;@l1~o*dbIbxF~^p=qmD_Wb%auwxcdDnuJU+rP>VbHl)uer z-2#_3QGNLh&4-5L5iB2(V)n%HJ0>xD8~x&^8dW$QrS3H?9exOaC#D-zO#Nag}g4Sw(`{{I5^m1JB9qrwt`7?Zs=#LEiO8md#&M&KRhw_e+x>!w5 z^z4%hR|MdR_TLskax`6gje%=Z01tpKrb7im0b}p-dmrPqa|#DyES-uENNJvT^B9?F zTSLG%m_3^N++DO-azQP`Fk(tgx4ejZemJsQ)|;@KYh8%Gu};H7#d`!C2*4kxWiL@CZD?K-c7!J z*M(aNZf5GX##!&?I#LZ zQT&9<6pF^CbW$8gIytH`yVGp|ID@Ue#G|&}W%lqxSJJiXG&FvNKAuxsiF@US%UM|g zo>=r)9$vY%MP(Ud5p^P z90vZALEWrm_ZtCED*QaDz4#jjE}fT^v*X3JJ&tQ*Z2xZ2;qpF!8_7FQpl!%HEB(BG>P}BEK|bekgp)rPoqY4 z)V5knkL_h$>xh^)L5LuK;7)$3HZGgQfb}{ zBA>N4IM~pd@44ew0$$KmxyFUWJui$@@a>^KBUQ_AA)D(d0A2r`fcLN51Ci15f9>_F zid+l8xi?s&X>f%7UUN_xm6kj?-{19I+?-yAI5yrAkbT&CSPrsCVAOTb&A zYnV8S`EWvM=7ds%DIDw}QpqF^)D>`hztl(B%^27xqWMpe1}5%6)`f%GT7_JH(%IS> zBO&o4Zw3n10Pt$ObRAAq@sUMbrNW9{c-lD@<5F8{%7XTz0?Ng>qng4?Plsy1@tnpB;f=Qt zFRP+BQYLOrSz`r<4@3w__`GL`n*ea^yhI#N_E;g1k~u5s=Qn2YVmj1uFTf$v9@cZ~ zrvJGiU{*nT(5mQ?9hu0<%rK@|qs@&%O}%MT$_bmZrsBIWR6YK{<%R2hmhm@t8cx-z zw-j)%U*~LudDr4vssHf1mRJTgF8mTHKV*ErvT7PW!PrG=9RN%>oBt_5ASc3;P1|}G z<@WA;#8#T&cul=pgEj##=YL}-k<%Lxk+)pc8@&$DBT?Pj_wS&%vYz~37{1C3rJ5$Q zh0P3W{Burs^&0|SIw1p>7S-1IxD5$R_od{~Q>X0Vr$avh@Z$M~RnB?)cuLnxk5>^U zg;Osh=F7)d`F8}L6B#P;X&gAnZQ0TBHGKJGkB{RX7sztpfdyovp?Iy6Iprluxu$qw ztW`$CqwSb`{)KhW>_T_oyBJ0^xw1NlK|PKxXW}+a2vEqTrU@A};|&d+oMg4f00dqu zJc!h-NLH4-TDQiJOG6(|eg{$c_C07$zr8ioAk`<|6tEECubjqtY%{)zAN>NsW6#Y9l%UO9IJ@6=avgd;pwxv;DFaXy$(~ zzQ|S(*=Y@jVZ2s}|H$0@dIDY+W1NA)ER|oXx}00T#5OA)+?Jk~JDDZ`h@_Fn0$LT2 z1-ZeUph6+5H&{t|B6)#7pUh^inD)I*a&Nbirp9%=F1N@`0gLfMX zrbof9iwF4YLktAwFfwTa0>Jfi$&UoQ zpxM6ybk!di*u}lGH*9)aAy;B99wzVAoVkae`gIKe!IM?NSANkr^TJCY>;}3;Na?dq zmw_DX-w>rW8msKe-uvlFY>2#1m74S*ULm0h16%BKz`)yKCgx9m8+D&F2RhrV%;igH zZbP)tBiC*~4qA&xt>Du4%q;Kj4H72+IMyuj=)c(1FG7b+I%M8>=d|!$lpmMTl&Z&Q zW2$t?yhEs{lwDSE`0{%q8A;GTRprYofyEIO^3qLVXL1@bkwGo1r?Jhn5Gw1!q47sz zQ!rzEnJO`#zm~*}-Wks!HmXe(TZ;ba!W9|ayL|sn3g$2Gc z{2r1Wx>PZ7wODL-PY+z9TV)uQ!*ckO%GDdSvl?dn-(**eX5K)KN&P_oc&fgtcy($0=2aczMi{ zy5%wfFNd*36Y$k-DTjN2O{&*9)vwyCs!?5Ev-ij30k+DWp|upUsqNuSNJ@Ou(uv)Z zA+83%vB<>#x%a$fzvZ!H-{iwq+G~=b(cZ2s9}*O{M!fOpOKlQGsC`Sy0CuV9XKGIs zQBDcONlET_$0RoMDx>}#Un-;Jn$^mv#04i39YPx9;0ln(F{IQE{nx@j(R`J-APs%2 z3V5wuwCqHn&f?F$)<|0VU>|VQrPzI{2hr?A1zB~}D(s@5PPq65EYnO(2v~d5)FvND zH;M-=5_<%rLd=~W5%8)a#P(m%*iQY|zR;st9ICvK8+LpR zVN>qR55U&86jAPp?`h;!C3+QzP##?oO4ni~okyz46Q@2oL@fEiQzt8$x6C2M_c-+i z0WVv9g+>7?lHjzehKpzki7S|M!t7r}9U`tsrZcE!rp%|Uh8JK#9YFxjoV#oLpC|E) zpwV#^-Ja2_-T*7E?H(Eo!O!0b^3u=r)<|GrCCwaN6zjz6RWjLY!vuh<9`zHs4+CEd z6{e6A5f8%Wqa2l&BT0y|^pJt|&#LuanBtv;x9lx+)2NhxDmq^oIb`AUJ!A%#CEc1C zD5F|a((9_?5jN%h{(4tPO}QII8do`t0v~2-xbuV$(qaD;Fc9<$GPt!ZqKi3|5wctZ zP5H90uB8Bg%ACDO-2F~z{fqs=o~ zT)U`c3GhKRed|mZG}`drmWO>5vX9+EDK2D(TJA^*7X{!+kbJ{GL_DMpQ9Imh#Pgp( zZ(0MyBRo_qVQ2Os>LPfRSDu{=*(Hb7P(lmW2p&>0zw8+70d>D0Q}7!g_P9nXTsaID zWAck>yM&!Z2>26I{sjC=y5s$xNvzWA7({Fj{sjDnAJJISXgytjCGM1?TBq|F}~pS7S% zz@JdyF)~O21Pvju^8-=wfIePAkxWIY(LD`(=m6X>fR zhhm*ok3(+2S*6N7T7K%ZFs#RG0KhHJYya5uztf<|rhDb;3)?4n#}=ta)=k_PxGfU! zn^d2v1#JL1bh55ccO56*bjdA+ugp6M4@EgW!N3bVuZ?RG1AA@~2{%}cyGa2P%LUx9 zy~?UI_{QkRr`_VR0F*t^xc4pM{?(KH5Bm9HI&>spV%Bl)LX=bPoo#bFZ3uX|*Kds} z%Z<|;x@=Wnw3)rUcwBJB>``eEL1qMc!42F1)pZw$!xcq=JP^iMiF=VbFHWn1^TlB&w;^5MVzr)gIou2?WIQqzAoNnF` z(Hd6p^SKh#m`YmDicYE~$~EB`EII=cl00PS8zdKcWR0E$IBcBdtv<$<5qnNAR5{jz z&vABrKM{3h1MBTg7vXxjR;B`dux;n?s`1W*J7H%|AqzLQMTap)9jXwimb3eR-$3(0;(7tkU-yuN4a}U+QzWm%evj^lt?ddrep6#~>`a))aR;SI zrj=Pd@*4x{;?GA(5jus~|s97H_&oK4z9y10gteVZd<-_|7 zs{G&7@Grr{sE?_TC-+#UMJ<^#d<*C51^_7W*v%{BlJsj3OW#+1<7+(WUHBCWAE-tl z=WFwwHWIU446h*Nbgigm9?hv{5*I{iL2-1iG6n7+k?Q}bN#QW?Vp>vtU~y*_-!p1& zW&(rS{x{NZ#aXwHLROSijfjuayyIO5*JkknFyHlPW#Q#_eWN^4tLlo-e7O_Lku6c( z8xf$GD7!IZu9&Vdm6y;Ozm9mg{Ip=qh1+{a*q(#qPH@+yQoE;oWz24Rgy=8q%(eIa zxgepn1zg(r+aj?661P%vODk$=P(+h;t$G~*A1&>XbYhH7`s@GV-czZ0shll;el*_K z>PMphSIFUN^cFX$e(z+p&Vf0r4T4}~t5C+wrJaA0+0#kSs22C@yl4s(@_yS2Ca!6{NmGv(j5Uk(6{C=&?JAfG+Y{or z97kpRqoFkbjHan6@~m^1ng z&ahI`YZNryMnBReL;yHOmk8#uOZ3f1CAEUJA6Gv>@_|RkRdfqZ*!V9B$lq2UMVL%` ze*O2CcvKI;5)gO}IcW}KWZ2KKms_(!*-b4b*IfXislCI+WH85?lU{ft4Pt68)ca5L!!@yv}d=RQ;5$uf+LGvoGL=4HT3yiP56YP{_!Z)}{O; zpXvT;-pJ`zf1ffx^hx*0)ydA4voEGC*|3jqZBL85tL4aJ?oXc{=~<71zbTj zj@ebmJXpxnyE(+#Ir%v`n-2P?puQ=MgHqI&kGoY6pTXm=K7)u=pTXJvERVBWoFTOZ z9CjG#$Ucf@7(#v_w)0>2{#t6+OYIgRgWS~^!`u62|w5>g^R1c5f;Wdl@#89 z7}F25Y3zKZOuASYmcN(|`bRGNc)k3+POGP>-VLfJdF8JA;xhPjcIRDJNNfP(FPrwd zl+qM!FaYokD+4bf;2VQjah~=ZNf0 zH?P>Co~t;TT`1t@-nfT>cgp!+m&->3(d^lEp#BCV>w3bQHr0r3LZYhxh1_Ub$0R-s zd7QwYnl*{c3`RZJvJ-&O=O*8de&qZ^-t-aI=-;OQTQ+jlkBiznn4v7s+<8PDVw?Gf zx@^d*@owjWe)ZWC`s(3d^1GmuuR*f@eXL8hTXa?2ye27SE*rO3sTV5v1lXTuA5>Kf&d(2^dblEd9wYM|8&tKca5ku z88F|@`Qzf1n_F??WO3w=4B8~7d1}>V|LnEgkzFSQ{)MOC2N(E?ojvfW&S|b!PmA< zoftTe@WtrIQ|Gm(*!k~ukN|qcyQgA)oU=rtOLFXxAwT+1e)B4)p;Bb2ze{&V?_-IU$d*=_mJo3PWT~w}c(8^nwf}#U=DOrfs&f7VjrJSLudRrv zsh%EY!N{8>DVwa|yc^3COCR>&$qdjx($#fAtA{{Z)esOPY(G1{q9hQZ$qhG@&U&^~ z*M;wS?&`NIEsW|W4gkpXkY9=H2E54rFSGt#gtI8z(?B=ca$9)~soo)w#Le9ra?~!$ z7vs~|+z0v(v^Rb}qKY7Lr()TYclDBLhnAw+K~5I<&8~tvom~KjKmUGlkq`my^!G z?$tN4S6X6dtOIiw{MWt;T~^_-VhK0fQsbM(t>8Oi+zk59twetml0V24;f>gSn)rKm z0Dvo*zAG2n@%Vq*z*m4(nssD|-Cb%VYC7cPskSsB>^v8<4*+bf**imve50- z9Y^%pe;crQcf0h|oB@%~ITg@_Z5ujbgnRTSgZic%A6@l4KTXBgVM_8;a?|JiXX>Y3{hsGSHhA=}=n*Ny@;Hlu zx3h0IRdPmUb726UM7vH$HI?ksLpSXi{=X!M$N+v9@*(uXV)cgdx?*=yAuXDmTfI*t zYhGN~+4P~&XH5|I*uT^GHy5Z#TDek?OOpyH?U`37XA%cVqlT^d1WN~)fOpUB*-*$e zU`Lao0xnHX?l`C2o1W+y(uV@z^(VWzh3Pm%9%OaDiM&fUw)kpZ_H4#xWm zP6wyDF^Z%HN3z=F2zdRfJwk7TeX%aJyFD%DAF6Evr2~SvBT7<}ZI4248C>xC-Yifa z8OXrO%8sxpOIpJdMmREoDFA>hQ&j7)4fprLL5aifAzk#RH>j&BxvN#$x2n|<-9r31 z!2Czkp}`OZ&7Hziq9(mN8<|9o=(b_D=K&d8ct=QpkG(({v}}ZP@TL`TX@kmVE+D?w z@0@A~0XD)G@h{>^lr!^tW|#8U0Z{hV{|>J@UqPCGojaR!=*o$h6F$?olD(NKA?0<> zoLePRD(>bgf(&*nBh)}LV4EuLfO=8>9O(C32yC~M{oYWF=r7~PDw)J+b}bVZ3jc8M zK7%U386POWtD*z}VDnP5oJS62|Ag2y{_XI7(;AR!b=9#^xn!M}d!L1G$sjwwV*HLf z)cxKsX?s#{w=+1X70|!Geu$l4k8~S+)y8izsG_#5HkA)Op%BrJ%&EAMiwk0Ge*oT` zBVOcjew|2?{vYOgB#;qwt&G*rZ#5kni8u1rIoac3n>om)3=(6v#bX{HzdF!a(k_4) z&3U5iDxjWh5G`R)*Q01`m8zj3=Pj+}6Q9s(te$N6c)bt+J6StS&hhU9za~)ay)BXUNjleJzQ5y>@78h7cG@n54RSe@R%sHavax zPB$?X3X|fTHpfTJ60frOz_Fo#|BrPZNL5cxmfI*x=|%UmDQw|xN{0We zWa4Vun0fQj_!qbN%A!yoy|6b{ozT5a82FhBg*#z6wJ*3HsT%llOfVVlZU!$wu5zasIXd7Pc(+E+O+ht>12h#D?%y;UT5JW zi*}>d%NIFbk3{!)fa#h@^$>BE<@e*$nxIXrLl51ddZo+W0*Zrd3R}w=VjNJ;{}9o) zaP7J#0HOx)z1l0tiI&}eloz;HERF)@_!ZMfcSKIcp`pvx{KY8pahYUX-eets_@FKD2;&vRz($R;JvS1) z>r9ed9&Seg@TnDh6CssL-aoVZ&hT)Mlg{g`%Z7A|EKUip17=|t^>7L=gEy&h%oZf} z2$jw+;IAmh%gyiXzb*jibGZVaNhgtp9fdCqJKf!@B}mpjUJxk^GcX)rk^!*k@jt4a zj^GyY#V9X`y^KJ5B1E~Zu1FshGG^U2PWWBS{PUvVay`WZw%|sA8P^38o7IeM8JXn| z6rNk2+_?d9Ha{!h1i}YS)x6h5YBc#l=Oc6IIeqI*8>7qeO+!uMnA|&=e3X_Q_mXiJMfkQh-Hz|IwQg})mmmB4M#`? z+~}WE5{CLhIK2z}fss?lL)h|8{L#!hECH`o8N|R2J$}c;ZOpp*#+HCT8_A$bG#sxZ zr{oF%Kx18af=Cv`H(!>U=Oo(*zvStMj_4Mr)1+8wjkBjsrPJp3`pX`9&A@iHW9>X4 zH78cDeI&Wd1KdzXU-r5G9jUXzYZW8B)*OMzk?bkH`i2LwpUE8(4 zA8n*zP@o*Y(hSrckt23-Qe*LVIu<&Zb>W`pb~6nU*Ihis*fuH_1wLde;N$+Okf^RI zBnYYXOq)WsE9C?uNfjYo001r4g}CC?<&{?d+7$P_mdkS+9u0NCTdaAKy* zTX`2NIN0zxs_si?uFawmuPgKNa->H}W64&dpHpZ{kCMHss9F`wTV{qxgYvT)QMoA~ zdNoTZUu+)%uf_9yAR^uK15-9>`T;qH_G$!tnC-cEWLalYnQpl;k^r2eMA-heI%GI6 z0a$6zem9-W>waulke;YY@>Q+&)EfTPRCcCOK57VwyxNm&PjT6eKs%W~5CaGEPOD2i z0uBDF^c35RhC`(WsYt4OO*X!G84(^kL9rS7<{;Y)Q4}X0b-N#lLLiVw&FmxK z*H-Si%fn*l9GTh~a}C)#E1bT9ytYH~(uYh| z4#=?~yrZ$|85v8M1V7Z*_&b-;a!BvicY}Ls6i< zG}7Sfj_hP*^$RZwS@K~x13UDkZ&R9pS3HUs>;W0y=Pls$v5toZd}oVS+-5v9_~(@8 zG)|F!8cE_S+vc^9jsKi2JTuUEKAuNGsasLVag1ko zEoVrUMR=px?U%S+5`fd(*P$z<)BhM(m33K|DidD+(AWpJH#k?byn;y_S-zmTYkT$x zf1qm9q~gdi+Ti2YHy;vw`7?ZMbM7**m9EW+&v6<=Cy6R1k+9(XJB56TJe!ZAkk{DG zRo~qtQE0e92!K0NCC3og)GFqGzs0|!50mX%akHe@5o`Wp3+i&8R@)#u|D>afaK=7q zWy_e@cp=be(sTW_Se-21lj}{uE9Jkzz(*}*C}czVUy#>4dwCOr2-ez)Y=p`V z{>Sx1ebUX{(!i32hOJMYWIN4Zl9%L`!3y+NgLr0%vL8?kL%Y} zu6_9$33{uK1bhKLS19CO0oOlz$p`b)UjTse1?&^VqPGg}UuBCYh$Jn8oNa?wRIjnr;5J3i%n2 zGVd8-o0-ITzA;7|Fy~4LcwrM)NbR||mz`eishVLC8Y~i2pb;zy)Vk%H)~9v#gcLm#1h5x)*Sj z+#$7?5&l3KdXdnZ6Wua5F>oH_O~7X{rm3k;lY+rNBA$QG?S8bW)QCTOjZV{#KATRz zyGeqblP3Yd>5eMt#!%OZ5@zCQhRQ>mOjjmq)iN3H}< z)<`q$<7|e7)4c`(Ko|C$@V-kB|CNC6o)RbE&t@^O0=KWa5%97|2FehrWa56!nqgxB zI5YQ1pluwP?uy&GMDLjmQsJ#)KT^*bP0D?+tMF4znhCY<5fw&F8P(NU!L$9y&CHOS zA^1Y??rjPb_9W1>o0vFyV)>W$ePYr`I(AtTiQ4O2Ahj&nxEQqJRE#|D;_7lgJDiWUCZ*^b|{qO?}Md2Z7BAg1@6b60ZJ*)HW09MckLSxin^{?I1np& zYI2Wdu#V=)GtY^XcP*@&49F2gVQF@b@3eF}8wToNwVtLCFf;A6>jC zaREcjt-KST5UETL3+<0yY0HS zi~?XZNO0GSo#pr(F=yWCTCJSF$@Sex`ZjUj1CiBlv>JI%Nj$$ac z`wRxogTDgC$XD2(A7WE-Hq@#HnBg}85GY?{-L&V-r%C1idt!C@6_F0@SF`7#0bG?u z2#G6K@X9*2qkmgjb|y@!x0stV3 z%JE<;H|=@Vj&u83sQt|m;E3QuZewC&0XL7B*5r~JrCHEp-Oo0&3%zp#>ek~ID9hQA zE@(0N9lxaY$2lekKibnWX8=O|#tTJ|-%My}MUzCwM3IHe^_0x!dVM%UY32Lim zCtg3$m#gYl;n(UA7%SMTuHpuU*=7!*E`0hQNH_UyK3q=UB#a;*^0H1pJO8BcqfiEx zAYW7@oW#JoX((zKQ^>>zQqC~K9q$#)wcp~-P$~RUn0?bikw#DCcECq}-OV4U|66jC z=9@*ym8p3`-ESYS;}4uWLSp?^{p~G+eaP`}dwpR#n*306)*Y>=VM`&aan&#J2Lb?o zEXU7_xqr`e{QZRB6N$~B|A9JP70rAUw7C43bxhuN3KsW&;bA@)zc_QTb!3<{+AXrj1@{O}&?0cHHJL&EGo!9jCO6|H^>YE-eacEcgh5@fh(@#2dYVqR zGZoCTZWSTL5|8=+(JuSA$O9?F3kXi{{J#eK@o;y9a%xwnfZwjWpOj`T}C8#}hhTwIzJIOTsypNA1z(w-$U$XFcC9Ils4K9gnV4U6@*^ zWy+~04i4u{?WOf5yC|+`q_&cu8G8oUDvvx6kr;zOcTDkJ6FnRy23btu|7(7_Xry$1 z=v#h&q!#qg7UG|DB|f6*$Y1mJmA5q$C}U<)mDFBlX7Ku)#W)#DF-H=Z9isxU>Eerb zWW~Hk>tLVJPC25ZbhZY z{g%l?{?&qDiJ_Bg{a+N;ll=ZVWPKy?@Vn^<@x*c-+eh?hmk6X9O3ux{moz-+bUPJWb@t&AsIO z6re^jPxBbZdL)inq9++f7MHHBLbnoi)0_=fq`*4y`Z9UQ(qe!-{cGBV=+ zuOpT)Vv|L(7V;7`qg$k?>MWZ~*OvV)$qB8TsPPjAM_8Jv7`IJnTgAMSoY=D#Q=3&2 z6HF3fq!PC)qE&4@Vr%Anwe?tGLCYsA_@xGO6e)&KN|Fh@LJ90;t-prC)kg&V*d!Fo z0Pr5E((De2M>MTW0={}8yHWty-QzoU3$F%qh6P}crI)pWT&2ajW+8-QxrMj8uHc$3 zq8JW8b!C`EsyJCKZ)rFJK-t!V938T-PW3cuT{CXsolwc>GF46+bPe-~SOui}&p|9J zBWE})*NvK6V^8z;(M|QbG3=$A>ZSYIW>E2uiBITpRVL3QAL-#je9b-*->?zLHwgsy zhFP;LKW;X&I_7i`#I;(a_BdX>vywY2QP-2W?uEwX_)IJ>&_7R>A3lMeKVh^OYK^Su z=dUX|&wo%#(|OE0|73+uDF;rhiNNG7-1qI7*cC5R>MTds8IJQmagsX{v{)EqE}QEy zj_PI2fBl?dc3kNvGaFUSGd)hjY?ZeItBJ^isYTfLyf6S|FBHFQ*PV8Sm%*TJpuX`YZh00K5f&DL z##DOjrCU6od$T7G*HgEtN^Ywr3%?%fdTIRqCJnRWRDt{{z3d2`5A_}Q?!fCUY@NK5 zX`N26KLejY%k7Pcc0ILo`nb~tWH z3CF-2VY%(`;+^0Z0Lrd>{k%~D;5++N1jYHJgY|37AePL3PF}7FXc?yX7efXf5hV&=2G^S z=*S}Ar2Pe)1lW9K#(uMALVcWpSoHx<^z5K3cR)v8mHtk#+wWxK*iz&mOWHQOq3b2y zjoONC5mMttgZ<+}UD`dfH+)p~rbS5)vfp{^qLBZL=@?tH9l!R5p`zNmC$;_5JpFw| z6+%;N6;k~C=sMWceBzIF@OE?NumBuxS@Mo-U3A~7lzEHiB*`5F0N9m(jp?Vz250%t zsGz)?ANHYyry_#jnUBc<<^Ch8NjoFC5kW_O7G93YOl0e5q;q+VAuWcJZ6+vthb3X* z84)+^{ydbCjARQ#{=@7qBDocfB3T*y{V{xHQFbvARxw|tX!5|G``U0Jb(`kVLJE}U zb=I1t_O@ew9*yo8il?Tn6#zg~><&DtGPsgM(ZnNv*i;s@_%TE%V84`nSdc#NnJH}i z)bi7y`T3y5#*Vz<9o$yeanu-(pLHP?vKN0YRM62ID{P0u2tgCIOk$L1TFzhmHr}jV z<@m~qnrW&rR)sx4#$5OC%(gAZCu08^Ak*v~x^f%e-~ZE6L{qO|?lMe*D6-Oe&ApOc?m zxbEn}GJ7+sLQLb(Ep7l1m}RpV5g;ATBc>-ipn{k!TaJMg`U$ev^bp0`r4i4mfv5}9 zTW9{NS<1JIkA1>GF%#IlZW>)Rl9|2#>2)CXvT{6@(mp9W6ip`8d^ljgNQ6acJ^kCt z6pgZVNxzKMEh3d5m0j?+is<>z6tZ1s4`z9T90J~=U%`8Q%j6JgVexC22d zIu-Fo_(n0*8=N#Y%2j=@)a1*Z--Ez-h6*Tfn@ndM?e@pOdzR{`L#M8?_{uV2McRcO zZ=E68J;)=P^n%2qQx9Jq!VCzl7lXoLic^`UPg}P z2qfZ}8lUfueD2Qg0sVwqc<-*|WCr!851z{r*+Vf!s+cDQ+-+Ns7uj6nzSGY8*(w;3 zx5kbS_>KV($X4X&6h&&U@^n80YUwUX$BGwoy7Zg89rb2z$y63qo@{!CPo?HG9iD&a zJM<#bL6N?u;D;u!szXjeL6-5Kj}q`3UI#O%S>7d!z-IVxGDeZc&i`0SW2@Zp_=Uwq z6cR`2i1@g6TUOWY*X&GHI{9M&|H_LFU15iL$*ae>G&oGtzZHlg4JTC75(4%~al}%S zv|wHGPf1rt_p+)?q*dldE-X}TmN=`YDn-Cvr8q-F?EGcpog2aP;?Ak@ue0^~(naq@ zz&A514pYdJc883z$)AuxL!Y3q%y{+K7p6sLSElV03B_GL6u$=K5$`XhD5%ogD4P8f z)Cb1gmqClEaibTWccNQxKK47=wI$ANH5VQyUc?<}sAhFJW8m%P+bCo?{n{njj9S5U zfEBl0++f$&*_$FBk@v1ph^FOOIKO2D-gGR(CUV#+n7)Q%ShiblCp7oWDzx z8Q0K@oIKr8lF+uXG%7*lf`J8RTbb}x&Bub#`qVBB!U2k3eElsN0)4qUq^ZgsZb(e|V0$5f3F-74S`)5yaJEk6K zFQ4HZ!FX%`)7gIL<#bi#c`3S7sk&z+lSqu6XcI{({(Pg zt5iRH72n@6aRu^!-0w(TyrEb7(>4H}gloIy;#!#JS1-ZstLfTnjy>XCf}iuJ;DsQs zn^#6HH^NU}^NwNzJI-B3hLJJ#K-@g=$ zL%I}08B|eAZ36y;$F38Vd+77K8k7MjTWl&%(*KkpF?x40*F>7{i6a4`@#kCnj=jUj zxpKTt_DD&!e*QLWFFQ_p2f!Tlnlm!;PIiU5y=5{8mo;(yAWqup`gTOwMELt5@e#Jl zosPriGs9M}Q~_6za(kmh{8m>U$3#;}$?$(j-`sXhrR&E_?5E-rpLD^CyAh?s{lunO z&a%|t!)J<_rIpjDx-Nv2Y$Zgf4)!gyyiFA=qz+-=SNEEO33y8n)4HO@dAX(aHY}&1na8JlX*`nRY$1;LYbgR_Yem5u+}Tes0~pARY{uy5kI-h6aRW9u|uNA zC^Uw1C2{gP2HuHSD~MLQr?MV3ZA8X8=N@yFeLcwlK{V+<7KNm#5mzru^BqI^&BtyE z_@mTgUQIfk+Ui+|ZQTSR?6L+^QA#S^5!_fB?fuxm9buapgj%>k-F2_;@!Ry6I=(~R ze&fYZOHHH;kBdIFlHn5zo6YHHflDtcT+0kyq9LXvU0q)Nffw zL4&?mdXQW+HHNx+cM{QtlGt7t^C^kQME@8YWd{dvpBFJmb8SevWL#SE!qywH^Wyfk z6>$YsIA%t6Eh~23yn7h<&gbLn!yA}9ql^<0vlvt%_3y`LK%?8rz`-A6u)bsOl0y=> zDa%RRNRKOcgaLjT(ftN~olYJhEOZ#}?>pFD(!j*g)8?a!Lda{5;F%F5?zY^g1>beH z4J$p42xXV(e+#wB~~7L#4^vUryD!_MM0N2)V1@Or(Y1iZf0VFZ(Z$G|&93<&t{3fl(+yk|~aB%$>R zKL8th6Y>_XCmB3R?Y+KYx>{3qxL~2>7JNX;y8puye5!;gm1nsaa(aEeaU+mVqm2mK zby4=Jdnni|-BQ?1FEx9Jq(g4{GVYHV*oORUb@NTGkeG>BlyA{K0$w`Az^JdB^uT=B zoBP643;-K(x?R(r@$Z;)J{!GMBX9lH)x@ zCp}-ePbm9w)NDf$#Oid0SqdAUo6Hb7a^+0oXVX8-DdeMFIXu7B#czJA4BthfC54PR zd%!q2!XcLrfOXdmyO;h!=JVMEr*fKO6Xt|W!ef!7Kj*|8q>Elk*OYh5Pu$BNsDC3} zEzL-!yNOhDV2GU$8M{cjD0x#JmCEr4&Z(DyU%sOM%-_&I@rI+}iydQj7RXU9Y^q5z z_>@TO^9DiW8cj-&B!~*UF2}j~?d)j#8i?vVeqNC5~@oTP7w+k+L z_a=mOKcR9d!!O=`%lYqEeh}!1Wp|`7_TsoV!WZ>O%Hk5xX9Zn&3Pa8UVEdEq>>q|(CR(yU(dvC%=i52HB;O~A*=Uxe0EvN?~Oq} zZCD4ui@Ai)ohN(QVe+fQu{7wH^_!*(`D-?e(6uVk=M&gET^H#qi>|!Kd+qf49`jb~ z5qAEZv7WJ`a!92FP+@s;5Fp+#VM)Miy*PvkEkJsenT1>}Udr{d6M>Gt<-UCC6Qq|; zv{cc7gCOL$C0`6kXxQ8fo*W?f&paeFs3vU}&gboS`MqV{4+Sv4c}`x1_!W@||p1Dhi13^8&y?6}9EX5r^OcRB(P zDD^nIlH8De?-f(b>Wc;e%B(TIwW{Pt(%g_zEm#-rcNHN*UPj2e*e~C>T7ny4Q@oUJ z2|PbdA=}yIJ9^2ep{0A!^z*kj{uyh_3q5RSNQz| zk8KH@W4TS`p*eumKnC=-ipVZJ9fG#B;n z67*HAp5U6%Ex2I%4&-+TSz3nKdt*)E4O&PeqMW|WAsx?zu>VKbclb4xJ#Qamm0cBC z6cwepxPpj)ihy(r#R`fAkrDv~krH|*VQnB)l%iA%MMV;kl2C)vlolxxdT1d)fY3s@ zq`aS-VA=it-oIe(J!j6DInO-vOh@VH%kXl1x2(M^>T1JO!ZR5KRb*sW-}1 zOZY43#p`$b1_$t_Y|Q3Y$wMA;8I}n_pWs%>yfZm3)_;FSR8A(tvie-p3tbu(oOmCW z=7Lg-AlIMVOHTdQwzDg3dn?hPN?=~$;>0he*UI+JVXXK|f0L_jJYj!HQKoGDhmkKC z<+DC?(F_qZfrM))T<#;PS{csVR2O1%`${zFBnGzW%8#;rYH3JTKZMH=eo7_Yf*W(| zCS-m+M8-kCf&6M&G^4*UruF`XPj`>AUMcfy^l(Qn*qZj}kPid=Z*$A8a5Cj>b=nz& zuFa+HCqKjjqvgB}*cVGY4R!BGsdff7YK43NgZ5&q``O{~O`A!|p&>B)woQt}$J%l8 z9!P6ck(+M)xJd6?J_f>>5=jwISGgfjfwyW6xYXloiE8|WK{sOTY@J=W$Lf7l%YXgc z^c|&B_hBfFq0poZHRZxEt2QHdF5uQX4`307k^mkT-c&QNNun@`E5} zZmG>aQLDE`(1EmS%L&p*dK(e+|AEr<8-?XXtRv!m*G>ltbRWf_H#mHP!-Cs?!-D59 zH{=oR~H{H zeX)orr{?wem<6YB|IG;u+T4-2nLpUkQ7mnQr&RL(#rJ6}1t@N{Ukrm5+@4sn{3TWp zei?1_j9TD%RLWW1*jFjg?_lpgPgGr4Sm7B5?fTd$QsSf46+ZIr&a%;ho5v<8oxlJ+ zr+10kus(3LoFGSEuffib*vGiXSCL25S@95dquoGm`u=2i(!Ba)2;@E)@N9*pCk}C> zs{nwrfBY<0!}!`!xl+ze<03gjcC>%|n;xvnUyLdE#BRhOPSb314;z|)k;I_Q<4s0# zUaataNhawQkjM?*OK5`iV>JN`I`W4`Fdh~y9Vq@2gBC=)ONzs=3gohu)$J`o4P1#q zjarr*{8oF|bdvA-#vZ78e(>t&wO^;xl=&ZY!Z+jX8-G9$DnK31S0p9JKyQxuX+LN{VHOW z_x(HA8)M8K|Cn?!Z2PELO(3EDUK`JqKAX(ff8=xZYcXj3Otoowy~{DxVq6{_5ZP=W zC9eK~it0iESF2Cpx+Ig^v0j)GK>XHR#4hmV(Ew6QLyFi6i;;4*jXNCy2u4B5M49n# zF0tR~(R^S}ULksJt+3lrTfnwTG#E}*ZZv{2L{=tf8ACMgO zqfNnSlB(w`OW1LiwIN=t>>)|D2pYn2k@J(cH7?1f!Gw#g;q1ghD(B#ed-9hfyWxhD2LbJ;SIuv1M|%TS+jEp7@p{Hw)_QhY#VX5b8w-LZeL;3CazBj-h_ z_9@+>EQ9#hh)tV<{Dz@W`tD9`xencAijS=7z{sz(IxJ2kULJ6xInfmZ8R<0*C9gtv&W4*N8v zPOJ1S+^)G&5qQwb4IOJG1zqrTBmw2vvYzpHyp*1V`=x2 zA2n?pb>yKGDx(P|g8(0xu7+nj6GSj*&8%VX?2``8FLsnW3jo5>Ga}Pc+}67ezJFON}&Cfvg2zljH_Ria%@)8f7iWu#xNi+B7Xofy%DkC%Iba`B4>&FZ0e#3 ze3zyN8bg48eh1#rlkkRe;aX7hxkM>wqB+zzQqqL@P>}})U44a;+bmE)d4)T;oJ@gmG-E}4 z*nRs&yOO_WW#bWEQ?f@aI6DzsFi4RHCXzS7re0fc3P17v3BcKnmFRqa*4Gg4+kb=W z4e3wI+(mr+D$#py^Omq+Ji+5#{oRaLxMo6M(bF8$5qWeyEaLy&45L0LutTF7&iSZ4 z0hp*J2DX}42pC3Tf@$RG+|J}ib+85m|6#op?Y%qdJhx9N@;4BXqAc~Et{^`5$Q7kse6pi>Z4N351L2RimoKnas#00bXQ z+v5YNMw%CNMIJi-fOB1U4LI<7-sgl81Wi46oag_w&k<4if62!0&cKAo7O}VPc-1qt zZ)9%UI-o{c_#iytcKR_5F_iMNkM1J_8KX4-k!-MoubUpU16cUeGZ<5zBk)0U-=6)MqyQyoZUR&F%h1OS97!xQ z<&ql(BAt$hXRK@1GLUqwv4uE-SM^JR%=M*?VU-*e07R7@aBis$ey2}^V7b|kX}a^v z;xkvc_9l4tZou|Z85gK>Btnkvvl6pv2%3QOIo`ED5~-oo>?yM?7<3ui-H!)YeWO7> z4G;Pu+?iBY7Omuuy?a#WI=jvy1OcddIH21Vd1RF|y&GJwOBW$z!}~S1x|Uf8oqf9T zQ+wLGzdfZPVh+~zVr)3<`DT5NH+CR6dckVGh^s8?mri1s(yziLyMW)EEb+D%Cb++Qop8GLn)?MoU6jvbMbxCV=@ z;3fVqRL0ha)xC!MThiYdJY4=aA6Pns)hOK|Ou(YsJZ!K$pO3mmxB*<(wj0Kz@qP@s zRlT<092+GhP|;a%!oeh@Rpj3=y(`NR|5YopBhb%U9m{<`?*90Lk#ka);dX39?vFL# z?1(oM02yk_dUr?9--V7qUFy;2N*v8vAos43m$P-#bexWZImCLO%PeC*5@M=l7CqJuxwDc^Iu%YuvfyO!yzVb-n>W#d)9bH;r<>%; zUgd{OH*MH!55t)12;*ZV;>)iC%{2UJ-$pV%5-ialu$PCEvCgxLB^sb3vna4OLiHD}HMM_P1Hg%>J(P;x8B_im-R3d41S6N!K<%xQCW(G) zr)QhZv4@ldIg`+nA`?} zC}lb-+J(n0*OB>b@*9mey|{F`sJWpJ!yinQIO2LD9sh>rUj^UP{XGE~e+pgHTn)?Y z4QSqirqBTfU0q`reKkE9PA7sP;#%kbfsMh$xw@H6tliUbtXn5Eu$l;CqY`m(kRa6O zucH2ifh47g?^DH*%jsP*XkGLEL7hT(*SA3w`g;u8t0xbx($Y}n&uQdz#Bz5u4bfYP z?k#3h-r6)Hww#}rM=xGa<=TEL*6&^ZUmO!`vrQfBg$#paH*&scQ)zE*CtOqo_`{lI zYo5}`HY=z^I5UK(X&k0~Psi| zuFvwcboFfo0Wk1E-JbmyXq=^kG3XLG2A*D(TBJgTL0MYQQ+hngQ{Q^a5n<-0fAcb| zxSzIv*UC=f_~aybI(XOl_9q6Ggiuua-d?&p;+zmyO~cx0r{X>jxB-Zv`Y{{*UqBul z9{Nj2Ym6oAmd(CER`2B^dUK4}f-~a4v=d7+XADEQ#Z)QO5_VSxY)%^-F_v;V!@UU@ zzx*DaO&P0sKqJ>}s8{Ej8`80#>JWH%tMOM59yBhO?G{j#9>g-Dp(ck^`&+V$$=EE6 zWz+$H|64BTCR{y>2|$IIvbSBD>yiQ%XO{0~|Lf;o`&)9NI{&obcz@Y~K?kYv>6fq- zir$+Ix8}D4aQ*K_@*sJnQ}5fq%*sC+EQ1V#sPj$A`A-6xNcrKRBDgPE83h(p2=^I9 zg>d|l0)Vurm??~LpXRIl zAXqM?_E(Grj*HhR-Sm~rUfprcEFTzw_9)NnO?Xy&&i%GS`PhMAQA88=q9diCkFR~WX7Nb zfn~}e+rx4sLQlQ^H|-@7i;KAT_Fi*8H#1uFhiDd!+%6=`O%SE+-T#Zu-U{*Sns5SN zr={vNh+mDS)Df*N@^X*)Dk$R)VWB}MT;#Z~C(N5`BcY#hT2yr+vpX{_S>fq7DT}{% zdL23UZzhi*iSS?p1;QQI9^^(Zw9Mi!h@CDYSF`1;C*Sqk6J#l=u+T;a*q6pqc)sL- zYh0G~02U7r%xZ*|%C?l+@m=VR9B0lGuhK87($YFlO>URARjc+e>-mF!WZ)UA8F=ez z2JXgkw6zYX`3!SrMb8Z7vHr8(9l6qTv3h(UvswVn{^~5e{0fFfXIA~$0jE8;L!g3! zZ*@4~l%=I3o7|5201H>p>!mD4%i_TYaEw^ZvI$l&7?VXfr^ZUImn@G)M*+?N^6K~|0lLZAbz>#zBq`Mj9es{ zKIW2SEZ|l-doi0OY;&C;XY&2%Lm`e}KV<6URP4jjjBmx1&elE2?|><#zN#0#5X3s7 z^H0!uwtH6^b*8jl(ZxxrnY`1~*RWZj;$}xrgyv#y+(ynM^GVU5#-lkV>kNe^jrJV< zx`^H{T|OOmvu)mGSZC2*8!J1BzJo0{#VNiY{6d&rd>ZHDDa;_u;!5OSkH-PItUGU4C{Y5Kkr)y>Pc0^#M$qMG9NuR0r^Hp~0YE3IM1a7R(KA`INUdT|dDo{rm zK3{KZ^B%rUyt*PhdT?>V5CH!hs+@c5=4UV1yl9{@nV8F2Xx#`DO_9cq0UO}EB%`Ju z@)4*n;^-e11!v_5*q-ZxTLLg>+v59fEXRCz3|e#e6b{SGk>AEr;VZfmyW{PJI(2U1 zc6q2%PvsoU_?dr~0v*|vr_wAC{Kp66Zk5689dFV*%Z?lgm8%L|$eVGzvj>^MSs(1Gr*qQmekkrx-{&BKz0$sf{NyE-)1 zalF}`S}mnSzh&H<;siKSpSKw4eZr09NO|>uQ{!u{I~7N`mI|l!x)`+c{&)H$f-OgB zE>H>H#Md7v3r;Un(I?(ZjfGehz?hck14s07MUJ}73(~Hg>=S0(y4_c#*<%t%(K4X* zO}2|fCAyY5toMK;Ep3Xg$Tb7sZZZDO!!hWiR`a#N(^f6QSOghpAuF( zJBP~or6bM};xHdU|KkR`Gv#ZJpyiC+V^-9KQVl4?3-8K{8yh=6y4=n@0X~*%&oV$A1%Jc3Tgu<3Qz!GlJ{_pUaWud$=cPYkpGd znYOmJuITv_(Oqw%Z;mIZ%JGBNGKq90y~Izft{lvdf4x@n(zw1pL)|$Bc(A&cW#KWhLJlsWW|- zb;!5CbY_yv(sjKalXKQif36fi;6S}0UYj@!j|*Nx9IpW0@m*UKe|4CRy%D&n)^EC_ zCw237_&s7*KUSpYXMYp+bTIbA^#3b#{S~0>D<19(n2N zd-oahB7!Joyrr~TbO)Qply;|B4?t=SaS_NRr3A4gGcMVp?iOq_gKP8qsfw38gw%@| zJ2yQQ5JxvW_6Xi?TCCaWbs(XCp}Vzgw|ynLggKmU$?^W1Rs9x04g?2O*;+OT^?wE- z+^nG>JCd=Gq6yFa*&QlKBE)Zt505$*HL+30 zgY+!aeBZl^vK=NS@rXv%gLV3oZFdTd6cxfZl=@H{ zs_ZiEQxa`#;Y!8zL%x6N>9(b(*yFs$aXQAQ8o>3$1`o-PyY8(^zs)%O$Q}Edb&_!K ziAnLXK1H#T&a%2rTqR)^$5ao~>M)hslC-Ez_al}#e@ioW2M0LIyZ#x3NOguZab|s) zMcXY4j{618f=8?6+Byc7Xdt)flj9S_$VLRIO~Rbrj+tGzh&<-3R!NSjE*7i{9(yc3 z>0wvlO5Fi{(WW{=jJmAhsg{6|)F(Z-%f)QU$8xBHlWbCoi%d&VC~DW83_20n#6aHv zg>+!S*{K*yLm(Cl{<6s{N7bD;+zoeg)!coq4U<@5)@)7>KWIC3I(Mo(#JWitzR5`Q zv=rld^39d|FA#hU4CGf)g@c2!9w;9%-Lf{&f6b}9q|<%nVUXor^lD4Ca}tf*XCA`K z->9h=0yVFb&`l*V~`Ll)qXUK>RFyiKEGIsKPIWPqa=1p z<)LBudv>rL^W7`an!|sP;I7A^Lxu}=e6r0z*nF<(P_`ZI1{i9tn0u_6XxDS8!*X!}R6!2}D+>ULUWcxRb8FydnYvB*3 zvMYoF|CZKiHHFW<_exrSwydgPp0v>LsHuyJ9- zv!I2MB&p0vm@p~9*;VGqBk#c)Eg*O%#zbTajFy`&`aMAT8&MshIQPnMCDdSxEZSgK zq6a-7%?}%TvUj3&AcRww`fAkIt2g3E<8GHAWAif>{@?)IeyJT)l}aN&buqNy?1U#H zZ1QWdoEd>kt)1{}h5SbajRn|NZ*HR$`ca<>kE@y5Tc-^wuG04}=RYPy zGP`tDM>6I&`#(nJ@QZsF##E!>vOR|;M-kGZ`w>?H&CjId%nrm3_FC4Ya+|>p$jeOr z3iGe5GtH+VrVc-1RN4J=zhSrT@ospY(z2OwH{4yle)Z6ZGA1dCQvtU)S|@aavgTAK z!@?s-9L2^O?e5-J7MyjF7ixDKsT2EpN8CxK(7YBw+2ppu5wG}e9yfDFwejCrkrs0+ zrOqbCgnMLOvr0p^@Y?-(7f(cT?388S%bvw?9pYDG@>t-xk~K&l^`NsN@wTc-+V4|X zap5P!PnED4v$SR7E{g@|c9I$)NIC0@Epi&^gnI$wH9_H1-b+f+yY@dp_0m6WU=)-4 zTq+A{q(e*rOevo{tIgo`i28YJru3Z2^SaGn;VI_?zAC(#n%l^lPiZ3M%Rh-dBv3)I zU3{J_-;-8UxPM1G16$UW#Kt#fVCUEOdo-z2x8x?U?D>f&D$%yZf|LVH(k=sua+tB- znsSro`+(CG-F(E7BcsDy+*7{rIc9er0HEUPCjQna9>0s{;3&y?X1&qFP|b(Gb*U3a z&3Wb%{Ql+-uBW!%ecP4Rt!1D@W+(|Qd{f}eItwELjgt@^HM=S_uarUJTSVFBv(mJ% z#ybaZuST}(KV)-f^{%em4k_1enwb3w2Sf*HIAUkp>9I4w21+Ib1sf^8|<@X(af2B zxmd?(EDtU!)%IX@2hdzuLlCLv6Q1o{3)OU~jhFBN@K*QFvzp)i*+_YDHgNYtb#OMi zv7^|L6E#-yM~-wIN+0@2&`Lg@X9f+m6Fj~t9l1#^ z_c5%RJcr?)UEN>mw_JQm)r3Uw-adD3ClY|*W|dE^p}%ggww-#44s&16%D6W1s}a|u zZ!b*jwr=7^ytmp2WA*R<4Br}uPsy#51fKM4 z_-)HQy>AC?kH6n9tG!p+#BJp<4Zb<`_s+ke>T=9Tg{+J`?>n)5&Bw(zbe(0Du)le& zm>rN`l~ekKmg90zpD^pwFZ29qhv$b!N@(jaLkmAjoUB6y>{_iGqji6LL|JI);k+&2 z`pclPVE$kiZN`+?s()Gb&O+opW(e})^WMe3NrajWQ@Q)+cO)ebO4+dT9I^S+?ysv}rfV6bAl%ielSPGmHliV8_7~&6p6czyu5fGi-5;u|r4mw$b%>lg z)vZr>C#!~m{U%Cbj>2?)m`Q1S>$h5-Sfwt}g%4Dio^+UWoKNW}L8qt870;-NV+udn>TI*$6ft2>QGj>_Gee~o#}6w%WMuGgW@qv~=-p@aZdwL7fL>B)kHb61~0 zH4N-s(OybSbYM?q{r~_#UvhJ%*pE$>0>FIAAg`wtJYTWm{-b&d)tVr{61E zl68g`l+aP!MKoc9eogX1;i5qm)u8B^3Zg&*1C;itPhBLeKb$$WkJoTHoi7RY{ zs*xTezTh{#aVCLz9a0|_JP0{VL60W=R*H%oWBXc7U{C=eep2@S8C7Xihx;cMKyGWpv-B|K_y8QOQ1rHx)7s@cJyp3gJu-Mtd!9kSJviJD%OVV*mj`zxg*gg|C8_RY%<4;F10Cd%(umHo9;Y}v^` z-or8#-d(sh-OASPfR)urxo+k<321JCXiblu;6G|ot*MGh487~ zYT9GTRgDUiQiFK<4LjIR0vu%M$?$*f+I@8)CgvyX(rXT+uOphyn+MP0W!On(wv2IBRO_jwI9;JcR-m zk`1FV+JPC)sg7OC7M%Eq=8#kl)84Y1p+wYx`fwXFed{&jmqdjy34n6)B&hCY*bsO$95#|MR zmwhb8gjuwAf9=f#%ffgME&P{-5eT<}mJFwn50++NFMFwir?VgE2drk|2v6`St}I89 z-59i{lLQ8B!RfjxN+Rgkv^hJ?`Zy9{nS!9>|K95>10SgbcEjhH$fXa?a)DNKBSXak9Z*Vj0_ewg+ z^n}$VCz(OWN1W`{c{3r$p_vZ=e`k@^>_U_1OtB)RH+q$91O`nbPLpqbwLT`(%r+lV zx@Y}m&ib^Fxu>IX7Xx{?5*_)BXeUM>lh$jB0j3~BCJ+|0YWiOv*B0GuDWCsWJSGJbg2VJWB|D+QGv*k9Xq zEwJ&A?&7zm>`ipY6t(9nDo(w&ByBF48kmWVYtmrN#*)99S<~UTk(4$-Xi~aELr`*e zR4}j|tN4-3VjX!)XGGx9a9C#wbJ1O?`5;rE%lZyPDTvgw1)@q^)j7j3x;Htg?)za__&QRo%tjvmaFYhxfoI~v@RbMyrO7+r`sz!kr=?t-B+=#zXf-}PZH_Gp)oeidr5 zOfK00#_Vb`rQ93XXGN}zikWC7(-3(gQYAEUdzVhYiL~q~PcVJTSi{v>uar>mvI(B~ z#udUyo~|SRQEO*SBK%Q0>vNMt5H6p^y_eY~BpNP0Q>H{1NqkZ;1^{5B#U3Nb-R1!i z&lOBgb1H(6Yb?XpnGns|Q0Y?ZO6k?f{QalRHMC!1ESnhE1koV5ZE3n=>C2js#qzrl zK~9Z97*5=lM}U{7uJS2Y*3~kwcRE~I-D4rfMKmgMc?tk z-H7HqOweTveR?mRglm-CA^e6Z!ToCqsqk3x*Tu`8Ish-3MA94Xh9VA<2nVa}k_108 zkO?qTc2N*>i$v&g*hPCNNFuCFNQGO2f*%e^y;_WTG@#oN{U|^G8nMB#E+LFBU73i+{w$8`V4q>EMEP_YnvsB#!E z?O(I-jlKm3&o0P4fI$aU?cJUzD>s;gTESt<2`;dt^_E{j(zpNs@*D3e`m@yZt89A~ zYy7`2^^w$AJG9LDdgW-};lDkiX=G`{+(&y|PN&q=N|;?4^K_V6VUgK2=G9KIu>XBH z&_v_LARNP`tWZ_gykrvqnIY(iK4l(pHnq2|?Bg@yW)|P|z;{HFk}Fw^_8msFUSS>K zT)c2qE=@|ks7LHR4RPjR7sbY-O6&ptt<^d(H*#mYnjDFMGO#fmf)c{dj{Spcs~ z*SigWjxjqu6G@?1N={_cb}(rpafDjdM_&PuHlHrbG}B``cOM*q)CxPCU}-7Msyj5Y zO(l8@Tr`T>e#oCh7}9y%q~kvPc|QO^=AVDrFSB{txRwvpc>8qwtVA1x1r*aGC%-$` z`#DrY8q`sr%Cv628Wqqp#1@JQZIy}fvEU?HO*lI`CXqI}-7nJ`HkP9#&&D~|z@k>j zHx`_QK8;`Y`?VyApwL6T5Dm2>+Y9*tsF;>I&3%`eZZ^CRK#gy7K;cSXN0ahA_a!4# zLa&`Se3`4|=$MC8l%+n9U}wKlWDG!ymr)#h)QElgfvUKLky+)WT3UDLK@uUi+Ac}d zjmJHMy$r^gTv?7P+mh6!+6wtW@XU}@x(_cyfN=+y9^?7tt`e$pQIG3ko`g)P`RJyN z9Ra%jEc(6%>dfa0)SlN?%iTfyqgLifLS6+dLC`cSwtKMfvP}a68G*ZqK?fjLV`Rrk zOU`<6w%D=#P0g@5xBtUjW1tQiv(oo;iZtKqGcM&2qQ78!dZzZ}ht1@}PUU_Sq*8W6 zBPY<=d9v;WrWnUpaaTa7Ph1^^zE+85@x-fPhOY%@U-&sbc#uquJX&*QKx8H*!P2|Y z0fIH~jhJ`mF+X04Q*qa%S~Gk90Ja10+?MyD^M@D9a(l32Tp&+kTTis18fk>S`5EPu z!(Le4wyf&b!{&dO89_7UY0J+x=p1Q_Bl@4aa}rDc3$xZq2FtYcrAQS2|D%Ocw9GbP z;aqeOE1uq33@`h@|1A6bN2hI^L(=U%i#4u<%(U{0oRgaS%cWY=f(BdWT!d37OGM7{ z)+~dn6A)1agD!h_NQslJUK@A9;5mt}qSI+^){U(Az4m-t_v^06pBhDj*b8BW7eQtUF$=_FzSYHJ<_*cEJ<636`Gm)V7PrmCRAE_AnYk z>EN{%2K}l@BI4i;5q}AwRHD3S@Z2I?Jyomm43Fo_Tc!y(b4k?jnmW5g6= znMj_MfNh`GWgqh={Xi%d;T}swGNaWrWvg714?UZOI;Y7qUM}U~)X?51b6UO^UH)bq zHote9Ac`>#2d&XZ!ec?;0EG#~4_>RV8-#Gv3vk5b{r0cHkGZn3A8pM%$cRm7e=zZL%rW}&EItO30cH?CKgb=Csl_2StuiJt`vn8p<3 z4lN^>YCbO;_O9G6N3o_jXq}l)N4Re@2$4dJC;4nF|nl7Di!m|ax-kfBekh>2* z1%uZMUGF&f6X(4~vrQ%9Df~w>lKq;$Q4Q*hMc}W2wsB$SuYtNQtmq_%C;a{Eom`rv zNGO!o(&@%#JX>(Cj=Zik^WI6pL*R(6Kkc%xTm3DU+dsRpeg>OQ3~Y{69k-Y8QUIu& z`FR(8vyf5;YmTO9!P5)EKXWeseY*@%!WxGQ86hJpGxs>YbG^FgZcTk>Ka;T9%P|NG zPJDUCO`E*j+~uy#FI7H+et4qfnXsi^4Hyc&56>X^QRE$hNQMzLbcnRHkHE$$5}3kW zegGV}bD}o?m(3{CaRuf3@QiN?4yBb-PE`^G2K_W#x3JrKSXkf>xY|HxbUxEVD12< zb~K@&=W>&(z45nteh~bYNWaKKTj0Qh+{lRG-v!!gPbm7g?ueNahCgAlFdMF{zz#Xd zu{}Lw7h|5f+c4^#VHHj!$^4Z+1-Y1ei)QL!gjL+*epe9m6{cEk7Z$teB7;G1fM-#` zeQH1I9BV>2HCw{Hv9o8=>bMEVZ5`jAg`GP19y}m2S2{B%?3Q@4&70s|+0G3|BP(uH z4t_@`=wIKn(kHZ36ME$4a_MXx+3L!(71p<9t+LG6-#4j(r4z=!pX^Plq^|fVD>F&U z`mU^OEmeLzd#hN|8VgQXSfnX?({yEh?dVfu?I{(kU*lMpKLF>Kj%}>{S+#_vAs!4y zY``!F#AohGU+89a37UUDmX@3$dmT3@fNk-c>7ZLRWh;qbkUQFMie+`Cl}(pr=((xB zz9&b>Ol};GBW%Eyo*)s5Lpa4=toqBiuFirMc>5uc&igRsJ(l z+FN+^*zVi-pJjl9#n2IRTsGhH&5}?n5^sEZ=6KBONz~*OTIp2aInBf5=zwvbbK>fU zwpU*sOq1-^%EGf5AL_JX4~_Yp4jXySADmaZ+_lf;#{afV{J_Ef=!Zyw4_D9RA>!*J zKhGqrsBqvq#aJw9Enj`$Q*(aR=g>!n^}1ptUs z>mB;xiL-DDwDF7Cc1u>Cup8!Nn~9%anv_P`@P2-^p#pJ+cN+2RoYJaJNQ?c?f+PSD@0x$9 zhM?g-wUbTw>2c&|b#}^s%v-ZC1oj>(JMxwy(P^Q&*08GU`f?S#0{&r*j+>-(O3m7I zB>eg0vP>Bz&+u%8QaCD@Y{jz~mImS8tooF7A5uG9;mf(MtV)Kma&zKWNru&ANF=_lLVf9wK=kwlzLs&=A4)01V?%_KrxdFD_@Af%jD z#Lmgk_rLN<+GN;Nu=vF<9dxTTsA9NFYs%)yMd*S8Jh#%}?qz$=L#*>r-Y`)C_PE3L zmaY`t&`@fqp2Dib3EwK0P3U;%z}hKnIfjap9yAZgx%UCqsaHw+ma+1`XHg|&QOPTB@9ySbP8L%sSO=dT!>Flx_n+?T3xz*;%-H1D= zTc}L41$FCLh`jZbT=}a6@j(bTU%eonWZcJL`=A{k#wdNRmMwc*)>y?r4!~~^>z~zi zhVZMI5_V2Y8;%$lkFtQrweEA&_`VEq4N`<=+m%1Z_x$fBe@I1^*gitoA}l1rU5r;; zY#R1NtCGV+?Do#fUeAIIsX`Bm*a|_p{8b}9+=K9PP4z}F(&$SW@A{71Ro&r5gZSF* zVi+{P=jM9Ln+dt6)KSA9>J>HhOW@By=8vyxQ>;FRL|g?<`jK-8A~8}*+k#Us3XL@! zXky_Xd#hn<9gxDkmphrMMi)H}SE74sUq*DKo5sIAevm)d7&W^^CpjJ^cz{GOfG3bw zwhutH3~c26$TkMHVt_DH^|Cj6!rITrOn1!4xP5{jfULSyZcKKt?>Iemu1II3Aa+6% z?7ge3R6LH*tBQW8r?BW06wbxRZxu?Jwkc+i%N7!ZdiH&)pL@BzZ1f-DvA<5F+exgu zSXsmt6iFhKkXcg;AsKHE$~!rhzI~E%eF-}k-Vd4jIjwVL$*Zca#k03=6~i(m`a=?; zFCfqKY{c@d1HdRQh*u(o@me(oEGrAnud}!Er6}*tLd$P1=*jEVVZhk&i98m**jsMU zOS*KYm{=Zt@^6JAwt{&0C!0C*jB>Wx%Y43yM$gVce}$)8pP(p6T?`r~2-Bd1>@a=w z&3tYt=IC~ADQ5PTO|wgcKf)$V))KW$S!`M02f>@6s%Bnvguexjj;H%0HelHgL+2ld z_Sapj*6u!MPJ9yrj}WQ7lAnZi&Xm{pQ!zPBZneMW&XU(uo%2Io{!%BR0+xnlbq6Yi zXKHgMe*1U(wc0qj7wJ3+1Ht%sA zS!>EVAIAK!cVdUEcd>nm15KUr2wseiL~nZOLIRPc8DsT~?x3)TyBf!B=Vru^%o5%G zW+{V-L$QM-)28(pbc&T83xn>B`yGSc3X7E0ZWw?_mm?ln+3*sS2a{V3d3AXhS51X{ z8~l7#W!Hd>Rc70*ybhQ!4fNiH8wf5s;m&GjNj`>sqPta*5?FK+TeHDx`a^(W)$U@W zQy6qXl??Pj|_dvPJ6W5YKyS!L-+&KoWFm7IZB6M2V5_kbSqn4vffy;?__ru?!QF{_)wu?}O(3+EaizKuteSkvG!A+R?_ zdduA>aWJ1bOHxWjNWH+Iq&HWI%yXQ(SMS%#AYDdG+n-y+@COSBNtUWtE9yU_A?9c5 z$cdGQ{9rLAnB8kGNFuC(Yk4VG)2DY{hv%_v@#W#||Dd*#PJ*KX-*i*_nlE$Y^x0Cv z1K((uzh?{Z+?$EBB}&Pj<6ZP{=IwVmjp*wGk~c14(3PdLxEm&6y1wkWG%sht^-W>D z*YceAi*S|i_2GQ2`T<7B)bz|!hgSmk#$g+hxL-q9l1g}ZNYQUFeMvCD{ z#l^OhpdvW1GTNe$)35={{`PssSnpN*N`Y7*cc#nX?&zX=sh}Zlhu=%WPPq)JTe}5| z*x#g*l84l8cjBryfxgAm#lRDKJzu>A;qfJK&VWCUK?n8S#YI67#;HhLr$QO%&^;nM&=q`5S-*(IAw1~S;lrYQSe1B1SV zU74v@ESWfL&jgP=>z0!Bhx_VtMR!~OIo8fHUj_-->Topd6BOC#}^7W zi+QB1h#!9$x~wAXhHidMK}|l$p|hU{N6PtygSSlUNlW)YHlq~EG9gK}jwO|hWY048eF-u4eIGkx819+h>mGGZ zo##By@B0_rpZmH#+xz|gT-Rl~Jw3KmKgfW7xWU!2UO&iJLN!s|0RX^vzbWlvOp6?8GrP8`0zROyy3Z%sfCuth9XRbJ@U9|7wJAMuQvm}tExqWEu~=?S^jl(E(SNSU@~ zkDqtkzY72WuWSqYdwoBfOAbpzhbjVJ@rB~Ew~@z=Ug-bPRnz0-W}&{F{PZi)Q<+Dj z4BWc)6e*8R9&`fJmB*jyTz3!3ZHXBM{RujdnBRfaiOU$`j)((Nu_U!iuFQppmLD%U!V$o$`$cW zMaP@M$%c7!G;QgFCJ5$TAM-+AAmvl55;NZyI>qJpyj;%so{I^B0dfmPuzUrjEjwi| z+*_!@TYv~MckXd$wk)5@x>|vxa!R-Of1}uy2yOTKJ$B zpCxiNendxaz}b8tyMQ|P!m__)*`3$bLjZ>nJsV6!!Nf->I;4ZWLobt*SFket008h3 z66xOK>ush~C_OCgma)ybrsYmIAr3EV?bReVORZwvnyv3Vt%M zBJtKJs5h9n9W`Xr1xoS!R~cyfRbWS{0I!UM?C9e(u{Y_qB`u4nbh34x+!QR1`BZ`0%mEjGvCiL=ZuR&3|K!Beka_;BXCad+Sz)>6sMc6GMa)?qG!)w zMWy1-2oZQ<_9AJ^Qzn_~J8sw0YL7!t(?NQ&>bB>qAb_a|IwrD2($@1*IieIR4HT2B zH*+@Q={))QL9E}D`)GfO1Ci%+`(EZet?!~3{f(6eCg&3-Q6F3xbtHj@0}=6yYk{lO z{|e07`I3_2b%)3j-Aa$g^2ldpNa%+y6Q zWO+~u0@wE_GXcQ43%?k)N%7cq4v4K~6#KfRLG&1O)(XY&pB}uc_@D$;*fcG>eJl0F zSajCz44UmD&XUFOn&j90c%04ob;8VZXT{`IBK?h&bXQo*1HIXa)^50RW$RanPV6r) zhn~62`9fDH?{DES4X6_Y{G1AHh|Xb!vTQ#DcTM$2WKkF{Pj1zkTU#1BbZl%cQ}L?o zwBzNAsD83FS^g)x&fKxk4nvG)=lyZt^>%!mj;53oXf1yoMQv|tT5WqncD&2ztLagH zNP$~MEMxw9T+q$wN1IW|t0J6+&dcXbvf7~H7|}o}zhbJjZf3A6>zQBGDdpMTM(Y+w zGw9*QvY$#?szMtZa0wSSy}B=hQYN|J7KOmRM4uKw{L%jjMBhaGv?!nhp0aA~I9AFO z*|Xb1t{{FGf271@wF0AFHKG|$+X|w7ny{5igD+UXPh%tkhe4-I+FP!4aOF<}76E zJgL9zA;43cQ19AiwzgXEs|+$Dx5f!U&>iKTC!7o~9g%5Me=yk4!3vbD#9`K}1J~~_ zNl*7}!0+@Fj-k=-X5K`kvj0vy-oKQwWn1D~M51{|McDUx`zJ910GFgc?T_&75*3C9 zzU{&mOc`u8=MT*!$gNQ9H`C5HWCXqBPjd?$|3w=K`nI5n+e}F;Iu1t1tW77#%GuSXo3+N7!{cp{nh=~^O&MZ^bu_T{MTI^Gn6RhLqTq)=Zkfy zIQ|%pY0Hd)i8rn_%-au${S|r$%6QYuQ!GXzv7}Y&dAEtDI$$5`hCkao4*WrOtiu9N zJNU+p0^I-)C8pbMtqrF;_Mc8!sZT$Qr0E&VHM3=7RuZV~EA}6K;5r+Z(MNdTF*OwY z^T3=$yKhLEo9=l6{y4632(>G-Zro@1Jd$?3u(IsP=S|_|dkNrdlV(t$j?7i)k}l(Q zHYL)SP?Xndy&jynvj`)Hhe1B5H_^@^j~)t{Y4=w|fuc-E5eg zKpqq#rsi-Aav&-cvuM8oYe)*Inc1hin&DheJ4L_phTV9b?F9WSiWY2|8L(Y^9W;=$ z;O||*cD>Shf_*U0-S&MkrZ#X0{;eOO0Zt?5jNep!o zv6;nL?98(1p-n7zuE*c0^q1Jmb8VF`Ue3emep*!?4ZJyj{)KDRNwzQD^}#pAM2=e< zj2P{^pWjylbwO*ge1hBWW(9=P4_5w^vr=;M85>P0bTvG4c9NvWiS9YQnUTK{q>Nx^XX7%v z#=X^RK8&PMN{-?%hw11M(M-yi+jXY6@BF4R`;v0#K>&Db@pm8!f`HLIe($n{0qGVg z%=yW!)xd{lnzXBdWebGtZ54WAGxH*-;0-o3gYqBKo1r1GwK~m#hXeN?RK91X9mPFd zLVzPBJ~4RlSMmnwjPyIt1(q8&`)~Nu-1hB*p3WuIm*+!d7t$r3W%C-6cIo-e=c!wr z_6F45HG2Ty57FO)?m~^VJ6Sy6Ojy z@L+EXT2ryli{paHDh?CJLQ{I~-JO*H&bEY_Yi1CN)Afz)pn--8ulZ{!|@* zK_Jf1+-HbFXs$}xD$krF&M*TBTgh32tCX~XRcZF63+eXnkTz;;v8Dx2?uZplj7?Xb zWWy+px`Aour4HZd9KTha7^mb?Fcv#ngCXXL(cBSR6_Y-tOFIC7!)Nwq7f$_v&1Uos z420f)>|dtLVVh4Q>|QOqPsEl8PplMvjJvpmzA5`taS7^NXcvylT|2rrx57I<{*@<~ z;5L4x3#oBm9Eo{~8dz0!?6bg{ zvHUr9c5!v~FlT~hdSsy|6s|wSnM@ndNi7P!ILX$3z3Nr7>*;vyyS7l0jV5J9I=qWQ zc`sGv1>2%Bu)_jUc7x;+q-#r`yr-71G8DQ8za^zFIkj8TrD_1s9w)>2XKD?_>J zV)^F`rK$3Br6D@Vjd!%eVF?9oPy((<6js=Z3MdFi+MfA}7s%K;drsofO z8>80qEP=_4XDV!ijWOit@xa*I$pSO4dhRWNZ`|k)t9V*SRM)krzm(rrsJMI@1#<7wzV5tI;OPIPufh3tBHYlN>kV zFsU4l;VP>r3#YMmr%)}e=j{UHg-RN!RU}6&ZzjJut!*%sV>&J2<~WK&!~ zevE8T+LAk=Kd$^dV-J$1SC~JFP)JDS3~@EZS^$gR{>&P5t|AVu3x|#9^QhXa+XpB) zgFGW@&`>ob6>Oa&;Kh!-2td`BG!;=b1xM~Ra|3|UqTR=JzmLp&4=>=@=anfRun~m$ z&&A@w=$TQImtPG9)jr45($et#2e?mP`dljH~8P z<1p!lNQF!t+WMpdIZr3p71L7fdSQc;{7O1u5o6<3c$5ms$putys;C?tHF3unVlHA` zpZT4A+un74YlLGdm{2rvAypQ7tn5nRX()w53{^ZuMV5=ICEfA!C2B3$qY1AsiA`@t zG1rBp#F!1Kmm&VLlPmK=gsLu-4F?B;`byVoObG_P#flsk#P3Y%hXU2e4y@9m^*_&Z{*c04>4)v)VyD3*4UCWvtagT{Lo zq7}d*)O!5nE*PhIP}v1l?HxD_eC4cvCYAP0dB005P( zJ5`IYi^+Toy|=wqm9rWBX;U$)%By};GSAT8`Jw;SQ|Jk{h>Z^Txa2tWD1c9JI`%BS^INa%=@isHgmu8gY0v@!wAYrkR3ecsgVfFQN}7F z0$*Y8@lo6DrCdY6ll9dB;ug2HyZ{^~^Q_(OLFzZ-0KR+$HV?zaTwn7^snZ7iAH|V0 z0l8B+jFsJme5wpr49ktqVG1F+EBR2+RU^L^$6XKwtQab}y~!niZ}Ofg=2o)JYSP-p zYl$$$hML(2I-eVcyaPV3+{SI}#irQ?=Jq!_gvl%;W$Y1t_GkJ*0{&#xNidnWw>@jk2dM-Az_Ct2)(Xtf z3%4SB^|@A9>wYdOqo+{up~Oi+$}KNw2kvjYwwm)K_kSI=_#T4oFLZsJ<9T<6gm^-} z=LiPLOX-t)(!NDTA<1rl!|GHk7>;Y`e-%nZRWetR;E{H-dN#aZEed18z93?Iawb`Z z%}74@Y2-#?PNxGOv;w-#M}Av@%ZSw^y@p2x{h7!d?DV1up=uLI~TBIP}1 ze+a$w&Gcmgb}NJmboS~_B^2sp#FUyt`+roS^SAvkZ4;c1TUE*StKA4hLmmM+poL*! zsynt1&A7Lw=JBq5hJw@JhYkfCCQ}SoX3w^Fmn2+sW1a*IJ=s$uXKo%Pgv5q+-1~yV zNNHuNWQ1G-!|*p1`Ys*fQ8u7`lFkg2zP_VGea{6Q!vJcU8_e;Sf^_I|7Pols8G#(U2Q^3ZaK;kr2X zt~GcxxGyjRH6gNVnqTw|JIi0vwallc^j~)b8!p>8fYxpBY7%^&xz>+32na80!i!g$ ziwoXB5?OK*YX!#F%@@r*ANC@(M-Vn0x2l}&_t{$!0i|Oo4X4Aoy9%ss^+ufHgRM-s zmfUUYtyp0q;B^x^SqXSfbdRQ3zEOR#N5jTd{v+HResGT*zM^sxykHoC@YK*i(vEtb zL(RX?bmcqw%Z5mr;fB%L=UcsQO=F(W|GOp#a8Vg+wu=Bil!(Bv0ac8mY~U;G zlrj`9Y>DGZ(mkZ^BTY)v55?a(Xqb5T5mBFlf@GySXX@o9yv3M+8a~XHrjSownWxL= zW(QEc@a{zfyuH%xIWZwAvy9a8r`BN{<`%3`C2DPTwa8y|F8}~$uz?%3F>Xcf>T@!O zclpywkIzkE>51vs8CWY8%FZyw2IYioNpBR~*y||hp_?Y>h*Vkrl*zd}xD$VZ5r>1mkID*dSq&~z6Ie_XT3^wm(gj$)s?!JA6 zb-D>fSB#(SE+`yfvd?75=*t0P)*a_swhG-q_Ylu;Th zd7Zf?UUHz2+Wq}V6w;=#BjxsoH#J2qO~8;Qdbz??o5F{~WWM||IteZQb9Njiw3>;4 z2++72T0k}b9L;U@zY@oBJ0_rE+{x&Zg(a@q0SsDv`}YFmQ)S#f zmP3V+=hhVAF7hq_07j+lJ1a1k6?WuI-cv|Sz~(4plGmoN_nD1<$pw_WFwVUbdpWRC z8!MAAk!j4EjWB%oOn^c@6&#mFx-V5(+B8_tb1r9h6_fc(?zD||%eoIybOsku`=QRG zob53YbsK*QgTr)&beR=J7f+>~baBs6@E3)S3>S@kDuq%2Y@r`2h`;=M_OJi`-L9!Z zI(r~s#&Po7=PaS#gX)E)B>1bU6pom<&fLZp=lRJ8^t3D+B2Ku3GR>zdJ^TYnYqLrH ztt3I8-%9&*y0LgN-b)Y4hsXSBrDws13$N&|2Caa58?1GI;`ooUz_@&?Q_cJiHp;00 z`C_)fDsLZ>h71e=XBwkn9%ouMP_?~}_4k%}tLpb5oQEg@L=-QZ1sKGN!`$pT8<498 zbvry5B+amS5J8%CZqNS;KxZ8>L*Z!1>07s*yiIl*d!M;=nH_vDPZ6YCS@q6Vuoz3{ zDeOT%T3&KmEDOM9YAZ{B7b${K)y0n748ED8dj>7Du#r&6P&yhaJ8xzBeHs}uOyL~9 z;s~mz@Dv{5QAR8i5_BsI)ncAqvT9}=q7YOzr4v5fv6FpC+y?-c(Z=g+$Tlq54svyR z4cyLodVl$RJl1eV$M*E=mbcyl1?NwsYlo#{w{8xS;Qd{%4^Jjw<`-7tX;02@W=EXR}wGkM970+S4qw zN9vRxT_2S0R2GsEiF}F;e-*@)R?jz)6Ymg%-zYrau~7xivMAwh(}3?M9l#)4$ELuW z2c{bCT-IO)YC`!o--nfqXvCc$Qlg@V@h|nCwy#Lsv`cNStiDA+5O1Ct3Asg8SSEyZ zJshHN+U}W{ouAKHnApt>059NNRK}>)A06<&Ccnv~JPPS>N=qVoi(~H_fe)|EVipHT zE$`NPN5*p3*6I)`JDe^7`NEseQQ_YQw=PwXu-L5-)985gScWWvot=#X=sb1jDG?RR zCRJGjuf31U>2!b&lGoOe;)W3pDu{u?6sQS+lI?a0xW5sIzKltBzq;zZs)Mk0si-hW zXA5Uox-F*TuYO7Nc2Fq^o?CT6T54jih!I->A7EoEKXFB{FtNbZpNQ&7-$B5$K<(g3 z&;&^vK?6uycu+_r)pq5xn{0|2bE{SPlhK-p*2dsPn~Cs74|!La1~?MjRH<+kIh z*}IXn*w7|-i^kVm@*+lTPvzhxdY^TYUtu#GKy|zI7HoXPAp+k2XB&)q2g|f#^ChB| zGsVB?_>j`_78-8t2Y^!4|5$Yp>d+D=lLjf=rbldwjBmj2y-+c{`5{eyh{D-B!uza= zvyO@nCo+^S)xc=#s(C5;^olDY_c}`T%=LV#%u#x&ml>jP68x%;#>gXPzp;DWMby(j zt@(fWG?`*+E#4to_jrAJN_U-HJvBIL!=}y8Ml&BIE$l)o_)x}VKltKr9|I`J#0&mJ z)RXa1N|c3c6{)4HD>+wxgc4QB*ma{r^(&jjAxh-+wetA*-ho<2=-2<3!~Ohq8ihM8 z6w!ZYRiM<|?RMxl91)Ud@XUkHX6=9ERrG(&sO_-}g;v@VA|`H}x7O~qEd>VwZ0 zB}4)%lP!bF5~)w$X?s>bv?D7(>1@bd69L|5JG^*%?~}`4z9fX?{9DCwDkZ^j%vq;F zH9=WBrIwzhSPK9EXOI7}Gkb>^Eqi>5a^j)@EaP%HMYxd&=BvZ3mGpSg8KT$%#Tzj$?xGn`e` zxYSMsoVhIYg4`m%m0sBM}cacEFFFykcX|f*ky9|=S>;-m?>^G#uZM< zhYyH<&n_pyV=_Gkz>I{w4^OZF3YykLM|V{U+B6zVgyArba<55nseI}M<2>FT5y$P1 zTdxOjPd}z7Iz>hRcyab${T@Pm_vu~U{=`XB+-jlaXt*P>F3{{0$Lvdd@=J0BhP~wb z=rBSR<2@0rYSn^8*C@OMZMN zOgp=cH7+i$;$kb*?~NU;`?cINLObvMA13VEkrq@NXr}wwsEj>a?Hc!1gT|3}3zVow zUEcg;yaN~D&7PjVfNxhJUl-+#xi7QX>TIK6GU`iA(8?SZ#KbHH1@I?rd5_tzGMAFz zPrE8PgD{sCI|7=9=8?xpspLOZcro;_Xzk#7FtT5NNjwRm6NRNNvY7U)O+?O z?DoOS5!Uz>C7iTl*NP0Z9Tz?0%+}d>|LOu5Dlkyv`45Lo zO~_n(j(}g9XO|Gzu&-$a5sVaJ; zv$4Pfq%dCWfPUU-+33g5KccEE?DVHCXD>ilXQcL*ERaX>acNJ?oikIGnC&rF3pbq9 zoEWC))Mz2LR@<4+9^YgRU?^ocSFOwKBQh;fN`m`kTCEFWYxB6g3XF^k z=+zp5IYP!$jDT}b98E)uE9%kA1pKQ0E*yp%%62!q&N}`?JN?XA{FUWumgLn>J}~IZ zz7x07zoMs~&XzBt23A+ZcF@h(Mm!V<@%+8|9T|g6Pp!g_KRT3{WZEhoJ`e_e;we|A zPT-Q}pM{Bg8jaPC=+sgvM!;t`2Zh$L+iqLPr$m&VcsZ%1b=&94#0hv7>8vw_R94?T zpA0^m)yWIWK&$U-%B-t$59)iUvCpA~_yu}Zc^mWonvT$eK#Av$n12|Wr8#|{D3JU67N55iG4fR;LG$;~H ztFx;frbs{G>c^}PGs6Wpi2)3yWzMr-t`h~da2Qus+J*EcnO;l;gt&izzWuG*K}3`q zcERY(r`Z~jv`$bm0CED~PZj^aP4FPJ7%mPalI>5b9~{4`I`Pz|f&>qV?x%`BZb`cI(qS*F+=L z%;6f){huBI(j3dld=T)`Q1YdBp%g(n?Xvr?GC0Ko|b5G87H|05#mc3LGVLlxp;tz!ma_MH_JoBRW+ zLBt067Pv?mF%L$RfO^o^XcrEtr3_w+(lN{yC>~rtsFCzj=ER*8GHnysX zHPrYss-dD8$So0T7dy8vXMG6x*}EpSS~OAuM#8k(BQFeWH3mK#?(k8&{ldZL(sySY z0lX9ul>TsdDGa~A`XpmQYRonhmrqSO5YrfUDqTqbbK6LY`a)lfA7oGb5L=r^TPOs? zQU$ibFc?OMqffTWfXb@h)JC9NIR7aoFHH0~p@!NpA6Qs6K1!aIfM=j}>v~0t`=6BD z$pw6ha2yTY%rT4VP}7PT_Eh_F_o6(!eavm6*vt4ub^nm7Xn4E zda+xqL1C@mBSm#!4RugybYJ&#iKjF4&LY33sPtF}E%HC3YZUVvr_L9s+2Q43V(`(f>KQhIf<8%;wFYhTtuakw79!?LBzgFc6H?Ipn zAs7-?F^|covKCARz~2=XgGI0x;I#mT(%M<-r{qZouwf{Zm4M#~k@P~QPl%{P5J}>{ z;Nn*^wV{K3&-66yA^`w^_1%~k%@K6ATITmKd8_>kQ-7blqk3kG4if~z&gkc@-OSZi ze%RXJM5I_Ioq2b(Ybe4DZF&yi3d_yS6*h0QK{RX1IDuKum?UH&x?HvJ1P3;Ugu1Wnx)QHorGHY5(xk65&+=a&iD}YcYaG1h&B&&gFmnAVO8(3J8`h?i&1lBLiz#`9y-zj?&f#2a z#n)v)D^NWZ-nb@?r1>BGD#K}b(U!4$@FEMaKg>WjUSFu2Ijh~-0aVY58=*`ZLEOMB z6b48(e2oz+h=(d|%f&>r5-4YogX!#kLKI0e!Tp8RB}ws)XfH@)|>S)YVJ zn4Es@tU?VR8G)qv^CnTQksCh`uc@1%<<0>Y71dJO>`WVlvs$6=r$OJpPv<7a4%p`8 zQ&U#gH=IG9shA^Y^>b$KYg_~X;GQ2sWl~jkATMPNfQa!KxS*){I$Lc0Uo6cs`ew+iLXtgR4E?{<(Uci^S!5W z7$`qRxc)3q>-?4xdd<|cSBBrwHG)I?0l*hFxnohC{`uIT$4ase$_P&(dc(B)Z=PtG zeU8bf`kHj8&&zYkWr0`~PurDEP8{ai^INMPPi_jXi8Ko@jQTN@GM%f|wQf}IpOwj{ zrgUh;(VMitc{&I>2mLAUP|?u6!blzckecg#8vuY8VOb1s`QD-;5-)R={`s#YeXAYN zNp{QWzrht=!%D`lB57ar9i?)sxY9Hs$wsyt24exFYS%Ms(AU}sebdnQ+d>S2LXuz` zM9niJ1}RO7apxzYPH}q45!^S&t-W?AGCpTv^aIhWwj&$?{6x(D9w4p2;bJ;?tDNPI@Y7p!u&#b4q{B5 zMfTDat$$<7?@J%3eto)Fy;thsv$4}rq7@;nRnb!h`P8Z}Tw1%u#3I%1enA*=0l|+t zJIS=`UksY&WMn9{gD3N}EKNq=6B9@$k1SQ6!oW6&DmHQsVAep5$$hrI#WN4*?9sM4 zdPVVc@6h4ATKo3@D<5R@>^3DuvIgl#9eU<+aq6vQOPI?YijQb9cB_iCaH3DahmxHU zv9VME7~SBwxoD-T-@YItvr#+vL|9&e6CzU;!b>kKDc2FpqC=BhhsS4amX5Zqiq@Uu+Q8ifZb z@RVLCK1CrSiwh#MWPcD@^OUH9Vf>Rq&F5$R(_S<+WL{^~p`hTn*cQ_N-T)ewtt#@m@Za^+R4wE|(Yh>E0ymO`|3g6JTma zSewL!uR1Kt3k%~gtnyqqj8)}s0{#ZVq@51zp`yh*DA%TzcSj_$_~JMK01q+i%*u2Y zwdKPpx}5fJazdg3S9Q;FH7*x+;F(MQ%*STG6Dea%0YsFKrfmeWvGbMjnv(=Vh6@M| zyZs^iS~dDox7Z6o0wU)Av8+SC&{}jz=>P`F9-$dMugDmA$p`>Lq+u9uE1l6!O{6zc z{}CpP%i<@4OA3vN&7!*%Jz01x5XY?$sh&r0m}h6J>(P!q*;d%_jk+?xsBvpm7@;RJ zU9w&X{7vjUfa;~HoNv>exa3Wv4Oft7>ruLB=4XqU`beV25M;%R>4pOraWH$0KfE-Q z9zkuj>~>rIYsOk(2d_TN{a8M&ckAQ9=Ps|M7btk~>ewi6{PT-jQHArb^NEA|5O$-6 zUWX@NY}AzlMvX5U#xL)3RxL6B2>5JhzF=Eai|{kWVYuxq@~Pcpxr{NDhkC2}`};G- zlOa=ruECQ((WRCDX-fII>Kh(rOI?UV&sKLo9&!%9ez6r|b3ffJI>2MPnpqbiY%jbL z@sy!-Cztd@S7AtY?ozxT5%p${gMeT*^&=*j3Ns^VBaqN|P*3BFs=HA~Zl8CHJUQE; z4Wiq|udp55CK>+Q#y}k|`hq}~S;a`_xT1jkL~}8f#+{@ULA;w!Wj%d86En7eTCbCA zk#m!bPLN{(PCmJ%UYKlfZDBi=JN{M019SC|wA-HENZRd;LxRQRI^l#(xl|}~*|U|r z_(CUr{=3%LqP)7VY6@G((Rl2@>45&7Iw}%3=kDfHPjsF%Ji=pr!&tijxxaR6%osR# zTu&eC@kd+i)YHG0BH~fqCA#E;q)B+|sCSXzO%J&Ykkf`BgT^HQ019MguUw^T9+P)C z=rbtWpmSUDeT!(5J?^QHh+=g+61*`KVKAC^;Q8unY5Uft@X%*?&0&gkGS`Xii5qUo zlNfBHCNmQdapun%Tno>17-b(b0iWITL5n^JQ8@lh`x(?$`4Le}CgR!5&5wzL0GH`a z!g73k9(`XHCl>deCPFl9yw)u`5(?c$Li@`hDe8v^porJwGJPlSeU0d&C?H=y?o_77 zvm$JpGD(T*|M=y@84F)nUO(50qXa^p3%K!OX|%>ZtfR&en#quJ1)Uw%TYi(FqS{7B zDTL&B@nabxJD=9KrMS;GSuq2^G4}x8`+v}dkl5!t=(8Hzgn-)tNQM5viwjaZD!Vf5 zbo+XgjZGVYf(XpFbAEGJM+m&w)Wiu% zBL3Jd+j2O+XYle$7`_z-5bzu(qtQfEMW&aT*&Ur(@7!-IM%=TIBpjwQMz@kDY0GCULojoxl+@x0qxT?LL-SRm-w%s+YK&*o zW7%*2`S<@dmZ{sMH9N>;tp4_Gw$-g(x2s`d`g!y5V$-f6I|aQ6PZg&wn4K+>2hyJY(Nt*LSC zP)C->%olj&Klf?(fmc`|A&AF^SnO8&Z#&_y*=%Qy(qylOi4hFk`x!cC+U{%~f>Q0f zP?-BdFt?U=_{MYvV5G((+JjZ=@h74@|Cv!fcNx$mq_?8JIelRdGJe!?Hm~o?ype`1 zRP+?q|239=CvaNr{|GMW^SWlu_DCgxN`0lNa>-$;cn<-8oV57efF`7R*V=C-MErcp z$x^^bEtp&K9pR`!bdV_*4zovLHx8p(y_*CyiAbI1Wu}Xq9u7G+ry!cq;z)O7sB4*uW26XIvQ#Ci& zj@FovW*&I25oY{!NL`!abM?fmjlC)zCj4mAf5L>vy;n|Zc1>WY!|4mBoS{j++P>j` z&$0hB#BAO4dYNLRGWk%*>ggkX-QoTxdSV1cgeQ+Cl2ZaJFa^ZNb_LX8U-5}A)9tB< zD-+UeOn}zA9MZb%iS(ckPvYjzZfh(dtT@d6I9^_7u)#sHg4A*{kME(QW={2+2RiQV zWTMOxG+S^v@_^Z<_aRXBA?20=Ydjcy>vLV%8S8h#K zQNYKdCB8T+XYFGpWS0EoP?IW<_e$rjzw+(2)S{$dl1Hv-+Z zM_!=RA7_Q0tH$L%-I*wpogGYhpPWQoP^Fi^J>Fvr2X-fyf4}{q60>K(j0>>YF*&>yZ@d%DbKY@gV$X|(hbd9IviF6gs^42rG}a*mR$|x~eQze}X6xuq zlcRgTI)dtpR~$ffr@y$zb&Xe_i3!pb7-QOllXtXn)Sbf6IoHMUV6By3cBeFD^Z1u- z686O}By4Mj29+cGbp*ONF+1ju^US8_b=uySZL&iMFN_C=fiDJ&`$UD2>`DQn2(E3n zU43GGVQC=TLe^E}pR!oPn`;+IkO%i##%-@nXG`JleAw?E zT+B5+5~5z6E_|?Qw3IO+`uKEH=9mPO_D{Zpaq3z(!z0!1N(}OG0X7n*HKCxh(Oe`t zZkIeXBlwSj!AHadlERT|UPJztW%BM|nzM&;&TMDBT8cz$1T;=-Mrzy&Ul;-dZV)F8 zAQC@n{#mUWoy)yS=W>5$98dAKHdX`MtY?ZVuchsmhQk$P9QaeoVfcJ%${`-p?;Qi^ z0k&H2JR{&6gWE!%=hLu_kcQ$DbFUr|6a47IYY~h%jH7}s8nInR%>--8sR7~@M;z%B z#pGsLc4)68(i7bOjZ^;H4heE-SK&jku={QbWFOVGw4?Q=NZLXD8;ywh4<#k#HMO2( z$Owq2={8bp_d1Bf>_I?vs0yk>RZIi~bBvChcsU6!cRei1619bBiWb%W^ro(k832GU zE_UcT_eJWpccg7)N8Me?j6PYyeEhdGvy*=+>**obYiSG4KkxH9Pl|bB%}$n_4{!u| zZfCf4krpyu-{Ukmzo9BID9;7BJaHVY_U=_fH4VrdfM&U${5{v91}#s8tkn%1hB3ak z>24kl>2pRH1^_^9PgNAzF6+mVAis+Ks{;!xKDptrm84!RcjeR@EK3<UYj4z@-K>yFZ$URgWPYOg%7tFpClIWx_mR{yqA`z z+-ywWq{o@vwzlUwxUOY6aWDaVCgo2|ppR+@E_y{^uSY^VA6c#6A^qI`(^^*(`Rql5@1I z`|#ksG)>lNL5y>rmU$0p;VISC+-oy?@WsY_Iq=pr*k0Z(GpwW|cp%)Oq4akF4l@SF zVWbM?00RC`GE18Dex3n$qCB~;y?oo8;;}`Gdq2&&_PZF!OrO%u4mx<FU=+p+cQxsi#DgKuW?@8~!c~Eev&RrQe_7a?QEwuE(d5$3C>AXTi3q0|c|l zXeFdT=R<=*PhR;EQ8(l(ifGSLZN#aLaI=Ttl)2j0HXWlVXa~& z#~OH!P&%7C~)p4v*elSBNiY*DBs0iQJXG} z{vjv~4aGvIG8&Y#gPyd`6=(Er%Iz3t0>QHcwM)mQk31zN9Ln^->CWNmY7$&-?@dRLXKLm_Bde(PCyKqsWdH!aH8$*D=(YG^ z#Kq*Fs?_)TzfVc9&j~Ci83?+0|1sVQK1tj_dd)r7Hl0=V%T4XuPdkBsecseGxOn~X zKCv#v2}?#MfX|{YU))`PI&E6JI2DK4zn`{oDCnV%RePwizZf*bwYr{9z3{;@874^7 zKI5++J+Ed?(wAXi0D#Mq`*VuyV{E~qAV@E6>u0}5A6>i>@~a>uCV&s;mYR4*RMX$1 zv@$(4)g`^V@v%^^mek;z8!aSwQKxTgd{_8c&E@yg(5H&tw^7HKJGpTaVs ztjla@#bxE6;Bcvn1Ycfm3#vkk+_z0}>isj;7wQ+9{CNMlM2xF`dR|hLTVAopw+A_t z#vYk8d^Yvsgptqx>F|^t6~5Y&+;a$r(WtVB;b(V1@oZ+hhe!IH2?(OonNOjw+y=Ej+*upufJRxZ zcx^le{|=x{!7n@H!w2?U_-m>(+gq_Pa5Z-)xIkM;9OXaGVRz25xty%F*7t4I?pT#0 z=qxU^)(+v2YZI3Hm;lMrJ+?Ld0#>#XcNeCWsqb2gvY^Q_Uiw(wq~AChIt*hibX`g` z^V~$7grEqy&slR{>M`h?%Q8^0ncMxNQ}}nqgfmR|@#O`~RP`a40EgYT)>iRE-ShiS zMCZ5j5D>zqD-FeKBF!gPvX~itquD=>?@-krN%ut3!b5*fveQ+olM%3um~T!Fpz~*q z*(EHZz=J`UZo$m27KBbKW0R>sjO&m`T09v3wGb9s-oRn@S5>G?-VsSd z)SuoB0KkaCx1|!>ToPlppBX7h`8Gx){pB#iLF8BcDyVkt@%OJ*OX~^jd);44XRM@m z_Nb5Cn48^C?XKi(pY763>z1^*QH*VDImrT81Sa&8D~Liqc*mI3%AOcWpWJBMoDY9@ zDiCG6=WLBA0nxj@j0}0&$|(}raYzO_i*p$nz%`K9l#4dJUY5w0pF~%b5dYK?*t=~% zMK3z&^pbZ!m347*+n?1raLTF+)pnGCS3EMRV#EL0O*y);MGP{=set#?w}2CKHuTB^ z%|8l4o$inM$5$uE>n7O)!NGROOp^|b^Fe6%U6ajqDr)l70Vap{YqdXS zkbj;1&kj;a$XQEfRo7b(;;_r~%2PNy9p{*Q0f%X>sn)YjZG3aVnmIbbfD35k8m)oR zWJNctEV5aUv~7$y7YYsBuS2eyRdnNx!w9a z#XNui-)U<_ija>3G#Iz%slJN~lAO`mqwWZ*<0=iFhluO-4JeSrBoMvlfY(>nygCd~ z=Wg>Q6owE{N1<7mM_m^)Wk;Y<)L}{#p*3RjWJXV$f0b?8 zo~K^3eO4K-I(T@d&GM<{!cv_**zCMKg!+Ufj0uob)9-b}zv$qMpjY3&4~7j0Knw|qjflz;=%bp)RdrFJ3;4V{}ZE~2lkTl z-I~kEJXTI6m+pxf&`ZAQVWG$2kB7~+;ZZ*>^{v z6KX@0s7Jaib9DH1wHZlc8cA=lWuSBUio0O0L}cp&*0?QG2fQ}Ej^*!1otvnT$Zb(4 zAeaMaThEk=(z2~;1g}M%`$1U0`7YUpy(MNqV=A9Qr5LB#;lVZb*g$A9qx1k(@a%x! z-+29BL$0V*)_x6jP$otnZ*;LGiZHLiocMmWEf8%&rh0~xiog#%0}H4i4+hP003Z+Obr|? z^E&VspYfk^kFWQQmj<0Z5mIOE^p#KbB`2Ad3ElHK2QxTBz+vDHqru#hOX7X;Wx!ju z!f~8!LS$>kQ7bu(^RWL815F|r35b|N-S3=&qRxpIDl*2;?*xDs*kU|xVW{a@|8-C@8zTgnHhcg{}73E6a5w~ zG1D;H3UzB+CP-TNLjXy;4GG5a{o;-wPyG%W1=GD^XVALhp`i!>0D1v*^m}$$x zlm1&d@rTVS)9Ht32U_935@^T z7COzeGyc_C-mDL4B(bZ*VtjmYlj@gn1M}leizq6RX85ozWo}MOCt?F#4!l)nv2V2$ z0wpACpwleBE1@0_@xgT@xDISXpD5ZC*`V`DA>a@@0Qe?YCcpWONcnGe@QYV(=`4h2 zA_O?*CF~6+V?tb>;``I8m8lb1S@wG$56_vE;Lib5?55Sh-FMGDl@yu_{WcIgoz-NM zc9YHm&V}Yvt4I(>na!Jlq}hx%G!zpDMNN!@bM}cwb_hF(K&MTXxsQ!Nz}O;ZMdCk` z>^InS+_r~cBsxYgcDj8O%#(71`tf=Po}KC^LXMtUaRgTcq_o=tESoM(T74NraRIBr zxw)h0O*}5F*vtP_bwL$4r zD1PwG;f(12?kWW3yiW8gY;%PiDy168EC95Nz;9(wNG*&c@0(*T5rmuknf80{c?x(#jE-s-LzDQb|7fa(X;!%#*O;?Q6)gAUkFCbU| zPn81X{^v@Y$3<;PE65-sDja_bfy1=w&}SjB#DoB{8j_Y+T`R>ObZb`{DR1EGL~(2| zL}U2G^Dh3%3;upAkg|P5KzTK&w7>BB{Q5$Oy0DzmsXhy8#|rjk4l2xStB!IMhY@F^ znZG!;dp6+R&6wQCSu%_XkWb0UAzk6#yv4a`BiSng@o?48$`HisHV!{{K~^|30Uz6! zX$n=xV)MtY4ca&=r^a;%q9*M6Kdq5#P3u%Am^*us`i!W?!X=|ofVBH?B&b1%@BAOt zqZCeRl0+Xn?)3%h8TUG>cPa3;CfJ_OIWBB|ar6eXOn;3|R*>I6F`yN3Q?1WQqJAaZ8Onb-$stHldTTlwM!va4dj9_i`|fxu z|M&mfCbLxb3Ms`gLdZz(%;arkb7W`Bii1O;s#(p0wUex2e#bnYm+An@>?ymghF`J2+>#Z!qq3E`IiK_e7zI)DbVP{ir z$=dS`r*bd?TS;GMa5gce){1t10}a!N*Q=5hSjm##`l(H!)7#B$ul4v2817FY+vB_t zF`teDfPC2+--$*6gMlN+{U`@5{sCAfuavYTjZ{~x8Y(=cw(d4{c|d(X)2G+>U-8KZ zweD?5H5^p{!>0CT*>okL)QaSwLcj~6o2+oOo>i%c(ZX;TeAZc1;<6n3q0s4A;n$As z{OO^4D<}qUZ^^qD7Wc{zpFa@1{IF#dX!e^K z-G>EzU{J|ngop?G6v0#%)`ESCU^f|Jd7@5ZjB{8s*Mx>GquM5C@2LyFnJ~%D!NP8W z8-txDHF-jeigJDrr$70dDj`(5!0CzNJ74!;6pEhr+&_J?x=_0te4}+6(&zlaJZ6+x z|KOEYwhr&XCK*wHV0zs<=w zPd@-7YAy5Wu2b<*bhjzJ+`0QK@}z<1COD`29aEM1gno#*`gKy=RBmUNm|MCdc~sI+ zk)z$|^$bc+F9@a?BPyb8)0waX45w-^0v*R^S|c$L!c}LV(>y{#>HUR&OhEp)OSbpc zqB47Ji;$D@tmen&k?nE$D5IOo0069+JiE6pUVTU=)n~%^enY8_xX=8Xx_6KfyE0Xl z9rO>*NO#1$VYn1`tS_9ZWx_UY=X(YfFQ@d%&YdliLkIycL_ejlm+@vDZc zGDTt4Bi3(>X~>nzE>8tqljU8)m~QDBCB7 zc!hLUAX7aK81Q=~?g^peCSi~~_%##qJot2P!SIvjN#bQ34F?$&0Q8Jq6J8&;);ny% zD%^LEpfkGYpV}U7RDZ)+rdlrxy-_WNr!rDfr^{64V}_CMDzMZeL+=wu<3>lbd_z~r zNCCHx6|Sw_5`CywTf^36w~TSDkE!$E5j<8iv?0h;b!&VZCY!7>h|n|3NWXD)GFL|z zCzHhk00CQ&8#P{(H?4&JOWeSXqJGlb9dsIFwEm@xgFbA-Btq!(41PA(j5eE+`uvzWJV(|{sT+A!;ylbCq5Wxf2^f$((<^R0ZMOI+1hd=G~ zzerPD&NoT`efSUyl@u|jiG7%#h5;}lSlBP@-LE@ zMG0~v-sI1t{kqSo8a|%eocHkWGfa*O_kV(%d`X=fp+2Bo-kIb*p-{wON<|d#^7wTV zo_DF0?u=cL$W#w$aLzdTS-2cy9ylV-3#L7#biqM{L#qW``<(C0fYD&sdo{HA3%dUv=2JbQd;H0Yh)vghi`@P!kx>mtenfLI^}yEYha@)4jXi=jCrN>; z`2P8#j@-FBp_GoN2IZ9SgF!csRba(Xcruh=5V2ujrMec;q~@ z@RKu%TYL4_L~}K*xQurZw=ludihW{h8CU7XfK3**uFOaq-Bg3t0zd$u^3PSB+DmMM zh!yPPM#W(>B6?z*Bsg|oLz7_RE+as!qGe<>$`N*{c-ZmO&r!qg(>aF#?A=+E#Nu5H z>jPFRtAShm_ARcUiMD9YCRq7*wDB*@I)E|H+_lbxV5iq#Jdihlj zZ1PUKVpve~cJBLOlv(4~Nb2Q<0CMg0mKZ?egLS4;PqJcFGx<*e zw}k+5$SWP@+Wxki(IwJLWlw%30zb?uVb7MZ8sqM|!~O4Ey1Rywpu2vd+H(I%O7Uf3 z0{qSai1T-b=iuCLweyJK$y5A%dbQkY0U=j(Zzc8d^_``~MKp)~t*#ri&D)R&^?qiS zBr%JY*@xM{8xo>`jbkm590v$plx6ga zcphB+NjO;}e7|<|3rga1@Dz%Ho!S`p-og^P-`%3DcM;*ye`~<7@dE__d@JBkM1i9s zCEr8&=20lWRQy$m!th@GYN+3CNOLYu=^XlHaj~2Js{*&+420J^uP-PG+f6%%YvX6q zwO?zb)`jv1_?Q873QThTXp6w!?C9LHJt!IJV!T=uuUH2sv%Ak0<73IWWjlX@vG$C3 zKKdbLoSv@0>dFdh3uqg9oSqwhX*E1#%KnR_A~h>6l*%lBw;HA%I#NbY10SmVoaxj7Xn-33ME$SRI?#@SaR$wK|e!pof{=+5!=Iz$Dfp}#_ zDMtj6>3Ffzc$H>S5&+aMxLq^(J*?E8#)6a(^KX<8b-l(hk@c~Hj8$EQX$H3iPk)_0 z@3pN?ciC?epTaMsOe2CtZEj-tPXU@>OwHNI9eiNmakHVyoh;sz%7eT9Qt%&x1^;*+ zd|H@!Y}>is*>SwgVs~6dMuyDwE+GKGcbflaYJ(Wud}a5WfP{!RVr#!V8Rzam3L zlyi)m1S)=|33p|UaSp1JvHj!652?r!;G=64^ca1H<72I!VSx>N2_ zUskf+N2V7!?E%8K4+rSkIR+7Dx5Kt9EZvwwQQ$nqUYaAi@bUxJ0%>9;`0F`@vv$F4Ii#$55GH(4uLy)f-<+~TXC#DPmZ zr4lQ~$`WaUI|G3z<-vmlCF1hn@bD+<=T7VTgoo|#e4BfReF*+c%RA0tTWmGBs5_XN zu>V7!W7-sXa?!CibaY-dr2d{VsOGkRnEz}`cLBwl2Y>AJQWtgorAgesBt7I*fC5jL zu;*^xdxIjB+b8R@B41E(`G1h0=fovlFvXRj*ZqXwBDvviO5u^{@Kis`l`11=lUrYi zNdUk=Hk1%$b>`Ru0@k-O-wqdA{Vp0x$%6LH)f#!CVe8?Ja86cikz3Yk)E0Jr8$>!w z0%b4Ud7ooY?0ICBrE2C(%JY?fRQ#|hy}#-~ygenFww=#WHi1Jq;^X>MR%beD}ym-a97odbZjFY%aDlg%(Xum=7gijDCU&Y|mN*VldaLIw`V zA5OZvUqlC#qV9`=W_=d#u3vu3RQx(8?HDHwBk+JrboxOdo1%54+=AP$s5$!trNv!L z`>+yrUgC7Ag=Hd?Pf<73$kV<%4KMc6J_!I7J_F2K)%R%6eEPr1pO~$evHR;2d9E=M z0(PS}FQZ?l&s4!nb=6`~D>uU<(U~l`Qcd0pZ^I>{ZkgRZD;f zm(5kjs?K>NWdH!DX!V744y)yf>#}Ja8Cm}$d;x89TMfg$xj!)ob~N;Zv1QTcv7dTf zG4{Nh)D~L_?l7J_c#wE@#zS029p}HYQ>~P%S)p8pke|Gwg{ zazHR@C9Q6}adH55ZM3{C+Sg^ZbdcTBal_*Sd;b>uV9dy)cKei#RQEy|Ba`SuJCOTIM}$ctSu>O)2@`OZ4OX3_Zul32)&cx|aS z#L9%E0GIgAq}O_+DynQ$n(+4;{q0AM{`d$vDZgToV^CaEWOt13JOH??rZp$h4}TvE z{wq&1uZ8gcU@Cbx^$QMZGPYwO!XpP#@}rfXJk{o9)K?=bu$g7I>sGRGdHO4IajF3s zW&oYJ1-Pb?WEK$=AXA) zb-f0FsiwL6zXCe{o3pljJ6`$g%9Zq0`&761Z3TK;cs}LYe`PGl;JI2Pp&})iJn;xQ z`LgqTW+d7#CAZo9_WP}+PpRq5oagVwoHDmU?|qFtl_PUYD^*(heUGQecijvq!4%4a zPiuma&g@Z%om+Dzj`zY)8uf2UAod+4#{Cagxi4!H0P>;`qrZTthk}tqigv+bZEN&m zdVH;s7rM12uM8T+wm%aFbqh$J< zwwOFi>;9E{e{}FJhhQ`LAY$XX5!B-LN>iti=Y)2)j%nxPV*rrg`eyzoEcfs?dCzwq z(k*M!$LJi^V*N{5rJ?5AXtsTewXrS@wS?!sP!K|`hUY1dZ)-$bhSlDk@5sLJhFF=I z6yQ33lT~isP$e|cD}@C$5c6}X086(qjyWQ{H4pwYE{=N;aWyVcZ4iM_Z1!QN!D=MXvdNVl zd&}$omGcQ*^gJes4jN6{`SC1soQ2+R3Tf z^7IfjNqS7_0>a&8ttawGsTC6~w9hz=Vqi~iYj5vW!hQiieJiolZReQAt9-q?=fG>( zF>t0x{_FqOVLi_2v0W=BeW*J84n2`GlO6HJi{k^NGSP||1N5#KHOH77Zt(#|*iJ{h zHe5waK0yc|e=O>c9$If3p-dbwP4xTRv<)HRBQeH(0T-G~Qx=+jRuMUzKOPvBdK~t& zH_It^D@VU-tE*PhfB=v;CR3fL?#%lxEck6u;Yg;`3&WszJXUlzo`;(_s_|ZXKc5s4 z5$r5_w&GgfyXd8d;$KA?xAS|4UO>8&Bv*Cc67+=-$SViaYd9qHr8f&Y$Q((=#m-a2 zMB=T&=@%vOF-4r|HzA?cFC-oQG3bXf|e4eMLQVoHOr{K+Sve}&Um-+#QXIV+)Gh=FfOoY zr@yYoszhU1iG#IOGqqx$1X$MtoEe9~|9Xx`B{HjadkUO*u|)qIgkl{Jbj7@rP^`fA zSCtRP;a*|P=!c}^1dv#|UIL&EBPjg9FZhksEor%K$)9skzmsP^?b*Y z!+h#i_R6NKNiTo5N)>{en(Ig&-LJAMoij3E!8UF~){@(dyEZr~0HT1NlV`)6F;8;l z&wBJ|cx*s|IQA0}Fs3|sxNJeEZ!!-9cVas@AA>YWZerjz#@UUJo>{kVjTk$H-g|DO zTNl4b0L20I|_d_+Qdx~ApD z@_4lQo=zILBI3Y?g3koUv!tRzFIczt#ZiZ(;yxE~kHbJt<&1hDwg0(cOfrJm(qRMA ztJJkO1W%g6feoR6vih zDSW~tx8;RL_GHkIv#6Kc=0Q!6|5U`^R&Av-pjMx+gbQ5#`U!tVPChies9!K8R_&Dt zBeF6UR6P!zJ^XPp;SQ&#$FFx&#gk6_3EE4*$A$4=roe z;9t}t!kZ`(MMKRfZ#Cz^3J_y4Gxi$yAlurGm;Su5!I1~=oSrfp*ls z*V5ww#S3>_xC)i8TBG=2kvR_4Fnz!?ZS#IBu!$|by;Y-~|K(B#- zF3J4ctk?GWA-|#=?8dj(9UIU+JyCR=0yxy;axqPS7^Jp9kUO2g1h;22u(>OaY~tt- zcmG&04a2R2z~9wVK)_0h1=)oCBg5z0o9in?8S4u6Ui=1w$~~@quv5{CWG;ik+Pun`|l-C6U zj{38h%S?5g^Ml*Y8=wfomrHy&y3;+(ACT}j9Zo!l~CjlM~m z+J)gJwey=na0*&nbCZ+3M_-P?C-#>j^&V7QfZmd++bAr&bTaDF7!F1j1b3BT41!Y# zJZzBDm=WIl0vZSFr2<<9gWc}V(LKB`g?q_% z*}e7pp>*X}{@vpB)`7p7JIOV85BZ?6C{7?)q1_}}=E^_{Lot#g(Tu;auw^kUUNp-; z_G7@s03y!I?J6^^{z{74ClGEz=(xa7gpKfUS)oSw^v}lc(KNzvx9kRSW7~2c_T^r9 zrW(vN$PNI8tLRsUoezI1I>>XXhmGM+Vs}GVE`8lF-NFSOqzGOqyiOl$UZ-;0%MU?v zG{WKIK(Q#A&wkq=1jnf+1d!hpz3posmlMCb5HB|3l)9J`UL15~TSh-8GPUy6>k-#(AC&Pxbgvjg9U4-OxGJNA2y4-HgW|#83Tt{INf=&l#?G(82{e19!Oh`tM#ppY8 zc62*>16p>I^1{ey*0XG?wi8sq{Y~^Y2DwUoU3>Hhn=2+12`&e;m7Jgwn?^B+Df-Sj z@1?n7-g!8;y9-5>^m#oOK+3Z45&&a$46DO#hmNCq;5pSJ^PA%ibzxbhlsvg{y$FXz zI}9x=j+17-!(h+U;=Z%0l#owqJbopsDeQ zKoE>*Bv~J~UZ0rXWg=g#e^o8`7e+C;KTo6Yn|XupSN!&T5-vedaqde;JRZICB(uBO zSfK)&$(|_3BDw;#?n1X&=#W`bvjSZ7&r~yW%M5K}O3qhTb2owqp%G3YKsG2xYoQ4Z zW5iNIFExTK!a%iLhS426v2zo!&CcRJg0Uw*fkl zMisvBC4n|pzB_JZo~?_tX5-!`7tAedBb$3TDyFC9AlNr_pEgnvgFe@pv77#MMV=@0 z%{6D%<~@WaZk-ka^sPDPAqy&hf7iQw6 zp*CD#ji^4V5q7gY;Ffy)%DKg7p0sU?BQM_|K>#?yE{fP~!SiN}!^36q4)cxt;lvbm zY%iz`@!;wwFbE-#Z{rz%=PcdYX1cz%W~;pyk&}AT!R>jJ@nD7R~XYra#<`!YkyI%-fr3q89 zU)woPN7%+s-x9w6Caew>&Gs_eQ4&R@@5SC+$v8K<9XXA7CD`Pn$@ihDZC>hhsYTNU zG#AFw5XHk?`_Zu4VYp~56WlO*h7gF_!d{~?mh*~4zlUGqKKXlrnVB8T^EywR=Q4QLyS4Hd4oq|(xNPeWw#{7IBt(+0;LAyGh- zL6~qEd~m0jcRc3$pq%VCiQpkir#BzYma{sO){vSi&(3+v?b#qB)t$(2D;F$cMz6L7 zt~oxJOQKC;$lBEl-JQ_Mt_iFM0G?8^<3Ty&(``y6L|Z|=%dHz66|p}bJ+b&yQmr8p z)A^hYUR?NYRhy-%#aV$@IRTkhy%w;LGP+IuA?4ES#OcigrFghB|8xW5nfYeoaqbn0 zPgxq1*JA@9;A!yYkIiQr63JOVi1yY#EhynT>#Q2tt%UWtM;7^EyL%n!i)rs%owRnr zu%IUth2DRAj}=ok;!#hz{FSJk`~)EHnC43?Wc2UOnu~wx;~tu^zDRZzOfUD*o}MEH z>4r)5xT2wUtU(Dl*8eQV7 zfZVjeb9DrEiHBAGXnr3?R9{2^xvH|S8Qr{56xIF-ZqXuY`aw*UgW76Dj?{y*ismob}XZF zWjGZ3DwDUO(U47Yw(fK>l7l6gzHsbpN**wOA46zVe>c+tlt@DQWE9_^ZXdyh7uAxV;Q(&!@TB#ZAJWH!8* z806;Fn^UI|Z%cQAsBnS#QvkVXq0e?zS$zV#ih!WQ)t|0w*@i419^fFbL=badlyG?V zpzsTKAOWE8rj;OS^_-EHB(7WOC$RFnH1RC9FgcQGn1z!6qEE%U?W@lMtowQkUGA4w z8T7SrZC@hAX^qbIMMMhkjKzy)nP|iY1h6TP*lGPkf&ic3x*;5x1l+zCUPJUDwx zS{;c9nxW1%1cU>~74=PrxXy+>H8@Tz&8LxYX^H9nF`(dK11T^ZQRES~iSvEnKNaye z!IMSW$hb{r#5E%tBhSe+ukBZaml7i)NI1#{+~2-7h*Hng5m`qqj7OM%TwT=`%u=nl zVFZXF2Bpho8b-r+Mawuz!PQ)(xGOcV85DzuD-|{vjID+>Ct{w95)Lyen>O4qRCZPh z+T=bZ@GlGi9ku&^Ix1~k(W3P8>HB#T%`+UFsHtNhYg($SN0pr_jE);29n2US>zR<< z=GLLuyGh9fa7cb_Dva~WH-uL_?NWE6G~a_{w%Y7NpChR*8XKu#Z z-nVDeUZm%AjJH4cfUosjqeY_^d(#gn#DRKw*a_jbKEDXxf8>-ke#1DA9`h2`U45%q z#V2Il+rqtTnkfR`B=$NNccGE?^3+oBz;aGoZ5Wt-%g?r0kI#2TYP{0oqy>MW*6OHi zsnyV%AYOH43rbaoPal81`TsIgUWtKqfH!}~Wh*ZU!V}L~#IYH73XA5H*!`CG68U34 z-Gs#ML2eTOrbT?<30P`V+6sEM)^J!)X%v2$AqZ2ip8WWN<-l{@^xKd+Jv-l*Ddu9E zNf)!iy)9Lhbnab|5S-TNSOQ}r$L_APbg8kRXbDwiKqNq#pRL0WE2U!D_E5n+{e1cX zxaAsDc6d1%7)5Y48Z~Y)_<6dGt<*IopVc(ytR^A0z!LnBl82ZLsxnxow1lNp;FdHB$O;3lETd2V<*{guAV88QoZEF9qnkEto2^eg(VBmpq;gZqm)1w z_Ky15F3p)5SP{3kp59y;6BMxIm9#aH?M zCjbQf4b^W zvewZmUnCb(BKvQFgZALwLX5A2RTfyJf`RK zC3;1`iJSr!*VwvoZuF=?=@Hkkte@|@abS+GzU=bNVP1MTFm!79)5nQSN0!GY_S&L( z)f8oS$GU=}C5!Xwg2A>iKB&;3+|a1gQ4EWF21XG@ABt*$;ERWMfIe>PmKZ@byt<#x8t$dg4N>J}s5zL~OstE9lx zv#nlk0pGnl+=00aCI}&A*|n$@3EtwoeCMI%Rwt<)*EAwo{IE)HuBRGmp$c^x40Ox2 z<`(Qr1pMFtg2&Hk>Y=v*I(e;3EhbaevOzpd{@ zgNe0M>HQT;%WkRd&oPMWgn<0%+dxk(ECpx72U0aN=QO}Ef?w8QD$8O&F#C0WoOqR1 z2foVanMUYs)|C{zE~a=&dk={*Id|r=RaR`?n<*_WPLsQ@WHi!;bx!su{ zmcLAU%xmcs?pB}%A4wwi#1$5_{XG@D(AqS@7)NU2kt{KpiT%CejIP~6Sy!U=C z{|n3@%k4KINv|#&T^>wXVMYW;$+H_2S$=5iO!N{EQsiJRfeP=%jhvl#a=4M7fpc(9 z{YKYMM5o330GP_$+S;mVIUV9>r0cw6AyLw4pz!+U%?hko5qSviD6`^WEN;%*l~0k= z2!vqeB%_;0p*}_@TW3T)8VEoN0gGLJ-Rqn5sK9GpmVYkBy8EP;MrHTQH?j@AygDE3 z(`NI+R>oTU9{=VIs2$6T#zOBjLxH;8w9vD-=gS0dJZ6Cay#k-@W$t%nbJEc=Qlr&e zAPXlH1hV9n;jL4ljoT34UOc~gJglImz+2-*U>pYCvKXeVfvN9SW&}WRI1xU%iK7Yz zJ8ssc!;LoIUty^>KCV9uWjwW3*e9_yR_45$cW#yQA^=-l)Zc<$rPB%PwYS^30Nw@a zStC2G&)4)*0TeE_>gfK#4aMy9;BH(^RTn&!iV(X z_5vU z6}7op8FP&A4J|1^Kze&_c@*0`G{q8aI){yD1Jee`BpjxVKmDa?ifu=1wJ$D@OP4?I zmO|zv^PB=I2#EqZD>wJy5ejlHi+N#xFoVf@Xide*qQKhLa}_rD^_RpiWu>H~a07pdY|a-|zX#M7-?DrBEmw1vwc#yAm2YN0t0v&VLFTUD531$iFKeI$q z7PK#)*Ke{7U4OcBSK=b`rqX*tI*wu+$mKNsOYJ-un@)DHXeR3Fez6D>jF)s|q1 zz%@X}1w3l`c*|a`CBca2lnJ6k7+h-$3i2mUF=F3IC{p42tMG}UejDm+cAYs+_Rq`J$bjY-q+4AcTe}0J!!N);~h~A)z_?n4sw_-cuFWx!Lt& zRM>tN?jJ?mY!C9Wy|8J~)xhM+oxTrhDvE$IJtQP16fYYL z&kzIG(qa80#a5l$OZ~_3bPsq08$hm>3KtAX0O=kOkz%02UiX%K%s4zs`Pye9J1eCs zaF#gWk{J-Crfgxu4?@VDe@0ejm$eEaS{Rqbxfd+l3|(a`+-A@))*De(C(7tfk{skP zzk$=^b)yP`cTVOMoo2CE?H9FCuYROT_~=y%IYE7oL8aX|m4#SqtXh&fPS1Kit$iak z+~!E^U5PpP2wu#ScaJXSRJi7WKxV7r9LyF6)&*B{w~{sL4G_gc1qv}Rgbws!i2Ux;ChySueZj6aU}c?Nvho}h10^giFu=m&W-;&xN6 zc1t??G!T8Cpxzkz5A$U`kh1Vn{DZa=6c<?7xrN_;$pTI|6F&-ETl27D@~dJRb@zXW1C`Ck z!QTiX1i^<0f&BZsM1zQP5D8vI>9CarBg3sZt?ZISV$y($+kj9U!&B1kTef6ti><<` zzrK#7R1(^e9_^<*fL3X_V(GY%W&Ucfm2>f66||29T1J)CuyGeAzl*t!%!j)PQ?tG@`nrOmbY}cm4;W@(YR%3T z9%=vRo0ku@nYgQFHPZAr(>baG0GuY=zPXlxrvUrsDHso+-L1$li27%Um@ll4qR)+6Zc}#ivFBukG6Wk-#umgBn6aKlq8jf*&DxZ#Ni6|3!4KW+gzbSYV?E`RJ>om28?A%L7t zbX>+hKdK{B#o^EeIEOfvwkuX5CD=!c?vwKztjZ<9v!4Pe|!U z&VNjxWFCLbga(1@-vNr@K?((BrzsS}T;`3IH&ETd)iFsly-li&KjjBnK=U>b6=bt2 zdK&zb-%S(y{`?d*K{}gw!Q{o09aXml8g+55(}j`RF~Be=zC$ESullOQD8Mws1da{L zMVfDZBwJ%D_4;};1PAn8_92j0IPlHok`DpsfUv z@AJU`s7H%xwAo{#T&;fvyL3diGE0JQ#>+Gl@$~rJJ;p znrF5pG*J=ue!Dw;NC-{Vqr(UgE4z1>zs|Dpdl=RgS)?wy7dLgcra}~t3xh{5p#hN~ zlf?O8mNXCk*vmG~nHEX8jF|eYt>O154FCm%QH=}r3m3r*-*=SZe~^S~59Ir3!%DhN zQ(nNAXuH!d_YX(rMfWN!WzP>Q^sQ11%0+$=t#4!=z6Dzy|8^C04A|8)?P3{1fYtqM z=Xole_dO^GlMpf;^1Wg(iSM3q@C$GBRDrUKclf{3;a`2N47@x|1>BwTnUe&)Q~f{Q z(VFqMSb6gH{8-UfR3RcOgrILB!G0c*sejSG-|(R8k|BK_oW0q4Y8o+0DbRn&AbAjE zkP!s{*-1n>OQxlsDNo~{f3)tJN`1I%1p=%Q4Tz2FqI(jy-Dkv5Q$2pn2HE(B%fi3InChTW$GF{)sm`_->S;jPw_AdZ zEmZc*@No3FbofBiMk-$+g`Yl5sW8*$Od}jv0UaT7ey~jn=lO` z-uwU~Rz4AP@jw{Sq2G!+jjrTmu!Jui3^hHb=SaT?Ow9=aZLg5|HUi*}`_!h2C$j8j zj~-liBTk17*Sj-3>5rv_%B>9&6LXq^TUKqM&{yq@Y^jPy<{RDVLl0yMC0@B$?Q;%7dIe6;${nx(Al}Uwr%I0x%nOEb3|0Que%v> zyEgafq7UnGO+;{pV|3mZi$DUrX$|(>29&Gyh0#ttU(F)id z2uuUEVUljAS?$9N&I~v9*{V_Dyic$gZ3d4%5$KO`!4lcBQvrk-{)z?G{cpDiiHk(P z!R+2|JHMg4y#etJJSr{;GVz=bW`jFn?}yGohR0gI#EMz@TZF~S-sw~E($oPsg@Lw) z&}lgr4Y@qvGl$HH)gK@w)VgAlu{zD}Sh+)u|H?WAnLNgKzg=yYUEHCyzlAvFldVep zx(kJqGPb7HnfK1zn_8o@H&d=uM)Dt;cIk1fjJ+J+(#*aT+tlBIand}vrfF9x5}FHv za_FpXiFTdCJSHS+lh|hmW^)P`I>4B!WxkV*e=0=z=sh$<2k59^fs@W71-2a=6lC(3 z@e8I;x~uG{-zniS#$9YyuSW}<9glFqY@QPjqQ)5rjMmIO7G=Z| zxe$R?bv#KajbmOq2G<}1@dj|J`wt{H5D9%2=ZaxLx37jev$Euh#U;xw&1Rltm&dj( z92tcNl$hmz0!nzJR5+K&6g{uMGOXBs#nLLPs?3=`g<9xRoQ*|Jrr=8VDi=~Nmm3R` z=`aVd2m$0%!1%iXWAog~K7{rU5bzLZ_`LvEV5za0WdofvM#nB;NSnwR+-c6Mn;wrGcV7`#Ae6n2OqEWIa?XQC zTV@1{j%3{wYbnSkxJ*hE0MHZ`*^GNf*RJuFewa#q=w$(BM;efR65TuGDGr-UZ~-R` zt|V4g)ci%BK&&x-QuTB0bC8(eP9aESFTh*~}&*f>{NR2$S1mEWVU`zxWo zV7~Y;N9q!#EQqt<0jlqTGgiM1`AV~T{i4>yG!z}AOM1)1r-dm~PO}2=pT+^4Hjy$m zLii|F{UeI6vhCkPSn8d$d@c))zV;FfHf(q2Qn$56qGNfOVn;`_Ol~$4R8WK7DY`p1 z5*@bx*7Bj%{qb?fG43ysak?QmbLQl>r^v~d?VYRJ-T~8c*k>C>)hq-Q?bIPSbELd!>zP+<7b({G zU%U^d=kuS6J1H%{v*8RxZMLSkF@k`LBfbH*1>Y<1Kirt&Bdgfw9AxQy{`BYl1(p`f z<2Hrpj#N2Z4;K3zqO!BqbH!>8QX1ZBF({|vSso@?TI**>8%q`?zz7hxk&llfC(aK` z=eie!#_9eSkd40)9~PBtMv`c!HI~nBxb1NbxNOK z9iQ(+`o1eI`(%h=$%A)Jx}!ZYF+7g3=fj+xQ}0UjlSQe6E@K37W8s2+XJsFgVn_}+ zqtP@k&K?B8=hGi_K0b?0qa^m?tj{Xawl7=6oK3FjV7wLtxG>6*0(V4VT^9IY+x{ik zj`muE%0pWC+l} zm=#*!F3qqT`!$d{&m;SjsOxUk*&5|tVi|am$r3pRi~X2>ph@x`54#VLCPz;^0FksL z)(Y$g2W9~>nS9l)f7`>t{vJ(Q1 zy~uOj3k20A*1JxkMtvDQXv+;qDK#HQ9y~gO%&OyHbTms=`4pig2Pr@xawAh~IIBnG zZfOoyI(&xeXo&i-BTf2&s)6P)fnC-Z>SUz9eSd$SRxSFow#N8Bn}AEu3eAy$9~3F# zd;Vr%F9l{TrX$USyL|FnlSgLmx#y#PV@D^$u&<#4D+VwA5QLme$uHPdYsSTk*?&~z zKVDA@2H@rLN&kaKj?$>-O!4$FQXhr(80zp%*AEJIn3tTZ65n*WVAO6u^pZS1nk%-6 zIxxz+jLe}=&3p=6igTa=?y?WN3AQ&Vf=;ymUnllTV#?YUb+t=F#m6qM@x6)Tu$cwao?&xIHJ`LWSKh#=>i)jgeo z)NZW^=x_%>LF+n$TM|GlkmZgwt5SRjt(56l;IHU+C-yp>0@xEZ{XfFq#2?E3`yanh zDHN5m#VCppNl2E_VoMRp7AAYhzGWS4lx-|Y5h`0{3)z>cWM9TU_I)2a!x%Gj{T|oQ zec#>h`}_O+1=qRG>nzXnJmPMO(I9lG9ke=rkt4vZz8m1R zj*_>|Cp}~tsq`>9wli(`yFmrLfcLiDF~lOa_kHpG@i22_cpjy-E%$4)p@e3hN>`IQ zv{v$9bu|)=$+uc_P1ZOYi|JF7q$NOAZDQ_6>xI;sxnSk+3y}LlYa0KWQ-g>ROCxX} zs2yLX&$OI{&ad%ZU4IGFw+a2Q1*BZ}*az4!`m|Wd4Dfz8SSS{Pu-iX4R2F%dMAooh zlmY9vo*W0m&O+|g{Q7q?*oyi$SA$Z(&u^olVSxIHdT8DHo7>uyK#OQ>BS~cyNc;)# z1_Wgql}!0^Na$&wY&Z!(XmW(eR(T1^BF!Vi_jkswn8006k&Denei(L0g$cLTwp>bf zlWwNx^~w_m>fTyldPUOX_gwnSt+)5jCfcEo)5+3AdHYnZumi`}MR`Eri}ll%mKL(d z{8yNS@J5e0%QyS=*i6xEQJmW=8jBVImGYw6^7raCgrc z)|Xqi`dUCU*k_>f;Y*EeLla}VvF2Uc38=!8OK;C#9A@awj-7v;%i{+1WVnxD(caJ{ z63}$>{zk_5&1bn`@|@F($!rneE9Jg#rjpoLxi)6jYWdEp-a|+LeGU9+LVEFQbv4yC4J>oWFk`)UJFVDaUVB%rkbm;4fp8_L{jgu<0(A$b zW)JoTar(-R24mkr8svMN#e*Du-hsU0PCEg0cwMfiYRj~;s$@p5Cz6J|w(5pIF;0kb zS33PQ7W-GYaR~$;M!}7|TN+wEZ-f<3W#()6z7E{S!d{g(VzaT(RSE%YH`m*=}kfYQ13mJfg^4QA%5`k zDqds<+!iulR~@7qs6hR@L%8#x-~HH>8!R)7@eU8S&yBKk?p7a8krtvc7hPKAAZHFc zU7L-J>e39Z`eL50nMB!hmmvZH<>iwxH&P!2^ReC7c;`Fd31t(-#kN1k2zJXhYl4_5 z7HtT}+n7sY-c_pZ{Cf=xdQFurQn7vE@qz4~Z;wb7 z&yp1yCS4k7=ud2z*83~BpLCz(g~on_WIV{xDP`68Xw$4hwPi_#h(Ugy zbu(KMD5fJ%-mZf(?B=#(P<1)RLy<7N zY^&2K6D^>*n5<0`K%*G&?#`@Yh_R2uww*be7l$kS77eTu3Zm2YFYCq00(D-`N8wI$CjSxmRMypB zAPi=|gx&KP$UK&6Yx4AWQ!f2>v-|8U-M>1rc|d~wIi&p;`KInnc5TP!Y^;%b>wNtQPHQnx1M$p()+QRo7GWmv z@tsYVKiWIw!wb~c5LVx8XU)fOA&M~Pgiwo^#xK*DB(x?HIeMhtNbsOV+!GukUpl(H zjH1?Ol?vS@T~q5p_g&c2@hSj_ef917fKZPK0qdidZ^9+d#Exm{m-t^bHwnpjxZx2*Fb+{e51O>_nGAK`xAVG$=R>kJwnf77vFFHvnqCz(^Efw~f^SNQ+w6~9G0 z$Tw)oFqOcT?7@1`Pj7oBXZr9^v!Su3*snsg!|0>|vrEXf!ydc1kE+cql2Y{LHs zG!eHy8;LP*dcqfeiSR`Gvrg(DplEFWlm+;HKhvnB(83aZ$|l85K#&WATA9o~X8*aE zvLgMAX6dhypd%19eD*0)hMVLgQ^vm?^ZNL9$sJ93ce*e(U;Zr`#THS>XFc6^efF=u zC-u6#(686>xcNK_d`BP0*UC-zRT;bAo&Is|+{P*Mi`Sl3Vr-6TUNeF?E0>DKhB=7^ zHVxqp6M&b237}Op&eYE($_u@b%)8tZbCeYtEcuVVI+SH6nLu&UCW8l;xuay-WPbD+ zzY*q(rpqra=mD9s^CWuF*;@A})NzDApT)aS7kzQD?8H;bN(bXdQ0Zg70iFhW;<5ODD~B`_PcqlEWTvEHYc=oyuT zHol#A=`4+UK}ObZj&qksv#m%QEiEltvYve?{fx%YHoL%1VQ7+d?K^(ywA|hOZa+gq z()>^gw7|8;G>X8B>zbMvJL1zZPCl}oga%c@{}=ZnK?=elQeemG`i^y(jRxmKrN`4i zk?1CXcbY8_{C=8TtbLohxoG$o<7cSwF+ruEsM0ogntBaz2cbD3A)yMYiNuwYBHVf+ zw)a3l;6yQne2kCW%_&h>;Wzhm{V?$0eJlW6AK&PAgyq`%3?ETTPji0)UGVT52kfq~ z?XoY#%FZdF@J|tg3W|*L z5IiNDU&R#8J2qwW``eWmiO!=zQ-Na)#3uzC2M^+3z5*9xv0-#rbgcPe*1qbaR1N`> z^iwgK&rw@P zWyHIT^V0VIizBWLlkE<~{lLWmt^G8>#jB}43%xacd!quY{RW_R!EZ&zv6(?V)MCo% zp$`==l)gb_QCV2O)Oalup$mDTePE$~v(kTcqHy7&t5X7DA0ShEoMgsmTFT{TNPd`n=`QD_+cpu*~=CA@AFA8E+IG#(@&29(i;IP%`kTFCg>HNuBWSt%O&-)26Vm~kc&-j|IY$ro9J}GX8!k{eCcyMV7?(j2a=NK z(Tu*Gdr6Atuhmc{FtyNhgt!@;g#Q*Q|G9$v#Ifxf0NtXvC!l9$c2?#STyTSZw&I%1 z|A7!-Pm#`~Pk~4q-i&_6y?#^QIyANpgu#qHm&*gq{{@s~*$X$oi=l}N9>u|^nq|Ck`F1|s# ztdiAG358+};Fi@4UBElbjd!yyr6mE;ea_WT>icu=@*{V_CIdxN>QcIA{QC`(5iZwsmwwzUH9?)P4ZG0Kb#NH>=48_t?4~F;$_? z%Yx7j#P3D-W+LDIlU}B4iRYyncB;2xia3F-7Ii~PS(#XpVrR15cg+EMv=7cjck$_m zgMdq7uWNSW=oD>>ZLQ?ff3*Q2)9f@6{E?xuG3eL8mFPQI_tDS%A*Kf6%=cy^KfoQ^ zK2-!Iz`a%{6ukEX{7_#qf?ZfQQ^ugiU#Z>XAS{WUGVULWLvU|OLA!&0(Y^0R;en9D ze6E>6B1zN~5u1u?Hd~niKPl4@t8->B?qv{>|i5voiEf zZt})lE&FT&y<-RH*<*FAi6xP`_|9MiUhRFz@PppErF=w#NDrhGB9G7ls&STf-6w|H z9kC5_AQdk|6-Ucoco~`@qvGY3Wmpx`nIvd!##%S$Vb?q$fgz0;Kje+z$1?*iX}zw6 zjidYMT5N0Y{^#)xwO)E;kz|PS*3IGR)dO82(>n7QhY)1eeQMUP#FpR*C({A#&uA0@ z)#s_|O9MU=pBALmt>iqts9pBoi^bIG>fcaGY8DakLI2`La%RQ~0bzd8dV8ZeraoF= zGxxLNKqrJotuR}nLGetNGPtn^|EF~dT_O|Krv24>$rLl2KyM!{E}0ktQBnttKwHX} zrF~Z#pM{9Vk@z9W0wKv(GHq^IPR6N+wy|B?X3jLD!rM% z#pYkU&8$s^1ZA4WsiF4P_brdHuA1rbFCP}fvz6{9-M*D=ABPEx)sKI z^9|dziYd-8D?(1<4yOp2QqwZE^nztWri4=x32m$BjuX~|S9}{{uTtJ~?UXMN@v6_Y zrg2mmvZa`R+tLgKnoL~E$s_ihelu1DtPjI=2g{p(phnTpbWPW97TCfcwJA*_pAOLg z&CroO;EcI3+10)rbHUq@M^p{UN`G(n7gLn{UZP0cP${jx&SoLPa}5;lMh|=?Ui)Lt9C$b5w*v~1=hqrdtR0I)$ZKCWS*Xjs9lztA{Acj{)6nA)FH-hTzC-xKkQPD$K1I6AeZ94+H(2T8+4u|P@3v~?O;26s07mu*>t>d=HW;1#JkzoF zftsjodE8lO2#2x~ognU}OWCoqSt1T3J{GA-B z+iuXqgQz}rI4mrZvek8OeW)riF4oZE(IyE2x$3FCV$hW)@0>T@ z;a!SHp##MK;{c)Ez?}oc4*2?#Gd#ZFKUrVQV<+_6u#+;@9@}f9ZDR{AFa2apA5tocoWZ(_84XjBS{CmYHzjU(0KMl<)hX zoX14za&9cg+z3$)6CBVHit+ebGRd_MKwMgybn1Y@6Y;-g%A)jWf4w~Q!Wyqh@31ML zesqAD{k&?uCD&|etU`<(ki)8fC;!jqIa;V#s4E3>~_{)_;)6j zkyq^L?K`$nk92Du-3!=icrsN?QOgTS^jVZ-d)1gaxPB0D;@$_)e7DifoUtho^1a*c zpPl$G1wmUozw-(cr5c}{iOqd6trFy~$J<*L*6B=~P0yCD`FddLML9DhkEl)Uv1inz z`;3}Me!pPZnYc|}nbBKlFHTPEeqr`KFk+JFK{#$$RIS6RIj-51r6|7$ac&U%|8eRF{M&*pk zf@M0K=ln;60J-_j<@?v+@sFLz8EaVljpxx;&2g*d-unQH0}wPhN?n4ir2IS=B|r51 z&Y9hvw4J3<>U0vd6J)uJIYVZ=z#3BHuTvQaJ}hO029uxvaE6OL^p(*kw8 zP+FTRcAuP+GRNOl+fMUpfcTT&lVq*^IzvbIVbLegVTeO7oXP4FTF&HyIB#@S37uGV54>T7Ga>J$E7X)YM?Ya(zj$DtjKs%8LUJII*1A>B^N>qG42 z7K~pX=6*c%ww4@MrB+A{<@1}hPa?x*#tbSJ-rJY->~|t(Z0p&_%=hM7B_KW^0L9mk z*IlSzO-w|J=rCsRSDXyHb7phsANLphJ&m_pVKYEa?yfWP86&b5%eOM~TfAR~T`Zfh z0U~xt##5aS=o*rcU9RZuf0cx-*MdoC+#OGPc{$VqPj za-^RaVq21^<>Qa9-8_+}v?Mbj!!f>eip);Qw;_F@Pr3gy(}0Z>>`wzgw?YARA_(%_ z!uBCpuH8$EGyLxJ|1+gGr|vtkL}hG0qIu0%*omkgc+4m}x%$|0sKkxoi#1>CtwPJG zQ34{UsJhKMP8YDO9Zp)tGV6T+;bH4b-94L}c0C&Tk z%J#B#yu_ZmWdt{Ke8ciEcbUgqHQ07fr}YdQFhU2Ne~nmLw~lUh$uHHU*bU!@Dn_*m zyUcR)JO2GA|Dffo@M7Vx=eVRbaqs$^B6M_9lxfxc*vq2=3iZnI2UpJnb<42g6d3lf zEsFBynHdvs)&3A1*TNTcY`fOLyrzE6FUs%*Lxlu0q)cXNkQ*kiz?cWJ%@Nz73^k~| zV?@2poV=PIG5aCXgyp1*%zFe7AO@uY6DPaPxVAH28&6lHwVA`7QrAlzze4m)#i;_cyFg0n2~=R^jpbL>as8t&Evtzz7!;KpP+}a<7nB zXBMJ+gE;+xXZ!CP<)9@kXn3AFJ9{=8ioPq!?4-u)p>xP*a8<*HH;1DnS}u({OPOsh zd;K;`e#k7E&k+)g&*(DEcP07~o@m~_{Q3U*i&7#y+X+EzC=LWu)9}4yQ8n`Q)98xmQFxsO6+EITgxYCk z+vaQZLSK6gji!vihbe4h;mr+)`PM}PLEyW!6R-ymGsrc=bLbih+T{EQ_k-~4-%DFk zO9#x8%b)GEH>l)=;6Cue;ba2OsFu0TXWgf#trH|?ryq7USF6w~?ofTNZ~Ls*PT=#~ zA^(1K0{CDWuCNrI{M3J2T+Lct=tv}KT_X_Wm8Amj%I)#tg`#WY;ogRO$2Z2D$RX<) zU%Ka9^Q~@G46t8|rUP=I090=2wOQ(U{9(a8U6mkiaxpGYY~V-;=ijw=@08SWJW{3# z$pk`YO>tFFR;&5hw;d*~p3!B74T2kaKM9ld^W_38sEn@NfdUoeO%?b);G{!1rOw`w zIrFXXY{m5|aHxJ6W+4D;gRY#o(H_4s{GmHJQOop`cr`vJJgC5iT$;{*>z$-sA9nUI z5JArl>;a%ld~#lMc;u&Ss$4c4Bi2?RzyDpKP_@@E0%?ydh;tVi+iIg60xRaR^HJYw z;zophP$xXBKkIzSdz=1L6S^i3>MBTn*qA}h&ej6F{IATX>QKH5Piy+b)VR(+Y#H7ocK~f^)U{?&HS)~co($0IXVGdmea-u@QShSrvV5zKkImp zO)$T6%8c3ilrr~TMO`=$EZz(npx$ORF$CG-NxWtt$hid#p=#DK)qGrm4NkD95^zbN zBp-iF=(&MHKNa_?F!k7GW8aR|qTJ8d$ksnjIH-}8|G@z|xlyT197 zrLTXjgwH_uD?_t9%g=*P`MNzj}2g@IlO>Lae{N zaF=%V2lRE-tGv9@Pp%5;R=3mi*(zl*oO*U%Ak->x@hf%-b)J7T(Fapv&20Bb9)_Y+ zqNO$$N7oGO77CWOmStX4huKwbRz|r!O<5_QUPN}VQtv%c$d7n+22fpr88yIi1e)Z#Ye{P= z^okRs%dSh8)Y=(1DiRB#@sR^3(JQKyH^|ILKQByimN&M?{`nw_F*v8tB~_nTWKpj) zZ0ZNF@LdLIU)0RMwWi#2?d1`kttxc+xMdmEo?@8_}evd=QizT{|aquIoVDGo5 z3(g|@`~`!`C^C0QY{po$p}$LT4B6H?*2`tGKswtv*B0MYwpg0+k{)i-%dAYe{Um>D z9RIAOmZ(Z$$*#?jSx8)T!Q|$ZUe*5DS5H)3RHU$&QGD<5E%{qL^Ir@4(B&97hSn1; zT+T)kV^YQiDRe9n3;@k_OXB)0hO-}kSPk*&)vtR5YedCDcp*z((WaF83L>WHvtFQD z3SCY2S~%CE&^ZwjV<{o$u?}`4Ln;{3C83mJpeI_B+aY~^&%M*z;^wz%%~6iN>wR{P zgt8c6$4h~?6z6?@?&oP=K7%YzJinf`GN(r0ZtN}sn_y;gnK{WP*bLP%w>^??bixxYtOnDRPIwB#fZ&S0A6q)%K?_G zc!yH=FQFAz^2W`4#8YqxgqRzo;TM%SgfZBpN7(?A-N=kzmc=F;QuhnW1usxrN zr0<}=-F#f$Y>5Yjw1xUA^C>9@L34BG`~{)&H(RsLs$3^@!M5(y$gHlH7RoBmb3Dws zcwsuvBTqRBo+8Ur&+UrB=bD^5onesUqhU_(9yRDM)-%NszYt|mZc)Ei`l}QG>^7EM8RDjy4ZOtyVjjVyc-eVH@F z?GTqH7Jb5BHnIuHb=od2zIjf@bxICn^+8JEIG|0Uk6o>`V}QO-AQ{Xq@qimDl+fJp zQzuql!fqDjHJ%Q$Sg;7=M?UbCi;|tXa*Pj@Wvd)3tH#GbQ)cs%Wm^BY`jtRS82H8SAY`LckR+3uVb2Kv-tQ|0iC+=ChO(p<&pY z^7bd1f|OhQiSF}H$RWk#h>r;)8D%QmM^A+nvfDYThZ?v}n2saQyU%qxNU?6OeWv5B zMmn9{6>qQ}#tn=<;bR+;6twB{dTt?VMOEo1&WTk)9g zHAYjB(+2~?vyo&K-oS46m{-UsjWxxqCn4UT%|Lx)ApY<^rR8 zjR?ikq02OTt=D#pA(BKx@9j3(Ifz1#+tm3bG}}FD8hvCmmb$k*_UrC7};S_|aR zY$TrKI`SO(*>BR(DEAYb){PvUBmNPGIJwP)Gy7>GuJy9ylG=Kbu-=f4U^wb~5GUL#2~eqN+Glo3LsX+@bR>57t!B7Fc?R2Sd)WTFfRm@qzk zUE!5c>w>vqQr>pMuu!(6ebS8|s&){{*{fBEV| zls*TM$wS1G546K<1g z2h9CMevP<%^m2Tp%NJi()%2jn82r*>8CpTeYZNVwlcWKNDm1*n`iErmg;8C3X|)Yw zh529SmNxy$A03IXHGc}}QUbBr52EgnR8|n2K_3a2Ep`K##-x$E8OnlE`^F+nTwb~* z2@dwM^Aw1(?Rq?pVGSkOKFeJ_EKgZLkvPU-qL)cW;g>Y?h9f$gN~t0ayxkSC^UaS0 zTb~72TcKX33vp|u?X_C4yh7`#bhzINn0p3Lv?nm!2WGCNURYQW4+{51g;xA*mM0EL z_2<|YHgA&^#1dYQp~*q&VxV2h@L_wqLw5<{d2~F=qt%}t_s@WO@*!HmvG;~QJZ#NX zoo;nz1tpJr2;4jR`m|3}!BmD?`#00c2Ck*bjlQl}5yX(QVEn678!ryaeY-+YqC!S+k6#^5{DVPi1w@-0+K z8Nbh9qI`3asEJYUk@n=8>O%pn;Ew{*O5abCd6=85ryKB$`HcTqxSC~e{ApKO+!-9- zR>+puEvjKE5k`K&XYA>h)}`YY-N^lXv##o|jR=y;$AC`Mp#b1^ay~|3ZCg3@C_nil zA>mO>HnRLd1>vU}7HvEJBpWFibi<9Dar%fGIb%U@mMDNQzm7!@Xu|Ge(T1;1CkVZ@ zyLYcF$s~8IW+_MCdHkJSc8S#`E{;cAB3F#J#tWWrO?Q`FEXi66zf zKY`-UG8?q;<45Ky*{H@8G+9W;li>`3nP_G_#pHtOH;JgznK&!|t z6w`sVA6lO;qsDkGS?5v;9{*GA{FkthnKDYR_mH#wx7<(iN8HHyHuU}D`b?zT;WdKe zIVATfvlFrv2e(hzN!GFZl!|+}m&g%%V}u=z%3LPrwpi)XO7ueKP4}j+)n+iRq41Fd zG&Z~8$ghvKUgULW^?43YH@Oas}6JZwyBC3Q8;6rO4MJJbIPT z_ixgC|Gt6{qx}vHx^-;A`IBR!xMQ*Ed!Q8h@OKIoByqJa^nN?UswlE=BZHOV#l?qf zHyxiPvJsThoD9qEq^)Cg=Vtok=fkT*(ihe(UpmhU2W-tDieJf^Al~>mRA@$*`H!uo z*5**^k}e30L|0+9f7IWY=TsZ_P4LM?$!*@oJ>vIllJ8d0bJ;9>>M=tXE#)IO|8R)U zH^ZU@kvH*#i(M0Fy#z&kAi-~g1OCwA#?YDBa5;}LD1YXu{WE`7BgxZ6E*xdQv|*6cF|=g0zFmLhZ8S`6R?`N!5P z>;%&p;Hwqbu7Dw1TV&fJTKBiY8c3TTe_Lu79z#X<_HMbKK)rDhQpVD4 z=VO$E^R3RT6iE*uE(L*^;oG!q|~HL#r4Jj%Y7FdTzQ{g4ejU zIQQb%-hk!)rtsBKz97GA?XY}@n&N*-+qmV^ygV4^Kf!pRW>URS>H746`lfq%6Hk!V zCukIjP#jfNOLeIs%X&QYN)Iiu9g&@`urEY(J(P`b9K5-t6n$UEC;lTLClPt590#jL ze$Gr{1yh{`gP{ObjntSg;e=me{t*riz|!mF|}FwR|P!i@6G=iD;F=gY7w#^PORh?&*Z3 zR!63jZ>jvxzVA@Tb*^zEe75B^`$B%;4$;bfCZCRI6@DN;1UKR_xrbU=m3VjDk z8JAL0-Cp5!O9x*!#ko#3SJtve_YWTL`hDc)(2?s!m(lzRJruCN=J52;3WweLrY#}= zWH6{NtJSpYIfzxPPM+a1(OR;!pg*^ujM4Le+oeEx1IBpW%DW~!+2 zs8e+~UutWp^+OhT_p^?7UU}^)2H-5^sd~w{WMIj3w~u5A*Zl!O;QH#nQeDD zm#43>g1H_ai=m>gEjyS}Mpy`9k?!%iD8uLbM} z-d3J4$hT_V6f0~WR=53JD4B*sB#HCyzxx}0yv#!Iz7r){N%$sjGi*1s7fMR011myR1FpEixB*EP zSq9+nyDGSIZE6%H(mi?%PPoWZ4|7G~+iFREPGeRT_z~{C2-`(tFf%1bS`zQOF%}{= zRK-pk;Cma`56BQ&JRSUl&c--Ite4Ui)w+>!xV_NS#*Q=xL|6-r36RMcwFSs$*^nF20Jw}cg}?-`J$n$dgG@n$pFih%VS49eTQx! zxz|e7R$wF!)C8)emN;WaF>HK!ymHjwpyT4%kqeBo#LaIhd!f9^SHlcUWL)15@cQIi zH4_lY*+mU+GBzB-7D7P8(5MfxI_E~GMk(HD&NWA<-oR}+q zt5%Cd4^+RW;{_%%lgFp>kG!>vQeHbW+~0Wm$0sS#8KNEreusbsQ5|?xHqz!qa5l1~ z_C+>QBjx94HnPC`mm#@_-F3V5!!3BGj!;4Y#f*o0*F@bR6Wx|9Q9m2*23&7F1Ws`4 z)y?ILXT`IEKazIs^TWi_xC-ftBYTN(kh(|;ZrH)@)^?#i#=oSZLf(`FD2fXLdje?P z+}utiewy_*s0eyczHU|@Z&@Jy`4b~ZELr%(0M3=mGk~1ryIe{loU%Gb)yVGD5a;=I zDN=|C;ahh>NS|rwV$`?pzN!A>=f21dVwtUte;@iq=+JZPjSWMaj-mXwt70XPEX%>B zhrnOVm8WM>=K8W{DNo_!ktC?pxYjTnk;daU7KZthY9Ud6{oeJ9{??&WMjpM-(Ps02 zVlEUl1r<}Zy?p0CBx^=?A=KwyQrv^38^1W-Y4ao}6LQk@J9!QSgAem@*`DK|ti9BtD$=*`R$&Lr? z<`lI)iRWW*z-gj6oCQ$KbtqriUJ^f3qM@vEeN(9Vo@H0j*5?Sb&*B-g#HDyy6FVrxTSvCj<7II-nkD$jugBos8myALGER_AUm#)+^4%#dH!G#6O>HbXR8V!t%ni_dKRLYB zvZ-*&Jm>YrlRa3$A;FBwTW$E9A!MFb&Bsbu>atkJ(MQKok70qk4)Z+y)M_@;&)dm0 z!+}VyTXzTxHx^Eids^^@Gc{3PSC zdcM+ivv~0-iC7bFN>P}2C=cMoLKQ0CDq-ts)U1N8a?zeG&T6hnilg=p$AP$n|FT!C@7i zg0zdb+BLdWx-}+#D=3Xb?hiaXr_lt6o-4~nl272#{M??smTV%)1ZH4BiG~-rl&1Yz zPCDa)Utp$C6osY9j@9wiUBtjgF-it5iB629o<$JL*6)NpzEno(^88d>N<}(uWV?AC znd1~MV-lOPNM4Hq#9(-q_dynqJ=1TXPI$WS)cUU?_$s=lFF1v#TP4w_&RZ@DKE;DG zf4J4(*Oh`OKc7jo>?LIvB_%Hwb{i?!w0~HFGP8Rq2jIlDHvky1Dg!_5C@ofp%dTRS{3zq@ zj{G%(x>!ZT7#vt;g={GD^PO}LjDipGSYF(zSv`k}>xRMLm-3{FRrGQFl93r7dk#?DHc&lbX(fLtNa(=dPIiI@G>)0zRumNw( z$$d@oHGEri%M+3?$~76aH1)n8kgk+}>k3UKTXnG5&x%-kBuJ9Zk)6$Nq>CE3w2i^H zqT#(i^l1PjWKcYDl6FK#6(-oasDYn>wl+zf-!Zalh;NpthY^-G28pOW#^4Mww&uf$ za}jRYxTJGZ$KA-na>v}r!c!LnDNoh6#wCMFraKd~NqTRh!~;wAsiH)ZHjv65m3Gmw ze~0u)QiY*eYLdLPk&^FZj<{iOZ!f94QB)R0a0mb+a0YOu%dDz0t+rvBhD*A`HoLH%f*bz6@%pgb z{OB#pqh`}Z8TWKnkjCkkxgK)8G|a{y`NSg3jmJ z+ic`xBa0vDskq_qo39TmjEp>_JnH&Ol&0~c;HKtjA9@@g?u;$>4qjBH5MS%h3UDb; zx??@rJKW}@PP6%;#AyLjs1l?-Z{PPV!8%Eve8gZ)ON}ef&npFoD1dS>o~-Fc&XAO% zlZ$A~eUC%TRV8L4ZG!%gA@;D`GNg{bWzh2R`DoP~Gk>{TrTZ3@GXqsA?JF}IR}72X zovwKfV2mAebs1lalq@I58W%p|Gv5RJyhg(d?6K(1lt8xjnT1D6VlCHJ>-x>9Vsx#2 zv9Cg@RKYo0^(a;w8GjL^>FGGc>-1C{!hE}NKgG3<8(tSCGV>v=oap z^}c#yT`32?<=Gf~if3D8HTEO2|Gf6#%lff!q*>O`>Z~TBICzBy82t#T!*%MdwL_vL zu4${g#~>xJk*j(=kpj9 zmLZCJ&o~|MQyEf*t%qgJE&0K7D)oJqVHKBFr;3N;S&es)M}qI9BM85NMe~+XddsVB z?BEV`XLqQXraBfKnB>h0{`f#zX{Z`-ozpl=p&N;;&EA?h*xfS;h2XY@n}QU&ZI$kp zP}2O?Xx~7WPRC$hWo+fH(0E)$ZeF}wY?PKu{#KkOao6j+4 zx;Dq^WUmx>*3N{0b3|(fkO;06GlI6;`2S6zrfif{*SYhIV0#5?KZZx5J&5~V6D&ur zNj`n?)fgP$5%N4(ao(nH%R|i(3Vjn^wXD%Aw%UyO7W{pV`lU`#xE zw}#V}nSrsZ^oqcX@4ePZ?kegbULi5Bv8!i(=}~x=&s6JCzP!HYkB4{Qb3oNrd=9w( z*B~A<<)^J;-bVPq{UUO0IE_mM3l9cY>lCVy%L2&q)!#PrXs#{hj;Fxn#6u2yOX$G1 zslv>ktT(>gZO@&lQh0CivU5sJ!PE9>h!WAWPLGmym=DV0lt&A{ zoq2g6T0LE!e>NIAviW<8l%8u*Wo{%~jn-UlTAHk+a(t+GNUTW7@_5qrK)TdL#Y&azUE^bWXWQJKhm34Pol_L$|PKZ?mKN5SFf=Y{!c=U+chQN zR1F=c)SP3ruBk~^Bb@}1yz)Zl*QvxI%9f2?bjWLwt@khQG$yy5Hh=TY%d*^P3QpRT^bBJiJ zWXW^qHky+t7psv#fF8sdMBe-Mplz|&8dE%=x+Il{9`%dNMv{+#N^5z>)-ijGLC&qa zrIb_!Uina^@gUJl$})*VrT&q7(|(pdTDjsuhDzy46m!EHAC1AY)yTxNxlaK1NAq(i zxLK&e56=30vH8Cw*&+;1o%A;I!8M``)L>A65oR-XYhw(h2fkNAsYf-+syS{2ovQ6p zo>|HJSt8C;39^vIo4XcrVSy;nh8LTpnVpfVS7>r0yUv}eNJw-euX)Hbn6mJ7kp6Kt zdw8}tR2&Q2B{L&46HFEIA<|r)zoZeXDHX1bx-o2P-xUv;s!HfyK+zHUe0iq!XSbF_ z`Q*X6n~_}@GjBa=+Uxqi(jFpBe046ePC)3SgAw6<=ng8N=RK9+6DJzEURI1%?QU64 z?41ZNspW|pm|S{3*i7up5m0a%ea_}!Edl^vprp4fly7wlTqt&?Pq45Mi}}Vk0sZ~| znePy3P=wz*{r4FFr`DR>VST1qS*m^9)138v977WE1LB*IuhMdCSM#w^)-KV~0G|SB z6#>PZG>wEldAn`{goIE<^9|3vYl#nheC$(j2r#EpiuC9rDVfG^($VUlPEks+^fD}^ zSaR|$@x1hX!!kDY{4WatPT_w^!nU(4z>AfVQ3Vp^e;xmG6|?I_rD#=t0O*2DZ>A&D zz*>PcLWh>=y1}NtT2yh#7_{}aUX(xeJD0pKrKCP8aU-ky)V1NoA|Tqrjof%qc}V`q z*7=ja!p^~7iEk=Wfa39$3^-9z&Cbgz-{W%9$zbq}k4dPC3!D4((BroZ*U6qo4(uNC zdPYTs{96gT8my(dV`Lku!bc?qhsepD0o~(rNDJUjB?yoA)Sume}G6RZY z%m)C#_M*?mTND%s>BDX+wM$f1@F^omdf1(`@M{pCQ@Hc>|4IG2V9}1z}jEm4>A9x z@pio@cbeq@@cl7l-ktW{nX`5tMX!eh&2!pAkj1Wx+t#}t#>EFk5N2o}xui2H^VW$&E z<||n{V>Yd6M5r)-xd#|IP5q{n`&{RuL4FI-u%vTMmxHX{wiMXrNzTWYD^qbmkJDJ> z-(4X(6N%shJ{oLlShzsCm@&vA9SnXPd_nX`X9f2L=K%ZK*9k>%-y{n-#+7+-r>6#e z_l7}gyEK2J$uWTUCFIS)LNN_|`Iy9&!*=tvmg^RxOV8cN8ME?lvyu2;XTGva>Q7(6 zqA&hWQmM&C9?GeHaLLnGzh)Po1;oia_h51^wj0ZBj4y5}sewLzA@f!8NZAD?#fCSSF9eOWEi?k9gDUUuo7Ny3UpsR96G z#};O75FD1@&Rh#yKcoiN#QP;?Be&__7v6rEjV!qSBpX>k7BU7W?Ea?b)>Ci@D{%&^ z{_p8RC#S-h8+Y>+aGqDw*sm|TCQjWzR%`zEU&7HGHb&OgxTK>8sAD|=H=E-m$Jxef zc-9^Gd_Jcv*ibyRxz5jn`Bn*d$=>#Rp>8V4 zOHbX%xb37FqMqHueUEr!&97k5ok8-(VEZ8nW01C_?g@mpZ<=3Uft_gKhP@Wwtvz^; zO(wR$U$5`66Ik^#iI&|sHxH{v+>TRMo5ek&0mdMF&num8owPNRX&|9sYatXR)kzY4 z;Nv4nO$E*WS1L$;Pl=~dxVc~apC;5PSGwBN+#OdrN80_}Se z!Sd&f!3*++PW}7-{i{v$vkyyk+N&}X>NdP?QF@BLBKeV5WHU=_FxCg?fL~Pi{9uJq zz{QT&@VI@HB!;Fe&{xv`Zw}ZFlXWAjueI**eWspd_31-Z^TgQ21j!x-skE@8oEC5|_W-|wpy)74&Gpms9N=wH ze7V*I>B@D76aOD!?-|zA+Jp-)WQzp>3ra5vR+@B?swhPSwy0D?M4EJ^_n?R*pi6A1&SR?6g^LstF+T z5rR9K&I^$!R?x#99i#zjZ@LY;==Hp`q&x{L*m5|_#ksrtL8+tEO7yy1Qv)OJv-`kVd1N7HwMxnRQtlqs*13j|LtsZ9?_h zo-uS8O1tZCBw&2V#quxq0TbVE90UO2_^U3~W$EV9*eAHWMrWUvTlCD<<5yuIowp4$ zD7l`)47Olc?~wGG=d0(4vv%yZ|E@L9h~;h<9F%HNll;@!Xb9`EdJJ4*W}V}iOt&lT-hvyfg5#JZQ&lDw^cR+y}Fpf6?d-##sg)v9xd zMWcSjNc2Zc6K1J@q~u2T=rIQ16)hJ)0~nW&zYKHBxko|eCLM39ybJ^B*3+0NcXnd? z{u2dt;YDx|<`t#M91pg=3P8zH0;hstu&wC~F-eCM=<}WCXn#&xTH18QY-xB&pH^g~ zXk-8DKI>dji`4YBNXFP+e)Y6&eIL|`v}m;AJ&{G>PvQG*vPOS@X;Yu5;+~jtw_jovvr`!ebg7%|sI=qH`4-cP#RJSKsW@73p*PDnt zsi!luW)G_uy*dKC2v;-)fGVe@k}^&#)*4jl^VQM0n7;iGMPZowOSv2bk&nGrPb|b1{FpOWv>;cofRKsl^rn@|MD)m zt1o`7Z}3p#yROJawM(SqP&4nAXFvp0Ac<*hDe>f?PN6E~{#Q)_z(23Cb0gMp5U z@-VPaK?nwNx?iYg}J2n%U@Ny#P#6PfO2l{ zhsJlxXSps7JoN(MT!q`;`RVOERrx*^j@t5qZQ#95_m3*U+ z2xqd!bGh_W)m`{AmSs9(mTi`{`sJjZ5!cCz+>EU zg`?Zxv5PzvB#Moxmq{iLeyQx}0}Ps3Bo>LV;)(f9K&H?#?eEMI<~jGGe0=7XN)lcX)I6&N%i0`%o8j^Hv>b=}5&Njm;Et+Ni>k(~UY!IA#6Qhp#V} zSgq}FpZU8!>ZpG`E8A@tDyG60s;+WY-6~zwHC@yqs-z`&zYqIatMv3ck?~#$S}`8R z_^6u=GusIVaJ%6l7Q-P{5FhKMwG}?abTLfTCT~-fLoazP<;GE-m|D!Wo@ud`T@c$gtD*T$oa10A6iCtV^megC`w5XM@4qPOF1OI5;Y{PLJa0 zmG)RLCtVV$33YO4?hC?D&SsXDJ>O?$y1(%x-0V8eT!DVtRf* z`(CLA5$nRm)z&6I!^6MPl{(@zPn3r8Kc4>rwl|Cm1|F_(M^SE~qSl~toCk_9Y19aF zpsKa32A|gz`J<=jYWV{x|66Be<x-k( zir)IC22|Sd5bsF)9is<`z)-~%S(g2uX~C80^{s32^6ma`;%GuVDgjm5zDnzBjb0Iz zY-B9!t0D0$#@@1c68X+&FmYg}y1`8+`yTtbY#DW1r|fhSk+79xjqeIe)Pv1l*6e8T zoxK}ro0EQ8B<$TCuLN}ewMaT~Uw8#`5cnyjyQH5)3^+~vGMPr=abvB8LdZ{qyW2d< z^Fv3$`fH(8=ZX8k!TA*y0JxE!mX?Mcwo^E5N-^wyCph|l`JOjnu>J;wGr0{XHnB|9 z^P=H}z=AOTwXj*rh6-}5@7=C}Aq^CQ9v%}9jzbUsEpS%@dZkb z??qT$(gL>gNctx#0cYL*QdD8i)tN&M8k}DuNCi}tt@z}Y4Ll#F$zKDf+!gR0{ z`g#F9>C_C>m88#h52X)vCS#_;<@ZvPch@Ml&Yp!w3y!iL0-n7GjsizZ28ue}Q|-14 zHbOV;TS#u`6%A){&c#zDP{W@ZlNj~BU2&RwPSup?T*IK{g#D3-Ygh^PRvw<1o24dB zWUY%7<$9S9I5=Jd`pL_|+akH#=3F(|O9NfR=Vm1dlZ0k!IJbC*K5<^S+=V-W&hIir z3HqfE6m=5k7Y%x}3mbL$<#juEkHf%)*P0JSTZ?fiH!$d^1LGZ?~P{O9|WdiYpLYT>2B}u_CG^rMJot-c(QAf8P}2}gY8Aq1+*$}fx&!gE zM|q-dmOkAxi5C^`f0=|`+-?8@4>M`e_t{z16w6J>E#XBho{sanQ_~}nh@Od@uLzo> z^&5qfj`uuvcF|t5-(+yrkqY)1_^v8e%-XgtiXutO=|j6uaqCj+MieE(C1QU{3=$F7 zcwrEUc(xLksXj^A5{sVTLby^Q3|x@C_W%ac zxz1fdQ6ybIeXgWrI0c%xk~OwF*lqW7H0bCGsd&E|17CiO1qG}^Z8r9*F@4Lj6JEkK z>zEc+gHhe+O(ZfS@$o{vkRbDje38d;frAN?`m#PxQgcdIx=s&L@hsoZ6S4a3r_V%x z?~~d%&gYbv>&rZ}>x=JX`+qS94EeYe2J_?Z-!z0WweB1Jw&x&)adt^;=j_QWJodiR z`LZxDmnZG2q-yv`1||&Ko;uzxo-oTz?eB%*yD~^@If`*tz!>Q_Y``khem?+^c-WCx z>w zo#_3?^HIr)HX3kw$8nf{^C@7*pL&8)_q7RRX=!U=x)%m#=2DTKS5q^q+JzS>I;ZVS z*6>mCWDRy^)Wj%e33m^jR>z>fJ-UHWoQ-vnh=D6y*pPO+Hgd56@ybl4aw8h;Om>n| zaVF#3*o0aZXitg`yD25gSl_GnzfjUk7)7}+{Zv0|#Pd7j zso1I_tu>zAQzDIg75*ZVU8mfuw>lezNFxzui~vaq!U(nmam$VkyCO?tVWX?J8U^1* zm6O7>F=!P;G!jb3oyl$FO=ohO=U%w#!gmg-@>py0@kiTFCgP((~*ZP3?+04Y7AG zp*2;?X19E`G3a~tUo*LE!%an3m2ch`6|cSA^Jn+WnY^*p73jC^J|#kezJ9?svtM7o zW;PWEU$W%6rzPQ1Cv_^}dJ2Ym^9X*o+;Hw$hnbz5qu^14fA(Z~N*yzu@sy#`0r9Ms z7zJJ%#CYAV&nQAMPuN4|S4hM)JEreV%i$!?B=i`BjQ_|5&l54b)BqVd zPC+2XRWN8;E~oEWT%z7g^xCI8ZK&v|7%AJQI=W$*j!1MI>9#051lXqmM*+X*#U<_K zP92GHO>Ljfq`BOz9^HoRu&AxU|3}9%Ft!lO@(+r#|M>*^v2=M2)U|$Pa;gXKfTpG^ z^0B)Chz2r?Ye^!3_HF4$Tm8TdALA1aR8Ex(XL^)S5PA8>>61wYzTBF5O>K3#(t z=M~SST;bSa$u>7-6h(49huf80(Ni0|+v8Op^i_WSCeN{KR-T2Rj z*0AV;yB8s$pAr@Z+K!xekvJ8~Gx&^E2Cm1Vicvft3_edlj=PZC$O4FYA`2_jkDH@L ztS{MXJC7*0Z*@L7e;C9L>{Jk<(aX+cryY7=x=oLwyYcc)C4TUj*9*bqpU(3S&UDPF zlhqXcVXHE}SqdnJ*m!`mug|ql+0MzLqx7{;a7bSjNlFcaCObSsBH|th!@zF2V!UVa zlv9>7Szu~np2#w;qk=*2{7Yi7raZ5_8w8I1aKF8#IPe}fnj;*5MD%K_W6<6mzOD7` z)|U#jvUaP^B~uAq#l9vr$L*Ly;r24&A+&y8P+C<>>olvo?2sT|^ytK{)PT=n8XI?? zbX*D@D-DV=?YSpSnkUX;Z+gn|eI31VrwkH;e@Gw3F11D~*!HW}M)P(AaB)6UCK-MqFh8#we&2zhdiG85^ zYaM2FBc7TxPz$j-Y^ZP!KG=*0z+Q*onmbTA2aT&`oU4?;SHtRPq z=t0C)tbV!^)CqQp7-3XLQOr+4T}yN>UuD&XN!%!bep%}x#sBW4Xa<;@vFbwy0}~-~ z(b`yeeXYKMcH5T*0N88PLnO$$HOkxBMc)l6 zSczCfe8=ZUz%y`gJ4Gx1usx{_#QdG4GJkW#*jphxt)ohJNGwY)G1Qo?71|Uxd4Byk?78$xUhp}sukps>UMHqNK_#(L=g~Lm-Vv?pLqK`qs=aOCR~^Tk9hE5Jcr)M~J1{ z26uyZP!z7YVbd}jGYuwsQ_W7BWS^fGq3T$cA_~)yO``>ZpqX*tnYDw1_TZoe(qrz! z?x>mBC0)<{6zO@v-&upe6qGfr?`d8bMa(Ni4my+RIU5ikW<<)N$gLIHL z=+*pku&yJcUm`j;Qwv)+aUlrocPd2iBh=jF2Gt&!3MUq??mC!60ZIiB4)8t^Ik|5c zTQjezVknrFh4s113UZL3%d$Ez)VHJGX=jg$Cz`PQr(Z# zIfgxhJJ$8&|5x8t0tQ-Nxda2xD6PRi{&vK!S+KUY0Ey`9C0Nlbnis=BYiufN(dR^& zN|nO;qG@LfC4zLidX3d&IYi#0u5PHqq8?CsN_~B?=vx^@d3l9`^8;j0KCg;&mLMO0 zUB(6k_r*m4#8=1@|L;PaJA&rPJ}K;uJO&Uk_p*~p%xQ(Hrhv4xze=jtA@D-l{!}e? zlhN;Wi>lHn}JF*PDN4j@+KvpY&xUXV7wDkG@&-~T+cpKGOBlSC z7FgY=7HqzGZ_A-G6$e*|)xe-7n3j~rQ&|3z=A%efgWS7_odlfT^ za-ZrNaLL`8)(9ba&!I1}XMBt|uzPK-hAITV+x%socc14lNM~}JAQUfr4YpU0%MZ%kBd|Od zw0N%kGpFnOTA=dt65?ZTj8;;(=IWmg{djPAMMmjYyTK|<)lpAgqUHXH4kOtYN`R6t z^(*-N0x5&-@8qVa5OR66ZyZMUGPHCd>g!4I4o=kA-X!UFyhwQ4dmQ|d=z98clHxN< z9(9PA--0pRs=hOE>@ zw6R~tsl#}vPuC+bg6x;;8$Yw_U^LG6#2CIAg*c@?oI4xWe zG0SYZPsoCHGJ^DBd+jlsC2bYNv9DCj5odR;2m0@q#+;~j3ISojMaoYIYhP1aUbtMI zjomm|2LJ?!u?3Fk8x0M(btD;i=(Wtrs}M0NIJxJ<)=}nQ$pzVa-Y_s%0D3+L$Me2Q zk4VtU?r1^tmRRn_M*0qOKo1@|hq%tIR2O>L9(T8*GB0nP zqNBbN;p{~gc~(OD2L@J!9D{*}WuQi^93-X*jrgizuuQ)X2A)y*&DZ(go$L~8r2At5v*N!k-VQI^5)|%XL8Q?M`v;{ z6zHdgoA&~}YTM4I4IS(e0~!uq6s5QNCf*b|@a@qZv2L%%-Jbn#el>5qxx=UOpU!N& zoykv9;{d>%65*39wtz%@VFt~4f-&L!8Hbdw$|L>)Hbj6JdrXuklJ_X^ zh6|$0lxAi+@<zWy{_((x_O2S6S4DbOwNG3o4lW!!ZH`eC`Ad(Kic4_|SD;{% z5YB|pA#vl-_!kw~YoV>FrCGh34@}d2izlEbXr9Rw6ILUd^lq zDgj^p1Ef>?3~wr-O<#)nON#n?4qL-_o%q8c}nF59I3y$cl6(L;`bQKMGP z@Rwn6t8+6OhiHF3`rmiK+Ol??RUSpU@>R>vqz5AvgiU>yH~078MPl1haqv@a@jW-Y z@trO68W^;kNH7xdSg?*66qTh8GmZUlFAm9J7x`ItDvs(kJwj2qb|y^^xXm;0xp}Nt z%~Uki1jzGO1p6?lQ?O<=m+kK~eW<4ax~aVSg$G_H!jT)W1Gys<3*xbJvO7!7tXbM|2yNb{Jd(f@GcI?X8&Dy zZ1|Wvr{PAQFlMdnx1;=_U`>TVr-jv7hWXiv>FDD6-h=SIvUQTw58&B*m*?$esoyac@#y4 zjSofXty=8DizF2#OW5bcYc$*}Bpz>Z3iqM+QgdY4<&GqIq(dL*kcQ#h6^{~xr37)7w z{7z^xJB7-Z2_1le-td!lrvtOMbHB!);BsqbZ2FI{Em%3-l46;8+kLU$=^!nTPEB;j z0wA*&cNiI1O7f!PI&C8yy?Kv_IDHfbI+pKMp4H{Qm8=j|j3>PmLCEEw<^KC77{kt@ zC^EZ|V-}g~@YuQ?hr9Rc^(a!u6WqcEK3$uxkFb=Yl2xZ$V2fUA>$CIB#O``R8RuP1YVlJhioP}b(;M9!VtNfC3G=n!^*0@oP;ltK0(roHEv{EcM285D zz%c3))-n2hmy`LAd%?crNA%8If?8dXNJIx3HFYA5vy#H~xb?KGL{&vrt)&$1++IV) z=Qv?wWdDiIifOwSGyuElK^g!!*s##cbvIX2xInDvtmHHyS$iBF9~hRlnqP2tfOj%t z*~;!RHHE+wG|v`3f1DkujX@i0729j%*n2*4eo=Wm2)y0~dqYh(CENKbF4vYIZCEF0Xh`(bxJO&F>yqW&d{glnC#(t-c4*i(mOU@X&7# z@|x#eeYzEH%UFXA^907&UY6X=K)I2PixiEG@64c#Q^fw#;P*HUP?3|dbQbHppiSeD)8GSDF=D8EJo|44nkZz zs^uqYfoha}PTf2E%i2#L+1sZD_>Fx_kT#vH@~|vpvKCcse%GM8^^82S<^;CFRdddW zRpk<)MSh9-IYk8H^fKjcx?{n%MGn)%qk@#ex*dg*Mf5r*&tpRChZg~ToX^4OzRD%v`$5H)R8KNKG{jd9#vnrpp8c z?v@l>NC8~t<5JkM8~Xq{qVYZeIQsEcMxl?fk@*18g^BYmt55B@nXTe5&0po(hKtKz zR3hrp4GcOywc~*K6Z`bRD>K~QY~fQYwd1!jXoyftSrIVNhk=aFKbm3evgHDSvyxQ1 z37-nvW?N^;ed=$Bq9k4hYHL}q0|4--(9@-1B#sbC*SovR3=LFpILmd*YC`*3 zD&09IoHJJQ$J12cJ8rdIHga7kp*+<5m#$-rmp>hN!PNFnhB`y`#9EFRfj-e_kGXiF z%t9gRA}PnW^)Ws8d?0o3I^*3Nw%h}KpH`5H{9k`l(Xho`)peF1XwN@<=6a^qH}^cQ_+Y>G`zZ7b3g`iI8su+je3O(E>lH zvHfVqZ;(rnVo2d1*dOU@v}B3fH7fE)+-v@j?a# z&E?tfbG8v|V{Q(2_DcH-<@m`6l1JOzk2QLSI4xe_{mAqQ0IIC-=Uml_*_1I|RD};h zBXz&FrPc|PG-iKDeRMZ-V(Z)0H$xbhFjLIE;^vtt0pydl%wRzLUfbr1BsaMYehyA^ z8-rGWTnWvqt7O!C`aw{8UO0F9fwCi7^B(O`EZS9dWZ8w};8(%qxp}trOiSeMcg6`C zpyUHBF96gA&vfQv|!P6WdKLQZ&S+_CGMYb`kRJ*lQT{ zJ*ah<|7d*BKj3GTzt^>x3P&P*w5?DSk1|;2%q96nqTBoJkkL#Xc~Jf0&niwf{R(#r zoOfg8vttjk^Eeam5n6=_00$o1$l^W_oH}dF{>_PdXeJ!pd!iSvGP&Cdw}e*S4t*9W z9P6<-n#Nm6F~~QKAe;9dY45m!bG#zweoeF^sx{0GfxyrSuduyX|nV zMx$B3KOFz-T6hUX7PT7@d$pY6EF8A}`i>tAWUQKS3myJ+Z8|;dH>$uFcU2vmuwEtg zgZb6VcioDQ3jlM_juZf(y=>W$XgSlK;L|`1TDvaG;{i~TUK{C*rHKpNrZ>%-%I}R^sK=|gi zOKs@ykZ-u3Rq=0q9j55)75cjmh=#&sScP6d7tYmw$cJrhpC2Vg0|0>Zi9s9m23_(L^#R|}({O^(ui=3@L6XL{&Q9y-y)ag?9%aU8XBN~0?viGugTQ94AhvLm>6I6v zvd*pPLXu3d-@Fyx_H^KC{*D6z_PVQ#hc$}}Htm~?k=xyyYk4v59heP(>m(?$SjGcIg&7_xI&|R|KhnFVwtObh zOZm1oL8G1#_>=|#jM7W0DHpb!EsQ^#Edy>(px1K;D| zBe6FzXw;+n(Pj>AJ#YOPx8E(kkjn^XGH!#)o(A8-pe6E4&2qK4E2Dq5H<%d0A%w*i zWlVA0?Jyd=ElBe|cAF6j$#1G}24B+dOpx9Uf>oAQ>FSBqE=4IA2>Qsr?{NOoMz{;?G`RNbyd1#XWq~9XB%lqhM>N z*8!v2&xsDpnrUvC^a?PWH84n56(mM=#+J;g zvB$LUJ~7N6TyrMVlOX;j01?L}6kmsC4_{EnpdW-8KM^Dm4?he7Nh)hR70RNMq9oGN z_Q_gi3f^PzF+FH~#aki(L3`!)TmWL%5bg4&X1DqDFN2KOGe{Gogvz(l3a;dk(E3w= z@wEd=0O0prFkXE28HDxeW~lS*Rs|u;Z8JXQ5qe9{hg7Hw@&2GO=L8Vq@C$RqSVP^N zKRaKn29ygFoKxpbsP4UrqGb4%RFih5j#awsd>)ol+H;Fz)KiF@F;KqOvnN$19k<{mS7QT#6=srjcp>hfUzhBR11^b5MhH7ckg!Y zvuQuiUoAYWw|M0+$SxbrAjUnP+(&mJcu|-yw+?M9ED%zMUKHu^JVx(E-6f5_LsDJ- z_nUi&IAYm*|7VwpC}s+wrmhR$8J$o$xzPl_x*_dgsc|;)@B;tjdoGAR-p7 zO#X~(V%+0D+|86!%C@@j`7_Erc##+VM|f2jMzF6ZOS5hDjSSo%3VXz|nae5v+JWq% zUHW=%>Le|&+FchA?KRt(Qc|9kwAP;g$FR)8e18h%M8dE})}#Qqd1f7bmNeEzdE z8RF|Wp^1;l-ky&)u3kl)(3V&Jg;N@ov2J&Mw>wo5_@}oxoI-4sK~CL}=PN`@r%D+C zD>IF0A8_C zASw#%2XNJIc)I{zySbOc-B;V8<0+^NG% zAh*4I`Edn7Q-11@_?PT8wdLzrgCCx^%F0X{+{i@*A$&N}T)T*h6uF2&`21DMQ4~;U zX#zGUi*HfyLZjjJ2^Q?taBtuh+x_nV0MHm!6q?@3j!Lx5kcs3v)i%1X>hIaVW=dgh zSwZuP7#T#t1+0c+bY0}G3=RmcnHXS;zE%8Wj2*WlPc$xm|MA+WE=k;(O#dXI6N-pCBvs14&^p{Za`N*;y$wewQkaU@=CpsnjXt}ja`h=E z3>YY?uR@r0w(K5x=an7Wldq(DrBZJfDOl5BGknYfC;`NapkE z*cq{G=5Z3)U3(mwCs*xAWOtSr71UZgMWjfupQ=1 z7FfJDzo%Jy4XN19pxdA_yk>m`P+LnuU!d?IE?CG#R#MV2G;ffI0Eir8;ChKf5E^D0 zT>=+cxP%0277g4}Ogh=dpe3Ny*rq8KX=AUM*%lr@eJUsG=PLyFoiv%YXrIRmJgR1swpK373Z#D5Gc0%Ajhy+uTkNW^Yy7WDra zl+>MY(ua3YS8^>(luGjXemjPu^m;!=Q38rlfp>Pw@@HKoaf1h%R?|bhN9!izE;>_L0NP%0^6HI*{6i7kJ>D75;6L51Sz(IL=c7_j1&-N zn^bWWO=bNTd?RJ6%@&>WAaxh4bYofsx4me>C~2`In^UE?8JuM2B9-Tnq4-&OczwO%IK1;ZCk! zV@qqJE{Dhx{|tmFG%dvMqX!cO zDNahLfig#*gQpM%eQo+vUU3v?pDxoEd9`3jRXX;=o!{+?yu6o8#!%;KNWSnZA?sUu zR!Kb7gob8M=_0sPYKE$V{Nn>{HZOKhaStrYka?gLeX|q9#}sdD-3pg_7|n~^*N|!O z(nsGik4=}1?8`OmU1PWLn$d{on`fx5sbwPdDyDE;T3zAso_64lHK`82xfN?(9eUF@ zcHV6~MKM7PP_4p*b{3I?aSQ4>ljP{PtD?-o4W}GW>OgIE!sKptpmm?Ml5!${GLI z#X{kF;#{-5ZH|*F`!xBXD-M2D&3<|dIHj2n zonjW^6CQ$$-1JV$C$~;Bo!IX?8t$?-;lD^!U4wrWO~s80sBYtSdkRA}&lSA?6Se={ zcs>EiQ>0?`cd9=%!AR%T&xZ_TerP|`W0jE=;`W86s)_dQr zn31Q1;D6S}!qDnv`e~o4ty!l#(89`71IBa#h-}VYfAmT>KHsl@(P_-Z$neM7_iJ%5 zA)ct4^4(Z!eFt?7toqTk?>R&cK|-D0R9uRU^sJ|?F9myfxWt5?-tqnJDQ?Vf0~sJb zUdob2#`~Tn95~7j^)P_3s0N)&*sF`?<^AeJA zak{RV=_jJ`h}!EIbe(C$61BsZ){XDX(VsfSk!fwIBUfS6)x2vuKasZV^5gSQ7} z;oxdH741ti-a(poTNdh{4sD8Phdh#Dd`v~OpDtVl;|X-z-XtZZ?+@7zoTjpyK-K3* z4WX(rw^{~tXE@az)X4vgoPzcw^zcEOYW1hw;-J3?sohPffJ4V1dX8) zMn9v&Nzb8=(U7{+S(32vG~;$|Z|i}k`GDa~{6Uky9uDWpyXQIDXrm1>HU8uGFEy$G zE4dFmzKZs}^H6cENnZ=CSzvjFM0mhd^r3-EfraDHO8949ify&@z(vZ2-UIc+4!6Zx zNZjF5BJ>rf0K-uWv!@LRO2`(8x)15J!t|CgLD`57w;Rs=t!~jn#pA&*S2ezjn-q~= zUi1v?yXVQu0bKw0%s&7CthUz$I4v6$KirxQS6ClQkL>a?`zEGtgj0BffiyC0f-1TZ z%wX@6w6MlAqvJN!K{xFS3Jj71CKTPp&=(*jNCe44kzBRg3ODNike9FCZemqh!$dmb z&_Vb4N|o=FuqJDFOZ>dk-dTJh*f9PVH#yYAV5JaVK*P&S&1;m7>gMW;s!jJXMdc=0 zWw1rE>EHwBi4cxgLk(ufdxya)=-JsttN9d0zuxecK=V7{a@)|10u)@~F=8tKv^I)K z6N7%E`}8nK=Q*uy@6a2{#M26i`YM!ZAS4H$Kj4v$>&TS0Eq^+=5poQufi@2Uz`-x6 zH-lX@3T{=?M_dco38Q9~2M2>r3aGI4tUt|`xLe5cqo%=6<|%Tg^8=co&l1M0 zxdvy2frZt#(e$8LIZ(ZN7=g-bB#uh9${ zAAknd0#HKhzzjynLJ2M0SVss*Ulpkpx sR93v92e(SL*8DeXXHHY4S+Ztw+$}sC zBJudOSq}IHV&$HfS6w;Hm;e=#j%LsX(J1m}OSVsLM58?((7`|*nKLl3D)^>wf%-ho zcUR=^$0h4P&)<8T4%#pXw62L0N-~F$ch_#Ey7T}0-+Pt!soE6J%|}}z%@%>xlhpF@ zm2rH7A9a*@j)+;kGfzB^qVzhBHFk8nLHOpIwiAwp@+Hc8-xC^MYT%hC&JMOW+}kP3 z=TVe2M0=WC*qi=m3xT-jU`HSC(%!j`s(Q&4aiag!s%pLf001a}wl-Qoz-FD!`UZ*k zKVGcBgYo!()L8^6;PNyiDm#1=qKaZB&@`jpUYnLJ)MzUIh<-7M^M^3!Q6oeb-K(p^XSo|0QhU%jna2qMnki*d+?C8cGBId#xa`F-E_> zEH+5O05unX*msQH7aeXL1F=_hzzyt^y#*6G>=1X&LMHaZN;58MBd?M%A?JabJ;eOC zp(cqYR(OeZU~tfd_>6j=laKcV$!_r69Vvf)B7 zP^U8PM5ApFXvh8uHhh*ktHQ(12|cojcp*ExiGMU|(d+EjbYScxm8Aw;3{lQYZ(?HX zR`gmrqI!?C9AWE^m?Opxbj=ZGZ_2G#-at|Ch%wuaLc{?m<^0J>MvzYCA)x{@hp_5Q zrnl-Xtr+Hnfu7q%mVvm@6z&%4ZX#vcpMS`g6oyHQIuZSvBl>bxBfPu2Tw>JhVT@1qlIK^C_?wizIR&6b z@lLYtE2HmN``(91pLuc+MG4rEXsg*-$xxPz&K;3=&GFrwdc1d*AHUAhm7aOJ9dT~H zlhqRNrZTetFYVIOQU+hRH+d+pSAxx{)NJ$}QGE`ot_vY8RIiIOih_SS=KZ{=jP~IQ z&y95xHu2tHsrLG8m*p2#wGDjJDELf^q!QR7iYG*ehF&z3|Hbcz!a1e6|apk4)>q=eIuF zV7OhfPYHVe8~?rkgB}|wSFu)*fPvQy^X7@tV*+Iav+-@CmyefB5A5yONu~0k+&I&h zzEx|3;)>1hXvb)&5apMcXIQeZ%6}1|-z_2F^RJFZJNouoiW8)+sM|4%o7!(*}4ujpn?Iz0GbFWM)@%>xZ_J%H~q-Qu@lq>MO z7fOL|KA$ZRc%VY18fvdW_V)E0dc0mIocu0boS*Cd6#hG2q!UuV!BjJG@MwS3v3If1 z9xDT^c;7EtZG9Fs$ux}I*2Ye>grwo%!g}f$^gV~L3G}Av#y8|C7}`E0&5Ik7prt~! zG4yvs41>}9)27K4%ah@kxoOISAcZ$jOG{<9O14ZRGu5w(=2y%8;?W>ezc2Gy_L)Ih z#(in|EAcnw)(vn!)rNe8jV~Je{UEPDOHI;M$Kj;~6-x#F__3HT(0doIOi}4HeV!hT z1|bf;BpH9vL$&v*krzldD6#GxA0D0#XE#;66qg+rXL63?zuWtY z?45G#Jzwps)wj%Z`qg9aWNG3-!Lk;6XfA&$@q<{F=M(7f$qy;apn7*^$GJTBhq=cs z73k7;!hOyMvF#!5yGy2ug-@q95hk|#o;bdyCPRK`C>v`YjCmW{m3?bI=lMJ_cAHw* z!@$F@LR}DV{smaKzqvq*!l@Y`p?-Lu5{fbnjbdfEI#H0mQX2^^XQUK8|39v-JRYj{ zi(jdUEqjbHdRwS4*|(SqNm)XYbyW6kvhS2_EMsID zW6bvZ+C>>)=Jswv~Q;|1Oy6VnL;}E*?F@^Z5;Q zeg#;TA8$818+ey3X~oDR%6xMb;%$R9Z8HZBrKcthH?LAX?>rxR?WZnV*R-=cPAH3u zJiqI=H4Un%Ey;gO3`Bs9F+*LMMVR^LDQXHbU}E#J3!3IKFtxDQxQ6GE}$bu8w zwzrqxn{Az*us>O8NmoD~Gj3VBqh-{IF9CZiJ;f5UFqipB{@2C(! z1XE1?ku#^fneXSHPAtcCH{M*xD%4T*7D09{F2rKW=E@9&>L>F^7B>dL>e>{SiBFl1 z2?Glw@9a$lHvw|sBf|g?q>VzMCTgS*Y%d4TcPaMaCVms>0L~4&$&-rK?Bx?5B)+@? zj%IaFahqTY=cCj>i>sghhgLV(<{X-ZDXg?D%^x#y@T7NS@-aV@mbTDZwDuJKLM0a& z84DPl4AL;l0J~mYOToV`;!{Y?hRKl5B!!q0z}-8yAS=-JGt0D8esky`rt1p&Y)hbY z$Zb;4_5ZP(DcNt0z*i^v77rcW2~;UR_+!moN-}6S6;T^u5=5rQ$5}~ z8)!w5EFGquVywM>&MYtgd_wGF*_~N*>B_743|6;0q3U*y=GbnbjKx5-?RMyJ*59) zH+H0nTIkJqrMBrXSaWp-;{YU^xXLjL2Z|1o)N>)79w>zHo9(c~xVAKee%Y}_+t!Bf5t_S7!I+~|AR_X|Vj>#We)7aV4^z(5mf2sXfk zSvji9Gf)%nI-Q&^^Q{Z`Lb&m}4!FTR`!nP&P}887y9d)qL*+>d!f?z4*)T1H@Eg#m ziseDHUw`JTHMpC8WbtqgNut}milV6lPry_#!}WZaY;f7O5irRxfFP%~awh`A4ASUN z6{wliIkWg6JhY20&&$|+j(aIfcNTGkZ?QOV)4G74e{yrcU7o#0+iLvh#IjJ`)3cp; z9)xF(H9IM+0h>A!*xx^jp*7g;(!zCko>iS8HWEBsN)RnmU3m}7Kp73vw?I=+cE#e2 zKeeITS`Yn05EKATgO|SnK)ca~%zt}2JzVpE{mn*vgE{M@#50Cm>&#btgPdBxS3Ga_ zi#6qU?Q&LPm|RL>j0=w>f|gK!*)mP>qGNDIYqAPkcof0tJTj3MZtW0E?)x~=jrdeh zAZyW2xlSC=thYo-p`xEtu_V=D6mBm#MoN!w&YM!@kcJ751rF?nz(24aeC?>j-L5mI zWAc&%DLs5Z_Wc`krX=`&=;^W;0}wy$X{vs^6L_o^@!O9fM64<;@(c-k={ zyMP1Wv%CNRTyUMv?-YL_ZJc%`;l)2lP3egZMXX!C7ff%o)`v|jn~%P{?!oL8S{LxM z@#aciw+?cbr$e^m7UjV-qKqA2y`MTvFdCCXhN~49PYY-=CpO~_C~k^qViE=F_iF|D z5a6mVXFQBp{a~pmVt#5z4@-ZYTb=TtpUz zDRJU0_B`SY&$WAb-Q3*nCN$Ysp9MSz!%R>XCcS^pBaCuls#Ocy;(f1?OtH#THbpGR zfSAF2l5+9&o~`Ox-R|oZpaE6NEtL$BI8(>ZiwzDzI|5$Ag%C;i>1l6eF`tpg1s3lw zMpT$6otcTgR5!nSeA&F>RtqJY{Q&x%vJ-f$l#s}2c#!tqODJ`OR8xPsg(Backi3*l z$SYywm!)2y3dol&4Q0ydjedAkQ2H&p!BqJNVFP$o=gAN}jONVA7kD8-C9XtF>(OHo3K{124LV}74moNh8^5mpUTT zqD|RaH~1u7;K+8j?y`A*^T`_(5+)|wjiZiTZrS*5UT0$w>wlh4z&W4gKfNK#WD)NC zj%tV9UF!BiXP*8I8_om}!!nO#me-4)kfD=v=EvY*334w{Xo!oL2#-t4}(&>dg zgjPy+P<_f2!in!wbLHbT+8De1-;v}^VdoVP`MVVxmdzc{Pk8ouYS7ohJx#eb(V%56 zLdHmQHt@UoH-q_3lS>ie;m1yNg?#}l{#1^upc`-spPatci5%ai2l#-mAOk>vc^R!S z^!fun?@}W}lcZv$MpI*Z$SLLx-` zzbwpN&A9bf8PpqJaAbq+^avTFCd@xomtBWc9oS#=jsD#urk>mFzO2QWEji54C{06s zKaaVB?lBwMC@Bxu7y?Y?NfNPai0PXEd7dcwgh=sjIk zVxp|Kq|rZEQlM_q6tHIRKDou3{Vz(f-Fm6O#*F&*=1erlQthlG9V1vx9#dBhq#o>s z`0?fPGtUTdu=!sgqM+$?hs#ije!2g%J&D=ttpOIvL}+^-Y+_{14t>OeJQL z5P^#S{{HVEK82K|O�s)B8BePD9&~XXHMI4YwxMD57+x&n#wP+GX%)$FXke?t~Zr z#6`%6Su+d1an5Txv$&Z8dD{Xc7deL(n*UP$uj_RSg^-`H`NPzp(wQ->3ByWQ`WyE}1Rc$JS9%nVe`6rVzB(;RX>F+2?`~m(A&TwQuzP}dH;GWIq5AYjxku$g7tolAd zA=l()#Uo)2*@?8Op5n~rL?MJ9OFmfPa2M~fiN1WH+Q}&!?6zFOZ)ZL=M(CLkHE&!J zcU}Kn89KcJx=xi(+p|q?4$3;D8Tw|YJfSlIPBrgrCw|}@FkZdI8?se*WH_Tzllo2w zXrag#fMYY$`(F^%I*8K!N8*ZoeT&$X+Y;M^O5UFAi`gw0)*2 zVP$KdC*umqI%+}31J0U@f}L&vko_4f@poP5G^mO;QOT9Hcwb=jPoZC<2eV#P1uW5M z?*xi8zQM5_{Mpe^dgsr`=JWZr)3Gz&R_{?MBhDuow_I9YTM_GGr@C}dBY${KUz6IH0y2gxapSRY$jFr`9V+YC-G0VfZG4?|wsy=aCEzZjAuD~dG9H7hJQ zkvxTH%6T<~NaX9G^P<#%3&42KVedI-=%O+>$J1sO`sdyd3woS`lPE9E` zlId@4i|j*xStsOpW9y-T3U?Rg+ng~ku#G0Hnln}N?VO#*R8>?fL6QaJTG>J>;q7Q{ zK0i?6LljMjuamWKFo`CiWW>VSY2#q|aD3UEc;AM$cN5T`IL&SR57!zSU@h(foDY(6 zLAZEF6#aA1td@1QMWZTmCfbWltQ10&1bWsRN9^kNiU}U5W`$|U=7QDk!s=yVBrC%} zb9tdIk1Qzw*JP-sadu#y5HaDI@F8U{CNA{K4x8~s;U0h7Byk{J>Z>A0&ytwS5x-7B} z>#+EOgn#X`{~5PWog2gie-b^IinjI(ke zAB<|y=pdI7!5PGLzB{A8HI*_OJNDzlFWItdl6KgK=*?9#kZ5V|@RYDXTl{ z0#11_jV25yK$twbGl3FbsFzDM92+oBIK$2;Ep4gYy|e6FQz6CjkP?n5g)&J2F(EXa ze%kx;pwDv8L|&~xz%i)d3;_5o^Y65O&yp+cw^TY^bvBGt8*bCO6gKV8#=0C})$dhN zDa|_%Tv@8|n&H+V6sXIccfp(wr8YNgBgZylQAVj`cG39jXExUwpR_KyvuQ!O)3nkQ zGtf(#Yd|m2>d0%+%Xf5Mbst{qQ2gc!@{RtObZyejlrQ;A za2T=H(MK42T*#X8fAtDb++2b!G*5U8qSE6(biPyMW4b(ye9tLT4U3A?s{7o#Z{bP? zg}<$N5@T%naq+$4;&zaOQ?nBDSgM0tOc7n>lP1;ch*jU|G9cwXREGk7T|&{Vjd$!< z_qtSgHEG|3^r6JV6UN#8oykktY~G8En9A-0z+p#^;+2|jEGl30F3+`X;D1E->9O4m zN=P_4id0$^IYTB7_!GiqjJ$HPUdr!ivO?*n_i7%tUrX0pOmu~MVj)HR~$qDib{(mcG>T#*`GKgwpbrD@VOOl??yqeZpglhIfE%#>H6^A$a zi(=uHSIY#7SfkrSt#0q%rw8{ZgF)kI>DeOIquipC-4vJ7n`EE#A1we)gl*9k}Ll!KNubwe#!0U^7wL$j-#Wd-D}=!&Qg7izdb}WHvS~gLdkxmbB=jpY3Qc zdoLE)4ZTkU0NM}(ryh7o6q}yf}R`sV|GS$jp$7NCY$@tMvMIZu4o z=REq_%=CrlrT{N=I~V|7n!h*8+}+cjS|IyGwdhiA^-UV(iw6_*O7`J%fN+&?2K~2J z?!K50t_~F>ZJa*RchWt*;@K>)u0XH^%+IP*JJwajN0B7Dz2~4J2dMkQv6Z6P8tx*h z>yG}o{18On0C1t}Ml_Y3(Y#6FFGYRzn>cCS=`!Br=es{9`0>!HND9yV~YRU-IOcHW!JL8&~|-L^Co1)x&~E##<{XakDGy)P3V)5KG#8= z9}BTf$x)G^VWgb~7lS<_Q{3?Qvp*4ue09gq%z6PS+`qE1n27|p8chTbY5FPHM83X* z;*y+S)G6FAJHfi(JuyHma9*-Tp-^8-PG{^-MD=RbPaa#ulGKL%z;Do>e$jwNXPOQO^ifylyuV8@*s_ zkg3_PcNjqxMSwpUNBAp)!PH&fbRPuBn{8$KZ)c)Y-y_mJX66a4?E-JBQ{0_PZ4{km z$r9b(Rn!%SVhG1!y6#TL;r6nDJBZ_u0)BPX_pb?gBa96FWL6DEPm!r1O4S91Y^51E zYaYDY0d`H~=DUDtwWMLh%s{}PXi(VQCA!9tm zKhb^axU~EAt6%_|g)7@Log-NvHZVpe9MW)gSAcVyIc|Nva4gOc&ul!VXD>e(07~Ww}WU4roI^yq8PYn@n z_80_PN0bTz{6Z4F>tn~p-gveTq}~HtZ`e?&AN2A^czTncZ+q~}_Kg4&F7*RI=>_52 z!HI{XLc>VS;b@~|gv=hRPCWV%0u(*mHK{G^px?n&RL6Rku zY}stgyPB>{bFaFd+Ok+L zgHAdJjBkdMCmg6g8UAbvt#5BILdqG;}U zyf0&{*(wH>*}R*Wa-|Cly)#m^Dpqf~op#P_BjKKM49u{9es zd2YMM|Ed$$Xr~piraK!6!g-nohEsf74gCx5%?>37`$(GXXeyk(iu6M)X?LQ@xXJbe%_~bW8?oZ{@q87RrD1726 zscQ(GOS%5Q-zhcOhx`T44Q`A=g1$gO>=74#kI~oty1eE0(oXc-c#1$HrjwXaGe2D6>ilfLl zbjns`m~Nj>Fp_7EC{;*kTX$UY{rIbcP#>FMk@p2`*bmn0Xgd3v(xc%uk|x94+6>&4 zgnLPVAL;))WEMP0R>?NruGSsfG9vVh7aO)*@vWM~`SA8x%o*eD^E2wyAJx#W8PFsc$P{JKtVEl=+X4P7qL49aJC;#0+mjO#iuX%=*Z7s1 zy-V}o3xyrX%k;d=LC_6+{LRn0xm1H)M}_&C;@jEwh7t{)87MM+CDo+{76l)rg z&N$SIu3xc94L~mL?21U zI6UlVgL!by!XEq|Kn^2a47ZT)rc}jJI(jGu7c2++`tn)-ZIAv*YZ@kfUlYD7Rn%)g3&6I~QyT~&p* zP2g-h3#+^n@G|H*FtO3VR2Z3*+o5?q)8}7B)BR7-q!uGB+Lqz9+K&5=T&4Ruc;Id( z_>jLO{$BQ$)x|YFieIIt+cWnDZb4;SNMAU*3;5B#U#^6LyV)Qy z-}gXt<`_ran_J$6bebTvg#q~Q4ge_rH05ftk+Y?2Y*lQwmOsT_D8dDJJ19u(S1&7m z?~|CaSDku}w4$_s`E${ORStFxzE{AI8T4No03>aGJ1CYS2>eU!$`ujKY`+YWDkU(W zVY>L2BIyg48%YOtY?5^5guwv)m8(DCPeLH*^fTYA=L>vEr~_kh#;jNrX>ToJ=S-K2 z#PJlG`aYhD5cmWRY}@;kT_XYaOz;6gwaJGFeU2HdB%=5nCT%ZA0wEF?O-)N z>~;{?yHC4>Q%3>9UU6?>#G*37fNjb9x3c4J;zkMs8PKo~S@3O){^b)zX@yhIbk_w5 zar{GaAGk@NK|`}-U4Xhqk=vv*vVlEZ80hz#jJSL|#WXa5UAiNPA0C?so*ks2J2%eY z1rl)wX`q5s>r|W_wxE`Tf@dE>?~R_%#>!aGx8@gI)ru`rOdvS#)2fn@Js)RNQulbze37xuv=f2>~eT6S8rsg+b5Zmv&f85;Qn zKC6jD`^Dv$Lrn-l!rO#6Kuo)Q33-gBbG>`G6`WW&9G0<0dp0;NP(vHKu`R2 zRPzRR-=di7ZVlSZkr2SMVdmRL&9lEyU|~{xN(%VVu9Bh7tX5p!NYF@`2Pge-Xa|HH z3VK~hpUsrXmziY)E*0-m-ORO2K+@ion%RA z=F9vTPPAzNXW5lOUC#W&t`}Ng&fx?v|EARbi;`Ja#fnNvRHxqP(+byGOaxn!=R~k( z9pkM##=Q2N_PGCnQ-cH6Xs;Xss8=L-0N(kExz^*t4tN9U8@*b&F4qTZSz akEQv zJXXGj#^!?8B^@~&0|d?mTxsZ+JfMv<)X$ zA82LxlnQ{im*8$(utN(7sM7HNR;_Zd+5Fz(tfmgR%R3i(^}c(IAiZ2IC6pzsTXFv= zmu>aatJ$7VQ1fCZr=+c>6&WMko+Bsy#K}y;Bh|@<5H!I94ILc* z6-rSUW{9}cK0g{%3m@nG$p!TH98VZTuYX3*cLA%aZa{yOZ%h zx`l@SV0gX(7iEJ-*Ec<@-SnGs_)p5@{3qAdd9?kLuCit&^q0+(&fHux;R z0!<00HS)qr_PLnk7Or^&{$(BtXKNYuXn|wmJK<5Zu%vU!8C&JOsaH=uhKCS=-<}oq z-lqrx=U&KW$1N%$Jr2>EzJp_?y)_{n<%}~#x<9$jJJX~T*TIv6008(Q`TGQ4y}SW9 zV6zWZnBu&c_zIkV3w3vgQkugUA|mvyr88Ok71u9uv%nAG)uea7JswSC+q8I+)O7s7 zslDKQKC!7}Bn>tH`5R&hnfnLrw!dhfO(@`EK0ZU+>4OS}t|%bU9!i+8?CK+vCn8Ba zEG|Yk@!yJ7u|TWpn+JQw43^nl-jC-%1%p9OtwS$x{&>$qBs+S`n%|@WLs~CmXKMm( zPTxeY1x_#=Z>wM&QZjQ&l^#<6AnlyDOLebmqLbBXrQxwQU{wFYy}Su_h)DtEPNLDq zD9td|eT_82A51SuV`Pxf>*ZpCKlbjIgH&{28+1(vYLiEz*8)qg9Db1x$!O?E`}x_- zKer>)vIH}*NsXlkkrMv(`*JreL2ph20B{bJ6erh$3i?&;KKRb@cn4!^*sp1yMx7)m zWmYebBgw(d|Jy+vbUWI;jsZO#4}c@6|6141vA&9J+VV~JYYb6Yzz1$|pGvMSRQs&A zm|b)9$4Vk<`fIzUR5`0Y8HX}$X}^0Mmcc2P>z@~Iu4*V9b-KCx7auoS>#as4KMK-9 z8I^Yo@cXu_XA2G{Ma>bVIfr@jkO0_@F0C z;?x)ql^Y=y&-^YifPwv|f}xyU#AMHWyvGOPS{gEB%Q5d^%lP$d)o#8%=sk1*0BZhH z>cffJ|JgAvDHiP5Xr2T!8z_y*2s=e=nrzv)8BafRhUbS0C)5DDb!R2|pt}X2S~pmw zUs_f&*cf(T*{AVAl7=iwf3AAB$SJa=Zp0$#WPE$QLR z69>&jE0N-O{SPju?iC^hYWp^Ot6Spq`qPJrgMRy^*4*WSD1dj>nn8M|H`o_i#P^-A zP)gv_K$$E)2S>qu>a&=5k0fU9uB!q1xCeuB;2eXm0J?SoI^EFRLY`J*;Lj@iBTc%48s?R$@x3P%S_Kf$C2q-@Y{hkhw>Rml8YKUozoV>M#Hx zIkYV{xfoiSO1Jp`;WpvLHl@z==>8Z*U%;DtF!;{*lnorE-msG50m=$pj8iXGF|_uD zjm^ggszad|oDM+o!DCdf`&a)A-dDbrn>;R^nw97ijR2wB?u~%9OH$7#`pHB6deSX_ z`s!LakTWnf3LJBmN$ zRX5^&{*l^rK%9#=`CcvwkV6dSs{4>3htGW7wjRJbUYVV>l3@yky!15D<)j*74kPVkiwesLZt-`hK@&$793X?aR#Y(PCp zAE@L)k{_pGIp|`Cv_32UW_Ne{ z#SVo2!*J6wNH+PMMNLHU~k zc2pCJZ^?xLbDZCXK+u{>%v}f0iHXJwjEpu%UGx_1#)r=Qei85+Sh-a>E`#=200%Fw zeXhYht^GQ{dSJzAajBI6Bwb9MXRcmPp%43j4@<+c`sHuT+JoaqT6xE?{?i7!;bvd} zSR1mM?M*pvTBMLH#ouqbS#O!?93cpdwd8<5PKJP+&|~|cX&hc{8V6b;>b3myQrH{m ztGS-nk1z^p#KqR9RvQK&Bpg@&4SL`IH@E5yJ@o2EJnirhaFdHew(VKHwi-ohHaF$$Y@q`L;QGw(Lalb@l9S_gwI@6!{)*FJ@qgR6#2!xqlRx zSP}7kj)c8ev?qx$$%c&RH}NVuq^$0aHm=Rj2pX z9;Q-P%XjnLO~#@HKgO`zH*nr-2D`idB9@PjFD{d`Ps6OXWJLMJ2?ss7s|rEdzy#L~ z?mb)0vELk2%*jDer~X>G&%s+pDtg;`NewR3^0PnJ_U*=Q(I+U?EbEg2Anc9-DMosp zPitkkk+(t#A_6ZgJVB@?6w)^AN3~x35NKhA!pK6}8vqa*MRN^}RniDA zHh1xgU;d41I=YX$_Rmuv^5}CBU-_ZmNe?^15Bw-~N<>5~q!h1g84o(I^+Sv7U>vny zK#-5~q%i;hE-SeflC}1Rq^lRZWxC~yXk0DPz_8JGI)Q#+!Z5MmW1Kz^vLY{zhQ-{$ z+{gp`JJ+_@^j=2eM+f)O$PxL+R0lU98gRmwk)$KPZ<{ufYnDxaASr2YAmB$v`a(@C z-i^rJ?HuU(g%56KGQaM1cM&(04!F-XtrHyYU0ImYHfQf3&HT9Z`$;78`qef=ITb(R6S9qZBv@}T@jCcMUU^@Fmj9Q=8JS(>Q|xb zgI^E!Cdu?EYGr)V{l3$2TF6Z1J6o^FCmYXcaZk4H2Uy?OgH5G+RyNU89?Sr`>8SQL zo;X!roByh$jsG*gs$%ar{8S}#e|`DgjTb#1yIxT_7n9m9_sv>ZcUz=d(0yH7;cb*H zy!MWcxxNaY>=UXikr&L4r3WcCoIV<)c-6M48_zm*>0#V;IUF?otCK26LgXredIO??YKqUMD|m=Coi5Bd_rn)nt& z*MV2nUha-&zkM%$i%9m7xW%XKvNe!+x+0jMsc2`H;!5qw)azFEqlOBL-z}GE+Q6mR zw2B6&@tK^0m$U9uVdJ_r=?h1E^=XvrRncOoFoaN=yoD-rbJM297tnIoNQc?y%{A(p z`sX$4_eAQ@UhgQ^w_qhhCJ@K~u2DY?u--VGFA^XP zo*i~KCETcrMo8E?b}JBR#{7nT!p;A)+f-}|?^I-Er(ts_8~>YYB=_wLjqmd{(q(9I z4d^r|d-^N(=guQO^v4%p93sWT{7N5Y^N?)@2lQQJf$62MN9;)BMdW=rlETw=7^ z57b$ywQudnsU5_V$SzfQizT@XJ+$&cEpLM8K`o$5C{?s6dLB)luvoy(>1Ze}7k8ef z4kVkOWvAplCg#E`fqMMC61w14|15j2pIcOaK z)ezI1-a79PS8RS+qfP+G-QB=X=%(ps{&+Z1P5r%= zC-|sCxnHb3S$^)8$K(RTa*TZWGIowPpg|=|ZI-Zah|1w~is*Mlt17`-#H({p-krw# zO%nd)Yrua)<@0}0?%y&*8c(9(QFDcXtn-9)@lhf|Bm!P~D6QLENkZ-Hy{26LkN41M*77`&V4Val< zt&*}X*IyUSPgj`9zH({SnpAC6nscX~L10rOH)H+k@oJW43vn=I(63t_bAKpP(`Wq6 zE$nHb7+6FE`=l^j@$qP1zb_Rdp@&9J<1D}-K)|nC9^^l%PBLbv@z$^Vh|n%I(tOVN zlLv$+b1LR!(oER7edC89@n{qN(g>oz*uQ)6`WACFNU$r*9k$-$9NdZVy5PSM1~K}w z`Y+kcs7TDGV)ZI;e^IJ?)f(YFA8(nEf>$(My&@o(<4ZZZPtIf8@-Aj_Qr_TvFr%+@ zwjC)n8ZMJ&EFUg|h6CjI-qlw3gHI(><7cZ(9r4A(veWFhL=sV5O3T}&kJ2SJ(6~h| zN|s9~vYPOkEH3^*_vRP>!Bm4FRd&3uUv*o$H&dsuMRphXlu&^9>?#!kUe2wVvP=Vy z(LuG1Xd?_=Ps5H4>Hl&m_Ce5G*p<>AlbxlnxCf)|$SFjpU#%k9Y|AVA}|)#I6GL1`~^G4x%-!AW`3zLB_M zb0+=sy`Lmf<=h*A!{7_az*erQvMyi7=1!$vc&Y9J zos(*$FJ)C8BC{;gOr~Js5N-g0h3wBW(#!1y!gdQUoH~;kefUc=!xb+* zj-T;hRa+l}W5IVxu2vA2DF@VmYlBV}d8AhdTtgzpO;?t5XU~;ltv&F^@^5^z8ZoVh zS3S429y77SF+=Y>iV@Bd>s5^$%+}|llRyw{?)H01I%C_**&~@;$tl* z6x`wi8bSh{Ef=pGbS;dyUF@RJG_Km4rAI5oObk}bY~Ig*()7spe_+|_`0Y(pQRTz| z5)e@6*@f)Y+AfH2-|n<{q)MbGOK%-{+HnL;Dx&Twoy@|g?Z3@&6T!0QCJ8S%k;@Ax z?<@9Z=1!j<+AiB{18&p%lQoEk;(a9qViQ9|+twX{^T@Gsp%(iHZc5+>Vzm;)d&}hZ zkv+FhFC3{7LEH6G4ybu&*HUM3ayG7=8z&!hT!BJC`1~V}o)Jzu$mIpbx|eU|3HGn! ze;opv(2Qd-2&3}pn$g=k#n8)X0%o!wE1>xNJXSuXbw9CF(L4K{Z=@J-baz5W(h^E= zR_lc>`43vSWOcR)7%xPJf__!=4HRb{g9zrxTwb8cVYnz2BWO*F zjHqcX5Vl`PobCW20ILjZZJvc0jl)^I4XtT{#qtmmOAJ>m=K{O0t7`50r1oT)zDp{k zEUzEhA)PuKh1JNN?!WVd1l#GxrGHO4x%nT2(p@(XK_DD zPNFL8dwpp1YqGfs{;Y8roCRLG!IG(i@|_o;jkdK56w<5kro8agrz!Nnz}xTf13Tp1 z!lHdjusADWD~*J*6$uD9=~T*0afuERU4W>HV5+{_oHEbar<81S#LZg}AbT76*Zv9~ z@j0^3>G~NF(gPzU<`FPpFJ|-_7AlzFeeR!>;>7Ytf33LO?_Hm(Csp^q&b706q}N2>N5$1sTkR zG4f^eh&f(hu6v?>1?IWeoP+~^*_%Hdjco8HD%A&d%J|P z_SItmZL_JE#^|8U6o_Q$;}Q1x^ZpwC5=L8ws=&biKl=k_003NT@Z0+bV2GW6{SQA+ zzY^l6SHYHJO8IY%|BA11+UDL;5Qhrg^D(`j&0=g3%Fh%;O-yom&<{f+ZM9DssuS*l{g^h0 zFosJQxF;uB)P}S|xBf4>XByrw5~$w>=Wt08v+c=@K8=~-tN#eH-J0J`;M}*j!Mi~AfS2##$hGc;$sT2Vt&%E4~7004@ciKH3d)7Tj!lVa4_!eUdjDU z*dQ@TD3&iE#ONb|>(sI=ar@?0t=*3X6Jojkl8VBgLYeOUy!aV^Fg3$<`?8)!8kp0F z=snpjp625Ibqkvl*XG0VGdRFy$Hg>a?=>ivNdVs^9&8uVs~Cn*Mk|=}3G@>tx9bH)Snhs>Wt3?10EEyl@ni&Qs6cAy+baIX7)47_m50bD zyDiR%LPi2Gw$)?OTOB@tSoUbwCuY(3jbs?e&^enTGYp?NyfLw+N;N%v=X)ADA(m5r zuN4p!6fzZ~ao(`-(%@@MoBN^<2q}r^3@JQ0HC1igk@&AM>^a*6quJqUo!7u4$&Wa3 z^|9}RAwlv}Rts3)Ce0=g!j@o_M?0fVOw~l;7#oQ?M_{^ZG07yboL~UPJ z+(8=+{zgm#)tlz6PBd@L@;KA>6^aPj1PiV#{!#Q;3$)#8jZbYAoLz@DLi|bRJAbJ9 zh=l^v*6#FHc&&xlQGDBk@)htvwx*mMm37FqtgMolpOhy+IRGm83d-MFwoU&^BFJu1yLcJ!y0>SxOFCBA{oi{A{LR7=Rk6-b3@$TC8Z;%kC&taE4+K;9E0? zm|WPMp+|cq&U4LW3-T_RaeP-ad*MZJ8i>q%BrcAc4>6JlKK;~7lo-AV1=yE%huNtn z*C@DCe=rYR_vaIk4U}+u92^0k1;le0F(*sc zPo4LFs|R!u30Yr$l#JhaV~T!8aL@qrKe)eG6}(*Z5r6vf@smbXm9R8TuYgB$Qaj?% zUCIW)-MKZ>2){kGuOkMQ41@%U=!PVONR_hda^vO~2Zyi0obnxJr<#7q@r@Ll6a>b; zUOVymz`ms0r7p8RnGp62q~?Sb%%`O#-D}3XWd*0odVr@7z$uRrqxq$3^1Rp0bUhl+ zIef@eDC($TVfyHA)XMUa=&j2tUaI+@XsBCRFnpd5cx=Hk!d*jB4yfg}B{P5;-@@bnWDe>9t z5VW$KunJb=>J06lSwrfuyeeU*_j1+dn=FG z`@5ER4R3MkOkQ(*-baG|+*)XMvXYPAzqN3M^2TaPeDW^mQki{a@r5A#RO`)xYB<%J zx6EG`FN_xq_@vC+?c}igbv3)9Wq0dE)QYmMM&_@g6}R=Sxa;;sM)4Y#uzWS4l?tBm z3>UN=(Xd!(w}L-QuxRx0;-J=;!-K!(bFY=bQr2%;P5ZzsTb#e>vt%nV$@R=&w-=bG zlZoA1i@y9S3d*W^=yT*46mFi!{GpvXfdDV3tEjJbuPf}7{Kz793yDshV2R8n#an6L zKAYm3qmQH9u4{6ZtXsV#eSKcPswrmNg4OE1Pfc-*7~(iZ_O$k{y#Ai7dRDW+YK90F zc!0T_RTlVNK(sS)$?p7PT!+@Anuwk;Sjs!&dmM+n^OMx@NbyD)j3)J~RxdZGDI930 zC#1Bjhn7vwFaS$x`ZHs4iK<|@&%L3^p{iI-#dfr$iy}g|OL%WzHaVl*TGQ08ghU

vhmQLxJ>}n`KiF9&9eAF$^oFqBFYgKJANj zfNgI3ht=D2Nzn3|>ols+qdZ?W8OwtUqooNb=PN~U>5CC-1XKQFx60-Mf`Z5awMJ4y zYQFkt+4=J@wi{?Hy|~Xt@xpwP*f7sr0+`eG_!e7r!w0WK?UijzI4k zF7B*EVXx9^anEJkIl(7&C4^XjwVGd!YWxGPmvtT6btcs)&vTPQ870_KJc{q^7Fp-# zvRtZ1D^y?wOT5Uw8);p^M|r*+&1&k(O-^EzV97SRx{>#W+tR(oWX;F^gSo8ZO7whg zTgr`f0sX2sdPA|%LG*>^w(FUonJIlDy`vRpY1p>M^N!ZD;N*Kw5IjP9ter#J4C;6D zl$RBO$FkJ9Ybl%ArC-kn!xiZDaBP)<82u6-DIqd>-V6AU zChkYW4GIb(TC^rr>HS)DP5nxUi`bURLL)Qukg)6*)(5CC2+$kna13EnjXHi{v2L>c z+xU8+Nw5|$EpdxTj>{f3PkeC0Ysk#X#B4~~e#9CktDT!w3-_GdQ%3qq5Vudie zg*XdVtX|Ol);3pX-7OTXuL)Ss0oj~9XL$AAh?S=6$CKA2mZ8gWXBz*avLEi*!OHb; zO=EE?Pj+R|2xXh23aUPjkk?$`2qCP%ML>Fw!Bc8OVE1;g(6R7)v4XtqGSTv?p35;} zYf;}Iy_IiRN%@Lx$t2)fnIl-@Xs(=DDddegxY#Kh3b`UnSa}hl|7pOdqieb=$s1Dm z(ZR05iGrrP{G@}huS;E{$$LUDsOB6tmp9;iSFUZh zj-YEM>pY=*5Ef=nuf_0$N6cYWC*QD$Yo>5?iM5MnUw~j2b_-Y<5l)?c@Fh@cC}DY} z<^-~u&p%^Zml}Fs<2sbOuZjP)!8Y+S&k1iM5A%g$5aqdmD9^5J(aUT`%*f1y{U7oN zjkBKYU+cxJn;kb6oDK0`#QHX|pju@^=RniW_15N^+uxh_&fK6r8iJzkSP~a~N$G%w zT{XeVPty=-w(i4&yTo&M8CRzj3l_RU@Av0G-f*;fwN%eNFz&T=o+={S$i5;vdUJVw z|>WoeYGEX#Wp1|G$GRV-N)Po1Q-FF#EMT?wJ^G@eNow zp)2?o(*8@8gwDjfrb4q?i4V(CGgsIgDBhL*nQkY>s|FVxuko+YwMhXVW(>D9xo+}p z@>p)XB-s_~jP{L`0NU=%I~lPZbZI)Wuk32IzypL5 z0;QJVD}k}UQ~9{y#MUHEaoqm{7wth9N_%>Lk(-z9mc}h3iCiO_28&_l5;=@eoy1K9 z7+hYHSkXI#pd=rJOhvO!3*G8z&~D;xteZsteDjpWy`+eraU4E*SM!;&d{u(K=~>XU z?RvKrjei=fmK)O0%Zgp`R7qU{&Lgpv07gp43ts$KMO` zgl2|$9vnD+LZ+-5_CTA}IZWHE*Df$dw?aijmO=mz6QGURlw#SAvrmgn?po?{)JF1_6ESLE{5iiTME_v1OW$ASX$sE|d%j2)goL2LxN5o`m(*86YUpLwA#>GAF6HJw zD8XMT%}fVVl%k>clcb1~V09VfGmSbcVsiDPA2VCEk(0hY?D&hWd(26x;7kQVbz_wp zVO+J*Z_Hu7h&tPC_yqo^akAYXPJF)(|3x{ld@Ij-LaxPIvCQX;7deU6Q(P-oGS{s4 zskB#NfpZeE`%9b%FnC(a)Zr%8M40MQYDzd-Pw_-ZU*dMxFVD0eOCMwGv)v31+H)m)QOuF`y5PHDnGO(`pg zTqHWYkRWtomXn$n;#a{{VA*+o+KBD_#4V<5NB4OL|FSt(>RdyY`wPSqoW(-L^%;*z zCLDCfk8mr|u($vE*s@hVC`be?>#o&W)6`&Bwdm|CL6ya~L>cYMjJFwDpnrj!;k(gl zHT>Wczv|tB&@=BCSIc4O8PjNW)%^}sbl-ahe@NU?z}jUFo!Vb?h5KdeCxh-?9ZV05 z6pLoxto}UdN@Ty>?%LBfXUcjl-D3v@!14dBX7qzQ^lMtkHM#7fz(KY7A`vUE;AC-c zy1?#=Yj=?uHcna@u4}+?7ruY_1Zm*DjHa+4=KV~YPF+)pb5*oh`(ZYE24C;+hBcNp zus7-xoTq)itac`KJiRk%X*%fh1(4T7pZ?$@YBNYQ&GUg9?V0%ibKk^A7-D@_|BF}R ze(^z9Ctb%j@5R#Jl%6zC*NTR_w)qcx;7omcMU6WCfOdjP7GhCX$ThAkl_Fy0)fR!v z_UkM48mulPWIww{d|hD7ev#4x$I#o+90S-cV`Th~8E|dTk+ystzvFzFqwTmA`v5GT zf$Ft1x}jl*Th{B2qvm!>-Au1mrSUO`E9=u@ zj50MKz!WeB!PW=L2jP4az$~zzeu8@%#7+i_Oid+rWzjfl&R3FQ;oPr_Zx9DcKf%%P zb4014!B+QpyAitqB}77JDfY50_0ThO zzsZ~FpJ1DQ{uhXd#oW3v)E5-n440;S2!2jBRLzcfYx6qgi)mSO!HF^0sP$Lj#{y#D zm8UvD0J>nJBNZ`GbR~^Qno^h2nopwjl#tOGs>LmpM#bcpc``5H-UrDef9=vTLc!;{ zuKFt?srNTsLzuO9$LoTA%5ZoSoT;COuLeEBrEs;w?-HRK1j%C>^Z7pg^wzcK*}2s#W6eC2RBO zIZkdV0X~}vKp7SA*ZHYdd!N*7tlt}=7Slawaph%a~_clJFV}w^{O!58rHxL zaZY2kOwZwr`TXa{w$ENh8yWpU`ijJ#6c=0iukr{CwBE+Amg(CzsI%irri=Zpq%f`x ze2TW77{Zw*o@AO{IxPo#(w!Cf1B<7~$-gp&92_J+X_fnjt(xUc6@A_d{=Jy2fsOo} z%xYGjmru5TlY2blzAcU@f==U@ok~)_si~9Nko7;(0{F5@+H!S}i_WwD$*=UN zf3C~1O1Jx&&}3eFVx9Kgqwec&6io3t2}$SyqA(lVt5_Ij@E?BoK*l#?+rPk=XSSbv zD)0WjvG@(2Y{};7E2qgoYP73}7zB;0G5pNg`?ux)Ro9wZo+&fazs!LqwHv$Nc_4`$*cV4#r(aWJ*I}}gTwQ{4ftT?hb!Q*a9Qx!#^NLS)}6PWA>4ZE{qOo~ zg2uv=--r8tg%0w!qE_4){*_q=*_9qy`z@MQ>2|*J=dC^KbIz^((QcaGe}AG>GsNl25i?|OI%AsCHlbg^KK_mE43}T$G6?o zR!&+yS>n0P;^!ux!6l>n&$n)!*Y%?8_6D_Hg=7o^Bh-p}K`sB<_-_$Y-W91Eu0yu7 zx^C$dZ9e)daeW=IJ3KdX^{I(@+&xiU5egQ)0vGj={+(X4)7TJX44@6UPZU*@FQecoERcjxzy z7e9UZ&hlyYdt?2=K$kyllUFzwf(MBi7#OZRQhh(eF3H`zaK_{nhjV=FDnCpX_P6Mq zWi#uae#OB)*4yu5_vh@^fh+9nO2EgL!WUr$OZ;aS3j3^ HP6

+

+

caret & bigstatsR Workshop

+
+
+

Required Libraries

+
# "bigstatsR" and related packages.
+install.packages("bigstatsr")
+install.packages("bigreadr")
+install.packages("data.table")
+
+# "impute" library.
+install.packages("BiocManager")
+BiocManager::install("impute")
+
+# "caret" library and sample models.
+install.packages("caret")
+install.packages("glmnet")
+
+
+
+

Getting Started

+
    +
  • +

    All files used in the workshop can be downloaded here:

    + +
  • +
  • +

    Throughout the workshop, you will need to fill out the missing code in the scripts, marked as (...).

    +
  • +
+
+
+

+

bigstatsR Package

+
+

Provides functions for fast statistical analysis of large-scale data encoded as matrices. The package can handle matrices that are too large to fit in memory thanks to memory-mapping to binary files on disk.

+
+
+
+

Reading Files with bigstatsR [1]

+
# Read only the first row of the file.
+# This allows us to obtain the number of columns.
+first_row <- fread2("Test_Genotype_Data.csv",
+                    nrows = 1)
+col_num <- ncol(first_row)
+
+# Read the entire file using big_read.
+gen_data <- big_read("Test_Genotype_Data.csv", # Our large data file.
+                     select = 1:col_num,       # The number of columns we want to read.
+                     backingfile = "Data",     # Path to the backing file.
+                     progress = TRUE,          # Show progress.
+                     type = "double")          # Data type of the contents.
+
+
+
+

Reading Files with bigstatsR [2]

+
    +
  • Our file will be read as a Filebacked Big Matrix (FBM).
  • +
  • After executing the code, we should see the following:
  • +
+
> gen_data
+
+A Filebacked Big Matrix of type 'double' with 1000 rows and 1000 columns.
+
+
    +
  • Be careful to remove the backing files before trying to re-read the same file.
  • +
+
+
+

Working with FBMs [1]

+
    +
  • We can interact with FBMs in a similar manner as we do with normal dataframes.
  • +
+
# Examine the data.
+gen_data
+gen_data[1:10, 1:10]
+str(gen_data)
+
+
+
+

Working with FBMs [2]

+
    +
  • Functions need to be applied differently.
  • +
  • Say we wanted to find out the number of missing values in our data.
  • +
  • The following approach does not work anymore:
  • +
+
# Will not work!
+sum(is.na(gen_data))
+
+
+
+

Applying Functions [1]

+
    +
  • In order for the function to be applied, we need to define it separately and use big_apply.
  • +
  • Our function must take the following as arguments: +
      +
    • An FBM object: X
    • +
    • A vector of indices: ind
    • +
    +
  • +
+
# Function for checking the number of missing values in the dataframe.
+check_na <- function(X, ind) {
+  sum(is.na(X[, ind]))
+}
+
+
    +
  • big_apply will take care of splitting our data into subsets, applying our function to each subset, and combining the results.
  • +
+
+
+

Applying Functions [2]

+
    +
  • Now, we can find the number of missing values in our dataset.
  • +
+
# Check how many missing values we have.
+big_apply(gen_data,         # FBM to which we want to apply the function.
+          a.FUN = check_na, # The function that we want to apply.
+          a.combine = "+",  # How the results of each subset should be combined.
+          ncores = 2)       # Number of CPU cores to use.
+
+
+
+

Applying Functions [3]

+
    +
  • If we really want to, we can manually create subsets and apply functions using a for loop.
  • +
  • First, we must get the indices for each subset:
  • +
+
# Subset the dataframe into sets of 100 columns.
+sub_idx <- split(1:col_num, ceiling(seq_along(1:col_num) / 100))
+
+
+
+

Applying Functions [4]

+
    +
  • Now, we can extract our subsets and apply our function:
  • +
+
for (i in 1:length(sub_idx)) {
+
+  # Display current subset being evaluated.
+  print(i)
+
+  # Get the Genotype Data for the current subset.
+  gen_subset <- gen_data[, sub_idx[[i]]]
+
+  # Impute missing data using KNN clustering.
+  gen_imputed <- round(
+    t(impute::impute.knn(t(gen_subset), k = 50, rowmax = 1, colmax = 1)$data), 0)
+
+  # "Write back" imputed data to the FBM.
+  gen_data[, sub_idx[[i]]] <- gen_imputed
+}
+
+
+
+

Applying Functions [5]

+
    +
  • Check that the impute function worked:
  • +
+
# Now, verify there are no missing values anymore.
+big_apply(gen_data,
+          a.FUN = check_na,
+          a.combine = "+",
+          ncores = 2)
+
+
+
+

Saving FBMs

+
    +
  • How do we save our modified data back to a .csv file? Easy, use big_write:
  • +
+
# Write the newly-imputed data to a new file.
+big_write(gen_data,                         # Our FBM object.
+          "Test_Genotype_Data_Imputed.csv", # Name of the file.
+          every_nrow = 100,                 # How many rows do we want to save at once.
+          progress = interactive())         # Show a fancy progress bar.
+
+
+
+

Removing Backing Files

+
    +
  • big_read will create backing files that are of no use after we saved our file.
  • +
  • They can be safely removed:
  • +
+
# Remove backing files.
+system("rm *.bk")
+system("rm *.rds")
+
+
+
+

+

caret Package

+
+

Short for Classification And REgression Training. It is a set of functions that attempt to streamline the process for creating predictive models. The package started off as a way to provide a uniform interface for modeling functions, as well as a way to standardize common tasks (such parameter tuning and variable importance).

+
+
+
+

Loading Data

+
    +
  • First, let's load our newly-imputed Genotype Data:
  • +
+
## Data Loading [Predictors]
+
+# Genotype Data
+gen_path <- "Test_Genotype_Data_Imputed.csv"
+gen_data <- fread(gen_path, sep = ",", header = FALSE)
+
+
    +
  • Let's load our Phenotype Data as well:
  • +
+
## Data Loading [Traits]
+
+# Phenotype Data
+phn_path <- "Test_Phenotype_Data.csv"
+phn_data <- fread(phn_path, sep = ",", header = FALSE)
+
+
+
+

Data Overview

+
    +
  • Our Genotype Data is a large matrix of 00s and 11s:
  • +
+
# Preview of Genotype Data.
+str(gen_data)
+gen_data[1:10, 1:10]
+
+
    +
  • Our Phenotype Data, which we want to predict, is a single column of Plant Height (cm) measurements:
  • +
+
# Preview of Phenotype Data.
+str(phn_data)
+phn_data[1:10, 1]
+
+
+
+

The createDataPartition Function [1]

+
    +
  • We can easily split our data into training and testing sets as follows:
  • +
+
# We want 80% of our data for training and 20% for testing.
+
+# Get the indices for the rows to be used in the training data.
+train_index <- createDataPartition(
+  phn_data$V1,  # Our Phenotype Data.
+  p = 0.8,      # Percentage of data to be used for training.
+  list = FALSE) # To return a matrix instead of a list.
+
+# Check out which rows will be used for training.
+train_index
+
+
+
+

The createDataPartition Function [2]

+
    +
  • Now that we know which indices will be used for training, we can extract the corresponding data:
  • +
+
# The values used as predictors [x].
+x_train <- gen_data[train_index,]
+x_test <- gen_data[-train_index,]
+
+# The values to be predicted [y].
+y_train <- phn_data[train_index,]
+y_test <- phn_data[-train_index,]
+
+
+
+

Model Training and Tuning [1]

+
+

glmnet

+
+

Fits generalized linear and similar models via penalized maximum likelihood. The regularization path is computed for the lasso or elastic net penalty at a grid of values (on the log scale) for the regularization parameter lambda.

+
+
+
    +
  • We can perform this tuning automatically with caret. Let's first create a custom parameter grid:
  • +
+
# Define a custom tuning grid.
+tune_grid <- expand.grid(alpha = seq(0.0001, 1, length = 5), # Values to try for "alpha".
+                         lambda = 5)                       # Values to try for "lambda".
+
+
+
+

Model Training and Tuning [2]

+
    +
  • The trainControl function allows us to further customize how our model is made:
  • +
+
# Parameter tuning.
+param_tune <- trainControl(method = "repeatedcv", # Method to be used for resampling.
+                           number = 2,            # Numebr of folds (subsets) for cross-validation.
+                           repeats = 5,           # Number of iterations for cross-validation.
+                           trim = TRUE,           # Reduces memory consumption.
+                           search = "grid",       # How the tuning grid should be made.
+                           verboseIter = TRUE)    # To display additional information.
+
+
    +
  • Other methods are available, such as a single cross-validation (cv), a leave-one-out cross-validation (LOOCV), or none, which will only train a single model.
  • +
  • It is also possible to specify a random tuning grid.
  • +
+
+
+

Model Training and Tuning [3]

+
    +
  • Now, we can finally train our model:
  • +
+
# Train a model.
+glmnet_model <- train(x_train,                # Our predictors.
+                      y_train$V1,             # What we want to predict.
+                      method = "glmnet",      # The model we want to use.
+                      metric = "MAE",         # What metric should we use to pick the best model.
+                      tuneGrid = tune_grid,   # Our custom tuning grid.
+                      trControl = param_tune) # Our custom tuning method.
+
+
+
+

Model Evaluation [1]

+
> glmnet
+
+ 800 samples
+1000 predictors
+
+No pre-processing
+Resampling: Cross-Validated (2 fold, repeated 5 times)
+Summary of sample sizes: 400, 400, 400, 400, 400, 400, ...
+Resampling results across tuning parameters:
+
+  alpha     RMSE      Rsquared     MAE
+  0.000100  61.23760  0.002033470  52.85568
+  0.250075  61.83544  0.002543141  52.85747
+  0.500050  60.02843  0.002118089  52.03982
+  0.750025  59.16487  0.001651774  51.61048
+  1.000000  58.81907  0.002781994  51.40225
+
+Tuning parameter 'lambda' was held constant at a value of 5
+MAE was used to select the optimal model using the smallest value.
+The final values used for the model were alpha = 1 and lambda = 5.
+
+
+
+

Model Evaluation [2]

+
    +
  • Now, let's predict on our testing data:
  • +
+
# Predict on testing data.
+glmnet_prediction <- predict(glmnet_model, x_test)
+
+# Check prediction accuracy.
+postResample(pred = glmnet_prediction, # Our predicted values.
+             obs = y_test$V1)          # Our expected vaues.
+
+
    +
  • This gives us a nice summary of the prediction:
  • +
+
        RMSE     Rsquared          MAE
+5.649786e+01 6.306793e-06 4.883650e+01
+
+
+
+

More Models

+
    +
  • caret supports a lot of models (last time I checked, 238238).
  • +
  • More examples are given in the file for you to try: +
      +
    • earth
    • +
    • keras
    • +
    • xgboost
    • +
    +
  • +
  • You can also define your own models as well.
  • +
+
+
+

+
+
+

References

+ +
+
+

Thank You!

+
+
\ No newline at end of file diff --git a/slides.md b/slides.md new file mode 100755 index 0000000..f894056 --- /dev/null +++ b/slides.md @@ -0,0 +1,434 @@ +--- +marp: true +--- + + + +![width:150px](R_Logo.png) + +# `caret` & `bigstatsR` Workshop + +--- + +# Required Libraries + +```r +# "bigstatsR" and related packages. +install.packages("bigstatsr") +install.packages("bigreadr") +install.packages("data.table") + +# "impute" library. +install.packages("BiocManager") +BiocManager::install("impute") + +# "caret" library and sample models. +install.packages("caret") +install.packages("glmnet") +``` + +--- + +# Getting Started + +- All files used in the workshop can be downloaded here: + + - https://cloud.ami.sc/s/gABPQGrrLa6cCiy + +- Throughout the workshop, you will need to fill out the missing code in the scripts, marked as `(...)`. + +--- + +![width:150px](R_Logo.png) + +# `bigstatsR` Package + +> Provides functions for fast statistical analysis of large-scale data encoded as matrices. The package can handle matrices that are too large to fit in memory thanks to memory-mapping to binary files on disk. + +--- + +# Reading Files with `bigstatsR` [1] + +```r +# Read only the first row of the file. +# This allows us to obtain the number of columns. +first_row <- fread2("Test_Genotype_Data.csv", + nrows = 1) +col_num <- ncol(first_row) + +# Read the entire file using big_read. +gen_data <- big_read("Test_Genotype_Data.csv", # Our large data file. + select = 1:col_num, # The number of columns we want to read. + backingfile = "Data", # Path to the backing file. + progress = TRUE, # Show progress. + type = "double") # Data type of the contents. +``` + +--- + +# Reading Files with `bigstatsR` [2] + +- Our file will be read as a Filebacked Big Matrix (FBM). +- After executing the code, we should see the following: + +```r +> gen_data + +A Filebacked Big Matrix of type 'double' with 1000 rows and 1000 columns. +``` + +- Be careful to remove the backing files before trying to re-read the same file. +--- + +# Working with FBMs [1] + +- We can interact with FBMs *in a similar manner* as we do with normal dataframes. + +```r +# Examine the data. +gen_data +gen_data[1:10, 1:10] +str(gen_data) +``` + +--- + +# Working with FBMs [2] + +- Functions need to be applied differently. +- Say we wanted to find out the number of missing values in our data. +- The following approach does not work anymore: + +```r +# Will not work! +sum(is.na(gen_data)) +``` + +--- + +# Applying Functions [1] + +- In order for the function to be applied, we need to define it separately and use `big_apply`. +- Our function **must** take the following as arguments: + - An FBM object: `X` + - A vector of indices: `ind` + +```r +# Function for checking the number of missing values in the dataframe. +check_na <- function(X, ind) { + sum(is.na(X[, ind])) +} +``` + +- `big_apply` will take care of splitting our data into subsets, applying our function to each subset, and combining the results. + +--- + +# Applying Functions [2] + +- Now, we can find the number of missing values in our dataset. + +```r +# Check how many missing values we have. +big_apply(gen_data, # FBM to which we want to apply the function. + a.FUN = check_na, # The function that we want to apply. + a.combine = "+", # How the results of each subset should be combined. + ncores = 2) # Number of CPU cores to use. +``` +--- + +# Applying Functions [3] + +- If we *really* want to, we can manually create subsets and apply functions using a `for` loop. +- First, we must get the indices for each subset: + +```r +# Subset the dataframe into sets of 100 columns. +sub_idx <- split(1:col_num, ceiling(seq_along(1:col_num) / 100)) +``` + +--- + +# Applying Functions [4] + +- Now, we can extract our subsets and apply our function: + +```r +for (i in 1:length(sub_idx)) { + + # Display current subset being evaluated. + print(i) + + # Get the Genotype Data for the current subset. + gen_subset <- gen_data[, sub_idx[[i]]] + + # Impute missing data using KNN clustering. + gen_imputed <- round( + t(impute::impute.knn(t(gen_subset), k = 50, rowmax = 1, colmax = 1)$data), 0) + + # "Write back" imputed data to the FBM. + gen_data[, sub_idx[[i]]] <- gen_imputed +} +``` + +--- + +# Applying Functions [5] + +- Check that the `impute` function worked: + +```r +# Now, verify there are no missing values anymore. +big_apply(gen_data, + a.FUN = check_na, + a.combine = "+", + ncores = 2) +``` + +--- + +# Saving FBMs + +- How do we save our modified data back to a `.csv` file? Easy, use `big_write`: + +```r +# Write the newly-imputed data to a new file. +big_write(gen_data, # Our FBM object. + "Test_Genotype_Data_Imputed.csv", # Name of the file. + every_nrow = 100, # How many rows do we want to save at once. + progress = interactive()) # Show a fancy progress bar. +``` + +--- + +# Removing Backing Files + +- `big_read` will create backing files that are of no use after we saved our file. +- They can be safely removed: + +```r +# Remove backing files. +system("rm *.bk") +system("rm *.rds") +``` + +--- + +![width:150px](R_Logo.png) + +# `caret` Package + +> Short for Classification And REgression Training. It is a set of functions that attempt to streamline the process for creating predictive models. The package started off as a way to provide a uniform interface for modeling functions, as well as a way to standardize common tasks (such parameter tuning and variable importance). + +--- + +# Loading Data + +- First, let's load our newly-imputed Genotype Data: + +```r +## Data Loading [Predictors] + +# Genotype Data +gen_path <- "Test_Genotype_Data_Imputed.csv" +gen_data <- fread(gen_path, sep = ",", header = FALSE) +``` + +- Let's load our Phenotype Data as well: + +```r +## Data Loading [Traits] + +# Phenotype Data +phn_path <- "Test_Phenotype_Data.csv" +phn_data <- fread(phn_path, sep = ",", header = FALSE) +``` + +--- + +# Data Overview + +- Our Genotype Data is a large matrix of $0$s and $1$s: + +```r +# Preview of Genotype Data. +str(gen_data) +gen_data[1:10, 1:10] +``` + +- Our Phenotype Data, which we want to predict, is a single column of `Plant Height (cm)` measurements: + +```r +# Preview of Phenotype Data. +str(phn_data) +phn_data[1:10, 1] +``` +--- + +# The `createDataPartition` Function [1] + +- We can easily split our data into training and testing sets as follows: + +```r +# We want 80% of our data for training and 20% for testing. + +# Get the indices for the rows to be used in the training data. +train_index <- createDataPartition( + phn_data$V1, # Our Phenotype Data. + p = 0.8, # Percentage of data to be used for training. + list = FALSE) # To return a matrix instead of a list. + +# Check out which rows will be used for training. +train_index +``` + +--- + +# The `createDataPartition` Function [2] + +- Now that we know which indices will be used for training, we can extract the corresponding data: + +```r +# The values used as predictors [x]. +x_train <- gen_data[train_index,] +x_test <- gen_data[-train_index,] + +# The values to be predicted [y]. +y_train <- phn_data[train_index,] +y_test <- phn_data[-train_index,] +``` + +--- + +# Model Training and Tuning [1] + +> ![width:50px](R_Logo.png) `glmnet` +> *** +> Fits generalized linear and similar models via penalized maximum likelihood. The regularization path is computed for the lasso or elastic net penalty at a grid of values (on the log scale) for the regularization parameter `lambda`. + +
+ +- We can perform this tuning automatically with `caret`. Let's first create a custom parameter grid: + +```r +# Define a custom tuning grid. +tune_grid <- expand.grid(alpha = seq(0.0001, 1, length = 5), # Values to try for "alpha". + lambda = 5) # Values to try for "lambda". +``` + +--- + +# Model Training and Tuning [2] + +- The `trainControl` function allows us to further customize how our model is made: + +```r +# Parameter tuning. +param_tune <- trainControl(method = "repeatedcv", # Method to be used for resampling. + number = 2, # Numebr of folds (subsets) for cross-validation. + repeats = 5, # Number of iterations for cross-validation. + trim = TRUE, # Reduces memory consumption. + search = "grid", # How the tuning grid should be made. + verboseIter = TRUE) # To display additional information. +``` + +- Other methods are available, such as a single cross-validation (`cv`), a leave-one-out cross-validation (`LOOCV`), or `none`, which will only train a single model. +- It is also possible to specify a `random` tuning grid. + +--- + +# Model Training and Tuning [3] + +- Now, we can finally train our model: + +```r +# Train a model. +glmnet_model <- train(x_train, # Our predictors. + y_train$V1, # What we want to predict. + method = "glmnet", # The model we want to use. + metric = "MAE", # What metric should we use to pick the best model. + tuneGrid = tune_grid, # Our custom tuning grid. + trControl = param_tune) # Our custom tuning method. +``` + +--- + +# Model Evaluation [1] + +```r +> glmnet + + 800 samples +1000 predictors + +No pre-processing +Resampling: Cross-Validated (2 fold, repeated 5 times) +Summary of sample sizes: 400, 400, 400, 400, 400, 400, ... +Resampling results across tuning parameters: + + alpha RMSE Rsquared MAE + 0.000100 61.23760 0.002033470 52.85568 + 0.250075 61.83544 0.002543141 52.85747 + 0.500050 60.02843 0.002118089 52.03982 + 0.750025 59.16487 0.001651774 51.61048 + 1.000000 58.81907 0.002781994 51.40225 + +Tuning parameter 'lambda' was held constant at a value of 5 +MAE was used to select the optimal model using the smallest value. +The final values used for the model were alpha = 1 and lambda = 5. +``` + +--- + +# Model Evaluation [2] + +- Now, let's predict on our testing data: + +```r +# Predict on testing data. +glmnet_prediction <- predict(glmnet_model, x_test) + +# Check prediction accuracy. +postResample(pred = glmnet_prediction, # Our predicted values. + obs = y_test$V1) # Our expected vaues. +``` + +- This gives us a nice summary of the prediction: + +```text + RMSE Rsquared MAE +5.649786e+01 6.306793e-06 4.883650e+01 +``` + +--- + +# More Models + +- `caret` supports *a lot* of models (last time I checked, $238$). +- More examples are given in the file for you to try: + - `earth` + - `keras` + - `xgboost` +- You can also define your own models as well. + +--- + +![width:650px](Models.png) + +--- + +# References + +- `bigstatsR` Package: + + [1] https://github.com/privefl/bigstatsr + [2] https://privefl.github.io/bigstatsr/articles/read-FBM-from-file.html + +- `caret` Package: + + [1] https://topepo.github.io/caret/ + [2] https://topepo.github.io/caret/available-models.html + +--- + +# Thank You!