From 2025709b5627c95deec442bd20a3ec00c563357b Mon Sep 17 00:00:00 2001 From: The Open Journals editorial robot <89919391+editorialbot@users.noreply.github.com> Date: Wed, 18 Sep 2024 13:55:55 +0100 Subject: [PATCH 1/3] Creating 10.21105.joss.06739.pdf --- joss.06739/10.21105.joss.06739.pdf | Bin 0 -> 230528 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 joss.06739/10.21105.joss.06739.pdf diff --git a/joss.06739/10.21105.joss.06739.pdf b/joss.06739/10.21105.joss.06739.pdf new file mode 100644 index 0000000000000000000000000000000000000000..5abb3a9758057611fae82fcbd2274911e7a8d6ec GIT binary patch literal 230528 zcmaI7b9AI%6fGFrcG9tJ+g8W6ZQHh;j+2gU+v?c1HT8S%t(mvh%)I)izE!nu)%|Xr zea_zdoFY>c6{lmOXM-V|TJB#OUYi>lfngv~e+Y0zBIo zx|oWZ8rz$g5;4e{+L^mp5HWKwG7|Cg6aCKzjI)cAsi7^5$3{&Wq$=t2N%9;D zac&_8v>Z`@q&p-C7(C){8N|xtN6rB*rjhlq@l_^7CgWQcFtf z+cb%nwwF_5A;b#Sld4q%6YRNaw13K_mHh%$nck&e@u>2{%g~AfQ4sWpBn~tz3Ir)l z3YC0*t#Don1Y%WD%bgUj|3xbdh`#?TiWis>Ix{JJz=;AaK}(ktIdXWf6o*DPl_WJ+ z?ZZTkd}#I;C}Rb*%;>5_rgYt|r6r0B=2a(cU+lZ|2kVuA^~#S{ti4Y6{-E5+M3}15 zf{;VzPlmZ2d-$Y;?YF1U&n%|AN-Yt5?zz1xE4QtD(;0)E*5}Tfzl{Eh0J+xzb)SX} zr0NGH(AyPM-+Tj;)V!2rLu)y6AsR!0#+Bpym;Uo;N`Ze3OgfFuN0x@qPorO3fAfOG9cY|DrKu{78(*lq$G6dZGL19QBNBs~R363_VWF_J^*D4gM(eWA!Q6Ge5EN-DY(=M?Xh-_p|3;?lL! ziP9jYYSPQn;VJZ#@KoL9l`1uVdX`8lV>%K$;=QuGvfrb`i!kFX58Xf=~(KRewPs$ zD3vkJoNSiNQ)Z&lV%c%VzDTgxYIbbqXm&BRF`buToducAz+}(fYcAAy+cef-QQu}K zRd1qgrgdF^*&0-nQ@v1QRa2`mxH7W>a)G}B%5uk|YaV6JKGkI@(tOu4-e}o^ZN#Km zSj|@LwgRh-x+%Ij-NM(Bf0c6?;uh=XezkmcvQgJ?)ATdgKM{DLc;T>>c#O5%w$Lzm zcSL)k`KifczU5TJ6UtTNeD3sqc)3sOXy-`a%H$~JR^i+}ZdOmSW_k%*>+zd#HMMqB zcc+u9Q)&yL^XuB~An(kt?`z!VVf}MGwlSP9hL@9|lkd=Zj%(c6Z935#$IFQqmzU5B z+xxET*^BSF<#Fbg|MY8MbVg#|dFiC4F8ju5XVEW0zd%1yKfkxbKgK`yCm5(Wpef)u zph2*_uQaec_*UqbPaCXq>amSP{e=AQ24zoZB`Jv$-wLhdyEN}?fxGiLt z+q{dO`<_>OM7*3nGOu4y4-q*L`NYtP$cfE~@kN)#X<|=P<+J*{KYgDZ^ZfHi^X|s9 zMkY+U4b%-%4RQ_k2cP@Y`-gWecasMU6c!XvDBLKKkqwdFsH2##3~L<*q~lZ-oR$uS zZv#Q0n3$FfDD>P78m3I zFy9BN@k>!l6qW>*+6&@~e2Y~J`LI6VY(eSRLfB8(_AG-eFQ)P^2O%}YNtBu{veoo6 zXzu1`=IAEyCfeqh=9A99JpWpzX-x1X!JWuX{+<0oFTnmI z8K@Q5R?s?E=^(OqKn5(+qaCF^p}WyM<*wSoK_2 zRz0Kh^?=jKhHkA_7puLgS@OH7(&9C{&ps!#7NG6dC%U_CQOMT2U%l zYF#V+wpW9dy4n}}1p7L>r>lkQs9W+?c8hY|o=y$DU-ShTBcm8wa%lM1L)s3B#r4@I9 zcR?4nT^d_Ffh_mhPxsCXJ{>zvdX?WkS^}=!i(jP_-&O?V)oey>}1QW~p%b`JjAGw(hAes?T6MZQv6 zHVz(@Q^3o^BZSAg^6%I^8*98YN1cuKSNW*94jqmr^nZEpcBl2TIV?RqIwUl$Ytp;& z=DToR^%!~$<|yJowU^np?B4vz`|3Fn`4>Kl`bHQ@SS6t8cm9cY|F&IX;l#|bJij;D z+803uGv^1o;);OakO%fj8;ys+ad7t z(=dt|IsCY^?jft0#AK)6Hhe(r{UK*)_2>J9`iYduI&eocV%f{Y06T9Gep>7E`o6y% z)P}=6!z82YdpxqYg`c78&y0>Xg4WaP@#*|@K^Kt+w^8v!2|H)H%PwO35<)(Krbf{;;$Fvm?0FE^;GOu$NaWE_ z8k+=T4^8-waNvxvK(XTyP_FY?ZOtwJpcaar9y2Lp^a3U#joR%vxso{jhE~Q9t-5uN z=s?gAi`y13(y^8--X1Cg*d$ZQ9JStJDuWJ^J)>n7hw!CQ)jloPB)OH4KcBCF_2#hAcS^v7Y#2@fv@^w@skBj2@<-aCiZ)jxS?G` zwHMUH8!PDQQvG$VF8)eaDp;yGHnt!u*+${|Q@^P3M5P(b)l$vNn*1)Tbp~ppj?C4) zAy)M+P>8?{sq}_g?x)wA(8n)qMx=vw2O3W3RNu03fD_KNJwS8O@HWel4a;O*v%o0b z{C12IeJ70^0FG>fXeEvdh;Wt8Ux9Ur-FaMqe$)tL^4YwYL-`OxXFVyG6(J>NCsBII z*_lf)SGL8S&U#2o$6xTho3C*RE2_7skFY_CZcW5eLO&1zzBld1pqz!J%!$^S7`yyC zl|g@=^Jbmr8fUnMm%DmUB9%Sa^w3Rat6pcF4Te^tZFwUv*)-;9|KtaP_V}0e1o)dW zDo3;Ay1Gv`0StPA`qp%cNBV8*aD_*7Lj>WrI*JkBp%AV|zLmOD;zD6A^t1re^obFD zz1l+N_-0Rq)Avi*8NB)R&%F*#OOna6KEZ9j%mu9TDb(hMKm8f->q`c1Nyl8eef2yo zH~fd6XF`EqAV_lBJ(Y?|yQP_2eEW21nSegQcjk$_xK6;=r$Bm#OCmXg{$#FK1tzNM zBYYtnw?q}nLdnfSTds>|YeI6=%SyJ^fR{6l&lv(AK7U<`(7sf&=gRp!5 zZl+_=Jw{ICtS$W@SvyBJx>TLdZ&3=q zYiW}>SL$w-#FO$CQdgv~RxqD;M)+gi?RXLLZ|5Q0Br&yX>?Sl>b3oL3pM=_1;F5p0 z*G_0A4p_(_5!jgzX{nIs>;#P`^TR0V6Fd=%vGN-RY)qk~L`Pmso{((!hga-bqd?)C zn%G)qvWoWf+3CX$5H!I0VO&$qs$TDXLDT#Af%+Kc^llYP7=mW9N_1%V2zF|Tx{Q$j zv0W(IS*Y|GKxgZ2Bu_X?!IH6Ea$YIhi(aj?wjTTvm*RwPvx5Wa>ACw?V&35*#IW5Dr};uh0j-hg_WyPhET-~cr@Z!bBNKT{#jqgb!K5A zkzG?zh^Jo?t9A#g%bAwF_iaWS8DjhPfc>^+~R2CX4 z;im+D#D~q9R0meA4A9D}wNusXBY|pjD#f7nq_$P8QhA-Dvz=1DNUh?XYxk$uxvm=< z{Tp#(TXS|mo28khO7T(|RU-t`%k1Z{g_<~S+Shq6efLv|Z%ak`=LrsKBI>i2y(sFX zVWKFRa*$;SCVK2Kp~8#}$5g&qi8yLn*y_txD>!hHnDnS>OPN&`7PGrW5Vc%S+E|it zKKn{o({~`U?YT(6t=H)bz=>6}Syo0y#(}!zOsUka~gex0rfTrP5fa798?YPDLghv-P-or)INs zcd>|Z6f?p0xOSK^DOAunyS_-;O}$||_w=U!c`Z7tw;L)5x)=4cz&5qzp_yGaLwcBq24&6j|s|WjV1SkAHXp zV?+~vkPB=%B=f=@1&3iXbh&h0M~%Yw@D3M zWq4n%U{1X>qdM_((hMJTMjpI}W-E^6dR7Pcl(%t&D`d@wP|HJSBi=wB2eD>1oMT^0 zVff{#8{t@ElvAFvrV+EBIEtono7?c=7?+JKHJnIz7YZvau9p4U6kkNwVxO9)f`#Ku zczs&i+St#9SYGYfXg&z&v)Y}SS&!`W;GQg!CCPiRkCEP6o_ph{RBck>Jj(=UM$4n3 zOpSIK*e&HR9^dIXfviB|0v=_rwDhH==gD#uiSvX#*vl>&yu*O@A@ZBbu<=n=Q}WE3 zpUQ|7Q!LZ&#BQUW1=7-6!0qffU+}L}{2Kes!1q$!5(ayZWbxKMygY45Mx^k;d*D_p zLLFxrh>|pC+nlkNK`vPz^tnFJ4{SDO+Ixl zOtUz*ujpg%(z3W+cCfvu2@iX`HhOLOX=gQg<-Fa$L4w;}xu`vKAB7`?y3ey}ya*JEG&N@Em5fv^Mp~W39S@MWO}TFl{uAX4lYiLXQAj{B6?FQUm*HU zU2uu&7KM(JjFfB7)dQtYJMBQl90q8(a}i?7r+M*pczW zNrW7#Ya4MrN0>*a-y^!5CUcW@a&TGRLO_t*(yZ{a^VQOuVzJIq&2g>LPVz0kfZSoY zo!nVr1721lyAga!bupK~z-A4!9WV!G>?UmKQ7A zc$Z`%L?_plV`t&giY;j*Tdr4FlZ?@qjiJiCG^xqxJbj_6=P2iiKl>I9bN8(7!F5`t z?Fnb2$;FeFm8Shw`U$bN{)>!z22-FJ z!ZqRTBw#4TJ0@Q<7~Kqb)bLXJy&eB9d++yF_;gnN*zO3l27x&_c7NE-i3fRwGXaM>gm)uj37KSfx#5aN{8Tw}VyZODk*m-E&bu z9dF}e%_eiiPDOI&Sud|=f5qwbnEIOgxkrcuq~@{uK3Cp2?!-XjHX1d4o>4u6B-jhu zAUll^HW1T~bimVrfJ)nv#6n#BGp^*js=zTgvCeeeLen-kP0;f;=8pPH7es4I+h?(7 zlBS}WAJpxJ0J*cjA2=AOSOrxZ)!Y-?Z;wG%SvNE6AbP3gnspk$KYN z=8}39qtQ~s`CS{5)_omjmDEwi=tE6HL4M_u&PF&xUZ$7*8(qWu%G%@gZj@dy(7Wp@ zh<#;yIr4Q0`)z5ZTzK2@48|R4(gU`boCZWp+)$gG17>UFcHzYs1_F-ZhNEc>9cz1e zLu_+eIWP0~)G#rF5R&{dEI5d^L%iEX?L?I)%5wKM6G=+2_1otCTnhNkx>SxbmKWp$rYCbDJp;L=~ni`+_PNto+o}q0yQekhz=D zneo*&eyzUMq-^h!HV1ifOR6#@4C4q>=#%i8_M0S_4;HOTbb*K7d&)D&2K#b^#kyj@I`Uw>&zi1JbpY=Z^Ew);s3B?HgH7cFZzSm~ro;T|8nnMzeaZou@L= z3}}w25hgn#(3O4t91di+#z8923%j5~^M_NYhBY5Lf=N%wpm>Cx4z22Y9Hq)UchqF^ zls;H*-@$G-KyI1ikP@=HDhbPle+o?Upk4^v;#Gx(~;R(a;&@(10 za$)~H=`$u!=48?TDSprbeSJmME#e+N!_x7|9F5F5LEeKfN;6prI_v?OCm2i1>2*-b zvIk18W5Hm?9-Zz6CZp)-(Yqc3KO5>hNF&=QRmjq{-=K!hFWU>s;aiq!(7UYcr2gw< z7!Gf8ku?;Y%A_~>P^b@u!PXtqRh^KA5QC7tk9td*g~fp3DpnX=ABvKys%(n8m1QQL zhLD=(>S#X~Kk$6ef9n@amJjL)2c(BJlhbmA05_)hgs&&u^Kp|an475x3JRKoX*EL0vE0TT9J zwl^5Z{G zqh0#*vgVy2;>?y(kAuL^Qm$eNTTM?z)UBAz=Ih&Q!%wKH;pN+He+q`X1XsGr57WGol>k5#w>I==22B!|xiUjWEgW zM+@L9d7Rt#I(Hv%5gl)mrw&=SfPb!Cfj`2lM9m*6b{3FY#NAEe-oP;XK+VmyJUW&c`Qdvc5S?UvzWA@yVl{;%~Bf(O+BJ4yiEq zlS=|!Ri2#oW?a-RxaG^}bBS(9+78y#BW3#pf?|xlk!acV(H^G*zwmgQ=+0V1V;CvE z?Pi)FnK-|WCy2Zj!^*E)LHmj)Xdbw0)hv7%^?Qs!?ue6t+d_R8^O%{te?-K+3-+ca zUGPk-ehhTsrxzMebekOvTVH1}dVqlI-tug(mV4R0roZm?Tl3cL@I5iNSW{jQ`Y!ma zPssx25e*Yn9>`MVRP*dT#J1>4A2%{oMPK^MZ%#bV}B3 z=hoQ$qPO5}AHoU}NJ^RjhN2AhtAwaK810N`0ZcRj$Ll5thWHPW9GVjHzni>Vk!?v- zaF@XLy7sj3>&wfj2e{cAe}Si;F9GQkN~I#vNEEXF|BKRe-CQ1bHzy~nogThawEwwa zVW&zym%F{aeg4daKAi>$N`n?7R@~Xm?Ru?&B$bn)rkb7a9bbCZ^_#tyf93 z{i1G=mIVtAA)Mr|6eU{FjK?s)+nP;FcsS&mTV?u>{~IXAN`;ARhqi4`{QhT;x@TnpH&jUge^?ijdc7N~>&X_5qd#w9T4>Cf;dtMKxjV4PKH8n9ZW-@67 zUENMM@D!ZRoyEh;5WN77&*H=ZVXC2rf8+wE6H<|N_oZdIpLj=uwj`Z7CrIZs@ z!*5x1RMdw`Ig=oPVja7;4ZOl%=|8rM{@)LT)FhOAx8s(}mFTGm@g(;4_DGtAiepDk zbJzr#KSY32E5IJzmBc&V-4!I;dLX8tpjcSoe+@5iFm# zP{rA(saB`ylMsHhXQ(2CTxpYEa6WV4rv4yM!RK)!jkG}&TD>u2()5foxQyl4F1Wuo zEn`uuySMQ4@=8k6ToDEdBqAd#ZE10ngk4@*QdLz2S~PHfNF-ehbdr#epk}&)nW*di z_Hr)1eRvf}ryWGrYO-F9o0x;Fl*?w9B>af)BuJbzpNm8~en!^1NO&+c|; zbc6`1s;Ua#DjyjcX=-Av*M8QfN|h#0mMSghi?}>|$iY}e9AsUOkZM*=9Qa}TOZ5gm zY5JEYC_NoBbr>yI-|3g0Y2*4!o7n;1mrHF`RdA$w)iT|cbK}3QtqRpIT+o_h zh$GC`-UpdDOTjlWm~MhV%ZLG1v6FOlkJlT=>FE({D2Rw~KFI<%FR%BnXY7=dhc{KS zLw$yV^Z()s7VZf0yH_0VegY6-ytyce!whbxPkoXxcvWIwgypB7$`#HhGs1m*yC4KU0ZqJoEF+b7B z$VgGJFrz4G-%$M>050!sd$3kPG5z@Zg@~a)c7Fi-A#Ju=E=ASdE~}!T{P$NL_v5z9 zho7*Cj*>Ef?OT_dgOwEw9DI-Fznc~8^z>?eLUMOFQMCMac>+MXcPcf-ImMTKiHX_TpQKh985F?%JTK~ z9be}h52b^H04=~XM#b8y(-+V0}D-ACtR3)|MwSH1N_3JXH?e_ZKM$CVelAW zQ@m=FXoiM{L^hAQiBsVIgoZiMQBgpSc;bGcLmlfj7%-tW?AgOc!0$fv*@T+E#`9!= zHs&VfQqL+9G&ZI>L|9tTY3x)xg<#U$}We;Zljka_1e zb8aebq#kHoR!tg;tXRJU9;>*{IUd0nnj&TmldOe6ip7hOb?m}ySgeG$laf#r+rEVc zKJM=B0z4k=Lsi7Y#e-gdbnTQWZ;znR+hx>zcUBSq*${LoEW3kq__f)e5_vgPC@3-| z$RVDd&?}rzu=1Nl1s>ORKjR2vk|Lu-$ug1ZuGZ>~|5p4E%WB7TmsmCv@PsxvSRoPQf%?(y|TnV_eqw|g01UQR7(?Cj+E2D1Y?m3S1gz36j65%W6tVhn=l zs9FRvRX;>hdZFq_f-jrszRwXGiQ3w)){Nr6p?dF{+((&1+ZZ}>0$x0Yqyhkqp8h(} zWh5IE62ZnY=LWb*zWl&}^H2e*jn+;uu4z^HVfV{VBpzZZcc{v)Pu%WPoBprpZ%=0W zwaJ8o!f7WIahJy={we7}qTu#138eMGK~SlXM^BCOJrV;P@cRb>nS->iq&>$y19`T=1HoGlQg_+-1d9t&4 z$BGozwdv`V>E%_ew6jWCM@5HBv0c~^2q29%G$Wpsakzr)e(F?%?@NyA!Ko7Y2v$j1KDeNO29RAv;v zOq1Bf(AlCZDEone*Bp?7NL(w|EJZZTkMZH{*YK0JXi1 z8=v-r>ZWe_h|u^9Qu95nBiKCnJJjLxuu{l4XC;h-053+E1X$w4h7B52C6*YlTIP>e z+KaNyZi#%{`2S>6H|0ltzs>q@T>a6gEPSJa;8G<9z!3!)wWK|`4>MF)s5YZ|-l9p1 zP9u^7SPo_S1?om>h`57cGO!kCplb@y<5Q(jY9cZXs`Uu=yakq-R??h(%ks0fP4i>{ zs+rQKpUJ8?`zb7XL9wg@cga&G1q_#ti=Tuq%O?+%Kb*||yz%RHdo=?x0%8>k1x@RC z;o=V_bUjvefv{Tt$N2!;$bBv#oM`~VTL^0w6SCBwiYRfz!a1JMdEUA9E;H?s0H#avw`Z9gL ztL9ZoR)MXb4>u1r)y82J1qEtkO70)aX8WDILuP}16K3GJ@OkWN<+-N-;R1 z8<*oV$b48(VWlrPXnxOs^9Hj-y!WHVHn_HrLm+h0*Vh+`N})wqWZ&}!0p%C+6c-Z{ z!toQUX8z$MEYn1WE2Jl4iAvAxa!Ka=BxJhnwC1nYZ>6@Ax{&AW3d(WNQ^I!wtwI63 z6T#gz-QGg5r9^*E${`n4#kvwrcks}r3_Z^@wL)9qDf$PLKKZ%bdbQT=yTI-GU#1f< zLswPN$SB{_ey&zqRMCS9(@a39aN!)UGIvebDUdiSC-flSV>d5r=1dYNgGy~HS$;mJ zRth^j5oqEbcj>zGld0VOzn3BG#bzU`Bl^(!w>1q$>Hb?4W0nFmAGBsn zzGBnz>ZBmKBErH1^QSQih=lw$zHQVrG$JA*gi7tPo1gFnZ+L0k+#Zj^5s|BGU#k%D zpUftY;6OO5*lQj*wL7}mVt{y~h(|AzLoSm8uQ+O#sdqe(u=uDO%v}JL(J_IpjY7jT zb%!k59!^FOyl~l&C@qmcxwwdqh>-Q&2nty3Y;Zn$n=kf@J2=L&!Aial(^WhejwlitzRk z=4cE$7$_)@&ocAGfLRPn5L|gkw!D7Vu-Hx%?rW#H2%9#!z01ANUo@Qy%jC|37; z+M7m=b$4*~1%B&y{|I=h0As9QrJ}m6#OrFQ*JKDulBMyxjp|jY<0jM3*vCtD`O1~Q z?nC3<6rmJ>*HjobE4~f>OI_2;8*y=Q$`y}=S0!4pI`l8d+Ptyd-CrN>M-blU-hcqA z`lwTT(XOH=J@*bYHvM)2M4IOeu@}JVckO7m(my?g6&e&k{PQDfd+@jY9moTp|2xZX z_jqm|bC6CE-z~mRkiT8;irKoYN=%o;V%gsQLbeQ67n2D9fOJ0Rsf3!J3pHm&?@f9Mg_QC8A{%KiFyz z&I};^)q^|jZN2pe$dD($ozfc$2?^nH*!i&L+VAw_W@mfyaJ-<#SsmJ!^9B6fZ-;{q8S(diqLTh7I1 z0&7Xcn9E0JLz4u_=4^mZn$r9{YzRt$?ix}8WM5gekKHnK&&gqImOVkxa{)EXS{Ph! zXcq*(3s}o%9ed|I|1BlgZ6k!}bte=Q9SFZi!>bu3cHgh3)s>ya5NK2oP*6f~^9=QF zy;-9MEp@xaHfb-(c4qs`2A|(^+UAjECrp@*ckhAP20vfc@fVOb1Lc47U`zOpUteD! z69E9k`en)wJj@R)7PG7DrdpHEg-I1qQt*d(ARN9Y+d#zh79)w{#k7jK6ycOD(Vq0um-@vU1aj-4&fSDwMMpM2Mk~Ji^>{C>YAgnT2ioVSpL=6^_%I+yoKwWUR zP0MCq6hbh+GWw!m!S^s63ZEYrT0@W1Vao^ z0H_vzC^GAhu(~Qdj~5n$C2LG0CaoF>xCT6=WOro z706*@jQy}B_?R+fTHb5bjDDX2&w-}VcYUjWM@6{Jr; zbJhA=RABlyS#CDI{diTMC|6#>71c}p=jf{ZUl}*LVj>;cN67=Oeb?UEnUs9W7Ozl~ ztt}LWu8Et9c^hR1utLl8qNIW^13-vnrq zPIgrK?0jZ<{gsfHCsXZI-`@fHm!})Mtutcs9mxFO+OMY>*sXNSkbK=;cg_xVCXzrp z5F21#`?F~}5Y@5bB>X|{-%kJ&Cw&GIkpL{$aB$j;#ceD(VbZ*>b>HR?vA;4nss3t6 zlD-UavkvnVkAF{l2oV4_7cyJ`sBIQQ>0Ur{t>f;JM;%eci4gXN*u75w<_qTK9DD)XNUT3D`^5gU; zeYxD1oFD1EI^ha|0D`Jm`3rgSS*hsslQT%gxN*IAI0S6h!NjV23Vddt6VsDy*M8M@9=lq#Jno6nNqC*(I}gVAX^SvH1rLtPp^=e&Uk7Y@PAaMj zfSe$@q{#QV?{ulHs~b%`yu-*QCLw7+JWU>He+xHQbA%5lMx4$jQ$$`YN2`0m^toV(0yE64L-< z1rd8vOcDp6@1f(e^J~(`J7}C;VueRD2U3*8l29a)b%oZenOq)~v~vJYp<)#vQ5wvl z;ub*XX2FWVfR&fpCFxvHoB3N(n}Nm;0`^r0ApW3$3D|F22Y94Q0hwD66&1CA-6XrHsHjXK|J#C9zsHA*jSZc3^p1*s zPaBA}Jx8L^kz9;j#M{%;krR(T`j@m#MAoy+(o#MN#f~awE&Fdm(v@^tt=XvB=9&v8 zghU7)uRrP22mnQ9XdI>%xDhu1^;;~;UV}_&5J~Nz@M1pH6nJ!9Y0%>PYq!F&q>8v5 zc5_EA^_Vp7uE?2me+Ov8@BL2s$%%m%sUj`f{CA1UlRSXn=-7ANLF`Jd*q~Y*L+5%1 z+MUDg7Nd&HLeZU2#0Q(UxXN5B%xFQwH56N|E3x$yq7$k9)^os2%kLydJ)Yl8IVqF9 z8e;X#boTxHcmu;2ROOa20+3p1@2&%ZOOw;n=#hKfq^Zobtl*@W3LEx$)2wk5kT|+n zXPFN?eEh8`Q)MDoGqdAZTn+%G2Z$$eQPHMP44~MDjA=6gf!@B4kR6b$H=mw>Q8R1f zPb-1AoKMixYHE-C4C<~?p4*xG?Pvga_8-rt#;iO{ybK~6S+_@fd(){ffuZ>_u$0JT zb3-~Y%H+{pvVn*fKVbmm^bB}-`=oe*W(~`@k6!vbV3^Q1?CwCp!gwee$l}>JwheSE5)yvL zMDpDg?l&C#*Fr!#D$>_6VPi_PobYg5;rSPm7&9jXAOz~FHSzw5M4oswML1_b8o~1( z`RR-(6_7huwd1#}k7ajDD2YJ5art(DzL05-{w0jUhvrmn(E|(0GGrb=1kD4C^ZoO4 z>h#Gqox*hTX_3`MDZD`i91;jV&}c44ctFHbD4_{>!tKF;Mgi&DVnLSsLrcC88{`nFISb8{GisT82W z07NQK*;Ak&I}s6(i@aX~!1#thB=}_HCggFWrKUdrw(sW;4-ap>L|OUkq+O`!(5|C{ z7(ZwN`IvY_TlDrKv0I4SHr#ui(*91w*R~{uazO;;s#4AaLz2jxv*x9Z?oKG-r}0~! z2nB2e+hU}fN9F*G3U#k+eSVNMlLZ(+byz@fi%N;g@-kkVHbu1`lYpJ&4y+?gIl+Tk zY&VsU*a82m1YUF2%~P?InSZM|1(@;9PA(=)nzaj9UW%3gDa_#5)MCLW;7Mx;Br;)e zw+r7b*AB>mtTKW27F>K5M7#yz?8(?l@E>rLgX*0V$vTJQdSyPl5Ue*tj6l=1Q6>r^ z@|g01=4qK&PN|#|y1C@jdDhkcL^xi|8nHmK$Czeb7T1j$GGxh#o&p2H%K81jKS9rU z9ruS$PfsEJXxQ1+Yt#i2W~ftP=(pX(cnR~8u+^%jv}a^+u8JhppLH#(*J2ZjyVL*S zZ?8k>GZ@<&0k!o|%+qYHW#g+2Mp~zsOrw}~#XjD#K0{PwB8#leH+O{~OVT6iA_CY! z_1Le1Mu47Q8#=Qm!6G(6k*_y6E`=nXp9LJ_@93aQF|o+X7lbfb{guTZ1qdN#o7rTOlKvZwZZR7HHl{c*iM{A_9}UdrbR@ayc~9I<@B2)r>&OX{})H+;8t1NM)8^^+cqcL zoTjNJPo8YsuE~>a+qUhKZQJ&@-|zeZU0t2MpXXj{{np((>Y(jzu*=;z#m?E;hp>Z9y<7o_x<`6V<@}lCc1zZ z&c{Aww@4#)HOj8>mS|vt`y)vvq$G1;k0E4ZwZS5I2+GZmjjQhku)RV4!NGs=#14zd zT$H(1tJes$dnNQvCMsIAC5b&yWfFtd|Ii8N#cM4&INs_#o;%L(_yenPaJ}j?_vm=wKDp! zHOpuJJ;=t1mV(|S8QUd27nD+o>>M0cEp%tt*w{n;{rm_MOW+wAkuKKXYS&ZZtC&Qo zRIdWiT=2@`@arPru{E91!~mDWP2&Ykba4DRM7Xt@UYAbD4uk1~AwMUMxp(z9$(djv zDr<-w`_!X7hS*CG()Xz^bcp8upz#oMk)}}L7Qn-#Xs*5d1sKhZk}Yh}s7Q_sM(M;* zMl-0NMnWq!2I6Qaa@xMD$}LutEeMyPUtJs=UdOyKNY%$&&y0#)at%KnofRqk=__wA zyhqi*z7(n@bbXKJ$GQSe>M+*AK2!(vpRHvxAm>k)k?p>zme48fxOjyxn`-u;ROv{WQPuqeW&yklfZiHfxarx`-O(C$9 z{JNicp%D>Qg(vUlpylP|ChPUqBI8$oWI?co%PM5*N&iO%tgvNE;LkeJ(wWu=6(eEF zx*dCOo{$>`-9*P!Psg?7M+_C@jyf?)sa>cEm|(!5OYf1%>I2Dg#gm&#s5Jz`D2lLa z1iGCv@kqOE59bkXVRm9gdO)n|$3=npc9Zzcesh;HTpqKM6Je#2R!s~XTmp$#kz$|azCB_nop>zoa{ zgAV(VgQ4T^|9}xQjH$!yYz5qC!-G))I)mj4p0|9)#)8aJOr^!)U{Z(}a1zoc`~^{f zhbkv5Th@9#d#m&+Li9+wIQcZ4qmuvRw>3Hp2nYyvGnvBey03N>ra-%P<-b{}?$fWa zr8pYj`?umjx9Tx!N6uLL6$qMSHS^?jQMWyBlcZ{m?etHr6yp)lSEOqI&7kU5n^wyA zI~K?(7ktX)qj^J7HQ`Pt{#EW%_lnCY9x&`uM$TbW%qCg&0hi%y;5qUgpVZEurVso= z%HydV|Bi%J!}~%lEwp9VcX1XgAs0QH52O*8&6h{}XK&K5k;0RqNh1O?RjDO;ciH2$ z!RaBbI6uT}miS9%r8BfbnV5%U2yK|(gL=?dQEAM7vsfche{UoZZiz{EDxA^E-M}8% zIQ(ttZ(nBVv!&2vW75kHqeqobGz7)or&CX=|G=>#FdMy{dj!%+r#lrVT^!Bh?|BN7 z4J9pKaKCzP+0y#>`1tpLB@2dwVq#)0J03UQ9Xs7_ja5_@-aC3z<c4w--|?NdV^C9I+T`@a z7DCvJ$=dA{T^{Ei^@CJVwGR4Ow10?S5MaB-7JmMD?`HVEI;XeA$0BYTSXrq)WftjuT6&(uFLV{J3=V^GSPqY8?$Y{1Ka{ilG8bBUCVMxIA9hZ@jK$ymfD;^rZe5 zv*AMaBg4>mCPHaMA|}EQyHP^kTOp;bt*suZnHrfCoSYAO8@O{+s-D)JoJ>rYm7S@w z(o(A0%oAN%NhQcEVIh^!Bw=7b(|Hu*IWd(Appksl4+f&54M7xC_OSFKaBZc(ts-vj zfniHrfno;QhwK=^NakgR%3#1+z3Q18;XxgUkTlvwWI7{mNnl zxkEps9HAxht4y2N>F%0&9jjPP^O`*nI9m#^@Tf@>PS2PRn_YgpZ{gdQU3)Mid{1c8 zwLDmFn@(r} zo#{@QlLjK<50Bou$5ukHuP0?yE0Vhd4!jmaePk?ObsyLy1q%-2K^LPKa$cOwIgFYN zzp{*R>P7#b@Fk$~qnN@Je^O*$@ajb{+KC+S}L0*}t}APWDVpoM(zOEY)P$r=^yk{a=}o zzq%?8rsUqv#)eTO5-IJJ9u*F2!9i31N-JbqHKyOBlps3HnYgKX=hj^s`Tvxb}f~k&)uSf&PYKg%#jVWaod+AsONu8X5xh$@ca( zJT{{zPKM1|GjJ+SuidTPAar}(B5W`avOCY2J4r}LXlkYp=s(=wpP!9d9v0lO-_=$; zD#+e4^$)bs{tj5D`db=XuHH>YU5UCK9KhUV;U<|^uzV|g6)A`(Cn~pv!y=9C3`P=W z(*pys6CN$HbJrBO4um^C#SG6dB^Y-L%h`jI?-p_r9^*YJ^8uk7rHwK$yM-gZh>!9n z^$z)6N|h%AYB)_Taxq#?{!Qp1Bt~Z~;ynf@6I`1=!bKW?DRwjfwp8c}cg>OC0C3G^ zFZ^~;;?iZ4W^Au()lH}$vP>3q1L==#LHONg#X2_55dbg5SAMr8<0ad~{?=ji?XP?+ z2wHBWciDc`lRsW->0<~vFv1V|7kbd#)9h=IUm&=ExR-=a$c;eL0bABLjDJ}<<;3i4 zxA1(sd(QkW@#tu{xp^rh1Sa8^7}<;^C&WZfP7Z(qJ)whM{2p+nebn+C9A?=fTe3ji z0@=hy=+47A3w!N`Kl4ZhiIULKaZsjm!ld}*ATKfw7AMDq!-L5ds;MSyKx9uk{Y1?o zvYP&J+`s0${*`Wdt(sof0LaFVusSl_X<0rOSoQfW8W?ISMDhaKdmzLZA9nolF+iaB8ZKP zU7n;|mb~edXjyA@vM`521FjpTD1bL*3fmabXQtQH=3Eg0e(L*8}Yf%9IZN;ez(7NXD2#T0`7Y7Y(VeR0uK*NsSU8xwH@ zWF){;aOcqaP)Z_`TlWHvoSz zgyM#Mk0jYnn3m;^@R(OzFQAR8Bd%(i^VYhH!2S@t#?^Y@e{>FHN3-H5B!<}dYRT!g*%_jE30dJTPRTdzD#GfREPfT$T5uSDub`oRw{BK7DeGPd zKmz%~HWJR=!V>LuBfA{pdJRC~$qnp{As&Ezc4u#GZB1l3K_^yL_)yh7`C_J zNhpJRUT_X*Q2WH9DSs(oSQ~EPgL-!&92u<95`j8YJqDjQv9O9Z~`5NKf z!eNd9Q^{+E*h^X&@`}Al7YK{vd7dEd{?C@xsDpB$3T*a(T0edPNq1azS8Q8Vp=az@7=*hd!z%vsmNk#|tSx`r`)r4&?Li z+2=twgr$F#eX+|6*ey7P^BDd_$*8vb6@yX#)a3vG0si{03xHhq`a7mMkIQ&tt$hHH zSecorj>u-=_?tUDv9C9nj*aq0Fmtbg_;25(KS;g(NXcsQZM;8X$i*Xx1f0+MhlV1v zy1SNy?4M9t&NsV!CRUtSTYlRxAKybY8$^Jzl`PcxYp^v=1{8Q^erUA^WSG@fT6Q4` zw#w4`h%40llk|#Z{1qb1d7) zT)qjp@n1w@@_Z%2HFZ`kYOp)tg(Cx`#pc25lcb^H?hFvb6(Umju9 zR2w%xl$oTU6i*{y!RvCf*Fqb+9$(UbmE~=L=_bX%5gd`=(M{6aTYbIwSKM37_0apj zOcQ(pAgv&F0=z&Pg%?eOzr9efR)0J6R~^uJX0`G9C$q20ER8G%s1kpE04Jf!p8OwS zRO&+6n6|GvF@}?*t-&d`K!yvzFuy!NAnv0HH%5+%0manX#Rj+U$!!emEvucpCS= zEY{5AUAo3dRLxP~oI1L#w7M^z2iPkI=hK(GFqK#$h!r#Fwq(T#8ZE@y^qJ)EX>MA)tjid945ufCSvx~dEL8{Nxo1wa&} zOCuUs+;7suNATTtQ&*FHgW7{wg4=ld_<--X?mGbhod5)KSD+DN3ebX#JIUB-;d3v7 zlXzi19*l~F#WV_z)|F%Sip~(MKr;W)K6Pd!4&2=~4%!~6D-)|tVSHu&Q2>ky3y;v= zYv#NU*+<`(Amu*p$1;QjigJKr_xy!0XZ|$qvor+OQDROEI_A17_E{hL=#$-=@NJC) z=)0LSp3(OGJrX9@-=fQ$yV-=zwAGUf+vW()-7nz{mq*3yS{>BYGw&*TM9{?VKM>3o;> zOAEAs@q;aHJk9&Nqce6($;?`V`d7ywBIP@8Y+tseWPJJ0k{W&NEtse?RgdpFjT7>n ziu2ewyo5Z@&}!dF_{>ixx6!K{^iS87*WE(%_IbkE-(Q@r_m1oFLX{Q*jZTCW`%YF= zEC5_KzZ=sW+VYEquXnCOgFbdU+Yy55h3X^Abnc%PF4HG$*Fa3jd|{KZX#eWH?5>s* zFz$k3E#SejQoR^MLDl!IlpeDU^&CaSCW@`fNn=Ai<>)DGnEk6(;2(L!=yRFUTsFwhenPl` zdVz~6D53*l7mMY(Em}dxEEKj13jji17Bj+=@3i{+PYXu{ddNXyGOxH#z#{^4iugJF zuk?J2GHE#eCwYxMdPb4yW!~{oUg7iOEi5f*B6B2hC1Ew{Pn@6g$eqm>7@k?3juwDQ z#szQC`Y}{DI4eR90^cd^onP@=eOlj0Jgk^TSjxHRQrG%g%N06PRGSwBmq(XSLjDEb zSR8Xwk~U*K&)xeoW()%T)*W-6U0RFN7$m-XSdrDPyM8xtYQpebT-?rBmF;@bR)$r% z)~-7c1UV+udzzb&hBpX0ikWq}%U5?u0uUU--8nIQDuyLyy^kO}_{RJL703gG6HaSo z>Gj&^e`4Mc*tjnYbN3olmn<2WJWBB_eVSe{i*h)hL6hU6NTkPK@C8NhaxWf5ba!#B zMxbmpbryi(RibGk{Q&<@q;Nq*S$AlGVu?~C#!TDmzl{7)7$-*vPP^UBzt8g+UZ&-1 z{<yb`>lMVz9Ds?F_(tSqVP`8xQrqU%Gy z2*QQ!}+q^^LVF)36v@HIACLpz-NCHr%3$yv^(Js{m|t3 zshV#77{CX(1>BV>0t6B%jV9@E{blhU@>cM}vXf%Iin!nR1 z!LRO-?-X6J5R~pHy)5kxn*H(qFlDeajte6uY?5Cc$2>FCr9&O`aUYq9fTdIMn>0d+ zwm^;Se2?Lg`7Y6La+fM1;gCTUt31?g2#;?Sk82T+_oCG7>Z6%QWxcyXqAVNr5F$8B zd9P{;!^^Nl(6UmHL^{I~rykyiY?q!xT(3SRN47WQf#}WTn&9`7YmE^yB6Pe<;g9JS z|KMQ-i~*Q3rM;^7Lq_F0?e3dP(YUWK)dK`Eu_LI=+~0|*HiOCUw@bW!7&B!qNa^0} z;kRQ>{~h*w+u~2;+)zcmn3!e$0Tm>?D`ql{V~G_u&`HM_ynAply&!XBbQTeTb1OA2 zIRj>?ZjKaZfkn#kD^tkFY4?GltlVWmtzxfn z!92t1W37@r*r&zGVztq#>*IxPWH!s^qot(ec&)`@>A(Ey@oZVNGwK}?pHs8L9rM-Y zVr{wBXe>(TBjg>RaDh1R_-wguPcImW5cuwyM&84)nRfF2!+>8^nY2=CO(uVpIR(!D zTbx%pJrWf+cgae&zgC%vUpE`8Fq86;$$Zp$3%Ajy%3@J1zhyQ2W}o!82>d?FZyFdk z94OT5)M7Y@R_IM6*V44S+PGWomp+qzNH9Ug$%xL>{6L7wB)u1Rx0hZI(1V<5{zWXq zx|$ARrI<15aorRze%z)tlNR)+yEcMf@`Mdzx=(<7K2e0ccKWyWh=A$wR1!xh#sbPM zE_$v1uljWkVroA#%w;yeK>EeRlflR4sO8mwpv5YVzCVWPz)c_+MZV`C_TA449j%IN zwJe$m?W%fP(NeRqswo&gYj^Ch_A7s5v}=}lI~-)=ITza1bA~{3WUoYO0h5qhdGRZT ziwqRYx$_5HuB^wFiot+(UpMl1{KtI87Z!s+4ucjBuM`fa(1zD~D=F^}yOkCP10-T? zqut$Cl~X=!rplE@#B503o&}%@qYK@=4wTdYL?di`_`VTSgtIY;4cR^*2O( z>(4g_HeO_6UdNYNxhBiEqf-YRPmleZq{GRq=bg0?Hk~tW$M$?r+rE5tDXueDm-ohj z(^Rag%|_exMls^^QKkx7D}p*huUY8T2dgy)*Td~7 zvL@?|`i)MRkA68W>+zL3lL4l#Im@*b+o!PO%|AujwXz+S88`QGBXOy}liuKji|C&O zb%%qj;cXm!9uq5FF|9}WUAsyze*x_ifFK31k=SyVc4;q7jBk}h?9+X-rAEKL>(r31?V@&ATP(@?^=n+S`I5$JVK2Aj1hagE%CC=oczOB43`A&{ z92jeGeoVR@oQQ%u6^+jaM-&j}GrVK|Kr&lPV?IR#Bjnos{k%fhea%|t)H2`t6ij@Q zmYN9kg-uo)iMu{O7InPAh2=7N8!nHg8~9xM@5hOmci%?~G{!cC)H*-vY9kIuQyGoN zR|o_=%?5jSA=A3XR&51*cJJS0HZd)q8SPFE;?3|q=r_1*CtWC4yBN$`|J2^!bQg}j zFJz9Sw-;ZIr`%4ayLl{Dj^J~FtjzzkxLgK_20vu*a@c*em)D?|xnv~UULV44zVSZ) zyFWi&NZ~3^(2(oz@FMzwRJU{0w_JdJIE=N zsZ^ZpefEacd=2s%mBmA%;Z=0sK3;3I(r`75eXlX^R~(e2Nbk=u=xm8>I-T z@xOg~eg+WrxG;I3{9U0EhW-VbB22PBy7w6o3ZgOxLS`(yJjh?=fMF4|gtiE93;u1BXPsC|ear3=ksJvqAa_x^^-fgc&6V_TYi~i+CW?wMVpOzc{_tzvs z?kmv6`mNxH>wUslAD7i>m%H4@NnAsgnuV;IMWjY>M(u-^Q|V&c5beXJq?d=q@`ldX z!yjn9RTCK>6O+yPB3tQ$@`?Fi>v@7Yef*c22FKTV@3Ayvolozl4}bVd&FAig&i0)} zoy|5Ui({rPX1$>+eFEI~;1OBhUg!aqh(x90SK44W-mkde*Jt%;>>pwLNm4(#CFt~9q+?)~ zMV$A50DyWima6c6;WVa{`-Vtb=*z4b5oS6W%klgTqF8`R2#&E6_%HmhmM9OOewC7awLsR`(KW!d_g`)k1VKLxg=~m zvEZK8xQ55N6Vl@Nai!IEkS@UI_4#3j&&9Y>TX1|d?Ucr)%E`&d>+_Mv=fbI0kyf!_ z1@^dHw~vn`({4DSQCs2p=t5x*zv!LFVPmroZm~~lQAIiAu=$zm+0|eRKFK?x#w%lx87darqm&N~S(vOpJsqqeFQ#(g6 zkL8np);7bsSDi!}Z2V1kfRhz7r-o%3Xs1dL>tc{1?qK!v7~%yj&9UmGZBi%IQLwDD zDyH6+@x1yP=ksJo`D^^tf866E`^uZ~5$ry=16vPpNnjT6D-0Rmu;oH$*b3^3il~!c zt8Y@+K{PXdq0NA&zOM3GYVin3n5`3DS&DBlsB2&xo#d2Ecyd4<{ygu-`9gHsmk%!Cq z%6Xgc8qhupq*FEK;;?FVFv**59Wj5u3MQsiu_5%jczCKRM;xlW({6{aY;o;t33qW; zA*fb4YuagWT$DSmb51yiOm)HVazvu96tt`m)MwcAsvAnTY9Q8l?er-(p9KXrSu-^o zWqhJH@^RpERXpuuwcp03aTT$15O%de?E?_hrFzs20NL`noHakqtKPa;rd>}Aph8FP zGp($74Q?!rP?J-qs~l8C@6&(Ddk^*+mm=6N8GB$qs41Yb=a9Bn9vzaKG?s?g_hpL3 zAVqmLHZ`TWfj|85K#KBRkW91&`9tspyj%QgH)@k2g8aN_BB^$AQsQA&J+*c+UYnnH zR|3jk1gi^~E=9qy&k($mX2ig|Y-y7gM71ScwJ0R`>klg=5(_g)Hxu)mI^JQWBy{6= zquF=25p+XI$ahs@+V>;*zL=_^%xCXjuBIXDWf#-W&Z-L}YqI~!;3ub~sZZLTVht5TEVBAC#zWA_>?tknYky}$-R_4#XT#Uiw2TPDAm z*3lMj$0na<>-$M}g{oAO7Tx-X)j%e`dR^0fa!aH4WG5w9&HT$n)xtm*8lQozC+p|U zKBQ{p_@-dWFg(|P=C>wAEjyTB}nOf-~5B=Y93zR*Q!eDUu=g!T_QN2OY%tNlqS zx0cDO=e4kE0l#Tcy5e5`(S5w4C4NICr(I*#asMFqSkCRXHyi^ff>?txyTH9ptCQGO z2TrR$wx>yyoSjwGe};&JR65-wNZbNgeF}8W?L-F{ZKQOV9KhwuS&y6yPrHd_eg^!` zX0Si^#u6f1L{YqceiH{vE#H5*x^f*qoT~h1&BVl1Y710kmn-d4Qayua!bA>%Z_UHq zJ(t}(zyc6UG!g&7YF*Jb>T~!JgF+&S(OV>uYP+SsT(*Ks;1_|AeYsh z^9(YH+S@AQD#EG1l~Cxz7NVWc?Pf29%|zm%NBok<6DR*|!@R?+;luWI;jW>~LpCF= z>r8m%u5c=+?7g({X`UeQPP6>tF{kB4VkzMA`;ZnQp$~)MnUV4~v|mJ)g%oE{c&G1U zAC)F@mLs|A-eRdY@zbJLF4H;@=f}^hqcT78PFPcJ;;E~^f|qDk7gV82L9eA?M2AL( zSJTg)zM)E;Hp>RI#ODKKE}+T+&A!Rji1%_fo)StesBL~a$oa8Xq7aN+^>iROyM zk1-&s3yZ}sxohROm%L&Oc--jlz{bK#OiD5_ zGV()W@lgT$I_i)iYf>Ld@H!hy{@6`PLLywD(#Jg0asx^yu{)3kI*ws@Zj8M=BbG&{39}igz=4c6KHNZHjT<&9Vf}heb#jLHJ~r4(S&tGNJaq3K^lqRqo-m!Dgy_pj)@9^E}J$pF-!UvF7Urq#p>Mm*0_r{th+70SK zmU#lmJkcR<2y{Zu?bJ@kvQpa!=kCHQ*v&6HOSa5{Uv>ai;t0wT0oQ@l{zR@{vT*II z^u#vrn!*m|G3WYhhsl>@k8~ReIORu?3hZ zaMTY|1v!xL%z5Q+t6!3mlD~d^sS*LV|BAKsg@*h)Sa}bIrnH2uysAx%&5wo>`zUUM z!b;tb@-Xa;CfxA?!24Q=F&Ho?(tJ881NfG1rYwH9o2%_UpnsOm<7F;ku3-4?J$6+k zI;2Bw%6EVdP_#gn-18X}-cmfQL3Pfu+UULGto#87;9(+7u-bzJsXBguE>w6~-3dPi ztjM=~7QmnY=whH=O5m>w@M^VZEpK~v-IUag+I+fsDQZnSNu)FnWs6_?p{@rAJQxuaqs%ToDbYQZ0RbGgIg{^cJ3;XG|- zj(vBGDQTlq;6BVDD0cp4tzfj>s8cTiDc7`x^lJ^=%-4}XB{Dj)X!&8Je1`4}VEKqX zCpA+GM3a_^OOhyx@`bO!1 z-fP5Y(hkXfS@r<0;K#Au(SP=JU9dWROU|5QN!8xRx}%iXCn z!A|P;Mf-IX!zgZGvMQrZe#W4&#Jq~e!h3J)x(<|;23)q|9Udk&OUxegrKAyvTQ|Vn z3(6FD9l+K}=X1G83)4}JNFJF;t|DyaFuYsjoP4bSF3K8vIUpL$*{wYK)dWxy0I+zL zthW|`+TI@nP>)N7%eStu!BVVq4S_xm~ib^*+rtE9o#Z@a)!9DtR-jT>a`qg}Q` zJWJ*UK(O{nIij!#^u=z3s(hf4tLOy4QrPTomg5K(<9B>9iq=16+5&M%s<+veZlmoM z{h@7Ey|<348Y9iKZ+oJIv^~$31k0SRK^cJ0^S0e~i9{eI=rLP(TqGNyEOS^O4Jf~U z4oCgx+qsd3b*W=_YA`Gk$tE5i9N^W3KnM=fLsak+Ra#3lRq?UePCvA^;Se zcvuE-F+I6dEyPmyK)bdOA?d`4q z-@jYc!?+CDwrOCI5@`~RxzW(6*Jh6w>ynG0LdNZnv_df&?{*nbznl_<20EK8h^(~?s2H+c=@<4yjda;^0EsEbQtYF3+QHP!yPBu>Occ1gIi1wUfs(fCH4j3bW8 z;3l6wGhhId#nbDUK9es(l3pPqf)Xfjt_yUSNs~q}IOW}@d`FbZH@L#kc8o;U*`-5% zP!^lTV4*iiO`@MsOgpyvcGrl}Y*E*az+=0gd-q?9_dSS+e5LJFsAkTGh|l#tXO}wh zVx{H%!HOj1>s_yaN2PYB^v3X^3FvISgN-@wPcp}lQcD!BU~^ql|KxYa$A3{#KIw** zDF+gA+@`wkpLH%ox-v$qo1K%Mk3L1~DSQLd3daojs%R20u;1=BP*KWZU}!sFLuSOp zP{BQj+af#2#iBQUhz&4C8el`7J}-=9ju?SWr>y=QcfSb$SWA1*2KB2}m)62x6ITJf z-T+`<$$$J(HFI%4P%Hv0gZzAoVtrTaV|}G*|0!H;pplWiMtS-D@X_dj{>>1K#piW( zQ>kKz`1G%9l({+wPDSnGUyviO06V+mm9-URh8~yijXyNu9d$HU#X z;?*H8>os2ik&=jWlglrr8u)1nFP043UvHaPcSCliI0??0uO|1$3phCVF4uT&UhWTO zW>mX=?(i!8F^QQ*VqNC1oO4=cOWG;Apwod^`B|4d8T8S~D);KJpOO+5ZL2rmg z71yIz7tVd=BY2e{O5o)sKpQBX_xs~HTVWdhub*I`^bVfg6zC@be{ch8nq*$=)1YR` z+**HsfWDzD^DViWxS}T8U49PUph15PrLf6XIep2WSot1gq5k^J=o*j9$Ve$lWa2q} zHGv?)%M;$;>aePIhoB5NG0@SDjQFqtoNL^opAxZ1BCeequyv{nd!pC@fA1E6j)(+3 zmw+8l>+A1t&$k#GPU!4?Ku)~>*p61cCMMT_|H*!WA5Ww| zrbaB-{!e8gLHRIUmAclV?HMRz;@(NMN*j_LLik#Zl8|tx1V5b02CPOX-F$2}Y%l`; zNlO!odI;E87JqX*TeMlwxw5(n7>EfgZnn?qF)`p9fBpQxHTf`lHD*;iT*Bl~^F+kU zc)xE>e~iz5Zk&XcU}=|}$%&b0X=z1I(u|NWV>Armth)#v) zSspgkl{c!^~NbGmiVeR+jhfUVc20Y5{Hx* z6+vsTv$G>0A}U-Ae3%BAbVny9Vx1v~3(w|m!Pp9O(_02$U)e3`Q(@rUhD$?I@$##J zvG-7|P_^~BjTm^cEQWU=g~CWAUIewC)Y7i-rXkS z;q4c`A<=XGFkQcH`Lg= z!e(VcIBP)&PnBbw^~hHFQn0wyc;{7 zqazDEbSl%9W(iS&sL|Biyq9eS25QLf9L$cNC?tVW&Q!!{lC>IPF)3KxD4ipWTQ|*P zK=3lr3FH*@3=QYwuHXtEh1GdRise#n^!pr6m;_O`Q!6_&KTlX5G?%of}CYNTj6>l6l z_tT}FQzB?|82n&aV&WK=sIl zFzDfadakHukYN|fiuGE@_I`zlg}JS*Ei8#qYksL2m`yU8Y%Y(^*1T_x_1r>j9R2p! zERe#y?f-aA797EDjhpWLN;PS0q3kwVPPdVbfSO-ta^q;+YK?nA9ufE=O4X=;JQMhb_ zV`K0%QSaUmLbR-`_R*m8`ucic&qwxE=24@Fq*yQ_{=)*kz3JYD7~<0qvCrGO%Vr5) z3h9CW{X@U+bZHAT?W@i-ZgQ@rK@2J6x`_xP9A-jhW+w2G_m-BIBfN?(%+4yx%lp>C zLI_S-QZno4Y;I(OcQ$kLA#-iPlOx;xb$OD`m|u3Q11g&N`T3od*6uUqU-EDp5ki!HD7!Xw zIa9@rK+F(Ca*|~GU0x+>GGeE|n#sZrilp5e<*bcZT+z_5JxG|SsGDfj%JJ1c{d6&( zf5vUYw`bH%!LF|F;1G~&>;5#eu@O>sV&$ypp5hQEaIj>zL0FgIX6){2l7bKm9z}th zU0q!TPPn(MkvM8DPR@@SUia%AF=uDaIc}vU*58^o?Bw%nuZ=y_y$Up!_M%8E^PzaQ z%*r!m8=UdE8gw4*%01Fb4?2Zx^@(5^8#lP%cz>RF;QSMLfDa=h(u!fdE*y<~g=WfY zu;su%Ou*RncP0`hCL~1sPESE$*c$+AYna`r-&4;PW|dER#f7*jW&11YpH!#wxw(nS zVH~v_k)SI|!?mfb=&7Jsf3?=Xdek_TOq8EVyx2}H7(#Z8?v`mD%HsSfCz)c*#7r#M ze(vW{##;wzQwTOW&sy&h1Nt!%6joN};NTIh&95{TPv*dWibtEU@^6)9>`|79oBBfo zk7w8)hAc$`^f%QbbA*f~f!l4T2im>0D>Y}gYTpMYZdRZu>5?$$sdy+tc1KOMZ-1J` zT3T67{j-;oYfs{1W@e_Rrza!(5~w>dF%kF&P)Tb5nf3IO8;Jmy)(F_NEH4ro8agZr zq1|T%Rw+vyg>*qoQ}5D69lTK`T~en6F{}IEd=q5IKrUT2$f5MGnZt&Il8>Cx111VQ z`Psw1Ux0;kG`|`U$GfA z!S0B;ZGFk3O;aIjhZvHAD_81Vm{R)?oa;*&YhJX^K2EHdGObjNNOd*p7CaIBKUp4}HwcE;TK-vk1(|-^iYLEjFI3m@uvr568KVeB47>ASnj_Jj#nwLVQAz zMJgazlt+{?N_zX2{nV{4wbEBlR&oCNz!I(z4QDQ>7?0`}h5EzT&QHWqqI#n6fNEK7UF zk=Qb=L_sH7*Wm{yiWTbE3=>pI3@ZPeqM~5;WKP<5xGZsoIHf+i(Eg6yRe$K z4VNNUmLnd~x()R?T*!1>IKc1ZMIT5wpw>XrQmEW~DVb}73 z#fUpK6X)j%m=)zNj`%Qv-<#hAA7N7)-#u)`NI%osTetzp&^x{1ZW_RfU}`;PLuogo{r~5>n~kCh*L%xtHPDO|%nzv|LvF zawHtx>iBHmyUn(YT?2srp~1A?{nbv7m)wS#j(=|YSw1Ui4vJ4}iPV2{^ifA0CF|4N z8P^?=+--gLjT%jvhehahjWgfHzN?c#tAh{V$p-qgL7mU5wbdS5bexL5eSa<&CugGwfRjVSS1D4RQjm z)M7>{f9Q|v`_n}VMb)~YDkW^l7I)}&r(fE@$si~6es_^z56A|<>G(So7#oFPN&{_5 zyd8e@<{_^2xd)!2jQG?w@bOlo@fnecqf|qSUo!e}?g$0Ze76YdCaF2ymRUkU+Ut0(c~8_x#@aJ>K5}2P zpX`yN+{e}CAO^3jd`wn~2sqmOU>bC$%-HP;rt_6sYvs}UmO}b|=6s(@EfFLHk=QG2 zp*H`fblie$hrAdiF%60W8;TL?+qd7Q13R+a6Fe=I7vi}}{Z;URb{jB20-rA3>+JWL zO^1jDS~_jtL!DYK+3MUs0~knE<0gHuqq{n_yHHs-+nWsmkLgz0>fx3&H#Q^%0sA?G zh$`AqLzLI&!z=}xzP6>0_t%d0_HJ|s{JHE(Xbh08)28=pMd{(K7T%Rh%7UQb88E+<}YOAN|FPOZ?c5h%4 zN_&wwiHq@9`Xbju=)y{m`x~A=5%cmI8D7PtuV{%5;AyLV1)PE@PWAnKT{9)st1Z=I z1ZQn!kEB#y$XZD<>O(C zpiJuP>e$$C)Ya8ZKJj_@cajVt%}aOTb)zlVnM)^BTF2t#2b{lRf2e`J%NsP>9R{#$qhNe#>97;J2-idmb*MNpw2MrUBWxTlRk(T~k!1ZQIVaU2nE+ zyUDJ}J$Y)fHPz(F_GH_(ZQC~IzrTN@)kZt5dae_PPW)?#s}j^*Q;`)tt!Vl3i*0dG z&5!QSrsp$yE5BW%1+Q+z++MJmqobovf&N_zTBZL48AP&EQeew2mCWUo#x*z)F@}@b z4C7-+1+>a*-rCxBQq%UeNTT@MgsUFjCd%4NA5od|lhdV$Ty;DM@j%Txp%!}ORg}L4 zJelTcVuzp>C&1Hle`oogAc2J_oHM1p;}N)XUxG>~+<`ybe>l%6(=%8M(mA?sF5r{i z;36&ppbz$As@P0K()FoM#u&b-oVGey>jyn+8!{2mzP%E zAx9LyF|wt#N#syT^e^UnD3C1HioMt*nKA>XdPTbTkD0f1(9R>=@xt z&@CtS!41bX-P7wx#^`8hHQvuxTjv3Zn`=csLGkYfLo23T{fT7>hdsBzcJD57D!-zE z)6n?eJ9)Ab%DCOIrPfw$wzE8u`kuzkNa;=7_#BDT27JD6htrK^geGld;Pl0uy3RjY ziW@;*lfX>?cys%l*xJgTK9)f5JPo$$@aut|9ZTK9qQ^#MCg?~zY+hmSL_R@61;&V= z(|4V#I5GXR{qi=;Mq@f99gopX37T_1;=1d!B>s%6IOr6?pu;YQ%e60qF0V)W6ARk! z055Hk82<$mzuMc|ySDbGr2b_9%ih9lG4riOVkhG3@!i>KAW6;Dy}J>J->J4Z)H?-K zv(i#jNuO-|!KLNp1-p7=Sn`Wdcled1o(u&hJOEmvtUTQe0pI|H2l_59E;$==$kCG& zNK(L?h`P0%yXP_B{imQ2-SmVwJIo*4%r%^{3B?b}8m6wUZX9hTSEy=Coex?77m22q{yBRZP{U!dN{5PT8UX&ka8`3ghX&c4g1WVqsIw_lkDu|+jOvL% zc??*eydK9a(*7|nwO~s=dz#UNJn2exne@ZZYL=ul;|R~-GntV5nfkQF&(0Iwp;uw% z5alq~+5Y$Cp49ZF?Bb5P_#HwM`=3-&y_&^8f~>e8?vF+~7>vL@4lXVrd0I=lA7$pE ze@N_C#+)(f0_=Ac702r>A<49cs7(Kpj0`DKHXvW9^ife$(?S`QB++cLYc93y>X*7Q zB#%~*Z0kSk%#+RoFX$*Hligsh0Fi-*0=12*UfHbi*AcEV-< zv{pl1T|U<{jT^VbIMr>vJKz)h2?~0w*44;!B+ShaLmy9s!o9nmEO`lJ?DQNaWwhxD zTj?;GiJ}+v=k27Tf1jRxC0!F_!iXKrWuT#l)C%Cujoe;{VmL+msB3Qa$K`*%I>}}= z>FW)K6$6W~6KwcvGGx-eX|~+$u{A$C>vTAlw9JxId|j$+Go+?pLzi)8skIr+a^8?> zc-e7KtFUVZfSB#C%Sxb&-EZH=NtzW?j>Z4OOoAr`r=m5)B6yWL&oh1xu#>v)rNn?I z^KcY}99Xq`%0NSvlxCF3lU4bHNq)OrpRa~Yr&s{b0BzF#@K-%e7?Bv~GfGWleX{#7 z%U`gZcw8{7Fvl0$x5CVBHc&UMwb|j5eat{jbsTXOCFgUj$LDd)6-b2{o0x!_^78Wf zs$x$WH4k>TD5$j-&Ozb@!);nNTohLRR0{Uc5c6B(K72J!KCmz<&uy1xkLJh#4Qs~ib;538g=&)~Znbd-{qz^3;l@_=Ow z{++|qGgwA9Up4x=TlC-iuK8&k=5~%8q^dbiFI|3Nly|?Jj>NRedfHllM+V_63Ankry+(C4>fyf>7^B+z2s3fGBcZ5F7 ziSJe-G76$U#xPOBK#IWOcKxVbB)<!%Uy&!fP7KTSmmQ@ETgfNI zPq1+n7dopm^va3JNpO4dJhW`^nSfK_D3SqV9(VWHYu6LS?m_B#H$)%H?RIxk3ulLt zN)iEQznP~Y_;TeaBTvDbums`PcI&HCocaul(Z)O7$ECDmS_kU@OOqGBh(!(dxLk8G zGHGSyYo#&6Dx~eD#D6J9%8{@9xl>R#FPHb~8+i|Be!Bm3}i}H{W*c{tq z!_;7gOV(_Tj-DFgT^^rPBDJt-xCR=UbI1PvCs`_EYL1BmT-QG7l>6 z>H%|@0%(bKvw*r%INcXq0&<3KQpgrHIY0Xsz_x$BKRIQRhp5V|VroUt{RgCzb|Iz+ z2?_0L>`vqr&8+ruXkcPN*aeP*UqfW+kSZh1C>E>I;sk!w817VBBM#f%eRgTle1=`= zfc=pdL*4T7e?3g07e&3)({gnwKlz|m2MO5Vz2hnAfTKDYq>UyboAZZ#>Wfl94(aOX zfF->}Dy=|7NkqB1xDaK|3Y&F=+c`6-=E{xW#Opt`?37Gp@XXj<&f~JkT>VIE>twq` z5@xXbwr;z;VaCm;JxPwbw?8Fic(=Ps1qMhG><1uC?0BV!f(t*5e5y0&T`gcMW+e^m1c7 zKNUlDrLDyfHXo(wZ;oG_E4YG4>>){+3_R5>gtc|ubJ|#Thboq{9VIahW6!ga5XSHE z8f8-E=PvR@!o=~zKDoTAudSh6Riu`tyjrmh;N1i45TcN2MsH$9wQE9 z5it?bpO|wAG$0jE29$y>85cwOo3Q0OT7%zw%;s1FLA&x&ag#9OrW<|L#WA1#%7i*< zrJ6z}Vva0^vR+YREAu5A{MJNPN3yVGVAssDsJ8y9Hxi5siONtum+6mu4!f}W5MnS; z{5F9HfxLyi(4Ss?D?G0r7AiD26@%`FwgkC!sN~s!Me}2gwr8JWD%72b0k&ZxoXy%X z!IWheuf@ah*>?H8@hXr}-yTYnVVBS0vdeVkdyF=wVZD-g69NAe`F!-y+v^kQN!U;6 z@#*aWi^4!>=y$T>J)R*b_5>uQOel^gG5B#1kKTm!e`_>W2p?UGrXMob`bPv$MdxYD+x0o?YHjgF-7=OS?$;vM;?M{ilmidPmy9e`M628URI&8N)=T}@j zmTOlVb&YI#Vh!wP9#xH=kBbS1k#^W5EnR5b00Uhzt7$hdqE59G23d=!3DqH&NJByT z<|2U+47S6x^5;f{_^OC}1h_~Wb~!jW@O3w~Iv)dP(dcCgVLx~~pbOb@jb$Qpk&%&; z+OlOS*@fyA#hcI5m3O0zEVEp<006*xlpIISumeua~K08z0HO~8+RMHl$ynSs`nh)gh6r+0lC zCq@zzn&NkpY)1@|pwsqO^=AE|92g_~WMMy=^MWE%X)dzy#%C}q&EB=?1-E>8h4DtC*V3HqsUn-rF zEzch{v&tk8($^c2!N&{KIR2(*hT+HQFv|?4Vy3?iWB|932xa=#@ST%qC(@f5=|9xk zf-{s=)bVE`TnXR`*QL%grZz>Mw!_s_u^<=y83hvqN>f7@o`vI;hzz2uZ8v=NiAHba zN{f@(Kb17#XCx#f!B!wFYa%6&D-l#BeSLlWLa3az$=rC01YS%ne4UVfO&yEO-cy5{ z9_DMmo%AuG6p^nrd*>Ja*xj=q@5 zm^r&BQ>I}0Rft#RwjNyxCo z=*y@>AIKV?1L0U#B9)JFBBV{e75|1I3Ec8wKvWT-cZ5PaIy*!7IlZ|#IiSIrNqZP& zG=<+Bh1uae8AAb<`>vd$l~vZ}bLpjanskAv^W@2REQr%kyYb(CiSO1l_bM*fUTf562glFxZwLZh;x?+nE_QCv~vyk|6nHA;*yf6;$+{Zsm?cB zH*=-}L@abvc_n}ktucAnBzx}dZ;#Nqeusk!axaC`zy;pN*si6A zC3}fRj0#%ISS?s)4vw5D^vtSY7sM6R>4f@@uCLm!!t| zDz&Wb`|#gsr|NgUu_AA?Le6NQv9E9~=-g~ECXD#NPxVe<$cJJV@!FV(E?#y95G{o-eJgjsB4K1wfQd6e7z zz|Rhr#@NgXRr^p5ZrNQe=ZDUs z_xqq}=I^Z+0z%YwGEy76p=rZs^#m;DJVuAn)6Ju;2T|T|u>q!7DXR}`_hQ~^R*EPY zz~_`!2^(Q0M2$OGgOi<|;MWv+oYi8P=8v&yxUYGrR}kY9cBLqw{DG57ed-*IKLvJjKLmc^|alcCMHm#cisH- zvwJyZ=jy5|o&IS_j|4*DOyeo6vA!*?Jef5hxVl7-POjw7bQ!MVI`o30fzPz(C}g{* zc42rD+3HK)`d_-mp#-fH^%ksrVJk_gWGJ7T=gKG;{!|2|ETT)fqN?rrOR;PKHjNhd zLkgchZSg9sD>~A#wszLnU#mOB=K^WDnlO->mgg9sHXavpjEk~Dq+}%v)+q`oxlZS{ zS`+)K#Fw7<(Y^Az?DcoWn_c4Dpd@_ggMV{NBy1J7N*O=ioHMe{J zu%O}(Y>#l67Ms@Yw)e)4fg-q$KW@Td&+m*g;wQ(U3GfE-P zFi+UrP4zdza+SpE+IHA-EwK&z5KtLu5qvhJR48rCoHtEdDx*PWYltC{Oa4&40?|rq zo(sKP`@%6ML8Dim(c=&F$Y@%$z8RlZSnz9&FBoYPkZ0*y$F0FJ)sxwUeFhPJi@X-V z7OWZV0*FBqSS)ZA#$!&e%KnR^?|&nOPO&6#5U&TNqC#=W{%j9e83+T1vbxe@JnHzT z)q#TKvgQ!69Mtps*SL1ohUdcxbf~M4chm7jT2R8`{rZn;kAO%?BD+v(RZbH9hJl_##_3PW6_0esi1H*TITw$2%e$Ka+$(Mu2By4XI z5g2|_O)#&^+kKX7A@4`qv5}p$QuA1%`xVT+)cy1#@HUOE(w>1cZPNWp18IdKSxSs` z-(&@+SX-x9!z)e4p^AEz8wvN7$!?SG8=5dFcVMg8SKb`T>cAmA$TydGd$>VxkOWNm7%>HkjI)sDND_C*rMrx|ti?WgHrxH={{_4p za#V3hha@NIbPf9?r*Bxk15UF{%NEM3Q?uq0kXE;<w+i{vevsfkQzQha|!U{NScto3s9^3N#a1e1WdV8&(kf2iFZ`XD=L2tKZoSWKN z{bLrRyC=~AyZWUdixU0@MXpwH;|kUVermTcExJfPl5cHn1&akvHg8MI;*hooW%f)Kc}aL^jnT}DR+C0uj<@1A-$%)?53c2cmNtyQ$YyK}2 z%9^G+jpX|H@#N%Wt0(R2#ueT)U2(Y!RcrRD$iS&4=W1CD24bAerqp?IxOHf*E1+$B z-|@PCVgGZiGV5p>%00`UFW3L*@$cUI{eN3;#O#l{JajvGB_*XrO?KJ!DzzC>(`oKu zDRtH*O7nUjH;U{ur#V3Hw5ga#hyA}({69#vkLns=2^{5oS`Ra+S1a`5 zAAvD*@UMCj=3n#zz|fN}N0l(T6M~QDI5VJ;aLp6%pzu=>MpRavfXUQf$Lqa!F8;1q zXcO$@hy&D=Bd{D`A_H7r^F25y8?G*PsA?GNLfUqymOWQ|&QxfKrCFm%jW{IYMy$-A zTUhvoOPg1(RzlF(8=w{8j1JMU6Cz0tJ_1n$z62c6JQHEN7)xT9FH({)5eyvP@wj>Q z>EY}MDCo6#(mIjn57xR=0s+@!fgL^3j^GQrSD`6g-f4V>^$F$_fJS?O5xgtccB4aG zNSVZ>`uk#YLq%D|#=nEnrSoMLqwcS}*Lzo)Slq3S_Nwy`-!l}a4Y{e8L&cm9RU{ev z?DFvNS`{mV*hju+c>!hY9+`?(0Io*c(3p^r(4K)9$Fzh7g;r4zJyiXNG8=19 z>y3G>^A$VUzx3WpiD@g)K->M~ILDT?0;RtxOC-ms%ykU4k-L=#oHTb87``|?wlZ%S zR{SDE$V+9-iwtB7fdEQ#&Wmt8`i1s(Z_?yva)d0@-IZK~&_`}N1& zrMv%^C&<&&#Qri|z1S_Qg1+VHK9t069?{NVm)XRnm9cP%_arRNg^*Z|b$DWFau6U+ zz?s2YqT=QMxgBz0+K8td4`g+GXSGimwwbVhWoX8(W>U*g4B}BpD7(PfsLAjrF4IYO zk;ih*1o$yHo6`yUg>EGm*#&Mub;VQgrSaS&7Kw8!;5gGu%W0IaKJGa+F%W8!oga^zox9>?*nWLc5(rESW;3FaD#ASbTrUkj0LrY2CU6L$L*TU;jpzA z5%}`#(-#FnHYJ|%EnD>=tZy*nmrww*j)1AD)kz+KAD`;Y-G07xMP3&T_@2kifvELY z@GurhKKY}Zdw&=UNf3;bxizEri!9iO=Eh(m@Q^Gjt}tsAak~~LwypLEeA?QzV;Bz; zbr1fV$M=>}1*i{etQ0=WIM~;`^<8knUK7@aaCF6OrqrhbRv(sC>tvv*HaQY;Ci(ZZ zf6gn5XtK3UPyef*7ABO}=CoU3)iiSVU)IosBSp(Xerbz0wn`hUrRuSAns7qX?ZfxJ zJlY1x6yjgla5kdw4Rg{7S^)g8%JKo9Bi3-k4aX3woUQv1hpu632$7^n{RnRXKkZP( z?88wSTHD;^Lm()r>LH7~pR3e&v$={4;t}p&5*bY1zTWc4uV`p&#OSBb7TNaRADUWP zvM;2X!Zdx|4a>w40dqZ7+n9V9=c$P>hs+AG1gKp3&Zvjdm>86~Vq?fMJyu>)b@h3k zS^USJke-0jcK2oJ2RB-oqbmT^kkvI;!Tu1Fvw2AjQ50u)rQ!!}FtWJoe?bV6&y-CK zZgQViUJ`33Id%bDXK4bqLephdS2<^WldJvmy%I}p$mQ}toIv5|Bk)XtRbe(E)aqvV zjC~*mRi zV5QtOdaZyd@$%KBg>y!m>ah)d_HnH$uCkhgbKT2%$_CPxVl~Ojo0|yAWYs)P$E3d} z&7bw>)whwy7sps(fckz?Mu;iH_qqMY4-BG!gz~1}?dK2+v@k@j)a`ir(0-lOD_35-j#4iwf%tsmBp;*Z?bB*xY7WTY!6Hid}6v`;I%~ zx$kUehRWSsMCbPPVHh3l%|LHMK;YNq`wqzHr37q%RTMm(7hBMU*#~Lwn?7gwS?cf5 zsH6o6FI^=iWW36}8lGsl{?=X)Y#xXFw&3qBEjOqBye&x(FDcM9c=34)x6JlLLEITk zDe3BzW{(FPy!*+mjF)bPPY@?ajtvuSI^Q=dh_0C#7|#9P9wgQEwY=Ts4+~F(3O$ec zm)wQwa~h*@JBU$_*-y(J;8jk6(LW&Hr z*x`!gA3&i6woc&3OICgIP8aZC%|P3j6*i%qOdi~mEyNJcQ6`T&;iQ)ZVWjcPXZ)SI zr(PN8fz8X}A?V(q-;dH9(oLAzB+(_*+Vbr<>3dwY(5#pLHbq|^BcCoOGr?HN$nw%7d#=IJf1Z6(dZ6^<<<`c;O7Vt%DPA5AOBhQLZ7t z`G~&xa{}o5-@PP?sZQ8|-3n0w^+QbLih{fb!xW+Z1TB_JbfCOu=ysp8lIXMpD11}X z(;|Zpou<9>`9-?zYu3s~4DPLrzMA~E=(OfIJ~z7GMu>t5mT`fal&hXgj&+AA1#}b* z)==zZ>7o2=JMvUVrd)>fz5Fnlw7?)FTBCWy=lD~UKmkMfPNGS#Fegxr3lN1S`1Vqt z2T^trVF>|y4M1R*7yvp zy|Rie1;m&nD`_dtJS`~^c5^8^$s&DX1H9(nkZFFAt6w2C8J<3^7J3sA5b1^~!m!)Hm>u;V`@Kb>{8(+6tA`3H@v)7JZGne|y>~xMTQ5;3iwEY1855@} z>HxJ+FTeb@XTz|Z|1f9dZ7{Oi>z9)_&SMFgLWvyA8Zh6x^D!s z$JV1atAXI5x{6XZdjE-7j5pqrBf{iaXwfD$@P@&4O=N*~4T@jXGZFmQyY3+}?yrBz zEI1DTkvbSrZX@`N*BsjXX*=-S_JTv3i0Dz;jSIN@&LjGC&A*W_Rv-2imcNwP0>UU; zTL#nl(lu#MoBI2B89=nPe&7P8z7Vw$9y4m*6>Jbu+$CoEd8II^= zwb?#VOYDhS&?on}(_1h)SkTr2{D5&T;7c}wNas2GiyUm8^yn@V6?BEx;6YlHNFqOe z0_=k?TY!%2M;NlU8Q=M+cyzHHlnz{<+f3)tPnt@$^cI8?aD7qx@cnNpn;fMMr!Ld2 zZ+A7jl&4lP=T^!4Jp3Eg3#SEmDE*^2+b8g%MZT4TU)iCNT!z-alO2gzvv%8Odg$kR zOxrkXF$U5B`sc`riiCmG3s(aWKDd9X+Zm#2&3HWZe!j!WO(OJ%8C8F;&oSI@IA8-? zv%dAM9|`8)lcNkv(^%%L5;e83?lorp^Bo4uhN0rQ5A=c?05|hjg|=pMW(F;L*N7?? z)|_)}l$R`PR%VAOPX$hfTLUjnR#M_}2le5~PNrbGv%PW9w6-uLbCP2b;|0BfJRl0i zQ-tqm+jXLQzviV&-D|S#QG|10SzAK`2+=!E314T)#!cd$Y>zlJ^2ct-o2xuYKOSrE z`z-`CW=YjB&%kp!2kRXzry(W_k7?L1HG_E<$%I_B&;*O^dAn{dG{17&kE}dCyH``n zU0eGp+0f2pYp_M8U;*pOJbR)G)M{NnXkbKA3gX6B(lH_G&}Fs9{V@jfXZi+b1H0dK z)#!6S5=aPr`}{QYxgEs)r))y{4e|>drdlON-k-OzBBF}>*XhS|_dnm4n_Y7Z)vSHR zni$hJW~^bN;#QCtraikWA?uo89?=6a=dxs&WV~5jo;_n#$BUVmPaw0_v1jbx)iQj~ zDAP6n0(;Jho(n>zn5I=I`}$jegF?EZ)^{dilwC+$O`Ttt~PA_ThA1Nhw;noy6NhlMmZ%-Q189aJ7j1YuoIw1xCXl zdq!0fsG5Xvb1Qi~V_XZ*D<#lEGZGjyKcwg^(NFp$dFljo|93C~CJ@Z-#I9rFE1S17 zeq~{hyQ(xjCkrt#nqc78m?8czC}hzBFgmT|WQe?9#^^AEKm$h-BrT7sp9(<*5VV?+ zOU5<5Ex)G5_V#x`CIcAR05K%sfENk&vdnH zcOBwOmuV^rXIa4VHmJ>0V(jH7SYW%s<&OEg4wfjRR=K!RWg~snkMyfxl{vlWi{jKx zWtnk%@S-*()a~{~v|gEHk|NBCu$by*c-||<2*m~F6{%%8L3x?ooZ#f#?{QI^LORN0 z+n)?L`8gU^P%k`DMCcbqsuA046S(;2?>#8Tmm3(VeJs$zDy0)3?MJ`SDdtFZ(1`$J z8$!{w={qh01&Sk0)e<`FnOyOioOmu9Y@HQe?Cin2HNr=Cv7WzjBf+2xR3LYRN%hpD z2FK5N93^rc8H`KJU8ZECE`U}8)*zw*^2Sk}IF2>)M%{ErT4RBuZe(YMtEeq+n@_}w zml3Cn#qzDJHoy%~BIL^6k}DR!VMU^SX7I9N|LXjlR6Vh;&?`679L0K|r#EH+Xgl-} zAcbvgY@Ukhf0p2yXjqHd^f081Yv$t*;sIBZ=X82dXjgt~&`SkK$FFW|5ET}jIg7q% zT#Gpt>V)2lfuP0L=jQq*6h|DR3cMyl`k*@24h(+TI?;JusNAeDbUyTcwgWze)}MzF zKczG+EG#5^H-|pMXexwuwLI`6Y%g%^E{?S0J$#_>PwYsvhcY^nPZNd-+EXtQ6`j&5 z8Q{U`kR$MV5HxemNM0(lM`_zOWz!$w>WDsQJFWsYeMAiJ$yNd{QjwZx*KK*kC2eiN#||o8-Kj<4&5ws_7xv4Nfg_?HHq$-L98mHjMa@;BAu5K z4JwV?Vhf3$C1w`~mcI;|b!yaWjIpIL8>F7M5Fd&I+7#KOEDDEQj2ys(M(lqBus=N5 zPvZ<{IlL~?2EN};VXwu3Q@plKCRLHse>3ggYRmLS4{4OM|5w3^bNu*!T6L#6!-;&< zsQ3Dc*00~CIE)+hAYT2|bg4EF(#6XfZ2Y4jXU-liEg_fe9s5BpnXlOswN0Ss43!g4 zhop2O4lAbKabp*YV2Cs=YH!>e9u6-|Y?#;kuAkGhCTf%T3V}2r;G;#2K6`)}CDA0Y z3+&*Tk=ZLOAESa-P#(m06EXI%H!d20offcVUSH;Kbi4ELvyJk445l_d2Tr}1F;FY< znx^?lCu{Tr!!Ud0q}3ihAm}TacdsA9vBL8%zwbEB=2LmuQIE?~&*K-Bfvm{;*}Zsd zoB9&O^C&c_w`~d|*f2?5cHdzP^5}8uvCnM-r33Q8NI|%&M1o=L4l;!K)ZzU*4?*Cr zOdiw;YMy|`qD!#v^QOCmN9zNcEM-}~GwC~!f*QybU^(bR*95LFU8A7F@e?*G9qNbJ zv`3Uh7fZi4$)GFBtgu-0KFphfJ}0`~V;mkQOxTbSx*a9f3Nk_rXWQ2e`WPZ~|vb@59^P z@Cp50QvHXR+lQzN=6p|GX?ezV3*&zws7$JmX{B8P(n+vMFe}vw)t=gHMl221t?~b| z5KyAJ1fz^GD_L^BIZs2a?afM2_EO-x^&=1N*!J4ywkBH#+$JJ-(4Av@ho=3qLzgB2 z!-cRhP$m!u)uCtYe!~Y+#r_aY{<0y6-^_F51L|gYnTaG!7ZtCW1nN9JsU7Vs{*0i_ z0`0<9&~1w}R9kHoqaD_KAZ`l^Ru$_WSO?fqJW)a`rnVDJRZ$x#AO^-n>V9l-Ff98s zU^938fvHF=7&Qtg)6sk*_GBnCX_wuS?Dg>+eyyVmm6=ZCjPu|0K~3xC?!V0x@V=)x zNTm=TajjZvtsgF|TWZN!k|2yScDOwv?3`*=e_c8sPi?mNH5Q##7sk1k4MY6pA+z2b8C;9^EGrn%6gh>QLg34PbZ(Rs=9eL7J3_B#9Wk^y0||wt!u<^rn{b6l(-zfrioI zHZwJ5PBdKhZBk@2PHX*2>z9P*M4QZ$GvP&Dd7)D~p4rj3+F51K?x^4}pdSaoXWBPf z4@v6(^znr~1GGb@#U<8xXU4sNip4HSxHfS1n+CESo|}zxnuzI3$FW4mEM-Qp?$*=v z3V$bFEQ?_0IPJd(VTfT>j=LG`n2 znuG+Tu@GDqc!8D40+~ywdtmF2vw7*P12X#A0oKG>wOzWM)l6#*1UU?2tDKRHj%+?l z@D>KkU0BBBhIEF$BtoT4Az^l0??)hF&*OK^m4k=Vfw|^4iT5@V#?H4){atLI8BYeB z8qE96m(<-PX{WSk7Jr2bD1M1v0EXaHt56>j%6A%683{V|e#sMX84Tp#6WySyiCGAG z<01}2Ri+L7+gr)rgDXEg+xZi@f*h%$PuC1l_S>lBJJd@GX;bhXzs%%_VWb75_U*ZE zUoeBFx;i1meE$}p-hr_1`(yO}F^uGJ^dDxs^kFbEGCwLIH&RIZ2TfM10rk3U*5zLY z`24n_NOIJKEcIOzE8OV^T{yA;%gmF2=HuM-yvI=Pf8Oa_7f7+QcDPe77GMx)2Gr`! zY@axUfOO4;TbULxUt#{bgi73poXHaqQ&+&CXSC!B>f(r8xoo|_5q{{vCslBrESIzG zNCB+N8=Dr-*I#w1Cx_!Hz)07PFuH8(o~&p7-G$x@!pe==hcSW=W_s^MEdXxBGvBNZ zXE~#IfS7-2m&35S-VyM(g#pTq%pxbI^YG^zH8EU)LDwh zGnomkfrK|sKG&~B^UpihlKHWGOny75{>#kQp!re;4sAveHP5=&2kVC1io(Lf;~a;q zlG5=~k>)Z){d>IeitgV5Ld?tdZ3?a9$PqIDE;JpIX1i=wWA&!IbPvg~mBcE?J_)yt3IB2?lX z->+EW;!)&jiD{R=5GB}1=R=Y*A2v0!*1e2av9-A)zwJ(k45~VNCE5s>y>6#@nw23f z^{M$!6oe*BOTyKh0=^)fFbK0WBTNGb<@3P9w1`D3PR@|R+(=?2Ob6zChy6t|^b%80I^$zWbh1mLyM6}x?&T1=b%VeG*5)1baE#|W7Kaw_&prEIky z{GT%858S;C_9O}dkWD6j`mD{b!_HHW2X4mJAg`ZpDVypQPnQ=L6_u5r#ee)B1%GU+ zMrNKf4{j#ogUm;{02xLrvp2I+mB|a^fs*cYT8+FuYpCRLo$d=Oo4g5psFomjHF$0( zcr=D}p2mm=e20?2^VC%yQImA7#H^$P>k0%BXy#NACTS$e86qMiF6<<`)qL0-*diT| z05c@Ot_E1XOSxBCCQ;>-Z2In+zDMF>FIQiemeKRMmgVQ0uD&6A+5rr(8-^&|L390uIUDb1|JJ;o*68tb*3=GFpHj)f zlwip2eZuKNoEM{2^kVB3|K4bB_DBpJf#4711U9njo1sio6XWpaOUhw$GA@B!I4E}G z6dnsmlG#3rNFIxVStuV96d$NHPr-3>J9t^aWdA&%<3$X_y;pKfjmFzR&HFWs*)*rl zLj=G;U$(;&wqGoCC{!PR??KD0cTd{t_HN$a8`N)hc)U9C`@Hjf8^h%Gbl)9e4l%4! z$N|KVZu+-#?4O)3U;vhFz10dvmtPy5-9!z*iXTf4*wWf~9}47g0j;!sc_@9yDocE#rJ+WhJ2arJ~A4Crsz&Wded*iCYLc0YgtjV|s#!B!(+Xh0J z=gB#2#w)SM=)gB%VVZX`Kh`x*Syic|u;vbRbJ|HQbuz%VX31}y9P$Uz5{x>|%u+aF zp^xthi|tQ|f@m91^PIg$epiU#h~ES^KDz_~O6cqNX_eJVwq@~kbGi)+um(EkiKbhMyxiw zXEt$W*^A|~-_#X|xn6I7zRD6nB^3-f*3ZfU@=Y#JPD-lFol@f`)9NPq_bW^%uRYf@ zQQo0>Ea+Svg|V7BMZ2ADa3Jq*VW1@FLl!co9Mi~hW*ZB7Os%5u$RfX_*rXE~%Ft#S z8yZy5SULY7xA)>e*~j0@D%yfQ18pDn`mpwJYwK>j!BogY*qxo zNl%h0f?urvk9Y`@0uoAqmoI^HGN7{yWGVDKJkeJ)duPdOE9CIS1+REC&*Pl7^E*L7 zn^lo_)RKIcOkXxAJ11HZcTt?YO%Tf_#+_Ad(4D`I4s=+as|E_vXvF?Fb(X_b7(DJ(^DKs(c-V}ggM>c5flybI86B!LX z=xNtfTsxr#i{)ryz@P?)Tc%#{Sm|@0_ zgH}PI)c*`HSWNTNIu;EXq1VtNVZrGWKm z3GLGD^RPm2)XrOTOyjSUecBjfMCPXXeE|NFPJbGJ=FT#2FOKOy{nQU5F@Q$8o( z1rX=WGj{f(9Gvy0wRl_|BQMl~_Suo4;VdKOq1WO;uAHLyEuzoau$O$C?@$@EA&x^b zs@=u9ggR3BH4~h%jKF9l>b!#4z|n&~z%Ce7Z1=aN2oeQLj&mu%Z3y=+^(`0`EC+%P z1fY2%qEo*#8J|lM3`ITD(t{W8=$#;((_CY44xKII-Sew3QirQb6;_8RQ5X_kX zX0ai-lPL-h9E)%-Gui-fk+<)x1Za@m?wY=zY!d42+lZajWfjkfQ$WZITRsOIDR8it zaMIXP96XR|krlt3A{&Vv9}TPx@1!DiCIdVZn*97Xb+2^MwYXJJUdZrp7UVL6xL6g; z0)#*Kc4!k@Zi)#-4H#(+^>{jF=8{&Z$#Ay2jJ=>` z($- zcQ4E?6Ijl3BosMvj0QMGfK#4#uf0tq-C?)RUcFn8zQNxy|I1Mh__N*VTdo@pYF&@` zh8K`I+!6&iJHH9bA(2jo^{#FVezpor)BCph)s%QL|XH|@iDPDipP*JIZ_{y}V9oT?Fj2D~++ z8CO*bcvq$;hG^PRcBMVHYVZyF9s{UY0utpc$_f|6X^m}6@RtoZ(8lEkKS(t> zBP_Nocp@O-?3$fodZ|gyDz1!!@KbTw2Z8gw2dl~dKSv{FlA>5p$p&T4qH(s02~o>; z{`w`CwdCK#G@`6kz7b3g-Lo!-^blIQX8TV=(qJx#p_S#OtDeVGPJoab{$j9V^Dx;t z-7q3&9JHu!(bSH$kC?xi++8F81F{qjZx0F!D4l?G`&7N9jX$0C4{n575KLmyYf2L2 zOaO_7{E6X0QuI)ks_2hI7f7R$!t#QGav8K}D!xLvqHCB_gpqlS7yZJlP-n;QcO!*0 zL}Lncfh};RiiwTb0du;9XW2s0pP3o>*TL zehnA@;9Z8Tk<+IX5t0?y9m>t7ag%$)=k4iOb|VI%Q6drF#Ta!IC*hO^`EA)93SFKp zoQ7xD>ujuVp%f!9faRmIR|wJ~=tK|z#TQw=S<}(c`5!ImV_)BHFKXU_-1-3yYa`@q zJ9)Z&K5d#bclVIMNqUy?@o-*7g|Sf)^5HM9rc8Y%ox|yifz`TB+p)nQ>mj4ZkhW@c zZ+}j=dZm?gqGzbDDV@pRk|bj!V~>pz32f( zL+adnX)y^lP$nYZ44Ocb382XIsYZ7<;h`E>yeF)Fo9XOLJ^l5Ex5u-$H;l}2ozgug zjQ%_NvrCS%3Da+Y7-9eyeY)E^!FiOr7!pOcCIYG$q6Clt;7B&0Y!b!3zS_#N5kyN< zVyF&aaD|AC=GIz*p{0L@Y(e1l+8T2rtVWB6vY%=|NQgR58^18Jr?-spp1|f78?P~| zKA;QMYR}P0g6c;ko;=+vK*W*!E^fW9j7K-C6GsBCJT-$^D|_oYFHiCKx9~Fb^aShc z)j}RK!6xhFWk1*WFVwjaC}PLe&pZOp0c)b=tPED%Dzzv+L<+X>w1#L6|1{x#84;$>Uv)&2yh(3=6d9bs>6a_?N->VTe z_Ak#>lXGqNU|gwsL?=-WJm8b~!@ zeRT@4AThVXMEtwN{s_Bc6G?qW8>DW1)3HO*hJX#@?N`o%H|T;l=|ni_hA-CmCB1y0 zFQks_7trMS2VgCKbESJHQ+62;>66RxzW!SkKy4|ha=qMUIo@!N3O5w>0(o6`vLbc5 z|DlJFmw}Q>H@${NY#OjqjG_u3!r`Jfy%u`HYY%4%r>>oRzS4EN`o)eRh36#F{eK)? zQ+Qb27L2Vnww=bd?Z&p9G`5|_jn&w;8{4*R>z@C<^(p<*p1t?1nOQRNU)mk7GMdo=)Fr(?03t+y~jslI!lIgQLoCmA6)9`0A>6J{%8L z{u-Lh`8t^rP`b`BB*GU0Wh{27zNds%6x|ju-c~UbQ?mRR&WTFR6guaEUHs_vV*oG_bH_zW~ zIG9MHZvSC}a?P7L>fYqv#l!yK$HcjHhGC3o`KDQC~eYM)=%oKaFLwbyZ<5p(Y^>^dr8FbH`PWjOWt zE-9g;Z*E$|N4XqNQ4Gs!luVf18;VDU5eiJ`{cc`o(4k8gvFPxpDlrgY=nLPK<) zrr}6Jh(Dja6+c)bTR1ml#mcY(U2HDwRPLS@sv9{k$`>+`7ugoH#feUYuikb05ZfJBg5?DzEomE+( zMTHY9zXJYRr zg-j{Wz){P#F_r$!KuE>4nVdV3)1@kjAxV+S1S1i25miqXs()&Vft`YznM7yr;%M^5 z>HC1DvX9O@IC-mn*_dnjm@5g}(ypDg#2wb6yzl@g`!AumGOUHMm1`6#hAlf~o*pT(-2;i0nKDVX>;nd7B; zUj;f^H3Ci6h+#cQd-!B1bseIP_{6lu9~QOZiN8NB5s)2&Gt~Jt%&y1mvR6PFdrFu3 zj|5<|?zE53^$&tL3{hhiKQS0D%)e&Z6RejGe11`#MZFShPs;H=AslCZ45UP)`Vw|G zT@De}{>pT_*z~z9&H$Qq-%HgdLE z!nf6%F5blTLxE+5eh5;htp^%s^%bAD}gUy=8v1J$wLh}+%s=XF-|PF z9Bi#0Ec!Z%@YfpQ;~7-d{?pp7QE>H$di8OQ`-wdP z0ut^VPDe0pw7ru=#0Rg?rL0U}{DQlA89xl4diz!MjRwMBELFT?Z@2ym55PJ^w`F0YJr-EXIY^#b>c{H3*^J6aOHT9 zP@!_(f+s8_FJ@a3j+Pi4HmJZ51*nWJ6;2C+PQBCc<92$x;oawTj*FOT8>!8v@m1{+ zNwE!q&%N2oqjU1xWene4gGK*IK+aO~f)pGmO=H1bfZ>v7@gR^Tl z`FK}-j}Q3nM&pam@#pfWKCeKY#_3+ADis<{GF*Q8^|eFAg0=u6wH063R5nrL>`2z^ zL_FeVYcVQjMJ*x=ilpsS6d39Si2^CKx?;ch@m`fIvTav8Mc8&sBfmj;;HWb3s1fC4 z;C*iqd?J~XN8n&Hv@nY(oxfR22w*4E0u!z0#`fm5DIZ&3&Ao{=q;M+RnCf+@27$@W zv-suU;6ICgJl6uDHf$=JJuj6Gd}gGO2nAxXAyX-2=q*3;w@@7B6w8A8fxjboc2fw= zd@63xs+h|V#4%S8c!AuY)dJ}1B7*nP;yl8Xd2a zXcd6X92S?c5$vU3bJa%Gn$0exk9tVh&8o^Zz4q^7IZRvSGH12fT7^8kV^1}&lewWW z_t(_HB|!ndbP0r$hMbd#mD6+z)I6<;^{xX&w{P6_^l%Q~rmek#L-=$6voI4Dqx!ZZ(KhWo9aNWmIo11xL0CMImxO>A{_f#dy4p!PDnNth(AhcARVxx59sQ4G0KvLx%j>E$HP#B^&88X?1g9b& zblR!&uQF_6ufuo$oygGd1RdzqC7Ijm2vunWY}v=^yG0`dTEgfb=N|E|re#pvw6EZh zHp|347SM)x@EKIbKiCVU&P{M#OK5eai;Yo#;#z%=ttfolNy&fJZ?i(A6~8(tX0Qdz7MDOh&)bew$-a%9{07{s$Nw| zOZs?qFDg5y8y|<2y94`D&gvFrv9B>agsdN~!{c5CISU8vB1i9K_#T-V+&K$w+yWP* zTJ!F{hes95QnFVr0ezVA{XYxQu3NviCj59HA1lZTRtoMh{MX}zaJI^8xp|sv$w7+A z|CHk(^|O}2`?8>BbxYW6Qwd?CS4tO+_w;P%t;#6&v(D}|WJptgK8B|tXsP5XC)Jj> z*5V-DSON+773_eR-=SFicFzN+35lqnC;@Z~?{ci@%3@hqLQ|=mI?9N@R$J5Cxx>RS zl2rQo`d^sBe?pg`8iNX6Z6y_;Bn)3KSSmDw$qJ z;j}m$4g7FCZ97rIHU@XvK>K)KrvzTBXDZ)UBdX<{pdTFTVlz40+6XSj*?w*tSzEh>;&Ds3R{QU$3;pF*^1)`uOr6 zc#_xJW?MMEt0Y$EE>_di_nEyzu>{Drc2;^^du4e?T>`sL_ zQP}qys77Px$xD3h-|cl&!HMF6!TEuEx7HBqKF@0874&5Jw=+y3Z#_{`V6^d|+`xDpO%NJm z5}r- zeT1XVX5(bf1m|P`u*X$FSFvLV$3WD%WI6N#aF)+dHn}0K(xe)iPgG1BNj$>Bsz17a zR4*Iu{@xxq8VD;iG&FdTkB>JADXG}^G(;(BB*Fr^6&i-kQv$_!C8n$0fhdcIBLI!? z`F+0c*BZAY;a6&T<-Xp}-C(-xO`Z;B%_T4D(pI+fK9t$rM?g#6HCcyU!KXV4Sezm* z$N3H>Y}LfiBvw;}*^s{?6GIx1Mr<2_YCv=o)0YMO%Vl=E67In!^$g_nDqOk_irkgk zBvqiQDNMTxnR>(DOeWt7nRw%KIArK5h(maFdBYUY!K#1Tf1Y!@Ra;D6%F1$-<2W5w z2x``$+3+y^Y_mna+zfEu?DiATs(RhA?^c<5j>c1=$8S*5x<>5vvj7IMhynyyP@*t{ z)T=XG0s^E`h=8Aa4S~y0Ad)0(Z%J(S~-z!{^*%BN)C-=uBSaqMhv~A4%^g{aL78 zI~IGbJfBUoktBXosIg^MgF~hH3Vk>UYw}yqx3J020pP{2E(2vEt9${&s%6$pVj&gKtbfmn)8Dd+e56qbG=5nguR={ZQ~sJYr^F&%fY88*m9+v(C%0)h+4}NtmQqjy#`+L&l zWTc`S@!1=u+{V@xu?kz_juz(oglsgr{E=Ip6E3030@>B-2ll%J<#emFIq<&cvYe7Z z(MNpc>x6#IrQt~!;;}1fJX2Zja9j3jNo}e(l+>!JR75fGS>aK7RI&OYCOu{+zjcb^ zLAh8-;DPpdsGWn;!!QdN4=7+BcuOe_)?>26CT{Z>IK zuRj~T-(UEgFG}xfs@351%CA#!wL0CTc5a*V6e;Z|Tc3A}F!|=6#pNrFZuc{525IIx zGZUXu9Nu3C;ph2)zeS+sOI`KxsaRpF#np7~kxvi&$Z)=tPYv7W3m;Iv_XrS^1L0a0-wFmaXmm=^lbwQ&S`OGs&Mtm~G83qTlt%LN^KA zhKpEG+p?FVqahA^2DN5@p-&S=fnNE^IK35Qf@ zBvtT7E_6u7V@Jg{2a!%3#0Cj|jUcC_q+~5jN;0Y7NRqS^TKp|6QI}{{deaCyQ1809 zM9Am#3^Z-{0j{&FTnS`k0&Z55-m;c7TA8!SqssMwO6k^}>zc|TO7E|q2eCg{7JhZN$4B-CeijQfHFt6{c*;^Wy#^_@7J_5C$(IBIE~Gl}TS+E&7TP@V%z8K@%H_}u zX2M&Qq|O8YJEC!p$Kvi(j60|n&0xzK@5vIOfQ**lV)3gq8LN2hdISs^xG#2y9ZeTV zAOk78x%E*|@cPx==PW@7RRsQW7sttC(HUS2hKJ?}>(v@Q#nxqy)}e$c=(hjXHDAB` ztQ|n@fY|WU8wmXiG&gkii_>_{OjVX4M&)9NW&tUbqJ#kfXc^dva{H|=gA)7o7Jk28 zVUE~Ez8W}fT-v;p(~Q)3)fUH(ReT=T^UcmTpsCFq*p6zkw_j+97|5w6bUrQCzunUE$XpK^pkY-GgEF`{*5q`OJ6t96B=L zs_*FI8{puMlbl=Qx*R&r<(xqDEZ9g$8*gr`R11=iT-B1 zlGZ|8pWR~Wv(w2;9>2H2hXRQ>lBM^dD`XCzb|Hd4!Z1~bMZU6eS&IV!n2En#A5Is< z2>tK~2sYPMgMyIY-~w9;x!&l|;NpFNRPsx_n5!1}(>mRNpH(lheDJMAI4$E+=_I4C z!kpXAM2!swKmM2w(}|y>*^TPdOhq3@04$W?H9spMa`$()l*p$(P7%BT14hMVGgH$L zfsN`?pfETC9Q(%UO}9jOa4idW3~$v%?**^z*BMlZ0{}g;GBa~E#22M{j@s(yCvQKO zE8;#yT1(-3h>Y)o4Xnu~p0M2(&CjvjJrD){;?>1$`Nc;uXC<;q{PX}pD4qH<7cl4d zom|0qcGyC;N|MZKlCxZ;Yuh%&RJwyu!y6+`CtgWCN$ z_hzh0r_~6{5|ZF`_vH@A^U7(it@6Brw3+?>QSN<~N8bH;^J2VFN6Bq)ZyuKuz1hgY zXzwoAy%TVd;WL!=l`p@?3u|s4Hz*lA2g|j_ZkOvqNA(^RGY|7#<}it`1(V6zpnd{fz*Cj3djg!-jY$y4R3Gn&$=l(imYn5Y>z4X zK5|LFaHgJfuQ+a4P7L#E734MQi7zM;+8$P}l5we&$X~OQTEq-G)%2Ccp|K7R<8?=& zwaa**>{nQXF|&2R4cO4|&$?b)3>ZoBxTdk6Ca=ISZZ;tiAr`0bc4wEm`H0?w5+GFF z&eW})8V#R4pV8ujXd$p=uwKcDYAMEoaSnc0Vr30^U-2C_cwbXEnBV5hC3Gx&qS9NH z$63-mmP@-Oh=JNr;Lo&5{Uh2#0AZG+V*CR|TXuBSUsm?bhssLJ8__>BwR4cx`m^kp z_OGd$Pjx_F5b(JD+cmeG=pzv;r=u@$xSy5Q>{5v93X&?|RgvL$Hkkw-b~Jyb<8`|~ zXe=?A#pnFCIHCI%N5AD_alV^HZOjo8C$P(MOT}hpWpScjuXfJwb;)}UkN-NdH$>ZH z%k%vHLM&J#-+Z*BpNhw;@jgRYkmBoeavSH@=r7>al|hW# z&@0ccSb?_(IcREkW><<2~Rv8wZ+L?Vks=M2GVn(&kcZb&Mp~ltHm3mtlV-P5uoQ zh@Jw*1(d%)4K!?AkG9ga;Eu_^as|i6sPVtVUB57?K$ZQbTYon5({DHFsHWvt9F*n# zdcPmIKZdP%J^``Vx;d&{NQ3r<+FbG5J?JUrKz}Vds#%q|zQy;79mEK%BuyLvi9d{H zfnWzALLJ0jH+6JmO4lFL$Y8fOllq`rQCf!C%3N6g%t0dPzJHCu?H2HKKb)t$-{qFlZKhjFba3(-x zzcl#@1>FfWdM;7QgQOy#opii4Z>bS*tLW)|T)h4|n#}(AaI>MQ2MRs1IeqWnSdLIb zeIeq(c^uh!Oas_>Sb3VafrUFn*A`%I2@i)sjfVwk<9b5~yy`ug#YUirAqy{!{ZxU@ zi{A>48qNEaUIrd8XZIY-Lp%Bk<}_-*OFnhm*)b0}nzy#%V@<}T50=|2-Cn|6L6wdy z5L|H?{6y&?QU}CoLQ4eg?Zu4Bt}+P($R9s9I*V*+RmLAE(#Vfy^m$iI<8r% zhU+$KH(mssxc`E;my+z(JJOO;KJxIRuvB{G%gDv#l?Ici^q)rpe7t}=%ISJK?*keM zkJtCT=f+q@t?FE$#r>v8j*@`4rD#rf_GI#8tDDdDJi!-)ZMHuQIS!Aj&i-nXkm1YW z`8rP~m40Dq>Fa(@Arvt-le_WY@nVmABY;w&i`)0T{Pi{HXzGg30p$I5APUp%d>J&L zcVthZXo3D_T#t@^m10uwAQw*(0~!D)brcLcfN>1yS26JR?ubBxK}HV4D&l$@KXBsX zGi^u_&4`4^ptGBHvE2Ck_yMre5z7{9(OPHOYU5dr*mCroTtW{uh zX=gO1rgX$0Z}~3m^|Eb0z*TM%a#j}(TRnh6hhUqpkB?l{p7wf!~Ali{eFm0 zJ%_*ZdMqfW-POnM<25~tX9=I*`yKcJ(*-JzT5WE5GYK&GVG6839jN}sxPH%Y5 z$f>q*f6V-INH({J@KQ$#5ZK23ZCe4z*+3a#)qJ^LN>H_750U~GTHJmUi?|A(&)9TL@@|KpAHR59*OyLupmIROmzJveT#olY-ZB)j+HUvafJ(o$ zCR2|SwO&_8MU~ylX6LV=xGmrJ=WKa5_2RV->!oTxNMwa2 zzh;RwKR8mysydf2gC1s?NRE&Zj>ki}C6M)&0PeyJNjOR95aAh<;QqZE4LXd!EK%|p z4MW-O5KNB(;E+A*dTS|e6*5HVEZyC1Urq%FLkBblA^8f#a zr9UYtq`uN$k}}V>B~uuL4kYG z7DA>c{${|uKa|uCcccPRqWB@Jg84J$HU$k$nG_j$m!hofxLBf#7f^SWFBX+wkl)uQ ztSdzaUzdU{5R}NPu2+}EVIVddPR=9mgN(&@x7|C)=XH7P()=I^Ira7tb4J^2L!H5S z5;Y~z?y>`xZanvAvisvPL$>uUVz8DCH&hw=Nc`f(*Y?TwhAHC4#pe?FK zF{{iUS{jD7HzJ>Cbis`LH~Z(fq@p4~&~MHk_#a@Fjywd(N=n*4I5@btunnBlL5dpx zJ_2QrRQVwX2=1TV3QRvoFcWmPv9S>o69c!yIRg$EDupZzEG+0%+H|wM z4&ZqxIlmxwL!tB^g4Um!&>%h$aNC`I2&>jD74SVjqKunbfAM&FiIQnvnp&x~e+@{q zbWT;N-n_lo1b@2Pw4K&G0~Xkh?--u0Dl6AmJp1#a$ulUjJD44Z@}^E*vs-_`XFj*K zyG`W?wEHae{?1njhSV0-r1kjVCkau}ZfExHXmo&eFq)Z}xkln)6*>Z-cpwkEj(egd z*qhK}tB^F#adf4wSix{zYRLG@gxfo$&(THB&H>*kguvcU8-j#=EkNK-FAD;m@85Av z=LYXDKEAOR3Gy?zl;bbDkA zb*N^Mbt%^6ang6)HyIAp4Uc)=)7&)4k!6jz)7YCprj;s9vLKO#Q*?cRq6Iw?D{HCL zMwd@}OA9A}U3}52Q?qAoq#69+)w|ee!!z3abGrVdF-D;|T^W%N#+lbJ9vR`hzx}4I0t^t-fZMM4btzEkOuGTi7#Va;d zo1Thmk6Z@Mkbkt?dH4F@zkAz!>>Ruy(Z4vE3LPLwJ;GVSF6ze;a81gi9El%_28V$f zBbq}Rii?W=1Fl&)kha`hkmn4Gzk}4I@siUv`&8sJJgH-B(`gfbXBJ?ESgyjxJwXBz zua;Sa=Imf+G0Q_Qt}9lNYf<;nnlwUr7lcsO76$PdlpMMD`fOKa>~&jMmoH>eDcNb$ zruq!O<|rl*F=7#*4J+zNViw$>wwJA+iF+DY3AJ$|aMUWPHY;${s_~se(SJ`FDRTN1 zI|G4wTH$aI8nDR7Pq(*L-zO|mEUyztC1Qa%a=((Ct%3lcLOLTpK46dp^m8``LgVh{ zuGz_O6@CvgO@@#5kw(T1##s$jL|jzi&1`ffBZ}Y@V|`)bO|yAByUJzna%G8d>P-r| zCfob-GWdrV$0eV`!_Zj!=~>eykMhUEWStLI>QK&H4EN*PZ^Spu&3@mO>j1kQhPL(O zHA~Req>|Fiq?f>G@}%E88=39|Xlgn(2$@MY)Ojqyf=0c8kiYHUcr-zzKXlFnULvnr>LYtIdWB@5D}Sb5DWxp- zMrCo%NhKW90r@+SJLFbtF#3>ty1&y}#uo8g=lrR|XY2=FXXNGO4}%Uds?OhE>kMDp zJiT1%t4Afsr0=r9aF&%2##Ud2=X^RNzAVNdO6FJeK_EL9<)m+1Q4+{{q} z#Waj1)uXdLAB)dZv$&b#2Zd|Ri;h+18k&=fvj=4%P8A&;u1K9MZxR5x5{1LBtg2Ow zRfldJO`u#&_s;uvcV%VI|9%``_ld8&a`@qF$D8Jb`-ZSJ{&6BD_HnaJyk{Iah_w0s z5lrZUI(asjH6zDaOuOOR>hu;L=R4!`9%c7FLr5}Mxm);Sx9CS7#w696R9yCSf7;ac zm`_I|6ob9Dv?R!}_J{Xmzf z$jHEt9)WKKGpCuM^JcTdCKn)6qe0sT)WoU;{6U=5cYrc_%aRgar!H)AKqcj*`q$6E zaOTmCI(`4&;NW2vP4h&tXQk~ce6P}GFLCoBOR^_z?7HP`{xnIl*`!5%8#pm`p1Xa9 zF_%o@dMA7)`bWsCR8y^37QlueZ_-U@<1>9laDI?-C!6>~a`FK6fM%pZim~p*28cw1 zEi||#5V-U6^Xu(y)u7!-_}sxdN9kgY2)mUV9v#*zY?YiDAY{2vIS+K6 zqx&s$&MQ~Ftal+dL~T?@6Itjtsyjce4=FSDU&hcx+`z9)g4h9tff6$L$-(GuATr$H zJaU^Ry@165qpGc?1?v|~*puyAlWx0frO-K$NsLZFV3)~!tpH;d{gVOi3l`Cexe*0kkN?=KKE;b z#EClK3<46ox~=VxWpU$8HsIq&`Oyr@g8+x{S31!4rPj4W(x^w#V*~@hWMU(3vqBjm zX*vJoUwPe5PIrGvBw(DwX85vN?Q}j*{gTo@4J^)%P5*Mm!~IKE-{?vHzdarv^p}cR?Z`t zg_^96`4AeL&6*&G1pck(^5ubUa=%iUcj43;+0+K%Bc3vTvl#|heSbWxZlKA&d;(7jHM_E*{25@yJhIStRa_E=Q2p~Jm=>AHXRoozQW8G!Rj!e#3n zx37wUS-WEBmOB;8aIc=&vzznIwBG_jy z@3vKT@XFW;_m#|SLRR$RoYqMKrhgmZvTqV-1OH(Zi@ao3nq=!>bDS8U%zA#A6IZ)C zGZSwwtu|v0C=vlB^Q6uaVov+dB2+L_!c_X#=v#b&YZ4h(Bx;Fa0dP!SqhIs@#v4OB z<`wt)tuC-SkRnU+eOGhWDSCLbzj=VcC)!7^3ckEGm!M84sWCH)SD)WKN~4>CS-_{Z zoO>>zqSh3OQA4Lu8a6DTzgH+(y0E+3Z?EWR&{u$s?Ey$RDPnj5#>@XE)qrP|LDtkz zAi75sOzAgMR%sn$^{H|C4)l(Z#|I{p5#<{E9>C5M-q)~-_!+vl@hJal20{rnlhJJj zQNrtF@gT*F@NHP>b>cN+NbD=CAgdkD@{6(LbAcj4Tfd#6tIpVubv6vNzdj{65>jB~ zf4?6i{5QX+?et?ee4SNJ7}Y|62{{)b!|ME3>-VnAD&Y6o0jO-#sN@~79$zb<0 z_xMDBhoCZ*GJv}FXb8m{%FE)8+(RGW-y+hDe1;5YZK)$UXrq?I=k-9j-(ofqk+>TU zJIYM5DjX`CUR&}_$}1eQ)E9^av#m7vW~%?Ce>cu1)TBs04cWWyx zu!rev-cm5`T9oxzW_e{M=72J|d_$t)V-C_34Bk!T@o3IeGWY>h-;RK(^{B<+^E8nM zw|PC;IXT_RXlH`{8}7_+q>kTaaX)MtLuWQ3cI&W{Lsk^e)3; z#%rEhu%_;q)?)|rbk-j5^a1QH*!Cl~7e+@t;AsRt-^RZF;$fvs3x@E$v5sUo?DNfM zL5oo3R-H|(X~f;g>+5R;{+GYxOTIgOkf@v3g=CQ-deP-ZiD}-xhvp8G4gr7#kE2=# zH}q=l`z$Wpb#ueW_k4Jk3PbB4q_wY-V9{2D6ljvPW~S5$E6z${Deb}xweoeE66fvi z2TxSQIh2h&=!s189_v&q+aS-@TV1ph*L8=$DWaF{iHcm3$Ef(p5&ZT5=rg=(U1Z|I% z>iBI3lthr+_&Ix|X@GGY7#NU4^0UhYI&p!M4YXYUDOnfy=|^xWs(n`epuvLp`c7$C z_p3esC0WGr-d{u$)YScr-LkPmcmx6dqABl=cF7%!@uR85vOYxEI!pO%FeQ}#{i^ec zV4qoIL;X_K&d~6t7n-mq%jQs#y~~xBw%nB$ls0fZmhglq+LUslkSafh@>&$5j*At% z1?T}y&$RgqM1Q11u4M?aFxE=3lIoN#SUscQqm%#i;E_(yjHq9UsE+_Ge0-wkv+jeyM8;iYyC{A^;#)}M6j_;RqzeVzVK^C7@nSD5y|QO zZ;e_%GLeavpH*;|&7aSJic@W;mvXhrz>V~pDT69RmqG5mTF(56De4_kVx$w12fL@) zb2dWq{<)9Ox2p{EHP*~zu2d}BY4Y<2>uW{&pdPzF=8RC3W}%HMmD&-n;*@-Ee&WKq za*F8K9RC~{-IY^E^L}1PERHg$so6VhN61tIaY< zXk-D|jB3`1R8?VU99R(Dq~?HBdL>@nhTA&V!Zbdh4e%RJ0os6+Q}=Gsc!5MrL8xj! z6rk-gaz8mzeut?cTqX|c6+9Df#G6Ju<^?+GbjMVbl)mBN*^sOTkj`4L&T}ACErjMb zn1(&p5I0=K>>M6GhE5yc1r$iW{i2!pj3=TIM6|M(L0royy34TEVTm1@9~)nY?|5$fmH3nnH8YfOMkec@qW|mYGq|5ZJ<;`kQU}zk8bO;Zg_4L=9+~EL4K00fp&$7cQoSJYk43T9p_&J^sv&I3#%1?}r}ac;oF1lKP|2Sk2!hi0 zS8d~4z_dTy+%SP!u#S&12K-^l+8L{;pzAl%C~CCZ;9ky)K)U{2=5NMHi!g1I0g~C&j*A96p{|DUboG~(aFhkpe*llgXbjV@x2LcX^{G^sJ*Bm zO@h(xpJ?E_&)3HjaluX}z^PZ`W&2$BLf6nPBd=bxYeqy?gKW0Bu;(NO;ARLCfz<$k z?$anW7HwK@dvOAGdA6CXmfx4f4K#zuS+>V8^3zP|DC*k_gV4p!s3M2b$Nul>1n;Js z)EhX}-n&eexu-pRc$1tuwl@u8pCuh)Hll1VgGPCeti%Rwy0pPa40wd7faXB*e|&gg z1GR_|4+63E{w&$R&QAg;*5;Ze?w-yO%_W57HE;eLNiyNre(E%-H=DQ3{I6<{kFyZP zy!&oX?3&Geh0R&zT{+BFl+FhG-9N)dthRJ*u!vB2K6cCnTY4A`()4?St>{-$^;)w) znGZeL_ixb|id6eI?#iVNQUzgVYfw{OulFY@iYH?X-4KHwr;z;fj1I8=&&sT02e(ib zP}#F3^HqG6Kf-B{bA;sU(6n7)I4#urWP!)d@lhIt>4y_t`<1NSEpN>%fW%UMOwk2i z87K={DyS4Sx=8(e+jLN*tMyz@8?3fx^@B@kPu?gc1v-B zPz#rtEJ+sl@5q5u9tr8fS4J?{U*HNqd$MJR85*O*x6w62)p-Y5cWrET_IoZ7MpTF= zD0O-!4$d~%7EmGnTo@GbU!W*JZGk`hW)j`#*l8vvCI)c}5Cn;Sldyma?c)Htrbpw~ zH{$ommd=~8fD$zRS3DyNj?)SxScU6ZtSU5Yqv^mepQgAVueG}|oLVelP1g|C98s}? zNs)bTnf=d}-Q7Olu4vbN5-7KL@iJa9cS88Hv3R#6X0}3=+X;rFm)J(z9 z8U#?vXIi9-0{y@vK;>c;+tPTMB9&||_NP^}83=WdP?){{iF9FK01Y%Z&zQ1~3N}P{ zFF=c*%%BE?r-J4Ji!AUg0zVN~s_@!$f48FLo|8$DJfjEsTpmzd9uODTK}d&W_8I`& z5$sWxoDg6x&c(s!EZgl;NASeZnRmcUk;Cg@L?TD8*8u~C4YJXq47Q6Q>97MY6g_{* zr~9A49lkSRMStU_R;?eg+PCuV&{=qp9TS6CGX(wt}ghK2P9SmsnzWHg_| z+e;>iX$1O6mzV$f(_LpzAm#;%_(#2GSes45h}K0xqyH&XD^G$;Yox7D4eLw4gnz{L zX5ui-X0>M{HA^7!f$b3094ma;Vl<*~29ieiiW0!2OAQz3BR|% z)$8h1JX>ng6dx3dJOR2Y!+`p+9I(+JirDV+=IT7?G5nkOw;cc_md9zt6B9uyIy*ae zAfitYDCfGKM1WE4`lz#i=o}5lwP|_A9W)6gBqZ|Ud-%c2{5gk@^C*@8 zx?py8HZn32DC-5dZ2y^BW1#K&9%wYiW-$ZtQQWY1&Km6z&d27FE5JVM7Ar`A;0IVv zz+*d_yeDn~BH^|A&9e>8s}&9}*wLp%%So}-dm74ebE%@m5~BON);}!&IwIpzGCxE< zPhM&VER@V`Z4!ap0eVG$qb(=>`2(|vJj{F^0>XMNXJ>a=rdqBT1MID* z2Jn>Rtpram>lt4m5c*qNe89sURDV+dw0dcC4@u(#a_t4vcHqq?eMP>IQ*>=Eet7)- z=x_*T+xxA*9C;%Zg9%P=yoLI5mG?O`ixcp6)A_OSS<&UL^tbyT3;YcuEiZ=e4&!TV zCtVXt7(dk}9n~Tp`2xft1&mi_3$%G{1W>JlncRBjOfntJ%xqY0(mb^X)3Fq6tNQZt z^1ItxqSolds*Vm`9voj-{D0N~+3JVe_JG`52 z99220qz5ES|H*3w2Zx>l0NQ}dg|d-@AcA-TaOZ5XGAb&HMJdB}9UN{stmuomf*Uj* z#9*esA3Sz=ut)aRARJrC__+3``-ec0L=5RO2Dl+0r0Uw1ZWsI*$?n`JtQrNDDnPgY zpsCQ0YLfqW4qdYcr3A9BzDPXxIn}mKkaoLV*I_uO=y>ehf&C`JbT?$ot{=d>lO}YH zKOUVkc-H*;Ki%XtK8!3~*f=mEGz>B!5a@g$B!-+u+XD3j&B{2ZUTXPm$o`4$dJ#q7-+nzJm%oZ&BK~KzR7Q2>JUEna6snFa=G&WA#G@YG& zivV(zZAIo-42+Ja^ZXN(JJTUp{c-77*2yTW>T%u8lcgd3p{NST|CXxIr2qRK&5|Wu zG>g?293jL4&`w7v@6vx9f9^n*6iUQ2=UcRCc-*^uTdotKlcI5xi>+tH9%sNZl-6kE zG)HgV5@wvN>w5q!kie;C9~X41<_%PcM`RgJzclZMJH702LK$>SIPBRR7DBHolQlax zkvr(hP0wLHXdeOl5hP6(A0FDPHasSxoQsNtgk-nFmLGX`n4dn2Sq5~Et~E2@l{00n zIfA)*yNHJ|P;Fxj@Ts>SF%w8;sPgInt;N|#PO{7)uUPQQP}`&S2Fsw$`fS1iJ0!l291eRz2Ha+=+Mm`W9PYp@#yQ{v$I-gTmvu`i){O70 zpwc7MYU2vu?UcZO!uMLVKj#A6>W+(%;UQCfM*>Jyt)#T8|Kjj34lhA3vnnyum(VhV zlf(g2gF#{MTShkPnnPMHg>Jp0Q6CgI6oSPpPxBt@{PW#rmsQYU^^*QNL@F1c=!Gw6 ztr$+yZUS^7%oja&q;GX z=4UC@Cc^zaAeVBvXiwj316~do=9C&#bMT}}>`$aV4Vk)PHkN6r6tLxs3wlV>aRvRp zQ=a|}TFgvlzz^E}Wh69M3>m?rOH>68kLK@QJq>ooq|d;sue3Ys@o=#aF-15 z1XIgbqynConq6yvXTn<|oB(SwFPagzNzw{|!c8l0Hu7~1#mfmQ_R`*p#+nfT(ewArJWt^{W5}Wx-0WB#A31784d+ZuCWBmZ^oQb&d(nLj!J)f zqtFzsrlJ~%Xf9rq*vE+^lz7Sij=G&=@AyyghF#365P%4Vje8I=Y@(^XQ8hdoJ_niu zvIG9cuq=1Th9roEWM-<`Ucsb2panv`t?MwSBqagJbZ^JzH~i)0<;5?`?TPq{s6+Pc zqKph&y|QL|`sPtMc=zy!%OrOb=9LyFTuF$cWe9+y3*g@lmz#!bHEYyD)Da<#iW$iN z*;69ztmdwEX-+wAKskPk>&EZ$7*xZB+{;rQwh&dXZiE_*u(4A%3bBX4AmOMFt)vg1 zAGxi5ULooHFz)m;S`Zq8hVUGn$eiD z8)il^i==mJW!BGPYP;QfY4&nEoNXG*zr^xfY1ZniwPfeqP*ayApmGO`lRGbuLs6uQ z_jAXkAxUm007@PUGqWruk+ev%v?*^s+%Ac>_L^%e^mYRPMr@l^7|=I0R=O-M*IVz- zu8KD(C9kkvm%2Yq>8+L0l7fPQYJA2Mz*X(;-tpWss13i*FNoLZk??) zHovPcAScRMt#|OfL9EA(nz3!42O#{q_9jQ*7Ry3y01KdAlA4TZ4HunwKg$xluDkQZ zG)e;*1w~iVWQ~x4L2lj&HW-;?`C}XO=ab(Trr-WrZLa%4VaxSte6v{P!ohcYNA?`a zQbdR&*v&=7)*s2zGSbqar>1>R2S-O48tcS>_NhahzVvF3lr-^INs`s}%OBV}J>;KN z!3TLNtK=`kX(BB-Jn|n=f2Y*jC0lCqI)G#5M>nH4rJVQQF%?yC0rmq%lq*U$3HU?k z%MdV4{b(Zx`^|p?FpbZOm%0X_DNii6FjUn!@uT`V=U&i z$&xkw5Cn0F02OtvMLSD~%GNL_I2gj1dv9U&%1mg6eQZ}lLt`6M1KPdIfxG(?^~n`c zo)`tD1TksE1dJjS0UPWc|5Z5VMOjlbEiEmABA1=&Gz1I`%s^n9DTc@2(87$#LN=Sz zwyVrWefazhkf!T|aD%KbLE;M`t-*`8AVjTbp2pyo{*zk6F7D~pz#mhxI5Y56F3WHP z?+M{bLZ(E!johm7wto?paVT}eCD+p}q~L>5q~|;`Rc}dDodzsh9QQCk8%Qa8xnqJ= zuSBo_G}-;}&1QkTdmJy4L_CH!c=ks5t3^+eHNSCJ>b@^N>x0^M(%H4o_5GSb2_Nkf z3u}Zdck-MHOM?zQ2VJCLCX%6{;cqYtMO9}DC{+~|kSs$19eT_O2c!e@_WdqEB9cFP zq@h}^K>YTjBfQw7eLkjPakR!g>Q4LqUt`a99_l4G|_z9GRZ|?#Gdd02OmCw0HCKFm#dsmTs-Gbe)pnmEC=CN@&gx zF4Gfy+y=-d;5Y8ZG_AhQxi0{cbd9blGSkj2NQgC=s(M|d802>du{H`y_WFVj95U9vsQ>RIXnD&Z2#bmMAp#JwqLv8B;^s5dc#m6J zQ#;HayaYPTI-ELeWH2~!P?;e~uz)F;)uzWn#HcS7aGd^@{=F(n@@;cteSMYo=|-Zf z6E3ppoH^2~>T&b{ng1DNN|a>;-kCtaR2Wcs2iF6h{{AIX;j=D@2$=#xQhP`-q9Cz^ z=R||tJwZ!%@HK+u-XGNY*fRjhz69;N`a}di1H-3$dbe7_6I+X}-Kn=jDKX0x5^PH>i?#oSfvUl<%zrFX%wbrYky9fy)K7;Lo^21)P zprJ>CUvS6gAb43qkGPKSxmc+Kp}sz4tp8QY{;%&-`tVE#@!aAIn(Z7}vL?)yrjP}7 zzdvnc_&ID6iXk52}G}|xm*7p?bM&#Xm zl*&>3A#-`NBd(IHIZ8p&gS`X;w0oI1*nstTN5U!1XPZ5NDQL0RNA{&_k#IhNTX?~ z@gOLEuIjY_MOQyO;Eo0gK0)c0!vP2x1+qUrAiOjF9bc=f@>>U4CS5|nSGPSgfzzG7tkx}48 z?d|TW(k5Fng3=W=YgRl{g86_!ceO`cB+WzicR;)bhXtfV3W!CZ2p4_$r~{@810j94 z91g<>$tedX!@{kQ6$Ys#m3pgwbWq1=;2}4CMp*E7-q}*Dz68yVawilm7pr(?+*5m~j+3&v_o{ z(=5Vadx5Mb)QGI96cvn;1`s(QAl?rU4IYz$PLuAhW%s`1wO0rELncVt;UU9#Y2m&yG!?-ysLMZ?d76Ok7=~N z=+rsp5d-b*?ZLu~<}BUa-9YUA zw~|O3wibqz0hA+7>OdZ1IUuniKgk9SZ>B=YvS78R*+PdXfnA&dZ0+D!A9L zzEJmJF+cJsd$|V4SEL%yNB*(@><<{PZ9c5eLZj_Xb&v+da6_vV3&4);uwLMF-?$ z7k(}}5AakYNI1L|c-9>>2l&_oQCK5cCifjbf#)84T<`ni9nfs&AEE8~nUXY;3X)QL zdGp^e%7~XcLCfOa$Nq)7c~&!7P{VO7G6!nn{Z)V8Vb8*?TCX>x3hWqPUB!cE3DK|oK&arxz@*@N zDDjTAw!TMO)*0-QhV*+r<2saKS0lyzqV540_gLO6zz1;92r>-*nu<8Fd;5_VgIPikQy_Hum{FX@<6! zQ(IzAL`M)bdmCx)$_Ja>rtsSn9SCtj*3@oO((aR5>?FVmBq4(H;o~vF`B_RdH7SG@ zwp7+w{Py6squtu*Qg#obs^#uOSV!ahcUzG9|3g911h#5DoQ7Rv`1P*mdVz4x+ie>G z&>#RN4P2x;uX7A*zKHf=bL12MxtT~a2y0cwQb%AS#8#WUtplYA^~^o~27d1XB3-F#;&V{cQGs~X zYy2!8cQ{=Ly#+!~1B|In^u{sF1FciAtFa52U}`SN!l9|eMZTX8^dS)%?vreyFhtZIdltZf)r&+YjF9T=v!?- zE{k*8=Hs~xycVAe$SKG1vo#Q%Z&r;DZ3amllx1P~aB7;>?$j0~vf)1>Z4C&4?}8{t zP+P{JCN&QiW@HJ&!1CPhhiVx4uRg*C?UqW55uy z`GjvCeUFUwzaBfoN!+k_aX-hRIm$UgLGgfq(`qt8U<3Oet@6Fne&yU1eqC^IF-4 z-z;o*ISGWZ+lGD?z#zL~I1LF|PU$2-|L>M-F_xF~2qyRA*{6SXP;zi3?mkQPJpK6k zTwfgp*HKIFqnP7@O4-P&Xe#+z`GeLvqosi!zZ68xuGuH*Ov;Q7_KNgT!n zxAzBF_86GPk0nPMIQYBzcH0V`9zSB(44{R?U1c6;=Yh~7DqVyjO}=5;6hBTTS=Vwo z(cyLx*`nRtslH#8*$a|WDj#q`6x9Mto#%+E-nCj1eLC(luDeh4ynE(Fi381c`e{SO zA)6*{?%)Z*q0xI7k*-UgJQa)^(`V)+MxUKFgxR07!3(EK8!~C!U$fofLxTHAi3LZd zbCVJ8M;oqm!!Je^iReJXopov3gJW8Bqie^KN)Ft7oa#jj#Rq)20hztV1ntM$Cy4dY zrq@9xS$!2i&ni?hzeCJ`@;!BY8#-qO@dL9e1=`~9L+`ldf`@Zi$Driq^Np)m$uU6s zJeCuiHf(@d)-B+OgkX@~-nk;J4J1j+to;ni8Lto?Fjc~j? z;&-HDoZGrs2#5)ac)bQUhu!ksrMtWyC=y3O?&C{X(0uz`=0vt&wih}#2do$$DYT$~ zQorQisgtvFkOU##zkqQEkv8z}!yQ^rw>x2^pE@;<487~am3<%Yc249hEEp`W0$%tK z_9jin+=Rgn?*?5H4XC`;hal~EOG`_0^P~NJQHtL)xAPRgCC!ut%^N4!Y|bw)?MiU< zOFoJhLEIo1yR!?1;g~3tRtldK$RPgbZODPzj+U&2<9Bcohplexf3@rS+m2uvp!)&V zI*7n;>#bvk^Xo33v}wmVQ70c(x^*nsqq zFLyaPh&pSJ%z*A7(YG@LM#Q_@A5wt~Roc|tEWQsdPKh>e!A25ybb4wv0em*JYarV5 zg4Q~Leu?#paKBh<8Xav#IuNjdIV?S>C;_!AAC6}sv(*JpLAob!Hn!F12x>jO9JSwV z;yMg}-u?ZJm2f@V3jIyBYwife(^yaz3i1#0Kn zho#kF2h^9-=%@gZoVJs0UQGY@_5U9G-;V!h<1}74h-~H^@(WZ2yM{Ws2C+j$E077O zvMf^PK`koSKmJB;?reh?n>U`ijyqP^T3T8l+TDrYgRrx&|2CnIcz26%=yA-NqZ#KX&=tQc6^w{m4a1@*cE@cb0s>k05#(AH zbGu(6k^cGf=NgI=Cj$ctpN1y?M*ki(t>8aPHAnRQEtB6Ov7rx7z?cXHcA5b6kJ%k2 zYgB64%0TBbNX3G;sPKk<^6EJ_UT`0Vm6i~(iZ^`gPgSfW=Dc=yTT{er!_4iqX32b> zRPXhWj^mD(IdpYiTRF#`@>ve|P0EVx;ITUnCX*b+3K#_ShH_J6FImfevnWV=N5b!f z(v0i4M<339YcS-DSi__N?67}E0$TXVuf6?A;B@3U6hVYl!?^;xb1J3v^9QLMlzbIQ zM0)E5kNagb)!6VI9B8$vB2j2K_06%PH3~*~ppX4r>O2k}33m(N!`(p(8FR=*1W{8n z9D~h)Z<*a|IX**FTrnN0 zC!d_{RcoBg#Oqt*0vpCPKL>zXjKYX*-P(Tgtv_dPb1kyCoINyWUV6QC+!U(H%TG7E zc!-FRsjoKL8bU%sBG|&5gG|HRlWrLdzCrv#lwhtLL%0ILcK@@(DId1u?DMn!l~ipe z8%_ujTl={QsVHlKq!4|`tKg*ic`E5QT~BeR7)oFIjq;=fxvy66>nnpoR&1ApD4c}c zGlX5G%c(m7fjTHt_?JHO>je_iwT5hkr!uGk;;;poFN;e=_VpLVqmWIV)Y&&$uG_$W z+jELj1oh{n=up|{&kSQOtqS_uKf>(Znk5F#N*%X^xn5FnP#lg3#cMhAHM;b4MVyZy zJ&*o_x5Oe&qn~ey9%-7mWNcy#tyAe{_dT;ct#d|Nvi+7!T>S@wT^M6e%jM!cWS{7p zPmr2_JRwK@L-#>u8oAYeSIZ*ywzQJN(dF4zCiZjA+NTLhBI=RDQ{4e8Tx@H@)@+wq zNW%UaQ_^TJTYl0t+zQR9acOeH<4wa(%5tc|3sXVYBp-h_et55p(B5Vx?_?IL*dDN; zGBg-8zfWnRUTTGHnn{DNzeb5w{py;5YtYBidGE71s2NHHB3zJerWX4oJ|RIpGMu2l zhGy?lRap}fEu%rObG4tmHAsEkS}Ek`t!+S|$z9=pzK&Ix=V#^}P_`0o?boC*#Wxo> z5Kf)SvEg*~LqeCl&duIqAruMGrgw95#iY0c?f>-Gs4p~{s;bIZL2l~it!+yO^b8ZS zJzMYP5C*2CiZdO5If7BE$J5oVQ&=q@7`kB{yg5 zHB9PEEBnSwnFZ_KHn5XB`|49 zhozaW=3mY;%)`u?)3EG}j36*f&CpJ%c5@b(R?Ks1=SM`!y3H$E|DhLs#cy~0 zR8I6_NFHN<ei=+^u_4NUyJrY}=lDaLZGzpEt!ip6}4qb%sk=y6@OMP{I z!NonIayY=V0pkbJz!6cry^vg-xK#ML_V9oh}az@(jwy3)s;{9 z@50ga;Oz^yy^(SI6~}7DzEHV$L9N!IF0k27^mM9HL-W1`#Ujtq?w78$`qsEntXiNH z$rH4OgnC&&Lut(7Y%DU+htr z1Jy>9T7i;_U3iJSB1vW#4g8z9df~F}Hu;|;MjPF0S@;t~Zj4Zgzlq{2^G->PD0V2m zQ#IRq&YhNgj4}Qj2OMYwTDQ7q{zw-y7He6q*)qG(txk^^{F#fqmX1kE6oKK(ciwLU z({l_#7AtURu@p|4&rP>95TbTyS?_Rp0eLG#-^=V5gT7KBk=Cn9`zqD4v^7W7Mt<)W};oB^X^b zCz}+SC^%0J@+J1oY8X~(Y@>X!)ki}-(fbGaAfxKKzPEq)lKc5`m;*$g8L>tw6~EhE zV(}jd%;+W6EK$PIJ$(e;3Pk(zh=w9GQP5pRaW1D6%~0&bpv)!`Bx1Wm?h+z{hbTbI zoX*MFiZnP9#UJ=%^^AbxG^vAPuEMg9DIO6z^jnYPJ|+_#eGNoT@qE;^fbK03OKh+w z81Q22Bj)wz_t{jX4dx3UiFpDwW%(hNBl!I{wYS$c>^QUcuW7m)=trL*T8BL{cZ^chDI%SGw_ZlaT9dc_ zu8lF|(yXm^Yh{J}6EmBwoaebcn>s%TyUXH~B*cjWULe<$a9&MZ`C(0rbFNi2(~u1S zmHImGTsXI8e>grSNqAkcxJe_BhB#4VTBQ?#_UPe7y6+s_|FrA5``hZIjEKi^l=YDf z#4O)-Tb2F+g7trPnNF8ubkmNoOd@#_4WWV%^?!h_yo}!R8@H#5{sxYd5!&Xh6;cep zIduV6j`eQFtqOzZV8Bsl4;>+#c7vWjr= zqe1!}A2x~?pVn6o+te^pGpO3STb(C2Z`2-oVO>nHI`6{JniRa6>4bIQ1A+DEl%4FT z5B`ihE4p2ypNTfU2A_&NOjgLO>pMF2zU`cj!~-3jW3Z%xF;2OC zBxpqGn+S!#NA#x=d=2dMHdA?x=Qm6g>e4O5i*T?~u%ASK%~1R!p+;oyV5U#8W!7y} zRcHci1o7lIX(?vL3OF%8u!qwK>M)X9wxPQ;J*mrRwAoO@lZoWNSf!xdsq>PjTb5)C zicCwj)_uIatw$-+HdZ`->dUSS^42T+oJcl4FBnW(q;ieKHPg0?18Z+83uLriJchR| z<)HmuJNM@Hu~aZpj1p6%bYJY=&+rb5e_t$?BLuhrOh&T}_CB9l(|%^?|2QFR-1 zwcgP!aCfthP&`|FUEd36qbr$V-x?cq-s^BAM%TQAt&T9Zj*J{+towlAxB7-}d8ore zZFv*E3BdnkgVA6*c;ySs;> z&#?ria^|svxvBWi0jo1yYZ=kh)lrrxHvCB)77vgaY=1z#IH$Dq9Kie$rjbV@ zoaB84on&0KL!v`3{&^8;)!o%KN{I)C_?i5bbirl!*0sO}6$n;sn8*%`7zB(9H21WU z1t4(v zy+3qJu}fI?xz3cPFLY))A1~@0v8U)c)$ijMBd_vY1JP>w0sKV(zFIi4CYeVBqh*#J zb<)fGd-QzYriQ`u_;c!3NC9;tIjQORz@#x`y>NG1hK+*c|No;E?j44lt=|s;XlLr| z;si9Z{cp?O*b0Fez)A)n`)`YvmyAi((*a1vq^V$R1vGIXV^VQ7cKP3Tq->4MK|3@o zO;X?&t?kQ>n(}P^5FP*+B(N%O!`^=WCTWN)`;*GzovL$$Umz zfwv1BYURF#v1umG$t%)#>1ZBOA#ToN9uoGM9r)7}{^Bv9WTP1*!-0 zSsy*3uW1e8Gex7(UGN4!AnCpEJAk_3tWOzLB6?*OBE@|!lFD6{qh99SwTk=eSJQ>O zSo$ni!}n#tVF=-lTKuD}V{pYkZjM5kksDSmZv4R3A!NMa`dY;cU($sGXyl+0gDLTc z)Q$D1wV!~jbx3>^HN zM24G9&@uGmyqI)_R-Jd#8*?+o^S^6o4o`jfES7cjcuas3_G8kryKL%uN)JhMQN+w%(^WM&JX+Ca`mj&0*LNCWl zNDVjJNOi|(FfT9~H@yLzyz~Nm$Ut$Y&r34}*#1{PY(Vh!L-{t#=wKVS85=6&?m$p> zK9ckt82Pw;TL+TA67H5El zAE#JZrACevS^Yg7bRXS_I&BEQqjxpeC#nPMO^s{5j8N_@Q}CVh{>DlFlC&@bXJ`9z zclUgITTr9BZ(D&zXHKT4X#r&kjGsvZA?=t5Kk-k-?Wx?_`n~gq)H)(N)h5lH4(FA- z3)#<@ht$ufoyp9`g(O@J>g7D6fiW-avFxmejQ7*whA@Y+ZFBQC#!Lf@ug}GDzz>-} zuS63pihOan<1?*D{0c~7IJ(*T>w;OTyhGXPvudwo=g--E{x5yP=J|VSi%5m7I|&g@ zYx!8*Y^n}(@1Xb<7CWx)#rLDfzN)A%^V*G(Qst><5P|0I;EO_l5DxWks)>-~= zlDfdk!8i36he*(3Vv^`^?_F;cssJ3~7f0C$l#CN$J%2w-*OMhy=y z22H#osQ-M$S_l$(COqTrG^B8#8omyQ2yqBYnP9As1>j6g^_@?%iJ*f%@sl*|8QLzh zoaqg2L#vuKggyGpZl0B=kF^e$G|hvMYQP!n?O9)l z7@3uCguj0=d^;Vl50*+lF#WZv!M_s&0JgsgF9Wk!|GQOfag zxyGOe8(YQqKEX`UZO!63Tg5Q|YI}LZcnmSeLuQ9{mNN%dHh7eArSeLSh4ib->~`C( zig4+%=5%jQWk>+fYAJg4o3%he;O~rn?IFrSZ1p&gZ$bG9=Mxj&dX35aEBG%AfBr?t zQ#Pwb;P$hDn}PI8`A1cHFkDW=r_aj8I(S`7u}1acy2`w^hjpcZxmKOsQ3!R8C6SG} zNP1ZgKUfs$1)k=XoXWHA{`S1bb+I)89qI9J`6(W%l%9S_iu|^P`R0xR13qg51zPN% z7pE}-*XsYa{DK6>?Lwc{=EgzAo;G!*G z!X}rm^r{U65I5faatszd<~%TP8e1ha2c0aAF+!<4bsZWgJ5sq$$(%@_z6ldL1T($^ z1GTzvDDC6oA4(9{bM8p!L$|0`Not_jR8ULNnU^_^IxEFTDg6) zO$om_(1phGy9?ElSKO@>jV&foVEaA>WTT#AW#gO_)IyG0h!xb`_XV)vKEmsvdlQ`i z*4Z1JF(&+c!iERTG(>%7`c3P_y-K{-6+!P(2@(@LO4<)p>vI-TbPh~09#3)6d+Rj$ znN7f?`t1O+x@TtMF1CXoGxlM`7klev^u+&Yx*r;mWTBSHy!r_)qF$*{t7Qh3*w%U@!s2)cJL#SbsDeUAe z6=g`BA8qd;7w%%{yk#3-<)RUk5;EdR24Kp$5?fKd-b$UcY=$Ho+)#IDA6}0MY3o;zazVG${BO?~K@`O`>!4j*` zFD;pJTFpvBE`P(-O!1BL4+H|KD70m13fjOP;|jF&n=}PNpwd>`&H*>Ls@n<0lGFHb zJ@00oN?`wR$lZfWqX9P^!g;Lde01*EXMMP%orGiMztsl>Hm_oVff3cyN;^@Vytx%5 zjP^^igg7y5ig6*e%-S*98+fMX_aw6jQ#K+kN-5FnPnC(HVhV{f&n1~ZI|rC4`|tqe8ql15Mxp&Tezi4 z6eB)F?e*?8LQzu0fwGJW7OW62(uCc36mkDG5!Y~Um@nr1S}_|7`YMAD1r9W3qoGG# zS2S@}8hy;Zod?x%&`+VF_z1q>=|P^s$-Qd|g6d~eH9Tia?pZdli5{-0l165wuSF{R z;Ix>aw3$R}EgyFj6-Ec9Y}6L2c~U_Oo$$Cz=<;{=7x9+B(DnXjXFU7y26KZmW zWzUh9nY`HsLFy{V#e{~RZQZf`<`lb5620TtuHSoJXZ><2KQ8ExS(8_PyrT1G8pvGB zioS2cr9{vzTK4ZVQQ5gVfAjs+M5aO@HodU31vyFzTW4tLL6cL+nac^&{2ondo$*Vd ziQ~O7L0BVJbo}qK6r1jgxlzq86B__$2|T%_wf=bNgc1*gjEKM52{qCl%hIXGskdWN!J;{J5 zKv_t9nnn6INh*|r+!WdpJQzoi+QeVJ`84P>K6ydeMqIO-_6XH`WB#C3Y+A4B84vk~ zJ)|?stmNMj6JtQGV!OPY5!wzmwGiMY8uUj|4@>~a94^@thFlln zMQCXrn(?wW5LJb>X|lu3I=siV`5(O%(XMy8j8If|7!>G;4^psI&Hg{!&$;-JYbMr+ z3~9i$=M2DPb;(4je$CorIT2xuPr$4rwaaQ*Gqa-XjcC7{?{bl|Fsp5~ujCgK3IP16 zse?I8Qb=9u{K12989b*4FG1HpAUOVecEKk@G4TvCLDb&}f=W-Jp0QuMzNX%pXz9aQQXK}LQf!#EGu5~T_hpKtl2Ll`lb^i*YHh9w-cA;&q{Xo?9DuH z+@ACmy;6286J*B56V}^z4Fd2F`3@}x;Z%V_=4zFdv}urk3P4b6o>7d?dmZ$%s6f1r ziNL5ynN;U3mNTK2dma~!8!2@F5-_wQ{_)BzmI7qp@2xe(6_?SPI%00J%)VCoM}*_J z6-am=l2;_0^d_DRB>C!j5f=dcECdYFE$T_I8+{6^WMV~7xj8rw0T#Pf^A?iC4ti1|UUZU1FK(+|xH+*N>}rg%+QLMi0fBIT@f4``(vaC^*l z+X94qU%O6-pu!EF61{O}qpRN}2x^9CVZ97nz2`ES5nakimA#+B;KrO~zenY1Kw9zj zoD>(gn(u;%-k|dw9qbOIrtr!Mu=PzHeXS|%5m|}%T7TGt_pup}pdvxz$CMFHQ#60E zd?g7tn2^UIQ}%1g#y^I3_4q4Vk_s|D+*$Y`UX0UAh*J!#DW&0!&k_P5F^A-szRuF% zm@OC9Of(Q_s;`WpmB3Z0)bB1WhTctcpK z7N!&*7#_$Z)3U*GFX-JGJ~$1~{36oPvZjJ#AAK#O3R(mLLE?CQ^kk=6HewGkvW1sX zRiQ(e_G66LzNGyWf5vFCmlgu{$EQ6OC+I*vWVkX}~c;%+h&j zZG`4b3baUO-=cD6A2;T2aYfh%XME&6K`iTEW(v_U#UMlKtjX-6QM%_UvtmvG!Jdl+ z%NjliMN#*TGAairg#kd<(5^K$_bwG?pCtm+5hkr^Glv)Qik?amy(s)cMMw_Ahg@N~ z=f>0YbLtgMZ2`dbn4?MghMOdeB#q4HAVNtE>IhZhb0fekE1{%?69ozVHT`HON8?h( z+~7fA=CL7+Lf`iS09mG-`UZyp<%E4?XlZ;u*hyTIKTi7djf{3_I4;g%oC_IK5UFAV zW;dY@9n$^<_vSUbX$_&=84Dl;g+Pz4hc214TqXST^D#Ge&j!@t$j(nm%4yu#G|*&U zvAwsOTiEI>UD!aX)E}_m%AO+?4319h_^+IaL^Up!xNX15-^b~u;n(>hfZt%?!gci0 zI8vAZWT!-WC70K3TcXmIMLSLV;4#O04&Kh+DFw{T1=8+lq_pFJksklhDVd@%DJb~2 z$ONtjJpx7$%aH^ZP zXXX4XGsvb8n+AtjE#~eNfOa}qHq1_k(YBmxTqu(_v8uDoePhs#p|lZ3NkO4wXjpv! zmdhgxC0|+hr{oyw6Y^%OQsBYDaV3q&X#D9d40>0O?Eu3zx@2cFP{??ONx% zrNR0zVbItP1)Orx$kO=JuRy_HBRN|}DCK^T>ZS+|{f`}Icvjy86v6xFu+b`OFF(9M zb+xt$JxdPmN=72AhEgHrrbdnA`8O}SwjmfGxN{a_=Q2&Kk@)8Rz*1Mz zuf2Lv<+MOcBtw3sOD;tteflVEPIDMovWG9Qs3ckLj?ZpWpbDz9zp$2~#N3ew=H#>B zck4o}id%5osEv>`)?lyxhALk;4e|TxF({umHEW?(6m-pD;REm1aLS8=l!JTgZIail z*F^q%c#gZlY2s{Hkx^BTj6*km4%jbZO!(Bd>9f z=M77NVcf~tMw2gWKmXAUDCHGX;09mI*C?Icph_{9H&!S&yP6d4dI=e40 z@nPO5M7?SyvTQ+6y%%XFeY2*q&W)$q^oz!(r^N+1>bK#;rNd2E$YhhJI3u6@;hE8F zf|)95Ep`sdfe2AePwDN5!4%TnqBHKe*)FwaX=J%bMr)N-%YxkR*VyP^-g(KMYC$ZG zM5@1jc7j-=aA_u6j*;%dGqA z6+greNkz(gdl=PHPtgx%6mS2Dj1=*2@nG|rD4xB#zFRF-;%n9n_2TPHeU*H{mp&}y zC^u#>iTdbehW<%P81Z}8Bs3<#dil7@<2QUdZmk~Tlk-dWv=u8v6`Xjf2ZiU5Yxike@jdBX@7@RMlV7%1=`s2^{mI7ufH~1N zut4qr^1tqtTtN`I#>P@yT`ixklJ0c9%5mtpO?PcIgyO$ld>%rgv+@WDqRe)M)4jM{ zUAL!;bR%B7H7oy6Grc^Xclo{IkvbtufSSH9^Y3P7;}4H8{?QhN0|QM|&=-;_Kbl;;MNvZSb7W>vHV_7Y2uu zFOLr5kMxH&bdEB~W+acd(^fVE*v`~P3FD@;H0QO8SCY1F@sSq0RVeO$e>AGZtr3fZ zO+uS^MTMfKL^XJ~n!wL6thz{JzWupMW>S=<-i0ii0axoKHjq@WpHtP8g`6d&%^2s3 zRmpFkYfK{)+hGS}b&Zrtx@Bw>1cI_5wG-9~n&#fniu~tZ(Qt%Q`5La_4BS#kBfsh< zPyLU2AC3yL?e(lXitp6Fz1qSybxr&i}0wT&DlWsnT zrpw}Lsc(}_f>RgmGapT`MI-6hFwJiQBJ6+IkE-v!`k#~f_%+Ea93^HB)kO-&<$KaS z_YTUAwXun`iEGQi3eI!IqLZlQ@T|6`$)QQeg33z+uv9oO%A(dzzfB77T*)g39DN?G z$xwx5?0xSgf4)Yb%K8XBtOz2A3AO5zZ8-5y#QWUvBNC*8vX@0GchcGVGs-o7b7}Fdbqalo+Ppl3$A;7yo;6XJ!=73m+jB|0WwkTc~0KQ<^LtBfM%5aWCDW0Bp}Ptj+^y+=XY zC1Zn{eq`j6nY5plmx6FzJnp^-jVHMYM?N z4>@m57Sv%unth5!tAA)QI!B4>62vOCSBeN)oYd0^*vo^14r@e5z2ZaC-U!VY8J*wm z*hHL2Dfyp4eDs!6*@`>OAqV`O5_C9X<4qsvGJ}}{&w3TOCE{kn8~Xm43cMn|DR(emGk zq26h72h|a63?oUwhYeQTahdG1h z3|p*iAn8}(ev|0=QDTmi&rvn3nax%xOt9j4Y%xxuG!zqud|9a<9oO`%47~o_$^o)} z{^GdVNS3gX7#q_<9@mu}boKonOR*x+FrB`DPJ)diU zX?crEtuDxwG`coh#LXJpTe%7|{1n3I!n*HDEATAKKLFNa12B{rX#PhPL>Z0mO;L#^ zKP2rPtAs^IMtlFWKX>H$LQv;-9-Q@b>*RKNifYgsV^ZA8yQW|2 zcMJDchmG;sjK7>SRy6NjOsH|!(A%4`+|#SeppF!GiMf+zJ&y>z@!5+0GF3wli-OjOtJ@3+0+>)Oo`xVT4ln}&d1r`_`Lt{(w z7E_oO6g=)?esaTSL9; z-A%+n>9e|1b2HlxvLGhnnG?w(L{NVr*gzmeMH`Q1I^hX4Her^t!Xsmkz`|N7 zYJmea4l?dgYVHZ_TL+=55mxL_r{%{X{!o{* zR@*o27+fk*IvZx!b47M>#+Jx!h0_ir=FO#tb?2gxtlX5f@s)In@m*Xo+C?0bB`R34 zdJ#Kd>541d51-AS7_6$o-;w@kimR2|2#kIP8re`!v2T5{bwG*TZRuqeu$$L*P^??g zJvRK^Tuzkxb1E%y&`#JtxU)?V<1sAC*%_|kHkT-?+Ggt3Lp|6)zSCIHs4XrD(ux>A z_20XN-7(e3#&I7%Wc*B~j>rMHmmIA%Fx4N`N2uz>OiW`V8|}skZXtUN50Y$;x-B=> zS8t?)23dBczu&JGSio3zN4b1VR<<+kN20Q_`!(P{_oufnsgq>sqVID&VphniE?@9B zV6mXPz+Hn)sv zUpWx?vR~XvKZa+BN;z1;Wr}Jw$(Q>s+vy`T8yJ+mO|78v0~2=@G*d-gQCfkeYJ;Y- znbnmll9w=evB2qhb#S(#I46wv_hNIty`n=d?5IO?wyW^KsYd3EATV}3V zXNLIM!}Z{$j&1E5SKLs=)X?|-^htFqETu8#p#r!|$JHEkK z)cwTXj_gx~B$;RwuL@EeItSDnWyBONu)k*t}t2AjBN?Ps9)Sje_F_lIt%DC z)U}Lty^SiMMYW_-1C(g{l&N-aConAG`N2wx7;(#MtYYYQO#pQ)8~9O&@ml>S!|d@*6;rDj1P28|L6(bT4P&nL@{M zkYKQoFS$M|s<2{8O?p1+{9wHyH1ZkfFsLGnb|=ffL#8{NOX`eW{e}z$(?#)q%bm8> z`L_#ov@Sv2!#53GTIud`@J>JCS=ku*@rA~4m+$9|I!1R`m!GQ&wm{8DHz3>t&4YLp zn+W{ZQ*q|pId`mw;$40s0_Is_TAFD@667?mR(HLYzwayl+r8-S-(U7v|Ya-7m6DeM-zDObENC{c*ULVmNsSK;jrnEvJ>K zvEMBzld739ypb$ajIK;Lxo9s;V-_vuY}qq_{-TG5&$bZ*@Y@Hknk)@#G>P`&Qqd(Y-J*ZO_ct{Z);5*LjA2;P~(HaWqfZ}VD8Vj z9-=zENVV-!U8Mdx>8GVZ5!-LalQ;j&ch5#f*V3QeKL3)I44t>6u-q)RW_RHPV)jFO zWaV@-7py}q!)L)r;|sJb_lla=LNKoK)lPdEhMj}`#KiQA`ya;6DM%BbX|rwHwvD%K zPTRI^W7?XwZQHhO+vc>5osHet{Ui2^KlY}s>!L0)v+|rLWz1@rmKr281AFKRZHLdG zEh;?Z!OI;#Hg$LwtoY$BrKwX3(zTZwF=|g{3s5#m#ryl0T?VtRToLK^Ke@vh(d+av zGvCQR@r%&EYdFo^=CiulaU|C`&PO!|b;M|RYdSfz?j4xSTC3R8<$ba(5XA7RWz<(j z+ZZ%;1f@!U)UUEIrC_!uvEB_s$Oz3R7t3^kKeDN_9R3;)G*~g1kw}axZ0RdO;Xtn6 z?J2YOP*6A`U|RZ?pBb7eE)0{2;b%zyrVQlyUS>b@&b#dr)Sxg5s$e-1# zCva;cB}_0#gE|P`H;@>{8Gr`|CAMqXt($FZW<~xjfM{R9Ey(X=ZFYdpf@%-M%CC%X z;^5v>3_+0t5jxEGQn+^dYlVfvP6Zm9H$_>mM+~myN7ab}&5N_&x!wa4W1phVZb`{%Pf&>Js zCWf0;VD~ncDmrYNu@`f_Qi;tgXsiQAMXjh;P>n%YGpi$M+Wy`8z+vN*XNWP0lkoS7 zR0^uCxy@Rm{e$qHK&$$!XeOF48C+YGXAe%g#hpJ8a%vpP`Fr-5=x^qq8QG0rpJG4! zX$XBi)2^r}sKCks)T;}&O{(=NyySk&MUEyvzt=?+3`p|i3XG62fkm<*#KS?9ziXvl z?7HRaUq?VHJV33=X#_Kc9F4bS@F>{^g)HZQgj$S$QYns9v75-uesU{0jMO7J6b(r< zj*EVPlGrgnW<;cY(#{~X{<@^_J_<~18l{SE{QKIZC9ER9nG#t~0vZ>cyS*h+ct=DG z=ddr$2{#}R`arfIw=0MbC#l2pldtj!p4BZ(PFq92>VB0<7fgaoA){ykVvA5YMB5={ z82fiiL@TFQpwa!}sq^`1QDln_-#<(h0!k1?I6W_!E+QRSNbZ7hPJ-r(#c1yo&d)AP z$R1kZX2)cD*R0{@DK|y|)mi+3@4+{je{3z5m>jdE>RBm+(ku#;whkNIDD)^rCml2G z1I!Q9-q^Q6?x)$9<^^Kw0^z1o6-D__k@wcokXtGI5+Mu1Wx(>&5`fMn1d~K*rDT#U z@^;j^bk^WmhjxF+p6V$!ihyJ36fg9*eSvtTwnNzUIsH|`Jo!YFWd1$@`{#ayZi=9HTa`IEu zq#)B^8rJc#*q2d}E2eg%&QOLzJib*`U+R2hrxB*>S2xxNpW8twD zj)~gnB7iVp-~2iE88{1x4QDN9zT>@}K_m5VmJ&EmzWB?BKqbpUpW-cvh3eCnwkF1b zdUv80WG?Z&h$nrX#*Xyi3H8kAQK9&}m?@dd#-vyrZy%8@Bs1g_j7z^cQS^^fdFd-2 zNYV6w+DDj|9~wv?vhvXen-=X0;K;_Cp2{LfNM8$kBr6YYRuOnJ5(GuH4l<;Xb)@n` z(%{zTP&Yb2szX1dhVK`!rd$>3425!~Ao&2E{wk6#=R`I{8yx_pJz5MA7q~;LBT%lI zmi1qCZwncq%9uzBoPR8&HS&tQ#b^SmbytR$$&!D4$k33u+7lc1IPnLL;h~8v^9Xu+ z(f3^`QOgD}A#<+&<)%r(Ff+nJHTQ?Tpdp1$$~q^HygfZ|xdz=rtKwhq5Q9Pt4S#(^ z2vjWqV?q5DMWmbSqK*LM-kayV?-x;n%p{6v&7@o4gHpfxyfn`b& z*h<}+qLQ4xjHYP}9?+1=IV_Hg+F!sER+k7jlKBe_<+uOp_qeLmzoC20y4J0~9aKEZ@K3Xg zTT1Bhv(X2*YQN1J(xQ_7ZAYNfBQ#Fh8roiTG6E#YxfaYe^`?mfQRhu!3b<7D60b5h z59zjP=LZxDj9En?i7G|l+f{O724K=~VJzOp$qq5?tRy--rw>;)NjASFC6r|z#2rn) z<^l}|x81&b9VAd^Wd_ zy$wf`*gQxv=znjJ*ir4f*3lJBNoG2wbw#vgH!W&4_zrvIsCv+TfU+_=3<7r#jBPEK z6+uz&JP6*&DQM`Lu8VYIwQ(jyi^$v6Twn*lvm~ln?{UgDb$ntVgWco0)hlF%+@m6t zb9p7{lb97TRH!LhzOW)I##dH{M2F5Jq-I(G#KNAtZ@gIRR`I#zv2qkEDhya~O2)!t z;P!um1RKw&-ZHJy{xp%Q6%8-geI(2hc_ub6CT*ai2R7B;9O>sU{d;^HFv^&!ltmta zFJsT;B;yeE0~`mvWCETUHR0i^yUKDAr6ZyyyyxSgs0>UwF0|>Dn_&{$@(bc&%ZpD& z1)IvtR0t?BsTaS0$#Af3idR%z7iEV_46{nfXquIzgxeR}{FO9X!OND(DtCF)eLen# zr21CU1DHLnl%q(fNxg}nI+4+dlX(`ipL_0(?cocUAqF8u1r7( zwk51q!~;8*u==Or#YI(4=2fY4dxs|z^-ZFGWCqkiW9k&MlPer#e$&i4-c(5BOC^;$ zwva{VULI>2avZ6H4s{h`2?=?0?U1t35JH2Hx=S!r9Z-+r4nAJbye7)j$x9=}`arwgUR$3*%(^lDXi|Y1LY3aLPNVale@C`TX)u234R< zJ~SPK+6B%VL4_TcCq7ZGrHt;w&{Z|8A8EHDeeg?e`-;4|aK86wN&&e2lx%)q!wBCXI8NIwu`{?2Xd32mQH?@!Su_C_O z@PB7T1NXmVXH$;$024^5T_o!&7h$vYYZI8}ZzdCzj_cJye7lrX@)|_ziZ9Ny|4mQr zyHvZsA3}`ybm<$~!iPq&KH18a9xHdoAq*=GFdec7_lewQFropWZ85l71Xqgry(~#t zOwZKt*WRM+)h9VwzOHnf_;^TNHycW?aG+`Pqa+}E;|}Y-nXE1HFUS)*?{<(mp}Mvg zV%4h7ZjX5FH$0zMp`DB;uXK5Z5lIvI(r(nxPPUvu>QC_^ya2D-#=fS@<7Mr zkjgjfvphwFA4~a8fq5-Lza7m7ZOL+md+f!UAeZV?h27{5z7=&gN9(OM&OC8fOr^~& zTDlR3qQ_eVA+#Xbff8kvq{UZ7QD2$ZviJ_o?BPb6_UwtC)NJ7~XQ=sMjpFVyr6Huu z=ZV<~F2+eE9{HW!20cwdd?~b$cUy!gMG<5?eLbj_+u!YGP59!;wUtY>M z2rGb@^Z(Ez{{JDi{vAhV88|&C+{WfmQZZa zt;w(@>d#{~)hwV&IM}==Tl^Q3-Tg@^@Ap2KsS{mxFOsc-w9uCLq6C!negAc>Z%;B} zA>%pgo1#9^ac@v~ixB4be(3Jn@%?a}`e^T0_|mfIy?gO_eO>AeS4vd?YA(0?{ag|Z zHZ;YByim4E)YVXGzboJCJ9gP1Vc9H`$G;ohM0h@4B=7|N4Z2$-AmN8$o>cn5nc&yn zMY5D^2`22TXAvVWkFtNFxM-lsc4J}cgYc(+;Y2g0w0)Vw6fg^Av!axr#V(^|L@!W4-jO?JRw?ljq)|EG}rw*)r8{XLJKx*$a z>`4W2O{mSLh7s@mhA zJpGv}1ZElM7=qqoxI5Dwe%LMeah_vxT;!6V{x|aMk=pjrw^=&`myA@GQFZTYnvMYBi%bc zWm69ua%EIfkeL})1W8t%4~8RyobS4W`;FjFViYya-1lVuPVGh+PpQ?^0jvz!+w# zZ)b+zo(&8D(F&3pq-2(jSn3KbV`gHIh6%jguQ6$Vt@%ZVcH=hU__ylMc%ud7m(2m< z9$(evpIGL#6o3BkRKPex_l$cF9oI}UO&0fx9jtS2^Lxk`Q2OxB2tDOypftoPH075; z#_h9cGdfU;qLL_b+Mw*dWp>a@%M@{MagVnP+Ne7*yiz`qC%0WNeHU52ZICNUML`up z*Ezd!90r7bBvIBsuuGkYDx?x=C4eE3ElELM;Q zACsdgr3&qx5`g2(;(~^O36JD&$0_lZuX{a|+T!zm_Xw8u?Xo_*9qU;c!HfB83&LNhvJQ&Q`uyRiaNcL@R5L{cZx!n!IFJLwH$e8`*lO$2XOlHtUHVbe~*G zq^f292K@GYM=ijIj;ZU9u?b^P_A00N$`4M00hd4X589o;$>Tf-Gx(^0#2v%_DGN3B zuPTy4e^EU7ov&I_Lc5gZ6EU+dbo0%^d=udo8+lh{$_?!8hfXfs=JUE;54qJC$$hW2 z+kQYd1$sW{ELwhJTO8sJ(jGF=c+SmRA~&ubDl#JLHR|_;RwBH z)uvgVXSmLLW;O}%X+$`+1UQc~I76=Tkg0~A&7bX#dt0u$@R!t-HL@3+DCdI9TFK1>IkyM)Hi93!tz))S|QY4ONDJ?A)Bi#yfG2 z^}I(HaSOL5r>A6m3#lB8kukf^TY9 zXttZ9U*vhrF^=0CoSUT=ozLj@;iQ?RuTh;xg%RdRgvf&b;^6{qydWeJHm-S~BnRiL zW=G}Qz|PT73iH%CuAWnyhD~HLw0yYhAs#+pmz$g=yXyQXS%l7I_&~gYm4dB3eaK1X z-NI}FIy~_S|E7l>ur)qz8Su~cCcFWf%nO0LfGk6`jiCIB;C7aBG1t#tR(Pyc{zZB5 zn#{yY*_SD&j($9P6QHxJ%|{`5!58NYpMd8kQ!_{5-cvG|vUwIgGiJjPG0-%Qzp{;A zqG2@C?l@VmY4OWg`eL#X1hFEuAZg0Z&YENQQG?2)X6fvW&YLDs4IEiHile%q3H^P{ z?6^d>^~`V+7z4g_OBOW9uPq)>_1y2kqbH~_vZ_`*DR*peZG3V;w$Mo3oMUrm>k-0c50s8R+$$i>FzmJGxRj%$x~PjG9Oo2N1S%Cz=lZ@ zTJVJ-&+hZQo9evXYZTki@NwP}R_djM2Bf5e-YbX(AsC0ZC960#?mu;3RIG;rZYG`p zz&baZiUd?mqKosx#7*z%Ew^J;G_{0rhrM<;4$?9EB5Y3+mBKFinmN?a0PMo(cAG7b z2A!#btlf>Js&ak%AIft+@!&ujm@G92y%WdPvUdJ%HdKhX(2hA*4zKdLQ$(#_F(MgC z5Ub7U6Ah3Oja?fwLS;Hf%Fd`JC1P!sRSZuaWDdQC0d#H$sQCzw{i^rV_CE%!hB2M^ zi-3sF823Jbp!QnwyI3%Fk6XGhZctC-H;MeBK9GYYJLN~;1P;E1lsZ=4dlKq*{y^=+ zV(|chwAt&O&q!!PJs8VLA<=-_qh3UX_X-TQrPqHCWcn!Zd($j~Qq(Ib5^HY@SXb4$ zebD8|y_IntgKEJ*)}`MATh*}PdM58MbC>#Da8Cvb4f5H|6z>eZpZTs}SNUlL>9R$0 zOO^2~)!&sz1Z~QeDRXFTl_4&>B0hX-)H|g8x|gpuF7{iQ;Z7ck%J5^y^YrO~%jpJS>n_WfNUb)S-# zto3IpX_z}dZjZXhmt(n@-=!xkBF`?>Z@qSZ-W;Ja5J*P$KGZyqihj?7=l5?Cp~tp- zf=b8Z25LRRjD^n4=sRZ@#n*$xDgX2H5_-?Ypsd7bZnaTdp|P#h$Equ?L=&E_tyq>C zTEZl>ED?K|@Tzhx>%9hy)rMzISZk4%{)c~HBYw(gOhoIteujF@CR@O+1>H3L>k0TV zRHo{kDjz6>Ih#{+i<`whw5#z5&6-c2IhX%e+26wsY<^l;5}Ge7J=}#n7$*8v^-Y~w zof73(u8PHJDI9xo1MJM49^SxAi?Vc_j@rDna;ZRiKnKs@sf^xnJBp z4W^qb*Uo7fDw@sg_F9-xvfMuz+)65FSqB7`9gZFeK^;N@ux!dlbVxYh($-6gJ z+R@?a1Q(88y2a<{b1b`gU3c<9rMvQXwzFO)^r8q(ckwuHGr#avS0-r998+5H%$b3( zxrpy=3d3wheWcVLo>6rwrQPUpN94u~@N;aC2ZpPG;g=*^aqY0~Gc-j$S76iXoRN=?O?XvQs3l92HGHc!YKDjuBo=6! zcVD%gxE~Jy5AL#Ioz}AzPpLjw#&qdmf>+J$(!M7iJdCquEKk}EDlT~bfY<(c{QVz# zH2~-TZ?DG1`5$|=Zf)sU(suZs+1gt|i)zts;6mWeNrZ-0GH2~8Y9Xg_A_<1Kk9<8e za@F;l_4Pc%CSBD6GJb&s8qb8+mt4Oizx&5if#30y=*hihi7>)A?)Q2y{)_s(K5s9W z$i@JQU32{hdQ;tR!@}Dd-S6|*-6hM9)l`A~-8)fx*OFHL<$t=2+#9J0WwaRxQ+fTL zoz>$ksF|!Ti2cQC`+u~%QlRH5%#SvGv1IP#N3Fh}I14jT@)=Orm7=0n*;+X#9`q~o zYxrM#t;@zOhE%E5W!ht3FE?qz4xC8~>ochW*HZn|$I8#vmhaGjz)_x>`I1WQb|b!R zYH#Q7qBwK8%07-#A(+E~CN7`R5dRl*PuXCTq3Hb*lbn&P%Vb#oL_fecIkzx4s8`xR zkOKGJY&cYfOnzS&CGCUU>zR4W>bM#{7g}zt@P&ud`~jK5xlSL!Tzpw=O?0#r7U-e| z^xSJ5%<4*|BtQ~5f(6acOz0r-c_C*AR`twHk)X3IoXb6gO8u&aWX(s+!rev}d&U-h ze);d-tfy`4Fp7``Tca|~S~KyCj7h|;-YjXO+Q&rJ6hLdi$S~b>8pke6afJycqQ+@N zAA-V!y(OK6XQMF`mNK%wEW$`?zni-~FC?Ysnly5OP~()T=NFCW>)*7gh>gbe@OKJA#V#^^*>l#axZtE`ZPCsa=I;szMkMfE=J362Ui*G+W|m z>*0R>Pi#hO#Ej8h6wPBq9ivg9{hl&bp622Ivn_Iyj?`fNBNwk3Zgp`OGq%&DVk)Fl zP0zW{`z}>0mee7ZP)+r7Z5{D>tr$%JL>llQE|Enr_{!LOklnj~dWs5BR3`s3J?qOu z4iEJCJiDlmgmYx!*R&_@x>d{Knkz3DxQM)N$}LeALDp#hdyxTJsPf2ThnPL+*Z75Z z%45I>tPM_d&s@L&A7sP3!XNTv5ZX=*%+8)x9;>;nXPae}5);*)l$M(rwLYS zq+k>%oM=-$qbW62{T1c_;#5I-%0hp;L=&muAW2srBOENwtD!bph%63MShRMU%z%C? z>eo1EN!WN|h`;4|ghuGbilm?$a3Hdkl_<2`iV9Jh#EJO`g$phmWkZ+M*4fLsf zA-QZIFUl*|>m9Aq+t4_!?M}%({k0=NE{-&o)Zbohl9@>8T4kU?P?fd|qm=QxB)-ll zDNlM6fflBzn{1LfYR?|@;)VwP^0mWhC_$&qpBVmBt}*PhKnME;P*`xmZfsA6OCooI zD6@hkze>kqCDaMwTG+SR;TJ1D&4 z!1?OkDWjrb39kYuF+DQph(CcQaiPge+b1alN+h}l^bK(| zY=|C&FtEaQRb)r6iVFrk%nWqVn@(|!(~+aXr;!x$>*dfP>{I_`x%d2;Pg7+x`_VMM z85>sTR$eK`s=9@(!W#58jWxG!Lxx}9m-ew6PsSw^dY$u(Q?X;*ZkRDH!n%4dXKxVe zDhtP`FMLPN;6&nvS-EM41u{hr_aOU23#c9WrC=#wr!}%T7KEgiX{yp1`c;-dW7tAN z|E4v$bi!|9ftga>sxt(K&N}VHxUh4(^T5nOIjCEEucVLG(hs&XLP&HKKNsw$2lc8Z z3YJNl9)3LxeV+0-F+n1{4_n)5h@6<_%uFa!JTFkLrg!2s^l+a-Frlq%>rzW#)DN>r z|M{bfh+QfWg%6l0EHCq%7pMR@>gcD5-nXfpM$LKiXrq#=O2fSB6CayvNP87wxx4)+ zRoEJ#rOCz>*&0T@amo}iOMsFZ^=Hcnx`2X4PjD-1xMK}1p!N+I`0&@&S&r6Oc%3gd zol4S`tflX}enbVAf4iHznTBgIwzWLnUae!8-mlzkN7K%AGb+^FRNaqcfm`m6U=Fgy zUJTUqo07naIvG#8;Ju*zaINq*bm^i^Jjsl(#JSX}-AJPovs-RITY*~=)~~oeQ0ZAy zx!V*YYsFJ+L-VxHD(p{U;&zk|HPT-W`QBEmtcj>MX#H_yh)oiM3zV6yHnkp(lI zL;ke>(4u$~Wx&+tqXg4KrFq!#rf)Kp-~v&9eljtXN*9eX!vJ^(82m(MXbisApY*YS7v|wr>NeA+`_E#)vU9wwt!r!a;zDINbZ2#8Dy}FQ?kH6;rFE-IK^Ro2vx%` z`LQdg>c(t%A$zGW)u}7RtEUue37l|Oej!=><$?bEN(0$b10JAeK3loBUt!wUid-r! z)hCG(+CQ}|>SsQZk2zVu^-z@VuDrhQuVv7pT0}WGU*hBd9y-_%uEJ!COcxf?z56{!AXj3G8-xv`*Ih? zDBfK$pXB`&eZ|_P+YsKbBmqO6bS~GB;Aq@zj5xkh{xWlHF7+3XTDlTPH2I8M?ddy~ zfXI}DO*50Eq$!3`d}0q7*N}+r_h)LerZwwQ-%>R<%GiYo^gAS+nJML){4|=y%{7t@ z7K;0Clg#7_Qd2NX4&8k!OTcYP5kTpzi_8Xqzu4CYU~Szae3KbVn-pESGb4D{VmpZ11;BvJATDB9mj6_mpV)$li76aFd}_WvG|C z%Es`ACdA@yAj}C8)Rt1|(&A(wP~oeCH?xssaL(pvN4$u1Do9yKlJiV3A5C(F1`7S8 zxhK0l*Bnn6gVxB$C#2QyCDrN@g7I((I-i@Js;t~L&@4c?RR~Hu>*+4}a~uUX(DDa+ zz?2KvZ+pxQ!$wgwGVwcD^i}IQChSeV#J*l-g{ms96$O(r(`;?K$J<9cE~#0)12Z2i zOgV|e9Wa0dD*WROJ6#5pYns)M%*p5G3v2LELw6(XXBz+J4B-wG8gsq+vO-z7hvJ?` z=;Pk3Ef0KueueFCgQA8O@iE^}@>?;>1x|~Q07VK5sA~>$(MUgLrE#2e24Ss>} z>FjmNQi3sP`lzb9HKub8blC$k3v*r)!YA*Ba7`R+RJu8AoEshqWwU2&kdt8(@%aH9PLnUpHrWO}g8+e>j3S#1qHkZLat zTmSVDr-CrwOqZnFc>!MHal+tW6YHeD=|G%$9n?f!Jo!}&M~*b&|0vANiAt$a1bwh1 zgV=JuXZ3Hdx01u%Ip+Qnayu~teW&CTfVadQy4JQDSN3RA8-0wri*LkZ7VN8(w=I*( za%XF2`PkKw?!uvyHYrt+o6Sbz!NE%SsnXCZuM5eS1kP}&36*3Sw_h~ZSh%W1) zC|iWv4UUv*H@y=&30-I7g}#EFD2yspqKdM#U)89K<~pzQP&bbN4*hR@jj7K zr1*qo*@-C2ePgo4xO};qzPQKNE26hsWX7r2wo}bimM?K+$6s<#J1~dFyTOx49EB9her5&rK9_%e#UT1UD zVz5Q?oOo<9RL&$@amG#r2n+x|Z|YRoFe1mX7SOcB&VQ^g1cT_iGl=+9oAEa8<+oJ! z!f`p>rprdDTv2UX!GEuiPijP6y3+g{kyA)3 zhmc})5(nv-^w^2R^Q}AG;#IQFk&5XU9npQ`6x-u;igtRCSPrl&G!E6z_`y+NfO9;a z)>x#gqM(=l8`^0*Nar`|hqI(LH&B=IN=jDsmEN5KJ!O66_BEjAsUg7dxrpjpRsVRq z43w`AqQr^72gqw?uy@9s!c*ajHRhVjWFo4{!G3G_bKkMYWMnrvpFHeNL;l_r!KS4_ zlsi+#AgJ|l5Qe8E7pq_8vJMJo?E#a*2ZdT1LP@TEF%Fx|Ia8g;RtJYJs^vK@$MWSi z{Nyu}Z%ut->08DTHsA8_dZA9Ij=S;;f6jRut5j^1khQ~ieHM|C{er5gsnkVDxAM4I zoTbvOWpV0Hcv2@6|zwS#>w?vEE%)h)F$n`h_S%{|o;A?ef|G zOOOA*gn|EjfyyqnM2vDo%uN5>fZ~=;&i^EU%L;=$nRp^-FVQeW5^)*4h`1Lb z0;ND>q^HQhoPZ|caKuXvCaK7HmB8(Ql@#>hmZ1A8Oo;ciadVagi$m_I(OhW&ts>7NJ9L{M1l!~D@55@ccla)L-> z)-q3T5n?*^&we+iBksVD>W9i3rW7}SZ5gPbMFsb-F2CNjJgV#cg85dw|) z!{dKIE(i|0qM!~$4Qiyw@|S2C>JP#_km)WpF#VWt62G8%!V+bkw-UmmgL%yj< z221uap+|HTh;t!M(NShlOFp^#(#5n}X!Xt(MuT?(5 z*HAbVr2a4qu`=<5c4=b#`Fx(W;3DQd!aEli^RJm8NID*a^~MX^;fB$xP72wL0-B%U zm9-M>{OC29)RkT~1AIA?C|$G3yI15j49 z9a%a)4_0T}x-qNya~z6Ycs*CIS@1G3=L^5XH$E+hEbLG|lNrEuOF+{T_jUQ|v=97* zQxSu(D1xFGif$KlL=|9h=IEJvTL#dI`&sh6 z3A#Q_t*xN6DrmKFwUq|tKOb($kkt@17#aNw%rR3_s>)0|7XL+j3{!R9kv!8Hcf_4x zA1W^&+WFq`ky%yv4S9?Z*loDJSYZ115C4;gw_}b*OK$GLdl}89N(;P^=I(>6RfQ*? zB>eFB&Ge*;&JkjzJkc*7no2Cnz2H;U_{;23J`DgjHonKJ@>6-0>x^x!>_I@1j2N)vx)TdS~>Mo?{X| z_73Ni=mYr9>xjBNE+oTpT+aR-W@nb6-w*EUMLXl6rihjAoXdVlLU#-w?$5m5!H}ZQ z?nMETu$q};_@**D&eHYT;5U7Xp?$JIvKC&xOMw>81yny1IV_3Sd>(W4#!g8(rPk)AmuMN({#<5cww4k$z{hs+UEA5S{S9E%`nT!u&DyJfFBxL1h|hC zR`rw8y*z_jM3`k<>n|;5VjB0UATd>OQZX3rtHIiZ5cE@2!LWSrBriJ-lP`me1>1+L z-ueH_6bygU*EhK#DYS`t17}7=>wGO zCEc1C3);-wH;!v6o|c-oF7SE^E}7gmP)#df-PQbY3WSyUv=8PgSKh%OL~)p@XgH@c z(2`MF?-RqvH8C^S- z94)dytz8_q)Ao^Zb@uRLrhO<$n?*=g&_xH32&3ZNgO_yg#bZzc&5_d2JLq}n#M;;L z*6bf6n!?$cXe?;Hl4$scfGgC;P@``HIrG(YSj{T&Nh@P_XB>O<6{j67#tT^)=j&=2 zHe{v1M}b+$PqGte?F8RD#;YroVQJ^H+zaC91V+RW6&$(cy|=Uc6v>_0BYU4=pen)S zpRpgG>V#s6L&RW>TXx$(ZyDW7li6(o*T%aEX53SuAD^F%#Vv7_P+fr?{Z=!MnX|%I zvL)pJ;+dZO#ADZ>A|C9*Cd_t$IvndmFR2<)QB&-1->eD2`iq?%k;9{92b*9GFJESZ z8JIGlgIGJh3CKPuPs=9=3@j$}Mj+MT(Mq`HWfLZ@ni(`^ysH^amEZiWHbul&T;l1I zF_JU2;t1&(|fku=^ zep7col@+jq{EW6RoIz`HAEb_CUENnf=~p3fMs0$fpX%%J`aQp|2Ib}^8W&E(qW@}T z6s62e2d_Hd2Bd;>0}M6Zeu3!V15ww&JptrH-ahwAfOk&? zUFgdA5H8@?#*F6Pl7nr)z!C=M%c9F;971dC#4m_RUA!u5Xgj{FFnPT$-)E!0FRMQR z`=o8@JPoYpid+Mev`5L?YA7m~1?}c8Cf8#w0dnrD=@CbOlmwmF>(y@cS*Yc+r$8r^ zat^Yv`{7?$smD1mTi_$`?Zz3|rRRpuYDDX8ktEWdvzGR#Qb$6>94`)datIEqgO}!I zCD;)a$PeJ<8*7d*yuYF7xS0e|g1OE?Z56x-2F2~Qm&+{?$9tpoCb2lx1o{eSG8Uq% z4P^7CxDpx$fA6SK0X-z|wP?i6N!WndHaRmAVHRO98EeToj_lr9{aua@-2MLeC;+h2 zSu71uNl(1Fc(r>wG`jzl=FQ{z+j?co2d5lN?~NOjR>dzOoQb(u!OuBM8U8f+cinfV zrJO;tmnxUmEZ5waVO`>FM@kc;;?aK^^r|8 zEm%%mqPQN78hObu7^*c5TgoZ##S|2!2GDW?>ZyczS$;Lwvv=4(hO)qGV~vmX84L#s=ipRn9wNur3O{kdd1w&eVl%6_4VO4+$m(iV@yWrLA~c)&y) z7y?(>f%Rt7J*Rfcs#;{~Uos2T{F` ztGCM5&e@%w_2l_282SRjY6NKy6k;|oxS#FpsSp8oN3bTB2o~?zOe43P)}weuDOgSz zSK76gtBdF#8g;+!j}ouF$Zf;x&&i%w>2CU>s>78b_>$x$$IY82u(IIwwe2}0TKtX_ z9iqmKhEBM89-BH__rrLsXzdRjST=Rzxn{vb3u7HRLZsNLPa~HOoS>SJ(oKk>AK-g& zEXM!0SZC&7`7h=Af44pf;9&WW<#@Bsc#H{;-S(>b5n@t~=(J#g|5y~iPOwX^X|Ieru<0Q^RPKODF64hzz;xv)z9~%`*RTy&Sz@srGNTm zd}eaizIWTnYk~$6>gN1(x95BS-H9+z>e#X=ui#Ez;OF=Ip{8}6)<<6R!!hXb!#k*w zr(Ta0;RmbF*WI?3zV_-U$8VGgR9x?mjhW8-7bX7Hd+2Tfd+LviKR-c1^SHySa<0!o z*2SVK4J##618H}yZat3}GpbfV&9+r8wx?B&njVg>aC{?Gz3q1&o3Gj%9GO9i z6!TbbclZguIhhMN9rbri-YPIRYTB9o4u#m_kxXYgjGTtOay>8Bi`YJwWTVQ08)MM) zrI(M60UH!ZyV0me%P~J6d_9{ftHtlvW`YEuIy~l+%yU9D_-IxNRGL9}ftfCsQ5zfU z)EK%daU#|ZGf(5JiA6-I<#L8~>9K8(J5-R0PMR@&H=j{xaM=_3VcSu-rG-(p_cv=2 zzyK=D=%Tq9tSIN@nS37tz}IVJuHa^#YJT}=q9XplnmUBZUSh*0a^(?6{;f#aC7#~I zuNQgU#TLHQ7#djxTm9V?2yTHVj?dn3V|u{-xI*D~cT}(7<)cuX8V=Z1Xq76>qNt}x zy#I`s_R^L?f{0B`pW!wQ|Mix?P5pB~tD}+Ls1kyW#i31{c0#B=(Cl6**B ztD7r$ou0-)8m(DHKJV6m*Ty97N^jbv?fLdeM z(WAv-7Vg3R(0)VNqEteX)<9Wh#k3s^D*2jmudnaQe}o`kblXi}DZchLLs1>R-OlOV z4J>>pCQ|bpo&(WvT9^VH+)?Dz*<;aTkLn86BFyR0IghlLNJ(sZOR>yn3JaWDHFIHYIH|liX`HyK)F_w8AE#8(LXziNV!yz5UMc(tJ*s2MS*$OaA z)e+LlhGv@vE|cmjOsHx?8x?M?1dFCCXeI}7+;5N!Rlq50-udZPtg?@>H&0Zn(e9pv zJ!sj(1K5dF5*zZ05#?WeZHFZ;bu&SE@wVd36O$OEnA)tyfBR8K6T~UV+8iwpQ0LAd zsdj5_ZhK>m9-AD^knp_dzCmQR=KZwBCz7IzkG53~1}KLJBj*}dA6!C>o!OfKX13ao zbqb89YDNqhz+Fd|Ii6O{sx@>yXYBr$7EIc3BHA35tXLWOci9x?T+KAE@E`hCP91mS zpn0z7mHC|8P5111E~qCitlGV6Xv>P}08$`K;(d-2`%?5~PsOrk3ZB z0Wb9;VJ^;&kDacXCdORrrJ24R5A*VqK*8hE9PIVm5Z8>T*I!HxA6!@&=U(MzPJHvs z&P!4t%@`6lzE>c{5`uk{npcCo-73x3^PpD5@ZS`AvJb2@bma;gIMQQN*806eL1nr#OiQGN%jWPSCk0OHl>T_SI z36<|>;Jk@8tqa!R6TTW{Zb0h)rdi9vbit6-53?I(=&|}4!8iT`7m}&K9oom!ZJW@& zAFaveJEFDuGDO#rTD)qTPty##zI!cd9$E}r#^O~sb=R?7 z>9=8%Y%rq7)8fKvwqto-m7hZl!m+g458;)WE(l{pASNC|z5K?a!dXry>SR0bIRrF2 zOq7`O;3|f$=xTfgmN-0kf8kvx!Dmu`qliUHDH}5tE|#zZ!sMw`azI3UtfKB`=--oY zFL?)wxR``ySaR2W?Hx*=pa8W}mwW*y{8$yma4c5ElpG*D(I?bY zmeVYj(=*X@Hm>M;5!zmooL2IR@ZPfs+2SvjpC?d_*?l&tjWm1mN?ZqrSWKj2F<5C< zL|wQg+Mi8xce@FEKlO7uUQ_^ggh)%Jb#_Z}Y zN%aA!w9#klhk_}7_={|?O>Wm>&4J-l45l^t_aVlQ6lBJ^sb#%+;)PJD146fI!rpoOTd{gq? zRcdtab|wS1tMaK3Bs+(REf6-gL6G8|sT;wN9_1EaAEyyw~fWkcMv6 zBxe=Ts2vF2>r8T!N+61x48J)MH}EgbtotHO<|O5F=vZ84<=#5&--UUKE*VC}Gt=s+ zcR?OlfmTQ%&BDQfaz8Uyp2F~m8HaUTqgp@LBk(vvD3J0UxoOumR@c?rO9w?~vJM-C z3j<}>YJ76C6otBL9lOe5qOaPy`EIh3-bf_Nd)S&U7)nNf0U1;EAG0a*|J353FDE!l zUxv(1L=`y_JVqrg7Ze2~#EV4FdYzOt?An+J%sriL;cnno3jT%v+HQS|=XZ&^I?m?) zM?!ieH-8oLqrqiWeuZkeOvbRR>S92w;d@PX37or+lOi4O3=B$@CV zsN!>`4OL?jE8`Wr^yY9=$rWQR98=L|JZ0#63jJN1dJ5TRC%`<$%c!x;19d2^v6t0z zSTb(8P{q5CyF27DD~Hqm2YXKf7gN_hLS)xQmPXP-HCxlZ&|XSu)!sBsH7zqWGwmA^ zTBL=dO$)NLpp}%ZkhG{2Z73m?RH%^t_fFeP#f#6Ymw)f?^ELP0bDr~@^X$)g&b`ky zxQ{0mo=@5vDe1BF?wOCciq2>qeX%GYWi+Pgi(W7r}B9<#Aa zsAm+4i=h-N4lxNsZ1jz!=kw(s4z8CEO+FT~a$Uoh((?Xg@@LbO+JajHEElg7FMDAs zy#7IO0xnjI>t>XJVnSE}y^o*@=r!R4DzoqZW!DG9kA&>aQ#pd)~ zJ6~b|@-BA8JZ5&4=TA^5Tbz5yMrjKhmblb#N%4b?C}fsy@#E49i5yLS?vL2;ocsNq zE$XEA9bjSd)bV?*{K)(Bo5rO(Zbvw8IWTZMmbhveW7#7(-4XADCo)8YStC;%8Nv*! zq3bszm>aoP?R&O%eXEpxv}=P)b2;vWp5@x^S7L{o+QkKPyO?)fyMC!4zcsp}UJZR< zc0=qXS-xy@bncpEuCWSyMrOR^1FK(LRM@!1Fx8)D-mY3E!)CqGS5e1O&fL5{d;YSk zHzXt4)|N0vv}r|Nsk{|=h2y+nEN_*)@t{ZOQD}6A$#EM$f2?@wS%XV+g}U!8(haYT zJZ8{vqQ@jYJ%$5obu^`MA^9Y#!ZB(oN?FvN^I_hAp2NLUz?UlcJh-13MhN5G!=B&q zjk(c^xxB|lg_T}Eh-;hY?6;8{)N9cXJ9mpbR9a;cAmJUD;-I`p$%L=(psrZnzFviA zanKCs4J?N`gP2xbS-_$8Q7KUEw)^1d%3DTQ4T>&Hu8$ja!w=ggv7=bGC}pR!&ZC7PXffrib!K_AB=L|=q- zGRfyK1_9aF9KjU zQsi#bHPc15!EPUyFqJ;;n|4_v zd0&JQGztFlwoxNd%V}#9-$&ze@zi1uPn|sla0xfV(1V(xt2{7kY+td|EH~vZ6DKWe zbUsy(lACrRx!Js+TZI%6tt=bl{A;qB!u40x5fUU9M*jJ$*A-+Y z;OtZbwntWJr9Ho%TjCOX`|}0BNH89=yI&tt7+@MEnRl|S_P*A(lem-TEj2YCU{d5x zzT_>o2xVTaxFk=_rno!I($MmPUG=+1PhLDYwlVxx-L(YVb?pNiGo|X}dhh2ibY4)n zMsB|J9oC)Yv7~dY-SI)e=2(wYKF2IoeGVwe>#lWU{&M_n3`~imZ?mTBi@T?V;b)FT zvR=znx_C=m=k0y-S?Tp9w)xnS8k5@1gcK%rLYd>7vnz*mBK(4-xVsNLXfCiNLs?QX z=5#)nk+4Dbnq_ydLAcnz5R^XH{i&Vj-i}>o{R`AQurCK^+ei9p;cA3VT>i4-AiAFU zxlufHb@>O|EI-F>*bE(3?}*-=a$%x_7aIKctZLh#IvBC*jMv=Su81e_CI}nz4W*`Y zH(zb!uRpr_d2h*=&t7uybx8{cufAHjRwd#_XQN00EAPYg=`5CCJSrT-$?>wy$0{5$ z6+cx4o>_Dat<2l#Asy9AM*T#-Hq}4SX~zD`A5WlEK+gcuqf!>{G$H;dh-WY z>}}9zKb_9mCHPR5V4Gy<2k9Yfxs%tgRibA#@G=O2DYDPldHi1MjwmZ{WWe=1i3b%t zPSN?@N{!ClD|)m#uvT%2Wyce~A!qabO^X&EMOHSkK>DAism;}l;NuYuzk=izH)v+` z_Sl=Wv_WfkmS$2!%%amxsk5AT7%G$yrfqL40(PBV?skgnei+m!kk0Q|Dk4K8(nD!` zzopMI1=ZNS3=S>>?4h+eC*JEE&gIqD?>r%+ZKme6v4!1-zkDdi^NVK9wI;3pYc)OP zx_PfWJNphN4}JOI;p2o6C8%d{t$eN4nO!fIb|jyWSF{QCcI^{laYYMOhT%L)0_9?Q zd_lidUP;iPwo!_uVfy`=cbY|;w)f%nRMKz9KRl3j#8UXPB+0Fq^>Kxe){13UlV&jtgVmjHqU}W>^9ve!Y8?;RTy3=a zR7n?bDMksMnxwS6NIN2^@dih3ht4JCcPE@4DW)_UPXs#((z z-6rnThA9$RB9r%>)v#o=1)7Ye`cmC4HC4#i2jzr>5W$ze?J9+uKak?Mhc7(C~{a5hKO?@;|O>N2o-Hka3V``Z~&uB@!v2~ z4pigeNdgoE1uz7ADDVIZ7eGS4*&CRkCiq!D(iqM(FkI0N01OzENNMwJP!^am7!FQE zJIbsrFi@-=)*kpmAPIm2|26;zYXX@-vL-l;!J)xr>@fwSf11_QFh=L|PrcRDzTMy6 z{@YU_k>#BM!i}&2%``?)Ac2JxP)#g};6%h=<(+{w+W1Yh0D7W9mZjn?G!AD^S!eJW z6iwK%Bl83LpwoO%8zX`p-<~K*W*k#{f{SNMtnL0!_4_%m$CP$CAJg zNs^%EXc7(sMFK4N&9$*XJCDHwg$|D+5h$QY7;CIOngj(Jd>7kjYgml|nv!f}sDstF zaUqcv@ZUvy1;Rg(T-kw)5d=h3mO#Xgp#|s%%<$aE7EtOIlnGLl!nY9wnMK}}jKz}x zJu?OtT((L4gdJ`6&k(gJEB$S7!_@d^HrF5$9I!;P+qa=PjI{b^c%Z0#8y5J{(|?Ae zfWzATg9KWFO-7YEpw?*?TWo|KL9;RZAH{gcpsmL5jF$Y>Ui=a8Qrkcy1zXrR*c`YP;ELQ^ji1#QqqYGEBG-v7}h99~MwB8+mL7>JpaHWBUMfVCJ# znf4J4vQq(YM%y`2C?};2NYMlk;}8E44hHyYt`&jkCWXTTpV7sm?IwU4d;X7*EXKVH zDP_C`4(JIw8aPV`*%}M6AYhz8Lk+P;lK?jfi-*_~EN}ojTR_MJ2o8_2a{@lxO9od2 zhqnT5SQ3c#6bKU#q8?@vP7+X%W_GxVBpbdziI&5l$2fCXD^T~H3LZtK{ulY#rKSN< z!&>0b5H&O&_zW^-S$ZWZ)QJH65E{TV9lr{G+T=-Y zgvXTSCh!bJ+Gz0ownza=W&(t1mna<_WjP4ot^o3avjF4>6dfW25E2O5&JN;?C4$zL z1OeO}2od-aHx86N5`vgem=$ApJ7kr;G=EG7R?r7p+JRSPVcp45;wXfVQP* z$p0>pbcfmMf2PrY(L{|Zi&5F36084|plFUtv#cGOM4Euwk1Dor0-JUnrw#ZC_GmmF zP;59n#Kjtiv8GaA5FCl3+OWh)F4Iq`vj3D%0C>~TZ4l)V%|7Bf{k%^AI^?(!$8yZQ z`EjRU%AgHM0t|EE2;l#?QvifG6W!w1aCsObXyTlY2Dd{KxebkXv`K!-1|bkP)!N+5L@zqd{S!QD=DA z3m%_01PCC(iGzuOVJCoW4cPv%3d=p3BP?M5;lJAl;Ae?!@U>D6DB z($N^7Ap{hm2~(Wj zVd+O^1{!xTlL=0CJU*exZMp!tO^PNUS^t_C<(D~P&ICIk{rVRYhgvNSPZEN6vNxaP ztxvCjOo`IpARE-nk0X(sup_Gvalrvb8xMrMh2_=|A0_H!4ZZ`B;bMg_fMu3j%5CK%9IS1Oi_g_V+rLyM3yWF zxW7>4$>FSUWV9Uwc)t%IMPvEyk)2Fx(oC5A^co!6(EKZqTI+(kWv9bVGe`!L0n*)&fa>W5}i7=(x{GU}>Bqwt+j{INA9{*CsHM(=p zO@e%7mOrJXe%&_9FeIw7%VE_oKU(cNu}%}L%@PB${T5CbEKy3;39Tffjorlu87aSj z0Hy6B0x$>-WWPO7 zpG2uM2J+@WtuR=O?FJPDDzT}7)4&)V!U7{UTpTC`6bp`K-N71E3F!DEs>T#K7~hbh z)bDMxBah!1&$0pK&0=;y@GQxJ#q;ZEaY$*n5eb^AVvubRO)RA*5i?w_r-}v2cfdkL zdAu_Yhz2M%d|)+}9?s6f5=X>BsB#5{K_l;XuKh22TlKDpRuY5263P zLr*ahh`{iyAlnJR?jqg-OSA+Nd=qOur(RatNr2O$ z#BD%|mN;Q%R1!N@{|k^!-2tdpRRPXX0M)U85uSQfs=gFrP8x$kP(U0ej5(nub)>jd z3Y2hum?%G7L>rC}L!rbF2!pQ;O$CB7G;n}vY!q-*aJyi_s8rZe&vbZ`{re_J4HX=P zBHDzBOG^jaTV1>D2qH{y5I^7AGHArsU4ii z0%WW!rQOI)Ds=?v7bn1}_&$wdNEm0Yh&d=wwjtRCp4n&s|HqiyZu97szx+@N9qgy zsW){q>i!hG2}ErI!A?pQ4O&kyD-E#*J|za04oM-0jW^C> z_;NxMssa}&nX#7CcSkz_Yow+oHtM@5%Skyo0WbxH5avP{ESevQ6$IXFBnm_Ei@-%J z_~90Cq^LRN{{h=PsV^r3D7dZz*gk%rA(twBQ#JH8w>n*uZg4ylQOhsQ{xm{Do`~x^!3JAS3;Htv}1VzQ|(Y9Cu*;2p` zXAV3UfD4MC06j812U<8&jYL@_ApWPIVrNerSty{w0bD2n0PrX*nwDP!1y)2z0cTtA z!*v7WD@l1k)oZeu8MDMcO=T@Kp7cKv83gcCH2(U?|2-0uhF9rNrmzgb4oDV`GZ#h5 zshI04GW@@icjB=BS=yQd>+>gx?hdSrEKrK*1eA~g?io-=21v0CQ2O$tG@b$uEr@^C z*B}VBDTe<}T93FbVi1%7po~Wc|3NiOjl&EXDeN%1lEXHAhK$3W3dLKQlqC3H4e1n8 zG$W0}3h9rQMwrO2AtMa%{;6&6cS_?F!~eKa1=7=_ga3?D9l_y`CL_f-{kZ=#g;bBO zlmKzr3>jyF5+I*F?gak(*}W+g|lNqB4^r0C#S` z7(@+I)4YPf59HjuTa;tXiOh<|M2~qF)K{Fp3^3~v}nwbb>y=@6Tjs#!J^KD zLX?s{>azu-Rri$rBq}bSQNlBc3$P@MvW+u6XDOzX)|m(wJkT>HtuqlWZO#6#aG7Qz z++VV(PGwB~OHt2QNJ$-UPp1PlvN(T-!5s_Ys8@H|yyPjdnLb*Nq4P)6T8)4wOmQ~p zr-(cZiwk}|w9e|ZDPdYP zrcVj~;pcIvr1ck-zx^7Sos7)%k@&ADg&QOEm{0hh(9Tn0Gkv5ULubabn(?guYuU&# z5vJXXnKlzli^lW`?H|6=H$zsMEg`Dq_&by^t*1I|(n^cQ^hxWC!#v@wKf?@9>y7<* zN@~Vo9(l3rPrgTO(%#>g9vbrrX-PCq>5M6{nNDf`Lw6I@bnqA)+U|eID~~~-<%{nW z-LDS+owWR)-?T-8z@KJm$JTyQ+4uL_*D(k))T1f`{yk@C$JTy^dVk<+B}SAS;LikzGjceVbfvGSLZ320lh~o zSFFxB_&?6@fT&ZG?O*2<>cM_Lj{x4u*W40tCH^(;_~ZEEH|vne!~JgFfD3*@e+;Ad zuW-jO=s%7>W`dgG;ASSMne^V;F^6@=wv2MejBUY_$AjI;%Kl&VIwlV{V_Uwu0${de zx|1QGw9EuClk#TZviysV$T;{v$r+hcCq(sbTk25bdo;{fV9|p4&Z?uYpz&3?qfK_| zVu>Ui0WSvmpARon;qgZoKTyqsmL5NGcw`tBEtnayj_7@=4EZmuMy3ehS0s#*LZYR| zG?A4y88Us+`lrA9WwZeKe-O}$Q=uFw?Oxfos2mjGlb4nrjDOYGl z4*&gwUKH&_IV6OjR(TVZ)-N^7V`GZ^{vm~a+mKT`A2ZVN#}(8}av*1DI734xGIsPG zyffb7SOV|&268iUI3tHMa`@Ye2WRZzAAM++;(broA))^l2a~4fl+f>A+TVFHX(pPY zsVN6_u-cgaGm|fxIb!;oj+oBK;omBUW4oQS`%yoYx&0NpowR67Oh}HMSNPXAvH$RG zF_08fypH#$$qJ)M+I~;LKE+mj1&wJT>mT}ZV4ByO%t$Lu5Jt5ef3!0+HV@j*H~qA< z(gp=TB&}0?d|_Iobp($YvX11NhgpPr8*7HF)0BW7lU7<^W!j{b7LDnX*1y1I8qqo< z-_N0ywrQ#pBiK%X&GZp@44pqoGtV4qo;lR~PluW(?QhJe`M=%Qo-kYWHji2>d0v1IfpTc<5rx1Y;4cXY2vh-Q2NZ(>e}T6%VCAqFU@sa1RmI}1$kq@9 zQcx5kB{c${VFZk8U6w%!o=1MM-&adi!AIW|#s%oI`z=@I*1(>$>`w}aK5BtVO_8ovm#_Z5< zHS?9uA9{I%$Nu=I<=UGGNg12jMDl$k2YXIt^%}@l)a6;NDM98E2_^3pu0;~FHz|Z8TNxi}Tb?M<(cRlA`f$KE%%ytH)oxv>@zLGA>9jCf={Db&j{=sRJ(ui@Log37+v1@;8zGcPWo59+1*Mn zu3nX2AA)GVAf+efZLrWuOHpFzBGN%{P7i(NAuPpVf z7AaI(G?%Hj7AtY6Ep4rJJH4K`zLUgFoZbh1uA^$NK1Hx~rO=aMFYbsLGJRkAnt_)DOYa2{kTHJK+iYISg)VUHM8k# zjM<%5epk*xSuWmYxN71uv8eO|{2X(`YMZ?vuTq}e;+BmsZ^asHxUh!6=0I0y<8*#S z#v`oZevOxgqD`eCa=j)z@9osn!vd0p8_zthHYx59x3aKig3fcwOS;qc-fh*Helf?E zn|L8B&X=sOqmI5@?j7|Sd*X+(%Se`HuIY143=nN{S0F3m zx75$S`Sd7PDdX+jR{whcp}UTUniUoEg6bXOUfx@!NDAzxOWs}235`CsZhozBcl^?Y zEJxtV5rO=S?5$=O;{>+4^=#XB`2%M}!h>C#vqKGgtMK-bMT;FgA6h2~>x*ml2SZ*% z&V{&WCce*jY^1PYTY(I;Ug}JCzCbqNvr50zeO8Mgy@mHxUT9@BZ#5`+XCh4Mdcpsy zt>q)vs$|ty!A-oEb+7h$4Lpxojo_)*!`9A)8r3q0tJpHUUdf#u14BnWRoq;H>s=*U zF25!CO0DYltQh*I3zt5c?buZ2+-Z&8x^<}kOlL(+aH9LeM3cqG+s*kuGelf5sW~L# z+hV-^^r?NeUXm(|!LuJjvu79cu2Ib6t(J5ZnonnhUd#G!t#)udqsjaWVmIGG2xsqJ z(`Pb0Kv$eqrN77cc(z}_5>KaKYyK`p3G4af1xu?C+qMu&uaqrFD_Sf>UgyDWsamb2 zY1X4MsI~1@u$926^R^G?&P%V5nWuO<)}NhjVWFn>HF<>ban?9UD(B+w|9>`ELUa^ zy^e%^z$!7Huz9`P?x)7<!E2HBEtdijiJE!}LZ$sn|ay``@Al`b~YTk%bI z^Yu6A%n+~odF~7u>K`+0#6pgJQSQ)V!Brji4!`>)UGYHNkqDVbMX^VYB(dL44=vx@ zbD>P`>Aw2*`5LEsBz8qw6cq{t-z_Yy$lF+bH#q!~cTQ!pBF`ROkrVfppH$DjXxqR4 z)~mT1&1d~LiN4B@JS%)NqqOf-uH_*$smOhthkQf$R9sR}o!HbtKK*ra4_Z_cTjSGf z&xN+XfGpow`qDK|_rScK2)|%<&v%ydbdrgD+ixffa6enuIlrh;LiPHZ(#TK;=t|2p z*Oog)%}Ipy_WPR5q}J~Wmc19;meu}DiX{X$X6qlmo=0lsb80-iU~{2~*e&vrUFSoJ zKM6l(=&&UonJZczPxu# z{aOd_iD?ZzXpS^3`Q#JXo}376?`>PQb|6b`f!<9*Y+rrbiDl9`Lw8{{v5EK0Y}4mN z%ZZg8*e}tWsQuy03rColDXM#C6BmvAUA)kb$xItt_FhsSi2*v zrxf$LRT}zsp#PWwDbA@@x#ao#s5V6GshvINlE|B7w={~FZ-Fcea z8?e%I{!t?X%c#x|QGPD1GA6b6NzJD};R0R=3WbsgPXf$KA9~Kd_^yvL29FEe7fSx{ zVK-}AGiNEY#p@e<7Fd@K7jen?K0Hs^TNt2vhdUWw3@$v-(cUnX`z1oyf`A!_eU(D9U}~u|X(+N1e^#*-|iqKxGI-3oOwP91vy6N@1OGeimt0kaZ@2*XeUNVqTrB`6{QL!cnSaA9E92#7HQ1ghm^P6iec zs*1zgLKPr_&}|YDP;emVHVl|BgK9x_G?l@BJl15g14#@DwIJXG2t+F=943H7iikoj zaTu}y0tN?w1OEx}0&4`gy<=0LtjW(#0U?MG5CteBB!mfC0XRw&ftrLnNWY)OT@a2G5J3q-gb;86AtW4vLLmi& zLEMo@0hEZ)&*DzC{3wJ79O{n66D$YKp3W0#2ghd5}MMTDEfD#2>DK3co1v7xdVWQA& zva<48T7VD$q(;I}C?OPlA}diu|7WK$N(huNz^H&~8YKiu7!W!@EPhf9s95QHr$NzN zKRXRU7@&9r0Y!vB35bf069Xv>uovoA%mM}%g4zg>i5O5Jp#%WAhQVQzNC9fypPj=P zDF7vkgdu?U(2EKnkV3$m1SzKE7m(t+CP6V7KRXE|po&lc1VLeh030NUppXC@frJQ( z2vV+p#UxHKaHJ5Df09&C4Bk)ALIj|IC z2$<6UJ_Q6I6DX(+fkYC32?--bC$SM|dq;7X1MDpvP%sq7W0$@G;1i$(M1%w(B1jm( z+(Hn%lbs#lU{D!GIJI$^+#hgBL{TCTVL?Ga=T6ZbN$m)Iy*mscAcB~xKMeFazK;IL z@IpcW`T(a)f&TaP2SgrpYbN(ceAn~=RVsiKL`=~iaA>{*e-xksP=M*0JU+!G9GO4p zJ=zh7T0s5}3mNvw08fw%r1tQTVV4am?@CtGA_G}Iz{diK4CMR(hZ90c0*Z=2L`Qll zz!4&V_c-haLV+tJM0D7x12TcoUFzmGpl=5DQnrUfM%+^Hkp_`~(E@UhhQLob1qf6d z>q-V20luv)E#Hhydz_a*9EYbeeveAYL7)y+mJUQKbBN*Cw4icWXB-BrsVGCkloVt^ zP=*j87?8g-1at!E7>~Q8fI~St*qHkWte>(RxE`SA2$TJGUQ`gUA!BJ#$ar29V_}9y zn^{;eE$Ve41{143Z0C3R@Lr9txWegPdHMWe*Do6V36DxQ_Q~#lc7U&CndoWup8L{r z`rbKjVT2dxfgG6^iw-XyTDH20HRaOc#XX_=n=4vLt%Bx4JIsC$cwCD9zJY7C7=kwK-^G@7x!EjMOYx6-?2rk5WUu+lH{Gl$=i z>afE5G3JsXq+Ze@mF=2=p1pgrTW`b$>)eKKlIDGg+=NQ!%s3ggXU{gz4M@6;A(m$5 zX66>!AGA7}KHVZgTblBpEbG8FZTTSEdZ$i$vz^C~cHoz{pS_GL$ zgsTgt=Uq)pIN0LSaUzYb@yW~2Z_Q%`^9k;KnQz`-K3|z9+P@XP>8)&(;*wR577N8M zzqaumDemrJ^~6()d_>9z;%X)BMeDmxu6Gtq4_WKAzRX|3s8OOJ`ZCLo;}uV&y>7~_ zk1K76<}T|v0lRq3r&(^j$tN2th z3R`H;zfp4URwRhva7&rt;Eo>-1B9L*2@`@r1Yv+)MxuaUKxnj$gaP9_5ttCbvuFn; zEY8ZB3=slY5)g>tXZ&EW2OWO%q6itpxv&KPJ)0>Pr(k@1i%9J zhawo7)EXYp3*(~lt*rtifZS9f;T5JHcoVj~sB3^JgMQnxESw~t60fy!0{u`tM@f?n z;^74$UfjJ(!ZqbghCsW7Q{jD2C3vKG!@Jih3DlY#5y1o`nmx+HiuUZ{4c(Z;>MS7msTZyIRz< z4VYi7ynpoL(lhO%3rJZ_Lw05;*Ry-r9pxGqY)W2!i1(E9Gua+h9Xw&l!YGba&WN2+Jh2DVeoP51b)70ST+C)BMjI~LkLO;G&Cp}5byyP zNbmwMLEr@tHvku7CJ0c}RB|nM|^%13V>=G4~;Ctb)m zTkJbn1C@vGYRFxns7q(N!7?Bv(I30wY~_mZf{Ht@ds4o1y7k)DTs?9uQUaNh$n&wH z(p>Umf?E;p17^u9qc(^w&?iIf1Lyk!yevtNY^0phTGpc0NacvxtX-2^ zI)}w?_x;P*P}X`n5lDS5BF8j(pFHnfoUx2V&)vHvesiH=A{~ki5jFPsG!rIR4$5KH zLPT?l?hb{6y%-N67^8kf z1bQ=W7PLOVx#+{K4M8Wlc4{$x$@$V$YMK6MzmW;&(^*m~JGHUN-OmD!1Sg_Y+js{# zmUzh+pIQ;SYYBrRZ)W0|jDQ{bJI)oqlX3FDRDtCXaB{w(WAM!PT5;j2d-dl`mXzlh z3l?aXD5v5!$Htx8d%SGtlk1OAt%t?mGU2b7ZR`l>=Up_yNj>jl zk)M2Q*A1{WT*y1mpZkQpjy_e@%;=uMX12u34U66<-3h;ZkG{8m&+FVLZwvePuhle- ze!+%(&%)jDYPrOQFUJ{!2SbLfpP-7N!BxBI*71R3YA4<4+j`eb~-h2R?a;fZjA zn^3sY2|vE@fiG4ooTy{8;=}XKjiIi6{*Pv1JQ`owU z^2^?%xjiX5CnGT2ZuN!MflC)}$Vo`WC|$BEkT~&qQ=HQ6mSWDl=j%|$Si8v@6pX~i zZQr<_n%c5!s3^(p)SXt#4*$AkAJ#Y2S{MPuo8zA6yi zU&z|mG;^PdPc`=|ZQI{px5)*W%e6@@bkKuvNoU)BzlgXP622_I_?1P$LHsFw^pQA6 z*P^m_x@Ov{?Gc9*POb3rtt(x=>E51Byczz`u6SR^okx%AzBy8Ol%?LJIbKZQ%B@3{ z*H&Iz78KdPzVyWUlE@tE{ia1^gS^A9%8r#E^eET7%#RxipY7;y#8;zviG6ZV!JgvP zFJoBVWbvuCc(m{Gyi4C5;+mS7c_8FMPv~RL*=P5O$G>G>vZOegHLnb<)s}_UpWnSD zG&UnIr2j}!xo)D4J6%iCLgkCE>YW3nmN-PbggC1C;e;}-Y&+=Ha+Fi|a%1czPWHoA^)ihTX^AI!y6uvjH{M1s4eCF`U&2+~%KY$| zgc?x>=eGUKRh9CR=DnYeme^hkn=5r>q13e`_6Bv2#GDBCMO91q``@axl+VsQ{XXsO z{_r(#4l9-~>sX@_{48!Vv%-N-3XYR=oLPU|+<%3UC!2c&CH$UX?uXfmmeHuA>?tw( znz{c9Dih58u$)rN{jf;}e*P=w9&{y!<4Q271ojOm|BNAU(7+1=No54^54c1Dmm@!g zfuAVAPXPZJ1Bo`O%aL1Ps5Tygb zIrxBb0S8?0(UB3tfae2t2YnEP2&EYi9#Sp0u3QbTi^!8=@Etl9jRQK|24WsilR{C8fQGZcG|VbRZAy( z$71DdjewOc4VPs!m%lVgXJ5AZ-MzbK?rt}k$6O+7P%r3p3Kw-6SE*QcS~=>ZzMHUG z-MgbF?W0aEt2@oaP|f1TwEUvf(>YQK>srqpY+i>>?$fq%u5i5l$t}D~{ITfEl>FL{ zwFX1i$`h(AOA{Zoz58V9>An5l>HNc-R=l;wX130 zrf%fAh07j1vN%q^G~cQ7qp7#k#XAwHM%m3zY9(VbiA720Bh!p7_B=S5wbCttGhGCy z=a`Ut0iqtKca;zKAlwcTDP?h%!#{U?OgGWr!pCG`&tj?k z+^q+}Hqf9Jt+qYB^i*k5f%VE$2nz2zq`}6`AT2fr#G7|KGP?8*KE1(cE5#B z?EE3r4ex!DcfA*_%QY0O7gr3su<2R-=DtvoqN8>V^WYd;_<60!h*rpAoB$ zK7DvM%a;(On5rAN#O`TjJ<4oOQt_^wjZR%$HyAjLP8lt+t?;>oR{QiiLFd+%+d^um z4cb$v3@!jFpiFO=E6)pD|zB^2SzfD_+Ka(rV!7C75FET5>bO(cmCdhB_JsMZ z=8~8$r~I0_C!Oy->eli*tY3OE*Cnw~ z9>&zWELN-1@rK9ZjuR%gnJqdrQf6~n9KNOGMLkM&)Gl)hD*##yGfW+zNtl_WUVrMffkxOp)*fY#uyza+X~iu?)Xha_x4E@T(Y|t1r)b-4nc5!>Q8)>V)~h?#Z`HkXds z?-qG-K%5RObs*rb=RAqBzRTw-JA6Ebx(WSOW(_`XD{jaZEEJ(jzIUfb;nLxg^G!He zs=b$=k(;-GU_qZ{ydM%IQ{BjVFms?zA~o3kJY7mfd`|6kfg*1wmUuxWmxXojSbQJP zI#?~odqV8K?(Wm?cNAcJHsPdr*WZbA>{c#g$_{g{qi1_`Zd1pFyJz1= zE@RqImb~RdGS@8wrS9az2NRn&o~wO2cdhL@DVXPVm$@ds4+78+W}U+`(SML%{<5d_ z*$qb#-?Y>yqkFfEUat`7U`e(wSE!EJqUz`&&nj2(d|*#)a#=_H-K1QklTlgndEq$k z!^>Fb2b-={aQ%S1pVS;|bXTrD&TZhh_!s9VxlI0p`};k;2A5oYDfUuGLBxN{Ii7Nl z7pi4CUp(Hrzq|WMmbDIg>&|Y`o^nm@eFv&Odzf)|Xf3E(@zSTNiV1o{ND1HQ1@VHt zKlWKLNH$a4b&k%(J&BQN%$5Q2i3}?&_7>{Y?H9?}Sem-RJLjg}-CHq+MjMpsj_yPp z7Sr%J_U^gc%Y@rId@_^0R_))wXItMMA*O|1l(I67ga7zJAMpUz!+aYnz{6a1*UG2js=O%Wgm}jKlFOO4AymF+lTZ6ulo12i@3+G5VvYI*$3BRJzFE= zEWq<+XDS@J#=w4kawD!!|Kn_@WnM#>7os07D-cU=I-8>-yE>}-(ooavfGb8@{bY0_ zvG+d<7;%tp`)~W`^FqQu3CZn)+juCv_}GBCL~aj{|6+RYAXPmbo%Bz|URFuTR|=wX z(__An*44haR2YcZ(JHr!Jl}V}dkC9>I{zLq3v*vQKv(t~5S_ zvax+|%l0^1?6zg@XZ%a{F?ZCs(~H#|*0PMVtb15iH~;Nc$p@0n_rqOp@Jh5Z4a%u^ z1g=-;So9gvM}&xBi|im;=Mwh63OjrINZN{{%v(<3=B00){aiTUipJTT#EVzZgO8uz z#cS+2x8szL5m%krNy|NTX)dyKk2+t>w^;A^KHE9dX`O%2)>ZE3+ym>hOLgL+a&k_r zIPA+B#cv}1pt!HQ>4Y|&p^v=KTg{tVcW#M@2ugn_6~+mRoKRnb+4&|*@v!9mBq{S^ zTh*Qb=ZpjFLRmGB)ttkNl+4qS57}&&zlS0lRlStej;f@e--7g?&1;j%j9TK(&i=$a z_CWE6aM^>T-Ug-ex#-OEhQVnB8J`c0S7(`S*xbn#**l=^^MysKW2dFXbL{iZ^hdJQ z{>#F5-AU=96IrkTnv8c46^?$sL-ej$4ni%2|LzX{?Hl?eub-Q}Zq0jGUA7Zo7dk2&Q151+kt@g%ItCun{C-fL~x!kQi24lbJWPn&P8H*f<&w>1uS=xoSTlTPcZJ?|;X<8MwQ;(w(i+vQ%6r83^uoPQ zvjpp-R+s=4#cQfwrDWm!@s_KcUsazr;MY!Mi!8`WEio$oB-z?5#M5y!9==-DJ$z|r zlIAgmtTY3y*w~1TNEv<( zaW>&{Z!1NNi+(JNRlCo;`MwnlX(~MXHs@>eZ-r{8oK7$>otqU;uI-Os7sVFSX_=Q% zCAru0#C~{S+tSRrpVuYC(UoqjSX8W_URC6>2j5R` zY03T3XDd?oAxmgPE+esiT?L=>9q6{+!IhbOMOAG~+x0B92iLye@QQn9PNP3tQIgO( z!G~81H)-EnZnBnRlj<`1?#}azgOtlm_bk2)(UDXU>`a!ZJ=pB_#p=X^!#jq;%Qa;< zTR$S?8c`WX&#pMWSY|7hEmftnB5%NCRgSy=r*H*LvWb-!$@jL20T;@xzd|I4Ju55I z>cI9SIpZB4f{j;6GKwr?eHz{v88^#<@9EMk){f`CnL>)OT&A1cHs~etKp!62JNL+; z*YUTL`(z~DnXTZRUuw1r4>-He>0a_##_3f>p7RX zPaL*;Y44kG#gtI50vfR=rANX_3Zhorn_VFgqQFt8*_m1!x@R zeKb$mu@B8queuz3_ig@IoQ46z#Z&vBSaxCqOzU zK6{BEGS>M(N!_aso&KH;t2Ifz!ka6#=hzFmM|~uC@fQ_U-49cKeDUV&!sB<@i@O&p zpC+9vDta82ICw6Vr`arfY0mz-tEGqR%Vs@GG{f;MvOo3uICK5IzKEAcuo24Jbv9uc z4z1iApM5dA_*EL$+)RtWp~8+P2~mS$%&R(FUcmz`e%*^F|I()U)axafB#JeX(0E2Sl?qZglau#K&o ze@dL)OF2tx_Pz3ybLVsz-|+RGGf*x&q?7PSOU2#pL$v7%fw-H2m%9yK;#wLEPI>lN z;XC)UD4MpcdR0PA4bct=@ z$-NRvLSFXS@wT(p75bRfD0X-UezJ<*Y`h|orCb%>p2;N{N|ujlyZZF3i$`i%#95Qi z(ZQDvT83zJYj6^0UC!`W6nvejzll(Aa3$&C2G3pzF9!zUYo!MVFzvb83)`^}93!DI z=RMqY!FtKOZe-=E@B}^eb>a^kBX%vd{dn)n12tWrz+|KbKC;_teR7%OGjdgT#e)LI z16NFawU%#&Fhi=g+w>f1m-o;*)pKuU?8*v(;%8c)3;WN9dzdfd{EXk==4{I7!>9@K zxzbtiXvksvL3;jObKc-tHo-F744wTWxf?o_jxAY8O3WA($SZwuQGDgfL{effS9Bvf zLv-yz($IVxSQdP8nh61HI!={lnmQ+{wNph`QGYsfqCic<*ETy5KvDzTt)kx0`QFV= z6p-?nG9?;r9M}wF+TZnQ%O%#mqz7>O)T-4dE0*Qu#v{e=UGUJ4PSVm157T8C8svPr zYf)fIeE-##8wp|I4{~x2MK8#r6Lx*xvChD$hB^1~IlGt#JbDiY=3X+STd>?K(+f>7 z&{^~9k%-}o?fNduxZHTpx9D#@;UvxLC(D0;DR1c-!n4S{fq|BmPXw1GJ{b?sbx1X8 zpOqHKLDgRok7^h?1!u&#U=|yC?#A10GCkIJS5)|>On_=^N0WgS@%M8@yOhB$hQb(yO#vHk0gflBuB4wKgr~~cb(SZWhyEG(mbNP&(w}5+!0(W#+{oa zaao7iQ$YpBqkfXp_tL>OuI?8dr|KW)tL<{CsS9FVDzYOq_JqOB&Lx89F6#6b-KmmB zZ%_B@oww5q_I9$k02O0Xip!5@WxpayQ)OkR*n~v@6|fU|{iio!zkqZw6#?X|AY2z-i_JM^cXk2R50hpa9w8 z(W}v6;6Mf5=sjRrXpjRp=f|IciFE2K>T!TdLaJvdAVE9Ya(JA{{||0`k7Hv@$z+fA z0q_t6s`$q*$Fs+PW*s*$-`bXf16v+~V_JATOWf(X(345NrvLow*JWN$_U(&1zLxX2 zDr5uwa)-N17A{{I97KH1HCtxR!W{Ylp7`C|kVKBno7-Q{Wq#naVje5=&Yk*282PI; z7-nPRbc=oyojz5r4e@V24t@DF=&kyoG5wrLzPnz&`$Od11+)5Zs)Sq@yNKYIYz@C5 zZC(=Ss#BX)o!MA`+rc^uzOgdUDNwxn)>*jyEN^MEXac6bBO>KaHg@)0n4O`7N7E&R zhsdGTyZ5lt?bDBDvw1z3mILX`miOtRVP#IRtpkc}#R2G?UNkj9)*&*u}J`IPZ zXQjRP)Q}!HOF`c)|CA*z+A4Ucan>fagXv}II9&g|dJmSG+F7e~v-$0;^E!jG2y^at z7k+WseKF~|Sjg<>i*IkrmG`J*O$eReQl;1(#^e1+GTxJUfrrlv?e4wz0z7BMR5=3Y zRriIZuIGPF$9#8PSN`nl=UOpy)NhIx1xm|y?qKzGe~mg;SDO5}MEHwPi4Hi5ZvB z-qsBLl;Erk!^e^x=nve^A(D4YETr#kBL+$6WEW>VKi}%~g>~*1rboK(g8H;mPzd=e^KeBag zaJc?9?U~jsUd%!G{WEN8x3yb%F#e7a7azM`?q+LIyIp!a@6chkKDHrq37gN={YU+e zd#di?@@>1}%GSkrVvRK1+vGF0Te#@S3Li1_j^^q@d4J(ec=fBu?u5cSjD4G=!uul& zT~?}dddKy9RYslUS3bc#7_+z-S4`6StT}%d2fr_0H%p2CI_~w(F;ZSphO?cLZ!WKH zcCKy&{wMn!(;OfA4*E`QA-U0*H+5U1eF#3{O_;NC?3q02?a&2{vjZ(1?KroXW!Y`W z3+^<_d&FobEnc`ZBeHd?+inRaCzk}Hjp_1@`78TL9rqq_W3KrRZkvbFP}8b<_{=8F zAih0K);KLqE9bnAHhYzm9{!A=kyUP^!?kA{sv8;i`|fAlU%tdN=?#a5i~nu(ZTRhr zw{0+i-3%@6Ev2{lZ#SOFvkFoSA}nllOMIhUmD;@=TJ-7m;Q;7ig1_l%AJS*%ggmb5 zMwaTv;KH&(ZVi`mhDNWLe&foA%F#Prq!%`pDu-&_^m`L@Ca;sbL&oL#JC|3!4bgj^ z$KMgyZNl!p+E^vI1?hXbMe^YMX35-7;%sv(201UY#kZ68t$dntBCTXYUS6WDvP)%7 ztygSKl{fKlZca>$K-^C5WY5eONe|sk5!Vj{FH0^M8ayB_FS#uJbNHH9|hTG)U%RP)fVi#WyzGKWealO@vV^+Gu)z7n<#OJ-uQGYw| zC@(w5x9M_wY-g85UzyjcId8o3o~BwgNez7PAV|J1+uQQ4lyI0`+#5)awFt9cJ6PWH zvA;I3TS_8r%bP82@w;wpg?WcE^soqYsC^F0Rx&(gU%9jm-?r_LFfOv*E2k-2uK}K> zY?^p`~Mwjbe+VV)unZN$}j!Vlt+C%eieYyRmObTNP`RpgLJ14>PT$%S{ z9_|wBjh71_YC@9mtxNN>wG{-ObHBZLCZ&IKD1(juwuMYVQTMc$Y(L&1m8_X&%Ix~M z`{OFvqXa^MMBF}-r$op4Per})hDmZIuPnqu*N0hLj@^+E_{uyA>Q=eZeI0*tl{Gw8 z#pk4HCE*pPTY{(L8@TuK#m`_1YF#Bbo5k1}R)_dr?3u&k*A1J!*^JF-?jhKk7uy!` zolMQ#on2glJ9>2~%dJ+2c}7cWuX8sQLm)-dWUB$xxqwOt#BiRu(-8M5bGqjnR znVFfH+RSb z@;}-E?*O&!5r6*i37g%Q+#qa|e|Iu`FVEqNTR^Li%>I)$CV9kiU-(+~h3O)1c|82U z^1wI_4M*^9Ul}r%6Ir+`Ok+nA;DOF@UyHfDJo>%ek9@wPCmfbIq2<)>TsdzELhXR{}qo0zwTx5y{or`)HQw`+55(p+{>?Q}C<(m~38(?_tPwsvLaG???|^=nYuaaA@88+EP%=pP0djp} z_z;8y#3=!Bbcn*BF=7lM1F_%=GNk&*rNoM(O!fq=AyQ zb_j>`gGOLK30z`pTPUN6o?;a0;uB&$MqTakQu!{)kVa`ZdXq>Hd#OjRvBhfsgd2Hg|-XYMHf;t<1ti}G*4 z9+TQ_{+0yd$L~+6_7k`{g4fIhszNdSICY6cDupyAAxw%w$zFvZCaJN6x&o`$(gY%y zVmyfeZxZP^ieuUPY=uH5^)y21L{DPfP>H*OA3x z#JY>W4BigJ9+^C#pD5$8hjEkl4uIKXFA~AV#qAk91Y}|-?J3sDH20a@zz?-g?1Q)> zxJgXM)a{!xh~Sb%M~GJA?W?#XaH)0iH4o_Rao_4QqTjT0wTRKiNp969JazleFRVA1 zbxo$jsGg~vGdcraHlWVkCPJcXR96|#f4o6?_;-#*)ft{wpQCK(Zy8q`g0clq8sDiw zU5->%L{jUGuQD_xQ0s@U5-#?pO-JH7ATVKsQx0$$fsq>(h?Sx`{(_L&<5}Rs7D)jUYRnvy^BE{E4%4n zTFf6rAj;8WXlVB+uUmbvoX?78TY)XxnY6bdl_E} zAL^aYzHXKA$x~zxalnX)(s9W?%iz-XJHXxWx2jp)qfwb$=YlnpBzU+n7Mm_nr4;7)noM_WQ!OYEcY*A8n|)>1O2!^m4!E`7YUx2jvqQ}%!j zwzpzwRP3)RZH5~n?JQagzWyY@cJOga4BMzEm%sRPpuD(}cgtf7Yy6A6oTF{cq+Xb) z+4<_7gHuUqH8+8XNX6T+lsieVwvgEaC^yRRJTZ64q`bOzRXl9cq)yOH*?%(0B6)&h zYGT(?4wb#TV~i&K_B`w-9Es?{sS+pS9{o(tlFL}58^zTQgNP;9UAuNEO+~%rDCqgb zu)_jJMvg-WcC%*D?Pa!NAR--{m?b)sIa{?Y-()?wcTM;2;7Ej}N!@)#)WA&>aZk2$RpK6kg zVECzgxrivta=~|NK)2Q#e1hem$Rc6EW4)$wWk&Dyc>PA#{N;{zfIRgfy$Z5VfqjzH6(dw7OGn#xf*x4s? z&m5 zruHt2m2t0DGHxuk@|{WjI+L<#Nw4?|d$p%G^<&7jK^huKw z`iu}ncwxj9-k%2k&P0+I`oxYPye(d>ID|BnX5O3VU9{lQXyMRBM@Gv@^{5!Ml9jG4 z-qn!mH(6BF->Vqt&gS7t{+-81k#dc!C ztZ0|zyTFvu$9ObAvQA6efzyYFu&&cw{p|xUgTa#yFW2 zvZ3U$M4Ovux=i5Cq5;vjryQ;^K?G>wa^B`NSY!ZApxm;mH!w&SD=el)PQeZ)sM^8} zK8r3g@9MjB0^{af{hkoygc@IVSS6U&?~z}M8kv=udYiFQ)|m!|a#m0lTuMnw}b zOyqoe$H_9aWjWe@k9fhcNSfkN-JFWG3UMP)@(yzQ7gT0UO?d2iOx)U zGhthYYIWmQ?GYyZkkzy}`*MJr$=h{;(+JiRJ@RQqiJ4sZrXSI5;K&9q64T`JN~g42 z+VKXzbc-id%QMp}2zt6*{V&*;NE+>T4>$Vc(BL{PBoRthANmzX9w>UyqXM=@g@DGL zpP=zoXxf;`kYVy5`fGK=M!>4BA%i^7s&1p|Yr}->h?oY`LarIBS&`8SRf7Ub%^Crm z)ry+NCYLjh3c$nZE{4d0dVqidKuDAAp=Lit`5L5l*#g0p?66^#?6F~`4%x6%47}0% zchCch2!()|Cg161*UI4M)~v9j?T!Va$a2EjvVIpiZ~;tiI~)?x#ZQm=s(Z@7D&4WO z%k}>XgD*K?!!FtT4o7U*X7HW|1PkQPyE9h3Xu)Z~y4V(|p1;hZw!;M-KylEAV()_-m~@(LS6cvnCBYn-rCsEU^2Uf-Kv1#37j5~g93_Nv zOxQND1md2OIVQh)>AM`|yS(cApho1oT;r}^CxSz9y#u-3^!ulUQulPDP;s!?Tslg+ zLc9x$`1&{dZh=9hff+3Y!dg$ad3@1t;$G;_%5_(+o&W-Y5VK&+oP-HJqdB4RylMIg zlloU6S8|5_G-TqpfWjDj!5AxWhMFRp7#2q_V&QR@uj|NQpSNh+kZRyS77t~i-&7awZsDh%JKa7D1`~87Bx%J^OzH2NR844H($kFfp zg>kZjpbwrNfh!@GL%_{R$tiUscRak@rR)9XM7%wkrb!l+$zgr!yQWd+eA+N-NG3xS zU7GC`(BLUaNl$01hNE{6g)t7w{%L)&fJvLmswJ*j)d&}AQO;6+gqA$b`FOFVzG74W z(xXGZ&{A>gf_U*1GVw#hsS)(ExxG5LF+y=%S|%{Sg6_bqmVnEItX5{OLav}|ER>uh z3FhFtpx*X-?R&OFDu~LQjTQo93BY&v3qVdzfi513mO;gKtYg zndBESI(hNR264iQ=VJ$tTvq|LuN<^He|WCaK-#i5Eg#~OHR?gxkDDY(?g5q2_KD=WqJ={3u;AYACbO#Tac}vI5V_&&&6N zApm8vgNINE@NM;~uYazCIXV*-ms(B=Z~9HtXRi1ZhJvPhJ0Iq?ghE;IreZ}sGEKYE zR``RLUiN~>a&*n>t$6v$h01|yOPBZK^1)IZ&;&0eXM<)X3-#$hyK1zH_a(QKTi@%zo;GiDl>`v0e+*O=a4r_$EqVVve z-)ks*?#IU4cs+c%6gX&Y`U2`Avqy(fBRYJhIH6D-w?uLLBllFQaao(*j5B2d<}ffJ20p)OI;#SK772VkTk#GxfZl(_>?Vxnv0?(N|g6kLTu z#OIRywj~V1R9WIKwsdPPuD3&3r7>CTB3`ayG$%^h27>24j|?}ebBHCxAy+lv@YeHB2VBE6*~a6qqGhptk$7EX_lK-Zl{c$STi zOPcWVy7W5?D$*>H!N^@on6g~S;JLFn>xU|yY+y2iZ6$Xaiims~f=2i5&q%hk3=^pg zt4-M=r^kSTq{-&&i@`=lk&mIjo9dSgiiW+3g5YK#C&7O#6UGRXS05T_XsyT7c0H#7pQw%sKV*IYLMfVW0TBX=mMaTYz*XE$E1%8uH3#**jFxATM? zP>0#D>kHjT$b}69zq<=Wjw3va%F6i|A0R;)3tUv{4>#L=RDR}NTVNuoRls2)CZGAL z$pbFQw=b3%$KfWIQ_%sxkECIdl8DI0K-$a3WUR4reLX~(OQP9A4L9x?Sy@qYa+R`Q z(>l@BmR9|fqG1@x{PqSCrbdr_u<7?sk=DU2sS}Ob>)wD*?4J^ZN5VK-ksmd8-ES5^1*uDt`Ed)1$28IIuAD&z&bO`au zhpnmoGvbU4!M~pFNA_W{rZ(d}${;F7_LNjqOh_N?uShmIb=n{I$F8b%7hUbf?#V3A zzB*_K>8N&oF`bU&4??jXdU5O=rcoMv-p@R^91L1njf-ztGMVbmaa|rpn|P}wnn~J} zY_2_;DaMsLA7+>=^g}KP)*y!6FyS6vLfq#{k+!|llP_c_Kw}X0H6^>lN9flR5B}`P zmF0CY#S#A{f!j;;OUlvCQ_S;scXl;uBzNEjY8nRmgg^b(6r%jdER#b@U|Pf{6BSd^ z-2MUQ*+e$4YWrlJi>civ(EK4R91ISRi^k%{`OM6DE4?&a7fbSUT*jC=)7LQV($$(u zt%ZYrZ;>(zN;wM(vXzc<>FSF?!gP@HVYlo^vxXpDTYy0j->@4zM!iJp?Z^hv@9>8Z za6klqLQoiNc;xNzi|@U|AX_PxFi;{`Ai;qcGuRj>TxW^`K{t*7$;g{0$IjTg_oG!v zTP|KTPq9TnXpIzRp^WY(4|@eUxdO-d|?w}5r+IVQ$q0fm51r$ z?7#Z2a4R$UXk4_KR5{vy_5A^}O=W7gF;q<}N}h~DG~w?=$B%SX2LgRnQ1AU&g6brB zk#+n7q6Cw^F#Rc9Z=(Xl@Nz4B2C3ox4>>#rJF7{LZ64M=<;kZ;9Lu{}zLZE8X5=>u zbR`8K*7ws)8;JgTQEY&xFER{DMqX+|JUFswL$aRUO5rEB!~LmH76&t$Bfc)dRFq#$Tg&7=7*%V#YHrhKRyMuH-m3j zWU}3#N3=XHo-)H-4-%g+$%);cbCg%$?eJUkyfuLL0C*F4A{q`YtdLh3{hjfXGXp}a zCaz}kGt{*e!CO@e1^+xbRg+PT0 z1lw!fRhyfLHs|`8p?Nwnyq1a6G%O(1D?(j59WpW|=TGN?l1oE1;;3h8*B@-Owl{gF zTDdh|cE!1kzRDeSx!SRF^VVLy^zN8#NRb}F^(;udaDG$h?zw9Py}ueU1!}@3wc-I_ znky_2q!dY@>dFB$XaWNc4Gsev0v!Pz#RwX9A6%ajH70~awkx1;qeW)bdG%-elxW)L z_9R!8);*&`hzpxnr&FJ({7=jH4chR};p8a)_O|R|@d250G9B*&uZ(HGHcF8$pq!Oc z|0Y1$4Fd8-bvVSg=ApJE5FyQeChrFz$@V`s>qrI+<}U!ZL-DC}+HM2(wsvdT)mqDJ zS4G+$xTcG?w5=7#qh))+?YetSoI$^2dtV~CiXjI}&`9-Vggp+FF1+k1?(^{jePhud zm_97I{NINNHvh zlHKMZF(gY|J;y!QA!o64%m}@5GcPU5Xu;<4M;DA(s~X-5SB_*H92_hhQs151wJ(!i z{I$q#UDVXll#y7J_>0m3FfK0GaqIzv+cYucdb>vMboQ(wFJMQXWFRF+U6^c61om~yS>o=0h*wV9EZVQ|3Q!L9bf1=DinW$Fvkz=VSIK+)6UCg z4dW5+N^m>PN~?mq_kHhdLovH1Rpijo;@tR4%+FiK@w}^RbE}HXW%+GF**oYci?|r| zrA8w>+nOzBm2c!*pB5r0rNe4;%(CcqcJp=@X<;M7#zrSQ3fr1!yq3`S0{i1{!%R`m zuGnluw#Gz19rQCA*|O-^qr|9yfQrG~SvbIBf1Lp6263Ih;}+prYF&}Ufnk9P3kL+h zz6sEbI&~()w<`#>oOv2D7`O2`hTxieMA-;fr7;(m%t;06ooV8dVCnyzlJx==PY<`g}k zQKPd^G83Cave460dEDSO!~~ONAX$QGZ`dCkB(fLIun}5sg!H)v3TFlZVipdTGa6%r z9C{n974A5^`F`Eq^gGDXfo_s#_2pRV0s3O%Q7Xr0HV`MdVc2Ml>LqvUb#TZnk(hw2iEW)h5C32_mXVv zEC^GoH=cvNk(o2Y85rI!1$1zU2v&65%A0dN@{Q;Y*ewjh@b-?@or}`e<@)WoE58Ib z;5LP&P~qQs?I=Ao`ijv$`{8~FMdx=!0oG>wtpV~ zT6zx%9QyKSaaK?`S{wy%Op$nvieggQ?>VH`X6tf>rk|(y80yRs@o)$ zkRuFZ@YQ{ax0?6PFM(7|`u4=|X@#tPVaVli<*GVG+Ne)R#Z3t}-h&5S3VUCjrbkU3 z`KAX7G9T@mkhetRLh`r9U5sOuv8m*{gD*Mu1Lhvf)@8Uqhg+QyoZm{tRG+R4+N1Fo z`>uB|{maXm_|o~=J|8r_5LEEiz!nVkAMuUmL?dVpDK^Lmh<*KM$p zF|cG#Dg49`i~6b1#3nc@_;E?cHDu5QiyY@5DXeETaQm}wjw@(m$EF7yF>nr7t7V%Q}4 zpl-54@9bJu3VC%j!=7?EvN8qs1F22k zHAW^%+U`{2n;+;D+$aamtXJenK6*#3wm@{>^AR=#epSVsnxS$>%Y{>q5ulVv2xyYRE5Z!^^~;_GcX`psGwGr4ap+c(0cG0@c8Ue%B@?GqV9r`1am}SbD=!N0E8S)AJO0@;Fi32nH-osoFYy!&FE*d4n3(K`I4nxgHSRCQwq7 z>n#a?I3{5cWZ79S@(Kl?4+QAT6@!`mo>Z{csdjTsqTOff#MBJBQp)>DbcqD+9HC&G zU;O0FroCW^ESg2*-1WQNMl`RSl-xi~Wq8d|UR8w455FIAoXkB_9#GVSna~KFig90~ z4znsMd0j9v>S-O<1v{N&&>*Vm+fU;Aslo5mF|{8+SuGzb3~DpwSy;DDz8Y?Yh-Sh>Rhi@+_C1VVps8pRTApluMB!I z->od?S}tlsO`*&zU1?l!muXk9vDO% zNGIIQ7s&^_LaMRpN0re;anhj_euoeXkER~TDAJlx`&l9*w1V|EY-owW1LefULx`tY zq?g%0Xy7w*nEpGzp@mB&dKR-dzE;~wd?mfS)nA>lw0V5|K_}icdt0`ku32OfL8vvpOUQn5RiNO?lAp z1EccQ4$JQQjV(xqf}5dNSk)V3^5-)yH-c#s#OvS+r@E0i(k~<5m<9#2YPn^M@kPX9op`Wt?TMD;ERy1FZb5yTC)zur!lMPx*8z zt3i*+HfqWMY%kMHQm$G#y+{N^)i$mIG1n_seg0w>3kNC3J)!jI^`%U-V%72^H6lzD z(=X)BIWKmlz@=gEOuH@$ZAQ+@mE<}`);(+`NNHrq&GJ4hih$)r2%o(!`JZO4Uq0+0 zp9)D!6{eGA$JGeGs)U7dTC2dFY;-=;8FRbno8+e%nN!d1-#es>FAHYsEho<6`(cMd zH1_lKk(1s&7)!IPo;TQ0Y-eR~AJ_!1GON4a^F`rIvv;1R%NKM<%0D}~%Dz0sxlOwq zZAyKjCr-{8*;M;|9AFpoeHn>-J&G1SyOZ=EY-MFydlPLNLrnW^YgmTWNuRBe<$upN z-Onww4%uf?IoxbH(3m+3GfjB}<32Q?Mk-d#yR)XZdt{P2rKbqbC*NhtM+-gpDcaCJ zy~lo0Ytu-_Yr>vJxj`Tx1QUljG}NOkg< zM%qi8Mwmo9jV+{bLUo=Q~8??zdA%n$tN zVl|)NGF}45R!){&-0FOoO`XOYg;K{cU5zO{dBvPf?l52F z40w=~8BmXU%EK&jT-A*HMSW!6IPKQ<#Yl&@tl2%~v_J61Tq~G=knz@>Q86v78m=AK zQoR`JAQMb!^Yo{6vwkScYJvNTseMr6Ns2GLZxFD#5Kc$7{EZcWx$_S%r%StoSFyom z`~ycl9JMp8y;t|{g!`GWch$k~i>eBtbzTka)KSFQ?|ot#>f|lf7Y_w`EkGj!8r)Et|ERSxRWGA*E(!n%@pdbZpNmw`tVWgHNzdi6*bvZ_r^exiR2XLu|(MuMf2-R4V)VO|jLPC?syS6_qKL(H>(@SbA{#s^<2fZl;c4WnF7Q1gI}BNH3)g z;+bD}CosFoJW|QcaT{=>Z0&dM-&=5MZi(miR84rQRjKCWZ2SD6M8Ou_C6VaTk^zHvMj*t$Y`Y#p1Hw%OgpY`8Bgny;}1w_dD%{2cf zi14p#{xgX18z27P(j4Y*+U1y!&Z)M5ZoUmr?~zL!S3DQ52-)ebf^ zGTt3H8`*h0aadgTk22Pq<#8M5t!5dcM%u|AiAGNX#9|S%kD;BVZCrB0MXTPO$;wYT z@lSOf_kKeaZ{n03s<)hj6Z-QRJe%5CUuy@KRpehSSB{sof%dJXBjuNQj9=LUjscsY zbef<1WtA2$10AAMt)Kct!YaCvWy$y=gJTYiCpz3I9?py$LWUxB2arWX$<^in<`iPg)NBb z7~>wf`N}TsM<1NL-OK}?imzGqQAz{cUS+Pc!~dUNc{()4*g#r_;b zxRA8I-9L$r{|Zt3kL~+E)jNORME;@P`CDQ0efa+eQ|X(P^p9cvU+SH|ut|*nKpXv~ zwfWy*r2i@Y2W{zZj1kK>Y5MQ*EsSCP3!DGVH2n+9_*Wk5_s!_9Q@?4A-wL5`T>JMY zeA5}(zSTQ_6|sJ+wOIa!HvU8P^Nqaz=HP#mRq4OOH!bPAhQBNXzJ)C;-&ZnyXET2j zoSD9}{&)NhYyC%?zw;UXuIbyEBCUpUuq?$cia8m8~$Hx7#aZxIvocN_l|w)9=gKktkGUpSKAAp3t|8UIs8#9W&Cnq7C@e8DrFF`QW=Vg4R0Dbmg9#cKo1TA$lyPyq(qMzfA?xO!|2<+u-$dH#PP?8F^6hGo@onPP0bMx^qq8_GUiN!bio6QPCQM z*#mSipQ)5rF>}G;^lIU%WA)4J3#QyjrTRm}CopMh%}KMtY3a0LevLZGHGK1 zjH)DHi3Y8XkA{p464*~lEQ^-aHH{(gN5Y<)&)ollE$#PA{9l;lEwuN z3+_Tm>l_w^^peR0+(KClxu6AH3);qLhP;SUpauR@c&8MG+$cGdgcycmDssuOusW6b zop`MnOUg#&#Kcsi^hzbhhqNPB!$;^n4Aqyz_lVRYMly5eSGtcos%7;HqJb!-hpV9tiE?$Cc z;8+frtiD_OMS=&X??Af8kqmZA)ZqTxud{HwmIm(GiU8M?;Z>oEA8KJBA)5lW&AUMz zj*WWe@NmV>{>9e}ss>2hkBJ`M__SG*%kRyuy~?^FxA@$_Nj<(ZRVVN_ZcB1oZ+Ud-+1lX%FSH-a@UBAo=AT>u9 zEgviDXykF!^LS|^#xbQa*Ax9nwF(b0m6u0_jA+)`3P zd<@X)47@xw^^*lE$~jmAU>6c3yZ2*g%03f@1XMvdXBcLfWSArc1EwB4&1%1nkX=6s zB=*d-q3Zj9X?M!nm=&N`vS7R134dEnQ$YhmGeh&P7KkHXq-cPg_e$S=4HwJQQG_xy zmSY; zNzY&}Vo#EG0kQOx<7b`cy{6WUEe}X%Ss-Y{*X<|9y~e!C4qytxa_Va;3-{hmvDE!d zB@x4O;Vtqg`y~sv+EGHcf22HXuH=k0KV5TiVU^{)Dmjtw3T1#e;Mq5gtAL$`EmeWY zf{Vd*qkGf0v30S1Dj2BSJ1>nq)CL1j-YGnuu)$Tk4w~ZCM5jy;6w(Bo_e}9+hsy>L z^QEK>;_NuvJGA6CW#G9pmqS}R8T7IhdFXCncCJ25Q_Mc^u*-NJ^3v$}^k_i06ttsd zmN;6)KE%8`%N#Yox-yMDB$`*B>Rte^!+g4_@p+KCwz|XQ6mBBeLnu zm*X_WOE+O!57iG8cVkb);8`9T>*{K67~=8RE|AWk5P@w*bx!_(urPmC+F{usJ2i!> zV%XvNfY59w?r8d1Ngs1WOA=IG!;7TZ@SZCyL>=*nzIN09nmhh&$E)jrB}udbN?`cH zTj+A2O+iy$Q9fz?8{+o^*)n0?uWP`g&h5@#kC$hzA*o9!?QhpdMz)Fl*l1slhF6q6 zz;+&IR(<}>K3(7Z;s{m$+x4d*BtFPqSXCfuqh$JA_qdwo7#-15`bnHl@; z4$5-CQe9u3jLIIeH>Q<8Xv0|$q^nBroOd9|3Yhd%0~sh+QZ5QZ6oUqx#Wz!uDGkg+Qf%mV}li5cTdC<^bwm|KO}GFO9BT zAnglN+wN8NjO!{nH*GnX39PS0or#n~Q%8}qVwSiY-2OJQJcLZ9m7k78HxUhTbKRMK zFWo%nE_x-Qrs7HHf>Y@SO}=tIyQtly`d}HORDtHP!xvREo;RU8egu?5S|Cm=N+?<| zVMfb!*t@64Yu4LR>?+GAGa6*s{NE{4Bn@-y2s!()v$-lhBD)b6CTn4Oe z!GGxH!&~1PPS@ZV9Ucp$)yp$+G_%Vw=DJdr5H?^>=$)LAsa9#{-%EobE~+qBGHVL? z$ogp~=>Uv%9r_T(L2%g6f{{Vm995wXs}^}Ny!C?{T-B?LDyEG$V#gIEDeAh&adj*8 z9H9`trF!ei7)RNl>-}pWquyTzJNinn$PX)6g{nUrAQN~r1~YhpS{!Brcc3^V_5d&9 zJeB1Z6!iMLGpG7*DEql0FFhY|s}cs)`U3KP0DA1JAZ*%Gx#ZHt5DI=)wsq zeje~o2~^M5`o!?)$(Fh4RwfWV-%Wtitb23?bts~0x_2yP{c{@G9IHAonf`bKp$GGb zk?H!ru`^+9#@A|wZHICuu3Iu*K1Csz!S{0evm|eC;dlL>&K&3l*DPx2h2#7DP`WN% z2JTyu;ivu;(j)bfYS-Yzy%&}^rN1dyL=A5o)8t1Y_bUa*ye)JmheeToH?c_yl4 z{RI@cwF3?+6UT#3=z2#wf3SZvy#rd+7w(JOy;oLTsw2gMjy?ck1e9b2?>n3_8Xn(# zr$bVJz|R5qK(L5=5araz1!Qk~-*6(XZ~^2>l8erI9Rwdtt&dM}xsa+D3)_|Th?vYb zEQX-|PC}pnxCHEeUX`3%)b^`~`|*Sv?yPG7miDFP6Y~xSJu%INp!vbE+ic*AAlCov z1t$_GGVubV8L=L*4j)S7yhj#9=f~+oIWz01`5V+(4T1{!h52e(CM7%MeQz1k zCDCGPUYSgV=V->y=+lI+-(7~%-Jl(OiM-C^2{)kI*e&AjjK$`SJR#&HT~DIivIe+5 zWACP*&QLGIYI#dT^A`cK3LU~8_17fn0BY)?0$Howl}vbNU_ z69og3TR=R(K!VvT(f*EFGS3c#Ge*7+*@;mvcf(y6Pq<`3ESa1-eGMg>Ok-`eEIaPvV$jTX(R7Y*%Y0GjVaM88d zjGuqT_+$iZ6!{O}$TogZ$1N3RUP!m*=JT|qqHl=Ke!3&Gcgb2X5lM@c1 z5LP8-%>{F}S4Q|#D4jWBgc=YNl}Q(1H#QB8#!_Cgw{`(A*OjY#X z`da_hzyHqXQS?d-(u29uxNK@FB~;*$LO(~uxCU;eXd%@DqynU9q_Oub7h(SD>G3gW zvx|08b1;y$XZ?Qg@wmQnIQ6-XY5p{R3Gtb}IqcnM)N@cE#jv?QoS4b)r;8M9rbx$W zPLPNiGTq)oZwLMBmg{ueR9GNBBQX=|{t4nC3N_#CSDsJW!ov7ELdCXFldUjc=Ctw) z^>IMCc_j#ISh?kNW6lI8fV8N6RBIO&=3k4;ehUc0rqN~;=%8t`o ze1VxHzXn)XHcob2Mp9B{tg34lQx@@y$EUk&{JvAS8yPb?l*@~0L zlgvwg_RrJBXU?fN63?27xk@m$-_cIRZ(-Ix_b9HcwGX9!tj6s%aLu!(P(_`1j#Ym^ zf_pcnhfa;!C2Q%ydl~qQf*CxTk$M|l0dd%prm)R$u}JF$<%R0@t>DFECB?9lzvgZ4 znT)a@rS}45>$4d#SeyGP5__E&rCri4BRzi%>0_o`!-0B)8v68bl=v+oKeE5U|H7ZU zR_ev_4znbCX5;ZY@z3geOnO9RXnu@+C~IwG@6b^=n6=P!44GgSeW$93O&n1q-}(yX zSt)Kuc2iz&1l=G$B_61R1{bX0zSyXUeo;r{{zV7~uo^J=(i&~U^B#*GOAT8#4D1s} zc|A}gfjpT71$u+R?tk=APOc)X8jw7qu{kCC4nr8pM@e3DJ|A#AfMSPu*|AX6!QuZ_~n`y`{aSv+Dbv($*y-X93PFRMk() zqvy2(>r9pk3&TX`UNT~x6}^~IOYF@-%Hz5~YJPzu(+SWkTA-ujo8GveA<&U!Ly= zqzWit^5#0p3MxXS1odP?9@Cgt!Gl{#HRRx(M{ZMiN~de?%rnivdDp;$Hjp@6B}4bf zp?e}X9x;h)q8;%oW~t>cw)N4CcOeZ=Wu5TBGMW&E5=nUhrwpZ8fJ6f#P_20hpzj1u zJMoh0&&1K`4W&GttUMO**?xk3B%KRRxT z$%~2zXUKLq#DO0;@X5T;Ed>x~54X--ig+jW$^esUPwlX9^1q8`>g901ckSaK8uo%d zOS_F|B_~OKYbLHLDpEQ&U4?e_zxyiffi)lZ!c<{UhuHDiqPYWwgSE*Xm)MiWF zr2K}e5QlB*i1E^2LNv@>#%yF4w{YOM{!`hieX}niM*L-AL3_xYL`F82yRn zb<@=He^1hXn}+_&bm#xHwxuDgCL${F5B!{>zRkClBej67t);AimH98HZ!<0tEB*iE zy7fI9OwGjfZA1JQ1pk{d^w*5<|2EzFJNYk*UEki2|FYQimzCqcEp}0VFJ%3f@7BMO z=)R|n|9iQM@q4-J|02RpsNqchHwFoouMR> zR%(Ko3=z<8xv9K!@`{9M(n{6^-R%|GnYadez9xRJ?EUB!Kta81^!PPP^%9E|4bhF! zy2X|eOU6d!>GrvmhVfe_b-Rb9LwdH#I@ZmK((0V^u4i2e%~)Q$U4J;k`lW+M+UwiQ zN*C(En^-l`RQ84Bv-Kmx*E>l^b2q8Wxbo_dJX=*69^9Grje~7}$=17;qh|9-_hBFw zA|4#X*Iadzd3ad|!i_Pq@MW}ms%)7yUONn^=$U~XWc|;v4)#~HGahMp$yhXX7vit< z3oW0I!-L$5a~pY^GCekAf3oHk=gD5v7I08FX`A#sPn07(O{e^EFKt_ETS=i_Gh+Mp zUyxPZZ;Ml5{9B`hF6F{5&!X&Cn%QuTD02=G9~EQPn$-;J6=SMc(Ap%kV$esIjF48T zU$wZkmYo2bJty+T#f9f@WjC~GZD_)=84+BQ|BJSF4DV#y*1kKojgIY()v;}>W81cE zchs@14m&nG?%1~T{L|~~z4ktP?Q`C9p7;4MlftZ-s=8`cuKJBJ?mMTXi2XKEC^k@^ z!jGgN2Xs2tAGRPDm2na+QQ+q!nj?(1puzrp!jFiai2uHEy65r>2gHM;!3}dTUnL4n z;^t{fw?SbsV<9t|GLjfh8j20(48_LsClC?_kOkzC3Q9tQ1^5ee=j6ySP*9-4LjSRf zi)K1B8UMb!5>eJ5G#QqbQiHL+;C*8uU}Ji+g2uF=*brc-c)(Dk0c3&_;L^c~u<5Xr zSj?4*XYTR1Tuj^NCIerSUQ=)G29`I*0ssAE8aoZ2TTWyx<(HZ~iYpJjQ{En7jvae% zuNe@$LB4zm6#Uou`iG0;AGVGFQ!qgM?2qUEf3AP`-_7N}im&~Z5Z>>J_0RFO|Fsa_ ze|Jv*5>xwA5$|{0>;F+q4dC+ex0u?yHXOji`*&jj=-vTz*WLq8i~w&Cz~X!S>wWQk z&wtkd&LHoRtoLqz9Q`}k_8v8RcPatwVFhUD0b*+J0joc@{t;dSMB4yce{0mSy<3s| z5m^I7(*TR_0|K6qzem(q0Fg#OaP57x_Xr&e;IQ}KOaP_0-=_yye-BmxEJ^^~*xuuV z@2l+Z@i)M(zjgUrPz|8Z_innz1aN-+JrW?6_P2oA??omCzzG4a=(p3!pZarvDBGWJ z-v3QNjTzve{pTzB&w!efnwyr=KrPRft+57wo)rAg6ifo^Ffw4|sHx^YZCk-$Qr`d? z5LkkdQ3gw35UTK`=2{z~G72J0b)hbPR18$Zh;SHev2{1nPv+Ah%)8(5zTe%g@w&Y3 z&veer-6+pJl$LscM*0B}BSIEhE*Ur3SG<^H>>!n~a=3z*m3OAMF_MtTbvF7nt@DBt zGkH_>`jD)T^Vo8z87-SUIf+)fvFUDYs3FvcBW<3C5(4V@IEgocb- ztC*`&Oha4ndMzvz$~fuIlXOYYQY3L|fP{BUtg2D`vV(qv`>_DsLePH>9S3dgQZH#m z|5OVGCP~YBqe>-&uCZ1jby4Meu7s6AGrF zG0_zsQ&`$)Dg*MaSFnLpnh%3wDncqkn%OALuA(s=Q_O?^L%8}-x$!)MMViy7yD^Bt z$ik zbnH2-&sqDtHLjZ|TVefp{cz~ES5>1p{uylN-5EU@h3$kd=LW%fI6l92UWb1`yp5yc zpcK982HyLKptO7=k}hB+bmK)r&IPFful*>d$E6<0OAx%@A*PO+l##mY?j+i|t1k63 zo68oWx)E-oE1?=G&-}bYH!x+0zfv~wtE!TMioCYZWb%kxJJ0nUzn(zVZo~#XE;Bg9eim9x8-f9G95P=^ z4D5a@DC7r6JswsKK;OLUBPGh9J>IB1DMKo15k@GPvQe{s z_hsX(us4QQxPL^`sactPdnZ47CAa=8ri*`2oEu%(OKjyk8+aV=tIpu*4B1)G3u0C+ zSISa?{jnHpl&C9)Pm847=SaoiKz0+yPkRvIKYWWx@zw%?F5zNjhk06dwb0~HW5^xaJOmh7AnEQ4dBXFZvEjiu=gcz&^;gi9py@MPc|+6sI07T=Ze9Mf`X!g0!~Iaoge)9Qys+669e2l zCnzGwtl@|;tFiJ9>dsfHk;-6ETMH%{;3{@rqpnIwD@%Q%_@NFRNvRb86|@EW57_Mm5xR(kU2Hzcm-t(xDq@iJl{Zo8nKWzB|1`i%R@c+lYOMMd;@clkk-w)`4zPMfef}Yu zyWW=nM$|R1dJpDw%(3>C5v$AGGv~N{*FE7|L=n<4=QiK^)fSw~R_Vlcd806{M`R)O zK<+Sl_@lWXU9XiXWxMUCFX_Zzj1RX`b1C>cG8P_v!P6yWb6!IFAwp?>=-NqoRqEZU z&usx+X|Pvto+j`3%;FgCOD-M?8$Sx+_h1RyIDG8f4Gy6ZHqeB-M%cngBwn_;8X*St z452JM(BL$Gg8KMt0lo{Q{Uh54$;fkB>r`9<@yXzn8q!s_)_SH8Vg*6Q=Qum8>y2%? z@?$h^AJXlLC-%*dgo`@5OIT_*`7^ci45#Nx2*c9-Uz8UD%Mq%M8y!0QPm*hTYJ(F~ z_IDctnWs#UdvW`7_r#2<$5?wcE?ni{PYGO=r_H4;aNj3AHdRjMmdaFRocS?URJ0vL zIeL$S!<9KCzrfSn)@d3vk?9eR1~2ZwEX~(fxb44X`hy9cQK00qowQJP9#)1bk&Jv0 zNjvDmc2S%tTe=up_K#D&hu_JBRJCKvC9SF{ttl-=s_ea~2H%s|lX&9h;v?CMI-%Ag z?Qy9lhgi->eKq%KFlndOuIVDL3EEfhT;_Jz3Q;>gYnqh7tvP=9k#cd5lUL zH@a2FDRCXfS;n|WZ$$q>ZhwS8uy#+ktjoOsO}u|)cq(bZE6K!|)oH^XO9S5CTszUl=cvY?a!$z3FjQSSGl1vNuvhKhPmlPdu->G0c zxM%F$Hg30B%9f0yBUTw#*~oWTK-x-Q_lm4##&PvBi*wr20EU*Ha)JSyRZR+0nPjZt z&vE|efcu+iu9?wLU+%qiPY=S^s(dl3WMau_>LqXVAXnS@QMiIwH(KF|CPIXR^;F&v5E`PaC zmv@MdY|pJonoMQ4l}9uYYioUg|12JZnC<^l?lmjHq>|6DisDK_S~3JLhe)?q_OL6X z4YUd(uE4#RqS4Yxj2G4DtHm#gy+JP_aFmOw|X4ns~(Q#%=k4Iucy67$4G{xYry# z9qY6km|Y)#)0k|MVw{3*k`3fow0-hKxI*ySt9)0oC}OMf*ldn%D16j~r`7x2CC38B z^ys6*w9N^}>e?$E!&|>CPW(zQDXK50)tyhcafTHLThs*ntOOfE=kl|`Vg)?Y)(&$R zz7zCtuq_ze0UmCD_sKcB`uFm+n%F{GF=a-Vv^I@j&1|S*M}|(dyXTs|*8C%3t*!9@ zl^n_e#b|sUIH%Abn?_nt+b0uZ!(zkXBViQK5-GjT3wUQ0uyWw{GY-L0Uk`W0l<|Dv z>AEJQS9y;dvOM#(@T>xd624@z)3}Y}cN5kx^=m^{z|0Ow9G9F$%Ui#ST~;sc zMh!7UqklyxjRFsC7G8khB+;q3_s^rc+K*uc6XEL#^BFK^%O$ki_ zE#@Qnp!SPFIF*QDDa3grOZ_l``P1FZhYlCjb3?vR-Saa$mp*EEOQ|HWsy7-Q-&jM!n`^6y>faD?(mp1kI~Z!-M%SjRc{y-k_L&w?a5@0K3!>X$51x`fUaS8STY5>%^b81g=t}63P*4j8tr92%HjR z3*-Y>A1X`Q)^}H9uCy?6dZL8Ainp+WaI0bNO2t~!Wnh-)c}NKinve0b8>k;m@VyKA zaCvJ`1A7Ub}ITFN!NVroC8Nkre}3k zE>O(VcM;bzQu>%4rda-AIoj%*YW&5Ix~#MO>0isX?BVno5XX$QA|kL`jY3UrUwZpo zvC?5&2NsNffgRIz78gT82CNeUVeKy{G?J7!`d}sUe-Y7-Z*Y5$gYh+RLlHsp{7iM? zxnNvkfcKO{kOI;k*s1BpGBh^@>-<~Vr?9t4(|OVBZ0@h{31DRT;dc+JTK7=i7Vv9O zAtS;+9=K{2Gl@Ie$|L*tu%-9YZBGU_1Vduhm>Av7?+upXu2u5G-e6+%YS_o|BgI=0>I=y$TJH7T>RgWXF#61BEaol1z;Wf zXPE^vfXVzLcmB;f{t1Qwd}9B+y#I?NZ5|C3-@*QpM_T`E+E^`lZGm>iE1m+O_)?W2eqw zJr0p{D~^@UqKEb_m$|x6V|ta;6wl&j($IvewDw$QM4=k-mo&3`hRo!hs@OL5r@YV0hi@2+T*G*gjK6ld=A`A*Rnb2?jGrLDG>_nCla-qj&&xA5fjB-pJmR&m_1CfZ+;kV{OGY2sUDS_=!vo z9mZYvLbhK~9~JlD%iBEg?}$6+8@}Vd`aj~Vk9&XF--1^)+A)4;>U>_skIQc|I)_+@ zRM_~}IR+q-e?EhMPO<+vGyb>J?=N66<6jkH{GJW}JU{*?#TbA&DDcI>=p6$S(Er<$ z`OlR2_Z#Mq%8TD5_x}|o{@Y!CXRz-a^taJ8AYKKiM*vhYygPLKx%j&l1JL1*PQOX; zADw=CsjvYGHhwpNEA)Gb11q4OffZ0d^1cl~hur4R1gOYh1<+VP;RFYO3%_^$ z-F}-%GrwbBHo)ThkpMXS&Z$2!{H~$+?X0*Z?M#QpIrem2Wr^B=opODVm9V zCeqg&-tfjtT$Mgf<-?A4l<#LkM;_X5Z)=YU4fdyLw-2XHo!=)o;*c~oi4ul1VxnKo zkDDPUkf7=Udh*G>VZOYyLtw>kR(KKS={SNUsW_7AbEOqGAUWCBe4}+z9r96GY<
  • zfbs&$%zfq>^ks5Ne(I4h7&U>1#!f;Y{1gA#NySeb6y)m}>B3o^j*h}>GoIjjvkt{Y z%zT^a0e%tPBknUoB;vg9y#oIJqC#L#sf^N(CBe*Ip8jSE`tef(&DCfrFl^O3 z3a`Mgo!4-YY*I3iVX|VMNYiT}pB9kNlqQat3GdF0jwpAYy}#6_pmTx019s4qx# zeq`Ju@@~qy$G#eVz!C$GBVbGgO&~O+fFjH_WQQW&Fa!-FAs(VY7S0I>8c#5ti)}{?^7Q z{ooI?BXd#lVD=n@{#ld8^kRN|f^O;5qm8?*>9*sx?SwR`)4cPrAs|MuxfeOaJ>>3C z&0XxXXuTI*Z#|p67J)Tld z5%jB)`UWBsESjKi?KKp21qBqHVldQt!sGTlP;FGKqrbRquDD;_Q}xI4oFsn=A|;~t z>MT5Jud$W6Ep0UGAC>kr1X()YK1Hg zhqH9K{lj`d^OmjW&XiVmlqgZ9H)Suc9DS85p=)Ta*gg|{mVD(xdXv%CX`ZT!Ot!!7 zg2q}^F&-zMtz|p8&-XU0QDfom7r}uy@VRpX5?DqTEIdg~Igjim`6RS8QPcafb8_|( zsbyJ)8d-jDch*q5I-`4p8VO$;S;bE1rL3Z%Vd!IT@E3v@(JWHA!I*LUIya)2HNF() zkZD_$b{Jt*Im=hGqXR26ZYD6e=4$XF7Ixn5TeZMSrC?6!85E56Jj1G~4aCQzb@j=I zXt#EeXVSM#sOEuu@{`(#(t5`#HG7&Ec5I6Zr>jy>br!y4ST{F#l zl&b+-)u&0MLx)>n^fija$sLZyk-0#f-zxV@k=}FB)VO||$%f$!R~{zy)j`h<2fthpa6^Ikf>G0_uuiL7Z2SeW2QH_#B%4)$vr`Hx zNGT=?#Fkw)lgIfL%lw|BkV73gx--G%!YJ=e5eze&t?@j+yyGEVcVn? zH^yJ2_|7}zCUGW<=^>$z@Q`=?>g4T9vLn-4*%#uf&_y3!g5gw1S9id-6mmQE!*8D` zt{A39suS(Ai(UcCU}`n==_Z*4r0crz?2uh947#4jDfo((%dOZ$_p_ue5}lDYwl2B@ zv*{}0?i2BuKoX6P4s0?ZNkYtEAucf=1h7lUjx2?MX`LV_WxGFE1eqX3J>G@A`r3 zNMLSYb4#W_EK0rwit#Mq2A!`H${IUDuiEpxhn_LR9B$%u5j(zOtgZdxM$N*(;u|MLo4YwU*++r9k#W-fP@n|`hfSb)DDnxh zA4ivIz+te^xF4RUDirk{4LC}51y&VunP5vJo1v8D)HU2Ae~v=&!>QPdJ>utQvZ8LH zM@ns|>v_^%Z!(jU$z*+MK3+Is?r=PLn*fiuPDu$Fp$Lc_ur)mCWa1LmT&0;quZHIIVYwp7snrK$^^HD9u}{s4)o)s-N1(Xs?0(S!5faw$5id8 zZt`C$BNCJR(O`=`M$M@%&KLn8#(=sX%)I6yq=Stvmtphvs$S^iA6wpE9-fr7J(90( zsKlX9o|&8+V{-W8QMnfciApS-B^7QiIKxI|qo)+`VqlKwPUx!wVdR*drBO#BMqn6) zlv&)@V(02!YRlB46SRfq^38wkt>k89jMPKui8{+;zY!iW;&xKS&!?*}+$*h_=zFZL zPYF(FC}nc`!I$+n&bj7k+>*1{dy+MxD~xQq^w)M<5xAT9=m$EPS=FNud? ziHezo_f374A9yh0KrC)%Jh^Vi7D+t6a&w#wt5NEu%`Xu+o86G_HZwWG!&vR8T7~F4 z$S^t29$6>_Q!yDF|FpiE7Ba!o1~qzuy)vr&X8XEQ5>=PCz%#V2WbY&OG8A>dU~GRV zh9_%p?j9n&8iSj0M8Zoh0-Y@8h)m3J_^hNiuU4WIf@(NenHz-*p+~;4ZDuJwkjpg5 zK+}h}5Yh_dl#k~-HVeL#+cdO?g_WX#s6Tz(&@5U`4wYOPYBAE_7ifH6JO z@-?>hkx=Cg#-2nG!6(ofv!&YF@e4jCcs_Yy^t$fr&I`-i&>^78*GD$e=!@MiDkh+< z)G`T%G}0G38(`8}(lf}B{ZeXVs4xVh$Cj_uNQzHFVUC8O_1ohh>}ZvBb>BB2XnfT#F>oBHUOI+cS&Vhe(KTHu~P)8FO%G z=+JOnK2y4dVGo&$yZ2k~Bq*DxHg0toes-Cdc2eAgHDpM*gO47Nv!S&cw@q-nD2+qR z8jl<8h%AHK#;7{1HTza)sfP1ctI3BviDm%|YLC63dGjj4zJ7;qG`~!=jk>LwztM?- zdOzmX8gP#C<)%Xy=iVxz^k{wc@>U7H`kMU{w_YN3ZHF^?!aesptjS$c<|a!CNO^oA ztr=Dk2j-`pvZ<{OZFk8C7mfyu1j<&mqH|w&vX|3xJwdc}5&Rma?!EcfM!NkR8Z)Ya z4%>y+1}RR7r{wy*8l0T)sH6a1ul)#wmt3xj6Tb$fA>giv+sc#;2}{bZ61`)jyWk5r z_I~7&4{Dq~L%`nh!9-kc{q0z>z?2roR=Yo4Ke0x1{)$tCb&_+aElwWbvx5i8OI;%j zb`JRzSss-arX6&+=#`hPZT322RP5X5=P`z2iK23};%imS+c@=1)`&z8T|OP$C_n9e z)&n~AA|3S#SJcvE;&mZ&qC=6{_9^XQ;8~=GPT$D+=^T^o#5ayV3Ec&LB0}7s6lytC zJag&sSFee_rgD+3ErMlq-!XaZO`&Y`s2>6Qs^Xv6b%<|VHQ&~w} zO+)rilKDH8*3$6bk<9nceOhKVW`Nx&K)m1+Bf#ABA9H8{xnut}hn5kb*YHm{w0|d= z?-r?lSBzl>xSIYG%KVoUT7VABpV#+aqD(+O+223H|3NXvE3w;plL0aK%nkYsC=5>_ z^M`YefEXg*rd%;}+uo zO{!*9QVMezJjRc5erBll?MM}BqL@wJ%>guHn3Ze3Mc>rTc^VC$c7s<**|nOsioS4} ziVRG91~z-C`H0$V+^tSD>1NnU`_%4PSucf#)EyQGp4K`WxztX*As9L*dDRSirs2=l z8yRJ*T@P|J@zO+&m)0>^26R_QvNqp&QAAl=SJZyD;11O<9LZ~od!re@E!MicU2=BR zNfShi9I!k$$5^gxd91|u?=GC0P23%P)V($}XiRD4i8}(oOvW$i@QwAK^PRlOSZyDv ztyD)&ALlqcw~s4XY8D&#Q8*gH1-CU@O@d=UzK6c zB>T?VFMJ0^E& zcWV>K63V`}_vODeJ&2%>$9}HZ{;$>vaFpvU{|92!jBFK?4Rug-3>`#Qi(p z+~>T}j@hl07$ugyT7D}+Eq^|_X`0h^WUD)KP}WNChfl({R?PAvj{nv>Hpk9AImw(Q?|2f|Lw{!BZ@aA9T!v3Bi|BN^P*SWC&_GJDA zZ~mDC3&`vI?GXL{LRbcn7XQax20%psx?=;pE&$n|@AMC##q!?%mJ0hHf-~>3F#ny( z%s=jb@BbgFGw;asJx}$w>dgN~^_lm&fxnWT`7J^7Z**t=KK^e&3IM5qq+7tB`ya^B zFao;&J1v@bU7CLQf&d06d(}xz5;lU z1MWNEHUao4^Y0ZFz>D@>zvjKM1MuoUvQ(!3+q7F&7Iv0DU*mtW)F^cmH6`(s4y&2f zZ~9!*I*$HbBqq2Zsh^@k!-)xq)JX&rzzT*42-Y#9zo7Q}39 zZ5~@$lx1{d_dF!(u!Jt(yxH{=~ z(~xvTuhM81G8xjZfb-^m_10meg-PqIdb6$~pkE}Sg^_(En&q7ojd+Dme3ZyCQedml z<7G3;QHd>5vWWQB5|r%MsT-SIlTtP-OE#y`EGH>RmSpY*4hB{}KMxOmtG125pL-&+ zH(2jQPBv7ZRX7otlX-1>=#$a{v zQ${ME%F}BO8XdzWiYPBkQ|9-Ft)(J zg{5hX;SkosX>^-dRivGj%tY&=f%kQTl92CEcDmw zvuCeo^CUN_IVvGrg+XYiz~~+vBE$v)gjtSV|Ojd=^UqM=aB=)!=+Va?grp$nF&O zVb06+V7lkxmmQP8oc3Y_xM8pgU_3)j2T~rFr#NL|z)G4AG&2P?bm;r%O3xpQGX$(I%=gk=-V6Mj3zw|)P(_ys)ua)MHVI0E4M9L_%RsN1 zH-13cxy>8kUzu#K?zoKgF>42iS!muM-H7^^*%ClVm?1 za3e#Ew6t9_KzxF|SX)Qg!>Qccm%${!@%41rSq3iyK8qie z;8Oz>Na`DmRhe>|e3rEg*{Rm=w2PEX^(#t&QwtFFRui?Hdi7uc^&(G?zm#{k@V2H^ z5_~;{MIi}Rq1*Phpg=go+l(pRdQ~CX6#)sdu3Yv{`6#3*>?A6Iay3rWheU)PmYed# z3`&2po}{ulGV#Ff?8x#&i<$O>{Ca^O^Wu8UrywMurhmP7=nyoNGUHH5mcqx&jNL;8 zYW?Yy(MGlI1{{wE;Ma@q2XsfuM_&WN|Ge>H`(e^^s)rvKCWpFuKQ4FsUhEi9{WnP^I5#9S9kI*9cAq@_d%x^0RxdSh zkvVG@xofiS3TgWZAk)C~>-fC*yhw9Xp>xaSRoXPMOeFuGLoG?n7Rs{sE2!R9;<;TEi; zZIKHu;F3FqlGqGY>)VGgY#Dd&Xz*Q@Hyp7fMZ6FWTxqy{iA$WC1btkyw-m{zjsM3W{$@P=n3Q8SD(sy*6 zR1r^Y7aUb2WwJm;o2F8Tu{{i|%(bbQFRe_r7$*ql*J$X{chZZN5GJ5#+<;Ny?`S8h zzIeKtZE}j9oPi!oBfY=iuIw<#^+t37)>Cu2&VAEP3(|?M+n~5bq@TsbmhE5MYf;1q zu+f2EiC|_bx8GubDZC1QMH#f-d=+2Y1kwPN#%i*jCMt%bc52&o9wSs&e}qS}Ub9~N zBBKZL*i@b&5W5{y0Yp}K9XU3ABB3RzWfRCc4N{56yM7%8!fLjZ9z{&QMesrP!OQKr&oIS-C!%>^s;RgdliigB`lkI;7tVO1$Ur*+aN`+ z5kW(u^f6*-+G7K2eX%yh*$Lp7j$vumVRhTQ(7YU!7C`9#(WIQ|#C}xr}fhV$ENFJ`}m_V;lzo*{nzk8s_IoYr{cp`A^$Rz*I; zkwSj&GNbRe3*9wX52}>=QkwTH9CH4(7iBW}0{v|W9`*>D)M+RDX$zALC77b0_SM&J zhO&Pw;7g@eWiVT(+Ugt&#X&cJesVcwYLI42{zwKWsW98LH9rLEy&vU$->`r0b)$rt z9b~MiYCa_1ZUc{Ldv=P76vz5YdPZOsp_>t#@lXe*4iTzq|M1z69fsFA_M^|qz_d4y zs7~!}k6I{K`&*87=qiuqBuGM8qsvEZ|1&`Z?$$|-HP@}RtV}vSC)>~KdEbsL*TX*R z!QcAfHLk(Ou~vgPlPqs@pf0F@EA&tW=OyM@p!H#Bu5+y0ex@nF(SWpAjk<2Kx}6IG zW8f9NJ2jpyeOoX9UE`mKI&>ErZTV)2XBhNNGQkVwv)NeqGz@Pq^&2_5RUrZ!>fz+%cnlV_UC+MK zEfVuXat5k;p;eGmHP7te+|tnKtPM!kCEQOc)R7zr{J5=H8GzZrtA*2eNs1@!Gat(j zApGv{_R|r97nU1#>_A~5NR4MosZf3M*Fu_0w$IHUUE-c(8x?EJEJq-%yIHIXz{%IK z@(|GL)49&cIPjFnpxz8ZC&t2!+HwH)G$FQB7mNOLVbOyuOB~%7y2hn&r$gAsa>EnA zTNauM*KbC7vG-VT$2GV=gD!PCyJh!tGZlT9%-O%r#*sH$zou^BJY(|8vwDaO7Js2Q zo11u6J>-qSKAcp&^54n-D&JV@J+x=M^+2OqUO|D1)!b?|y#OV1kljaN9+WdxWoJVS zrn~lnK01TyBHipJC~cmUlr>QC1LHiY%D0`|z;~b?s2^4rcoMaALml`+V;^%T#9QpP zosLkPYa5bbSoZ_)CmxQC<0isW$gyb^?l9?Q)Rd1|CXuQ(y%umabVQ2%up!MRJtPyb z2`gxjK4qzMApTsg7uw}BfhpOY*@-TP&gda{nR;sq=GeG1AQzv$Z`g66Ud~6S9TM{0*$%gU>E}9XUDW}`o>MUk(BvWQ ze?X_~uSU8iYIMzLwXQ#3fX(R2>uTt2qZEK&h2&IBzdDjkx7is!;3%ASpfT@rt6vhe z1yPnivqSQLIGm<}wn5b{^&@M>QLC#P?C4^2!l9kZHwY$f77N9xMrku#9T&#lR?H0H zMT>Sko1H4ifI3{)nHg)}Z0y){aClzBEUJyXA9vBb=?LiTf4BQ%snqm$Ff4=iOBDjLETM ze5L|H*K9-^;=5nKHQk^6J4OOr*5Nb?JM4qXqQTPwVm3K?Hj2hu)Af7TtxwG`s=h#) z@a$|^My=T~t(*HJcw1ugEll;WbFsmgn>&NW75N zcrRLuFwG93F+S8^Iu|dV@zXP}fP)esS+$pRzSp^%DC$Af3o05bODm6k6nt64zJC-DEq=nN8dhP1rv9(65ZlUKf_ZrA>X^B6dCsum^yExj(PrLnB86A zQ1Kch&MWhF+#9_qo_7N*dIGv1P8v!x!8lniNg-z~Qe0Z*15sDBL9pxw+jCjY2iZ;r z+ft$_4x^);KFA1E-Hw9%{9p_IkQEH}gsS3-kB`(Om1-Yhd{J!^&b?ReND&R<#YSz3 zd^H*8f}HhSR*R!{VZ51@ZSuNN-IXGWFW;rEU2IVTO z<2f|=gBse%LJC@p_k6K`X)%?qW2K~CmX+5Uc4U{vuKu1rhQJ&tW|1a3SK`8IBES)0 zwrF-cKhV0Hu7o8i+jOT=bb{rL^3nfdKmQ#6Fd#p;OgwIqa)PHXcr63>&Q<+^Lr8rF zor%lDs}D%L^s0Oq_;706SHs6)a+68tK?jxsOqJWXI3Qc64GBBecpi^HTGIPHMs z=@*i{oxAe`xZaSy8zsL5y4r26{`5`WBYQO1I)Kh@<=5y#o+ciCa(oWaifh$n;4{YS{9^H%&DDhcVw>uq%_$(bR{jihSfIlh=27N-H{o3l9AA93oARb49X-r z>y`2oH8&R>LU8UDl9yJ*2-FA<$j-n-7uF!V=M6#l0b;7(T!*$}LtLvb?5`O-Uv!(i z8()MH!NHC1A;_D~9`{oz=-xX~QHwh_H;d86>4Btd3m82`M%^;$h?wYPQMbSL?(*sH zdrrRs%McGma2_mHI}Qr{tfNnvA}XYO7LtkZ{rNM*W%7}8#H**#&<)EhKAhiE@!ICr zX$d=d9dUCb(00{aqv^i7n7VDNBUmk0#A>W0+C6{%!F>^B=qyVMi!0s)8hV2y=uU@W@UpVT#@L>SI;EsGl3*@Yp5Z(zrMPi z6jaXX;qAb6ps_4X0^Tsr@s30JBSY**c9g1KoK7%(;bUJW-6F$hQKfj#i)v8@yi{Z# zJl~J#DvV85O+C3vRxr;o6YCtH9XkueQl+d0H+7(`x_l~IAba49m=U>WjlS%@IAFW7 z)eK_=2UCsU?80|9Pg<I%HjBT%YxI*i9AUg4EoJIoT>W14EKpf|~L0K)af>pnE5H z1g=cVKtfN&Po|O1ITw8xC*Q7Bxx}mFWh}=y-1qCoOL_FklF^72{@Zij{zW?g@V-L9q4P;Zmu}1Lde8=_6}ziirVf(JseY zIJ>C6Xo#uD9)QcB3DJVaZpwkTE=WcrLgr%UG-(JkolwremE_Y+z=W=GiZ(^M=CX-7}_#AI|!b^~&Xwpw|(a zifnZgq_<>Yc z9%*O`1;_2dc|T#&o!Nxux;0(ppokq$>aIQU8!x@jb_^2KZo!qlR!)0`EC@60pEJiulk!t>XA`Of;}HT5gkHepT| zxTbew0rF}8gYwzPAh~NAtDfSfUN!M2cK_C`_aat{2IB#8i4+7c^1?$3j#H(4rv5*6w~A%3=wVh@30&dbYolIrn{v~gGQoKtQE(%?N$8vVlX-4%xVgm zK~YS5?@q5Oiyah~2Ag_7s_~KGiK%>LHV7%m-{7m!Ed2N=S7q?{W&JYAWWjvIA+N}u z$6h)b)i{!n3hgbqP0#siwPG@OTLWMCDb&BYs9~d^!+H?153zwvA*oB)>SGdc*1~a1 zA-wo*3q0P6O{LYtYG`BVR|QiHFcLFvPJdVp=qV&dKvWmkdTU~gL+x7|u2l&~$?rwC zbC%Bt;9l)UXH`vYkcCXNB!P;&Iq3bC*QDv*p-7det4@(2M`284UYSTS4v!^_&+cl* zBx1!*cMN@Oe$IU5U;T|8p zF>=XxGdA)(r$fM3+JIkC#?9$!!<6k6=Jv$IxHvGtj)<^DQpVIj0ClPIF{D#{s=&{< zlYDF*O6);fe96S#Z9q=)**sH9Pi<1SHS+Hv_38+F-6H7-i)U{s?-2M^Ety+bZ>RzF z_GZ9gQ@6$~eGwi;kqmp5BY*wnif2euCdh;BmAq`rK*SQ?q(eiD@oVkK07lL*aK4JW znZT^PlZJ7w2&W;5)j|q z^r+UiMV!WG>S3oLBFTkJq|Eu(h=^yeH03ot}%vbmw@A{|ME1+27 z&&&I-@)g(s$Npu$LXx({CLe0>*%h@hJ@iQsOIlUEa3Cg{);@&t@aZ?{e(QyFF=X}U zyNuC%C-p{6(}N6-1nvnehxYr+dR!8>n?vwJPSlCYl3S-;@Pik33@t6GGRsaUqo;MP z)5{ri2lDJgD$Q0Et-^?dJesAlN>_Q~v!|7;(pPO}I~!p)x`VI8bgHMz>u!&=kB?sG z>)zk)Mw}LfHuMyfc_F@ZS}50_Y2UoT2scsjsH45I(pOrCm$su!IbjB`2C1hN%{8)F z`ftQ3z{;*<rbt~$E z^$u{lILUW}jmToQrSEt*dANLzfeg4%+qRxrZ9SUmbwB!1{Zn^))qDz%=cw0h;;`C5 z;1L%nQ@O>$`Dk?R=yD7!zY=OgEpm5tg5B2W^{4w_7^f2(R2MdA zL9+p#)p%<$sDor?(r*P=W)kTM#yrA=W-{TP3WVbEMDax8@nn?ogl6%iSje-`hx>qP z1zS0GA$AJfJSa-SZv|np$mU=Tff|Cex$|<8#VoVP=5YVzs#n4PsqI?eV$9yZT(V0n z6_TXVotjJ6No1<&e!q+4ZRV|pxnyR#S|!&dsT37iyNS@niq_gl5nV)Ui6W#_l+ul& zHotS;d8etdyT9M(^Z)!mpXT+x=RD^*-}iZ*^PFeKbIxh^GR#$@EVy^h&V|O;on?`D z@@8FgZm+?x&Ztc6EQ?+L@~G%CEq8CNe{_5eeiwR~H=SCTw`}{3VS_Fsw zdZCN6?h2dt5gp z1m&xM^et{USk(rWlR7dPeE7fqLfMdTI3#eO7nBvr1hN4Cf*rqvvRktTY7=e=M+QDu zQi-nN0v3}4dLY;^d3=G2uob}x0rz0*Fvw!OYcVIRW_*`9rhtWlg z6hIdC3fQ>u&jb`&i~@rQ7UPQe z;$U%z_}qXa6vCgtNtD@QZVtB86LP{OLj{>FlMqhg1hOu${xE=GI)V>kwpi`t7Y94K z;Q(>VCrAJka*_mybt=IL4p$%>0C2K4L_))qAzJPzRJ{l;rh6PNu6sS0us3c-@RcWb z2Tq{FyTg(kp|Wx1i+YE;$CrFg;PkbQL@7#C6@0CfFl%|Ki-K*1TY2=i2!3USp@i&qCnyx(FPNSNCeoZ6WKq0(4Np}@xg!( zJ&`sr`HOG~hrQmU&L?K>2<;I+#0+*W68PT@K3opii{nxdzth)R9akzoZX{nw$VWJo z#C*t;4BG`^1Lv|{McbN7*Ygx0Jb{i1Mc71}&J>{fJTzF3MARn{jSa%1$iYVXL^6>= zB$?`fELNcri|Hr^hD7iOs&E;LtEe0X4~^spk|?Iepq?m%EUvetIl0<8QT<(g$V8Gc z$QgtM3k2Q;R@?j?~qdOO+My83!L+Jp8au#A>O z#^@wrIMc0=;9wpa9SAs?Ku$s*A@0WwWx-;h?8U{tR2N%_9D6(5w8gauOMtMMY$oWO z3=WhGK_LrCDbrCF3m!Kah=dEcY(#(nB7C@sIWf3QGod<2P#q3lG&f66eQ*XP;7o#C zg*GH^5X|JE0+b#K>m+3s%;lkcK_Dc7eF?{fxM>K&LBbG0D1c2e4d*jCA&`lrQbGlS zFuoZC13v(tK9?5)Z!wreGQ35RFny9K1sV<5AakX!8XJaY`B6@l*dL{B#H?c z$T}1S7bYEnx&@29Clm7#0q6`21|}O$_9Dv=&M{(f@dZc_3k?hcE8MXu8?eHI05OdK z31gwr5H=4$1M;V%Y%mG4P=v<;P$QWv2GjGKwJ)#fuzI)+(?wi4-AQBa}Yi= zoGlUq*f>@6Oh4{;jH;3{wp#C>SO@48JXEJXnHj%nO^ba&m#%*!J zYy!3w5K{@icvu17#o~s*AOpt6!l)Tcu;a1pc*rR<0(dYaG%`pK7A~;o2*8klW`zZG z*dECfYd~VS3c=RPGtkZ2hDySA8y5)c-FVz!CWv+M30_!e#pN)-aN=_88GtP_n2GX$ zSUqelb-=O;Fa$*p;1>j-2MF1j%RmXnLq^vyltaZv1l*Vb zf}bc7XqqCyVF7^l1_Kjg@G;o{9JL#~M8gXYUbyh$0WVJQVg@f8h=$-pBvL0nU^FN! zVZsXsUV`BTlU_$>~>BU3B!ce$Y z2x0NT2H5=bzgV12^T6SUb=zy{yMpu@qV zS(w@mZdn4*A>8<1fLfz;VEDkRqnr>RB9bBSXyZStiSx(1{T#VX#`8)$e0v*|D=K>f z6r^OeI01%d=jX0{TBiLvAV$x3g`Rpr_u!MEQ$F^`tfb2GtmX!kDbHPYE9urN^PFoz zhjo@^s=3h>qASyiYcqDl-cpM9uiQEK(~q||Q6J)pP8$_AGcoE|Tt7Qj|Kb-H~y$frdmnORqPryZk_*Kh(58St)aFEAO7*U_-K@ zfrr)HUluPmTx%bkb|-mO=&<>2X?NwDjDCebQx+ExbHW_DcdVl*`AVtgEJ^(?WR8K) zRO$JO3vGXHlDk+^p%gO3JLpJ4vQu)av(NH~p>m5=6r|;OWk66%c2n~g<};adi(_h4 z&W`BGaXnx5lz4Ym(&$f)UoNak?_NGq#!E^(+EMb2P2apm@1yn9Z$5hOn?X2sW+{3n zC2nlAabKUbK`J*aXH4$BW~Y{-W{h9f`}b?>t(n;|*{Mnv)!`@Ks6TOigZ2 z{S5)RCAbBBR^U0L`hLZQ3fGnmSv$)$HlQE!rQgKocPOrkVMdpdmX|x;yVn259ICEd z`bd{l&~1YEK)Na2=9(#Gv573f$Ex1A#bfm2NAoY+BUj0kjLlSi%)b4MvpntfZ`OJ% z)74LTz1sGM*wv@w=UleEeENwiO>T_Gn|lyb{V4`7YWw^y?mCkF?uGAAmbzI^QjPMi zbu$_kD*wRW+e+~eY-qiiH8byn$+zoL+veJI*=@~Tu&eG>iaFn(zocnuM)6$ttP>|o z@BT0?efTPUo?NtY?`VEf(=F0X_xKp|u-n%k+*PH^aS5^5#d)55(`LU`Bg`3K3;_F^0?9G2II~Jc$w(Lu^ zp0et`j90R`wjxP!x>C2%uu_)H<${IodAycGFTDaf?=JBpw5=)7){kGmt(tx4nxe<@ z;k8X_CVo>)Vzcu;AD(uel(6G;+0v}S2xKtyX;n&KMa1s0K8ph3kDTB0Mcz z>BHuyCaV^B#8YMU+#d~n% zd13e7?9B(dOO?+DJ?Gr5P1_!rGr}t-7z}6cajEpVVLhzD{>}PKLG%1?_HLS2^V8!m z^`-_JDbv{*OLffEUte!jT3R%y6xHW)@_ePUQB%)_Pv@Uonp{CI_5ArVXkhDzR$B6B z)sn_j{j>$q_wTshQ@L`wF3GOVTz1`{oV$g&d9QZ>`>txil$g}0b=&);oS#P47giSQ zQZMgr%XVshnq4|jwe@>_h4K|c>|G}0XZx%7$a~m)pbbRD`IO9fr&0fedF1!Pch7#l zXY85p5%9jNXhqFmJFXDZ978SIe^BDxK9sNJd#36_b==6X(N11r_Wo`1eC-|lGl>E@ zq>hksNk>CZDc~jl?X@x8k?14!9l29K|MfoZwdK*7@>iso&eo6EAHx%aMl5nqDJGpg zvD$K(^4q4y!_AE$u90D(q>RRgm$WihKWjPXk(GG+aJzJQXuDwALqWu^iixy2uW!D4 zOU`b%#Lw+`=PG?{^$8`d)gxzjXIoV^+G;3doVXBanc3X*?v!o<kv6OVl>m_XKyr?6HAAXip0DJwMKGX{ldq?ii!gpTkRa`Ofr<)QAoD zudja$CIjCtIS2T8pusTUVW3eUvLb>Xd*EJF1W#rRnAgBP!50*hR1Cle6nk*F;Fm!x zwgYh)7ABFw2{2fcW^WBcGm0gVMx~OhDO5`;$;z5&ZE0g|X-Kp(G@^oY1c)|k{udI^ z)4xqY#$e~E@fm2sLR5`MTb%0L6=wDhjJhmZ;Gm)N`o7>(}2)omaGR^uaQp*%}CA+GahU*;=ht zHjl{p3#n?=ntisV>+}vB)H?3Iic$P6L#;91|5$yty-cG{Y1@f<%@n_)*~JDv3E%`7 zlg$*L<4&>_CQ0nbS@!Cl_T)^PGpX{29saa4%cPR+G^^Db)%Vq^U#en}(`%OxR9hZ) z?6+H^qfX1oSgGk~_w71|qbaktzV&6*-L2N$ni7{^vNK;k?#(W_z-VRp!GwJy6k>-0Q^9=~vRe*D7_-6TM#ywZ5f5&9B3p{T3T z;n$SzoI}%&-jCt!cyz!}`O4KfvNB^8xoZ?J_9z$aF^I~mkzYa2J6J%@ulYrH`T2uq z$r&}9bX(8Xo+QU9uAqkO>pnp8Y+u{gMOnl#3U>Z9;wJ64*ga7$t}`$3!1Mr(2Ja_< zVI78V4ow---!&5M*Vd_ZIc8sZ!R+Q3dF~43CgtgocTMTv2=4R^jm$Q$xcpO6-G@a| zZI>&JnwiS$)63S%L`BG&6K1?$QI?=dOp{teOTDlut!sOa&Bi9j=9z1&jFJbXcgIRq zZ&xu&X+};aoc`WSt! Date: Wed, 18 Sep 2024 13:55:59 +0100 Subject: [PATCH 2/3] Creating 10.21105.joss.06739.crossref.xml --- joss.06739/10.21105.joss.06739.crossref.xml | 444 ++++++++++++++++++++ 1 file changed, 444 insertions(+) create mode 100644 joss.06739/10.21105.joss.06739.crossref.xml diff --git a/joss.06739/10.21105.joss.06739.crossref.xml b/joss.06739/10.21105.joss.06739.crossref.xml new file mode 100644 index 0000000000..ac56533d51 --- /dev/null +++ b/joss.06739/10.21105.joss.06739.crossref.xml @@ -0,0 +1,444 @@ + + + + 20240918125530-fae743172228f083e9d375175dd2d0cd00394f59 + 20240918125530 + + JOSS Admin + admin@theoj.org + + The Open Journal + + + + + Journal of Open Source Software + JOSS + 2475-9066 + + 10.21105/joss + https://joss.theoj.org + + + + + 09 + 2024 + + + 9 + + 101 + + + + PyroRL: A Reinforcement Learning Environment for +Wildfire Evacuation + + + + Joseph + Guman + + + Joseph C. + O’Brien + + + Christopher + Pondoc + + + Mykel J. + Kochenderfer + + + + 09 + 18 + 2024 + + + 6739 + + + 10.21105/joss.06739 + + + http://creativecommons.org/licenses/by/4.0/ + http://creativecommons.org/licenses/by/4.0/ + http://creativecommons.org/licenses/by/4.0/ + + + + Software archive + 10.5281/zenodo.13731133 + + + GitHub review issue + https://github.com/openjournals/joss-reviews/issues/6739 + + + + 10.21105/joss.06739 + https://joss.theoj.org/papers/10.21105/joss.06739 + + + https://joss.theoj.org/papers/10.21105/joss.06739.pdf + + + + + + Gymnasium + Towers + 10.5281/zenodo.8127026 + 2023 + Towers, M., Terry, J. K., +Kwiatkowski, A., Balis, J. U., Cola, G. de, Deleu, T., Goulão, M., +Kallinteris, A., KG, A., Krimmel, M., Perez-Vicente, R., Pierré, A., +Schulhoff, S., Tai, J. J., Shen, A. T. J., & Younis, O. G. (2023). +Gymnasium. +https://doi.org/10.5281/zenodo.8127026 + + + Predicting and assessing wildfire evacuation +decision-making using machine learning: Findings from the 2019 Kincade +Fire + Xu + Fire Technology + 10.1007/s10694-023-01363-1 + 2023 + Xu, N., Lovreglio, R., Kuligowski, +E., Cova, T., Nilsson, D., & Zhao, X. (2023). Predicting and +assessing wildfire evacuation decision-making using machine learning: +Findings from the 2019 Kincade Fire. Fire Technology. +https://doi.org/10.1007/s10694-023-01363-1 + + + Reinforcement learning for wildfire +mitigation in simulated disaster environments + Tapley + 2023 + Tapley, A., Dotter, M., Doyle, M., +Fennelly, A., Gandikota, D., Smith, S., Threet, M., & Welsh, T. +(2023). Reinforcement learning for wildfire mitigation in simulated +disaster environments. +https://arxiv.org/abs/2311.15925 + + + Evacuation decision-making and behavior in +wildfires: Past research, current challenges and a future research +agenda + Kuligowski + Fire Safety Journal + 120 + 10.1016/j.firesaf.2020.103129 + 0379-7112 + 2021 + Kuligowski, E. (2021). Evacuation +decision-making and behavior in wildfires: Past research, current +challenges and a future research agenda. Fire Safety Journal, 120, +103129. +https://doi.org/10.1016/j.firesaf.2020.103129 + + + An agent-based model of a multimodal +near-field tsunami evacuation: Decision-making and life +safety + Wang + Transportation Research Part C: Emerging +Technologies + 64 + 10.1016/j.trc.2015.11.010 + 0968-090X + 2016 + Wang, H., Mostafizi, A., Cramer, L. +A., Cox, D., & Park, H. (2016). An agent-based model of a multimodal +near-field tsunami evacuation: Decision-making and life safety. +Transportation Research Part C: Emerging Technologies, 64, 86–100. +https://doi.org/10.1016/j.trc.2015.11.010 + + + Simulation of wildfire evacuation with +dynamic factors and model composition + Beloglazov + Simulation Modelling Practice and +Theory + 60 + 10.1016/j.simpat.2015.10.002 + 1569-190X + 2016 + Beloglazov, A., Almashor, M., Abebe, +E., Richter, J., & Steer, K. C. B. (2016). Simulation of wildfire +evacuation with dynamic factors and model composition. Simulation +Modelling Practice and Theory, 60, 144–159. +https://doi.org/10.1016/j.simpat.2015.10.002 + + + Traffic modeling for wildland–urban interface +fire evacuation + Intini + Journal of Transportation Engineering, Part +A: Systems + 3 + 145 + 10.1061/JTEPBS.0000221 + 2019 + Intini, P., Ronchi, E., Gwynne, S., +& Pel, A. (2019). Traffic modeling for wildland–urban interface fire +evacuation. Journal of Transportation Engineering, Part A: Systems, +145(3), 04019002. +https://doi.org/10.1061/JTEPBS.0000221 + + + A review on travel behaviour modelling in +dynamic traffic simulation models for evacuations + Pel + Transportation + 1 + 39 + 10.1007/s11116-011-9320-6 + 2012 + Pel, A., Bliemer, M., & +Hoogendoorn, S. (2012). A review on travel behaviour modelling in +dynamic traffic simulation models for evacuations. Transportation, +39(1), 97–123. +https://doi.org/10.1007/s11116-011-9320-6 + + + Should I stay or should I go now? Or should I +wait and see? Influences on wildfire evacuation +decisions + McCaffrey + Risk Analysis + 7 + 38 + 10.1111/risa.12944 + 1539-6924 + 2017 + McCaffrey, S., Wilson, R., & +Konar, A. (2017). Should I stay or should I go now? Or should I wait and +see? Influences on wildfire evacuation decisions. Risk Analysis, 38(7), +1390–1404. https://doi.org/10.1111/risa.12944 + + + A mathematical model for predicting fire +spread in wildland fuels + Rothermel + 115 + 1972 + Rothermel, R. C. (1972). A +mathematical model for predicting fire spread in wildland fuels (Vol. +115). Intermountain Forest & Range Experiment Station, Forest +Service, US Department of Agriculture. + + + BEHAVE: Fire behavior prediction and fuel +modeling system-BURN subsystem, part 1 + Andrews + 10.2737/INT-GTR-194 + 1986 + Andrews, P. L. (1986). BEHAVE: Fire +behavior prediction and fuel modeling system-BURN subsystem, part 1 (pp. +INT-GTR-194). U.S. Department of Agriculture, Forest Service, +Intermountain Research Station. +https://doi.org/10.2737/INT-GTR-194 + + + Spatiotemporal prediction of wildfire size +extremes with bayesian finite sample maxima + Joseph + Ecological Applications + 6 + 29 + 10.1002/eap.1898 + 2019 + Joseph, M. B., Rossi, M. W., +Mietkiewicz, N. P., Mahood, A. L., Cattau, M. E., St. Denis, L. A., +Nagy, R. C., Iglesias, V., Abatzoglou, J. T., & Balch, J. K. (2019). +Spatiotemporal prediction of wildfire size extremes with bayesian finite +sample maxima. Ecological Applications, 29(6), e01898. +https://doi.org/10.1002/eap.1898 + + + Using reinforcement learning to provide +decision support in multi-domain mass evacuation +operations + Rempel + NATO STO Review + 2023 + Rempel, M., & Shiell, N. (2023). +Using reinforcement learning to provide decision support in multi-domain +mass evacuation operations. NATO STO Review. +https://review.sto.nato.int/index.php/journal-issues/2023-fall/sas-ora-conference-2022/68-using-reinforcement-learning-to-provide-decision-support-in-multi-domain-mass-evacuation-operations + + + A reinforcement learning algorithm for the +optimal evacuation route finding from an electrical +substation + Budakova + AIP Conference Proceedings + 1 + 3078 + 10.1063/5.0209018 + 0094-243X + 2024 + Budakova, D., Vasilev, V., & +Dakovski, L. (2024). A reinforcement learning algorithm for the optimal +evacuation route finding from an electrical substation. AIP Conference +Proceedings, 3078(1), 040005. +https://doi.org/10.1063/5.0209018 + + + Learning forest wildfire dynamics from +satellite images using reinforcement learning + Subramanian + The 3rd multi-disciplinary conference on +reinforcement learning and decision making + 10.3389/fict.2018.00006 + 2017 + Subramanian, S., & Crowley, M. +(2017, January). Learning forest wildfire dynamics from satellite images +using reinforcement learning. The 3rd Multi-Disciplinary Conference on +Reinforcement Learning and Decision Making. +https://doi.org/10.3389/fict.2018.00006 + + + Uncertainty aware wildfire +management + Diao + AIAA fall symposium + 10.48550/arXiv.2010.07915 + 2020 + Diao, T., Singla, S., Mukhopadhyay, +A., Eldawy, A., Shachter, R., & Kochenderfer, M. J. (2020). +Uncertainty aware wildfire management. AIAA Fall Symposium. +https://doi.org/10.48550/arXiv.2010.07915 + + + Being the fire: A CNN-based reinforcement +learning method to learn how fires behave beyond the limits of +physics-based empirical models + Ross + NeurIPS 2021 workshop on tackling climate +change with machine learning + 2021 + Ross, W. L. (2021). Being the fire: A +CNN-based reinforcement learning method to learn how fires behave beyond +the limits of physics-based empirical models. NeurIPS 2021 Workshop on +Tackling Climate Change with Machine Learning. +https://www.climatechange.ai/papers/neurips2021/22 + + + Using spatial reinforcement learning to build +forest wildfire dynamics models from satellite images + Ganapathi Subramanian + Frontiers in Information and Communication +Technology + 5 + 10.3389/FICT.2018.00006 + 2018 + Ganapathi Subramanian, S., & +Crowley, M. (2018). Using spatial reinforcement learning to build forest +wildfire dynamics models from satellite images. Frontiers in Information +and Communication Technology, 5, 6. +https://doi.org/10.3389/FICT.2018.00006 + + + Large-scale wildfire mitigation through deep +reinforcement learning + Altamimi + Frontiers in Forests and Global +Change + 5 + 10.3389/ffgc.2022.734330 + 2022 + Altamimi, A., Lagoa, C., Borges, J. +G., McDill, M. E., Andriotis, C., & Papakonstantinou, K. (2022). +Large-scale wildfire mitigation through deep reinforcement learning. +Frontiers in Forests and Global Change, 5, 734330. +https://doi.org/10.3389/ffgc.2022.734330 + + + Wildfire Front Monitoring with Multiple UAVs +using Deep Q-Learning + Viseras + IEEE Access + 10.1109/ACCESS.2021.3055651 + 2021 + Viseras, A., Meissner, M., & +Marchal, J. (2021). Wildfire Front Monitoring with Multiple UAVs using +Deep Q-Learning. IEEE Access, 1–1. +https://doi.org/10.1109/ACCESS.2021.3055651 + + + Gym Cellular Automata + Soto + 2021 + Soto, E. B. (2021). Gym Cellular +Automata. +https://github.com/elbecerrasoto/gym-cellular-automata + + + Gym Forest Fire + Rezaei-Shoshtari + 2020 + Rezaei-Shoshtari, S. (2020). Gym +Forest Fire. +https://github.com/sahandrez/gym_forestfire + + + Distributed wildfire surveillance with +autonomous aircraft using deep reinforcement learning + Julian + Journal of Guidance, Control, and +Dynamics + 8 + 42 + 10.2514/1.g004106 + 1533-3884 + 2019 + Julian, K. D., & Kochenderfer, M. +J. (2019). Distributed wildfire surveillance with autonomous aircraft +using deep reinforcement learning. Journal of Guidance, Control, and +Dynamics, 42(8), 1768–1778. +https://doi.org/10.2514/1.g004106 + + + Algorithms for decision making + Kochenderfer + 0262047012 + 2022 + Kochenderfer, M. J., Wheeler, T. A., +& Wray, K. H. (2022). Algorithms for decision making. MIT press. +ISBN: 0262047012 + + + Stable-Baselines3: Reliable reinforcement +learning implementations + Raffin + Journal of Machine Learning +Research + 268 + 22 + 2021 + Raffin, A., Hill, A., Gleave, A., +Kanervisto, A., Ernestus, M., & Dormann, N. (2021). +Stable-Baselines3: Reliable reinforcement learning implementations. +Journal of Machine Learning Research, 22(268), 1–8. +http://jmlr.org/papers/v22/20-1364.html + + + + + + From 5eed001495e5db911c00230a22003e176e8e332d Mon Sep 17 00:00:00 2001 From: The Open Journals editorial robot <89919391+editorialbot@users.noreply.github.com> Date: Wed, 18 Sep 2024 13:55:59 +0100 Subject: [PATCH 3/3] Creating 10.21105.joss.06739.jats --- .../paper.jats/10.21105.joss.06739.jats | 837 ++++++++++++++++++ 1 file changed, 837 insertions(+) create mode 100644 joss.06739/paper.jats/10.21105.joss.06739.jats diff --git a/joss.06739/paper.jats/10.21105.joss.06739.jats b/joss.06739/paper.jats/10.21105.joss.06739.jats new file mode 100644 index 0000000000..ba3f8900a6 --- /dev/null +++ b/joss.06739/paper.jats/10.21105.joss.06739.jats @@ -0,0 +1,837 @@ + + +
    + + + + +Journal of Open Source Software +JOSS + +2475-9066 + +Open Journals + + + +6739 +10.21105/joss.06739 + +PyroRL: A Reinforcement Learning Environment for Wildfire +Evacuation + + + + +Guman +Joseph + + + + + +O’Brien +Joseph C. + + + + + +Pondoc +Christopher + + + + + +Kochenderfer +Mykel J. + + + + + +Department of Computer Science, Stanford +University + + + + +Department of Aeronautics and Astronautics, Stanford +University + + + + +13 +11 +2023 + +9 +101 +6739 + +Authors of papers retain copyright and release the +work under a Creative Commons Attribution 4.0 International License (CC +BY 4.0) +2022 +The article authors + +Authors of papers retain copyright and release the work under +a Creative Commons Attribution 4.0 International License (CC BY +4.0) + + + +python +gymanisum +rl +wildfire + + + + + + Summary +

    A major effect of climate change today is the increased frequency + and intensity of wildfires. This reality has led to increased research + in wildfire response, particularly with reinforcement learning (RL). + While much effort has centered on modeling wildfire spread or + surveillance, wildfire evacuation has received less attention. We + present PyroRL, a new RL environment for wildfire evacuation. The + environment, which builds upon the Gymnasium API standard + (Towers + et al., 2023), simulates evacuating populated areas through + paths from a grid world containing wildfires. This work can serve as a + basis for new strategies for wildfire evacuation.

    +
    + + Statement of Need +

    There has been significant traction in the use of computational + models to study wildfires. Historically, much work has focused on + accurately modeling the spread of wildfires. While a lot of older + methods were primarily done using physics-based methods + (Andrews, + 1986; + Rothermel, + 1972) – with Rothermel being one of the most popular, as well + the one we utilize in our package – newer methods rely on machine + learning and other data-driven approaches, incorporating a higher + diversity of features + (Diao + et al., 2020; + Joseph + et al., 2019; + Ross, + 2021).

    +

    Reinforcement learning (RL), a subdomain of artificial intelligence + where models learn through interaction with their environment – has + also been increasingly used in the context of wildfires. In + combination with other traditional statistical methods and computer + vision + (Ganapathi + Subramanian & Crowley, 2018; + Subramanian + & Crowley, 2017), RL has been applied to both the + surveillance and monitoring of wildfires + (Altamimi + et al., 2022; + Julian + & Kochenderfer, 2019; + Viseras + et al., 2021). An area where there has been little work in + regards to RL is wildfire evacuation. Understanding the effective + approaches for evacuating populated areas during wildfires is a key + safety concern during these events + (Kuligowski, + 2021; + McCaffrey + et al., 2017), and other machine learning techniques have + proven beneficial for evacuation planning + (Xu et + al., 2023). As a result, work has been done to better model + traffic during wildfire evacuation scenarios + (Intini + et al., 2019; + Pel et al., + 2012), and agent-based evacuation simulations have been used + for not only wildfires but also other natural disasters like tsunamis + (Beloglazov + et al., 2016; + Wang + et al., 2016). RL has been previously identified as an + intriguing tool for evacuation operations + (Rempel + & Shiell, 2023) and has been used to model evacuation + during electrical substation fires + (Budakova + et al., 2024). The application of RL techniques to the wildfire + evacuation task could thus prove beneficial.

    +

    Given the growing interest in studying wildfires through a + computational lens, there have been developments in simulators for + wildfires. A lot of open-source software focus on providing a + visualization of wildfire spread + (Rezaei-Shoshtari, + 2020; + Soto, + 2021). The most relevant piece of work to our paper are SimFire + and SimHarness, which provide a system for wildland fire spread and a + way for appropriate mitigation strategy responses via RL + (Tapley + et al., 2023). Nonetheless, the focus is still on wildfire + surveillance and mitigation, not on the task of evacuation.

    +
    + + Methods +

    Our environment for wildfire evacuation builds upon the Gymnasium + API standard. This standard has functions to help the user + step through a single discrete time step of the + environment, reset the environment back to its + original state, and render the environment for + the user.

    + + Wildfire Evacuation as a Markov Decision Process +

    Under the hood, the environment is a grid world with dimensions + that the user can specify. Each cell in the grid is one of the + following:

    + + +

    Normal terrain

    +
    + +

    A populated area

    +
    + +

    A fire cell

    +
    + +

    Part of an evacuation path

    +
    +
    +

    The task at hand is to evacuate all of the populated areas + through paths before they are ignited. Similar to how evacuation + would occur in real life, a centralized decision maker assigns paths + to populated areas. Furthermore, the amount of time to evacuate a + populated area is proportional to the number of grid squares in the + path.

    +

    The problem is modeled as a fully observable Markov Decision + Process (MDP) + (Kochenderfer + et al., 2022).

    + + State Space +

    The state space is each possible configuration of the grid. + Internally, this is represented as a + + + 5 + by + + m + by + + n + tensor, where + + m + and + + n + represent the number of rows and columns of the grid world, + respectively. Each of the + + 5 + indices corresponds to a specific attribute:

    + + +

    0 = FIRE_INDEX – whether or not a + square in the grid world is on fire or not

    +
    + +

    1 = FUEL_INDEX – the amount of fuel + in the square, which is used to determine if an area will be + enflamed or not

    +
    + +

    2 = POPULATED_INDEX – whether or not + a square is a populated area or not

    +
    + +

    3 = EVACUATING_INDEX – whether or + not a square is evacuating or not

    +
    + +

    4 = PATHS_INDEX – the number of + paths a square is a part of

    +
    +
    +
    + + Action Space +

    The action space describes whether or not a populated area + should evacuate. If evacuating, the agent must choose a specific + populated area to evacuate, as well as a path from which to + evacuate.

    + + +

    Transition Model: determined by the stochastic nature of + the wildfire implementation, which we describe below

    +
    + +

    Reward Model: + + +1 + for every populated area that has not evacuated and is not + ignited, and + + 100 + if a populated area is burned down

    +
    +
    +
    +
    + + Modeling the Spread of Wildfires +

    Finally, our stochastic wildfire model is based on prior work + (Julian + & Kochenderfer, 2019):

    + + Fuel +

    Each fire cell has an initial fuel level + + + 𝒩(μ,(σ)2)

    + + +

    A cell currently on fire has its fuel level drop by + + + 1 + after each time step until it runs out of fuel

    +
    +
    +

    Users can configure + + μ + and + + σ. + By defualt, their respective values are + + + μ=8.5 + and + + σ=3

    +
    + + Fire Spread +

    We define the spread of the fire by the following equation: + + + p(s)=1Πs(1λd(s,s)B(s))

    + + +

    + + p(s) + represents the probability of non-inflamed cell + + + s + alighting

    +
    + +

    + + s + represents an adjacent cell

    +
    + +

    + + λ + is a hyperparameter that affects the probability of fire + spreading from one cell to an adjacent one

    +
    + +

    + + d(s,s) + is the Euclidean distance between cells

    +
    + +

    + + B(s) + is a Boolean to check if cell is currently on fire

    +
    +
    +

    Users can configure + + λ. + By defualt, the value is + + λ=0.094.

    +
    + + Wind +

    The spread of wildfire is also influenced by wind. This bias is + modeled through a linear transformation using two properties. + First, the wind speed affects the probability of neighboring cells + igniting the current cell. In addition, for each cell, we + calculate the vectors that point in the direction of each + neighboring cell. We then take the dot product between this vector + and the direction of the wind.

    +
    +
    +
    + + Features +

    Users can control the configuration of the environment, including + the dimensions of the grid world, the locations of populated areas and + paths, and initial fire placement. Users can also select from our + library of example environments or have the program dynamically + generate environments. We also offer examples of how to use popular RL + libraries with our environment, such as Stable-Baselines3 + (Raffin + et al., 2021).

    +

    In addition, users can generate visualizations of the environment + by calling the render function of the Gymnasium + environment object. After executing a set of actions on the + environment, the user can call generate_gif, + which stitches together all of the images rendered by the user into a + single GIF.

    +
    + + + + + + + + TowersMark + TerryJordan K. + KwiatkowskiAriel + BalisJohn U. + ColaGianluca de + DeleuTristan + GoulãoManuel + KallinterisAndreas + KGArjun + KrimmelMarkus + Perez-VicenteRodrigo + PierréAndrea + SchulhoffSander + TaiJun Jet + ShenAndrew Tan Jin + YounisOmar G. + + Gymnasium + 202303 + 20230708 + https://zenodo.org/record/8127025 + 10.5281/zenodo.8127026 + + + + + + XuNingzhe + LovreglioRuggiero + KuligowskiErica + CovaThomas + NilssonDaniel + ZhaoXilei + + Predicting and assessing wildfire evacuation decision-making using machine learning: Findings from the 2019 Kincade Fire + Fire Technology + 202301 + 10.1007/s10694-023-01363-1 + + + + + + + + TapleyAlexander + DotterMarissa + DoyleMichael + FennellyAidan + GandikotaDhanuj + SmithSavanna + ThreetMichael + WelshTim + + Reinforcement learning for wildfire mitigation in simulated disaster environments + 2023 + https://arxiv.org/abs/2311.15925 + + + + + + KuligowskiErica + + Evacuation decision-making and behavior in wildfires: Past research, current challenges and a future research agenda + Fire Safety Journal + 2021 + 120 + 0379-7112 + https://www.sciencedirect.com/science/article/pii/S0379711220302204 + 10.1016/j.firesaf.2020.103129 + 103129 + + + + + + + WangHaizhong + MostafiziAlireza + CramerLori A. + CoxDan + ParkHyoungsu + + An agent-based model of a multimodal near-field tsunami evacuation: Decision-making and life safety + Transportation Research Part C: Emerging Technologies + 2016 + 64 + 0968-090X + https://www.sciencedirect.com/science/article/pii/S0968090X15004106 + 10.1016/j.trc.2015.11.010 + 86 + 100 + + + + + + BeloglazovAnton + AlmashorMahathir + AbebeErmyas + RichterJan + SteerKent Charles Barton + + Simulation of wildfire evacuation with dynamic factors and model composition + Simulation Modelling Practice and Theory + 2016 + 60 + 1569-190X + https://www.sciencedirect.com/science/article/pii/S1569190X15001483 + 10.1016/j.simpat.2015.10.002 + 144 + 159 + + + + + + IntiniPaolo + RonchiEnrico + GwynneSteven + PelAdam + + Traffic modeling for wildland–urban interface fire evacuation + Journal of Transportation Engineering, Part A: Systems + 2019 + 145 + 3 + https://ascelibrary.org/doi/abs/10.1061/JTEPBS.0000221 + 10.1061/JTEPBS.0000221 + 04019002 + + + + + + + PelAdam + BliemerMichiel + HoogendoornSerge + + A review on travel behaviour modelling in dynamic traffic simulation models for evacuations + Transportation + 2012 + 39 + 1 + https://ideas.repec.org/a/kap/transp/v39y2012i1p97-123.html + 10.1007/s11116-011-9320-6 + 97 + 123 + + + + + + McCaffreySarah + WilsonRobyn + KonarAvishek + + Should I stay or should I go now? Or should I wait and see? Influences on wildfire evacuation decisions + Risk Analysis + Wiley + 201711 + 38 + 7 + 1539-6924 + http://dx.doi.org/10.1111/risa.12944 + 10.1111/risa.12944 + 1390 + 1404 + + + + + + RothermelRichard C + + A mathematical model for predicting fire spread in wildland fuels + Intermountain Forest & Range Experiment Station, Forest Service, US Department of Agriculture + 1972 + 115 + + + + + + AndrewsPatricia L. + + BEHAVE: Fire behavior prediction and fuel modeling system-BURN subsystem, part 1 + U.S. Department of Agriculture, Forest Service, Intermountain Research Station + Ogden, UT + 1986 + https://www.fs.usda.gov/treesearch/pubs/29612 + 10.2737/INT-GTR-194 + INT + GTR-194 + + + + + + JosephMaxwell B. + RossiMatthew W. + MietkiewiczNathan P. + MahoodAdam L. + CattauMegan E. + St. DenisLise Ann + NagyR. Chelsea + IglesiasVirginia + AbatzoglouJohn T. + BalchJennifer K. + + Spatiotemporal prediction of wildfire size extremes with bayesian finite sample maxima + Ecological Applications + 2019 + 29 + 6 + https://esajournals.onlinelibrary.wiley.com/doi/abs/10.1002/eap.1898 + 10.1002/eap.1898 + e01898 + + + + + + + RempelMark + ShiellNicholi + + Using reinforcement learning to provide decision support in multi-domain mass evacuation operations + NATO STO Review + 2023 + https://review.sto.nato.int/index.php/journal-issues/2023-fall/sas-ora-conference-2022/68-using-reinforcement-learning-to-provide-decision-support-in-multi-domain-mass-evacuation-operations + + + + + + BudakovaDilyana + VasilevVelyo + DakovskiLyudmil + + A reinforcement learning algorithm for the optimal evacuation route finding from an electrical substation + AIP Conference Proceedings + 202404 + 3078 + 1 + 0094-243X + https://doi.org/10.1063/5.0209018 + 10.1063/5.0209018 + 040005 + + + + + + + SubramanianSriram + CrowleyMark + + Learning forest wildfire dynamics from satellite images using reinforcement learning + The 3rd multi-disciplinary conference on reinforcement learning and decision making + 201701 + 10.3389/fict.2018.00006 + + + + + + + + DiaoTina + SinglaSamriddhi + MukhopadhyayAyan + EldawyAhmed + ShachterRoss + KochenderferMykel J. + + Uncertainty aware wildfire management + AIAA fall symposium + 2020 + https://arxiv.org/pdf/2010.07915.pdf + 10.48550/arXiv.2010.07915 + + + + + + RossWilliam L + + Being the fire: A CNN-based reinforcement learning method to learn how fires behave beyond the limits of physics-based empirical models + NeurIPS 2021 workshop on tackling climate change with machine learning + 2021 + https://www.climatechange.ai/papers/neurips2021/22 + + + + + + Ganapathi SubramanianSriram + CrowleyMark + + Using spatial reinforcement learning to build forest wildfire dynamics models from satellite images + Frontiers in Information and Communication Technology + Frontiers Media SA + 2018 + 5 + 10.3389/FICT.2018.00006 + 6 + + + + + + + AltamimiAbdulelah + LagoaConstantino + BorgesJosé G + McDillMarc E + AndriotisCP + PapakonstantinouKG + + Large-scale wildfire mitigation through deep reinforcement learning + Frontiers in Forests and Global Change + Frontiers Media SA + 2022 + 5 + 10.3389/ffgc.2022.734330 + 734330 + + + + + + + ViserasAlberto + MeissnerMichael + MarchalJuan + + Wildfire Front Monitoring with Multiple UAVs using Deep Q-Learning + IEEE Access + 2021 + + + 10.1109/ACCESS.2021.3055651 + 1 + 1 + + + + + + SotoEmanuel Becerra + + Gym Cellular Automata + 2021 + https://github.com/elbecerrasoto/gym-cellular-automata + + + + + + Rezaei-ShoshtariSahand + + Gym Forest Fire + 2020 + https://github.com/sahandrez/gym_forestfire + + + + + + JulianKyle D. + KochenderferMykel J. + + Distributed wildfire surveillance with autonomous aircraft using deep reinforcement learning + Journal of Guidance, Control, and Dynamics + American Institute of Aeronautics; Astronautics (AIAA) + 201908 + 42 + 8 + 1533-3884 + http://dx.doi.org/10.2514/1.G004106 + 10.2514/1.g004106 + 1768 + 1778 + + + + + + KochenderferMykel J + WheelerTim A + WrayKyle H + + Algorithms for decision making + MIT press + 2022 + 0262047012 + + + + + + RaffinAntonin + HillAshley + GleaveAdam + KanervistoAnssi + ErnestusMaximilian + DormannNoah + + Stable-Baselines3: Reliable reinforcement learning implementations + Journal of Machine Learning Research + 2021 + 22 + 268 + http://jmlr.org/papers/v22/20-1364.html + 1 + 8 + + + + +