From f370883e236049c9dd9987f42330a3b1d11136c2 Mon Sep 17 00:00:00 2001 From: Nils Date: Wed, 15 Jul 2026 02:24:56 +0200 Subject: [PATCH] phase diagram: stability vs fidelity are independent dials (fig_phase) Co-Authored-By: Claude Fable 5 --- results-loop/fig_phase.png | Bin 0 -> 154930 bytes scripts/fig_phase.py | 72 +++++++++++++++++++++++++++++++++++++ 2 files changed, 72 insertions(+) create mode 100644 results-loop/fig_phase.png create mode 100644 scripts/fig_phase.py diff --git a/results-loop/fig_phase.png b/results-loop/fig_phase.png new file mode 100644 index 0000000000000000000000000000000000000000..84151563619d57632866c614a6f6f3b64a5261a2 GIT binary patch literal 154930 zcmb@ucRZH;|37?6X_2N~+QSMNWrs>a_R2m(R`$wlph6l>Qdt$U_bMxjLS)YfA(6dT z_w%^!@9%rxf8KxGpU306u8(q#<9NT{uh(!Y$K6KbeH91RY|0c7fB>) z`Ykm0lXki9lK78^(*K$JW98G^Hxe7VomvPEN;>MA~SEz#bHOGxRr5p2o16Bw_CL#R zKa8PO*}3t$ztq#2_4AHbsdH<%t z_@O5?gI~UU@%8iD#Ky*^5V=26++&`0o8N}Cw6yrTZHci*cW-rYa4<4A-^|I$sb-$g zX(1XOr+O+YJKNaGYP*${Rg>vsrrO73oi6V-S9hBVriyIy`h(#$ePd&^l}uS#Sw>_s zH7hG?WIu1~f|-6V`?DLixlIx4qsQW?ZdjSDDv|GxakkNsNd2A?17 zIq`FR{84)8y6$j6PNdaxQu4~3ov+!6JI_QHQgv6Gt93CmCr7|}9_!z!t*tG^#W1=m z@Jjs$zHlF2>O9&S!9~A3?rPI#C9MCuYH%vTq?{Vi1>`14z;^O;1fBtOQw|(2T$IqUd>w z$L1+S*)&p`toHU)=@4_HFe7D`t=(>di}LCjHoI@*wY=o zOifJ>ojb?e(a|wEH@AtbFtFfoq3S`}u&%p*)bQz=l7sh(4&po~$sK;eORDYZDQV1j zb1~S2)L!hd(4J*lg9T=#E?b@*sqkBxs$$m}s0?N%(fDFXGTRJ1f=#bqfA^^+$3l%K zD8ByZ$Ga_!k`BMNj5fU4yl0yqEeZch!Dbv=U7F$O+r4`?6G_Oroj2_9<1!lh1GO7B zP*In4cXzkH5VV?2dXqKvqtG#6?oUhLl$#ih@6yszrlI%Jg#nkU5O#BN)gx0L9v;2I z4I4JJPY>2a=Z9woZQIt|UrYRr&nn-{%*;T!hr4@bh~)Zn zQ*(32K7TsaN>aw9kOPUIGrd+^XneiqTC_N7hU+40NExUDS(B4?L!+bkAztw%e76=ET~@M%7~n3iayBD=KuJ9ak(U>gepu`ugldHm)f7ZLV8rWw&geETB|08+Vm7f%>8b-+tJ?6OA4wV&fc+KBx7x5 zA=&RV2Zu?t&-%HUsj0p{A3uNgQ;Za$;FeeYo-1P_kBp31_kVg&TV8(W!w#?MuP3;8 zcpgz1VKb<1EwyUnq4DL`f1e|7Y8pfo4I%GUH?x~J>*9*trc4;v+0*&{W~~@a^c1ID z2xQRfxFRnYR>&j!vF+M>#2jUSd&->?M9{ z_Wst58yMKwQq6=;V z{&tdtv;20qR>%SI=h|GFEA3rfXGmixhpJzPJ9DiH**iQXqR*W@Yv=PaA|kUQfZoxV zBD{nGU)$95jLJw;Q?ol*f;2xI?ejPvjb&kP)4-`s}7Si z(+$L1-&~?k8y6Q7)9%W%VOH)mI?52J1FX z+_4W%BTp-BW>2AjhgN%Yd+*vSD_ z{_9&9)5awJwr3s@b)PFXezyyEz$h^>k%cw2hLz7`R352^}MjKuv4+C zJ(H{>E4#7g>sR9-N)H#ir1z_(#YJ8TVp%NYqUxi>Ye>9+MS1QsW}52ipU`pJKi=J3 z$X>WC6ht!m+nGylXlURNma{FIqMdD!N;YBcxwqm_rZPRZl1totRhY)smnTZEZ#V?>esl8wsH%3%v-z6{m~$< zkBOWT6XTm|SQ_;}_Atu8CqK&9>)pZi4R0%TjBUtiT>CXWq-NScwfQBvFEu7p3Ajx_@6u*O!?lew4Y zzl%il484#YGBe6TCBnU)&#WFldhnp{mIu)_PN~J)t*rD_1nAX2y}Ow{=@TOxTkR(k zzQ9M1(sIV^~mAF0tVY@&$Z2p*IWGoI%wu1FnuEb zV922ZAqknAFLjI;RQo?!=<&G99d*ueh?g{0K`*I(&2??rxpH_WA~G_vlk=!N8qwTH zQ$Vg&+oQq3!Ne4ge`^cOq&zgyFcka7rY0SLR*&V`Q$$lBdONB8Z&yAu`QMLUU7ei{ zlB<;K{LDB`3P*P*a``OJCU!On4~85u^^}f%{Nsb`RqhD@5i+SAbyP4cn6DBTURzg} z<%*)BDW_K2by7PTa>1PcFP#qUsc*u)@8TBfCI2xs^P1eenKu98l8VZ%?3|qIiZ29= z2|y>|hHpZAn-7k|I|ioQtbtgAG8*!x|6TOC} zO8`tc-nN!cBO(%~JaoAjl8f@xU6!s&uDw<3_7@0Za!4ETh-zyFP*2pkp~)hBzv1^8 z&TjVCRHS#bQd|`I zU3>OWi;9W{u?QxW3nV>dxAEVxKZ&8PynMrF<%HVV3%*a4KyN7y$;fFewSmV43mxA^$@P$nyrHb0QPQ&4agSMXZ@ zgNx-Tz-j7&K-Bv%4O|Wi@#Mn7B>;lv@?a*u4ar*RtuK`1- zU}X!Sc4+4o_0~-^G#f|sG3tUtn6gG_xOb$!Tpc- zjf^DbDRjJ3_I@aN42J`ljuCC#auh2TaK^muAV0tAKybdpTMsR*wrvRqx&F!YHZ-V^ z&!UZylp{7>zy=fy0yTZNs;|;PdKc90GhDad=}+^6Yi1S}TS2=gmplpHbB60Tmb&}J z^s${=lmTvv%^0Z!Ca#&TUDMSqud7oU&D*hK2dV7uz_c(|%Xu|#3Rp+;O#vM5Sml!k z_ih85*E8-$fgB7djQ4tDQ_5S(QTvh)JWir2@oAbVwQn%1un9SX@f}!&Zxzf3Il0AG6hG(!DA3=pUnT-K%qF-6juuuP>QC`SN8uS68iT(a)c6iJ5(%rBf5eU13|g=8v_w;dSS2_fXkw zYL;jP<_feJ4!UQrUZvQ(tE%oMwPdC0WYd6=Jr}fM2;w&+~1sIOBww0J(gN2Qbfao4K0qE^r@<9G&DZz{FSDh7r;#WZeCN7 ziHLWepP%2kWn)Hmb_I@XjznzwHZ=S#e$pr$(mdhGg6$fv-m~YF=%(h{4DZ$t4^*-H zd@8UXP=AzZ(G+hyGxUw45B$QwYfhtR`A_oWuh$E_R)lu2o%KbF?Fa8HaGQGF@aJP) z-40KQ(ngW*6bVy}__f~+M}qAwYMwpKBkS}o3kmAa=ku(zeRt4Wn6iEM`0>ugl@&7T z%;H#feTMzO#V^(Suw61Ui?5u}BDDi^&5!>`&hu?mf9ng9sm9fkEonOz#(z|R<28r%ovoh`m+IU^uKs{{t(tj$+GDT{(L*>H*dkbuBm6&02H!NG#M;t+?xW_LrTX)pCD z?L@z78&xj<_ghW#iQGMG*q`9RXFV4)boEMCrvnWvSf6fIYjXCX{%J7B2{DB!Ja#Z` ze8BKob@hf&A*SN_PAlRVlz6R7)|@VlQF(LmH-KK<2nqn9M13|%tMZdN_%qC6S^L^G ztyDW*w5sC!qZ5JuPdO5-OinM^hSFl)Q^XARUWuEvla)0P-;6xgo=Nf*?s2=jz0|z^ zK+*d0=pu+&01X|>K`23kZ#=zZ3L}e)#qk%XX%C1oZKgjUtEa~{-cuZS|NfTRXi0XP zt~{?pgKXyA~lcJ|!xRBzd3O62PvLr%s(m zMJEt4Wu!6g$|BB1L#dBXicYrwc1hbFF;W@!+0CHr2w*K*+5(p-r zM)Jkm&=c)cT6zP%U9fS5zlHVvq$I!Xj2ljhr}f+#<$fjZ!2q?Pz zG~{J;{%vRAlG4^@LhB5;cW>jXv-TT|jg7U7-0X7)PaHWy4Sn@ftW3b<&yUn>Vs1O} zqpXtB4rys=b(Rx!Dy80DM~@yg`ug-(fyV+*e}8`lxoQXKri@MZt6#sa3*7ilg64Bf zDN5`C-ki9LtU}ghPmWw7k%oqbE~WrL&{{+{*Xl>2KV^|UdF$Ms0|E)Ni8wY~^;wOlxO(XkQz2@@+0yg_LM(qG$ z>CS~PNX=W+-Qu-srK+P7YF7K43hkk2Y3L=+?DrLsH*Dmi+}y#eGDCQ8&6Rbo6_qIZ zmXD7eQ{ShTp0*??9@8HBb@?rcn?jE?jPiRtaL{~#P8~ejmU^u!ILL6lDd8&naf&=M zIj(71S6f^C?B}28*c$y3_Wc_j?d-m@^i)*^Y)^h=Y}%e-%resff=(l4GtX)hI)#f3 z5wvKO<+h1c{z4R6eyE?T2h3~JW+wy<2w}JC<==37 z0r$r%M5y*jaEfwXy?l8qsOr7e44?I-6O5XNpV+DSg{=WRXSw!z<(KPN)J2IW^Od43 z*S583S-F=k4Y2~)=MGJ@Xc-QcbC`cPDf;2sL_Xis&axx~-0u|b-t_P(s7ls5T1Ld-p@Ve~vtcs9yxa98Qtd>4y( z^>?8PKNRNH2!|H~)9iyO0(*`te0OJOdK&PsUo9+qEcen#x!-nL(o0d-wCd@yGASCV zf!ZU3BiW^afq`Jb;kwU1xK3y$b}zI2t9(I;&&mqL{W?nH3mME#t#EX->8fOl+y2CD zGG=jnzx2oor87nG6GWYsA`|jwP}RVB=-B`1pN}3rf+VfGS(YH)-(O$YelH+k08s6* zd>qhK6=!pe_N_pzL09P|5+9{KC>TzV;FlVS96!*x^BKJXd!2(PN|Vkp%sTefX0hlsk9k+Et{ zPY2@fd)EnrzD0%?)$h2yB%(vUy%Z*|E>5)N@_Z*XLg_{@L$3(c>2p!OS9LeLqnx!Q|8ZU3%Kvw{L$X;=Juj7}rOb3kRQl{T{E# z>bW{q#Z0sOIU~XN}5r#lcwv#SkpTE2EPkXOUUDA8+v=uTmZtWIY z+E4FP-ta;S=1HMYD6Kpr)ialxr0x*vB&6oMP-Azsr5j$tUfn=V&1dpyOPcxZLraMY z=#@Je82n9Z!uqfvzzx4!k{KCJ8`O#`rpkAqENldLz;YdtkT@VDB=q~o2Vsfj-$(E# z$zzO=(1?QaQrPz5_3KA>@7ZH)V-t+6q!7Ws2@00*EparHv7Ta9+yL?Q^%YxCXBkzBZtk|OeA_Ctl$}_yj0|3^JfR?2 z&gnEr@E)b#_cwu8c_f&7$!{!fW{_8t>wttd zQ!UAwfZ$Zik;8&sL@}a)!51O2hcNE=ig9C^(YK|c@6jE;AsxgQOr5CoLSU=U>eOZ- zo6dWHQpJlwPgo9danYhfe8zrhfbtAKOzDl+dAYym#s68)$~>$SX{GHMB=~=!=0+4|6?1H)Fm`Gx%1`O_C9J! z)*3)9kW*6f2l>V}2!K|yXTOLOuk-xO3pmG2c3r2f~DRNemn*`BntsgQGV5$f@rQDhT!scqJ2=%}V}?qXn|iBK^6lk)p- zbE4Xo?b~G_btYz;IIS#9Ttc@rF)>ky+!wsQI&&33vTtgjO2jt%`q$lD+8Hq{j&Y?g zo+mIG;~)~Rw6;!3%$7FDaGx3K8%-}2au(t^_C$`@_Y@)l=R} zgNy`j0d|wt)C_Aq`wv9a`18YkG~plj8ib8rcYZUfG6+5CHa0YfubTPica~O#L48>7 zs`t*LL5zoz<9ghO_k)RjjS_P=!L_HL(bAHh$sLWad)Ncp@-ry|^4Pa#9lrM=63h3g zi~u^$IBN>L;3GpDOfxJ^n-PLvQi~$mIeq>9pV}t)i|r_*9fZVnY&~i5=UsXxlFRIG z6*Y6eBBKqreRHil8k;-bsbdKs1)DU}g=jF4qvQdf;bWXeq^ag(tR6D4Hgqg4~t2bS|}y7);c zZ{PmfG@Nov!@Q6qx#>kz4`EhG9W;W`dGSHI<~-A7Ik_@oAv&$n;Sc|4?nvBoYwnL9 z1WTvi-#<3%9FqM8kdg_d6sP1%U7c0nLSU^T+$R-QH+O1hI$`_sDRYGQpOoh4-iZ-YHSO;OW!dc*$mb zXk~_RMUd)oX@eYy62=gLPx9~xIcr)5GwLT)D%p;A7uq>FecH_KX%xD6@8W|v|E=`& zm+bBN%)Y%a{gcwn%zZ6S79XS-NhfU}5-H*=jryk$NoTUbaj2HhnPE#Jg*b0O`CNJh zJNKMWYGxUKc2$B(dHF-;*b=lpR$?ayGM=sk*frGlE&*oIE55Z4hT&O{c`kIZFR3g2 zfv4>zdc-M{U_=4Y(d_7#G^C9D{7dNu#diIlwo>e%9Lk!Q90qw*9?U{8LDAUM)DK6M z{OyI{{lGvOWo2bbf3h>(5jgQgD}`o!7d_`)s$rqSF}RzPKU{kc0RqENk%6GJy1L2> z41$V8O^TBAd4xvIIyE(A=j{9$cmOy*mch`#;J}UpV)s!cj+{8LSwcc$3mx4B+RloT$7NRfR|Otmii^p<$tfAHWu?k22J zUe86l+$es$UljquD_Lz1^78J)wylJK0imNMiYqicBH{s-=@1{^F0ljjR8&+kwl6j$AvZ{PmAE9K?VwUMG)apo65TfwOU;E{Y8bP%v^-+AO>kngi+dl-kXYd!+d zkVq(d<&YeyLJbtcPa7IoER*cUyU($S-`b1Cz0r|%>|!vB-}C28*4+iW@MFLv_8StAalP~H{L1Kguz<&Px zd7_7=>3{I2-n@h8={VRG0B!{{$9Z^mK$xKC=jZ?a_VONuS7&ztg|N)TUp>d+2s%^)Q_s+=~v~6kn6{kyAH^j_-;Nap4x+V;DjFyR4 z$_5l++z9ds)D3B1Z$9JljqM#B7K#;2&S_R1fPMC3?R;WxlcXR%0gJ|s#MS_GkuM1E zTTDvAo;-Z`@CNuriIb75SpV)1uJlNeShgh-D1#8zU%!6+I5c#lp<%COJ;A16W^a#~ zT`=jGpe6y4;+hkyvl6aGC+W+;46&ad(;1%twdK-(zn91#tgfxm@dOC*N6s~}MA zY!r1nV{vhD&Xjr-p-8;WLSdlI&}XpRf`$AG;M1~;@-Nhqw+ zBdj#I&F_wWsdr?gq>n*@Tc~qB)Wg>I&Q`fa1iH0(2|jlQ+$-1=6|kW5gEQrCbWjj2 z5s1hwIDR#%mJl-URxvH%d_0#ss`{X*r^jHxjd5S`u&DDNbsAr6{wt>LDE0&s?p*2m z&rZ}vCQLV~`qt_qpA|~io-G@#VZU&U0@{DFwy|mH&&|#zPP`EcmB2x%E(WL#N`E_F+ny6R^)dllBKh;c#6bBhIr` zE1Ae2T>hH)4)KW-QXo)h1pfuH9=S5enADEWFe5$fIMsh){QbMpl?7Bk^8*JCaMVB{ z(+0gQC=Ecy;?A8r+A1nfJ`R2#f~Uh#suRi%-7HFe&?q;S}nCcfg z_&xY+VrFYw56$c=x7NwMgdcldI#!um(a_M4VgLTr-617?lwK=fZ?zAMNW7Scx{N7v zRv@J$Xpk%>Cf1HqoEs*7DD~Z*Mse5&-s1Mn53ht%&P*5Rd-*8wy>>L8cea zvp{NZD6l67yDKOuU4(E-XpW{e3<^&D+cPJ*;#=g1Ohq{AXyWhr(-i?cRL{>4#X*6v#Yj0z7eqJ{!bG zXpfWA)6z~(0(m!oJj4w;0O+fJZV0`4a;)P_5Zk%k!7PGz-n==2a!7ChLcB2an%hS> zG-3XEYiCe0^a>p|!5nxlV6hu(y>s6_KY}Kedui`Nn`b^_76WY;OR!0~)1wb1lu)d3 zwQ7R~A^?Cw_>;}J!RRuviZ6u-cLh2H3iCmVys?EvqJ0;d?ZKl*H%3H6w4kfWGiYHJfpi3Ybb{Z0tqI-GtLp1e-vl zjbP0?2=NvO0%-dJ)E;Q2feIHaN0vqF`i z(?&OMKEgp~+3TYNbvq*?qYP3e9cq1 zEt-yxFE-}0Q64;cR0(|D0NEMfZx5Ph_ntz4*`GkI-Fpto6irpKy3KqO&P0?4{K?St z2fp893dPU0$9=Q3@yOM1;4vDYWB-JN6P1tlZ%5w(zVF8hopl}8^Rvjc>0%(XGPt>$ zB_$;(v(-LTCl@Zj6mQ72(%QRkUmtqr1u!9r#h=ua6n*+6OOgVd6HL>R(AV@&9$)P) z@nV%4nL4rif!(h!y9i}6h>vib(D~F>O4x*~nFwVI&SnfcpWF1Wtwe#GyCn)^6`ocw zVgbMBeqCdPVM`EL#9e>(_1)GoaNh)=U4bAQ;Mr}^?2i!TJ(5!1)-SycE@|7Q78WZ~ z|4b%ehcVU}XsQgmq(Cdlw^1v-WOe#VK|z60^E;I-TekS3Oc11KdDeoKnSUby=|CFY zvcJ{~F?ar=q9R_1n#k4?)cgL!hvjcCKl={BjqpE6c91((k!mG&-My`QzM~L9G8{m$ zXvfJyC_3j+t{Itp7m9%=oTB?7AyrtCLIb83x6&US5NAQ_d@k-GgvOs~+bf}0V?qQL7rp|)20Bv(a!q%tLY+&E4I;xDE0!g71O2Du;z~qU-|x z^ZKlN!gSw?EhsV}BQw7_qzX4+KOtSFoe2Jz)SaVRfw;h9DkJcjh5~~QPBH{zh2zic z|BGbhmd}BE#N|q$MHaq)&wpDgrg7O5IjdmqNqCAH7K)tFSdn7En_78Qa;SDQlaofU z*~dV&ER8*8e*^p0wnN%#Y27dC5=3Q$Lp%_6%Ht^9^=x3yU}rT0lvV07@sX2P4nKL9 zl>5oAXEOWkUuEni_D^I5xtkg&;2L9adIWvZ0ja+7Ln?jZ|vFSLi@Yr1`!8 z_CM<54;wqMA*tn~kB0xX0qOyB<~n=!Invwn@YgG~Ekc-(GPvdKT_V4j-*YQa^ioao zyQ=%~Yad|x-TYx5?G>Ljj#f)c8tpAD1=xwVj$+`_j>+OVbLLq~x?wbx5qimR7;7W> z=!p{nuyQg`{*wGAP&@WKkmYFmi9FmH5=#iTep&!B|FpiH=MvTPy20&Lb;6%MEl){F zd7hh_EB}Kfxo+-M7pkK`Wvu72wo7UAr-3V%f!vW|3FOw!@a5JkcuY`$fu;pmyEk54 zK6(7OKbl%5nzDTj$Di1#9*+q=lCF955`=ewR=>2_Z}m|2nEwmx5^3n%ggEd->@0bk z54hEQmo8lr0`(mF`}Z3dPz}e*e&Gd%UVODF=?UsI6R=_g z-1fUOmlK8u`%SUkq#La%%ow#PbZtVrE?l^@9VapFryDaXNA= zTjWi>;3dPL+^(gi1>=c*5za#y6E&Gu%3?GJj2Oi#o?+qDIY+0Pml5>$hf+i!cio>{ zFg7gLXrYyZBJ5&jegMgpIZk149|HsN?SR+sU_=PVA^;^OMlC@JVKD?rT>K`OEoVSM zl7ox+z|cLH2E$=IXzGmr{TmGVQ&v{?Cj_1^wY9QP0!U?zjk}St`BGD(=JD@Z)A~8@ z)w8~hu2D6m!>h}q=>t%UD-gxk2>XXG-raN}4siyP#mPR7nv&%|oRly}L?b|;HlVnc zqXGjUWj#!KD~(R1d~z?MH(`~T$~pTbaVV+~9q7Y%Kpjr}n+%)zQ)MM`b|erlYSKG4 z&gxsOgW8F53JSDQ5?&9XWF%dL0!_@U?(4tr zW4;j~lOCM|h!qLl?0)Cct%LYg5Jj0;=8ppePeRQTflOf! zfI(HS+W?&>5)N>%sr_l0%ei~;f1nj~YEw}fLhEq7q|o_|?)VLjG?^ei_zJw0c8HD= z&4+rwH^vSu$u@*kLR^TJranZZM7p|8w!*aQhskMN(Vp-8BO`D&$<|a zB@sGK<@{HyvyU+M*31EQax9u?AYsU8YBDT%nWc!dC0K*RUO=Zo0Q}C|w@3FfFx=tu zM*||2foL|*Ur`h-!N9{^fS&z?XD|w>rvac80`LF|Iq^v%&VSyvsu=-b10g6gA9;7U zTBJp2{8C4+qyKkdNqOu;X-IbHM**-;4k0~8#CqYf?P6hhh*hTa?jZhv$X*aC7xet! zy`_?HH9)F^pd%1gWDp-gOENPv2@pU8q4sfV{zOoOCPdT$;FDAaBDIkSq&S07NC4mm zfOh5b>CT>u&T05RC5ATCJDtF`M4AKRV1-k=D391B3C=@+R9HY-m+48uGQD8mydW9H z72)+)I-(R{=pk$>NLZz5-c)vH_>nW;xBG#tDJwbTPytjvN{_Us1UrmJVP;TPiPwTIyHG zK|LqETRY2rwJAmjO_-8K3_avqgAhDF=Xe|?m$UYY`{3q!4qM<693jBgSCxrBz@K82 zPd*L{(=>K9;NkgKfC7N2ibeTe1BA7>h@o@wi zhPi2Z%++W>&d-vYMDeVU? z)w@f?VnOx@ZPLxdLrd?*{zjFd4_Ov^l%=%a+L_techl2PBi=t(9Uecv2FM2e6LNl2 z`-Se0AI}ep%J({`ABS{Ab~PEyO-yP-v9Naoh$n)u1ur9`y_dI2jRc$N5E~J)DlfT` z))TPncVpc4&V1VtNFQ1v+({DPis~%KLj@uODw7<&s^?LU$pGoyAyv}?YYd4NRc%Qc z$&Vu=gCR4{4deu7CA!}Db{s#%m+_u@C>q^JZSCNsa z_QekF9sVPbq-3q!25)6*TPu5q3g@FIw--8|xcG=Iaknk@6cJ}$g}RQt6$iif`8b9IW(smvZEO^F2-m?3_+5zgZ?Go)GX|& z^TPY(^5SCIf44an1ZQ!wf}ZesjiAG+*VSg# z?_1|zS|g`|`jFS^VPI1um{`58+;df9F5f5Bib>^BKBgko`aFK@`w{xvq2g&+m_P2B z^x-E)m|MBgTO$7I)vJPpiHVYxwAO^36v56S=oO3TZ+wnJ3P{G^w+cO#4j{2lVt;F> zlBq>FAJ8k#~bnHfP!$w+8HFv-$Hz=8i^cS$R zppLEr=lPtQq7YmaHMl}BT`MIl^QA_W8^@eO{3$ehl`}lupCn{)^zNv1^WuqjHv8W3f?$bZb z@h}-Al{hgj7v|B{la-p=@RN#ovL%AWuC9sftk&*i`iG?#hg`ID;nugP+g|3M3?eW~6 z?Qk)OS!0lA6jVY(3(oeynBZPS!~qn-tF`T_**g&lC1MR=V+FlT)d5Gbq%1RU^$g~X zt1+d)VLiKJ`*uttr>T15Flw+|@NFDzhGU&^qv0@ouS-_TrZWvO=c$V@>_GBGKgXuO z&AI?>lE~&GLTVRhZ}CPyN2SP zM~KGbE4Q*}E%EJ`qoco38WtWJ`mUvk@Ky<%2NG;0_@+H{1y2YhmS zch`SRs^im6+%HQ?VxD;%ZQvoSb)$Wg&ARGx>x(aLb9nuY4 zMcKG(v8DgDc?`}Fhl~=ntL0;L^)~dTZc^mcXo(9r&V1;@k?*ZeWsxtTc>54_Iv(G+g^G8>@_XvAm7%Pw*F2gV@k^m zy4>Xad?j4LJ2(@@kO^)yzkAY|^VJ_Cb>;ZQzQMsbHFDsz_JfBHRbQH%;pV2pOeep5 z$!whMIgUN->>&i%4-@jd4a6leS#4xnj`;8un}Sml}?pN-CEK0B4$lV z&>=?ah#GeOE{#U}LGv%pvHX>3Gu72DzrPl^ zvR2!ozT(auBF|^xS-gt`*CGVg{Tr;Po{TJXQBtT&FAoQY>e7!`wz9DL;pFZNo@;ru zkT7&-Vpr)b<-D=iHp3bS4Gp#X@x4Y>VkFI4ssT8)535RK9~kE$0b0^`pk_agib~_- z)<0Rl0KW=Gs*-7>?BPC|{Pahs?oeinHA5E;R~wC4-N9rh0UHszJuD{127L?}tvA&Y z>fQ_dl}@*cHG3yb(b={VI-3r|o;`PQ0l~$zn5ZC-;P?V@qlrK=F&u(Il*r3XHq1^| zy{YJQ>Lo-9IFuVuh+FN_NAjI?Kr1y8o4~iub5Qz`J*h+|S8o+}o0J+Tw!1K*Vd`_; z%xuHr1dH{_fw^l*he8dFDEsv^;ygF#ftF;6ojy&ELBorb0mA~jLnSNYqI#v?`w=lv zU9z`;jD?86b#rrab?B)tU%#q!Nr;H(njY|wK?IqI-XaUbQDb9mO^Cg-vrbqA4JHB} z5UGt6xbq-aEi85IrpxOq6DpX-$4VYX#2q@pM?$4`7?dZFHZo72(S@8IUNJoUWD61% zP$Ih9cS~8wd;;p`^en#k3|}KH;VYPD;b0ISk(ku@Qz8LTjpFqjSqwt$M>=qiDI^be z5C_z2Wt|edJM!P}KJSNBi|$6aAlO4%AGVBl<Z zQ9Y?q-au9L4z%A(ajdr#jpXz<#Qivj1$=Kt!#>y9M!t2jjV<`0bC$aFz#hGt@N@E|? z6&VbGcA6unj5s~3KVqS)$_q0yGKhELi4K_vI8hb}9@*Wkhfw)uOoMk%BO8fWq{8T> z4y%sGs~~enum`|PiIAPfG-hOKi;t_S98vN1mgwNo;zm@#>(Om41Hz{?zUA<8;~H}_}J=Pj?tjmBG!L7pqoS;X$bVMgRLK)#(A34E!e@$%2R(WK_YyoqRBaV}qq)8%xI71T{u zj2Mb66g4Kv%jCC8LHdNhi(V|4c3O1iiaVigk^~;nroQ?pb&kao28OV$BLHUyY`}Ji zwh=Jz2o3k}6FHllv4@SVdFucj*ToKm2wJx*o8~=5jXMK<4C(Byu56(EY&`BH3k)d> z@*Y3Q8Vyj-Z7}5o-m*#8bujY3=pCl9F`^j#?bW$w!R(Szg&#hgSrxtJ|1@65;wGk? z5j=j5**U@$udIh{Ld)}v2TQ7hXk+IzI64C>YqA>Kz7~BwJvQnxxEaY=McCN1Bs>kl zSS?<`7{KB>5-)gS!WjgGa|cqg*4~J%gIeR%vA+~?=74g>9DcEbtj0)077-aJEGXaw zpAy1s1+hg5U6{m6yf#9)1jBJW^h5|BrOlLEH^&GUkE+cl<*fN4tLtP)IIDk$+!D}11vLsW5)%7_recqcXhuaJGe z?9lLV6{zg<mbvwZl=yPf$*Ry;UtKQ>zfujn3ZBaBY;nHx$6r!-e1w{ zP=txtg*E<53A=#t322@CBw`=>-Mg1TJX8ehizj|m4J3M|GvAWX5IAyx{9d0^L7#?f z5Kt4Zuc}&(ZC~TtsKZ*bp0|i*TOhEuw$=fl(1F3IYN%vY-wIsOHttq%)&mT&6Mn?S zAf}JRJ%e{#(0k3)Ttaod)dEjGz*r8`O9)KFLl<1F!y_Y=Ucz6+Z6p+K$c(1AR*eV^ z`G|z9xtP5N4%Cq{U?3-QwdHre_^p=V@msmfn44xSd;A&k zJJ?qV_9B{O!64qsc6`WJxL}3*xA-nCFJ~d%Nj$mWjR5g?n0u?n0l`xt)Faa7AQhy* zg6A0Fltgzo2C*A1XKCbp8XEcuclFcSjgu=|ckIxN*sY^hao-^+`=JDsI@QZ+(fq|H zF%}Ig@+C%TlYaF!Ha@lKE>Ia@G&fzjgxMNH?`rz!dUJe}!b);BfAz)t*f<#wpA$c^ z;$Z@ag*WFB&zm5!P{z>l31wbDsV#XHyMYfIoAMW%6lLIDbxz9*mWxa)w%aP83??c} zAqsP>HOur$aFskE^51leQ%&r&k2}S!NcfQBGLlceqAJ z4v_V?$bps?-lrJFC#kztBtDREP7IBTs%r^^<rJ6p!<}xW31{Q}gp4-uZ%`d3bc1;uGrN}E`+h#(B3^pbnVBnHQWrWCrHD=!^ zVS#*=c!JF*6btn{L&T1C3k4fo_FTt_Ot3~exQ|64G#Y}HL(@G?^NRa?)w+=!R`-p9 zG9k$(d0oQR8EHPNynpE&9teUkw`y`d6*Z0e*|-sCj1kHwuM^m|a*jC7uqLcABg4hZ z`&bY~=x>pRH@ny5$IT*?6L^rwUstOC9-D$vB1Fl+&3j#wTi$HSJMUcJ*-i8h64Ci| z09x{I!gA}bD9B?5z6M2{=MXsJz|1fQ~1yzGLS$KWoI_ zEY*HkO)pN7$74gM)$$~0EtvS;MpZW@SUVKHB4X^v*szbVM^l~N_x#tjPm$y3m{EN> zx>oR{By_1WfQh*i&#D{GT=!v<@O)0C9KrHKS*$W>(ZPmps>3|G4?|F&ku7hj%z;S0 z8BVf5$%Hp1Scs84%-vYtt$iitz8gt(BrIN4yRqZh2oPUnFJ7cUmias8(NO*Rh*@wv zY38`nt9NRhlvGK;NVu5W5jLWn;<(*NML5R(cyLw0hYxR1J}u9T5|clK2tY?S*b~sE z0f8H?!xSt+jHt#Cze4@42f-Uejfw0)VM9zh-T~lf+rR-aw~R_xVdqm#fvPG$Fj?|5 zzt>ylE)88l;tmSbOISgHNCv?fxAnk4Bs4*{zJhv}Gw*#ofP%ULpSvBG(Th!TMdlOfPQ@RO5>*I^Bc#ZE=-VT|b znIY1gZ{NNp9$ZE|;{XpPXcePCagrdID*CGBfE*-;?ZP*^rSOOeF>&z*q+@d}f^Ro! zMc|1ByWl`zYy&}~U<(Ukv0q7eu>g}1@prTVUaMBFRiJ>gc!U;7sU~C%1vP4uZd-EnvJVqjh`{Y7&tJ!Yo!_fBzjk z`{pCGEFvfaAeZZs|Lxm1Kg>?wnjd=r1Zw&1C1U6BA9jMa_xGCsWXA$*v6$C497hHp znDrv|?JtLOckbS8z?PI>@Qb%{*U?CH^s0$pt;5r;E<$|&4pb7{_TYt^r$zz>P7yLC z5s85hO5v2~=n!lU;$d+&Z{8$^jSZ?EXU?dBBO$PI1mSrG28J7LX_2j`#wo-UEpAZl zt8;3jF%_uCM3VgwLm;2sPpMpHM?z8rfa=HQtpJ8`;?crvDg zeilD^UFW?4r-Ba6F`{Ri1Q~;}z)h6Fj#M{0jW9j3BGPy*6B!=Fd3^sI?}-tX5@^u{ zx8^wTlnOjA&wh2${$_ju949O8CO{N>fDSP{^bl8Zqbo1fK<$fsoGNk7zkdCSF%8W` z`a#>LS*4kw_!@q=v^Q8{mil8}qlrnTNMcq(Q#1xahEiSD)y0Yj=~W>jOU&d^?D=cL z;61kgcDA_@$q|>3K+I*~-1u^!irtz$iQc;rmMADxaYEYv#n@XwWw~x`xF3js zv{BaTE`pud z%0kMBEJl^Yafu zUQG|>KJYup0>=jAU)*5j)-bQ=3J(o!g{a>bvV(Buqk(y8CB}GxZhQ$sK1BKhw`lbw z8{2>#n+{cO+=*l7h-;Fch|hr984~%{0_=;WEv5jXtRgy@pogHaW#hAk=oD0zlNMyg zCKM380SE8#4#znzf5dMASC3NcFY0F(<&uWu7jQ8mU~ilUk;aT8tnf%qle9TbR`D7m zqy6YBa52vZ)A(dC#{xyrv5pGT%j27*lp2}V=jkv|$^4ejAgC^E3^OFH-qWH4BjRgV ztdRv0P7n5uj?$1wF8WQ)z%u~D#1CMLKw&J16g07d3<@HOf`vd0947$50U@T2kQw1m z6|m<(v5XL0o?se32Y#8?L&S7Bm|50=>+8IS7<62(Uc5146c(mLO6VZ27=d&1_pj5F z8SZdM3;jJLp*wb`*2BYzw{r{Y0ej~0!ld$mxaP-5CIxYGz4rQwTl>0A%h0%#7hu;0sGTo zXI=`?V?rjQ9TL!*uh%{Ziv9~iH6%!87B0*D3}OnH9t^_5Q}eBvu=*nL9I6F;TD!2k zE>sSSBN_(e#$bxbKdPtk{-0}EUfET@5rL@vK7anK6~+Jr0C?1E00ru6@rL3oi0?2_ zTeA(5^E>|%T|GP+HSrm`5HJl&67mb<6E52`6p+e-U5s1kzb=oOYn+^+3(BULC`zw1 z7)9>x?zF6|7b19|^wQLBJzAi_9NA9;&K?MCkZes5N$|fAD^Jf6r%e9#%(eMGCp07%gE^apvHjWy$~{i1u=ncyNB_b8asB;=C0X9d*I#B{PGJC{7I(L>e(e|!em zxiL_%K&#u%La?R=8xAZj6jU%$<-h7Aq(r1njSVhWr8>#7~yVVWWGZp4PLc?`Qi;cvK28w6B@ICP9&T)!WL2tXj< zKq|oSx4^!F1vVERyZ@RZXVVpmHU1zEU8C{=H3(_x5%~IHjdO`onfsrKQSfPFX1?e@ z!x5WK@qf{cH*-A`gW!P{TnLDY+IcB{RXqvMjDX z^fB>#-*7b3f7Ztb#9MCg7N(g_P=!X37p>6i0>KH`O?zvPy4MIil|hPY(|kQ$hS_{U81;n zvHbf{@N`cs5g`S7GeE>D6_NW?-+WJw@TBGOTTOYFXPYBu)-2@tcxj#O0e^}`+}`eB zGR2>;y!=u){Pa4j2@Xylp0aXWN<`kTBL)U~^lP6!m0QnJBKNBiO+EiADN~5yoEsU3 zWLKul4!Ow0*r(H#qd@BnR?QRJ_>!El#2|bIe2?%w*7DdL?Ln;{rte=%>FGQ_)Z~>d z#LzB#^Xx-S|9gvMQpPL|?YIRk<F*lUXK>T`VQQUTD-YcU z4{|*(=F{ArZK12MUZhiq-0gD0Yn+1 zTgb%e9&KV}`h!2mG)+7*r`j3~6$k|`yd@qV(cf)tc!O-GZ@K{E>~=lbJPz?f*|kw9 zeOO)s{qPw|Gc)bCKIFD>o4LATcHTL?DQB6pn+kpT>62PJ7V;Z^4aGl|H zq{9}CbL{4#emA(O?ftHsI`;HFZn5nMAxl5Ktr+2F|BSHu{q2Sr#%od**0@aZtplGZ z;&K?d1JMsl^!&Jplm0VODF1mWabBC38AC%Y4!UXNCG1hx?%msgs&ZB>xg|JVPqqze z0|H(Ozd9RTl#ypoFocokB0;Kf>%eDfQE?h&PAt^UEqeEetGH>BzQsmi67m~1T>cEUy_vy576&~n zjCl`D62@q1G?ZywT@M7`^ycQ-9cK$Be>TtQ=fy5?TsNA|I!~g`iUF*f(9wFSb04cM z{MLHojTRQrEIow-1O)OY-VjbzMl=uf0m;T5*(Hsb@+#ykI(mUilByvG~G-Pp`fDv*{BmdTjbUh;$nOu zGl+&7gyZtPhZ#fDec@rWTrBTzHny~(qgz`y?aTl7oA1F*I2@Lc*K5#T-JxFUZs+1C zrgV};enb83*=6pb-*j0=chb?>{w>+->zlZ!7_!UsW}ij*e{PHDCcHYFbXt_1xnE0E>W}q`{_Nel1Ubls zpH8pOZ-&wWbJNrHvawMwZwj}SYO#xoICfy%ME(@JK;)m{NdM*;dV=XAOM?d~Nf*+R zKH&~rLP>-;}A8b?M#`)jP=!^v=prM>8InZBQG|8tAR zCv~xoXLOP8oq{fy@QpF`iWVjs!ncs+4-O3!XWy>eQQ+l9lADw9;}aji4o+9Mp~49r zOW+qqK&}xNf&j={>ANu9g1@8DS&^3ykmJu9zBOTWml_zYtYS6i<|>kdi$(Y6&m<=Q z)A8;iSuGHOl!HOtavRR=XAhQ@dH=g5Y#z8MmXPpK@*uO^(<>=3#1xExpc@-}LZ#fw z;7cNNg+m<*1-Wv7$aKCpg~1S`*M5VaB+8&(le}wSX#4!iKl=l3tq~&x%Lp>*u2Fn^ zd|f#d(KAmMXN=rP>aiUuQIKXBZ_MnU=| zh)Dr{e~er-Hvjt^TL;|>#mpFaHoW$?<-RR#SvUpA;|YifBcI_WrlN{KSbUX@ZdOxP`^&qw7ZZ|B!_%^ zDm6ks!{4ihiPx*WYYV0PUFGEx+NMXAbvJ<*LHDZ&K!{Bsmw?&MS zS5Rn$*t-H;V^6-1+!pSvL{xW>pk?bv>~CPeN6ciPI?=xOB0k<94ik|Mz@A;dhXaoy zCjsopL^nl>I5gyQV;GqkHfL^z1QP^$PuDQ@T|K>;*_JXZ3`jd8HD)BAgIMw)rS}os z<~)0^zcd|vMx1E%&g+O-4`J%V)9{mLYy;GYJsg`9mypvq@_PIveGxzr)D&u=`V0u* z3y{MARPH?F8Lg%PTMk^Id~YaSXk5Jo3!OR^jK|hTEvUq3ckqA*24?;wl%W09c3#)r z{ogH1FY$_80@SR6!1OgADfqbss=PcPtAlJEIlHIm)4xYrqsl7_mv*DaC7^tFSDDV4D1_1)7`aE!W~H8~mz?h*m8BFRrs=|g_l zqN*0^Z_yBPfCEbQt5zy7%}G%pU+q;~@&JV&3K7~{Z9;+$4F!qvGAmd3!ZG6yRs0>- z^+USTpP&~683uK!$E8Nb0WmxN^1KniaGFD-E?A~Nzk3Qpka zwyDw4grE~}fON9rl7q7|1`2%qDz>SPNxUU*;7AQ}312YxgN!^Iv@$QD;s@_FOXnss zE_36yY)H&a^Epf+GM9fknWl>bM}%PW|M}~6X(j4()v?Qe4zy+{k%PS+6LNb-2|v!L~FJsBPs#}m<0xF#NUM&`9L9p=*xg2R~n~%FM*jm0J7@jvIr*Vp2E zYfsooaC%5^{1+8O+=-$mN=9q%uFa#;VUdOeEoQfh74y$`-To<2;bcMo$5FS6etbez zRi=r5|3|>U?Q;|Qk>-%2`ya%c<9#&BSIY1QePC_Ie_Pr z`|tB{)4O4t9(O`sZL|z0ZgN;;k(UA_u>3y;q~NSZ`GOlDzoZ}ZBv4#|yjzxrJ^n7jH3PEf zS*fmWMPAMm&-q|XqR3cYIsS*KyymLg{~CEYS_0zY>4cdVeP-m-#RDOl#`De1W9DdV zETm#Cn8lD2J`CB;A5t2B?Fo-T{oltRQj%Pw(yR2H?G7XW;pvt`0RAhcn}C|?7NffnE~_3uUqDhLFfmSiQoZ^1qQ^Shmv=Xm zHrXGHvkGjZ5zvVECyjO`6*~kGWl2ETy!h@n@l7=~(0aYPA@e6%BIw!y3$o;67ie?c z;Y)-TJCG=V&O!X3-HG(d{Q_#yA7IcyL&3H<%32E9Hbk@wbUu`-Fzz6rju6rfB9nw{ z$d@*1Kq7(mq8&Cy5Q$-+zzo!ZWDsEwKtq8c+NRhz&dT}c2LA8gn-f;y0Gps9ICLGq zEJ2rZXv9mg-S~?$j9Tp3x0IU}zrVhZi)hEpem0fTcB`Jq`dD1DLuqX11k>L!}O`Z zg$y6@2L%I}0Hi^Y>JONg#@pCOze1$xa`{yw<5Z1ZR82{d05%uh@(Qh^%dJ1d61R;M zF356nVs`I~vf=Fgeo{44b;0c9E;Att*=SsL9?qoPz)b>OZX)IUX*66os5EMFmj4C6 zO%|whVXcJ6hmdcda~gy}wpZ=?6WAl5uA`=IH#P^4$_SD{FohsBiw06fZVUb;3HE#QF1q zl>66N*`yEmsS+R6e^F^FR)=4eVj2}6%$LrTG&J-HG-AtAQOZec5#|o|rdWmY{UW>yIKz7} zBnot{CBd2g#|{gew+yCrlJL2a#{qr%N6svLyu*D!c_D<5(a z8yyy1+To_7SmjJ;{`J6fK%SO3^nHaldm=S`au@l?ji-tV(bP-dKZWqJ8K zBExbCb8S5P(m)^Hq5Hw{^^|w+=b=XzEMX;j{C=q=+k)nkS&x?%S2pK&J>X$qT>IwV zdd_R9XSWhAaksB0EdB0_lCmbOXn4U?B#L408!ctNe;d8(@$>vg8i$no)bIg1|Kq~% zT_36&Nx!~YTqLHt>4RC}KuF8W=P%DF{qFOu{nCVi=_85mhys(kDsq!r$3K^|NOS*y|~?tkk>n|uKYo=gYEVkGq=94e*ARW76VzJ~VB<=ydPc|WXw84BGLp5Kk<5BUD=0`qOGoY%Qa!?s@bD^u5< zH$KXJ+hZI3Q1zIAN;oQk*^*rB36V|lb)ZLtUdrR56;x?@+fz_U=J2P>7H@0vQsk8h zu$Q-|dN~NW|6u&_1TFbS<|~!G#hX>u!C3t-7#zOpx!+0cI}ndm%0*I+fISJA94lZN zx^^1Ge?3%(9BBwRpV0CB(N%}*s@UuOo385dTL)kf#;fWV|Mk3mYnLAz$5%;=8Rc6R zy`h-|BMrt$Pw$|A^jl^ssx6``NAE3uinx41Pf4YE|5isQ&kZ?J)rCJNo#NN%;C^k3OcBxuos=_+&MVxNZNlfQf$cp&k}{2nblud-3)A~ z*k$t=sc!76>ihO8!u(#y)0Y8JU-eo?+woDzv}!OnH+@vp{2?JeKDcP|aps+(FBTtI zLS8*IjODVx$k42)3(_*zkaoCCD*vW4I}?Ht4i%Vm+NJfqfeJO6Xpa} z)Rp=-3`*@vIIgP=f4bP&c@mi#m$FA5!Bbl=1f)HcYhqYfA~Ovqs6gTi#T?hALhh17 z_WWe-MBBEQayN#q-1ajSWV7LGB__&>UC``MsIXlhDNXe zTO>V9i<>t+^7C%PUIquHXWdJgFsQz7kKD5sTEX}E{7$8?zpuZn(Z|MCv3rbFf-mX~ zmeQvnMlKb%YBc-ETa$ZimQ#X#Y1e-KJg;Auu-89GWxD_E*zb>LeiQvI`8%p9iGdOA z!D;{xekqNH%f(gu{VT4MprD3%270T32mfRH}4O_#xz7^}SX|8Bcc3r9G$*NCD{T z+G@Ik?QeI{znfed=F$J$l2!CYkf=TZ0;k>ylPuX_GQaF{XHkfdBk^p5a{vfh#y8(C ztS$wvt-9ewP0kLUM-h4N6Xc zyHd>6Tk$?k4Mv-XO+TD|8DhMBjBn0-8$xT*J5PhIyxlhb{W7!s%^TUW?bMy4DDNNU z-{_oeCUH>6O8vv#V_rL{i_x~;)hhaG1L300GO4r0B+kt`57-gtQS+bw1Y1nx(CHhb zjDwF!z@Wbd`o8t~Ld6lyd{;>W#1-z3 zOj)S5zE*XeL;d;X?BCRMJ?n9oWTt9M|L9eQpzqzWOXlNy2I9~g&-}4@c)_LHOUHxc z$ZG(V0MJvPeXORI!zWyzya3BN`AHwQenfo~#8<5o6O>n{tDnK41y(8A{AJPaNBdnN zbm!oq<5LNH;^4tnWd8Bf6fOI&oAgmBZ7n`x^ICQ&ErULA1+_Lk&nEu-LHc@Q=}L*k z9BikUH8lb-^f#R3{$k<OO`q?V)B!4nXQXzvncc+ zz+uMnilDj-NMHvmz0_B15?s8q8_GpHt>$0VOV-Q3wf5Ri(JH)wrZ6(F-ZR8Bw; zlz}rUDgxQHXFuFYtbf=gtbCzgow@;wei_@n(^>>wBKH(S6;zB7Toxi8fzASWTxBO_ zJ_!2((oC^nA86?O$_`Kx3n+!qNi#i>cO5aI+<3{tVYqElazUENE@Iu@$Q~ z(AItqAK*$i)maAy$MYgeEv zRjTQj2o_K{x4?n~BA9ld6YYQ{0I{kdTrkA15BZ5Jd^h14bT93`FIJG@ zw<6Nb?)pZXLw{B_ytTSx=9-K}b5@Y5@R1qZib66;8eg_80jyWYJn6@m9n@ z0e{}X2o*Q?dK0X)Z&T;*8KxCfA|-S{{E%bU^Mux7h1Nc~MwuOi|HR1hbE7w*PT5>X&MpH!<$hM-^c5vLLvc?1`Y?#gpeaXd z23ivwmX4%9m_-<^f;{H@apt3aCN9Q1r*8`?N=7@WmqEJ{7s*-5v>UqvT2F1BhpHNBUL$I!+oBw_pqylyj{YJ{xtHt zZ4P4G*4EF5fw{v=yF?^w!F;Qn*;1+~4)(fjWVeBP3=zk(BM1KyK4gB)2O5dgZH>3P z=()IPZ1rwv+%weu@wok5QCd*&mqALpmN_ywS*KcQ&3-0#bli{G<-motrM2C_CQcNI z;LL{}biwBIzWUOj&DrS`nLG#wWUw~N5(#cuE?PsWXT4m&xysH8vCEot@W0nmvH9eTbg^ zU@8OJRG&k!{5ZPtYIK#eP1z!-GmaLrGsX&}gu^ps<|n_A}!DZbL^U-xB7LqKbJXaJ-g-{R$ zUA=E|a15N_E-&IqJmC7>=)s;R0 z8$Fp`DWfA9Eb=3uLT58xfw*K~hkCeHu=(D@KVzCJrBN+2&!tn%q&MyL-w zw3A#4*&9!OGh`6b*4aOKai;l(p1@;thzVhFkfpkLA*pzAQX`@7=wZe0w^(7a>ZS=_ zadEFbjA+%CaeH#*%DAnPqA5g)C2y1`9TUpHq6oc>dilugzx;lL!s{dRV~nE*fRKDx zj&N{gMGag0Fme3Qdzlbo6=bj03B0h3M zY3dT%*wuf)!otFhrZdoXzPaBz?h6l<`Y=`9 z)8ueY8Vjp7C_qxwhMc3RNvkasCI?J|Fh1UhSnt!VNj>Px?V)kWPuCwzqh17Pk_lGe zLOc?)$9Ts!^^J~fSEX|564-+5-JCih=@|1s6&nRQ`0h}RShmXiF$@T(yCC&c>-p#M z$9Dz_#@nB7XUeMETGo#_$%UIm+W%c7?dTF)ehyVJMhVYna6nljz011dz=nY?KA9mM z!m2vW5kV4pDZRYr4My~EcT2OF{leaj>Pb!If?JhxENpCTpL$qi4I6Qwd@P55 zZluwYAxCWR{ju;}t%J>3e1gM6A)gIVI3NUo@eKzTXJMOD&inCEVHAC@5bW5~Np zf)H$ILhexzg?F2nPh60B(kJZoxuOrhiT8MWg`F_ZR9~aD;`__JIFo0!>B1uQ_7LFB zfP)Ezf+9Bp0=U<8jh+N_3g-|xt1cyf)Jxyg5`5U&{CbphF3x|;uKC>8N35+~Xo3Nm zkJkEu2$tl82M?On+WI~aYd^2=WG60&-d7v{nh4cUs;ehg9$dS*a>2&7#K`iVM|()p z^WEFd1vDrtlL~U;?U_J!i>X>P*gu6kZ^_$c#wbP#Z{j228Mc~EZcr=$@&Kv&fq58# zje*hQJxD8n9yG*~!~n`q7aM;${7somRZZ&J=YX)Pb^j?07fKK-4@r1G_DQ=%HAOaI z7Yo~st@Qw&AaOB~_91QWDI;k^Z8$iPh`Rf>VG+{y_qSKZGmp3RI6B7o?9etcsR&4& zDVH_~vLksu0EKHA+Vr~kG3UGnKbn2PYDd$d78&HRxVv^nyWY_fCuL@+qGzi5+NDl2 zurEPT=2~0B_N%K4bv#v^sk@PTYf~aOuTx4(M~4PwLaR*!1A~$D*H;*q0~dGQ%X4+q zunTwsCMJmV?zfxF2yrLjf!hIp;oe4b9Hrpc)aGj*&b33@Lxr#I4h^Tnr9WWlfnU@fkZ(=S>*f-(8D60c(^>zmoX7zdFyM$GebE)Yn`|Vh!rkE(ar9| z6C!n;q?xQ<`TnF1GB%@J~rPN2#|Yf9Ub%HIcR?EDY#LvyGzpg_WPod29fD%ikFu>o&MvM*xT>*OageTK@b9MoJI^x9GVsbIe6$ zioV==XnAipQX8Ulh&F?jnPmQ;B&vgAy|JR{{@i0i|KnX@J!gdBX5oKmt7pGSVIt)G zous3bbBsk={w7>dVi$qc4_ait@m$ZItpN8OD%W3BPYK*ZG@G&kpJ_{-hCeR_7k zW@Br^?fHXNNciJYN5Q`Qu)FrU0Hi{(2-9U%GibJFpJvpE-?)AiN=H0S8$v?DQ!-n6 zgtw#8rTWbx>4=liP+5;ZOTm&Rhfibro%f>pCHc5`2k`RrP{?GLy$gzrj^3XBE7BEG z`cFHmn2kqOL9x(=3?`c>Wa+^_4LNkA?F;xD2L=aYp;s#kl6Jh>aRDzip*YzgA$k+5_G+U69v;;2f zdl2C$s_=A?r>!p2Z%pBToc@F)GKv2F3JZ0dAvV8_r61XhPw2+;fiEr7d-}OMq*LEu{ROe_QPdxry zMcUA;k4Mh=R@oG?Rs?8rWjFtR2P7&4;s|OS-M4mE!Nll~l;455gz^Pj6{5%DHj4{r zw1;sLsu0a>_ninLT<)%N+f|VmC&&+$)O>lII{hdZ+N~q4)F$0{3tbz?v2~SGwzW^)t38lT(Ug};^a-(# zxS^FvSi&_Z&$dZlc=IN`y>|pHnmVry`h-Lg5Fjgy%4qt+IBOX#6j}(Wnf!)Vv!%RG zaIWZK7bx{bpDLh7E4VZ@}( ziWJ~IoPtb~e(jUNwH0CSL;5{j9B#Aad7SpThPo_=_T!IrBIwAgf{UINehV|a9gf*+ zlMPoK_xCDXx(zXoe@W}#L2s$SSSOQb1e#`P<>rkStr0f<;KC(lMf3U zTXb=C)%+>KE|TY57r)^M(iSLYLQq3lBrmUgxAou(&)Rem`<9I@8@`15!^fh^@?HBW z`VrLP*wov`TO#gwusXt!^%cX4YMbsq2d8#S6TEkS4hW%+3_15PA;l2Kh>Ov?OGaOo zHP_u4{?$QddGKEtxs*PvLm^6v`f+mj9X5KDqL(jHqef=LqveOC%-E=z<|{>)^FUas4yM1MQ}`g-DU2t3IQDihgmWwZYbd)N0jz$JE=)38MhZ5Fx zm-nAn4ttrk3=G};l~GrF@O8ThOKA&3L!*KxwxcUy2GhO$%hw;rKi*e*<*9GKx!2&s z2Z*04+u1fB4n~%koMp{=7rW?jt81(`6W8+X^A7KY9OpPYNKF<~m=%%cDy{sz`y!8p z!GFL1g@*eVJniuFlOfo!kH}piUJUq*bDE#qlQ)(P(c{f{pz^##zyB!wDKmFV^zs;g zvOp-ST6zwLVs0F`DfXARlzy81jqZ@W6%+pos#hWlnRKS6W?CP?;(Qs4faW~ywejaU zpXyBrt*UX(zc0G|!b&`KFe!(GfLeUWz%9Z>=yRnP^JR|X$hp7zp_%z1ZPMoqgsaQc zIOr&eCwt_l29jiIT2+@m-M4)DTWYcRo^E)U{RKRX+_-(fUz-h4Wo^Gp-W)IZ>Vw}$t;Lh^_3k`*X2V@Y1|p*O-+IV(M3d!Pw$nQsA7j@FG_FP!&CGT=O!G#9cMd-mk@XZr(KgHlxrI zLw94n@N`D!OQsHz_YMu2f!6V^W&cBN#A*kYf3Wehf?RdnY8ApnB(I;Vt^j^#K!}#c z*TNN)8U*(ClB9@QKE29sjDbbtO)~enX{56&OSRyAy7*w=c+mwaaVjStaSY6f2f?SK zqtr3dj&-onW8WQEuDy+0g3bV1dIanm4DCIvZlDxHGvYSTC4QYwV@p(oUP~Q7hl;q* zI{G~Iq7Ll2wdJnY^TdzyJ9eL4VpgOQIRMOAqrKnD_0i2N>(hranPbH)2aLKFs2dor zZ&to}Q+TD%4%nzO9;>OkCE5U7SAuc~1ovjZ5CID}=sN{~P}yhOZdJ_-tR?}QkG_B& zLOKnWXjcM_9w{AwX7gT^MeOJj@_bQJ47V4j8{BfsCfz->p2VI##2WZsgeukiq>k^G zdS+glCr;6LA21|eq2L6xhrYBF6nFv_A^t$kgK@d6JQW0U=sO*kR6fSjqkt(R`fIBa1wBSv)*Vh? z4H5*8>}Yy*fe{@KVwf+W00oTo2QZO4mPvq_(nSUh85k(L+JzwERS?>RsTWi|(4cNI zB=jvSdmQTIL-zLmOpWcUv!|3>K|&f^Z*kEB`eAT9`efOXAr&y=tTF4RjHIU)Db=zU zi-7yN2w(FX1pcHC3t$IH5!fa1280#gdDQk>p*aM4(Xeb z*NwF6F6ch`Hm3p_IPO=2q&0M$YAhs&C#YiIUYl0a8sloc3O%XJa)Uf=R@I^e7S4vr z&d!x&>itFYcY0kJJfbQxnd|Z#Nw`qFtueV# zbyOu9Y4_qeW#P#FXQyE?cQ3C|;9udCeSM#abbxFh9j(->fH8#zRA82a#^7Kqv&tj@ zXag#?-)8mseY=HT=JaLgnq>s#vl%eT=4-MctsW3Yr*_dbF0SEq2X;pfWi{bk^-%31 zXeMzUHJ~*to$?H#Y2jU5_IK>j%v8vu-936h(4n|7&&S$wYZhJo1FxTviCDy(;1hI??HgcR^TR5K zS9dQc_=k+S+%UCKyIlnDh**5XpObZOb|ZjoGx z`uswn-0DUcs8BD5cQ(81SGU**#J_mqHvVLrvVEVwN_;}+=?1TzZ8vX2L%ccvV&+JO zx^|hVj+!D)vzXT+8A*Utb|&`Dgq2iLr&}8avEkFJn>DsSzHhG1428=L+Ek4FsAMjb z>zesuMH$?+!+~ECeK4M0A8~)Wf^y1>jnk5!&lEUGsOfDUoi}qeR*^7-7mIWVwW2yG!J|G+dI3ls?|d$hNGX!1XE3Y2n^1a z@JRszLF$N!Lt;U%xr%1=|1l>t$JC8G;Hd)C17y|0sY9%`(7TG#7sSyogx-Qj2S}`N zuF%Mx4v&mn0r!!s&|w=c7YazX>3ZSpg+rz_F-bZBt)^y2p?E&ioIrF4y$@T6sqjb#D2wrqYK4f+ z2c@5W!Ly5veF-e-a?cxdf^%B|)Zk5m(&!tZgZuM9bE;i=ejli@fGNiYlsnLLEV!)n zF2T99qrV^Nr|blLq+ln2U|>9id75a&e*Jn$M+ITQmq${xnrMe z$(yD5acNVn#6P-Sm`YNot|*6=&LPs4lGxodz!w95-rTCW8z~)PZMd*Ly4AeSMBEjf zS5ADsmc6~{9$({BwaHPA!d5c3-&eu82v)%tzODYLADT~h1eVlMvxwhwCx2+bWy25n zp+&GHWkUxLKn29XRlGn35wJv~q50a}xZQ)IabE9ZXN0hebmfA^rwY)A`rV(yE4Y_A zTHxNmy*0d$1}vBOw6wdhp+IZe3Yv7VU%@g3r&?&O)&m~ToK!{dPDux`bVz@o%FFqk z`pzqlV-CA%mT5$S!rw{I3C;%8C*SHnizQcBitpwN{T#VX!vohF1l{l8{sOd%s?*t7 zSTbPGMDPUQ5(7fSAT-5*M!ZFiJfi-sEnrW*S7993?f{S`fOaB+0jen2E7Ac9^agwc z!EI$=%~*juXC3(qJhee+IHPTR-BW8x`80$-71!AzZg+C~>n9T&$AQ(owm5&8D*k=E}2oy z>-%66g@ zwA55rDCSD%s%L3Gcoq04&;pOM*f5fZ!5@OPA{Rp>2#_Ark9>E4bT3*v@J#bQya$UL z(t=iS);YfY2BtrnFW`LUp~WH$+Xv8_TO0^@2z95BM5REJ*KS4#=z}^7)hpFv(1id3 z5*1}wS!g!jIFJy@;YN{~ zafekk!n4X$Wg+)+P;_v27g7=3#em5}D<+l-N}GL%xc0#&G72n8)OOt}wfONG1Jb5? zyZM)0vZfQxo7#HVta$gsdf54S-Kw2l3~L5<;>`U`ZRvmOmDQ_3JfCaJ&BqB__Iol) z2yPg!<;BIgCr1o$DBi!Ar^*64rA!4Il8XzOB%~A$PUDM?JW?N2(-cCiWB-1)+`B}~ z0-eMYUMU@Kj9)9|d1UTn*Go*#bf++w`s|b=VwFG+-Dr@G6+jY3S|v)t3ILv^hfrx? zWMU$|c(D}%=pg{RdVq}*ZJMk`WV_a%InDhUxD}D!(PO_AWV2ymGvZFVw=*27$6lp( z@1`dM?!-06;h5LUSCrjrCmuIlEE-po@}th~mEHKn@4Edty7|58f*2VuZ(U4mZ}Yj} z^|8$BnRHU*kxT%Y-QC&A&;E={SDH}aBL-1^&tGAu_8|4L{p}CuPo(@e3h)0D;Zt6d z1G*dTLzOTTR70YW{!xHIfmS$ZEl|5cI>>lzmc0D|vLG}7^4vfHy`)5etV65KxH?Yb zp($)1H8k&3=VsAt8pfUN7FF_?{;pM7B^>a#w^>!kr9Y629qAdG{dLnr7=nv6Tzs34 zjj1p5v7waWKW^1IuEnlo9gxr5YSJ|?@epPC?oSXad-#sXH)o+T2t$4yXVqufy*OQ$ z?VI6J!*EL|BVYJ5q^G1r^qM;UXwwpXbOOf2Yg2FxzOnwSR*{5US+`glwzT@@hQ;}} zCFW~HtGA`ZhA3HC-fNihzcJc({VH0=I`343qeAjT#MbRA^~Uu$*_=C>C;58u?9-a&2KB-lzlM$Z?{kw6 zx=>CUS7dPU$9M{q==GcTIqhi@vldvAP~!1gD}{KP4h%5?^xpxW5DR8X|L&xr%-5B` z+x^d}yjMuWhSJMc4bSGvtd;)5d1&!<{vr5s4^3dZUj~S2F7Wrx<6eFbtR)bsna_ED z0a+Q+$q8s(yv7|N$*xlTj>q(T5QjG0H63%)QLNsS#f1NY;c+K|9AfcTgIhCA@3g1p znw_}JDk=O2C@*GxUf!At^csDgKRb)oGxg?tQKxi~+g$ECF4z2A84bne!UbdbJ0-3nx5zj%ATD?}G*yFNMsO9Y zS?UN;%v}UOD-$iPFF3UKVNrSRVGB+!AW55y7ivKVjMirFvRc=B@a0Un5UWqR>GZiA zKM|LU&mAJhW{NK%x0N>jdO7=!yl7yjRi|lTIwc#7u**$pDOW{UK33y885vbik6>cO zSGsX&S5j0Os&pM6xVxeFlCt4%LT~80dNpTHa0MU)#WiwpLYK^_n72a2arjJ&~j`2ugy>)fvEG2vU`7&%=x#76B zK;9jLmL4lB7e%c|ro#DT_oAsXIB*lHpv&&koi4!Z!I`@SImgHtzb0qUx% zk`Eu!BK*m`(VKiJwKya%NLh=Q+Folts{Qz`p3NWHVf73ay;`|d=iz~Y`D0vxgHBdq zYW|_|YZWesne0bOqIxyO!PKX|KmGeD$>eqV&~6phpz86)TC0z|_^&aW6WT4lJ(x9> zEB4Ke>guqm85_|!{e8%XwQE?1#u_ulhk^wVq2hrC)WOB2kuwthh(*0R}b zhT_@z@$NX11%-dEiJ;gL-$bRIf`wqOprp?8*@w1GWnjNwg`U*tHV3#!5Q+4u2ZHrF z^v9CR9!a9R#gNzdBXVZ^me#wg1-^&ICkZYIQgEIG6VIdqhYBHKLSMZ?+v!3D*Cn$w z_E-i$Q*6w4Q|6;YwownE;gHQ-b1I&F`WC38)*W`E6T__35RzswtOfXKS)p5Z`ZjP@CK# z2S2M8SvSp`;)P&r@yp*;ion3YK)oPlgp&i<>4CN>f`UHNsGS{)k9_B3XPwm8LoXak zYU!L8EtJpIB)YWa7hb<@rUl|HeojjIHW>(RCKT}mb#&n8_qDZS_u9@BS@3o#^Zq0Y z@$$w&vs1WEWZUPV{D1g*>#(fa?pqW^6j4DyQbI&PN$CbfKqVCk>F(|h6{JC=B_*T; zq`Rbqhwko>?yfT*{JwpDdtYatKi>CJsl{6BzVA857;}t3@cQijsmO`~rj!`Zz#esC|XFaiSB@mpvRL4Ef2tD^S)!WnN8dk54lW#T&Sz$UaoraDyS>>j8W1k6NN znYJ>U5qnOK(ogxUJ_78dE35?gABO{4t27DH@sUNHL7R~)W>t&M4D7oafPDh+IAF)s z{ptxGMx_lgPs33+)kIBo1?scGA6IOAcIw5`o+}2opn}q)q5>11ATSom_Q8yDjDMCF zGE?DCNYN=l;B~kd|HhAvS{bQowvPDTy*GHu!>KSfZi@n1n*Mpp|L!H9 z=K9QCkb4Q3+s^!-dkL~(hwXP096DH`+0p-urvUR^A9B5KiBR7Pz0Nj0o9Ydz>(%69 zXk*;JZj$8?yYLea$QOgoBfa0~wuq?K!+Kvo^m@Qt;^IJ&PNr9Y7B1$S=6z#gA|7^x zFj&+C1ci*m&fn$WF7+#6eWLSxpueG(&taa^S5$Tbb84c{km2A`S~D}UP}uMaLf^oc z^bus_`uL!ufIO)Q3fX7@S03WP&#(%RvE8o&d{{E%#9a7P4DQb&NY7$6*OonbHtOL| zUDP84#~*LS}0f2>E4&!NY3QN`<~01vFaEQ6ZCc2`vc%h|e6O8?gaB-atIv2pkhre( zr)^pFS}Z;rmB2QS^XCV2CQS4`vDnVR1Z7P+`kHRd-Spd&X5+6MRv757qY|r6TII^U zT6l+i9g+sP8JKa1h+acC2?jSv2OYvdQRs+~L8vGY1c#Og2Vn=slN_sfGvY8YG}GiW zha)>_{GZ}Fqj@%I%}WDp9$T*3TNeFOv)!Bee&`g-31VsW72*U>3EvoI6^n-nWm7x! zJk5nn*HRVXX&x9 zs*0Wx_9Pj^}A32AB;qfJ=T7K)f~^6Qmws$OAM?6PPQ&L_#1eI%5x| z)JL`A;?;G+(44`FpLGB)We{nyGe---zdqrVkFyLoe!j2GX7 z11udBLaF!0DF0PdsxlJK*=Sq+Z{lDn+_|1i#xcMbSK< z2L*P6MVZlT%^2<8W4z*2E~D_@@z?U+(<8&c7ZyG%F_b;OycA%}BDnXI0Z>dM0)rN4 zgc)|e!5ogbmM~Wwu=B~q?HCz8jauKKq2uH%;rSbV*|!1)`nfGb*9i2ZiRdjZ?p0$$?6NUw%cBS~?%! zCOOZ&IOLI61qgq2&Q5zmo$ou41R8$04a0qz1o;bKtwvtnE2q2XMWGSOS z^lDAPB^kRXbe}{bbTNTuH(KA~CdU6LxR&jzAjO^@+<1|JJ-}wM8gxCtXH@wEHquv+ zb~=Di+Wzmi*GMY`CfC5CtMmLA%Hf|XWnY0aRVp@l4MkfVk<@>V71&Hfk>&PRz}Yz` z9JEa@ea4n!DHsAnH>$k5O`1%XW&0>7_Qo$Kyz_tV&TrVAf%b$f zqd&YGm7nS~EVu@LNZyAm8gU>eV~J$YQ99=JShSZS-{biL z+Y#O^q(22boayi0WJv(?LeLirs1{*}tOMvmxK&utMReSzyGF2G@JkD=R)b~0+8lms zBUv-E_l#!x?nep#_OvzR8wv487bi6rsK~-1fSA42%?#>i5T7N0{}D4F^?Dt#OFw@J zp}ct`Yj9D}A)*}2k1gbrd8=&chs?z#=tp6c(4%;Vl-ugsr@Ci4Iw>z?t~~<;5_U-x zFx6W5`9)|5@1Cksd1`OzfVMQUt3oacHfkt;kp{t2D=W&&M>Df9u?+jSr|R>NiF5rp z|3{+#{Y=>)C?;XXEEzg^NP7$eL)=KN8gOGn8Ln37^F!zdl)l!w90h{!EKJ3n-Q*+m z9ZBoz&;1D*vl}%W)OnB z5FP*+UdeNjBtUo(Ft^Bz>u@7|5X>RDc)*-_NMO4gM6RYNR((vd`P3FR2$azPtRS^` zes=az^g!P5KZ*58w!=!uKeL3>@uVxqC?)%?kG4(lVoY3TWkaaI~b}y z+4Au4u-dS;w9K#xKt?OU72G8uX?rKlF9KqKOXh=sQ3w2fk$!(08|s?8q12KyfR5U% zk3~DLm)!tt3K?Yr|8fKv4-uDzhHo?jNN~WfCQn!y5-h^kYts3T5qbfoMswnR|J_Af zEtRxV;8B1>-jHH@_#0W-2Bg<~pAmbOe0CDNe<)*+Eo{I>j0|f64x$Mxyp_#(k<}nj z7@l5UThK`+_Aa4BJ=MGlEQ~}PPdHqA*sB28w=#lzJn#kyE&C1LK8cg(fxc*2_^s&m z#Ym>K%{C&y8gj6)uVIn}a6C$>uDHZNEc=bwCLe$c8w8ajBkYQ3MEv;A4`)&674uVm z+p!VfL6Q8%mIwb@WIBqEk}ctHX5$yx^H-H@0I4{hJSeW9YZihH=gL#!K;$8T5+4d0O-DoC zMjxT!13&-VR{1I+pK^^?lJkF(gRf5QfI$+InWDPfampj9$}`fB6)uw0dWeNxy;jRY*vldHqYgMts&)j+DnvwrQhVT<{5eKJu6n%tI zQD~VhT|6nz-Sb-1VmtrQZljygTp_2P*BDJkJe3gXGW4@W8%q3;t zn!YphiT^KAgWb>1`|%NJ-H$M0Q@Z(byA7@}GI*8AY;D0fhl(m9fgM865r7~zLtgD~ zz%bXEy^*QxC1Wx(PT^vWlAPnhV33APW&vaqQUN02DOk(~a$125RLH0l69N`hc|8PNOC;yJ95F3*d09o4V)Sw5n4lKAek5TUmV zj+Ul~io=4CbY7MP4uxJWw$J+iuP7m?ziXnm=TO0#!$iB^0EcpYef`<6;MBtW{CAlQ zS_!}R^!Ok~xsJ@KhS8K3fOR&vw`bsBbU9v1+g8n1d9Czg-=;(tLIB zVI<@SQ1`4aP5fidb=VTc_$Pp=fnJ1+j4WL?(`xjtE?xeRoAb)jLQqMGec9l*c0CY8 z zG`vU-`8fN3<@u0G0N)T~a|Kn2SS-+-52&b8Wt11sA&(cCFdYB^cW4UtielIdaiE}@ z&q#~6dKI7&eecRB{ns004oH7V2&WCn6p+eT%jgeWSTnHL6&*EyH?FEe#~;M9pfE|u z_P;4VY#p7&ko>-T>DIw;K0Qj# z^z>gXt=KK}8QR3my8l1MpNp9p0@Z&5F!l_(8sKS+!#fpHpz23K5{!`S#}lhu?ZOR` z3pYtezfeMmgkZFU_7ziIeNv2u2kgqQ-b~Zuy*=3_C|R)$oyijN5&bbtmumq^l~*V8 z1c0z&E_R%4-B>(7tUu>j-5>Rh7O2Xpc#J#-Eal+vpM#!)@Az->E&wHc4KGC&>3U#> z2C^#KAxgvn$rK^gS;|&3f)__vC?(@|%3f=b&45}wlYvVu0qMK9f35Mbg8GS3rSw^w zZcX55kud=>0}RehyC}aZ#~rJ%KT2N?YlrmBW2c6U~Y=RK$OG87046cWLuLjg}Bsox*@*`8dASG;H z82Ou0b1MkH)D9A;yGAb9>Y1e}1j0Bra-K{zmyyU~|{3z~o7+(Be>4I#N5AkFSJ zDjEaD6uo+N<@0+ol@UY%BJY{b-Q?0ju6haij4a~Z6NZmtZ}+{U^80bg&-gT@in59# zL02I8J;YgskS9qkp5P;VeEhEo=A%-3@ThWLze0)$A^Z}_FFRf`;C%x3=fqg`+K`+r zV4dExAVdMC;+*2i6JH20(0)n?`2{JEpF_3m1yNDVFsLDLG=~cYxIz%a0{J44lZzQ_ zY;r64b7tb-9*zhZZD|>{--@pdW)ot`}_OVf+?W{TU|Br*4}?$ z#IC8S3Dr}vjO{bpq<$khxxwTlV?cRVE5>CT>g$vHK4vGK&l4=Ixkse3{i`U^DKe8p zeM4Z_pa7J3wZ$f>5Xe&q@pvHB;7zp_k`=X_mP3gX{SQ_GUqst!*r)*hh$3cYIenvd zZKd3YWr*YaB@79K`UK8eLRV`J)aajOVF}dk_(gxc{3%IWP}&J+$nx}!L0bf@MxuPy z&D*zam7aR=z|H zib#l~;)3UFW5-27f6doqGk zMxrqC(G@p9IsrFbN_vtzW=h_MtX_7}#c`6WOU1Epc9D7n0+%v@QT*r5;pM%6{}D5# zQHg&1_z~rmq$I=MDeQD85Zw!)(OZ#R`my#(_M*trzoWE1`^?ov18#~K0mZ3o7_yJ= zN#)Y~YdE0ErClgobAqu8-@rgBX66uh#K|%lBpn2U_+{YW2e>xd(~Ghq)vAVm^;qU4 z;de~%3k;H_#@ttnVz@!@9 z;~)?S^#c(?1stIKx>V|~KW)Pj{B(AyC{x+JT~&?`P>lEEsJceO2i^*#=q_=`hDnyz z1RcI%Dkc-Bq02=_NyRzkD=PHctm|)NJ}QEH3yQKet<%+JM)L!cAMune!-tMWhPd*Xj^Z%cYZ~aYsaU9NAWd{^Q+<)EDy1_WetBu&J0U4By4u}si~4Z zW;4o!ZZ)c-bMHpYi_s+4`t^*<;yw4YF6 zUIq4)?`*fXEuR0r2b9T{5Y`QX#otKrktk(Nf3C4S9sPK;XPp5BTuv%)D2mT*ixL{q z_zN=v)KRay%URluIXX5uMow(E=DvrhnQ&Xh;~JKs5C-7m$XK`Z-*?m%y7Acty`b6A zwOc^x<Nq1Yuz4EnYrl&t*f)XxR?|QsjG~un}W6Mviw}oCHx`u4-Xv40Xxg!`QcRMX) zL!$JV#Fra_{JgdM#|>!fF6R9H9I~XD9xqu@VT~t=_Y>0xCO_np%Exvj+{$ zfj0*mHCdD${`NAY%VM~>yWKsHS6Yv*@FUf))yX+s^&L;kHzZo?OiDXJ{WX<zAPn&0kggWB>VEyai%BSW8oO=N?UY2WbY4LRCh#efK z*Ku6=V=@-2gE@Kxnj(*a4;sh&BT$Z~f?x2R&)azm{1>Z9Cr*>gHr^wmZza%;1EdFlaYot*oCG#;L#v_6 zeysGf(DF>P{&gQMRdA45pp2n7;jyC;Q9paWu;5}g|MQ%QKZp|hUo;{pKQN7hq_Xt7 zKZnXWnNbM0L(-e|!fY`2#nIwD)v@q@0U>NsQZdZPz)>h~kqO0{`;3aAbtW9vV1;JA zKE|!)IFG0Ag(ua=^7}?nrjC{7`3P>?@!116G9|5#d=|Z#kLg)ZEf_0)HSAH1?iITq zG2t&~Q7#EppY6pr+(y9&)RSL(-RKA0xLt>lSMTD^6M7cwzY@^jCcCU2;F}Mw{K#;* z(r|d!-kV6mjM0d1oQ>_)fz{tE`Q+ct<6edIuHh$2DxXpdE%{;J)A7J$iksa|kPi`1 zF_hN2F0jtHDj42){!S5dtJ0P@NbRTPL(g>HAFC!Zi=8(fm^7fH-~PGyj|KNxwgNng zn))-ufgv|ym~(ua#l&t}q*Ml&%^{Td(d@<%036cn>{&dqT;zr6kzC5n$Lo^k7nt{TC*dBwVfQ?=_8$>$-aPb5D)zd~hw zS4v^H8lTQorT)}rmB;c*R{!!-YpN&wH4Q}}SJq=+cP@^%sHRF?(&A7&b4B+W1)v~N zaiqmRve&Bwstl!atLZ-EP=x{y^;Em*w*F^axw+YOA+_&$Vh7ipMkCUIsTc}|^;4~$ z@VBq}juC+$P-)ikWc5Z2+_$Lqv`$x)yc7E$D{cleRQDUDCjKdIYc$D>$u_1N9o)XX zMkp$(hD~Re#zk_Wi&(-LoET&Mrc%{%-WJIk%@CX0U`73}t^u2PYp8_)^_hoWlW(g5 z7YP!BY|diTv}6mktiYkBC#f-fd|%2KQkI2_zHeEtoR()ks2t&z{mBq#rp0|>ZD#%X z)?*LB5*p^8)?CgwtZ@UJSe$n@CPxEbRu8qBZv51JzleUyUj)C?FHoo^ed2R4)p`kM z@af`!9rCOY4fR@Ycg<6gkhwXbmJ(!_r*<&EL?ic#`z8E(8v(r0;{`*C$ z7Q+o+CKx_Bm`Ko_pY*!fJyJNI;Onxp%3k%yI zmwoEEtz*Lzcjf?j^3eKP*b1qIBa=y6bhMxw!$dO{nSZ1or`@pn@`}Ux=azsqw)Ef5 z06u{GJWPskmNHK|(Z{urn@qVM*r&OVeo^x8{nDJs^S_}gO|-9GX&emYp%fnND_4GF zvotyp3TxKM`(pZZD!V@^LY=SwCXsbamLUmoeZl`2UobM*Ff3y{!E|Rx-rAz$oiwnpW>tEFYKZWR-sAFy_MW7cRF3(>CaQ2`fvH}-kJV^dA3qPSEOa%^VV%>i=Y!LCLkw3SUIHS55iqd?2z`} zRE8~0lVBLO>G9MO?L`xJZ}GbuM~(-?YGjt=jLWU&EvloY6`~^D(~Ai$?1UC~Fzt+L zE-z7dJafN<2{hm!>6&hR9=3**= zLY=tK&suAFs)e_LYm9IyTND@HTWO$5V@AvBX*K9D7tGaOKW?pDm(K{lU!~BH&GM;ft?T>lYDen{P9l zo$lToAQ^w&Tlp^lJ@7%b8qx8m;#BeruV8@}WA)H#CvFmsOdS<5iq25(L-vl8WpcneWeUNOj@ni)b`|q@P za1;kh>?>)#mJfH3S4wrl*~9WE0>6&A*p89Wo>{RCg|MBP?0ovdVLJ^AChys>f)@S^ zhmHwe+;Lugp^vL*tE23zKWw{zeqVa^iDhNxK^%OyrSI)7hs%^d50~hY!gvO#*5@Z0 zFJ9(+_nhP41{!4;m2RI1g7v_b*FJ&KdSgjKqt@c=NLUY`*)s-SL~DU?=2Z zmh>)YP4>~Ulbam+8uB+!%`RN=Xf)DonPy18C)T8Py7~{JJf1CV@B!&M3PkRv#=|r% zJqmGqe}UBLS^`#AuB}BCjYy7O0)t?yw>z2LtIwsz{SBWTESha4iO*z+!^J+xd{008 zecfO*<5S9l%9Pji!3YfTR>c(3)Q)@izqIe7{&^F_>*Eb?&c%!)_r$?fA@h!U9S&<2 z%5dBzDt-Dw3}4$(pN={=J)U}5cjUb!>K*P-(R`~G{UxER3$ z^JiI>np%VRNrDFFHbxTh$1UE5pI>}H7#D}l2fMB;ji*!r%l_a`!TJU1x*hH4`Jx7v z`tK@K=5Ou$Dd^9@Di&5I4r^ymcRNSSt7Mt2<1S~P&4`Cp|2E1G{|I%Mv<-#KAu#6^ z1}vSlgGs3n{g>&EGdq_9wf`OOj;*6l{B+gt`-Tpr)n59eo1?&h_zL8_7=wcw^~U?!QKqX}DL>Zt4G2;~lcjr<`>v zex5auDEpWz%IRuoW599#2sU>0bKR!Od}`m47#b81ENs0kv*ekjCl2?EJU?v96a4WI zrDI{_I4sOI{^ql^5M zi4T3abN6>o7YBzi2l;t-b1+IS7_23>VP0+dRl5{TA8%sAWbot3yC^dGy$Feb*cJ)O zG2X5WFKLAMb>YLXvk3z6R*Bj2AEa>u3Ewt5nXDYvvTbSp)HiPpH6Ab}KWKK7$auq& zq#LZXk#Je=rIVz&hRSC3kHJ78Qk@3U{SUxS$3oT+Qh^Gsz!9kXA^%t#tP(pg6m#)S zxn6%Mp&O40Kc%?X9w9Q4ThdkWi}Yce^Lx2qCkDBE5gvOCQ` zy4~D462a2fWP*)oJa}o_xPu>znBOop9K;Wf8`cuJvTs?Sl>I)tcu*lei#`+vx4u8N zRNu-^raMs?IZN#)eX@3*f1EBe5?`ZiLs!Yfi2Zl~jalJyx<^N2cAJ|zcWP$NMwc+GOhuQ6q7=Cgu) zNW6BUVktpqkm<{2EyOkFw6a%CZl)N=Q56C$`+hQ!%O*2^7zUAKC3eDhuC4tah|8`A=b&uXD zQxJMEz>V8qiena>Iq;xeXPrLhG26Hg646Uh9*b@twhQ1*sE=JJpEOud^Cx(+rVSS@np5A-XHe~0DLO4~ zYMY)j`B*jXF!N*J_L9YuCl=Jb@+sDD5cogGoP0=c68s%!@!@~nk;~clkn3BZuk+Gm zp>>&hzV=!DduJ1x<0PRm#*Ob|7$gkc;Xcc|25b&*KiJxsf@xvtvFZ)k0t(nwl_;nLoQJ^B2kSGwm zmM@@WSsJh4gr4`Q^Zx2I$i;2-N}a6XCRh)96$b4-v1F`8g!69%7hjYttxfZB{J@*c zmYi~TCu6j%VooHL52w48@E4IE={=SCc58#FSmwRWQb`0TH7}gpQK7@1S&A9`b)KyW z_yM`35T9ak?^emWpt*o#(8Qmaw3EnTHF-B|`^t)-vozLd{?r>WlSFkpCB?I8l4g{yzm$jcxB?wYR-WQEe9R7w0*gV0w%K;{J(0T=JG)#uJZv+L~h~8^3dpKi0cJhqbye z)X3CiNuVz^r(`<1w=PjyyZtHVReR2HaWP&Q6kRrqIhEC`bhm$qBS-@DaBEf-jW3d1 z-g#en{}W$e(!tPpi_$P{DAcBKB+q*Hh+eSN7d_ztv_)ALccnPWRR!-oJ~UW+c#_8& zZAd?H#(Ad2JC(IVyE75Pv)kM*f>1`(*b#Q}zixhoC~6GCQyEs%-b~a=+H;om%(u*mrsyU6LDTR$ zIPA{kkVHQ2N-?Qz9!D!uYS-p0UI?-u%yXJl{A^pCeUebKf6Y5I|7d^G^>1GTISQa} zvnP#KR9SfIHWX=ZY<%-a(Q#Y{&9>uY)&?gdYo^dx?| zt$kd*O8JS`v!^08Tk7{;vygpjXDPj3+u7Car$O@ZH^pL&g^l;F^)P&stmWJv^JRP^PZW zYPFwScpHY`Xdi9~VE~-KT&}8KE1$kocAuIRq@X4|c?9Zl1lP5(OYBKoV-PhtvOf{_ zsV%JcesLZVQm9?2WZ8C0a}UY!g+3qIkSj#EbOiN!-`vC0u}b)Rp0&0C!~NpSq4|s;H=7;7t9<;wdrlP|#rAT|4Fd<1>{XbsH)GfIz6O`>+rYobiIjLBa z38SG=7o9hQs23BNSdwK%BJL^v{F22vvt*Y+?ZLxaH$Cy=d+~4I7J}`y<^fW^mp-{M z{7+=!tFuXK_#y`;B9fOpPnK3+hiJXv@!W#f&4mBk`WM2bN$Q5_awM_(Xwd=&uwgqp zv3in)SI%*#R;M_hhBjn)R7F=NlCYZuz}0;|(9I zo_wJZVCvtINuT<q8%QSk1r3GbWhTm-Y+OpZ#tPJKbm7APb`!qfFHR zCZKwQZaA*ou*1T!JN69Tn}=?{A_a4UbpYmN@j8H2Fzh9Yc9H zT@GnQXwX;vF4n4x?1qzsq4Jkl+j#gvjcYR|jLz<#lBWDv$XsW6?@mo0ZoJLQ>CQ&}F5Xvv;g(O- z{wa0^mDM8TUpNPQfg2vdLXw^ruQ4R4*{X|mb>BG$6bqU&3&zppVpVx_)G_aC=hIy# zCJEQifV3W_cOWhCh1Z~$w>Rf86?>y^;OXzLXm>8g;v0G=S2bGiv`0DGD}1a}1s2n# zd=;Ji+;QmpQ#y~|Q5%~h5(5wH! zk{k)KdqoPAhYam|4=X>$z3meV?=}8Vn9;OfjThJw4yWO+ zUxn;gzYgsYS-42DOfPf3W7*&}=VR=#8JX-@gdlF@!JrOH_^Uq+Xr8zPZ;m^-LSSO$ zIAV<9528O#K$0hHG;N`-8%ANK)=b6ARgP}!7L7mT`ivh*#gbE*TUzsDz)|P^ZG*yM z_fDtA!YADkF`~*^H;9MBFH_HxG(kT6Uj-YU+8|6bh$ax;+$k`vaS#Byvuv^?o`R<< zZi$k_UyE8lOs*tpCJqBwAvj%fH+g=o`Mtp=w4zE)S#xJ-BH=ZY zL??H3=ZK$1XL}yWRqp&(Ki-FzmQ9Hq0|KXJ`mISwis^*Jk@f)wo#JdOzY9G;q2A5pux>25T2MUyh8We_7dM zh^1=7TRN=5b9!R0cA{xsw#Lu#Fn%{yi0ssc^@fywNET=Qg$=c|dqKSb@8S=#?)MDx z6DpOF@EKAGowHsWcH!ymGZN4a{$G*knO`ySQlKvSu%EFwC(Nu$wRIzF$o+AIRkL#_Y8O@cqCJe=Fz*m@Z!1a z&z;w&=lU}4QPU{6e7b}(41O*DJY0^mpJ)LF9w>Kwa+l5Ls$SXbC3}JMCwnx*E_0Qx z1UMdfRY{=MQQVY%NPceVQ>r2TBiP{i?_rhm3FiT|UvEBS$uN>w>JeRn1u2pxNSHDD2Ir z=z?Z^BCtSic$ZA66vr2ZN3kb?`^XbK%!(d|azpfk!L2z-hUl^uj@cJ!c~qj?Ow>9b zU0ZXzyQy3K9fS9$cfy;ap>_5P(3=tBE1NCndWbr9#RtP?@q*fZ8d@^FAv$+#(z&|i zWMxY}c5hg9JOTb<8KsAA5h?QAK^OC~v}mn#O$Q(Df5Qdt)E?di3)P28fqtNA!>s5F zSiwbvcakY6qMlGgq`F3FSq(L zXI-jKA0yPrK1NEtTXt=1B(JKf${l9TU15F?t6_0redd7RI`;C)DKTZ>G{5QpvdasQ z`|_oBJx}|J0gN3uuxB`3Q3ZkG|Ds>zIbzr9a`pail6I>lv0QtHqRaw&?fKSll*1Es z{@%ajHFVp$Pi1wqaEX46{npwapvOf9mmZJtaCi?2p9WO7U1|AZs^vHcxCdnFkiphWoc4Su{E$^5yNhRHmQSmaJnaCVK1}lhT$I_xn?<%+XYkfioZ0T`_76chk*0aCRiL@u>cVcFP%=6 z|DAoE=8ELyiu;2sULluX!Oj_&1QMK0WViWHIjyVm--oTL>sYm{eK>qcb5BOP%__y<7wIr_^w4swG{rYzFDe#ySdO&nb4gzFij+z}IM}Ps zlQ}zE9Fh`HJitwmaEJh&YV#mu%|Mn`w0I5iYoLlGr~OIWVnsG$$Z_GRo`1CbcT0(7 zjsT5Zaq)|wA8`xga+6!O z=wL8>LBi>KPfKNMK<}2dzQb0qv?{YHtA%Zn`1p!ZWQn#x^3>Soogdw9FkfE7*iaJVD&k{3&N~MUd26hR5ym+FJ>! z2}%8>ARIrO!EEmAVR9Y_1D)`v=L^vf>Y2KRF(Cb{gOji~B?h0-c0xLD!eqKci1R@RJbzLGKVc z_j5;L&Hk3=#D`N?9bVwUaT25svDPTRUHxL-WxdGBG&{Rc=UQbB4p7@o`MF!x2bsTW z8WF6>Tb^Td=U|t(Jtu{d?_kt~<(5?x(7?43_sVuwB2l93#WyHC}*mCR_# z%}lRCVnx%~SUit8@M-J3wS!cknbfuej+b)#TX(n5fMtGLri{R|G$N_~2f+ z()?5Wonl4?Yx*n}vVTGjS&?khn{U8m1!5O0Y;CC?KTe;y@0p%-br!nAqP?L|;}?i8 z?_F%;4djTGyqm(E*LLdHr;E8SrlGyxnaB>_T4lOOmVA%9zG01v0w7J(#M~@>`2m9# zs)@Kod1K*%iyHODDSM=&eHF$~^<#bfx%{bhBIw($7?5{|g^&w=-e?@e0}lp1J`FyU zaqUr!r$k2%h%R%o!vY27Z@%WOI(4- z)c!<0l%P2nO-Vmg9SgU3v)>VCTKnW6*YM4w9DF>OvrVT}^s3CCom-e$-i$B2V=NRr z#Ifscj^R!|+;Jz{8O~3_?s6>a62|B1vOc1QCyN&rBTsO8LLCw}+U5MpX1ef2i`Ed5 zq{paT%=z4uqx*npxUP&KnjdyB1srxo;qW$waYo23DXYFQU@L8G&?r`V+iLO(`BM9c zwl7umm<;E8AyWb7=S5&T8MZD@PtQ%5XZSw25=Sc47Yc{0#o)J+|LiphK{*)f8p8?^z2f2Sf7iw)6SoArHMcWM>*AK<;seX1|NI zIGg{;Rp>ciM5afCufqnxPpXDxKJE{U-99xrs)p-tvU1^)LK>0U2m`{gr2F@!RvWd7 z!bZ=#sbo9df>2QP_#XI z*0io7Pca&-p7=-hJhEwI?u~YepSYphXngCp7dL!wTj)2D#)(x?vnP9ybH>eB$Y3f3 zeg)u^u$LbrTt>6z2k6=f=z=Y|p2Sdpj~{b)eK)2`>hA0U&AK`L2qMPbj=Jk)fx zutBSbp6Yu?hg(o9NJrTxo~anw@yKVT3TJ<VmsUEZLdqDM+$n0qLz7~IaD~xmb;oO*yrz-g)b|M(DF*f z;2dmC{k~u+o_#=Vdp{^L=7t#1xC=F}r*&Dml1_yT2*^6gPX?`DAmXDK@FM_u{DMDj z`PMk|-cANZDA0nzQHTAv;27(nEN0Li*-N&@`zo)HX+TdmdO2qVV-v8KV*5A#25oIH z_^X7xB+~?gr*zq3QbMrs6onzt;JLZ6DY;zKC@=JVV%AZa>ofrYR zpkcPhe&ib$OwFBfnkyNoKe-CMoEO@s_PTpX>=-ir{F?IfUH^4%Nwi>)#SH>&P|F=2 z9&UEB+ELFHQ!`kuZctTTBT28WV3Kj#U3*qs$*nWIlqG|v* zy&?@2DF$nIu~RqtEQ?xM?`^K;l6MOv5#0@;29?sNknP$p!GuPw542{3%EOjooe0`IIz$t$bDj*#bL$sb@c{eo zytlK!J^31hyH5J|4Si8Qvw!0a5ghV+Eo-Wut$Nd>^OrXVSa2!#^V0QZ(lcGNB%6NH z_qd%$BaQ7hr_)`tiUa>?DGj({<+U4ZEYm&@4GqbZ%$s&6dDYvp>w-ULXYP@cRaU=J z>IhATpELWg!y$>ZOHo_~xw%$HtM)yjcFaYr*p8W;gF$Q9ILl5x-H|wRz}+}4Oz`X@ z@m^ufRnCWD6lvG0xC+4`k72D799vlYkqa9OABJNNH-b+}zu0fN{>ofa|3mK zsru&yXP7GAE}|wV`7Pbipa(TohhwSgu}Ok}x&P#&2KkGJW9r_Z34KQpoThVcvyR-` z!O_KeOlA2%Tt(H{by#7JXt$Eti55zYO0H8id6JReP~V_fNauFz%q?yr$1&rtUmht0WA{6qBfOkO^_XMZ(w)XbT7%w!)s6{YUZizdG)jt2 z!r}=j-5RS6B_-V@-GU(9ARr~(@LiAY{l5Fp_k%UoSYtgf z=QHnl-&dU1aaQ9Stl0yNM63)&aYBQ1PQb)Y|kw`zL6fyF(_QN z9I>NMwZ2SZV0_Y__!GoRnXk;U8;I!H7F!oB*LIu^!GuheVx_@+jfiyi3hQTKJg6bG z0axqf1Xgem2K6Pr+P&vF8>3I8x3CUtd zKPLWp!@<23JJdV7cA&SmIW4OxqiUJ%!>Rn#85|_$+hvi~Y0$i<7ZR?5yEX3@I`3dj ztZJ5&Hv;OKV$cp6&751i^M^rE+1B14`P{j!5@NCEpxqQmJSMVcxJtMz&3dr)=!Mwx z`^dxs0M{^b*Ps{HbF~^Xn9(|Tv{ykVnyF|f+40sPz^d(c#w6`X>e<;;Z${8;#&<;# ziJz{}l-XPO>b|+cE5@$;{A+j=i>YA*9Maf%VnC}1w#7x-}CRv zoSzF|%sj8kVegIK7s`zBR&q)ruG>-$%}&+b?+C-#SPpA5n@>(8{?)ua%TPWY4twXZ zOeqrH&l;6-J+adplV)*vXf8E1krB!Lb2!sgMFSzrp`uq=$u71hxE|FPGQ$$sI#W9y z@uMove19`bpBz-*5w)QCw~P(P??ASgimT%h4rKdrFFtnmXqc@}8!;QNb7h5j$`P|G zAbsv{j7NfLV3Y)fm6g@uI3Y;;8DT2ZHFLrh$SN){WRDDJzN(rUdD+(*%3v|{tx&5L z<<1>jx2YlcEM{a^E6k7(D7`a;F_F4r7ZMm@(Q9uFJzPZ4wl^sJ)poiMe2!zTG%oJ2 zUNsL0_goRLZhimtr+>cAQw0|ZRFbH#kMq3e7q`Bhcbuiwsh&G@pF59v*l{XHK6TeV z|2(A%9qG!ta=)qv=rfJkcR{y(ZhpuB(=ebD`gBo4nh`G@cJVefI|lv@W;dSlbSAT( z4ISJ5pw625KGi^%)%04gGl(`$ApK_LQP5(TrLhZif@A9Wd=75^h&z~k?&WFqAi%WR zqw$jbRz^IA7Af8sLs|FYrUlRtVSKc%zCLfiS`t(~jX58Wdt$O643qx+6my-#ufGix zUtMu@zaC2R-pe8lO_d>SYUxPp{N-C`!Gc z-#ikugXJdn&TE|M883G5^R6!L%vfzDb-fTSkjLCoa7*vjE4KmFl2MQ^RpZBplI(V< zd)$%nMmp``N*^Wd4qX#&i)S?CbF`n-Nii%L{vai9x7}bFuxFvi2Xwl+KPRi}-=WTCrlF@&lmLzDM~yh0%;J2D*)M0@MZw^t;uQAi?z2Se#q z!#I&`LKV$#DwTt3A|}0q62kv~gapa#ylvv)T(hgsadB~-utaqhT!2;MvK*~)3`5Lo zQ`M|MM?tW5-o3kqm?Ey6_0rfRAVXk{xVgCz1NlItSzKT5`J$AE$LmC=0~8FPG-d%+ zbh!dTdsi4$MUDg93A(`XWA%a<7%pZt9U@22Y{W@CTg{8=e+^fuGN@$q%my%PDBIAwcd~KI;ed*XHoW>!a_%p+=g+J6>LBIN@A`K+@9u?;(WVK=s z{`w#MTAt+n^Ub+dwQdK?cxcbnOOqFA=F(KKNP4w%oQ~hw`|Den`}1qeriB{rd(Q2R z*11Dn!^5;EwA!e)+?*jlbyZ?ZV&qLm7&5mm7q;g^8vUKCZKv7P-5=g~+}bm%>pmSw zg)NbO(IW#yKMB3_9xt6b&FM#{+ZlTfV`5dR(6@a{OtJpzhTG|ap4`Ibrk0uf=Q6z5 zyk4%GI?R+%N|CIWhW-l;Tg=ABhTUYIRBuU2B_HzE%>AywFQJBpXa5kdB8G~*%n?aR zngB`~gNgs~diTnfV&Llq0`p3RmN_CJp}RYp_RgI<^H49Wus-1hruJ$n0x zlD$Mf5Yu5LAt*>GNmMYH&y^*U+7C5U8U%~wUb(uK8S+S79Ul@Y8Drl&8|A4ys1_V2 zZZDh=#TE^mf-;h)^>jS81MAFXEnI%Gu0%FBFUZo&v!R(eO?S4i@?C4^U=$G+sw&iP zDR?75JskInvft=8aHOUVF5PaGq0Q@DUzE#>61iCu8Lr|Zv8MWcWKVB?X)n~+d;_6y=ux_g;LGi<{@^R;xyroY=!Mpg{UpH1t4sN*W zB-G3E)lwWTScKCq{|>1;ywFamsYXNAt~i9rTrAC)?_G>+^J_m{%(~c&4Cx2{cf_b? zWP+0|s7(lf$pA*=tn9WfP>V?-nv9j#nH?HUJUczLg8@mv!~?&Vy0QQqA25Jy3?!xF zjnaXQjG;xDw#;L0IwR2KO;TBN z5DRpS2lHL4(`3f$t1EepuIt4EeTa?G=#i}Kyufg+Zzph)-73GEC7fUI(V*RM@*t*? zkFrTY_)T`0Fv;HTFknxIX>KO#S*`?5RxQ@xdChnvRN`ze9t1r4o)Zn**lUR0Tm9XJ zGU9b|cVA zHwpgwZet5h(9Iuh-i2$9Y_IJijYQ9?hj+c^|c2L}Kst{{y&Z{i!F4JRQ za6wb~GsPL$(+D&L>jVCCWG#2J_AZMY4lJgdQbQhQsQG63Bl!2eIwZM+!=qpMtsb8-8 z^%IqCQQozgl(9fgZ|?TFSmlQs1PD_4I7?zsc}M?}z3LpCcm?>$Hme{cqDm ze;GC>NS~iBD+{N)D*#(qA&?XH^L0y2ZX0pTDgI%X=A>tG`lh9#pJn?C;-Xg;VG@}% z2Q%6;Gv_mu5v^r>&@)6ia3mYc-iVixOOyC@SF$a_uIblo5;)OAIsQ zqPOYG>ZH~t3VJ78zT(}nxtdHG()JXTF@zyHpa5;19~w^hfsxU{)wL!A4rcQ{p`VXt zUl~1Tfa=TQ&T~xK>0imS4N~jhxl)MjjN?ZQmJC@>OP{)Utr}RFXw{15nY;J)5fd-r zhq#!q8E&zWi&!#g(Cv=r>HmMaMGCer0aL|h{`1}&1dxr(8Qia+I<^M*a^FpabJh~f z1HswFV$_Rw1{Ml7P~K?)QUM}NF_#JEqO}rLq*3ziiuNPtYkL3ZO@x|=OnE{Iy{2UK z^#q?2t~x7%t>c<}jz>j1@IOROeS0Ul>2s=LzA@3E>@gedNhewQXSb3zsyF}u7}Q7#BMX(Iv65{22xyx8#dlZ_Gn z|IhSdu8BxMIJ~(T%6TVH)9UK%Y#JCC@Y(_n%?+RmAcJ3+CM!8-<&qsry>{53Nvq9x zl!X$$2kQLx*H)dOEM3e>)m@IQX1aM8NAa24*%w6^~%H zOgFejXz>8n5CCmb$fr20%JI0y&xkMd!=g=WOaYjlHc`>S{`mhgkvbEQTRAa zNFk!4#kOAB5Qjd23{*C~w`Kt=x_rnW>}oLQ((bW)<9dQ)mbJ%i0o6VJr$dn^vsKxM zLcPEDF|Yu5P~PN;NkV4|vF4$QCr4wUV^w59_*!U`&?V=J3+a-lF8X9LCOj_Xo${j4 z>~SdHus4x*;ns5KY$Hzp>(_e>nxpxc+ZXk3hBq8)I?Cp&3Ae;n7P@f>y_aM8&7m_`fQURuKUeg(kp3iDOWbtuYuw2Z# zzu|jNT-qiy;7ob_&q?cw3Fglmz@mJ&*>hqzpbleuO|#R9X$5XjiD5QTG`zBgan8N* zn$#2hD>qQPUQcwM*O~T<p$3z(mw=C7#TqVICKzT?JoD zs^S-oA-C$4r*jf8Y1y7Tw5#D*=`@>@kvvP2{d4)-cj|2Vo|os`)gSw#LZ+GYvzdjT z1F31|4z$FNY3unE=b>0WpJ>2ltvN$J4FFWkG?b0!$Il z>1!soi=<|QQm>YLv3@~&G^k};G(&M`AvJaPIIQ&e+G=y?$rmS*jkRqdL)51RQlVA!A$kZJWJ})MI-K?A6p|( zh!fxu;n0^{@Dk8G6OJGK3!FufBT3>oat2B~0)Yb)`p^MW-9Z}x9$+`b04}R({w6bZ z-1GDE2wEt@W#fErAhv2|a*_~UUwI3F%7%j7sCkxlGZJQe*iGb3jdoFV~rp@nPT zT+MsmQ_21r$(p6b9(a`@3c4qGn!)O-g{(oIUhOf*UsOdQ2|^yS~XQ2503$n30MrJ}&z7Bp*-FnfCS^RnslR!ep18H!N-brXz-E#B5i z{msK7$|U33^Y$b!_?z#xY(Hri490oFjOZIfe>oyNwQp0)|KY}3N1W5>AO~N{?BT_t zjkV#a70K*p{W`t{0jLvyI7D9_e2d8y9o`L6MTyPW#2{KQi@Q0d5BVNqP`0^Zd1}O- zoU@`a6j~#PgChic}DSBH+&n)_X0jf2NyKf<6TjbUr+^v_iD z0h%uun;oB=geN8Sf~8pxAcb2H$U>l;0Z%FC_!kW@x|ZIf3*-!!1AWXqw*#gfAyRwl zJfn8le}_GQ)+}`xFV`KE2}q!9m!xzgkuLp|Lr^}-{w2D_edX7J#8Di_M%{5+eb!Em zSmn2ZsDbwJq`ST2$Ar8xB)>GZZ&8-w!yp$}L+X`t(Y>r5`Wbn~92ZOxa|4>R7{4$( zL5GY#RN{{BJn0Z>0UcaD??;#q#KOm4jIJu*A8otoQ_RSnHsQH#*S3etn1?T1QV3g;J+*iXzL^51Q%NoZ|=>T?He__g6@ZnGvu%<=@ZKjp*D+>fL9er@$_eI{cMRH6G6b$B3l9lh5Z)7zO* zo4}Sayx|G-w{a|V`u)wln)J%$XRNx{T*r~7SgmiVXd5wMhi5XX4Oh3ax^Y>dZ+bDi z&Tnsx=_Cgcy821hGAfmCs|Ymu|5V;y+kKQwLzdT6LC!K4czN=hPmWf}0B0%6ZMJ$U zIA~zGiYzkKy=5xxpTB};ZIZgjNMBzF!lw-J1EvQEcm`PZ%8A=$<+0ak8`NBT_tEyYZyG?T)K$F^1_b%eVr7=FJ`mYnd~pd1HP2F)J#02i9gl!|12%7D?k}k-TSVzEg(Ms z9iO}Wt;dqvQxgjR+U>)N1)GdxfW>WqHH+}BSV?w9IK%>UmXwDl0Z}3aa_$5weIfFR zsM}epA@!^2phI*+kJxori@6&x9{qQ`S+)pCTKk1#m6PPcTlvW`+tZKrf1bV>w9xBV z6NY)r>RNHNoiZ~txRBNZ!!Fh_0nS)PW@Zh#bI&pZ%a217TLjan(L#vX?hQvShN}V5 z0_wrgQpL>e{^2L-_(+M;@Sht5bUBfdNfTq;bU*>1h)R(tv*payz-{ZD`@fs0ju}0( z{06X2fR5{5R>s!Ek+)Pns!b*!km9~wU-=WYJTNa&JFw_yb*fX*ue}37drDTcpb?=8 zfiNZU3XHie;V2yx#Ac}5H~7ec*A*$Ut@qStnn;>g&CJ~vc^)CqFF9~sTHSNihwcj2 zFMH=Ax#&>bMci)K!~FH?mQ6`!u#$slQwy%}>j$5SdEIBcIKeNz)TJn-FW7v*=)JYY z9XNhP_X}c+PR>>4gjYm@sja-UDh-A%F|7zOcsOT=8?v?)vTVH0PbeKlNmrz#SyPZ4zllvS;54+Jv$<9J0CCv zi35SGUw%HFkg#w(cu)eh?g>?AvFZX0pY{T7rT60#VO21DEUo#z`rifs7|~G3I4Zf> zpNx7m>H}<_J~8FIMB*qxin64%bm#D}!KkAyOaFCATu(u^Zn64T_2-$2U>OV`2WXER zy6=l!H_Pl!najzk5A4S!Kz%vT+cZ0h&RJj{a7b(R!-PYZEm0!bQ_%zJlCdTO7R8@r zWw)d`4qYfQP1ja-_72)!xl=>eHSN2qPhNXl+M|qdpDw-jR|+LnHlm)4>nC>uQ8x#4 zS>m~z=lKL?1XeYtk*HYknKkG$+w1Cd3`5M*icvC!m|7#+dT)1FfNGg5y(iUup5!MS} z)lz9Sjd0^e2MjXBsj}UQPDs#S5{tAUolNK$|be% zd_haj9XmxO*B0OzI%7R&dOGTfnH2mq_R>miS83H|ni6H1id2#pM6tM)=?$?5=PK=k zU$lrK@S=0W<+V$4^T##7h-1XC?e#Q>#jw9%|J@kV84wY6v1-+3#U$dIXv^8Hw`b}H z*AJ)&-LjXt-cEiq-_J0t9v)8e81Jeb#skFgJ>7o>n3>m-pHSo!4qHF`A4KRE@J zG=-CiBbkhRiAH=_F>Oa4StpnIUkVMFeo7EjK+&jfe@Jo)Zi4S<${zTfzxoo51sh*C zUqb?3;CBAU1p=kI;9CaNArI11sIb6{;p;V2-}Hw6bsA_wKrO*i?nj#NZKur%QTPhi zz+U^ch8U~UhU!-1l^6ITto6dLS^9_FW>*2^2W*r?JZLbqUWB-SvIUs%uz&H{5&t;z`DSIe=sF8nN6@?f6UoffJw>4HV z=uQ!GT7fJTBV$l?!Q;gX6d?LKIH}sA*~T%GvO`J!0O7~kp1_WU7gBZf+gII5^RK+b zqzssofW|cd4nD9+t9s4d{&JY)$Zm?>I!nz2;(odSRx)qL4zA9PrtL{<+y7$+mB|JK zV-kOK66j$tBbAv9zJqY^M}{~$8vz<)<2eh^ZEe5~3eAqLfd+96|JH|MDy+wU27#z> zzX+ojr1Oi5cpgU@IG-}0WnXu7dDhz22EfxQv9+N8QvXp_01b<{$v5E75hbBf3dL6> z7@mZ1ytB7=32a(Z|E`wd|195mI#`NeGmG>Zw$?QVBq&ym4Ty`0UHb}#&j?4EoF4Pw zsxJAz6P$?E%RUE#N**43P#ppk`@+HkG<%b{Y_EaK{4=lyK>~CU;w_PDV;6(a#w_#8 z|5{JLx?%?4b1Q_5U{?b4yEt^J94Ub4V_sRF}cp5@4=q8-hVyN8^*jIPvj8Lc;;h zO);{Gxw-$Id%$TbT>AaH8;x^HHW3WCa$IV)$G@nc$mu9^HCs4@>pWhTyllbSw0SMWv@!IV_IbRCiwluEA8w|Po`uNO* z-zN=xlb(Jp{Sy_9ChsAwQ-03s$iV%aPV6FVEK#{<&lBD~est}I5E!w%DEiSTNQuw# z`6G+z*O`_1w@LQD@*Vqq42=3_%xnE86N;2o>)qIaUDY}|8VlBUlrkw&VBZPxD>GC( znye~oc|UUvbSnPm>259j{Dxpb!&Z0?M#Oc2%-g>SrV-$PfN&_Taa^CmmrwGS=G2M) z1`FRXikzbOAVQMM>)|HW*=g3RDn1Jv}^rH#St?Z-(BmHzEZD z1Z<&F_X|7KYQ?PoJCNWM;eZc-X&3T?hYzpGW-_HK^PbkJ7brXXVy&dH1l`eaO(j_S z@77j4rHq$L_2F}Nwo2{Q@y;R=#PLa0CC=<`aT}g1jNbj){Z_AR#Kkdjpaige^A0dIMy9 z;1KbSS2%D_DxiAz1IGWkB-<%ZV|2bVv$SYN-5uH&Wjw7BiSU0q_w7iD`B{NVboc$lJq&-CZ4U?OS+Spj0)M%>K9b2-05qSwr5=Y`f5!#Z}HV5G@e~oN?MuckhzTpR9Co5)7^xsQ=r6 zHGcifWfNj!k0mA}aAp0^ZfpCQiF5)h{y&TPTk>bjFD42!xMFo>r#QVLD7FHu$$VYK z&NIyh<>{%+*BxKHkjy6kyU7u}5DWgm(N^B^K?)AVvU`%cPt<@xe<>rVOHF67<^Zoo zosz>G5{wmvzI(*0PTs&w8?-s9CI0h^68%FRlzC!#JPb<-(J+hnVSKt9t3X z>DouWLDRK~OXnOJ;U#5k`G$tZf>n3M=yAl))6;PR7=3KeU5%+Hq5^Z-hIIatuG0@n zqod_wV*CmMP;vd>klI_0HF^IoVd-4x!=7+t2;NI+>A$v{5Eoc}d9c8@L>Jr{`0toq z;m?%z7ob6n_V+NM^f9TTB>daLhTe5Q5cjH~+?+@g%ry{|@Q7b*pXHxJjHMLZ1d-0y zH&)vXK@41D)zfj|%`<0PWWPdrQEHC$kajCA$=0G(R*$Fb<4Q`oca~%0?Ch8vwxoJ{ z<5&AlPAw``J2i{nB?(?O#l;6OaK*g|Vj$fQq?OH4L{be3dU>@gxm#h;EU)^3fh}r| zSs#U%wcRykVnJ-ii}(06CDgRiem6U{^Kz3@N=?n={9J zB(C#scc~mh(JRueYeV2yXzJmEtK8zGHM5b?&?cxQ#@uH;`&Cg3aKbuY2(^b&*etzR zIZVHPn+r^xTLmw<1nS*6&u1?FTpwTmsoUKxw7DqUA|0zTVa;+uJkzZb+YY_Ur>3?b=W+ zC^6wrOWW#^ItAUdRK?SpacRNtkym}O<%dQtaKW|{#xK@cWgBWDHs6tCLp3m=B)ypB|74oHM1N3kF-Cl;e=_b2D<985Vn1yW)X53!v_ErtZa(1H$!TKBb*ly8EN@n!X7I8INc^^%a z3!ISOoUB}&EFwXA3fbj(<5ku=p>pz4{O=>NrUHj@e1>iJqSEGhsq39|4*#6XtaM zUQ^r>t=Zz}8&13sy>{=+Xw|&#?k3$V9Z2#G_nYA@67WRgI+=D}vK$wxtekBJKWU^o z9w!mphu^lmFM^UB*HP+LNr$eE1iR%G*6LlDVO{on+^;`gP}}30EZ<6DzFyw^tdeuq zA@mEg!*3sI!PLm@2Fc+Zxlg0^$C20(Z1bR77-jxTAGTPE z*Qu$t$Bw84N20w3h+9senYgCu|HJ@HX90a)`%@ndfO&a5gryWXgXJEM0c1!Gm8>sk zm|IWe-&wIRrNUgE^)Ag^1xZ3d9&Tx4)>|AGLvFL|zUYbK$0?vWe+YHL5vB3b^y1D9 z!U?an&5+dnoK=;z*pbE;3OmTT_vQTX?~!A4!e1MEX|ki+^kUz0B zd=-4R%wNKltD>TQjf#3*sh+IhW5#Dqe^i*x6tOpHz51;sSu`AVX1X?G=jf?*56(5l znh#Tbi93N|&hV#igb}~`DI>^!tR8}okF_}~Gu+3?8}tbK+#hXmX($tmgzF7GSKNZI z|Az#D`fgjuOS`w@AEfI}DC#bO=iCBdnZ*l~S#`hN_}0<_*i0P&nJ;zI78$^N;i^M< zqi$$$@DivTwXWLKLMpU@DjPIjHqYAI|AEV<79sAtLsjKUEGL^2`C8FsW|N8cNsWB#>6W!)^ z_3c-(4^X26_Zb@=+mEws;Pj~7C3CECj*nN}-8)(FBSaFPjoS5oO-=Jn(MzY7o7;tg zJc%8u;I0Mjy;4Xl-sgyiD)@+`gDov^44c*nzV3Bw89?Y;W-;kiPC|?SKGLkm9@=6@ z*zG10HWssCDh`XWCddYKtiW1JeE{>(qrRzX`#cLyf)IqO5;&JIc^vxP1}gC-_XIqC^IgWY?V2#t43u6P@$95OZ~J-yghz?6TNB3uCO5E zalw9?L-jDl<(pw`L0OsfO8zE+=2mj{Qvw|wo`yd{uf zvycv#qt)jx?O3uDvNbDKET?}@&B_vxkX-XaBinj=`$GapNJNW2HLvY8E-jR=8U+VD z*#-Ie60CCOYWS|+7bA0gd5iYVH>0vXe;QgJ6c<%GQ5Ym^t95q{L?>zY5VIxso~#gS zI|>XEUfhbz2xuyAB@IcAQogihNH*4kn~@4IryV3eGR%Q}G3J zmW)9YP#uWBA3$X3AkgKU^{@}=K={nVzeV1>i}Mw7$6Fl_(ex|Szm5?#DjL#2@=l>9 zDM>w59uzTMTl{nJhvbvilRmf}2MmnQ^lI%QVN)T5 z+=tD#`|T$!IRep%ms<0RctRC&O`MOWu{Nf<;FNW`+$zSxiD2=*R1?2<=ZV>ix5>hCM;MRto*5B+M8py%K{0TV(HHI1m%AgC_EV1nT_ypm~Hj&iN z=JE$Dc($Rq4%P|!1;*GH9*VN+8|Rh&5<$zsnOncVENG_=9Gz>{-nN`~Q`ZQkkCw4- zx9nD>pr+nvJhMWo!=)D*Nqax3k0OU@?t0zLJX35x-L!f$g*LjCf9J+a#=52$+eKMe z0lcq~Fe<0T;A>aibfPnE{Zd!3>!gvn+1>Q4rs0UVW5z2n`A1gT?(R1uj>XAFLFS{W z_iaYPnAoB#SLgov*7a>aX$zliZic{Py}}?falX1x#YX))4(H`=WBu)Wk5B54sHCMt zHW%M>GolM0Z8;=yqSq=1!SBGwd(m2EN_4e^DNUypD4$Jcck1x2Jvf&c=NU{WMHw1= zb^b}m*3f_?(iiu3XXz!X^QK+Wq*05y0DV@&QQ^WYjkkA=*B@l+?Z$yZh&a*)xwdkZ zCBGZSVtoAg2L1pc7@w=?EU(tNTHy2IL^r=lb9YWR>L<6}Gm2fw;3?P2yULMs*xx1H zTnu}8c5cshc?sd}&WC{JmEU>EVQ6@)elE$O!@hU9cScl9&d=fH^U-pCw0cn9?(83P zI{qWcHjzhJIRi1foB60?A{^F6+xjB1!lKO zfWyG?Hj{YJi+BTC>plRG~QP<{EP$-N3DuqclC*GuB_0}DJH5& z-*?KxjxJ)Pd7svQ=mc&=WxBL^5x$cvM4=7-3!4Y{!QW@uW)3d1MZDazs z?G0rhw-9yg$xG^6_T(y1@$t#x-y17X?#0Jv7|<#omGd{h`87J~H9gIjgOlsxn3{0a zJdZ!M>-(4lH#IfINT;cl#|z1d7H8z==K~BfGm{D{u(VJDj3(Q@!K?`i3X08|mi#!F zEcPIDYf5I1qrr9p9Q=AOFV56T47$`38?0vPswXx9($TJ0{F(_*v!C$`k0FD@C2!Lx z$?UES`tKgIaxl1b(4O71-y|;cT{pGlu22-{!>^>)k5+VR-pEzf&so_fenQYjMT8Wi>C9T5pg{s{dnsTpMrH0#m zpEJD<*^H;MLMa3rHHtVC@b28bdwuR0zwb-a&H^V`Tz&lb(M={p4eZw9oE4$zu9@{f85&c@|uXZO3fyKtO(b@2-xZ9UhhO8FV1 zFS(3Z?4-)ed(_bq!@CP&Wk}H;+w8p6EB9B1JWcM74o%ou>)|=)k@o|r(sqb?gZIpL`h|2JqcmU29qUe;Q0*aZuW#eoWL&& zhtq0=yu1X8Vw?jCsU}d4CLIiL6GJzyeQMRLW?I0TRxsjtsVnh6RTh!=` z5ukIBO!r;aX?#A=dE=LiXI@^@8ZzeScQSX)yeL% zOUfXfDaecRH7Y~F!(NFxc+7$W;a3J7NGKE)FdKna92j6BPHPZHS8uG()bk=H6=3kj zs*1;!(i&X`P|P4nkhxNC?)35M_cV)6h*kCyift`rOv0H&e~3`oSUhb{;hZ{Z1g@%fp>3@1R#?)@z^Qa--A?uOvtdkDuyDC?SO z1?IqmBI0xT7(&QdV!t8{qDFA4%kaLsyhq59KhvizI(_mREqGlZYTKz$Uw=q?;eAHZ znb-K$(++!9%T#nnmc#pwdV=eRmkL%CH1i_`|?A9L(U1 z^%b1gNAgsX2@0UHSlaH1fq?<;7M0RFux+*Yq2)O_5)77Q9g_4o^Nu2arEo2>KZD`^ z8_z!LFmY-!)ri_*3MDndY2~BohC8T=sp`li#>OScfeaXQw2L~7=(Hr}x29Jo%Y|nPA3-R%TWP(L znyc_KUa+xyC;UfNc)1+~g?MNct>+V;#Fx4vWp12k4pPy@6P8Gd`OkmQ(!7=AMK?*y z|M%xo%B$ic1+Sz!4P(2ow%xb@51jM<{T(9Sm`GY>$l}%yT(k_x=P{o?6tE=?SI8cM zi5rxfrHArxG?rjK)eJpYpCx(q3<JLy&IO*FLXg!k3Wx*AfYM`L)Yea`&$r_xY$>K_|Qk&lf9adL$=Bo z9Sm9LI87dO;L<%d8K$ax_^|VI8Mk|A=+B2>^5c>oSyvaut{&*~^iPyWWoD)gul?Da zC7GS6&m&T)a%QY1B1zy?>2lgflMbVx^#KTi>#3K0Q6(yv?>v`uB^x*NgUfF zxtQ6?1>YQgV-ZKY5z#2pT=ToXJp4teRp1X2YNiJVy@)y46|HDqwjx#hgm->VMX}cH zAFM;3A)da_ErNnfJLXd+V}s!{1+gbSHremIFP|GSeJav_TR}%30s&n3`QhZ4C5K{4 z3L@Tens%ejn$ldcotS&QqKKiTiU;}U{r;4`fKhFGZXGBmE?G^qf&lTc@r4_f8GD=m zeO-D6O8qr?RHv<_CjBrur-d651u;?Rf(8TA&ia+(n*EXWPV|#cUy-hl>d4{WQhZ9)O=$b-61O}S7YSojXCO4uYGIYo`up0+3i2Nk zww&%oPsX~B@6iRN=9N_Dbxg^{oBNZY$R-Lku{Zi|Vc=B%CV0Ccqr;yhomMBjEn9{0 zkpKAcxcMj#VP;HLmYq#M(L2WasQabHyhRkN5t3t`9gmLpHzhmAilOE(u;Y6-pk^6I z4?1$~GHwS-@WLl=k9U!HHF>w93}0R%`Dodr`RlmeR8Uq#CnZNYo#efu-!sJ?|3qZ<;vQKhUto& zcG(&KJvn~W)tSwHP|3DAvVv@de8G<}NfZMqI{WDp70u`UB;K#t36dv+?h`#eC>`KB z{i#9Zdf{kyb$tEJLaRvZ9t}UDfLiinCC|a?>WMJoqqE4@WzEX5HYZo6oOb<5z9veE z%zD*IzU_dl?w(eS&F@hijs`z@bmh@~Cw zE-c9ij;s;QRT*QGne7)ByEt!4j|X5vB~0Fs?cSUAj@w9*+S-42xUfmFV1%RSl;fxt z(BXn|6|xuP`s$uPA<#dJ(}?5$6%!*Zj5x#7M`Wp@M;b7Sq}#qwxq4r{S}WFnqmOmx znW-HM)IEQ6MXqLKaPOY3!;U9C*BR~t(u|??Vs$zsD9CE{uVdh=>CfKtbSN`#K)q?^ z?F~D2a{v0O94z~_RPU`RqsqxIJgg_3a@0mH*KZONei~b^g^mxyo1i&8# zSBHdIN_m}1xw6;HNJtR%lTOngzu8W+(of6`8!k?5P5O!WNXhQh|E7uc#P%f=eYA%q z#Ku^OEq3kNwHK0-i-(ieE5#keAR)#_+%Uu&)&E!-aDNYBLyXxqr8QQ%^qVE)Bhpfh z>tTQ*HZr8=hXeNN3~~6iya`7+s+L3yr&2 z#M~~zzr56_Pw&rM^A;+_zeoa6=UiF}6V$6zmCZ5tHnm|edgObM1+@TkFipGWpxp@wdoUd&mtNlWPh zwfE)uy@RQ(uOH8vw5ntaYY9wHxNoYn#4=jj=zdN&(a&Rhlq>X7{vi_hWOA-f34O>~ z{;6cT@5T?v0)!7e0@4EOYZoFtR_Jw|!VDESv-{-|hlKx61jN3#If|Y*sG2<@4eNc5 z^EFb3;E4~^$74Nz4#}5{7T#XEKkdGQXS6u=v=BO2*;Ne5ZMlEYK6ihf<6|HkhQF#_*)!Gm;1(-I|9#6=^9>p_%p47w86 zv(3tC2x489!o>lzatrSCDF;VI?l**{^p)7!{M$5f^n4CNn&iUF9~eSO9q0b{o-b|> zb{)&0KsmP4?Itp(3$H-5w1+_=5n56SFzZKU$n zAnhfB!T&%^%$<$zZ()lIi06(>I#@Rkk+WMu5p_R$=s9W0PP`~+@_?GeV({|9N6XzZdWH-dbx?&yNo7iVegtcDKf$AV z27H&Cwx(Vh8BxyRDeZ!&dk>Z?3&iv@t}BmBhiTwFd$sc+`188^cDOZLdL*J3eUqA< zK&YtNFR~{VlU4s#w*=W!Qc4-8L+sp7hlg2vl8kaO2@>;{7h~Ps-+g^`SBKg%RbFh= zA3bDoqHDX2p1!|NzBMRbY+mj&WsmL^oi!#h?NQo8!-mZ!Ab>d61?t_D#&JE*HchTy z)2zVfaZEolPL+d(5q!&OvbiX=zX62gW%G7OIPL+l zeT3mC@uGudOo~#dBdmzI0-EmB8;3knoq5?25f25f&h2MBkF>xt`mJ;}!q@?^`!;x< zft@D~!r%8kF<UE5)ZWh}eG}v)HX4?NvYHuf)MEy*OPDNDxT=V_sxg!c}k~Ff6WB z*alt9iU7>Dlbw$KOS%KY%JDH~OM**bzweiYwNokj_GbUhH%$xp_%(Rm8!i7-352FT zLd}A334|^_1~D>d@y{g-MDr*`)QNi){Hp?;d3 zslc5*w&}zpaAxryYP`Q7e=BTAnCoG%*EbSEakkgcHGnC`EW|d?|r9H*8lg31&`Q9{oB50N0kl) zOP424DcFN~aD_hn`cCJIQ9He*=?V7b`P@RNa%8?jZ-vrK*4X|f1H<92doM1I7h|N~ zw?0iJ*B>w8d1PLxO2zFId~P{O^-{Xss(9EVe_GmB{vp({MQ!Ef3p%2~YkPjCeoQLM zER0(66$R9;d6ubsOxy|BJ@jENQ`2oN^G(KySsTau<~h5hE(5zzgw#P^AO1dlVxM1^ zS+fN@6r+pvJFF^s10Pd;&rvi{Bq*a{2giF75)#w%zvt?p-)B0_&aPB1A+TtJLv*PV zBZ}t{Gpo@9yLP)OC^r)&u->+}Vu03L6!}x=F=a2>56olZuJH9672B)^Jf#wFK!Lo0 zBQl`Sx*iq?ZekQn141$i^dBf`|}`B!ehp}2Tt^aZ-6A=v^^8j{Q46J zD+-?vn}P3l9G5LAbTTdB;^z&@$Ei4?<@IQwhIH+9=_I#WoMdk9y`a88^<1H%gU79t zB!(wc7+_Q4uO9S#W!%HQ>+jbrl99v5zjm>fol{?r{54*R$ZJRRe&aDIWR7*Uj@O$s zWt$pqleChNz9ZgS$>6~I8WU4;6)rw@HTQmBt>nhO8<_g+=tOBqrLE(7sGb;n;&r9|>JLiSTA-8{AeGBfXLE(0vZ_P4dRF z)%-AaHF}~x=@kc7mX4O7yO^g;`NG!S`=DoW^Vq+&lJgMCTp{98_xKynBZM+A z!g6wAq{YEYoMIhXj#_0XA&r8t79nCCJP^FH#lc3}t+1l-UXiBbAoS%RY+vkvp2Nel zrt1tpR6~0c{l#6lAnScG5kZlIc8hOuF~EC+8MGgZbEO0Crb7iNZ`o@T@5l&@=S=m4 zlH6`8^>kmU7}~Wwm6$|=U>s@5YG#8jSXEMTFe>aBvN&>^y8Jb+(|AM_K$ZurW-guS3POXlf? z_Z68@`@I!gInHU3vEke$!jR+N4mnt;LpY3-&4#|P1f7&_#{5D4tQV&N*- z9W#NX4>s`iq@oAumL`8(z5*T$iuKJDv6>6J2jiEDM2sR@*!YrMN=f1p(zlB8)qBI- zIoQ5X$;XcvEp|*3x)_e=$=k7TD@BQi7q`-{{4*rq>^(VYg(iFw<-$nXbpg+_h+0#H zX#GuPTEpeMI!McX7)YMGNxi(=@GMuy3)vWI^#pZ(D7(gRBBT& z=6UgS@%ZMkiwpZpI#>tBtclc;G93nNdO?Bj+|i22#d%7GK@@881#6$*%`YAkv# zFPuYx5Xg~;HsG{Ll)4^SQ{@8#UsB56 zN@TGGzUbNEplv@9gvYuATFw}52O}=do85w(Q_ni1RfZrEq2h7*s8u;5G4}xjuf`!) zWecu5uh};oU?in(2fqm#ang$egDJ3LuuBi;oEl~tZt)&ch8UNRA8+dj>X*gghkw7F zDfAY$^v}$`4=febBv5N9Wo|W@@9331;wiHc6G9neiaz_GC~L+xMia6CVkTRtJY0jy z!yC2IKYRNk1&VszUGv+tMXgrOo*`K~M@4qhiCsP=9u#=7s_OKp(O;fd!&azg+_wO^ z7bF?grA*hp&ku_4kg)h9p%HSG8=?I_#@;flsx558#R9|tlui)^q>*lwQo51u5RmQ` zBqUY31w^DpKpF%oX{5VLx*N_rb?^Os=Um^9^M@__g2h~Gjyc8~&vU=!UzlAOG@8%E z$VF~rP1=xkmU2y#xilZ{zOk&Xg{l-BjXFH`fxjYfrkTpoQ6P+T5*B@5qwf!58!rE+ z3RvB=gzZ#Y5&0k{KnIV0QwyiemK&)4et{HaIDHDSn*AIUuu`B=BFk_bOMgH^!)&MxZwhx zG=^kvx-|x0mlrsBE6r3B-16g6Po@G24P8ikBV+s z@I3!z4uTPf75bs__eGTovr#yDg`Add5LLnb`l$C>WbOg0Lwv|>ZBNYw+sj&Z*bdo| zZRDPILrIX7_3G9Ka0}K9UlfNv>7cm8CVyHd@;_P%n&vyjh;f7$4>s8wpSi5EUj%0D zP>C=;QJ{Qw`c5}Etn$_Z!~ z;z3~4qCZ>Cpjv)l!vPY62G88diD>Dx4@KyLGV6tcPmw5Xnq(HL*?xJN&zzSTP71#= zA0E7|aAEhjg!aDB!#%NMYM@3CDf4WpTk5v8)zeYD0=Z+?!BJ{&lDnM+gjOW3`g_NA zgHfPVI&vb+l*KZ{wQi0|Dz8nn&5ike7;yQZ(E2_BiNU!X5B8Q6UJ7Et$~!^3VdIf2 zo4vH>c`kOuIq|l{7}J4?35rX#88YN>q6v|cy7${&v~yZvIXT*=Hl7icq?Vb6dU>sW zqio!JZ(|LO+%nYbgx)G{e5y5P;^W$$kb#TfSoW=D;|qGMlzekn;@~D0!Rn5)`Ik{7agTiq}j#%8O2+CHFzl|bDe%% z$pV2(LgWw?A{X5Z{z$?R*aI`_C7W_e%$cc+OxlaMe2Eh>qE zIqeUl!UBpHpzNL26Z$0$a_fdqzoMi?{>>5M%c_{ay6l>QtUe$=pUK+V8nLE~j%qMg zALvm@#>g5b+EUO)#Iy`1dc>UkN{y0k5Yc);Q6Y0rPLI}XN%1vS?(5-+h$@k}~FLb<}CV__Am*E_e zX1@MknTm8Ql!V#sfl{A(&?!(}K0=X$ow%!=b70Uw_RsYe-2gE+WOGLCalY+Fkb@Wk z*`>+w9ELHVJcsSN;z^)wz)#Z)ckWZC`Lbq?7i?A1ZvESTv$g=$`79)1_o%6F-@g50 zu{$k0XAfJY`m&0iUh1D;9Wre+DhZEr{F<(isjN2s%-n(3=%2(4ouZz*;id081g-=? zB9tr~QQ9c+BDGvZa!z5C9U1Ohmg^u4Da(|BZXP09M1c-M!FpcB(^&Rv`Yta2Nvj{P z=G|7p5&mW7^vdbvz#0W)?4uxf7g`y7@N%wQN}^qK<>|H##bqc&&g#aMoorep&xBID z??uI|EYA)nZTNO=9;#(pE=%`O5Efb!x##uoP%VoQaOVL~?dR- z076%XLc;i=;4$+?$ofQ=XmLQS3KdWBkolbnwOsw0hKs*yWYMQkE%N2zZTmb6rz(II z97@I?2z;8;qg{Q_-mKlc-$4O0I1{xe1dmd2B!&kVNn0EO) z(8UlBuWa4k-qxS4eT(V`Fs+``m7(--2+?FNyyufdC2Ai7|?aic2_YtH$N*SmM*k z6R=Vr&uS)_;1gavkK!cr)Yb$;8+t-IkrvTaS_g1s3 z2;^hi{Wj~b22)GFtun=h)8=aBjyzPCAbU*R+!aab`MC(b#Q(SmF4z)W8#2Onn@=a5-(UbW7Sbf*Bd=d+1v%$lpGDo zsTh5`Z_&2pSk-%Oqj3Q z<Z^4*rXfgbM3m&P!WU9XB7bB+|sbCqz4egiSV+57ES>UzCPrbCg&c% zK-NfKR%US{yyV4gk>mZ_);&@X>eX5lLQBJDC1M(Cg`q?zoBL1%d1<1b(_<)VS>Nte{6*p8Ob&wkNYKBZnF z+Y;F$VZo`@Y$+Lo3Kq;R=s#d|z%eoqPKHYu z9cI>rdfi9ZM09_kg6QA^ScG%{4g@Z<7^pLZT)2d4b-FuH!J5M*_Bn!Cm2s0kHMPL>4_=jm=l4!)&R-sV`piMR6ol_H z7CJFm3yp-PBBFRHqOTYf9W5`{cR=V_kB~6H098mMKO};$dHFj?1!wYL<2LAWp3dH% z{+gGo@4QejhB`AdoEe`L&ohY zF<(ZWov*M4?yon&LK!o)&+!B2iSg98x~CxaK)J$R`6y>ld(%+}7YApfjkS~6X+sC8 zSAZ|Q6?7-dCkHU#0*jnndpVhRy|QQ3T4W5OQ^>>{9Y`gMJWYb;Z>^HI3^Mv`{`%dW zITsCwA=`GQ!o8Y3qF5;LJm9TB3grR)kJB%v{~9u3ci)^Y&*zz87tSot)0 z+E@-N5~5-v@~V`fnLn_IBJMc_6LUjD0}#GOZCxRZi-*+`41;2)8;J{|qIf>_Hs7j# z5};Q4vOXXzEUfU66&R4V5&aq1s=vVQD;i8t3lZtY-rhVYo6W3(fmexKB3KmL!C#1w zSDmJO@ntg=`F6U5z^*-;v#C1!SPeQMc`Oi!i$1(wVZ8>q}7nVOBT} z6M2=YIzuPRTzvlg?y2|2{*Gv-$@l>h`C+{b7563mf`cdTwxKf=(OUA>Ld7NTViJ07?nIxehyk$JwEAU0odt z9M))8u3SMzg|sCLCc~J6eiyPtX)!l9x5!nvIr>n<1qtS`;WJ&w2HagJP;B-Q6X1-H zrZu#wj4118EG=Zv%35jG$XyRy4b30-lFog(74!Fklhi`mP3kQQ-j0cXiZ{;J3ISyS zM;dmdGF=)Rk#)IWp1gf%l2krP>zl6!f8)AL7P+@Sev zj<(EVpNf8on%rl_Txw1V;p|`ceBXU~8y|n|k(HHI@v)DO54YO^Gk8mj%RQotLF@<( z#WEmib(?BtNSD&Bfp#x@tQu_1JdSI@N`8Av5-GBi>3wO+S#l4Q_*|BxPQI?ocnnt* zU`wg4cGM_g;6~dM*Tv-dbY-z0ELB0R@p-QD%ECt6KJJ9&Ld(A9|5mj^;_8*DSeQDgYVnwP>Z znDJlWZlBY?m(c&I9S39dW9>jZ+-ShpfL=e*c@GjM?PRHj&0VEUAxYIASX@fZLiYi4 zzFyZ1c6P6<>~1#u(H3y16P*m&CW@v#&L6nFxFnHM@EWP3J=KtbKwjr`iWCZL{l^I& zN#hy>6aKoJRhyd|bqdR`!a8nOj7jV2QWzDMUCsNr%RNxNK3un3^o>NFHhDgH1g9W4 zvO^Whsq92!WI_Rj4|rreREnu=I!QY!F{{bQAd-P7>OLW1SD=6f?a$`#MjZO=vC#CN zP2SutXW;w)yhml~E-R1RwxLPKEgE4`pITJ|>^=qBNGKN0r0+h;@3RI? zgGT>L^opMFr)_+qP(#Zsi;c;Nq7CcI>J>ipzXi~pg)RrXuthKN%zB};A0PVCl+3=2 ztbz=VkH7Qu1sg16Fwoo1ALlV>$o!Wm5w;E&P?ncWe5%*0WunD+$?v(3-c11c_T554 zAJLxK(~{RdqqhF0>pt>t;DwDi6r$n+TPz%RwoMpT91sov38O6SX5VtHk=gCe7yrHP zp9E~W2o+xxazZf0T13j-0vX)&Lb7Kbx6UOoCB+;g+sW^*Xph0e3lzH#Aky0vScjoT z-jF~Z?JTtu?MnhHQI1l&gPJDNmoo!G28s*oSL^|^ejcTm+Rr8hJBvB+7ACu|L%{r zQ&{&N149VJ>^*s!yoh6HG*3QrV|&|H%z}~D#qMO|2PQJq5AORyb-F}!If;UbLq#Ic zlhG5Un|d=9;u-R+FeByPg!$tOkZHl~l2pEClzoLMcf6p;@{k%21II+s6r_o2kwnl^ z>NB;+6aN#A2+u$!*Yuky_igdV*@QJx>enWfsL`47^705I{BWm7W-L}FBsDFqY@_bl zGbyRLwTksmMMXGXpmJq#-7`l48LD!=?HRb90Q$?~apDB>i#WI#!F2gI{-Qx8{xHu} z;Ihl%Et3t(uGVN2Ch|&tzRfNZIMm=OF)%O^PW9nDss`NzZ1?fq0h%6B=#Y1<4l*cZ zu$G`Y1f?tOg1fv(;09x`;?DSI8XPu%#9qF*>w-uB{E@6ImYkfNhE?qq14Ba==Pd)# zP?9B^6ZlBpgoOb-n!hh8KXu7es>g(gNTtXEY{>%bkd28ib*G*1o8tI4hNSHb7X0ZE zs3kplm5M8cn=6^3T#{E!{Uks+qgJqr$8OO}Ioog`Pty(LtT@q_iLITTh}oE3paUG+ z0`5m_G)CY_0B-CJM4bVLU_?a3s=~!+EI+ZjG4EK3>%3B0vWMuYMhJ0#uJ}dlaKdS$0 z%AT&26-bm#f#Ml%U)@i|PROuC8kQYm&uCtM7ENoc;D?C=8rBWC$V;z|lx)|ck$1t; zT!XGJ5xIiqyHtvklar3&S@wqyzc#u99ss6#P`&x9u&H-WadY|lHI+G4@mtWv)0t59A@28$3RPpVgeUwJFMFK~F|Z?qd_T)-u2^ttbHD3M5a54eeprgsr1*q_S{G3H47wG1^}ERGkqOg+!>o(Zk4%M8}Pq2cF~UD|!9 z1{QE-@M-^jZ){0@7#zf4=|u1TfQYQf z8saXSfxPs^Fu^ZT5s2*%{>b2J#{+gyiJhR{Fim<#DSjWj=hGCY)g4pvqQaQ?Bp3AyAr|j)ESZ?SH zkJ-wE?~=$JANQ;!xo!}%p%>>fnKChbd2WCK&a4iA6%>rDf~4abC=Ec;5yNU6+InU^ z(|7?Xu>s=X?`K;iiWgMKmAbk8Bil@6I@txIhC*nRs1a@*@=bo8X7|BiB4glldW#Us z*IXrKFU!V-{BHuYPf}9yIt&6a0^l;^@yzrz3OFb2RGuP5C0Hb8h6P?@YtJ)9vmx1+ zsSn|t=C!&rl&zvrYIKNM%j2tkGNABeFKeOBaKFK%jo&=NfuE^h5^F8_A-jrH@u=y12L$ABT|(-h3n}8C>z? z?}kUA##=!uNhO;}k|ws}0>P~~Cgzj;>bS1W87O^6kP1qxn$m(54N5dnfdQcD|M1MaCO@D+vdKHwABK=n6VVkrZ}69nS|Tl1nFPxPs_`z|gD=>M$$`>@n? zi@o~-pQJy5Hps6f@E$?TxdPlQOG|isNV1;~uYQn)d3vBfq+yTi@yu52=(GHI=k9AO zH24cBNWCtvVvPqW+4ZSt-}paEcCbhT@KU-=Nj*!fU@lzud<6beS=vOATYP*SXI$~C zJB#6dJ5-SM5|tJ+KZFSe^PS0^LYVyZb-vdwh!yrhVu-Xb2DCj_SJ)AbLy;2brMo=a ziC`PpF%EtU%Sld*Bi`(lPzs76dytVbjxd~`Z%V7gS@avPBi9D0Ik(FW4dB=joDzkF zR-DA&ebxGA!HA)0FjlGvqE-QnKSYOfRki)W3P5#$^ED@7$e&j}lL)fx^9L**(!Gwe)E-Nf3C-_XF z#>{_OZm?ieQ${)TK5{_hB6tSc*e_qc%%lJF)WKr5Rt_PmE^yv9VyxPcM=_rxP3N>6 z51tB^>5!xfx2u;r2psgx<8JV3kT(e5OMX zhF&G$zO{}`DVtm%T=i$;H&KUe31)5S0vPMy_!y}KU%(E4j9ZRP#fqt1%xZg3hWV@6e8D-Oh-%|K9bpa9*+PR*)R~oW?{Ij3M&wazD+}zxxi3Eej`+%Szp-e>^&=Nrv@&e3WzxaJ* zWCVHX;dd@?llLqP9vxd;U+oI-NLd|Q{2ibIZw$Y5X~Brpt# ze@3{!hK2~PD9BW!H5~}ya#z5;0Y)D=HMJIq7!McI!kpI17EnqLrh|ZgQ*;qh-nP=U zAEjsB-ELfl9H*(g+h<3X&stkemwNyG)B*}^mTjs4Cd2jk@naI8;y6yYM@v92*|0UL zz&uv}GJ=1B$t9lvETe4n+|BYEso?js;4}l=xh?4DqR`-c7+4Iz44vPy5Zdf^k~D}#byKG9utaY)Pw{zjQ7VI<PsVz z#;pbJC@Z|y5y#bW{?XE%(C3`Y=G-ve(yE@=MZ5M%;KHMUFVDSic%a14Jh0k-2v}5$9!9Cl~==`aL7n7-_0#2?(2YMspk2W{@q!c)nrArS5+_7>GkI^gu~zn8eaDV1(O-nzfHn;8z^X_AT{Kb z!Gbjm3bnG)_fI?qtH^vh!pG%EH}^K~{bH)0i&?$_t8qTC5u;myL#eiPsxf}wBG2h-97^~pI?-zm%xdJ zR^uKH{TG3_qkH#78UQV41NAoz)^oY}+{57LrU}jE-CUXB+U0=`JrjQ|l!#a<^Jn9& z>NTFVIqwEo-8UjT^p6|u=98GT^`E;jA=T|qlod{{t16@RQ^H0!D;k|gSB09wRby_7V-jJiRk0^f$xlLe zJAKyR3#@Z6rLm|<4z5C3GEqUBw&K(N(}fy-Hno1TQBl#y9GDtzJ`!@5@AOi4%`JyK z<2~dx6dY;b0dx^a61{dnidh^*jHWSfv-0I;)z$s0vjeA|ETAWgT74d*l{ORgSVfWB^0VWk z5Rj4l-S*fRVE;gBp-s)$)@M+@yA&estCneWG)cFFN47xEm@`@tOYP~D{J4OhfMA4F z8DE)u3HXF9KC z_=dWXJkxEGjvcChbD}UeVB>9aE?Z$JGL8riod^{-xi0N6YOAoRFcij^1)uL1xSx1zSZY=N zmNuqTwAx|FluWmy|K7{`FiD3=P+VMmbEh{=K9hiC;1bF@>vZzZ54q*qxr(}7ON2Nh zRV~#N*8H3MJJuu_@(PMlEKkw9IUek~ocLX@H7`v0HE>q=$AR*s$O0))12lvc#_IqP ztqm%ANC$*hhG`fpsJ$gKl`n6Fd(_ZXS&p&E=3&5%V6J8Eaxps;9kJh!T_VnpC8=9n zL+oz8T>t8>-g0KziMu%03j4dT*TKv^=0js3VuMT-IuBN;u3r+~vm&f7lu@?~N5Z{|~}fOMj!_J>f$M>>&b zYIRlWIrvDD;lQq-`)JYtQ``z3W1l$NVL~AWrLeEAQYjgGR%!b;Q{---xXz;r3%ANm z*P8}Zyd~-{IXs5;sZmIU^iag~dog|vEuEB~Gez6(hW>8;Ft}D(xMv3YTKP)rgAU_{ zB){E;vKQYCO<>4$&hw{lGTRI%){1_tJmp9K-g_ZBMK05MY9WkPYQZJMjY|hnAdMkEhM|)Cvha1?pp6GEU*eArJYDhz&R6)eq zo~NnO%y_dc@Nl$fk+9saX*y$ne)1;{^my8!8oWr-pS0wYKYQ+R?!D`O_Bc&BTq&k0 zJbJ8U=UhN#PJ=1$t^o9(3 z^D^Pd;QLB^XiaP!jC-Y#H&5lvXpFz40l?7k_Q$!zdn~M1Ld2z_zwE(JYV2jq8dz~H zb3xw#&L!QF5moz1rt;Sf$}h&_-Z=)o6x&Pbe-Uu?I;8+td4Hb?iigArv8RmXk+5Ty zL(Q1Q0(@Yg)0?K#Z@XJ;s^-N7^lil|SAwZK%ScsxhL2GNQHz(A^EoB(9m_xTpTZ|5 zJ&+<#yF?iKs51_K7>aclqP#CYtT}AlTsOQ{|aTqY647ox# zK=Zve?-^1h{L^>33ob6l2(D*+VBS&!-gM5I{y8*cIW=nVyDT{jM}%*_UCD~zP@_< zi&`#V7_sp18bO|L2&0N%Ad697mXbXWjMtch**Wv@CQ$DHuY7V+2S^*Sf}R3^PM!3= zmc`h~qgRiPf^m$NLi=r!5NqUann*C-ZO{Ab>0feUt_|DY@8$h4Wczs~mV9A*q&62Z zVCRbe@ZEGDk<^_HVNdRPaPQM&-**r_bnfD7xOCu)e#O{!(mOnEE7LQ|^?i5p>n`+i ztcF0AaA%Y=0Fr@hlJ%6nO^5@b30caVk{@6AciQTcfO6~QTP%IKT>1}VpI5taLrqr0 zww)b_MC=DAnEX3f(Ba5P_K1Vj7|-{~V{vf|O3`2)7@duj;5DF6YRuoM4u}>&nMw)^ zUq*^YlaHFH`$2gIG!h(W(9nj-Wh&-qRz$I*ecM|6dOmYZeJ)gL`6FY4O&B^Z8zlAp)#$Ohqw-b|F7I@VlvT8%rN4L{%3FdcuE^!!X9@ySRx1r3H5h<+iB zy4ObSg`Za$-l4mi*yQhmW@Vor$Q81=A7 zNXDad`-TOfn@D(5eo)#FHA=wMw|#!Ef5b5QIK4R0tYkZ5L^k-=b*DtQg+`v|7Loc* z`y`KTI<9h%4)tA(#pt#|+~lCYv9!dYRr*i9RSS+?*cX^8H!dzMElDN|ka__s_6u|~ zp(pSip5;amXdQwDv~0?c__zBR1m7rD&{9*0&9iO5Rr#PuI|P_i)y_g-O#JHULDFF` zUrca~l;BhKMT65kT~j*DD0s+tljRv*bnT zMfP$YZDU>4t7f-KzUXy|eoJ35?k+N3B#cFQG_di!+>g^^Sk&Sfh3l_y8g^n33yEfQ zIWQiVWRTpc$q9Hz%5tG-!J97^^3z;V24jlCf2cNH-Mu;M z?Vy>^^l?6EcJimbmp80|fQ=h@?EM|RKA)9L{pxq^$ifp6JKib0SS%*9yB73AOxwP< zdn!lqePK`c=iZ%w#YbK$eIBgoMwI6yG9T-oi@L7Ab=m!xnO``!tv)>w5!Z?$`#=%S zx<%}vT0@NY?G`hzeLO{flcN9hx|npjH5XkZoC{r9z2<@*ULdfUS)Ka17a_bQer@R% zp2WxGW&S*!Z)$_#N%cSLG~DcxiZ~So8K?@G{rO)!bNbC!dgqfwaZ|6DS2QN%Q`@a) zf)MF54h*vMMM02SJyH+_ugS?11$(^pCn2WFN1G`^J7+sRwmhF8i}C}H*gXKS03HqL zkb%<&SNd!9GVgb7Mp7w9XB8W`NO1noQ2H#8%gRCARXV{LG;RkXhQ^sLQJ7@kjSpC92P zi_E2p%&Vx9o=oeA>M*_G-fQ7P!5JEk_(bR1M%D`-^mmM{^z_tbgwES)UoGrdVjdf4W?V-5J=*nMD zP(Uzy(||0kUZb&9Wvs!=VGKo#DV92_rZbpg=5QrHnL92K^?Rws50Kr@znNR#?ypBX z+{sVgkTq+jW4Oz*O@OJv=evBY`TPBX-$&BQgI4O#k)}L;TzNGga$**mPJ><*j3qX? z9}QrPtDiHFdf&bJ@L;pw@_eRa>Nd%MOVm1hc7xg~KYS)&9ir~#MZs;MU05Wi9hvG=n- zxq2ML8q)v{^SI8}B5a7LxOZPmYQKzSxb8gdKe!K%vYD&2*-U>D@k_6fy#4yCO%Z`_ z-}WRwS%q0Ch&17cX9Dc%JSq?jD)CMqaKLd(|iH)fg1Ka(&!s<_1vQ8}e(;0{bjxAZ5SL z!R+0@+4(q4Ucr>Z2C5*Nlbq+ZdCDKY3??poz4Q%*^s&B+-V#}R+C+_%n=DR=h7~vE z%rW-L9GX|b$Lo}aN;VH3FxZbqzt`K^-d?u3c4*QX=2oE3&J>(j`<f*Lyk``>w79;Fw~XBQqdAqCrhK<%EPnI*=~R(d{KB-g zohYbB<-(u>HACgMJ==b=;l^c^afuS9K2cBdjKOpxd zBV5|H115pEu4Lyf^0Yz@x=u6dtIq0(hM@ zhlr7_L`E0YWx&Y3dQ{y#xM-W`+}X}StXxsmQZ`0d$Zoo}UKO`i$Xn!lF81F;@kfUP z8WkOrC7ig(5e&-O+R&+E+}1_FctiK!5_~yV9s#x-1yD#gcsxb)2jT<@@&>iWcA|cF z6k5-SCb|56kmNj1s7Q+ou@Xo$-m7Ri`(`A$w4^gXguXo@2}Cmd)C=m zm){&b{gh0*a_fS1t(<)|dD2|6w2QM#-wW}lnLnFLDh3{YYP}=6PcS{Y1{FEj^)~95 zl4Y~LV9nnS5KT*geWijiPFTnJaUH%kWUGAhU$uTb|7OWANHW;0sV(R)$I19s{=}^M zD&*(y3J{8u2=et@lPO@`W}c)mNS{rfdA&;rLc6Ch884h&HzZg#r5uY<{D7VQVPJ(JZjt_^t{&J}s?$bA{%21^YA z>%+wgy(@=chW?eny>qf9@lfDAVTIickiNoW9=x^D+R}irXgb>_55y#SgirWvB`r*E zu|K!ptXZpS*t+BVH0-uS)Z6Xjb(&sN#38oGyDpsBS5CIyfN$WoiwmvR8EjIi5=;TB zHNgUdtLYCOeBNM+-aI?iDM37y z-2i_y&RLF_1HKT2`=%a1Jkio`C0Dz@DO+abyLs}g^O4t2Qts|By z#D$DyWC{Gl5*`B9g~ql!#RG^c@ud}Wx8vyJ?;`k#yRK<>C#Fx2AE(!4SZb%PSKbcW z>K+Ygr`*y$f5K{jjvC_E)+s=_+9R{HJ?8ki^I+0u;Rfd>9Z3;x+yKjBsgGn=9LtfDrXza#^%{dWl$(}8d^z%PXU*E&X>ifn2 zs^oeL)JAM+rIGLrhH}Nk5FpYbNZMgW3iPFTiDRj#s4jLvrvNokkhyE~6E`Jg+VCkM zAt8Y8`-Ukm-}!vv50i6nZ0FmotMABW_aXRxdbOee$in3{G*&bo8$+WEuuLb`nalC{{wP`#oU*=)re>Cr&arbS#{2Wh;y3vUx#y+3=&!poc`2?!@y zGfa8Zf)fivD*dw4Vd-p&a%O__y#*tk;t>d;Q^YO!Q*RyYe%JmuoA}YJbY`5u&PC6M zQZsZ!+oR^Fcv*gCca`7zvX?@`VTV~(DPys`$n;OeUQ>2|neM9fjn#`k zpa~;Ki?dt4ANe3M0|~7z9CTVH7aFvR^IR6gp2PQ+&b?pq5ydOv>l65OWfGwksM0C_ z%%4VkF%ZB7bev9AWw|8V4Ak%6gyFw?^@ z`$$&lNWeVzf1Nv#of(R>a;-tc-A^#iPHww{9~+O2myK=K?a1cG>xT7$qAS4P1SH>LEwybt|TTiCY-ouIH;5hyae5iUYZL?k5owk$J z$BVn0h@JU@bWJ~_7CN!^K!JH2mmsKw({IGzCvLM*92D%lY|x z0weTzx5!=4YtBxe9qcH8p$3PXM;Iu7SX?@fLiU#=vp6Lg@ZD)gec_s`co&o52F94E`JLplsvT&d@DBPEvP;L^BG#&?jju%vu; zRTN~&kyLqL&H%{?UUN}As>tl_~`b`XJ<|T4Sa*I7KombdCT+YrrM2c$yr?yvY^J0D;BvB?b zq(z<^egSbV_E3Ve;Jif0qoChh`jxJm zt#O_3;pKmP5Fkoe?3&uyc?G41YhEC^N!aBB^%x~BZ6I*Ft#=mX^yo0Bc%9xNg`|ZA zu}6m)_dsX>^~DtV%tb7mhCqH|gir7xnkfj6;o=9-cp0cO7~n4`nA6)k7se$e`wp2> zOb16knfAV0wx7EE{Nb@+jC-Gk)%w%w!96;1i|67CU3-X%Tfh9~-8SkkkN1})aa)&e znolJ1G9^q#*@E}Fx2_-|E6w$NYxI7|PHt7Su;e2GhZPd;NM*x5k_DEtQ2jLmkC(Zv zSHzA`0qw#iXVqe;lyF!7!BE5QI)l7^hkcu|%CIgDO=;zbZ1gH_i1`=;)t%tV_fNEl zJfm&n8}ujy1<7IV)dKazJC9nD&fKE}(pK*7MH1Ri8(;)i9&+U4ybbM>;2QcvdYIca z$7%JUbpTi4HVA`EPEQ{U7F<%KJ?T8yX!aarMg}urIIcV3@p{oVmDTg;yLb!m#69$_ zQ^m;~M3n``mnN0i5hk=gmYuh0hHEC$nQi8+A<~Mmwb>x&Xfv!(@xQrv_b$!BLbB;K z%Jil%1vpgd39q1nCe1O73}?kIIFDZ9S#8X_$Gz=+oSpe$NAp?NuG!*Iq5!_pMCb`~ zKeK6h-eEZ%rmfK@TlI~>f_v?W5~?mdWZ2liyOf4d;&HTww|s8i_G#XS8#i(l5K9uSf^!sg&4-%{0k8MU?mLNcT7|g_Xyizy{s*oE3`C9qL z;2w*Sq!JAwY5?D7TT3Ke*>YY*3{=ZuDpwo5Ce~G5B)yb`mA*Xs>^Ne-#Lh6Z-(|TBb*-E17 zN+;Lwq^q*(XPG-ccy{JTJUu8g;`APgvx@}#1#aB<1e@~2x`xn$(2L^OzY z4kr4wH9`+UvU^p>Pdn_(#Xn@aMO)lz4+6EQRZ&d5{YbAp@ZZ&3_X|{t-2KXprb=d$Bh;)ca z!rttdegg%?@*dQ353f}EWDH#fOCIx|onio7pAMdI#7z^XH)d-P*mjG2aS=)Yw7W;N zBZ_lXO*!`FE;%p==CquTNncqxw}5V|Uy*24{*YvzD9$&&)peZIc~^bz_1H6^9U+RrTKNeh0TDN8!U#Lj4M0b;08xdp3H*|$2<13e zy~O5mx(xSP)xH+T%i(&^9k#=a=;f^#5SMS-9KKbwVoR2kky(INJlcnCAC<4O>vJD1 z&aU~?exGg#dNGhkda_D`4w4ZG=vkD%ZrqYFy(_prR__xnnWFi@%%Ts9&%rBB7btnP z9{sJ6PtI7o@W^BiHCw(>zc3j2+r;9~vBd);B$RUl^@Z$H58MLd+2iP{EHP@_iE^g0# zQ*yIC)&NJtvRk`-yD{iY+@KJNT>HR2u@t<={Nr;2n;MDOlB2>xw5$v|m+K47nQUa| zXZ-zSHuTBn1!~Xu-nC7Y_(10Y zJ$UL$al~lHzhrfqxM-?tV|B!MYs`FeVP2Rk3+BpfUT)JOGRAZ0oohc~m}{y?VCBTm z7pDx;BvbLIx(ZgSjm2*E`Sb^Z9SMo<-z2!QT^5GDT-Bo8;_qTcM&pB0K76;8NmwRX zx<9{W8k;o4@vwKdeB9Ew*=5gXYi&Fcib?+IU)~}UYU-o4zplSRTP!od*0LvY1_9*c zd|g1h(G1x6I1xGGJZsb)@uyF9e!jmC!{Tdd7xuTd^x$-L+xkg;0^ud}W#7Gh`yDx# zfv*rbLnoS>P*$HWo(>bIs)5B*GY3PiDOp*=KYX~;7)sh2@jyW%?so_Y_xp$loG5zL zI%r*T$EkZ&%aAzUDECvhh?|!WmU|Fc$$BV(=Lb&O>65a`kuKURuVH~jb+|?1x^h@;7+_%F zNRr##k9H&v%-GwRF$=uH46Bm9X2xE5ZKS??#jesmNn>RBE~Dh)GM|x?o25tP_6>yO z?Jq;NAbj=!Hg0GA=}Se~Y>9@590@n}d)6g&E~hQ7)4RO3_BHQ5E4I+~L_%@@Zv9B| zqE{Eu`h6}8In6o^*i!G4lULzukL^92SUU*$kr8^^d}ATxDyB}c>X73!4TV6cUWk0k zENtpa1h*9KJCs_=I%^XQ7#7)?-iUT27T0)d#yWB=ss++K|4r9vn@bcXr#S@rI7WLFTwMKQ3iGN&upakjenpv+4-%FsWbC7k5vxc z_lJ>1Q1!5i${YZ~6x)RhfZ&n@{BXxAFt>I1ti3m`_Q??UH`RZ*hDq%@R<1Vj*)@XP z@ps7tde!eNqA&$#C!KuVhWf^NHFEo(C7D|=naxijTLqz-%vuaSGDu(Iv#**kw*7XT zv$sbDt|%6}mF90(Z^J~6h&r&XYmKTAIIk2m#c*1Zfh`84)5$OwAspnhuwM?9T2rQp zhUkHRvB+|wx|Ri+{jA0vIS*fc;(-CpM!Cn-k}=<3^PJp5$HZI!dpqifHgmlbG)(OA z8udtQ+DRu{?t;#Su7zpZW1?2E^|@cvsT2_y_bG23JxrCio|05J3d?mko*X2*9%|3< zXg6d@aw4Xqk8B-!b-VbzXA)mNJ;w#z7`U7@a+?mEU0BN|(u>J1W!UB}=3m&Dyq{;Q z#lS%a>v((ezC!1)om~fRpC@KNvOH8GsXltOZfDD7nz>b1h}nI1NY3a_Yiz1V6T{Z7 zzGv6K&%CH{P0chtFxy3|S&5&?Zb&P7y#f>@F7BR03{(OWN7qU)N!R7+Z>KVJT}HiS zJK-LoO0VR1aIHJ;0F&soV`macEGOnJYbUf_WB?0f;C9R~HK4hm;ruBbX7N~=wiAKH zBh_SG3rUe@w^}uif)vG4lx-GzMm-z$xQ(0>!Qm(3%$}5@w*g_ z9D!_G?|>T|X2o@1zAOtN;@)}<&?W9}`4I!v5jfQiubRjgnu#s3T*mC5+w<6*orM3o zgqDz92{iW^VBSTL@cJ27{B})cXB#-;Vx0(B&UefaFMLT1-J+hg4&Hcr%$ir1;Ki*D z=AyyIa9QQ|p~}FqJ4fHx0bf64eE2?e z*&c{0j3KhdFgFswXLai}=N*XPz!OT8j=nD)$cPwZG#uzW`}9p;nea;E&ar%2)@j@) zvflF%Nh4|IY6K}`j7{xOJk_=CVVJOj9?$j$I1C}uj(ce6-A{1D?`zJtQ_lUseCGE1 z0sZ0OVqIMTB!K}ul@u>cVea00;F3Mduk?PBes}Sggr+i6rqtlUCX4`l3gcXW4}}$} z6$Y5IqKab+MdKX$=dtH+DeOGg`4J*HTxf#@#|$>E2$23>YgzklmwHY8SlXM9|AR=M zu(<})2*E1%Lc5@z1E;>+BeZTp;*KdL1~U%Au!wB;Hd9 zYCT3AhhsuBAC4}Fc%(qugG4N#i&xr1Y8Lt}5f5M*-k(_xlm^*b8zq+SogVs`29n#u=sGj3U&beCp;%Ue-v4kGv$Chp`+YeB78xYRw!3KO|IB&9ra(O*h?{= z2@%ucVcH%;+M;aTvWH$Ms{I=YHe+=|b{KDT$6p_-vxVvAck2B1Do~1=;3rON05H5z zc0bT{O!+$W3j51zyxT2=GCx*53PcG0Bj6NkK2{$GaY^Jx|T4{2`!Rn^+H4R1sdX{AA=6p;?4OF%>&B@NdW-?DQWoU;ymy3#(2LmzW@IjXB<6eZ}wj6UiUrYnsZ*) zf!q1OLwZUs88tpTM%%7_YhR8zHQB8F?^mJIMbEl=WAjKLP5El{(bkFlfl|ts}fpls+y`X$k$Q~0MfZ8B ztu=ct^L8&D3F?|!Zi$FY?f7;b0DWEn;ia)j=YB^yHyzkZk~#>!i4YMc@Y`DI3)o#y za&q#e){9QkU7PP+a91UDH~mJp`%Xbq0GIZwt2`EcQyvSCW#|#KbluA2f@BOj2JYQZ zv*0l-{V-))q`|4h%GUP%H;6d@_6n2#2 zql!O#CZRP+O~u!s<9kuaY4;^7PUz~RrSm3CvT4hUIe*WVCzCZIzMbWryt>U^O1_k*`k_yHbsCQ!b0!JB=HVbH zYnV>M?`FeBf}3bkw-7q%8M;7 z1~%N$ea}lnZd6E}?Buvl*-aNH^D?rsK+X5VQrobk7aX9!%!A*ad;Bq_Wkf`UtK}1zH-zJz z@I`U>ykc&E`$qWT_vTuBj5J??7lt5(es@rzh&&WZm4LApjx5;a!J2^-g?yfF=y==Z z$GSJ_&@l)^-OIbo0z!NxeL1~*aA z;de8BQJgHJ4`^}_@)=5gT+jPvn5FbGquf$Zz?m)jw-wguX~I|fhbTlMI4x6de!q=c zsnX%ow%fOZ1F-!Me&=d@#tpku9k|rf0$xk^J{s_-vxVEPxU0q-GbQ(yNL&sBSOO+$ zVG#CBZn8H6C=IXyt11)mY9|-hcdusLuOJd)FsiMzCS0b)a{X-I2&h!CKnphG8c-_C z-Eh5lLVoEr=;6S=611s{`=w=jYb7(`!vu@J|L<5Xf4@)33@+WVngtRI3oT)Hlzs_0 zvz>F^dkF&xn7pJEBAW9j=#9Wc1xzH;>L^BwMlD4UdPVsh=EF^h_PZT&;&q zg+vxffE!Y1e=Xs+yr67Qg=k6JWK$nr?aF&!;D6c-3d=ltNR5OnsqdmPCFg-jrneEe z#20%6Uw`1b*Ux^@4oR90Fz@a;@G5Ur0%^j^aLBO~1a6XL*} z{cPG7e_(Y!9A>{EWa|bQhEMY)y#m230NjG)O8~HySGL{eE=(d#r5n_xkxRBwC*cRQxpm%DC%;9ncPt zKaP1@Voq4s9Katg42ny@Hup*@JbzR3EriZTd()4g>~R4`R%|Mipbi6c$-flI?Dib= zemE+J3?bUyNOcf|8{Ro=-OR!l65A5o=yP44bZY}y2*LQ{kCvfQ&A7aihzwb?l7cWu zqA|w{q??%}N=yJ`Obp0Bj2POFIsH_o!1vmw4yYCJyj^HZN_E&QH+tG zf4Kt)^ByM_Q;XKV1ok!Ua=qBTPx7v(o>rpC)(3Ib4`p-h*W-6=N29)ldvqsL~%}F8#ZfaE~MGi^z&=dKAYt8ING5FqG^X4qyivm z0ohBxnr^DuAVZklzCN`-!8V=M!Tc+#wJ}!R&_r{0o<0q?nJvH>7 zl0sbj4>deC8w zV#%M4DK@LV(98G+do{!;>2TwKs(He}E&oClPKKat z^Xy|c8$nIMdu^-M?y2h9Z_0XWbyH5Sb!wDa=lqcvNquhCYJz!A#nXetIFTLb0`Q zJ)LdUr&IH7E<3Y`co6#_e`U8ey z+aKa%-U@+BQ?`D0?dn(G1jWum|v-5oQ(E18>V^^3-x8oTNsOr9OeTTjXOFDxAxTd zodRC^Z+-gpAUZnYXSSE(QxT3&?E{K-f(#4*_RiG~KBi7+Pq3R`-EL58wzW_GRp-{dTw9`6^I z<9YcX>E38s?D4k_zhPEwLA*EqaA5sMkWMW{#PZ)u!k#g4`J3d~{Ly3ehfIcQdE%`d z?>MN1DVE#9o4W@Iqpc^hdmkGZxa#Ic*`}zpep*-2vE{nAkOPl~Ci~AgISTX4ol0?# z@PS`Mj9%W0ke`c-h6|lhD3JWq9F}^Up2SHIJ$>o(eiQ|YZ|j%d)WomFb>D3R=jXiZ zcLaF17c-ObtGg^c4^W@4y}tP6%a_9P^47J=+p*Y}E7Pjk3g{W7*1a0dcx_ba^y^d#gfz5r+>yMEQT+T}4C5dmc8t z7m$)BCLbR|!@zj%b!1&BADiNMkp81Ol9cFTu!v_wjXN&|^j_vTz0ng^a$Krrp+|3( zmzNntYxq_FS1URR&*<`Hn<~EBmveJN67W$Z*5fI|Z*S>ykz0Vh`IWt~nSy)`$giw4H-0Z;qT5oRo zJzmprIO9iXj^O)y%uqd&YlfL&}y_miS&aLyoQ ziM{qZ-YMyH@?_A_W~wxMyOg4hfV}9J*JGE@#0V`f%l;COU2wynYkq#bsp7%?0*m+C zNcS~i&C=#f%7>9}V_viJhKbXl4&4q`?}0=OE&C00Ztm|d)~M8RT=e#R5!W?UvX&oVLya$M+QH=HaL$6pgle=og~|Bj*2c#^NI zYqKMvuN$Yhn5%{OjFM1Fb=Dl+{OMILb{$2T=7!1Z#RH0=n=7^5FM<>jT7g(|V5v8< z%7g!+IPD%WnPcwBiGjXN*bo#<7CUZUOC032bC75(F~u6pev1!f#0RztAwXC~!^5L$ zUX_|kt65zq?HYot*pR=mtMl~iO>m$?H`aHb0Q7E z2oPwqrMc^qmC7k8-qQFb;9$ouQrb_BH;j%+_-e*mEIqDunJm#V ze_*arB?!1L1Bd)VQit}z(L z-T&;jI@vv&5C|Qf>DA-GGrS98Owz%@SBqRYyS2*wy3!xDzmw@V?57ioyL;s+G|sC| zd-q!RW@_>JdGAqaw}xH9!HFm|C-lqAv=GF=v9{`a(Mj|*PY*vb&y+dPBx=2T2G|SEXsYyCr{g{QZS}-a46m1dMtUoPk)i_>h;qj zH@T50W)3HN@pqg?FJz|8e@gp-hrQ<=Q| ze!A4|})UM!PKIbIHKX?`zS=Dya2E0m@(lJ_NC@erkNM$^<+ zEib%{~rLQ#pFztF7 zh;e96erpi5wKX?%@?!%0`1Aroo6RU?7uJL_)KWo(k`{)k}2F3*vazR5ONpd?mb7b_mW!-w^TrO9)l%@@H zb6hOAf5gk?Ffw7`!@8hmN<0N~g@j6T?+2YqKjZot9o;nkos2GZE+>6&+KaMW*e#_c zMsMWl3-;S`##0e~(B}B6UHS#I+K|>=*Yy*~v*jF75h{zbk^7`Fy`oIdT~Za6qB^`k z{9HqW9H9dT1vG@ZkV9=d&jBncpjpxW*RKY~)hZyvw+y}|=2B7c_1ggE1+^rN9_y~Y0+4pPk?gz0wYiV)evAv;) zcSCYeLDXMmy3UabM1X!JP9>2Ugcv|68E9jgfPw{uB4yJSla|JW*<2ssW|;+a!)&(~BLrHzOQfhbg9ef-kQSpgb>czc%=7)c;Fq@|@r15ug>?-=Az zs80&Xh_V=`aVJrCk}xIe`QP6fp0^OS?V&4#YHIsd(|CKKlm=VV{Nd-QeNF7n2q%by z;h>(sI6gC#0gBds5PC$3K_eLIy>klkCU&mWBF^r3-oT=2LBG~kM=HE?ggXnP)-i;S zj}L`{$yzj&ViplRXNjY~YiKCoJVv2%u#(@L^AfpUeT0P_={S!OE2%hd9%XDyyL#v- z?daj3n!Q?!L!mhJcyJ)X@kHQRSs%%3lUuJ}x4Z9r&TppiQ+_!mAT>ET*$0OJxcTQ{ z2DS-E1obT~v4KAj)lg#Ei$YCJO&!X-h3m{BLgvy0QBPyx*IwcD~AEikE)r((t&vT={JLq?0FX z1)(^8!Uz5Rj#OB*k`LWh$*yAgtJk=2Uc7)t!loSr!fkkuqgiGbHx6z4GNI${7xN=n zsdV}GU)$zq;cQrRlfA!rbI6e|J(~D71Kn;PZKZrtw_F!C9@`mhQbNw&PRQ@y`V${7 z`!O(-6;E}g&@RmLZ$Qcgu~9kH>!Xgm2&qU@uk^Wl+UF5 z9!+sM2I{-h+MD8B79uIhhQ)f$QHZ!`2{82`i+JR9dPZGMimCt1^s*8!FIj8?bGqqd z`V}Oz!0GNrp^VMV88LDFjeCFhp!PO4XwL8Acc+c~LiwjJ z?tUE`n=B_b%zI+f%EpF#gKAwJfr^`O_03zC9z1C>YebTg zV)4oNguJ}5e1fa*AL{)2n9KAwDmpqQD%HTXmV)e$Ot>v&bjLGBudRz1t*wQdy9>hs z_pG(1*7x7L8e>^YGN~lkI&wA*z1NZg1ll9XT2kwWARcAFZEn*vKH5|vD)Dyg`vp|= zDCnEK4A8E>d3kyHKJ>NiCK8>SjXXmx@`2tY|G@-X`@uIxMv?A&Y$zJY(J(_pP^b|v zul8DZ(n!&hi^-yAk~?pR2{bes2PP<^MMPi^((e8-u&GAYRqoM!#8PaxM^66TmJt7A zb?ULdHjR&NYWi~uP|C+KO@{^b1QmvtAf!cBw^=H52Dm-JPAeDe>9N#N^3WVsOb_K> zMqSaWptIXHiRH1?O^OMlLPKe&6*QeSpp`8s5mAK}9&FPR1{LiKAF^>7h^W(iOa9ndkJqz zh|fSb^_K1QsrS^kZkIgzUcI4WV*(0_rb;^_BEP`qd^PsU-h?*6aF6Aj+{(3nL|HlKG5WA_UwU~rW^1LgXE<6W_ zK`6HK*rY}kfLEX|6@_{!?f2(F@Qi@L1?}6iPo!_#e4`+el4`Quv(a_59WJ7mBq5O& zb;ObrJq$9nr12ZNSL+<|kG;!%Lq|{B@y*{q9G~}Frlp$n*7nsp7fvBkHa|Om_MHx4 zd>p^M&M1!JvW3hz9?JlpuIM`~F?O4DP4y=vs%zto$MtsOLyz!qBoh|844zpA7w^0f z@;LJpg5NtD%Ay!`uQLj4-L8K0)3cQk9zCs^gdmocY}upMqwA_4w%fB*I>H)1)d@Wp{B?$YwbGWq*v zj7hB8K@3K1Y0GWY5;R0=TE80hE|6bl4nJheNpBD5xzHbdjl2S2rxLcVEM1UM$}5NK$o zJv}>>7PPy-wo%_36%MJI#%O-(av-$@tAuOf6+k{pt%E0z_R3o2F|$N>cv{b$XnR*a zBM%8me<1y}{OY}xQH9wy&j(!U*{`F zB{YLB!J9YY29g(fS+}>0+ht^CI9v)l*ZycMx$4v4tgZF$d<>@{h}NS^;1g^H z`iU8f7+5|Sgzn{y%)!j1LcVFVpbr&gK_@rau3Tl zMSOg*2^%|$35>3%*In^%JRclTNX9_f=*?&aFo2bM^SYlx5Fm?`+n{p-QGmEo>cV|DeD&S z@u<$eCSwDYi=UPUMCKpsJR>VT1;1)&6t4cD97z=1reJ?%n~Tz)D7h^e9W5>DfU&5n zi}KkiF*TT7!yPpFrfd_~D{x66x#@c&+E|6nom^(-J1h^(}{IgrP1oG7Ej`6m$G4W0CjF?DyC=WsV_jWo=Z{^HJf?%a zzF~ZtT6fwDn_jSb>(d1?CC%`xgWqM@_JkDVsjxNM`JC~-Wy(L$Fk!H#77~NLQZ-7_ zWXJSdw-~$HXIejgZm)88UVn{Y?fUcaw6V$ow$PTqdlHhBTkG*=&GDU+UpS`^iwpq zv$$A)Zm!9@MP^Ku!!(k-?A&H4k%~Q?UjY3Pz-Z-?-RzHB4$RJNo{tbyx8csNfmf zUH1J@?M!UQEcf{6?6$%^#;(q}Q+5I@gTXRpS#50^Rz?&mw#*C-g*Cy1oS$&&Rick7 z)lM9CcJ~kCxREW)^P?)uBkg{S<8=&tDcvU#O?)@)=dcb2q93B#>m0EUqQ<3-!K}e1 zCq9)IbixTJFE6wj4O4TwHx@8#t)&#F7NSOIeK2AyN~ocpf|xD-7ntOvYz=n%&;2(g z_lJa^hG{J-l=Z_UUvM)k^X8}UaPozx;x6))w5U^U;w%81~GGl*9y@9h>nu^LJ}WB z!OKR?e7}WM2W}{^z3Box6q=($M|J0QoVHX6+Kw(IGRYyxq9LDqZghu?U!bYRQVo;Y zdT?l%xEywco`M`p)F?LxPr!zrH!a}7KPSJSLz*+QyE_`BReuA+#Dtflwx!3{}!0m0OBuC0D34$d5=zh7zlPIt$U%)U?SY=Ha8=uYUP_3rhukK~v zvr*#<0r=3OmQINAmoFU3oazN&WFZdHAInc1_|ELH!U8cPr0xy*ibr&QL$()Ml|xn} zE#&@7?ri3hsR?;BqNibLxr(8+$gV|RgL#nkpULj6JB(sB=67;KLuuzY#b{hzIa>di zbrK;VKSXcJtIJ(&)t@`cZ{K0``P@X4H;_hmF_iN1#QKj}PG_6YbdBU?#YK(L0{Xe? zjhT9H??lm)kG5s~fA?h|5P%rgujjVBnP;dBv7>8;_aRZZ=y73RUviUxLOPVA` zBNnVt5>aDI4T<8C(W@c9!Y>X6%d6N93JO6E4v}s@F`pT7YEOAqVTHE@b6yW{A$6dn4e!n{LWTl2V_SP6b#I4Qd1{K zs7_JdM-(>z+)_W>A95tSm$^HTAua569papqk1`Oe%ZEpuKe%K@$rRY=yDH#^@v?VS zwW{44LYdKm=1g~IKzH;qtRb~w_G}3t*fLBB`-ieTO$?lTjNSZ-0FL-jG2|=;ERib~ zfXKPIp7_K2vX|I-{zYz%idqhbPka`f~36 z`$PZ7H;iB(Fnt3J8w52Vg2U9+g$)efzVF_>>zRPr$QEdDw>$c4{T}4ObgG@mV6Yi} zEbby5TI@WJyhONqKHQH~$Jws)q%AJbUyb{m) z>$*TZHQ~1Zhjz+!iAwUpgFCXxFmq%xU5AU0A5QTo22hUR0v1->egtgnnED|P3$N_Kg4GqNwc?vXBQ&Z4k!U3A3CSV2jZEu%W->&5IJU!;u_1skfDTcdnA1kusj7xp0NkC1d~cI9-s9wAIiejpWiQYKH#RI126Iq8!NI`;LV$rIAS43=23MTytV(RBp^*_9 zDo?Xa9NJv%R!3NErV!#5n7f&U?h_6ko)OC`=;u`97ltc=8wyZnQmJO^XLr@${mJD$ z);aT_UBNTBD1R>N+Y3uB*4L6vCwdI;?$fRYK5|af$UCmGh z*(y`gxNJq{V79Geb_e$0)0ErnvR;p&rwb(|B?W`Vl$5@l0Z?X$jg9>bBJy^eD1CV5 z$Q=U_*cE(yd`U@3ggKkfZth~;!6M}`(7?ILsU-kW9#g^N?10YW1!iATTG3tB)~Yw3 zcn0%cm&!0(l}OXQ+^KiCL|c|6#*)8EKyjUE+n!yCzXsFwzt~d*JdBbeA#tP<&vP>n zkm~;S4Gjeo#7s-1L_}hYL>6lwIJmjdQBa_pgBDaE1EuG+1?9nCQ?-IHx#Wjz&(%{Z zvTtQ?`l-4qhLWji(670GAvE;Vh;d!kk6i3~Tv5%z5iy4(MmjA@3CkldG+0_*laU!`IWxKknwAb*5nXzjbEdYE&rTm(tnD)zwq_XBr6}XAs0Cj5_k28>@7R ze_UUGBs}0h`-hfD4WRvdWq$KN-#je#kNf-Q&5ddQa=pk^+*RK>zrM7Okk)=ZJr(?_ zct;j!5b17zs=|XYOL&X&Rbfu#&tKA-Pkg$$O(UF7g>L%$|0lBje|s1I!zKT>s~9@} ziu3P_zgEDKUbeVz zxxsuYs3|-dH5j6Js&l!oPeV)VV@e7tq{yw_p@xObNcz#E`w&V~SjE*_8ULaC`Khi& zU2Sv7r0QN=bl=yDc1>G>Y@XfSJ5|==r3PH&if`X_O_WF6IL*UVUR==4w1>)#;=e05 z@~e-eF;NX|Z4Wml7=|SjLWYWVc3$ua2+*;z;^N`qIa0~{iW#47{rB5@p$V?!GHMcR zBmA1=yF(`-bIi}(UA3|ca6uV$Ez+ZS!w*OCcGZ433;+8d`wd{NaCDEvYIe8g_1q^Y|+3f}27t@}R0xECUaNlm1&g zrtnX`gS-qu*S|m>Kw9wQ424xCH@c&mYlNx<*lRzQ_a3gi8Gt9{7TDB_<$RHY8h6CV;2 zq1gdFsKqcyGOY@4HACv3TexR7S!riBQO=5J0RA51t~pw-Cc9@rgoTa0Dgf=w@Z}N^ z619NH4KN+)4LdU8V*C?s-Ma}55g;UhjF0&>Z7HqSxNb+p#l40hjv+gc@Pyh+I7nPw z(bAfz!uxnXb;%C7A{0MAzsuIoD`ZB$hI3*@7H(a;0+OMKD~FkiM(CF|j{{|t3n1V#>QaY~?PK?2p?6%~l&P<;aJW38c-oIo`SBPb}8tgP&xDrJ?dzgm*I_zmatH3$;x`#^I^uzP zHC~)-tK8~D1^eHP>2UC&!)D!*g6A7^K>vZ1l;KFO1`1_qX$f5nW+xWi5TtFw=-dUA zW~mt(L^nciJDBxnr-JY}i=5UpZ8YfV>EV7}abmm_Ymj4SVtN%B`4so(x!B^pJ7BjV z>huw#@qx+@5T-`Fd-u^U5oWA$yP{crrEfMN!JmFwGzc(~$Ncn8TpyBFKpiX-=N+cS<-8sFc1t zbi8JLH2%gvVY$PBL&oMXTP25v2x}86M9ts6S{r}>wG?NEsDP%DPh#G6@j@Cy3~3z7Bu?k@FnJP6E2kDDRO9x>mAu#XAK> z=Ne1{9FU`+Gg3F`L_u%`0r`-LwB)6Ktg(y5(C4ctnp?LXnCoh4Qji%HmXzeI6`r3Y z1$Z(SkScN1BFszNXCZOuil~zKC(%`aZUHpZWUafJd6Gw;$^kMChDlpjSBLU}h~>_= zYPa3&Ca(1LC+A6R)4OBBYC)&p!0MOZR5P5ThK>RiM(tHQWRs_RA?j;5xVS~m8@iAc zJRfW^=bVz3bQ z^8w$-#%6)dwG}wB`*PISJ$CvZ78VsXLiCRulv0}?6fjq=`s113^NS&zs-yRjPjhU6 zNH8ug&SD9EfW!OM(GdtQ{sImdP=P0k=H}&X12OhKpb4i4K1bXgdxwWrmIi{Q65xFQ&*4?@xjjJ^^8dA8R{RJl(jPc! zW!p-MiUj23ufeyLbv-jNp#!Bth9>%Z>7PGiMn*=qcXj2gJ|X(~^Ct}#*R@->ZcUaR zQZVbmIt0Cboi!qY$T$Gz0JzC7&f>$2y5W-Sa%o+w@g8U5d+CP-wns_Ya*6oL*1q{h zm|16tRZuhn{oDR*6=v8;5(^%2vH_4pHUsDa?FIScYlx444O!{3X(;DEP6J`%$au># zAPln$3jjwqP$)bmT^%h5gzO0RR-0T-L6OC~*w`S@t7`%q2@g`N+G*`BTS3+-{&hYi zJpfl$li4)P&)}J3yPKQMsv0BGRl>8nXq>Xv}L zuco&Gw;g6?W@fC2XI19`0*V0nJe)JT#cp!w%gE8r*Q@vX1-`HjxD4B$702ToWH`Y# z0Y7iBF;(kGB~xo?V}l2|y1JIus3W65+&xPYu$cJV+}x#R{TJXSDPju3cl8oDYd`Pi zVtYoLdRnpX#+7gDNc^Q+bH7K-{GS&i1uZWI;P&<*+%W(%U>^rK#03<{SPM#LC?fvG zqGAsiz-B>3tIX?RLd`K~O9jG%384}!&zI=$fCWU>9D)HFCMK-L#zsdf#oE7VBivbM z`yVzaib>6JI(AC~9W@VMzx`}k@pk7P90>xs5h2sw&uEXdT8317| zxf&(<*4Ez~-+$(^`p)rveB2O#oMBwO4T!T96dtOoMt2@Wwb_ClOiKu0xJYc%*{=Jj-LK1Y{u{3)uT97Wh;uo;(l#wqZbv` zvlQ|edNvMcS+h%i_-F>2Z7inGVtScbSykde!1oU_uL^YOWfR~@ADEdj78e)KEG`Cs zikqaAl!dI4)`=Qu5+GY%x8UioajApW^bM!f>?DEGO^0iv08G05hg7P;_N>!_SSV4=jWSI94J{v zB1As42(CTDSgXvUrKYB4$i@=5HgHf{wQl!}LW-aVh8y*JBu~p?lpN4ULM(q4Ztjx9 zxPD*AH+X=t6=J#8sMoc%!biaVPh>b*Y>bWGfbb844R5uwwl0g-gQx)}Pz5SjP$Qq8 z(wD>OVu+MhW)pQ-lr^!n?PcBg^{d@$fA+GfwstqDsI|%!>=!^1D#HnsvK!rvjW5yk zp$*3vOgFp%68>+{9o*(8PK(|E%|WYusp#OJVikpeFv$q@9T?q9qd(RSnuHXAGG!42 z!1f0(oSaO+0huB^{iyHY#O}2oHsgyjvZ}dG!DROrbB~Ev44j;tzw;`l3;_h2YyMSzS2v$fJFk7i=5MYi0CRGp)F@X8-^ zz41<^n5}{GyzKYBOvGK@KwLXn4u^LPFw8hv1|#4owgRC&*_+omQQhO?@kpZdm3v)%0P#%O)Lq1BmYB*$ZyXhY7J)mH$|Iui&^U_2WQn!Zn!lR?m36KOa7vUjpLb7(P@&E>FD4a{@+n-Q{Kt^9|#EPgI0!$$PyVgHadV zg_xL_HV;qFFTw2Y?(Y5zpu75+;Gw)c-ZseEFDAsr-C;S~-!%FQKAY?I?b{eW{Cs>I zV1yQDXB*+UWD*$Fd!3M>OrAaa3gKxFqUb|r#KOoJG?Db>3%})f=^b#prl{DLFVU*) z7v6}=sw|WBtBr#`-QKeSAADm4Ute>~xKq2Y9KXnSRp!DhfJig5s z_~2p^R?X)Nv;|#nx|CZhPA}u%=q`H-P&ESqCK+l30$=~N<#DMTLM6HKj`*I6eCwxF zB5RMeTvrrz$ICOq4-3>!A&AZHG#W)%7cg+h8c-a9f`TT-#x0Jzetv$8R*y&jrmWg& zP{}O`>a0$K{4ZDpyTl9j*IxU5sjA|FRyl?!8REI638x%Qk;BiFDn~bxw@HkKMax&_ zJyLqN^*pP?X#I| z)2(Tjd#9(r#ai#Wy~v5O0&I;1L^=|H*{l%&vrbeYkmc9_^`l24st{5q=3{jQIXPoU zAb!pvB#!6}V2M-S$GqXp*Q$_T4zpEPCrc1^=LrrAGl58%1ymyZ0|QIoFma=!qw~1! znE5Z{3~;6ul#1@ppkw&d0yzN7y?ardt?B@gCP2->*)C@z>}s9$eMG-H2u;7BW(x}t za-$GV29n@02+Z} z(`Q!8SALUhJCSDrYJoP&YwjMsTEoKs%hN5zx^l$;^&N&r3+}Sh(Y->`N5~m6Aq0Po zrVq(nOy`>C?ywpTqqk&58o$FL2a1J*^CRyEI-VCxDbsKr4+K^7-DE>|<SoL82i^0uitnGk)sFZ-z ze)%QG4@uNpi<9Y4oBr$x}Kr<{sRf&ooq+OoG??LFzh58Lmu#9c7ri0&w8z^6@o;4d7omd~;z$ZqUx}$ghAY^= z=l1sEAPUPXC!!7}3WzD7G6o*Q2cXvRa_e9SRBUu1)kQ;roYzx+x*CsCZ)@Lq*v`$P zqiR~^ceyw?d?e}mE4#r9a)MSXA3uL8Xo{P`xpn*d`!y7N8o|?>yNWE_j+7=KCB58A zhWOD;R%#zb77}_+&Z`jfOF)aMV@H|{sE$72KLNwi3g;UK1u#ee6vskBL(x!>WHMd; znG;+JNfZ*M*19`KC2Rc#RT3D)P+e1J9xP*3zDW`s`S$HAJSu?{#6@nyeh7wejE;>> ze#1^}1SCQ;%;n%;|7DeL)YIGX0xLbvDp}qDsh>*|0sn>_#0xLhC&_^^uJZZp1*Gl=sCmZP zAM<@Fu7pvG=D+A~|8xxD00aZDj1v|20*4_IKf~TfLm@}zi%@bowsI|ydhiu*-*S&ix@yQ7Z$YTWI z9x5=}%CWbnlQM(tP=B_z6kV=mFaVkd{{%_WRaRFw|M)=#m6t}~qPz@l9O+soW!F_! z4^%jS8wSV)NAVE!AI|L$-Z5bu6wp|D;kpzaf zHa8b3AS$1YjKR-SiP)@3fj;XRHf=z}Bh z9l%;&p|JQG5#dE48M@6EuuKv+ugyZ;7i-nj#ANP!krC7-n*qs%d^T%mV`q5~^}QnRb_K-6(tA!!EO4q&X*5y{ED!p2JdP)c@*ng(@p zfE#^bryD?0Q|WoclO*E#23qgup#FM4M>UV&+O;OuGk{cIaRwj+w8-t{>(;&j7mj3O zzXmd}5phZsK)fg)gnfs$smkeX0?hAV z_`eu4sfmFtm{NtP`Al5uEJ2K_FR(r6RATt5p z$`ByQqNbUgs?tl2fD=`s;WD3@C#lvSteK9$^psMoOzh7Uki%-<{lFWlbSQ;W^CJk7R;#T`Bf zD_R)_cL3oXl&V#FM$6Vz%Mh!S{a09IiPiJE)~?-ok|Ba58ARtG?vzvr*-L!UV**5u z50G)_oCx&sL3tc5f0F5vkH33GDO0x5ADff|U|Li|6tmjQ?CeWGu`FemfI{jk6fzKG zZ#`ee#DoD75kCaM^GzDQ1)%_B+eWJ+c?diP7%SxWp>SyDAW>6xp%TxBY|aI?<|ZJE zbSx~gMh7RGZPaA^_BWA}4KJnw90yZ5{%||cVUf-e@J5WL0iGO!3`0Gb3KJXKH!||7 zhldA;=i!S|i(xFWgYV3Mtuzm0JidDE+N-%a!|xLlfVQ?ZHaDY3M@KVlA1x->&H?JH z4xRr13(m~U_&~`5!5XEKMLge+K)MnLKb>eBOoPtjAYuT}5uIwT`b#i#9|6Ro5_r)7 zlJ0f~TgKW|FCNX_V{|?pHt` z3qb}QX@CLu$id4C_bB`a9P&p9;jy}~{l#5eTpGs4G*-(O05sTgB_Scf8gw-Oco=r2 zPaz?9*<*E_M5RCD-%;=j*2|7}qw3$iBSgMP&5g;TKh1w22eWEXK|Tgz-RvG`vE7w3 zAbxH3y^N1=x@UbTu$&l%9if5jh`N8gJnV?kf2Ey7SI7pr#IHe_?p-)mJrF8^=?WMX zfPxxQT7nWu5iGn#TcOD}3h2>5$G;&oqwC=ER5{}qV8fy7o;PB4J?qeYpe8pD4@z2I zUiHAAcWcfy5<)q1Or($^9g3J$SVBOUr zI8wkX4`N`8L$mUa^<|XX@H`iWQ7o$uAZ#=BmW3`BBH&4zwNz3v` z=(MaT-iWW940g4~IELpK(WkDUl*6aD$To z{?Y)6Y-#34%S2UWRn^wvhf-1)csGQC%z@VejHCfSK-^%14S`$+s)>#8R}Mhkq7qGD ztG!ZZ8MzZi`U48SSINkNAmI6!o-S#C6q6v?_kpVr@;p>Fpb|NfXj#C*!g{{cLxlv3 z0C5kPlh?g4pO5OAfkLmqr%{4G!cqZ&fkx27Cet?FdGwC$$jF%2cIqoYzhCMpEoxQR z0^`$`_q!`@W31+WrfbWk4Kpz&k3h&YFmoHxe$nUy5 zaKQ(jHI0yv_R=mgM+#L>ilEP4$m|Dd21pK(y8?HKq$Ds#wv>s#x6 z-}Sst<#L_p-upO?|FnPAr*F!>+9B!p_ch^}1~IG3fBpVl`sGX3?`H!a;uSic-1?)d zAf9LZW}k^}ZvW4k8GH>XDN!g;60H{iq3(78YcuF=FHPydO#|u`yG=Ko8a%D7)_#L% zlv73Dz#Nc=E-&xUxA^y!23z*V;2(=Sw>z;z z^B4C}ZqS)n^y%`Ruv!0Y6qUxerzKmf9rG*py{8ACFk!-dYI3xy<#MY6ZvM_ zAiRFTEIhR=n4@}f<)#6aZxg1WbKMSkCvF?XfVlu+mk^Gzqpn6r_oI@`qkp&&9-htV zP^*}A(&5Gp4liR<3#CCEQAassb~uC>_Gn0-%4K@>AD;AuMY_zcNE|-;X=dg_lwfS* zZua)}GiT2ZbKG!o+fbpw6xjXk+oiR&J(xMrG6;q~gjhP<9*8FT4fBq8p1{i}-*1ej z?7@>KCki%CXqXee`gTVuW<*X|qt8>HY0FE~lLfYLXIs|h7jwFH?W#;*3VMdboU>|f zmpnY$G1=07XslE9SIP;Hm0|re2TVYL05J_vcaKaa=$-i2a4a>JN$%-Oy~9- zSr1qtBhD-x(Z|a_r}cM}8FvTU4k(ur&6eYz-%ZC)o_ufGvv=qALZP=Esezomt0*xH zbRb=uc&vaqaSjQ2+a%u==lyJrbkmxkF4_uCA2~Z$@vswX$JD34i@=pb_#&Z3>60aWLfC6BIN9d&W;-u|q1r`xx0zk7300a$q-X`(Nf9hQeBHWrYhAA}xr+5A zlnvbmNHU{t6#sP z)HkX72ivq;yKdbfWDM;)bQpj@|>dU8_n7>x^kPFHa#!deSmcH;NK%_u!xGhPMgOl*3*(b94vHBp=Tlq$sR zhDJsyG%O_LEL*lrjK6Dx2bWX1F5u7ynR zDGcqbLupXB62Q&0-mUU2nn$)``jc5j&{Y2@k# zdyHZi3i*k*fz`tU{sVI@DTyWt9yHAK&^YK9F8HbP7RpgFuy5c zZhE)%?52TJ*GfsXHm=Fv=bF_T`9z+4Xa0nKq8%%T@n|7m4N=M=UcHrx|CiPg$#r47 zv(3CLnqzIO%jpZGL-hEcjLG8<{Jy4=9-d*E_x(zyq7Dn`SIgJaOUE#~9_ETf9luXe zYWllKpP;)GQ0d_6@W3pm&`ry8@pQ2y7lDS!H0(xECg`OhomTo=uPPW=-aOR5<)yh@ z)oj)>?fE}kHcGnjUMNsxM8g3(XcKKql z7FMk2Hm1*sv>o?it5?mt6`pw~yrwA9(*MP-U)f^jy2Y3x;7nR>dJGNf25)}-t%0tJ z3e!=Tl`kLXVKYOYG6H9Ey!(*pqP;~~^N>+S^uNprHf6^qMrV-mW7t?v>~@X^tm3wkg!ihlLub3aUl!?(^-wTNeH4jeSdMs{gK@p7LABR#$L zX#*dvzqP>cBb73B ztcUDLalK8ZfK%p9zl)n<%e%xu{A-=_s@qHE)hcWeWd-yzrLb@?Th~cz!cp~65As5E zZR+1IaveIWkJR?coUx)5aH-#X;rZ}vTC9NVLAV`SKAq!3+O}=Gz2U>MZ`B3v)tAo{ zzinu0O2=pNaPl88f%{;|=9w4oc1AB)_%wtx6(L(cn(fh-Cla$efCbG2%wj zpVqwr<;`hlD9q)V-a7^)0uPA(Uue}K0NO}FZyuwFnpSpNFDa;@av2Pm*V5tJ;SOE5 za~qWFkQuA2-Abfh)3V@D$J;?7sJ|tyJ&c zy{TX2Z_iu}t9of^LA!X&aMEJx5xYvX##=9`kD6~|b1SE(G(`^tJfMCZq%0QsgEwzZ z^;=cK@Fb8J@zrY=tU;5QIQr?G{b332^>6>=+t}H$6DDs*@+o3nnhEHh*5j;U{%?_| zA|-{H$ZGP#JEu0wgCpN9<9{D#Wf`dWOB&-OuQOk$eo&Sjy>jKs-u?S`B=L#l@B5D* zcfS4av-b+Ic5jDI%huZ#W210m#Tp+$-=M7GyUVDw6L1lG-Bxqlr?6*|v5T*0J+A&c zQmiRH(AqMdLzRyDf!`bKJ^j+cOLwS#@Ytqm*`{3Wml)Gfsjkhwx=2Izf#dT=c5Tk? zw;{EaBdi@HcQor}wbsc{`?w*#gx!^WK0V{dx5{?63|;AD)#i`!gvd zucJD&Y15|Y%ORLD`n|55dJNSvEY8X4BNWlBb3M6KfROEib3+>^Rh%T4=>zesCzYr~U10prh8Tm>p-YmMw8rkSE75E6!SzlR>UN68x>3bigrM(Bj7L0|qq2X~f zA~u*@*f(Y{kBb7Wi6k!`xe;LvP|mdySt1OEF}o1{uAE4!o(%*oBo{}=%9cIC>I z^Kuy6>`!vh8ytr?8pnS` z4CFLhmmW@ZpD!a!TnxDc(R|x*+`)nQJHC^l?cQ z_#EAdl9E!is$1>HkAd5lT+t0$b@R@hbPhBbg)z!rXD-I>($mvBifYxdK6OA*mz87s zh+v~c(-VlG^;xu}mi zf8hc)x;5Tg;2qne5{q;AI?jh=5oX|lNDWQKG=!U(G%1>VKd|ycWFKl+H{NUt6il8% zru~87SBJO==O|Yyucw8SR-4c~N%st(i)K6&i(R?tx$jph2UeDq9pPr?4rys=QW=rm z`%f`-1@)H|y!We4F*WW!Zk2_3FXL~@S$?lB==rnhOF9mobsIJu{ZI3>Uc9I`xl4S* zG+b+IYZKkFY#rUh9KFLP%$PC2eYjd0!9t!-FM6q_7 zfp#UTD+6kbBdhI#6dWYZU+SIRk={K-^-$2*%?tsXv;#he#j96eNZHn%*%WNQFBqYu zS+N+qUTxtkT8*t+x1s=(){Kt7dpB&~Skqb#qFyekBuQzVuSFPK$F*>C`>90CnLAgA z*PUtr07i`%ad2}J-+MQ_ybx3iOw-<|Vf@>Dj*fLt#`^~+u5QebkDL(w8j(!*KdnEf z(389nWAoqbCP{z!vOf}^I6~k+0_f|5r=I@fa#UsU@jhpkwnrPX!e3PuMYt#*caEg8 z)7Y`j*RG8gLUr_cTRkgj@15Mvoc!bcWs}#JSD9aaJhAxqUlfLVm2L+tEkhP`I;kL+ z)W`F}g)UMWU&>w!(E3a2x#2guN=x6|S*ZiKuomvIsLd4GW>>{I2U?9MuHsy0ZP%)6 zxBOOVnZHVRO6Z)lj7~BLTbz=^`Z|aH&>FBtQb1!o;d|{{(K28rNdY-T)3SHUt@qdb z=e5XwN_QU)9ySasr17N>?q@I26L3O9IJsoll}C3^lJjOf1di#=e|vt`j=+qrvm|ef z0M9A1$ACJl98(tL&-MouH2&STFmvguHM1c&bS?yj4zyY$sn%O1abB6K^7^j*6rtw1 zVR~;cf3?>Mb&QwVKQxvhq(;7xQDb>`twAck8sAMjGAW!{Y-mQv8RGeJM-kg3BJA?K20_^CM0~vI!VrFuE^L`TXX_-%r(}X0RD## z9olc$-U0)$>RAD-dI3zPo6T~lh-OQtIo8h_Zk2h*QP$crl@XSCkQ}Kqg@>NR_*L7* z*WS1xS8!S?xvZxd$z4d55bvc-_8p2XOCLin8SA_VV$5>Z8uQRN~nk zrcA%gN(>7dXwgk$8REF4;gcY0zt%7R|&I|a6h=XbOr0UmRl{06e5j|`1HARf%S^j)Mu~U4`sXS zCXP<}U>#`dbtEu$9ax84uhadum$ zz@f#{P5o>O?EUUNuDKSPzSQAoNb}KQ{=aXjq<>48IiO)>Zbk;7`K@t|ElOhO66Z0X zzwvlvY3)=MeJ)(6S5a;E%RMY%=mGh&f7W{2AJ&)gcl^3C48)?2PMB$VWIt({OY_d< z?uw|``!-~okDFQo$D7etLld?Q$lgK2N%{kODPy@#%Sgv)=;Y)CWKo*-HdvZh27DI~ z`!DnzPqrPZD0?GVt8@m8nWD$r6+_K58yr4+)&8qBPD=6I)RZ841y77OT$}7 zPW61?auBpZssxJs5Yu1E(Bn&{|UtxNI+-vIP(?7xKmz=n1{5t>uF5^Z(W zH-#t_dzc}2sAFo$r$n=X7TTi z83%%QLubR^Nk=+Eu!ZQC1-pTV(7`yVa9?3M(Dt-lc%>WqX$S~>GI`e!y@N07=jt! zXvmhNolp4&V`ZGYUlwRvZ|@TAR)qvaK7ye`au-?(^r* ziyk*6l-yO*8&Ev``JJM2vw6W82~+m|EZOUNBT-FbOdr9sGsjEMP}=!=c#O7Wo1Kk9 z-q>e=N~JijQX$PxdwT~>-MU8drj7sf$Kw|RUcXDw}j)WY@{8Y88 z{G>_hRGJ*!+f~Au6D>TcfVbkBtWwwVy=Li;`8o<`UdVt!M=TSR4bGBBoedYV4VzrLg5ITDIa zyw?{@{99GbyMb^Zj{4|#4zm^b%OO_%y88F2OgV>grn&#hv}u^WxAm6;V9D_}t5$jk z2xV8_eKJinLGrY&oeUz3A5b5{{7kL?n_~ARgBb~=s%TTqoo&S(rB?VTpIB2%OPtCm ze``;p6=c?knKKQi$o98oH_r!1NNRrHb!TNx2c|t?-(-4HZTZmm-kfO-z*b~-B$ahM zd-CMT6tIb@8=nuQ=N4}j99w{@o~oJ?{uqCu?-E6Ml5yPWpF52}st~eCdYlan1AQ;! zM?7S9a%VG*QdahquQ=K6WB$&e66*aiq|58E*#o;BWTK#Y#+@nJd^X{MLAn3UpG+gC zFI{p&BvJ}LEu9G$xuDdh{%^tJk;{=P!Rdzup2CAtlNpQ?&MIfQ*wI2LWl6 zS1l{H0GJ*lVB_Z6yI9!7fo?3JMlobCLOzc`Y_ooT@@&lFdzh_y>eH05jvIoP!>u zXKsfGjGMV^)hfYYFl6VoeiHEloUNS=3=HDp>ZyEG$GT zlCnQAvo-is!k#df9V3gC5de0kYot$Y$IzrZQ(qDzTW5JB;nCwx#d~h7+NbF|y}Md# z^XQ}>Rq}Ye@h*)ffI*C?Xpd(UCtM%#_N#7F^WSd3DwetoIrq z0fCp&lz}+?9XfJHPBS4)KWV02mGGg8mL1;}vCsX%M~>XNGvjkj%^Cha7y#FNT`sK5 zpWY_7G1aOeM@~*|!S?M_aZ!xybE1T-epZT{Y&4*T&=GOu#@)Sp4Yp#YeeF;*B5fc( zxQe(Gt-gpYv6nih5g@v-Jx#UYbqeLsmTTeQfHNjs2ZcSwP(<^c^7{246sd!I7V*|Z zQ^JEte`}#F<7^CN%wkXNJ{allfLe8?wI_Dc5|HLdn@q@70fA4Se(vW7N$R$1v2NHs*s~_3TTcQ{vE}OM?YG+( zhuw~#a51{k8ua8l3P=s5tvJk+^dC9TxhE<~^^>10bLn<@`gxpMDCgF~4i?4D^pb3m z_qsE-&j~I*8_mC5RUNdiy!<821Vb#Za|rD*(FVGPZkmHCbKI2v`NsyZ6cYIX(mY&5 z_c^TN_UU?vk&7<$yo#ONjFq|$JqAvd;{PRg<7h^UPflLIDtV;73y@+9k22sSAVaX@ zHj{B4rNE8HPo1LPcYq)aZ3sCwCHYq$A+dh9yR7?GpIJ%+Xj{V;@?BeM^1!G-YR^yMBmJr99V_#YgFZ>#6STEC2(wH_rGJo=NN%Ofc zEPnx@lK5cbzcJi!dST)Ga@&$O9qmrsvb_+jqWU#FJ@n-at^IT9vgeK&H!g)vfXVx# z>Avi8$H(J~69Q$14Rgb%XIl^@07}kEX3=Svs@ps(@H=QLTYc6*^7CkHnfsh6g%LeJ zIQ-&rY^1Z@i4X~WW^TbI++A1F2Dx$SN?orh@y*S<1?%@8{ZpQH=gb?t;plvynDlK| zuBio3MyiOfZ-3S-t-pMC+Z!5i?hKaBOl{)mqLdZM9}3O!@U|=ex)EMU{2A`gSFc`O zrUGebwyX4cNnt#LUPE+V9InC?&Xq1bP-9{kT0lk#h^d^vN{;?HV8BH%R`Ee`%^xL` z`u|TS1C*BrSu5ga=yB)lu9KqtaqKLjL)kejD^OJ=BUN1iHL2Y^$W~te#ynfwsOMjt z`=l&^WavN1@Su#m{)D1z#|v}$x7-3f1GFimF5y0^Z((bOJ&EjbZFHkdOi!JH;O;Mb zHmo{=Iz7*B!nDAVALX zRR4eeP~-q~0Ia*uxm~T|I+y^EqaaWSwSprSYKKI;m#4L17|*HcBMS6mW~2ccpUtO2mW zs%mji&4kVBzDP2cfl_=b2j+F}8ZjK<+EM!!6`r6~ToyUhOj4y;Z1?Vkw!_(D$LPk# zGx-DgrU8qa6kN&cd|^e$TZY|QZmQ6PKSceq`M2|#gq`x~2EO&saaVzlRl<>0jr7up zPp+10O~`}V1ps(2+)qaSiu_|&-v3%^gkUjLe}4Xlj<#t~%(78u>g2pL1gs2W5WhG#Siw&5<)S$P zphlV|Qk8S}fCxWAtb5we&t%~liC-EPpDt@w$69*aaDt5WmH*$hQRBN_N=7P zJTvQIJvX0J&CoHkOzKv?dU)O}{BzbZbCSaN1(rnO8?-FMTaGdVs7YaN$!Nr&{ zz74f|78d?p%dhO5YE{H^FRo93OJk2qnjh8iX(RgFyBPG942i)+5>+%lT5ogjPwy~= zw9t?7q4=QT=LZS(h)U#}tBbk{uQO9JNdh~&s~gzq>+4TxOwum?^t02>g%QaKpIo)P z{#_W+Zr`;Yfdksb>`aMgZWM>Plcmtv;C!BHp4LsIaiKI2=4UdpvhhMYS#Sj3#GVal zK5tB)EBtn1839!=#?-Nl%o+Iq5`!f)bV9y_aP1hYOiBtg*@?0&>|s&|uU{YY`Q5!C z^c&y_n{orY(_J291eJd@12RGIb4+Htf7aabYG@;c#ZwS5H`hJvIA`zoZbJPcRdS@K zs+1H$u5N0-zv;&0G$LleZ6hT`>X#s{|KoPr!8B3ILss5d@5pFqlo`E#C{0(&8E#eZ z^b~PDG`el+U-OMBXc0R1=#fSXI8C7mSpZ3cwvCbDj?bPx?IkN4erwVP5~&2Dz{#`y zjVkeHMC=@9f(<#f>{1iW=0K>)MLIftkdf5CT(eE6KL7ms+7m6>IxDM_VsP@ae^>gl zyzd*@5TPNNWRk$#+FvT;z)@VbLj?WQv@j8v*YNJH$+g@8ME_tlc}J3nSrcI)$m-Qu zCydGNgZ}wfJb`)qyZCa>0j{1rAsT#ik%@2G`zr;n8Wd)g1tIQaei_2_RFw7TwI<3jKSzc@xw0w2_>j5pFHN7an-8oX*Nr`*Xdr8X- zZ$>nzf|%p^>@Py;%4$FD<0H*u>_#uKjSF&{ju=nsZ_b|~0Ppx{y`oW!l@o~9=2Ly8 zkQKF`F=GZ5PiPG}e-Ia>5}}V{By%!Wm+f^W^NsmH&gxA_i;+(pWY5}W{z5h`6f>&7 z>J~a#4;eIQBs4ayh!6r|`RhiNlPZtAdeqr@^r%s71%N75LKL?|Wn;+0@d{FcLNz$X zlGt4nQ&5Mgw5=2;?8AHSHW07?G9b7^*w%u<=H+v~o^aNT52oVELK5$+$~)n^3xds< za7w1x!`KLCzzJ3hiNj5+d^wIRDJh|BL9K38Gca3!oXl4s6k%`?A~f)e`N?hU?4+cO zk1bQ5uLs%)6zT%FEpmLI1jNQ+LeCHM=7nmiwzTJi7omm|gBbO1C@~l*2#eyrhW>iB z+Qy$Pp2A#*UZM?l8oGud(9Fk<9h0^c>OR-ymp&ft(sw%_4%@PTt%;;XY#^DO4|l^8 zj+^QF@W=_$9Q-#z%XlcfxkN+LyIHPaxRj7L6uB>FfDt-o5(9PLq**9kNJ%RD@Zl&7 zocvIa11;qPXmM-{4pcqP)JQrIgYBEYxR7}*E~=2824@CG>S3@zaRdOuc$sG4+U&$* zm^E(I#p8V5NEMaA%nHr#U8d~za!F_grq2sp4XmTr>Br-saR|O%VfRG@9v6Ft-MMh# z!lxH!^}YWm>j^DKNknFwwdf8xZ&PT+<1Gs_77yDd$-wI39J}x4`nMr#j%m&wKSy!F zKy%3IN#O3VMe-|>chwB;+PU*us-QW?&7|40eP!qF@nniUi5v3#8U>uJC=}eRU)?-} zuKhM}=XW5Ao1FBw!G6*PnxnXr=Rp?7*@<{MVN(7MlVqC-?-)b=hs`9EnO7@72lq$ub-^zFq8#j z0Wm8axqdTk4vX)ESlTkYiB|GBwcyu2b?Mos*MZyl8_s4Bid_r@$V2Nv?s{( zR?nL!b$4%5#DY2Ei7;O#ejPS&;A4tW`twV3Gll0B6zY}dL|q`I^f(KetNW_0&F0_n ztDN)jc*vxYy4Zc#Gvo!z=VZ)XpZU%9?$EydO?dR%Sg86B8Ipri2v}q z({RW8wZ+Lh$Bxwx3YCljP-HXc2Eg+utHk!fnmsN&RnA z{(Ts6+~mivOpnX3tUFQ723vL7Bh<=mUTYEu?ed2@H8MsLt}vyTvMnoOfq> zz0Jbd+QMqYv+~n*?!F(M78^I-roAFRCG8ePJ*Kk!rEPi^S_C-G=3w3lDrBRZ`d$~MPHKRDL}VZyt#;}E7!c%3o;H{6Xf`PzG`Nj zWyR6qX#1t4;3;}=uggxoSqJ#)LT?E&HPx|s`_9j=dNX;Hd>oFQ1KzUe?L>M>M|@3> zA3rXs72H@4b`{Pkp(zAs6xOw^T0u;3R0rF8Iifwr&qD46;gZsnP!Vz?Kr>!OzxTdM z7Sec5*REfGHD<=(3CY#+$zA{5w5c-?Z>{!&s_XK-I>#A|B8clnl*MvlIr{UGoL7v? zJ-^k$F+;Bw$mvi}(D+G{CoAs!q=oRUVUKq`{RZM)k2Iy(bWYp}GZoZ|pdBGf0gwoN zX}wv#tCX;<(0d+Zqop9ofkA0zypGv=_bRUL&iub37L`LwNOS;JL=q;lP06}+hFCT6FVZq+d4dFJglhGgXKv7UFp~+cJsvCyjlP< z_#C9Gtv2^{%$OG;XJP!B_CqKlMJ*OiAW~{Un@-`_X(I(}mCa1UfKCuvTi}lK|7>(i zYtXhY%CUc2siR+*aWC|zht`A-wSoGMjiC*)tF0Zf5DJ6s2?To`g8^Ojp~%Q7*h`K; zk}Mc?W&~t5w7`AlsnW8tc2Ft^w~y|Pa_@%&G65J+)tf;Ryk)0r*X%JoY5I3>tc#*=!!HX`KxY#6P*_!xZ4^PkQ(LGUY z35-HGWoAr9bxn=c_<81+TX^j6rE4xcrl^VJO@K+^mO^fGjA>Z7cZ3S@QdGnD?-4oo zBRP4+uMfV&wKxYUR6J+-XE|X@Nyx&7NCxUbhSFgT;siDZ@ zOhZDp#TvWb$+61i=_7IBM!4md4)K?3s2<0%1>Y=TS=g-}c$es7~ z75-Iv?(*-tQs-xL`Lu#bsN!4k$tcdv_BG1Tq6uJx@x?}S9FZ6uz($%s-_DAwPUBb; zx-sV-vO2Hy?J{i)QkwX(&T$)?A}^5^X)b>o+y`kSEBr#BNM=9=`uL$^@a#q2bXG+c6}_<6Xx_yd z=1If)LObqpUt+pSGTEE_M6aJOPLEtzN0l3iHHXtjY$DPhORKBHZeILl9Ad5Ze$6ZCkt}H)K z#X3ykeZjdvh32%N44T~SB-p|L$QLOK;MvqNBv?odnEb_ThRceD@(@FF>8nQ@f4LF@ zQR|$LFo&F?iHUL(`bmq>CDVe<37!@r(Js(Zl)A5y+!j}NcjvG$d9ms(Sq}LLX%&Ch zwXGyvSM}!ze~aem9VtBl%cTA!-$ae0{aV-9p`uUc_R{tmgUsbRx!|cSvW1e|zJ2?B zfEa;fvfG3j2@^#M%~!9!eUAtUcQ-e=KZlnuLSt5WSnuuL8xn25oh--4-Pc#3*Wy^m zVbl*iz~gzlHVv#@Nv35&ne@TEYS9ggwldJHupa7DH?gaoVwLUGiXm%Kqj!b`@iiGq z*>6{cTgkCsJOXQ{zVS)wOP0u+^y)Tj&Oq?BG>A19PPqr{c1ZUBmZj%>NrqwmoRy6z zbj^5lWgNSmyLVp%2_?KG09?UulVezx68rqgVJFLV@_#QgsA^D9+vSMyRIcpt)2AN- z!&GVwlv&VD_UGl@7G1G=Ba=0xK`G?ov0vL(S}!wMZ8`g6{e$recA1a8yu3<Gh9qXy-;*xeVD@y!V0Dm?cM5k=pwf7+Lgv!7SYdLwMSjU z-S%ERKjtrM61f0H@wZb(>>>{%F(=%0+Xel6@O~lP3HQ?oeGlrV}cVuC6C!g=|jqGCrycg||o zGDwL0oPGTu{6N3L+a0qS-RDH;w}+=Rjq$0X|HpA8*`v{J!U3gG%;#SczxF7I#f!oq zCE7W^^*1VQ+h#Q3U{Ln@N;sn{eZOD}*>&Y>_oFnEx@;rPrBLy;faXAOV{#IGn)kT- z`VJ8V9!pNd*BEjbm_($H%&+cazzgLJ?bk|Y@v*j~`XBdcy_2UmtkPEfIkdQ0u4|Vr zhr+_bQtaLXq(ld9q~#KqGV*JpJ`t5xIJ^UPgpCta7M(4Ajev$HW?)HZG`dh@igH)G zDss-=fB5i-y~@F@7G3K8o=q!t{af@>k&gj(Z z3uNF-8e=#~NzI(hz1s4BmQtTtWxIbhDw-f${}piSFj}r*)bMK%Z+qXTGHhh1T+nW54 z*^+Oo^(Alpn{&?D(|r7GeZ#dU^rM!(XF4;Cw;f9;%jeIZ$T(Cqoj&2l>*tzKAqa13u}*TNIxOHOIW}#P4{!(65-u>A1W55=5V? zs_RcMJomsH{fNhE!$9Zhn++lE06onp zB_*9|_svQ55^+Dh&`E$|F$Ch{<1V`)$`QBC(|d@o!0*4-btF%aS0NqgDXv@)N|=}D zhfK3ND&7)U&}{oHh0$H+wHSOLPd9G52{JkGU^4TF;FOcU*Q|5`ZZ+h zPk>0lbl?UMjV`k{(~QBoS;F{)2m$1T!u0Wd@SNw`l0sM2m*Fc+S{hz=YMJyf$gl7I zPbW|YCKd=&K55$La>jQ#)Zo%0oDu%JE-G7|O)2|{_EvP~f<$1wKSYho(A5kqEi=rl zi5muRq0yDZ&ral!ILHjh%1W8NACy%%!fs;H89H;j6mO0Y6GB<hwg6IRECNm-bad6SHOsr)sONgG}ndeU9bowXv|&P->h1?^hI^Gc0w8m#WDEO%jo{ZIdHI{ zO-FdvlYHH4sFI9d3l5b;Aq~G3>u;TJGXE;>DIK;bCOY~kLp4BuNNkxEI`5ggJ`WUZ zd|gDOYUaFRDyHZp*D>@0^>h^K)L82^Vr-n(QgW0LB}Mp}A>K%{SPQT>xOlR@T~W@G zx01lDsL-m`N1cijHTl~(6w*N7oH!kYy_U9|RONAZ!hsW|=zUWVf8lZKNEoR&0h`u( z-`mr;Ktn@X@I3UiTc^G~srCW>(v>3nH(`e5JtNLOb!Mm)?d;1_5=?@m@@!->sM zo&xI^ksEw{QDqo~k0D-Ws|!j4A4aDoZbJ|8LKAjYUi~IFu6W?)sEbmUIavi(3?t*2 zb_vJY1K~bnP7E8GI8cg1)QJkR$uZ-8M#f2l3&CV<93H;ExedBJVQXQLu0yBDm}y&M z><^3~Tsd2c;(GIUMhaAes4u51>FU7+m^V%!s#}Ytx|g&Q0Yi}~70(*Qmh*R~voMGL z6dV^q*+RY#4HF+b0+%4f=0fm(#4n002#CqmH7eq0p+mg2qhb|+y_g#zOpc{=?*JEh z%kYMxHP!mBdWt6I=BDgXP!LF9#QhNEAE$5)rLYr1J;JlSxUpK8%ni()uc(A(=*X&; zU!A-^$+Bv;zZVDZI&P166>ZrUFHuTNcV=9t*fIU274c+>uSkhK785f~#3$~Y6Qbdp zot_XHENAwA`*aV}WSfPio0zTm+cuL%jy&W$?oa!GU%7fdstyx^tS^9x*XkPDuD@ky zIoQ8OBS7brzf;-W8-d@#&LVLsQ(ZpsPu|AVEWJ<-gWT!)ULgr~&_D(oLq+(H0EBgB zoB5rz;c%V!D_o&}lEuhkeL!ge19Oi?!C;rrZ+iQDbWMJTx~xpHmXw>u|84~WDjFXc zlX^vNUrW#%RLXkiT(IOSg7MEQ^>}TY5Zh&CqpqLQ$J_3D7N!#H*kn zaD9B}>^~@%Oe+pp7fcL&fA+w0l2<%k4)v7033X`>^9fWau<&`Wd*_S(MSX`scGbc1 zdsPekeR3*hCns2hRQ^~dN$_#oTj;i0rdqS0MsKXYPwZqbjn}x`Uej3VDHtfqCKWU| zx^>N8eJAv%v+92HO55M+o+3!6j4T-{!o;~-O?ww>mRhZc@mH3PTRJ93MJX<{#%fQx ziMPeH05h+h9on|BZ(7kBqA9V@l?x2B^sUO!d#f_)%+hru9%V29Uu)D2E_^>#Sy``n zjmf0KjP;zWRLM@}-Jlai^@r?@?jaqfFjwM#PtPE^YQ4v{HIjIPEy>haQE7llpUL-- zR2uyHEa%^pK>Qrp7u}KDc|{)lR5(sKU(+t*e3q(?mxGr?b!+9dTIJM$&8sa72TZHc ztP0NXbsSur80IqH>!icW^4(#}|NrmED|!Ew+L?NaX`zpjp`<|^ z8oW=%g560N`1w`sep$-(wXTTBsNSr5%Q)Z91=Znhzdtc1L3JlwzT8@w&&bmn8W@sk zcOkGjujZ~yki>NHTa~JeOIeLUf!|u5M{Zqhm2ghaDW^Hz*^(z47tz=} z;?MzP5Hl+UWHb#mX^-0Rj;TAFO*6mFQqbG@Hnev5kLFX7zGVv2#sKbUPu=y|&@cJY z0@FDOrtR~_&=~^5c7*)`6A_X*OuKIe@AF!0hL7YHw6T$V77VqxzX?OEPRogR$3hW> z6h_QmQ1uUL;u~hkrlnW+B9#=~DSzv4(qHwni?ckwk6dv49f=LXvOr?jQS##PLE^r- zF|}EF<+qL2hD6aK;3gy{4sJt)ih40L-Q^-K35AV zW+OLs7^XALRgtsloo4$!3o^2&jST7f|6G*fBGPUCN^7{2{qJpP%4=b3MRSXhu1clf zSb*ucot0-(qOq2W`IG}*sKzi`*)-R!12fl?4=sfjEN?x zV4dC@7sF1C@t+?)d}sqg#C;VH90)^!s&Sz)7(ID%xc-~RoXw~J!)*q&I4o-Yg6c%j z(X>?G`Y$my9;#rLbVGSAuWIA-iw}g``c2QB>5m?jpoP@PEidO%B}rI)-cf+cp>y{{ zzkIoO5R73zrWrfgV`uTK$j6vTZh>^z{xoDVol!$nrTBW7wYKB1<=DKo`27v{@}SVq zR)fvE0ktot0EGvJbq52WBjw=YhR)Y zf+*qd0e$&x4-3j|-=L3+RxI>GbcD3G6EGTAk4qQgdZI!qEV^(`g-vjBg6xz-28c*dinW0uN~Gpl3hQp%ek|5DeH|99>*8g zA@vG@W*W^^E9@A_`C4FfxQ*H`gmMZqGy)?Cgtk)RKhunWT!iErwgg}FAFy&|nwg(% zc-JXLi62sJuv#*Iw5N-8yppR`0b_?PFok0{-V##~duVTX`qgKb=O5{pv5EVrM9Kj0 zlq9_79T`Qu*iT$jk@5|3W0}Y(16l{b(hXM*O~IqVFD7zXZld`&(oCK%6f8XJ$nSeN zJzqg!njZLVx9^xiBur#i;6jl2kd$vMQsK$9>*uvqE`1N;PQ(daaQpP0Va)&}V*CYK zztxC7Qp?E5NM12izQX&7i{}#Vc97=f3TG_A1oT-csi}+B?T2_}Nsd5xTT>%Y11GyL zs0#U%GIq{V4UNMP2_iFbU;a1*ufnUqTv%FCa`|Qr&;}Bqw&?EP2T}@0kf{K$2_?B0 zDS&6rUNLeagaeZhHU}P|I*pJJvj{z7LIQz_eMMvw%2t$t53Pw45a}-TOz5H*M31Dn zC$nQl@v#7Hov}{P9bj`8w;KdRnY)hU^Vo^PA4yLeH@waX$8gpctV-xNJTmVKzZ@vMdiTAtY1&ckZF$=_6QJzi+olBb*c>(gP)HTsfR(FYS0 z|1z%moO5V%8d95OrgtI-QHfExN!eW?CunA}p zSAc{Gj)l{ieL;7`&VzdqUM#ICoKfm1Vb*Tl>IPPSh2x1KOuB+)n{^e5y@;|2Y($s> zQT0AUOLth~nZ+wrxYiF01nXA(z9p+J?Z>eI(jL4sA_)rs9u@eihbvu}!qFXrLcz9p zsTe?%Lyx<&h@c238n4k4H^}kN1O~6wl)%#Lx2Lfxpw3RQZ(k3q^q>=rf0PjB^cMtp zQ}M1~+T~fMqZz|a&{;}kg9_A?sb=Qv*#`2@#H`@xbDM!n(5g*$0`~x8FX3khTM~7B z1YR&<5OQ|zgz!ehr(uG7fays*=Y(OwPr+V+TZ@VbP22tb^PrC12Okx7MwB3L?#R_9 z%M=hZy^x2Bz@xwoi!aPy&r_C^nGvXz81GO&IWg$Wa92Dg{vFI26@~wD5x{`g`=MlO zh$n!6AbMNzFscBiZJ~JLAsmP4={9tx_;?%>6@gEx6C1o!#JUlLRPh)r{$=neZ~=ZnSH%FO7ZSLS z1q&7kKL$dNFyqC;!YBy*OTwGF(s?+Qx&OL--^+bj=z3iPQ=|&QgDT$3_U=%Aqmc_; zWuliW(=~XGLq^2E!0uhX=?EXqT&c)S3*ly;>3inWVM?Bt>F$zJj=gfSQLewse?cl8 zp(J?!me0&nhxmZL?b$papX*iI&vR&34Ay|zuswQwfwocD1fy6nytXJ=T4-PFGSGs-XuhtU#@0rK`+0ya$UX$Xibj@2??>5h^Uj6W0 z_3ErW=R6N!(Z`Uykv8t^9PWw|fSK@40kGZP_j4D^>k(~?MT;LESxOo?;FLuO{6Y*O zhcRBlv5MOG!Bq!jEag6gY;T+^J`1pe5&SO%O2<@SvFTP$z8`Y)?#5oe&x=S zA9O<9Ga3pce-r}>==W{kKk6c+creI+eiS5gI{y3W=DL%1!4-_$IHdjfrt3)kMn%%4 zTel6+7&&u)%SF-+B6h3h6RC%-eZ3H{sv+(SE5akj<|F&Uf@;V@AC#}Xh~D%mdh&p8Q^?q-cCC)vKGG`22fYd^ zPD}7)n1Nr_W`EZ6+DNT7Q|eXo?w&7)*46Ay0>=eMW^g}4qN-MCGI-48#JQE#OOpK- zEE}}hH{B!f=FQX4ywOJCo-^*lbci>PzF`gy5)uH6i7xW}(FR^Q%Jbg4%(k zF<-z-AHv9sYnCWMn2k=6W8l?$^kS*r^YP~$GUJz{;~@mH4go~Ip<9)Xq2Xh&j#c~jt5R~o??uD~JON%J&nGmMpCM7~{W1xNmiP0D~2 zPtvr_H^mqc1Tvq)kd7oT(##)9U36(=7H4l#o+ONTO<&5se9>eJi=E4@A0pRUX%!j$RtkuO+M$-C*FN=hsx7J+-twuzi(M;Q*kzxK;ypm(GhJ_rj4Y7X ze@~5KHG-o0BInVsx6%ony~BE`StL#B)!^Xcyf+cwCA?+iI6GnWeWFyweZY~ocWDpk z{P4Kc1T!Z!dNMA4yH6(Igl%zq?4N^7dcntibwBWHq0z0mK%gLjsbm0teA0X9(5HyQ z4mG$Rq~q4`F!0h?ggm;XvA_(qwCe^3oVnLA(ZU_H6(KsKMvZDliyk2HWTM^Z7ib+DW#)TQyh3fct(HwbojN(G+6I_L%-(Yyq_S!SR z-s?&o+qbVv9bh&UDB?-A1u{w8_EC;4wv`KKa_Nus%RuGG42rqw^qDNI`ljSReyoR# zqE^qxLZwv3tu<_=vG+K#AFWOD3JGiAFs~y_20fLTIRmc^*F1dWNZ5^x^C^0>r#>Rj-PtJoUre$&(oYa&3Bp6j zGIy?AHaz0^e#t+hMlJYv;EChMM*zdcuGhVgFx24bsqPxN+Mz)iHHo}omR}AcDXd81 zTs8_n*P(0wn=lYaH|K#0gVKB;LDM`hSX)O0==I9#vZW-+QKTLg7yFBMI6MT%Dd*89 zRM!ZT{F7T7BXwFB7giY>o?qcl8y6`n#Q(;YE zpIhc!??O{J2CXo6xoA{%#qYV6lkQ~sDOcAI;0A1P!m^gJJZLlAzU^I97Ccd7`SO52 znk!aZzj5QU{acl2#$H(L)iGA$4qptVb!5Mb8>Coj#^tSW>LLo*XvpGYJ%=m&{=?LK zf$KU^K&%JsKNz*=XhVGnUH4hVcH&w)py7X5vuNzHD|ZSj<_$!lC>ixKuLZ@$ofjAG z__R-k*hxeYPwM=GlDk)Ec4;YA*3T9!AL-aaY+CsLS4vh7VSGvEi09%R;7K+m** z!~A;wS1=lS4|NKZMdii~8-(?EVhuO})u;=uh-*ErW%M+&|!dXEUOU?UJZqs|9zXxs%YT4_I*vHL@L`IFY^0g*oI zS7h-hMSLuKc-fB2bp1HP$F#dOkx3HH<@&eoA=}<)*acnhUg-e83d3@yo4gR21Ng5) z{%XiDGWptm;~QbSv<;4zgte6-Vt*Ob%Ghh253-Oaec??Yl~hog@f~lZ`NoY)(AG{0 zKPm48r$}FUo|3SE~GAnsz*k~X&QV{ z_>r@G%Cd<4lzTk1k1u6g#bCGaL6WNd?^{{rO{cf~Y%^lDbK@t2`HdDio0Oqzr;?3! z;b$D3H3d9BBeNH3Jc=G>-{(+SM>PUMqyD_Q==wwEXvUuG1DDTVRmiL;Egk6_S1?xN zL-46#Pp@3R6nZ2l_D1^ott+2Mbob?1{82o{1){9bi*xttt8||qpd*Bi9$AAPk`1nO zQVO9|oy)K>wrN|ln)lA%o!lo@tv6Pj zF@3_y|5~Cfzu8Lw&A90BbhjF$Q(|9(&RF_t?%$t83lbOCt6#qj`kD-H2_YB_1Tf*xzw|fGPv>oV+tziW^r){TnO>;x9BuXLTp+}ZSq_-Ow3zh`5FCX4p}9e@iv_G!@`wfK~isL zG!I~b4q1pa&SbQ#Kgt&`jnw5+?u{||+R&gBKlXZTo>!9R`>HC9dGiiVnqa4{-ku~u zN=c7-4x8HPnzJ#|va`=f!t`xw3a8DBul0-`iA4O{83$kFx5pVnp44r0ORySX=TtYa zw^aG?CxPE@bEfFM_6XMrp-B$u6OtG;``muJ<(lklp#`GUjm5};CxesILZOCDP6L*l zaVZ(KirjDqnWoDXA3rko>sZ7@Hx&Q)`7Qm0W`pa2$pH+7#eJn567C&Wpe2BziuHEV+pZ(qB=ARfElYL~O z=Sy8Xt-^DS19QS>{jH*()zX-Xazg7t1Z_|qabp)x;pL`3Ay<@U&7Q56-S-0AGQFW> zeUV;K+V!Aud#d;{JS;}*!}QV~h|W-AK26IC4zo!udUaXZuj*5X?d$?gWtLGEizJ|0 zWD;M?Mv5t7G@*=h9%;Fs-S6+`cS<8bX>d=ufBw<`EI=;n1G^TVLp8Fyv zhAf$|O;={_-EU>{%atTUr*O<}*rOyFHe`seTutos-+@XTOyklY17}=V*D<5`8rvl5 zR@Tdx`u)8ZyI)bvPD#0%5&H_;iU)z^`e9=+wRh^|Y}6?t>*>=+@7^VyEVvyOwmGJv zWB!xe?Ce__iHIBrT<~6EqGRwQRH!yQV-2|-4(IpSulKc8RIBeuj@Z7PXt{9DkrTJJ z;#p>p*U-W%Q63_uprfHqJ2SNi{OD51I#l zcswn40LsDqt#!*$D=Eri=@hR&(;suRyNk}&3B;j zxiD+TINBO9!hmO0hg8*eiUgCNV>6!on*?t z&75qh^NCwoUd-#&tJetYWJGuoI>|(`MdUB*`y+e~;As#GX_}JGr?Lm4J{P*^d^45H ze?T#bjp?3I_EAq+M{mrODVqJ8W2b|8yKs>;K%M;8QSB@mH+BB~DD&0c%+%Bln>SZm zRaY+4_V}{--j#%LUqozjo|T=24MxrtrRCMO50P5&3DS*>BABn)6QYhwUq#% z;R7zZUfGuAb!0@r_u0?;ef$>SeQmv&bKyR^c&HTb)fb3mQiOeT{5+>$nM7&zO$y#i^EqW{5-izij_Kb z6`9PmjO9VO+Q!C{TrOYo_07a#6Z(6UE{A zV62_dkhudrVic-FMrpi>QuKWMUo+6=;hxEpCZQSb1bSd}(j(EaB@CSBKIxbP|-uEZYyALC(GN&8QO}8uK^_KrTfO zpge4%Y{jW7#W?}RgLV6kc6!&?3br&&$u&<%{TTLFL3^NgL~V5e(-cavfXy;Q)J(tY zXUngNb~5FIr7@31m}Lbh7p1%D+k}uM3q|t)RnTL&>I%xNvi@+Do!lVdZsiwipv(QI z=%i_Ni6xQ~@h;=70tnDMxKZ5{glSYj$$Q%F2R)$l}HWaREPM zCU(lq$bjG>M%M?KOg+iBy@m}_aOr@!S=RE_yeBiWLv+XM$;tem+Ri*G=lp%+S!TYr z7(3a<(vB9}plnIn(`E))+9=XU8OzXwu|}g+nhI&5j1e_zR18`zEs|_CZG;e|VW{ux zo}AzL{+54#bIzPOr+Mmmp3mp=zL)E|?(2q>J(T)w9kNnPoXW>6Ri}srL@-^~O%Zwe zenK?T(|hS{0OKqIZoBH(a=0W6)P>uiI(6zduQRpAj;&$MscXfKxF&pad_}p%|A$g= zwR9*BqFiKpPipb8DhI6piPWR5oSjcRcTVJjmoVW_KBaub$4HyrE2LJ~@&^SxZCOu# zpXcCPHsH{%!^$}_NyA8!Nft}~)_wSE9W&XZ)=#qAhsK4MT7P*yzjp+aQn?g}GW^P= z$YI$wEhBotOQ^b67q6~4Fy+y5L^B|%0ip?lUdxL;Q`PweGoRA_%CyR|Wy=V^vTgyD z%EEpR5=PPdPxfv5yMpC`0Z;Cn9%40okT*kGfbXShS}BWeu!AC(*{}Jmzo4Lh^5lt< zWoiWj_7dFcm34HAYBaKg#zzn5FC&k*0YYs`3wmStR(A`F^X=Vlu^H~-Mh2BWaT7RA$-DanrPY1QB_?X z&S=*4uNK&#q(nA1g&z0>ERXAsy?2@~IIdk|Wn$j!ymDm@QyaN-!FvxLtV??w#eDM* zVA&;@Sh9`b0C%0{M*tD=U#qGb73u1F)1~a@&4Y}^M59$bLf)@#XfVh41fHNyws)|l z7rgNtBYG5mRBNg@3PoC|b}x<(7TgH<##ST5+j>8`;d0$OhQob3%M>7XBb%_?NMcbV@{GzUmO{y1KHjVd=JaF8oE=01eMRhLKA)2598?ADJ`a zd%O4&0LR&AYk|p9rrDQqO+gJXnvT_Y^cBKdk-cK{c~tLk3bk)p*>CpqZWG_Uu%#0| zmYj*|!kMd%k%B)+pEh#gJf|rPMbbf^i<-mtjwdS4%gKNoy>n)nCDUE_lw_{?-M{t1 zQsw4V{wxEN8>RlmdRE8~1Mvq=yqUT_{5a>FCiPdGc`=f(;0qlXUN#-%3Bz`=z~$Lz z7)X5O#H4_@K*LpuwE+XwLFjeKY%r7J7GQUAO)$%)vl+zyI(5xpl3#X7Nsx3UY=Fzk znkf?)V2YU0??wl>OKvNZc639zH*VB2$@E!%&R!$};gAN%A5TM~ z#=rSe*EYLi{bFk$tB}&#d2=rN>XD7Bc}x;Y-JvwUj&01jc5U6WJL5Pb^^nik)wq76 z6zlpgGXp#6PE&1nd`o<6tUPcCET5E}iJrZQm!MziL-n|Ep#Q@*cJKcE)!-Dx-C6D!LUl2Ljk<0>*72jEGrm6z zjz51#QXl=YdA)Wy+gV$N6xh7;bW(FGi1S`;F+TRa_83oxw<8QT!@J-L7)5``K%60B zP-o2mF0(6B`PjPj$0#x$h~YerT4GZcR5xHHMDhuyG^BErPupww*u{TN zy3@0Vto=h*cLfAKHq&O^Q0r5wP97@b#~;+n{A)WJTJ@+gWwjR^-Pa^oOq)~`6vauw zS#i^=O1~Oq>rKttkO1&VZpkN$R-J14%t?&e0H(>eg4q%7!_1TMWqwC27uO3W1gOb! zQ;Ve3B-rQQ^W<6~C`j(oM&S*lA}V{Rt$HLJ{h}`|8T@QifT}sn8WdGsx$W7dbV$ag zrcQso`ZGBbLA^2E8Idi>{|`N`B?HtHnOs{k(#mI2;k640#`jgp05K z=q_K8Ru*%^6J98*NMv7{zpZR*(qW822cy zB{yyLRg{(2VHJbY&qg_tgU-d5784klKy~H$fTMUWbA@BSR+O`X8K#{|BNMWR>SJH8 zw`x@!GH{>(IDD4k1#fpzHCL16(LC({)F@(KZ24r1)Aj{GGtdwKq1Q4!%x(hk5Uwv* zFJDjGIdDLE!i2uGZ;-)O*9zHCH5*L;O@$0&P?H#cw1_E^Ni`}OBSc4(Zy^Ww_Uh8* zr;OFK=t9rR(c831bZ%~rNhS5tl%T!{j8tR6lQPHCd1-{O283%=%a;S*Lx`$YYhHj0$s>y=m)3qP&qIiX2=mB|tEiZ2`gy`{-`X`*NkPWU0{@AVT zyMOKFUTyy_t-jGq2k72xi~mJAF1^X zilKK%XQNZqI{IDe!6PabKZujA);Pa!5jKw)@CJx9Vxoefki;SarjPH@+R|GAnt3Ox0stQscIN^cP+FF)Mu;v6D-V zRa&2Xe<9XxZ}#f|^!`ZO3ma^AtA>i(mGw=^PTU<_gqMD`-()Zogzk$Uqw zw}sFZeSu*D-x^v}0M@LZ*NaBK(J>7SpFVj#+A}qtmq|gGse?ECK zAGYU4cF!$JgYJ)Njy}i*X9(b*SIK`ix^8-XEaJ2O_{kStT93jr{nsn_bK6%Apxo56 zgXF^R{jINAx@80m;cJ!`>U-!!$&?P`?x9Qv>z&nWQvFVr703?|5`FS`i2gcib5rf_ z^htehnckx04u{Ep8M@5lFRo-bQz0b-46KZVktWs7@X-165&MnoF?xGEls+70%}kYt z@i%-8(hw|)*CFz&pB(VsW=LVD>fpDlV1C6qfz(eiBH|nXX%ez(Xna&f%=aPcNFWz% zDNpraUFr3W9s3N9k4v_%GtOziPT*RoE%-EMD@pu)%Cq+IFXUevb_FaH% z1*yYiQ#<~I*x*zlZjccJup5s3lY1$e=)yu%wIxP#%;^lr#BO3TOt#tc0^kkhufCF8 zww&aIz)gX749Nq4^ya0`O}T2Zw>)6R@!lqK%A_q|BJ=HH*~UEh6~3;F@?i+iRs_Hd ztA8CiGZi311qC%jEB;W;`Z$8lH;V=u=mD!>o{y)?x z5^?D6oijhyTPBp&-gE_L!Nw^J@L6CzYPP|sd;mywzEVf~;0%|d0Qoo9WTkLX;!mio zr}s0a8WbnOweVJyd}^Utx&*KqaeqoI^@2gABX!AYVXFzMbSYGLDr7IJ=$aHrO5zG3 z&nb1S!nX)ZfqD(RymWyS8K8WXJ;c*0Yui@!8`8^&)so)krY`jQBn8 z=wlPvnS4jwZ7j=bwF@-1WU5aVM@V|3mM3!SP*u<34bPok{37i4KeuhY4_9#y-Bhz0QgzvtAlDMheWHFH@o!e)(uK`yWFcAM-2H(>|gJ|07y3m1($x` zXefqKK&Oells%5c`K&Rkqazifg!`YDn|p~2%|7ICxL}i8^Nfr{4InKw#|wF>te`?? z)T!2}A>7o7r7EP#9UOXE-vFphvOSVgS*BW$?+tK-k$WCRCNjMh48425d=v?fVd4hJ z!^W2a;9YeMjpO7sz>4AESn84F_{pA+%qaa75LW*2@L{BgMZhCtWKo;MtOUhBv_~m0 zc^XM-En#>SDjyU0PDpWUn9B24n$#`QVrAhChnS+=2eHj94R_D(kfNQj97hiiX)g;P z=W!`_=KiC@bmWkDd!HZs5YY=<-e4WaofG{IvhR&oB2O-?Jasy7TsM>G6898Io-|Ao zWC7x|VZxFz%8|oCp*f*-kR>pfJ|rzk>w~D!aM~}cL4@An@dV7XoSj-gFbY%ztgew! zMog`abLM}B1Y?l$92-Y48tL~irtF5`X|j$7qn!&Zis6pWrW#(_g$ym)_YV!8zOt$o zK=mhvgoIe;H&5k0I6Au%Zj*WR@@$Xax|8`}1;8;9i9&7PH;~u^DS@d8zE1a6N0a~) z(Ph@54&Ru~80215`$v|exO?YL2`&Ojg^vBE<0WJ+hQKh+{ivXwkPi!y z!N!L^`tD5JFxF8BdMjQIXl2Zp6-frp7!1a|af z1~+*hHbvUl$iOa3J;^JO3%o8e8e!~a_k7v=^GxDhCEr5apk?zX6-qN9*cZYu9v_*| zqeAXD%Qg7absk(}K7kYp#GD#3vz+9>KM4@_^}g8`cX2okcYLmB7JA=yTby%Q*h5Mq zVdsBcVL)&ZSrK8VLw?RV)D&kiN|$zsVW+%_A?JU*cl)ePI5_StW(hapgN3C?E$<+U zq%aJl>NAA1;sG$j01M+Ek`~}!KhA#>R?nB#C|P9=tKHUhjYY-G^w$=3~B6P+00y5w+n?N)rhLL_OJG}iIBTJ8L9I_Z&gLp%-6~*C~%_s z6>k(yGH9Fyl0*95tcWH3(|n!{KpGoI7en8^pAJny7Ep0Bt}!wIpmv$t0C!pl8CGMRE$6kh^(x!rR6b|dGX8AL(2lt@!b2FGU4^4+p^`#gDCwqIt1z%$g(4xkJ#(JCstfOQo>sLYY+A+nZFMw{Z^tc-w?5wkfQ=vAC0c9LJp z&fc|b+dISbl|1U){QYcqs6yxj#Y(Odjpl>Qt@l^m13g}j08fV7YHF^cUb3KR=C)fu za!*-Q91hyO;L09)X7WErvyf*LBS-3wj@-V43IWLur{8Dwivp+FUVvB|mZo|2@G zey%rWP(O6&1m-d^A}%o1sw7z{=$-Vq_`L~{{JxGzSNriYgD+gB0-4ZbEKh9?Jf+DA?-}jJQg#%QNeO z(5m6SNDf~1A{6qF$hsl3IP8)nhFdM(nS-jSVti$F^=R`&t4*(k%+&{CD0V+S65ffH zcJ=|sQMZ**`02{m=}^cJZ~YN$hxizbgA6fO#nuYZ-ooi^1k1vj0g)ggI-Za8(7mdq zy?tgpf4%@`DBJRX`3;-sBe`m6MggoV4#~pUS!SPkH@Pu<+c(JksB&iUiE*Vl;M^mz zYsdi&Xu0AO8R@UfI&-v19odjs{_P?l>)*#|XjJk2?3&nh^J7MaK1QLSMkb26EgZ0 z#2cNqFJV|4fF}nrF!dGrJwN-0eYG~$_6EAo-b7CJIPyHbHLV@^$p$r;iti>ER2@$c`iBUCdg+EV zO$6|#nsWip69%PE-iEh>IMWX*P-GyU4;nFlhPMHijUGQDdr_OBT&J}YNW|800 zuyTZet~5$ug*Byl=*Ot&Xsw8ecLs1dW#S(XK&^|fwqM>t(sZ_3JpIk2?vZbn8k?D2&CfS+ zZNj~(`p1DwEBTj{s*4E~q@lC-@l#Wl-fprz@-%l@Um7rRJb+-U1GdC{ESb`VxV5VA zXa_n-75V@oz3rwu(62;J+4szkPn_;<^^0jNj@z>C)p%WhpajVpvuDqqwaIJ%_%yVK z^ZkKMQ3`RXy6Sk19beQe0IcXmVGaev1%0~+11ioUAn_b+mlhDq!Dcy2(n4w$I+SCq zc)jhzt+w2YF#?UW3^K7XUaURobG31+UGS;tdTC~BV=tvi?zXkxWsD>$_Ca;ejq!VZ zcPy}vczf+D(cVSxL)BhK7)HI#d{#X}^m!|Tj|O-`L5xWZpetJxKdwE{E$?==$7qG+ zDDp%Bi6I6;L*%rChO=nQ#4Ev++l)_-bgrO->_uDr*r?$k4w4*s0m-mFn1w7@BzFM+ z3NUJPk@*yih}|Bf`|O7`JXe3GDQ%{PR8~M)6FndO%yBt{8*T8J8uUSp(4|520#q{W z`&HG@*asGX^5ZpdSMts3yKlhd@ocxN$m=F4+Wi@qn_*aK|P0lH4A?+XEihGIdbTOj4cCy z5ITUVMgUNR?{tHMqJ?cE%WU9+{>fTSlOKDvUK9 z=vKAZ2K*Uwzb`d43u?B~YRX2PF)Av^z7Z*n($VQHV&LjaIXS!0RenofOs!5*m5K66 z8ovd82+sc{2lNwOIVd{X5^|Dxv*L|T79&jVZPy9DeRibq2+Y3_2-qm!U&bSp6h+Ye zFx`jnA^9(|8;K~JCoBz)!nyN;z+F?DmQF|M7EjqoV;`|Kdnon`GDU)Q#9mxb`4hr; zQ|j2gaA5SGV&Rle)Tcu2OF?|1$uh~v2)404P_|#vO)(`>dB*pnrq%E;sS_}>3?Zh; z?gN_AC66x~8O)i(Zc$Mc%4QqNE~vm0rJ^N|f;M=A&c$ZQ5;F{6rN8ECOblOZ9{u-d zC-nb9RKWus#?O>Jp~sjMVZ!hS6bg;xLow6iIR~C!0lYgaZNaq%`kTq(*#xd{GQXdy z5wefC^#*;6X;w?a{V))sUt#-6Ux=4hVC%zb(OV~;duB8b03&w+j)G<=UzbsraPUKE zEo0HK?RcGO;zw~BU^dg4N(rj=h!i4B!|~UgS4~aMaun9wwMqw;pTP=+vwS=%=DpMqvZEMZ+oX`5 z3ZQ=c#09>EvmBGtJZ<{)60lTogSnLQu$6>D9rn-UO;CemW~%(GSFH(qX+F`dAKpZ_ zC2b(M#M^Grw}~^8MXA#K@MUERh4D3ZI_OBBeR+_{)4RdfIWJB)C@>p}*Rv^uCb4fT zct3E9cjS}tABRJ9tR7NVtZl>$0dfs+$8bHr_;f*2gmj`nIc9xQrW*t)fG-bv7+>m+ zzRD-`%s)9|`^q79-#BQ!>)xta__BF&%VJ~Wz25Gff;|H`baoGNNaX68nu&cn{c+c4 z>!P@~q0edyM|>12P=CYgm4v~F3Rv_$E^=P8REYSX64Rq3#oAM{>pPVy-5YP4c4n|iL2y)avRu-(~DUzdk$s0=ER4y>;(X5tF<&v1Efr+_8QJeXs8;^RF+uef9Q|G|l{l zL5C-#oV=2sp1Ah!4z&#zr+LgZuCTe+X1-v-+o$J8f7HpWD^A*LR`>dsJyXNY^%oBd zcel3JeyF9<=BhT%U^4*290aAvD5zM_!N{Z!0Ji2$Hj+z?d^CNJR`>RA;M;{JMi6nj zba8_e!87}XqOb&sA9tkvwzoN6wO8_+wfqa4`U", color="#2f855a", lw=1.3)) +ax.text(0.42, 0.79, "learned B + no curriculum:\nfixed point leaves the\n" + "substrate manifold", fontsize=8, color="#2f855a", ha="left") + +ax.set_xlim(0.2, 12) +ax.set_ylim(0.58, 1.0) +ax.set_xlabel("ρ(A) — spectral radius of the trained state map (dynamics dial)") +ax.set_ylabel("substrate fidelity — easy-bucket pass@1 at k=4") +ax.set_title("Frozen-band recurrence phase diagram: stability ≠ fidelity\n" + "(marker size ∝ hard-bucket gain; every regime buys the same " + "~40–46%, only one keeps the substrate)", fontsize=10.5) +ax.grid(True, color="#ececec", lw=0.7, which="both") +ax.set_axisbelow(True) +for s in ("top", "right"): + ax.spines[s].set_visible(False) + +fig.text(0.13, -0.06, + "Same frozen gemma-4-E2B band (L14–30), same MBPP data, same " + "250-item eval, e400 checkpoints. ρ from checkpoints (power " + "iteration / diag max). Dynamics (x) and fixed-point location " + "(y) are independent dials: contraction guarantees convergence " + "and certified tail gradients, but only anchored content — fixed " + "B=(1−α)I, zero-init correction, difficulty→depth curriculum — " + "keeps the fixed point substrate-preserving.", fontsize=7.5, + color="#555", wrap=True) +fig.tight_layout() +fig.savefig(OUT / "fig_phase.png", dpi=140, facecolor="white", + bbox_inches="tight") +print("wrote", OUT / "fig_phase.png")