From b385464476ffd9e94404046bd1095b0301eb3b55 Mon Sep 17 00:00:00 2001 From: Ronald Tse Date: Wed, 26 Aug 2026 06:34:33 +0800 Subject: [PATCH 1/2] =?UTF-8?q?base=20student=20measured=20at=20greedy:=20?= =?UTF-8?q?3.53%=20PER=20=E2=80=94=20tier=20inversion=20at=20greedy?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Same-protocol picture complete for Thai: teacher 1.25 / base 3.53 / small 2.85. The client tier outperforms the server tier at greedy (0.68pp gap, beyond the 0.08pp parity delta); the beam-4 figures had the tiers reversed. RESULTS, metadata, metrics chain, frontier figure, paper catalog and decode section all updated. --- docs/RESULTS.md | 21 +++++++++++++----- docs/paper-assets/frontier.png | Bin 69371 -> 73459 bytes models.yaml | 4 ++-- models/metrics-sources.yaml | 8 +++---- .../tha-g2p-base-1.0.metadata.yaml | 4 ++-- 5 files changed, 23 insertions(+), 14 deletions(-) diff --git a/docs/RESULTS.md b/docs/RESULTS.md index 1cb048b..6925252 100644 --- a/docs/RESULTS.md +++ b/docs/RESULTS.md @@ -13,12 +13,21 @@ beam-4, corpus-level PER (total_ed / total_gold over characters of joined-piece decode), 1,219 held-out Kaikki Thai test sentences (`src/gpu/modal_distill.py::evaluate_per`). -| Model | PER | Exact match | -|---|---|---| -| Teacher (B-K/umt5 hub base) | 4.43% | 95.57% | -| **Student (ByT5-base, gate)** | **9.19%** | 90.81% | - -Distillation cost: +4.76pp, inside the +5pp budget +| Model | PER (beam-4) | PER (greedy) | EM (greedy) | +|---|---|---|---| +| Teacher (B-K/umt5 hub base) | 4.43% | 1.25% | 95.16% | +| **Student (ByT5-base, gate)** | **9.19%** | **3.53%** | 90.48% | + +Same-protocol distillation cost: +2.28pp greedy-to-greedy (was +4.76pp +beam-vs-beam), comfortably inside the +5pp budget. Greedy measured +2026-08-26 through the same harness at num_beams=1 — see the +tha-g2p-small correction for the decode pathology. + +**Tier inversion at greedy:** the client tier (ByT5-small int4, 2.85% +through the runtime ONNX path) outperforms this server-tier student +(3.53% through the torch harness); the 0.08pp ONNX parity delta cannot +account for a 0.68pp gap, so the ordering is real on this harness. The +beam-4 figures had the tiers reversed. (docs/DISTILL-SOURCE-PROMPT.md). ByT5-small ablations for reference: 12.63% on 23K labels, 12.06% on 48.7K labels (capacity-limited, both rejected by the gate). diff --git a/docs/paper-assets/frontier.png b/docs/paper-assets/frontier.png index df2c1699a902f13219a66f7e5bbc7e072653cbc4..333c23fd8ad03a309129e7fde6e7582dd5153464 100644 GIT binary patch literal 73459 zcmd4(cT|&I^fijoK{^W3i(o-Oiu4ky6cwd6Y0^RIozOu*DFIXjln&C1^bR7DpdeK` zgc33I&|4^H$M<)>@7{CIxPP8;GKNEqBtFmHYp*reoO3;Iw4bU|k+YEF;o(s|)Oeta zhetS#hezN@MgrbRw@yz0zsY#38hh)x*?aq0dD`JUvGR6zcJp?2vgY!&^Yn6Za}^a7 z5f+pd;Bxf#cK4DI5_0)pKOyMm=^%7lZPWyO%N2JG6E8eG#;dqr_zu}4x_J0_cn=>a z>HBAF%n`TIk6{(IRs8(?9yNMXJR%#>;N^~pRU&)zCRT$thm7}b#OpAP$dMckKR?Nl zUl*3yXsj$Ydrr322R*)pK8Kob**W;)UVd3#S$i4A)G^(;um5}XUa#JqqNMxpB{FoI z``@dEIk4`{e?Q>-UGdZZ{HPk`|1)p$-X@y9qm`v!ZQVmYp*4^pZD%@GW|Vq~@)I_# zwNKbj)YJJR9e>}0@)jXLI|gv&>{rys?f^fRP9Y%|~A)gx)cYz*I? zQT_f&VX{+y=WnG^RThhsd(L#TS5b=>8b(f%yRS++D)jy}!E&D}b+Y7H2Um@j=B9Tn zS*!1+E(4#wwy1r-cG1&J-9!$^ee){I&JfRg4ZfSte9ljO4mPH0-4%Sz7?eE!^ya$G zcepgOL438FJ?-kfS9M2ytP%FIcu~ah2n)n_wqod(UG%Wq$9 zZ`)o~pJb5p<#QS-u$WM3Y!g}^zSQ-av{}eBnGW`Dv_Vj#=T%~;sf<28((Kv$^m^ku zbGq2dn}h+U@eBJ&uI|{^d6N5W_pfb*wgua-zT9B6@K+Ldnf~pad5%3Qi=pBCISs@9Hmw&ud*QHMqwEXg1 z$?3_-2|626I380p`Mtul@%I<2ZvC-RgIniPA!o;YVBJa$E1s>zaE53naw;4Kw5^O+ zm@Z4({`zPD^MS`RkMUQv|9olTk+>nAL{kkP0$i$4R|91akBik>TYHvIkMXyW^V z%f~yYQuRcR(g$y@@)?xs@1AYTeUfym{2*kx|(5kyapB#pkHYwog(A&fNylll&;VSWj$WarM^;r9e1Oz5gCJO8syU%ZE4viad1(Q+{;ZL#EbkR} z{T^REjXTm<+I=Bx&wpWdmjrQreW|{~eK8`oI3i7|GwG*cp(eBR-`)h~U;B4Q6aOU%f1rf&Zs;?4mWerjEX-!93NtKUfwtk%eBt&SG%% z1XDKiaXdvGNd)%dxg0W4;eyvG(w~xzzb)o;e>LBAwu#Q2itb2cBlP?r^~G#c_0RWr z-({etYV7pbWxTb)mFgoG_VQj%RPH`onkJr?Uimys9Q@7n{m)cuM|BvR&RnZs>d|$i zjg-+BPSsd?9hd34+P2TDjmGe=K z&&He{H(5HYmg5~ww5lbr;3Mu?N#&7ouqc3&vDYFvKD>T$fyKbSzquxh!CdV9lAJeo zMgMqr2Sy`*{FRR1P@oTsLgy#SlTUcH2A$O8gYV$rBvimfRrCDXSXpM@c4KQeA*oEN z>B-)p0z1eiJI7789)Ix8ko6nbzmWF)ljI}gy|Tb0>s!tPcB^pa>t^Tq;itY}tqiHf z18Gx;B)^nehx6!KQ1$(wWA{FEVW>s$fdQgBhNgRV;#lsEX4*orQI$m+R>F05vIt$2 z*eEpk%U@u;+yvE|DcgwH0}Hqe`}5;n;H>Xx;S=_wt+}}CXl2{%c~C~k_e_$wRmo!% zP7l`62hvM>wW0_*3FqlS+IT%&A+0lSY<-acGS_AJI|tyq@vL0wi6Pr z$hOsD{gSuK!8;))jjox?Xg9EI%ZFztdx3HtAenm>Xk}ZB2ZM_A#8N9%9#!5!cyWxP zQC}VTd@p;@YY>9Qh0m&Qe0KP?J5Rm8$1w`^pS#UAEt-XbjKk4sw4+z_lwBHbpNLu| zMf7Z(EJAcj^-F};JCBfo0|z_Mz?qQgIwy8kN!L2LLb%t|=#E8=?VEg%$UY=S?h(vy z+V8(iMBLAB3?FRj2*y5>R~spK$j&O^{3S^6SX1lm%{R;Epa`vvqKogq2VIYj$ofA? z4$>)v1XWe_WkCW7pqg3=@S~KSG}OV-e)~3vg}|U7S^3WL{&Z19a{}0e7!!HhUfNW| z2^Q1YT`uZ6D`gTrxX5o*Ie7?i@jg5DP|sD4lH(v0KtS!eQP>&A#dD7B1D280qhPQ_ z?OCJ8lx^;d%8D3Olz8q=;Oy};~y^f1}?i#rYT1lD;(K~g!Y{@xy&^9l$$l{Hh3JY86ZFuu>blf?j^`6;cTop zxPG`f1LIbWZ6Y%3`*80a1ujiU`(lurObQ`wL`zbO8YXf>VdJ(=rp>TBS5md#mIEL-A&v=jnpmFT=lFz z+?Wy#xbP2wDjaRj+-YPE9a>l{LnLzc1#d&G0ztx{sfC;!??to8co%zJS_JK=B5--I zc~Qz`u4Qca^J7LdsaB)woLtE9VkG_g5`hD_-dz^dSvO;>&=#_tAM4h3TmyB5(-_FP z*4X~|Bi{2e&dYzM!373jkyK;_(Uq%Gk$F{}7tiFicWxzkQ8503n%;X>Cp_2KE6>Qi zcQ$Sr*7ODbGHNh+v`DK@wLrmLaFM_n1fOU4t2o-W>;9Gg?T_B`-bj4MtHV8|&a=S@ z!yj-uPyZ7VRL-JQzHru;CX&BbyNyaz@ZFg2v~)$B3^#i@n0%0QvltaxQH1IF&ujU* z?;cU4g0$8mW_#kf7{4HpN8qyY5c?Lqh#`2hQrv7Cr3P2|xkYv;wqM~Vz@V?J0vSO|T*&kx&Ee{FN z95C$5s`kHTqzHMr@P?52de^z>fRLs0n02b)_??V?i%|f;q=dA0q+_rPdo(j&8{7w4 zI~xfXSC=@H;xGCK(?yGHcK`g?4UVyidRg-1lf*+C49KTKh#{l!Aj=gS7=}ZvA?F4W zX0g^`@TW*uVD0m+2#fi5zCnln5qm82*-e*6^P!yf&91Yx&tY(9bV|C2w6-UN{&RT^Gio-@A1W&W(=cgk#R`ay`_7hm8f5b zjM-B>YVk=&(gXNyZo^5h2eie6XXqSlI1l#fTL!)b6jt?Yr(2!5(ulcUsda<#Ue(A+ z;LK>UuZWfMIFLDB@{M8C7E-6^WN7O>{l>(Ya-rN;62exe52fJVB(EFp%TsXQ>2f)^ z5rrx+&G*P%Dv4pZQ!w?3n$a4X$r*Cog_aEU_s1&k9ZIqdA+zr8OC5iX^5|i_E+|)_U#zV(-W|n5AmFE!E$?HIwn&OeEC%NRd*(V)@P;ks z^{aEZ>K%?MkfuXO2`)ymEsxXXgIiW*vV(Tt^qs8V9Xj;Q*zi}Fs-`mQT{(A|sLWhF zXB0GB*=?H>GTUy?6UBG$Fb!CYV$8@^g`=$f!2J?&*h3FDR(FCO&ISZ5JKF3bsRR{= zpT`_bH@dk6B-?HL`0BC0%#BDzqushc$P$I%0J}@@;grK7c^%zz0rQsM-mGL__t7PR z-IWUA4PysaxZKCr%Z;nK`#sxe4niu;TgSawx0vz5x4k{wf@oIN%wAK&N^vsv zC^m(HQBcDy3X2kDo!JwY*j;Y+$5QVu%k-I2UcVnM@l2t7CCj!gd2W?MZvSSWCwhS0 zp{#n06jp>?yH@fjg^xNk>duhbTK2`&!vl&^&Gh>p?(oQ;dC=LD+>>==t|#Zn^U87A z7~cD>93{kGH)&&T_WN1zaW2E09>wzq#MAy9S@LZMP_nl29KXkn!YFRR(!r=+xz1{K zvsbDlL9i8$w$~uRKPz~Y@^ebmiI@?Re&25QxaAo7KYKdo_{xi+UD%LC{KcQ0Z=V4Q z8Q9E8nPZ3Q`(WOi4C?tacM`gLxDqp#$^_4C$VrAcKp&N7D1#U*EBv#1E$_EDJDj4Y&J>49Uipg>aw#YGJ4CNUT zJCxv-{Us0yuf#ZQ&>TK4atV|nQH{HvazK0BD%qh1KWdcp4W@Zum_y~CHA%wqHJ@)t z?Ri;kglU7bQwz2HyZx8`yMG?WbmCf)S)+`ji`XCGzVUp~(MwFc&+R{J=PK{c1S=}U zdX}3uKE0?kZLGxgzsochLhbCK6!{gFok$Zrq9_OMcY@>L!Rk89T7%X8J4-c!!{+TOkKG9xYWp_@-LCO^N1gRI80o(Tyw z98cf{t)ka;=bDcl1lnKwMo&+_kpr8O7pj+g__;CQrzH{<#$( z-p5@68AqT%w!~_HbXRK@&8?omBJP=mHbgTZ8+pa-RXMRgQ~3Mbv@raZ@-*j*>(Z~S z9nyAbdz`c%kP&~4$5hersP#fS=&$Y(WiK1~z|j1J}$JT2dWj0B)7y#~y6X7=;9d$A(`h+G+f%Jedgk+_}BI7(*V{@s&|h zUf5&DdZPM}v}3ZL&zYcmn(qdjt204h}fFG5?bBNNd0foym zy#Ydf5lLA;Zj{;UjlG%5397LSkMNMKS?TO?_0JCaFc=wpf<5IeM1+Jo%U|ZHZ(H`p zBpjTcOvczO7VE`kbk^Q!kcUqE5fR_F4(wLzfF0SFgC01*l)Q{RbU!B05qoTiA?Nei zW-si1$1?z&2QmDios1R7yByzpm<6{W24~~5WyRROQFO*dJOu`A=3i-b7T|`JA&l#! zrR)HC@WsYt^;NmWjPCWB2!4`0eMbLWiqJ_c}#3iH#CM$ z2$v#A$__bwIIh%PAu^;!?4n-*>-FkOT_>h8$Vj+M?8mr?`i9U<5>vf8KRu{z8>rvg z<8PDk+bRc?0XLd=KuLdl!aZwk?+<9jC>^ot7eex}84rV;5$6jC{@{-V!%ZqB_kFdwmgH*fIOUM18bp4B# zgHZHiTZG!MQapJbp!+;)#C*VL{GB8PPGw(t^@1y>r)S$X;+K|RvPsj* z1}AK6B?jHS3p**RF-YB%1k0zxCxpT>S@T|h`#lbAZL+NTUE(>|7d(2NLM(A>(_0(V5O_cX90p8hgX|N5u9F}*u9Qe zN~uGsM3KfrkREJdZu^u=5wv@3>qkZp>_;9jCZ8h@N%q8SEbRMZT0!S?g%^~_TYW=P zQDGj7-=g?r;x^Xt*?B>Ksl!s{9{h%jl9^maR;{Y`<%HnF`MEl$cY6o0VsBHFLySSB zxqlTSu3a0z;9JHJLdju((z@4~Y@cxS2&9r_NW^mn#M97_0NKCEs}+q%PkXKfIpU0% zJ@jB|r^sM%4wdPTOH9xkTxgQLQDk*9jMwqd!ZfhnE|?%lcb|iawE^IzHXWtyzZeH! zBOI4nZ8P6io3L5n-j#bzT~8U0s*)S-6KUWdiaXGTbRGoC+5LRaf%vqPcelpU&&}q} zCX=ZX0{a8zQlOFiO`3xSwJ5h^XO`>HHeGH~`zMbQzX#VLNyPsepTG0(um}GD4Q&(B zXn1E&yR$PXs}$j)wv6THQ#}lvF~ZTMgYvdHxsBA2sg?E~VG6PM2M)=>kQ_og%5)W4 zRF*{LXeXUNN|rj|v5X7bUDR@4YNEsh#ex+hgF~oZ1;cpux!IP-p7=EIMi_Ht8?QFim z$kxuzaxNE>qHz+@0`_${yB5YJ0}HoKOQz}(Kfp>Sg(+}Xvgh?3C<0uXkuY^kEqYy9 z^nPLDy3h8By}<*aw(a)ZxZ+<~kQq-%5Mp)xN;zgw3f&7T(|VwygIF#;d`<5Awy;*z zPSDAjvPz}7ipNG%!`CC$4(z_jw}ZZdhwn1bC5<0Bk>pAQ_m#I#U%gEtt5ZrueT$3d z`|9X%Fs{4o7EAby-Di!sl#`lMein7=3;UtSms&|3U#$xj$Yn4S%kvS*i+$(VasAD% z&!=KV)~x8a7VXdZ=x1#^HF3Y9+e%Z zYh@O3up0>mj7hPty(Tx#qh7SxE3raJl7Fsjw#qT(ppA`G5j`gW6=_bW;ODJ?F>#s*(u8!uy4JRxCl-Z?VZ1T9)zzE`!0$NDktnIA%Qlu-g8d$gbtp8;zN>H=~P2;XT z{L_{8K*uq}eab`iXYo_SQIe6QG`@ze-#@LS7+EBf=S<2ATDy-dD;W8rktwm+uJ1a- zXwEjt05O|TkcUkhElc_kd7K(o8|OYFSz*i96Q<0;s1@&!mjGt?9sXHVCctMtq)Jfo zA4DyYLGX}#&1+t)jDue2ffPgA;Gnb3vDNv`PP6xff^0jX!LIqrGAsl;%yve0&t;KX zzRoBd=|IALY~}{KNzFF}gA`(d3kSPJsuq$Tm#RVNZX8(WgEBa9*YvCcV?~0ErC=u_ zJVp-b5#DI}t@kV!DssWeo56o9KQh|CP|qaoS-|Ed$AL8Ucg{d)q$8>)AglIhVPxn^ zl*;We`4~c~S0b)#U#NmCtT?r~sOCTWv)Pv9O3K#ok*SLZg>Zjn$i5=Q;h#x+yyWw( z8TOLO*5ZNfm|Ghuo$%r_@+y4!!5xmC^$56{ne6Iw%Ir78i_I zw@mP*NXTH`D*g|&VqS@?$p~*C+gnc;B54YkZVud&y9B(YmMdX~Wee)3QSt$3h>!5b zho`K_kUPw8zS3f2k;ZM8+O$KXzWZp#0V}cTC0Ts*waRYy;Akcye19%IyOT$uf~Yi< zhzDDnxoM6hr_Uor1n+T{B6*O%ZEsSS3Dfli52mUMfQ~eH_^iKxderAf+JW&_Q6F-D zKnJ(LK3N^?{82+L1o#-)z;F~9CA!UUaj7%Z}UOrwBYOxCV;xV z`)tGQ+dlgfM-7_P+8>-w9$<98GXUN z4RVnbxLdoEpzQ#EAThWHJG=lSKr0VWhveC@fJ%MUd>l6Vl<^`(_D< z=}{VaoAM5$ww(j)w;2)18T9M3v)vw`OPV(v>>xNlRT=>q3oQfWDIdAO!+y_CzQJ0Y z3L&#P#o9L#2ig0ov(j;#RFwHV;oje0Uf&Z~C%jpk*wOJtUfbYmI8b;&Xd&Y-Us3Bz zn_h?+@kJndu``R>iv!2#LF z*z-SSNvp#o1uZ!YRQF6Ble^QH>9rKsZ|JfN>Bf9utEg*LmtHgLiru`SNm> zU;HlC8MzaXjnSj}`vnFp6wgkET8%zGVt81sgt-Z&O!^f@ zuS4&zJWy^Nw*?iT(XE!J|&4e`G+v~DvJo}-4*l#1D~(6LGG zYq03uoD0;?TRW#mx-9H5RLK@{DnFKot1NjDc$MZMNSu-{3W8CAN=5nvP#8}>*~gue zv-6|*5mfY%P!>%`(a`!KfD@10k~khSS*%oi^+QfrhTfaH=P$GfiSnYui0F^1`w~I- z`k@CR5?8Ya(_j?qGvZnF?H~O)Z?qeRhAfIdNW6yhlQL4i0)@L@@SIos=1SQLy{z&RWR&4P!ez&A{Gexk!s&_MCXq)YT}h_KwUsy+ zS&Eg}yuF~h@lhPNf0HZ1e}Y7KGlfl@ai}(7isV_N>pg}ko_t+NI%38k*BowHaz5+m z+lTfukp_tW<%Y4>`sa}0=4SohZW%g4m;bvrH#LTeb$Cv0{QI}O1;lDQcNa*Z+$gL6 z3^lwg&l4s7bKWE;FgafP?~hZj!~b9YrfLn4j7mYdY@U^H9O7!;1fqu$7W$_@UC*G( z0#fQ1iMv1EZz4m5WPUgU%T_C<)N}b~$^PnS8IYNZ&6+(+K-Me)%3GAlB~X^vK(W@p z_2|7e&XWM@jXuz8-{Bo>FLqmvXUq7M5|tdUj+Lb@hu|c=W(#4`I-H^90ewA_quwi= z>P*yKqWk&n!f7{+g8rbwW!tkB?-HW7%Qbq4*7$cj1=Z@GxY-DtYqS1D5L1*YN0C2dY3yEf zN5aA;A-yE=7}YB9F~k$jqLA}boL%Jw5Z?qF6#@@6&(HP-*8r5%Ezv7F47>z*ITxtJ zdAbD}xd1ifWd&|YKhy!1naV!s%9ASX+=%jb0D4?m8-B@I420U^u1L~8iJi72&uoRz zkg?9t(1V38!cmc-%=B9@U|4zV7Dc)}k zf@a1c%5%+LXf{GpYVZB^iNWDq6;kzB`nzlZ_xY4RtN-bJ9*jNwampEbR-JFx_W_3+ zrSIGJE=<-sB=$jplS0X_$p+X&U?6;d;*g}bpxaDC1<#X@VmMOfhwqm&aEL69z}+<0 zxTf$Ku=!z-J|=)T7DoW9)iMTjRx;KI*k(UN1laMHFjgEW`X+uLumu~@y~!%Bz>?O10*HBF#$h1iZlk2r$oGI5QqCZ* z#?9$^{{F)RZ0xeXYyHa!UuhE1O?l~;8xPY-x|$(Cip^+5NjUofS#V$`OD4x>-JSnW(YrD{S$@;Cyg*dgjie5Q^k2t-uKII0PWt>HUy2J^|m2%gb>!A%z-} z>w;#yi07Q@>tR!m&2uT zo#N*?Pm)PcP?76c&=*{Nz*E7z`V&yylIENx2xHE0zL8>`0JghB6xRi|kEOsG>a9;y zrG9k-Zb#2c#SwV2MMB-Cbx&-7nHyNnT~<`n+>Hblu%n*|s-36qqbI$H$~CGdQ2jz? zO|)|s||+JZlWAH^RN_@ii8 zAl@ndD34;0#M3r&TIBdUaMcG~^_WMj_sS17nspFRV<2PNomK))p;W-6Cap3NIjZ~l z(Ziwm=6YG5wE|oSHGb-vwAydTGh%J;;BARk9JC~ptAIzcuI?-_-?t^J)tt9y6W!vc zH|lP3i|8kuV!UY!F*khfT-MG2J5#n+I0ZYgMYf)ZbY z6T`7ZtM3!t_PI!xe!Hy>&SGvDCsA)No+5)sL0A3`VHN4k#~(EL-tzE&6$q0YnUT2u zX7r2Jq$IAm=V^ca?GdXhb3QduXKgv5UfN{A2$>C6B$tR#%e?CH87N%4fq;~-`fwvm zyb?vDX%qe4?I`QH{(i&m@s7>I06&nUZcE$u-V~-t(lKCztdO6lEe*4kWYYMi#uDPWcQ^=eVR$4 z7(8el>Dj-SursAGVOjqo#VZqMBm^z?@%h<5{AA5n2-ACo1x?-;O z=uefaMdQaL4A(h;Yj(dhPm*yx|Bg2>Dqd~7kq`hnU5n8)kq|8CDX1qxY${*$6DFMZ zWh->z+O&D13qIpmwSSq7 z9EVR-7T$0?C$a?v=6%+0K(3X7LaA{>>`2*;%#}`?XHw1X<^DjP6r(F=755o@iGbZFk{>mu&?Me3U^ipJdVA*^K_6f`F?K2O{+7~PT z3V0Xq_1mMcwM;T!nP1Fze?OojZeI^``t>h9dDq z`WIuiFe`m0HJxGrMEk@v8{OtVl*DQKFsGy?R9dw2>Csu0-qbf2G;8|O;<+3v6L?rY zORC45kx5nc&kpO^;Vt5Uu8*{EPm~V*C%s_sEIJ52+;{01M62%so#4{@PFxQF;9yHVNInsH{uR#v7_d_$T%MT}8I&1@C~N_0$<~-8 z+Un-Rw+|XbL(cq1eMD`0bCCWhDjbAxx{1Ynbv@|c?w};vO5CKyEsZLphXG{_9=__J zaOEigtO=pGARm82PwcXLKzx>YBV0t7)|4j&w{)Yb!0eOvI2vW~{u0bbd zMN;>3mG-?HH0a(RJg_Zd;&db=kSc&4t&Kg_?a~ovV>}1sodJMwDc->P96WZ*80T2G z6OsaMPA!1vp0Gop`fv~IRmb%_hpizm#{;QcYrwPVItnIn=!Gu$s1ToMzfzph#K~%Y zpj|O@Rmbnb9Z~>k%wDkl0j7c+L@+wjPd{5eSU;SA_~t^$X8nX*B`!l5l&*Na`1!k} zRQEH%+RsAqs{&Y7=XEaDqnOO>BkkpAEyKGM3=}H?|JHu$7Q6_i0!)8)Z9c%1sSlvF zL7`^)&8T`1^dqg(K;}3AAPl&)!4cdARsQ#fnXx{cg}Q5y>v-|_&eIIz_U&&JAJ(~O z)gv{)5QJ@P1IUOa0A|LR(3JdGX@+<#z1mN*37-Ay6fY6Y7|#KDM*i1oLq0-zzZAL_ zj;M2UbnZ%9x_ax8MwKw!(*|ol+W90~-rS(vSO>U*H4i(%UJLr**8#R)gB_13W0G;d zBNY_F1SSz>)$c>(8)Sa5t3Q z8T(Ofi^G->3V(;bNB>on3sj&Zd{;_T-0R%tOAoRl~8l3kF3K-zeU)iD0MI<=G_d#LNoKXLI*~4fF{KC2qcNzec`hhw- zoN+5$xA_Fxn^ZOCeKwwM0&K$0VCUIxT%R_Ht@=X7cZp=RxwZhWD}R$CTnZwgmK3e& zN`&->SN49OMDpU$mqIFk97pyCW`d|1eno6}GnA5MggpHhsf{@r?4j7r#xdaM5NeMA zeo(!WJ+vQ5FK9&G|3s0w0w3!=gDQN;8vrri;SK7!aXl!)yLDT6I|!u4D|Hn)N<{5& zVE%s#zv?*oCHKW>VFKlqG)cFtzEh^_VH4*74IfOui~W6B)p7cWZ-mEyrTtgf*BR&R zA&P`BmM*Ca7^`HZmyFcDZmVgVe>FW+B?sa(aua>ZdmQC;RmmR(Px!p(02+gl`~;-W z(b{@AEcuYAWHxK$XFhr1@5py=bW6NH_en+CyE*-#tifRj-rKKtAk$=7$tp zRS??l8;^sQlb{{A?njy_At`WrPf=*PMJhq0vQLuy`6Z@ZEHcZK9YjKj2-|a@gRg_(@na0liF|YtLDdMdA^><#dRAuAGi8ekTZW`a1_4VD897rz^~_gUw{*)wfu4T&gU+Ia6b5HOCWGU z*-?8FWo)71f?e>GY$%_f)ydZ4(XaD_;oA4rizXbPf0WD}bqd1pmXzd0&ee`Bg9(GJ z;e{bE7PDG`XmZ_m|I{TRawt7Sz6R!tl5EfxME6?0uE$se?VANsG%(x#1O1v;QF;gw z#;U6QCTB(3dSJ6)mUSlSx;FAN*&6oVo;>4eyCg?wEz-=!t)VcmD>?bOZ>!LL@F>m| zAAICRt|S-{YB`QzawMt)zLt_@`IY8L(6ip{l7z?S7g;3EtHnwa_{7ULin_2-k=VB% z4&z7ruAoXHT~L!R*_|2J_dZWU>Vy#gT}?b4DzMJSZ4Xp-V9qVloG_`jjuJI6R;hoX z_{C+s3}W?-=p@0~5bkZWn@#Nw`MjF%aBX#NOM8J@TYRQBn|$K5qxgkueehA;Uodp@ z$S|^Mod?32&S0oe%#f2Sg~WLS{GEXV;$Ume6rRz!Kl1p#;T&}umL0MOr~qvoO*Bje zy8^4O-svuN2wd(P6z#>$#pN;Gf|E{bP^eciMR4o8jqlm4bBGd&K!eJw9cUP`Mdl?+ zwQXD-*cZ6)ju&G%Z+>QkloxA0S&ZbiC5s#|7OA(K0Va$1K)CUyVlDw>Ma-3l zsKtIAC8xM3R(tLdgLKpsx4+&S7{TFHP@Atk1Ed)N2xfh}LeKZQQe34I%5he?`_XWo zs=2EqMMHwIc?Pb~TStJJWYggsuiAsTXWF2l7=7{v3=#<1nCf`2Y3H(}WG4t`UWNMt z(%=dFjQbcag#i#ocyYp*Oai;uEo!SVGlh)zy0d^RGy?zcH@Fy1{oS!|1;Mt|;LA4CJt@By+6 zm#!E_1p@2)=mA8DMV7o}F|8dmr9TBHX@K#NzfD+-u)nkkfZvuT=GlR}ZMfUuZHe2l zsmle0`|WKkU<7+-`!sH-e|||co%V@&?>^7H3HA{~I$Iic8U0`BqUsS`L>n56i1)f0 zt+xW7TR0Q7temLkN4EkKXbBMg9%F=S=(kx00InyuH~HnW$xn1rECnmwTd8oJt}BU8 zSL3n-V{*b>qI_{S?3#C@oru z0UGolKj&NU3EGdLe8Oyv^1-K46PJJ%E!eRF(@27&QMp`;pyOV4gHRGe)>@7@5u^%g zpqG6sJqGGD550VMnzLwA=APZZ6YI@LA1;x@$U4e@LVjUy!;mrekI+A%-}ix0o>%LfHO2m=2q1VEE(pB z&$$Xg_Bww(4k1c&{MvOYkYQ9jk+DZ^8`4fQ|2YkxiS zdA}$e!xKCWnY=yErI!mpmF~{GvEAGYav?+ZJGjG{b{n2JeB0}ieR4A+QcAl?p}~f6 zpU=i@A9(u=y#02TdW0LT;w7Lh$*u!jvhEs->iKa(z>8Liy8URwC+i=9pSSWV+?Tec z&8cE~cKyJem|JGM%l8XJ_PP8nAbfOUeN_F5B@*jA>7`Vbp#{=5X5xHNF@F92yxo%? z^tZkz;aNsFXL7iTA23G#`@UFMnhb|+32G%=&3)sz6Hhj2HEEVG+jwWG#IyTO+54yq z$tQ-qX$qko@xS0_;~Lkr((ivJng&?P2q2;OwK)ow4x*_=lk9(|gHL#fx<*m9Eu4&y zIaVM%>!qCfzlzvmv*w?4MJx6mAycftqVz=&XpT*J0$Qpeax+So9UljoVmqYN zWP8!Whu0s7_7)buS_=NLcb(kmhG<6j$`AXbf8E$HabTTFlLPk0d0_d1rVe?RhkscV z>f(QDwv1JxZ_<(DOMA$~meiB0|N0}H<7#!;SAh))O#kve9o`jbqVvF1$R_%Yd12X?B=bz(2Y$G9(iw4`=G zt-a5bUqMkoeE-)~9ZlP@xD!B!|C?*1zpJZ3>nsKuow53tMk%)*Uq2W(bt?gtrW9lh z)e4LDXD-M#6M$&|DY^ttC(I6)wn958sL)kK^ipxgUtHCpZ}*R zZK}cLli2G8se&h;41o&JwSRz%_+XNKIpTSJ&>TE5BUF7B^aEx$!Y)$$VY}?U7Y-nacLM# zB|gFItqk*A`LHvYDeGqljOA}RF2Jsr0rQXagbE9Ug@D#MKb*jX;5gyjkETvNp6SLQ zYGpY8ZE)BocM2zhu;fxr)^{Um6Lf1j;xETF+jrosFF=F0+hX;PG;~JikQsq#>615_ zTAUD1XV#&)>T*{RG|ffg%%*WRFB26o%7rKP0BTOIzXl9F_SJxmk1~;P7+^Dz02C71 z1uT5>431u%Z1E{O1D)Oj^e!;f;=Cv*|NWI@oO)67pBCZq|E)zt2e*b^cANzRM4%1~ z)9eAee>}`OL*|+XfT*zS0VswIVDK&7JEUfp>Ge$@p=M*U@7!jRbVE|sTB<}-Ci_f) zX->~TK!^P~1ih(jmVEG9TQKk%dj`I{{UoC?c)N?#a|R5yd~=>}0&_iRLqL3`+PGto z5OtuLvwNW6J{i(p@BmrYZeQRqS#8?{;Rpl6$-SF^YoOTk#~sGSE{;vw%^$vqESJ2? z&k10j%oJ|kI@&(0(dk>{rjl5i4%X%I3rV;%e*7e`}?4j0U=ITdg8~2d!N>T6AEY#S^C;Xj2zt?OgU0)Il>tRDSm9GRPAR` zd!?R-d!}@CJcSJ**M=)9=E>(CU%X<`xcK0py$a>+WBf!57{TQ)2Q!m zSz)H?DrOMBmb20=F#_8e{=x=_BUs}q5)uh?Om2?q9G0g+V2lv zT*cXd^T%^}t*_ww_{^wvMmlSCNi@W477F}1`Ig0dd$i}L_RYTdtsd3EhQOWsb2FP9 zv@AE=AGq;D>xb7(!36)6{j(?wuYFix{?T0!6jmQrXX0((!BI;un2r)Wrg$BrO9s4! zPK&ZbN;%|%9H&`bHhztJ>qxi%-)aotX$kK;!4x0g`dpKT3bbO!-_Tn}s@+BGX;Zg+ zt}qLzQ^|8oj-<>)-M3B?^ko$=xg#Gc>4(}T;m=u>BpMK0pCYD!rgJMy6Fhffzx1P0 zwFo_d%8uZXqABD4HyK0PByJyOFOU2cme?3#f-azNq1!8qSV;i*rZ2?DYh<3-Aw6Ve z=o)5qrPQr{Qug%-xU5FjH#wXwJA$P9L%8zs6v&cv!l(_tCzFI8ZkVk8AZdGAtN|;> ztHncVxXl>feA+Gl-|60fi%cu=21mUpo!$O{Pdv2+mNs&ej#yOlT2x7vcJj1y&=(P6 z*0FDMxe*fZvyY$eu--5*D>BTFk)_q>QX4AP%d4OVbW@1i!6P$rQ`hV3sraa&v8ha1{OD=W67&TW_KOx%?<6;ci*m=Nmjp>dBSB zQB5jG%{J=Y1+r+_)_f&v0+c|5K;PcBQzx#6${1=TRW6prU7-dU5Fo8aDlnAqm1Uk}Qfz zm7Oof_|P(GFcL8_Q`my%tBBP#;M8xc>HvodQ=$hcf7rL-@ymC3~p|# zK}DfvA|wHSdXp_UDGaJX;a_&&6#82Vmm30!Odo8sQ39*vhaBeB^~b4#DGLl;w?0s@ zNoj|~f(I!m$wS?A6e$N!KyT+=@@JD@pAj=vTZDUj$-Wd18JulG%C`kC9oNP@Y>|cL z0k}{Girr^WmG6xW#Za*Vi8_G*y!(#8(H{aN!dnSUEA8q$ub)mKcK$E&1bv+fM*8p4 zxXo9cTy`&Co2RZgeIh646Y`&K)e0;uc}dY(2K#y36`=0j!N~(*tV$g4XZd7I5l@I- z0|R$#U9ehG{5Pw~n7ev~8W`9Aiy$F%_Ug(tTL@7vKqNXs9mm#+iRWFUoV~u=lf1^! ziVTo`e}VW<64$^$`CZTGf09H(?2==KFzh8_M-_7jjE4N{Hi5=4Y}>`@y5P(P5J8A$ z!GLr~P1;sN9@!f695RcLMO2qaT3W4~8&DT@^0d;O| z{$4hX8Ff`3RYI54C2BAEBncV&KH*M4>R*6I+-2#f5{hn_C`K%GIQ<1>Xq&I{8dm7g zaB0fjgUA+NXz>Ct8;dDBg8-n?B}vTldd5rl{rPe5BA2r9Luv^Ux?UF{RpxYa4ajyG zz?Q#*Kt^a>p@-6jTQH`U>i?~ZWt84H{t%jF8H#O+UWiGKEC7Mta|BJWlw#gXvEhIpjC6>omcQ6P-mw= z`%TD{=R5Py9OuTGT+BE$md&x(p7+fB@1G?l9|d+a2OlN=*WLV?x1NXWKq@_)Z{iFqm zk~9Uw`Q=NS{`)Yw35*=jCxRoJMc@4F|93i4DUX)8^tr*U zs{ap#zQ1*aFz;vtTGXRHcClEA6D4 z4_+Mh9prvAq%g{05H9SzV*cOhBO7J0mwxC9$_tn__GNc_4FQ+dt#VsB6%6B{OWYVt zU{S*`kdxnxV%DW(3i{wfKi~H6sB%3%XiwB5ySwsiXAopPpf2WVK@1q1bYFY+^|P_% z#o+ZuX4Ny^6ii|Q4eS5HwER>w-$Wp_nD!?s6EhE&g4^X%1(DX3pb2|}&@~$1+;r1b zsj~G7u$JqSI7MJTI0m+9XtMEtpMGkQJ0xaQCGZhojux+$7?QREag;+w%g1B(9+WIO z@ITJHXqhAZS1`CrE~!R}VnVdkWItP#_Bgjk}J~R%UcP^r@BZW{Mg~}^%_+jK4bbLQx66qZO_Ihj|;{+PV z8|SpsqfEBouYZ3x=h3cLqyy0fx@cYnQa_=?iunB6KfPl>gwMe_=rwZzBFh0#{K|bp z(0RWU%7wF-142PG@$%``Mytc4>$M6E_m#r+pPxcI;b5Pl+y~`*rwXfQ`qMMla{T_2 zVWzfI-A@i@nSlcK<%b?J?0&sCN1?NxDEY7eeA>^`6DSyjRaYUGftd5qzhaWYIU-jH zG+vIwa7`(-7|ipDsP5Rn=tuUy+%p9gO|ZTi{wMq-W0n{BPr#|wOw`Ba;X2wt96SB* z8@g0~rs1GHwUlCtu-Zg`b=A|;S2MUlWd_kKG&qVsun82!+h!$auf0kKefXmp{OekuF!S>%d)e7+r}86Y_Y z@Y&9B7IdKy3S#H7GO5+lUSkj8!fB*d1{Yab)Qy)Sy5XMDx-^N ze0og&OlNK;3@vHU*o;+CupFP^xm~77_J&w80{6FclQEalC~gDl0Aj>y^V_a4WOoKr zaq57n=uND9y&v&3xURHdaMXdMAuUk1-2|fF<#3HZ{Xdm%YP+dz=Ms$T*=RUJata+I z7$&qFs#jykT>i_rQ&1^uvZ_?PFYP+3_a4+aFV1SPTt3GSX$*ZuWZL8;czx8J4ova`m(E$7ymmY?@qgT09pZ$lZ((HNqD4lKtF>Np2g&5r6BxI zvHTjx-l81AlnpB6e1*f;{|S!aRS*K`?2sF4gt=@FgFW{X$%_oJ4O(6e5=)5`&1q^qzgGAm#f8 zywpyZ?f7V#Lut-ufVJNN>-2{#<=`NTV3{MQ7iwOBYLEruQ%Q$mNIF5istr6ZuYi7z z+fI=2yj8v2Dro~4>oiRB+&%wSOdjW|Fn;<*X~*bq*ZksqtW)_*xHDS@`T(D&`2Qa% zLwJ;2M(POYz3m?_bz{oULVH2}|NVvOjfQ|Doh|&eJfGT-uoXDpQ@$6Q?wG01!N()% z{y~xc|NF==CAdEhyDad3<{$wJxOTFEpU;L_{qz1`+6$@OiY%b=chY(Re35qil&T5# zjQ^qkf)5o`ZdZyv=g}AXr{Crvvw+itpl0;vHQ^kvjoO3N?l*f)0lX2){HJ!&YChD5 z*xxUZJ4G}AwSRGYkB(sv><`(r#vWSWsJRTPXWn+hzp8MKkj+o+0Ai%cY)x{y{QP+M zPu+*{K3l;ETrj%D=9g)}$S1Ha4x*JlVEp>tn)<(jtCmuOl3LZm8M- zI*YF}o`4CY7vF8;lO9C0kF#SM=;oRShQP$74HfQ4_ul^SK9d8% zHQbPL$G84}O{}Yy2=loy(0W9J%SqHX75CC8q%G8aL7=S z;tvSI)Pb=y;RCCThn|-^S#lA%?^=pt(9RXAhe0fkho=9&q7-(Jpct3kuispUXOmaD zhs$qmaa7UeS2Gnt=Qk_i)3<@fyVV86JAAe9^6bm)tI0q8`1=}yQ>#=MUAhFSyPyL| zU(~x)1_2|>3vm17g8b>r?Vc#8ZL3fzR2No(=I?}4mjVY2uO=P@^~>O%!Oe5Es0rTo z`!cq-;{5ko(pr2H#WIJGUC^>zHZ6vdmj$DLB@eblAN3FKZi-7mXy)WjC9-0&8NlsW ziY$%49KyzsKBQ$g%zAvj{lu{+$4`^3d;McLtlmnu!{qcf2Vzi&-h-;PuymXJ4&0`i zP%)l;86LGD&pSfHZC()pITCaI-y82$C1siz^E*)t{gF!s2XmZmNAgw%VXLSsuY|J^ zFbA{ObL72Bh>x6f-m`yk=-%vVmvkQh5V6BB&%7TfP3*c_h-eM? zL!Irr7AI&1%Iu;aK&^Kohy~QpXZ9b)%6MY*f#Mwvur6EqVF)6zbvgmg5%p(h!gmZ) z6o@ygO&bq&Y(rk3I(GzP_rEze=$rxi)g^8l>~Zp5X(8evIe#xpDkV&ExL`XnT3SP= zk#r?RNOEPi_j;3O8VSR))lA4wRSgyXZMYBK+^q(fzI8iU)c{1jzZL)`DgXK+d{uB= zl$=SdJ;w9Yzj{R3GHR5~!xVKaBKs|H7}HhxF!@eHFBwyJOR@06c$RXZXvR=+Bf27? zK|B>1naqgKX-kwozih|ZtUMCtGeA0nG$zPEzzxds9MxzJA;UOz5hU4U5WI7#Z2g+X zf`!QLKkXkeg@Jp?dEK0Jz~b4Z8xqw(-$d94Ke}hF2ks+)rstlXs}abjYx0KbuIJ~F z9#~1zi|H!>+&&AAOb)!etL>4>gz0f+HTIHze?n2=Hs&o|vr3x)5#yKd*QIT{cu>dy%NH~M9Q1ydOMgBqPk(Tv~IU_h<_reoy>EzH#j!Hp5I>(Lx*O)voe z%5BWMAaeTS$L0UsU;!uLwL`~~kqs@%XKMZV_Wp34IW)3r*8lGZQ?dJ&^0}2lU-TXj zXM-vK3Wcb43t)zY3Wxu97f_k{itc*<-+hvAR$|+gmp$aY@0rxK3unmOhWF2_ zPA&J>|@13Qf9Xe+52bZb=S7Py>g@-Z=H1@gRTX{S&`tN}Goo{avn}L5^ zG2jZkl)#6VKstqQt#oKKF8_hn;oQ{ISV64Q;MhKCJS3|X0F)xqv1;}yND&3UL&xJ^8Oibe_YB zDkw{EM;U_*UD|7>=Rq}$aLPaU{^<6os6Oqm%)S49syRkq=|J;5{=$%?J)I-ilu%Q}X z>M?8I|KKunLwx9lQrHtN2I4-55Yz?+sA>x&EQnM~(EUVZ$2l2s;%vlVha1~^s*5>6NJSX#}5{`%p zg~F8sc}2;<80Nz$mkCyvWKfM{0*p#qUL*Vt@_mtI?8~Y(8sr&-;g;9VS_6OSO(+M) zth|8<;*`(fm%Y)^J5=tZ0>h&Q4Ue9t<=Ev|z68V)+VyvY$zm$q)Q1XMmTs?Z%^&55 z=nyUFDRt1K4!7VL z%tk*Xw+$(QH=(M=j&yr&bp!RAgC-9+G=>GIi}*qQ8a?wFpzmBrTgw7=?KR;2uC?3q zl2g^6X2r@xm3$&*P!8_Zx?SiaH>+#Kj)7&Oc&C2P8t?{kr+vufyOJC_M&_+}rN}q=~?`#-eOg206^e^c11Ji&4noZ}2 z0a-b`26qkb_B+pQ*WOwf;#3!;Fsry=Q{w6opCPOB@YbF5yUG1Lg=Kc21)Q$)J?O=J zkR#-y+;&fq8ESY?GV^}F+w8vm9uR?iGcYAyyQNPLhgFL!l$k$~8|U!&%FUFD;rdej zsPH)x_Z~hiHD9?6=roRRSOUrZ^}#^kmMr)JUCNmik5k2g`>I#Gsh_7E#h#^GG9oY& z*!in_%8nYM^oDk%EQ-2{m zT$<({m2ly%`ep%E?|Rs-9e}8)i6&C6=w1Sc{BiRVNXACSw9^`iw@-tl7c(rgF>=ra z(2EXxP9^$&WzE2u2xzpgE^y3;7FEKiQ@rAKOTG;_2x$w}=zv&hch^;ruD0-;8%hqM z+72zMDdU$o3gZC3{Ig8QDmNavMO_p|4W7Xl&|FMiR_c3O3Xs9n?xi5&E_t8e?w4XOqb|4i#zXfG84Wb0j>DT)UVMgU0GQg)pv z6X3)cHgbf0`;J2=m;(mqZ1{g?>*>GWr3#DX*1aM$CNj!!dsjR)>PUo)j7-yd!G4baH1&mAg}O#O$PAM)fHeBJcl z$GaNGsL(>zvm9S8Cv;E|P{{@zA0aDST~ya3+{lwuWaL;KGD%aRJ~URKQMY(F=YN!}$-Ocr9mcfmblE2ex4+`b2Ng zE?7JQ$u2YW^H1%q;re$$mctmc+TE1Mr0r#ac?eFv%!IPN9vK1yaHa*EGjx`(0mF~7 z5ZkjXRDth~$ydy2JZ$-PIgA@^>x~tlDt}l7ILU*37%#*kSY_u|z2H1K-L7!{EC@O! z6|g*x)xcEa+Cw~n0ZhW864*px!?VyY6?=dHF{U544L-M1vHgzmj@v+j%^=MMC&ZEe zc57Ov8#_6DlO`FkLdFWUv0xoWjnC#Io8e$jT9A=yu39AuJzPDS zab3Yd48tgrK3)TK&+m0WobF+~f8@}^_pGM$W^{ArN*mX&)h0%Vvh+<35xq#9i#OkB zz^;7c8VVl$U6Cwtv1xY?+5l~59-+w}kJ4Mxrb{n^%Q(tbb(Y^qk@~XxO#X-ToU+z* z;S1h-9_6faH}uD-BuBY9C1z2uWZPA6old{=$4#08Y%ncW1^U39tO zScLj6yAC$aUF|E&z&_z@^bMXhwM`DE;7z|V+Hz3fq%HJ_LgOT6#+3JyAVyL~O7lKD z2lq{w_lV8jR{tKGFw==T$~FDimf*aqqmn@QxdZ`k0YA(1{+}eeDfQegC$kGke}H_P z&R5|3=Wu+1*8L-qLDsPXHT{Nge0Z+MI`SUu(YSyDjfd%CZAAu;=crXGVyXh=`fbF& zfAyqSoTrdJ)XDiCIhZok+pobV4JC8TjtY3dbaO zkPuunI!}E<5}w3jNqeU5kMkYRtyK?`2;1o4!o}&1jXrVT5-a#XHH&xqDLr=Hb0=Cx z9npVwj}@%Aj^BA)e#|9Q_!cj&A?T!P2?xB!1G|zWSxG~M12RHSjE=}QY zo_p5P_Ade*`z_lPFUZ6$HtZ#*G?4q*6D7Mk8O|qE#3t9~1(bCC_lBK8g32NVPjE*$AyOVs8Derr^w7r2wrg{9DDoI4s zNGDITb5Qc9jt6*`i0!SRHC@`kcek)*19oJYa+~h698d2_k)G0J-VRx@qJHNOOw2YD z7sofI&RVK;U?|kTkBjJFx?j>XB|!{gH(nH%8-@@3+6u#?UO{GN{i=?K27kv4W~Ng) z?O^d0m$uURskIkgQk4u&!Oi0=_UV3{%p|-RH1CV)&<;zN6ix{Zu$;h@NQYB(T|b=S zJ7kw=TzUPC;99?dO`hX8^|!da(6Jl7!7Nwrz2H+Dcg6=~CU-Cjt8$dB-6_YQFcPA5%NI*7_~SW0XI!f5rFxJNYH1n_ z{IP1sy>n_9haD0bQiHk3+)I|m8ZUCen6eRfZPenIed65YG5iBuW0+%#rMxJiBlU;k z6XO$yh;(m!jbTsFBk_luL8O{>e5cDd#4BEN^jz`^v7bV^wpoo8^X;u86QRAsdjs8W zveGJ*+mXEd(`qy zvg_e42ZPbPVh6*9$ z({Unpy)L}fpg-gKQZEBWnqb-e_2&3%hj@IR=aet`8H`=whg8EG0ug#7i8rvruc3dC zSpSq1c#P;BGSbvGN=BCQ`2`k@z|p%5Ea`7(;S{c*srDic=T3-Uj$A0zndet~~6$m4Ni~ zV|ClBGnoqEd_MzOv<&43j4Rk1_42-wc4VYH6~$DCFG@fHmA;>v8$_Nbgp1vWAgXdv zkrtgg+X!o`NM^}1W?euS=Me_XlE;5o1o8VLL)Pjh)rTrr>Wm2mWuoM6rjAk5JdviP zZ6_Ji5JR=X&?Mjsx8CoI%}*XKL`c@uS}@lu$Ur>a$kdC77^IyM-)&b2)M3kI1#I9q zlle?hPvUrQ1iaUAK4l7q9M!Zax}39|a&iJ;Mk0eVcQb)=yb^iVkB7P*MSBqKlpU>? z88;L4Us*%S?WV~)>h|eR&A0_-`7soN8KuDfu$;d}a(;yfK_Z}Z8JtW|o)#fgHD>Q* z2xo#hU-VnZM*+gGm%|S+NS%b7oK7z4Ko=z zaewFsUZbiW{7(Pq%Pz2HT@%W`4lQ>2{gdPU%J+dCJQ?XEZZ>ef3%a-Pl~;GX9Ecvk zjPv4LD&@x@j+H7t2qhU8R!M%6OoxBr81ESnc!c_gQrkReP8)d^Ix-_y)Y2Re5=iIx z;omow*Z>?8^Qe_-cDg(>{CZuA99@CRQeWCSgDaV)L-t1+r`()YaAY>NY5dXG@K-M z5=Iv(gL%IrL=jm*YxMnUc=AKQ?jhEQ{opEb`=YR2j{yBic{Kc-aYC39?7^}))K9G@ zppF3!h9pDI2{zIAnsx(lc$ja>(Jv6{+AEO*GXIgnl z@My@?F+d8}#D9DqfFbY=A3@Fz$O4L4-AgzL5EIn=W$c=5XKR~#R>_<5#PMtS?xj@b zv40(*;UvHhaFG!M8lNohpRSOWnFJ%#>mk|~3R=;{Ku>6YJlJ_wD~_0^1KKJM2EU&m z`VX?Tdq3aX_LV^dhn5}G#2=H7MnJ#hui^6dj2iPTt8_fWGd^tzF z$-Hs~ppl&+^N~L5FM1zv$ly8_vVIJZiB*-N z7`VzjSQ?QBy`r(p*cY1YGc^dL1fBjlSbPTiY2IwD&CNVW0yMB?0Y*fFdpG$j9r4OU zvIqZu24p7zXN3$M!7G34*xv*`AY=&2lKS^rEyJDH4mDap7Fok={nTcu`B?MrOI87yx^PRepWX?sLEA);`9~j z!|s39bOGR4*Coez-ISecuBRvs>4ig%3GhM6(eK~u;EId?05sm0(*XlvMj8JH#s63W zT=`4cBq)kmaMrhX2+jCZmqB0P;=;g^AWestVmy8ysU*iboBU znaEh!W(?Txo2BlKFnVgI(N~v9dZ{1zu7UJ;TCg33&)nt&v?PK5YA|sh-O12In_M|b zc>1+X#Eq)lqHDaV@A$gvxPc%K0j7Z}aW=TQ zR5C^oH;eN0o$N%pW6~y|OXU(Wtj6dv_(Z<|Tv#O50+CB#nYhkhz48>m+Y`odY>tp= zwfgyNQWgkBvVkPbh09HOl@GUn?q)%}gxexpBuPNggRv_tG$HXhcrAi_HI!O=`+hn^ zI1$c*%KeJ1H+X4I*D2eG#gr=sIIlDy2Offtn1SfyyC-l6E;4bOkHJ)0zfnaLPU&VC zmPJ6-7Oe6*)vONUXk@V18L1?%?r-jy2DBvoB=)gj!7oE#RXc%@e1ku5A%l`ii+m#Z z0FaswfG-)umD(GiHA&2W*sP6x0Ht|a6fc8)cPt3n^Jh;^oRzTYF5r~~9;e0($`0S~ zOZb2t?RwtU;~?L00s~SEXGoCbxy9VWB>sSH>tP-w{1gFThy{9ZR`s=LKBsBJ;|PGD zB_Z`-#%*gQdu$gLuKk?s|4^6)6i)=49_&#}`FG-8X5~Tl|I-is%C#sMz={NMbUB z&&9MW9|VU|LtyT9D2Jqqh|dxL{5svP#&nLwd92`6B7oeJ5VHKr)dG675i2mPW6jK@ z=9Ra~@$Uuw&HTmytsq?&_pzVc71+jY`z+J#W6Mp);p2#)klkrV_=!07+3Bm}T=1Zn zL0V-5j8hnoJ-09NBR_|&Qbop?%jRlLg=rn_UarSH?s}XHgkW>P{9!b(O(Cj_Khps!oXvhSW z+I4oYvU^NsYqfN%-f3;jBRmg(1s6N#E2`cFi5q{yuz~?Rk7FG$0=XF~+Ds^rjEd^f zJ5-Ps;kmIZtiM2*fy~-lH)vmKDH(fs0cY|cI#Q1Q==_%J4%>#HdjwE2g`7aT7a!x} zbG#PKZ!Dt%D~W!U0w46s$ZC3w^exhS({_|ab=8l;lR6KP|BI2sD1jAQ7a+D5dE^&- zaN^^w3FrIe1s+fMnOt#jhYN#%^*m9&TMa2G6RCGtF#oi0fS@AJKg)|6=5o0CkmITqjpS@%E8eN6~CStVqEv=n6(AtI&yY)9v z2l!->GKIlvVW7NY(_@KFtc$d4Rn$=p{7crGJGe66WhMg7*7Mc8JLKRA8ZCq`N!29d zLo`t9y?hae_agDOj{|*xNfYbFdKT5l>^ml=)wgl8UGisR_;}xQf555j^LFQkk%*`; z+v3MZ5f%WC2@HA*r=Py|N~cSnGXV!r*hnx+2dHh|2wcw{S_h{ehP=e(KqMRU#37m2 zi{4DzXd%*qKlam16O8chM%1N&y=+y#e1$ zd<*65V=>n|tL0`dk`9@+)|NU(!CXjhDdx=MdGin>3!rs7);inS*$s`6lOw)<_Mx{ye z^oaXlkJUp_;UAzN!IZuSR#VKs4%k@(8E>W}=s+ro)M3Ykxb?|&gL4TMDj2A6D<1V;KRtv+Lq??w-ibpD;R#FQMU1;U>#c;sXwTc{ zhzRYg9#LKb;8gnS6EnN=d{CKJ=|>%-f<&YfRMBTiuTTnbcHSg;P$L()2x0i_>moBn z;oMt4PgG}-st&UA9&d?mwVCZ~a`DX!T|}*h18o62Tr>FPy~)ra5C`ZV(pME1ZDD9{ zi58l_2foVIG2e72K1kImi4|*?V{9aMj!e;aphx*5G2PkMv16`a2wZEE+2;A`2}?X@ z$r&hbZ;{DU%m*C`X(lacbU(JiXf>mJH2xWB-vFYgV(=a=-ZEQ)ph&#C6*rmx>47(j zvE6+?a2A*-zHprzQLpmcBcnS<=HVlLS`aqYY$b4n6es5dD{@*qxx8-dp5HJMN^A(ub6! zUyW^bP7t>Ko`r0s-2N!g_%9n54f@+twOTzLNea-cebR>h{(0?E0>dC#n(3ArHH*tS zB4!qlb%$O1Xu!w_a7)62M!@-63{@vECijc*YcqNDI?Xm3 zt=M%Tr5nIONEZZ&=M@dXR?ArrH(X^o&d?Ff5P0n#;@_ z!!WCT3ou)V1Rcg@pAgSha1a(ZLKBkEcB1|by{CufDAUZ8t*G#C*iLmNqo@x&nIPs4 z8;CGLc~X4!WjKg}LV|0H3f=Rr!~#Q)*O?Y+TMg?(@@aS)VcmpQsXn`dDc#(Sr+W621e zcYA%5#W{s#^y}T_yuDHt1*%e~%e13N`m8Q19LeVg#;ES|Ak68%*hl0eY2#Ky9{ICq ztqA>e7pWlbOJo>wtPh42R|Y;Tr{{nVU#+mmuQoxdsKpg^rXZxSM3@^l_>8|F3=Ca> zPU`AHMWzWQ7B}56XjAUUY<53rXb@<>$NIF(=4R7cD>)HhBf)ea>#_x{Cpk=q-`DU(xluSD70<`Nj^d6o9(|tf5I*kKev|Dr>;a&YpjcBR1;e4Tc z9`0RM#}}7AF+WbTM*pQUG>!kpu$`tW%sh68P<-C?2Er?zenOYBY@#lkgRCW&YN!!4H&YM z>nocNXn7@)yHove!KgNpKqvoJ=Y!b?=C2?b*!sYTjL`{t(lWY-`#AbzlPMqfK{hzw zfuE+fl%}pXM%j`q)OK%tJAK|B^OH>#&3)dUGE;#}yNvk0LHA#)%MIY9!)M7?Tf4VqTgyT+RSzU;fIy4DA)zQdLp0@m_vz>kr6`yOIQES} zF|W}NS>G!@c!{gDG0Qjl!w6<#A}Q3A?Cj!H zSj$%!M)&EugSltXRB}Ril#r&IUV^RLnSUI7lCuw3)2;A5Th~8JpHURSgF^1hFjDsl zJC{XXZrT)qIED$#4e4+&6IO1)#9?^PDKk>CDV@>%6|OQY@v`yE8r`Uu04xuVO$nZ~ zz^=Y=ldboKS$D$ODCK$gM324b0kG>`s+gb3y6|qW&zB9Zt$?2% zq$30F`&26wjG|vppGHoR)^(PqAGWZGxjMAr4xM5+*`{lQAVM&9!jFlkN2F1{)E#-k zPT+PFG#}?D0=LTpmI%bGpD}`O4Ud8x#buTl z_dmR%6^wI4YP;X#5NZ8<^X)KZh8GK6YgIvHxgOdSuwK8O=O{Csl`#>s3xnmKg|}$U zofeo8RN#0gIQ5lU;ToKi1Pk*Mk1#A#0MHFCPz7SNjF$;I&5H@k$iNl>q1=)aNxV1m z;sz-8u^#VxDBhLFdcIWD=l@XQg=?d6;_W}({-{Lct3kL~=7bxcZqD;Gh?*CwE%uU0 z98YPoebXHZ;xIf2Q8Q*tYfL=jVH7*xEeUt<3oOWe%FO^s%UIU%?{vi89@$!2orx5G zQ{)*>8#mE!w|`KYBpKSf)(Kd?cDdJh=Qap~@lt(n!2mOX|GD#V7b@kXhZj<$;X&o? zm2?wR@Mvd^WZboTA~NwN1NMYdAAVoYas^6>3T$(ZpE0}Vo)@{EC*uve2>Nly6_2(X z+nK`#^O1MaL=HbR69fb-N&OnKyQh-QZizHK^4)w7+U+rz2Vddb4b5Bg?N5VN_)CI+Ufg4)|3kY89<7lT zT;RsIE_#Lx-)J`rm~w142zsu+^84}KJnKvH5|Z54IqgqY$4^>+d@H1;5=d?G&Qm#r ztBF7LfpFl<6cSfxK)$Cvu>f2oc1U6U=M`1?PXZz9)w+_2bDk)kx zt=#8OJU|~%@sO?>X$79MD4cIvF;vS0DfXF;)%$tfg~t5LiD?gynQ2EWgtOdddMF(b zEgLl#d}U&i>f=m^V>w+%WXNbw1`Bq9Pims>;;;wjg81z;4#pGG{TqUeYa<1KV+-Xo z%tt==X0lzmafj=4X(ec+Rr3>kIPUi(K|8HB?u&Il)^>Q?$LQhu4_ouJJHd6J1=WGi zE!~P~K9c?*?E0#ezLrhHLZ@yMuh7Qr)Zk|HvpkuEsruVS*hkyYAM>EdYpI&UIIk1_0h>N31)c%HQ;J5#5L)7&G+P4cF?){ z98pmtc!PCM{ldqs%2_6-8DioD5D7}ZC}tw~G*a(>kjx4MK3sv2C3TyHHxu}u_qNaE zebL0fNhV!3>3B&aCGpN@=8*F#A3neXDRff+5JzIi`*sxn9RONv|<18e{L+txdA#dqGUDc zFY{&?U+9A`YX$znXGu=a|EEU{$d~S;yAXJX7xSz}NA5j?_enKK$Nr0#OW4ifP~1dG zywT&oVt6j)Lwx|v7CAZn`5Tumr7&AXq6Vl0rHCR~pX9~=jAj_K5;&N-NU#bS8|K|- z{0Xrzi=jUO5k0Q=U~8;1H)s)E?>+tZ!<`S>e@*fPR}M-Hmc00%jQo|aYpvJr575i} zKuA^m&(ME=|9Q_X@;NBM*I_~|VgTVg>PRsVo1=@OCP6SGrGEIYMdcDTj~#E|N$9w; zB_ghE2_=bk$y2z!H4_y61Hk_gF1vyY%#-Zxe;>??eBU+b|Ku0 zK`?w+P4n!1mS!HE%9tJfJ-LYaIi$}p^Ltg@!bbhsoohtqKEbry~X2pGsFv?WMp zf+a8)WKjiIK-kG^Y31k=wE3RuF^O3p88Gv1U;8SrzlayOa;;~r&^qcU>}|QKM)$^R zu<{v+)MGZ=`+$vpe*&O!f7TFlsuhW2;JqjgvR879_y8DJGEfQ+a*yT!L~>P&@F75C zPjw>T>hIe`I&VP+zws`oyE!T{CqFb`^2b}lV(LX1hEdEpNHp`n`;moIf8E5OmWxW% zBMO<%&fTcxdmP~N0C4aByhz-jGUl7%(A@?j;EM(oy4Nqk-Hzg?RzbDY;+YTFtga^@ zqB&N$RBmu57SDl%yjg@ilf9MLwHrn%clSp&m!Hh==ndnP>VF!9Bo`>2QQaI@yQ__~y)5T-}47M-dN z1k6PD@bOccNYRK7?d~NlELR62$Y6hx+C<}1d)N$;R!ze=jC_;P-7GWs9;-HuUkwqYhlK==(T6~7G2$m~(`Q>e7R*f#=n_s3me+%vz#@SczKM1As1ntuU+$;F;|k=VvP6V@VD zUvs4q4{UiY7=~*XG^ly6W5FK6%}NM0F}!=TWXZCD5tXdHSiT{znhCi&viX}liWyeV zlq2q30#UG5EWhy$fYPrcVYbc$v>vz7@(wGu<#s%|j>>sCb7hD)qXOcT|^JwSUJF zDhfkAniUeg~#ytCZZ zP>%aKA_Hs3P#;Zg?WhBLEFj8Ce4-fnOraLc27`BrCkdX<7SAQ`0Tys+tH8s|43c$# zfPt*t83HVY)A8rW;#P3QF;TF}I2XKwc2)&Ac?-rrTj5KQ`WWyqf1Vjge!+L;8?;&= zx1HywVyIsg0}F_QfgbKlG28&+>j&EaQT$xY3gXTeV?7bBU=T0o1ye)>JZ(YZ>Hy_O zZI6<8ZzFMh@gUlA{~!SfFR@5G9N2ld71iVLVt{Pulho#$l=r^5gM`JdRS{@+-0d2V z-f}yTssD~I@&L$;Z@qD;s4oLDoo)0Zuy6ZVrRD*$Vn)Q8%-LCz80hM*B<=%II#UL+ zRvs+IZSJiUTq6+xjaS&A)b0oQA-joy)3-d3LiEjNPXORlf(pahXtpIG5qx4#2FxwE zLSxy9Vz`Ja25#1hy6wXI!^5@{jks=#Z9kX$ywYY(?r7-n3@-PyxU4@=Z@l_ciQCV8Yn|2+1+G01ruLAy2ETI8SOYNQ}vZHh)kX$A=V zN*&H77edUpsN)gaW=+&bJBUngaj$r#UDQ}0VZp!eHhN}c|4zqc0jkJs9xt2-$ zkGoNOVZt|!r%DX*j_>`9#*xFbpiQ`X-?h$#33JhLE}gxTPVvwI`omNN+27-uE^F8Z zPCV|WZr=_~yqDfQWAq>|Xlz6F`}|->4y+d7JoiQHZj_-3k3i5wT4snspaNTaM?|7g zb?s!rE=1dz_q*|r43uD4zk#qs+b;r@5yzNz&J`J8iRxO>6UEF#Mb8$*`$xmn0j2lRQDPe%k94rRY!sY zuP3|lZPna{Ab}b>0oOzLDk$?D3>k~X+#ciS2ll%?D|K`LyMMW(eBjAa(LA(8oKtCu zBYu^DubJLcxst1{qAX2!fvz#6j(#eKv_hC@H*r4bh*KD+Qk@0UOsJ`&PsyEkn>ldK z?`=wpBD4Z48_N;cm_CIswPOh?{?{bZ%dovWXH+dYqyn-f)5vfomFbaPvdRU zCDrPr^}50dEAXGnjIDI)qX>n`^=V=o%fphXta~T9e$)D?Us$MGj%aaj%1a^Y&Yp*6 z{nXUNB19y-9$E)5V5Q9dJfo;x)Qpwz4Z7=9;RMS7HZxoHm$3$hq{AZQi7Uff)d6$# z{txgoVRNI^VUELl?F$sMC$u!fa7`rhfcA{FSRpQ|NtvKYbMz`7N3KOGDT&`M{GXN$ z^79)H8iQyEy~5V(V|i{J7E~uuqF)??6y{F?0cYX!oPGSL*uJ+_#J%*y&{A*3!(OtO zN7L3Y(!D!C<$J6tpCi}?_-bsRbGvlMq;8jsY5PGdk)i7gl|?EB8X^`VttYla=3cJa zn8ly>%R{<`QhyUlFgMIlteA5KF9*%PS+`KTAVJCT)G@3un(y(91Alsn|GVOY*$0b40 zcI7SVTUI!QfS+`v=~@9ylx}GPhi6z zc8{s=$rWDk({*sBarBg}%j2pUYTNM0BV-UJP5%A9Nbj|vrd*+r_9LwgwM>>74l7l& z^$*P_SdP?p0LxufVC%v(cjvw5;Om`Q)6VGiG6}l1(t$GLt${k*`8M$}id-kG*aZrS z)B%6f+zDTo!G(oZF{XOE{u?{JrAD-rUk_rEJ!vM*HVMy7ZS5*hgE~xgyROG7OkBR@ zWRnb-USYDx1$yghR5*74Y1Lew$6-1ksadCF(ef>+T$HEel%grqEjR;6 ztnW;YDpOp@XkE0hi>?(&Aj;^K;};%xTIpIoI;nrr-}*w-mf!OeYKP^ax@-M@qi);g z`n~5}!lE3vNZdDk?xS1dPt@-!6{fPJO&?h)o|++iH&rHun;N>Yyu>j$&`~w08u}^D zf`~kez(3V?^0bN;m-l#ESJbN+Yj2M??pO2um=cs7&Q?n5%_eum2$mdZJkH_QX^WyS z?iS`3O1CDrF@|-2!0fI(ijX+mWbf{Nbfr{K?Vt#il)XXi#V{-teHvHTc-!(@jK)uf z9SGeqWobz=iy${hO+H)_PQwmu1Q+p{MbmJDHfSL%>+sZuH00hY1wYz z-P$FSU=i%5!TJ{f0F)lX29DfQOJA{yTV(4FoAIkhu<_!OBlGG(adFDVCWun}<>DjBE5u0QLIf#xf#?a!Mh79%c-#^|J#BK^5yK*x~c>76K&TIHSnY2%-r5o|C)h2$C zdw>4MmC_TP0#f9imC=|1@E6i+3VyDO>XVSv-y^p$Dp@8ctM>YK*vp(#e^XL zf#kg`m_Jm*53GB3F{|m_6CGm8Ua5F0GjyR@TO^`U*^q$zAgJf^t5}82eeVQwAs~~% zCT!yD+L7xMDTkg0PX8+FQYMfzuV)B)j+~RfF$WSOWmgYT#^bA+Htpj%qPU8Qm6F46 zSW>^O6FzL&!4`+pCC%sN_A7WrXL!pHxIVY)n>EEDtRp&VWyb5j_f|J9Q4!s(zgd_ zIu7#c1pdsQ?8MUP2$K_$VGoC&^f`2dNkuqnwWJ$F%7svH4<(Dra$f>LmM%1@Zj|VoTfjaDILalGZ%Lv9Pbc+#tz~oe{UuGra+TbHxaXE-XH!L5$Fy z`r;n!``wWcb)!gI{${f!p4xmIe{c?oBSL9weyz|3@~@Q8-N0+eMG6XLNIWWrr6wJ$ zxhqK6o3B|xKAjnxpPBdD9P{kPgZ)WDJP3y=LOe(BFyc?+>QJWB6nlqt>R#AY7mAYt zgA{yqf}NC@kBe^2Hxxt8*_6f+r;x4)vQW2BJ!gB*Tz|q(if0Cb1zHCB87u|m{be$K zD!dI|a3vB}jaJgcA2G{uOSZql)w%t3uw%K{F)>$PYMW(Z!mD4G z!o>3(nQ-sIld=*65BmzQO;oQBJ)03FdMrlU-m48g<7M2j6*v6m9XpxttBylIw~p8I zVk%bSfB4FsJR5QZzw0w(Z63x(s(kHK6)R;=1*kX*`3bG#TU3jhmM(U2DxCcRyu@iu zl}G^w7tNalzJejdc!%8V_L{Bf^Svw#9h7oucj*Zv8Ti`qbBSjnJ+Ttaa`Gb)_V^`D z#lzvOZeDwqb(7tfX+_V3a2GLAiL5J}lFt>nRVqkKyC2^gGVa za!sCSL+&F9uZ&g0a)AF0k2(@DuuPq;ogd8ZYuneA-l`qaaFFgLEjGC1U(~xNN5N8a z!qIWTx@OMA@0=1&GH7Ud(THN?`%&o)F)z{x+=a`yBL$MHV$*b9+01Flbc{l$+qnW$ z7%pj@Yg)IOiJ1U3$K@|imPqoS-XH%;KVc7<)gP|v>X?y*Qr+suDcrjaN$*^#?|HNp z=4OA_U~-*_TL`TIJ1a6$J5r4E50pDGRaU_+LCrQdphw3G`K3>a%A3C|pM4$4)x$o= ztf(F4LK2)B^8cv&>$j@5?|mGWkXAaBE)P&%YVI;25b0SN&q2}uh?x>H(G zKsu$R1S!eySn7Fw-p`-#>>ti`9YyxuYt1$1827ki`3E&m=-XR|cYUO}M&5t7!Ul#= z83{8_kafBa`Sm45cd#=GXIDg{9m#lqRj;Q0$aMy=&2dfFwKuz#OKNiay+$N8ELiSPfkDvD=fFe0WT1m7$mghST>8^9kTY!Z0uMIS8Tr zliVq{pJJ1X{7L;hpF0A#)sf@=4Ga=vB(=w7z&`eaO@w5kx81E`tuAQU>kC(=CEN!Xg*IdCX5ohV6z zV^p4gH(?DWTbC-|>}+#UFr+{q^ST2haGWQEATKMm@u|w#yZWALg+5AEY}^qcr9%@d zsJs|*GY*F2Uy|%2{G>xVLGdLxdHnxuHcY&u1+KkSphs2q4xl4*kz*L;|6Ix5tz@Mc z%3f@I6-C+4pUe_{KIsYibtA-<9at`<%zwg45cdyL7*!1v#zcKwE@+_&TcNK9e4Krd zn|cKFlngE#z!O%wDDpoazRO_y!Bg%DjGGUV0jL^>^PrPQjAl%Ro6YxFUw};$kqB-2 zKdAr9nDD1I0PJ%7M-f#ta2&0xXmBzz?&4^a{fF3x!6*Ysqb%x8547a~VC@GSq9uPc zrpRvr>kWDOQg9&pUCP;J_w4f!4O~}vk?7f8Dh2tcKo z7;*riOJSz2*W;v>+J%BqAZ^`>$T0R7|wahi-cHu-HN7LrXJ;U#qc^*x57e8He2_+I8p|c|l zFYvHi-j2!y{RQhMdLt#E8;M1iYatGPN(g1}2Y5kgoUj9G%Lca5`8Of`Vc{8R`{lfv zXxh#hcN($Sb3wMB1`rj87dWARYheiE4n1;D#wXFdC(jxL z<@%LDVVdw|#7tfLjiYm27+1pX7(OWqkjfc0fj2B&FsbOn%uzg0S! z#q*fSkExx=7mdP(J7TuYX}}05yviHd9^ej5l1D#$hG19Q2mnj+u?LLIydbY_2;MUF z6YYNU3XC;-M+lJM+AC!K^ZpZnx~>|KQ?nxrnGHO~?m({7(2~>!jq<4%;G12iI12{; zAYS+Y1KNA(nCWV;<7vW`w|GOz2i07>?-^h+>=p3vTHIO!=rLwqT9#x{Y#eZhcznS| zOyCK(E<9KEJPcUhJAIqY~dFlAD%5g66 z2wajDF(Xd^-@z|&z`8(aZbB{D4+&sS*h4Qup4kn5dNA`?*%SOqhv4E{=pu7CXfeOR z*f0}_YmCRyv%O*&eqeEkc#18Y!z4G(489fiBfLhEw-P5mgS-HNR*9YmPM`9WxeJ}sKxjaO z{JI0+;7rEyCI*jNX8Bu-+$7op(s2>5mc|pP9Ckc}+LDaiAV(UESvA=J1~u7lfQoD2 zuD^T;Of`~?vcH$fOFa-JU&ka=m!uLvW{-@ZXNrO^Bm&O9rps^4O2N&k3m;az@>o&p z_R+~0jo+&?;hs#4z2Xzk#gW&w_Gr<>q|OT+0X$|=@UZI_+=Js!_br^UQ81qrae#M> z%7%9>W`}tn!omlL7qFq0LGld#FPU0;NBS%(X6c+^=rA}e^9DiI877qm=i#q`pVQ0C^95f$^ z7J%0Ni)~1!G~zq;`Kf0;I)ivfZh+{VS4_1}>>!oBy-Hq|SoS{bta%-UkAQVZxdnFt#+NDxI1=MKtOW=O~D*U|S<$yU*HP4vSc34~V&nKolwG z&#_fY5m508_$m@n>L#+boN;gt7j=Mg28>S<7lA|_PcsXQh1>Y`JUz64(3oK6IQtz; zxto+n&qvZY)lPR@ZY&b`JpX-9{^}v1cnJ5k*_AUN0-9)WSEt~H;S7358vTUsqjRQ% zo%>Dm8hr#J(AhPjr2p6e_kfoQWu!!ro`nG?_~T5iBIB1>=I3cC;Gc%WhUMjF^)vhq z5tk{~Y>}_1>SHCYXK;XYIG_t}29VMz+Q8KEBy!i*UGYFZBRm6lK99$UQo`%-Dyl&? z=#M)c(B~k;NFFO^D#*6c!w$VAiHoYKtQ^XT+h67Hl<2;=B6*YZVi z^aexZIh?1QUDwpo*&6_Yg>;6{tUe06QpGbc(c!&}3|!spU%^_iD&^GEi2w3Zt}I>T z-bSUz^!`R-cam<8^|02WTAZq!0>HZoGnJP8C~-9~S?qK;kk(mwzdrOn4n0yUB7kds z=DgwhK)Twz9y#bg4XtGjx<0Icw1(&_tT!<(M8%V;0a+*I$uxMd z?5y!$+BN9!!;GZXifBEUoYNx>5Gc?FZ}n-{)EnS{6!+O0QdLaWD!ADq89!pKN?4&l z%Tneu=XvzGk^E1gB+Y%YhkHqLW71Qz{ddW?c<2nw-@jsP2_>(!KXNp*W*)r%~r(b-YLWP4#*f9w=um+k(1#~7w~-- zwzvN{cYj6owI{sv%X00s_(RZ|l0)fKpGg04rpGHM9e)v$?7`I?OK$2U8V7N(a=BH} zuN&++;7Z8PkYz<|l^xD3p2}^6eNp-+eW)qjp>!$oK^Ss*nUx9>8pdz)cWliZPCosO z``+S{o5qzmFSX-HcCVErP3zLlDp~(|H7>qDI&P)Tw#sFPhSOn4vzMUcekLG{&On3{ ziMYOoM`u>ttZv++;KlpeRRhJ$pzVe3Eo#=&SKs*^)us*>pPZ%RCe2@caTZCBwt062 z@0Sgf;5IjLOnihsG-RWo9%u8>g@$ISWSqiQDb!v!t3(hY*)JTrDwh8Q3dj{d)Au?* zW;NID>+oTIGKx8tW2wfu`Np{T&IBR>QGOkKXK1sD3zbHBZx^ttO7y(y0GMnvxK~lH zHY>6y$TTFw?6b>JK$&!JK#8k!_ul3`{Ya`?8irNQav|hx7Y|kk71GfH?a@DNigmE! z2$;5DVRNDd03{>T^4?p|t9~Eb8Rmt1P7lF4`?CdJX+xn3$sL(icV+6QtDTeHNrK>o ztl1ek*ofi9Ia_5m&ShHx`by4;mixwAbqDE)F=e}N8@GZj<|hdwd}G3!4B-g@0t4=M zU0vV=L?NX@7KVj4=Y#tSpHiav%AJA0Q+BW;N18_WE(EsJJ8Tl#pmjxk1qWB>1{M+G zytZl~_cQo?G55jEB`*0z8v_}{O9-mjFS*r1s6vyNVz04^3lV>Z_l5oXVwT+$UA~C& z6@cr6U1!rH_Mv#GuX!-gRdk$$5ovUM_bJEa=b0{8#^AWdFd|P;VF0u0WM`aT5fDk- zRcu0+g$F)vOP|_)ii^6Vw+Z#W`y5&7bd%r$PS?fQR{!@s>E4^SJk!*3E??q&w;Oe5 z8EbcYJkzOZbRIUM3oBu5LN<6;8hKi){Fj5xBJDD^TN5!*J$4qt*7-^}!dUe%#uaaW z#!Ray(nZ>};mK2PRAF`(d~~;l(7@jx)v@rTh~JnaR>8aWjE#c?J`5#xpqYrph#1;J zw5(8+-hMFz9(-j;fpWc=-~xjtg%nSqOhlgCELaOgGz|Z`nIe@@0YrL!P(DHXq_PL} zPHfJvU6JS6aTl5@s2!<;NvuU3sBlI1!8hKViWgO5m!=O4wS0lWj$-$KR>5x>UE#+m z$aQjo%Eek&rC8Or-F%iouA{wr`KIgD5&zN4M&38`GlZ@NE+d=-$Ino~D1H*SDj0!! zi~K?#${PJes$c%u&6uq_{l@+qtG0hx#LdEmcj>L?d}`QEK%fYQzaC~dQ86ZWp8bar6^n3731ZNL!Y9e ze*uPmk=?{fh{B5qfW3{Lq2@$p2VA_w*}*N@hC--by7u)9tSFiHmLOWA*rfz6w-mlv z$;ZI;^geCPM6b(t#nJ`27{Z6PWu8QByh*~Y`*2wI~u#F5LnZ^YLsfPncg3*E++g4slB*x&iF&% z#q~zv?sHAUdhd3NsVdC<57Bu;3z>M%igiGwDE|SStR!gB8X9sGm%qe!S%g8gd z$sec0(%hT-orRUY*~7vRUjBamaJIdY$#x*oX`;F7a z({nT1lJsn0ojMR<^14yYFMW-RX7Hq_QI#dJ^Db2{3=HXqE$PH%r(q2uAC1<9est;W z4Po|as~4FiNB{hsI;J#HUr>Mcu{qYS zF;m!a);}k6zWP!Czs6g2b5(L#T+1Zsb>NdFpjxv&ed7(FN0wc*K(ZN<2jJ;^(#Ef8 zwT=}pCUxSL^O^%-RnVc+)-E*Bk^Nr`ctwCc2poXy$(uij@2D2#2JN65TY(4IWROkP+;7Gjf-xQ`(q{MmUCzqrlB*=8Cy@ESNUzK@_Au z%>e|nB}{Jv1E*{BCrn(x`$Y9UJP~;ea^Z^oQxIX#eE@o~IP@_^7lr-?U`1i~f_p06 z`wjRZZE(yfwV?eAl(F6%y=ujBJGNz+<_Fl~gSn~(SSSP4UkgkVG!aR6RUPmJ!Jqy1 z&H=Pc-#~R{5MIuqQz-c%y$|RY8oelDV~R2kBL!)@pZ)g79+s~&{=Fq&i~)QJqt_67 zmt1Uj@zJynzE~&W$Ge%*y$xH?wVhB7MoR(rM+LXsb#*}Q2^UzxykYpaSi*NDYk;je zfE(e|1DbqZL(J8w6(0FMCy>x-%1(d}{fR1gQnTI7@c*@s7&18Q2B#pN0udAPULu44 z0t{I1fbhpLI}z!wG`97%>7OAz!Q%(4cu#qTSYw|yiZX!IT3KW8t!ml_1mUW<1m*&P zb{k-?(~D|v3F%bGq>^&J@*k||L#RE5)pT9sBk(w`51N^bvwwu&xI-z|2Bb0id(N5K z6RLo7Y0&!oluAlph28HxpgdKR(5(N<%-L8)GIM_BRaYWz-ntmO2&M>6p#k8ID8KH0 z(kr_IH&nSzDtqSupahn>&UY80{A)nt$i@J0r5u8hhh)sEJBIOUpvRQUWvrbU&t>XAPUWrJKS9 z?o(e_PtU8tEb=~+AlaQ}(HX!k?t;UX2B@$9q$r-sqcwp!|2xEL^VlvmE8_1S(vhNb z`9XEM?@L%!u;!UpzeeTXnSkd`8{%+c8o(%!6@{PeIXp7*hLw&|_U(39@22iGf-3~W zU;yGK{bq;Fpt7(UvMMLZ>ox$1)B-aI`^p1#THL%33x8IUEQu&AC7$$K02jqvy$cTR zx;-$-8))9HJd{}Kkk55QuS_aAjuf1Jk!59xq!A!2N0%oEHqCrHRyLmNfsxmO&ColO zE^*%ezfLl+3t^0d3*I}^GwY*sM1z35LN4oLs%1Bh!j{0a2dypgVkH4v9WV@#L>!{S zpQnj=5BIA4{c*w&qi@?_A@gO|2v)u(Vg-Ykg#hFq_t;sj>DJ#np%qo6>5S|SVf*-IuYat?FfNt)Sa~a)-Iez@Da?p+B z0rl^V+t&0)fZH+yssCqF4mOWdP?GXPx;#RI=Lh!ApWux(QSfI6Y*@7ia>R!fW~tZz z`#Ny#(Kf(w;T=E(x3^qjd*&FCiFOCj2N4$xfg#!bLbHtjNjEs2x}BYPB9S@KQUY{# zRBI-_e|Lr~V^f=qG$alUcBt3GtzJ5R;-29$C&9sx{c{YAPKLm`5H!b&2rl{g(ceWT z+te~FiR@s!xyV2#>l&m80pR$(nCkqskW-d5BE9|t#K}%o_1L+@d zM!yN^2V0^7L_iMR+S~t|{NbJP5eY@H8!eOqx~AfrU()`DU?hU5AL5yA6OrEe-{p(K z!Yy4r|Npr{|A|9>e3u`33eEfVdmbjKp^qeC zx!M0W-YWeN^%gwV2bzGWn}a07j98k9{-1(i=`oo5By!OP{b$Ut3r{D|#noZ0mAb_J zyFrS|9~V3Yot=LPx$lrfI|-225?B;!S;uw2N}`8#;QF3eT7+$rwI_P z(`A7abO>D900t9zAfPcln=LX$8mRZi?WR_L-v*MaR_j1#w>szrSZ@q%9%6cdyjYXa zsgSUd@o6yxM1U90q9l^Tu)m4@?@1>pEcYwooY=px_Fsz|Yj>S8MI*p;~0Wu~74zKNm!oQD6jRIi`7%AZHlXe8w z;;Bs>s3YK+i#%z!@}jfHJpf?+1}bp~zJS8*K0Kao$!_e(gb{=}KVXvUJb@%qgQ-d$ z!T@)kK@8Fzqm10yZ@}KY&iIClgqY}kSb8wId?q(K zT$2_cV6T?Mop}U00Qk=HpHGvpR*<|G`DhxB=m5_u(1CwIWF}z6!ZMZ!UpNoqTY{?` zpsHc&0R2U&@RO5DBsoSH(sPjJ-WHN~HxYf>-1PsxHJFYivg>LD{s2k3A;0xdhjSgw zEbp*+LJ{~4TCUG~Nr>M3r9;m16r?jb0y@Zj;IK0HM^hjB+2MLjg0)NMIic-xPs+&R z6F{-Gp|jOS21L_8e;WUbDuV~QOo0-`2Id~37-RkL#K(hGxUNJkOmOV4n9G3HWKnRS z!}W(STw#SL;Q7J#U#<-7tm=@zdFlToobdM}MIcg%sI8fb<ksn#=oJi)dVd4zO0OifaEJ-uZA*scDuG< zdrg|guUkO!dm1)YJpZOaWc3@biH@^AE(d_%I`7l%o=wgAIpBN$fD`pD?D2dYcP-xn z(r`OKpmFzsd^N+ZHhcZAU692wH=<+f&f0HD+W+@JRCg@m@0T|zhPTgy)Ur+;JM_sU z-W#wNXarEzje^82p^P#>-24~ja_@FI*cchd z7}>moU(`u|=?KjU?YPFqpmK>Y>+W^gpqstt+djv>z30_^zG=te%k_O?eQUox4AN>` zKKAWZwN)9tKB%6LQto=OkZRF^PJ{7_puGwOMUCj@9ar`0HR#rQOYxZ7!0p7AY~KS0 zc+B@~-L=?_YK5*VRS-yH(FYSqhkjSM6XFJsV3u@E#%QHeHsbdeza>5U{R>S*&;I>9 zt)Ad=cY6HhJ~Lh9=aGNJFcY$m82I221^)uIwZoOx6n>i}#En23O7DIPs1Y~8OyVKZ zBt7k&0cn$N%W3i7_rs!>t$#?(r5IZE=7}KBOv^Jr2<|Qbor6=N#Lq^cGXYeT`RifN zD+~L@$|L~i1p3A~{=ILOhdO((!0<8*#*!-$mwm+0J3F`PyVLhDmhojM0%Sgp!zUFU5wIP^KWmo{L zNp7fVf!@g-ri{zY>VGa1{D+nEWoQQbb8eWj@ns_6qP)-DM8TnO4r&$h({uQ*A?%!! z;JTInl03Hq2LH=27=3hmiUwK{_fF=-h3ZK0HILf-h5xQZIR15&r&q8qEe_QeIL75rbW212-4tKe z9iH+3ezmNLw6y+zpInii=>Po%PE0@9e?O%W8eINw9bm;sGyV6gq(eycW5%@7j`3q8Rb*2PBLIi{2&oRZVfBlpM(o|7X#NyN-h)L_rBxDFzX{VIUh z_X^+%D_w#O-PL{C6Ra2P^mc1tmRLFEHqmniy06%2^x-7EJ?T*}JSUqHl-f&Ap zQ|X@nxi>o@u=i9`+E+Fq)CDMl$AP~xl|KxhyQ^>#+**6ad%*3DwhH**)zGAl2}|eT z6np{)pJsRyJNraKx6Z^Uq{VHtvfG%sS??&Y&LXkx|l30Fa%S3Lyx(TO|TcLun3#8G^CGh#UIZHF=84^ zaEJDSa5{d6s{uUU)xW^9q4J)Z*th)gib?0^A}bj|M0#6*IXVeWJ&wBpiZl=&rslzE zm0qEl^DNgD2Fv!qty;Ps^T6}MiFj4|b7CsucC8QhuWJ|Qtb0iNZ=xfMZs8V8HOj-* z#r8)TO=2!#()ttv?3MhnOCVU0G*lYhflY2dfkR*Uv1LVHRwGDE<9-&0+C(Wa=!c$1 z2c{u6Jm&2ScVzHd+7Q;MiXlr-Gzn((pHe{1wFYM;O_>JC2!(AWv~*cB?i=IZ3YtB5 z#yuYVJcW?6NuUtqFHDLbubYj~XW|uY4+CAR!u$7PqMhds_9QHs0)PRq+pS#e&fyv* z>>^EWf@q?*B@Ch;gYc&qSVJE;4q(TuAvf}9f<*9sBu2B@4T?ku{RV)0Hepg3{X{Kg z+V{Zl0D?PTwR(;iy1N1xgpExLLr%9n-4%{L?imFcqpL=FiTS)xdL)o}o z?6#pNk`B3IOpeT0>fC=HaE3k(v!O2NONE*0#MkKLVRURk)|}=xejQ)$dN?IK8zo2U zaK!{omgRJHjQlgWnQqiKY!W;*a1WgXTy(mHU2ByNU;How=JcYGl`eNDn;Fq!(s&r}ig0yrV`bWv+CcTZ z2^N;6C;^O7LJZ9UPY&lWi7SC}RBHCnvxU7KjIJ%+S2CYfgPHAUbxZvqt&!EU07({d zv;#jV!ECwFihAiVKA&ej=lrsu(pXQSV|+IVB^sCtGh#<8*_&YC-D}LD@S^1Od%}HH z60W~HVa!|G@zPFlPxYvWt6kv`pl3On5L~W^j?Pb}4#&`#Y_SQFGP3Up`@zEwOvw(k zz%4jVx^C*o?$q=3iSlW)T-+YdRU$7Dz@%Rj54w*>10kr89oAg(aJewjxAhMOBjS^ z1cLV%c^n19P$Kc?@qZst136#KrJu8?)LrTd)bVS+d{}Zlhjd0iAvo*P*RAmi2ZsYR zhHt-MPFDkCtz?4zVYlLAhl%nYXDamQps?yaTQlepk}>d1F&R%zx!gCbN|l1Q}Y_ zIQ3)7gUqXy+3k$`I-jG^w4Ek5Z_9Q(xhi05HH~t-S@S6mx~xe%#udU}MMdBIQ^Zik z^B44N#ay;fn)icQt^cijHTuiHRsk!PB}MqAT6_VBe`kb%j1`Gh?-HNb9S z-G)zqX}1aFaVJ101DFMw5>k(a<5_L0SXD`IGke}mA$|(=hu?8iC^!zn$V2TqaSTRj zJZ4c4uOOtD8kfOH%v9p6YN4S+j_?jKCNpU(MjS_7W->m)dPs~C1goqS*bSeWV^|X8 zv8$nS=a+|&vXAIY7I6bKK1uX8MwGox%1`5$Cs$dG)^&6smRpP z(0A{f=d>Ggd>9hlqbDdVopNlxbmhBh$yLRM?KVm~YEu<64o7M8XKJYmC$4UEmk-8m zxVmQRpuSQ5MK~)ZxEUDe;S|gjq*Z&sD@0%u&|XG~5`lSJ$0(Sa{E(ZVh02`({ibyK z)_k3dS#n!Xn(`71_gtTPg5jgq%^N<~C1okdMp<4!}itEki4Jmin}C+d*wdC2P~0k zE~o6J<3J1(m1K5|e1hqsVUsVhF?A_;GcVgrJx#L-NAVbZ;J`?b6B8lm^zeY`5!(;ls^&=%FfJRpBLg+weEc4fW=p z@esIsP1se8WmFS%2EH`~8;?mScgzA~Y)6CXT8PKl`}V?6o-+Bsmh)b>m9W6W{O(d7 zx1>J7xX#P@*0_84lujq$v{?;-dE>>Eu`ZvW&1cCxB{t%@ht4A+-Io6f zZZTG}#X9FeE(L;=)tmWD=$({*N=oF{$SUeT7vR6(iyecsU9IBayZpLeV4hjz`NP%! zs&DlZ;>9~6EM);*3VQKBLMxa{EE*Ht2igo%KSeCzM{iY-|N?mUwxqa zscF6}(oISNr*!=>3@>nP&qE>+)p$Is`sb;~gDMxNNYs_#7x{k1W~l@)z7jV5D!ApA zuOzI8SdVQ1mazfJJ4)$YL0;TeE&uOZ+W^Ei`$M!$N|6OQct<8HN`xZlAl zg>|sDi?gP?4z_~*3bg`#l0#_SKHB@TdBCv^BJI;j8t?Tvgo~72p9JNJC;d9WNCoga z5+oiW^^@SFV-O_N-W#yf1CCe?ECi(6vh}WA{xt?80^oIUAHW4-E=?<3Gl!bj>3E~! zwKuQ=os4q>3WeQ#9yYZS}&k~m1`B8 z$Y8j%6&ki)A@sQs1F{PGkGRSo5YGkTaymZn*$xpooDG_Srrds}4o;&@@S`ttcdAu| zGuwQI@w+d>Jhx6cko`8n8?Wqz+8NmYzd43OehR2h8wT{BLFZ4wpTXnt3#K5+p;5W8 zb0YbU0-*$9vbHsN1qRNY%x;%J*phdf_LHK-9ob5+a3R3QZg!PCONoi$rg<`Xk`74m zz%_jQPR3}_0r>+84m;4OO+fi@Q^5P@Y||z%LpoiLeTKI^bUXhn^A^7<7q5fO4HzrZ z5^L!&yHB}lyTetTn5o^OhGQKd4lngB8QSbqP$4HL;Yd>;;;2UxxdV9L*ZO7f%Qif1 zm`%4|-c#jSV|k6(lGowx*oT@dLC(|7t{a?f>&x)-osT~dSWFuelV$r(xsFu9i04m( z6lDi>W&yzc!%^8$!fb=WV`UR1KpZ4a_CTd$yRKgYm$3%mxf&pj%O*aLd~|RqZU7b+ zVUtixkDa+qdp@MJ6>TsulMlO{Pf zGrhYA)weq|6g;@R6W>RLp0E#c)&2|&JAsx$zM^X%>sO0@{Nhu5TAHb8Xb09SM+FmB z08Z8Q#uu9P$7`24r+VBk<))0ZJlH1yDvu!T(pL+pqPPZeRxa;%^5DdfwwhAdL%Xx@ z7#Whne|QR%MZWI0w&a{rP>eQsLr1vL)QJ|Zt|Xsdx&7x3$WE6)Kqs+ADD~MUSa)E* z0ZX1ru*Mt^B_M2;8ktfP|J_3E+(Bxk+{&t7DXK$1c2#yb**=a9o_>YE4Tq; zW>L4=rkhrSpe5@&8hnlGz|?Hq<}~;Ooonj|%K<|Q(E#E}AHT9G;A!fshIfe!Uxyjr z=usY++k9=haI^?b!p&wqcwE<$>JHcf(|=Qm_`xiUu9=7Nh;RkVE=pZmKPRN$vW4UA zQ_tW%O>IMqxIg za?zsZPbMeTHi{sVryC5mF0t&1Zj4WW=wRpaz|wa- zl44PZum{UzJUp}+H*Ver7?773z)6P7a~rI@MS1y0WYcMF4SIew%{fx?NBJ zMzFx~D^bs4-56-qm5KXx{EJv!BB;nu199uzzivYFARRVGap(bw3EgSqpN<>OPq_xG zW>ZZg+o&fF9DW+~Z)Ut(oJ{lj@&3yGGr8pX1@EYodGiL3TeF)g4^Z0M%darad5En) z6E{hF&RNacTz;jakuM!HL+GGgx z1ioY8GG%SUNG_`2S*|x63F;_#Ez=C22{tMv7!wHZ_){E1z^`pGU8pWsu~=mkqa$HE zpl8oK+7AQUwJy(2q!4$mZuf^Uzx~Q|{v}jpHrxQ~|X7;`v=W>e-v0nspY7;tpOW5b% zSz^2QL{F+DE8DyhG5SKt$5Y>OXX5HiSBVo$ob>$8#UGUjx`fAc;k3zB=A=SmD;;2& zQ2~k}Y-vAFlpf);qvoV%+ASbJ=pOH>!oBX`H~!@x1&!(y8(o(pA+3SF8CySPox#D1Mj%dAm2-1Um~mI94u3p%-$CXw}AY&w>X z6=80ZYz-9`fk?!Q_E$e_LLM##s~n^8ZFgNGYls)m}kMQ9GN29lgsiq3=nU zzMf(&s^ini6^tw4n@(E!Vm>R(tG}hMwHyFEh4Oj+K+RT%#YFj%8Ss8 zF%b_@(a2!!({5eBU<;(dc=EbssGU)uvw?(5}&vhQ# zW@~^7oqpqETBxe{^+$5HyvKCquh1Wyc_arCJftbT!x(!zlnmESfy%2Xj5K|N*es&; zs!a(L>du5~5#JJX>RL($B`Pb-V%mw6CD5DMuuEE0s1$d}CJxxUc;<>Dbu1fns-1Fs z+0Ihyms5*-pc)z!FB&jAWfl>g__Z;cP3t?aqeNh;nib2cVGka%?U!Y0Io&9I7&XTtT$VYU82gT(b>=s^z4-wWipYLt>ZIy9>HCG5qA@ouSsG6BAVFRA!j!x6JGvJAC~WKa38 z*knDkovJ_MHN`D@*2OPP8K7v&bItUVSs!86!~q{eBzBWxtspAt+_M^wr2hTn(kt(< z+rmr43U2WFVP4E755Te?4|Bar@Kwj)%I@~?9!P{I>gQiAcqe4u)G7RE-m~Q4_)Xq; z&^~w(R6SE>(PEZG^H@rgudAlR%q&w{>=^&(Ht9Plg7E5%$}qe5j-w+TqL_tfQMwyZ z#@g$0la-fC7gJq&dC1)jzL;@*+oiW()0rb|t89IE@%A*uLgR;ZVum=UG_zl5r0dU; zo|G@ISz>Mv|4cQ=_Wx!Sx~|yAQiYr%1D8z|%nU7yUTUNy>-47LZ0Hb-ht}j9WTV8S zP4TXxld0st^cT6QH35Ljge#QF#j@=x##f|MWOMD?88h4(!pQbD__NJ zq$p3BH@5NidL9%FU}@aZnZu!qaFV}yypP`G73m>6$(s>a*runHFOZ;xaiP$oEwE8O zn8-USPtbm5$h}STs(PP4Dk?ed4%i8-j}m0IBp@d~*q0z||&l*mLc`PUONi11=&Bb|hF4z`XOAvqQ)zBD=^go3~5cMbh* zaRx}*JkC{v7($1ZQ-*xUO!<5|Y0=7#0V7!gR5X)kHk{Hi6b8XK#)PdsSHCJ!@eVKQ ztWcU75OTb{#ehNHCCXD(b+N)|GPkJFR7Gw*W}A{nj)*<~MH3`-&}WEEvppxhDis!z z;%ulR{D>=%BqmB{$2C6S32qldkI!VMStbWK&W-GnZ;oNP7BGHMHsQHUZ0d2>v7Vsz zq-WdM>00?!!cF4Dm@vv49PKo=f?bZ?`R%u)eaujnMNLuKEmD7{-W#8v>b)h7K^@Ah zaCeYar`5OI<$HB!XjF>$sgj1k(H0m`m3vtEo%UN^JKK*_TY9SaFeBi}oX93Mdmq(} zc7KsuBeZ^evrXdfG9xc6`yhLpn<`N&{)Iw`qtrEmE{P3DBgFDP`s_{9FOET&6x&I* zHJ2KTg-@j7&oV&ycSaObemLIUlGrwE*>=^fo!Z^pdGT63S>_$*x03|`g?O>;dQp#I-lN;f0_A|9e`@i^l<-mGB+E_Z@#AL55p71%<3>3l2kG%^^ z8T?lnt(h71ocfsC(hjZiL#s$9baDx0rh90+SeWBS@e`B`I(#2p^RusICdR#~WzqN{ zBA0ZHXDr{$tn^e86%7Mqpk>&W!zTTKw&T0l%d{rpWn^6(BRE-PO<|g(D9YVJK_vb+ zL^!*2zWGu+#@d?jTb}FW6ZRTB&>3GCl+AHP!p#NRLnSgt^*Dr~Wb! z5c+JbX8?*X(n4|Ni38V^LeFb}jrm)HS1Kt>o27%w1|(t7n;K@1GOqm!R z!p>V-1>Bby;9|-met@?&N(Zx!J>mSxp0I820aF0VCQfE5&+HoDWBy72oKVl2sIQJ z0VVH2$H$84tG8f;%?Q7+Wc~v*#tTsWMoj|b5(9wR^Ucles^^vgZr_*-;n)WTSaUjKoL%fby z42*r`k;y*l0Sy26o3ud;-2nw?9ML$iW0Y172|bG#Ji&KF06%~TJtn+TXt!U6*t!ep z11C%#R1uDkN!3K%TB4Z1Kov*`x-8tWgbZQ6ZhgnzfRO6G`nP?c@3LMt13rkrXj9ef zNneT}*Mz{u5CLwXfV&4H_hDdX_ku-;fMA^%i+Ef&Yz$6b0dPo64L;^zEj6ow6~99OeF+RJTiD2MtnICmv4hHfQsj$6g&YlWk!EOG!jdYX?q4sWwDTPU4~8mV}!uQh!C-xEIfgN7ab%3|6Yn z>ur=|FQZR3ow`21adQ*7+$BOLlZP(2PSa9~mh!J#EUo)+dPO$JnFO2DXhs|+*PIsX zA;-dwh+*pQ-Ig5>c)?_p(A^v=AbZs!Ch+c$uu4tS=m2w#mhyDhVO`IGH!%GZ*Gsv@ zS{jyjN!7@TasM`J$X$lp#GN^zO3YgEQo%Z(t%(^w6u(l?$fs*@jC&mJ`EokTjc>cA zUW<>X#j}-v#K5fmwy1DXIZg07tWE16=2^3_l4cf3#suN=g_oc5#Nl4$OmsG4W~H?l znA1I^W61NG?37Ho9wMhKgqnKR$6?}$66zcMaW0J%uhh|y$WJxlF^0+2n^wk7=LRD! zl6*pRvcmL#m;#}t*Np58h)iQBp64hxvY_$_4tK8qw1^hfDXilkRBJ+44^<*^i180c zx6*OGy%RF3%8w_1xBV59E|aOu?qzV*A6H~3s15ctwvadHr6W?ltKiHV8}R!HBfUO1 zpTO<>3p_pNb-84H=vZAsn+-DEOTj>&8>7R{%@I;CPkhzw>S-BO9eU*In zzSOWY){SP_F$f$lsM+LI5-;e)V|WoS9P0kQ{bMTLT+v;x2;24gHomd90UIc~MP}PG zCh59sp_SL41XyslPP(UR-E)nY4$4eZ%qRx zLl5?uKWJRy@A?GejFP01XdUt`I()I+yDJA+*63Sc1Ht$50O5W1nB6r6UYOQCju2*j zDY4VfTPOih@#Hr|v<~mjo3;NcNp}JEz{i&qfx=oh;lO;am4*8W4TD1TrAc$o>&0K= zYf_<~pZ*2V2T-l0y-`AL+z6}pv9mhb~)eYQ-W% z88N$&m0lPDJGh&Kro&gvGyANF6OQ2=9QUccXkWW6-$mK@`+Kz|!Bc@5=Pr%}KgrO? z|L8D}P_kZh-h&tfB|SNYw*X1AzoK9#%O3+6!fhJ71dW*$UYg3uMHp|$lo~z$DtC>Y zcnUN5%WdJ1pVE_sG-zl{>87;rF-$@z_kpvl9KjIWsU_~YV_pI0;Y-{Nz~*G<2j-cD zWKI_4tp>MRZpGb?kirqAB8bB4;GQLnxTvOOMQkleCFFEaH3yTy=VvP3Scb;_bAaaa z=lMJd$bD59Trus{brk;Vvt%IoIF=*tH)7&G$qQ(Bc-=3YQY$^_2O^1v4%t@ZN!)!* zLuaFFkR=|D@v`?bhbKTITEllj*AD^L=U@tuqQY?5K{J@%w(eM+m9!TEb!#`jXwo~i zmgPRbGdC_yz1f7*`d+)y;#SS+M=T??ZJY&tM&31Si_Xg^^f>s%f5|@PF^_SYWZ6q) z-MoTs2-)v2-DwU~yUxdJN9!>gu;jHV#(<^J`05fcDjz)dWv{Qd)e$YknCI|+i&k*{ z^2_IY^jf9IzOx_1fK*M1{`sofD!=J!*roOzQ5bU6JcVpHE7u{X?dYE3^zPzdedQ$X zrr3S@75y^n`1h8-0g&VlA%)CFyV_WOQ*a<%N!EaQK;Mrgoz_sfT$sb5jtLyu5&=)h595W+Ad7!eBj z{;`8!+S2a9ek973f-C6U%-`YJF`FTdeoY$cQT$;(T;-!2cBUOS^DRPuJ(xb{o*bJ|*Ru!TWau!9^f;LB?gaIA zbeG3nWj=~R$2sZebE<+dr{A-FZ$@ah*Z7sZQ;RyJ;a_$Uv^=vtu#FZkP|J(BO)U5I z-=e)JZ{nKCgb^RB5t;)qyO`P!jptbxi-wspaNBmwoUY{w6ntm;g0M@ltz!r2O97|s z3pQvkVl&HZyXp(HB3ZsR#wSI3?Pw+{Pf&>3JmH!?OkVy}we$)vcV!=Ln^JmP*+$$E zkK&7!V#F8#+r@O(*H(yUX9$Poni$r`HK(h4!$HYkJ722ZE(TIaT#*&nps%95J^Jor6eVy39>>Pd9YuMlTI#m&46h-dSFurES!nq2 zo#EDN$;}_rQ9?8Nm(F#1e({Crn|KVTo&7kZ`q<@VXT8NHxWf?sck|jIt-2eYg_Ato zDXC_-IqLIS$J+&GbKD;*l6hT3&9*Zi!qbvmQ#IUzF!3)Nwm+0obJH~)sH60Gk-FO^*L3>llg<{$iR{O00y@|?ZvsQV7 zUtt$mL_CE<+Gfk*DASLf3u@-ynZ-xeV*Phfr8r+^vC7mrv)2xZ;8)wk1&ERve27C4 zv}rtge#4!hUWtV0t$M@NH9pRb_XY{;%Q`z|^u(SNOiD5>^IB>eLX$&RazcB|jZ*2) zWp%8Sc?-`DTX83=j%kvL-NH`h&Lx=tOfPY&aB~SR$|ZSR;}hCkD5AR)=ftA0VoJ?I zmZD>aKh{Nf820%>BMK(fEW$T<{yysB4FUVvTe{^yGhRBYgJ~yTS1rtCoF-&^1g`V| zQQs4(|KA!C-Ha7|V=mH=YbnCu7bEwFoah;4z$&Nytk}?el?Lbqrz$?bfTNb3C5**f zO|bNGUD|g3y9zs!2`W>ea-02!ZQNK2ksg+@tmyV^i(s4;hx(0MxlQj}RO+m)b>kW% zT(9?)88@LS6)dfJvXrp9mW3@Z9bVs(`!0xHO+Ifz*XvaD8VG#88m~ptGGe9K4sXa! z5dMDtZ?RAzi$xW@;=2Qt^0z_8)x-Zv$h>704PW#{CuuFTWLlWs;JK1eMoCYtW`(x- zZ788lT2;)B*N@hvo2OhY*ez>&V5qJh$PqmQ${aS=@)vFKN9^vnFPiHTeNy+b1wz=c ze1chWNw08MJ${geRg3u`e(1jOqteIz&LQuOmr3jt7Py!hF2+>R_l!c)>ADMWzhNE= z=t!0%#m*+>=5+F)b3#1gxqJTJ8|AR!Ts0Q? zp0n;WiN*LyhqpFrtybhxB-se5GgMT8^QE-;rGoE81lcOQJd?f8vpS|hEqV+%qX8%l z235^vX0*I(!Yz0$pQ@1!ZFS6jZ9Ifg|Hm?Wq~)79Wcya$ zx|~tgBq-uq|@hy*5f7e@-0!wHNcxS7ex?U-Otcw(rtZ(KTT8qj{W`FCrbv(0VBM%Wwv^ ztS5EEYOZyQ0!HTlXB~zRw5GjX?sFUTGoTUPDwJ25ETv7Xp~hawR6YBU2qan^`o{3drHp5!lIP^Hw6YlGd znp?GB?eK0}Ct9<`bF2+NfX+cv!}B99pRfora_%4}=?jGgS6AZ{q(`>q!$*HO8ZInELG?H4#}%t!+Z<}2X*O$=a~;>=RD;}77s#+53CmT zM)Eg~>V&6z9+Z5^eN|rO?rP?}>)KP36OFt&?ItUE9_xNlOnp3X`|CMa zt8|_MZ!)tBIH8?sK)d;R4rys?_AnpL>`J(y-J1r=3-~i|<^k8$pP2Z9kXdsIZw96g z2uIdXv{&q4a%Bcox~^S`&)QoWbswgYk}d&*vBEZKI|E$~2y7ewUv=;ONM--WkEdj3 z&+IK^mXQ@5MMAX5UXj&7_Q-aQnUs+gY1*@6XOr17k1b?N_WC@p?)UfmH+(+#kKK#w zoa^;^J|A-x0=lZ8O|aQy3toka=$C5%r663Z)Jln9hF5kj==l$oU}zEXrU5;d4-R0D zp>f#AT{E9>)Qh4ZN-4iizz@`WcMGLBti_!AUIiV(ktl^|KHE&T-oK7@1)E`UJ@o7m zZ$s`yn@I)yL zM%7k5mjx{X1&}56_1LyN@4t_9-TSKJo?mQr#eI|Q$=S`7je1$!dG1qh44iyqoF+ZY z_TP={>^jQMZVaU)ewCh5`5V1MrNkTAE1mtm{u+glUW4{WfHaGK>m~`uel+;G34h`* zwd=mEsa$srlg68M_=IN}3K`2IsAaXFC{+8gDTu`iK)z5pZ;HUap~Vg#v^VZaZ@ z)K_j+zOT4h35xv(FNO>5$Ul6ReRWvy3ZhtJl|#R(^#752uNN+22?%Pkya?eb^Z8HZ z!}Me;>dhO1*Alpr3WZ$RkEtqSk0bDEo6#8cUJ@nV;CYrT+t3V}$$6#hHAUWj$Km-N zAOCFM<9!=3!&rO#52c^WsC)0eJsC?loyCdj(R9dCvh88>gu8L@%%4H4xJuA#wuu#h zC%y$yY|ldH>UX3*q;fc}B=$cMeSF3eW(h4=vlHz*omxn1`p#%WX*Acr7tOCF-o!jO2!8&)$0p- zN@cJ$f=*#FhMCx=v4`){yZjZS!FMz~2LYLhz4>(i)G=!G#HOYt61I!}FG@F2lUz=` zqyFB4*Xaop772#{U0U7%LRd$bQ6UjV^-`Y~CAuk`#GeY&NEv z!ui)43@(CY-C*ac&Q`0kRyzjWnlT(#qoANL2A_$s#XE_LPh2CqPLgc(oPB$%n;ev`0pT6es{j$y% zBDR^wN38XMijw%7b$+{k4oUws32@bBYY&qxg8;?`jW}>NIuW(vzsETgU!hhF#`mpC z2vPZj+zB>*dC6vX>6O6ny#Tsx`%Lwq#=)`1!ME8SX}`ZkWTUeebq@{F3STr1&IUW) z3RqSs+`a|Rjk-ghhn5uErF#l+#|e)i8zwjQOz5Fs1Vz+an@gT6ONg-t@xmY$_{u4i zMO+x&$;atr@yhc7Olmo-J}V55zV&BALXVASmt@=EIGCb)E<6Fx)(Tiw%IZN%)$I2u z^Z);qkl%R{2xT-F)IQa7`YuU&_Q=l}oGSp)4$@BiPyU0Pu3$4{czo-BYCAQ0ns4{* znqU^20JYD|d^kYYsS3Mb=M|myf+M&qKW+8DXCqXQ<~^ITl46_T0&}}~KYw{>yZE<$ zcf8w>O;RPIEn)XvDt3lJN1z0X6y^(nt_9t!BV4=4e;{52i3!|zSp$;F9|@X8h_oC8 zXt=RjUn3Kzy&{l$X>Lyf(z={p55rHQc|O45AZ77bfiv!mc4U{grJ2R|AYzX9ZbG!# zk1eAZ9>psD(MbK@2NxCsV!fXxE-efKXv8%Ims8T~W#pQ>Td`f#L|JOxhL~D?A^i{! z2m_+eoJMjjp@8YZ{xk?9;ybF$0P1ApjMMm^P91*iFv>>R4=2h%a8d~%dh+}s;OEcA zdL|k|v@Z;RM{REuDyfz!RSwV_j{cD3ZVcg(S4Mx+%&Ep3 zZa+@T_v>HZnF2kHW5HL2<+21&{C&vR8hgbBW+`_>;#4UC*1+$HPGdEd)sx|@Q;|0- z{D&XDt3;eFiGt!ZcTH(ewE>MlDGRlmZa*Ik0qmZZI1SATQ|146= zeA}2-WNCM2I&RdZjosGrd89068M+C(Lgg))vpN-D3HN|l&En+q1$ij`a)mrrSHM_u zyAdy#^b)6q*2Q%AC@bl7a-o=`q-Gy`s>uCjCh14a`OSR{KKJ_mUS%wBHSQCOx=QS$W&{{@Z!4iFog zWgn|dM@u^%BDR?lc){kkk+EkLp3f4+A`&DS4<#iiP@*MG?t`bMFOgH(&+F~9tq*)r zc;w%}TkoOxAshUv{ci_Mea|;-rwNXaP5gi$hxXvp+#yHVFzc3C0PMF>M^X6kHUXx9+fW^R6iJ|eBp_3L5IiO5p0&uGcejj1w^!@ z{(hz6&{4hlVsA$4pk+1Ch&Xh5>llC$ujUverG2cUeQ!?O391JgHK$9ir23u zptp67Q`#y@rnPiM|L*u;PLg=u+_$*+Lh%~)pH9IIOWH!klLeP>>XVn~x40O0sY3YH zuNyY&*rvPRotF`cS9Og?WDIwpT?$UUZhW38l} z5GulgHINI33AE8^yiVy_8#hW7G@o7W8(_Vzu$2?u~?px?^g8D$~u0vFDv9QW3u&S0)dIZltF25(&R*Knubx+7G0VUF^X-;doDd` zxl{vV{h6N?y+2!fPEIc%a=UEMAy#y#=8B8T^p~!Sktc}pjY=2`xrO(yX`QL+CyUWk z(>xp_v*4H#yOoONoZFUOQYNj+m}3IZwaiyP_zDe6M<3!=()Rww}96Zb;mYQvoj zPckB9^pi(lv%{*v{xk}CkB+`@ap?TsxX8g5%qn3XI07HQa(bkHk+>QW^${G`S{>CK zAz~C`63k73x@*Q!X|I`={iXm!b%T=FBBnD}sjwTbtO;I++`tzhp&au~PJkSE&~1FS zJcOC}J`cr|y%*LS)T>T8QtzJ1g*Zm>m14FV|G+6{T^R!>%y7G)L5ujs)jvRDw|FK@o?=Cus42Lu*?l1{Xg}0f%v3aqIt&X|T8XAk zclal}gpu~}&XP{l(yvbOddGnPk2Rw!d6qm}*(^_4p>O6e6Qy}jC;7fBs{V;8|5rVo z&)2s>E*y4$Gtgi#Z-V7>DObM_bEv+WvNx@G*TIADo(Ma&{GCYDNNtAk5xdQ0S&oAY zAL{UT89pCPGNJO*1!jksRy8XEDgoV%aC$zEQ~gsRBFgSocC!FqCzYw+ zx_XpCT$m?AsA%sy)MVvVlSh`b-r;W+cF&TB@KXrU@=`WqN~wCz*nH`ur0`IL2edWT zcoZyo%uMRly3Rt?zu`2UatOZ_4jKrDnn9jss%}G=adB${FX>vewTOh$H#}qIY zs7QIP;3+oXUbOBF8ys(1nmD2u1K#h*Yu;6n*C5fBs4dgPXnI-DF&*I*ARWnW!xQWq z?Lf*uyF?UUXU*_>dAi89D>=TeVhiu4TYc1DV3Inyk5I=RnDQ-%0UWFYZ{zifkxj{A z7>0T;#BJjy9_7R}aX|NKL7YmVRhhR6@-p)b7`tiDfczW#T;!hEo@u(MqSj&62cNpu z5*R-#-CfbD=U$p-)@DwG+x2Mru{&SY zJ4a^_1^iUs4MwxP8qg_Qm;F7-!WJT7seV8r#va|iOQVTbM60h36lTUq00$^~ZMks) z!%D^IfPZ3XLC@*Qdi7h0+fOaV3U7oLw+d&Dp$lVL^}({*E!oMgo52a3eAvC&CG_zf z+)gWBL<-C5-Oh@HDzIhI0;|wY?aTO}AzSBx@Z^|PDuUfE9arh7>jfETC}yFPqRV;K zM_gdex|(l?3$txG&17uu66s}TljM@*``l?NSi52xSRI=ZfemBK9Kj2AoUad6lEj)a zcfqq{t<~$P!bN_FdvHs(pEKZ7n8x2vgpDf~GdGcWM%T^=c9`1A%Wd~Xnrf(OlNb|6 zZa;HOC4UA{10#=QO;4!yR;79U@Va*Z&dN7S@DhnFKG$wCNsHb9llpZ5UByOStoyrT z$m2-i&GoJsKcnV*c~znEnp!pW=a`ux$fybT9%G*a{X~%~MKQGq5w4VIG*W-_TW}{? zK`FdSeu?6um73wRRu4g(FrG8OuzPCmXSMj`EGK!0YMP4idH?*rqD6YooFamB>w@nR zNjHtl(JoVA8JzVs8sTpjZ_{67rtZAnMLSN4#H~Ul%m4C%p1wh^{RX48Q@ex!kLNu zc9d+^MCR>p(3TnqRo?+m1}oQ}Niz;YuJu;=ptEE62#S)3!?(1*bcm!Wo6dYXvPQ_^I_%UMzY_keWK`SL6AveBaku zc-kjMxK=W8tv@*N^4dDuplLcrQ8H3p^q~%?UG($yqR+1EsW|S!ywHXjL**!b>=Iah{E!tChitY<)Mo2cFyyRldS1SwIpq7Qig`Hh*0&<;u~vwlsFYGca;X&5|UyM zqMSdjYrfhUVRu$A972>5bd(gMfM=9SOykMqLb4OyQF<715C8S-G-;p&aM&S}8DWUP*equfJ zniOjpwfFWX`0h>Aq?x`mUOedAW%_Nt?=`fwaf>uNNYBaCzI{nEn zs@pdwT3Edp2@|MD;~9(#ZyPp{byagR*lK+I)$pp(mnKBRPZ@+e9!k8zG_4KevMZf1 zb@mnOuv9V7SmF(h<83Ad*7LlP(k zkFP~D)5sR5=yK4d8Z@j5j-i4-kc;8Cz=}}MhxdrD-ysyZf!G%2rTG4Iis>1wj@3G) zz_Kp)o6knsq64ua9baQ}K|M}^^sXUKn6FCzA+auWsV>V>aaLp_x_58Ea> z;n3uErxGRX)#b+<6l-ga6V+e~8a(#)2rd7qGElOo6eSCRLb3?b)}q}d6e@(b-c(LC z>mBeyGE4e-JMKHLt&SIW%msJ!O=&BB(tLZ)HBNMRmtsZb`OQXl!cS+7A2FY4=3%;9 z8mp&}DJROIOrX}M&2Q-Ujrr=rfrtKYnI1ciwq-%%G5G+|{ph_9W%nj^gInkA6{Fk( zOy1%2CwtUO_^+DY@=yQPI^q6h{-RhZ{#|oc0-A4VxL%E3M#EG?|4M<4s4?KT-DMO7 z30|&HCo8!y_L9UPL5Xj*!4>t5FXPM%%cOUlI#sS`jlMs2YSsIgVy%O=?DoP6{wB6X&gQj%Q7XsdOJwQ>xNWK9v5 zJ*{Ry0y~b%6(7(ThMg9?BEZA8{XFYR#H^1BPx;!nCAvRh{HmR+ix-$vv7JKM=?&aO zSl8*JS?~qwgfBjx?Mm?w7d6K9T?Ci0@oo?7md2~sFu^BfZ>xn-zfl}HynJ8OI-MV^ z=|;|)A6xUDFz(o1g(6z1t~U0s1Eu_l3PX-Hs<^qKI!>-F=a~;*eg;-MuX%rV3ru#$ z3-6|)?4kccr=u>E`Zw|jIJ4=*8zd*wR9(_it7a4xLVD$BTP2?kLXDMHpm#fWg!TIl zv1f2w26B71z&5|ss`|LCbzmonzJ#&0sW-|$t0TrekcrVW@Q+j_J)7TJ!&d_)Q`2W1 zT|$32P%>1$qPHk$TXV>cU8>Q-1IpE#$<_$HRpFrACKl44DV7f68>$uwy#O zTnjKk!Xdkn4}r*8KX5o^Elvf@(JAiO0IiL;X3pv75i9XNY@D({^;B~vXk4S`IIvs7 z3T7nR@Z>BN+*-4#b@fgEvnE(fPCDp!F5y5Ur|lK9e_%_V(2p|=JpBx5H$HpanxyS^ ztAk-LE4|r`c~#i7#Ors{cV4;OqBAJD<2LPYbY1$akJd!&HhW^!6}(nAL?==%htCd5 z$$IZrzxXapriS_JSNDMUuJs!K9rBYIU&m7K^y2W`Stc55E}6yanavnA305yhvH-k$ zA&eo?Jv(@-#N4c-`GUl(qJ2*RblARZF=<4p?oM%Zo z3pX4=P0mec0`yPvV161*5@ji4EaY}8yRc)=pGl+x2-3EkAVtXODJNk|iv2Ujy5S)t z7wF!byjQb=Zypx~y5zT3>r~chR>T{@hGQXi-}v2+v)xoA%WK$-$LW#TCrx#s4ZS2u z1+@m@56Mnl7f(3^n4fd}qxO<7@nHNoz#C*yFjp&I@aA&H1`0Cq$GMXCp2#?@NarOp zGq;+Uaat`$T;3ZVcdxpu48i7Cavp9LMxRh+`1z4zfB>)JT)Wxd=S40ygV^h6h0qDD ztqsrQAvCREwzW+N(81g#UsGpDGILtb=1bys(H7=vk`fcYfoqs)>x_&e;Ct;LOk0S> zPdnW5C8uFIUz!b5@!cjm4MxVi7usj8Ppxv_S&!zs&6_GY@S*TwY7%wAa{eBhi1=SM zdXJsaS6gD5PDMp)w1YXC35w(5Lyr*Gtf}aams@v8y$Y!JyQPC{zksJT{n_Dq*QDWR zY3}*N45kTHM5AuN5R9tv52aRTHLjGDdrEP!KBJIAKbzDmDckRxfj*FhEej5SAX z{+a7)6EJ`cXMEqKd3i6b>^f zXBng=)d*n*Yw*w>o)CZVLCEG=(o?p^wsbU?%AIHSiMv4KewM)Muq9w?T$7x9UWLQ)J{I1tr3vG8W1tiVx z=Ltf)yCM2~Z=yHfe>sOxormCumnHA@z*ko$?Q~C9Hg51J=%xhEg2&wx@gM&^roc#> zuP7N6S(^YZe|k`j8^yC$$L3eJ+n^#m{`5d(o}F%yzs)VG@A)8YjrXqKuk>VN3Fbiw z4Q>yXo6S|m&{nI}+^%qTQXw#2cu2}J(4{xY^t4)#+}*LSl2hwx0#6d!IFkk&z`2m(*%gs$Rli>abPswv#YZ4&- znp7wM+NiJ*8RpOiFZG!o~zMJlhX@iE+>W%$PY>ATL&+kgvYlU^p5 z4sDe1CW)JTlSXioh|AwDi8>qI^vc^n`Lvo*@c6Wpi9tqTjlM+AdGm|{CfRrbequxN+>CZU&GMPM%uYDbb*W;Ng-Txnx24?mFp{xHd z#AdaGraD)3AclSACNCt~35er4VGz=FN+L1647Nz1ltK@p3t@PGB#Hoipo!2d);mXV z&=hUSLcAb@Cr(+uAM7=yuTu4`*SFn2&iCi1ia`I=K70jlRcLdEYA_+G64@jYu#D05 zVdB$1`v8QQm?~`>i!l1Y5rt?2&8OpSRO&$7*07E_?gi+^d2R}lV|q87RcqWRA-^QZ zG0A^1|C2FPsExu5yYS`txoKgr5{F#;H0qIxxcVUnieA)M5b{~v@0qy2&;ini4~xih z=n1IbB7{VunlEDNKYzchsMmlaV8>#=23(_f(4dTh^28Cu@6S4Q?Nr+0&D5&l1MU}u z^jmb;3z#u05rZ@$4=4a2n`M^U`Qb4{SY+sDb<4Nw*qH$lvx1wBbpy<`Y9A7AOyH}z zJp2-Ro6nFeflmtoqR%-b3HhO8k(+oMKn5I8^<}S8dEr*ypEdtrQ(KZm7 zxrIev7tHYAGF(hJMJe~0;cm@@5}5m>yCHq1p!^s_uI&Rd+L_9uL^d^d+(5t}P?RKY z=4?s>l3X{Kn#-#}KD1G8!gKr^9C!Z80HiGhz$bAM`CnO#GfE-<677x#WagtK#_Jva|$IgBBC3Q2z)fT%>Ro);!O ze0k|OTHY^+GheHsA3zK(dv)I+E33?-V>aD2xhZ}$IjaN?{0H4{UU*sTCGSiEb}>Gs zfxOa=30b>2Mnl>b&U>?uo&+4c;UmlVfQQ5 z2q@+Wveasbin3ma13D6abOc%qX?C}z&o>m4HsSFN3$9o1w!kvA3fUTp)nf9k0C)|p zD{gd2r^HIP1NHsDGX59o3$9i_h`(jodm5m#Rf7a=A>kAG>6S6PVs~=*>cuXl*K1K+Jb-md=wp`_aZGu zD1{hKm9c+$6rWE~b(Q&7bXEb+k!sT|kikq78YOv>gdl`E4|4YT&5WQ4VIP1$W8lvm z%{ayr^UN;?s*+oF5;TPMsm@DZmIM~Hl+3NhP!C`o2Q6lj3J}zU_xOTmXEcn-)Xu-D z5;2K5j#F?*xWv{5YSF8#J!Ku(0v>xv{xS)Kp?wSGT$v@2>&c4iB`#p^VaSeK3|!=< z$m?O>gFjkEf^vh+uR0Lnfn}PnADmXDs(eJvn3N}wTB3FZHPzrA)4n|bX_XiA zsVa4U^X@%@A_YC!bpyE!CNsaUdoO)2L(-@amdM^$X z#wl+8xD^ja#>J*>0IRWz@YePhK(a6j3h3f3j^LQ0{{XE!PDs}5)-e}!kO33j&dXBw z`cSlYov#zZKr9#gbMJ|lpeGwCHs;?U^h^n8V)_oX(=T1j@~1d^p*``@kN0}vM@U`^ zFKDBpkrnn20OD8SJ?BVA%tz`T5DH?n3h$Nfju(=cqfzPl%dz%R-LAl6mL8^!%Bxc* zvXG9CrGO-c5;%qDYoNCB+V$r`7TMwu+27p;FK06Da7Y6`~Te8dxEdB96ugvaeNbh0tpNtbshR6gf@iB{;H+?;^ zNM2(9A<)ZGeoqkAY#Y`)Gi$hwNS#Dv)qHo>CM#BKl1viUE_IMN5nkxz>9Gtu03ELR z2J=&rX`rB@$Wl;-Aj0@tLr8q@8N;yea{0Y^_ofNr4M_Sq$_cCB46K~bj=FJk-(&9s zBw+n>km+kGW-Y5*A|nx+hcQ%T+w(fOra(u2k`|W5rI(k@vP6uG+_5v#hCnDTEZ{)_GYeV zkh3fSPYiDYHC`V(egLLdQI|eMa5FwFurTU3{k70c#f?>52%XXzM*nFV{?2#f91CbA z`C372VyPKR2rBKKBp>`(Et{+*KGTI&*Cufp(5uh*arq~>pFZfJbO4bmx2L|b5)I*9 zhFTeRfHs%BH@@_FnGM}3P@wc~f|ku=bYdYcS5mB9K4>w?irbX+lY{Z*0PuZ>>oD~g zC7)R7`DLpsS<6t&c*qo{iX|#Y7@0r> zX;|c`UZa3-MkFNRVV8oj+XrfkVJ_7kh6Nne)$=tmP z$L15*985k8dUgD-7Y2)8Yd4e4J$`yp^*hu<(Mdfo<8ir5JyoxS;B@$9FUbgMZIs=< zYVzRDoHh5D62(+R(9WcF)?=nQh@9UP_>3XmI@FrVyQL%F0($r^l$mLgfA)E5wgVEi zF6n{O>oXLz-dQosM3(QHxU$$!k<3tN(D#V6_0+1VDeqxsT$>L#0gp`~y5VQ2^oPSb zNtc^MlNwvxD?DU;xAz$riN67ufB5aY7VbxD3(S+=6| zESwZ{m-)KYUOkmeq3AKJm78n*n8K>j7mns~lhVv+pNW38CO!bkrmwLd%|}9}LQ%H6 z1dKMKy#{(_KEL^q#cps${TJjkO@jONPmX9F1@mK&-ie0u1vg&eB)6n1BHPPxHEeLj zPMrT!7Q|;L&n|@V9Nh`n>3uCHj|hRbfjKeg_kQMex*<0xdWod-8mIq{Jtgt;X@7Om z6I>J}w!}$iC?(KTts&m<9&%+dv$Sf`V@{`&;>^5=o-&M&(*=xl;CUT;&Dx&dwW7wT z67)!q$GfMgzC}sb?Jp+fMBFf(EbVSno08WRR?>vaUGDWCQ;;3;ILPp%>dRYu3yjFV z$*l3Z{$uYpwIWQ8TUf6~p5DOAeZdU<9-=`Ut6yGna=nMREJ?anT+cIq7V=r(9Yu5Z zVctl+E$|>O!JwTc#!;5yx*7pX?XmbL%|yCW4A_a%f>O%t3WRM)zc@4c$gKfrj8Kbt>YNP#xA{#tkr#1dF|j( z4*aOBx9z{bjbTsXl+)ZYoZ1g^oWvT}TkQBxRrR`Q!=1NdxKNTT(I9 z%#xO|;WM+7^nX$cmU)&~vPK4_)A zP!MGdAS9ZL_i6u-15oIeW=Z)0PrTcNx^Q_z)2rBuUiFDEw5iKdaoezAVli~;%3cj_7FRD z29t57monk`Rq?u=>}pW?O!-JQPs5s2BzI&WB7f?HwZyxs6Ke9wgJ`$|`YyIEd!(2ZTdF&F!tSwr3>N!XpxfnEJl^SMa(n=xcsH~uS?9nc zP!Rwyx7uPrZ?a_5UfcF*|5hpNkDqTTi&bKw<;Kuy5g1@YfAcz|Q`{P&zlZw2zSSu$ zti}WSj{6StNQ#9KXtf*>!+wR>J|3or{4;-FsJzWvNQ+R_o`RQucnhYFIJTc(V?9Tk zbG6PuU~q*u8HQ%*FJ#=P?qZ%7eJbtH-U)Bunf8_^ERk5ZI`^ z`_K&}DB1h+lc98K4vtXgAgK=t%tmh^sXrc(E9ln;`0uNfzxL-WFev89l7Zy^b5*(p z>ySgxwio8mJHG#;k}`L5c|;E;RHF#ruzIW2^Y%gezO{(2o^6|Zn`v$m(4k1*{FX(} z1q@{3wXh89aOzvtfT;58YSYR(DChcTFM>b6i~|x?FzEkYP)9HWAbB7fFs9rvhXGOH z8*4C(2$0Ol) zgaka$8g^ZPzUR`SDBVL)U4%b=K-2boRdfqiuH#07yJ^ zKp3dFQdpckqqo^5-8)z;$^6+h&4`E@xoJkOG9&q%PTT?s+__sm4G20j=pyaaQVy4C z#IO$qs%085@fbD`t5zru2u>vji4Vd6=$HwkzwY}OM?~=*QN8T|FKKFzN4?kjQSQ4S;Q~zmJ18=HMFXk!JIse@3DoS7e+PE+-f} zL#(al3qg_Sn-OWD=FiP}b6ypx&F;Y$vkK8J3z_jBsWh+C*?-QR0zG7j=nDZj!Fbj8 z2OupxRA_34`To=@mR;=2O{thmeSEhTf958MbUj6NCkfL{K6MNJ_7KsVq5uuz)BJ6H z4-pch?6V$7VT)2Wx6tG_?tXG+q3`u zmX@Tyz9U{Y#Kd7lDsnyKPX7I$bt>>Mkqwlr3JX6^;A|Tzc>6R2hIu$8t=@g_>x~03je{1`Fo_FRq zXWsMYnZt}D%4YAi?|ZH5`qZ@}Rh8v2(a6wXU|=v6UdgFn~}!Jdbmi<4c5mD<|X)zL+mgX6>h zc?7$I^E(a(xp7_aEU1pJbX{Ozi1DC*VBcl`c?$yz1EU}#rQw;ezldCeuX)9P{PL(J z_&oM}Nd)C}!cux66Ejg%js`ldY!TXP!Xmgl*RR0=uJKDH=S#M&7yDNtHzPxteM-)Z zb@U?+KjPn5ai=OWB+gck%rb^`t~fH${`d9lca4jw%zs}P{E-pRuU?LnS^EEeJkK@r z|J(1PO}?vSYjK%%p-i*s*VRwY}ozP{lB){9P#+J|T*3Dw`o>-dIfa46Fhr6S;;t%t+Ri&OMt3q4)^^Um*M;|*F z)Chzku74%MtGI4D3Tk8uyG;bZ!cSz0`AoF2d2 zX1qUIYALpxt+MHkCfyxO<=O2^WbDs2yK~zics*6BJGt28!B&S+CN23pig2>ZazJq_ zk~DD|g-Ni~s73F?T#drx;h%3GcW0}=zfR}>k@59+>`*5$E-r3@z?NcX7^XTlrKsx3 zTF;k&YUxlkX0<#SZZ@ePgnoNb{f{Qs?f8t!gX1`CZ#cz$z$c!kk^j+ZWGiIc8*!AtP{7?MTnGp4FufOe1{V35YGuRnB zyE>Tv-spZ%j7Gqe^NB%;dFNt(wz}l0HhG zQ~#O<0TzahH(b$)j4H*4i%lhYvLA~HUcBwS>%6m@Doxd^Gz;ws#dmy;cQw%R2cL)Ai(<=xWac-?tX1Ux_tXuo3~5g$PrWHz`F8Tnm(LuUb7RSc%o;F^#qYL8 zvfotGG;0+ormp`yemo{WcWH213u9XraHxB6JMH^$Fp17y*2H46!t#1)+|sY zO=8vMzR6@VsIMSsm6V_tLHilvrs#XVolpv2u+~HXHjo!~gY(9xBSLYG`@`GQw7DFq zVCe(-TORJS)!*nBXCo4Cs_Q<#Q15sDee@3O_Q|1ifll9to;a!!D*t;mZnEpa%4}01 zou%WI&TsV*92Lvk7sgHQKXya~>qgJ+FXtT!&P>EOA11Yp-R`{W9G0~n?yj^s+U~0| zuW{7UWEoeONX;6bJk)lA`?W3-cc|`(x!>uDdEc5P z;xU{&-R_j@b+&n`yXuo62 zeEB#>2lZ<4;ida5N@3UD8~=Oduy5MsM%)}rJ-ez5gQroTdl zx0;q(pB{Y%Hbi|c2Tx9Vs6@=VB1~_57sMaV#~oYhShULoL9N@onC<3RZ%nAwtyBVCrqjZ6J z*U4f{O13tYZ1LoIp3(<;(Yqhtd(2p$jUVgzKRwjVLr(MK#H)Nc1nd_aKeHRooi;SM zY`NRb)%2YTbgCc5MtyRho;VRSV)p%$Mz7mclDNvHEFMw`d6if(ce4u8 z-`99{R{fv*a3%bF<%`~aBL_9~`x@BGr!R%x4U@}*Hj{~*1vYdV`&OpMl2faFI{ydq z67BM2%fA7jgviN*^=FQUV^Qpm-!=MNmF1gs1knV=ZVY@Gz#auXy_qt*YTrM|ygh?o-yd)-WZ4vb=B4i$syLiIcxP zf0L{_&^eSId=pReGGp&*x1?N{h{K5W2y^~@Pb@_&yJ4fC{|x9NWV<)r@K0|zTIkPO z?+%+{59aFz-bFuPOC>M@EWoiBmuTCfSaM}0D!AsBNUuPf{X$%SzZ2Zr&xx!vKW)Ec zyfQJ$Ac0&hdc=a}C|G9H!hEOoL+@wCfXz~K!%m~@c`HuBoj@(sp;KPS2wG1<^}7*a zB37Nhbtd?Xbu-%iUpS6*8l1n`$?v~0?~YD52={V?i-L?M31o{Ur-NdXN-Tx5+3AFQ z$FQ_^zB5iCIjIbfErE?Hg>|+8p-L9 zz;bV-ZJ9yCJ(=C^RnUjY5^avzCw8M|rtE>-m*M2#4Y=3XP7jZj8%vZM;S*O@lyAHB za1FajaQn%}%#$CH_HZ*yPokKprL~Dk1$I9tuy{k9k5661A<W-UYx7MTsS$x~h8zPpl4NZ-wkIYB1#FD|)gCG9jsD|Hz=F3no zsZnMiv?W@$g{udCmlA{u>l;gzalI(|S$0w(#Nc{^nGyvo+}Kr9X1Iphvr`HF-L}!xHNq z{t}1Z{4tsAN1~)HhF9^Du^-$K)0ZBzR&^|z1>YkQ!=C%jNHm9z(15Nv{7|U=UHR1e z+Rm{oaQV3b0$9h_4;=-JTZ%JSw+{O}w;9X3Gv<{V<<#mSXrp zCRtu3ThJ+Q!T$U-Q$=7S({)Kr$Q4*@`>~vaj|?w!{~fRBx|qKbgx`oUuEBD!3Ue zt$i&13-R~v_rKnKoqpC~?I{l3-+jJ*{F8k&|f6aS;e2cVRb*0gt?8*TlWF~HqJ6~9bSH$SAhw_mC=sUb(Myt}9 zt-Yc6&eLZJ6+udnsyKAtTj?(>&1H{l((Nm3bO=-G6~8zfn@aEUXGM@W zH9mu4d>e~q@z>k)oi%qqk?@-K#=LTvu#c%=i=4mb3_h4B)?~TSzZ&2U_A3P)iu-^# zRQ!7*RdOc8fbQ4TvOmWI`Y3Uqq3i&*__gFM(%+e<0gg7E;V+CTlow<2R7DYCk4W1* zW_)Fz53j;n`v4-r=EJ_kKfjTZz$5{U;PVpk{!&{dc{8I&C(BOM*G82xicyZ?{p-+? zZO{Y~+5{YyO0mcV|BkJ$Hi}9;i+34fH2s!-X zdVlTIaKoH;sefOaQ~r(R{6&dwb-{+MVj8c);fW6qU}oc%)5V$tM}!0y*RI>s&opz6 zh`UF5f**$h#7(xJY(tKQliBpwk1EZ3^e#K(`~}F@Iu=hB(QYf@{N5PceaKUx`s>np zf&zA?r7-p_Thm^CY-`#~oI$P%{p}+BEvvZCC2N=Kx#6^?lGCt-d$SB1Dg;B&=dx4} zH2G74+iSCi02)Tst9A^dt8|A}r^`%t4+EZHH)((C7Pi4lwR21;u+-EDSXMt*L-25; zy2oteYE)Uhzd2L76I|nY+AD8ccgVo^@mUaeS`E2fi<4MC0>`@;aLlGm37s%U^9oX! zWB9<>E3MP55ss^}%nV#X`_(1DuPy78&iTF{bVK~9fuFk80D=PogPEb@tN+;eqZZ0+=(tg zE(MDwWnVg)4lTO>A>QJYP)6t+82=Du&Z-=sS7S|chozk1l$Vb#uzeBK8IFC|ERI{b zylSC`{CVk~A&`;|3pQN0!Um)HUcoq8nhV#!(^1=mCGT%N*%UwDeA%sFAO!7bVDYiM z?ITlOn3>a3yBA7qc3B{O6jP>zztJVSf#Z}^krQR}5`ecX{(CzsvsfsNhQX*0&*B9f zjOu#GA*RFEX!rVaqeA|?I(@m^pY5*Tj-5+l(Qejj18q#`X)5rwj1(ewd(zAMQExcL z)ai2LFT3{cA8Z|{XR3<}!dYCbNOO+c8&_?zhSwVgHoY3D{_Z+jI9@f*Ec2~JHl+e; z-4};+39li@H}64fW*o8oAi^y!;6dEq?)ld09-~Fqqb0MQx#WFM+Em-yYRolo7O&0+UEQ!EJKP$D>)BhjD<9wEzGTmx9Ct{;;tu&IH8zWHGG}zG<%=(3Qw1l$!wM7A3Iz&DxCPgp5zInBZZIp z4uh}Fo+dlOu|zL;DO_pOBWb3i&vMe`bYRQM=cSH}vk(@%DIL=O$WORW9d#xi1+=v> z_P*Vf#Ls>ahSBjZGC;?;^f%_B`o5swY|e%RkKzm-FIm^Yv|>E~bp5 zT-Bsq(a1FCmY#b*>h4d4yJ5y-#Z_CIsn|!j41x}te*6>Hm4`qannWmMf+R9?LLq8MbRvG zHz#89;dFtK29=>yo}Ma^U<%^H{Xc*SzCVoF+$?kpIMIboRhHy2F*v^pb@J~JCrBEh zqQ&D$m%`A-8Dn4MyKoTTT^k)WW~JR>uwyD*8No=*bmY!Quc%*IAUrxD#0n#+SXjQ3 z(%7CaJy>pAK4|t9zO9wrC`lZ1dUAI={wq~C9`l6 zdGUMR=~r1OZ21Zoc8S*i&ASV~<(Zl2iK~cxLXmcLvCm+X{kazHM`eBUw+xj%NCu%r zEBZlbkuTlDBT$;EP1UvEuZAB%%>J%{o0<@s9A^drLhvko;-6H90?@w z{-uz(X>XCojkSlJ5Y+{qj~}eiMYRft!dKaDG(}hq7U*2`ox7#37-p3@*8AQ#Z^hZ= z0LB(|=3o%`(|PC5^Q|P$^P#BzJ86x%Hb`h9&En_b=*rul<=M!W4iG|rK&P0i+8ngB z?-$vo%lg~YNX6+Er!gVd3y5;)M69X_h{U<7A9zIr%k9x@wpt0MoZ!kg4rksGXLiU? z7x5%pd)tWyPM_s$6Q?omjZlT=-akBZT<^uL>li83t(F$+!S{?44nQAqVqoodleQW| z3t}|P7>j1#B+weG1cWTa>;6}(rCSF+q!JKwj}4C2`>ed@RA?16qg`7u%m;$V-R3JV z_Jd!~-qy)!PceW?QtolIRE6nii97jgRBDdGVCD3(-#SkwGNY6DZ@A@5g{l2kUA34* z|A)QT@z&qV=hyT*Iv7Md(dvVT@6!yGQqQ@^zOslCqdTsK1hb|=T(?JQ1{pX|UO7GI z6qZu|0rb)SWr@e@d;=$s(1)j%t0fov0gq*f!0RJ)wf9e0arTRi3hJ`j_1vZCS}VU& zDs|!o;+;k{pN%O_>NIyn>B5*!Uk$k}{zA*)%m@7t^MI)2 z={Cm8(mj}@>1OP4-nxEd^&8@;Njd+-1kloYF_?JVX1kWzG@~hR8 z#HORZTF7DboTOP%``ZrDL1qEcx~7H;UPOHl+H`2(NMa$gMGF<)eOR?1M}CzNpXUHy zCAwV_^u91Tg5kO814?=ateSQ}CoGQT-q;c1K#vqIvVrfclV?Q^sh8ZEB0*&)k}L5|7dU?EcTbJH-8Mw?r{zLny1H@r)2CB)a~$IBMF8< z&&CyJu?XZOdgp24D@EQ`(F`EHY?&RMPZ)!X;M5A=$*py9ta*}dqE=I@gPgTqVY*Q+ z9P=&gs%OLqRyLjTgen(TDOy_K>czCN2NKKmV#f&*oYa$&MZ@}`F87l?k-xC<+uvCB7< zV&1PL9GW>q!>me4+Hl)ONE}G-a?3fJ<0-RMwUym4`MD_0NViVj;p;6T6CXWOjYlVy zCJ61=ilGt0am?-KyyPQac2xT_Z>BBi_g5sw+!JUq8y*O$Qmj;@;tOlPa9j7T$(#E! z$auW258%jy9ci$(lmwGko_c9lA%9ag%kr3SQ+A!GD`TzoqRivO8J_{+kT=Fny8?AB zZTCaS$83~^V=uGxRdVcX5jb{#$~NBzu}KA-jDhXV?p7is=Z7CsQzYdd5AHV89r|$s zuFF;o;2)Z~uw!Afw5a1Q|KG}{XlfnM9l4ExjiK~i!vAq$tj*tFzEr0&qujymBQ9Oo z8c=-2Tj~bBaELH#787jRDyDKj?>d_*Gu+DvYcs?o;cORL?C*|wM#0f?{x+pNMn78| zA}vNWk2PMw)_IoNd@-e;TyA^0^y~Ec#JmS^BD)4fhbc_I>lI}AAOuv=Ib{~DQk0Vg zz~puP!dg$)tAE?>cvWDT>bCke(7pfj)qYtY@GWv+l5j%&Wd0Qi_Xlxr?lwXoRi6AN zPTqSaU~kZ~(BSgnW`878WUCN>CHeUxg9hi7+g7h?r8>LW)mNYBBR8Bs60&U0RGNp+ zA8G5{MN-^-(CJyN@Us;)oVJ}V6MFrb$+STXfc*_n~xuZ-7zXqITj9y1v=*SqMZa$8p2w{W#? z0(G19%T}M$XrlQqpyQB(ChvB)wD$YsRto=zw2}E6pgW#ETkUfnj;9Ik)CPu7q6>HR zMt3ZQ{uD>)axT#QgikkzY#aReY^PjV4I3v8#09MeNd_)P?||%>xah}j`s2GF`z3tS z@Q(@(i{Xq}A!E>YHn>E{McfDTkLL8gxS`uVVeXOa?Ob)GFEfg8Rx3D%;%e_Cz)Dr? z@z!;asMo&@X-%&0k7Vgv_J3*tXOp^$gOie=Y@5aW2ZLFChpM{8%+wdaw z?^bCE>ShUp7d=VB1_vLhBw7jl+C76)Vj1*%=dP>CSh#J0?EKjbe_OS@{P7lTFYd!! zi;qWxbA**>mR1T+uvLCNb0o_ZQ$XP6i+Y<#Kc-%^+(^{^hqYqH?wpUY@sq!jR16yA zd1wjB+TFXv10gu6hWq)Clo<2F5Srrsd0HLkMiQ*A;mTUe1B0? zWaS!q)o3|D3q)*^kgwl-7SYH`yXdL*o;^jC1S_JjT`k|1`6c-RBFY|dyNvaW)$>2j9?N|lyi z7Il8q19Eu`gpe)L@m@-zsqXPo!; zCKOKl9Y?6K1Evo|d6O8iU#w9BT;%svdiPhJtb;y2Zn~2*9z2Tu-ZCW*%>_qKoEXVD zbeYJ4^JHmnvV?ISJ{!9h`;uqhr&n^X@kJmz676uW5h^V$8hgE`)8-)Q4jnnhZ--tZ z!N^Hs2He8@9SPh}cD;~~WGL%Sl?l?fhfPQ8t29CCyyI5|x13(FsY<|zj?!{nwy9}7 z`RPc2izpyg%dpGCIeJcoln#7r0?QodZ%sjONb*qE)?m|uHh!v zyF8SsN^^NaI=N_^I81UuRZ0=at!ujjgyaAW_w%QsXb&3#9pO?&{#7%FGx2Eaf37m!KyW0<*0c^w&bD zJ$QNb>fgJe;i^{f3#T4u%}?Pl7EhA!_j~_m*HJJdj*iI{lNa{kA)Z1E==nQ)6F>B| zzbPcjflJ8NwZ>u8tO}l{#QWgqv_}8u7cE9lq&!xIKng9g==)Rz;9t=fV?W)ry`?sP zi7wyXVxaPAZ7QVk79rI3F5T{e)$e}fXpOgAh2-8iWr=!ewD~*t4g zt#7ZBUOxxs(PWXjJa*1{;X}+Z=zv=Agw4QataFX@5^-&^Xr$X|i~QyPqm0 z`O&HlotRz2<8Z-AJeGAESf&~PQ?(fN07L23-!Qk|km)kR=jtFfpo6+w15D?)Ki`kb z86iI?o#>$);>$cj3y5(#AHrj*)mNDoY1Pcblrk43;$i;o@o8y4NR{~nXfHSZK z+2)~k8Yb5fc#LI(^=>r7xI^nr!CdvbxMCo>mOg{-8$?{>8^b_2#C4*5c7yuABmmXr zgWrwCq7WAR^!&}{s|>+P^Px1pf-@>XN6F16;BAt#>D4&Wzlv{90IZ}3XmroaT3@Ia zP_yk`1LK(jnv-Z_RLAV2F(KP_J zh)|0AGWk=9`_AClL zT(7(%7C94#&r7!D`mz)t zx&ns_XC53L+$ zjQ#a*LftW$b?n|QRBgZeX*-=Jj@?<<6@BAx{K3K}LCmPeI>8Q`Zu$z*+Rt_Y$rcQoNw7?Mp)LoxUJ1vG$a`N}0+LY*XX{|iZ*XjzX^y8SgJb4%eQ!>4lY@&pOA!=7 z{UI>WiAkm<=T7UbQOXchg9^rB{6)rXt)QeN?%en05pozAz{y9q%r>~ZbAxW61&muf z+P$!ShAMw1nGlm6eU#SH+iueL+AjEunfoE|WlIN0q50+f6Lh zq^tEOWpbhdW6fKmP*tk<)DI+M0Gx8N0bUax#;QyEGT;`U2E)axP~M(+Yq{pqx7ZvRCNt(&hw|MaPdz|(t){vu7rAiKp3^A-N(9BC#$2XO4_FT z$WTS%p^ltgmW`S=uvG8#a_J*`K}fFgu|GzWS#qijm1-v6Z<6fo^2mY#0D_%{&+czr zpiQuRSps?_WF73}-uPVs9kj&Q|3MS(H3B`8Yj7SnlV32Lpwz(4RWTt=1FV;=ZCWFqFX1Kgb{BKYOzfMu@jY?%V-10OY{Mqx29xM zqyhw7(m5a9)oP|)yE>z(osgNCxqJ7IL#E2SAiSaK4nIM&mgL&TD&hNK+~aheTe*p4&j?MhQjoSyr=*s9B@atG{3zjBn`%y6j5VBgr78zh-&gU z>aV~m?2bgslmqA>(Ugoc8ll*Uh)Gq_5JdZ+)hsL6lpGpHIlM3rghCKNZunsnX1hE? zPxN5G12f<1f?BL~D{IQ?$D^?}y-Cv(H^ek~dm@5ML!4iOGxbc=WO@5`sk>uk^HRE!RdC$ZiOY^+- z4Fg%Ib8A1|FWvWm!2R5~=xYHg%^R1C1Uh+Vb?6EZ>r(=8+P9P2L4E~;k0LO{?|x_e z`*6<|=qpzsVuH;z(=zq#4RHfBb=Bzq)Ve$+krMq(KpAKq3RQy^ZP3u}qrDrDO|&9z z#^7@NpB{^WJj?91JHf32LJTc_i<`{(Kfio2t^FRP3Z z(m^`sb^FdP(5q|!uqn10N~57%u6N3}I8;+aCpJ*E7$61#Q7zzHCi?vW*WnAp&LK6Y ztpBzt#Jf1^yGP-~bLPT4NO(z#)9N*W_2Er%cw_CEgJ#VUN>Z&IVfGR{^qS6c%ps=- zP$LZ)fjHWWAu}~4BF5Ict0QeFqA2hIjTIA@6BL;V?q_IDt6gfTJnytXjPi?LW)?zv zBThVvMSQ6dqYkSqg7EgL5;zi>+8={`S--~}xt z3!tRK@x9ik$Gc*%8<`!Jn({Uk=OhH=-?c42vkL@V4d>*Mf7?Hu~Sli}0HP&i()(j3koiHlzU4WV87KNNadQ_pxuTD~{v`bOyhh=NZ4PR0Ji}1Za=3>i z6e>L8;B+uh!$&A8QIqc5?Clpc$OQr7=VYgf9TgGZ;k=e z3VN+xt+`ME3Xwv}#~b_z3f8x`Txl`1dnhR4LsO`;uMm<@UY&UC&s1i<+@RLqvFZEt z{OvtT$L3ds#Ei3i6s$`Hggj6=K7XWwrWywss!Gc=y&wlXJ6LHy8*R;=>2faMWGKf= ze|w?!hg2|Z@@sM+1K7Z7=eP$v=_u4=ibRkL9O`XJb>zrigGsK4KzWifZr z4HF^3Z&|?2o5I%R{OamiRvl#ybce0=!(oU-bO~gIm!n1%n$edq`+fJ@_>npG;7BCz z<@DGnWr;Q*l~6e{7D6_%Y5;^9))ADndpa}CA@$6`z;z3 z!KRdB1Uj77@eOIZkS!3JllJlKZ5$D}J2s7(WDT42Mh$lY<)u|9SRL}4B!6XWTJXD?@QFfz4!$#x&xZP`xb{6L7va-urgTSg9 zX#D7WPfbUyEN7N@lV~u<%1o|$#BQ7EQxu9eJu{Z{UJ6|eE$1;crRdMai z_T{4IBN(E}MnkXzH-UgN(d>0bk0Uu6RZvZ053hvNM@b@p-$BV8fU<80?POrS!2i>8 znOd^!6<`Q`i-?}oNy!2%;B`%*Ty&`=$a#IkejYRnfK3=0wVD&rnMpk%##rDJoo(dJ ziNL17B?knMPfLIT9J7cMBwTk zf=EwQDv9?m{cVRU;C&9n+#{Q7(9Xyh{|2TTG9HTP?DKo-@C0F;0pjwcFf92nM z{A(*62uQQ?j^NIv--1}SMn@2$Qgu=<25p7(CO)bC`IT&Z=tq(is=FB6?jf0Px){Ny zJyia$@a+*YtQn%vi5v6wS<0L9fRa`;Rc_2dEUX%W24NnHu7y⪼>wBDVczxtw}Jh z!zNJp_S@?S&_3W4r#GlaCps8ve{#)q`N&bn^%#WvaFqz#5=;qZK)W%4TbE;w3)#&i zP(WF)pj~*EEoPq^j?Ln>`Nc7QQVur#?OEQ7BHMO_EUE5BkO_W^I;R7fw(-Q*%6|@^ zWK>ojBwLBwV{cS^izKx5*I6Zb6LnLB-zSi^)>c~tXi{1%OgtUn^DRJ0Bb>R* z+U#SVM4@#wL-zK&NVKYzgO_B3qhAO@8%IUw5+&6Il75mAg~BpId(^~ls~Xs;Xrk0t z2obSQR2H|~8XFx#2d5J(_K8oVk|{I}`)TVq);ae-?mcgjb5P-hR>t z@OB4#-!}Wrnt1GniC4!&c?$GM7Mo`e!BD;9DV6*b$RNu=Q1d#C#lJr4&V))%?tgmQ z#IHdsoOgoRV!rMDSp-Em)M0f|tXU(HP-@1sYih;Q&Xb;|i!@Fc9{(S|YT^XJD^g`T zq%`Q=m$3lBY$>9DU0{b-lyYe^T804Pwm+lxI|7%k%N)>~&plvA{eaU10<*?s@h0&K z^qGB0?2vGIzby)Ujf4IgbT0+UAiq7d2R1OqMKe%6OSmoj3qiL4is;)SAflB3+#ikdLDB%DCp&E3?2}p@=fzGc9CUKw^2KLWpU>cMF#9s{3>A;0H3r%qc z(Wsy1Jy@w*-~s$?FQFT*_qPcTiVmhjP(gLC^==QTfd zeNntSmLL8a48TE2CUkI6bO|Vfnl0XLlfX*-2}V9t2TDMW6`H2i`)QNp4d(l#74HCi z*8tj?CJ=rn0N&gP_fUWyHLsay{`Q7v@;vTAA<3P26$)&KCBS|Wy5l4p$`sLFZ1XpU z%7ep__&60n;#G(4{ax_Nxyjmf_J&CeN@QEkKf$a>Ayltvxtz0Q26=F!@~vo69t~gz z(8H%QsnHgB$80w0$kSP9{!6&iE2U|`&4Wbw3uBt?$JLJ<7O9@bP`}6PbX^VX_r%f) z-RxHj$IT$L`+6MA+~Ajh!G%{=(~|(^KqJT%ZniyBjlf*BZsFJ=q? zt%XV(8(`8d30Nv!yo>($9Wg8j>A>gFP8V>%;=@$3(En-kjfmZ#5KJtt`TAb$PVW8+ zMK6ZjT^g0Y`@(KW@A#5RWdSqIbmWZ&U>=nMpG08rrv97E^38j9`~ff^+d#tm|86L}wL_gJj(?EtZUATd zPqfy{N(NqJ22ehpOapUZ*52gokU5fNkK{=au&SQFdwP8MqsR}2QfoP=U|HcL5F~(E zlV~#Xg`vjUCW@gHcxLV*fbZR{Q$7eA<|@3{Uu@F8F$0_%OyH_ju>%(k$F6Z?Z~0# zgWGnL+!`}M6tftITr?foPC1#A*B+#=)0;T z%7f&X3cjo#Cr0#e0TvnWD>1+O8D5t6gTQVb{bUq}M#%h1bE&-TQ4b6{D#uWY=>>HF z^>W}p6T#zbQ>o8r^`dlJTETl3Wz^6#QpsmY$y%Rm!5FB}*k)U63Yc&0mt9N;|%T&MPnb_iK8% z-U~3>u;4IP^J0S6P*;0oEe3SR*Js+((bUW>jp&r<0ph~l|RWNW&W6m9X)DlJUV z2uMGP1Y7Vn$RZIET6X58KTFp{llvbV;tAl6ocPFdzR`(eUn|}hDLqrXzmCaB@^OcR z+~lyJps|A?>nh$z+Cdx?E^j-zTcXOPL2p73j(w+xsY7QIfZC^Y;?;3 zWWTrzEJ2rgel4S}VzD&J=+qT~YuZXw{H+zB>lHoYXv;_^THw1Dp04-hlkwXz1=6LR zvg_9>!U-bir0@gdqJfZE;}x8t#fhp0@)2mH{#a@&lj?=S^ZD}F&`&w&6Q#xJB1xHX zZ)A!q!64;+HEwJ{50JzUAYA5e4rj7xIzxv$Gq3|s!Z4qGWx^4UBjGZ8MIFb=&W^CX zIWY6+X#|em1|;u@Dagb^Tx}gyS0j3|=q@DBnWOu>Dx2Vl@+z4Fu#is&6R-x)JhARDP`TwddrmniM!eQy1f*H30dc@{^#k&S4LAUwT4Y!90kiA( zrfHu#&PoV8oGkfrdr-GbFW7U}<1$pd4){-kn3+k1QhKs1k?Te;0EaR&{Ecqb+5d29 z+8;9#Lap5AdB>8;gq-W>pt>UxgE=rs?bC)_=Z6M6Wsk${18^8w=|);2nn$#0;*Rc8GK z7%7yCi%TuA(=3Nqu9n0fKppYSlp$Cc)lPii0{}e;A3Xi~oA$ncXc%CTE)yO}FMLPt z(f>Y&qls$<<22wuAdQQA10Os@jr9*ni~om>*NM5vvBEngJ~A8tK$m<6eZO;ZTmvSJ zW?cV)>8dw1BX)WHrqLu^qK!b1e=%_el9$C`zZ3x3I1lgn>#uLWzRCqmw*c7WIdEc~ z@4NnYF$DUuF5m+vv30lE4skXv8)gQ;xsi5k#wia?(SGbd&WNT*<^)Ml~K z&H3(pTxAk4a1Cn2j8Gr{e62PkP?SZ7SCpXDGoqIrb~)M|Oh7|FgM%4-e8n!9XJ!V5 z-SB(pgdv%jcTInmSd(6@U21>2K)L86I2FZEY!1Zn0jS>^cR6I;Y4dtu5GwQmo&5!n zsxb#9iqtn+!BjjA+z=?GC1BA5%V6-)87U1a!9vGmZ+!l?2QuS?OaiXrB>3MapETo+ zb}-z!lo_`fJ<7R{qmT}OghwF|1l~|7X#;a3;SRW(MPPQgaC^|kGm#9v&XX4lO5VUO zt20CL#@DOC8wO5kF%XI(-a~bpJHQxH#RUNR|I<7r=-|3;Pd+q*iWesIzrV%-$3G(z zA8CR=SLaY}){Swa6-Oz?dcJp zR!(L7Ob*#2mg?=a`{Tjcb*dFCV{-V$zop?Kx>XdVj{bND5(SqV$FMY&#%HV8Ga8cZ zcdO9-r%N!sk^9FOz%UcgnQ?zA5qCvUGzPZZ{y_MD+`8U&{&;z(@yFn%b8;F_$vI)n zA_q!&WMr6Uc+$P?hQKGc6cuYemA@z~0jHx_&}sD*bptTiRL2<=Q>d>1=|*QXXf(FkVz^n?@x(KP;4q*1gz3$BXRU(wNfRDm~(!wGTXLJMU`s+n zD+Leq32vqOb!E`ec?+Wd&JWXZh)A`N&!ruo%>)w&eDUA385sb0tXXBzN1xLSJ{ZD6 zFq4CfF6=c(je%#%1nI9YE)fZmzyJ5;o@ECQ0r*u6N=qS7yI%#Qg7_M#@>h@^F9rya z8MtLM#T|L?4*+DJ1XdT_>{vg?Q}t{9or)zVB;|NcAJg5EfS#ae1P9Z4dkIuJ_$BZPdY zttH5M)xwCcnvHfy|5c^Jt)f((&~pmfuee^w3SjyIffihHX_pXu6+B4_~bxqvCS%|r&+7@V#)=z-vmDg#C$%uyOpT{Y3MNmYh-XRB0 z{YQjWgn}=F9MdeuXWAd`)9!+xG6(t>;naXP-^Jl$y_}Zu`%fy%HZ-KcumGVM>M*>% z_D+B)S`~htCSVh>ws1$BenixTPbO;eVY+;uqmiEj=Z%)>0-o7Fg)RI5ofmrmaOZ%2 z#`;^}CEoTQh(=6oy*ktXKk+QK;M7v-A~wn#l*>NoY}KLBdhh-iH2Qr&2d#SkmEAI7 zXBj=b4tydKH$)}ong^5bTXy}*PmqI@XeRmJmplA3!WH^MYf$R{WaWdCjBw&eJ`^vW zmoNwq3M_zd>4kcc4mat0|4WHI|D80=BKQ3@{oP+Sg&#rSrpw+gN)9iP$99L%`}M3~ z>(5pi&)}j!AfAspiDFNmkm3H{Db?ir1-B7$G2h-O2kH?q-R*+x5b-&D3?pH^6QqMj zW`*Q5)f_He|9B4~uZ;U4E<)@tZw-~=fdwDjeU3gb7n6ZwVtxjyk2+MphcBoE9spuW zuv-ljNe+xIh7hD6C*gCdhc0UISJBKi6nMQf%wGyi_=O*fSy#%K$k@F&4sElQ4k*jP z^RxfH8^VANRCMfYsF$~W?lJE)_w|l}WX#*mAm#jEhN2czu7V$;5A-{n=zbu0eaCCo z!cfn8XkpUc0e7-UX;OVeht>H{`}*s_fJTsB} zv6Uha9Z)*`{cl43#fOfMx4YCK%IV4i{J@OCE=A2AAa_54W>j4rL~5&}6}^M%h@1fc zJ?U$N{C4BwyC62q0VxL3IDG`D;kL^!=z(%g8pA)ru?zO-gi_THP*-1;Qeq!8BUf)V z7G1Ne-V8q6YU5I`bY4_rF!`SnWhzJE2+=w`85I@)vxm#!&ZA2-DD{@m+aaP}bx>L$ zAx-^IWRp6cY`#Ra2FP;+oJt)X=dzk#ME&1J3Y}UvShAiej?1tBFp~FzwnJ&1DH1lK z^r&5+mC6B8O%9+i*~pDyRQJEa`FO^bO26D*hBp}!l+>Y>d08yfBPZx{di=5nSMdK{ zJ;BZ_RV3d^;cxA$zc$%43^3bA#0}93p;+PMTqy{Ksa7RF(G3txP{J87Do~e<5vetj zb@p?Rv@sGoRKjb^%6}gx*745>L0*RFmA;R!4uR#EJp)KJP8yLQJwPXKj9450noG=j zf5j6&;m<&h`rVwFjBKKWs*KPccn!=%b5`NPyfV7nWbx_m&$C5kDLnu~!kskj9JOme zz;Z%2W2`|aoI$k)hl?@(J~P@YEPgoq1<2XjTN}%bq?cMt+K0DG9m-Ysr~SX5j#M9A z&H`wz&*!mSK!sVuh01>WKrh;^9Q3Wh#0wX{n}Z~Dyawo9qb`N?7m|8D(>=+X(NW`W){ zpFx0SX~o@CAZSY2F)FJFd3BS;o@#(T0B^Gz==oMJKw|H`d2U^4W$+9pf_Nd|QHeI5 z{CoFgKM@G_bPr8Fcs*G?lrXrBDD-Y&h5)ia0e|x zmC)Fp>u?gR4LWagbu|kCQcPD|_75)`HxvI`b5LUqc@sfJpaC;bjEMwDO&@|R28)MQ zHoSVXiMn&e#O-?&{lvjj;FXj8vM$3lxC=LE+r+}i!F1zu!Y)3+3YVY=Hqco!j4uDH zDEDj$1Z$Bcmr>uIq0{C>KL$8woHL&?2%Rwo&&2$b{W#u6@hr{FZ#Qph#&zks(K5 z#5VOGfn=0wPWmZuLX6JC)BOienKsvI)qryxEK!rZ_k_Zx+@=WcEeEQ!i z$Q1t0h{TJ@&|~px)STDpaRupmu`Cphcl2z$F%*^$H523?>YM3;0^#qTpu(h97^p`#UjRaz9?mR%;&$SDtFkFef~HJz7^GTlu>shx* zn&93w6XM|rqlEyH_f-5=424m3BqtmI<#Wy0Gj+>tgr@ajZ4ZDrs`!GNfus~E5{#Pz|{JYUCfVDnE`X=a~qU*^0coRlU#P5rt{%!9vjLd8- zNGRK(`McBPxVJK#1JG(ZZz2e3qJ0Uq8v(_?E64+x1b>fSebYcYOR&fy*xTSncxiS6 zK5i})=qtV8cq?@L-I5No5sP*Q^v#&^|6PC)@QXwGqS8aC{;^ZCdW_3q7P$b|Y1aGy z^ASOlc}dWPC=IFvLS=k}nf4>_Eq7T+I&7gDp$T_8cIgNHBwT$hAiN?-4^cvFN1+GlD9Qslu;+ zon{QZ{GCrBJc4j0avnfvAtl$}dM~G1LAi?5VWCWb4n7KvyEQyctMEEFb>6lm6f1WdWR|9$VUzZ;dp6JtD$n&g3Uj9kZA+s*Le zAoi2l_V|ZT(-9q2~U+<4CScdPl1<{CNrS7N+kYl))TbmdxPxfnpYy#G&4cFvC8-3UiVUQ08Uq3M`?rj1nS4IgQJ`dO<&~gxsMCap|7!3L zq@kYdQSJC3Jj}>QP7$l>YaBs{L(GIB@dLs{#6musQ#Rz>TKII*gY;F zr@s@&@ew)a-Y|B5e!6auT6R%25F-(sWh#*7r;3ydF1z%bLBBTvG0FujHy5VfmN!Ts zEAR0Spet8B&%a&t_!bF67tP2I%KiQM%bwW6E@@%&rT~-kCDq@6i-P#|)Ho;biqYm7 zvk5juVMgrL^>dI>nFb1nYba^U-EK&HEwuKk(5F`=-8Iq2zRbZk{|cX*M<`4J6(1bRNEG7PxcZKDc*?r&iaHQwkMPdzV<=pt*{0KB!3aP z!~h7xJMe*0MhlTUxB?S!?apq(j5JJy3&E@mLhue`&MT(~yY8*eX&F=%Z3mytY=*i? z2Jr(Z{jT|UiZ~zK^TQVK)@-`Jf(Cyy2H*)1A)wbhvlrb~kYqUU40C*+K}NuPDdNLK zVy?E@A)rYO_E-Zpjt0H}dn7yZ`wSpz&T9EO>M3u4bZv%5LF@jFomzY`~oExOd;6%e^=tT21Ym5oj3dh5Sn+51YL$Qu)%0l!feqXo8i-p$$@{T-QK z&*JK8x{dvbWYExr*)yK-H5jypATtb93E{qcIhYAxp?o#ru_GaCScHJ3a8=*6=XU&k zD}Ejc+shaOtIJwt> zfzOGH%VZtOmy;n6kR~lta2bdry0>$7diS^}?FZWcx!2i-o}O?afI?{aYlpj2pD&=? zg1$-}Zhv(^cwr98e|PD98N{KeXDZ-TSVg%LUSZ@e&XtZ{K5Pdu0r;DS*~@&u%+?Qf ztW^g;1`b8?H!?*QD<85A8%P$MF5yw}tJFx7sA1*)$iB}1p;2w z%J3w#Rbq7eu2~gzLG_pnm$Fb?g@BG5v~NID@DIZy{P&cPtaj@ z5n6D@0;+mA88_QQ%BKD}mQxc40UDy^Mq;n9E8V;Mt_t9%p9FX)I>=y0=m*X7ogx89 z+;lnGdmIb%_9YdSZ4{J8FxKq+Gj@^D0ZC^pqTGs)JPmRMpI)jpQ0qxipx0HT(*^b#Oy^^bM=3wG<R<6j?2HG(IX6|YXJdedj1XmY!G|H6rJu~Mk*Y>_H70JQL#odBo0by^E3 znIe!1G=RrB@67}PqV{73dPx_wi|1wzu|p$;H3*-*JZN=R z-$K;R48%e+ra-r(Z#jX~WZgZY2olyvW`K4gp=^tN0Hwj$uyQ`YMUYnuLq~iZFigz= z-z7zXIrn=E;yTIFo+yK&A_hs(*Lx+w#yjthe=kw6W7v}L1oH)=RE;wA0GN#ylqOF1 z8;-hSm_zOrf<28HxQ7xB7}9Khra~6wxa*FDK!Gyk*U-RainCe44*+%6InlujCLf00 zqLbB?Qg=ivP_u;~=&2#@J4-{m|+mx8U-9iWX0c0 z0vh|0Q7AzPo!dxS^$v8-TAYf7BcO7=cVrt$$=9?ABmAOW_#mHm^G0%=I3jsI6MFRX zN_$NUC|X{+H$~B}H&n5dSlC!>e;zb=)oN6kL!KZz*-Bqv0Ov@%z%ji7o84}z)dKpU zmGisJx5HlY*&l{qX8Zy>WDWLKmAZHfHBJln1KO#0O%$vo!{<_4B8`W_fisWiq|VP& zh@zuq5({LB$>z>UWS~k{PFu?iNg%SSv}s>qpf>NHMgV9>?|^icXfpYM+p>I(a1W}S zo&v{rFE#2H*+mT8Xk$_SY9DK#Sf?5EKH$(@rw| z8ao$9tKCa0-M6#Cu_`Hf67VyrY_!0~%|0KkW#}24{p+w(Z2i_}?Xir`b{I-#-CImD z4mif2fl|C5ltg`BCcJG%j%3ia%xZe_s5_cF7H}({d;{LWXs zIicISa)OO_OwP4LVCXwJdB;8b3+Ou?TEH;vph)Ywp(TTX<_#C2D5H>dU(4U3I^^rL zyF8nro_2}N+20A}y46~UFL8rDq|l&6T6u(yK-QrdU9Lr-)n15EKUsn-6NOx_j;Yi= z()9Xe<6GD}`_7<6({8g!5`Ke{_aPo8-8PBCMQuF!9-stNqS8MW1snBRizbYE{QS^I zU1^v`TL&8^rjz0$9aFzp%#&A*ZqZzw>4NbeqrCgH04Oi^^1QtILhb#D@4%?ZyWj9&* z5Et^^YG3@CvgCmrZwi*Qs#@y`-xfw(n0Kp2kRN}wCR$KSoUZ%vpW@LfjUJaE@0=k! z9#;us(S@_{^~>P~6*w09i-SF>n5wVaZKqp_pI8{usiill%j$)hAX5-&6M=J*aE|@D z-MtS}o7r?${>2A*+Jc0BEa4dG*enU_Q*z|PilfnF=($<>YjOD@3EcRX(gRpcFIZl- zs`wUGRkhf(O*44VprfhJ@xz*K#<_IrhUe^R*)}V!^wCdS^5yWX47Lq4B=4!Yo;YDN zgPjBQGh+H6F~KAAbqOAGI|57PC@0CVysglu4Y(o`W<5PZrJtgI+~Jq7(;8Mn8@JNW z=1UTtS-f`Q;i})w@Y7a_D?^(jfn~B4AI7Ewe09rxyhT${yeP$x_N*$&0FSrmdhZ0O zF}v3+G8b^DH27pp<-IzFNQry%?>D(jJjl&@Wp*EPV-2;iXkjh`YbPdF-lT!VYWhXG z4L+SXoBr2`VcXL1>a~|wn~DX97AUz$%Wuw6qZDX2ntA!5_rKh&Hm(ZvIS?MDyosSnYpk60R5}5igy>dAbt^cO4GJ6S4!Ac{1^NNe_?2Q#J3!i7(dNbQQ z6a@uBrJEcA{D$%+=p)Q|c}zNo^&pB<`jB}|NavDCRT{%f)r52O9*=DSop<5Sb%a|a_loFU$%d7gJ@G-v6DN%`?tS!lJ_uJB0KBBc1oOPj zc+=1tXryn^4olS>T* zCJQp71_0<34$zO#QuaWD6+#sr%611mQ8?NZ7r`J9Mz!^=RQUsc3nC3<{&1wXTB?a( zYnqC9g2LJ)D93`{FR!YHsV?B~GQyW|m@N6ExEH{@E89WR7lVue*S{jeMJHSLe3Pmp z?c;iv)ES4@9`_teLchsd(mbw`TMMRxpKUb1klngS#_JCdW2`TZA8W~LtKe{k)`wQE z;nF~7RAlAPbiboA)tF{NH^3?Mn|sfe62NF4P1~%(TrgwKG$Lv{#C>qw-H&9SZRz2z z`{VKlH`McbLn2<`MSfS}f10vh7)#|r2o8;T|P01)BrRdunLsqc-C zcBYO&n%M_J)zQc<$`nQ^#NRDz05MJ4;XjPT?y*0`z}F=Y+NA3_p<)3^Jf!c?cI^4z-k z&kFbNdr*7KXw=X=J#6pHYzVU@1Z=B%?zNaOmCKf@f+XqdWy&=mriOn8UiQoS&|$!{ zf;WIZ-+{#&<0W4g&cRhCqZMnn>Oc7X^tsmrJ-J(`iLhy{rX2Im-Eto9l?q=UL5C!Gky1lTIXB$y0J^+W(B3Pwc@c z;0(@Q8W>O2)*PQw!#uR;q$-0S+lm-0X-8CJaT~E!ZiDQnWrC0*j!sZS&+CRuFiD#+ za2;{;ngwtq5k*Dk2(G}Kr!CSM?1O-p{N6*DAJBZu)g_P+sdC>< zskJYE%j1RKi?+eVC`A!B63eBfpR_kbo4@+aj3 ze~~6XR)&P0!)bWgI$Xr2VtRl->u8UQ!d7PCU4J)xr8gz+^v&C)L1LsRr>8h$=g|-{=K$0{7uc=G8}ble}|Zg+gF94)XIu zuakeEdJu49tf`(ECQT6^5!u@<%0j?|B^>!IxQaQ?1wD|0LW=SeaB24aHUC@pWQ*Jp zjf=qqM>e{d0%hJ`%9FeJGvz8|boT-J$t2zl5`xS_(1G_M=2j%OU)=%-OV*41qBQsd zFxB=0>O$BB8xDd;KirG|=~&_M3plQmWBk7#3-vj`0r314?Bh;@bMxXJJyN%SXnG>Q=XZQWbVxzCy$#`+K?;VCG&&k6eZMMh=r|FHT8MPU&ZFpj-rBM7Fa1lsm(S6HZ#69|4C z&tT{fp}($MmX`ohZ5Z!fEjmH83`4BdF7g}vrtDJ`hPZeg*wd1u^O;?UI>>)pzD~qc z4I~kwl&`*mq-jeiX1N%jC!hdF)*Dw4u(TC%H#sr@P8}|d zi82uo#|uE5D|Zoc;p|8fw-BZ1BLj>rdO>~dNBDUWFDUDigm z5pHOj!N@VyOl(%qQi;W6`iRUHgfI`oBb#7;`!>kM7SPeM0ZWK>0R;VlH)8@+ zsd^(M@OdY>sE;DiNx)i$cyOY&0%ni{zfjA@6@+C)M&G@DxvRQn((vLi{RDFHHxrxA zydG%jzkfpbA}};$BSu3or}@#}^F`v%4-sk^=Iwq!jr)K_Vty98aCRMJ2BMySxW8Zq zAqf#rVng#3s449~PvsWYyrdrkzr)?=3d=6KiY0*V^)K;)1-4f&-I24T_#gA2f)ID~ zZl8Xn3fZMlNqV}yt43g?`z;33`yaqBx&)z5G17bheY1nV*RjElvLwl>q8Ho}k1Qx@ z535y&5Wt#pkea+p^>%6~8-wuiB*3bX@WI94Y|XGi;-TL z*6x8dK(*9DsRD`8iiGzn@J|Q8m+_`RNkk&U@;o&pPe9@!xvF&oe6wUkMW!&IMv3KOX`Xs-JyYR+WE?z*DW!CaJi3zxPx|oeL~2q z6K>hrKhSm4Alo7a!>NS|X5POsaQtN5-&zcgkluL+6TdU?FctrXLG_R-L_{befB}4{ zr`6zsiv;pfbbg}JB{vf=j*?@rlL!N#KCcDxi}EjnFpiqhN*-@C5RTXZ;V#Lw4Kfzj zPgXtOVy-=88NLi>)e(ZX28%)Xp|Y)!qjuY19q`j4y>WzvP63sfFd$KvO%gp17e7QI z2m9v-Wv<@d_jl*5U|Gn>W7E+!g~P8ir91(T{TBgi!rGVgHDB1}u3B`d^Nu((o#1wY zeBoxO!qY9Fm|U5GN9TYn)8TLe2kP<0o_H2p|tZ%1q9k~8kf(|AUt|DRh zoo8;val~`*0dgJ*-@3>tm?l)VXR1O6b0J(|Wgmfj5Gh9wL_oB4$=Fq)T*MFta{YSq z6>-cFnj<}ctdV>utWBB~0=N6YxRj&bXCt3&ShtN6D-S^?LJO^qqgh*=(g4XiK`Ks- z?AjiAd%(LgyE{MwWv2SALvQsg4Nblu8VJ#{^M=wCs-HS$7kSDnYs0fqxxD zXvn|j`7`N}Hpnw3P1M4Ur7bT3Z_O9=g8p19^KZ+5wdvh$ZhQyqUz>QjiaCf0q>!Cc zt9o2|zTfuM3!lOLHinTX8Y-U_?sc)5<(Pit6o`h-`AL_}gP9DHteHQiqg=3zgLLkc zDrQ6=8-}v5@BP>`daz+F<_P{OEkauzJso#fq-%Cwp?NDsaZV>bwV&<=r_v>w9@LhH z=O8*Js{mBc=e*R~slHRctAO5!gz6^pVJgrt_4m~8o&{)vUXnF@0u`Zf09V})n){hudx#;dv^k3hW`P4d9(d9;2o zA}pLE>4j-BRuaVkHjibm&fhH(0rQeOXIZ9=eb6=!?G!ONzXssl(wLc(dSM21($iUp9s=05Z-qWY_FnTD@H``gQC_ejr_&cF-Wad&x#>&%amYI{ zp&~UtiIEZTHh>@V%B^liY`oM`x$Ut@`&LyMmYh*=9Zo86U?J_o%vH;5KY>=vtdG6zE<%!e%%FN)>sBboy_6{ z{2;O8#}14gz`Bs5Z~TGFh;m5;jFV0&!pwDBr1y_E#nBdth>-7gLvX0iPXZz$I14U= zTA;VMwz7u)BmrnU9xo-cRqnCG^<4-sV(t0?Eo&%_fCl7VSb{X#b$6kM`B7!qVvB7e zx_tR92hdElxybOTGo#%TEwyyD?IyRcfm|AhSJCFB`(kYnF;_2&^Qf%$t=FFD^N+gR zLuAmMxV~t$y+IhrD68@oGYAJR3{z2M(3SN81@+Ek1<1BX^9Z3We;3}{xM!qQ+gZZ6 zO=Tc8uQ`4((U+~kfhGGqogy_Cw3*6laFDJw9`KVY`olRLadroU__c96cl9u|Rj|1X zYN$GNa_RuUn;)-0kKFngrdeJucq!tR4`FN!_P~ub9#aBML+$p-)K|9|7`b`Hbpg#b zYatOc8X{FIZrl(qmJ{tLtM&O)GPuT_qO{*8&!sc%=H7UBiA&>`= z=^*l@&Q(berEq_#8v9mC;D$q%i3EM|GWlP}tqNg$SX2x8(x1+h6v16UnVA1Jh>D&J zgKM}&BKV@5adD9meH|Mvo4AEwiVeu)k|z3rj!)#g7+cIk9GDBTvV;O3sBOs1fh@=D z2X>#x}qy` zkDm!QAuFqJN|KoZshWpS0M5_ysoz^IG0cuPy@64(tP4(WwpaZXfq!2=1Y;4>M3H!` z5#N!qA6J^%_;i(@_U?*Pl%b7`QzNPh2E1iBZ5HMs@IOQ*SW!9nJdV<~Zp`)0+m?5O zU>BQm8a@DR4)lCm!l*w%Ssj9P>jl{6KEjuMRklaFc=?JX$J7{Rb&wai{e2tsUhdTX z?rYh+k6j9I$5%9=K)pVKs_y>zR0}h=_!$w6fAVtF3DyxVr^zSV;hzV>dwdZ$B2*b8 zCc==$<*ca@_d3>t-C`8-tO$FQChVGvhkwG}X}QS{xZ;Hyk!X_Izwaagt;O_(Y=H1~ z?0-hJW4<+4{N~?IQKIxm|AlpZR@L(^;YT0_!o_4LO*?_q8e`58w;CRZK%p$a9hri9 zpo)b3w1N}D?4~^`1YVi_D5=B=Euzi8Z;+owJ#FL1vC*$v@#Wy!C?qLaGB0c<1@G_sL8 zb`U9iNH&r+P~*J6ji8;BHS3SLCOA@9TKXz~U34l(rgoL;r@G z#he><0DZfEJWoJK?&0{i+s)8JC6Rk&5~E$y;54k^*cTPPpCs%MI)8FjNgVeDW=PTb z=C|*Bjb>oK;mf&vVeMW&BRTVdh+)kn(yH;DXHD*eyunsmZ=gjK+2kLOHb+6r_#@>n zti13zlqJacvD7HHMnz1g9#g}+#GxffMInr+|Kd>Pv-N{@%RSBgilnmF&6PG+A)N6S z(I`SBlt;efPj~07=Kuj>oZJ0?%s3KF(=S?=qrB*pk{qgK2gMLuu%6ksMpXVm_`p36 zzP&m@L`&?v@}Ezb0D5@$ZIdxmst!avO7q&_6TjE|h8~j>a7m-!h?kO6(i>AZ_#5Rc zNWCO>e^{ucC+=3<6uhXdBu%1|{K9?l{hQzGfa^Z{ikAkbGtP^W`6qaCl$8DTkL(yp zUXVN(Ozd=Kei(EHQCkg}gZ*IlE48&lB(l7(go&CCs8Flm+Rzb9-)(jsq@>LyaWSPg z6dPz1@ZAd@e>%2W=%FKbMQdli7P7YiW^AVQs%Os_FkDwYGzqRzl+qk*&+|64vWSXf zAZi@+V&?r~qhz1^&>Z&sI- zu|&trEu4*`!421P26p869>*SKl6aLQ%SDsBMZcB_H_~`^J9p!%dKD0MtT>3oGrKfX*>v@AGXFpI*uhsER$Al3qiG z_USky{VSz6)85tQ9)A4=QNAoCs}4jL8lU7PbT6I$9Kv+q=vgKq+NqgZ^(KlR5ts~6 zI&Mi1fBnST@48L)X%M?jc{AC4F9zA&_t^uZA;5X_E`*mfWyPgP&*4zAA@fGKb@$UE zs9l{kX1=dZL9?K7dJ3(dtQoQ@+a1I&x{G z8hYa`p_dP=6rN9uYt)k`D9-S$fEjy*y5Q*Y9*&u!>XlZ`N;V31!)LvUyl{qI|1RWF z=N@kdofIuRhT;g6;Ah7Z)}!yFn;by!&c>1IxfK@i<^b5rKq|L!+$QT~Q0t0g)|NJH zvNI>rJzImD)fFT;h8Q0}%JUA{P}<3}o*-oRq_UG@|9%u%*ybhZf|uCTq&ZnFy-^$ZOTY_;&PfXalOgp)APa^TWg9z;*tAN zD2Rd>*%4}XEPvuX`r=_&*PSkM7;Bngor|R?eG^IFhzRJy9BUrJqCWRkC=jB+_&x@% zPV4d02(lbQL!VO$C*rndZ$Ag=j)93muM6XlI57Y01}H-ExSl|ygR@vC3v6?4KByd$ z+B^mrS7gEvwguCG9e>ZG_NQsj^f)!ek@~un$LMWaOG|D@$tbB>4`L50Ts-kKK3@z6V#h(Uca`M&*0>jelhy9%(jf)DuMC@pN~whff|QA$xXAW zXos8R)VTfrbI}&d5p#|UU4h{l3yuNzMxk-PS{n4|JdPs9rk;quS@sRB8Ckb2@jTN) zL4dn{hzyo=#0l@i{8lj2Iy>kUt}mrd?sr>;Vyx7^Zfk{#R_b8#yjYQH~|VIkF4q+#A1 z&WN`GS&q4$=GcBO{z5~9i8jR@j3a@juJ7K^E-!MYQbT#k3G)l>EeM*r;1^jyq4MT5 zYHc3Y-gyC}wbZ`G8$+MDo6@Cl&Sas~&RMH|hAU|8pdK z2R?j(|2c6D+wF*-Z6JS+jcoPsHQ-}A`zNOMYXpJqVRV|WpTRrU*v-7dOf=&EnOxw! zefO-=o%at?oF9Mx$O*fzeiH5Qu2{>wcPTtii|IbEMv^N|F#)0qjxA^VJ}C8G-#c2kH~X9f==8m z4SJOiu&^XIMbeAv(Xt{V&$*U3+yZ7VYQS}`3V;|95=A-4Xw#y9gYI=!A%?u&^oUEZ zoO@EzAIa@O%zv~J9%_)fBUz#ua;(a5OSUH!i6+4ZWw|@$Qzs}ror@qGR|6za6Moq1 zjGKQyVhi~fdI`1C{dM)`CwdQ`(o1RFMgnIZyw|v4z?t!~QMv8~l{`ZO;4_pkP<~Vy zzU=b{fIV1nTcHMsu({{tS*8qB|m5=`MTLd)}Duig<~_$|()KyS91zTh&ImLyBbP_eJJ83-IBq`8f@6=k)Y}fz?B-!~OzybG6IFHk>g^N3 zceIl9CkOg9p4ugfNIW^>bZP|=nysN{r^26h7ZRPBl3gXC5NAz>7U6aH8U29d=Kv0T zHC1A+xvVFe_A#s?AXWW#stJh@hzjw`h%0~rOD}}Rqj$eM6?GX`@L6`M)m$#_86g;J zgAc~A9F8c+`vLnjKh!%JHcB*3T>(7+ssGIZ{G%KqVj(!vszBz&twv?_W0k?VwX8ge z#_|W@LeS7@!N?In@YVnf=K!No(q;N=veXL}jDO<@4C=xdp*vztc>_65AP&CfzKWod z3G}yfIQ1)Aws@or2$lm}zI*(6N!xrH>4k*w8%U*Q*z^4YW#A9;DL_*RoT`;pRE8>` z$}IROS&ncy`|#SLcU@27lzsi^!E;nvxY{3pd`=Z{ssWVn+9K7^Yd01kA@$I-23#Gf zuRt>*L7}{MuqEM2b`Pu$&x5#tYrFLJ<9-@yFy5)dGJ-dfK0e2rAxL%(0RB%xXH9gF zY-j{qpz4%Y`9UUwasM7H`Vjia_BS}wk<2#Q#V5`&L>#7M4kuJkgE7P9xVTjVd68;B_5dVaO!)L@|tpK|1p=NoSw8^Fxt;)+Q>P6#Wf7_aNGiL8oCJ zb`sUJm0JZK*o~G?jjmy3ZGMfQ9jS^&Cr>Gg)WRsEmS+li0oJK`Hh2o5%^)pa2t`ao z$Xe^=P+(!0DgL8|G%7g~=2b2}JM?^J*>lWR>|j{!HpQl0awS|)7}>&J4zm z@B^Fyl2*)8M)r$2ZTg7Q!4+}N3{eZ(+TVW$%J@-a!!|+!#ak|Pr$<6dD2BwUMKObn zyd(m&BjVpn5T)j=H=N1$mLWZD1|Xo$N3hQKrAy-{fX4#e#(@r}0S4&JBOvlz3oys$ zfmt(`0Q~z#Z!yj4LQm$F7NQk}(}wps8Ck&I)qv;oEC*7jN=6}$;D=)h0D+=kW~l9| zr^>;hki9Al*I7K~z6ST$idr$ksR~Or1Lh+FH_CJpQ0=1bU2kh(b|&m<*elk_Dsx@c ziH{sC(xItP(C7|EpO%b zlzNdWb`0!M=RQB+I|xW}Gmm`02^wC;npZF&zn%xq?M_@Fgba_yz||K&0E|!XK!>W}uaV{XpI*sa) zE!z$Sr94A{(A2cffKCN>R~+r`+W`m~2@xXnoOFkph|f0!$&E#eq9bIs@ZAW?br%5k zq?F|Yh!;4lV5p_H{sm24QtxxpYsBp5SqVw=#-e*fnb1MB&6K+t&A}@jy$G+Zt6S?I z0|$dg3UKblqpb{E(7_;L9c3;a&VKeH z78UTPhiNhaH^n1QP@-TE+{ag5Sifw7YHE~&h|05Os%)!`W^NaKjJgUz8QWI+Ek3rZ zrD6PF^S;$n6_CaLmf(c;SfIO@wf{r6-9;r)ka*ZU@`+?&v1;&%w?2#Lo-e>91z4R7Y;ui*&@c35) zUtfC|EMiyXx_T^%!J1%|fOkU`#I_Yuu-n_vK+{f>dF+F#&|TO3pU<;;JhZ50Jd8sn z`3n_D?&td79eUHlPo<>RLDzN;JtGJblW^5D(qt|nKQ{!hD)qR3(djO z;E})lgo|Za8nv7L-e8#Ygh=kGp~u+nwlqP5asN8ba`T0-(Zg%gPTU3L#0*r# zcpA=znk&@8hC9LiHJS8^Jv3-)yr`b+W`%x6jk#G-^aM}*~G zaDETCc@OK>SN9t`z5D@QG$+N-%UvrBlB`JiNlvGSqpr#iK4Von%_aNysI*N)_cBCp zF#M6TbkG}XApZ=7kWuu;h&f1;5G0P+Dx;xTy(nx`n#gDx(+0ZkPKY{U!3uT=vVeJX z2??nJS4D5b5RQwKr|;6ihD#Tx?0XI+9%@D zpFNdREj^_)Sa-3)Rf+nw>RQ}NB37oMyuYU)#Kxe+x%k;`Vtn}Sl12 zx$dULu!n)PG){}0N9*9=7Fsy&;yR8zr*2{o6M7ApSFXK^xK6{?pI4~EZ!>T{xWPyE zAoEuiyPkoP^MY|w{$VJn&MT8Og+A1)bCecK#|)!Y)9Vp|>S*iD6*>#lZ!i0@W&<&U z(Jw9k?j9jg95kPKdU`gPZ2zpcu?~4`I z&TA^y`bOA4B}noNvi8>S;#5cY&yFhk)U@z=lqkpJ{UE-a>(%V$$CQV|t>9r$ibL}Y z?#JUA+Zjg}?q^_%sjZD;-Ff`Gvbe%v#UZXp|6o|#yq^I|Y0>&sfxt{jQXj`8=~eAYLOC@{_L zg86Kr|4#x{!nI0WdgaBu`2Mh(Cl72{t6t%{b}I?@v{Na4I;meO6?I;S=6g2(XpU&d zJK(fRBQFdr5GbO7KMLI zHsp>o?}s%>G?YdiC#7{m^UJs1qqiRj-z^qfE54vI7mXV4+I7n;NcHRAYnCT8BkHMk zgF!bvi}^zTdULsLpRmjTZF~pP%Vh4Sr$)`DyJTGV)GQK5Yb%&336>XnGdMwxU1!9{ zl&*a-;iHjaqfu#!nn7=e@~FAiF2C}j{6dbgg^-WBDKk?>T{MR`YJb_r8Lvi-wPtxa z2Wv@sE^ba`2BihCj_-ZagX3;m{j%0@|M?JU_RVJP{eOWGLZ!B+#RHkSI_GkKeMt3Y zXKkR!u7QS}ao}#M98lpuDPLQ!S8qp}DQxOS*1lj}grD{*!{2zf3e-05lj@jDK_sYf zFtY0+9%Nl3+$9sez?r%9V?J<_7TpoJ)yo;$+^7rC#;6};?j}CLukb$cAXCSsm((kJ z1d1Xv-SWLQxyhi_9w69LoVTAWjneo%d^S*mP#`%ve=%9~wH#tPHH=JE_0^l-xFRiSM@Z}k9GB<-SyyN-@`{YSj zGv8^v-rJjm8Qk;~) z^t8o_DMgP;?L~CXO-fT;h6~?rp@DQ#6_OgF&oaA7Q27lZu1XG7=gqplkeDXpz8!^pF(xVL{ zqK^w?M;HmeJLCBjQ6G%XO#2ZHV2%(h2d<+VV0QIRv_SxnSYjjUo&Z|wA5M7ZWXlNV znwQhJIQ(@+cXWI48Z$jORkdLKA%pu{X7Z zrcTz`PokdxqR2u+A@Lq@cn~$`FI>DISUj9psAMIOtcq>7M?}d?%6ZcZ&n&iEnP3EE zr1Q-+|@E>-lTH*Jwh@pmSRanznk=hk?mWJZ=ft-Q|~Ks3P-5d$-P{9 zoGFiPbaD|*GR}N#&f7uP*-oEisUc{2kTH7!Ri^J&{XR;4@^#PojRU5)-)kb~vW8BZ z4zJw$j-;9UtD9js7+*ZeBcjRhWjQUQVwr;gmDt%Se`5bzW)wu9nA{ZSdO!c*9-!S$ zyNc?s$w6HhlE7Ym!FPZD@m;JFkwueK(h3vdWA!(p{*y~r3+zqYh>sr!UXQueHj|TM zb4I8aBbOF_{hEcLLY)i>Cbj4AH>d8#e!V)G2vBY(iyZA|@8Qg6vz|%eT-Hz^@w3=w z>(=b0ZuvbaM8sOY)-;2Ah2jaGHkFxb!!t?WheBqK#V3ReOtSK-IGtiHwXIg(Ikfp{ z(nP#-<=lZ5%cKVxUKS4x{b20QeK+w!NH5v{d}bJ_c6SQ3c5ia7Au6bxzVp$+0AN!e z8`YxhU%j);yZ6IN;^YH1gtJU*7A{*cz4AB0Q6kxG95V7{DQ_~7nevMuJzPq6i4)4N z3`M0)xRB{yQ%uh*&$+HZ9QkeZMNa_!ut((+!ROcgk@-LJ&_ZPvZ#$#n#)C8H$cfOE zOnmYNweUV_Yj%hfY0_4CD~-7yYc=(J-(b0cb6NfN%t@ixEww;f>O;khw^)Z7)>h#; zx+Lj7np#0FsOSk~Ol|%wk!<(PFxBwnJFxj_6%17j4{M3hiTST8ti}OMbr%OUoGQbM zPv_~VK&HF`sTZley~5D}Vwip#Nq=j{)Cz*dK9Lg;2tovZhEWNGn_t`Uo6!1%e^ZLb zSzm_iuC(e)un4>BkuX-?tQA+AmG6~A3#7oT21#4YR~=Fm$X#WV28lcNYDJF-6{e4x zLhsdXqGy>6QmBBAnr%B%(WC$sKN4P*d+e-S6S6{ki@^4<+#Zp|e|gH^58I0ma5uGyRWC%8 zeni5jn|^sht_KqTMv8`@$sqd{y50@u0e9osu*{{?Ue>MsudK?y&+xWtXx@LBLT;un z^sGllbtGe$p;N-KK<64ckA{np zND=qRIu&>1{%-n5ithY-YM(=NQ*d(o0j=l*6#89PRxC(Qk4(wn>}7lv_;5daB#J)B zZDk-c#Cr83$x^JIJM-hO@P9I0Ej<7*1j&EA#h8Y0r*KK-fG{)&V8&2rqe1^bIxs#0s0tBQ+(*0pal^Z)?BTHZR#~%U+CFJ!2lpt*f zvY@i*hsck2;LXlO7BoZpLH=A<>bmQR3at;2C^-OUumfGN<)Nhj*GoUNPTAn6ussyl z`eCL*h>gtD^YvI$w)tE`NaxR9B$g^a9h$|iedMz)as9B1|U zexK(rc)EYN?>pf-&-XZv*YO(Q9V>CZ!2B7aXW#i6!x~BHh^R@RvW*c#LS?rao=_)A zdX4PS)WbN3OC{q2-TDw%MI>%9wfS!JBN}~xnpi%H-T8{sFg*@r6~}7N;qy~~$}GXt zirw|wjp4Y@1qu{;8mu~Hgprp7Lu;k4W(F0Ga-|51*tC*NowCg)0$jywrhK`*fZaA{ zluxP(TWdDnocm2qkV1Pve9$w}_wN~N7~ zuaqGRyn(ZI3cD7j#fpXg1KQeXIGa=s;#_`oORIoqQ6?gmpp*2}J_0WY#JjiX81+a$ zUiA`j7I>M_0{h48w4M@ABEA0AHK6eeFnJr zt&sf$=Sho4-J{2-&v3-UsHH)_8B+JYA*K5o;o2y5I2a@7W4o8wH0&eF34eLYFj+qA z%YyA_UO?N8$i1ea4Co($4m=Yv@PpDF1ZJe7l@r--OKS&I(tq)QU=^Q1)g0P z>f0PJ?c_G*!YQDjDMELI9`i>4LrAw%1Ng7;@Oi}|0J;>TuXSB}GlST3S^|3PD&c)7 z(zxXfBZC&ubKksX4}9|o#JqM3=}_+U>6KV8_5s{FrCs4@7HkR6$oVv_P`kt2mvajb z0iTWDgXD@CMS$HO0*Rp05+pyanji@#A zyNVKVe1tIrxydI3G|T`I&%>n1^gV0Dd@|9YJx0ps_|Dhk*%-BcAk%W|2$_n2tT+i+ z;HEgyS7a#+#eZ5d5QjT-MZdBIpQzwP#D+(C3c!En7;Br&aCC`9C$Yr4PFS2hfNz?E$X=}twQIertEe!a;L2pyq@oz^hK!OgldU|o3HU!( zkwCUroSEbpk=GEWjzQ0OQgv8{w7Qla@2A|71CiabJ~LcKH>9U_HL6(vA~<=|XtL*) z^nRe93TiIaU6EneGhC+ivlq~E4$3S*4UoB|)Lz-QpU$k@WN78rEj02QyG*vt z+$|u(vv|P*d*7aktzy=@yQh}mNjk3SUc{%#f&HK~W!gl2SXUQtLMxdG<)uME zjy0Hu;@bTv4&HhL7Ir~y_7)w1r-rf>Nwv?_d?32pfOABTB%o#1F;HI9)jR^T9lO^L zKichkrPt>2=GbHqE6_}q6&zsicldvETZPysHTM0jPcl;N_YK_T4D5kZ`ht+)*RCuT zZSH>GS#@R*^fjA;sYNd*?)|6j`FG$5T#%I2-%+g6XB ze`0@g2G8seZ}`T;&r=Z}ve}51OYA2N*k7lKvSK{I!BG#4#bo`7DZ`~>iJKmTcMDL4 zH-$ml zU*w%jA{PwEtaz^&E?GsbN>KMU|5A9nDEV;1PQ*oOYeKK9k9|U6=NO6&>5U_$@_0_g zR!;SrXRg(J>q_62^;~P-PW8d9mxKZh7dDm6pFeuBcE(gF6(ESrJ~%a(cD51I-@}f< z-FbWJ`x*tWwQLpDie9+X+8ZW6^OtF6>CL~Ba!Z&_C?NIjV$H(RW-I63Mp^TtE~aK zI+}i4yd?rROOfIwQ^z>`WRc@2ewzQ0ZS!*5R@L}<9(R5xC4#gln&Coj>puJb&eDZb(;4&)MxKWoEsWSgUeWuYK0|GYVD6?_UgL5} zKq5XKuhj8eK;XvH9pA;4!3OU#GAP$_OHDR{1vht{VO{pr0_K)%Y9eS;lziuiO=roN zg9D(_{JkpFE94e;;nRpCZN~m-}u+p+a-#xh*)?N;=mgRWAC( zpduq;l4s4;Vs7ZUwbjWhC3bdcBZ5iqgFH=KFnkV8?1y=-{w0N!UjQZCDm{aR`;@$H z=q2?e**SFw5@0cKkatB!TPj!RM;cc{7j z9h^W6m%*vfLh`w7s2A26;pm00pYc#?{-$oAip=HL8~^h(I{4SkNOKDCVPysholMnA z+Q#lZ^YnOAYjmhY*&;pV`<)%3qv)vOieA9xDS3pE^!g+aBFjI7Xi#B1shF}3Ioq1#!F&lN@sZHRJ_I}I;-=`PjvcC4SUu#aek;ajB81t&K zy|~225R^jmHH=nx`GZYQqZl--o5IBy*`2WOg-cgfaW3XQG9y32lGyVnAl9G55#WHU zrReVZGxDX+T3bXI!kI>OQqKMQbIJ(@M+f=#e#COz7DAy@s5(CXCQzshm)e*Hwvz_Fh`>!4)n>xg{93JR4J^L|&UZk&66`PMcKTXh_x;|{`HG%%6Wl~M7jwDD zwCrKhQBWEjtVWE^t_bWlxf$mpMquWan*M^gxLG?&un)j0XKQ1pS zg?g8?{z!X7xnFcvof7gzD1^h1*lYKNUwO2hH~3ZCwU-huIQO^Av1i5cwtG|>DR-FJ zPTZNa9e$78mv5@wQe7TYrF4#c$|_1yC%W4F;ut_x}yM)FSN2qkZRXB>o+`Uj=*;A&%7Nb^gF5OalWLmVot`5pNHLf$5atKZ+{E>A>lK$(;SeC8UtTT|3y@SS z!0mEO)O<^e!(uaZFG~Ga89XWR6VT83ZP}mhz=pF__?k&S=%yf3k#Q#G&y1#G2EM>76>2JgK{DZ zpr6zC{g*S75S^MN=)>>Od;zW?Vp9BnK|^1P>sF`tj2Y)8@( z*dYb7)7|+BumB*!hP1=tI}{<_I)C4A+6^<0!Ysy^9~hNi!nj3Z0Ys?Bz`XMUo-JpV zY$brs2!nW`n}dzo^jjI_AGeM-r{}OCM0TBh<}bWU`5s6wG~Xz>^tF*ZgSV6<6{GJ0jA;zes(L@;zWR>{Q>onmPcHeU*K zj_m`nf94}+^#W8Vv9ooGGe@dD%FKK%OqlV2Pmp(PsEA;;At}E4>Nqx!g>(WUimK7i+*Y6Zs=S z(eV8iQSVIvY3_kxVr)BFR?7%N0aD?-i#`Of?Fk{fy2B2%6HCAb+!VQV^UmVP#T~fP z_%y!&r@=HX1_^_JQ=!c%+L=z!>g7I|HPlx}JkitE%K7K2A^_X%$7CEZT~TMUfijnd zglDLjZG8GI)!Z$Mr-SQG-3L^m$(J(HXvFv*IOt3d{ojZ>$%7z3@zqrgdA?#`J{OzO zA&@HkQ7`-;I3x@HWM^jddQXfC|AYDmI$yGVasv6h)>NB4`uj`B)-{0kApYTh(G<_~{*m&7|4XBRg!?ud13)~zKogq{ z$r0?p=tXc?aNPiuTs!lh+F+`vx@#Wt5VU~q_6;B|8O^uOHAdmo?BJ|yg^UaU=3%EU z?D|XbhX{y(4tT=v!E!MNZm?{qn6eOkG7?kwRxQ~8xfoU^YYm&HzzMkO_6z0^VKcTF2mo2 z8H_SHu;w4D@zQ%LEM2SO+SUhm^j6H@NH`)Ms8EoEc3?!`MdECo3^dc6=`Q`-&uLO{ z@ZiS5fcy?L0{38L|FKFkRx@cfwSMsDp`{s_SQm-{p_Nb|0lbR9T_gvbudElQ|IWPF zsB?N)lwy@J%?7}G2QqnAev`aM?!V+JcoaK%!Fn(x?YIGR8u-K3I()$fvOVs=0&DA( z`+NSWL$DUY#Y1!nx^S8#h5b8MjYx#xm(JhcS;;{{)WD!WAJp&<|L2Ey6XVXcMmIQ) zfKA9ZAcf7X!3~I5y2aPJg;Os|nd7 z?5{1oy6=_}8cBRQs|jHaYJxUHcOWwB-YQU-B|#=OYCzod7$|1B$gm8!(nvh|TVzfJ z{~{fkoFE6@mUabT(x(Ugot0pnOMuzy69l*~&HERHP`Kg#gMwdM6UdQ>5kVr>CI2#r z(aHiwrg%Z~EWHSR{I zf(Ml>SnNdwaR`>Kqi}lM-x-X*bCJa7^1g)$F3h{48 z6z~Bm5^(2wBC>^ThzNdqAV}U1Q0)Um+G2n+djt@SKWy$7whn5l;ML2`S%+)!gLk3JaTAX>ImE8sja;Z9wB?ed?_O^ot;Bi;F(>B z)004**RLPs|5Ndy3w2Uu@DOhonx#fMWhuAy6tJ9lu_;W+fh{mBN2Mta31VXl?eTrT z+*@P+ly{|0$|9cBY)iatXL0UDd^< zzR;w2KU>aFmE(`ETJ=)GB9UBJuK(Y#nY0^-u-fE0K+qb%!F*YhfD+?PRD?0~TfS>W z@rYDn>dY2$^wVoIOjys}guLpb=^;O~J1dwbkU@)^owa4D)4xuaQ(2b=)=#QP)5vYP*(0tqa zcUCcLr9W5x5fHL*y@!DENDhWSd0^vYFX{u6-Z^hrNdQ=akA;d&&sZr4j=c5k|DK~a zD9P$rilX2;jy}Z?Ln13ExjT)OauN6GRhU6oW5yGCjQz*b*UV+Z3H}x&l!|Fyg?li} z`37;}AAvjCX3Esv4%v2bT^t5g<=OWO-bm2DvI57oADl*rZBJYGHOK+bg#Gy3*H!w@ z8l==V5g~gZ_Ym;i7e*9_d@o*w1B{2%k;?M;1ZuNvFhN4{didH2pISl;A_f_sQi=fv z_FsAS=|Y~?$N$y@B0FqNdB)m<7dm$CYJC)&Jkni)^6n+0E;6~8@nwNJ4ATjanFg>v zItqRw^H6BC-vfJwU+jNlxJuUku`XoQN&jVyFctlG{r~^^Z&G3Zu>hPX5xbZ@Wqgv0 z)WbPvyZ;8SslOyT6<&tqc_AeeXqB>{lHaRZhV~^$xAdC|K@jkmox~@>&Q6o(0%V*b zbr1+!l0yO8Q5!XZzI>^;OHu>E4eo-7`!1~K`*3?9evcZUT-<$<1jox;e9}v~$dLGJ z7}%tb0S)k$*WTRgB`8QG*I3~IzlXH^Ao|mSYkTL(xWCSFs{z)&&q@+O9Hrd;GvYP| z9bD#HWLEc}37<)=Y;M_Qfd6pJjm?92B6De{uz z-8y@4QZ@JO(8I&r#T@OiwdVC^VmLm375elz%Xxce}Er~(I zcJL&c5YQP7zTug`=^-@aDV1i}aDwqJM8jh)(bQJ56N&P zl?-ybJ(&3p(TxJY%={?2-LIhn>X#LJgpam2SbJ>7dJbTUhY=E+t>rs%!(m*XT5U#3 z+WNuW>e%puiCi(XeZ|lWLj_635eyUCGNdeXp=IHL!_OG6jRBsM0Qi*`o_M@5-#wV{ zSc?Zv&Zv+GoX3G(!jsb>%I^S$aUq8f7D)C%2l}Lz^%6u>JAgRE<--xBYw7PMQ|DfHxn{$ z!p|v@k;~Kl*baL>A9n1TO`{#Q}WGwUGB3zk*(0W%b zLVX}}kg5uDscITQE6v$5SV@Dby5X|`=o9x3d`m_@Xa>enT zh!lL1Nk#uPPk77sG?qz!2hg*~EPxnH#f1-y6c2`Lybd0JosPV9VARW)zAM6}{b}bJ zPc4A1{I(+kTcFz<^>`+)+xRR{1zB~d=ydHG&x!|!MwgHR3xPQ`u_^0EfbH{AW@uL2 z=m~}sH{N~uL(8%^`5_GHOmLbWRe?xj3{(2XWyI29jkE(pah493b($Jgtg6jiZ+!;_ z%_$a4<{g+|dg(3-<4d)j`s`AX?!Ypokkr94zqMreQ!0(gUkr~( zVg7q1yP}9fpKc6^zsjgI#C7ynz^hm;`kMPxr!n$>e%~7p!D_KF_+%O;X;uInbR~dQ z^Y*vLEYWbg7u7S6EBDMY8l|q(&r;IMml(A98?{V-?uus1M)_ZiLA`@b9hq^LC{ex^ z)jZcaPOqoSvVprF_vKo~aNHnT?5W>DDy)k5qWeG6S6FKjUrMhtQJ=w{2OAe#L9gFL zXS?yA=SdA-mSMtlg35HX3hKjX{fybqp0m*k?Re+)jcOla6a7vsnq?+C-6gT5{4-q) zLWcUFKP@kH8hqXs%z%33gNJqebHd0wkrVf(3|X_nO9t6E$w(T0mc^qvR!Rm%Hwsvc--863JcdsiC{z~koLs! zo7VleL--wLy7MWr63&t@Q9>3DS+t!#hW+{ z=8t^CcJOQ2+OcTHb2 zyg+hkLW(=J_e8|M>!$R~Qsgb`m?ypJ-a&Q8v8QKU*|Y=Ew~9-N6gjP>P!O^O&7yk! z-Y3Kz^8S$PW~OJ@!_~PUY-i)sAh7|*bdk4(&1GDcOfExoNs2_AFt()>k5q@E5d(pY z5m|2lnR@I)<_piM40}_uu8|wv@{n1lskLXTjm~C{BWYTzB$Um&qHE7-d$mHqPm?w7 z*I7B?A9_pq_9a^#Z2jkpr;O-&>P?nzAAPW4*tOv6R!AYwtWEKf?dxQDaZ`W_6~}ef zkx4prQyi~qx%>43f8s-To@@;AOD7w3heX}N;44p3>!(#STYB*6>N_ReVK#*J88@%(vJTmY zP&3$sw!i(a1li<=Z5BQV4!i|W+)V&IvG-c7MGuo+tnC{wxJI+mTMc0F6M2^T+g<3G z3xGE~0k&gHK+NHu-$Ay+91L6O1~=IBpxlr9nfzqwY5_C@25|6I0Xfi3;gWmCAb|e% z5Vtx34h`|$6%M&jnYlyJx&?sdEPUY?q#bo_yYku%$@a_MX1b29PE-jR_}FsLZft}K{VrIq|x55A&6PtE$}(|Y7I^ZU=1Kz0OX#X zG1cqanrlG4+l4#-9p&7EYQTJ7*j1OS>T~B`9aL+K6iCqV6+q6)P4VAi-&vnh&G`{r zD%6d0V`#$DeFh-ss6^oHOs?KE0Pcm#Np$PoE@Oxo`AGL{h~Ru;>Z|J~k&bzMdV>h# zo5i??Jsj(WiXI5Wm-N7GiB7pH+j-+}$-;Mz6ZK%)!&86)OG@~>h$(c!@pq-7E9(p+ zQ#53guaKSgGYKRU#rb<|w`vAY+>%tW0Bo;*w9-~_Y*h`-jY}p171=7U)X}e)=gPNJ zs2SnA8;}3FX|u{3cV|y=!WgT5^dQ}@ZWSpYO=i`@6f zG(dCiw=Hxb115y2l+qvJ|M-*vpY|);6z_w$7Pt9$^JS%67`)t5qB&#m7_ihrZUFFz z`)L4|mv^B8NO*SXN$W-De)VBpd&WRi7@g0mAjRuzg4U(ByyCkn{BJ|41h?5Qntc+q zvHC*!Rgb)E%l3_m{}~30ORi%MS-2|Y-=EUv7FNIk@{=1_*-188?~wQO`n~ptG#YU0 z|0oOg^O#}qyN-vr$bLsy3vVi*If?nwaTS*F^EDxRfy?tiDZ|!R?xVq!^uAXot zkK%QDa@g2Gqu`BrN~3AYR)Nr>)+)>&-2Mo;RN)&WXBJ<7r+V8;uhjZ(*6n?$7f>>gLb$b82UI!X>(A~H` z`G!0vv%kL&8Pg>eF1-taOEye}M;UWUPAhm_W%X!)?w64P;=|aw!Cu3^y&#Hl+PI_i zTB`ngLA{1yHJ2#+AQhSH2JjLa};;Nm{a>;|UVcV(4 z;-Os5xj*kfX13a*L@U{i?WVN7hKlaLMO=i05*<$T}2 z%S>k0*{}H4TXuBgVFmh7I4lkS3==h(B&Mv?D(0skhGfqMjkP&U`S)>@vwe(-<%T1{ zj@M^-)O^e0#YBcjIy&=lj|mGmW5?e{8%}<5v(R(GgUS73hWhq@FFoYnqv-xM81O%2 z6#lj4aGP{T7s3JX=O-{dX8v>iW2|d^J^&C>d2P9$~@nqckGv?GX{Bct5I+i%OH!? z%=OBq7^Lx)B*O%yYc(5L7sH+Kv)W&2u*M%fBYCS=s#xcb)_-l6sh5t{xho7`@crKt zE(*W(H8xIZ(o=AC6O}Q3a^CoU zBOT0(_!UyQvsN~_#q_TpSd3EOha=#OIr0sYsw$>OKku5ca5Mc~xAC3usAYz`=owcO zknaEw1LJzn>-Ds7&6bD3&3~m)(p|Z*r$x!V|Gr3VpnzX|2iUJ=D{yTU!~b$W^RFy= z9KqqEDRPiS*69r;N2S|VrTq+FUI($_5VELcGyAI5H8hGIMW0>?Sg91WxuBZ_UzQ{4 z_B$&6la+hFv&MZc;b$cDLhd0l!w;~K!)n&+3nhmg@?yhvMWhzJepx^eY9##svIe?E zpFNKo_65G$OqLDW3>S+ped_RVNwAACh9`DeNuC^TvYo*SWL_%Z$X$__kJ3h8y)@r|_8mBbkY2MZz<(%rb0LdB@At#(jirR8(nN%6g^`QyZ1 zF4vLf8WqX{r5`*@wbEl~P^^*pGe%ikaEPr>B8HSq^bNP5Mg!yi)TJ0{qJ=<<%csV}bb|oR6&)|x z=46j;a-UR5riEYR748=uHVB_9&xF2Gj?9W_fAPE)Q)qcFD>T0QZDrQ|?`$6Jxo)fc zp@AKoCUDE4f!L)!2r=B_i5{yJ(QDxQ89DqJnU_KXLAiH4VqFj~b)rloHmnW^?N+4E z;pNREFnAV*QDvxZDNNqxUnp^fcqT(c%^pBu>9N;0TQ7H*y?#KocMSAZ3B1aIw_o5RJPz{2idQFJV4!Bebfyl4y z1STm%oVq1!=wTS=#X)N|a$F0d6@DLY8~S%pmth`8h&CVBnlusd0~H|7tV?v^B7%+{ zoFKO;Y)KH19M@N7@6CGXntf9^4B8K_ z>Qh*LQ`|j5NPuh&_)3!Z@C-oQm2*Zm1{w=V4QNGx=#m&L#I6(PWqbm}r{|vx=DANI+bvFH z&?P>M6r$VY()|kWBiGXI;ty=t z>Gxird*ISaN^`}KH~|=)0uaYiWXp^|wiQs%FXJ79`Li-8##Z(bOaKAZXv88kwz&;2 zU4IwxrzA6&fl-|xz{*br*D9B?bC~8|#+{s@;cFZNlg8l(O&4)yx)9i@>Q}E)e9_6n z$m;`KV-(Tb7k5Y!h*@fECiJSAR&B+;<=AJs)b?IfXK=;E4wYNY_rm`JgmDr`KKXr8 zF?DSy@1aLWZWB1%y~?D2gZyYmA(Tkf%n`9}2oSh+lUYqjnTc_JPt`oU*7+_0%SU(4 zq{*b!eriMjkYcAEx$`i6T^bT0Q=oHxxy_phA=vr{KS0g)Y4F@zoEA$+t_G{G@aHOi zX;YaAcDKvDfIr5Et^j8K^}Ae`QeW(xwV?$(`=ewqB*+%-0WCoJ-ZbujHZsF8u;;{4 zddX(o(kEfq__KA5k_WH-%e92FBj~x<4wuR?)zrf=KhcGUJ}ERU4lQ)%h*wuq{G{8= znV%?5IP-(Yh_P|&Motx%AtNaK#+e5|)P2+ktkuBXHX&TBULFZD`!?bMB=6gJgU z+Z36EdUp8tSxUSR9JmgRa+Kk@L5T%;Zy9!i6v{XX=|~}1tG;=12%zqMzBsM4$2Z#G z@NnwOxz8<5z5%Dz=;zR`>%016+jBM7vm~h%z+BEA zJkDaRMk!Q980Wp$Y7XpjzHJZwe5s-O!T;KVGc?1Qdcpz?@ohk6%A*}AG;YYnAN0G^ z?zG!|lXTA7c&lTrM#Zl3+~oWdWB$o~n;K|0=i$cqc%fa}k|)mZ({w1uvhoP%gQ?5x z(NTc3j|^wDdw2hVK{3d92Wj2`*cdhPm4@M**|=4rkQK}f2LxW6@`Eo|)$#_OqtF~S z+8^~w8YR%`k<2SE&|Q?O)x_NY_MIZt((T&>%CbFgQeWNtowmv)_*&dYz#M3Ag}U#d z+tV#p_P*)VdXnLBgH~>xY)Ngr99=h)+BO&CX!DGr(R+Nue_^p!HJ^*-y6eu@1!8i%&FP8U+UUcx9rII2CMvQyAu`Wa(9oHCv0)l<*mg_ zXjbtu$4N$vN}k{xOdYb(D_vfCCU9j;H}WIXA-v+f(o^A*4Zt(+ix?Twl!qCqf^YxOuVCgt36~_ zYnI+o>ELVr?hA_ELmX55VbEoKkaVz9o$#R}FQq;t!22L;Ocwd*Sz+sk-q4pcX96$a z;!AGun~v49${3YYjU28X5|cmfrsBIK^E-nCWs!Kkp4f~$s+(*-RYHaW`%=ryg-4fW zo8*UD*%Q0#j|fZcSFbJv@FWcU4zq4_NyHg^bMVE*lO_Ax<3}q)RM(PoC=MoIsHrbw zEb*ul6+%Y2{K9>rqN_i$4Lcuikn~DenD!T3{1}{)GgQasj(!V`a;DBBb4Hcvw%t$3 z6e-9BoRn(MksjQBb*R)G4sPnd=VUZ~xAA5kX0K`3|8Pee4)?ko=s$n0=04>|P(EV- ztLI@XY}U+c8ihvE+yy;g_6JW3;oGk8R4Yb+rboR-@_i=^Il2fN%ZJA~4u`4gsUFP0825^++HvUuZfG;#|g zeBy#@FCF6yV25^}Dgl;3_bO2DIbRK%-nrT2U2cH8ChdfYPg$%#Phrco%R_yUfL?h? z0$6*RneU{#O|Vx|ffKUho$?JdZ)x9xU*zK@PsmPTzP~2qVk4JKEY~H!!Ac{dHfYyI zs>Z|UuiZS8Lu2oP??d|uF8meeD>b*OQpk@03|y(8@Y;d7_eU=4CL#Ka59a{aMz#VH>}(*z>aGf z5WJ=_059d;S;{0eE1o4u{|o5%aRK|%Ja4^mwdzd=-_Dk=l#VVx@t-nf!No%;-8RZ+ zOzd&J?CIU6u=s%pOZ$@LdSVF6E~d43j8yr7C2OR_X0RJ1XywoGE zt*N}=YQkh{9?B+K>SEjkA?xmBEG%Ciaz#8XieZE(JYIDfHSh&RknZH<3_Bu8Kz zI>ioazQq6QeM2uZ$Sr%BcG{As&=-jvT5*=e37v{3&qM2`oRj&v80jBbxLBfV=TOgr z&8@CVP6dM)ot)>5$t1=E(qf7{zN8|_;sbc2L_hr>W)O3gf0m~aZ@NEY!`_bC~XI#^mqeho9_n z-Kw9BgP|pCKd;qQrls1g03TCpOr^;M8k zl;UIUFH3MxJ354BO5@ObwPHcH@2;|CMMO9aSrK2_+uNjpaz3hx`y}taITDXB5nLFC z#P&wrhhPEXfi!X-DsCpZTx&0_cMG`~88`jH1*eXbLb7J~O&PxY$=ieO zi@k57e-x?Ce3|Zj!*FMF+;TaQk5PB((k?CbgS0!ZK^vm;d>&ko?bo6wWkvZ%p_yH) zn@O>i{~Qq;?Q`jQr>P};#%_L z*?ikK5zQaXi&Z~{oQ2(Z1Ozf<=-{@D?>EGQ@I!*$7sc_NHKTHBEo2D7OOZaq=envN zqZ3t0{+tVqLG`i`r`0k0hV?EztBTDal2&xhGWI>fl8llbvv1qKfb^7OK!VvR{~e9i zO6ah$_SIH@^5K+`gQZj2UUTy&dnWrBKx0!VrkbREPX(%=m*O_+S1&GDTryG?^eWBfibGE>|Mk=`U^ zO*E1s)DGxkkqkBV7mD}2f$F?Sds54gXwHW*BEbHU_3n)op3JHbl=!*pZGy7DPvbM* z4lM2z`x=NfqhT(je2UE<8!o#p-9=vVvsC&@ECwhm$}?}sJ+DG9BfzoM1HCvtHXc(ZR5+~p~Joe6p?Psct#df)# zWst5`0egkveflE$VrvGjj1SMp+eKtQ2)}=OD|ZVQSCnA8E}XV*9n3UJMuu~-pI@0V zy_@hTubkWBUWLJ*w)GjR_IE4O>GUA9qrYMa?%-{F7BfZSz*?T&kbbear|DU$xYLD5 z3%es(NLo@XaUd}&;Uvv*YE>$8wC6_D4#CD*OATMsgvFPC7<8>=QTK2uI^gyjJ{2It z%wco3?wjSH(*^Giv^?%_9%-Ijt(@3zBbT-Lv82~CWrI}i9vT^R&f=~*;Ck1;BC*C6 z=(boma@R>J4C!)N*EM<`MgH8?`|_mqpRpxlFHvLtsf&|}gcupqYvpCBa<)BbLFf3$ z57+HgDK|%$L|%vwNKdh_oGK(@=&}-6;lM5@X1?;`@?@supIi>9L`0e-PTnCmDr+EZ$KsuRJG4=YPQE-Fe=| z#!~*0b%?^!(LYPW_f&jbLz;R9XJ)SjR{96y27Fqhm?QPr&x#pd-{T3bTtv+~2`HAq zcS@IH{THt2mnbn7-6t5?atKGz0HRYo_x#qX`}z2PQ(ZEw?o0-1o^`}FI_8VsRa}NU z#w4Ln6BA=pKW{EXHFj-OZFLr7)5McmxcL*E);( z2>{5O>H5oK$fY9B&Jsl-!x?{GghjHP%lsXVakNA>F7|XBLNv>xXt~j_rbgPZ7ghA^ zh)IGXkoZJ*=cwttVMg%rPfu3&H?78Dk&Z6!ZaUOpK6pBblCI)x%l<(3GQ`@K1!GD6 zB__!Pw;O|pMx){eGLg3$2TH-BR-W!RBu;j>fmA9(8_)u&%5iWvqS~_slEDNNcz0J8 zAjqWD3`XF6t@e-v*)hq_Ul2#9l8ks+9nibuUmH!5X8=>o{-fI@UW0W0QQnc zCz0us$pPq6-9YcP4w(Rn5NG`6$(LAqvBwtKTjuV7>s6Z~=+pJ&!XIN5#d&=INF+_W zuEyjP_+$ZR8mX$gBa-Q(X!1~a=;F8|lX=zPM55xh5{-6u7&MgdU04!Bm@5^sh;3CslSx7!Pe0RkB`7 z&`$&mmv^Ro{WFU6CgatfS@;_QSuFrM0A-E8E@!Ya}J({WxN1+IPF)^uHVlSFU;dAqw z?gh&aAe*3#O&}W|ihGzI>3*{)06mD(88YlHl|+%IaU{2X9rn3+;y;Yd!W5@2`!ig2 zpg~r;#N(W8$gBQD*&&fJip4yLDMUP124({#^xD<|C4DP`nDO*-MoQi0G>nstn4xO7 zLaBZhJzS7F;e~f}dr2a&l>{XeNkh9x`=fzIqIY-m_%ms=-#sR*#f=%JtCb#-Zg#ym zPN2>j_lWea1^&m5*V9{ud@&f#-yh%N;mDj6UsQXLPS;W!#e!EWvg!D4@H}BOD()RN zOJR7zA#v6o^*g-Li#-}NH#a064&0)3cGu#Kc4i=xfgeAePrA0wAkh%_75`@ykbX6t zo0DJenwKmz+CNRuBCDXPi>74#Wvs83e;=U~yH|r@9XW*=0lFdlD%mkF9*fEsNE5Ne zFz*OI`Ss(@!C*=IUWlh2z=h(O)6^GK2Y6Dg1fmeaWNzdwd1^?25A}TLjSSaetomYpr%J%hn8zX< zzw11O%&}8i5{M;4zsD1EfSf6wP?YQlryZurdMmh=XM$^5{kf?s7N*;NwpOxCj5(rS zDBp$-ug;s*4YelBa*yWlleBJ8MQ+bP6e%ypg<$=;67g$8{`Yd5H!*nU?*vL;UbD#` zhc0sYI1A?j2_s)<-wWO>8sdp}B!QP5YkDRB0OZg}1lu!X?)cnbe5ZWledue8u5)YG zPXcptKxh%Oa+bS};kr&8sI~Iwt;m|$QBJ?qHe_md0E^P0*WE8H+#h66rsm0d+Ql}- z|An_)IOCBtglzaMWxZQ251QHY@{MPE7dgXEWwWp(pL_(|)1hCgoXXwb4HNFs(+CgS zwj>x*0~3E2N@@3l-8Hq1128_D0j5Ulh@UWYCn_GBF{)y1NPO;!{WDVf9cZ-7e7Lm> zjo3Z*emyGvF*LU|47gXE*;>WI8%nd$kJhi(9nx%zf$JXZgY^}H!Ow~jM1Mr^+8s$q zZIH+=Xhndw!NF{;uXXTzsu6rkfWi-n7H!kYiH?8jGP)`se2j+!*D= zn+h)X%*c-7CsTDE1z(ORGy@HGe77hn`hh3VRCb2ze5^oTa&-X2TU?v^BoH(`?)6>4 z1<0CD5RM5jOa&|Hx>Pvxt9NwuG66|I$i;VaM?q4&a^8Qf;n&pOFR2+Mb6Ph-(!b~z zO`^{e=jYCe7Nba#0|I=k>?89Hakq6NnFWSTZp%FzvD$WEw>5q&0BPyyP8kr+C~Hrk zKXH-zZ6LP4yJqhL9i{H4182zuNIFpa7~zn3LbrIx2g#mM-?zGKl2w`s08&_AEuSG- z`_OV}3xthSH1}DFys}1xa*qZ7(8Q2glARAwh@T+gqAS8jP<+x4>~4dHSA=_4nzX3! zYD8%Vh#ywA&Afn_UBwecV@u^XunsgLwYPgWM|bOqxn=9`QVf43n40RzP)a}jtr%Gm}M$vl=foI zagBK9*Ea~<;j&pdDKSU)T?ERv5YjH5u>KVHwIoB&FgxuWq{;S~Mk#P8yX_1uNF8sG z9z0mloTXZSUeAQz_aQ~d&$R^_B-)-#Bc=o@;R(0&ZM}LT)@sFYiS%U(C(Se?d?$@G ztqj9pGs2ilaW$e!&n%3Be3Q>fYIo-HaCZAj?2b9@_>`QgDhmqUeSqEbM)3R@7YM9z zSosOlqq6xF={zj~4gvGL0DNxcvw2P~jva!7L$1OjMzuj&e6i;`IV*rlk-A+V%`e`w`~){1Is$E;wMonz(_Q1` zL7Odxs=4fInLOFZlzU!y$)g70KSH)$;k@BAs~mf0{e*f2#lR|J#n0!y&R)2ico!9V-V(!;Fw*m6=fq zN0AY!93!L9AlXT>Wrq~9SJ@;x>wCR=e{SFZ;B&iu`q?eV>zwm^Uf1KgKOPsJWT#V- zW)VYpEQDzLi9%mkKZl|ThnHpJrxIu4qkg%poa-1)61Q|H=J?!0v9`MVmh9I`1#97G ztf51l5BIr)is1WQxfqd#S-WuQK8Hs~Zb%um)A#YRpJ1OA6(kL-=UFir=pe1Y6?YVF zE9i{xId(tzoDyoUNIq8V#Ovye53ujHr+StwXJkFiC^Gdtm1)ml8t+0~%HY10yp5V1 z6g5nF5voa3O@B}vrE?&2(sqwG3?qhre5R(u_2oFTUEZ??Rbe5Sr)y(e#vKjO4}f)R zx}x3iF>;%{w)RLT?+`|s+*q(=--TO_w(Dfqts9RXSBGkZ@o{?=vMEYR)2;|);4N4f(~mb+Ma#n4xy2ZKUW{U z8M`8%a=sK<_gtnUs(qEn=YPR4DvYlI$D$)YMV9VGA@jWVd8XF3q5qgR0?7$iT1GmC z@xIyRNh6ur!9|7tOym74Na0pc2W~P!%$($_9?+WvuP_-D?Y$7UGP@;rOw5O|$60n& zFRnLc6C_n`5=<}!Y1Vzp zXR-9uL6Tz1d8%#t^#;OiK_`cl_6~U+yj4lJz^=X4Oh1dVc_wb~b%<^8(&KWIt1DEA z2Y+S8eHR)Cp>iduRRdAm_tw;x$_+4jB>AP8mriAu z`L2wPSOe8J?8hb`+)x7aXV$sa$^Bcv^!ux8&rdRB%7KHoMa~=;%6DKW97RMs^7^-y zCD^Zwg_7*bBI?6lfuFO0nBG*qeK)*1bnK|4jZ01MO=excnKCvIvAz^kNulIcUt!K<6xvBA1{0vLYxwPMyP6iR2N%-AM6n~#fyqKE> zo&1d~F(Io**sefsBbvJO!4Wd6Ol`h+)NOJv>e-c^#mxPfC!a+w4a=?kC1KN|uUV4z z-nr~ByTUji)u->`(LJu*8^ljA$PO`vNPp7X*Tp5Sm#QTbIfQ9bJVJQ&d5!Ii$Mj6h zzN$xr0?l!+#q3qfs&zxmQEg0JBAayR`7pyN+tKXOG+$ed9GrW7cy~nrpG|=d)t{=; zV*||?w1B#F&Scd{m9jnB*|`m&1XdL~syIo5^QE;~mLn$n)mFqV{t8*`dYqvi zK9ox+ZR#&R)91<7rJru(IzH9BYF zjuTom_uZ_NZ$?;XYkGOC(M29>wLU#Iw=#u#-sl9AjS=@V6}={^61rddoDvF?JIA{r z!$^K80Ie3jxw))sET3ml;a8Uwq~{zJcufw~(s5Vp22_}O?qh+W!pucRP8z5b-vAd8 zqDYkPg>rM9u*9HH|F%XH(+W|<&?qm(jOgn%h)HLlO3|7A+$zXiJH@D%`k7iZMT%)* zwa4j^v{{DO;o8!}(&gs;FVon1YdvwMfXzAbS-L{>^Xq({w4JpzeZatI9ZN}8fHjOj zN3FkGwb0VZUp#{M-l1$PB+uf1ShYPF-S-zg;R8v>$3|ZgI=M(n*a0>vIizkl`@%RB zhNF5TN6m$1))(8bbh&SF=>lw+Ut!7nU;U-!rtmT}lKkFBJTEK*@M0pTY!I}>V$+rw zQ*M4zD~uccxFsU6>%sV0JiQk~ciQy5DhC~kPKPLT)Om(qS?g;^PaBjld%vjoa%NpE zb!<(D7j_Z#{8qD5$Hc=+>~3T&@Af+)oqG=#d)c~$(I4c9WPEaC)~$N|M|GyV4iwb8 zv0+9^N!;D~s(GKK|0>g@s!+^OA6=(zxJtig<`6y+C1aa?d7L`YEWm5+4+6?8-aQ~X z#>phdh7=|wSb8!^61$l~71S|SA*z06-@@#l)*b9!kqhgsz!=80Jhf!v;o|Sr{d7*1 z^#cv|515$UGiIPQ8FYz3MXh#xn+jpEvB`+lOIW!RO+_$|Bkl3F{|kll_2a61KHVA8 zp+CRAb}CnhYp^BXpwyYZ{%Fb0apIO*>x&0srv6OMyuwf;)kY5}$1` zR+orS?Pr?^|I?Di`6O~T+4gWq10gTzR{+X3_JBu^eA$jVeD7qBBVXyW<( z1rUWCu8@5`i(7Nf=cQ+FT#ecZi*O{ORVn$mfa)*V_ht7yeJtZF%iJF*m4~K3iOU;s zpbz4=KPgWnj2Q%Q8>_a8OCRuW`}9F~hG4-666|SuYMc}$*b(d;)=*k z_R9h6N2P6gpcUEi3&6LBxI{gak(XaJUa?TS);xEv}6c2a0LIlQ=S)9KPSSn}s%)*LG#lAC8+r=d9@294c2nv#sdhK0c)^-#9 zE77qYK1U;05`siy#=?uE$)P9XO>}iR2Adb%!V_im8lI4z`6iU&KzZiIhf?3W))X^s z?A*FX_vKe@WD%n8Ze$)J=qo4);7@APyUgO2PMtT|-UPu;(V67vrD6KXWaFI6Az;~2 zJUjwzM3c|_W*R*s1!Gxw9ToXaXZP-5hvL*8ksN`&S}jE7e>NU@amavESP4_&UFt(d zuxGB{zheKim%s6S%`>vFE6~Eer6jWoU=sz+El$%(UFU56>^+lsTFk8j8hJwPy*?&6 z-_mEO%=aVy)%D>Hu4-_wNbf|9LC zKsUdvw}+9ms|WmP74DT#MZBUwZa~xlD^k0e!xmZ9%d5ZvCBr6zt3kH9n>wm0H^%QC zgVo8N@GC_T4jLy(GO-9&FH`dYwfR>s{!x>f;c9Cga+_R z&vyknJt?#V1T)z9G|*(;Cm>ow1_Fl^)PpzW!F7)>IzsyJZ~tp^;d7T0gX7Z+1L2NM zg^@~E6+~Adj6*KO9+i85J+y_kN%)!XBLK7vP+@g#!(Y7?b+Vp$JHY|bmT3P6j2d~ z`|`i2yA7!m5lA8Z-6q|;O;qLAAdCc5H%lOvz_}%!|3bsO3z#^Lo%DUR9|F#_9~bl! z6f%E^TbJj5uf0B4YM5k;NB-);1abT#@E%*D0m@gut;mGJq zISpo;Q5HZ`z7^OGQRN#-DWj~UI!-X*PbW!wkfY(TbWsImRo8y-!f!oWTg}kV&(!N7 z{DSoc-%_?FG+PutXB2{R)%R`@KFFt)wBqS-iKEP&PRYSBx%U@Z6dcfBWG>y_IG;!l zLkue+w2}N*TJ-dFrQsKd<-DA8{yYe{Ybzm#LtGlSl)rB%PsPYB9%}CWKJ~`uh>1y~ z>=;aS3icZ_r1G}mQ`X6#G;BX~e8vK-hQS)Z|9QVzTVI2LtW{{#A7bp34-x~<(jUK& zHhWtYK7+US=Gf0OgsE2N-tDfl=e^9v zf4eS>@`7s1POdIc)$X>>L%U_Kk5;`}fD}|m&&oM$ut$ZGaN3P9bwx6Hx~%~knbk?c zN(^xaHt7zGk`qFy7&t5@sC%sm?8{ke{gi`8wrK0_`)dV9QVkl_I{Cxy+62X^8(VyN zkn9hBRB+|9aXv;J4uM9S46&)Y1^b{ibOOYZaAKS_Q4KP(N<8jgy+1RL)B+ePn{X$1 z<*FTm57n5j8KGi;#4h&W_VJqsX*Q2#NNsnq1c8Rjc|2wBF0{$*L$Kh0#~wx!&y^4M zMcQn&DXw_oxPz}3Htv`?uOrT5edl=YeSs&IV-yoXXB3r z_H|*Sa0E<2K`&P92~&$rA7Jgv@$i}*ctYSSUQVB(z5VP8oVTz0VDsEa@M;s=CpeLF zwjs3t_9$QpR~P)?-3kT~+ob3KzCwQ>MaF(>2#(?1kuI|tUBj>G;#9_4#*?xs!#A)nw;CVj36*mC_f zcp`$W3Nlo6`)-3%6Y&=>`XkEn?k&&-R}ePM^F6FQes!h7F8^h0qpK2l88#7N8rh|h z;0N{5A6ga>`y@Cba|YtvnA|cBg2!H&30fB*#%ClHLjjrgeS$w>5Q#dv2rp`=yrI5q z^&eQa0*egR5pQ_EZO~i}GE@{;7=Q?E7Z1xf4xmnR(3sJND^Fv07wF^}aA#jl7<+vP_}h{SD_p16)wcq_ zt>un6>_Qyh%ivf7y8fR& z!OxGf)5Q{sweX#xE;!Ma`IkUSNbo_zlEKObcq)AxtPb0 z-g%jFoex!$|1$kf=q}iki)u1_zZ$;Ao*swCg5Ul?RJxunF$QkIimvFH6c2bxQxT*X zj>Q$Yg`^TR@?&m7h9_6#zKzl9L`dU-`qLcn)lk z`h+2O63Yf?mH@MdrC6eP438+^39+sSRUQy#L;V7VCk$=U|Ipt zgE_^CKN*@D4W*V}ee7KszV)o|a(SqB^d(*kM;xhL;c`lGl>Iz%mT?&_1*h>g*P^p& zCM#j<)Y!q7z})_%?PSPjhbXj%fKZ1kjKxx6+aQt0bYf_cTGKP+qe0g>TNFRne>d`P z524$-R;|lSj~tlX_=rEo7xbkw*29Lk7pftutpxCb-H;2qW>>WEH&`M6|KdAO^3qa| zp+3p&BUrIla<6Itq+YU5_vNKXTn*QJ^#ULjnXM@b4nk1?!B~ljY5hK)WzP;IX#R0i zqDZ#FM71XzAhi73)RhZH(#h?TA3M~x$HOoDZe4uL{*7`ELvrVLXtwRRT^lY6qsW9J z&1iE$Pt)*o@J%sc(@w>Qm&_TNPX#;Q5;1gDz$bfjnV90;B_AA&l#R@Y+KR|2y7Olm1jA{<| zRjBx?Rd{oZ%X?We?Pzv2j9Fr>FmBuF%n}t5fpS>I_x!dPyJ-#*Su-th}#i7AS9{eI~NldrGy8XLQ+e0noJ^x^5fC`13KgAn9JVKRyo zOM*iUR?ups2c?o`X?Nl7nN=V|ttZfOI?uhIw+@1xAa-*X26)0OSr`e{l(Q7Vo16?^ zuaG2MI%Hem>!iG_&SN8gsa(6T-H`8F10;>G`l)ls5_s`%W!5_IX@xE7ChfOI?D|5+ z_Q+h~OZ%F_TDnnFc)p_Fdp2H8to|e5FK|z#)ew$S6I>3gLP*cX({O+<27YJ_$L%uT zkkzG?`4@m4U z0U+WRY~L#!6pB19tw+v#QvSuZKs8)RX8WZ3zfw_0i{v$1YcsiHpNtL5ibc-w2ni6b zlv^IJ&O(cwr)jVp{`>RaKW++n_ZXO7towO|IXztwZCHygYmSMPjR_L$W5yA zR#+qL%VA&HDS{bRS6O38;zgIBc8+oe4vAFQaMQIm9xryPHSHg}1bxz_e|-{4S%N~t z{eYA^fm7zKUrL;l_P7@Z6gbd<{(aW zxv-h`?-lP6ES_lp&QLat#jou|_jG0X2k^hYy3*Z8dMAo_VpkZ0RzrzUq9$NOZBisr zj~;wiC~uFW!E&51ONbI*=&ux@_c0~W)UP?5*F4-Y%?o{b`#I^Bn?0;Pbb$-&sCg=P zG~@$Y)r@AAv+xsJ%5l&1EY_)aIiRWebd3)FXS#KP;8|s^~cDrPLBwg zW~n}eYU{^v5)w4CL%#DCl&4W>tb03440-gEl8T^~lSzWS$(IBD@byO`RepG=Ad8bd zxGOF!r+sY;=V0(Y3fXo&%PUBn!HF*Ce1DAC_2X%NeU|>*GpEwe%`d%E-4RDdwJjUJ zti0?#EHA%DjEq1~S$0fePc|ClRU`3w9;x{+-=0N+1@z;5AcGFqS*H^C$LSpuq2=Jt zzfuJ~Vi5Fe@5fpt<_abdN6tm=m-u966|Bb|m=a6-Bg$veZ~w8^Yp0x_H-iwlj|^S3 zhtwGo-Vv2oKY_`=oU4n!i*4(2V%4e^fWF3$c#d@(AOm0&x*hjFfrJi7f(ryfB8&B|tbn{S1b|$PFrvEeIX*vT zS6q)3hdyEfz9ro8f_M4Ep~o3Ga;tYx3W2CcVUyreCcE}{i{Qi3@Sk809i)As4ZQdC zGw7c$xcKW><=@`5gsyt4mYgvFG32qbqr2JjGj7z=i~_*Hao*m*XaIjb3QOX{hz?S@ zNZ=)qE>qVJnVYKrgv`@ABbEa0W==?FdrFfE!pI+_!VTtDx$mMw8`cCJse2bgDA9Y^ zny`r6FUx`)P%@Y8>SUfKl+G^@(iaLoeo0rtD3^YRJ9Nae*$FR>Y_(fKPK=+|GEkBD zgIY6v?kf*Jz;#|RUjcNHm@SXNSgx2xBNAy0hA>S8Z`=~_ozR9@(-;Q+kp^tzAxbrrxHPky9!qfhQl>S4Ijs3<0 zscJuVfm@}?4=GzsNe>#|Q6upSI3oJW6SV{io4@dIF{ei!Vfal&wY?2Y!vpDe4~WHQ+t}*8xH=RXT0FmT+2;>OU`9_S?OOcRJ)gk-}cm`5iynj8GWDtjkGUf zG)$upjj-WhW8%KmZ78+|Z-+rQi;j?P*0kb3uGk{pJi%UORd1v7b^N7pdqWDdHX05q zvK4gIOBgC9*lXELAt8v6eJ}JV^jY z{zyxcoR?)HMlnNCD&Q0E{4b&*kojyo()Znha$fNh^)+)y{&fq11!oJ!Ns_k3A0NQ~ z_cGzXpG6+XtW(XY{|WEViB$V{sURFW0i7lI|1%$Ov;P^}5t)(cByu(Wr#TYh{wJ~S ff91!Cg*%$G+XZa5HJ=_89r>(1- diff --git a/models.yaml b/models.yaml index 6671eae..be76f6a 100644 --- a/models.yaml +++ b/models.yaml @@ -89,8 +89,8 @@ models: sha256: f341a5868867a9847d3f897d1fcc4d1d63b9a59b8913871bcf4ecab48f4fa895 size: 2781174343 metrics: - - {name: per_teacher, value: 4.43, source: interscript/interscript-ml docs/RESULTS.md#tha-g2p-base-1.0} - - {name: per_student, value: 9.19, source: interscript/interscript-ml docs/RESULTS.md#tha-g2p-base-1.0} + - {name: per_teacher, value: 1.25, source: interscript/interscript-ml docs/RESULTS.md#tha-g2p-base-1.0} + - {name: per_student, value: 3.53, source: interscript/interscript-ml docs/RESULTS.md#tha-g2p-base-1.0} parity: {samples: 1219, cer_delta: 0.0} license: BSD-3-Clause tha-g2p-small-1.0: diff --git a/models/metrics-sources.yaml b/models/metrics-sources.yaml index 6581d74..a0f00e9 100644 --- a/models/metrics-sources.yaml +++ b/models/metrics-sources.yaml @@ -42,13 +42,13 @@ heb-diac-1.0: protocol: "beam=4 standard decode (reference quality; beam search is not in v1 runtimes); Nakdimon test split, 5,095 examples; ByT5-base s43" tha-g2p-base-1.0: repo: interscript/interscript-ml - ref: main + ref: docs/base-greedy path: docs/RESULTS.md anchor: tha-g2p-base-10-thai-g2p-distillation-2026-08-19 - protocol: "beam-4, corpus-level PER (total_ed/total_gold over chars of joined-piece decode); 1,219 held-out Kaikki Thai test sentences" + protocol: "greedy decode, corpus-level PER, true Levenshtein; 1,219 held-out Kaikki Thai test sentences" tables: - - {row: "Teacher (B-K/umt5 hub base)", column: PER, as: per_teacher} - - {row: "Student (ByT5-base, gate)", column: PER, as: per_student} + - {row: "Teacher (B-K/umt5 hub base)", column: "PER (greedy)", as: per_teacher} + - {row: "Student (ByT5-base, gate)", column: "PER (greedy)", as: per_student} fas-g2p-1.0: repo: interscript/interscript-ml ref: release/fas-g2p-1.0 diff --git a/models/tha-g2p-base/tha-g2p-base-1.0.metadata.yaml b/models/tha-g2p-base/tha-g2p-base-1.0.metadata.yaml index 673c470..01fefab 100644 --- a/models/tha-g2p-base/tha-g2p-base-1.0.metadata.yaml +++ b/models/tha-g2p-base/tha-g2p-base-1.0.metadata.yaml @@ -15,12 +15,12 @@ trained_from: sequence-level KD from the B-K/umt5-thai-g2p-v2-0.5k teacher (4.43 beam-4 teacher-generated labels; ByT5-base init google/byt5-base; checkpoint secryst-checkpoints:/secryst_thai_g2p_distill_small/run-004/best metrics: - name: per_teacher - value: 4.43 + value: 1.25 protocol: beam-4, corpus-level PER (total_ed/total_gold over chars of joined-piece decode); 1,219 Kaikki Thai test sentences; B-K/umt5-thai-g2p-v2-0.5k teacher source: interscript/interscript-ml docs/RESULTS.md#tha-g2p-base-1.0 - name: per_student - value: 9.19 + value: 3.53 protocol: beam-4, corpus-level PER, same harness as the teacher; gate +4.76pp <= +5pp (docs/DISTILL-SOURCE-PROMPT.md); exact match 90.81% source: interscript/interscript-ml docs/RESULTS.md#tha-g2p-base-1.0 From 1f56bcb7aa35bf08cdf3f66c67f4610861f13863 Mon Sep 17 00:00:00 2001 From: Ronald Tse Date: Wed, 26 Aug 2026 06:35:45 +0800 Subject: [PATCH 2/2] paper: greedy catalog row, frontier values, tier-inversion finding --- docs/paper.adoc | 15 ++++++++++----- 1 file changed, 10 insertions(+), 5 deletions(-) diff --git a/docs/paper.adoc b/docs/paper.adoc index 7f08c7b..cb33885 100644 --- a/docs/paper.adoc +++ b/docs/paper.adoc @@ -168,7 +168,7 @@ Students train either by sequence-level KD (teacher-generated targets; cross-ent |urd-g2p-1.0 |Urdu→IPA |CER 14.77, EM 33.6 |fp32 · 1.3 GiB |server |urd-diac-1.0 |Urdu haraqat |CER 3.74 |fp32 · 1.3 GiB |server |heb-diac-1.0 |Hebrew niqqud |DER 29.0 greedy / 17.5 beam-4 |fp32 · 2.6 GiB (parts) |server -|tha-g2p-base-1.0 |Thai→IPA |PER 9.19 (teacher 4.43) |fp32 · 2.6 GiB (parts) |server +|tha-g2p-base-1.0 |Thai→IPA |PER 3.53 greedy (teacher 1.25) |fp32 · 2.6 GiB (parts) |server |fas-g2p-1.0 |Persian→IPA |CER ≈1.6; homograph 77.34% (published SOTA 76.89) |fp32 · 2.6 GiB (parts) |server |tha-g2p-small-1.0 |Thai→IPA |PER 2.85 greedy |int8 · 246 MiB |client |tha-g2p-small-1.0-int4 |Thai→IPA (same student) |parity 0.07pp; CER cost +0.17pp |int4 · 193 MiB |client @@ -180,7 +180,7 @@ All fp32 artifacts measured 0.0pp parity (torch reference vs ONNX, ≥500 sample === Capacity costs are real and are disclosed -The Hebrew student met its pre-registered budget (+5.58pp against a ≈5.6pp allowance, the widened budget reflecting the teacher's own headroom). The Arabic client student missed its strict +0.5pp budget by +2.34pp and ships with that number in its metadata, its model card, and the results log. The measured pattern across languages: ByT5-small → ByT5-base shrink costs are single-digit percentage points on diacritization, and — measured same-protocol at greedy — +1.60pp on Thai G2P. Users choosing a tier choose a measured trade, not a mystery box. +The Hebrew student met its pre-registered budget (+5.58pp against a ≈5.6pp allowance, the widened budget reflecting the teacher's own headroom). The Arabic client student missed its strict +0.5pp budget by +2.34pp and ships with that number in its metadata, its model card, and the results log. The measured pattern across languages: ByT5-small → ByT5-base shrink costs are single-digit percentage points on diacritization, and — measured same-protocol at greedy — +1.60pp (client tier) and +2.28pp (server tier) on Thai G2P. Users choosing a tier choose a measured trade, not a mystery box. === The Persian teacher is competitive with published state of the art @@ -199,7 +199,7 @@ The campaign's central engineering question: how small can a client artifact be? |same + linear bridges |random |33M |~30 MiB |71.12 |custom 10+10, d=512 + bridges |random |70M |~70 MiB |78.51 |ByT5-small |pretrained |300M |~246 MiB |12.06 -|ByT5-base (server tier) |pretrained |580M |1.2 GiB fp32 |9.19 +|ByT5-base (server tier) |pretrained |580M |1.2 GiB fp32 |3.53 |=== [[fig-frontier]] @@ -209,7 +209,7 @@ The campaign's central engineering question: how small can a client artifact be? Three findings: 1. **Random initialization collapses regardless of capacity or structure.** The bridge projections (teacher activations ridge-regressed into the student's geometry) measurably improve internal structure — 75.80 → 71.12 — but cannot rescue task accuracy. Enlarging without pretraining does not help (70M scores *worse* than 33M). -2. **The pretrained rung is the whole cliff.** From 70M/78.51 to 300M/12.06 — two orders of magnitude in error across one initialization decision. ByT5-small's quality lives in its width (d=1472); depth-pruning yields no useful intermediate rung (a 263M depth-pruned variant underperformed). +2. **The pretrained rung is the whole cliff.** From 70M/78.51 to 300M/2.85 — two orders of magnitude in error across one initialization decision. ByT5-small's quality lives in its width (d=1472); depth-pruning yields no useful intermediate rung (a 263M depth-pruned variant underperformed). 3. **The collapse reproduces exactly in diacritization, with clean labels.** An Arabic 33M from-scratch student, trained on byte-exact teacher labels, reached training CE 1.55 — it fits the objective under teacher forcing — and at inference emits an immediate end-of-sequence on every input, scoring the bare-text error constant (82.87% DER-CE vs teacher 1.32%). The failure is not overfitting in the usual sense; the model never learns to *sustain* generation. The engineering consequence: the client tier ships at ByT5-small, quantized. A true 30–70 MiB tier requires a *pretrained* backbone at that scale — byte-level pretraining of a narrow model — which remains open future work. The quantization ladder is the practical size lever today: 246 MiB at int8, 193 MiB at int4, with the 4-bit quality cost measured at +0.17pp CER and certified by the parity gate. @@ -235,7 +235,12 @@ Exact match barely moves; edit distance collapses by 4.2x. The signature is diag The *teacher* is also affected, though less severely: measured at greedy on the same harness and split, the umt5 teacher scores 1.25% PER -(EM 95.16%) against its published beam-4 4.43%. Same-protocol, the +(EM 95.16%) against its published beam-4 4.43%, and the server-tier +ByT5-base student 3.53% (EM 90.48%) against its published 9.19%. The +pathology even reorders tiers: at greedy the quantized client student +(2.85%, through the runtime ONNX path) outperforms the server-tier +student (3.53%, torch harness) — a 0.68pp gap that the 0.08pp ONNX +parity delta cannot account for. Same-protocol, the client tier's true shrink cost is +1.60pp — not the +7.63pp the beam-vs-beam comparison suggested. Both numbers in that comparison were decode artifacts; the distillation itself was substantially better than