From c0083f5c05aa058695e05e09f089e5fca361cfa8 Mon Sep 17 00:00:00 2001 From: Mahdi Dibaiee Date: Tue, 13 Sep 2016 10:04:30 +0430 Subject: [PATCH] fix(notmnist): notmnist sigmoid chart with 10 epochs --- examples/notmnist.hs | 2 +- notmnist.png | Bin 29870 -> 33473 bytes sgd.png | Bin 29512 -> 32186 bytes src/Sibe.hs | 5 +++++ src/Sibe/Word2Vec.hs | 8 +++++--- 5 files changed, 11 insertions(+), 4 deletions(-) diff --git a/examples/notmnist.hs b/examples/notmnist.hs index 22701db..2628f16 100644 --- a/examples/notmnist.hs +++ b/examples/notmnist.hs @@ -43,7 +43,7 @@ module Main where let session = def { learningRate = 0.5 , batchSize = 32 - , epochs = 9 + , epochs = 10 , network = rnetwork , training = zip trinputs trlabels , test = zip teinputs telabels diff --git a/notmnist.png b/notmnist.png index 24d24b73cb81bd0f69d98aa8730b0f75b24cc59c..ff73904c6688b7784a03343d7e4043cef58470f7 100644 GIT binary patch literal 33473 zcmagGbzGHM7dDImA_$6fD@aR73P=jl-Q8V+9J&PQlJ0Kl?h*kJq(izT4qb=l+XrW! zXXbf-@Aoo)oEg~X-uvEr?X}i*t!qu7th5Lk3IPfN0s@+tsE|AY!o6n*2zOPH?}Fc8 zV_{Q)4Q;HN|D#J!DP{Sww2*35KW?%fm>#kavpHg;8J2J`wfs{6?CoFDMwf z>mD_5F~%p_(laZP`jm7xZ0&x%rZkuwA)SY^=pOuE@CaB{;h*Y$NT}e0zjsjg4)`?1 zCwK|}HT_#3MBObehb?Mk@8)J6=rb3)^}*+ISi*9WGBN|M!@pV{BBWaw!=JT2mhskK zP*5c!-Rwc3W-?7vx)+RJdfisl^pSy;kPdkn2=rzBO~li zH#*u}oNV{T(5X}yis9nMZH(ltt*lVTE-f#+9&Z|1S!rboJ+!cZvRh3F2?^zE(q1yW z3nQXI7A%m@VP}mxlAfNPbJ9=l5yyqLkMBYW zu<4X7r)#XvVAI)Rn4ODsWOnc0Ke?abadj@l>U?0x$XL4A;ZGMkRby57tA8jw#!}JVZ^SxGDqc#2)ZFF2)Z*|_UrsYZ04h~Z$bhB zp4?w-ejFsjccsV>XJTZerlEluk&vJ^_C@JuUtd7JPOHa{INoeSTxYG`T&W~1MiLg| zM;I|L)egXG+tt5eW|rUA{_x?0goH$AaCazS+|7VKcoA#s5>@qDYprXo#>U3hS{<-W zk6RyFO;tV5WH$N{&7j4#8}l=ftx!Hke69lpo3_bmUvS@LwE&?FIivk9lf#*7FfOBZ zG@VLVz!&9Wmy@kY|Hq^b8^gjw3|o_xRL`Fa>>p27nylJ6OH22Im2lY1y^QOPdD$#- z#;{^n@8fe1!`aofchxRI(%8a6Lg?xOrqZNhJEpkSpTfe-Y{;zk{yh^$LVWy8lQYZi zfS{08qeHX9_EfP(?api?Oxr8X^IB~`ak|z9_f+chO=~+@rk9r&DlP-7)s*6XnO=t< zcn~3vOV!e1e+oBh6beGf6KRaQZ5nyfDK6(nG#F=RXKZG}-+<}wewu1=zW^trudgpC z^zq}z<*rbTYV(+w7^PN^s{qlSNcF~NnIG>xcsc~8)@gQuY>pN@cuewSXrbLFaQ$dw zBuM9~(euWmRJ)lAvT48a9fK^g#}MpC|FrKjH#f)j0(gp!hz58=>iVr3bSU*V#RA3E?RQkH=-5erM1~ zp3KdnKPgxy_`w?RJp9Q~X)>T(kv+~3V7j-^u8=4F^ZWN-&91OOOsar zU}&|togJ+9o^d24CMLol;JR2^S_U13J|oNg5knV8qu>{Cz~JF%XGfL^rlBD*HZsEI z#YVuxCThRyRZFW}lz%E{Yv~t&_2BbCY|F(?BY3x+nfedE`x2xQS)XTee)#>y6G7M?>?MLgd-C=Kti$UeYg z)J_gqv2*_DNd~vC{B-!Fi5xa1b^Nr<%ms zq|Up;Qqt1W^l5l_wBV;C>z48Qd7bm&Z*Iq(6&^)kPt_w}nKrWx!a|&!oDa~6)`znE zm#Pf(RO!d`_8f^g2JI%N6fQ`vbV`F!FOI;IAJH_JSXe8+e=7sGG&-uNp`k%ang;GoQhYqM zn!E*W5U#3*My<`f_Wp6YfX_jzBk-HR4?@8X)Z4AfD=5$@7ySbF2e?jZhFIDV9D4Q3 zb7*NzO^q*~O1}J%!X2-V7%RKll5j_jApD8^|K-TRsB|OKGWh7KM`$?U!z&gz2k<$_ z{8tp9EJl*R5*B!JuyYBIUTx$vv=6{1e{VMAK0H3OA%N5V=NJC(VFQf%&uo%WNKkP3 zsx2lQ-oKB3<6QA02kh85csc9Y24Mdl*O$(6hwulR21dr_0w)IE68wNKjO+HAbEw+Y z&&Sq|CN@dKP~|0`pRn zQP87dtp5JZ#mQM;SNF-+*R0Hz1v3Bn=Jz0Tg5=pSaKgYGY*&9^1H%I@ib1P^m6}?# zrwdWw`wi3U*G_Xy&d!f*=37#L8-fjf{ra`N{Z653=a+-ArOse(Zf*&BY-K)8DKW7E z&H9Q_dA;hkF^h?kW{)d%^MbO?g@tE9`l6!9t5L0-&f$@qqpk#%gf8}+_?k%E_vqJ;o3Y1!{bG2q#B!p8697JQE$$njAZJ-qs}$E zs+4LMzYI-xAkigz{u~}Lixl`X(p8)Ib6$Jv?+ZHXWMt>`>`vRXR##VFZ5Eb}PE}9k zAu=um{bK3rU9(7nmL?G^b z5O_ksZu#0_OBLb>x7u`6arMN}(NSLaa}W+Qo%WYNuz+U=j?2Sb6#fdIn%Wj^!~XLc z-g-J8#dgvkcIMQzAz}sN=3|M-zLXVH7YTWPYx`A*BDZ(v(S!fyM(|m{mEy+?+IaSl zFFi!VF}+L5KqOG^^ikaQe&^ko|4FN&G<_(Ly{UtW6yPu2EhL9^|Dzs)8QKZfeZ6b9 zv-npZ`%wR0iZ&AwD{Vbe@0bz^=>Qk}1@|6D&CLJk%VsfA^@l%)`fd-K zYKOmq(0%9=_Kgpvg8^8C zFEKF*xT2MdbW`BTBtN;lWm&-Y`LyxUygtcsPWY%%sv)F87l`?2K#jFg%01q@xcA`%`Mg*hz?e&0sX z*G|j7zqGRKBQXn7R4=|ri?aIyPlV<6t6TYsRRty|CGWvgSDU{!b0d{Z(R4PkD>O@n z&nN~NB{nkB+v1J$$G;};L`^2Uq~_z3gv60azWV)-7d=KQ^z`I%j@+3wxP7hk!R$HR zgrpI#J5}b`P$Dn|f-mJUQgFcCduC^Lkv)I5gPI7Ppa=;qUl1`U%sA!VLHk(BKaM~9 zTH_OnMBH$@PnB8JH70zWrA$3nq2cc2sXXMat_^m+dp5To?Y=))U`H_Npr5^+x z4D=FQ$Z97e^Ym1&3CXsvLj%7`*PUTirPqiopdse#=X&r20~{gZe~xe|7Yyg)3koqL zz8io{%AomQGjuX9^LvzGHBHTva{FwAoEH7%&YBZ8kcKd^ws zbOs+s!M(DRuh@d`_Q`yv;NgN5CBYuRlgdlR}C z5v_c}LS^XiA$u5_?5aF2gT)&58&9D`?;gE9fxDi+?8tUfHz8r@^Ybb}Ru}k7N~#Qi{ey=ikSf9#dAzBOZqW9h(Xb0%SD=DC8xtS>x#Fz7{IXm~#h z$W;A~J5elAQ&Z(w%J8qPZ3)-KkTZO-JteGByGe}!zO#oSQpO59TeDw5rl6|q*E3`? z3iiu-o5ZH=syudo#>p|8xFM&%-U}VR|6Nz)3PBO32i0}M^~BzGht67y zGBmUf#sX#({j~W%f&U<4l1O$GPH%{+wuCGAW4BHs-50I3S!j{o)cB%gCsUED4<9TvZnPngn zjvU@A!+?9BCB$k^jjj*2ia&$e%nl1gUm{}S!@s8aKT`+!_#A`oFr^aB$)279SN!Ef~sul;A1p*q{;T*(A|bMr)4h&p{}!oligt!Q+Qp|9GHo}S4H zBMD8-h4pdF0Ywe;h)rp@!KWkT1y?TGl^Hj`NsmQKb z{O0CSv?6U0*X!2-nRrj13i@Vc_i#Gxr3VHE=H;yccHkgYu{0-w4jU75d1t5Ol#7+s zex}ZrHVz=kF#!4=bFf*@)PW?Nc7C?|AiG7}s`ZQeM736$F|SgK?~JB%D8a!m)zwn( z%m$}@GAOdF>fe{ANp@}xoGE-C3=9;q-l2i~>nVk}le6=xr-7b20rvl2x}yA1;%Mir zy{d|}({?mEI-1Azq^_X>r=q|u+(@jq^})@y>Bf5f%;C;Rqqw%2zTjK`;UMh9ZMe;b z_(oEi9IW(!qjlVwnQVYqL{UmPZ2ih`kjSdI2o4J?Q7VirF5dq15EE+v!1EozK_D_1 z85*jpsev?zhJ=!ml8c*r`q!^t)6+5lj;yvQ{!VZ-*RGx%>wl3VcaZ1`TfwIN&cdv? zgT@NmZM~@oL-6(ePmqgo2MZ8cTSPpZeE@D)?y_~inf-`h>iznFl}Ep)oLeg2O|~!U z#)1H`(0wpgI=$T`Yi~ZlpOM6)VNpRuq8qzeB|a&kwKg&8t%HO8DHFCH7A_dL7pmt& zQSXX@BR@8*6#j@?-&}u6Psu+z1hy6tp8)VVaNtpb#Y z@bd7o#BTBV#mJAC=#-x?5*Ir@^ZX;+5OJs;-EeP8TJcqH|ETfQx}m#?tYqQj9x2f( z%EW)|R`>qDInGjJyZmX>_1ZM=JWd(8ZhHdaSsD!1-JAxlzSo_%reJ2_W1Mb3QVkbt zvxSm2BDJuko&nyhk-UvLo|+-BzP5EdQIIEv#fIfw%24n~Y}U7|jTGex8CpxHc}fE! zOBx=`-*vqwcu7X9(A0OrSi`OK{y=lbnd%B1BNR^n10y=Amn)$ir18xEw9|CpOkWB- z5t17{-Olyi@U}+nVkKV2*swjC8v@ydICfCjxHj)IGVnfs2YiWhA-R|DvFhjcxJ(su zT5Ybk8^;_S)+X_(9*Br2C`K#Sz@gks+Y1;+)kUbNsMy}r!dSOi8*Q3d93$!}46M{k zuKk5$O1@70^`uv&$qkQo|IOj|u~OA;c-Sz|`wpVN(o3aRQyf!0<-Zsmr}6o)dgEdj*!HhL)nQW>Ao}FfLwc&wdXB=w#Qw&T z#T|IAn6B{-gr|s7#!j2{){?cbHm#2=VFS8=Mnph(lu*v93KEn!2Ky`B!;$Me4ob^M zGuZL;y~f1ww|f)?{w}n#E2F1ps4;%>y^OqPAj-7}8j+gN&xKX`uP_?z%{N%|q9`dG}d2NUaVSHpoZR zK8$H$VLlebZsTzwxt5sn_z~wblBZPfWTJbFwld*nx5!iiQp(HAxnzpIW%-`ft$<1@ z(qy7C=eFLhxDY#Aq<`(TSV{ZS`vO?PvsSIHjtw9DpJL8CS9m-7y7ON2{p_1AHNRQ! zB%j@$)%|Cn9;OP)e1`n!o@hyXWbZ1MRasx3>AI|X%jMOYM0~93n5$A+gL@)_1;HWH zJ4g7*^G|?0&o!nVm?Y2MVHTSOH68S74cl=vVZ=xpxLrrh*>*AlFc9yqfn^yH(f6OB zHCA*^$CWN=+eCFAR&>a1MTp@W5b}y0oX(m^L5Fx}3N)!)S0yQL^-DO5NVN z;7$H@T^2g8=06fwe29;cp1|B3Edyjg##SU{xKpB5bMD}}@`6he?m^zLY{ISLiiXVF z(3f{ZWv1%%#~htMJJA$bMdz9S8U!B>2b_$y(3GPn6!{>{h?`29Fny ztTe+@xyRg>^Sw7*MLT;dtC&_IaDd2=0f5N?EN|~U+PsBapFY&9n3#ymNytUh*-p6d zc9$i9^9@k1r6l8WmhY%Vy-lcGq%9jOw%fVQwV57+ryxB*8z=1WGqWpj_3#M2WQWba z0p=mmPd_A2z47&5LBX_a4v#&g#wyEXAgBsMhI=5ZBg`)qh3%Ak^Pd+Z{V72a2d#3p z!?x*iSEhAdtWq(^XBnC@8tYog8TB{r=Nlsa_8*r7` zHPZ_Qe{REORkeZaNYcylSb8mhe{6+Dto_u@}t6lsdB4u3?^&B@J$ z77@~K*H)|c z-bD{1#g@?c40wA@k`kM6}MM1(&sR?UbC<*2a6!o-U@p)FoLh^-y5ff|y! ze0=WuA0QFQD~E+Bpo_;35Tho83Ajjd{0PO`Qj?QhlTMRQjX2zE%-;L7)01oLw6thY zT@3R4BVNPfo1v?;B=|1YXpva8#Ylfj!&J*N|99u0EAU4Q8w0Exa&T zRS`!zb9Q#mzWt73xnojtcRFJ>wI2LRpnumNDLR|RZzg|5EmK249rugs${-_7Dwr*Tmr1Y$L|%I{K}@d zQsJ(J z813g>sqhJ4q9U!v8XunykQ2r*0;n-|a?|(or%8Wuf$w)0#Rk^nZ3&C0lpEoJ<@)+MiNgj^{^!?M z7c$AOGYktr`VNO;fQ$wFH=Rn!Or8uW8d=5au1rKk_RYye-#1H_?u`$PecRO;D(f4v z?z`I9|FD2wCTcUYzu*|#blnu1GC(Y#-cwju2uh3L;RApdM5(mj`c)2q9yceaS!`s+ z@1H$0$zdc$m9RO83n{*Xq4SnqS}`yFB)+8}*b6)|3U^ctKr>oSRhf%* z)$!7k8?JrwH_rO9QABym`Rcz)kW`M(Nls1%x%aouPHf|gvt4&$BBD1ob4^YDfco$M z?gUb#Tb5VgabdB>{M824G$vI^41H4Jz}0UZVgtUe`s@$gW5jFr2`qz-;_3dAD=92G0i=dbUi_s4(Lc$~hHgizOh@+PK+S@BJt5xV8H2Cu; zJsTSvFE1}Qw=0+eF#MF6#M};spiWgMl$=JYxChHK>Q(iB_C=$7N9-nQvSKSXg5D-~ z)-e8lZQ#N`QSz{4>KjfPnhj7D1l0no;q0C;V(w8u2&2UY2KH1K^`0L?*Vfm6wYa-> z?lPR8pXcV}VAmai@)?-*1UexzODrbd=x}sEk;2o<^*}CR$%y@E`pM{v@8n;}H|4RQ zuYol*$qx@>xi1eBY|&H;WSs#>?zlTVoKy7SQm3yY{#x$J^)>9Yd1SX!D!4KXc)@3! zk1kNm*jVMQ%l;&PJ6f~~evs%J*Tmydo5uO(JlOT#bw^7R&+X%fzfQhzTsE|lD%Mbl zj+O>SD#!4H+g#R10A!O}&E+a-ja`4mt#Rj)XMbw};N<#8anrKVh1~(WXUZS%3m{wL zH1)VDwDo%h4q<*+tv{b+{8u`W(JueC);c;`C@`?-gIjuxR$+Wwe4U6bv5KSH>C*Gt z#dM*g#S%zL^-QSPJt)Vbjrme#GMHLY-O%7)FESrw3{SV)^1*|`(@2Z8BoY#eK41ym zrt3w}TI=Cdq_ZcCcGS$pufa_V&9&5H$T~>I^+8h`u{}18<(9Om53i7EwF>A*bU$j%g zNb}UIRYl~C)~Zvkxd9wKH5TlBSX2pL1L1Go=D)afYK5lPXe5$!%4Pj>$lCqdCinWS zo13Z!a(OorHj0+vqXVgfyq_^WdR9#SPLl`}p$k2G&KGN%skEF3jn!}~meB)|h zL#qPybeA+rMYg@^YYC&n zap6R%m{SzMw?A(O&4WQoh02Edf>bgU{c?uh&+c=e&Ye!aYu)z1%%TG6PfQcu|5)F! zw_eBVq|Fi`C_%A-kG=s(m%aMz#!#>bsVn~fT%=*|jJIY`WpNpkl(!PMw`4DMoK2l0 z*wo?j+IHL)Ec2AS9!cWKeK{<(JXx8}pwR+MtEq2X{wMJ$x%wKmXL-FBBFDIo1DQGf zM-=ZMv<3W?Q-iw2iXEpToKZi+?^pZ!2IRoWCw$E}wFBbK2*=t0(aHC#j*gn6^}_45q?!AtSD4u=xjpD{y;xPC)_H#Y9>snmv`13ON!ON`e+IT6<#xSwGN*c8L>XCL8JixF+I(F03 zOH~9f;4t|iNnD&CXZ=zI?gN6Zb^boc)`u2N`Yg?^%HFapyS;{PIzHR`uHFjkU;KS! z6_TqRk11>Gf^J3C3-sNBd_*|JuYicYh5G4f>%~&g-%h{mE0AUL(7SE6KAhgdLO+v6WccJ@J4GMLDsRR; zZiuh7EFdYf&JG((Ik(Tw@*!76`u>XnawALCExk{^9QfU;U^=2v1S}bkXCJa-F&+rc%pMsn7M;!FU5>=aVn@*jQ9nnX-MaKT zz}b6NY(=5oXy0-~{3?UG8{>P6T^TS6<&_aN zF1+ezAJHgiPCHgCkt3l{tiF4>wk}HH)H2n$j_Wk%?&A2XMlXRgfzGwmzGR`OSa7!B*I<_o<+qRx{S!ejB6+&IR##BwLKPP zh+_;^V?S$KvC(k5&bg%TYI!(946IpY!)BP=Git0{G(JrOhE zI#wcOOnS6k`fyjIjDKD{+G#}4*}2*M z;Ml@tZ()1vXlMx0Q7bGgJIxiLDt~TCaL`xmM$)`2TfngN`w9B?ahU=z#mp#hYl+$; z(~DjEs=I^rBQ z0rj|PxK+NZEMpT* zx|Eu0R+nqT0F|IA;B$;b@UkU@K-i9xUb|0sLM|?|Ym0=XYH?6!`bNDk8_x%D9nYLW zlI(uTfQJXL6c$+`d#J;9=5jaw{k@VkVqC1a)7L{E>ephZRPbIb_-Cp*r>Zp^PdIA>%mbPDYWL#ZbEH@b-sZXR24I)>y zwY61NRxT+iF*Y^^Pz$K{0k6xwU0_=|sR5WQ5e2 zQAFMmRurr=0nwUxFhEi!36hOBvcoG+BC4y|Ky?-9l%gbL75}#y`GP`%!+NHyvXYS5 zP!!ZB{T`F1Mnnh*)z{Ypxg-Mv0}!batlTqmvH7&Gq9Z4cV)d(ywx19}H_o%@nA!aH zqDwCn#9|g{a{PFXpSRu=UY=Z`2BIXzeA)J~v1*{9%QlwCTGIY>;MO{Gs{H`AC=Z@3 zDcJ`kaT-;oi)(8fK*RX?^JlQT;6&zI+#A7nz)xyw>JJz-vf$s<%3fEeixVs1kz8Fp zy~WSF+VrYphhLTmWIDej;QRW@?anFI?r5=8u356cs3$s#v!=6Iq8v15%Znx|zT^}# z-)O(m$#Kh$LMhxW{(Y4~U!bT;|DKJUoE*qx|0%P=4gl}z4gO-Va$Oy<=Z6Oe)7Vd?q(SjyOrk&HqK*&I^A$z5jgZ69>7Z4w=$NXqnGLY&Ax?C+S ztwQBua}yH|v*8yBlDXCrBZyBO>%)Mke=1!;fyNTR!CE8;qL}PEZ-wcGmmJza+m_eWA z{Kgfg{of?+DZ$G@W^V38)QS)xH-dJkFaTZJ4@J?P0_q&dWEqxw6To?ehy<}BQ zcW-Y$+QKi^8Q>BTXc*sgv0V`+Gk-d_VtJr;8;}8NySvT8mQ%(=z!8@EMvpk>*{VeB zV<nX?tJRk>-LdeJ1d zm8CjvYmXeabnv&j3R-)zr}4>ewB8AFx9%Q0xCKcxVOdvk8YwWId2=l*%;7v4g1mHb=qW%{6t)k|-4 z#D8-%W8M=WBv0N(80-vQ$0jMe)sb+HNzu69tdV zZR+6Ujf8sC{xh`Y)SFToUk1PA-1KPbFYhR0ehLC*#$qby*p?)>pjsl_IuBW zU$=4jCxXgcXN`W9%~98kW-^1qlc=gwifdHVB2Sz#xGAiY_VY7jz?guW1d0Su#u8F@xhb*IZsQp2Zzy>0FDYUK1VvUrLm>qBWjck#dPV!JN3Op@xI`AiWOTW$ z#%7mW*u8hshqt$r!ab83#k-BktE!7kSJDSVz3y{nCTOkEKle$eD-YMd=Wt)KCcmk! zTmRzV1is^VxFKc;%g3v6(J4}Jf-8d%RDn_ebj?wY%k51RcYsF*)0C<(yhY?#+Xkly zE=cC76Z3-4PVKNY;x>xQ<$-OT$|)6l8XP(5V!dbl$}y;mU%bD(G4E+MMhlSr%T4*w zUpxjEjYnxy9_D``MyB_mNhf*e{4=3AB+vOv4Lxl|al#JHB zx;g;_qRSA#;hM6V&Em(Jadm!akGm59Y`N!yg!%$b|oJU`0`ZO)+c3_jF z_=J-VO4D>QCAY3d9X{^cRH9JC-FrPw=J^?mf0Z$fQ=gC6x!n40DN`>=pe)#BydE>;8#iWjoo zVMx3-6~My4@!rDIu>a7T z2nN4@SDC`qBl!45Sxmz}O2&L6a6zyFg{!wR{y$cj;c(fB?5`^S?FHQ@qo5FeJmKWA zkI2b2JX+8&7oM$kv8xVLEn72N?@RYwVm8gn5U;RMgV5oc+)h-`+0egk60|>4kA)!+ z80hjV#-3Bvf3#QA z7%6RS!JpCXyDxyZ$h))@hij8F`=zz+`s4HiRjRw&!2#)cGEye}hCp6hbsv~OVk;kp z91txNJ(aDtALDDfi61fQFWc^Lt3AJlZSsu=@>|&1neOW+vO%xEC`BjtaiJlY-XnPV znH3Wg1vRTDYQMIh5b(XYBHC4~wQ%lb6SWZR-uADC7$Ty42z1Q{X(*YqXavEFT@;#W zr@7LP%A>Pzb_KIvLoe1TttGZw_;!U!?hsbSXwwRC9>JlhE5eb#|_ksWcZ}QWp-@kf8 zumbB799RJ6@?^Zx7`I4pRdO7+<+t+iP%OleN<8`vC2B&lIlN~u*jQLn5oywe9Udv@9(5-HaOm^O7!ny@} zh~jUY1%V9K&-bvW9jboK`CRBvPA>fOYt0946u`B zGn!wNf-^Jo#V|7+>DcUEsHqRzw3dfF5MSsH!i`@+Pu64W{57BU@+I|~(e_@X7o4V)hIWX+bWPihP$| zO_1+ONK6czhH8O+POf8e%YccFkfczf()LbET`v~~mSy{00+!r`oXxR~$^mLt#nz91 z0s_#X=C<*JObmkFV_`bG_h~+mq@TwP{Vc%$8>oY+QF%MQcrkbk9nBjM(P46C22;tT zuD`-WFb)4pv}Krb_r^kZ>c@u z4Cuh3xA=`!tY6fk7<6)JmF9TQ7Q@G88%MJrYBh^1E1ydv|9Ext=#$`A8;llUWhes^ zaUiVYv#72u`0HzqgM@;Zn7ewS-W~NY_?b9bOh~Vp?<0wjPH0-@Ym_69K)Dm1O{0uN)jssM6f*E>CS&B>;p3opWC#DFG6l^t`#s zb6X}@xkGt<1=AVFn1ihZHkm6qOFn`U4QJVw!&BT}oS9Qw=6Y*i?F>1mq>Mh*SjV_J zQM-QpAr6{#OEuN5w-VSDJ{rF`#YaYzpHl(F@D;nW4*$oic4wfp|K`mbFi+M_$r!IU zHZCq`(p}x$G&eT>4LX%T>mG#!=wAda&%aLhmk|Z16>>wctzo*yP_Wl)=b3N{ z5eRS#%{RX2@pRMx0SfTC#=VKejgFFy?IAzC5m}8xDsc0QqN6Y&>-@nuW-QpI@4VAK zrr&`#hu!uAOHxMl7!p|iACiMz*fO7HgYB{(Xet9urki7h9B!w3At8@IM;g}f=jVzw zF9F}i<*x_8hKJ#L#KTlfx0>^#@J&zHhSqps9q5e!MDo=+HiVn+TJ*!(@Zs9j_xrj> z(N(M{fF{AFReTSDY!BxIHxP0tz|aod@}AE_H+VIH4jf3Z6Sy6%gK_9DFE5Szlkqb* znG-HyEkII`%3-5@EAw8n8G8BhB@q!(S2r$yiQQ5KKwnNfXo= z_I`8!N@t!!b7n6%QRj4QpH5F+@JB*U4VRUAXj>a|XD}|L7Xk%$6QA$q61*Oj{Pm$e zc43jSu$*!DCGbnE_1;$U1c#vV<5PXK!Jo;-QKGs8)i$me+t z3jD@D6OYSt($mvHZ#cF3*A#BYcS1sz^DSCx1d?|CWSGL>Zh^Z4LBDsrFzK^XF=X5VZf>PAOs@72bJVkIR7Wn?w`PO1ADbG4NOa2p%L>c0rQ^b~F_=OF2oLD%8h zK%QhmCV-Q?!t1|($0jCzsUx%ex3s~%P7#n2;xV+H-QAc&K>GrnC@tOD;ZMwdW4L>< zyK!J7Kh;BsyN%OZQ?$LwTR3r~#R40haVVVXOxa8d~v*<(a=b1n6o*aQ)7jS z^TXnAEr8jEJpKK9p<-t&Pf%pUB%&fC?O;1vWa2V1fKYLrZGeo;H8iMnf=0&m^>v_O znVg!Ej%O0smjtb(Sh&-kb@m4~P^eDml&;>;F4f3NY+OfX^)Io)xZxQ*}Nkwnx^QQBlM zgnD>u^5`Jvr1lYlItYS~qGGV6(!$DBU6u@2kNjbz!LBdSIkAS#r1CyR-yaXm23u4>z%BB%YVQAa^+ycwY3FyG&fW7p>b5v6}jS0Jd3}+zUj6)@eUb7 zSc79;5=YOBroZc*1zaF^gg>F#1H|*8(Sp%N4k-0IGa#;LclFkyZT#eb2C1?)Bo^^B zWVUn2g+TMwSY~(f9c?xT1*j&5?%^R^;ym{%!D5sKEp6*VM@KZ^>pi`b&>!n`AgN&2 z8fSH~**l!*vcqj|z0N#Xh0JMT3=Qy&9BmwJ#`HVhM=%%gK}=k*2(m3y9<8Rkx@3V8 zg)lKH+m0*&QQxvim&tF#aScVrOSd}7lAhv?vkKii?#D4MHbX`7p#%|)-1Isn?HU3f z`aFyH&%v8e)?K_$;EZCo%2dcxUDFjH>#U$Lzy!1$P?#1n6q(};ZGrs02yD2-OLd|^NDc8_Ut;vgl^BO9WWbI zp9cytv>@n$#x$8H_W@%UnDrE@^aT_|%bi5~`g#nB#gkI`@-mi;Po5Ey&0V zEL4d5TWCKwa*vgU1Ca2PthgK*Z=?;7qFB-o@MTiOyTeCzW;wTuh*WX@x;-Lh@ z6-_0F1d3*DT+$KWR~7Tni`9jHCKX=IktuIpI&V(LmFO^TEjUr5Y}}}Rgo9v{(<{RS zrjLSsCoce>p9^oah+(igXu$+f%8hgsJb=D7 zuk%Pzug>Il1jSin{095yHZ}(^6C4D7`S*p%aQpXo<1T&-9U=An?Ee5ty@vsGOFl59 z>FDx@+XU*R@;u|VC`NsF6;;_f9(oCjD`MwMs0|KiD*AVxEE2q2K;M0P@*^e-pM{z_ zprTSuWQa#Pcx5hmrOcncqKCDz(Nkd3Z*z{3=QxT!PY&7D1tY)MNncfs{qf|2%)Sw?Kia zqI%2?b?S?vDDu?-YRR`@dJk{~Y{1Lxt5*dW_qD0MEGX2~eqLp=+Hny!(9>o~Pk=z`6ZuQvo)M;RZ<22LwD0R#n|5^U?Iu)?B$P)ip0cQ_brA2t5%{ z96Yr?KAu{DfSwho(C)8FfAN@19D3EY(^egii~o z?nL~Od8qk|Yt$a){PxYxElJi~u6qaZK_z+wDE2EhbAcwivQJ2;ta?muPp}NiTh4!c z?$*bbEXNYZrlY9AW(;q!q>Ud}Q#H{)`gSDQ)!FEg0z6rpSEjW{W6b%P$@#Gg(YImj zdl%(*wLSxx5@1~@--W$UPyjR<1YLFnT+m#Slm^fUWb>v4f5cuAAi?-=c-*nzz;rx~ zDn1xZ)ll&99qj9+-18z1F?0HxbzWvRK(d;bhAWEhm{-u5;EuCw?G1JW(gcQOgn@39 z?|nU^ANnlJWI0mlV{DE(#M;CI;plS7`ZatN%J&a5p8fw zkd#srxubh05BVbt5~rcfwOb-vuyhJQq|=WoR7schp!?ywe5eids!qlk)AF@IfWtLA z+v09$T~fUxjvKQ%`0MFZd~f?c{TNzcqtjp?2*E05{;p3m zF;u<`3a3E2d$ql8LlQyqz?yV$DD3w@Ub#Va4I8o2W?mXVeUUx(W zvL#w+EC)Cd7z31A)(`}ZR8re(!f+dJ2SjHE*yuU(DIv%D4Cndfhiz-63&3T9)H|FH zv|2MUga3oY+^hG`q~iHgxG=6inj=Ww$Nb|~Me4%wfSM+cEoF(M)68NS6*sb#FXm-I z@%F~xW4=Mg)`e#{UfO^saGKAT8_j#{>^u~VTa@L+j>SR)v`DT-N7&#&vlEbAp!0Fr zJSMX~>_k;>jP>@edMdjHJO~}#OgRF7DLmpl@(9{L+5j4E_wzyM1gIAzwBr_j4oboy z1(etMFX#^Y4v@2-TOT*4l$?dOsFY-%Y=fp2dZbaS97>to&rg5>6I`l(6dxuC_Iic( zjJUpj6uww7i}BA7uPO9Z<#lrU`FK1R6MU~Wk5SDC^|hwdi)-m}Sw8tI6e@F}t7MU zo^>ZGS=7v%+$8c^jB9DG)qJDhlvkXi@f#}yBGZamlf+U}mt!&(mZ@?d(0xyg2{Hv? z5l}locv0x?ih`Dt%Cpf=44wl6obKbB(q`_*0bk5J5U$aa>QHz7zskNctjezIb_;?^ zDF`SaAt4PSASEFnDc#*Epfu8gh;&IvcXu}!v^0pcDBX>eoVoRR-!IQ~owI+K>^oM> zHDk;%c&}n5luHD@q0gf)er54SOIQk{_^D)ydUj~_Ta(q-#7~R$ZRiMVeIo;M=^Ikh zQRv^MUwd8t$=yrH9E1J-3SrthZNY_?Eu#)>y3HySRN(Q{6%kLH1Zw z@ceVv3aA+1bv05##Nx(+K{)<6`sGX6%;k zm>iw}=?af)f9|g-7n7%%<+3|2&}Ko6H%A@wW4jEcZseK9Wu{?7B1Lp$>@5@1p)#Y9 zbhOD)Zz*Gw!PZv}j2UP8C&i;ns@K_wcSqlr6!L18>BRbEDz1)&LDGH3BX&a(@$Om= z2ja!GF!5KfM$%AwlS3TK5`w%DC%=qV2UPoeKCFHHF@cSp^IEp6vtPe~vB8Q9XutRx#TA_nMH@-OyZRPLde=l`ayIP;W`K6=h zGA%UQYEzK3oq2zYD7N{u_2*!$9-th#1JF|Oud1hBWhz(8(Bb2C3ikZ{zWTXY!@DQ#P|B7sVUc(zxJfZ5X2BLJPcapJNR%#SywhkHqS*<#ygCl)6W|%u$48I zce-JCWw_Fg#?P-zM+$YIa15W|$>=DDRb1iN_T)~RQJd|I?Qzy|%%zw$mO{onCW}?k z{4M-2wT63y90UTY6t_?aTh|`2XWXPUpA+WwO5RWux`u)xL6_NXRcA0Y!`(?kcapIj zkB!|H+h(F-(#^VERa-YWoa1o9G3kgfzjK)hfxf>X?RGSDgQX1JDp(gj-Sc+xfQS(SUtNdq~u-|iqWy{gty2Zd?*znFPO#=h-TH0L^ zT`nEmh>F(Z?kUFE;IqXw!Dg~@BMApphbC5|G9?ITqi7utnY8xouM4QI%2DI(5ZiBM z4&{y!Q6+vr>HYpwBrnh5jQiox+(S3FiP{LUV127rON)cKHGjddlc|wbhmFoER97s0 ztL3q3v+HQ+ichiNZSP~4l_EI0vt>rgsCwi5LL9i)*ERABGo5D)?4B|w$0Sru9y}SF zE}Xu%nX+8p&$(iN7j?7o&C2k~ju9C8>NUgwtT@D%;h}VXx8pRloU*k|MAn5RvD?D@dxVOuY9-5*TOg2xCSebhpQ2Dzt1 z7};Q*{krN0>|g4yw2>R&%+4a%X=8a_660E$H{xNBPz8Re31)A6R_7{~%&1t2Oz)dF z8=93Q)n4Cxj4&VUvcD5}hFV#*ve#c$>Xz}{2+i)U{v|qvr9Ourmy5K-fdNAYgF{pD z8gOmwEfv_b%NFr^2(F&KWy96cbhe#ZgrPa;PZU()I>(%vrsqre{mVDH>k$SRWQi5ZON z%ul>2#EyK3q$E;OZXtFvMPZc5EFmhZap9m_6%XA=njQ*^&ymiN!szyA2yC&gkSF46 zYv|;aqrele-z0g4(#Ud|N&Yh7__O@EPm+{r&a+wj4k~gXrks)v94e|0>JC+YHhrUq z3A*kU_U@Se*^CBNK-7p8sg9yXy3Yd#$CV(~<$@CB`vm@TFd$vm)dvR$0Wp@Hoehj; zv2MBcOMUJFDg8@Y8XBDYSmuZ`JB3!at-*X14$nvYE~!H=2Mh0AyPDb-6kX2it6kz0 z*zvPYv%cM>{k811kOp$v8NoH1ljzO&AGE4iYAJ*A(E zoqZCBnR=sSf;bf4=NA;9p**&;vwQNSt@RZut9C8LDQrs}J>t1hGvjcr>xi)c(V=FK ztm9)?R0qdvtQI-4L+O;&Yv!#*Ezge=w^#OcXj5(q9ARwHJF*0b@|p%Knjz%T#_NQ| zI_unyHh~%pj5Ag=V&F^q|c>K3e=FgatGrOZNP>- z)MffvvAi0YLhiAL{Sy^67nkU6j;t&4Q=gGR#mP3b+$q51F-P)o^kQ1IXhuY>SQ`*& zU0=T3VK)s92?>G6Dd_J^-f3$p@e`f{EaNH}5-{j?Sh#7h_O(bx@7p4oxa~Ve@v2HX z>eq=$(%EvX8g;wP*T%pc%cyM6-e^a^?N71s{zfSq{?vPlii+P@UhVxp7GM2NK@jjx05^VA;_z^2IA@$mXiio|Ma^#( z%WH3mYomH%Lv~6>SEWx`QmY0sAZC{LLwv#r)H?eJ%A=l2N_GvTi9jpf?^P0#n-=rh zl$A9#UXUy8J=a67A#PhrTt9#R*y!jcS73{3F+K8bY-|LInQ!CcO(##OL}9vE_aZRv!K20OUj7EvvV?S!0|KRsniDh*(MdeY{h3rd# z-*JjcD{@Y%(O2YoVN&z+Eum2l(3=PQ`-LxUqo_ir_HPjonAq6#E$yA3omnPZK(5!u zX0yN_Xw{gRnceo64Gay-p}EpEC8CJ!z?--AqKS=$N@SuUXaD;PB+Bvy?u?jWB{)Z3iWNirbAIrE3CXj7KGO_ho|! zflWZqt5@G59zo6+F5T33dk%|`Lu+o1<2l(A@tf6;KKRlOD$eHdu`u&UQiTH2?l@#+0 z@0VBAt8SF0zCS&A#_JLe^m?eM)zTIZ(XmniKKvE?g=Ma$rpNl%vZ|%AMgAVG_1bSe z9}2Q$rR%mBm}%_oA-R$G871^_Yd-jK+bcQm!i8w%BAW#!vp7(f`iDEnheJp*N6$9J zL+VH>Hb2%E9F@58xnN$ohP}V=`a~uH;^eCd>6dE0-*f&R7hfeLMD);#!pI2nXAF$* ziEi{p-lgzW&*)EqaUgJO7Rh>&e{4L_!v0Qz4FmyGL8Y@7d=!`v1pbj*!{(>>r#&?a-;lIg~x?dMN_4(HE7M-GEClL3Juq*Dq?ZljwCb#voULu8m*8Y{nG}BlTFJ); z*szQcx{fP&kn3nU7kl2+=0qP)dGF05{)ClPtiXW&kXZ){C1bJ78sDQ1r=Tkn4#9zx z>upz7uU{%4gy^j)lq{>xe&uM^Rx*f4DF>+ZpnB*;s%=ku(H9o$HI-04mhUc><1nk| zd}P=_iQu_WY6&h2hjBldW^y4kw!#P?`u}iad^KCbM41STQXuF*c{)Zp?%ys10vEKRjmVB#}r-eEEP% z@YA|D`<&$5dHU%(!PVA#5G!rwjY}+b;)3%JqfSHNO~~3lq4pFHW99QTDY=XOs6(9% zUs^Q1_ikC~`5&DMHah0WX$2&V^MnvzbH`*BYP*scU-;(mcJ={ZHKZ>DP9(ne3=|UA z)fqpNCL#g?6tE!P8A-q^_<-GFsqZ9=@Ezg0>_pStk2ifqyrdvCJl9tU-1yClxcN% zHl7(xWK`CjFR{4VE99sqDXUX)=>4&Wi1^iA6FbK&J+G_}zT+%ULZV}%%GjQWD{akK z#ij>{Qr0_%RX>lt=ze|W+AB5G>)B)uRSxG?+h!gOhbo?q1BG|>M|*C#NRXdzSh1cMa#8ni{=h>;)q+M zsW#VT&ex8m$v<~oC?no(Fd%B@r=1~}OU(XebH=0r-?8c?yQ-Od`r(GfOyh-nl6*Bw zQNu6nod&8#syo#0K1(v8GL7k|A7#!5Jb3onR2-r>mq&z{@+ItI+`erDwI7tQJudhG zCgXMX_|2P(mt?(Ae+GA+UuU{SuyaM006#p7MyL5{cD9V?b8VYMYFS15=@%>ES=BmL z(ef0ZxTgzE(acJ{jY1fF1jyyi$RLMygEBiDWNnX zw7sV{ODV_v&sDP&TLo1f`f;E9Or9zvN=_t_18Yksb0HJHh_aB4{< zdZjsUCcGp+ko9=iEgyo&M_O%#$|{R3U2qmmdcLtd!G0GTB`UnPSf(RhQD%INlvh+k z0}E?mVEV3$;){uom7CV}Vc+--l{@JUT5PUvQy$dk-QlXU2aBO>@8<`3m6tBzCC@8t zz9#eI;|b@;!gYR{i{%JhBw}Df_wKz8rUC}c7NTZY;vH>aOZzE5H@;6lZb6N@$&qBr zQNYv6i#)0kagk9Xva(R1s%Sp%9E?ycq_}kp21gc{ESQ+-1(Jh9-jhFK;gWTibcb{M zdZFMiIQu<#4Hme{Je`7MUsMm?UH#miy-$P2P zn(o=zR8HMvHDAyA6Q$W=505(@+DzKtbT+S!5TU3tg9$LzsTVCS-rsBhHwK&dvlD0j z!lo>AR7O^r;=leE7J$ZTZ1C)nt7wy(k|N&Du~cGKVg7n+6{?{2Sz2bg@mvBXyy&oI zO%>h}s*Ug;H=?!nqcHCaZxoc={6K+|w~dXRt==2)?^s#GT#vFRYxH!T2$X+%U1SU? z5?B|J+H);-^av(*Jz}re`XYz!VK|YtBAw*3_)$2cl@0tgk?!u@#zs0CKVe}y&gd__ zU6ToTH^*6|yQ*!nEQYybiaAz{7M8?M4;5rX85ZqU7aRsQ^t;dSQ9V#QQb@)9f&(SO z0F!P;&_CazboZaDdoN~baRKKM zpEEGi0{&2q71nAcM|F?k$Om620*sHtqS>ov{33an1`EGD%W3Hnz_l z(R)wT`CWvZoc4dQSy-H#)lll_SPm~9i+Ffgj_)3SdT1@7c69vda3kgUND+A9LpfeC z>*r1L;-t*egXnv+Hi8vdvIS#>;(PH~d4CPQ_A8ZOo=nMJDd~(>p^1jr8P9~p-VB9| zsR-L0;+h@uxrx;OIa86p6>c?D2bhW%wddl9?%U)l#fI zVzK&BlmSK8GmmPuIsfSg?gu@t^xAR-szVp&VKol)RhBeIIaeP3W81G}WdZ2ekPY6* zekn4C)^YQTlT3*3D3MU{q@2z3pxJ6>&q*z@=hsO6`cTZ!(7U?Q`UP{A%}*9dpc|CQ zA;0>s2a_9J%N;2JaC%~%$i_yfi8)^Q8}|}Jzb*>ucrogTuENW~=64t%Ef_~Fv0zE>#E+F*_(ZHP5HXrHBm86o$0^b3|IQ)26^wYHpqvG!7ol-v zwljO~k|qJ?a)(O7Ioh?(X**QgF7V?uHW5NX)z#E^3L5WsSJ7A${yB<>-MNYv4H`9G zzO1yTm83S-7t+<;pYtElNJ+57^K&$CuFWA*|D7(Qq2k&UT*6c9?9b{#d_&BoFOj7OgI7=Y(!%W8GmPg z82CJ+43JLLZ89H!00*80b{H8{PG7p_J17pg#E>#WKKy-(G0qC7ar+z*DmAK4ln-P6 z!iC`LP@I=96)YK6)}lhN1KN}|@_bw$H&N(cLO{l`Yc!gY3Oww*#>5%-sC!RSe|Ds> z;^ryiUGvz!R27sj4#kZU zZI}Ic{rO73B`@?lvV4#F45!w)O!+Vqt6X;FRPOKyr+A1R9#(qtU%SjeSE0e@9P0V& z6#(L3Lys1e;Sl12yKkPjHU?Oi!*zupidm;ea2}iWKX}CCjpb+Jccqy0sw_qyLudTB z^J3y}`!CqNCM{WDkZrO`n$xcfX2P#d8_G%+?20-v9if9zkIWFSbYbgFk}lFTNE`G* zUOzLPa-t>-z7mPIyPwHpAJ>@3WqcKkh)n$FZ{COy=kuL|>3{}jn#~_IKizm-dP@@q z#Y#eg$Cef&B}Cz>-O>9y9ltcu*#iU3J8-~1{^br{@%d58MVsOKH%l&$k|n4O8!!<1 zij&naIspL?!kHL{`=QCa7gkWf3Qi0c8Xuq1O}fNgB$p!q>yW3J2Yv+?o}X(!5s#OK zfhs@EYox(BCzax4gA3!@U2*Zi00rBo_{9&XcmWa=skwCU1`rVS7CqDfSCy>5%`NY5 z=H46!17rF7W4xd|6KMb}6S3!p6kaUFntWvfe=AFxsOY+o!u4bU?r>LqvyXj|-H|KR z!)8Yb)>AXJGip*<(7w$KwV5kJN3&73=OsSqG&F-yJsr%L-;|Y(;rMmyt@LZ~P-;<} zf7-pBcvw&$-Fz#n6%r`@8jg3n zc#)B64M*wd?96Z>p_}&xyf0Bl$V*BZiHA#=?;2xEs%5q(`KWbS$A~yz*-_t_mfLdW zaRH~3*!upiz$&Tz(E_7Sk!FMhkPv}UQ&q*k^OU=5Abi&j1LvNW7Qj@rb?B*lMJYL_ zU7FEhf0h=yIm7uJ96ZtF92^YQrC=FXN{Rz2ZG6CZyXL)lvR*&$85Yzw^$i34cq?Bz+1P}g!-+QP& zMREu1+%uY!G?3EWXdcki1OpFn!7wsoBN0m6=;$)72hU)-KKY{KP*X}t<~4D5G9#-c zQ-M8q?^vrsQfyHyBBF{Un45bbR{8mqfM!t{3BL4}=~F;nC7Fuu`T&Xfd0@qMKRC0YU$O{F}fgWg%1-77Z}0BvK@q=u&<(^YMCed5gOZdj8(7|GMxcxAi7C?|MBL2JR2h6f7|Gq0 z$CuL{7qVlwO>DtiZi=1rv%{hb5AP~WT6wu)gS?6B$vda@RGEZa@$0(>Sw}Ne%=ct3 z8N7dk3_vL+v!nr484&@*R!O{NI@pMeUFkg$B@xsTbO9F6N1tro93h?$<75*MRK8>f z(kgbdq3&oX`%bDn*!b;%aW&O?()`y8xb9=$xI2kPJshIq;!yN}0s)I&v-V~haEt97 zLn-8W*7!IHLfLSDVxlU@&Mv%I2$g7=#D&MD&8;IP?xoLLbZe6N%1;(%<)7UYc0x#$ zRi3D-QWGkv5KQ_#pyqks*wi(Xoct&)?luOt3AYZXm`KDTsAu%`L7ipx%NHx)(GJ97 zwoV7M`75Dt;PX~cV0-bs6;zNq1x7&Yr2Tra5I^t^5a(5v@9VEVj%{Kg9dq0d+~&O) zJFetdiDMfQ@W=#klFrl`kC*Q156X?NGWC{V9gS#Ysrl48-*Px_&G0*KCMq*{{Mt6? zPv%!rQcB=;jOy11>NjFyVnF7uEHBqKH2C}ZaW394zg_sY^R79eTB_2W^mx;%0UL#i zVAY{BYS?9m&nswCsyxlw>ib(>a(j7h7$!_9R;ZiLHUpTku3pjfUVx}oF#!`*&21tg zY*OBLZ|faa3{6ZNfp0w2quDN^Pltc)NW_Dj+zNE z{1P5o=exzde}4@6SM~lNMe~r8vrVBoRJXxN2D{+npjue7s7(Gxg*yxT3MWU-sewzJ zOq|+Q<=+Zo$Lgl+)7nT}QdoFTjpN%Ulb;cO>whoeb)FUKrRH^J`~1k}oJt%E9moCf z{3wi+wCWvii3GJ~lPf1@Xt0D*MrvwnZ?6nxL?u)_B8+~U?cWRdzZX1w8Rf5+LKmOk z23~5}08_D04!5XGyyMh$gH?eg++wd)H@OJj-R zy*)jAwm)7cCFw+=Qow>7=_t?0GOwjO^&&FBJd?T7QI}YLU-N-Uhu>QU`h;2bLJcN| z5js12DiV_JPKvU);9&K_+{X_nWmHr~fe!=p($-d1^1d%)ye`kpr2{g1ft0PKCAGb$ z@I>%8J^pv`kU+8+&k(-mn6q4_i~bYOvJ_9SS; z!5%HtIvP595tg#jL608MF^7Dqcewsb{@0vfSHr!t$Wx9nfdNnD&fI~@f!%yNv^Pb$ zsRQzM4%BjTc231QOv?Pj1Pvo=!MJ_;wg80Cjb+jKR*XW7*82m)Ay9;StPsH9W3iC5 zz$P)Dj~jZse^oM(T7c^}>e}^1?6|QKt(JByMP*Swr-3)v#>S$ap7TG1pXxm~ChOC` z)S=&Hf%CYc7A5J&jXutv?m$R0Gi#ZzDB6+cJQuNv*o+9+!$U*&>AG@n(yB_s*U?WG&~pK5td` zZ-f{ga%D z*p5v}DJ_i`B&k`%IbpTm+;v(m&}CQVfU8FcRAAGLAKjGHg9{j&PFb#9hGcC(+epwW zzMl!Wkbglyw!lanF9=euyzX)6IGKA(0dFU2%(o1-Y#pTLW0P)rPSU754YL1cUgL2S zCHIINhhv7o{ssymosX8Y^F#Z8mMT&2>TC*B0<)wo7N5ooB;nynP*WNi@w$CpP7Tvr zIa-;k5W(o#yYlBik^FP^8a5b1`1X8bl*zl=a+D!L;PD(;}YP^@^Xm9lVN7ZY3}gi!Cai@VW9)%o47yC=LSWQSzr<6a|0 zGF;U``Q(2SQ$X^c8>8AW6ND{^!xQKFLMZIgrpGj`mYnKg@sNz4w+iN^AV%(*KwJAa zrnYFjZFkMT21zkWQw>o;7{xl%klUz}Mc^Af^~&hK{SZW&fKH*z7SCjouw9<}erv(3 zvCBncq{j%vy%mr5OQxK z?u|QC?>Ha!YefFsS|@iFEQSn!@u{}Ruy9X7_c)7;A?ac2_4YCue zv|cE_2qSlOAwLMMBN@K4S)=-|zzbdOU#px$nr-~Tn7rB3Mf_uEd3U)*_3+fjbT8JI zcf3^1Pt^Yo;?FDrDQroM@#xx~se!59c5Bnw_oP}*%I%_m^WU&O0~jn+984WvC~gn# zXNb6B@01?JeRE4Mj$!dtqWF{EhURb^3@OZy&)@h{`%}-~ds>~mJ~K9*7kd-vXa4mQ z)tiJf)6Ukj)xWG=CtSgAtT^p`X!HDx7nKtEBR?>vzIXj|s{5GIYiZkP!yO^t0YNUL zwoJeEnrDoOy|OKhJhlH)9x~?%}po%Rmb+LW~H@1fKLgu+N{(rh4}n4_c4L|^e^q`HsoP!RUdyfUh7Ie zf3(ps!L=B|?F;m02zkLzF>iEnblH;GBFG}pPtb23$yJV9BFmYLW~*)txX5LRs7-@# z4FC~*0?tSmd6ym1?~pyjki}prrZa7*jLjRP;nAj?|1a;G7XU$4#)>%9pJCl`&lomB z4Nqb?f_28#?>X+*KW5xJyPLk7=be+e+K*yd8oBIA*_2_g(7H4p$U{M*8*U9W7h5mB zPh1KLC4}t&PkL1yrV;*Qdx9aKQFdB@AQAr#FAe^spsRl#HO|+B7}EBgWdC?HSL2Zo zq*s*NJ$@p85ADmnD0P1pAmTPM!vTx>KGNU-Epwhu>yLj55<)mk24DU?b$Nmj68k?Q zH}i9JdnonaBMIU4F=8x`UmCdc=V=gFfVM>b^KCFdC_(GCSL53Vmhs^skl;N!looC7 ze@|-opJfVU#sAAU3vS#0$2VhLixNYlr;sez^y*zm0)HWUWV!=553&Bdtha&XtD9f#V9i*fky#Cx1d`{Ktx1DLc(|?FE1Z1M3L+EzPcJj?ch^A1&Y52gtC}e z=iPKbB#{Yvp0%09<6F#MF8usiR76Asg#1WJNu8aKN=xsL`|s}V;@sgbeKGg(-kEzm zj#=bC8?NMZzQhWTk~(F2I%PM7}r^7^%v&n_rYgf>=zRg1C`A3>!5-7isU-TcAilr(e7_%gAmg@(?OUWZSp zyzGNZB{uS!^ZNBL=y!F!-bBsCbp$kAo8uKZ85tQM^4b|eMRLrJbiwGNgTqBcL0acG z@V|NNEy@U_v_Q*pwit2YJaSjG-Y=X-($@ZaL;vw<{$sQJ*Zme(f4OjZ*_@G)QAueS zbdoD{Fgce0Ta;)Oi@FQFl-G$lBsK|ET8qWQ$YkQ~rvU*r$}5VycVBJT3B|Owwn7^x z^v9b0_#E)$$rJd_K^%|0Dd;&`TU)Os8_*c#K531V$^yzX9*1R6POAZZObCL;i?0$_ z+AVaiudf3k-O1@`PF7Z#4o)X7K0fu0tKcQh$AS7UNRrwCDl0M)Fl6H_SBT%Gq_lw8 zEG!0SYpt=KbOP7iO6~GN9B8-h{OnjGE01Oyq5NOM%rYI^k^at3q$;%N2uMpYG8UX3 zZ9)0JGcq<7Db4H$EVVjUJ9j~;GcGO;bU}Ar8mp}*AzCfh!R3%(h?dG4f)60+;8!w! z*HXBk(ck^xczwM4wk2*UEE7v7b^HKP;K2jIV8AkjQ}H7|(}RN%8^S__dU~@ZEx$Fj zv=ZQNF`!s=v^u($5hhSxU46K}?|!&WG)eH-7YiHv{QR7miOF?;Spi~m;5V;k^g&-( zSb#EbgoJV|+uP30PC8mzaZWTC+x*F5r~s1+xc_Qf%T9d*)NY_4N{uH8BGco=XvFxW zq(xa-ehnofda!EU-OoT7w*>mrqorD)8jHLzzsHFKOc(I#b#`?P4i95uVHr12nuE%X zPNrg>1huQJbSvZvq6tz7F9r24nVFf5o$>JTHLzIt5Hm0{du%lwy%wGWBKL2_XvP8m z+G+1OEQWw14G7p;ou0@G3Z%>eZW|8+wD6Y{^Q$O-NQ)h@y7Vwzp?hf1t6cYG*J9sS6hJFbeStzgc zKflGT%}uL@@82RLYldcgBtCU7><-UIrzePbiu?CpfQE5QObpmPPft%+^4R5NWw;oA zzUbKHm6b4$payUqrjmaKXas6zJx{^Jy9;}^=jfF|X6gQ4 zH!d8p@UzHs2l?B7Kg9p{J+I{0%0NfAJl#+eNQ=A^=VyHe^C5ZAE&yx0xVQ+f45|fS zv<{jJL7Wxvn1Q3d?0;Nd8pXWI`udYBT3AjEkk)Cxo}QEA3~vG(&SCAV_4&!cLGzn} zOKVFhUe%zmT2%#F4xG3I`1rwO{1c$sHZ${kOwY?>S( zHw_IU+z>MUdJxP5=dHnMgEAdXNu)WM`{)O%&(gB8n;_hslj6y1F_h^%>rn&NGdI_~ zJ(!4-)otYlE@;y=%cTfph=(~jJI_{HC{1TRB6|+|5^4Xh>&4rG966{n02cRRw}*AD zNS-jy60!@BcazK-BH^-8S69c!$A1?SgG0-?M(Ty7v(NY(`PoL*0Yiesxf$AR!C`?UhTU&3yWhJtP;LrU0 zO(5l)rwlT1KfqLvVjrxgRaSBU`6tLw1Lp%!3pm3|5)cqDYgUF!Wx<31jUvyB??N*C zti8XM2O*P@5HE6|O6ME8{>#KtN<#w!O@Z>}&F(K&+vZQ71_uR6!&C&AgL;J5*^Ylg z!XzAI0Nez%S{TMDkSM-I&Y%tic!>L-m964c!n3})$?(P*V~_-+!9n5%XIC7X5h$Ex z8pE0wtu*P0iK3NTU0$AQaAu{V$^cUjC|y8nb3SL|;^JasyPFPYgxNV)VWR`hWIH$* zC}NVLkCm4}s~xCEpO5Af;5Hr2xN(-yv$AeYH#p16hE`QMPDio!b}sFisL}Z*deczd zWrK5hvtRH6_Tn#)$p#xy>aa2tOO{`Z50C2N7yNoZ9sty^$x%^J*OGa_K!NnQgF|I< z@(ldrv*P_KtMT$pwEFsbPOkwl%7umQww19sFr{i{Bg4Z;h%QiWg0#pOoHuaDxSG9F zNV6)O_64s6DbN8^1$idGN{?w@g6vn3zki2WibqU%`1X)U^(u0_Oh^RWUEm`ohK^j! zz>`TUC^!oO+H!JRzuo*X8PW3lWG#?@v9hY_;NZa5#|KoRPk#LC zDcCtV&sTC%?#aX}D=4HD6fhD70qZ0(y=v0^4lcgGHGAQRUIRX#v-8$iNlHY70+4D# zD0K8=5YFY`J3MxxO?CeBQyQ}Zrp!|&R)Yaj>6Zu&+3aXlq8jKDzY-%+(g>h>Ug kfB5bH&oKQHHhjCd6y|FiG^{dzA9)GMC$gf&!ume{2ca`0=l}o! literal 29870 zcma&O1z43^w+6ZZ0hLff5F`|(OQk`&yIV@SrIAKjN?N)krBk}3yBnlq(cRp+(7n%p z?m727m%X27$;Y?8HRqUPj`5CnymJM}NC~4o#D55ZK+r@*1mqwPgy#?lyvlueaODa1 z6LRo^^g&!$0CEfaFQqOk0s?ss5f$K7a7@^m{lpVFdV##R=A&cPgoyBlr!`m)hcvKPG=5J+ z@RFiKQ3U&y5fu>!ymKNZXt&#%2(x=k$Y!NP(E zVvbde4&EzIE|s8C@4|*5naowE_(Lgg3F7e@JOJ{-`R1yss_Ii6y?XJ7)|%b==`v$^ zLIHRPzXvHFBztFlFkMqqlUBWgk%h&<-u~vGo1U7AYMFm>a#FV~sJOWJ4Ff}IaWURo zy^ad==}khpYaGjlYvy(<$#`a3TH2_FgOMD0f_5u{(^-dk#p{B~%E~JT=c9ED3=CPj z$=s;=@87>`);Yy~`$q82QD(p1_2MXuyPkvu85ucb>HYin{zj7}`su=AVGY4r>Eon z*=^UK-`Y=Cm=m-sUgEY+6zl50RaI4u4Gu=b2oOlK-<}E(AR&2(imJe+5D~7fphydz z8r9%9m?kKoXJK)(x4<7OQQ>-Nf4<9XJoMcTI(C3duUV_IZ)rT1ry4;fxy)bVu&Y#C zUQ^>-e#y?kF@ELuTCd|VNl8(W(Om7PQR>TM=s2)Xt|c(<;c_R|IW#H@9)jQvkJ30m zIff&h^v-y)gcPIPbbROP{Lsh8$IZ>{!1@JPU2<~ao8$AtH85g9K|wV&H3fx82{QS& z3c&~J9eQtpok-$Xt3B?Cs4zCjPwTj);Td$rbBt`*}xU252W zbado{g4@-=>2g*?l>=#n=mb25+}NLNP5M0|#vBA@zc|{^)zy_RPqE*cC<~9z)ys_$jz3@G43Sm`2qOC1k0>a(=GdR2j_I+4&ObcKC6CfazG?#$dXz;)ApO zcH)|v8tHgu$(!v&4hIEkL z>pw0ugNZG3yYJSWf^|&S6UkS93>%Dco{FrR8a^&=OkA9pfcaF}{^@C<6C8#{z03K* zO81u-S~|Ldi>a=z%~547^AYa*BqSvj6%|EA&(m^ycQtD4NlCD_4RYXGJAa{ zSApzRDr!u8I@G4uy#uvV?3)hKN)v-W82>Pca>!V@_~2}#KS5weKU z3tY;(>4PY7mG6FgbATo{U1{0h(Lq5)g&Ej-kh;*~$L(_VakknH`0!IElab5a25!?a zn)3lK;rs_g>(si>&J!^7tsm(b2j(y4Np zQ^72DO|H^&;)UekJOJ?@==k#A>(}hGchMJrC&MSfc#kd=M^=Eh3 zd9SLPqnEu(7&XIp^BMe6S9d8lkm6>?VcwP8{a&k8LU6F;XiF~mq&Ro+e7Eak<<`r- zM2^Z;`Yx6#W!KAAT&)f*uon8U649}-l()d2%X7cOHWbX#k5W@pL1g0hMKzwQt;)&S zFfFXB_|W=gecdQziH3$|wKslkb=Ba*2f6p}%?u532?!Fte%02~`wnw}4lQjknw1sO zTc@r_$}bHZAR_6uhro7|es^?hYinWcL6<+q%jTArmG}&Wg@uLvNyB6i4s+_2R0`X` za(gc5-OfnBLNz29HXiVU?+cFtUU*t$wBf+3(bNAsvhV+B1S-3dk*CP-*aFA9s(J7js0g3V_)H^+1Mrr2M3#)bU;`=MmGoc0ikZT#^KTZ`;J#< zR=S64Ry|cC1?u#G4 zc!t~xKZq#jJ2krn@2fuO>SAGImwh^11^-i4v9?=%nFrC*^{|&kaej4mH99(4$#ptU zl>tPZpbwGB>6iiE%gQ1xb6$Uu?J*3(pIXn9j0cV&>iMBc4%p1kzb~14zF4l^T^))N-3=q1_XRDcBzup5mM?O;`jGGwc!Go|ugfW7LC@9eR z2JUt%PUjPswL}N}gS9(nNe(B;`uWpw=BE{~>>DN~5P)H6{y==+R1{s@`}tE9Ik*>1 zE=WxSsu`YAI}kM;bMszyc#k%1E`;nrE$N`WJEtx~mcGL`M^FCe<|yNvqeJ9*`Z^hI z#0MUQhkDQV9^dD4)D*hEp8aQgc}vsa*brouPVW~qF0x9|;FLRUf#b5X-H>RSgp?9Dt& zdj*ZvuJLxvX1cUzs8yB)S#mdB$Lkkp^Qfc8~noS zBdHy03yY(@7qj)f?8vaOu{&yLTM?i=6A~58vw>YmYSHPx?I<;WMoK=sGntF_ zcEBE~mKM8P!kNN7`0RVZc)TJo2WdTp|G|%3Qk0TFFvbQM@&0!S>KaK%h>6Q=VISez zTmv7t#9FM9cZOx#0vpFQ$p^xe>Nxd&U$pdChK*K~w@mus_rV`{IANxck7pjqf0mI^ z+y|F}Zd;E8b7+|uB5W0b0_UsqV?C+;Zv4c zl8!SQH)rE_<}#Z3z|_Fd9tE_1(AeP^kB9G`_~wh=N_FQ-daL|1Bm_5SXhcqEezdl%L zr2lcvtM(fBZl@@_##)bRAy=36Uk`HgM)XO*Kp@9pmrT7gIs8W4zRcB;Z#Oa(x3x{l zsnMPa8S!lk`gdC~?UY*)qg`}3WLXYIq^W6nMDL{F{=1v!o~Q^g7WUT~b7rBKI40FGc2Zk8+Wm6925mCeO zvX;@}-A~--^6-u~1t}@>tYHpw)1>N6Z$(h4e}p5iJB){HD55Xd`XUb#{x^Y-5nYT~L0j0lV@@2UIsuO?q_jTkC&Z;gjq+ic8n z`c}a#v8mwh8I_Q*wZ6Xo`*)GqyXIh;>f3>(631zx4`dQq@d>5RiBG*IC5kS11w+4*D(Kr!feA^EFU-!n6*@T_fZ zd-`EN4K`~b<>kjet(N>dCMHyFT7D=OGP7nV%Kz~G>TPEXb?Z78y}|lpz`5M4Mv&1< z%F1l*?4AS&G&MB=9FU8e@%_7sy1K*ml%f~!w)#XnQtJ&g#=UjkpB(HJc6$l0803N1 zj0X4ad|R0lQ3+(<{QUeYQ-H!he}-4|1!Vxpp|5VMOG;qb7$62v+6DJ)nyt93_wo-v zl9KKex3bSXu&%cI5f*cA0Owz4`|hGrtm~~nrKq2smPW$P&Q47&ezOhI4u}2LxA=JI z+S(e(X&W0kS0P^{8>4AdOH4*{b1g|RMTf&PlWW|$?E5F~_xr;k2$7P-^~WBbW-m6t z=jG==;Xe5+8}tD?{b?(O(3@O_go8}=*w|PA3O6=31j^j5FKTOR0UV(wX18AM7}s)l zt!+ckAr+6Fn4GM;+^Ojr`gpt?#_@55N5y4=Brsy*0lM?)*rhcD$=cc)l%y(IkO9;l z!^fyksDs;n7zPZ0+Ue&{Rt}Du+S+$--@bkR+{6FFhY!HoCWLA31&^X5BRinN|EAfn zfdhn87On$HR{5j;b`zM-Y>momOhN8r;Al&dtrmb#a0{qw1Q;iALbYUKfp!3ioYzztjkl-wcaUAw-cm zBD2U2bzJY?&(Iv7KEjHRWgOO|g1MN(hhj%i(H!+lE>ES;BaV3@ln4ftI)4&NBNvW; z8f!%V6x?+mqIIIZpAdt4YIKT&q1^2`02_1Ox`XFv2`QTcOOmPLe_Rt3n460Xe-FE2 zMtPzIH{bxvsF-{pqpI9pTtIv9C!08FX`>N{#L&x&iqazU!Cd}z>M3G$4kg-C9&)M2 zqpXkd!8MNub@U*yO~>b=ugboA9A``cyYW3AMUjh($o_K6xVhFm)=%<}TG~poI5jfb z>;Gn}i&-NDDYEnmbIO-qTidrcsaHJf5e!o7W!3|F0^lJ7>b}!Pk#|X8weV}qI5*LU z!CQ3ili3aRqwgYK``{MHCMhf{_>M*$n5ztD-7fhZUi8$Q9?k7(v`F`{PEOU93oU}! z0vQQ(kS@YEIQu9jk`h-wN$$nHzrDp_ecCZ}Acq5s3m&+?KD=qSVy{Vje4^cHwouy)#T5yR*3T9){njZk=MB0yQX=1) z>7V@YAgfVs%U3ZN7OjZx%;ynuKev(HHLk1Ml-Qi4`EHp~UN%z}O_ingC2q`Av1@q% z-vDWY#amumc6Pcb_cxEx0N&R9zu7G1Ar0x@i)jDuQdV<(|Mhd5l8VeL7n8xXB;_P( zR+fwQL2l`b$nB@ z?N_X1r@RHx{IF=OgQ4cBxXa}r2$s1F`Jc?x`Zq1l{MOnX_Ivm+yGUkqydTP7sn&1Y z;($i~Npt9TJp4aN{V^m#aAM-!Qv0y?18nT?ZG|*k6|BcnCLcsTFhm#x*K&Bgmy!w* z?@fOLcZ9Xda36`eiX~waOfm07V_R?K$Y3OXWr&@<3Fdp*5*{$zMaYpkR|w1kt_(bf z!%+zd`DJCh9p}{GgOJKwI`9qSkMF|M6p8fqV=6Uy4y5q@oBCg)XsbH+E>TJT&AxUl@o#ZUSSNS~Q{)Gq+DjH4pnDeL*wvevgZLFmvdxgv@ zltK|8b6U{Hv30^YRaF}r(G5~t~i;Jaz(Hl$W54p!P#lOW%_l(+{TQBw4rg+)x% zc+2jhc8Z*t!ro$Q#!DI9gaj81?tZd13eC_js?-E$j?{}=@ z3|cui*Ya_i@go5_P9T$Y z&dv2k8(Ouy)=S)%l@%5soZq-!&2!N2jPyL=9oVz@i|sL>kWu5J0_=c};fU}E<3)kq z_eGb~vsnC?t_~MUT~vlg38}Gx0K0ko-rIQ)ZD4HjOzBBGb4b98fMhcF>WwQhNln-s z?g{)xRC+lbJeI2-Z;@q?pk`yxTe((0x|adl3y<$uvQ4>7=CE{j0VoS;|H?n<@W=4m@#HzWbP~C~m1w zBqv!p^;s;jHN2&Db~{d;}gogj=nOymS`1KLgSigc|tLg{R5Y>Hay>gv=t z4QeD|6c%L)t|Qa&%oZ*SyY7-p%1Q(p^M=-untYD~@BuvReEj6(WHd>eR}!O|OgARr1XCgXD;wzRj<0(dHJ$Gztmg2KYP^9{G{#O{%g zNXg0FZ?8|eul8C1YY{`E3Q}p>l@L;~z(np7up=Wf$k->Z;QF_X&xK8k(9!Ah|z&%p>sT%^N@oc1P1vQ&9YL zy*%+mKnBz)pbFEkDB@Eh_@s&z(3dcLcg$(YTx)aDGzQ-6QLUQN9hwAcqK7r%2< zq~?weBj{MZr>7@aV^H;nSL)t>@PLw%Qub61sTeuXU$gc(HTA{PBa>0FXEBAXrC$tn z-3g|vMWM4x4uL_Ar#kQh6$uFhxVX4uln_SP{^WO#5@G_CP6laa=12o~;=7z04rUA{ zHUitTPpyZQZf-x`s}F)3?mun6OnGo3}*^cRO zS?|xfr6k37!^hj67_Dv&kPCEJ)d_CK!y6n(t=1%sWLOPqcyu;b9eeEGfg!E=PUkDc z7X6>H{cQ?-po&>b?uQ<{-KRAzspT!8QXp<{>>;}cK6Kq%=ZOkP<9Ybi`NaCuGMN;jC+ChY^QH;r}ZE zr%ypj+B!8=4e)!M=$T%JXzWgx^z?XtN}oVGk9!X3GV!Q2645<7QZE3a?=9r8y(sdx6YO7uE&6@TQ` zM~S@patVQXuBj@U!$c1A+e2ckV67^hbjvaq{)1e--_f4P?SxyCIporEI%Q$$ zV`F3QBzyqo=hDSauWrhzN$2`s$TpJ|e&G;;^9yKU=#Qexgr$+bVTg2ccre;*op^7& z>7|m%*+tLze9|Sev06AkHS(A$7__%2OB525_Wud;Ns{s(Vag6?F7HTXNfr0)OYfpN zT5dFEXmUHw(o}Wc*^Kea6k;@J!i?psBOoAf*ljMatgLKohzbBAm6VjU9Gw&J%%Ir@ zwsc(o+Hyo!DbBF?_uGo`4` zzKDkX+ct+7%ZpjtJ0l$tp*xRZSXzpSXcO|~1V~|3hE8&s^k>^3uBjM;Bs*Z~^l_r} zwe7By9HmA>AG@DidUf#B8~b)Z7bNs@ci&kkyXzwg2&gBkgRyLOc$0R^r*QM3H&#ah z)8ybGOzS`OUwbI&0G6VA0ELFjvL$zMzLncVZe%&TQ?yDnuhb*=-zptp+ly3LK|o5% zc9#h68FVWNEhaMlXsqATmF1)+OhdQ?W~7vu0c3GpGqd$kWl9FX%8fd*IkqCT_JzdO zk?NvAVL?0v^)Cfd+-I@2ln%JH+#}a=%dVbCCc`m*X@6DNN$PV4E%zW(R z*AbRaC<^&j{9YbkVcIjyfBB_UTooLgFZEC0&vUOvxhX-Ml5R7fX?A>wV7RWGCTcw zwkCM@{xk7*Lk#>2G6xc;{m*%M>#LGZD^CdLRdv(oh3SLT&xXB|ksO}(u%py^OE$rX zoaav`mJ2vCGnY3+$)!vB2JbJ`gn|;xaPcOwA(I3kuhPusq z3t~!f${q(U7?zXQs4~%qe-;)o9Rdym47I`~`PllbPEJ5l6`HVa0Qb!;L1N7!0 zkf-P{-rG^bm{RU3QA>wl>NilSUBlTzQf<_jO!g=?Q( zsrkrS?7Pr&4-rwx?!Z1B>4QmVjx+q}y&aUG3(hZgFp0zhkEf!>?%b;|8D2OjLG|Lw z@2IEYKhGu>dpF|mw(jHm*eauU*dj9W7rP&Nm0C^GH@C(3(s`F}XD^^M&7OVZf2d17 zPeqiLNngd*)F_z$4S&iqB#4uJk*`fCeE(m+VZ_gG4SvR`=MR^UsYFRjpIGZ&f?;?B zHc(s~qdv@2d0J2_2PxXEJ`{g5_odV57>T6QGKl}|X+YMCUT4>lS=C!a>^tl1^k>_; zwg!?5DLNk93-mYWCu3nzEAzKQ#{p>nAfo$a>B~?l&Z*WC6eug0D!%Sd=_1EwNTrVA z0;|+Jg{xiOTcVSeqMkH~F{`5|e@yNL`CVkFxm@L*Ty2}`dEJ)jWra{mBhT5A)dZ4wz{KrIe&{O65+kD#*8t zzA2FXG03Am{r(67_Y-XlS!2q{Y57Wv+)pouRiFlAHEr8( zabrtE(vd+hbz=B@7fjdlhJMTP^1q`l^3SeKC@G~R^>Mq73Xkag<^7J+_&3kN5m1+O zbTks(Mkz-75Ztf2J-YGiL{|G&u6?&2<`hL|>tnQHqNzcs7stxg_Q6g^XEk#svvGE; ziP@2gzO8UZIC#0x%fmxwdXW=)f8hTS=Os?uH6tg0rWlmYrtt%A;c z_M+_AN`8@Gn)OeXLBdwK_@4HePSfT5BXn7mik{rzH0F2=S{RW-33X8`I$Z1nVbMQ{ zU|VOm36=;wa%HqPifbG;#0 zMw@0}A|XS~d$m4x(C6Su{D|`+^uTCzwuYYj>$h;e*w~S}%Wgk)e!uXjC(w_Z6ksnL z97YZu3|(WLR=%}tWk=Wg-Eao$*YLhB5-?H`6Q^W2)Gv;T6U$etyW&Z!XPn86RHWmm zr@64U1!Yhr^Q=ny0^%Q1%1b+?@vYH;ulj)#HFvV6`}J<3x@24tx^ksCZiQ?3Rp;CT zXXLw#QIydXA}YVeFJH)m^+C zO>O+F*7J>5O6ut5GS7y>ZeuQE&{;^@I_U_IHq|pypd}_JG zHu3^GskP*WKi-!%3t$Ti#=fI076gJCv`}FTA$2-Vt1#bKmmOo<9L^Mt_x^eh>m}AM zaV=>E=ABE~q9H~n#d0Szn|~nWLo{eJ0IrS?(jZ7OpseU&M@PVXKqdYd9o9%pZ5(2- ztQW<@v%O}A5>WlV+w4`RYjfO= z<AUXLX>)HS^7y|<`3?P#N+6M5$#?Ef? zu1+V8JGuTgDTzxzkzb$agec1}Ni(^E>pwO$bd$2^e-aY8E-)R`_2nr&4Gqv1eegpk zg!L>~L6@AH`*w5mhuXC`s<0nAs64l4yV?EN*(-Mv*r|^zx!vQ7ESra|uXE4<*24du z1P?R<-9tk|qoaziFcFcFg@uKw@qj8tOjPvzx7Q=qkkX=}qO!6PYsZ#yZ8+CUTIgdF z6Z5$XmA&GM-f0-{Ib27Fva0!2+=ce%5O%Jus-*uRFi3sIVo_!}?>1FtEF~qyVAw}P zOG}ytIQ;^R8X)iz77#F6lYTAW=BA(~W^4@XE2{VEq5Df0p+Y>6zv!?vL1w7=n;GDr z|7k#jhR2&Pp!nfZkd?Ip+9RN;adLF*iDNQd>5A%(p$Ezbm-Y}s8ylPJt1G}9aB^}+ z&C3>7zyHtTC|R$#qC)BFww5>8ng9`z^Ze@Y%MfIrsGi|FU!yI*_@T zPgn5!p(|>bbcT}xMcHosWkCt!`f@=DfEx1T)z&^oN8B|1PZFLrI9#Q<1xBO4?}Ejx zrw{9GtsQJ^sOjiH6NrwUJ~Su@_5S_mY2Utm1HGX*evN9|;*t^|Dj`er_Pz(iRpH^7 zpROswL>8BpG&D5q_Q>)4mGX^dSTA-s#@O&T?WV_v`G!wcw-TRmRQ?S$9%TP_tAyEd z?w#G{h{bI66Krf6jq0+ZqK|-~1>&shi(?dYbig%@wa)9k#-UAH85Cw`2iSq>UrYVM$?{^gmo(j^qcdYFtIa&47YT5j_z`@X!c z{FoKK6iL|n&$WjhCwB$NBb@A9SLcJhlw`LLiTwOiOqLENZ8>XC`s>{Gs!xxIpsZ+q z4ln<-8B!ZDKZAL+AdS6XY=5s;Z+JzNEX4&}yx_)%p&1UsbDPqL39qFEikZFyokV^c zAT@aO@bV*2>F(`n8rWm>k1LxHm%7qf<-r2NfYQskO7`0_~ zxz8#=g~lL}@3zcD(9^R_7a73Gfz}dnfYbs7amj@x-PCR(?FbYXj4=Mp3dk`4r9uHZ zHVb@HwW^_^WD3nC0W0)P4UA02o5x<`$r-RSultm31MTywe-`<-KJ;h+tNdKY(oXr+TTJt(RXPTR zu?P;R5)JWp>Ag`L3?DS$y1LfKwN%#zqKe#f=0na-f;lbC`e*vsyXXHFB=;bO7zY%g zH);(@eMwCIKFw6hx78P*$&#q%FvV=3ZhAPDwt4Q&XeIw87aM6u z0@{KyV5FvlBvZAqUEN@$RSSuJhCRKk5$B*fL+Y(C#rl`z-qAIuLFIzWkd=UC5Cv$Xgn3EF**Q8-?ogTAoJ#9&cL*IPp5 z#%Gv+O5L;L98Q-nGNoPJolTx@=ROIEs=_*JI+HD*iVq8}?Y6TXaNCt{b-}iNk+(F) zXQXf626|$#F`59V1~l}|(=%O_h9X`LB=gRRy8!X@9<~ZRizU(aoMb3babJ^~zq-i5 z(Q@z_i_{eNM$;kkUBM*{cy12RJ7;C3QLm8LUz5u@0>a&0AaMpM7WB;Jc6EXL5B_xX z2cy|H9Xo=2@l)mMtX?To!@&Y&fkK9J!!lQnzkCD2i-=Bx{v^UDPwYUn^!D~185zla z@$zLlh~R)?*Q#@3Vq!Xu(Q=b@qr_HeW^v~-pWvC877|z`IkdZhj$P!Vol){k2bcWK zdq^bzGgXI7O-wuv1FB>(sQV?4C#j33<}a(r@Md;o%X_srU%ALRDOoz{hYI&ZK^z99 zJuV_5B8c7xh1=WPC=Vaz)-_H}RsrdEK|ujf6?V~+4v94ib#!*-Tue<(sqL3GVFn27 zH>ADJy)crI@e6)Ni-fkQOy!$?GIr8A9Kp?T9_#FV8TZ2UeXqv(*N1;40{esDi9UXQ z5hmCUN~0IwHit6AfrkDmx0?$PT;JYYN4@`|WsWhB$tzC8of$$%$q|2}9Md9BZjpSS z?eW`!%b$w%KO}-BnH=>ALQw7yXKL+GM^6tb8k(fEG%Mb!j z-y~w+>bHJ*LeNfGgHiYpA6rF@$(DjvO~BJL&t`8l!#QT|i_?!R$$m*oGZTxc1Q_=; z@Xpp6xi_AB{v(L7KBZAMYDQ{MviwW4jR@7qPS|c(f8)marWuPSKQ}uigb={wW=+Kv zxB9EY=AS;qPHty?&|M05cvR3qYyFrEWMQC%sG9YdEDY4dnZ5CI`s`&0S)P_(G@+CP_nSrwo?ZXBhMByz zciw9MQVpOF!}DXR{H3Mkmms}Fequo2Ev7DZ?1z==8u$^SQO87=N{xJ!PLlCMr^thY z*dilFH>nmugt2m)x|^WQGbk*9mQFi+wTjk(b_qyg65ngzvAcYOiT=Di;k$pM;_(Ry z-4PxaEx9?P3zg`|RY=G4W4Boe$tvx}{%4Mx(=jKzhCmk9sJ#c3cRs^TwJ@6!AeS1b zcg?d|j}K}Ns!W^P1ckPXf+Og1cWKdtiJT2zRr4cXoUg?s8mL$3B_bU?E?i~c(S5p; zb)OfRkB@>fz$5_!{rIEhTGAVq^Z?O_di4vCeyXsCvT={<5fyR z(tEzXI9l*y{BV!cO=5dmH|jA26+ikuZ%wsB*0^Rm0x|#z>V)cc@0gY%)zvHKFzTe& z5)BBmq#hB=Dd7P9mw=v*ry?Kdo$`9>|HPq5k&IXI8!$W&Qk`xyL%CoRap8MU`9pzV zMO3#<%Pp1HE8BQDX8uFeV|-t7&{_%wh2(qP_MzVRqiIWETs8o0@NC}pJxMscY2vt* zbsO#fbl{6kEd5gG>U#Uz8?bJiE**4_*U6JWEynp7zWZZ<05-nZ!UA|RH{d9QKZgWC zxe6Qvc3oo}N3QwE(zV=PxZgIoe})Zmmd8_nV6`W;&UybGKLTqA3KZ8~uPaPnw3`pz z`yH)&7dtoeVkb z-E9-?2)+cShrRr9`}l`91j63BF496LDD14i7z*inC5vCh>v zn7+KNA#NvlHy18!6(0Glp#ZGNWUX6jUfQ;VeZY}MWRm)1`AN@k@81kxR@XY`L%pnF zw+zwp%KRh&T(S-Vkla zI~L+;2z1=I<1s+P5|XOI7!Lyk}(Mr&kIh~Fus1oJE2PySSh(RJhkBNOfkv7Y7Q%xlhvYfq7S*^@$4N@#=a`^i z;}f$l{@RHxugl(AmYdGd?aS);Jjk1sDDjV+*W9gPuIiQl#ytN27&WqWVKZbCqeI zLx{<_xuZ0L6!~N@fau#UM?)L*$Ny7@VC3^CX_Vl9DesLO2Ws!?5&(X|`7%&EMc~BQ zFHd1Kh%|77?l7*JP*RSRQ~Xt;-qOTWghcropxDSl^IBiN=fnNr!%=bG_jY7 zVck^*Na0>(L`{6WIyja9xPecfKI!S{@$f(}T7UhDjEWj10MIEgDoWAbo*9Gm)hj?G z8{N=DBu%FxGo>=})d42A`EtARoemISz=8WC+}&;`E?*$?5j8mGEz-BO4f$hiDk^&e zhv0>Mn)Kdvks$z};IJAvL1w=>(%IeJJv%B!xK?J+8!dxLUpLr=I9El)5-3e@0*j{=HPjJ$c{?6Cz>|-2P;^)t>>;gnBaZY-d z-Mv}{?L9>Eu2-N50Vp`Ty1cxgsfvtvmK@1v<(44H$Vhn|;(5^C&|!S`Y#j8yN?jae zCztyA!<0Xl8m5@`$OP2kR4~4v!>*hV5|qG6yp-d!BAZ&4&Yys`a<_*lic;*`+87PN z(VHH2zqz5dXW<9wb|8Z;cOYrv5eoCNfg=r@e4dDQ579D`-7^nbv03Yw^Fe!D2bg>n9?Zbhv)y*luKG2%8Kk<^UR`LUmy_wqTQj z{j)dameQ4$4O^@aAUDt!f~_VgH$?jcolYbV-o{gz_3rof(}X`Q>nX8c9@87T_(kJmmjbJ ztr|)uNx}N9!b~R-VG{==USZ~Cqr|u(*bc_{MGoL`p>;H{ z*y;K_Or)&NT#)RgvopKZ=W1KoW95)FBCV&DMS=P;XfIi8jV4nIVsxS&=MI7+4FhO2 z81Tfs$31Q zAJQX>5kVn`XV;gX=Vzy@PG@H1UHGoj4g^OZ-x&e{5hpuK6f2H7nAy@G(d)FV?&aCK zEC9GYz0aHz$`r)?H;?L;pfgEuVm}rJm*D+(qd8c|8~o0v zC4D-L-{sit^A?^JZIWoc*&3;q58Wez4vjIHYX*Q_{1}y=JMilgD~L+&hif1WWfaN>g=s5D%%8L5e;6c3C3|q7RhmqisP} zR&iRydB(PtgUUG9b4>@MbJGdq8TmgV6-}K|%~DFhJz>Wnjv%Y{)2j?R1l1 zhwUY+DjE>5yp}Z_uVhDHu0Lmzcw4RY*?ls;v~s?}ZEZJc+!&N(*Ptv(_i&0*=>Bh9>#u)7wo1>7prO5t1qxE-Yx;%+qn+I$mcZ1(6sp^>dlz!M3 z$T6rbI04Ra{>9(o(ysf6iR^;=`@m8jNt~4L5|B^_j$Ix8fbAwV-?tALa0pbj$=*)0 zTBiq=2Np!YL9+P`qmUY4rMS~(E6V0%ME%7Vp-=-t!2xheh=_B&pSyEHWxP_!jV@Jz zEVw7+ecVsm@Wb!@zOG}@0@BGPAtXk{#ml?>Db;CHN)Mjk zSqZ(ccoDOzMMAPB*$0#88Ut453DCBMEZN#~{HfgQm_NO(JHe;b0u5qrkyn_(mg;yc zA!HIMl=6(uii(t~qzaMYF(uC}JoT}<0gcJ7%C_+e-zbq8WOyvc&xjXm@sCK;GCVYhht@w_!iD&&wBToy zG(lqGpu|Y{$%;f+lq+i$B{TRN-HX1b?)8*a8HnRxq!}yU@F3cc!5cm6pE3F)p?{~Z z*G}|e>fO2D*P8(vDh`%tnk6q3w17DGgC6D>JuZ!bZ zCwr89IuulCU`>yVt!?!P1u2-#Qc!S>+R?|@6mDpAG{P;(fm~-I$1dymUktO!oL0PctP7hgL9dz~Gh8~f`^i;YXs1M;(=7m)kl!?oD#^= z;2?X54JYq(9z{3aLykyH^t5ms*It7P26ps?MAMCSv@-IXS9zm-1mVn`@H&Ry)UVvl z)apGWcWMO3eWVj@&&PS1k^ly*bm!R=r8M=8@9%FtW27*-qS9eXuL-WN-8&G-3aGDf zS!?TyicB+R-ThmzdE%6tixazg&+Y_UuRM&33Pb59f*R>X$%F-jbrPJi0fz@Y!)j1x z7P?(;ermOmoCDq5q>x9>LY|0I3@)J}54qn60DJA$2?JU;BrW-DIE6Q?P5HqSJJVtF z`CqQ{!PgesljR5%k3{Msa-*h!Y7+~r3;Ux-_*@BGmq0T%JJb>Kdq|GmA*8kz-<`B~ z_zcWf6I~PRk=4^gZmZj0qL<{eZXeYHS-dW^{XmKOmz>Uig=uY{xzwH`{Af(}sH@4V z%ovN112mt^8E;gZt0SXhELbZSpbT35>ugKuyu{_NO;cwt;XG3C0FT5L0uEs|>zV^K z0PTB`?Bvnr{$pOY`~plW6N4c$Aa}%F)uaIDGmfVVj3gdHoILMN_KJfHi2vH7xtW5( z-wykFFckrO;QUL%XP@YF5cIGOYEQeJPsMigLEhI><~l9_%IVZnF)uAd@Z~2u9PUZ* z@aw1Z<@MRGP$ws`AM;dN6!*!pBm#YnSKD{UfVOXqz0mFHN4pWgrM}q+&#L8&PXCx z_b)=V&6Rw1aU{QGUpU|57a1kU?_1O-3lal?A_jg0Jj4# zpt};ste=?9l?Nhb>KjVP-ed4#OfO$f{S1qy1G`*Bc;QW*3UQ=vxtIzXc!-BJJ6GUW zt>meetovx~GgW#PQqVD=&SC=R%bR)&_1~71XAEcM*ckTu4n0&#Ce1^^k1*lCE5Clr zdq4lE<-!XfrxFfma}9rUNDo2o&>cw`dR1z>>Bn4&2W^O~{e>+c5#}7{4gOUyW zgxo@dRSwA^0(!=xx2Nu9+Hm$Y<0Nz;LYsuhBAcGENbT@e+gKs?90bhR5%QEli=tzNAQd~?4zPqB9uQ!=O+>4ZtpCoFi z(GwIpz2BPHANHd@<+;74|KtqT=xzPq<&*KD7xxAN18~e9(D~p*0V^vjJG)xc3y31f zNA72^T?VCavA*THzTx=fRMMA<{?A)eoR6{p-{t%xMKHnbsZpR+AR*!7QUEhlbUMv^ zfVDm>4Ho<}5{tn*r^wp6&K`+UtFjP35C#Xnm4)5aFeEE2UqT1J%Nf`4uk|Ox+9wtk z1PjImjoc8Xpv-g>Nsl!13;{k2fd6gmdt@ zsct_ZxGB%2c>1}A9SpwFHEM#NoGew2V<}vg&W%goJ$AGNEjD6u*R7vT`=vU`=aXmP zD;PpQQQd?xJHj-~R|KP;PD&&|#LUmnKRi4fU<4X6px6cnJPREB{Xt*ngQ4Lm_!0xE zb5UC3BINGp+Y`JC3z5-6Lhu&~rgts2scBa#>drRbw+x+qQqNM$sGoa~Nqwi3S6P#h zl(QIG)D7$n>a9PyoNAf#vLmQBop3?={i1%W$@>3j;RB_z;%yYx-S-8k9g?%3Meytb zv5aK=PzWJt0r05dPfl*=+X>cck>()FMdu;k5vB zBq}P}o7&vm%iX*!VN zzYUUs_Afl2pFZz397p$`v~#In)F$uUTxTJ1Bf|0UpOwGz1D$!?Yxvg(>qcCFthYNatUdu7OX`k?x~{_h87*2qnbL^QA8gMeatM3KnW!Y;f- zVgFc3@O{Eu;iIkxx*!$UW_D@u=qG{_)5WNjf*n_)%iC4GT9)5+mAdmMGYg;CcNw7qkVY+vB9G8aiPUJ? z&X0Y_4K{wSFgJ(&?9kB$Px~>cbbjGU+QvB=H)XKx*klrZTdnD4DW!<8qk#N=iLKHo z55S814Zn{MpaBHTXo8=x8M+Z2zo~Bfe=7Ux zu&Ul>?G1`32nZ6=(xo6FpmcXC-5{kB5+aSLG$P$CARPj-K|&-%Qo2FOO?Sr`{C)3t z-tRl-{Bich#l>dtwbra>%`?wDGjrebkPxvEta=uT>pL?m*_YE-W)341r7Pfz(UX== zmJaJ6pk0z@gcn9Lo~;#EyFcHLEBEd#jL<8Pu*QB_1*Ie|7{q@|Kb^6r->HaXy?uLb zw>~+O!MZKt7Rk%-=tlK506(m z{I>-cTo)TLvX>VlQ@n4>WjSrqD#d3EI`Ak3%Ulyc+4XxzpR@iNqpkn#H6u*r-YErb{811zSeD+r6m}eHV0jRV4gHx0l(Zni;Wp zAE{qw^(*7MKVEE9RFaT8FEEOkEmu1)L)aHcTFOkm`vFvJ&fnCa0e#V`i=wPFol+pK zNFur1&O=p>(|ostk4kFHQz8P?n87TzK~mtY|c=drv4*Dv*YY9=1*DYdV~ z(zQE0I$7FQp#4ozDE1=gl997_TrsFFHgW zbL;;4**FN`w3TsWq+9k3?K)Td$|lozjf=|d8}tkeIJfSJ9;Odh+{dZ>`I>!TD6&St zbB|Ohp~;CwC?+*^{rB%*t9^fFSVU5{kI{t!V^$T0Ek!iX4vK@%t6wa%xZj-ATde63 z?e;+hxfS}KlKPxRF@+{2B{c_=Sel#TUm#lSrs`^~`?B{2TUuHGe+UqM4(*b(v706V zH~1Sm3T!If9l86mJ|$EtH>mfFs5L6LjD{$AGVD$lyfGR-XndBVU3;a4t4SIe9eFN$RS00})59B%QP>o^8lngx?jY zN<+UCUnF7Uv}!0mcVcr|@4i}dkh@9FVMCG3{}3tKYKw-LM)&kQ1$M5^g!}E2lU`f1 zZD?p{l7y6$cf)1b^{Xzx_8&ep%xu0AoCFS^DC!^s35Q#>ml=1xE4$&0zhk-r$+-^E$7sBe|E6aYdip;lRT5(vRPYMBn&e z{4CUwFgJJFxZUTx0hW?BJfO;|jxfx#>O+zbIvBS2*!I7OFo!WUy9XrFJU)N`tV!icV~=;vond z9)rT-c81Yfm{?V@CH@_uokZkh!e(0`L(0W`DqjQhbr9pt)jnA{IsTm~Vh=De-DYsy z_6@R^Rr6+!8pCS5Q_DVAJYm#PF^(!(DCj5K`&CBz)4o(XrLB=B?Bj zwQq@dMNz{TZ5AQ0qbhO9^%ZdOC?)@NVo^yusobNJ0dEjBE2pH{L=U3#^=hKhPbALI z&ZaaiG)udiyPT5S`dK%$v(d`0Fd{E8_Z3syOe)&dN~yE-W$gs6h2XJ*0CtMk6*Fox zv15n}u(Wrl*v_3t)(FleJj@j6`kc}1BUG9D!Qu>~z^LSBt1wwwLPZklp_>YO&Z8V= zo+#8q9_-Awp4r7Y)N6!Z=D(x6Ej(Tp?NErMaGWS>kEymh86YU=2(j)zkoSXOuk;k~ zJmHLv<}{Gun44EWKjV2y*yn6TyvE?+hDL|3ZX_pk(>eRdq+)MXre)K3?0fiR$_P`@A_qTLK-aGee10QoM zQ28gtXO4#=(pRLtz1P+qg%-$`$hkmjh2QMrJ}Fq&Xk1*54$MI6_(wTbes=jd1mhqg2ff-W+T`nhA~}8POZA-x$GGLC)c# z6aPJf=C$h|lPI>f>5PmBuypuLUu}J4XYc8`CVlO`b;*eFZ+eqMfjM-(Z@zZKmshUI zvdh{=f8her_as1cv#0XnG*H=MZXO;>0)Cg180E*D<(-2xbT}MOZw+BZg-&e6go!Dy zkg1et)kc7Ym$T)NjZF*Xh^#C$-rm{E#$?jh;(hPBAb0{{Iag6pVJ74 z=z|xtP0?p;t=Fl)J4qpyvi@a1p8_(VJ+=>6t6H@B%1Fj@$L>n+}>!w#P+02|V`3>7-WMY=^peVHqr!?lTnMOkz* zJUjs%4qA@I^A+9Q69=ujsfgymb$oR4+1Z}ntp0IDh#h|J-rKwlrB0;>yGX}! zTS{|_yfX2gk7Znte`R@OwQbQmG*B-$cI+tAt7$E-Ca?ZdJ@+F|3x`E|w>TR&oAl31 zix;Q7*V5|GZjcdo3ky5*%hcLTWz%Y^^eyUHzzS451v)qaST{mG9u(^dS5O#})(}l! zwwgM@K)>KqF3x-SRoA+tlTURwoO3_+TPOCd%#Osib8u_jK?L76MspG~N+ssV_C<$U zUkAs`H<-EI-Wy4Ra_Q-;cX4^TdLz1$XlSu;ErxJKmR>FsDO-Wh%7^cx+J zN%bP93nJdt&AoPUMyA>si#BQ>JbV5`HJe4W(3>+2@C|Wm@r#m_kkAA#q210{d9GU> z1*%5#`pm`1SS3)B$4gK{BmBy_3eFO3>?3^&N5BVuQh#iqslApSiSgP9o?Hr;EVlT+$l`*{7m!o{(VD`p6!YSf60 z93KmmjEWGqwsu-2Q;HKsN9&9OfEs}btzb!5OT?8LbR2ZzlBq0(awirYU3GDEBvNS8 z8fFbHF4f@R&T=u2)rTv~mqLHEXKvW*A|qnh&8rCq@B^)Wi$};?cT+jMJbU!0^_^pM zm3wS&AAqnyt#_;luFBrF8k-RWtO<(%%b|tC2T#=%$I`RPv!z2BgwrK7Y@b?PU901l zP-|^!YSl@`wft0S8Q1`}9KvwO!IXs#VUp1hK(0?IRhgXE9!TjJGi}Bo4Pd>ht6TRq zc!1gMR>`Q)E72U~Uz;;dON79I5<*HyD);{VW2QoZDDQw}w#K1>U%Sguk$rm_`ic_% zy+6XC3f@C_WTe8gdnP;_zptXv>_!PeNo5QF+)|94I8{5Bs|A|c@+qdOO zp}c~RKjrg^fM_f)HywTzWdqxyqra}6^>jn!w5{#rUN_(UEU(jmfRKPDC&9mdF%BcgQT9Wif__o*jknjyLpBRemz5@%)X^J6ItQqu5H zoRQ(4jo(c(;T88sMte(4nr2|}dtxl=>})e;Cg>sC*(oWBgVR4OD+#s?xR~+Vo`elj zK3>?yFG28&m(CwUEN6TESN*xt>G4fqFFrX=df<)pOx%7W({uMd`&8PKmVucl6^Hfj zxdO^TVT7_cJ5uH=((5CnH zb{T!K>+?Z-VmEczKB(#VO@TH&k2SAo?WmrZ7@jx|`QBpv-kuFh-l;sn@oy|*MC)UX zUrPfp#UV3lLw34f|5#r!)uYi#Cyk}XrEj#tY4&O;b+;4Cglli1Z^DqZ`iUd==k<*U z<$!)+{JPvg$o&h{tS;xITJ_xC+J1ISCJ^I?tI-!oU|6=I;<15JR#x(M-|EQ(3v4PAZK=)hke6wmsd2@Xz*EWnQo{`7bS5?JQRE1CwJ> zQ9;UTzk~{w;lRKX^8wP z9k?h3j9i!F4Y=x)yWV`&#Axo=TXCcH&=|<1sed-~DL2>VDC$r9K(y4k9^$h$WeL#O z0kCp6J3AZcxB#?5hOT|n-`*%GDh7N4N@*Y>pLh(H8x^mJ^nIU@qq#7lY>p*jwU^?XGu2T)zQ-%>hIqvC%b&7hgij1Pr#l`A;wO1AcQSu zXCZ-X)NOY3tdTPM(tErUo2Acw*y0AT$KR=~MLLm?-wUoy6au1WDB*W=b0Z@ola`XA z6mlzPQi4L+=BBrG2fk-VS^(mdm%qg<%AWI)o=hYqTM5!B#GRJjWMI74v$|vKjup4O zMp}l>bTRWv@HOsGN@D(80&7r;L%e;OS#ZZP#rH1aj47iTQ7{==Kj zegP*g$C%*n|5QH8JjBaZxMXEEJZ7}`%0ww!n^(iS5AcI4D=U(;YO=Bcz&tN1>a#Vo z?5y2s12y{8o;zyC5~UaI0LG|sNx44GBq7Q(hzhODO_r-(5RzC@kv{m-r?NX1Yo|Kp zx;~D-K0Z?By!>Iv@c6W1XiZo9I-}{Y{PZnNHsnD5U~wJA$<~}eY}hP?j_1pY28kPU zL`3&!eJbu}M&lHc^(=?~_-`XZwuu2&AdDc@`s$Y{O--D6AT9)(jLsNpZ4~0P-vEj(UBHTb4dP+ z8D{#o?1qm|#joq5y1!#yH=3)@d*a%57Jm%>rt(-)_DX7m{)h1kFQ2F9foIzb$OgeY z7$PSpU+7HyV)Fe8Eg6rMs)({|Gw2pA2Ox>4TQ6>C68tTIOT`eNAB zQ0fWozHeC>(fBZjwNAX&IZ?ys!U4g^5Tg$LZsdH+u!Wcm4UmajF(D!DxHv5)ufinL zT1SmZQskDeF_}Q~6V&G6X*=qM|A$-kaiU(vtpfR?B;ZcklWQ?zTzUjW+)%CZ1OI4B zy|Xs$5L-)kF!dSLAVsyS73`f_Vp_BW4RxkJ8#guJE0SQ4`TAfq*xb=MBpY7oAO#R` zM8qf0L%$T`*~aL~y@i#f6>#o~?Yx964&vZ)S7Wczd9JO4c`e;%hiXODz-eRH!NlCn zeEXJ4$Y|mV*3#{I6R$v%z=3tm)`Mp7Lv`%R3?nLMkCK3i`C5S4ec1Dah)k4;XS7OFlKP8^(^fJrU#h=Ix zGPx|TckLz}AH@x=UK!yuAQZgY@eO^Nm-2+iH^=1PcTzV>pSMKY?pb0#3WmE)jX81J z8iL$JB^CjRP(M5Z*S!Oa`^ z;pG|$>QQCuM|Es-S{BGo-9KNNT;e$Tq{NC*Yd2`{FIohMr++}{A`o%m3G#Md#m)~f z?;0r|-Lf!F4LT;mw4+e`smyhsCv@+<;o|3>pDVdqbC^oMCVZOn+<+CLnm)3Gik^hth^3xj=@zR! z$yfd*DG5)B>}B5~&@}r*<%vODUA$8yQy$f01`>LvDMjLmo3*oh5e-T=z!sn~(zq|* zLD+uBB(S=bRqsIKObY_M89IX}WykH<9>n~o&4KVeoEU46ZknEijRayFn_GX% zk=BwtFV-dZDc8t3>H_j@iq- zSK!vi{oav^C8mjRXQgM+6!P0l?Rt`U*WUVbgJ6#GzH|R$I#0UnYr6pmFD@uSuO)Ir%(f}5PJ;l@+)V5FhSf7@gQMQIlj4ujyhRp<^Wrvm$m%D?zK);059DGFrsOJgy%39lt zG>a66nu-4^MUM-N9?Y2t?1->4kN)8X{tgz!X~v#8cf5E1coi465#fWyY|)fMlrvFO zBLpM%y5@EhP1A5g9IE=34;bljKe=ydNk*0;FM zL;AzXAOZZG2Airv%JOSRpZAb@-h8$6Lde?>B%(M+-O3vbZrk6yPJJ&4Ro#yZKIYiQ z>&v5;Pj!M(qaR;|GT=zyBms&TG28~Rk#QEmah9*1>K+?s#)?7SZY$NMZ`rid?r)HY zfbLovWHv|s;gr1EU=s&Z63$_1J@xU`-(fSxE{rEEu0ab9nDjpPOjrHkbQezALpsFN zylmTGs&S#vJq+)Q2*bby1V5u8U2gNQ2K{q?>HfnaEQV%s5=NI65Itf*K7%4aJic;D z>J|W_E5N?@ynm$8{M~Qm-~P5#WTmc>8)wsZwZ264$K2CPgi!YE218BJE%4v1a0W7WG|9ldx`{b?`TTwPqP8M;_WMMry%&IjCs+AiB5pz_3wNP{@T3)_8 zIz{2Gvc}5mTkzo%>RG;y;%-dI3oC%I%FO%w&3`HXrF_9o2fV)`j*VW-hD!pwCP>VQ z309eZMK|E6l4Nrc1uz+$cS^UCe->jH>BZ?52!C-K&NlfRX~_i97{LOQ65f{voQ*_x zddLofsX^By4Q{S-DQI0WEXn!1P0MUZ{ zp?l0c5$;ut`g|8jV-DT&MIi5lniA;d z)Y;LoQpv)}`D=2r?$jE<9z=g%u+tDaiiN3+xF;sJLX!bW$DEv;{SDQL%LU`(`U(mc z(P{~a@4%1_O`=%splu4^o^`98tU1o5dg!X;i!U2e%xxSo`ww9rT~C&IU|TCJZ;FSn zl*Iq5u`$Ene~Hl;%7y@x%v|@SqN1>%;PE6BE3bPU{PqVSR#l$;n-jlcqO?IDq!g8= z@ajd>_vK6qL+V9tC#t!s-6OcYTJuj|kuy(oxZ)LEA4yC5)zx{4iZ%ex_*f!vhFDly zG7$s|(useT9?3HJf@mTO1wva{tsxT{9UTprE1(@A=eAIUR4Z&J3R0kB#)U79LX9klUkrY~ zyxawaz>cfaMxnl)4sR)}WDl8yi;V*Cw-G*HEo@ zlfBBckZOo%p9?0w`w&_nLGv2mhJ`9CNR6hgU%!4GDh}WU62=u_q=gZ47$&8pOrG6X z?`^P7KH|2X4NV|IWBaca1&Ugi5ovvl%1KrxCcpmm_0JY1v=_R?y7!0>>z!Tg?jWi! z=kJAd_4FtyDJLc-fcZ7P2t)M#=u}qV1*LmgS;UANA|>L=LN`}e zKqPYO;WhMC!O$lsCqw6)Yu8@5xU4%QDkE%BRk;a@jAkVSi0GaM^80K>#+$Fc1_fa? z@52;Y^=3k|4^K{}#NRwT0RbRo&uM_`gEehHRvrS^(ZPq79<|S&J=@;eN=Qt^qu{@R zkN*vlFP_j01Sre#1DpRuGO54@n#%zHpThzz{vNioy9;dtzzW=fRse00OlGneRr%G` zZjEoR@$&M{w1ftO4A-wesiyU*i~Ii`{U$q3(qOL0v-wcn;+Y>0;TaHr`aeU=k-Y;V86vly=WPvE&DDvP0RnOwe_!|A?o{2qd>O-RR%>H zu`2n+#n915W@_moM*~hP0aBkmvhCrieS;60k;kS~H=gP9=N>@DYvgqZFh4gyaTo~u z=c56aszFLh3gk`zDkph?zMP&m2C^fVjx()cE^a@Jli_q}wy=4m5_nlqTxGD+LG95UBz>Ed21`V1<#?@A5g>@C5z*{1W2h@qa<K)2 zr%xSTyvQvmaB_5fc5afxz4c0Pj)?V_QiFQLhsRxgecM1#t*D}6gmjn#qpek>KY~i1 zm%s2=Tbbo#Rpi)XRgxd>Myd!~pSQ(xTXKPc;^GPk4Ta*Dyjv*f1Y&f26N)Mcrxur& zzd%C|LERiir2g3fX=rFDHZ*BkTDm}^LLCx38)sK(1|rthVTuADAD^2{%KZZa(2ot4 zVtG#VhsF&)@X(3aG=cNa$?eDEe>4*M83LIW%LU&RXuv6Sd?W~b+r0o!a0=}ei}OeL6<)G@A&~~XJ;q1;H!;~SkbBFiEP?SGb<}6 zu&xT9pKLoIJ>Vh1;&8!&QGb3c0))7a9`!XfH9>2X_jvJnf7L9sdtrSX2{&GbM23eyH(WacJkoz%;PDRSguQ2%o`E#l?Kw+|WM}O51?vWPcAz zUPwu6eE)hxq(Dgi0AQ4%p^gh(1ESTm|5z#22mh-j>wmCT=XfO8DjQ}R#ati=LQYCq KvPj(6_dfs=Ey!sA diff --git a/sgd.png b/sgd.png index 0cba4b57cba693a255331b862caaa437067a3bce..1f6910564165e6eb2b8651c3ff261c15b5e3bc41 100644 GIT binary patch literal 32186 zcmagGbzGHM7dDImA_$6fD@aR73P=jl-Q8V+9J&PQlJ0Kl?h*kJq(izT4qb=l+XrW! zXXbf-@Aoo)oEg~X-uvEr?X}i*t!qu7th5Lk3IPfN0s@+tsE|AY!o6n*2zOPH?}Fc8 zV_{Q)4Q;HN|D#J!DP{Sww2*35KW?%fm>#kavpHg;8J2J`wfs{6?CoFDMwf z>mD_5F~%p_(laZP`jm7xZ0&x%rZkuwA)SY^=pOuE@CaB{;h*Y$NT}e0zjsjg4)`?1 zCwK|}HT_#3MBObehb?Mk@8)J6=rb3)^}*+ISi*9WGBN|M!@pV{BBWaw!=JT2mhskK zP*5c!-Rwc3W-?7vx)+RJdfisl^pSy;kPdkn2=rzBO~li zH#*u}oNV{T(5X}yis9nMZH(ltt*lVTE-f#+9&Z|1S!rboJ+!cZvRh3F2?^zE(q1yW z3nQXI7A%m@VP}mxlAfNPbJ9=l5yyqLkMBYW zu<4X7r)#XvVAI)Rn4ODsWOnc0Ke?abadj@l>U?0x$XL4A;ZGMkRby57tA8jw#!}JVZ^SxGDqc#2)ZFF2)Z*|_UrsYZ04h~Z$bhB zp4?w-ejFsjccsV>XJTZerlEluk&vJ^_C@JuUtd7JPOHa{INoeSTxYG`T&W~1MiLg| zM;I|L)egXG+tt5eW|rUA{_x?0goH$AaCazS+|7VKcoA#s5>@qDYprXo#>U3hS{<-W zk6RyFO;tV5WH$N{&7j4#8}l=ftx!Hke69lpo3_bmUvS@LwE&?FIivk9lf#*7FfOBZ zG@VLVz!&9Wmy@kY|Hq^b8^gjw3|o_xRL`Fa>>p27nylJ6OH22Im2lY1y^QOPdD$#- z#;{^n@8fe1!`aofchxRI(%8a6Lg?xOrqZNhJEpkSpTfe-Y{;zk{yh^$LVWy8lQYZi zfS{08qeHX9_EfP(?api?Oxr8X^IB~`ak|z9_f+chO=~+@rk9r&DlP-7)s*6XnO=t< zcn~3vOV!e1e+oBh6beGf6KRaQZ5nyfDK6(nG#F=RXKZG}-+<}wewu1=zW^trudgpC z^zq}z<*rbTYV(+w7^PN^s{qlSNcF~NnIG>xcsc~8)@gQuY>pN@cuewSXrbLFaQ$dw zBuM9~(euWmRJ)lAvT48a9fK^g#}MpC|FrKjH#f)j0(gp!hz58=>iVr3bSU*V#RA3E?RQkH=-5erM1~ zp3KdnKPgxy_`w?RJp9Q~X)>T(kv+~3V7j-^u8=4F^ZWN-&91OOOsar zU}&|togJ+9o^d24CMLol;JR2^S_U13J|oNg5knV8qu>{Cz~JF%XGfL^rlBD*HZsEI z#YVuxCThRyRZFW}lz%E{Yv~t&_2BbCY|F(?BY3x+nfedE`x2xQS)XTee)#>y6G7M?>?MLgd-C=Kti$UeYg z)J_gqv2*_DNd~vC{B-!Fi5xa1b^Nr<%ms zq|Up;Qqt1W^l5l_wBV;C>z48Qd7bm&Z*Iq(6&^)kPt_w}nKrWx!a|&!oDa~6)`znE zm#Pf(RO!d`_8f^g2JI%N6fQ`vbV`F!FOI;IAJH_JSXe8+e=7sGG&-uNp`k%ang;GoQhYqM zn!E*W5U#3*My<`f_Wp6YfX_jzBk-HR4?@8X)Z4AfD=5$@7ySbF2e?jZhFIDV9D4Q3 zb7*NzO^q*~O1}J%!X2-V7%RKll5j_jApD8^|K-TRsB|OKGWh7KM`$?U!z&gz2k<$_ z{8tp9EJl*R5*B!JuyYBIUTx$vv=6{1e{VMAK0H3OA%N5V=NJC(VFQf%&uo%WNKkP3 zsx2lQ-oKB3<6QA02kh85csc9Y24Mdl*O$(6hwulR21dr_0w)IE68wNKjO+HAbEw+Y z&&Sq|CN@dKP~|0`pRn zQP87dtp5JZ#mQM;SNF-+*R0Hz1v3Bn=Jz0Tg5=pSaKgYGY*&9^1H%I@ib1P^m6}?# zrwdWw`wi3U*G_Xy&d!f*=37#L8-fjf{ra`N{Z653=a+-ArOse(Zf*&BY-K)8DKW7E z&H9Q_dA;hkF^h?kW{)d%^MbO?g@tE9`l6!9t5L0-&f$@qqpk#%gf8}+_?k%E_vqJ;o3Y1!{bG2q#B!p8697JQE$$njAZJ-qs}$E zs+4LMzYI-xAkigz{u~}Lixl`X(p8)Ib6$Jv?+ZHXWMt>`>`vRXR##VFZ5Eb}PE}9k zAu=um{bK3rU9(7nmL?G^b z5O_ksZu#0_OBLb>x7u`6arMN}(NSLaa}W+Qo%WYNuz+U=j?2Sb6#fdIn%Wj^!~XLc z-g-J8#dgvkcIMQzAz}sN=3|M-zLXVH7YTWPYx`A*BDZ(v(S!fyM(|m{mEy+?+IaSl zFFi!VF}+L5KqOG^^ikaQe&^ko|4FN&G<_(Ly{UtW6yPu2EhL9^|Dzs)8QKZfeZ6b9 zv-npZ`%wR0iZ&AwD{Vbe@0bz^=>Qk}1@|6D&CLJk%VsfA^@l%)`fd-K zYKOmq(0%9=_Kgpvg8^8C zFEKF*xT2MdbW`BTBtN;lWm&-Y`LyxUygtcsPWY%%sv)F87l`?2K#jFg%01q@xcA`%`Mg*hz?e&0sX z*G|j7zqGRKBQXn7R4=|ri?aIyPlV<6t6TYsRRty|CGWvgSDU{!b0d{Z(R4PkD>O@n z&nN~NB{nkB+v1J$$G;};L`^2Uq~_z3gv60azWV)-7d=KQ^z`I%j@+3wxP7hk!R$HR zgrpI#J5}b`P$Dn|f-mJUQgFcCduC^Lkv)I5gPI7Ppa=;qUl1`U%sA!VLHk(BKaM~9 zTH_OnMBH$@PnB8JH70zWrA$3nq2cc2sXXMat_^m+dp5To?Y=))U`H_Npr5^+x z4D=FQ$Z97e^Ym1&3CXsvLj%7`*PUTirPqiopdse#=X&r20~{gZe~xe|7Yyg)3koqL zz8io{%AomQGjuX9^LvzGHBHTva{FwAoEH7%&YBZ8kcKd^ws zbOs+s!M(DRuh@d`_Q`yv;NgN5CBYuRlgdlR}C z5v_c}LS^XiA$u5_?5aF2gT)&58&9D`?;gE9fxDi+?8tUfHz8r@^Ybb}Ru}k7N~#Qi{ey=ikSf9#dAzBOZqW9h(Xb0%SD=DC8xtS>x#Fz7{IXm~#h z$W;A~J5elAQ&Z(w%J8qPZ3)-KkTZO-JteGByGe}!zO#oSQpO59TeDw5rl6|q*E3`? z3iiu-o5ZH=syudo#>p|8xFM&%-U}VR|6Nz)3PBO32i0}M^~BzGht67y zGBmUf#sX#({j~W%f&U<4l1O$GPH%{+wuCGAW4BHs-50I3S!j{o)cB%gCsUED4<9TvZnPngn zjvU@A!+?9BCB$k^jjj*2ia&$e%nl1gUm{}S!@s8aKT`+!_#A`oFr^aB$)279SN!Ef~sul;A1p*q{;T*(A|bMr)4h&p{}!oligt!Q+Qp|9GHo}S4H zBMD8-h4pdF0Ywe;h)rp@!KWkT1y?TGl^Hj`NsmQKb z{O0CSv?6U0*X!2-nRrj13i@Vc_i#Gxr3VHE=H;yccHkgYu{0-w4jU75d1t5Ol#7+s zex}ZrHVz=kF#!4=bFf*@)PW?Nc7C?|AiG7}s`ZQeM736$F|SgK?~JB%D8a!m)zwn( z%m$}@GAOdF>fe{ANp@}xoGE-C3=9;q-l2i~>nVk}le6=xr-7b20rvl2x}yA1;%Mir zy{d|}({?mEI-1Azq^_X>r=q|u+(@jq^})@y>Bf5f%;C;Rqqw%2zTjK`;UMh9ZMe;b z_(oEi9IW(!qjlVwnQVYqL{UmPZ2ih`kjSdI2o4J?Q7VirF5dq15EE+v!1EozK_D_1 z85*jpsev?zhJ=!ml8c*r`q!^t)6+5lj;yvQ{!VZ-*RGx%>wl3VcaZ1`TfwIN&cdv? zgT@NmZM~@oL-6(ePmqgo2MZ8cTSPpZeE@D)?y_~inf-`h>iznFl}Ep)oLeg2O|~!U z#)1H`(0wpgI=$T`Yi~ZlpOM6)VNpRuq8qzeB|a&kwKg&8t%HO8DHFCH7A_dL7pmt& zQSXX@BR@8*6#j@?-&}u6Psu+z1hy6tp8)VVaNtpb#Y z@bd7o#BTBV#mJAC=#-x?5*Ir@^ZX;+5OJs;-EeP8TJcqH|ETfQx}m#?tYqQj9x2f( z%EW)|R`>qDInGjJyZmX>_1ZM=JWd(8ZhHdaSsD!1-JAxlzSo_%reJ2_W1Mb3QVkbt zvxSm2BDJuko&nyhk-UvLo|+-BzP5EdQIIEv#fIfw%24n~Y}U7|jTGex8CpxHc}fE! zOBx=`-*vqwcu7X9(A0OrSi`OK{y=lbnd%B1BNR^n10y=Amn)$ir18xEw9|CpOkWB- z5t17{-Olyi@U}+nVkKV2*swjC8v@ydICfCjxHj)IGVnfs2YiWhA-R|DvFhjcxJ(su zT5Ybk8^;_S)+X_(9*Br2C`K#Sz@gks+Y1;+)kUbNsMy}r!dSOi8*Q3d93$!}46M{k zuKk5$O1@70^`uv&$qkQo|IOj|u~OA;c-Sz|`wpVN(o3aRQyf!0<-Zsmr}6o)dgEdj*!HhL)nQW>Ao}FfLwc&wdXB=w#Qw&T z#T|IAn6B{-gr|s7#!j2{){?cbHm#2=VFS8=Mnph(lu*v93KEn!2Ky`B!;$Me4ob^M zGuZL;y~f1ww|f)?{w}n#E2F1ps4;%>y^OqPAj-7}8j+gN&xKX`uP_?z%{N%|q9`dG}d2NUaVSHpoZR zK8$H$VLlebZsTzwxt5sn_z~wblBZPfWTJbFwld*nx5!iiQp(HAxnzpIW%-`ft$<1@ z(qy7C=eFLhxDY#Aq<`(TSV{ZS`vO?PvsSIHjtw9DpJL8CS9m-7y7ON2{p_1AHNRQ! zB%j@$)%|Cn9;OP)e1`n!o@hyXWbZ1MRasx3>AI|X%jMOYM0~93n5$A+gL@)_1;HWH zJ4g7*^G|?0&o!nVm?Y2MVHTSOH68S74cl=vVZ=xpxLrrh*>*AlFc9yqfn^yH(f6OB zHCA*^$CWN=+eCFAR&>a1MTp@W5b}y0oX(m^L5Fx}3N)!)S0yQL^-DO5NVN z;7$H@T^2g8=06fwe29;cp1|B3Edyjg##SU{xKpB5bMD}}@`6he?m^zLY{ISLiiXVF z(3f{ZWv1%%#~htMJJA$bMdz9S8U!B>2b_$y(3GPn6!{>{h?`29Fny ztTe+@xyRg>^Sw7*MLT;dtC&_IaDd2=0f5N?EN|~U+PsBapFY&9n3#ymNytUh*-p6d zc9$i9^9@k1r6l8WmhY%Vy-lcGq%9jOw%fVQwV57+ryxB*8z=1WGqWpj_3#M2WQWba z0p=mmPd_A2z47&5LBX_a4v#&g#wyEXAgBsMhI=5ZBg`)qh3%Ak^Pd+Z{V72a2d#3p z!?x*iSEhAdtWq(^XBnC@8tYog8TB{r=Nlsa_8*r7` zHPZ_Qe{REORkeZaNYcylSb8mhe{6+Dto_u@}t6lsdB4u3?^&B@J$ z77@~K*H)|c z-bD{1#g@?c40wA@k`kM6}MM1(&sR?UbC<*2a6!o-U@p)FoLh^-y5ff|y! ze0=WuA0QFQD~E+Bpo_;35Tho83Ajjd{0PO`Qj?QhlTMRQjX2zE%-;L7)01oLw6thY zT@3R4BVNPfo1v?;B=|1YXpva8#Ylfj!&J*N|99u0EAU4Q8w0Exa&T zRS`!zb9Q#mzWt73xnojtcRFJ>wI2LRpnumNDLR|RZzg|5EmK249rugs${-_7Dwr*Tmr1Y$L|%I{K}@d zQsJ(J z813g>sqhJ4q9U!v8XunykQ2r*0;n-|a?|(or%8Wuf$w)0#Rk^nZ3&C0lpEoJ<@)+MiNgj^{^!?M z7c$AOGYktr`VNO;fQ$wFH=Rn!Or8uW8d=5au1rKk_RYye-#1H_?u`$PecRO;D(f4v z?z`I9|FD2wCTcUYzu*|#blnu1GC(Y#-cwju2uh3L;RApdM5(mj`c)2q9yceaS!`s+ z@1H$0$zdc$m9RO83n{*Xq4SnqS}`yFB)+8}*b6)|3U^ctKr>oSRhf%* z)$!7k8?JrwH_rO9QABym`Rcz)kW`M(Nls1%x%aouPHf|gvt4&$BBD1ob4^YDfco$M z?gUb#Tb5VgabdB>{M824G$vI^41H4Jz}0UZVgtUe`s@$gW5jFr2`qz-;_3dAD=92G0i=dbUi_s4(Lc$~hHgizOh@+PK+S@BJt5xV8H2Cu; zJsTSvFE1}Qw=0+eF#MF6#M};spiWgMl$=JYxChHK>Q(iB_C=$7N9-nQvSKSXg5D-~ z)-e8lZQ#N`QSz{4>KjfPnhj7D1l0no;q0C;V(w8u2&2UY2KH1K^`0L?*Vfm6wYa-> z?lPR8pXcV}VAmai@)?-*1UexzODrbd=x}sEk;2o<^*}CR$%y@E`pM{v@8n;}H|4RQ zuYol*$qx@>xi1eBY|&H;WSs#>?zlTVoKy7SQm3yY{#x$J^)>9Yd1SX!D!4KXc)@3! zk1kNm*jVMQ%l;&PJ6f~~evs%J*Tmydo5uO(JlOT#bw^7R&+X%fzfQhzTsE|lD%Mbl zj+O>SD#!4H+g#R10A!O}&E+a-ja`4mt#Rj)XMbw};N<#8anrKVh1~(WXUZS%3m{wL zH1)VDwDo%h4q<*+tv{b+{8u`W(JueC);c;`C@`?-gIjuxR$+Wwe4U6bv5KSH>C*Gt z#dM*g#S%zL^-QSPJt)Vbjrme#GMHLY-O%7)FESrw3{SV)^1*|`(@2Z8BoY#eK41ym zrt3w}TI=Cdq_ZcCcGS$pufa_V&9&5H$T~>I^+8h`u{}18<(9Om53i7EwF>A*bU$j%g zNb}UIRYl~C)~Zvkxd9wKH5TlBSX2pL1L1Go=D)afYK5lPXe5$!%4Pj>$lCqdCinWS zo13Z!a(OorHj0+vqXVgfyq_^WdR9#SPLl`}p$k2G&KGN%skEF3jn!}~meB)|h zL#qPybeA+rMYg@^YYC&n zap6R%m{SzMw?A(O&4WQoh02Edf>bgU{c?uh&+c=e&Ye!aYu)z1%%TG6PfQcu|5)F! zw_eBVq|Fi`C_%A-kG=s(m%aMz#!#>bsVn~fT%=*|jJIY`WpNpkl(!PMw`4DMoK2l0 z*wo?j+IHL)Ec2AS9!cWKeK{<(JXx8}pwR+MtEq2X{wMJ$x%wKmXL-FBBFDIo1DQGf zM-=ZMv<3W?Q-iw2iXEpToKZi+?^pZ!2IRoWCw$E}wFBbK2*=t0(aHC#j*gn6^}_45q?!AtSD4u=xjpD{y;xPC)_H#Y9>snmv`13ON!ON`e+IT6<#xSwGN*c8L>XCL8JixF+I(F03 zOH~9f;4t|iNnD&CXZ=zI?gN6Zb^boc)`u2N`Yg?^%HFapyS;{PIzHR`uHFjkU;KS! z6_TqRk11>Gf^J3C3-sNBd_*|JuYicYh5G4f>%~&g-%h{mE0AUL(7SE6KAhgdLO+v6WccJ@J4GMLDsRR; zZiuh7EFdYf&JG((Ik(Tw@*!76`u>XnawALCExk{^9QfU;U^=2v1S}bkXCJa-F&+rc%pMsn7M;!FU5>=aVn@*jQ9nnX-MaKT zz}b6NY(=5oXy0-~{3?UG8{>P6T^TS6<&_aN zF1+ezAJHgiPCHgCkt3l{tiF4>wk}HH)H2n$j_Wk%?&A2XMlXRgfzGwmzGR`OSa7!B*I<_o<+qRx{S!ejB6+&IR##BwLKPP zh+_;^V?S$KvC(k5&bg%TYI!(946IpY!)BP=Git0{G(JrOhE zI#wcOOnS6k`fyjIjDKD{+G#}4*}2*M z;Ml@tZ()1vXlMx0Q7bGgJIxiLDt~TCaL`xmM$)`2TfngN`w9B?ahU=z#mp#hYl+$; z(~DjEs=I^rBQ z0rj|PxK+NZEMpT* zx|Eu0R+nqT0F|IA;B$;b@UkU@K-i9xUb|0sLM|?|Ym0=XYH?6!`bNDk8_x%D9nYLW zlI(uTfQJXL6c$+`d#J;9=5jaw{k@VkVqC1a)7L{E>ephZRPbIb_-Cp*r>Zp^PdIA>%mbPDYWL#ZbEH@b-sZXR24I)>y zwY61NRxT+iF*Y^^Pz$K{0k6xwU0_=|sR5WQ5e2 zQAFMmRurr=0nwUxFhEi!36hOBvcoG+BC4y|Ky?-9l%gbL75}#y`GP`%!+NHyvXYS5 zP!!ZB{T`F1Mnnh*)z{Ypxg-Mv0}!batlTqmvH7&Gq9Z4cV)d(ywx19}H_o%@nA!aH zqDwCn#9|g{a{PFXpSRu=UY=Z`2BIXzeA)J~v1*{9%QlwCTGIY>;MO{Gs{H`AC=Z@3 zDcJ`kaT-;oi)(8fK*RX?^JlQT;6&zI+#A7nz)xyw>JJz-vf$s<%3fEeixVs1kz8Fp zy~WSF+VrYphhLTmWIDej;QRW@?anFI?r5=8u356cs3$s#v!=6Iq8v15%Znx|zT^}# z-)O(m$#Kh$LMhxW{(Y4~U!bT;|DKJUoE*qx|0%P=4gl}z4gO-Va$Oy<=Z6Oe)7Vd?q(SjyOrk&HqK*&I^A$z5jgZ69>7Z4w=$NXqnGLY&Ax?C+S ztwQBua}yH|v*8yBlDXCrBZyBO>%)Mke=1!;fyNTR!CE8;qL}PEZ-wcGmmJza+m_eWA z{Kgfg{of?+DZ$G@W^V38)QS)xH-dJkFaTZJ4@J?P0_q&dWEqxw6To?ehy<}BQ zcW-Y$+QKi^8Q>BTXc*sgv0V`+Gk-d_VtJr;8;}8NySvT8mQ%(=z!8@EMvpk>*{VeB zV<nX?tJRk>-LdeJ1d zm8CjvYmXeabnv&j3R-)zr}4>ewB8AFx9%Q0xCKcxVOdvk8YwWId2=l*%;7v4g1mHb=qW%{6t)k|-4 z#D8-%W8M=WBv0N(80-vQ$0jMe)sb+HNzu69tdV zZR+6Ujf8sC{xh`Y)SFToUk1PA-1KPbFYhR0ehLC*#$qby*p?)>pjsl_IuBW zU$=4jCxXgcXN`W9%~98kW-^1qlc=gwifdHVB2Sz#xGAiY_VY7jz?guW1d0Su#u8F@xhb*IZsQp2Zzy>0FDYUK1VvUrLm>qBWjck#dPV!JN3Op@xI`AiWOTW$ z#%7mW*u8hshqt$r!ab83#k-BktE!7kSJDSVz3y{nCTOkEKle$eD-YMd=Wt)KCcmk! zTmRzV1is^VxFKc;%g3v6(J4}Jf-8d%RDn_ebj?wY%k51RcYsF*)0C<(yhY?#+Xkly zE=cC76Z3-4PVKNY;x>xQ<$-OT$|)6l8XP(5V!dbl$}y;mU%bD(G4E+MMhlSr%T4*w zUpxjEjYnxy9_D``MyB_mNhf*e{4=3AB+vOv4Lxl|al#JHB zx;g;_qRSA#;hM6V&Em(Jadm!akGm59Y`N!yg!%$b|oJU`0`ZO)+c3_jF z_=J-VO4D>QCAY3d9X{^cRH9JC-FrPw=J^?mf0Z$fQ=gC6x!n40DN`>=pe)#BydE>;8#iWjoo zVMx3-6~My4@!rDIu>a7T z2nN4@SDC`qBl!45Sxmz}O2&L6a6zyFg{!wR{y$cj;c(fB?5`^S?FHQ@qo5FeJmKWA zkI2b2JX+8&7oM$kv8xVLEn72N?@RYwVm8gn5U;RMgV5oc+)h-`+0egk60|>4kA)!+ z80hjV#-3Bvf3#QA z7%6RS!JpCXyDxyZ$h))@hij8F`=zz+`s4HiRjRw&!2#)cGEye}hCp6hbsv~OVk;kp z91txNJ(aDtALDDfi61fQFWc^Lt3AJlZSsu=@>|&1neOW+vO%xEC`BjtaiJlY-XnPV znH3Wg1vRTDYQMIh5b(XYBHC4~wQ%lb6SWZR-uADC7$Ty42z1Q{X(*YqXavEFT@;#W zr@7LP%A>Pzb_KIvLoe1TttGZw_;!U!?hsbSXwwRC9>JlhE5eb#|_ksWcZ}QWp-@kf8 zumbB799RJ6@?^Zx7`I4pRdO7+<+t+iP%OleN<8`vC2B&lIlN~u*jQLn5oywe9Udv@9(5-HaOm^O7!ny@} zh~jUY1%V9K&-bvW9jboK`CRBvPA>fOYt0946u`B zGn!wNf-^Jo#V|7+>DcUEsHqRzw3dfF5MSsH!i`@+Pu64W{57BU@+I|~(e_@X7o4V)hIWX+bWPihP$| zO_1+ONK6czhH8O+POf8e%YccFkfczf()LbET`v~~mSy{00+!r`oXxR~$^mLt#nz91 z0s_#X=C<*JObmkFV_`bG_h~+mq@TwP{Vc%$8>oY+QF%MQcrkbk9nBjM(P46C22;tT zuD`-WFb)4pv}Krb_r^kZ>c@u z4Cuh3xA=`!tY6fk7<6)JmF9TQ7Q@G88%MJrYBh^1E1ydv|9Ext=#$`A8;llUWhes^ zaUiVYv#72u`0HzqgM@;Zn7ewS-W~NY_?b9bOh~Vp?<0wjPH0-@Ym_69K)Dm1O{0uN)jssM6f*E>CS&B>;p3opWC#DFG6l^t`#s zb6X}@xkGt<1=AVFn1ihZHkm6qOFn`U4QJVw!&BT}oS9Qw=6Y*i?F>1mq>Mh*SjV_J zQM-QpAr6{#OEuN5w-VSDJ{rF`#YaYzpHl(F@D;nW4*$oic4wfp|K`mbFi+M_$r!IU zHZCq`(p}x$G&eT>4LX%T>mG#!=wAda&%aLhmk|Z16>>wctzo*yP_Wl)=b3N{ z5eRS#%{RX2@pRMx0SfTC#=VKejgFFy?IAzC5m}8xDsc0QqN6Y&>-@nuW-QpI@4VAK zrr&`#hu!uAOHxMl7!p|iACiMz*fO7HgYB{(Xet9urki7h9B!w3At8@IM;g}f=jVzw zF9F}i<*x_8hKJ#L#KTlfx0>^#@J&zHhSqps9q5e!MDo=+HiVn+TJ*!(@Zs9j_xrj> z(N(M{fF{AFReTSDY!BxIHxP0tz|aod@}AE_H+VIH4jf3Z6Sy6%gK_9DFE5Szlkqb* znG-HyEkII`%3-5@EAw8n8G8BhB@q!(S2r$yiQQ5KKwnNfXo= z_I`8!N@t!!b7n6%QRj4QpH5F+@JB*U4VRUAXj>a|XD}|L7Xk%$6QA$q61*Oj{Pm$e zc43jSu$*!DCGbnE_1;$U1c#vV<5PXK!Jo;-QKGs8)i$me+t z3jD@D6OYSt($mvHZ#cF3*A#BYcS1sz^DSCx1d?|CWSGL>Zh^Z4LBDsrFzK^XF=X5VZf>PAOs@72bJVkIR7Wn?w`PO1ADbG4NOa2p%L>c0rQ^b~F_=OF2oLD%8h zK%QhmCV-Q?!t1|($0jCzsUx%ex3s~%P7#n2;xV+H-QAc&K>GrnC@tOD;ZMwdW4L>< zyK!J7Kh;BsyN%OZQ?$LwTR3r~#R40haVVVXOxa8d~v*<(a=b1n6o*aQ)7jS z^TXnAEr8jEJpKK9p<-t&Pf%pUB%&fC?O;1vWa2V1fKYLrZGeo;H8iMnf=0&m^>v_O znVg!Ej%O0smjtb(Sh&-kb@m4~P^eDml&;>;F4f3NY+OfX^)Io)xZxQ*}Nkwnx^QQBlM zgnD>u^5`Jvr1lYlItYS~qGGV6(!$DBU6u@2kNjbz!LBdSIkAS#r1CyR-yaXm23u4>z%BB%YVQAa^+ycwY3FyG&fW7p>b5v6}jS0Jd3}+zUj6)@eUb7 zSc79;5=YOBroZc*1zaF^gg>F#1H|*8(Sp%N4k-0IGa#;LclFkyZT#eb2C1?)Bo^^B zWVUn2g+TMwSY~(f9c?xT1*j&5?%^R^;ym{%!D5sKEp6*VM@KZ^>pi`b&>!n`AgN&2 z8fSH~**l!*vcqj|z0N#Xh0JMT3=Qy&9BmwJ#`HVhM=%%gK}=k*2(m3y9<8Rkx@3V8 zg)lKH+m0*&QQxvim&tF#aScVrOSd}7lAhv?vkKii?#D4MHbX`7p#%|)-1Isn?HU3f z`aFyH&%v8e)?K_$;EZCo%2dcxUDFjH>#U$Lzy!1$P?#1n6q(};ZGrs02yD2-OLd|^NDc8_Ut;vgl^BO9WWbI zp9cytv>@n$#x$8H_W@%UnDrE@^aT_|%bi5~`g#nB#gkI`@-mi;Po5Ey&0V zEL4d5TWCKwa*vgU1Ca2PthgK*Z=?;7qFB-o@MTiOyTeCzW;wTuh*WX@x;-Lh@ z6-_0F1d3*DT+$KWR~7Tni`9jHCKX=IktuIpI&V(LmFO^TEjUr5Y}}}Rgo9v{(<{RS zrjLSsCoce>p9^oah+(igXu$+f%8hgsJb=D7 zuk%Pzug>Il1jSin{095yHZ}(^6C4D7`S*p%aQpXo<1T&-9U=An?Ee5ty@vsGOFl59 z>FDx@+XU*R@;u|VC`NsF6;;_f9(oCjD`MwMs0|KiD*AVxEE2q2K;M0P@*^e-pM{z_ zprTSuWQa#Pcx5hmrOcncqKCDz(Nkd3Z*z{3=QxT!PY&7D1tY)MNncfs{qf|2%)Sw?Kia zqI%2?b?S?vDDu?-YRR`@dJk{~Y{1Lxt5*dW_qD0MEGX2~eqLp=+Hny!(9>o~Pk=z`6ZuQvo)M;RZ<22LwD0R#n|5^U?Iu)?B$P)ip0cQ_brA2t5%{ z96Yr?KAu{DfSwho(C)8FfAN@19D3EY(^egii~o z?nL~Od8qk|Yt$a){PxYxElJi~u6qaZK_z+wDE2EhbAcwivQJ2;ta?muPp}NiTh4!c z?$*bbEXNYZrlY9AW(;q!q>Ud}Q#H{)`gSDQ)!FEg0z6rpSEjW{W6b%P$@#Gg(YImj zdl%(*wLSxx5@1~@--W$UPyjR<1YLFnT+m#Slm^fUWb>v4f5cuAAi?-=c-*nzz;rx~ zDn1xZ)ll&99qj9+-18z1F?0HxbzWvRK(d;bhAWEhm{-u5;EuCw?G1JW(gcQOgn@39 z?|nU^ANnlJWI0mlV{DE(#M;CI;plS7`ZatN%J&a5p8fw zkd#srxubh05BVbt5~rcfwOb-vuyhJQq|=WoR7schp!?ywe5eids!qlk)AF@IfWtLA z+v09$T~fUxjvKQ%`0MFZd~f?c{TNzcqtjp?2*E05{;p3m zF;u<`3a3E2d$ql8LlQyqz?yV$DD3w@Ub#Va4I8o2W?mXVeUUx(W zvL#w+EC)Cd7z31A)(`}ZR8re(!f+dJ2SjHE*yuU(DIv%D4Cndfhiz-63&3T9)H|FH zv|2MUga3oY+^hG`q~iHgxG=6inj=Ww$Nb|~Me4%wfSM+cEoF(M)68NS6*sb#FXm-I z@%F~xW4=Mg)`e#{UfO^saGKAT8_j#{>^u~VTa@L+j>SR)v`DT-N7&#&vlEbAp!0Fr zJSMX~>_k;>jP>@edMdjHJO~}#OgRF7DLmpl@(9{L+5j4E_wzyM1gIAzwBr_j4oboy z1(etMFX#^Y4v@2-TOT*4l$?dOsFY-%Y=fp2dZbaS97>to&rg5>6I`l(6dxuC_Iic( zjJUpj6uww7i}BA7uPO9Z<#lrU`FK1R6MU~Wk5SDC^|hwdi)-m}Sw8tI6e@F}t7MU zo^>ZGS=7v%+$8c^jB9DG)qJDhlvkXi@f#}yBGZamlf+U}mt!&(mZ@?d(0xyg2{Hv? z5l}locv0x?ih`Dt%Cpf=44wl6obKbB(q`Ak0W`Ze2-gYLb`PunztX-sEXrtmcSJBi zP>>L%B&0z~8bKPQLnNd`Qb1C=6a)mMM5H^U1qP(0LAn`Ar9(nG?;1Vl{Lb&5d+&4a zbNNFa#+g0)`@Xf;UTf`lz3;C(7GF~O3F740y@mD)SRibm(MiLi-9S>N80*7s8IyZBQ|!0~l(+uY&X z6&yEKT?g0j$*^vlk4Y=2n6-zLtG|0>r2{MAjhI1+{9CMM1IZKoz= zve>Q$<74>L*F+xaO;`CNn+h+w;!bfbK5J2MB$F|YB)GH~XCp)1Aj>lJ{W+H03(Lot zECYyYs+dS5Z$@T+v9Wp~15BEkq&!ix47LW!Ukns()X+uRKs-@ z^}h5vPxrxsAjc9-Km!|+E@47At`G->Z!MClf=ic@%?Gk`!hMiwdw!Kfyxe5=W)I~w zu~B{Mx3Be8HdDt>VEnH+1-YR?*isBc|oJIUcb z;rcdpRkh9`xFKuE@nEGOuIY`Xs;e01JdRjdb^If>5EeeZSh@AoZgV$zGmTr#j-0?& z))K0N_->me5sVyLRQf*)Iz%NI2|gxK|zayjJTAVw`Sn}r5N}y zZFFX+t_(XIaC% z0rB6>dwDxJRmdd@4iTgE#hRmEtDmPW&USHeE1#`ub#!H9GnCsS%t)+RR|8*59l%1n zjzjtg!uZqmGlo0<+T~9LJI)NWm^wRYxVXO9%}uUf9oAHr8;r=NlgyCpJY=7Z>QN^Y<}uLQci0uF2SzfBd}>mm$Dq+P}Za?anthUqU|Tb(bX? z>i_Fgl;Z_&+9YS~p0|{(U+_fEAAg*>zZa?)T(D)%qG&O}=eiTrooKSMf9!`O+LNUv z5K|~fP`_oJ!10xor5Eq_yowPu`TfvaOB->1=bw*?p1*Lnyphvo46vECp@-uWqwZ_< zWs~C$##SSgRy`Ep$3EPE%e{+jT7)R=XbIWwljb(TwoY#}HtkWBz3g$w76&Aw{qm^kv{J_3%pJ7cz6DXkU|y~GS!h;IXZDZ*}xg>`1#WaVkz zxfmE`Q`I-~yOnhg1rDb|r^1@Tpy|*57pcH}?}vaw3Qn&N+WkWrHnk}>btZxry~{-# zFfPS==y$Qu1(~A^&Cn3}1NSA8tT3AS56=OQ#3bC+K2bVtlJLQPB19_?JC% z^xWsi*Xe;n#NiiN732On8)ju}a3DVVY&?Ax90@|QDJg{4>YrV?B9En0-W$c3n+H=0 zxpFgly0_>>P0PvdUYv)OlbmMIc$hY>p5Ec1CClm)nwL60s&G*jgVp>Ad}1rZecv0c zqS^dwAelrG`{VuO&R)rm0MhgHYym+o-rR9kZRsO+)KaT}`dXeGO_ z>Vh+FC6TJCW@<5lf+Ff;&@D?0cLqWhWh~;cPx+@OjC>zNj^0K@@_3kC`J|bemXrRf zy{ypU*P86o%A%XV%c(?1x1p?0zBZUK(*go@wEE{cws)4|Y|M5naLIyNH_9t{Y}4!m~1a=68>IGxp7UZxe+F7GH4WXST2^UG$koA!$>1GlJiWVQlkHBOlw={L921FjY?W>de^F%Mam z>yD&X0=|k@4^m#gZU%CWPRcwzV0KW~)VxCwNI*ak6dYXTyzU9*r{*~Aa;t-GiYYIN za~Up(eMRbU=U*&69Y%r|)#rNd&vkulx3?ebRtdT2CH%qJ=*j1GAa&$em+ih@M#0Rd z^=mnIm_RLE$z3aPNpW31?^>s){7cl-=R@u{G$=``AgKyt505IKV zW`DmbGcz*)51~%ErLcY2p9WH}pDilpj3|{E)`Npmd-|@#E+;$_Z5|7{C3Y9S z^%Phn4Jm$;yOqr%fhNZchlkKWJ?+uDA9{{YLaaR}3i`_8<5y>ACCc)+U4wW#rw{#Y z$Lef8Y0hN=B^WfuWn^Z4`SJyTWk4WNclPE7O|8eeWwBN@Fj#g_s;Q|>SG%Yk7&rRk zc1?fj5-vAl)-PXPR5oL%te6d>OsaD~P;;alsjsgeAOHCI%+l6$C7h-uLGYH27PkSj z27nF^qJ??DDfyp2s@M+few%oR8l1=dc*K8%i@cfm{(Xyj?z!_f502uXB(12(a$MN3 zncv>tE-5LgEB`uwetw=H@Tp12qfQNFyABgmQ{c6{c=6&bQc@KSI_dT)BH#tggrkCk zqzu(1pd+&^0iHH?-3nWnZxE$RQom3=K6KDM6U10QIYCbJsj!7-pNQVj#O3E}Q%ZWq z<=qj<#LA3YM|s-5tF($7Uk{zuQ`c@%hk$af(VwG?E8iDMq|fk+C@Aisr>7@WQJq&u zH&1aaRn4Q^B^GC9HlX^xwNeKs1zdKsGSt{tud=hSxO=Gq=JH_jJSP_yv^E;r*qoix z@UTQ9w0qj#D8?sy9GMN=DNjT6RoX`-DY3CxEhq)c1VGAz9ty2HFg zv=sM)w?jYYTd8@}2bo7>k2NSn*9fEH`}-l-X~iSuZ0hX%blhH6z%7T;S67b$DiCFc z?ccwdz0zeP?~sy`uG`2xd{|muZVh0<*w`_Ew0?4zDE>Hmj;-FSh6B$0r^@q>XT*3Y zFdB0M`_krg%8TNCa%7uLnp|GFe8}U9bvBwBn8>26Kmz8jF@P&V{?p9!W)e9!Nk_T` zVCIn+-1UOKL<=2rOuMeB05J|9ZylFp0pKtx{`}ck@b&u&kGKoCsqe1c6w+cnYAuR# zJ^mna`T+v87smID?+WHbib@z1)`7tOx1Uggd!dN+>D`n|A} zU#M*nH<3D#^waYRWmT<5W-? zx-Y#7(R`iHUhzQ?h&_Qh%BGH~?0}a?#_m`Q2g45u1z4zT3gJb<`9PZ~gfy+R^ zaou(BLo3G$TS3+7_Ls15A~~B>D+L+a|8yDk|?Lqk>XqT&0f61pB7_Hv<$|Y9*>HypMyFf=ntkCg{`qzr{N2Fin2R zDE5x`M-nkKhfFiq^X|{3ieQ|B%#nx)s5-a=n~HLOZ!;$Fi&IcoE$mZj-Z7c}D)Lml zO(7{x;%VK`)bH$tnwY&@_so>rtXiU<9$DU_e1wkiQw+}8hSrLZ^FKh^3~bF=N%vXk zltUrz=o6Q%*wLM}4Ds}K`$)-_)LOwKbl4K_d2o^ii0~M8wFkcQ=P@>}LUc*OVahn zVPxZX6S4S+QiaQmDxRyaeb&Xm8Ii6kVC%icFmAT~WOaEtqP4Kn#U3~NUkCh0 z`2xu0pUGk3)~}E?Bq;;h}-)8N*&MS9d{0)5lmWPHT z`~qJ3WL5i+MzgSimIfF;@Q~dWAMM^GwpPqN?(}!&T>rMt;UzUfio1R5c;ozJh1k*F z=Y+Q!6J*5IS39}Y;rYLup6lc`!h~Y=&T6|8;dA`!P#AJ_aJ(=y@vWkAbE~B-N`_K8 z$$Zzo3gt;iBw0a1X-kQ%iABib&2(}q*!4lo>)0o(^aF}#7RF6yQeo+ zy0`lzF75mlFhJzw?4KqFCDysr zGCIYb#pWlCU3n}x(NkW@3LngU?W=JP3rF;vm)GGOiGUXcZ~p<+w5NP!C2e#`g5LtI zrM*|o$?=5INo&3cv0$K{1e+B-MmENuY1YQEIe|v zi3;rrnTw6CsMC|d3>*>^(dKhFH0YbC+&&1k+Sg zzh%rv+@~GG8ne2HX>c73vS)DxdX%;o@gbo@sqEjm_r9b=U0>zOR9`keG_rY}9re)6 z@xBw`UwR55Yx5nPP1#Lw!>d?-KYkW9EwiwwGG64f#!yXgP1JtDXpQ+!V6(#yOgj3r z6|sQ#c(>CY6m(T+>S|jdhpe^tOZQDTS>V&SNH(Tc$zSe1I6{?F!U^#S=5ul%g&y|} z+|9EiB?XKSBO@R~P%60%1F}%y&&esZHyzUXj8oz~J$~{tgEEfSOr*zr3iIf)tAOiA z+-zbYa!vAAHu#!gf7#LLv^Vd1JFWc~X4S6%&clw5RBuGNy;%Y@ua!bRS5lI@%Wtw( zVth69`Ii#LCCUD`1zhv)oLLZL-~4vTk>sy2jzd-e?S>=z5JH!y*=niam)R)w^$n(+ zN2!#CO8}UrH-brCR(Cv-1N_=&~Mu;4&a%tBk>gp|R8pD)^=DV~K#6muDr^Ird?KnPY*5V1)bSU&#S&id6YSJkmG=mCFJ@UGG&U*C=9r_@Hs%vKLB$=(yIk*|ul=SW*t42Kx` z{IG=lG~V(r-aku$7Sz$ZuD|E?!;H1go#Qse8v$!}S5=6MK=S76ed@3z*Acvcd-V%1 z95~>hQtGZao{k+T_ot}3Fb!AQZhdzGUMV@$!jQC z{iICA<`4%a%nOhOPv{-V0ip3bAOg|Z6BFd<<*{9#_3T^uac=K?U~C|4HDP<|j1oRkS6r+xpPA0#gY9pO<8DNQRdT*T%$CQXG~EQT!HC zf_HXyMxr9cb&#BuJzx93ZXA8T|KxDfWU6yXFYAc!kekPbdlAyl^i2->YHeA`m z@b!BFB-Yo(sI3)-vq!VZwa7CRywYdmpBY zNi{vs)BV}#&)r>YI1iki*m#+SjiaGo{h1$`LB_xT&cSgkRJC>gpl@ZQ)Fk-JZqlXz z&7x~>`3gz^xhe!J&i2#yRW@f#-M`lD{Wyj_GVT^|Ja)y)3cD61NPQL(%9bb5PUrQn zKp@EF(Ha3o-tgdhf=OWE08{pZl$&9yTG}sXx_!>7w!IFT4{DS471sr7Qar_ZD6Z~b z#`=T-p6REZ-D3SY>`Tf0svm`7t83avKde1mj)|2e7wByaSZAxk{;Z=Fy6 zoA22`w1TN>&%8_wspChHlGzE_ifd~7x?64B26f@Q&}`{LwP$WKwDy`$z;1IfK&`0e=1r@R_* z{#X{i=ze7oFY z_$?IB*Xu?m@KHC)!nb3DPM3?NO~W!w-#bn8tGG%YX6}bPjJe> zV5&}7W+^Qq5*5|t#3BWe8M$CYjW9gw^5$Uk9tzxqrrf95ri)86v3HrjXW`%1b9XPE z^mqCZ`QyI*>7dyq1oaPt27*hN1c9&C2oc(f(gC`6+eZQyZklOB@7LLTtV1XVjyeaE$Lu+{Ln?g6}DWW~P^~ zjPI4Z?!H}JTbh&a?>iWo4BFnwQAzXit`>zP`FR6iNg(Ww|v!D59Ij&HHt zX1({%$~RwU(F4a(FmZ80+HUFoa}7-?e*Uv#E!~HO`e(n5Jw=EJkAMGM895V(1nNH% zleeqVi7ICggI?G^Yy7-scc)zLv6ea6gvf}^7A>L}%6Uj3M0`4C!;L+OH+~j+=a`rAyTT&@W)qo1c@BP~@*lurf3JJl} z;o*)4nTHUW(DKUAqtgHBPQmwkXt#XN{&shuKr_0KcKbQUC-)@%gKHNNAaXw ze6F6^6(1z11)SarI6o7_-jIl`UbR|&49OkOSQ#Uw(&kCiNNKTo{w`IFni&J2McLT4 zPxc0Lqd!LY1{L)(AZ#D~Y?)nCxO{p0Pq+U2_u$TWZA!>jgafWdmhp@e4f;azC^<{O zA@aj_Af-(Ow11G#j)-brs{mHJ?HP!kk3rpx`>OP z_(Q2L5iil-)n7y8bBCd@yUet^_=^|Y(`OM?Rfj(x;Lcnj-ngR4F^}I8FqDdQaM0&> zkw`we+(t=61i;jvFXoiR@h$-sguO9;OF%s;$T4JvXV+<4F+O2&{Rd?@nIRjGK0%qp zd!1&Z91XnA{s=sZ^kgbHZGk`;g&az{!FL4<2cfP~sc!xNHfe6F8{i3U-_B#zV2X|? zWIr3O#lXuwp4ga(vOl0Z*wtBUg;Esbi7KwXhyh}n{L@9tgvg;BlPruo2yMmz$@`hwscsK z+q&8ObacI_opV;0NPkmta)G&OVIUOw%%;+aP9D9w^QwHh_sLcO?I#BLC7h5DS*8p~ zO$QlEkXhI1xvvrPz0x6x{z>gzTR&7G^tGc18;4OS-q&yGmmYLv&40U{qO8}-#CY4@ z{<&5H6iT1G@gk&;5q4Q-~yTJj-o_`@^jx| zqRai_HK>EkOr|~CTA_Kv~Vldjvrdsf=Sf& zer-2i9jsk8Z3y@({fbDrXdmOz&#g=*;b1>BGcx7>9A{ybS&I@*6-p1&Y{$Wt1DI<(EfG9dvO=&Ht=t6 zTzMZqkKc{=$u6fKg_NaD#iz;E;e|Nk`1s?m+k79S!iFQ9B*_v9tCg0DAaIfkkfHPf zQl7pe<^J0PlnNf6dx0*;zvz8&Z@!awu(=7WAouPO5mPI|=|UO7}A$2-w1iL=StNNy!ZAemg5_g-_((GvVUUgufvp0IUQ!CsD5Ly_{uTCt8 zJ5e3-X=-VHHke7S4jn^ZhfsZP$p`gYJn_JMgoPtR3us3$qqStAS0*>1u5`}Z2~&R6;Sc?tu(aDCWCL5u?CH85sd!B#EXkGcY_*!}_Nb{M z=t8J#%iX(28?6deY_T#K$LRU?NP55-KS%-P3L{{R&Rx}hB5z`1LLJTkx)IRn?Y8#| zWQf$Ob4)tl^GsJ_qe<*aRmEf*Alqx)!#gvZl%B$$A~~&o7e(vr811~uaNi|j%~mL- z;t@kOcNpb;5$9j=x@=yc7XngF*RNl+ z_hY>O`Av@U;%$ z++i6=_L#h^MvGD^EBVVy%61@bBzyQef8EC8qO__ZGf;^zpR7A4`-fSo8gPzS6*vp7 z+mkNf&7CmpTXc^-`k8n5GXLY+T@Qhi1A3A(WdDX{phSt?oLnv`R&=JWlT&$Bm7A?? zQFyot?%v~^;YTB_&CTeRb0A!kC^a9*Yz?CX#`Pylcc`^X&BB!#;_rLargHBS-&TSX znAYy@&^1D3nj6IW2C70|!wu=qqO13Ir)EA?*(LFEdH%qk6*M=y|GbiyUYu|bySWBH z-1S34jzE?Dz`D@sdsmNAs9cy&b_BdictOIzY6RU zWloam{m9+a)KnH$*4GbGl9KcfXaKg{-q!ZgOU=kA6>fXnz2~4c0=@K~9C~u+&ULw+ z9`mE{lQaJs)vLJ1h?8g@cgc5CR;?`r-@jh>gdp{)ApTL*ZqPDQS1gz5o9wkSP=OiR z?VUK3!K1{-fR5-l^h#~cCO<0kl*MB7oSw4?lMB&1C5|fB-9}Z8`b1AK!}^A|RVX~J$$1dk7R<}S23<1OWlVE-vzVr2hPJF>6hFr#>PO|YQF#wmybeiFJ4hG7#sQ{)10ArF?=>M zzTlixVfw<#bP$d@ld&mI?9N>YX1~iw@qMz$$_h}l020-%{xIQxb3DQ=UHa+qx0m6? zX4^h}A1(v45d)1Ifu9@x=&M82-zEH`zUPmg zY^iy;aDIT{Cf1#1SWOJg`LBhGA$I@*DlD83uqTAs)qlMk{iN^yd4iCn|KkbXWl;{Y z$C3y50xdzgnm57z+}D4sN?*elNfOlfmoQl_%;=(-J0Yfpw)NZSD_SA2EkK(gVgvR_ z_=RXxE)pfuYX0zVbFL_}6VS9nQ^#h)ArAUYYfwOiU;l0XMQs#ee{bFY%ay+7{17>|`wp+8*GNNAg%UdVFXM-gqo+{& zUz11w`Tu&)m9d7Ie*SB0QO3C>1u1Fio_PMx+1X}aUtLD)uk|ayehmCA{R0ERfq}PE z;b?y3)1$CApq%vb?9_wK+!mKu30$`CKP^t5AtA~)g3G)=9V&=rR%2VR&&-7l=AsYP z>0&xzgY?|r_zvtl5>iqvEiFuwgoK1}%}hy|pFYI_F-u}%!Jl>E-NL}YFTrix@)oFa z>P}?xnL;9b|MOHn^Q9VeVu3W4yN8G6=H7r4U*xyH_KIG8GUR0MeIvvrP7Zgt?%mUL zS&+ki4+OLj3mhaVC@7e4#{N(MQ9<3$&q4|ctmg*g%S&(~L7vE355XP*jU z3=;k^3iQsTdNCj)c~(6~Gg?Y%a~^rWl7*RBt(s9lKwDb6b!-eR!xtR~5|D7*4NX7G z&?g4M5v!|t`)^jKj{LZzkE7-+ZHaT2s2kp5g5qp_ZYoaT9<54200g z6m!N83^65(8kLOq?%iWz>iG68uc+uQGqYvW8~pFzzr*059AGVC)bs{=hL{!oEHA*) z6Xk*fVWuIt(FbpO8yda?@5$xMmz$fLp-YaG-;NglbwB_KF>!63`BHxdXDsYuYry^k ztw1s@fkhqoq6fJ}40Ov6A zty>V#>e0}o0l95a!lm51f35q`X`5#2jKu#UEHxIySMU0d2(u*N5@GwdZ$h>+-i3wi zC^6A+5KC-sYGQd(twnY11}Q1%YNCgSP>Cg-ON5FXqCm z9Iq%6vH<6>XMkj&1SgOT!-_3VxD+J=&rng($vlFqh(SNQ#^uS&H{UxAn32Rn@kd!n~ZC@7x z$tp;KV%YUN=C%MU1gb7@Q=^PO8QZ2BEGX#r(rJCGTGTW^KAekIX& z?*kWow6~7)`YYN>hd3~8yzX6wrHG&my$;wx_$j^ouRR|9=YK{a|EC4~fAi6Y16a(0 zf>q)HcsE7Rp^NP`zx-s)Dp0uV>+35nEhP+;5cj_VOCWE{+{MKOh@LfAuXg{5Ka$$! zwqUh6Q*d)~j)Q_=m$Q+9!N$h-M(HpL;Iy)Uoj^k*pb*OvXs93)09irs@wBO{tE(XV zC@3HRNd#IobN#r@ND;nS83}E`UR&+-Aho))vBAK?LYoS2bOwE)?rv*HyCk+j4;TE% z;o%`3xd1n$tuSkSkDZ}xl{Ar~)z7}ZzMvC%`TCux`)dgb5~V<-1@8u~?a{_YV^B+t zzDRTl6DB2(Hqp%lngZ=ICLW$L(50I8JbE5|nJC;65Jd06;pwu~Ij<*zyM;N!YKDgk z`js$|GJ^)+t*n!iz3KJi?C16BZd@2|O)S$4iuz=?Qwk1$*1e9B0-6_OvaLe?* zH~_W^a+ltrp&A%gm#wF*?e5*XG71XOopbgJ-ID-Qn=6=_27;`orlxyfAJx^>U|%+n zK!QzzD3)Dib$a^KZyz{7ca@>%cQ?L%^-DubOP$)Bj#t==j0O7h^HHG9iBHGLl{PqN zfoy4NxolA&#f8G z%XyqzF|NJQ3h4ffjLI)x2vj^hPrc8be`D79o|RrHad2S34Z2l^$`$tpCm=HFfpD6!D9(4~IcXs^j7`f2uNr zdc5*E*oMW#jpA!+PGAd#8bU27LE_U$fp^_cpyVMzN32t6$+tbIDs@Gkw!MStcStKH ziI4+OlAQdxfx%sPaZBlN8MH?aFg-j@w(diZE!@ZI8l>~R_PMRSFf#)K+x4j$z~g~# zbRn28JRl7U6|o1+T2&W1A&dZj0fM%mm<0=w{S0%kt*vcfz#iy_fW!|>Q}eHBLeDU$ z*=C`&FQGj?O*#w=AE^03kT&tY7sahxN4EvnK}>n`XY22+t*zg`y^hw9NM4Xdrlq1X zfN~4i!8&EJN}3dq@(t0cyDQU~77ezxv^@L%^);l>QJr&OpttyJXTWT}SdDQ4jheW4 zBcKxDR@R-+=}%z0zr+v1Pl+W3pF-|dz0G?kbCR2u%|2ADvL!g zbfK-HR0^_vzYDn7I5>K`y7z3RR%d3Cf6Zr2ijBwR_f?hscI7^L9hcvKPG=5J+ z@RFiKQ3U&y5fu>!ymKNZXt&#%2(x=k$Y!NP(E zVvbde4&EzIE|s8C@4|*5naowE_(Lgg3F7e@JOJ{-`R1yss_Ii6y?XJ7)|%b==`v$^ zLIHRPzXvHFBztFlFkMqqlUBWgk%h&<-u~vGo1U7AYMFm>a#FV~sJOWJ4Ff}IaWURo zy^ad==}khpYaGjlYvy(<$#`a3TH2_FgOMD0f_5u{(^-dk#p{B~%E~JT=c9ED3=CPj z$=s;=@87>`);Yy~`$q82QD(p1_2MXuyPkvu85ucb>HYin{zj7}`su=AVGY4r>Eon z*=^UK-`Y=Cm=m-sUgEY+6zl50RaI4u4Gu=b2oOlK-<}E(AR&2(imJe+5D~7fphydz z8r9%9m?kKoXJK)(x4<7OQQ>-Nf4<9XJoMcTI(C3duUV_IZ)rT1ry4;fxy)bVu&Y#C zUQ^>-e#y?kF@ELuTCd|VNl8(W(Om7PQR>TM=s2)Xt|c(<;c_R|IW#H@9)jQvkJ30m zIff&h^v-y)gcPIPbbROP{Lsh8$IZ>{!1@JPU2<~ao8$AtH85g9K|wV&H3fx82{QS& z3c&~J9eQtpok-$Xt3B?Cs4zCjPwTj);Td$rbBt`*}xU252W zbado{g4@-=>2g*?l>=#n=mb25+}NLNP5M0|#vBA@zc|{^)zy_RPqE*cC<~9z)ys_$jz3@G43Sm`2qOC1k0>a(=GdR2j_I+4&ObcKC6CfazG?#$dXz;)ApO zcH)|v8tHgu$(!v&4hIEkL z>pw0ugNZG3yYJSWf^|&S6UkS93>%Dco{FrR8a^&=OkA9pfcaF}{^@C<6C8#{z03K* zO81u-S~|Ldi>a=z%~547^AYa*BqSvj6%|EA&(m^ycQtD4NlCD_4RYXGJAa{ zSApzRDr!u8I@G4uy#uvV?3)hKN)v-W82>Pca>!V@_~2}#KS5weKU z3tY;(>4PY7mG6FgbATo{U1{0h(Lq5)g&Ej-kh;*~$L(_VakknH`0!IElab5a25!?a zn)3lK;rs_g>(si>&J!^7tsm(b2j(y4Np zQ^72DO|H^&;)UekJOJ?@==k#A>(}hGchMJrC&MSfc#kd=M^=Eh3 zd9SLPqnEu(7&XIp^BMe6S9d8lkm6>?VcwP8{a&k8LU6F;XiF~mq&Ro+e7Eak<<`r- zM2^Z;`Yx6#W!KAAT&)f*uon8U649}-l()d2%X7cOHWbX#k5W@pL1g0hMKzwQt;)&S zFfFXB_|W=gecdQziH3$|wKslkb=Ba*2f6p}%?u532?!Fte%02~`wnw}4lQjknw1sO zTc@r_$}bHZAR_6uhro7|es^?hYinWcL6<+q%jTArmG}&Wg@uLvNyB6i4s+_2R0`X` za(gc5-OfnBLNz29HXiVU?+cFtUU*t$wBf+3(bNAsvhV+B1S-3dk*CP-*aFA9s(J7js0g3V_)H^+1Mrr2M3#)bU;`=MmGoc0ikZT#^KTZ`;J#< zR=S64Ry|cC1?u#G4 zc!t~xKZq#jJ2krn@2fuO>SAGImwh^11^-i4v9?=%nFrC*^{|&kaej4mH99(4$#ptU zl>tPZpbwGB>6iiE%gQ1xb6$Uu?J*3(pIXn9j0cV&>iMBc4%p1kzb~14zF4l^T^))N-3=q1_XRDcBzup5mM?O;`jGGwc!Go|ugfW7LC@9eR z2JUt%PUjPswL}N}gS9(nNe(B;`uWpw=BE{~>>DN~5P)H6{y==+R1{s@`}tE9Ik*>1 zE=WxSsu`YAI}kM;bMszyc#k%1E`;nrE$N`WJEtx~mcGL`M^FCe<|yNvqeJ9*`Z^hI z#0MUQhkDQV9^dD4)D*hEp8aQgc}vsa*brouPVW~qF0x9|;FLRUf#b5X-H>RSgp?9Dt& zdj*ZvuJLxvX1cUzs8yB)S#mdB$Lkkp^Qfc8~noS zBdHy03yY(@7qj)f?8vaOu{&yLTM?i=6A~58vw>YmYSHPx?I<;WMoK=sGntF_ zcEBE~mKM8P!kNN7`0RVZc)TJo2WdTp|G|%3Qk0TFFvbQM@&0!S>KaK%h>6Q=VISez zTmv7t#9FM9cZOx#0vpFQ$p^xe>Nxd&U$pdChK*K~w@mus_rV`{IANxck7pjqf0mI^ z+y|F}Zd;E8b7+|uB5W0b0_UsqV?C+;Zv4c zl8!SQH)rE_<}#Z3z|_Fd9tE_1(AeP^kB9G`_~wh=N_FQ-daL|1Bm_5SXhcqEezdl%L zr2lcvtM(fBZl@@_##)bRAy=36Uk`HgM)XO*Kp@9pmrT7gIs8W4zRcB;Z#Oa(x3x{l zsnMPa8S!lk`gdC~?UY*)qg`}3WLXYIq^W6nMDL{F{=1v!o~Q^g7WUT~b7rBKI40FGc2Zk8+Wm6925mCeO zvX;@}-A~--^6-u~1t}@>tYHpw)1>N6Z$(h4e}p5iJB){HD55Xd`XUb#{x^Y-5nYT~L0j0lV@@2UIsuO?q_jTkC&Z;gjq+ic8n z`c}a#v8mwh8I_Q*wZ6Xo`*)GqyXIh;>f3>(631zx4`dQq@d>5RiBG*IC5kS11w+4*D(Kr!feA^EFU-!n6*@T_fZ zd-`EN4K`~b<>kjet(N>dCMHyFT7D=OGP7nV%Kz~G>TPEXb?Z78y}|lpz`5M4Mv&1< z%F1l*?4AS&G&MB=9FU8e@%_7sy1K*ml%f~!w)#XnQtJ&g#=UjkpB(HJc6$l0803N1 zj0X4ad|R0lQ3+(<{QUeYQ-H!he}-4|1!Vxpp|5VMOG;qb7$62v+6DJ)nyt93_wo-v zl9KKex3bSXu&%cI5f*cA0Owz4`|hGrtm~~nrKq2smPW$P&Q47&ezOhI4u}2LxA=JI z+S(e(X&W0kS0P^{8>4AdOH4*{b1g|RMTf&PlWW|$?E5F~_xr;k2$7P-^~WBbW-m6t z=jG==;Xe5+8}tD?{b?(O(3@O_go8}=*w|PA3O6=31j^j5FKTOR0UV(wX18AM7}s)l zt!+ckAr+6Fn4GM;+^Ojr`gpt?#_@55N5y4=Brsy*0lM?)*rhcD$=cc)l%y(IkO9;l z!^fyksDs;n7zPZ0+Ue&{Rt}Du+S+$--@bkR+{6FFhY!HoCWLA31&^X5BRinN|EAfn zfdhn87On$HR{5j;b`zM-Y>momOhN8r;Al&dtrmb#a0{qw1Q;iALbYUKfp!3ioYzztjkl-wcaUAw-cm zBD2U2bzJY?&(Iv7KEjHRWgOO|g1MN(hhj%i(H!+lE>ES;BaV3@ln4ftI)4&NBNvW; z8f!%V6x?+mqIIIZpAdt4YIKT&q1^2`02_1Ox`XFv2`QTcOOmPLe_Rt3n460Xe-FE2 zMtPzIH{bxvsF-{pqpI9pTtIv9C!08FX`>N{#L&x&iqazU!Cd}z>M3G$4kg-C9&)M2 zqpXkd!8MNub@U*yO~>b=ugboA9A``cyYW3AMUjh($o_K6xVhFm)=%<}TG~poI5jfb z>;Gn}i&-NDDYEnmbIO-qTidrcsaHJf5e!o7W!3|F0^lJ7>b}!Pk#|X8weV}qI5*LU z!CQ3ili3aRqwgYK``{MHCMhf{_>M*$n5ztD-7fhZUi8$Q9?k7(v`F`{PEOU93oU}! z0vQQ(kS@YEIQu9jk`h-wN$$nHzrDp_ecCZ}Acq5s3m&+?KD=qSVy{Vje4^cHwouy)#T5yR*3T9){njZk=MB0yQX=1) z>7V@YAgfVs%U3ZN7OjZx%;ynuKev(HHLk1Ml-Qi4`EHp~UN%z}O_ingC2q`Av1@q% z-vDWY#amumc6Pcb_cxEx0N&R9zu7G1Ar0x@i)jDuQdV<(|Mhd5l8VeL7n8xXB;_P( zR+fwQL2l`b$nB@ z?N_X1r@RHx{IF=OgQ4cBxXa}r2$s1F`Jc?x`Zq1l{MOnX_Ivm+yGUkqydTP7sn&1Y z;($i~Npt9TJp4aN{V^m#aAM-!Qv0y?18nT?ZG|*k6|BcnCLcsTFhm#x*K&Bgmy!w* z?@fOLcZ9Xda36`eiX~waOfm07V_R?K$Y3OXWr&@<3Fdp*5*{$zMaYpkR|w1kt_(bf z!%+zd`DJCh9p}{GgOJKwI`9qSkMF|M6p8fqV=6Uy4y5q@oBCg)XsbH+E>TJT&AxUl@o#ZUSSNS~Q{)Gq+DjH4pnDeL*wvevgZLFmvdxgv@ zltK|8b6U{Hv30^YRaF}r(G5~t~i;Jaz(Hl$W54p!P#lOW%_l(+{TQBw4rg+)x% zc+2jhc8Z*t!ro$Q#!DI9gaj81?tZd13eC_js?-E$j?{}=@ z3|cui*Ya_i@go5_P9T$Y z&dv2k8(Ouy)=S)%l@%5soZq-!&2!N2jPyL=9oVz@i|sL>kWu5J0_=c};fU}E<3)kq z_eGb~vsnC?t_~MUT~vlg38}Gx0K0ko-rIQ)ZD4HjOzBBGb4b98fMhcF>WwQhNln-s z?g{)xRC+lbJeI2-Z;@q?pk`yxTe((0x|adl3y<$uvQ4>7=CE{j0VoS;|H?n<@W=4m@#HzWbP~C~m1w zBqv!p^;s;jHN2&Db~{d;}gogj=nOymS`1KLgSigc|tLg{R5Y>Hay>gv=t z4QeD|6c%L)t|Qa&%oZ*SyY7-p%1Q(p^M=-untYD~@BuvReEj6(WHd>eR}!O|OgARr1XCgXD;wzRj<0(dHJ$Gztmg2KYP^9{G{#O{%g zNXg0FZ?8|eul8C1YY{`E3Q}p>l@L;~z(np7up=Wf$k->Z;QF_X&xK8k(9!Ah|z&%p>sT%^N@oc1P1vQ&9YL zy*%+mKnBz)pbFEkDB@Eh_@s&z(3dcLcg$(YTx)aDGzQ-6QLUQN9hwAcqK7r%2< zq~?weBj{MZr>7@aV^H;nSL)t>@PLw%Qub61sTeuXU$gc(HTA{PBa>0FXEBAXrC$tn z-3g|vMWM4x4uL_Ar#kQh6$uFhxVX4uln_SP{^WO#5@G_CP6laa=12o~;=7z04rUA{ zHUitTPpyZQZf-x`s}F)3?mun6OnGo3}*^cRO zS?|xfr6k37!^hj67_Dv&kPCEJ)d_CK!y6n(t=1%sWLOPqcyu;b9eeEGfg!E=PUkDc z7X6>H{cQ?-po&>b?uQ<{-KRAzspT!8QXp<{>>;}cK6Kq%=ZOkP<9Ybi`NaCuGMN;jC+ChY^QH;r}ZE zr%ypj+B!8=4e)!M=$T%JXzWgx^z?XtN}oVGk9!X3GV!Q2645<7QZE3a?=9r8y(sdx6YO7uE&6@TQ` zM~S@patVQXuBj@U!$c1A+e2ckV67^hbjvaq{)1e--_f4P?SxyCIporEI%Q$$ zV`F3QBzyqo=hDSauWrhzN$2`s$TpJ|e&G;;^9yKU=#Qexgr$+bVTg2ccre;*op^7& z>7|m%*+tLze9|Sev06AkHS(A$7__%2OB525_Wud;Ns{s(Vag6?F7HTXNfr0)OYfpN zT5dFEXmUHw(o}Wc*^Kea6k;@J!i?psBOoAf*ljMatgLKohzbBAm6VjU9Gw&J%%Ir@ zwsc(o+Hyo!DbBF?_uGo`4` zzKDkX+ct+7%ZpjtJ0l$tp*xRZSXzpSXcO|~1V~|3hE8&s^k>^3uBjM;Bs*Z~^l_r} zwe7By9HmA>AG@DidUf#B8~b)Z7bNs@ci&kkyXzwg2&gBkgRyLOc$0R^r*QM3H&#ah z)8ybGOzS`OUwbI&0G6VA0ELFjvL$zMzLncVZe%&TQ?yDnuhb*=-zptp+ly3LK|o5% zc9#h68FVWNEhaMlXsqATmF1)+OhdQ?W~7vu0c3GpGqd$kWl9FX%8fd*IkqCT_JzdO zk?NvAVL?0v^)Cfd+-I@2ln%JH+#}a=%dVbCCc`m*X@6DNN$PV4E%zW(R z*AbRaC<^&j{9YbkVcIjyfBB_UTooLgFZEC0&vUOvxhX-Ml5R7fX?A>wV7RWGCTcw zwkCM@{xk7*Lk#>2G6xc;{m*%M>#LGZD^CdLRdv(oh3SLT&xXB|ksO}(u%py^OE$rX zoaav`mJ2vCGnY3+$)!vB2JbJ`gn|;xaPcOwA(I3kuhPusq z3t~!f${q(U7?zXQs4~%qe-;)o9Rdym47I`~`PllbPEJ5l6`HVa0Qb!;L1N7!0 zkf-P{-rG^bm{RU3QA>wl>NilSUBlTzQf<_jO!g=?Q( zsrkrS?7Pr&4-rwx?!Z1B>4QmVjx+q}y&aUG3(hZgFp0zhkEf!>?%b;|8D2OjLG|Lw z@2IEYKhGu>dpF|mw(jHm*eauU*dj9W7rP&Nm0C^GH@C(3(s`F}XD^^M&7OVZf2d17 zPeqiLNngd*)F_z$4S&iqB#4uJk*`fCeE(m+VZ_gG4SvR`=MR^UsYFRjpIGZ&f?;?B zHc(s~qdv@2d0J2_2PxXEJ`{g5_odV57>T6QGKl}|X+YMCUT4>lS=C!a>^tl1^k>_; zwg!?5DLNk93-mYWCu3nzEAzKQ#{p>nAfo$a>B~?l&Z*WC6eug0D!%Sd=_1EwNTrVA z0;|+Jg{xiOTcVSeqMkH~F{`5|e@yNL`CVkFxm@L*Ty2}`dEJ)jWra{mBhT5A)dZ4wz{KrIe&{O65+kD#*8t zzA2FXG03Am{r(67_Y-XlS!2q{Y57Wv+)pouRiFlAHEr8( zabrtE(vd+hbz=B@7fjdlhJMTP^1q`l^3SeKC@G~R^>Mq73Xkag<^7J+_&3kN5m1+O zbTks(Mkz-75Ztf2J-YGiL{|G&u6?&2<`hL|>tnQHqNzcs7stxg_Q6g^XEk#svvGE; ziP@2gzO8UZIC#0x%fmxwdXW=)f8hTS=Os?uH6tg0rWlmYrtt%A;c z_M+_AN`8@Gn)OeXLBdwK_@4HePSfT5BXn7mik{rzH0F2=S{RW-33X8`I$Z1nVbMQ{ zU|VOm36=;wa%HqPifbG;#0 zMw@0}A|XS~d$m4x(C6Su{D|`+^uTCzwuYYj>$h;e*w~S}%Wgk)e!uXjC(w_Z6ksnL z97YZu3|(WLR=%}tWk=Wg-Eao$*YLhB5-?H`6Q^W2)Gv;T6U$etyW&Z!XPn86RHWmm zr@64U1!Yhr^Q=ny0^%Q1%1b+?@vYH;ulj)#HFvV6`}J<3x@24tx^ksCZiQ?3Rp;CT zXXLw#QIydXA}YVeFJH)m^+C zO>O+F*7J>5O6ut5GS7y>ZeuQE&{;^@I_U_IHq|pypd}_JG zHu3^GskP*WKi-!%3t$Ti#=fI076gJCv`}FTA$2-Vt1#bKmmOo<9L^Mt_x^eh>m}AM zaV=>E=ABE~q9H~n#d0Szn|~nWLo{eJ0IrS?(jZ7OpseU&M@PVXKqdYd9o9%pZ5(2- ztQW<@v%O}A5>WlV+w4`RYjfO= z<AUXLX>)HS^7y|<`3?P#N+6M5$#?Ef? zu1+V8JGuTgDTzxzkzb$agec1}Ni(^E>pwO$bd$2^e-aY8E-)R`_2nr&4Gqv1eegpk zg!L>~L6@AH`*w5mhuXC`s<0nAs64l4yV?EN*(-Mv*r|^zx!vQ7ESra|uXE4<*24du z1P?R<-9tk|qoaziFcFcFg@uKw@qj8tOjPvzx7Q=qkkX=}qO!6PYsZ#yZ8+CUTIgdF z6Z5$XmA&GM-f0-{Ib27Fva0!2+=ce%5O%Jus-*uRFi3sIVo_!}?>1FtEF~qyVAw}P zOG}ytIQ;^R8X)iz77#F6lYTAW=BA(~W^4@XE2{VEq5Df0p+Y>6zv!?vL1w7=n;GDr z|7k#jhR2&Pp!nfZkd?Ip+9RN;adLF*iDNQd>5A%(p$Ezbm-Y}s8ylPJt1G}9aB^}+ z&C3>7zyHtTC|R$#qC)BFww5>8ng9`z^Ze@Y%MfIrsGi|FU!yI*_@T zPgn5!p(|>bbcT}xMcHosWkCt!`f@=DfEx1T)z&^oN8B|1PZFLrI9#Q<1xBO4?}Ejx zrw{9GtsQJ^sOjiH6NrwUJ~Su@_5S_mY2Utm1HGX*evN9|;*t^|Dj`er_Pz(iRpH^7 zpROswL>8BpG&D5q_Q>)4mGX^dSTA-s#@O&T?WV_v`G!wcw-TRmRQ?S$9%TP_tAyEd z?w#G{h{bI66Krf6jq0+ZqK|-~1>&shi(?dYbig%@wa)9k#-UAH85Cw`2iSq>UrYVM$?{^gmo(j^qcdYFtIa&47YT5j_z`@X!c z{FoKK6iL|n&$WjhCwB$NBb@A9SLcJhlw`LLiTwOiOqLENZ8>XC`s>{Gs!xxIpsZ+q z4ln<-8B!ZDKZAL+AdS6XY=5s;Z+JzNEX4&}yx_)%p&1UsbDPqL39qFEikZFyokV^c zAT@aO@bV*2>F(`n8rWm>k1LxHm%7qf<-r2NfYQskO7`0_~ zxz8#=g~lL}@3zcD(9^R_7a73Gfz}dnfYbs7amj@x-PCR(?FbYXj4=Mp3dk`4r9uHZ zHVb@HwW^_^WD3nC0W0)P4UA02o5x<`$r-RSultm31MTywe-`<-KJ;h+tNdKY(oXr+TTJt(RXPTR zu?P;R5)JWp>Ag`L3?DS$y1LfKwN%#zqKe#f=0na-f;lbC`e*vsyXXHFB=;bO7zY%g zH);(@eMwCIKFw6hx78P*$&#q%FvV=3ZhAPDwt4Q&XeIw87aM6u z0@{KyV5FvlBvZAqUEN@$RSSuJhCRKk5$B*fL+Y(C#rl`z-qAIuLFIzWkd=UC5Cv$Xgn3EF**Q8-?ogTAoJ#9&cL*IPp5 z#%Gv+O5L;L98Q-nGNoPJolTx@=ROIEs=_*JI+HD*iVq8}?Y6TXaNCt{b-}iNk+(F) zXQXf626|$#F`59V1~l}|(=%O_h9X`LB=gRRy8!X@9<~ZRizU(aoMb3babJ^~zq-i5 z(Q@z_i_{eNM$;kkUBM*{cy12RJ7;C3QLm8LUz5u@0>a&0AaMpM7WB;Jc6EXL5B_xX z2cy|H9Xo=2@l)mMtX?To!@&Y&fkK9J!!lQnzkCD2i-=Bx{v^UDPwYUn^!D~185zla z@$zLlh~R)?*Q#@3Vq!Xu(Q=b@qr_HeW^v~-pWvC877|z`IkdZhj$P!Vol){k2bcWK zdq^bzGgXI7O-wuv1FB>(sQV?4C#j33<}a(r@Md;o%X_srU%ALRDOoz{hYI&ZK^z99 zJuV_5B8c7xh1=WPC=Vaz)-_H}RsrdEK|ujf6?V~+4v94ib#!*-Tue<(sqL3GVFn27 zH>ADJy)crI@e6)Ni-fkQOy!$?GIr8A9Kp?T9_#FV8TZ2UeXqv(*N1;40{esDi9UXQ z5hmCUN~0IwHit6AfrkDmx0?$PT;JYYN4@`|WsWhB$tzC8of$$%$q|2}9Md9BZjpSS z?eW`!%b$w%KO}-BnH=>ALQw7yXKL+GM^6tb8k(fEG%Mb!j z-y~w+>bHJ*LeNfGgHiYpA6rF@$(DjvO~BJL&t`8l!#QT|i_?!R$$m*oGZTxc1Q_=; z@Xpp6xi_AB{v(L7KBZAMYDQ{MviwW4jR@7qPS|c(f8)marWuPSKQ}uigb={wW=+Kv zxB9EY=AS;qPHty?&|M05cvR3qYyFrEWMQC%sG9YdEDY4dnZ5CI`s`&0S)P_(G@+CP_nSrwo?ZXBhMByz zciw9MQVpOF!}DXR{H3Mkmms}Fequo2Ev7DZ?1z==8u$^SQO87=N{xJ!PLlCMr^thY z*dilFH>nmugt2m)x|^WQGbk*9mQFi+wTjk(b_qyg65ngzvAcYOiT=Di;k$pM;_(Ry z-4PxaEx9?P3zg`|RY=G4W4Boe$tvx}{%4Mx(=jKzhCmk9sJ#c3cRs^TwJ@6!AeS1b zcg?d|j}K}Ns!W^P1ckPXf+Og1cWKdtiJT2zRr4cXoUg?s8mL$3B_bU?E?i~c(S5p; zb)OfRkB@>fz$5_!{rIEhTGAVq^Z?O_di4vCeyXsCvT={<5fyR z(tEzXI9l*y{BV!cO=5dmH|jA26+ikuZ%wsB*0^Rm0x|#z>V)cc@0gY%)zvHKFzTe& z5)BBmq#hB=Dd7P9mw=v*ry?Kdo$`9>|HPq5k&IXI8!$W&Qk`xyL%CoRap8MU`9pzV zMO3#<%Pp1HE8BQDX8uFeV|-t7&{_%wh2(qP_MzVRqiIWETs8o0@NC}pJxMscY2vt* zbsO#fbl{6kEd5gG>U#Uz8?bJiE**4_*U6JWEynp7zWZZ<05-nZ!UA|RH{d9QKZgWC zxe6Qvc3oo}N3QwE(zV=PxZgIoe})Zmmd8_nV6`W;&UybGKLTqA3KZ8~uPaPnw3`pz z`yH)&7dtoeVkb z-E9-?2)+cShrRr9`}l`91j63BF496LDD14i7z*inC5vCh>v zn7+KNA#NvlHy18!6(0Glp#ZGNWUX6jUfQ;VeZY}MWRm)1`AN@k@81kxR@XY`L%pnF zw+zwp%KRh&T(S-Vkla zI~L+;2z1=I<1s+P5|XOI7!Lyk}(Mr&kIh~Fus1oJE2PySSh(RJhkBNOfkv7Y7Q%xlhvYfq7S*^@$4N@#=a`^i z;}f$l{@RHxugl(AmYdGd?aS);Jjk1sDDjV+*W9gPuIiQl#ytN27&WqWVKZbCqeI zLx{<_xuZ0L6!~N@fau#UM?)L*$Ny7@VC3^CX_Vl9DesLO2Ws!?5&(X|`7%&EMc~BQ zFHd1Kh%|77?l7*JP*RSRQ~Xt;-qOTWghcropxDSl^IBiN=fnNr!%=bG_jY7 zVck^*Na0>(L`{6WIyja9xPecfKI!S{@$f(}T7UhDjEWj10MIEgDoWAbo*9Gm)hj?G z8{N=DBu%FxGo>=})d42A`EtARoemISz=8WC+}&;`E?*$?5j8mGEz-BO4f$hiDk^&e zhv0>Mn)Kdvks$z};IJAvL1w=>(%IeJJv%B!xK?J+8!dxLUpLr=I9El)5-3e@0*j{=HPjJ$c{?6Cz>|-2P;^)t>>;gnBaZY-d z-Mv}{?L9>Eu2-N50Vp`Ty1cxgsfvtvmK@1v<(44H$Vhn|;(5^C&|!S`Y#j8yN?jae zCztyA!<0Xl8m5@`$OP2kR4~4v!>*hV5|qG6yp-d!BAZ&4&Yys`a<_*lic;*`+87PN z(VHH2zqz5dXW<9wb|8Z;cOYrv5eoCNfg=r@e4dDQ579D`-7^nbv03Yw^Fe!D2bg>n9?Zbhv)y*luKG2%8Kk<^UR`LUmy_wqTQj z{j)dameQ4$4O^@aAUDt!f~_VgH$?jcolYbV-o{gz_3rof(}X`Q>nX8c9@87T_(kJmmjbJ ztr|)uNx}N9!b~R-VG{==USZ~Cqr|u(*bc_{MGoL`p>;H{ z*y;K_Or)&NT#)RgvopKZ=W1KoW95)FBCV&DMS=P;XfIi8jV4nIVsxS&=MI7+4FhO2 z81Tfs$31Q zAJQX>5kVn`XV;gX=Vzy@PG@H1UHGoj4g^OZ-x&e{5hpuK6f2H7nAy@G(d)FV?&aCK zEC9GYz0aHz$`r)?H;?L;pfgEuVm}rJm*D+(qd8c|8~o0v zC4D-L-{sit^A?^JZIWoc*&3;q58Wez4vjIHYX*Q_{1}y=JMilgD~L+&hif1WWfaN>g=s5D%%8L5e;6c3C3|q7RhmqisP} zR&iRydB(PtgUUG9b4>@MbJGdq8TmgV6-}K|%~DFhJz>Wnjv%Y{)2j?R1l1 zhwUY+DjE>5yp}Z_uVhDHu0Lmzcw4RY*?ls;v~s?}ZEZJc+!&N(*Ptv(_i&0*=>Bh9>#u)7wo1>7prO5t1qxE-Yx;%+qn+I$mcZ1(6sp^>dlz!M3 z$T6rbI04Ra{>9(o(ysf6iR^;=`@m8jNt~4L5|B^_j$Ix8fbAwV-?tALa0pbj$=*)0 zTBiq=2Np!YL9+P`qmUY4rMS~(E6V0%ME%7Vp-=-t!2xheh=_B&pSyEHWxP_!jV@Jz zEVw7+ecVsm@Wb!@zOG}@0@BGPAtXk{#ml?>Db;CHN)Mjk zSqZ(ccoDOzMMAPB*$0#88Ut453DCBMEZN#~{HfgQm_NO(JHe;b0u5qrkyn_(mg;yc zA!HIMl=6(uii(t~qzaMYF(uC}JoT}<0gcJ7%C_+e-zbq8WOyvc&xjXm@sCK;GCVYhht@w_!iD&&wBToy zG(lqGpu|Y{$%;f+lq+i$B{TRN-HX1b?)8*a8HnRxq!}yU@F3cc!5cm6pE3F)p?{~Z z*G}|e>fO2D*P8(vDh`%tnk6q3w17DGgC6D>JuZ!bZ zCwr89IuulCU`>yVt!?!P1u2-#Qc!S>+R?|@6mDpAG{P;(fm~-I$1dymUktO!oL0PctP7hgL9dz~Gh8~f`^i;YXs1M;(=7m)kl!?oD#^= z;2?X54JYq(9z{3aLykyH^t5ms*It7P26ps?MAMCSv@-IXS9zm-1mVn`@H&Ry)UVvl z)apGWcWMO3eWVj@&&PS1k^ly*bm!R=r8M=8@9%FtW27*-qS9eXuL-WN-8&G-3aGDf zS!?TyicB+R-ThmzdE%6tixazg&+Y_UuRM&33Pb59f*R>X$%F-jbrPJi0fz@Y!)j1x z7P?(;ermOmoCDq5q>x9>LY|0I3@)J}54qn60DJA$2?JU;BrW-DIE6Q?P5HqSJJVtF z`CqQ{!PgesljR5%k3{Msa-*h!Y7+~r3;Ux-_*@BGmq0T%JJb>Kdq|GmA*8kz-<`B~ z_zcWf6I~PRk=4^gZmZj0qL<{eZXeYHS-dW^{XmKOmz>Uig=uY{xzwH`{Af(}sH@4V z%ovN112mt^8E;gZt0SXhELbZSpbT35>ugKuyu{_NO;cwt;XG3C0FT5L0uEs|>zV^K z0PTB`?Bvnr{$pOY`~plW6N4c$Aa}%F)uaIDGmfVVj3gdHoILMN_KJfHi2vH7xtW5( z-wykFFckrO;QUL%XP@YF5cIGOYEQeJPsMigLEhI><~l9_%IVZnF)uAd@Z~2u9PUZ* z@aw1Z<@MRGP$ws`AM;dN6!*!pBm#YnSKD{UfVOXqz0mFHN4pWgrM}q+&#L8&PXCx z_b)=V&6Rw1aU{QGUpU|57a1kU?_1O-3lal?A_jg0Jj4# zpt};ste=?9l?Nhb>KjVP-ed4#OfO$f{S1qy1G`*Bc;QW*3UQ=vxtIzXc!-BJJ6GUW zt>meetovx~GgW#PQqVD=&SC=R%bR)&_1~71XAEcM*ckTu4n0&#Ce1^^k1*lCE5Clr zdq4lE<-!XfrxFfma}9rUNDo2o&>cw`dR1z>>Bn4&2W^O~{e>+c5#}7{4gOUyW zgxo@dRSwA^0(!=xx2Nu9+Hm$Y<0Nz;LYsuhBAcGENbT@e+gKs?90bhR5%QEli=tzNAQd~?4zPqB9uQ!=O+>4ZtpCoFi z(GwIpz2BPHANHd@<+;74|KtqT=xzPq<&*KD7xxAN18~e9(D~p*0V^vjJG)xc3y31f zNA72^T?VCavA*THzTx=fRMMA<{?A)eoR6{p-{t%xMKHnbsZpR+AR*!7QUEhlbUMv^ zfVDm>4Ho<}5{tn*r^wp6&K`+UtFjP35C#Xnm4)5aFeEE2UqT1J%Nf`4uk|Ox+9wtk z1PjImjoc8Xpv-g>Nsl!13;{k2fd6gmdt@ zsct_ZxGB%2c>1}A9SpwFHEM#NoGew2V<}vg&W%goJ$AGNEjD6u*R7vT`=vU`=aXmP zD;PpQQQd?xJHj-~R|KP;PD&&|#LUmnKRi4fU<4X6px6cnJPREB{Xt*ngQ4Lm_!0xE zb5UC3BINGp+Y`JC3z5-6Lhu&~rgts2scBa#>drRbw+x+qQqNM$sGoa~Nqwi3S6P#h zl(QIG)D7$n>a9PyoNAf#vLmQBop3?={i1%W$@>3j;RB_z;%yYx-S-8k9g?%3Meytb zv5aK=PzWJt0r05dPfl*=+X>cck>()FMdu;k5vB zBq}P}o7&vm%iX*!VN zzYUUs_Afl2pFZz397p$`v~#In)F$uUTxTJ1Bf|0UpOwGz1D$!?Yxvg(>qcCFthYNatUdu7OX`k?x~{_h87*2qnbL^QA8gMeatM3KnW!Y;f- zVgFc3@O{Eu;iIkxx*!$UW_D@u=qG{_)5WNjf*n_)%iC4GT9)5+mAdmMGYg;CcNw7qkVY+vB9G8aiPUJ? z&X0Y_4K{wSFgJ(&?9kB$Px~>cbbjGU+QvB=H)XKx*klrZTdnD4DW!<8qk#N=iLKHo z55S814Zn{MpaBHTXo8=x8M+Z2zo~Bfe@Z*= zc&y*|?_bD>lr4lJvMGDZDA|z_U1qp!*<^(xGkaxZhFnI-9!avw&I%zjd++RN`956d4Kaf9AZVoLJr!O9W z+nf20_8qK)pms@{m0B3fvRNyseQvv-RN>cO9Aof7&Wgyb8bV3jajE_Z{d6UqeyJ{< z8x(Zzus%7P^-(*Iy5Zw4qG6TJ4vZxi;DtJ0UOFJ??o~7hc~D$ZQ;|=-uXtC zO6^CF_32riRA28s^W`=63*(Ve69D`yZHT-j(zC9l#Ue`C zSyNpZ?we^F%=}p=;d{*O>D6y^_SubIKX)JV459S~F5}T3Wzq%)`p@lmpZHqTWa+fH zJw)`HTUUCu1mMEaB^NupsLzoLtWzt)z$gQ5ka8kV@#BwqrKK9%??k9e5&EfuVSoRk zR&=UXdRb0W8Es7o;N~NGqaTv1S=Vh| zX2tZFlYy)Zipo&Z)cYSAs`pG<<*LH4{nes7p2A|P8U-iQ=66PCOKRXjaL{{tdMd~m z>bxJ%&BliElrV1gA0|I{s;S?#a7PKg875^$O-h7Dl^`pZ@!SiSODmU->Ccb_gD2nV z?~}(e)x14TshkwEpYS(pM}5C$uid6nq@AYyR&FB4H@1q({+GwIS<|LA<*&SDd}Y&4 zJ?c{#eW5y+VS=r71wZegXtA)TZo#9drfJ|M!IH|tlIy-cnR2DA*kE8a-ZdI6{ETI*~&>1db0Lta%6x0_`C4! zJ0^8mJS$KA@TR4D9xww94kFkfE>OP0Y9KFF*a5VMjk%RoRYC#+E^8AtaGJcbA)mx_ zfuXeA+Hlp-=!YBoSY8QHY0A~VTqblsMkN!^l#b45j-~64l79-741Rue!g{e;74+;w zLqms$hr7GG$9t<`AtBeZDk=nWHAhEA4gfwE{PLwME0PqOYNJh=x9`o3!Pi7)hjYK> zYF%Cj1dO2NEHAC<%l2UZ#cA|e9sg4LrILC$QiUN|A7z|~Ky17yE8C2u7q{q6`n|X) z0_WPz%`!}(fFNR{Soof%4F4%9kr7 zvgQNz{0O?G4~A1BS3d?tX%!8%D@7KcSeWx}8y4OAz_8Ajz8Wg_ie0vsE}Vtf9+&n4 zSFddwAqQvn>G3E!n|#j6bLCIMs@JxvlS>YZa#BGEJxJl++<2sO&*!KVN!b2=uux8# z@n|90kFfZq4J&$+Zm!);A;l$68fOC=n@UEULF%Tv`_X|J1jMXrR@`OFDQSZEa2OP2 zAp~TvQ%YEZgqF2;Gv<7^T57I%;~jd7{FYmPF=?xNA#>rXGOb=9u6KVnzRwP6Tia5r z^}fwd#oYdL7X`eUS=2%@O{(CpUdOE2FQq;v{92Zi?;HCzjc^d(<(je6Ux(j(_lAso z6g^vD{&95;H(C3~ zDhDUeYQ3|j=maWW*<2JaNc1epqob8F+YE=-FWlryp8Xhc(pKYd{`6^3s$`%=>#IIG zhu*sNa%Awm;(co0iH7HKvDvpcJH&842Ble=nSbQ*K=#dKVM*eLkBYLMY;Szn`Ve`Z z5^1&e1F<1u&&|=!!I%5m83#6JRdl|vLeV8V@BMiZ zfOCGfHYKDZwE3f5-97F5Fwe$F9@Y*XRSgab8VbT(92yjqSjKZ*!hUyO5o+Nw+1E?b zlYf4n`YRO=(UZL?<#X53nV17PQ#(2CaaXL37(FhbJ9kX~x)A6!>uTl4eB`$qX?CMW z=Iac+CKs?G8+YX+`WW=f!uIJkDW;SD6Xgt*<2jWj8j~!Ilj7o5Jgp zPhs{$F~Tqz>3vt>ar<6_qr772E+NkE zYT>3(g;o!>o4~3i#3DMdJ9GkWP57m%6_4;&jEb+S5Jk8a7c0M2B^G1iyWRHsq1+v`G%}MYRz1E?KgPd;)X=v5n~bU+%;u_aP{ROiIK_{ z;|2Uw;{*+Nut8bH)KvUfPB*%OojIId*K56fUZ?%rP&+|s^sA$C z+GNi0u^>}znEZ+^$+VrFJ8)9ZGl z%)IrvwV?FP$q8ysku0nL9a*C#-FVyV9v&`!Y%-0rpd*#V#nGV%gEiyqhrKwLrv4@y z&^1xlO?R+Mxu%{=!_HD6% zjt8sM8_T$DOJB;tp~#WDkUlWKdG|i-A*Q6D?fbF|a)O``LoQuuj8rEY zQ+m>S+hu;o%MOX0JRgx12nRP6Y2>lg`tixvlZYvYiaQ@eH^V%KRFi=d^_ z4}l)K1P&!k{pv_c5g{Sr;cQ|lzGulFiaUBD$jB?**dHV5%`G$?OWh*zRG@ybx2!fz zm6S~DDD3%!?xZh@Y%2F9>P}Xh+F40@Ei6tqv{cvJkg2N{WC>=Moer3I5*m?vW+bLsYIv=b=u55a$Kf`1rn@2Nc&-=!D*sy*pDI>(4OI65<#L9nf^r zRHDqi?R$IMXMS97v{aKpX2B$s#9vTK%H=n9+ZR|9clO4A)pI}VQfKbIvXvHygRGYE z^aMu;d%Ue~t4Mq(8F|N$Yx7)3T#T%?c2o+N3YWZn*1*I3CJLX&g>3X?o?p5Llc~FS z%XPUB!LWK(w2mZE@#K7#g;-xFXRsj(#+x>-Nvp-OT2+b|KLP#RG6m^FMS@Rj8`(Bs zsvK;(ERv*2Dwj0eTlgMbCysjoHagq+%3P;-hb-z366(2=7e$_#jD3E{o(!LGU|p>h{;I_s6h2HSIq+{dx~9F-@(d4U;><`RrPXH?#cx?@K<()$w6IWM#Sa zhpt1|xqkl3al5#_c=>J#!sG34H4JnRKxS1%2#+s6qRPurXWoRD^A0>}-Ajo4_E$=l z+Nh(^J3-N;uiGlTMH@B((s>JG6~Un>bs7hKD}noY96AKlY}hz(W(|Hh?uZY?ORJw? zf(VVw+i@u@YL)fyx0s;4{h5Hu@v$qW4!>I~yaW~QyKl_oDYV4i8n7veR{Wyq(;TOj zk6L>Iaxlk+x?5YZc<3?Y+@vhiy9xoAJ9&)q%FG_z%!1QZbw(zxApA8GE-OdQUU*0Q z@RG~Q21^)$+m|{{ZUoT?e6~r!#oVwK?5=hh`!t7~coSa9hpn_w0+?*~ncf|4KPbpS z)_og2R97t){ysFlX9scdgO579bE26a++>P=f5@;P8ZXK&%3knO^Ol%exSy0%vy_bR zIf4IWc%-AQ9FE}>(%B5nxyE?0@D5QplhT&S71#y~qyN6FR!RsJa)vN+7s~+0P zAJ|2YDm?jp4sH}bdGPGn>fd{P9sWZzXFhN!9LbPNe(PJ?%RJTWZ;If@s_U%7C%nAj zbN>KTXq}XuJ$7fczG-lF@lFn6n}cMX98tbpByW;w#w$OY!T793m&YV{P6eayl;xM5=n0B5W-zmw1kG!!$}FIEMy((U}Mi{V90+c zt1-RtG$HaDwDa;nzNppVQNf+Ag9?(y!sUl=J9}~sJ^=&9+dHM{$rDAM{PH^>WI97YBV_yrq8{Tp_l+?nO1t54kUhn7*KRNmKD{W%p+mEP;iHZ~H zJC=covYYuQgY)V(D|=dTGQHlaIK0reHdGXFxsB8wKL(XDj1IqZ<)0-3d#kpIxGJMH zu{!7+xnNZH)hgvB#RYt{OL0%u!9xDR1X+$Zci*AxL9G}EyQjdt-2wH%PwUxOg$wD~ zFK}F4<}dS+)LYvW)E@OsYptBPY_ldOpR!9=o;fdS2-SsB-GJxz7idvX-$$dNb>M(x zAg>Hb!pA0=29cdn((^le#A%P8wbc)Y&7?`JkG;HB-EU?#m9B3Zf#jJc+BS=dBrHzm43D9yCfFs-ea31v>9YGV}TtlR9q z96u$r&}i7j`n7w<*6)V*iun>?(~!vRt%5vWUERy4pAc@(#Ei`?EE>;_R$N_O0Tu#K z^~(7?h|4q3(<6EKBV95qEKK}8JZk5q8#OLYlcV)9Uh$v?d1YmBVd1i^Ac0;cZ-vui@r^{y2e2AZQo76$?5?!y(~Rjq zYl}X6qOFj6898ZCp*?(z%9#3`E|@0V!Sd~A`^b2zx^5X(UG?*i3;!1f4!xc!KgWSq!#w(b7#rHUm%mO@f4VoGQrJSv)l2Qf z_@61j{ogt1`WoC_* z%fSH%!^=RcIXXImh)V@|c@iM3r)U;<*FSitA@JvZ%@be1PpePF6JNsP^`*r!tFK?2 z5CtRTz~gAUx5-VQxEfw`uZEbP;W6Fqja=y~Ymy$1o6BRWV;Tnb!C1U+%RpK$EK`4)nAN=Gn1+Ym2gK;5MfUg4{Ff{xo9o<-6qSsFEn8{&vJ0<@b`#L>0M5y>V{C0TBThma{?EYc_ zagy$^DAI5xVGU+Ye_t&QAdb)1(T_{)(nr)d>)wsztVLFcJM6F3{|d0Y0A}MyNz45^ z?RHd`z~Kl&F3lqL8!zA}A^eh))AHFfKF1;Lh~=*;4=j|_Iy;QiUR@@N*bKW!hF95G zPIw6mzS6X5{*bTKd_hgWCgw7I*16r#1a9}0Crgk0&|Vs@(_=4?HFef>)<&Bi=IKA` zZ}_|_MN;rxz#{UW5-HynbQ~?v5^(3q&C%$BxwNITIlggk;ce&JxVLe?@Blc<%6%XT5fz+tNSr7|vYp>)w;p~KB7WA6IK&$L_!-+_+` zEtxjzV~sDE6A5W8{B#C6G)r>re@yz;&F|U%7%hqN`t_~^XI!CW;GgUHn=|fh2>iEw zP>2~P`qD>?C%XNh?WAHcf3}3-R@Q=>1a-Zz$B%eP!CgVyL_CS+Vp8UCc&jhQt0Htt z^1jF`soZ1&?DDHCmUXPxnV8J8?-YyJ!S#uqygiPoW#1g4*RLB@g$3~NPq51}c>#T_ z&GhzoB?!KlCDSH70?#(DgoZJjsqi~S?WDV$51oQ(mynmxH`({kWSG4i;uBrdibbu0~=-ihNsb6Yq|P1w$uHsm~mw$ z;fK?2WT4blm|GG{zX6_uwEKg;)hu4Z#)H4hmb-;ViNB1}7x*2%7~O;3B+x2^p?uZP zna(mX@HR5IpN{-BlNYex7uhdfv*AS-dug<}Sv6k++XaD0b6j6{6*LIxb(6qW5zR2 z4{H-^q#6DA5Dm#h*c-WBxGgFzODEd!ZKJT?x_Z2{s$0snRr-i=`a5`G6Cm*0dApOo z)B7WM&v5klN|eC>GJp2793Bi%5GjY+G$EB65^8z*~0|(yf0A z92l#W{BfZ(9V%by_f@J>e3>#z7jNeawuqf}f2EL7hmlL78m`P5SKyzpkcVk{1b_N-t3BUD+C)TnI3PsFwW0cs zicJis;FsX(uG@g4iEG95)OoxviY_72q#3&L?QT}RQuYy7O)e1a;Q7wtV@h#Xm72lV z>yH-f%%f9LYu{=09}=EYWml z+Yh!Q=rGJS9Qx!(m|FOi?(7-;@~hghZGPi#^?e{uOucf|yvq&w7W_1D5mHCX$XUlp zXjgyvCyNo$F=2jq(pGtU7g`8y`?HM_GdCc5eW3l6|0HS>X?|dX=BxR6dsyBb= z{cVzjE7Z^H-yP*5@yXXK@RiZt#my{_|7cJly`xWT4FA-lTGoN8jn2NADQkbq&j`Tu z$bV|rwy&`Himp^d`wFJ6Vfo^1%$QD!klsK&l)y~(|GR#RH`jPWExD|&@;hEe;M`0E z-yN2WO>f4#Sa2zBo^9r5t5I|FK>2*9$FR=n&upoORJf@4MSVK{nZjO7HaFhQRPW8W z>tOs3YTv))pVx_~fbREyMjyY7?lYSn@?lH?{MU?$F#sKe5!mGL14RRcfnO)U$Hfc( zcI->N+VCpHUN9WtO(?VBQ|ZkS#mv!7g!lraD=I((=A7C+Fd`P{_5NBn!k zG|ZGw0^Uz}{I($G9r~kZhQBY3bYS4}F8Ja#AihRyQ2y6*;UlIP{%Xc%_j+$F{y-pK z`r~GjkML4s#*U1x>$TE5{QPNYX)k4e0}w%MAV;$x-S6zMxw$znAHWmTm}4Cfk3J4_ z#c`Z~BsC-dwqc7SDnt^KLjq);pyLp8etQ`^LBH6r)VKwLT;M!NEkh~|lno|YPEO_7 z*=Ai`Dk>^)??)Vv1ZHip351CVe_~qGE2P{{s`)^x5F5OF-5B6*a1{6hLN^8n1vogC z0aBTgI_Go<#79UvQFp)_pw`0Hfal>X(0ZIrGs(Cp-I1hY> zNDB`?xGm1FSKqT~nkE^E%kqoFsz;qyeyM45#Lwq-cdI~#6KI$9rt`+!B`|vc|3UWp zrhvfUuU`%3cEhn(X=q#No|@8h5wMBfJ+ZJeQA!H0U$l+DG{K9c9Pn4*yoK)lR= z8DL7uR>tfAjUnbdA08MO2yMeg0T63dWo2ha$Lmb*G(-T&0Jdch7SVnOrax3cHIYLt z6z@KLa);dt2zh;cP9akT6BAPiCJ#`-BdN&>(>B6n6-><1+_z}RB9oh&%T5uR_e%>} zadWmE*cf$43<}y`%?fTN`3N7YYh=U&@EQCT-Ht9UZ~07Q2M)AcTq`ju@>f_(QONDbVHn1I*Z%F2GF|^Q zWZ>8T)5ma5EKYv@0qACI6llG&fK`1&x)Ss(T$)YofjX^j@+Pg^}{^d4<#xyuwC^y*b@UEQbWscHycD<3Vvc%?Q| z7KDCFGnDXNDU88K9Clt@@k$21>e$oFkXVI@jPND&mY(n5E$XfzxSR6@7HROL-iwk# zu89Un6SKX&y|S{hzdBA$O4Tt+VN*=wms^(msdHG)Sqfvi+1NCKjYwA z0==(azhVgTx6NKKs6~qMloGV`F2`zrp8Fw`6XY5`qa{g8)AuU4n2B zxH`6?1wg`tv;~;?V?fCA1h_pn$vQxTu8V#$YX36jeR8e_+uO9XA#2x%52Isa2QWj@ z#wG)%^MQPI5HcR8xldYojY2-JF$wc(H7IazWx^wnx_phG(={+C(kap{*01#3wy4xU zh3r;EL(3^Cw2X`ym@I8NIw?s>6qJ+&L(83=N&wpdg`Q5)?97bR`N?*IoaE#qJ-tN; zYy^rh@DDsZJ?%zH-!(Q)LYk^#9bo~1?zf`b%`b3NcPm6^A=Tad+S=scp#4kQB2OKSkA zzy1B1u#q)seI+U`E_@pQyERx`M1&+dEKGScqg5$24?=2GQUp3WJ3~VtPtovBN^Pwe z5Py?Zpl1wk^$1x~5L`&%9Lx;#&%JTODlI>M0U!cN(a~itOW=pg=K*|9kJh{ri~|35 zl%k^ggJK;Bzp$HXZ1^Ldua*W=YG-#h=srGR>b24&xOjMw;Oi$usle)FDgVsQnt|(Mc6Pg)|3`&AtaZeMgaEZ&fFyt8 zZ~OZD@7%okrL~n=M8u=@6|o)1H6h!iSFyB};`W%eCsP String -> IO () @@ -122,6 +124,9 @@ module Sibe runLayer :: Input -> Layer -> Output runLayer input (Layer !biases !weights _) = input <# weights + biases + runLayer' :: Input -> Layer -> Output + runLayer' input (Layer !biases !weights _) = input <# weights + forward :: Input -> Session -> Output forward input session = compute input (network session) where diff --git a/src/Sibe/Word2Vec.hs b/src/Sibe/Word2Vec.hs index d43876a..f1576d1 100644 --- a/src/Sibe/Word2Vec.hs +++ b/src/Sibe/Word2Vec.hs @@ -26,14 +26,16 @@ module Sibe.Word2Vec return trainingData let s = session { training = trainingData , network = buildNetwork 0 (-1, 1) v [(v, 25, (id, one))] (20, v, (softmax, crossEntropy')) + , biases = False } print trainingData - newses <- run (gd . learningRateDecay (1.1, 0.1) . ignoreBiases) s + newses <- run (gd . learningRateDecay (1.1, 0.1)) s let (hidden@(Layer biases nodes _) :- _) = network newses {-let computedVocVec = map (\(w, v) -> (w, forward v newses)) vocvec-} - let computedVocVec = map (\(w, v) -> (w, (fromRows [v]) <> nodes)) vocvec - print computedVocVec + print biases + let computedVocVec = map (\(w, v) -> (w, v <# nodes)) vocvec + {-print computedVocVec-} {-mapM_ (\(w, v) -> do putStr $ w ++ ": "