From 0ee045cbfc4e66f8d290aba583088014057c3528 Mon Sep 17 00:00:00 2001 From: Ben Constable Date: Fri, 6 Sep 2024 15:35:34 +0100 Subject: [PATCH 1/3] Progress on readmes --- README.md | 14 ++++++++++++-- ai_search_with_adi/README.md | 13 +++++++++++++ .../images/Indexing vs Indexing with ADI.png | Bin 0 -> 211588 bytes .../Plugin Based RAG Flow.png | Bin text2sql/README.md | 2 +- 5 files changed, 26 insertions(+), 3 deletions(-) create mode 100644 ai_search_with_adi/README.md create mode 100644 ai_search_with_adi/images/Indexing vs Indexing with ADI.png rename {text2sql/images => images}/Plugin Based RAG Flow.png (100%) diff --git a/README.md b/README.md index 835664b..3fbf3e6 100644 --- a/README.md +++ b/README.md @@ -1,12 +1,22 @@ # Text2SQL and Image Processing in AI Search -This repo provides sample code for improving RAG applications with rich data sources. +This repo provides sample code for improving RAG applications with rich data sources including SQL Warehouses and documents analysed with Azure Document Intelligence. + +It is intended that the plugins and skills provided in this repository, are adapted and added to your new or existing RAG application to improve the response quality. + +## Components - `./text2sql` contains an Multi-Shot implementation for Text2SQL generation and querying which can be used to answer questions backed by a database as a knowledge base. -- `./ai_search_with_adi` contains code for linking Azure Document Intelligence with AI Search to process complex documents with charts and images, and uses multi-modal models to interpret and understand these. +- `./ai_search_with_adi` contains code for linking Azure Document Intelligence with AI Search to process complex documents with charts and images, and uses multi-modal models (gpt4o) to interpret and understand these. The above components have been successfully used on production RAG projects to increase the quality of responses. The code provided in this repo is a sample of the implementation and should be adjusted before being used in production. +## High Level Implementation + +The following diagram shows a workflow for how the Text2SQL and AI Search plugin would be incorporated into a RAG application. Using the plugins available, alongside the Function Calling capabilities of LLMs, the LLM can do Chain of Thought reasoning to determine the steps needed to answer the question. This allows the LLM to recognise intent and therefore pick appropriate data sources based on the intent of the question, or a combination of both. + +![High level workflow for a plugin driven RAG application](./images/Plugin%20Based%20RAG%20Flow.png "High Level Workflow") + ## Contributing This project welcomes contributions and suggestions. Most contributions require you to agree to a diff --git a/ai_search_with_adi/README.md b/ai_search_with_adi/README.md new file mode 100644 index 0000000..d525166 --- /dev/null +++ b/ai_search_with_adi/README.md @@ -0,0 +1,13 @@ +# Multi-Shot Text2SQL Component + +This portion of the repo contains code for linking Azure Document Intelligence with AI Search to process complex documents with charts and images, and uses multi-modal models (gpt4o) to interpret and understand these. + +The implementation in Python, although it can easily be adapted for C# or another language. + +The sample provided works with Azure SQL Server, although it has been easily adapted to other SQL sources such as Snowflake. + +## High Level Workflow + +The following diagram shows a comparison of a common indexing approach. + +![High level workflow for indexing with Azure Document Intelligence based skills](./images/Indexing%20vs%20Indexing%20with%20ADI.png "Indexing with Azure Document Intelligence Approach") diff --git a/ai_search_with_adi/images/Indexing vs Indexing with ADI.png b/ai_search_with_adi/images/Indexing vs Indexing with ADI.png new file mode 100644 index 0000000000000000000000000000000000000000..c672e8b6f41685d33813839ac7f09243c3f88199 GIT binary patch literal 211588 zcmd?Rby$?!-#0plO2;7GDIg)zEj6T)N(`ZNcc&mJ4H6;^1E>fH4mE%%Azg!{fFd9a zEg&ceo;A4l{_W>E=lSDY=b!Vwuh-?Z@43C#y4U)w&$qw#ex$3dMnXtW2!TLIG}Kk} zA&|?75C{<-{snNS-TvhO_z#Y^zM2xGdYBOdeq6LyysZd<)TR*qvb+R-6L_ebctaqZ zYuLXy53MgTLLk4(G*lGt1XygIlH@TNg|7Z|_P6)1mw8P$q--ZDa#A#tGtVQE`{=4j z-#yRtM|*MjqM{nC!kmh-U5*!UpcLez#W;_9!;6ywQs<_rpTrV%jT(omSVa+Er1wzJ z#20m?YqT|Wt1m!tX}N9u{5>w$E*-ipb=S9YUHM9sFh_TBs!!IkR=N0V*- z-FLx4v47-X>Ue*y4rtk!{#=b(NBR7@Qb>WKasFJ&ss3;FAadx}uU}nVT|>~H=6wC@ zyNjJ@`%_#V38|u(m>9zkNy*8~vH`k$5Xf`dLgKi?Z3)2^g#^hs-CMRw(#^{r?^OG? zJ~oczMGFL?oy_}sY0X=jtfI|io9v2y9sHzETYY5+f#~0m#{}n3yQ7-$v&~tr%LTAA zs`Nhlz?N@z->H7Kw>M6{hC`oyMMOkomK0Z&IY_Fz>McZ}^m2 z>*^!D0(+u8G`F(~^X)1~IGSgbJo=l)gN@O!aa-8(&zDr@V_AB6$SJ9%TeoiY7PEOV zk><<1r)xT70k7N(ce<4N0s&s?(%~Y=>8g36$tta;?Qu*Tm$B@qo2lqAtyAn9s-pS~ z<(jm7P$Hnqd;9}Ny9VJY_9E4zEj(x>-I6fZMGR!mPpWxdxpGBXM;t9b&>`cWDB`ho z^O#(fwuQY^*y3l0_dOJy+j9n?6-FGQ%kNg$DlW~xg3$EFqkFD*Ea4YL^-HN(hM+&y z?KDQ>k!e~xdwS~eeOY_RKHs|8U`t8EoM;S6-z;vx!o@zE&XET z%b?%RLY0WMkk8usv^3qeLoE9W)k{`6`jOI7kML|Am3c)ZVk-N!6Fvj8DG?$|^@uF+!aya?xe*yT-A(Pi=>_)KiypJVe}{5up-nF*K7Y>Z8oNG+b?yqK z&@=IL`~6!>4Dc15qlwG^yw!nx?i1 zY-OwNW3`^yc%)}on8jqK7g6pJ%d@dZ*bTLV4Wa8J@$VXCrD_kSA1}LduJXG=jm^wN z?KKv*r5&U_eOW6Ew8B^-Bp;EAXU=k_ew=xS z0fzFMah>83JbA~X#gG&%Go?G1z3lge*8cNs&B40_pDk9UiA*j;LMW7DAioWdjM*iK zyEQOhOl}~eWa>k^Nw!H7zJib}4oW_50Z}tg{uCCF5*-Y8)#=*`-yZy&c`{4Rcu-L-_ zeuLGQJ8k6*rs3PCahvE}RdbV;2JI|QGQ_5G<#m%S1);iw zo1EU5U*FHTzpJn`$H|O-^Rr%X#R>Q8lT=9?zY}nkMxbCQNM0T)oL&5YTPT>dA?GF6 z^ZxZw(hS@6JXiV>giCo3au99#`t2**@zbk!k9XD39JsEOm|0t+DH>kc_<^(E4;Q&? zRhvp$6NZ#%C@nv)r@g<+*hC1JX)Y6|>uXDZImp>iZ+Efb9Qm;ujj#1$d3v3=!{v_KjNi&zYI1&Z{~{Q)}y8+vy_OE~~bV-P#H4X7@Ksq{j-U<@ov1 z&AIFM3=-IR2QqpDS1zB7jg3vK2{0-=xf^V=xc!x=`H7=>{*l6fpCb&h6|6(wHO!zj zxh>cD`mw-7nF>NTsQQ5lVx&AYy)~G1$8-KYEKrBj(Yjw*fO$!YIr|_QAM?Z|e>nBl zth!cyMH>Ij5G!YMmBRwc^3C`BYN8ONQGhDp2rTeAp~$gDpByJe^d_RnMOEniO>Hlc!D6*E#{BTQ_N%I-%KyQ@-{|sycqz>N|JS zcU!50RmV}Nh6Ci0S{o5#TK8XI(YWY!Q6a9=9RKC zC0(KOMqHvYvRbd{Q~G;|ezgGm*LFzp1GTx+td)n(7+GI9Wty$uB31$9?G`weU~p+# zA{NZf!KxHWG7lB|yVI*# z&(1zYRh8fXQ#njAR6&+hcefec|G^iZ6wq;_w(Udo{O)0{8pDL`9In!t&gf4jxY5)C zjBCr(mC1472J`mE^7LUTx}$K9!pm?<0Gubj+$#fOr749+47x*W#<+q?Ss(a_2KKE+pEPuEYVR zy#mB)GL{DpCFtQ++VEOGBj+0Acv??a| z4GLQ@)eGtt-Goo6Q?tvc9V$<=0I*~;;6~h)kE0#T^9R|Z;pQ|J>21;Y!Qy1s)fYLq zkb>;FMO4r#{N?%J1%p~lL+^c}>0mR7ZX{MgTM zsKZi86#qMZl`y9blpoX5_7jZ)p~Zd8tmhM?Ro+o44-b0ew>v_IdkdvaPYNDGMx{(* z0A@TM;^QdQx>SoK9hHFe5iymqcy&p6D4eFZ1y@E+g`jbYAuH}x5|k8zP}yML#znxO z?(Ka+Wt@JptSecK`mU6{ErqY0mw2>$sU2I?vw8#>2YbDc)z#BhkA*zM+8s7fZ|Ir` z1xR`+qV_%T}W|)?+iDRzW)xtcmq6_Z4TR~GNbsT#2 zI+!D-b5tlTG6o&|TVzG%x$T2fJRLd6QkgiTpEBnzdS7k0Sx5Mq$KSlXt>TJ3ErjPK z#!=S+R(eKTh|fDFt#-&3KMAvW;1sRAK@WT$3X7R~b_#|oaUSOSCBD9OHdW8Y(dwIF zL@ZCI?Xtw3?%cm=|6xHduh&Z`rh~irNJXGw+IVZ;#&s+%qEgm+{vDzMQ%Wb_X??;` zDU`4`X>0e*XPZ^&(^{xHw~k_{ur%S#>up3&QWFX%#Rzp0N-&;O1qD{wSAq{>Lie@1 zl=v8#%&m|7vmH)nvpfmlt2~p1uM{^e`n_T@NgZJMvQBX5D0P}gl4Z^E81YFe(!E}q zU28l(&QLObOHLrk!I1+fFvqaPCQUweuS5qJ=ZP|_)se#HQnfEsz!&MMSKISuV!^ug zdHL^lTPYIwf**!B*=j@svX;kR!CK`(DU%yb(k~}ZVGp^d)=3lheOSV|vlK#T+I?Z=M`y0@aTUDHB; z&azW9e27Q%6hqYTr&ps;F#)ldj?BV)aoZ;u>o<4PvdrtRP~j#H!`(5i5nG4x;u zr7|;7RpmHZa@(46TmL%m=s8bn#(2q)qpE4z_xxVV*4L$ciE_yokB`E$=9$w{+E@oV z%P?5Nq>_W!>@_~icKPX4yo*nPdIdlwX^tkhfhdI}?Fb^$p&*A*7kbJ}2B+6RrAKo+ zS2<9+IR^Xy&Q7WG=EQb7o{_0a$7!nIT*yv{6A%L92VPrc9yDczYtHpgMdMb?eXV4! zzjpS$V3I6O;*g-;6jB9tCferg8sHGTG?n40fGS@y;y7WzLrSM3@uKcHmiFFRYKcOM zqTj>HSYEr{e4m?MkvB}|Ss1lwol(c9Bn|whg~<^ih^}z}Jy}gR9Lnn_&bR+Vg_5}h z0PFV?PQx1_wKhx+vrld!d%Ss3plbiH>f^^}oJmw9EdbZT&6dTqYWdkj*!XI2Cb|x{Nw0CsEw0N1_gZD$_IkFK8visw%RRYNk50aJ8_!u%nw08|Ru2J!8Sh_g3nI1akzCu?a zDe6{XBB|8pdcl;|k)875`YhG-yJYNp4nceZ@%`Uc5rgViqGJi7(BfLl2aXFv1BueI9bwhc7 zXv34a+rQ(U*eU%^j!LOFRIxhJXlmmnEBqI6T7r}KQ;KNj2?K?Jb6MLR1N6(De72^% z2bHubr{liqJ?QZ*UM1-rPOc7`xH^ZEh^n$Q#FA!zJq*|@TTFqWiZtrI#a8vCj`HHy z0pa@LV&62YQvzoL3Y#1~2G}`&h8b9l7YAM&2BE6}dxn91PAlBQ|9&g_ml>b(6^Xf2>1m`U&V2WCFI#xKhq?H+9@R<>e z^o{r{3&WJ?yH#4$m!%iJQkuSujc|V1I#QNSW)?k6tugy+(kM#aAU;)FTl6@@hyUv@ zFKVcK`?$`%u&bbpxk)FZvTR8nVO71Rq~f(}=x z1tJ88+^`VM8?6`PH?^L3i?#*I*kUcwHsc?yn@}jBErt*} zd~>>KMU$&FjZ+oJxrH-!K=AyWHBl+rK_>^+bHQ)=3cubYG-^_9{B7ylKSqfTWY_pe zQO&hOcNs$H97Ip^-<9qvkm=o(A{k}M#VU1vLBXIYvvG8=vF(=rn%r|M|NKc9R(h1v z{qlhZj6U)<$fxZlaBn9#a%ADl>z2J(eIbFw*XnUSd-~pI@%fAABF!EmSk`#`=i9q$ zE@_A%0;8^J-?y3Uh{r^k@+?eVtby0fY>Gu>knGw&)^i$F1(G1am)^lIdsszgIlq_i^yAX8l%DV3@Esj8)13?Tzkc%QKZd#55Dg6hj zkHHJYuGH*0xgZtgcy-w-$E)R@swE2{{yn~Jxar+)G` z5AK1ty?2^B>=s0HwV2>(5yRxXAu6~EtA8YJN0bMspC2yeWu#U3KHeehh(c76x-okP zc&i{qi#MChNlv-Rb|KX$jx(sqwLE^xO@on*@rR^k!9@Pf(KF zjJe67GU^|pTs(`S37;k%s2+EUovQWF>wf=0IQwWlbq3`z!s!ZJuMRsvj)tSwMeWUr zTHi&Y4|Nt8V?qo<+;{B@JA6GZbW7Uo&bYEN(pgUZJKODM)uTZP-{;5p@ZQFvdJGOGxT|D+asyA4sk|DA{?l z``oej9d)oxe}uhG+V;4)pjY{5I#H&9Zw4xoBf(v$fTYJr|;+- zD;ozlswhipy%Fz{(C7zEwgw8(lzQUe=Qw~Sq{w3 z1{Q%2pj}hT{g)50KrjXvy?EBEJxUn6i4*v~|Fb@Q>}hRla`(1Jvusr49h2u~K|`6H z8-df7jf#?zS+P1BjBpwP|71fI5MIm(3f$(B%UBsW6CFXBb=-|wiZouFZ>ejnuh!PW zMVrp3LbshbLd2b5Mc-jua)O2}$=`M(4hxLXl8kHk?pLf%IBdw&B@nf;TehW0q^F-i zJY_I2j%v;JLY@Br>Kek{A>ZO!N34eg*6%L?wT%0co?ot&2=If`_YBzbS0!_9T?q_w z06|DbooSS;w8e#I0$6NO!%0}ja)TYMN?7IL-jp81F5;9B=Pz1j{rLqI0X7Ojil!rf zTDsc?*OTHtS7FPKle_bDuV5Qvc`tq1xnL3oNO#mL`nP>FHwN*T(YbwWyHW!D1jFMi z)i+9CS@X)w5i@mECQt1j45hSX_1;yfOl$@lUoQPlCrev{8HbvY4H*a>E;1>cjiIO8+@8v^bP-_ zFX(l3eWT8zp3<##B-XX8SexU~R*$V`zlnJw$VDzFF8fqp$YUbjCR7Au)aZfRU^tA}qjbKs5@|?7oqahmO@t}lRSp>|yFdfeO!A;wTi`cIqH}lh$w{gbkZ6|X zi!t2Cshb)*D2k7@tuk|4fj^E-o6HyMRitZtp;d8FL|Dfu`1;PFW^ld;?v5uxqiFQ- zlE?L3ct-3?IlqIK6M;5nchE~;KoU(*My=8yFhxBfHe9BK8ul;ODQ#Eu8C9C$upKsm z)&RI6dd>}WKj~mgAKGGd@cJ#Oq*q2DRqD@|s%5H@eyH(-HV|o^4`!Je(P*`=IkHi& z*q3a5qALB8Do~xJqp62VQ2fwA6Wx4!vP9Nqi`cA94bkmgD$$aqD(y*Ld_7YTab*wj zp~C*M7v1;_y;x{jucj2#IYAu_V)mEyf4NWQ#-(FJ^ApF8JRlT{asW!Q`)sf$bnl_o zVX^3bL0c`;l^OpgkL$9F_}4>zN1Jif4==iAWT|%Kmr|v51YbY&Z7&y==jx~}52O?( zWVz(OTLpv8;9_Wk1A{o*XjDyAW?Oiw9LfcH0)C8Ss?poXUaTYbZ><7ZiN#e;h);6f z(}NFJ2y`OhP{(gBhUp+$9UzA#u-D3{fmr!GwOEW;6A0n&C}7a|{T<&GsxiyWzM?Ov z!|8gbqAZQN@L6$kGFD{x>e7a?)I%GTjF5lEz4h?xDAyBk+`ffy%x2gH@^h znzcIj@-H5pA%sz0)EzOor2cWamEEk@j~KHsTD#JzK8^>1DB)~FQ9?C6ukuNh`q7kw zudDyc`dxnaeOt#`Cg

HUeI56RM;pY5CnPF7Ooc%3_15Ly*S&Z8hBM%7473)9He2N;(k9u%cu0 z21Ys)W*cH=)kkkC`#xIMqINz@X@4~M_dbI0f<^+xo0vc2da~)sArS zEy>?lF64I~p|ubk%{t9fdWs>2&aA?-6(w65MamR6?NBy12gY^8WlvtTaeEvueZj0< zb=HfDs7w=`%}|;tERUd`D9dAbOwDD5SIxfkl}0{pv__L2ZQ}L0?;9_u8JrDJ@@%A_XH8okh(jZt9DDX0&cdlJx|!t0{x*JKjtb^6=GY3>NdC znvuA<<5zqyQx1WvtLH^B?i|dy(!r7az?E_=eqk(3We!Kv0u`sumjJpL1YR7IU&6<{ z7U_6P^-NGu1R|~Uz9q;t1(6uu7Tl^9|0Wxegye(1mxe$NVqcKyg{R6Zf<#QjIy(Y) z6uO8X;Nv6OI%BHYF_QbLkZ4?aHWS|(v<@6APsH*ls23JNFIOx0g2sV0e7f27`nEJP zjBR*}`=>YaE&c;L@b%vB(ANCYwnsvfIFO>7cS7SXL>)-cTYe_IL&L@tuKn!|gpY{s z%7EKcJxbz|+l~e(5h5lkna;(h``y~TxY*em)k0>rKe)Q;3U7NH(8~SXbeveMn)r=AXambD*)e9%bH7ar^ z2P-bg~SvW!(bTwbtFCnk`ZHp;1dS3e+_hY(9=U@NDEvT75G1)OXB}0 zy&($nG=gSL7208A>|jMjV&~BRobw)$o0{61d99WJ?uJi-6NEsPUwf}=UqSa>hhGFY zkuj;H5C|)a5+E}K$%JijQIJ0$?I44_7aoF-?co{q`!nPD3`JY#_x9KjxZvrJ=PfYH z%Gmao@CFX-z1~>tq!3p%?7dX7^S+tc;T0=MSqSZxGL&7#|d18GoRxEt{_2)=h%R&wHyDR9^}(fmynZdYj-17sA~&8 z>bGR?Nnn-&Z><=_Z!oOHl+i2P4+)uLcy#w!ua`)sjM?k{;T09mz2LM{g3ATouS7MAFW#5gP6Xy8|v*56Rnqd667GUv9TKOaf-}` z^JV<~^M94Vp1om`@r(L4*PqEJ;l3a%CRUaN@d+n30Ov`+@W!b``YigQkmM{Kx^Ko{ zxGG2~srQjDIFr|}U(ezztbzmR3x9udk^HAbq#lseVhjfJePe3lyKtS~7Tn_gWt5AP zlT$!|Fyrp-xOl?~fySzs9>2)U$kZ`_3v9Dmbj<&WF z5yTuz%D{a)IaZEban~;iV~~Tk!zdqXYwMuxm!<%#2G@@Pi%=e1DT)>R%u@Z75oz8r zC(uNg`KxnhUZD{X6P&5DSa`wHf`UVN@4)Zt6RkJ;vc5RZTVmT;X#*bhldJ>L6j zSmd(&>_Anjv$K;E0|}4t{rnc^2=`S$5*<%PU!TTND4W-_Z9s+%NYM_G65ZE+ilyYf z?dj5LfHOqbt{y&gS|lwM_UHo+1Xo=!Zd>jvgSgA*hxi$j9UUDY+sIt)Yuey4CJkA; z-mQ!R$)uz9(|YHrz4FX+{7~R0p@#MPusGBSTsu$(tpRI3O9UxfC=5~ zPX5_iCPH)H?NMf_Dd@;syAEXDO^LgGpUp=B7TDO;?~qj!a%ogzFWRRbetRVPyODq- z!-c!6p-r5hPA@>#w6=}%_N4?ASUh%^fV_&;%7mY#av)?pK8LqqRL?3`Pk$>sNVT5% z>f@C-kXB6v)_v)y@MjW(gcEOgJWvF=%+q{^FHIYh-NSK4@#A2QxsHu{jw4!WkZ^e+F|n05&?t#6oY40tYMDC5mvwz}lu$#t5*v>0-SM|` z#T|LW&%T6tirhOSgzzRaO6|o+|AZyz%7Z0U8r4h^F}PpEInFrBs)1LPQ$chUhm@s{ z&Yl7Sdp{ruvmz??Hfu+6-$L%_S*bU^dUgM%laaPx>jeU0QmKWlT#FT1R(sqk z2;>74ooP~KD3UGoZeZ}Of)qGX=3gO;Y~fCt#Fz$`nUab|D!#*=Pc>zb%aJF|%wFQ7 z`Va*sHgiV-0fCw99H5B?z`!CpI=UP7kasCEwXbY~VeEZhp_v6g5msuASU|q33+pa#XXAt76N2eF&Zs9=$l~7(@ z?xjl`Oc4>?H(x_u@LfeLb>l%UON`?v@c;QoEQI|puuI30CX7h&~u#1WAklw)XDK?z9%IZeqUiI*Lr_5%!>q4uE z77p<%poP4($xn`Urt~2^jWMao-$=q!^GF6ABd{Y_5q#jac7k^w{(g^x|MSyi*!(`w zIsmO^;J*o%->|0(fvjoWfaB%8Lrxr#FL>JzA-E%C+&z}HGsEtV-4ofNp_5<=cWKZzk zF)?<^JIfE;z0)XK{I<{l>yc9zTWwOvHA^Xkw~pl;Kki$u)r;Ow>s5!#i8Reuc|4&$2yCafMG!rp2Efq+xjpK05Tp3DX3b522l_$uDJkBX3tPhRRh zc%8WFmO9Xo5;8eiM;tE&|UxL0^;04>(Gok?*hVxpRZeLc2%XP(h z%Z}h9J2Eh+sHmu?gs>lOu>$+`*ON13d9$_FvD7#UD#OHIDc|*MUx2Wg2TtqUr4IQm z8J-#{(+k`uu%&({DTIi<;5*m15T)%0iePx;`gY5XI2+c0uceu{_~kfXxfgnwbrL*3 zWb!b@_kwQN@yH<>oi6452pEH0CCIDg!J<`sx4RIb-G6NV8Z@}{=noMY#m}`0Sc{3H zx`d33^RU@N5dHO%V3re$fqFUkFg^XGSsZxiake8Az=iL>4unj^ztX|e^Bd^s-rwIp zmKb&0HUXm`x)g_>c7PgmhF*(S+QjoD(lhR(PL0_fq8a1>pPMiHq@RO{)s;?(UAnx^!jf z&g&mOd>9-|JexN>{#<43`D52o;F=ufg&%6;p2}$FT_X_ULW-h(AfI2L?P`cqbg2gs z$1`#z)EBomKkZ)kEYk>R+R`Uz6D#_RCA!yHh8RH32jF7}?~{LIzg#<^q>fjlgpY~0 z4jE^EFM<6D;bBuk{rBl;KOy73-Nw!i(Tq#2hFq={up&3bhOF13QmZB3O9)tn7+`;f zQvfc6E4n1mb{P_Z_?wUo!I%8)b^`6EJK!f+>;LOl&&s@cKH*fC2ei@Y$@<-&^VL>9 zK0Zg=^St*SyFY!D@hxf4ElWyN)P{b*%C^nqjV|c$WqwL$ORyIll>HKPhRkEZHxr8o;-PyYU||tg4&4W4}xG-uR5;*yQiP?{-L5vbs9p{j@>1ah~vP`|M@e}byj`y$p<+{f?co4s#lw86v&4tD8+1%wdfb%fcwR)J<}bDJi*AUK__`=4k%4m?qLVd)TA` z7HybBi4_qQoo%p(>B<(Msh{7nh6c}1pazX>YjU#0vnr5ejx9}DhfIXLbq765emV*3 zb9?-)N4Fgui|=w=`j1Z7=tr}pe3TP-;XUvgC?}@BWUpx<*?sne9Wm;ssCCjuZ)IbH zFs$72c7O?GXW1<ZPZ4Zbx;*7m(7% z?&Dijytpbd!Tl1W+>V|T>i<&jgjIIrGLU~r5?@;yTU^WrzJzgn8~UgQQyIwKFa#`* zVUO5o{QW#O-0M~NFZlh7z6#DTed=<{mnm)Z@P|NUYFc!nvQ+10+H^J?Ui>9DSS25C zNnQyw4IZ#JSR3H{NajK+oA&0aT2uDNjO=bCOyw&&UbGCpPFJQy><{QpAC;tz&4$+;0W_CLCU(^GqYbTA8jKOi98=M%$ zmxdy7Opw2h_wIs3OUpebu^TrQlOa~IG+E*=Bt+VK>u30T!gi~mGVy3s)3>Cfr@8#M zFYBOhg`u>Pw+cQggk?8J`Mk~gxS-iQe8ux9QS|Z6p|8_NGQF1x_gjXSQtO{wV|zV7 zZ>#KrXCvje&`?8P`!@+_BaQbHGB#wPmuo{oiV&+@>m$r0eLrzMu5|4Gtm@EmyxVON zr0kV6MMv-GJJ)Rypq!_>`T6}Tjwh*!QkxAu)l*E&frC8>(@l#BSTiR<3j+v*o9%4G9|$$2(laHCDbot<2unw}Z34XZ}# z;}rS-qvmFB#jpwr3@IFiEma2Ev9YgQE65hC6?D|4&|2-2$}aY%emXV!lLP)VVtBOU zg(aYH_=a)*S;PW3b{Zxj7*Z7X_3vnzY?HYAqRW8AK?x1U8_73WbFUqw z%FO-s3=9msv_a0JOc2>Qi(UmeCCx(LNBP_vFIIk&+Uii9$Vy4gjLFx4sA1`S5*{hz z==b6cd`!R6QCNq-k-`Y@+roW!Kfl}9sGGBoN@hoFNWK1jDbhG&w4+05szh)K8)o7C z>{D;?3N0uo*w!elpl^SEHQVBQbLKCt2BU1WC5U*ltktICw}BT!G=Gxlu4@Q5b${Mx z{PtDE$7b&e>S8r~OwjP=gLkadT-c;S=tI9L_1&b-8Ll=x)HocopUfoV!#gh~E?zFz zTVoWu0HXav)|)wC_CRcCQ(w|@zGV3&h72mKk&##k;9xV?AV+`CoB91vkzccy>7Abe z-wv}Jh&=_%THu)1x!gYEAk;$Q{rvu7q-w5KQcCK%7DiSHWdXdae=QR@_aH(Z$vM4F z+f|ZRaEPn`0Gr0d#%5<_`FxM|*^l8Z{VxCU`q~=3)b9;c!V9ZHAZ$J+OseWrd{I8O z#leN&Nc!V}Q3avJ9_v5&UHP<4Xv3DR=Z&C^@@Z32H=@4X9>%;TAb|+(=Cfey%uk*L z8H$4gWOd7>I&zZ?aDGnpaMR&J^eV`^ttrX4q@IL)ej8ziMS~%d3drq>qWY9Kv6Y^e z7gRz=Pf41!8zfeT(yWBGx2OOMb6h^XF&}}>*LkhVWPWx+@ z?Dwkz4%D;m+7BQM@>MiPf|8@!1w3m&C>W#H!fo{W8={> zN_78GTrsE$fg@rH_lfdRP!(2RXn%0?X!JWZxO2mgiue8@vq6%#)W^fb*fKZiKaDXh3-2?1OFf<|vLp&3}HuAIsuFIDewI{NN;J z?n#6?Bq3G>TgsBiOHN7I`0~`G(Jf#8JCGUHzd>rw$bF4p=oLPO92@KX?{nW=KK8LAQIQT5ZFwJxW&<8GK-OfDc`RPq4Dup63F>w>95b&9)J>(cbav7YP(jO{Qau^d!0#vA!)U!K>BtE@7 zd6olmB>P1Ng9E+iVIu|kzu$2C#=|YG#QU!S>bh)EK2pv1c6zq7#Jk$}g>bkMV+H zQ>%GZU!BH6T?GG_R>9arWyZy1uYjbsLE0}iYU;5O^|k}lq3ctCi)BjcQkPuy6^?lbVJGxN0^L4X0q4iK%vWc1YN@W+g4_@f#)&f2AL+n3d=J z`p~}gM7-`I`10+=;nv5B2UG35gRLS;lQK7MK>dt05pyotNT1c)Z28%wPXs9Hj%?U? zJG)+4+dX(X({?R8gD7VnNm<^7_KU;feOp_5-JpH@Z3HeHr|2R+=BZZ?44#n)XqQ^g6=YG~WyQDSY+n(Wwo6+>CDQop)rW+vpmuoOsSewCXD%{zx1KLX=1s zkn#lz1`bL)KYlb(pYZ;fo1_!7{^N}t&t_bz-9U`y5Hg_H>&PvnKFN21mBcDs3c>GI@7bac;kKY^}E4r z?xmQyvjMZZ2R4pwmYWNssQ1Yl0|(zxDcTgS@qo7HLHN_UQeF@;rQdichE_`#Z2T=u z!!ZqFcig&HQwAJ|6ybubh=F$&ZY$>*1fru$(w(7~ysWG`TG~EUB{5wA->5M$%6gS$ z6SZdKj>Ui^19hxq3^D7b*D}p()x~6ix#Z@h=IPS;Hy3!do;Zelir8dq8T4>};x(}K z!~wN%P!$6T?+{%eKR_1hY2T4v1^Sw(Iq@k+_jLP%cEciICcS!Px-^`wPq`Qfc8sO4 zOf|lz0s9siFH5&qlpbVXozinteiUAR=3G(K4vk&0)sm# z=`DLy`hzZ=%fop{Jaq>hC#sNBQXhqc zh0Kp{8m^Kcd2mG%96aN$$Rv_CG_w0q`HfP$)z7o>%1kzVyBuAv%jtV7MrD@Wt>s)G z{si~f(^Y*H35u7!AZ5sTfYeschPA{8gA}ro z&IaHM(mBqW5Qa|r78Cs4x8@T(BSbHyY~RNv&iZCF;w`zFmO&$rqo06gzLBX=mm|sF zEckz(Y?(D ziu(^us5D-SJY>4~*NGKZ_$s0Jy+}Maxpnc6ZsTl&QpXDy2bl`n>KSusojtSd^!nan zs=n8aws9h2Vq6c(Onf8)kd3u7~8v9YmzJOiQYl)vb0WftRzN;Gi$hyykZ|1;J3%KQ*Zo2=R=R?D`0ETbL|n2n4x<| zdI2jnN~rYFacMSl>X}%{Lx!1XfA5x8^_YR$djvb7w!xbfKgDhBpc?mjxjKnl$G)>A z&(|(`yy6upy&pI3c<$Z?uI67wJidp-mpfPC#_#a`Qh`D@0p3bf!6X5uu2-_FcBpH6 zzNP+yr5Y|frepI>#oOREy{zX{e1_^G0pFT;93k27%Bfi*JZ^nC)|WMu`42RIxAN+?EjtfcU4>cFqj z(Nsr{)+sXchMZp%qy~sC@zml+S*pvLE-#{9vbPH5-bnRP{ayVyEhz^UP|D&TW$6&D z%qK0<1@#NIZtP73#geETElP$j_*HxdhS3p!$G-nfG=Y|RrOepOJg}2xmU+9G@AQrT zj_*xJ{wbqo$bgPNKZOj0!cUeBku=E8r4&|ced(ux=~Oc=hoyaOzJH_As;2|2Cq`0u z9gT8Gu%YSWS9&oQruk^tz@9MLXd6vU;5tW=Jy!fuD@>CGNe=~P5gTBMaaoJJPOu3u zU_o6|eWgTgOW#X6R-!6g>d1=heTUyb@t15rOclgy4%m>_6cZNy(l$ynz_1dP{$3(R zhJsLor6bT_(m|e4<@Z`Qxti!aTTG)le6|A%dh@^D1RxfA$Yk@k%&d9>nMtpXR*IqY za?BnG=`Z5sOxm*FK-qY3B%oFMY;Lh`Oa!v)rwiA(Jd{ZI#XE4LzWmxDmn5&~)?@Ke zQqOdGVq-f|602-?@ZrN%l6i!?KGmC)BFCO6N7jxRk{Mh-srL?h402eH<&UKSItHkB z;lGFqPC2?W*({QiZOeCfaNlV|THqSpmYIr{%q^p=-)ywxfRNajeuIrkYU0L2s@dka zEWan!iBOmS%z&GUP0wM|3=jnHp#CrixWRvAPyYD+=TedC78C?$Av`<1Ob(iC{_lo3 z78Ej`I$r^P9*9ZK?LaYG{>jb}=zO@v1~CTKHz=7E(HWitDr*&COhy_-cQ)HUVGHBz z5D$+mNYpP0?jEIhG3QATW(1t=7uHY_WPxC7%z=*t1DZn)idk=5BJT+`XwAEUq@;yl z3*;4H^VneSf&u~X3x*hT=Qwa#v)Yoq+XXJ?{K9MWTG908N4kM_g6ssp@l@@#VT)R; zorN|~5P?dGtVvmQ?*-!0UOc=~L#!lSbZ0qLwC5`bWk3amF~p1Oe!z9v#)tk{KH9g` zd)iqbN{8*N#jv;cfq?ZV4qOTM0Yxa`3jF3GXQ)u>tgi@Ds|9lz@ zI8~W@5v~Z_ql_F-IRQl=P-3$=J^ucc^4yJkTjVq_UO{ioH5-6&*dk`^DriRmFsy^Vko&`AR^a5dB5)@A&lh`XfNg$x8L=H8KZdKo zVG-5E%7IV@l?+hLyX+mXH-ZaEF{>Z?X$gvy@QcK)9TMZ74CXZapbX0$bPIH9@Ipjm zet1=n>faY4KMxbGffCo(T~O=H1m&dswzwM8M(u>~2%}9qX$yjlBiTtGj*^8 z$lJhL*f0f{791GhtfuYnv(uoEJ@%X7s=vVhd+C~o2$RwDHqefn{%X6@xR7k7PcEP& z3T9JOj|H~rIlq8F6}-Nmu{gxz8pJs$Xf}`T;tmzAS)hCQk~pf`5g+rzSQ^51)VAAo zg;pWT2OlH?NLaM+SViUK-G+%DK5)m;sXhna86bD`deMJ#8q~Wk=boMiNIm3;k*(+<)hCjdBq zTMI{0c;Qx$tIzy$tWQhH&NJ%q@o_leeck55m3QrOYew52E#X~i3)rC)U%!#J!!eL^1+ac~aki4_1e@%_{^ZscH+zE{wNYWqIg&Yl0X7(g*a~m zA-#Nu*f(!H`T^*di1q2x_W3+oYM=vv|ftRf;D0cc6;ov$r zIce(PfGWQY_4%2!rPG3!j3p)|fzFV3_uD_*O_jgzLD`a%%o+><#L8)VqzZQAY!MN` zKIIu)L(n*e(;RRvFEyMof9SAi8HYQZAd!6}Yxef`^^~;4f7tyFgyde>cBr^&<63NtbZKdKP~az5vTg>IH|v++W$+)X#Ue;xxAKnt5N)JCUrU zZ*q!++0h&fd#f-dDV4pEVf)NjvC4OW!41sIHF^{7cNch+6+1QvL#=IXF54c2$~Kgs zXF3J-&R_N!SZ-?Jf}VlJUVtqK`VNe_#_hxdtwKu<<7{#lRtDrXM%iyF-9Vl5Z%H9zJ!m5ulR304KDm6D1w|#~;54v7l_v*c-Vw zP0Y;PwslIhV{1mj90+f2)~t0t&%?lx9aSrTNX4ma{-6K^aShTdr(Y~h9&(0U?A~1c zEhsLdEIB6sX0FSwW>)~0X?vp*H06_fzEgjw!(sP9$`rgore;>~tHuWUrv2O0bkx^S z4#4#U{cclm*WKOt6y$mm*FS$qPPqKq=6tuH#u{HHPXi~Aed&0?R-v8cY|{LW7Hyf= z$;rMo!!g`@U5QmOa}H?%>;7q$)1>0@{32wpYUYugnc{=8*m>LML&Yv){En@?M;n*` zu_)aUJo49{26(~lebDS(QymOq#n3N1u9HBrFeH4=>(>i4i#m9D6qc}{*n#rk#5MUM zdp!lxUR~2sAFkeW0+hNtFw5F|+khQ_a1niP?lffg_e}%V-dll+5~l9?<@)u!o4$Nm z3IM=CqtfkOZ3>h!B#V9h=8cbC`K=;H5k7fqZ|&7T?(O;crGI2(B>kmLL$c0;=HcV@ z+9!MsX7`lAYQ~AhfjX`q!DxVE@sB0~ z<9ewA8B7xR+?`W$J~m#YVnbYnKiJX~LA7A(@rMAEDI%#lC2Q3%S$sSF`q9j|XDRsz z(x2Ts0NgO_h0ouR2TB7aZWaLni;G8M`d3%a_p7Ay17vg*0jlmhSLZ=$a&q#LR^}xT zdy~)?&RjVOK#&(r`^6bM=obTWqk!hyKo~h6_X|a?fdc9{2OkHW>ucI|vf)JdUomy| z5sBH83ZWCs1TFs`B-Vo0X?O1WD3$fh3z5r7{w9$*J|dRrZwh&}oBHtxD9M9LSn;+8 z3IL}_sS5O6#f%F!>$WpzKJMKd6<-?Wr#E}t3FKwK`CSv>RbyYcmwHmBDVlO)17l}? z?GC}EHWPTMMK%1cI@;P79V)#y&IxIvd3O0n;4iRrpIXU|FdOx(U{KnU+%lC3u2X`% zbR??kUtG9ZvANLVB>-`AOiqr{F;bFwA0RP<|Aut#SX6wneq>knn9fd3YPL}3>!A7d zG|Yy#qPLrO?6%Og&Nbgj+>|;1g4q~0)Yl8@-iaNJ0$?rB;;TJVF<>1)QXRzPpHcOq zwvs!}Hh$cqzR>Yp1om*W!dy z1LzIn7Y^h&pP^|RonF=*fF+)zMnmx?Q^KEV#(rI zwNJZICtj5>Ni7PtL150K=2F(boe-2|(*SZ;djEbye8Em_>qgm9fCdJbVhw@6i~7sX zyMNR+s;`S~b}Z4ZTj5WECM~oRb<|si22SVv7!Z|$TzPQNWRd@P9cQ2_l*#RWD~Dko z5$+)Se+-ZFyUnI8TorwV>PMgucK<-DDF9Oh;v-0grb6g{J*Wj<$%|@|6~6z0UW0Va z`Vb;#mbEzd)DNQ(*q4vLwW(BF%1*isfJ6J}B`ht1O7&9_$$)3O8}9=1^r>pRdZeKp zm~S8q5>xlG&ZxvoYvYaC+Dl7Zc0VP=N)JI&yWaT|+})wccHXtUsi)_9-UgL0JUk2l zR5N=IXn*vd>1#T4b7#uJg7+FU#!OD=P3-WurJqNyTI; znn_^Sh6!8!+CzUOsV!xAu=BZnv>ny2!4Sr~)32*uIgMGE;1Z_f`!AX%A`EpwI|pfm zEQ+m6=;(cQGBb|8CS$Wo5^ZGDfm7+Vbg~xfkG;T zl_Q*(U*$_19L#vr`K&O^&k;XEHgk>!Uq5IRe9Z-4Pj6bzHvrfJmg68mTukW-o7qq~ zbYefvyIYu^nfZjcg6^;__q$Xn=o0DC#nY-7Pq4O}XUdy~5&cs$HRD?py-%sWB&rB- zH&akiY}M+bnX|OTvl!ECXz;{2H31##r?mz}e!Yj>Y|nVi+>JOV#z)Nh#5dcan*oP& zj0F8BQ>TCpXe@SxnUtlSi<9h*3~{WedP0O%&zF0GRu#y0>UvU3M-YDpjCTRdyB~vW z%I74~P%N3MxypZjXLA-ZlkIkcU>2T>H{JpXNFl*m0s-=q;Jz-ayaom<7MPe4ubv?{ zO9C>4SAEKR^(;kU^I(s0=e8)<_;U?WKDu~lu;bTU`C(RD_-Zxixq#RR(^J*FhfEdM z0?L3cs+Z!)57R=}8GL7VQUv*TvoXKTTltWYQe5iNFN#SgCAxVlLZ)r0_L-a;7sXwSrZQZJ1?oWo9lI zu(Lbh6>CQ#JfS2Q!JFwqu>!E2?<;-7RL4aU* z-!1(Po1p2aK-lt`Ol6`QocsNh)>^q=Mjf3l)-bC_7|A!sm%Imc7RdF1TCqeN&3_T< z1$%i8sA6i)+}5Kh2Vn=#A@2aX-Qvq?&5DFgFj#29PC7|Na|x`p9w8+rf0v+OQ%gm5 zB+-KT&*EK>ref-6gV-lvr;?1! z0%=v)P+Xs!EJgWP6giTktAp1QX!Rqfem1UVVPlj|eC(T}@($)Zv5ZP%xwgOw%hJ_J z)h|lDXrUnpaAX6GNDoTYgC@FhRm}HTTN`Uucm8uzv$XS$&}j!0wkPkBpq(rIqwVsC zFgpx?fz>2Jw?(lHaizP7kL47mw`ZLDUnPfs1*=)7W*~#E(w_K%#g|;}t~r$H2I{L|$aRpd5IzgY&1C^x^JvD(8qQB7( zY_2msyGDI9%(B2-1^}BwLRJhZ?(tjy=c@%xUu4j*KKHLoZi)3ILyz}W&UC8pouFgv zisq7&f{59{4kfTUZt#%q+`MMi1R=-2+_;H87lp{jd9r;k4I ziv*Q4NUtxsXVA&?V2j|}KC`rW*Hh=P>L^R7^ijc#AnG1-tgJK)I|XaosVGY^N4A4? z;6;mdtAOGXNE6qbq5MYzu~j8{z^1-bQWyQ1aGkK`-3@8ERx+wthaHBt38j5JJxO+ zwVY7peQj8~PT4KkmJqBeiqqZUfoU~OhVPc?HVJ0bCQ6rIk9DE(66=|SAIqJ|p$-jK zE3ZPq&8NU6$5X&IwOifj=2ow-8fhVYoF@xx%ykW*fwj49=Lya}3sRysRgBdeFh;;^ zb8RsgQ9r-PPczFXlln9Wa!Vb*2`l&X}l~+83ja@`a(%@%A5tVbuf}c zh?eOeydvkpKT5t-tK4R&W z&~AdR=02G_z&h}Au^UY7@N)<-QYG*SDztE=PDrA77^$# zOId|GmV3-hGh{M&#{AFjHIZxCPL$ADhO$J}ZG{xurCwj^3#m8M#l#5w(BQPmRcUxOygUUBVOCijCo(ZB#ZWJ~ z?8zZ-WA>h)NMNoIKazcpVqVSoRT!^5+$_+gAInDcWG4|8S9^yW)Ri<*bJKld{l_fp zmZCW&it0hj(NPGgTki`qGwNKUs|B-}NJ zwiAHvyihz&Y_?-ZY?|->V{*JZfMcHHavKJH4a#VKMDQi>M38tYLs9ubWeQ9sM; zWv|`BUlVL12zF(F9syU|_#0abf~KNo3^(EkDL|Pr^C)>D6~&sKYRZL~*`af1!|IX-ue%>4A?Ko(St08X0%NL zoUq+7sEZO&Itbf|V7bE1QaHU0{ta(){!_pRCS>vmGKd-uid#uqoV*CTpdZ&(=qrOQ zp4V==2Q4q;D!#GXSlXtK+vZCPy@pO5t9|8Gw&-D3l`uXSXcxF{l^_HlIFL@sNkv3p zgM^t^Fs&=f)YE|d(M+1{8kgOcrtUy2gLAqqaeY|oL~zmfQYJPUTVG9J6{6eM`}EBM zmc(D{!7I}%MSoJtt1}vbViuyp8LS~uENi5qmgp-}byvBtidZz6U%fH5n5K9>h|zL% z5r2PtdakH{qNL>mw(H}T&7|gGhLZxJ9654=2_w;gU*DLDYaoy^=??6af-dqB+`l>3 zKc_#Kk>WAv$02f4_u)OL);jqvM4{DzsDD-lImW8vuLA*k>OtycF5#h`;1)DD)C+$> zmFHGv^v9M6TNIaVOUc8KKM`{0q=Z4y7B297cm@byHA``7JJ+(p(NS*cDLadB~QG%bD?0Wx$9=+*-;B?@y1 zq~4BBP5>BWkOodC?;~cO_i;}bp(;8G@n2_)4(`F1=Y#W2f?Q^Pb<7-lE$tJ!KAN(M z^@qw-Z?uC`rPAK=q`5GCT!>-r8t+vDu6=UjTvb4{Z55}`9zW2ZQl2m*0eI1+`iD4jDRSCsKXutqt<&Jr!T2D+F<> zQwE&;KJkA=b%C}EfIDMlb_i}vdL@)JG(HJWzdN}S2nsiNj?O(K;)+DcfK%XWzYB=J zMDu~fsjRiMjj2a(wrQo1SCz8)-nFpDc^?61x#VuAuHoP;j763%?u$2(g~KY5pfDy?3wV8`1M$ z@j3AI0kWu!I=*$8$jX(f`G`gZJH#?7l7}L9jv{z==(gCMmBj>!6q*UijL+bLqGNVW zi4GYiUfs*QoO?H|A}$~HF+h$2U&Ga`@d>=QH2l(&#KMyEgjwrE*Fd&oCOadEn93{2nO3cZ#W7q5%L4+#` ztfz+A=zv>)O2{Duexui!8kEt+A89Og}ZEU~WY`1}Se;}oy?hltk> z5O=Wtt37o&RbF!vRNgJKY$0i19emAeHjv2<&F?~~dpVoD*%-@pBJ8)%k-#9owinVz z<*G=f#{HQ48*|JQO^nNfnm==`S7rz8b@1S%Yw=9T z4H>gf%e^ilE=8+WeDK(~ri+G!*(uzqsp?I>izxSD)N6itmG*eW1SeRoo$45RbA($1 zw2E6`YXW?DIOZ&~R}~AAS6>`=LQK_WDcgDySGCv@jV}7jMA1hFPvflaz?DW4akNmD zq^QW4Q-EJTflcL>;6hCJAaiyu6D(g1w2efEK8~3y{h<29?*x<>saMt&5@J|6M!#Yp zhfM3;o)%sC7`ORmh`RHLn^VKWU)!AG{T?MYfw&}T_5|;6iOp>${+KN!;>&(`30GqF~OC zKy0UH$cG%mCRNu2j1PWo^Q(d5YJwNN8D{T&Ww8U*0eN46y@rg>{1BuCe$A(}{1lgo)M-TxjJy*bo(UW3B=(8>|b zw5pi)T*d_JQN7^rDZhsP#}9WySQ(&>?4o5+2C7ux>5$)p?k$Ye@Rno-=>34L25Ew; zVLuXSZ)H6Xa%UIXlag*pi2${B;qn3+9wqz%&?*pZ{i>BBIm`+|KS)cEr3K%mf?lQ1&V=o2ga! zei!1EF5V)T?hV7i2;7$~gA$iah0>Ye05&BTecE=tW@AmJboCFtjIYmw%-> z96CNb?iOfsK16Qy`dG*$*vOZiv=Zh5^_M#Y_#V5wo8)2_;?qWeW^QO`NKDvW?W0x% zj;#tCs&!sHORIA0?{&^jX51Qu@{fO&q?rHt3 z{L14*C&b-J!?ZLwvZ14D#$bPT&3gNZ$f@>}z|qO5z!FLda9vO>WNog=o6xns3J)6G z%jpHyb|I^QP!XFgO3?=sO8aj@aN6Pn>{I6Xi8@!0wA7GWH50v|ZWq1aqI0@V#gY>F z&W1E_C%)C|o;^r946XMl0SG&Y*5cs~nsna?8L!htGmijpTC3$-rttLP!22L%g2)bb z+W$m$4EGb%7S)oWndUi&GCqP=cG{^`yjmOG8YqHS)x@w*Napf_808j{Fdi^5vP{Lj z$;(L__ohEVy}DTp{nVbEZ4j0eFcRL_%en}DgSGT$a|s=M;yUA~*mHssNBY@(YPlyV z-SZAC_qFCP^ zZW5+fkp}4FcIx&{FX>Y7^3`UXhC<8QW5v`!GEZXYWK!zFTYKtk0q}R;to5vif%3b* zJOBsOPBUrS@>MU-;4h{fv%v;VHCiJjR}K2fe(p3ihMreZttSB5J_eU|Q|Z}PBQCTG zk4m7;c-zyQzn)kmR5i)1^dEoMoqaY;_+-^)SfrkHS!_TX_{EeLcXt>o=Iu8?~ z^SEr?G(|mRlp5&uur8ZMK&xe<`}CvHCBv+ESQIsg^&C4c%G4ZH8CW0OR`!)VS2M3n zjt=m+nQU^3LPDH16d%`DuZIXBp-`Lkfop)*%)orDofwMbBlTS?>~9 znmX#|{x%65qjAOIyWPOuBcfg9BuUV)F)hfMDpTr;sUWGt4><+i8vokcE72XNWoBXm z5-P(WIrQYZD8EINHz30w=X(B;q0e!5wvEq*v+`T%E0 z%7eZH8W|MwPXY9fU!8n<#|h81#>xI_mKcAnjkfV&LI1J}fu%UHF=8#Zu`xWZh;B2T z;0&VR)ADDSW7}Oj)~C+mR8u@df4p<4;tdXG?$Zxc_VLY zk+**N0$lESM6bqzyi+Sux?&}&f3g)J-0135tXwdm=#nsLGHjC} z#{*80J;AY2gk@s{0L62HS-x``Qf1rG)(ot((*iqQIt7otPOADiXUwfeT^2ZsjWMD= zfmB6Y0>whQxTZrt5N{h=LU7I?VV6qB(a|<5K)RVyH~{p7Q80Yoe}zIdpNkQYctNMx zrY*>X5_!m=pg+3_+!l}O$adqj0G5>jR0$)0$f#y8k0?tKo`$jr6@wxu9zbUcst3h) zSH{Bli&6Sk;0PTDP6eE*w$yv1jrlAZzm}ecrhz0Q$~0{?dEBg!T+M%Nk&FtW<|OLk z-$tLaBo(F-pd0C;78KgGWvVfCv3g$`lG zg-a-`FG1S}=q_bzvJ`Yp_e&7GUN+=M>CvQKE(YEQQM20DmYi8LUfS_z_ger;eQ+~) z%-Sh*L`t+wiN~sx33o&|9GD~AQ(uc;v{A@j_hC!ZXBXpT0wkv_|L_>X74P8ql zu1qs$ZQD0Cz?>|SwRp|#M`F10e+@I13 z7j#e`03SKm8NmbHDQ%(>skUpq4Ib2c*~v2H^Vv*|z?rU7wrfT3z}n<8vCZ;#V9tyj zSiPK(0BWv?926H!1%>Rqq4~WMm#z?wpiw8(Ct$etV*!&)|4=5iyjxwF zu|6FZ9m2g!&PlF8(@U-vuKd`>h|TeprSvBjUnqaSp=S^-=o_~>8{9AyO>QmEH_RxxoZwba`%cU`b$(iKzkGO(vD?`i-7A_qvEd zLyr~CZoz#u*ScRU&mH3~O)f8NeefJq;ycZDD%z~Rg$C11C22A;-Tt1O(Qk<+*Ao1c z5#c&`VT=4XP_mZO+_cW3+{iMxSKr)%&(j7s8ZklK;k(4->Z0J$0Vbtrs<)X%WCr%M zWri;0kJ>&iHIu3A*g>y8&+MJRs+uU|#F+7}WM>ij0#D@{gDI$4{@r?tTz#~B=JWi{ zK$?Zb|1A=YIv)b_hi6K1N5cBCo#z;2Ggln`Hro`E|p$(Ko``}kennb{dy-w zQpL4w3lr?}1URD3+b?nc{6)KNGtCj0O$HoWN;Jny1G^#B5LQzv+yVzrMcY+=%@c07 zt>!%9I1M*-%zY}j{;x3l;))v>FPM!xsS5RV!lYxZX9uWCmA0jn$w<9?sWo>~a zb7Q5(X`%dx9L&0uD7t9!4FDEo>iIdfSFu|_XsiN90nPDta3pcyd_ck96!$WNR=XqS zELkLp*VXsov}?bo%WQ5YQF)tHJN+C6D_4xLgHBz~5>|}#!J7&>m8JFVC9Gv82=J5w z3%N2dS&dqOS25n+CCZq{V`@p5poTj@8Mb~M?*yf>Q7`e?Zg4v^(7zMg9jvfuLDO6# z%Yd||RZEk+gC4rvo?+`j1SMtmlq5EqA@GBRUsxfpLh$s6Cc8XQNH4e>Oi$A&zJF(Y ziapCZCFW}z+()2WC)%FF$ivX>HbU?ePnw#^lx^TTDcM#CAaezK`}nLdJB=&q74m+7 zwOFHNKbn(<;oA$!JPXi5DyTu(ap$Ybp0MaS^`aOzm*}@r^z7_@^Jwam^0E#b zT-$E-(G0c}+p$%Nmo3)KYsP{YcbX`|1q#QNzM@-J?yiQ&Ku!u8x!{3QJz;$MGOdVc zR?Y2_z>N5b=JaFCYA)(zV{^zWc{`mH?I_605}?>dlf2)t#AcUv!yYx{e zQvJ`>Kk(>`aKh0{Gf;<^RGy?%@(YcbYCePQ3PhthO@@3;-8032ZJk1!LAF9!g8y}< z+Pajk&pf{#%b6r5(c9#NsoWLpQvY48%9O6S$6Pf(g@4_nOy!!aBBx1<*DW+T^yl=l zQ0i(ETjQ=9W;CvW67M?Mb;{G@{9uAo;0;3}?Yx&CR;_R~w+wi#fDL^aO`nnC((}F( zeKlGWDh9xH<<}XiVtDQPgz>WTn)raLGM6ClPXnhA;@D=*1{N0 z_o;aLU>tZLkD+07I0+pcF7wEV)>CrP0VUx6?NmcCB}rLvV*q%s z=CP-K0@aFO%HrK(DU0MZ*s?hj{oUHVGF!;>j}@rPIA{ikCdGJ8wqyUv=hEdS6cM~H z^jt3u|7Dap5iikUM=1zkP}TqX$HV8Xc8j+2Xqb)LGsF%Ga%`_%NHDM`)!tZ|9p{xY ze63o)D#0)gd-WLZB$6`^O{kF=`5+b!YQsUxlopy|fy3h8;4Vu91_)NL7UU&5Yd7;; z<8ZyC*I$`i0VB^&Nb_yJm<50OSuVOA5ivHF$V{1Zvn~P$%*{0IJi#xJL3ZRb(%=IL z^oDv-uYu*)#&9%w7w#kd-sl;SiVx89?9PAuN={PlSo?8A;9KdF3GjruB$UQ%Z?-Ym zaEmytx!x5dX91;^DJokCPK?chvdR_EL*xu@7%)c6$dC+_ zQ&DWP`n@cHS;2i-rZokAt7Balnh6^f{8koLbY?W%9rU~S2rg)^gPYGygX&sMG~?M} zRvxFCsqTzx%6*Ov4dQ;<4s2+M{o|2^TMl1I3q7_<&u+V$<8dQ8CaeAQQU$!h%c&7Xxb9(K7$!NkMy8>G z6ek&9H$Klql)6$f{$!4;FP`mQ(!Ks9CZrXOhq{J(Pcd2mOX_&j-07V@W@ z&8&9b(t+CEkfpEY%(cb!QuG9nwSXyO3EnX>kqH_|E~B$pX02oe-mpbSKnVf60dBT9 zKV&6AXGqG*93?knV3W5Ez&vhf|C5)ZrdHQ5zN1?SSoed+;w)Y%@o41G&mDn85E16m z1fdFKq%9j9F#m5Zyh_oTBjK%JdAbEy=lu=MpOKzXqC>wzt^=gb0Z`RSz7tvS`HN&a zWX}Q%Ce7=IYIT15sS=Z%0?ig0Yg)}`o#jPY``oWJ$|~M0CJwXSXf`b0(RBnpH%Xvo z31}xHyiY$c-bwMHl<-4vmE$qu*Qu$J)BLvZe9#{v=~>}mMss(z6VyvSeE0w=s!2xz zK;;SWs;Mz}8-w8ZFBEis@H~hiCtFxO&%ULp-?xdYz#nNa!~B?O*dW5BSyql|sVfTr z_LPMQsn2B$v+9J}>EE7$xqQ zYb1xxkJX*xyp~l4HVNT8^6j@w%kn!G<*TDUdZoB7q@+U1Vdd6mIhcUVsB;%B3B71n zy>5YMI=pwqe%68FBcd2?cUfm7)6-AEEq8*_nQ= zbI%fD&G8(eel<7awN-T-y`&WSx~-`MdXcpArAMg=jv*pXm`hlduRP|Tqc+psF0WW} z$6?vjxk7Ftup3+!fLntCyK3jmm&1O|Du5j(niBO2W-d>A*QUA)NT0QZ+TfuJ`d*>) zX@rFhg`fUvx);O|#kFRjaW1igsqsm4w}4^+l0Gs$*y6JoyGOcrDdlPR@zCd92eQ>n z505FGs+v0x=jU=uqAh<}#MebmdF;|vxwtpeu?MC{`}V20pN=G7GcO%dpi%$Cb0j@) zRihP2&-X%yd|FC)nORpSzlDAGcvR{+^>ZzOAE&HBs`Do@Pf?tJYH9@vk;h8h+fRn)h{)t0_AJodip18U;T2^W=_)RG`p3tz- zG++$<84H$OIlZJ5Mt7ryDY^uaxXvZ+}Pq`mGkd23{(0Rj3O0HoyjKz zHt2cF2ET6444#*%xswh1*9>`ulHDO|#TMi?dWan?EBg26f?b)8fA{*tg=+`J!n6&S z*Y2JuDrUtfyj6YdEGEV|a6=JyC@^y4ozjXtSltEK#r_HTW5{7Oq}BSh(f{UW;AsU^6I~K^vmcKO4zKxL4S24)@6k!tO?j6jD zk2&sg=DNmy*KTV>bI{%TA?s z1Tz=-46_2tK$h+G5*V)zS z1LvLU{GqdFpkjQB~c=2s@d&txG50y z%S!xy`_QjRFB40?J6!h8%0Kg0w`A{=$l8=kuUA5+N1Y6AYThjJaCo?~^7))0qI!-L z;%*||Rj!wG)O)++8X~UqG?Dt}#?G$ay>$Jcb%_dYg~Z*+P>#J%qh~Hb@w54F^zEjV zda9sPF5TZq0=M4YAcI)rFiS%IkuFjcwr@D+Na>6v&kjAYc-C z3IcHeP{aEqmBL|FbqHgzR8flGU{B;P&D8YQ|7TLw0#k>b<@KPYgQt47QCc9KiloI@ zWzc3P;NJB7vqbCX_scwcvyGwlK|#&Ht^eQX4D$35Mfso-1~$~$owJMybiYH7owI{X z9q|bKDFmQ}g#K+MGk9MTJdd&ZqfC4w+C!N?I#W&N{QDz(#y3xcvLC&r-a#Cpof!T= z9Nuh8x=hLHPccB+@2Op)v?&I*$Zw%Jk9K~UNekt}11Ko#q<`J-x95D608N0#}^^bb0;M5lPRCt)1IsR+Gc*$o{LC00t_;WHZ~J?q&JPSnZ_Sva+_} zO6%xyrTp8I{burrs&|#55DsEEF{L6BoII?a_&v@YXnYEE>qi_)ih$LGPD{}Eoftle zIq~LSIh-~V7Em1_WA3-urM(^}%R>H0t^G%qVjzn}!AlXK->GL=5f&@$8XKgJ4u0+T z*&0p}laI3IYyG#xX}r#iQX@rBC-V|(SlXO7SnEmKIU&wabhyO?g(%P-^%uT7{ z8(0N$Z2k}T?&8V$SZvitTNAs0c@PKf+O-5X-K!sOLgx1b{9_$@2GGvMD0k4}1V9qw zFK3QA0R=(g56V)~TYfG&cst~B{y)R`fXORxH-~|I-aN;%OzZ#oZ=p~88qaO659AXX zG(Y@%oMsvP|Naj^tE__udA3mmgk?(n=O=bN@hd+Ta_^f5xEL51{ua(=kju);-($XY zjkND@VkQ$pW(NwuzcGg@dtoV8Q)yV9?~ACY<|-45;pWvZ z4m34K*=`K4QXxf?`^%O?iSe6S(JmWE&u8CBL}nEnDG2KaO~wGseZ5<-1`jsw&;Pif z`EjNzI$=8)(1|of`!Mvy8T|3{yUxE=@J>e!QF-?WO0)s=yOGWvT6)@*I=<4TrCk6> zIP)0S958~}E5kr3M*4ZkrbYN&jrT{OT4d! zN3m4u>r))O_w)linNVN+{twb_$-yV4E6>*Rv-~|F5|!5O_l~vQEufcL7z zH|=vuG$JBmBE2-Q6ZH4@sWeM>OTD;z!ZKT2Emr5tZdXm!!b%i)C@12VYYwD|df{6fA^ejQexcc7y4 zMe673w#v07{nk`fcJ@SblXSO(7v1U;CPSy*>rza@oy=D{;>kVKPZoUVJ@tCay%V=^ z1e&~q!UrXfDkx!&N+8EORctlQoJAJN7Tn0U5w(d(vO15B5dQUnAN8kgRo>NAH>saC z)<8OUh-71ntG;>!O^N5^oigAF9`(};If1U)KB%jngE>1q^0r<@#o0ZTlywmH)z`U0 zUPP)K98n)ln6UN2#<-KehjjcSwDB1yYLl~9=HgtE((h0F3ZVDGS}RYqo!0AiDsGA; zBrH13TD77B+7J(q@pkD(%0x`an}o7Q&OlXT>sLZD79-YONSVq-=R{IlGk*AYw4Ne# z*CZEIBKXJw&2)_1XQRf&FBPzcSSe>bgBtB3EzBI<`EAf%;x~xLJv*NX5MvOD0dm-z zHmB^`vkz}XdK6rJqbq@YeC+B~Qg383gL>+9-CoI>Eja0LzgP($tMyMs5&nO2mp%Nc$DyXppe_A z^(T^=?N)G2`cTo#n~9JL>GMUtVEZ#zmdHf$-Z1$~xAu|$fRGxi$6A3a!kcc*c>SdD zyLCV1{x|>rZ7<_wt{l~K@yBOARr%h!t1@QnXoI{;{*}be^1sWIMsH>@lo-F>8HMt= z2h2;WK7Pv0kCNWx4gg$?G|=ZaFfcGbKmXKVH3|3SP}~un=tvRCF@u+*SvPZ=3NnOt z$GD<+BCkA=_MSn{O?(T({c2C^|B*%Yb4;XDYgOTJuetig#RDf^=9EPid>fx`fWJg)7T?T_N;Ua6ke(-G3cZI(Ko3fAT4rGOywzMLiKd;K(vDAR0 z#_M?$;qdA~e+nLz0WZI}Elsq6Hpvf6HAr2P_h0&P2hBl~U(ky!k;b*-j%V*!-8<@_ zZD>4k_phT`$NF~Ux$bRK6e(C zR4}XQjC_cs{sPF`?*h&|vc~trNPBySz#mUsj={&-@lQ<4`ayjwM)JTOf_@m*P5oY}DNO5lM5VGqr(dG4`Ji9LJi)cj0s@yW?p6BFH< zQL!_K?>;Uo3P=9bKGfj{E8rQK$aP$MGVDj;*BFT> zNwsH)gNe$SVnUK|cTZ>MMw1f9cg(m*lM&-riBVy*Hv{e@7zTrf*~-361ep{m7sU+x zIB~+(&w*x-JT?0ZqYB*ZMYG^sofj;j_WQ~u|7$irfP_C8>SYUPK{U`?{Axi9DPTD` z3x($BOI^8f)pbw3Zs6jF_<+l~yX8CLe4Dbf3uuGlZ?`>585FxIW1X_+ONGxTyt=w{ zH|P-uoQ=@7380BG@6r0R;VIedtphc7QHL~7*4MY9UB?2tj>tVc=nd*%_UT)%=3@5Q z?ECZ@s_}H;=1ODJ=us`;Lp*oxRl1>CeEF_*v!d1Y#MspVHh!AcbWQy3$L>le=ov27 zPc_~T6?MX;x&3g>Z-K!k$YXCDu?4Zx=f8osN;iI6in#gfU6j3G4<47R__d|$WolcV zO~tkR7BJ1e8NlE%mRa#=>tlDoP!nX(({$&skP%T-<$$zwd#J_vD_WG_=}JRK5(G2# zuJDFth8ZN!lusH2fpXt3FOT}uR=%4xB>*P)H>C*y0m z=gJ2DI4&W{evK}iMeS*fjeEUcL~>e0M1*qC@b|Zwmwz7zPSD`P;yJ|M{kmq?hW7vN zHCF@}TwQn5UnE`PN4+*yZdp0D02XR4Wxy)Y;{&EY40w%?Qy?FMq2{W1D`Y_4r(+jm ze#Kp*%(3ka*buYfCm*~3^f+g1(tRc_azam&oP_Xw{Cm;lU_Za$*;Un zlhE7ze=St9EGv{27e^@jGK2|%Pg;c?Z#9pk$2Df^qop{q=u6|#}6EpW7R5@ z6wsFY_P@*jglH}i8>*WQEx$P-ud?(pH$zhv`-kUP)dz02z%G^I)4&TS;*g*Vddh&_ zVd0(NJ)kAKhC_|9QAunAe3`d{C_R=+aUmWT+ew;#@6vO$m0&gO;efOT5fEhTjtK+H zc=jW~8mcfVC}RU*ztLX|_MTYFK!;xvI_GiWt5o@0<&cu)osa&$NnQ0=`M zwV3HdiDz*8Yi(K`yhaPvu3z3hcGkt{6JUF1#&sFrb^dry?^}X%hPoJdtMoIP?J249 zrq)IlOTd`CUM9iqYa}o5k*`ly`gSMP8{X?ZF_?5Pm81|wE@KHby59~`O71pGqM&~m z+m~&vUFoB|8%WsPsDQz3E3mDK6^*F*1IkxS0Vto^g$GXz0ge;D$A+Ej$-m$T$vp>O zTo56pXT^8|`iZ%gXz;LAio!#sxFbE4S*B5U^K>xhY*A(l8Rgv-?l8oz|5i(aXJp~BsoSnS*C*qlwL?U4Ugo4M`gPFX}&Q*S5l>Cydd zJ}SRnHdVmP<;j9PN%n@2dh12+uX!H*Q#`K%f9I=TV?144nj~pn6#R`DNPIHeHS=Ig zRf$mEEgKt+gI(|Lfz6VgB~cbQtF+8aNXp8>6-TyCUwo)Cox&im`~{L-@CwvNqm2So zjn=gd2Kx~jGCmg47<;e^?0qYtbjG>ABM8@<4j+xF_}=Uw|n2mWMv&?tKK@RrIqgwA)Q_`Rae5BHcJVTz6#pI z5?1n4+0{6Yth}X^>+S}c5lhy^3}b~;scyon!0occfPy?Hp5ZQD0|N|T66 zNTSTjl=+HCBr_4poOvcJWK0<|lOa>4g(76mT8601jK7>)iKxn8pznh4((yys)RYNeU^U=-R$_(x z6AvKg0A*~hzO$3zx_|wg?-QZ(Q1qXTlfeLno_C%;)}7aB^~m8z=Ljyfsiel;NbQxQ z2!QUg-zgmE3{u%g`KlKMM#K=w%_QW-tBM#$kcqkrx6aaJgE7cPVsk8Qo8>A(1eK%b z7a}FK1NigVVLHJ~;K+Ir^*)9Ouk7WeUup`@1c10*ev{GAF}H>I19)^N{twPGnf?ry z`FEs%PXJy1CmTT9!>YfN2HcGD+Vvc(HAaxDL@+X=2EFaLmUko8cBr?2d@B|5^Cb;e z9gtgGLFDD-=jP@rUxeeSw9f;_9gG^f71Lc88FicC@-w`|NnkQV4B#Oa{6nhw{J{GZ1J;PXRJw4RiZ51K!P4kP*<_pt&jN`^@ zial7t4SxwWL`xMQ7r{lPaLgkm!b#42OdOjJJWe16pmK5adal6UR4$$+H_+GIjh$@c zh8TziRnNyZ{)uHbadoozKU0f-R5PVd-P)%5-+hXM*=T8XCVPQY)B2F3n~4YOr4R41 z-Sh{dJjUIUXtMwaZFGMOz>!&ClMyfNsR;pxMuE1FCK94b4x{mNRU&)baCwD5C3FnQ zoy&MR{;i7$lz94W=2;-A;|wJBCykQ&JOB4^Ua#Fs{s(mc^s<2@-AHBbIs|+$p$2mXWF|!nXZIexhxbSX7par;z8CGB+S2SAb`0Tjd2dNiB{d^U_bDA4D2}npZ!7`t3I`^114La#KL0 zuYl%CR!#svF*T7^n+Khmk`lM^86tOjr-$pjtA&A>45qg>R~cP7R^1c%Lgk6YtROnM z(~jKA(sEio*}~eIYeQSu=ANa1a-!uL7WMX(_&CHgmunS;QkX24e2#63itENELKA>s z^yBX%Joh1H=f#DU(SI+Xzu-R1^PZ=%&}E=naFZ!UEhYa^vW2<1xv443%oSD)Ue;qu z7eiOpdFFR{+{+h?t8%tIgENYbnVPu6zKy zaea9Tbe*1Fd@3CP|6+5Zm8nZJo>?*g)_iNm$}d&L&WK>z0rGMFUST{#FM7~VPwv(C z&JT`$3Zjh_ZDZS~Z+A=X5^VG^zAq;!B*ev2z6-dIW>1(9{Eu%LlwGSE0p-4__?hgE ziA{L-=4G2H8TU-lcIi3AH~gB5E{sxOM zqajjOXd;M`>~B)Bp_icSZ8XTkf>2F2%}lZdApB7fsK|$pW3x1p4PQ8!`g``ZO=$I9 z!V~+T7~_f;e4>&kjf8|sert$n|GAo0o31|P=TJyHGdID*v81y&=_V^HTUryXBerta zW@-5tv=jwn4tT#^j^;7gsdbu^s(xK98NVUQ|5Pq{rA=M`#j@b#WjQZ}BsuQYXb)?#Am2o;m? zx|fq&=kWGvoVJknM4dy;W^Wrupi{>HCJ-;b$g-x;cGJet>?hrdW~?*Su=l*VSjv&^ zILfhnc`9$~B-Y(q;Vf(O9ZEl1hgTz2SKB%1x>;~tL=n60>L-)g?gH5{J}nfo8|5mLRgePNhku1k_PJIjvX z)i@+w?fpidG94RxG>qML5$HHsX3OhhZD{zYtF5q(ObW0W){;kmNsCMAQu}xOny|WZ z$NC~5sNb9H8!YZos{{ll^wvFR=e}UZjVN^dPdW3>TNQGK+yY^IEJtrGF{%*AGC9rW zZqIi%N_x@Pc)S3{t<>GXmoXRVN*~24D2mD@O5T%5juRgdHTh`WE;r}JRRQSw6Gfqi z<{zg7p+1Om^6wgLLDv)TM8^-WJ#m5%!|YG?EzWZ=ox9?Hr}G-zBiA6?A**-Qr*LGO z^+oSOsK&e(<1E`!vrdzj^B5|f$Q(YyJ+vm|E)~>mfWqF)5er+1s{hE6xSMIMaYLE< z6nkuar0$0QvU$5|lu(~{?z{Q+`0(x@w}v^TOZCqhT3%tPdZ%{><+|n~>jRvOr}U-1 zjjRvtWA3tSbR7U#SOAw%dh2(ugQ!?vh=`&YiXQ6ey!wufwC6Hg&7xK;Z^c!}*|KHv z#^pptpe{DL0Al#x8408NlT&?#UXAq}U?}DdyLnG99TOHmV{OCf&1L?_F2^eq{{$;? zyoeif#j|GHe$n_B1(IIn^SONTY^mQbFPKp1FG}xvi37;3OB)tw=ry#~u(MZ4a={v4 zzJ`n3KJ_AkKCDV1QuHcpWjtt0`yk~c+?#XNR3l0Jf_p-lKU};t?tYD?+wNuVOXXf# zX9v8LwMNd@w%+(|`aWFLkKVGWGUkWP_1Cc%)30Ui3nL{pwcp~K`w2w*wNKsz6o*~$ z{8n@l@Po0e(*{{`z^0h8d;S5ozOIi$7uYFgtR`n{t!>hXlWC>ZAEx?8d5W)PS+@8t z+ukM#+Hfy+w8LiRCg$;7*MDE>yqhT(i9f6xc)mEFhH){A+hsQ%p2cUns9Tt0kG9Uv=)hlW21c5|0xC5>PEQIekSwz=vQ>( zOPRdTq-$48&udssi_@Z>2U6M@_H|wKuMR+7#LNg)UU4O>AEl9Q{q^_`?*SxpNZi@e zRuWyVeE(?_nrgfKS(bIUWogi_xWTNftfiAr#zMZ&c;o3Sxi~imi@x_Hkk_oTsjj-W zAGWnwI8`BMz~IrQce-~WZFdltEHU!#F03FbH53J|bKQWDybeU{NknvaQ(2;CZKKhlM?qLRG61xcynKA4&sc42 z=!H%@^zl^n-sIL{^G$iCbEKmWH%)J50fG^;=6?Oot@|Ut8cmtTDBpa3B5hX$G^P|e z4z{t0yK;IzYpQqFf8M6|F~Wx5RN|GJoLD|0Renf1Xg(Q3eSVGv&_jv*G~7BoJUpO6 zDA0S1eHcma4WI>l?|1eck)88}1#d8FgTYXBR76O~?Dy$XdevqMIem09tuAfuK%z@HU0|;r`mDDTY)}8HS536e;&1@LiJ#f(Y9@V|K%OmA2fhb@g&j6mM zW{9#@zKlGdJgTH%_3na)5%%p@36emD$AKC0mNwxZhnozwmaulWC(bX_FAEdWYlPf( zRuLd5kFG-g5Dv$ z*MxYs4-J>UhiEa82o+`rc*rojtxbk`4tn0UEmq&FdWRk3dvp&VKu1__uzKu9i2XQb zz#w(>LA1(LO!x6rJU7;0u~K+SN~B2Hx70viIGnda1J4<%xVdEL*Q6gc*4Ee8cezX8 zqS2eXz-KX&;J2&cb#tjDL-EhD>=*Y5M=kreoa|NCml#A<6BI^DM_IBW2Xj|Q#zKaD z?G!whf>Y^%kEn`$XE_Yq`O@{#bhR63Vu`$Xsj@>hU6KOFMY6A^7 zwEaelXv+eJOA~dfW9ThLNGHZ0;{*s*JgN!_ou+iBiksrYU$^6E<-EDr^K{%R#{{)6GS_;j~&PWYSU~$YAW~0x2p)j>VcpuC%0~{BCsW>zU*GmFg{{BsA6} zRfy0|Sq=;U+&@Inep8HW~*!O|APWK)ZBX z8D8ct^qN$Z^%mxF>J@^puR2+><15E-mw(1eQ_ZV}x_WIz%!z7PPXGu*}A2 z-F)pG2vP+x*}UTYEJd%XRD0i{;@fyom1xHUp3YIwe=03Y4zF7ZQnaeps z&=Y!fXH2f5VjboCQd0Ohum??B=?j)UhpNh3%=w`w*TZjk&xPke#&n+iuR0CXIYDeAVK z7VuUQDY^hj3LdEdzh%noFz-7oEHk^$iG-WSm+o*F?)p^v?&A6H2(l+8cf?oqUeBg%s`cO(*~S zOE$|SrIt7;mOF#&l{gNIN3+g!j`5b>g%9ObCI#K~_5Wc`AJNFW<@arLbFW%55Vksz zJmD7euM@asNYQn&o8CS%b`Naf->6k5B~we`iWf%nep&fbH$^qM3wy)< z>Sc#DcPYB`Ypx1&E1v309v4wNu}Y@rPh%M*%j)tT^=A8TM;#S_kb<1^b_&pK%=2Pr%+TSOkhpk(TnV{D-krgVcExh0152)8lKwx!!l!4I7=6)k4@Qhz z$G1zbFMR%-ts~YPuJ>{4_3UyLZPDGS2~SS%9&aT!w|YBb%_5XS{ari4(-=of%jQll zJVSb*s(8~T8&mgotjR2GK5#YbrpI?IIX<&U1YKQJahUjusRL2Gbz8yLkkj$apPwha;IOl6p}F(*iACp)ZQoYfz_$RQFm568g{ek>gL(`J=+MV7E;V+kmfFSAA($^Y+TQ zit79iht(Oq(3)?mJ8U%GFFoA036NWLzk=P!`otjt%)c!kTZbJSVqc%=+nKE*w5pDLutC4#>0xFv|og-j?e zt)pjn+hFgt9pXo)^2Qh6vnHs`Ir)Sazv??ZXe)xH<-e;^!`&MnK5V$R+-?tT!#5-c z4?zvTzuT8cv6THTqCh6-rHKLjMlhNF{M7#Q`Dn+lFoc!e$<{3R^A#xQflRmsw*e-8 z&s?qdi7j2Png6Wmq4y>v6?cWf?Q^V>)#{LIx#+H%=DMhU>KTl4Ru}agdf^mIIx<c;qLtGg`< zZY&k=4TQN?DQCA^3z&xpa0LE~zY)2FE`j~t-{0HY3!6msVO-)MSgh7Lfx`0EZm-Yr zsy-Lc+1J+RaJfEMI}D|yrs~L#6#Y4Kp{|UTkgkynJy%s`JxpvR^^(5g|GrZ{ZP)Wa z#{Zodqhq>j-87z6*nytTGW#3uWfvTW;eKP9l3+SnZZoNSv3BOoq)6;{zn*0AUpahxT2F+Wu=LA1`)z^5rhLA0Gr}tfp<>tCyey94au4EEeWt|vpo%1G8 z8Dq7|NIl_#SBr{@3bu)Q64vw~MfZjhQPskrf#Yezlnk0oSnke-HVmpo3SN%ZZXN2E9f*L$Gtzt1jt-pfnCP9@>Rc$aD2aFWMVo&arp?DiRYn+n zN&PGNr|h(k?~<7RH_P;Vsqs1HX%8D7Fg)=5@s}F{JDephcA3*&Jh>L0uKfGsU@T91 zk6cm$Ga3$J{}eIfq?$P5Fj*V9JkOdC#G{*ZimWAbgIUOYK<{KPZCg*IyJRB-1ya?B zeIY=!a`h--w0lXtZz4@C(UNwo{T>b19#4C`FxswNHP&5X^QMgkD+2}axu14^$C0En zWTO%6b3;5+m6XFnsG)_gg*^BwZvB2*d@iVmpY$@~CX;+A-OKJ^9Yo+mE>>|)j*KSV0RH7;!h&LkV%1#xda#eGp{zD?gZci zMdgSWrdFsCtMVxvJNsE??>?7Fj*I1~GSR|=w9b>6m)MQo%#L5Nuq&@kJ7ehp$2`wW z6s@cm_5FRGR$@H*hNUX#YD2B&>iG6<^>*6aG0mBJt(&6Ur*VqB4%5Y4GtND0 zc9q=JicY|kfTrx)v08~#1a@}4r7uZ+x!C5M__ zjJt)+AL$JlV!UJ^UAFZ*%RrqO@;7@7oroa(vbRd@=Wxeow!ez3ii!h=ZOc;mhgusB zMep;EAHks|(!wL=#NG*_5{$nLq-sl65W|>^ecx?*O*t^8IJ%~XmRF_)&fY$CEAc9j zgRMCO9=U@v{k3bG_rB+93$E7B_qTh|Og^gw9;`^!8-8-JhwZ02mjp|OWXn}fGT>BIRofz12s7GO4I)}=nN=t2l0Y1oDL+y}z{MRb38JiQ1 z*q@Hi2XJ>ctlqF(jCJWhZ=?HQuHvr&z0d4LOrB_r#&p*QxV;z|lK+@Zl_iuF{8RX0 z%FF}vQsUOS{tCUMQn*Nxyqr42aa#|7b4H58EyX*CYXY7Vc;qV2aJ2RcuT)89nOSlH6t7v}HNrNmq1+kugEEDZIJq zzN)ohozPAytFpq}Vc7}8JHbg`6k717s-KF>vWk(Mc3=FyiW%;0@jH-NLnAO7+iG-JH(h`_=sc&g=H@a-4AmS9z0!lC|6O{6}M&Ra*1s-PT^kG_O$F`2Oz% zHXG9o{LXF0=S`lLK;o?AJztBsK?A*mx%vCLv5uHasi8qa$8NK$2E#MG>{-gGa7rnj1LH`Nq|gtJ`D1o;;Q@U1tkZQj?# z@DhKW!o zJ?V(u#nYDEd1v)tD!t!*-)p0k<{+MWBAGWNKs9E8BPoqVRI_wDmLUlZrAVC-O|y21 zIv?5DgM&rGXg?pmuhdmFetf+2c*Wm zCih-eb}9nS^_WDs_n$lYvY26saf4C7LIsD2;T}8GgE}fGG3ch)uvTyho~<*+VPm_# zOt9w3o!oT4!W;ICN6~LIutPt5`R>-4WS5f+GEd?om8>@JiaXU6t#a{pZ438i-xPII z^~$E5xZ<$qk$#U*+;@DCH^g|-*CO-z`Z%a`T3yM)-m_BaYpIFR`jnK1BDF zxXEZ}d;kl3S)b;dWJ4*Q9c`b9J%N3i`^VjVb?`F7M9>%n@Y~h;X&H|aG-ckwrd3|Q zdOS`~)HfS5-kVJ{Z;3R=`${za*0!v;_dAVdh>a_FK+(MJ;|k|wdbu;NtmU4gnmJG= zdeZ`3H`<$?vM^L%t#fjGMPF61J2IZJvHXHVvO=FNT<~~cog}YHy-JM&;aOGdYcs=* zMmQ}mlB<^BeS7sClJIfRl`8%SENbGC`=7e>P+_i~y8qYd%M52cnHBn%-sO2;Y`Q1M zy@nQA!E*GMvpK|LzM@;3d3z?RU*~px!7KD}cyJ_?KOB|#jlbGKv~(-YMpAA4 zPdkig0M+6tBAmngLHJKHXjw$*1#sZJK40qOv{v>cPAmBox8&~YYG1PCJG5NOyhWkp zIu$Hd;$LP_Wj+pI0K6nu53|Rw8Tj_IgbZFWd7&t?EE(Zmt*)Z->=gD<)qAi%m0Bv~ zg1fPr&v_L`%W^6zg4pkFY$sNbIfhiekpIsEhOlcriRo^p-{9a+tsK$Eyo!fHVjm3~ zd!WOWyIV-J-B0hmnXHg2J1Yg&r6Jt1Fg5VrwA1l#)z1cN# zgk|6OB@SNR?ftL8g=L*84PBJ~#~Yslw#4V{L|f-;ldoA`LY(h2my@YnWJOW%w%NDD z%~lV_Q>Jc4dZ`p$Cft1$-+EJ-pD7(jmsGs{1FON|F4c zrbo)&l3oNkTheMgkhihP%6|mxjfnX5o@cO{MA~x@HVpl`GAAczBlw?9Zc4ZhSe2)< z2AmtibWST-;l1Ce{GM?JO1=Xt5>}O5rUB){hE^lkiMYYf!C7nA+f)Q>rHCp8JvD_7HV@KkNB?}ohz##5Vg{!n)qv8_)cOBpL_H7 zYFS&kK2-B^gYV{xnZx%>eb+^em08`N%4u%mi=O7%*u0(iZZ-6*f&pq69PTBd%u-&` zT$E7NHy%_0SRIgSem>7Y zfq^#+>LT8BPzBHwSu>}XiXq4Ne>ppukXLs^CQ=mLAMWnpH|ZosaJRG>_)@VW8&mZz zbQXS3e5pz&2guOMDPqbJ5+n8MF^6l7Il*C=7jj3kywcRPq zUKp12?8PBZmOO(%Z6*i0Azb~qph_sbo!<6s(Hp}TRAwv77q3!!e@SK57X}xOF(zY0 zr-kD-U$R{4&8Cf&13}-FxDSl7xc#>YCUEMOK&IV=jpN0(Pa(JrANcN=ZyM%yC&=Lh*WPwD6Ch1n;6SB_6 z^d_x$J1U+SMs-@-%2w)ib#s5=OJ_E1m%BUD=lD z>s^AI^)5`D&}nSAaq98syq5~~4)N$?$7&pA$eC?z#^0&lH;=e}=7X(-!;RK6$t0}a zZ)qbQQGfM+O~Lw>_UunH%6rnE^J9*@qW^N;dZ{$<+g;1f=vAwYoiq{U-Juby3}f$% zbuXz6Gp3x%p$YG0U%#StDZ5oho!jn>q8FYyY&Y>IjnH|As`#Ea{&`wUAWH}@d)h0_ zmm#jWtovy1+0rAbc5MH=E)MHSJX3j&t4L$4|83~Q>|?sUS|{{AvcO4j0eiBj)hg>( zD;2xzQ;!SN{o{3n`smJMh6%skQnIHXCcI^LA}u3AvBz8=AtTt|VE@yXjf|;3{T)Yp zD87BjBfMSevF_chTbCQMMjh{7&MEEF{*cC9pO<=~?N4Qe%GrB#VrYk|lyTp6t6N%g zw+HE6-}~SNd^Mtj##*0|#!Y7?AImPtc()wDwOc4Rpx~Psw-l>Un&(?4xBQsL`ci8_ z#S1w&KhsB<4R?=j3}?UpdCz*JXZ%5JjKPu3!GIR31RmR845=5uRgU%sx3DN`q{Gi zE}ieTr7T7!>q0^i6kQlIv=Y{ck2e6M7Kw+yYkxl)Bn-pDp!{i1bc}$3Jw0vy@!sz3 ze6^8Bi>4P%FW1J~9d|-ucyfg{%JNTb`Bj!P8_r)jTQ7>PS7Ay4Om5_rlg}5162BjX z#_K6VX;(cp!+VKq@foyID=;(TC1wnsx(V*AXf-Fg)=c(x$S(ck(MwhIDX#JmzYGvK zl5J{oXk2F&B!afQg20yXOza=)lX}Dxa23w}6&ZyjZ_(3*&tB4R*uIzfU6O0Dl3Dvg z0QKz>7@k@u0D?R`5wN-tJ2$rt}%R$UkXbQ|$MsOJ?Va=QQb0k}^eo7E^> zsMXjsqIOhCbaarSk;Oo{-EHP6x$iM2VJ`j@5c>SDxl36NOmb+`jbSrsm&fk#&{n?i z(qJC%?(SY#DCi;y`uTD_h6vmBzx>q?NB*d-5h|@ILZF1MDEF~?f>-^HxJ?hlkcdgR8>~y z3fcbiMMMfs9YVnd;itzrLfg`){XVh;m6}_D0sNql_fg<>h8ygicb=)m(pm zR5IM%*LS?QtGb4b*$|^l$f|_beLD(lfMf*6x*s~cGU34b5`r2=chLP=cd#6&`&J`$ zmXWxh_q2&vK6Q}HRBx87@^jPD`BZ)9x9KJIF>$08@Wy%z-*W9W8{<13R&Ytv3b@^v z_m?sUuvr8=(~&;djyl_GjX3)LY)gSL8c&tH3c?S&+G4&8`5e-}YGA{pzw`k}7I(So7}h|PgPhcp<+|Ixu*Jham};LNkdTll3w6S$G3!6U=v7JTi%K0w z@%yzz$J7w_3j`tDPvEqbcMLVg<(SK5u;JnmjLj+R=;geVz0&1f(E0I6An}uhyAt#^Ar$QWch7C>asK)tc2p0wC z^n$#M3}$A=;`UL5_KO1vxTqabQ9C>7;%HZOlxh+;p(zl>WN7FIQMA=Vbhq;jM?9W9 zdPD-{Hm`70TjS$~>)q_I;SK`+#>Pe!P+ZFsp8&l~>myp5F^;~zb$5A2x6A;R;CI98 z*C$+)RBk_Pt67wJsa0n8wJQt`&!q&_g3l8vLWT-+lsQiaY;6)yo}7sVwnLqm-!_vCYo>kU`#vN>ae94 zFY$KQmw&FIS8*qdvz9qB-d0nWRzSJUYx<;f5R<2Fxo)q$##s(5KD2OlgnZqt>484t z>G6$pqSo~Zc$@HYf&?dm_l+MzjU@h}vI30WdUdU+%i0}={FIq+>Y9=0T-+aP4gVt6 zG;70rZ)o<&YR{x@(897))ns(swsvVaHN6u$?2l zFJZ^#tTZs!D272n%+*idEUX&e$j@Kp|JeJ-Gda|0MCSc1j;ZhrbFAYNER*2{lD&IO z($H^GYSW){QY78bRUv8R?ZVRA!KAcQn^r#?n*$h?Pu8tpav#QTS6MTht6j*j*woN@ zA(t?`+zwjeLV+5u`U8*6-1>7pV0%nH4(3M^ek@WrUDu7)x=(H~x%jLiV&+>kXsz96tlcC6Ws6;;xuq--@JQ2I5=2QahQYm(&=Mmmb{mq z>b{$4U6Q_g*3^vd485FK_jFlC{=9lam=si_s0xUM?oorpSut z@acQ3OX&tAa^!?3w4HPxT9V@Qt;v#54nMHef5EfRzLsYF#8`f@Q{`-H{)48}L&qm? zNqF1O#Nt>&7-c!RH;>ccM@CB3-6pdNc>%n+eE2!>chqOq-%net_;XCYW_=f#9hk_G zNv?HXt_DT(+}1<&nQqhZas$WDIdYWgQ!hIP?G)z&`3PhV(G1NsB!f||zS738EeK1# zyKz+PPwPa(16S%}tm0o@cuaL2!&&Pq6U-z%#x~hL&U(U4utfE64y8ur61^F*vi2aN z>-KHj-Ny%C>-l4I(++A0k5f>tV!~YUln-pMJv^(?XzCIzwcV>XB=CO)}=O9$8s5F ziRYhXoG|zASyc*uzVND~B((uwHY()_J9+e*z1 z8SyL;y^}byqLbJ+-%V`Q=L2;ELT#e$mAMb4n2&v0yj_$3`0zURj3_!>L&3X4%TVfd zIhj0eJF5KRX@L+mOPgHV=W`m6W9ckdctC26Sf_V7I!03x8QzAmhfCk0&)w8 z79InQ_$+Tk<6FdF<1uQDkEs3{LH*@bR}cB9MMg*4X&krLVL28gQ+ikUWk{Bg>ATEN zJj!+l7p!fT${d@sCecLkZr~fgGN$qdTc_~tW?r5oM8PB<= zX?Y}N#IC0%Iq9Nex72$=TnngWkL%3(n+aRpy#iiWoFSq;lScdXu9is`Z5l2_hb z);BgD%0_f=aBDyP@+JUns>7t7r2ZeGQ`7fwieo5mI)k~t^m$|Dh)no7QEr}iCvFpE zpK4jvY>3VLpq`lZ5WSC5G?{;@YLzd!Hjo0<3#n!l$NX!D*ON=JSi6>vR*96v1M~J( zs~--5<#++zah5?iw6ao!S5|v#TY$JB40nx@`8xQ@G?qa+T^2 zM))trTXy^z8XB^AXt5~soBHXYRP86W>IBvN{QMUCC~`2Q$p7SL{$kXe=-U#deA~5B zqsNY%2}J3BG4d=(6f#n0S7=1JmtE#kfQg;sn&aX4adhT+!ArTeH)iRkqqMSgYJ1Y6 znhA%iOk;g;nMdqR#FbAPsJ3BrTd<=B>z5_}dec&CA#CrB5|-U*a6mN#U8Fl7%Y+|5 zZA_5b(M7by%Z}u=8`){Rdo%Y~*u)jNMfbbfY_kp;?TnO3P?tQ<_j&~G7)CN6Yb$xF zj)Kg@c8bcQMLJ2wDdU|@b=eIw!4i&^Ci4+mx^bzRL5^N-ZrWDf6~gqJA3LDay7z}Z zF76(q;Xeb#WT~fuE!k;2RISkCnC@YTj`0_Dmknev&p1&?ioJrBeDtmI<1sl7A>+9n zaSNw#+CKuT$#s0hx8L-vkMduk>#65Nd3Xrz9F#T+^f@MY>5RX{>f)tU3Q($y>h*>V zvmzxmvnh6J&#%6ev#x{y)A}QJ+wEN4J10eNSo`|=4oiIKxi3U6YlUu)!>^wYFvHr1 znh_%2hjr68vY?RorOZfgpDv*wmJh{b9*gyjC`Vhfd5Vy31*}{8$!9ZFmo6!h=XS(z zH}^X@IE>6a`6;jb?u|Mpt1a53_9JupW%4lFjIS%NAS{vU-ZnZN6AVeI>z>c$XHc3< zJEv8)%D*wa!+a;V*Ye6pHh7O)#VMoBvRvX&S{Go@gDsedu#B29fy2%wyN$X zK)|s4RHJVXGOf^>|Eaw_tUlvg<+*wLHOkD@LpL@M|IWgpmPCfKtg zHJ^24sJNr)XR|drhL&eL11_#_xq@V}PGT*4RwxATIP_mjVZhboOmI*er*(f!YB9C4 zYKf%toqm~3ej}#HPFuawYFw`}5XCZ1JpugCSe^S0Wv2}DcxKx^DKVw)EUm1JK7D7~ z@I?p_zP)v%RIG(Qz#3F+GiiQ24#a_r5%N zcE3^Uga+qM+m5e5i2dmE2+z!_7`0Y+i&YudWZ4kPk>lGRErzC%oo1sNtfggJaA!vG z*=nYSHw2*o=dX{pM;c@r*Uv^pyl1wXa9l07nKrTl>NJZkuudm|TiQ?)l5=f9MGn9GZ=VwVP620>rc&$7{Gej|(3RbMG zft-H^9bH|^`NU#K{B@pSp9hV7n7VT`)AbGA+OucRz_dWt-qu;x{*?dykzTra_>twy z6851>8=77MR)kSI-0=`YtJl|wHP|=h>JM`s@IOh1+s6C@CW<(z^zJAgU%~%#V#26? z47y)iepSA_#btdlh8^7DopY)_@4}Yuw;+^MRCINzZ@q@%CA2RkOsh)-s|h=t83)VM zF^*2kA0GxKBx4`w&z+lI6z`pw7U3&F`F5?2ar!c*lOWQ?!;7M!;Lq_M5_~ryn4L`8 zwZQd2eeA+WWga^UF1QV^_y~TI7-Je4@u?{KSvs=Jx{(fq+;iCux@0`RP*Nn7taNmA zh?BM+_HLeUYI;mNL&WqDo>&PLxq8)SzBkK~k}7`4+sUcK@j15$No#pK^Z3fj%G$@< z>&FdMdPb6ObFh|p5nsTOCS2~9{kr3i)>U=sU3x~w0lMvaU&x-r)w~_gg{EFnj~yQ$ z|9P6Mg4$DVY;2%|J3ZBe1Q~7K+Iq9?Pwn&Q$Y>{U;ndfXeI}_0LNlk|e;Bs3xcJ31 zP1-wVsH`^oM`az%4(E0lxzMz|J{JwWCqK8Ge=&@Rf_HY_CGFUeij$ihA!#_uOi3*; z3JHVr*i4VMOD^IUR;RT)wXY(XdLEO$o7zk+7=y3B&WT7$76~EK#F{(F{&4E+NJZoV zNcZ>Yk+CssSy?uG7Fp{zE@9GEsBeWJri@S(8;F9q(EyA2*yw0V-Rl6z!p~IvbD;r0 zmQJR2kfc|%fRa#EUA?=z`(wFxci^$U0jVcjiNWS#SZy&q135yLeg!bw^_}VfE~6)1 zB44icss}zYhDvHB?%;Iy%8Fywt=^!EJ`}g}{=VDmv7b{S1ZUVuS(y5BnIC`J9BWqk|%6d9G=dS{nHKXy`qqMc4 zB?C_~X?>;hxF??oE_lr&t%9CGnEb+y#iafL5+t4D0R|6i&`lbn_`$SK($M$bJ%9M1 zA~ywEJgcf^e`hi~rQUk0aV=gE9*w49pnAwh+m z!j&R&xvX2CPV*tl1%oka_D)Vzl#~nldGcOYh})Avx)6FmFeaFoA)e|dQ0Dv(p#;Mj z6k1v;5Il#_gQX-PATag2ndglfx&MYvNKAK(*e%~LJPh>o%mt)+%0>b86o##Z+E%1U z?}(_VC|>#F6A;^WCL4Te?cw2JX_=RwFK?X4wEfg62^lpS-+zb2nb5|@>wI2^gfnVa z@Etw$YhKf*f#2N+c$a)+7cdyiv7iHY^be=ldwYA^+Fsi7N_+O~6MQ2*^Eq?+$)%Z4 zIQ^bx?2O1+)q1s7yDkrx!g&HAb|_Eh0D^csI5|Z_7khr58MrG_(ls{^_F6*~E9497 zpXwiK5FnlB`awmwF~4P=Q&Iv=*C|*F(jV+47d`t9_1M#_DaGsl+&GFz%fUUIrI8N1 zDm^vzi}2mdD0Bek&6|Iuq?mp_(pBh5T-PT-r343}ZmMW;Vz5|MWBCbB!isq>?8d9Y zX*039YrUqhLz|2uV4OYjOFJE9j?~jbIMTckpd8(VMsc0kxwtQ9t zAH#cBL|lhdR@@G7C7=;?(m4lQ*4D97E(n?xN7C*DT-zdD&-{t+`GwE;O~|ml2n_*r zvxiOrsY)+kzm?uadmlrjZBtWIVKcy3J5y(~u-GvlY4Ts4H^XbUyPT>>%e=h2rq$CQ zCC2%^^n4UZ2@o(j9Fj(Am;=3SDJOCCc{!}B-8)PanZ>XaXsY*at^gEVl8}%flXXj= zh%`nG^j7WrGvY^(Y)|HN<%!4nwI{n9xdRTo2&;{n9?-g!@O=Pa$IqI<9dMV2_E^xT zU;QLnx%ogXhC;c!Cl)Ru{)HmU>2|QZo}RiBnfZBn92^{c5rH?Ax4ZL}78Y>yt^VY5 z6e_C8;a3DrDG|My?}UEnfU5m5sPD2NvT1HHB&?$L)oS~J8+5&yIc=zzU? z{%;$rlMp}zm7pDtR1lfCFRTI#8bl}&Vj|>105PiW3IBTyLZf?WA7T~(X@y#$En;Sx z7y;kQ0Z31r#5EE#M*a@~=bRYrN7kUm7oZst zhWj%C*mYuV1eu2FsGr1PiRps9IQ0LW(tk;b^1PJ23?@fD+V-Ts4pEfGG1BEI7^>r|_h>4|tKN)c$Rvr9%g%If#Vus}3YlyV&rE&hX$_P>; z`=9#&x#014r-Yn<5YH%fq`IV}L>+J*5dT+~Xv1OWsi>|e66)=dD(%`7}nLL3Jr%B zt`UbM{`k`pC9(IT7Xfdv_hT(U+_L@)X;QvkfMqWRl~5472KZzIsU%7QdC~n}#{>S+ zmiR)*t#puWO3cbs$a&~aMvzQV;toc%cbmoPo!6!ne-X!dK@SII@2A&v?_>B~I-I!Y z_kMVxNoN1IiZlNwzSvas>Q!fVcX3e>VG=>!LJZP(1%CzT#6-dR@9ycL3zzc@vONjy zM!-#T0-}ApS7A+XeSKhte$q8GtXn83H2P6+C!LtjMJh)3?J&aojUPXNyLE3PFca1L zpPOJw6AiqtwKKd3+n%#?f-vhz;fpCh)ibWR-u#2ako+G}9{bk}GEGbx{#)z+f7e{haGO_vo-sBy&e+#8+K^)Z zvyco_$$xjFOaufCS1l*&!I|fUD;z1a_4dX>IPv>E2*iqsilPo9$Q3w8_aQk1S16b< zJ7NfOKkbUErMI^}NaFZfK|Ir|VLTpMkrBwB7gK}hld__02=}fbKeWtEZGHQ4$CJr( z`XpS#_rOjW-F@{GB5#Hw2r?qAF!Y2N0DgkF0m4Md;vpnc2=BF6#DT^_xn$*0=`X}M z{*ekxNl8hV5XJ~*_z1>OjJ~nMJ}Ub%5|x0;1w%GM9tKFUD~7(MPZ4)AlV<@$hDuL} z4@*JJqhlzwOBzuWfUk^5_kXmw%=ixQxkqj&3}r0{K8pgU7_b-eFcf)aXF%@It0aDB zIe>8HCTKB#jzZ`CuP4hX4At14Q)#&jY84SSj@Di6Au)_(`;Utu z4@BL9T>t)n$(ny((i4)U+JAq)423ivz|O=Z;jZ%MaIZMc-@l{-lxHr#{RdtS`|w%& zdB}OcyP!zbI``)Xl}eO!ANHk*4DKt#=~m+Eiwpdn6!d*9ofO%hE2P<_2Lmbh#b$hz z@LGO;|2dz)94g~L?T@q#$>N4j|Mh`jtJuEi;93vJaN7UUSGd^z^8?wV9{=@0S=-++ zqK^_zH0}S6Kz)p~=*YeVr!{nBFmM4|n73v88i8KvoArV7lhz`B#}E52fyD^foR{YZ zT7w_%sQ)4K{Q24QaN%|auAxs80t7pnBnVqC@Cbkt z;$N3Shf7e(B@k@Hg{2wY+}spBx+A?Rfv9vdFsQ+A@bReyYvYhR4&8>khe!B_&-3%vckU$l^&YT}fT2f5M!>Z2 z-6oMfVyC50T~{Y5A~G;GR_Ihm0%8dW2!INL0s;+rVv@y0Lni5w=H_6}N1Z)AoLAI| zgo{Puo2Afh8y@&lCt82N>FP@)Q`=ttS~V!d=a~udEHd4O+X`k zkQDg{s86Y}j<)ki#>B(~V8=#A9xpnQSq!UTWo32b@Zs<5a~BFody^Mvi47M=dK#W? z4g#)3^BU4+g2Q|o0!jI4x*#tAMXd^K4@t=BW+X*{3w_`~rVTj7-~k61bIv5RRxTi@ zc=15gT0Q;MsVMSe2rpYn{XH$1{y&OGkOe?QlH}pz+mU$$Rc?R|6x>b1OZ31cBo?u+ zJUu+BPum_xtUW4&i6D&i9X)^+3SynNM~cd8YnLQ^rR&2kqbU(vd4(hoP>rxQ*BB)^ zo||=2#vB4yupaTfe?R7YDhcXwiVU&1(|725D`1*_&W2FKanRMHsND!9Xggml5EQ7QOvKQ?&QR82636X_`O&aWPt09y3mSG|zsC)Ahyc+eF6>)|L51Fk zv^EU!p-%N+gBr>93^ot_GlQ8G8CAi>6l+}?5kTP?Pg#?$=#s8w&pPTNF+|ugu=@Z} z!tP{Qd);-mAx~t@(R+0~dFBsT^rJG_F)*KZMj>kTo$KqYy-fHi*gthJGJJYsF;}-w)XiL9tPtKNa4@eyDd3X#-UNradF|a})Fhxn2R_(2OOq28#8Et$2 zKCr&3E*0-gW`szO-8C|*;(QD#64&iZnGRd^*)Az`{#6=R(5|Zwy4>ddH@^Hn-DY1Fcad<^0Qm&BoQ^DKXY63k)km5hRzq@=^d*85MNF67wzZ?KjuLg9jMx{w|%67w*k zj70pA_sI9>&zWv^9Iz&JW*-0fv(~eN8ZUmt+6}1p9#z}(IH2)~@r<^h}scC4) z5MW2v_yo~o5X5azZhiO$UVH*i4iU8P_o>McX*Fm}dKN9z_~e50nCt4Nt9!s%G3v1Z z;c^i}EK@nuTaVZOGRPp8cvL!I5F>>U{RFq1$s9e)iyHa?!< z80qQ3aP}-t6JeB{IEd%J5|MidnQj89Y=1pPd~T-ZOSBUS{A-N<@0f1J8}EXy`gc$J z_543{eR({T?fdrhs8o_tQ3)+136+ptT97^4W1XjD$y$u8V-!-!5@oU{TL@)0812YT zjBQZXv5ehdn0e1z&+~kLzxVyVfB1Zqnft!h^E$8NJdX3caRxjM?n!Y?^W05ie*#WB zg7yChOjUcG4T6yL1?ace0Zo7!_RvNJfmHa%*cs%Qx%%NRS=36QP%7f8d|oe>kdw;> z|K}Dbcr*v7f63-*Z9n3%6o>&JXoNQuJex_LPXhz5;Myk-#Mp9LpAP`H>9~}%UN${A z`^WB3c|P^_#={V4oA0FbzW-?M#Qg!mfsar2l)QhRoQCpGTAzgC3gE%{E#DATnE=Zg zr;`n+pI8gZA04}Ci1an0amfW-&9QzIxPj-Vx8L;kHifINwwebZ#6Zm}#T$Sbh8P5I z{d!tVk1DE$o1N0jXaI{Myt(-&Qq7^~6F}k6%8E9N@WV2$3u7(wqfNjK{8IS{QT9Xk z|DuXFn429`Cfcc$R8+imv5KGA@k+CgeF1x4!g3QT=Dd`Yjbg?H(tdwy-0hL4#;BFo zN6DZ7^Wq*fH%3KQ@YMJ`@NygYUJh*1@u?}vBz<_mhsdyOFWZ3$QGef-2lY0u!J-&{*Lbg ztT+GtUun|Wz*d5f5w2(6>Z|$!k+GOfs85xD2~KmM{56GvB)d1OstO%~`d}sgXDyw@ z|8N;3X$P;FmIvdizXSD+O3n4c?d~<)ii!|sVPP5BYY%%L`Fz#TJ$HA6Q`8p};S5;` zDsbwm)zAO%x7Ohrz<8pR(_vq|)H%5#1s9uvyE?2t;Xl3Z9!&)V_pFO0AfoB}P^W!3 ze5kyeP&HuyC(O?ZaB*`N?L*0f9a`P`vGO=-s5&SjH!rWL!V8psFR!EC0bJ2wwmHCQ z6RPW{rJ)yiCJ^6$3m{{~l{1}O%9iHaDD`sqfsRGg1H_j%yR4%V4s+RTPtCD_!8yFX zzCI%Q;NwZu+|48?|M_qe%eG%;yHQ61CJlf79>2qIc#l{-a41IAgkS*x8A;Fp_+^`` zcsUFuT+v}3R~!-Mu)U*WeFgHjnh=Gfy!d(4ZYaGr7Y6GTRrs8pQhMu@zb<6tI(!&z zBQ?cXs-(xtD*F+{nd(1|a0Z(wZ5eq`{RGKA?Be3ECpK62G~kw(uGM+GeB6p-V3F+okQJ0 zn2=5X@pV<&B$@X58OPwbJ_x|d20Ubdur#4Yib?YjWVF1jshg~Ok}Cwxds80etw@&; zh-p9aAdaIJT<2v{TV#*L#4M!`Ab@t0QuC%-0N3O;3dv+4Y~m1FH4wD|fvBEWIjQyd-TeQuAxh_Q`sC>*l8O zF(PIy2XEYrybO(qrp{&^hhao8#QzNQ>0r!9*>v;GZhL>SQF?Ev-gI@nZe(Zd40ShE zuV`FHi+DY#i~a*&?*@-;^@ps#C1*-yR@zQD2dR8KeT>K{jEXeXF<`+Q4UyKVmjLgQO>_76ef7G}u@Ggv?%>+@jyT$ArsqlMbPS1sJB{DpIwLtIJl-j5HDl3OyCoIk+uKD#D zNxu36lwGkA-)*926qN5}4$KSvWbDW>pv2f1opcL$oKt_U?n$$)&y&$V=axuFawG)C z)!hV(ba{8H^~DYqS?O7s{ReQV67pxgnjz+Dv_r%GX`~xZS9_(906|afjPKc7Mb2-A zoLji1Or-MfO53sp1bkI7G*hySY|i)=aPauzMG40mLHEL%+mFrc1UbqIBZU;bo_asr zcDo?=*t@cQO=q9|*EN$F(b(XvA~Ghgqj_yOtf}?&nV?7dCqjl>>}M%Y>zvP?^4(V) z#^WBt`95l37mJF6P%gi?`k4OU$EVL$UmbMa>=UC_LaU5(|N4AoVHwgqubsQF2vgZR?ALLIh0l6>Ue-n8P5ysd#j1p z*Q*5R4tBu8V@bw{-j5Lb>ZU2+g2N)T_W#?kgy=mgWy@+l)METgy72mf`tyf8UZo;G zUSBi2OZnq{NNHT#>>_m7zu?6SL8XI0{cQVQB&a!t!u14i=IlYn6Q`r*M7UFb_9 zhVzHFr8#VWtE!Q0j{C2(nyx}n>D;nxVJd$2?cOB+QqtuD$tZDWC&AK{^l&lC`?FDy zpb*`W)4h7OH=+G?Wh8%SbHKrrZvi%2NP8uua(*#PO@(LOlxtGny?b}0=?*^EdfL0! zMgU!<*2h?db7TYj|DWRvm$K;ZpmfklkbN<9%)!QF&t4~k7yfn%88(I?Jk(?Ao5iU% zc@;M5yfWuxh(rDv{)MQvghC@OWXaLPt&9_RWv>u^rAIH1bgrUpZ5&qRy$pd zTr{ig`7e7aX9s0S$<%#l`WgS%0i_3F zs4L;K+tuuhI8Fb2CZ=mW!f6jwp3uJNQ=#G6#l$+YiD-8=>;@eN(!J(MiSG*AS{)NA zjlZrJ6<$v(?ush}f<-IfK5zIeQ;ob>)3lj*Gx{EaqN!z`;unq&v;GE*3n5 zLoOkKH?Hl9LV0AcIn17f=y>Mq0+xxER{KP&V_x(LkQ;3TW!^xd43sah9$$%qw0P^y zH6zD&f{R5pRt0>SuYjVx4)GRKgE;%amzY_t$TWNTmuKyj>^=|65n|ssz`?U7tP)T) zq^d6RRk1Ddt(GloN7OHw6OkoV#Q(QD=TbumTrcYsp0!EG)>d*T|9BiV!MFbTV5{Kk z+(e@n8}A4$H!vu0K;9y6C&h(H(pcKg<(=|)V`qHA5j zkb4HR=hAm_+AZ;+3xU*-%FYA{uHzQ&j zvoT>gMp+A*ZP#w#|9H;TUAdRISURQ2IK02avK^G$I4t6!OiInO$L z0CgZ&GNoHGbuZCQ*zSUqf$Kc}l}hq%^WtAz?B%Z}gSf6lNWF}`TC^B-$LbuuQ7rrS znf^FvuI#nm&*z~t502A0sd>>SJkz_BMQetfN0`YI>a&M6I{zI^6M-cACDZ*E&xtJG z$ef4bW+)_Ju+!dE%~t<$RxaM9OIhFs-@bO9=ZmMed^@=%CpWjdv^p~KrM1Vsd#@w8 zO>}Kmv>l&2o7u4mfdT|)oLlV2nIA_?RqsfjKa8B3hP>xjsv1N1q)w`;I|N!B7q4X) zEo!n!S;jhbgD~<9vf>1NE5;F54Pu$rVe6Nlj?&lKuB*tNM5PV$9VC6>xCm)x6a;=vB=b&0PBHTic81+qbR8q{d6w2m}L> z=T|U4zl1nUc`I#B{=IW7ikJNwW8>q^=Neu2&++%W_!FM0hWy+4@d#*&{cra|>{9Pp zL~f?{_(kQ*Ao@g8WW8_D(k_1r@B{pp=j#OH5vOy7)M{Q-=mnt`_yz7!-4Di#vKopuhfvFU8Vsxs>^QOy>@RQ*5T8wK zFTl%+TU$JCg=et&$lzzl>P|zJl`l{ zIlBY9GuH0rO%>^+@6esxH;?Td=b>5(`~p~}`+R0$Y6C=32`dI$w{FE;(K-*9LmaEF z(*NqLOHbAn!`7h6iPZ^ag+mYc^5gu8VC~r^(+V7RQH+d@7jZx|_Yn$R*7LJ_PB=L_jx8aw z-IycOBO^yIM2wpo-{2|%VHNp9ofZ{_ELs+0*>E&L51&)+#gD#gR;O?&!ovxrd=)&g zN5H|d={pwtHk#j=Jf9t#8SP@0V?Pg=MDZ){{I|JjWv(qYVy&%Epflzbhcf$gIHAH8 zJa-M=S(#Tcg7zGg@qBkqf+iAjN7x+x2dK*TZL+M-kO6jqZ>OiH7j9{HFpP6J__AZ| z2Ii_*cP~KhahE~RX#GGDC24+73m;xn6UgIp``IPiABS7pttWudxhlQgLJHdVTeQ2A zQp5m;P`nr3F5Q$^^)@G`Xh>=SC||$VOR}w<;E${pTv1_HgVUiW5xK*lVYtZe?;VJd zOm`GT`#Lz(^?5u96gv(Z`L|HE4Mzvi~0^H6(MGe zR}Bg_=}Z|=g7W5iu{5%2U^>K-5f09qM-gI>vudMHz2u^AFHhUw6($`D1xPEKB~@|X z8zi~UjEvvfvZ1jBg#IhXhiaq#^L4e?2$*sGG6EL91`Yc;qzdxtfmG~1%+L5>%(=P- z%JrnR5X5uzeXOWTb<+C^RUknz^3+k z$-*DW664&h+dWdCu#f2zBjjGPv6la_JC{JZtjL+z+;aldMm^=4rO%>;_fT%0^JoJG zJ@tU>CEE*_tKB&hPd}V4F@)Qp=@Vq)HlESl19!HC&_P_8>OUq}6clf(e?3>Py`PVu z5{sqW4sEXs&&IsHHtGfO#z@epIK31bY(5Ao@IbQj*Onl=!!W%F>neF=QqUyTA?pge zm6X63O9qmz6^@8=)s<}y&sCBK>I$G8FEy7NZ@cr#V$@EJ@i(wjQuS}9)T)bVlMrb? zoYAIgwp2Os_1*cLYPRk26MW(_5Gmv+p-lf?PymiU%#8 ze6s5fFCi#|b0rrbL>h!I)*wW-!onW+s&LuaRe1-IuK#oS)eZUj^(*9fhVT_&c%pyk zax_3{$1)XQu+}(o-cOggqBd$b(xQgk;}Ieg;xnrOdajL@r!N7&&`#Lj+s;&t6=JVq zFmxN+13{iLLAE#+Qe6O%P6^Zx;1V^cs*NJ6o&fWO+`1!TeMOqN!-I`=dBkn+2Lm-VKP>JN8JHWWv@o@=G?CH4-%It}W3E33QYpK1x-In$z$_@sdz9}^{MGcayW2PDE(I!ejpszV- zy{F*$Th-#RCp-La4cnL$w5TK>Y0!2}TECw8{AQ-E@ICqEN2OD<4Ns0bMSst~VsdRs z#mGU*)aSII!#lbCRjM{3pA@eOFQqM6opd-8QkQ?OZr^wFqqx}i9r`z8>~m!m&qhK| z|GgewKc4Df?BZ2trm5zEgs=hD6HS#c+w)Og!`8EM4CEP6l;uwIOPvv)1U0UZGsO~@ zQ7Gnu`sIrTk#Gen0-}25nX_lB5#Z>FpjPXa!)NQR`Mfseao_v}iYXdhJFyrxG1;jq zV8b0)f9|Y9b0q%uIDaNlHb`;PPMHzYOif!)9eKSe;*a42*Lc@c>d#+gKC&^g{xSPl zPZTEZ9|UP*xQlR1KNUiBoq^h@&A~0!}U5q?^EIU%x`G#HANkOSc&&VJot}51@5Y(*;o2aM^e^mIf z#BpqswC~+WN0R7WQVN^Eh(kb^@cL){Q!fg$R5dE&jhT2)^tj(nQIjtvbGn3Fg5ufh zU@89hSOWSP0k{d=XbRnjl%yWs3D__F={=}E?M!%!!%mkG04%*H{@`N-84qUkwqA_md3(3y>(ixY3Qp7Z?3raXR~vL+ z>RY~UbdyGI^{Op(SaLEA3-1y}|7Cy5%y3G>A}l%cgvi;Z%_hwxm4f}3LjD+E{-TDY zj{0|(Krvzqkgfr;MEI+B;Oc>!7aUQh$?_v&=f$?ONABb)*)Dpj;QgaD5W40cm5?r- zgKMjV#xkdD-H2Q(3P6~-0mXDEaTe4#6S!6RENd_Ckr9oQozmQUO=JD(nvc3AP0FTU zPW+K*PrCxM`u#-VdCka(T%yiX`~Qi%WbSD#5&`U|#z2i*@<`3MlgCO+LB?-Gotb&Z zC1}I7k0_~OrBW9PIG}{|1>iQMu(4xznpNXbu_}AqR3CV^h^Bd8zBwoCu`iixODW5* z!jqfgs9$X@6>auByNN#4`t@db@*|y&TP8W&WK;tAxzJU_JNd`JL>xM5Q4S(^1pH0D z`|@3kw!!2JfsseAL$(y>rtQfwg`^;E0b2PK%lady%S**&^6%ano2gtq$HOVi_v|H$ z80(kk)srgqzs^p6+|K)o`|Igr*C#cu5dNGz`?j-NfZc9n@A1EHCcll-Kf?~@NX{`Q z=BUM|XPA%8km~;pd5<1@arXZF0(ONGJ?W_NJ$p=#-}z8<{?3U!5qsJopienFTCJ~7 zAy4nNvJ;Rw)Zlw_GmPbSC?r%nVSV?m9`owNKSuDM_oxP8;2?tYET0oE#??tsC_9Il zjO6Va;t?CQd?pG)(E5h~57!Px-4iru4`WN%!*k|#s4}l;sD%;eR==PVdavB{zCi77P~Kdj~@l&_ZY(Y^VjwuLSw`u_-#4=8PQ#kuP~_f=5jH$k9qOX zt292JRi~MJ2WO4QZIyS--W6SMAUzDcK3R(BTcb8~rJdH~l+-IPN<+T9l~Kd17l~gT z{QbtX6uoMptKbOu3qbs>UgXNc;^J-Ljr1~r&LelNDX7B4CJSjwgOBXr5d=_?NFnBG zX9v~_e`|smIiP!@L=Y}0jHlf0{3v03ao4Q()gM$<^~yon<5GXM9=b1UdZ_$uee1Ot z4$2|#o$Q&f4EG)mCCH!60%LD5=2M1pwxs2@S zH!s&iAGxXa6I=}=vWA0znr$Q~q1}0o8;ima0yM9HuoUl(~Fm@ue*7<|Ifw=sCK+;yw>vI))sNn?|&0Rhv&fHJcV_&NsZ^-}pPEI>D>Xxc` zrbq8TGxxsSWv)Rt?RxExJs{HNy>JhbIEY^RaQavlnHxg7Qj-S`sY~rki?)t}Gv~i` zZY(~+*}*|WgO}RyCpo8Q3o@YGPk)}!)x*bU8~xaI6(;Io<0JN$g;!sNmD7{sEG;bB zyZA)4K2$oX{0PXWw!n2*d69k$@?bpVz4V!^TcmTq!$i~`9O+k3pYrYhy*8J?ql$hQ z`WRHX(xZikh&km2ppkRz7IZMPun2u(Fqsd&nVx$+FKU4!{Je6{ooNr&92n;pqe4syB7*BZ?6W{%D$cI(u!9gaPN+9G31ILhcMDyGEI0r4#j#wi zUGF~QlOMe_c^InlntI>}TkMYfQ=;7>FDLiy*dno9liLd-<*fF1az50_$xa@JC(Y3s z32!c|7mF1<5OPeEb^mUWBPk;jnt0v2G6=fwj-+l~{QTd%sO@;HA;w+5qbGCMUJcCm(VQ2fpRKYQm$Dw}oK<3}8n$(6@i7lwD+fp%}>iCueJK``WS z7WEv?h<}dRcSr{QM_eDvdeVI?&hYz$zWe!z?dPT`a1A!@mP;?L31ZJL&!LXggW89v zIwQ6TvM_FV3ilQAqVoF1Xnk)1&$=?Ln8+=*_1^e%41HLKc8Iw%<&sYv$kBD&`vehu z$i(d@TY%yrUoX_|Z@eyb<(qZ)gQvV0T~Yx-_u&J__gde$@$qoX0eF@G#?I$nh3GV= zGF%qkLbGd)?}~2qKPQb)PoN&-cF2>KJy;!%c5gS#^KQ@nEqa#aX`Kx{W(Q$acu?Z1 zJ>p{)OQR>1clo^SR#W3%!NaT&V{p%j>PrMABG~ys_M1yr!N3c8cXibIJYwKrtIw z-?Xu)U|0a>Tw>db=0ueO5L6$>a@^_u$)XJkaYR_<$Lvl3NjCCwc>DM?Z2a}W?@`$s zFx=CGc2Sf}`wLcWxR_@Tj@YQ~^K`!Kzc zMQ)#RhHKvNMdntu*WLW54qnAOz$H}PZR9EAel%p*8Ik-d-hlc7j3Y0d2*}6R+%>+z zMb^4=7V3F_FNX{urkh{s1Kt%U9SFij(LZ))|9%d7BX5}-2w{K;h0y0ho}gpzhmBe~ zV&QVFalg?Bk8p_{!V~}+_!7wHC&tNvDFzxFR{Rxo=J*Q7i=8QTMW8ophtgAhK6zZp zX_E)@%mw(y?jR&E@~iCZkS3E4Sy-gku~xta`<4w!7t&C&;XZZSR;86)YjJOG9k9qv zP{gi&<8c9I$^atkNlxq4&;`1xgRuXu<4K=ZuPVPnO&Sg&d}+ys#0c%u*;4@&V4fwO zP!2;Gh}3et_|mV8tz~-xq_auYGxz`4{X8}NP|%O^+mP3mCl6Ba0|8F^6S7p){oV*L zwvIRQYL=9izJZp2PW$2dnxHP~0g&B~FFK#VsR{LZx`VI}MD|;0_L!k<%CfUc2AnvS z(1Bg);EW9#Zp9peKWyHi{07MHYL#)q0;y3R=Lr{-ZC$H=E-Wq0&9SyVW+q22^VmfI z*%li!)gui>W#Dc8bcuNw%IH5jMZW$edwu!@+jh!ki^H!Z%9L{M-ir* zbMwln#XmukdTeR#SdKZUmfO8C8~HOZ02c8;#Y;nV@(J`xY+=!oqrJYGzg- zUI`FCF`FgfFAU~K#rPKZ`!7Sum)iE{p61pbyCho@0yVk{fDR{tDolCtVn01{wDQ24 zkO5>iSz`YJ!7$pjcPslC3O=^_VAR&;NX!tj?@7MEW4xo|JvBW&>a(R8;TQwoX|bK? zf`0!e2!iZ)uO&y`z$m+QN~i?--iP9wPSpx~E_)XMbx>f>WXi*vV^=l40R2Ym&lO=# zI}NZFzy@2D9lc(zY*EIag1jAM7(MH=kF($Y;dI-{DF*>E>%qVQ?;Eq#|5_wM!?(~d z*hcvRh`!=wL;!xAc8V|lIO+$UzA*weu2q$FxYEa)n{9ke&|#@-d(j9@#h+{){3qTM`)jkIAEti zE#aneu$+Iive7|}(yA-9#@_j^uM|pu{vq@LMftMPFgC#*6eN3;qIsV%%hL>&IVAl6 zQMe8VsC*;p9m%TSYiSv4t2F;UXT<|YON5^>A3pjIAHMQwg^cKaw{Zq7-g`_zNQssh z8r)y-er>f$bibm{+nFv_%lR&PwW52I3tud*wr9F(H8-zn{$oks1+DX_!Y4k4!N{Du zqsmSsWl%$6_g?fjy^NSC3pS`P6-d`l{Yw`WfhLw%IgjqxjCEfO<}V%eVY>b5Y1=Er z7|{}P_HKI|*AJBH{zAWrxQ>3e&n0~xpGy?)eC`f*ULH|}AF>PMn^51{qE6+?M3UD$ ziJG+5ZHuNiKNIO&`pHdf*Pa*mqOa2VIu>7xBJoKmOj8A_m!>48yel=QR{ju24=%Da z$xXkAQt^+6EC?7Ek8h8UD2J*bN{rm1ESOXnd`0I(sJ-D=ikh>ArBKQ9v|+0(w19KWcA(+1+1qOzf|ovod7*XIDb_+N!9timi|<;hyXA%+G9jsL0-S?AFWa zkV@aB*@=A-azHkPfY<7|6L(n01uh^`iyT7>HKA0U!K*p(lBl7Y?ry*Ul8D}w`XrgU z{dcg;`W27f;uV6lqW3xvKep{l3NfCV!|g^;)zqf-DQlN_PJJdiHYOC4iZL2BWkA4- zi$Ef>rh$(03CDy=Tje8;e-uyd-LdrzTmN6OD@xmS96*Bq7`7YDFAv({+r*mh;^o!V zw+YeZxjjG)tWqib7PNjopD7+`#;;JG6B%)D&SlU$$@nq+{8te9ATF3-HZ4~ZZWSdUnx@_#NH zSFUhL@}`QX^U?EM->$4t@m)+$8R4 z9VP(-cv?uL@g>VS2cUdcYKIJ%3F&&=L#%rK5oF!S&s(fr1bVJS>aLo7^E?GUT$Ualw7I$b#;v->HosquRkK}gJhXeR zl#}>}$-DggU-T(GS!sl@&*N{qXjX0|?Mu_?yJJ7ep5drXi@ha7*1RKcaU_-g2;WQ| z6vQM|+!_gC&K@V+7&>^=q7NKtB*8#N3Zyd%mJ{A|@aVc>ze~M&#umFbASGGJQj3h* z0t$xL2B*q0h);eC9r~``H!?9XfmvwbzSRX4b-<(UKn-;HtyVKp()h?4wl<)}7pw3o)GP_i;sHm&6CJkjE2%cns5 zlF}rwazp#{j1n2et)zZNbEb~(d`z`R{jWEAz>hlK zS+~c^$|@ekcE0V`ubXEQCnywQ;GVGfTdh{=FlHC~*J&grt`}|VUitAR%;Q=x(v7ESLr8hn{_7~0O)osXY z0WLi@Wfa^N6r?oJnt36vxL&&=F|Dxt=UB`!?%c6opwXf5WL@fW5;}3h(`U;eRZH~TsVMRN zt63rwV9knj?$|(x#3*kzOwFS8KD($O_j#jP&D;LxCP8YuX?Fk8d-lBNpEOpTKz=)^l zp4{ATdj*Z|UtV5bTa*9%;(m9n$5t=NT8C2$K0z`Q@pU^;XLEh3V}4HX=S8$tUUVZk zL=I!7%T`M(pG^qCLTba?tI$5AP5X}JnV4xd50)%m$4zc!R7tp zrhKJe5zC-iGMD+ynVtsPw2WF;!n%)-M2Uq(zO?IlD!v&z(i(6gS&k}*;Xq5#)9Reb z*ys0UR<5d%zNI>hmuCcO$d;TlRt$mdIP4Z9amD{hs{SeQXfSAAKWplQJhihyKcysrt2>!cX#*X#MEmkEsxnZUBST2#Z#47 zy(RKEHd@qFChdxy$@lQfjc>-5!O!5_B?ochU`EsWpJoAvp-QG^+V$IzwF5><@e#Ov zivb6f&&_=Tn;8=u3-tzvNY<}b8ljCvZ5b(k_jgToeH+5??}7w5mdnyhS>hr1dPh;L zneNqUa#>8;65;0s;0S8WJqiF%1fIjHhh5Na(%z%Dv+`-B##!P@kv;_7q znr_^$G0V1qR)yAd^R&hUHd-zYx8eILq`dN+dD?4`>>0{!YcpL*YfC&;Oz}LrB`oyd z_cG-6`+fC134QfWd24TdjvG%O!xV_%r`5+g#BoiJMf&D{OyY|!)&RN=n)~A}^bcKu zRm$ZGJul;PFBlYVC#!znPHxe#sdtaTiz_Uz^kb9Ybx5EZ6CIBG+0|d_JTINsqxrIJ zJ=orr&||q`(jRJ04y2lap_&qLW;X6G!ATecnzM&jzqmd}X{$8q$l02y+5MLadY zQq2Po`)@Lmg}-XZX@pQuHAE-Mtrr%f9wYHu*}CQOq(i0767T|M>nMgNUE1yQ7Y}Fb z@H&yF%x`$EhiIui##i=BMTIuD-y^=_SD3zW{rV7v|8`u2G{l`zN5mO7ZA2`Zq)ue` zFm+pcYZjfwlg$=532Ck>wz;eMUZci^Thx&B4$T)6eOHCViO%zaB&YNmO76AhxR}3R zv_5yKe?d%TRAY><{3bP~T*t29@5gh8;ikGwVX2H@TzuM&vx4iIP(?2pxte<-nZA(5 z%_-|+G17!y5~FY?o%B`Vx&H+j2i_r;Bn8^938}p!7^W0>A-38sBNlnSAE14(L~NXg z>^TX0EmcbNw8w}(H@v5p(28#wRQdopNBNt3&X+eCwHJgoP>4=$1R4jn1`GtOhBYt{ zu@mRyjIlB6-$VM>+eZD~PAQ*5!tcB0vI5{}Crr~_2{=7#ZQA#c${2lcB`xwi&v+gu z?KQ3#mGjw4sLu18rik>FFVgv2Y>v8Y%-NEY;^Lsa-~A;Ta(Zy=#CAd}|A#$#iLA!2 z=J=JE;HnI*iyQCLzPmaZj>eE_*4JLPu~#xMMKWa3JkMsWvHDPRCl%UDY5zt6O#cL~ zpGNPet(7#|4@QV=%oknp-NNTXxcfvnVD#Jw!a^DJfo6-PtGP*w&U^LdU_9Ho-7H3? ztBO+pdDm>N4rAsC$zmI2{6$;kspdGZQ4zj5a?N6k2(|MhIuJMm_*&Swwd13h&X#cx0DuFj{V$IGxuM}aIx((o zJ(jz@{cMI$HM{`UL)EivtuZ2rsTkLsKv7y-ND{sMPd^5=ofXh@@#bV1GV|r~QvWV2 z)M1+77V{zDmn`vJuz#y{0NGq*%)^S(SNoev*x^^U`+#|u;W-yqb1j2pgz`O)`^ra>vH-a&%D`Dch z3^^D#ZG~8XN|-Gl?Z;(e^OXJ-GpD^9{VS|$!qHWkYwl*)yq+vD9o{c0W0*cJ+8*%k zQ2~q(Y%ds8zhRaM=Fc_`H0|pkZl!%+TU&TSTP2b>=94DB7hx&UNmJWnh(=u^*GPh8 z8m)3SiVM1itcWR>@tQW~q`MijH?DOUQ?}+WBt!CN2(GsD{Xn|DVAo96zXbaIab=Wh-6)Cj6G{{lfuEA3CpuD(A^G1 z(pL=%v^AZ)c<*0HmChn3GA3xR3HxNob>AyvaMO!W!*|6iu6f0IX!RB|Ax&vzQnhcb z;ZTN)SV9Xgl1%0gK2x9EZ|GNAh~+Dvpm9Brc3rfG8-SzTsYl4^s5wC z!tpAc&dk+ZJ(9KJd?d%(f~r!-x1(Get*=a8USPBIIN`1>q_62R!m+eu!x-70RI;5M z?RK1`^OU!0N~=GsZs7`Y^q?+#Qdg1~A<{|eq=L{|%D1Hv4FAe{IIGLhA=r%b95{4O zFtBP+{`XFhpQHUg?-lnX$9NB80^o@2ulU6_!g{HV_w07^dwjq2e7fqm<*lk?h4=AdojTD?uZ!2WwxKH$#I zBj&6-8l%tXTGUyv^f_@pLqgBuNjz0L#f?zq_mz8!<6$eW*Mc;azz7ZR@K`+$69kLg zcY&>`19ov#8+O%0kqb6tRC5>ltu$`_bN>oQ5@QwZ`%?opMpk+?m-d91`vI6K<(}1< zQ4eNIk?pOlQyJywom@r`&w4?G=sC;!nL!g@|CoWEAfvLw+FE={+-dM0RCP9o6KR6m zj)FK-b>i!GU~1q9s1#9JNMo)I%ngyQ>y-B>wN{P`ATwONIPKE4qEs1?ds`-9JEd`{ zf5m`FwnW3#u;pwGZ{RU3>9r!7rs%IeB#$*hFsOE zY7(52()RI*z6%G*@3oPl2zENHS}ROTdZ4Bj_}AdiGTTLnc6$j^+?7mmOP^mleKUVz zGr~DxI8jFi0yq@RXd5$OCBFWror=eZvEm(OHs5j&57C5PxM(M283Vbb-GW<(*xE& zt!j{L32Fbh>pdygG){Eq zMAi+D>`bj2@`~7`wg%!_GOu_t{XTc=dgFu+3G3aTk=T)N83NBP{XWx`)#3c4D(Hdf zxJP=E)bD3A@M5Lg$z2S&=`|hnGXLKG+(8Udpw543Mm!^F^@@0E_SuYy?0o6LAPhKN zF?=hb;cBDl)HW!h0nNPQ>oZXuI@Wcqsci^TwYP@C=Sg`G*NmM)H&jtz8%{4E$}Cj( z2X382=2wTLGx||(1dqzKQuVQWmJ1A*^>5Eaz^Nu@(2&iB`Y;GuM$x)xfvK?9zJDS1&5AL=gmt3Np0mEfs}Cj9%lEssZfjf(}X61N|k=}S=<4y3N@ELJfel5(p?*o7wKazLVr zYThbVHS5?^q*Ex6;WJtn?&7mO0b@c`yfbv=dPZMcPLcr3EXseiwRS#~zD4#_hR;A6 ztuv51Q6;Ig^ibbDsRLesXQ2S(_3QNbLDPSvx3*r)N;fhsiL-( zBOgWSE~S?z-qzi4rDxJ;^236d9&vBx`~LMIrrWxedlGSFY81mEw{d#qRQ$}fWrRB< zMP$~>kn_ANV*ZZ+$M9QRK195u0I% zEFIUW@y|+Y{drKqQ-*8}?mTQzy8RxGIcpT7yB9plPZ_t!v@{nwbVPW zG*!u{{r0=-e)PR^;;SDxDk#NxrG-`!E|1#wy#$v^@7h>OPAUZ9D$Kgc-d1oxC3s^4 zD`Qy1aWk_beLmw)%0fk`o?|4XlM`?03qPAYeud^DqcQ(pT!}P>e&wVs6je*{`&>ui zTb@cek=*0e!s_g`a;eITOdD6k#vmJMZFLNvL}!}QQ#D2FDGcwS`*4*~@czo%U$(YH z$E~y23@;`SF>@8vGw^8HPF%$x<>3-?C19-tVqW=avYaI&VqXV#l@mE%R=|w=bO&PE zM=hQHuyKiZYV_&m|XP=OpAZnDx@4j65k@o^fCKG#DM z$I+zW2P^J}Ybt7W%NkwazCu0pdxK4ldhn17BxT6^Z^)2sVKR}8XiMMluUT*l5eC`x zg)>O|Wh80MRB;%Mm_rH3*0po7Vb-ko6V}N6rEAT`;^k9O;>0#5WsCH*BJIhyx0mj* znN$ZuZCV|;V$;wK04~sFlf~lbdlN#IzMaJxVr|(}Pg5FK&b>A*X^Y{qjWk|xe3%p` zGSuM}vohp44P=8&)2dv&hmK~VX_R?n@eVx$$DqU^>3mdZp?xhyGx)?67aRK_KiJ{E zUFBSsYnDAP37Tl1H81jw!tVb_?ZFSWi|z?i=m|`m5?39?BzaL303*YG^&UyWl_4Fx=dv&UQPK{26 zp>31zZQWg-L4r8ttpJZhGQ#zJnXD^6kSyFqBxS`GL{pQ-9^EFT!GB5GoCQS2?`Ox` zZ77E0pmp(1^l~ill}27k6r_OK!qO>sjON^TTct_rR7Mnqi0`xFB)~SMPao%CSeY1B zW{4vO^k!|3H-P;_gR82l?xLAL@+m*;9SasBV*5vc^%kd-Cg_w1iMSgwj`0TN=89Pu z7yRh7p_~NCOlx~bLq_DR6qDK@M^wu;lp(W=%Po0{C;QB_dh{7qMNkRlrRdAWaGaPF zY^15oPU3fmL~`ytnNXy1>`Cku#k|qc(cd~DNk->s>{jIQeIr1EgkRK@s=o2ZnYE4_ z!Z}7ytAaM?nG{J-Bz(5BE9ra&;?(7UnH9kB828>Cg!vi`YVYup1%C+>j2P%F-N86l zQJ1_1ru-TE4Y?JFX6#qg>_9P7Hn$3-9r*WL=Lkr>oGvaRln~K|7pV>5j_aM=w_`HF z2J@irO)guP$iqD|+`{|avO@`Tt;p6P$$7a`hHQ9iE0EeHL+f4uu>*Q^o;j-XtXfJ# z=aMv9fg(C)8k-#r|GEz9t5&vlE`vNnr(ElyKwpX0qVvX~DGH~&Cxn_Lr?|%|WysM0 zb1X!1!~|01@coRDXROvm?nxLIxt-99GZ!wrnU>A`F;}iNk3*fczwMU&;HBw z(Pw`G;eZf5^4%)VVLMk^d7i`VTmdJ>gihl8SGRjRMljC7>3b?;q$?a(7#jU|CtCw( zfUwKqrpUz7oNfwt9&S7=xK%Y9Q9&GWfav@}R7xK}kr?O>?l7Td(Lk^daacApP5qz=cB_z))O6U83rea;Y<*w^htx}82j+y|WIH?wb3(LUxw*oe#VbFfn&{Wd27c7XQ*rBYK|bPT zD-e)k!}nswj9u30q{N(it5q&Os}|MwbP@y;>&_$d;k&^s^NatHF6P1MFp|@Bxw_cI zdl!L_{zfA%jg|}VFxBSFcO}`Z_&u*4JZ#0RZj#JF_609~+Hc;14k z%({i5>Ld~`^`8f6K6C!wG_CdPmk|A9e`(*&qZYvc3vKW)g-WTpwy|9s=daIf0-8A4 z5iB0J-fLa5wgRQujM^0|SFA>1_rV#T1sKl}ea746`X)5}79qZIs`D@=s_N;xcKWcx^&VaseCdzSPVPLq~}|g7#3+V8O4nXEr2Xv+7E}~ ztzbB_X4!4E)bK&^jTk$KCqRnV2ubK@cOTY4Y0llj+FrM*_@=hU!q;h0I3)t`#Q6d| zF=ZydY1#CJ^C~&c<6h!=Ce>d5`IrVF7c^r=LJ1JwLm5gUiu1km35m_yRb&kiX~Vs>(a%Z?L6~zZ zgwtpB1H2{Rp^$~RCKe3zRI)d8qcCPPkx5Z1WxUP1VGapO zFf)rIa&gQhRpMGa)wcTh-;E8#==;rjujtZ1CAabTPwzz$jk?whaW%fEoa1CIt1$Vy%`}hras$Va zxCxp|A0Kg;V$AP1BAVp86c!Addi^n#=kVXF{OPhsiNX}yh;LM09j8QliS#8k(ow`w zQf`}+=kb8u*j{2gQAg1oxQ(zVUUfw8_ z*8ImN;|rwr1jmx%4RB9YjdbMix1KH?OtwJtaZ7G|)8e1ehK!^Q{C#r)(F=}Ra6^(s zLzTtlrOmf`Rr6(KZE&@Zb}+HLKNmy=*OlJXp77Y5B~%|c+r|M9J8Id>z1 zuy@tH9`xfR-}M*Encw>AAB(PvAS)8yS6z>7D$YVCb5E<}w%@z#)o_LL6L!iueB1hf ziSyC^JsacUwiXxXVG418TFN%cA;=DD2-~jNl{x-_W9cF0;CD)H>FnEL&M7Jo+BPnO zp-VL#;aIGx#L8+e3{PT?rk+d!+C4_}jimyF<0T6>4U3_p6z6ulZr$wg6l(}$D{+Y7WJ|7kf889_gx zsUm&m%)9bBt(}|Bx0@+a>E#dUSaEy{xUu+BKIOPgewE?`o5Xwcji3If6w5x&bYE! zBn28=&j>60{NeJ@SYIq@S@_0=wHcu#*@@^GgB|ksE&XZLsx^DXRWGV)nlpZ5CU3fo z=Xf>S ziuDHkX{`?9WXu$0N-20MI@La|Jz0f}z)%kdJ~{B!$9lb{Xnk&@l_VE7vGWQe6b7lg`P zxBhK=7Suk3kDk~v{b{&Mv8eZ^zP1}KLdW>_vuTFA2ZyYi{q{=sVx`g>aMZ$ZK_8}% zn^#^g*49RUyhZsI{nqlJmP=SoZ9s=E#&X-jnQ>45|9w0HBmDW>1L%)r%iZCM=ja!g;JUo}!29!C`~Pf6BZ|=e0Fx{Y>Mi24zw5?R z2oT1SjL*dQ?;g~aZmLJUT_4^P+nw0{tu-l*o;vUAj87{$-)t-Y$CyZGKW^O2TUqy9 zn284OiU@=M8HK6sT~i9((UI+_;s8OAE!Rn$*l*xDs~!%ayYebN zuuRYz_eplOsK0`4;);N6uoPW{@?wOn-h-p!<{PcE>9?P;kiGSm*Z(~S6A*P+M(F4y zuYOig(^woSd7^FLGFb5VcsZK!0Z6>Z0YSF+qS?CF5E-(K`0uBM4!%^sY3o9TyjxU5 zD5HzI7!NDf*4DNc59G;Panbwv_s7$}&qMUe7DtD3x|-fLvTw~wA06PlUOlsl&H`+2 zQJ_5~pu>$YF%~r@-Xd5LA5ac>8e{^k8=rTFAFwC#HN#~x^ohkyq$I;!%=REWW=FodfQrB@bW%r54 zW&(P*m+7g189N@*~@CyuJ$3ubq{GaU*em-;7=)H)IdI(C_@bj5v zMk@XlWExP5;O9T~9F%_(HW(m~e8%wQ7nchR1>wU>PtXL0mX>~iit&88jE}#zzP_A~ zuE3N-;!++;o(6t4Ub!itf|^WZ1QO`l_!#15SCBL5aNvA=noT-8JBt=29|OnoWzZJf zCBz6r!_FEy6VX&^1yEUps`4s`1Y{(~kAYdx<`F$)DkP!J1^1?ZeG>qf{7W=!Tei#$ z5SO*!P*4i{qt}2n8m^cBihv zWMhx<{L=)q2Dt<3?`Lq}Go%V4f0VaDv|O_Kua@}|NEnG*XI=lJa=u4|q*1FlV?JOk zUHSj~O$Xqt(F*Lo`tXL{o}s4UJ{EE;@&EVVkkbE=VHY=qxBPfd$}0EERv_OI0W z7Hl2CXRu)^-*?H?2km$pm$aw6CGf`DgRjXJH*P7|6N+q|7KEp?ZWn2J*S|JgTSG}} z-x?GIpKV_y9I8L#1>|Fzyg%aRSNM^ZA7j>=y0jm+mT_b{%|~Tq%e8OSR<+&a)C=|H zxB=~APW#hkv`8C0$)A3C1sGIlE0BqNe_!8G(^-5~)UbBn_D%f|lu#o0K!pJBv`mK&XcnW{# zm5T`~qoTwNb<=!q_IU#Nio5mi_~pR(QSqF;O^y!<;mU;)+{sQ8*SfRy=SLK)+v3$% z-wQv=j}Nc=$KGLKa{vCK+**Ns<#2qcs^Ck!0c^`Cn;QKe`a^cbBMX8n1Nb#7?@#jG zgKu(zrvSQHFIWGlzdNx=qNSu4wzjqadZhs#X(QC!3sp~7s!qD64}?GND1OX*mJuu? zBePS%#RoQH?8Wh*@$GYrQTQE8a6X2Gd$+IJyyunEg}IJ?3B?SpLdV#c6o;>DZjJ^< zg4C>x`Xn!NoFt7|0<`*E^({V4-S#+VtvGP65RvxNSX_HSOl`AXGnOpayZ+UMz*JCc z_*_w1N_(sQ5NC}Xq<{(Sd55Qu>z?hCJ)I%jAvBSJxHkN4U;yfl^@gBvv%7m9!=e04 z5SfiM6wr)-=%3QY#IS5-l{1t@&eD`gI(u;SG{0eD+1>n+B9aw}8PWYy_JQtdu^qqr zJeJw-ga8+>C%FxZmUOIsdb+Gdx*oUo2ABnQmJ5>8oEdk{IT-gGM)5ybF?f`-o>SJ2 zD_j~_l^%+>RC$i@1<}Fv&()jXDF4-|7HR|d8vczIyt<~)D?98kO}nljm%)2Hpxc#JvvD8qo}qdvi& zI^E4p7Pqp(pHCf~`8YG91tvB(H|akLB;M}}*zrUB!`nNGo(h^XecFn=2e@4P{FR{N zTP&VBbuQt7|3HostN&BoWyZW`SVXrz1WRQ5t&A1?eoj@zXylTvy*|Cdl1NsPRN{5( zOTot~*9n$({8wTRlh-C{oDapyE8zGEC{7V1lvFn~iSl5t5X%%nZVZMyq`n04+$F^? z(I%+@17NtZaDm7q!ZmrUPz>zV?OcqD{Sqa$AI zSZ!>mCUCgn;N*1XJV#vv5+5Fett*N`;#`Zb_V@O>0p8CoKIvy7x|tWQdUE}8ae7TdI)Q1=so>s&?16R}@&JXzf-pq~8tEZU}LKM21Y%eEu50 z)r7vb_An4bG~T>>x5&tq%3^J8y_KJkkN|qETu<)8z+Hb7$mUpUzczS3Wc_oTo1kSN zk2(aGgq0nBeza&hp3nFi3PpbFR=jA~&eL)h-?7#Lc|&#NaO7}&Bl3onOK$O2j*ee0 z;g-U!om$<~)u5D@I(ki)^6gkATWnttuJp1H;gifS&l?n^d*}{6dq^AdHCEsjjR^w| z0cLL_FlMrHD1;Dp|NQfhr)RAOi=`$8AC%IQ0FVp#aeyaDxwMAh`4qF-58<7!QYB=r zJ@tIPclVmBU>QAXHnv8^K0~4wu*d(XQTrqVPa+{J7K8WO)|Qin?l7pz<6YVPN3_#8 zJ-N4Mb0pzr;Y@LA^GUc$zoms-c={Gn_sPZ(9Rc=F7?4Qi&u~gB0NMxbFE)P@7Bd-5v2xQwo+G8r;78(5B zwy?DbLf%6diJd5A%Uf)j;Tr3r{$&k?P6F!HB6o5|blg5@aNctJJVo%F=Kr@R*!51jcK@h^4VZ@H+xd-A-;k#1*pLt;{7x4mMIL*Fp#S#);2n&gXZQ&yx; zuUNX&Y9O-a#KrnZQUH|{S?{6SKOGVD!q7c70T=Vu^E57_2%$fElUWJCP;C5i@2+rh> zM6wFdXB%6P*tYmzT(ym2{7@;?)vrK?%XtxDdO}Ciqo?T++1k<}=YXA9U`LaTumjF} zm9xUs13=un@Shnz?I&ZfJ{H67RTbI3Pqr(sbMkgvo#yw~9=*P)-59a?HG79Cdpqqw zHy)+=Rzi*Ot9i!H@_2k+NZs0=ue`vzlK4{Z^$UoHHhdZ1}({4k;t!f*Cs$QlK>zDB{wNA8UBn{J(Yu^BOO2 z$5;|q6GD4wGO}J-;l8T5@V4fb+;_V4NW z`9R@FaNQf}@53FZJ*TJau}fy~Yl5)QTJP#XuxAN-(cHUFdpzUh;r7Pmc+xc1j;>R# z+U<(&!lkmM3!^ft?BPs%io5Ox|J(`+n)h`r0T+wc{WAh))Jc$Pdru3rw6wU~?6okg zYF)eP@2ad^)xP$y88M8|8ljLNW!mrfQfIn}*X%a`|6@~m1jmOts{RK5g5U3mTE*iE z3kz$Cbq*xHSd+HJhzYV!%NqRCs7>=|8P{7kj)&bS`i?nCcHvk;Ewp6(a)i}euMI41AvRptlti}g0% zV_qb{s8AdrKNo@dd8J$lwwikw{)Xlx{)M;4h}bm z%e$?LkIXUT7-~PBqn3Q}Q3IT2fgQE&Jsb&kYYU{E7H^&WuFRj1u|C zmsS3X;4nDlxi3MY%aERyuHR5^t;x$tD<8^409mJBL@fQ?3th301x-#u9N%=61{(?)G0r*I zxX=80#i!6NCGRm&n@g85G(*;lF>Adt?P%SnSYBxBK}_wdpBS^2+0?N-;!qBY9g= z4&O0;FcZPd;AOiOrmC+WQ??|DD)jq-M+d&Io?Z_3A3Puw6Fax|S)khY9qn_LSg~In z+}roV10st3wLL(ju>w0`(J(mHXjXhY!myz6!~RiI8R+#s16xZu+tUdd&G^lOpu{)SH8lQJ#w5FUrlBJfvtWm0MsQKUEr%?HYRBqy) zZQw_8qUQVA#u_5ymmmA*8dxSQOVmPk?xhQvh&J52lVfbz+uC;dJl|HQ$B+_q|Cx$| zT5s4lWS6K!J0uX^?VFzNxh|BNjP_IP@S1K!^Ruz6oYHR?NQX%~m*qIsXLPJ~<$jUO z-dg6Yy)x`SRKXtnDw3nJIrg4w>HWdMlj~~|s;#if^O=k=f{C<_;|MVv zII(r$9?Mtk$R#RTlqIh4`~v&^FQi(_xF+KBN{S=&ojU$`8$DID8Tk-o8V?ophLy*! za|Jv}}tOt;xUW$~m@Dn*e8GYoDq?gmQ;dA!`7TH#m%?)K%osSO8D zL-h6a&nyhv;rUPBY?fW?#hmjh5UFaYs*2~4@V!WrY5i7;CixgEs=ytC%GlYt|Abf` zZJ;6xg^j%xAupnWynAG=&`Gp6`9!e*!V!QlKVD}; zrah#F@C7Zy?P@|oLTe%+(CeU>HhLbgIej%YwWtvU5Z8}se}xbLAzdmBatd(0qaKHI z*_t#ZKmcYRAVf%vKy$}>t_AD{OyWU(cYEZQXJkwFy&Z|rF%{CAORvO6CstI!XcD|3 zO$;YwDF$JerL+2lCW)g~!p0Yw~EX?Wv{Z zqU8~&G7%#7-q|!}8Y*H^Z~qXjU5(%7;F!Ziun4?2N1MYO6c6wiw@M!RA7 zaQ>_{hH{!p za4!QL`bs+unzdeC<3R6>AjMqLK#LpTLoJQ*WD88(%Oj4yBGKljGN9lhCHY{5PQ~iN zYpbv^6oyk6P_nO`bl26_+e~#x0ZksP>#ab;Yno_pE&3E~$4NeGsD@U=Rm_0GrC%O3 z0hLguw2Q>s0qh%t6cwYGH(&`KA^ZC?z=g$VW}_bR$At!^LxER`nAEG%B6G+0;j&O2 z?FA0xgh0YuqG&;A8p_oi%`Zt*Ap9FOKm?lF*fqz zcPz=LFG^M#^V>e4j4$kCwc;Ew#p8JYYg~>dC<*{ z-^F->c7L`eOf`jYx_GP`{~AC8q%!(ngv#&IBjYRMOgP06&2+r zY7vD|4P_55-m(nW8tV}K{2~({tynnlTRcf;ftj7eBwQ&toKp`Gt_Q{#ed$Y#N%u&h z6E{k7XW#SHcS%!i=cnA`uZzzr$HpjSnak)98IIi^!?+HI(8I=08xa^nQ+&hvPb6yT zWM5klaeqo#N&LN^8A3A&6EBZ?B2At{Ac*U{e_UML#1~Ks6?hnNy7J0GcQ8ZRFhBj& znZCy^-!|vNfr`?Sr5;15wW>}C`|TM;TN8h~U>mtpG9qM_b!^N?VXM(!u|vU$IP6is zI+7VL8B5D9!tw-$ai?LrwH;f7>NKn698(L*xz;6{@Ef@H8~eP}J9qJt8}{$YnNDvi zrBshTPJ{^$Kxyd6Y}3?mtg``T_3E+7oPh+)Hn`U@RR?w1gSQHBH}WCxIjp0-(wa{W z)X%wB->~I5@P3O4?S09)GBDbf68D*ZBquClmim&Gx%)&-8h)>bsgup5 za`on84ZHQ(*Y}~q)~klmni=6X1)J?QX^1JK2cg)KvwLz8u?|{TD*Xpm}zDE zcIDsbt~FDw&36=Dp2px{XD`Uoth|T#86SSsDuX4D)ObvZzD?PAGt;PCFRQDw-q;iZeQNM&l0R`X+-GNN^I5?}5FB(rnYtkr zrMG}7j+Qk{1#H4`P`=rRSNJI7%a;Q5bzC25DLwjU<-++;tNtrQ@2*&8iQB0u3a@=H z{f^CDqAN<%N5(SfZjwGCJ$Jt^9m5Sfi8OW)$)e8W`o*s1J6%U&`=(A(xK5MYJ|M_B zX=k`?x=FkrSzks)-IMvkPdy^1&XGQ5|IS4sl*Q;eE_l^_EUpo=2BBt4W{lsf=3B|K z(^L@PHY6bCCWDms%T?1Hz;Kl_J%{-&u^Ogq>r3K1HVOJ!dDoO~4KG z%Sv9aI?wJj!goZV5hi;(#HZfaso_nAu3~{rZVbIzc`U1_2}fCw+%dXg#zjQevNVs% zUwM``e{?lY(blDyJn>^kjN%EMDLG-7M4kF{y^fhV#uJZd5Fw?r#YAw!`vvVKu6GY1 zl7f&OzE40y$1>&CGj%515`oA8g%V3SrPPQ!)}ZyQ$5n2anjM#In-h1jTM6;NW`~M_ zUAeBANmqF9@+iGl?P!T9JwI>DK3a?=fD4g>T)Mev zT7GR^-}4}AWMLfV8fUubR^`tga?<5{~N zN>L4t>6x|!k#Ct>Xf5%l{*YWinj%GeB^1qMHK&by7_61QDMnkgmbX2hNLWL_@yQ7T(+7T#%u0 zlw1n-vh$~3erjkGF*L4Mw&yBiaIP~zt8pM>k6oq@%b3u=&V_wzAWL(PO;s`fpj*X7 zfVjV#+Tixud0SL{lWd!IS8|rLQTey2<|kT|nY-usDtKM-b?H89y+_y+Vf32(X$Yig z(2!9m0eOUihWFr~angzQe50f!$GAFwD*e+H)9xk>Wvtk2bMgJqFBW0td4YAYh&AG` z&%IJ=>C(JITNMy8_Ujud-$B(poLokL*f?y(YFhs`&Hr_TT>a)!(ZBVdVEmImdu+Ed!x!1m{vR0CO0gKKoY>js{mrIaf z{kkL=w-{7jH_=|H)Aa9HE3i=2q0=Qfq#k=hBGh>&L`N#~X)1m)8D(^H`5i>~3lNXQ z=WmG3D3ms`sV4VkQmzRSB!Kx;Qo71PNI(Ei>LxuYZiWZ#wo^5LZu6xEFbG^5x1iNH zDUq69Z5l~qO&4(Y>U=)DPP!y*@P#cPDWHk1h|j9k&dMgosKpT60LDmUvJ6~CjU(#D zAUS7ush%zKi;LrfaPTr$+G~T8XiTN#k6a}_VR_p2y)?;#9~tIu;cEBTVZI?`c3xMT zH(#Vog@>A>sQs({{gD z4UMRLHFFLqP8LOvsj!@~mNh}*2ixeuF}@Y<*N~SvsWbIlt7`N)!3KvEuT|PFHcJw$ z@o{rvTRF_}VilDw#JFz#X=l-Q(RTQ^tZTd7WX$zOe!V^FAmRs#f>J^~bd>BKRsFHg zCNH+)z9dTN9W80OZ%uz!3oiB1x3$(64}M~k9G1j5E*uhVwI#QF%W#FOb!wQYw|9eW z=zM z`>t#ikl~l>V?h;-dr?)-eGZ`rznv*xDp9C=n<0$~r5;OnTNM16>uboT9cpVNN?`dsxxpdlRhL9;JU zvbL7zm_t$VS}#_jOSZq=dnH9m`6>-yaP+whI`kqAxY@%@t-z$Q<0H;BTFVq21>TuW zzG5tzq<&iS2L%e!E(v3ag#|x(7g1DbcN2~)NWQn=F%oVz1cyoc-yU>MLI-RE6|$#s zk4WH57*G1NDc%3yadHJT!F;Fn{Z=web~K*%Exhczl*l%4i=%m$ye_wu|8z_teVv9% z2yUa#W;38?*tT`yrXQ^)Ujv5C4lqm>OM;mI(?DAu!EewCua6cgV0!4oEO7!8_ZgM| z#21Y#n`G=NfG9+p@?pF7>1G>oc$uN$?jDAw$`#MVNCqKbDMlI9X zks{6OuyE$-Cu`N6oTr*=F=8%LjXqp%#bmn7?{zixq{7gnH-YF^zMUzICN`#J!GCl- zElZ_b1$+?NZyjHoD|38wl#4_P>RiZ%RRxfMHz|3fudC~XH~)3y_`2)Y;mw_#*l$OKLc_t(;G;j*LFj?ML|Y_ZRaXsjye{}_We5h~!Rz@rUl2-rj@r9r>*fXDDR z1v+WX1=X{n;>h$*SN4+R4rp-0u7NWZ%m~-Ez@)}0wPofMpQ~FDolr{Z5(PE z8$k}sYMK@;eSWqgsI4=vaZHn4X18MgH|oKrcW{}Z3vC94>h0%@ zWl*PBtr(Yp^1D6_Yy9C>@q1ZwFNCY@S%Yo(&3}!d)Z^LHp+bp44O+e)Kfiwlo-|;M z4MTg?{1BQYVxiyM%6$=Y1!2b*P2?B#&8yG}(AheGEaJnUgqI?$N;A8AC@0i80)aLs zlubD4ASp6fcg(Vyu_WXl6O{T9sVWE|V_dmJc(cCUd3A(~T|$uvsVVL0xZr@per~yC zKclX1OI`2Z#SXVU&T@q43Y*ac6FaZ!*yw0U!B!-pL;?dy-hTqro5Mlp!zbW)wCJ(= zKQ>PJFBKG3LHV#ud?N_St|61}d8qyA2u-HsESq5brVcp3F(!Fmi`=-+MK)zg@Mjd` z#kN!zk;n^(=ju6$JnxkRw6e3pGWA&c)doml4qOM)^|QH1S@0bJMSac8Bol)8UfNWZ z)j>0slq>xve>N8aaWp*x9W1n=yS%SOOG@43E&e>_OU{NwrgOGbtE|>H- zi@q8~d*2*Oakj;il1WNGmhOJ%;>xU$V0i;I%j;V){hny(L^fKC)3(x@Mc8XEa3xlEB)<5*;pC_jVFFKDy)JC!ySEfjZHqAgmA4393n!ajbog)7GEx*j0r z#5q*Q58 zky`O{rLwLJr6}W)>bbDDrT)4-M(xsJU=@GEq+jCnryNgaX`MO_VNADO=i$o9g%6#y zt|Ea1RNRVKqs{YN$n*nd&9_SFyL_}LP$ z_)5)=zZxy$RULCU$6RK2T6)F3f4BA7Dp$F?Z z81cp~X=qt5W2;{^d5444V9%EtvL_`ft=@R6?`CJgYq>Ypo8AeTA$rfm$p0RI0I5T? zMV^ZXXH@LcnLQrb7!L@m;Bu`!Ox$JfyySKdLkE19RhsH8tLZY!Thn;%rOjxk-5X%N zzFGYw5n%3484PJzI3xOPR1zdT17tZ?1gIA+pAEF+wqM|f3Ol&t@jHh->_+xFQs0aTdLYvk6$zo!7*h z=B)P|Uxi?IP2|4eWNM3+9r=3oosE?$Aa&6v10f7e_Zhs$xf?{v1Cx`5V5?VaeCFkM zIvmBn54L6t>XCu+z*Gc7KftkY5K{AiJtQ7}fRqxkQ>ypchd1x4kqpfIiSj4233;4q zt3kcweW5Km8tD});W?qrqL>mb61sL;lu9a$9XU(4Ki<^;B0cdL0hZStn3g~T#HjhO zI2jEyzn-lAJJ#XNJ}CnO12ELny?S%-I$LFCmyeGR{Fr#}RX4CG7Z(-~9vBIImT3F5 z=S)(H84sQlqoRoSJxwkV+>mp+m^JizD)Lv{(yOIr+h_`6HEWNxvR+Z_UvVQs<}B;-ni2s`fu^I-kH7GI!Y$HEO1Qwr5RG9@za15} zyr6C=p9C-_#CBfm*GyI`T9g9}4LKFnAc^M72!d}l&Wk(GT76#yB4DaRc)PU6jZcc= zrYI!J&B!Y0$W~EXm1C7Wc@=!le<;*W$y*W5?LRzlP!yXN?u5**MEvT$SMhSvd!B2; zCwRIj3FFYJmbLHiTr4`FMGG0XRKg^cfhL?-jJi{wbvyeGAmg zE}QMvR=G9XsmaOMO9ctGMIvm9BMWc^>Vx#cMp1)d>B+x{!aw5J+?2@CQ152!i?m?; z!P@u7*TjZhUcn(eATThVw!3|RqAx7iKDax`@ZJ$zO{QRci*tT=#my!oOx=fW)wudd z&9P3G^I^Y1FsUg}hJE!%w%0-PggOPzMPO)g&bCWH4*V^D0EG$m)%{6O#n)v?0*l`D z_YawfLz@`_yXBJlEdE%?RDPp3H8+lCJIpwm*$)8hbOHcE4#)0&pt!;Ed+Ip7wD5d1WU{CpjxY>Zk2z# z*T7}r6HV-er$KpDCtF`?P43S;fE}{D+~@%YtGoYQ;TN1IABA+kvXGTe?#su-|E7Po)UWDDRhSAWYkl~2+wo(Lo5N; z1sjT4iQvG#KL5M$mpYz{jEzhN-#M3w5mrS1`W>dUEWV&N)77>QXr|!}64(LL!zDQ+ zYA=dl>hH-VCb_>k4ZOMS?y5snVOcf*Inq=05k7tkqWA8-FY7ns)unsbB67fWx3^8%=yI}Zu+2Pp5vHw` zkUhq;>+Ze^P;R?77E6}{yMsgt@+5gB&3Vm^b;mw1`i9p@&@H6Xe~rN90EC?=!>QQ3&Y9`TYJ`(P zc4tiJcQ!?9zd=aXdOfDJ=6V>ysfPJcT&KgPERoI1$FM!VFDfz|A-8v%d!WwoA}=E8 zI_{`j|J6E|qg!bmVEwn_=%AM+?bY@o`vn}tx-B{nDUUDwbQEBexK>W@{gu+R0x>lzRF#uE5Dzw>%TBcbQkTnk(W!q#WZ+>^690 zm8MDDPPqEqF{W81249HFn-q1l4x|$_yVaP>@+D$5b@JOijZVlHZ!v~@al;?lag)O?dqvW3&r0#6v~s!7>19P!I$HN(rHzyZcE@s6c@|V%WU>#pT?t z(HLCxLo@_O5QxB;U)2xc0ZIrr&8NHR4MYhcp5Q)@SicPyW!NasYcy1z5FXR9QCr{` z)Udj=)OzpK|5%#99Tp<-Ihsl3Fh2x>y}d0hnGc<{)oAAzN{Nu% z4taI$GLt5fwNNXstKi-MvGqjEHKdI07`b9rl#O`1dNpq}dDl?;E2n2&6zbVFqh!igjZ8I}zI-xd6cM77(4P2}A)v7 zRK;0lV2Ao)MMV4WfGFd@-A_kF9LtVOvy7=tJf*G&W?Z=d9>UUqVWIz&B~PCh6^dWx zH?B5haWS;UU;ZHVCpU9K2fJg{WAnRtk)svqT5^l)&N}Xi1}qcF%w??vkpy7^#YQ*z zXzE(+>e+@?We%+Il*OAUX>4C%ZC@IJ?;7Y%7^f_8em_?hs9gdH z_Vs)F`-)_bLwm>n*TdQZ6v|=?lA0ALBuveSkusqwr7z2LiIFwa?t|&L?6}=YQOYP@7Fei}XvnwQcX+Cp;3P=dbay3FFJ-v zBl*`iEL$ZrvPkwq+vMYsWz%q+$f}Ac0wY$8AK)m#nAw3Y_!#|-QQ1XcKPV?u5AZ}>XvV<*hO0Id$u7^ zlE-KQn;;w%hhcrL^b*s5ezQa%Vh4(xHZCoqS?X{^N!rDlz z3@R@n3?wTjSGzu9HVinPI=?CM2k5qbJKmo@?Uf`%;Uhql;Lo^1+*MDL6sr53S^WOu z(@DPIZt~8Qzh4Nt*3k|0{$;U`%O=OiquFCxq+7+9X9eSr18h)p4^~{cpl#v=a5eN_ z%PYCdM~)18Y*m{NN;2iSU#9X#9?M~uZ71Gg)j}4xhoEOx-)cnn`m(s^qxerxh6^D+ zVF&`@j~aBB#c8e}AtYyI-eCXK$rN=iBij!_yC-3}UT=6_0Bf5=P&-<91Hx{ckcok= zL0Xn3em6&Xx+%>h=)bQ940cSO>JF^^{ldUbxU$TQPnl7-CC2-ADO{mR9uX2u0f*0C zZx40%X%{}5wbfM{H5K!xIQQ)}CpDlC?SE#v)5<%*8lQ`Z6?W0^( zY=WakQpbVnNsz|+cG;Eu?-0;XqEwR1U-zb)MZeBM&?Rkc-l2eP`7H7Y>EWZkwY0G6 zD5ozS44!rDn`Et8o=FD7!DCV;faXusGw*p?spSsF*4-|HB6I7qU(Jnio85v^we)Qb zfYv9l&}_FuY(28Z;Vw=#SajsQTgOb+hks2so;fpGw%1P5*XBdF!xj<3Ep>u-p7!hR zDlXhuU_?klj`Gb_M^7NCo9%H#zYElO&!R$`vfdYd+Lzts>9I7)o$e56=?Zg~v~;G( z6r-D5DOT^4FgZV7eaf>Y64q(gF1>0vSQ{WIG>Xxod=GzI+xb@Nqr#QJdGu8)bzley zGT~NAR1sC4a?9w=e^x{t_&Ug*zh)f+Zt>YGoqK&3FEmAeEl(sb$y8EkBan&>B2k32 zrD`m*n4a?f#Ehj(o<{y?)?FbXh4u~;*SxL9NmNwWK9V)TG{n(}xKhx*r zP9KKqetIu)1^I9HS#Jt{rhFd664$MjmBqYtS*JKVjc4(@@eTg>m&1L^B-hdn%$;R3 z6&atMpD}~21c;r`RqhWWlKVo8%H~=$nftlY2kNL9*8~6UKRYayXOQyrmt=b3rtl(X zpkKqd;1VNoobj)r;t+1Pqn<4Y(&-+GF9|u_K(+;-Zr^?;mW>BH6VnAqg|7HG4KLG= z7B}sUY3uZ(?!7ABg;?K2%=ex%$V5 z-%aY5{^r!vbMcLoP*_pX4w=pP<}afxX0$9d7aQ&`Lf&OZ@ni%1nDK1~rF%_0MGx zN2n)cNQ2CKxn4&(nHjGbt z#a&o*FFrGDDwmrwLm(}i`JUosRAwfZ|tv>NwS(`B%Itj^|yvet?CX(kEuhE>7MTU zwWW9uOkDLCIh}H{ViB6B1@Fi7RQjRS!Uy`LCZzT=B?z5D@4I7WPEJUhWiV6%*wo3d zmVUrGI{!=rH8Wa_TqtJp1_qs+JY_%U`RU7-FF$|&%u~;q!w)7+s}lM7>3r3s>-bvL zbhljXTZiIrAL{A~vOKaVDK4X4K{`1ub5im=h;p+!GJ^8FhiYU5gPcd6Mo3{Po){%L zuDKa+y`vsKM$}qgdi3gbA)S+{wvFYRR8*s0L}9tBK03O($aEGROXM>0gJQRXTznYU zHm0^5RP=Faxn4K0`E4@7Z+OlESNeMu5%;IJSbZ)hTwRr>7_BWjwHtu`%)?l9&<@ zfvAY?1%$9yo+X^1T650%#CJiHF0ht>Gxp;urH}^X1rB*cW$Rc4uTg=`D#;{$(mGba z%hAz>%N^e$OTO-NmkHlF#3SSzRo-gkpfEEdk`K3Jy~&+M!d%JUb+LSD#)5L6a`X2N zx$nJg!X_xLdhRT*%yP40=mRMZs7MRH9`kObH{{9IDBn0mBHW~q7ss1%Ys$I~ly1!2bBRyU?TZRt#A^58JQ8W$} z=qDbX@732N7wUCE8>ItKeTZFqyZ#DUE@XlqsP1bsja>jXP z>>(Z8Y>*k(6c=&2v)EtQE_=56X=RS+TBa($>`BNLyRl~SU>?{{V8dBM>`Z+V$OVBP zzPt zr!`_9F2nhJ(N3PCgsd;ru8?=Tl17A*2dnXEQd5Jle7Fi*GUMI&N;!+@8JcUlk;c|p z&-wAep{j;ZR(RA}%jq*Ih9H?U^};YEW>YCyW>R9}-v>)`f$ybZj^MLfcKm84*jli< zCq9F_v!$u2G^vH9^u$<$sz#}6F}+Z3`(zXx+-u0=c0wfYy?a_K^m$HS7@Fb%XQEc$f;Gc)wHPh}ko<&^UMym;sHHyu#r6}o%3 zclI0&mL~{FJ|vbtkVzVqi==r}Qlk_Q(f!og#oPOy>p`}bdxdM3A@38p86c1Hi^%I` zwgw|dMn@e5#48n8ktO@Ihpgq6)xwoUbs5_i7LjmrfY6Pef#^pQ(a%Lq#8sLcsEixQTVFqvu5La z>+NpLqi>3fO5DvzXVx{tE9FMEB|>S-h5DV_6w1=+!#c-r0+qYg=dw8F!wZ|2)c2iR zfp!m!nu3V}$NrD^i{Y${Yl7xhXl(zclr_VX4)`aFnP&1V;h(tm#AVpd{08W7C3F2_ zZQaqy%B_EqLkmfDxon!!mYxIgjGx9*dlkL4CDUAwvkdhU;e=Ii8Qox&V;zp-K*3M`qzdVD^@CNsB(yIJd#@FKPojn1g% za)fkgLAWrW$`#ElY0Eb#El*BP&U9$$hEikFz_;I|&!=)D@FN&n)-N1gNh+SsHWB!$ z*t<+SZb?dOyzyFov;N3uJA{n3=jCes;7B zi#TPiqZyREtyB}FB|R#8zjc<$?fyyo7v;hUUQK0>yJKy~(ozSHVR&1vN($`u=SHV+Lnr#e2EGDlegT=>rfiUQ%Ef5n^Q$ zE@|0aorKcBO-Hy=dROGWlonWyUE}EB5V74+IWp3$=q#1m{vk~XX;0SrD*HK`La0iJ z8F)vvU4B`Lw?AZ8#lrtaR7j|l`AyKIlVx;_ZQEED%i&<3VmwDpXvP1-+Lwnz-L_$m zB$beaN=SuDma>H`k&sY%BHO6!d)6_Q8I@AWQnK%RvP||2W7=e2$Igso9ovMlj+y!H z(X+kp`yI#k&*vYG!_57=e%HNU*L9w!oxS~>KzWXrD5=-K3GpF6M?|EQx#DTol=ZnA z%v^ZRlV3GOy9@h8V9o6hK91gV{rR;^o^f`LIiSRJ^LR#71W=D18HW&=(Ra%B;J9qo zBV_E`SrJLaxBByX$kEu(ByofB7xx+wNqc8b3<4T?I-RA8n#eT)E21L z@;Z1TNFCOKhaZCzOanUgliW5d&1atxUyOtXdl1C`;#lfJ|6RRP{XGc{@Eo z4lpjAsL2CCqESGm!cZE91JU)DFk-^sYllauu%UvOa50O$D5H6i;Wv_Fp~bRlYVLwC zE?S~IWI}%-sy!%6_2R|M90)pvzmv4M=ybLdbBv+gjD~9JnCuM;3)?!hFc+<`VD?g} z8r!C%s#!Z}PNc@$krCQKW96f&Mh|`%?G2|kv3ZNER z%AdvmGr-{0O;NT0n@;)R8Q+8*UD5u7-8}W+Oa_15oa9?aP6T(C#KCYTkR(>zjxij} z258+wXu>VYxCK7T&G@70TsixR5s{IueA++_%!wt~%?8<^ucIA`+M5Bh;b)i(BEKew zmwE9K`A3f&85kYy-`_)=nQ;IxU&LzfF(DxkN2wD?YVh1UqeYa=oqC= zYfEWc=}>18&_2Yk%LMLv0gb-TAf*D)b<0N|)t<;-zHA{GSFuYS=7HV&W%Vu7;Xj6= z3|w4Y2dfsJJb4m$c%OF~_??j)=m6 z2+JL99kJNBxYfo6k`0q(1LXk)RB;(YRC0?M>`8O_A>L1AfLyhdS@DMh-U2Y$eO4~4 zHyu`=dTXHNrhbWK*JR~DUb-{1fQN&Ema(zBFk(~&W6|n)4fL1S{S~$MR&$2?s{r{7 z4`l!1j~|~@oL9InK=v0c0$51@`1zRYK(@Pa1hoqghe;dosz^@$_3e{GqoYDcjz~)p zzzsx_2=RX8Sv@~R3gp_Y-etRwIB|0ZTH*BI!DG@kb3NlUps1LSnyyoY`v@IB?jX=v z(7mIzD|IScoFU3dNxAfy0#EN`c(p3$fDltBOKFJr0~o9yari9AhHp-(-Mk8}&5I3@ z%jnp}h(0Dv(bSG900{JR89D??C?UdLNKye~u#PsxG;Ifj$V^R_Gj3_$@ zw^IU8Kx1@CaZi*NL*w;j(T_ud>V?@myjQ}Oe3vd=Is)ioOnfHuPBVDjKnao-3in0o z6J+M1{$65;!f9=e6h<_H^@QO>1rZ~5A9DWSL1hM))rssm4sZxJGBVowQXG{OxXRNg zrg$pAL~9ht;3+|7c-!_7Ltq}_x6Z|EtR0UMTK0cyl2fNDo}Hzc$`PWqL(&G~8%chq zwaLdfH}*I35K(C6nQsFFM@X_v-Z{BI-kH)D90iRa2V4r?l_G-r3}~0v%d~}2#)!8^ zb-o5LcStj$^^#?Eb%NpJ@DgT$DsY2m48;~e)pN9HPjE4=HL4w)(a5Ec>a*In>y#no zRxX#t6aX!I1xv6Qs6;uC_2i09e^BOlTRphD0;2m$NawYZrQ;@dc6F{M3U$AD@`RbR zODGeIMS6O^={WspElTiJ?E!q4*0JS_r!TP1+Opz2co}UJWsbh*2AvArY(d@c@C2+2 zlascjInxK}%j^=ayCL`j5#bbJO!7>g(1V8$KY)Y=0CFos+D^F(PfbrxE`-z(j)TK~ z?P9RY4vX4npmyj6F!Uw%w-xt-3rAERQ_%h0Yys#LW0aIjy?g{$bAho&}K0S>+}I#otZWJDkCG~ zcK&JhkINUM2A7sfyl;X6o9w*zQbp0vry=C@SRm60z&YNwZw~FY2IT@Aot`IRPgUH7 zLSwV!A^iaT3xBj1j%h5oW~Jrxi*qP0=wQdbd^ah2-cp!3DH)Ugj|G>8;|lP zN!tx+^3mJwxshrc$>p2fF?`Z|7MbglCzIb zg`GC5`l&7PexwE9$1o8H?vYeo`uUwN)qJaUH4QVJFSLpG#Necm^F&VSi2Ly zt3HukGy5k!;T|3rwg-;{?_p_k>^y@xmz;M~@F5NQZ*ztmVX?e5l|9wAlg$ z0wDZUTMN*J&h#~&W*gaRUdi@Rk5jyK>8`2i*_i9QebtQ)95?{(?w%~CA<{~`-PK_3 zx5jM%PXRrGEbJ8XClM4EJVz(=8dPrC81N{rY;4@MGJxE!p>4MaA%9h;QK@+do9dBF zqSz?1oJ^cENkizG>`M=e7k847l4>FP0XG@6m8dB&eL8aFNL1VlX}(Ku;yOTiPhBzu z!c)x%tUKhjXiG^3ZEazzYqr0(7*^V!e9s(QX$pn*-F^1}tjywoEJ1-06X&dEJa;S1 z9<#g16-QBBFLViZ+Yd>XV>H9UDDa)(L9X`ltF3;{5;8-SK8beulvlTr>~;{6&hpP^ z5ZWDe0mb_d>kKZ@r)@-h0pKCbp`9cZeAj){ND zQ>*9Dcu4Rw#{Yk}Jlq?!m5M4usvcZQMLQ8ziOM(H+0 zzPr4+DAqdh%-aj;S8zELSEJhE2ObDm`Tlxf0~lF|uR^MmqE;;Xi8knU_sG@M6Qgb; zA3cDC6i8#txI*9z7S!MEu3w_O$V2|X8-9%D@5V2M+M?t`aZe%%oyt#+*MNh!p~+=( zr>5EN6AJ%$=a7)!4^ydMZ}J}s<0GkrXp>ZgF6q$nY`ZcE$UHG~UQXA7crxlnetX{S zmsm{$%71;ltBIXR_!VmCU$L2tSW8`&=~y{+sM=UEt|LVmM%#vC*iRV#{ggAc)CQ}K zj7c%*YH>pr?nRW_f-XwF3Wq{&ClV9@|L?y(X+;|_f;QUbJ$~kWF=*aBwYP>9@{Sb* z*VEG(pQ^9i?DQI?7dJ$UN@cG&tz5=TQ4N=KOdyRQ^YEvUyTpNioe4rO2`@n%8My}O zYe^D=oRIt5vHRx*()_2a=%ZN*4lXz@BLwasBcwL@YSN1#kU5G;aQZq|Ahq zC@BSFL~&L_$E&b~A*od4mx4ArxxM3Z);cd_2mJ8cJS|Y1^OoLAvS2rK(^+SmPW$D= zb|GkTiI2>|3<3BJX2@Yiq98r0Zh367A;RR;OLk0aE?ChohO`w9?NasmNHAuJpIra?%paDx% z&dV!8eGzq(k(gF61*jB8^Rl>(z@Lr^sa|Xe`2~dIf=P0WN5)W>*o7{#$>(yVs=jrH7E9||2vOq6?$0FLm?!`TyGs8;aB(OS|Hvf6K8gwe-%p`Ma$6AZ~?-MkpP z8pDU&-tH0~4bpmFN5@2B7svZY%r@y(5>`I;?p@@`0;w6AhBoM4IDb6tW0{rKzgq(?BP*ou(-kT)J zQh%_feIO2FsXa2#BB1*>$uhh=t-A6`HX`Nvy6S2WHpzG4k>grqGn(?d?FAAE)Ezrt z?eDJwSrHzfe#Fn{Qf9%LwV#GT8!t%P3k_x})xvlzweb#0-qD{L)bB!G%R>IjHkmWP z{;IZjZArv+j3TK(g_sY7!A!*QT2jcX?b^Odi0Ku!iz$dS}!98ePu8qtOydct}Ofy z;Uj@m#9~g`#*gvQt+glehE|>$=(OtTmnQu2gjpM>D&*EtlyNS@f9;5+zJt|i)xXO7 zKP5rwFU+%643Hc9Q1VpSvbBk!Q44x^FF)G8Yu~@#UwM00NCL>H9o|ou&h-^=R!KY856lr$#1rPDW{=s(>2o9W~)2PKxds23U&3{ zio>o9m`iQJExZ#q%jO8LN^p_%TZ8QvH#5MJm3sqaT8*Y{&Y?%UuK&wCXMOr-?kx9! zawEp-MkWdQSIFg&{HCqFlxcoSuq{|x(3JV8$B#B1W&Bi#x7sg8W1bswFZ6M?;=m18HezeJH@#xoD$rDD zk1S(0K_H1cvX|$qYCXq?M?HS&!&HVogVhO2AJart785B1kmLyk!m5M4m_l{{K9mzP|3kKg4)EKM6guboNm9Ci{>)5Qf8EnG^Ly=Q7q5AQ!@zYGyy@ z#UkryMRCfiV0wZjptHbrTDHPhJe$(bXuL=<2sbQ9eI2Q~xn&5YOkxp>eDt5Dn|Z}g zM<^#0EoJ^SU)$Edt@2?f7b5)?Z)xYU3MqC!FK!gZy9z1$Pmi_u`YK~qe};`x>I$Ia z*)NidU;I4`96&Kg5s^sjs*DFeX=ze%E$GF9Y1$!02<05SA~lgyLEVRuU$bdw71v36pen*=9IOk z3J#dy`FgGa^*Z#{4W-gHa5D#gFiLi>xSk%~CVNSR*HM@0+vZknU&+I1==WUs3TJS# zUgkWnHY?{aOwMvP9I{!kDzaDwlg<6(-10VGYLypDu1p$wstv3m3!hiEw$+*2QDb{K|rARM$~UA58Y2d5sHXjfKavDnwIGZ+Y* zbon=~v?k6#9~)t993W2Y|51csjZ~BKqFr!*G?;6WhUMuFBC!_xS9B4F<2VSL14VP4 z)EY|KCLhewmw$UA?ee7j#wvaqKlF*r&mRuu1-{xD(!$vml7sbPkqUO|TqAg+2iTw75g(jjhXT+`aoF*hqiY?POhl$@QF0cw3N zba|=Tg(~crYaE@?MZd+@_5~pJWrIgy05gA`JVM0mM%jNxf|3q(BtFu`YIv7==7kZlwoF>;}CPtu7Jk=~zWDcYgOy6)Vd zE!v{4U~rr@!gvbGuYw@E+=m+aUNuU81r7#kl?Z2P{Gb%(NAI58DvL|q4F@3T7H~;k zvl2gcJeC7U^nwRmt&zV2Xoi~VrY%|N9I{}{Lj%b*iw)(+$8saTXVjbk) z&IcRS(6a#+;h~EB?%NQZhnx9)w84}}S=FGG>L+QGGJBV`)3`77dXL`{%SnafN@_Iyz6ue@LNJYZ+g%lw( zCmFlf-#f?K=g%JZ(Sa`XKS;Oh4^L~f!xUscGDn=;vO8+jK+Vr-x{?20#&mz zb}iRxBeG+t@vP(4=SX>U>|0!Da@1l`k_m8_7~{s5g;N#^7?efeG!<&k!93RoI@BKG z!9tFS1ZfjA0}r2`{@n6lre)GO36|j9C`x0Dk-bp+WiWh;2Wy*dz*M$>q83z1Jm3~2 z1RqJN;)&+#hF7c_pQoTHC3M>S*TGy8y>Z-)Kz@c*qCKnEc3qg5T8kWL=PZo;B9 z|M=j-&>w)@>hwnJC~X$Go)lNA?>?Yd3CEG`!R)l%+Ny7H58BWgo(fR&t9R}s6Q6Ki z62^;xE!97-sn`7Mgg8Q~x0_H7dvG{oK6Z)ocrzjji=y{bc=eLLCK7vv0=kn_CdrFx z%H0j%O#y)OKm2*A1M_QHjoPL+nESd4+51c%JggoS(DD_^EJF>B_M&!=9uKI{PaBDH z8;b_7g^8|NLTzCF(4)k{gg%b5GUNDtBcgrH+K3IRe(yMiA>IreA&9TkocMG8ct{Fi ze&nbT^Mt^vn0AKxd4+KpF8_d>V@t)76&kvT_No*zXQ3)BTrbjJ#x7n-u)FE4XrA+F zpuvo^@Y_&CjPt1Tfy6SnYL~ESlsg;cjJnye2PGBl~|l*X@}%*5ksk_moV( z%QjgbyYddKZ*IwPc3WW3`RVO7w1Q3NsBIURGtXoaDE1~8)7u7%9sPs@#FOk!236Fi zqTpo-ij-eP_zktC`;vMlX@DvtDQfX&eb_&7rN2k%x6P59ae9ZlMXNk@#((g;;VAue z1I7%N2t)iLho>Rk7EzHHqC~saoK50p%N*g*E?mB{6t(Gzp~JDbd1g+FRl6H9aN!h_ zB)hE_;oRVl;YKp1B@(=64=9zsD;c-CC;0OJbahMQ=mrw&s5VUQ=)iCJ^eZ5jzW39n zv`~){>L|>im4oJMR==DU$j8K5-{in69uZUNM~-Pu`w!<8`>pgP*O5+{EEoq32XNMc z-~lS_z!}WYwOr&-dqR) zCjF2+YVgwXu>oS*_LSD}4N-9I+^U<@mVH$4acjbewA~t$w$V9>!>;!Zt8KlD8`WJ< z!_K{_3i$;Ncer&miS?4=CVt_KAvQyJi~GZFZ7#^m-%+4%l6$*~^%1@Ey`Yt1~P?hndoU{LccEx^6*3wvoVV zQ`xHO+8uKlZWcfW1umAvVV3jNBm-9bqlX6yUZ&K|!36u}i+*a4((iyiKrD>24rN}9 zZ!cgsq|c^;R83CXmT`*RR+(PI)|p-EpMM7#{@LfGgJ{iaiK88tsmM{!vxzvZJgWgj zU(yAo>IKaE0iv7`fC3IzI8Va_*FmpVVBsF5<=2%pz6<;WM3eKu__``x5ZrV>&W_#8 ztorp`3``0JXa~fm{^i4ZN(;TiihlhRuAczEkc`7D;`(b%ABe#K?#FlQj{WnIjx_8% z*e?Sri=Aq~5qu&j(hrQC08;e>1!9#TVkrWvS`6FjQj{X8ruCYws8iyF&{4R=|G4O$RnrW*AVBlJab{ z6;-oqM)1G3>o-9p5>#-jLJAgG>JfhfdS_mC?yCDT78r|NuNEI#9I60g5}Y{h`A?F- znMw{-S%#}h4Y(_$205epUyD)`FOA$p-|DX$S!()z|04WO2~G{`Z1tqdxnH%K5@O<< zhur43+HAJo`pSj$$)E3imPb-N3ij-j6vU69$k}mLNIfHdapueez7U80-0PqWWw5W_ zo-TylnvD4U!q*d3S309bgShQgJqHWqaLP3DO>>JHQF;J4^aQ8|f(s$B1G?g*tc<6H znvj>6|975~fp&L2oq|GCmqmwvwP8#ocQx3pabPA`t$PfS6Q%w4?yneYtj9dbLXvY) ze(Yax8%^L~v@lPO=!jkY{C{awmfj>r8$%)T|7>#?ZaC$U=L75Y7n>9gDE&36&UWSD z^lei;ap+2hb}ii5V3azhS);2)9dw4e+UH@nXG>K5bQYRp#2Fz`e#r9gEXh9uyOR&4 zN=F8a$0;cfUINR{IcYErTG9|R``X6dP}}WMelocUBTn&w@^9U41n3Ysu_Gm|MG8oED6zJLjTN&&G(@1p0DHd%u}V97=T+9cfeR zJnC~19N3gE>7zWZpwV~)Wg$mZU=32U<2o1 zr@!@zrEUGNvY_(0kFJ~Lrq#`9f~~nfXe!ZU_%kuu3SG>}e_PpW>J=b0ubvi^*cHY9 zU*q-mMrBSYD{?X{CDG-$XtYTTV#^)`P)+Kl-z3oHtmtn{%t>S^!w_#nFsc$K5Gw0m zTDIbaLB`-j$A2w+*}oK6JE&IwwAGtWEBAxm-2}_p{~Eg%h74RK(U&zB(so`P7^|$d5s%MK+iEp} zx@zY}UU(%b{_k%_fog~aJbAT=4lXnK0;<$6Y8$;$G%Ex#L;m+%n(YBw6N*X(->2lc zE5USyPWON?E#)ZNP;+K;d_}hPn!GRqA#J@?YO33+xz9<^DRuz{^Yw0_YRC zNdZ`^@o%NQy@Q}KgP%XTJ$yTcUU3*QO9puYT3I#5*I;M$n(ZMAh_m`eUr$3c7r3sF z!^8MiORk7ATqkh+ILMjChZq#1P|hqs;*$~jcBr0)`fUy)r^g;uV=DFkYGYx?j5b`} zI%>}P$qmqJ$-@MKAfTKV5U>Qf-;;nhJu<2|&lUX0N1oS@V}o$TH7n4TlCayzI%|~5 z?`1$qE+`2^PA}OF{fz>79k7GpS5>qi!$cgcty@4gu0o1bg~X8%MMS zYO*Zf-ZML0BhV6PzVH~9~I0)2N-o? z4iJdaOJEmx*N@oIp}nRNJGSj3tWHnTar||i&wfwIl*GDKX0Vh`^j6w$4Jl){2XIm| zPaf?7p|_NZ42d3{?J@h+`|8%fUF}Xk85Jx{kYyky)-U&4Mz3dbVO?zr>G#!5PmDjbY2uEL z(^f3!WhVuq7>(Rm;QIA+jinGo7C^sdKIZuGy|3C4!lm1;4c{;Z?m@ezzVHOAvT0sBq(Zvi%!x`&fM?gC3rYhSE<@aIee z7p{P|G(mVpQ4+1pYU|6;G>T}T%?ORbJAdoLK^W*j1-XkmGHVx=l@LqH1fP65pV}z- zFJE38MGm@kJFEHtcRCyk94AbFA62Q&#?jzt$3d(1tCl@+?j*c{G4z73*V?83TG|yHR?_lfi)}v%gCC{C=UnvqIR7 zTs9NznuOJsA?@pv!M}U=*=P+UDos;{p+-T`q*dm-z{!MGj0v8TkfOVoyd)iF-a^(moI2b zK^R{j##gadeY)pQ<-rkP;=Z#x1x4yf3ujG|S{)GXoDG!%^)_W#M@iD_+d;V5>WF+6L5_bl7 zr)h&!ZSCfy{Vp6PE@EM4YJ4*(9@gI)r`ltN61iU=hwRS&Q&AD5+CH0j{cZyir69Ls zAtcHRfa$q@_cX{u>9_4P44D8&zz4g3%SnPo@9>|!NCS$I(C*)!gPcg)Dft2{Yib%w z-@<+?5P~*L|5N}3SbL5anL8qd=@bjJx1+W7_{@xsdsaPw3fZQWePt@w`S(X_cOHH4 zVSeWGrk24n`^kf1$W?i>)?_0fYf6@f$R;WL9t4>{gYx-K)t7o#cw}T!+zP0r=hXrg zg$eThHL;**HX*9zT+H?QW~*bI#9hkzz7_d^5UndS)!vsu#n!j<`^9b^28<#lI|d$R zkk!LcCjt3ex$FaL>#yZq!&l@V9Rg)jfY8!E>n7KYabe4D17(08`}}VH=nmm#<%i!2 zjAww3bkDt=HqW2|&>Su?{MlP~RIf-pyKG-ij$T~(yEl7cujhb-A0{QBh>du|>1+V; z*RPvlAVHrl@s|%y^X&*G04ZQ2__$9rWKaS?`*wjvzWaqGpm@S94GhF5 zCj!E=Hksq_$s)oGnM?*eO0|IiiM=|x8}e@Et`4YKlL)mVcFtVjSGUe?IOTo_ zR7|2Se7Y~0XnZba0x44~PGpNGYNE*!mfG6dagvtT6-#fJ^~F3)NMrBi7fV>34Uf(g zwzRGADO5mZ8{&#CM(LmTDKR+MfkyOqxI{z1h$7ZvTVo=1ppD zdR%S98$}~rQYPKAPD+j+!#uf98c9lEo*r?OES_GJ9hC6Qo1o`RSWO>v^nH&1T7r5| zRl>w^23ZUo*#(d;&}KZEjmwn z=TA;f0+q*=TK$U`FP?O5-DftV$RBJC_`qt_TUjE$xE}zc43so(4k|%Z-c1Up9Df~M zhf|W4J|S>S5z2iM5gsAxB^%_J(la`$rlO+%2Wxs>xpemM$jB?|?N2{`{Ag`G@HPIC zaa3Id+3vyU9|wC^&qqJ3PG~e(0PMZjOUO4pjBma4q>S{+#g{lP8 zMAJCFm4uNtaaoD1fZOqfH;>IMy!_P8r+Y{DwNR80m~9{zSn@RxAPzwh^@{_+x#Dpx zo{!^`ljljK{(f_wTLQtU-EX1{A~L#2ERAD#IBGy5acHl)IM7+r3l-fG)PyFHJ^h=( zs@AGWs=t;ieeB*~t*(3C2e0KJC$L<)z2{MOXt{U?s>EwcdKz~wF}aZ~@&Lade98E& zsg8GfqIC70wo4$Bc2$;IK8qL5{l>rF{!hwP1r60vzg6d3o`#L=)8$E}c#MV6&I_Dkb_>3VY1_E~)wpcjQ)%4d149W$usW zZnDBG0GwdYaMLa}@DGI!yrZ4iw`(TXFv{O9-!8q2SvYWL#7nZ=PM<{HZcrHP&pb2Xcl|Q!gm$$>YHDgExR){oRUe1lB{et@)9QSUejfE6s=7vk?E_^ z3~3U#?TAmZb00{0CIGd+ZL)GEUS4#nEF(1mPoWi7=Yb7OABeh5IXX5rc>rmlImkqC za!;*L91!n{Ni8yFR_Ajx&=Ipdx_&I}mF6B#XP`T`Fxe;`S9Q{|b?VCfA@s@PsBD|q zdq0!Vybhrm@O^J348d;s!O&fd?fkbtdS69nu6MPbsb%Lqy7pmnwpe%2

|fFPWc^ z5K7>PE^N)mJOW`Ft6=g*JU^JCVRAi=eRc)SmC=&96G$c!pG zh8@gxkWTe~Rd^S0gegHbMN!5ve@r zA7Q36^p(`XN2Ld49!Mr$9e`VF?l1F|I(lGUAwVcgPlo@*ESjQ@1B*%xUq&>&O_)u+ zT^H#C?)g?|p1`xa)fJiqyFv9;K$&+I7~RyO*+_u-}ePSEeVS%_QvQfcqE8Hg>Ot%&QE? zM$|Uf&XqshVt!e#GP;jseHwD6_!ZD0wH;Ys1C{m`T#z#-;gijCCRR-`tK*$Lc!|=yo$Eh*qpfc69M8Si` z*}V^Nze|8)<~z#YKAl;3KGSXU1oPwKU)IVF^4PUxHJLRFJQ%$1@aV^#MU>+yy}rzI zNuw;jaZ#Zi!{-Kgmlaa;r^awQF@>f#YJ08|t~ZmNT_lEqJ4lBEaI z*=#_?fT$>0{q83Fc~!*jmj=-KWwSmL9}#%}{u56DJVEb{+1q)*#8OWFDIaN>OK^)f zHS^06cT#cSMBZW z$OjwKAEeiO+*B6Q+6A}XBk`=^Gn0;IVBkD0RvhcI$D4g!;|73uKU$iCL?Hp3Xz|YF z4TIyIwiE2FfMbBn({5Wx9#K%JU;PJLXVA##YXFrQv*k!n?|$aZzyVcJ`vKJi17#)kzD@hJxA243 z$bVz~dKoAQmVLyw>uJW~5brn!W-{Ld@zGR|Dg7pB$D*EjMqrU|c=ODmMrK5SuscBW ze5twH3rZ7=Av4z)_}*1XKivNG=eL0ee%x1m3-NzMxitZ95wW`<=NO+3YN!JxKmZZ< zN3}(z6@8XOn&uaV?9cPnfjxY9PwmlVpV`CKPQilr8#=D@g-Wq91p__%gCmc|80h`| z=>^q%x6^>AE|6AvJ|v6>JP(TB_tl+(kU8L(Iq@_}4oEWKWJH34%vxU5vuDpX;*SE0 z6*P`$u%+Jxh(R!T{QbtKXCDzXfvVvHuI|aSfcsd&DIMd3k236$2_#LuEOf)ZKwJAOw)sEw^Hh;Q>M> zR{mL(LAgT-{v5rg;H-K4N=;KbH{@xwpL9xc^2GB!>K~sF0Vb01nn#2!-I^4g@7?>9 zT$Z?jn*dZv^n9b@2_#I;mdy*Hfd9;3zyonxMP8(I3@x0R_z7r3#_pQA18_xC!JUO+ z6bM|@T@hT+Z$kwM+{*5!*sg+5&tz;s#Re$9l5jl&!17%WYVOcrCPtOgbQliNJ@Tzb z5Mm}qyN3qiff2TurdHgLn-&0&c}l}-^ykma*j-OW+|OOT?PNy??++B0)C0T`QCR<) zlfHzvY*!xvux4y6Cl+2jJI4*;dDJZyY=VZ4J9Ap3e zxM)f=R~uFGIh-f#t&|P!ZsUC*uL%57dK{LXw(V|mL0P$`vNG0gegOm#T1B*l6Z9hN zO7F^;B#zj)yLY%ea};HJO^@yqZ_pi!xGgIZTdAzeE5cS@5G4UrCEmF9%@$4&1|>M% zD@7{oIFo`zY{XhLY{VSGF4;*eV!VVzQO$P-MHU7uT?rbIjtOIKc7ErNm0+>%#;3s{ z9>lYk&rP*jg50(AcbFy9AJxn*o8QG>>JT6^G9Q=g3#9Yt)#=X}8glh0l;`KNj z#-a>(lgh7sHAmHypC0NdsjSTP;VNBg#qM?zdVa<>Q#BVHt;@A02~9`8 zJ-c2!6XZC(*v;!Ys9{+7)CO_>n2nm_)KD{IS!!yA2(|J;A_2ymEU!>E?WJ@0HGKUf ziD{zfDes-pLVx##)}&8~?)A2cQ*9pz#m`d|CU@OB0g%74a&jUlxh^v4alA>1&ZdTZ z_*2+(=^HWUuX9|PLJBvWso@oO^n1U9jeT1i9YNfTl32Kc@JrP{q(JFe6>!@mLLP%Zy7lN=QlmE`~o;Wo8-UZL+BU7m`XSu`l|;3hst>G-J(Cv zRfpz+DP$yB>sNmlu*=LwGe5GmgesjXFTOsclW|@?(Ox$OpFL3HI3-tpCPLt_sNM=k zwdaQl^CJQMyG8;QTx*YywZ+y1Xg2EOppEl{3_?*j{zy^58wr?@zJlk=#T#AE@V4&@ zd0p?{ZGI}daaYy>P&&mC`m3q|ZwDkw?*gk4A(Z*KEvi=Uapad0cL>?{=BWg;`P%UF z2RFegthpGI$6%u=*KIAhn;j^e^!*FF{`sPU_>`31+o4Igh2-t!eC5Zw5iVx4zrKq* z=AV*BT^M09HJi}kZU7-H$FRd+A($H8AH_ z;)E;T1^jZfxTa=o0LP}1`ABTu3+wqQ7T>q7(KO7na@n$MA-fnm?R_iA^67F$ zC-aqSjc_=AUA#D%=>v?kgvqQhjI{JaK-d{Z;#OCE0By_mH91IJ?Q~Zbv#{#R?-44m z*CB)|m(120k9CRYAnu=aUeD#ZiEOtVLcA4iM#rjt>VN!u!RgWrJ8l+t)A{t|F<-r1 zVn45a;Y*Ql))8aX#hs9bx}&yaREcFrC_lb)2)?qdy1JIlTkpa85KyDVimKfh6X*v0 z+^jWM`5_m*XgAf6=>dT0c1_?k!=Q4R5Mo-em1CrX0Fe#=7PkpMmSRhPINx~)-oTGY znznTU)8}H?TR-=xTDxmo8i#?N0|$^YZer7aYxYoI{4Xay*EcMeJkl+~!fSST`})08 zV`1&Fa@n}qAC@g2;6q9u??$%YbcR&aTp)a@ko|bul?$fbJ)&RKj;<*$kNL-M>n!#C zS0ED!NNHDMXcXjSdmT$+a&phf^h@)@E?m!NM{Y=*&ER&E5fA#aE9LSSG)3>=e~rPD z^3I*;o~~EQG?TE>?@EBBA_c^js*zMx;Mixc^yrT4@&k?H3Kuo_3xc|UHKgUHmt~jVOT%@ zfJ4DHfXQZn0pIEt?qZqjst^xa;( zRn5%fwhKA7?%-431_2mgeyF1?;!b+^fMZ>4^DDpvC*dmicQ>{jE0>JF`myVpmv(o; zsU%_TFEKGO?4icrB-Co}j>!)U4ZTUaFNZqlq@!o)Fgu@HY+7!aofEq!E?q*YyvBPf z*7g1|IliCrd;c=k#^&4kK!1O;KTTEid;yTifHdgbdX+8MfX}b*ms_MTfeD-Ir%P(m zmqE#cu3h-dDsE#6sT8q^a_M4Q^0hv< z1T;OUxHVzpiWCLN`dWf3+xfok+1zL67yXSS`>3LhezBhzqi(k=SO0g*QeG_wpIORe zSAu!6{=&<$ker9HV$nQhB?1r=>W8kG!Go}DH$*zsh;0eIvwti^%McrU=ZQ7^=5C##96w!_lwO^XNYx*hNsk$rkq8nF7A+OF3@iTrBVy0~Z0l$6 zrm*b$uw3Ka7ul5KO(HbR{!o+UX4OGp(6p#z6YH zQF}cP5JFns-!VxB<$&kydut~guEwi>U#hT`^YpI9GHzBQc#CU<#mV7mMF=`6;Ozi` z(04n%v2|rIXxyG4H@JRis%>mz<0DMv1S;Wm-9g}|^XD52ZZP!BZ<;}5FCa-0Amh`HU0>{K3_ZLE{ZM_vovVO*S?KQ*857$3Cm8A zQf{NliUbC!e8ph9ST)2GxgJ$Gz=+93BVQ7`&u1?+WS#{a8Li8Pe-R6|j{v@#9b!S| z6V2?zBkp0lbZ3`_VP%WjM$lZlQANMBg@$YHL^dYb*Fh9K8psiz0xX;O%Z;8gai1Jc zxZau+M1~yqvf0dSrW6-k@|5)BvwWKL?1fD1> zqY~7UNy@2uZV5c8Y7E086t%= zcZY0RP3L>YNztv|M^y}X*65ZbL|7I|&&6Obh8deQc9(0}I+offh79pEo%a%{t)V>Y36nZarF*uh$3#YHo&S^!2kS{8K#Co>0>&S`ADMh zY@5ch!1IX=6-q$L%Jhy|SYUtiH=B}7_k9m!xv; znV;iWxuwVxFJ_KNm7%NE)z2D^JGI`|j$e~hoJn|p# zVg)#_cCqx0yiq@wEpcqej`GY^^CNwQHG|zD2H@#{^itap6qEpl-7}K#X~)onyUVds zTdOBmrsVzMo-0r@f>wM|Nn1DHE{DuYKo`Ps%yZ^>IC|m?mrmb#SIaj2J_C+U?$TuS z`3H>`+J^TiejBV{)llNnudyLun%}ALcZ<}El>MfB zlyg|3$gH;~~hwK)f6XQv5%y2tE!fX#S!RhxF`dM*&(}$QSTk!1XQ=tOSM# z#FL>D_b2D|@Am(LnfU*=YZyjp(g2n#MJ2!&(9^kRVgAP)MVOzTLu#f*nAwk+nVIe! zy;4aGJ3z1R43hnyeCNS(Rq;-9r-OQIg)N^1axp@c{9zmGWh-d60;zy4VamI zOm+Hyz|~gfF`e}bZ$bQW<#~Deu#2(qgkrkZJK)uudtLVvK>)zJ+G8TSqO|n(TdyXt zV7bAp(nh2t7L@EeQsvffffUPL%IoxW@y^@qzI{myB=@%`oT`3PtqBSkqW%v2+8fZ@ zi4V^M0*!^|fI6kj+FYfwt5B;`Ci1VxxcuY>loh!$vPsGBt{SQGoX(aRp?>0dXs(}% zL8AcQ_X*a;kK+-4maAuE0Ts(ZJF#qM0phtNfnl_Q@-x%0sA)hS8|jkdKzGn*jIYi` z2AzA8>F68oULatTf6>fi_6;sr5~Ir$I%rodWw~t`{7^>>Ho`F!hsnrs08EIXGK^|G zkEzz9+}(Ju4i&SIh?Ch~wy79C^hbgFf^1#00tE$49yRT8kamCx@hX~C2cf* z9uieO8OT+BK*{gonc`oXq8J6E;n^z`>E)H9dX5uj$8e$uzr*x?lqyb3se0a<?QK63W8$ za=N>_Z{Ifiqxu*A8OFFk8iY9tqCgnL{3D=|>$?cuTrxFsh-cqRH`CZ!cpH0LM8X*; ze%i&^o%G!{vkb@;tvL?3$CA@>4-p7@-Dv8G@HT`rXENrfZQStzyA{A=s~Ud(J|N9< z!iz68`F~Z*OrssOO{lT!J4v~o*z`WRQm^+FvO?36=9C@UgcG+HSd&U=Di;;fvpHyBFUV<3E9kaLCiSo;~7{T7CoP(^@N& z!|fmswY%We#F>J9XP zG&vhkGAL0&@Qw+twb$O?xu?#(RbSOPRmZ;+o7wZ7^NnMS=l9%*wCEw@etxp$k*>XF z^^^;@!cO?}!iDHWy@3Jhg^3sCY6fLB{ZD0A8KV3L-!~=OHC$c_ba*e1*4pqr-!dBA z7f(VbG?z#Ms6?d;8rSL{edwTL;bmPgw2k<5hQ)-z6)jr2Z!t>O+@a}yF-53cY;I@* zQr3&~6)bZ`R1|)}?=9J?IgQX#2#L9B+R9rO$BMMlR~cb}BNF9e*W=n^dabQY%t?fk z3J0qgl$WGD=W%2<-Z$ry`O+{(1v#P*8P{)=}+T+eDN-j&r;?p&vDx9{(aWTs@s*V(_3#c$4$gv zjF#lh1-#Z}{3$Kdo5sqnu0P*L557$OWvuY#vP}#|=3Gwb;=vJoIQQI!P3cscjFwZqiECXqGrU7&;mz7+z|9!8G>dJ{lxoIn)CVnW3ha%e z)Rp~US)*+-@?t}0r)1>A;u%5S;4x$M~yK)nHL7lgu9QYAVmcAgkb;N500$i#gCDBpdb_xT#Y* z(g~I>%hXZ}@k}*-(QL%FYLw#i*6H#TtShcHyp4P=*JH==_5YKr>9w4luU|?^NoG_DAq;t%TF*N*ynGiFzFEmPWYqUz0EvBBNVQdQX$Wk;?#DA zlVb&oygcq=8Z*Gxk|HU#-$Ql?Lpx1GlH5?KnpAL5_m8QyyGAO=k5=ycmIVUO_av*H zsh@;7ReY7gv`s_>n3HG^?cByj(ahv$nYhWnV2gk2`pxR)CC7N(YlMd0V7aRnGQkD5 zCd4#gG4a>i3e~yaFcSV-`C0hNjdR=GvdvRy$}69;MbB7-e9$|x8@kc0(okgbogLfv zbKDSoMXZm6A8cx4{M|${c#un3@Etf&Rkjqi&Iwd+F(gb_zH7d4a!@ye$$DUV>;QV) z9f#3iA3Y#j?e-R5uSYXVA%#9ruS7YBS=YG3K%t#*vV!ujp()9Li!~ElvIfJE25j<+ z!Vqod4J(_#YaUE`SoN<3$A$Gx76hzA#yIiUyCr*~Lo)D8G()$ZIrr1(#$Gc&YIi%j z<3y68KHrksF$A=X9?c6y4j`nk!rMZPbWbJrf(@gF!s%9SHi4dVVz@HSFU^wr8CUQY z_$Y4lgv!=~L_yYxu)bwNX5+wVn1dE?RJ>xVO8Z_A`6bb5X@_;;V8f!A+sfo2Gcskl ze(|Bv$DOWAqZd28I{Z>7?6A`ny#zhQF4@;+i|asZ9X}v#Mvhn7zfPz%+mNRfp&7LeZ@fDxOugGL-wnx( z;B1C|xDNMJccqb`U*8pb4DCDS)np?m-;|Z`Ca1BgWkCpJ4SI7Shg_Gc50^LNu78@%}{?HNAyvo@U;| zofmDx&EIpjobq4^uzAWs4HQk*F4u@yJw59~!|a1?V|3iX;TYyI4gB2Wj4&s&zd9-t z18#x(kkD_1Ky8(`vDzlHbo)ED^oAX(7~lm}ITXkn7S*+02VY5T(~>l%!DDmG5?29NEk$Z+sG}y!V-l zOLAsDvRFji;U4B8s4JG)Wf!}fwx4XisKvOl+gu1o3CKp5y@-{4O2W9JJ>or5ZnX;6i7J|~Ffd^$P!Qbk_^=#wTe!?rIu6G_tlWCrO`9cjdZ_SD5 zRd(moo$!wJp$rX5&osdb#$3 z&fR?Y46(cE@x6s`qLFk%&$@JpG$SuphT|!+a4?t4yy-Zpck)?Zd@`MO0#yZ4dX5|g zVYkONpUXbnxL|d*&)f9ihRLy~m_M(sm87btm?LtvZk{Mg_?WV;asD@HGy3y0-h+o< z=_(IBr=1EsXH!*VCf5>rrCnlteT2<--VmQ>>RT~}HW$3kS4 zpK9s=Yf9GRVkWIa1Dfp}9jvrnnW8gMe7r?Lp~gqxI5MBM@JUbL1@4X5f#IfRk$rd? zBczRA?K1Lp6ls-*IPu50is_GxJS$m|)w!KFzov$AYste7uSW3#r zBq>hLn_3xnl2>Xsy~(Wm74yZy#a}xcSwmkSefV|*Q^Sagsz(25trZ4mi3g9v8thxN zhn_YEk-rfw<+H_5kq^|qYl*dx@v|utcpiS{i(xD0WD)*YwQqL?X@N?~lx-!uiRD)g z&UxOe0))j&xNNE6r&8`uN5yRD#Tf)ETzDbC_1A9JPE~TJD*Ki`4;yynN%WkkR($7{ ztZ&&t=(pI!3dU+3CiE>DW*1shgrBaa^%ciKd$DNbtfFhgzu@nU_%7FYOOFEnAq;2R zsquSH1qCMQ@zRqJ8@}kzSlm9$NN8NNW%xZYN|~EN0E5}QwD~ZquR~nkrXTf?a(xsT zgB$~{xcv@AkKvt2W&s{Y)drq|!mhNF=G3-vU8NBVe51b<-@2YR2ratA*)ILnFo|bV z?dE5F7Oml&w6FIs+8mV1aA)+V)?YDf;*4B;SSdeX=^P`V_an&ntim)|T zpl=JnmKt)^ln>IW!E{w=pHw=ar}5#zDW{1#+n(TCQyThjE1G{r3w&WLHsosGD%IZG zHH8I$!ejmr>%AF`jc{5|VNvj-64q(fRd}8z{hC{d+>Tm%-=QEE? z7Br*o3v3NtGepBTHVoT)Q!L0e`Hr+YB?e@>TN} z*xW}`9Vm=$Ol)OjVXlIrh;kK3sWplp>7zSF`Dgld$`^m8bLDtbneoiXG*8qBN4r2| z3FSD2b4v(cd~lEs#0Hw#Qo;>M4`l)tA9Tc5SVN6fp7{ughqwAD6Pm4ALhs~zR)dn< z*i7pJ0>NWm^Zl2Kv;j^}>8gD0Cl!Uc@8$?D<#R*efu4FSn1=97ZjfRq%_v(290>RM zu*bD-K#3ms*%eiFTf#20i*k=iKcD)>L4M%M);5Jl0hBqw?~=}h8?6&x@2+`vI|qE= zb_3rY;qGr`u4I&@{HXkN`CRO(X1m`0y8e5+kxKAOyRg-4{-fru1sm)MkRbBfIT0uB zZ)@tF$~E6l{l1%1XNa!rAN}jo92>;VgCYCUnc$@%f%XC4(INv7tQ2Y9zhCb3s7w(; zY)(DfmJef(rk_~HSFP$fgKiDUsxV~FtIC#dMyd9KW^vc5t*&`n`8P8m%Em>C&4dcX zr_5MHGPc_ajdiXgglz)jBtkwz#DO0D5NlYavaRp_19<261*|Ue+5eq_U);qwF z442OT=p(1&E*O2q7yd+iasSu~{(s1NAfbKhT#yKqc|xgT1u1u489Zn`rAEL}8Z zn3yP%@h>ecby}a-{h3$w`Kf@lwYA5{?dPKt$B^oS<7KL~&wapr#8OmToX0svfkk&7 zdU162k;fS&Hp!Tx^S3Q6ugB*0Io5JdfU{IttH9eu@{RlNc#KZ5m>BlRK0U5Df@7ZJ z*S}*HQPKL_$*67Y$rsydiz#uzEg@HGe$xi1dTZx2X=ob{f7kMuXGqExa}4-(W^4{$ z6j1J8=~vq$6v0c|iV~#>6hNrA-)$$su`f#FQXuV2*2Wsk0s4xtW<_Pr`Tp&0^@cI@^$o?Q*hGOvSJq41+`73o$^GxH zlbxxkk=`=k`jmVTj%EP|=oAJ(7U>f3u$W;CZzr#S$TDR1so^@ix{+oRj(>3DLv&*K|GmIP4vH0B}7GSjv7MADAXHi zA$82hE?v0-+|w@4-AWWH>I;UwP>uo}Mo8=t;^)JCbZix@B8^>L`!Qi?JSaOYbB*Dp z=Bct?C=Is|PIoyf^34it2kq@u6}iH~!sd_P(O`fOqBx6f+i{b=#n?goxy0u(T41hI zN>-;vHI9k3WaSE7Je6A-F*Njo!8ohMYDIh?7y_@o6}JiMbBxlYwv*IjBQmeI3{d_b z=vNomjsQ6kxnV*Ce;_H()V|a>ggC*PA>zGLd+J$F+syU+{YCS!sx>q1q%(JTPkL^K zeN|qxC><nsHftu?+3%BagFpD!2v4Am%PuO+5cRaFyx2cXIvu{uNCOc)ruqQFkT z?H>s!m9hpC#2+N*N?U9Q3Dm%;sXVA{rag!l02f~XTjR3#M+JEy>$Pg!5-N$x=HA>S zs-OG-GCThn#)rB$w>GM~g3auow%utlP6>onBTGOy`O@#BM~}8OhCB>-jPmgFwlD;L zse?ricLYxP#M02vTn-HK_dfuYJmb<(47hHb!FZqctxa_hx!koYE`(sEvXPH!CBE5@ zU(E~jAKFh3Lm^99K*Xl#8Ov79rgG;RI zk+>_K>o)Bd>PY%;Qe&=-ezlZgTi@gaKfM$Y;^ibXxwG?QXXjxERrc@J-nxFMKrd9lbgJ7toUaH zgCH-PL5T_2x>%d55@g=mCTo{_rJ%v8mR$dkVN^$$`T0)+GDrz>qpFgU1tn@yz3pm> z^l6`)FtvRB@QR;n-|7{qnzNj7tzVg0$lPw<9b25d#o}yYY>7BNk%R5AYn5o|G|ON) z;|teT!CV0D=U}BC24fo~@Cs62Ahfk7QdA?PBm@^Ov=PLKF>6Z-og;f)trzGVKmF>dK4=MR*1Wtx@c=dDU?SHQr;$(B@M8gu(prqT z?c$;ZIs`T-ACKD3sCJ0UjA=t=fv2ro8}W>oR(e_ z8rATU2t8jqv4~iEjiEHS(kk@2A0cCE2yNzk{Q?Pp#>L{-?q*9zjc=ePjefa@e7}qW zuqE%;;;xB_&I2U5Vj=cwc?G zTlK!Wh@C29E&jZ1gs8Am-e&<-F5!|+f26UHjn8zbTxP0;&R*&sqqu^L@g}3`JhNVB zO9^aZ$)ZOR_Cu=Z$spHz_wqAQ9#0o094Zu0kY(WZtmNz$G;9|L$zXp=+gT`cw4f=v zHK|}n^x-43I|ush%sbaZQp^k~2bWRtic=ERx37OGIH}qT4^^hsj3MJ2PaF^5L@S5eh86K#S<|J z9sy_6UUj*<3ybsJiXD9!&LmZ$uf8fsg>a58XB0S%yd8JksIpFn_lg^wg37C!+spMF zyN~<%!_s=s#%WL(90P+A&^0?>G44GAUTCNf(66`!ci6k^YllP957}SDc|JK(;9wz> z^{Q$6YUlK;Lh`BiC*UVfm*mOf#W*N=C4Qs|o;8!D9CXSRhLLMSjGsu;w`=jAm*fua zI^}5mep0P?L-E=`Arc3P0~pJqEU6TS6Hh zvuqq-n*Te_bx*xt@jI(A5csUAJ4*^uF7x>2Cb`NaC~oJS=83K^a9{b~ZM5bsyu`%U*}8 zG~J0(XVVSSd{-#g9vcGt+#z}=7YGQ+zVFg4{XQ-hxvn=AWLIfZtea0hla@Fz7$RWb4*vT-r}*!`yESM75@%})EIk@{nu&iAC#*mpcIG;Q#>`kMrGM5-pqc_OI@ zw1Jja4V*00&@;goFfC_aPyf==8)i0(hw-;8$nkR-LK;8lEYnFA@0!(oQpq1SZD{$% zE_C8lNa(%aq&AKX9w;%MlLVj&9CEgp1Fh1wP?t5}5Ed>9zhp(BPJs-_eW~+HmNrWM zR!^1UYm2_HrB-)&L9hX<)Hpe9y@a~Kl;J#)_T=$n3l5+0ivj{>hC5DYKUm>Ww_qMa zc7WN2j zx9vb%#&fjm@MMf#Jv*PMXdAUZ>Xi)Gk-@b4IBTE!u;cwSH`qI6E`P3!vHpS?Mk;z; zkKmeCE(*JyF*5wRy}GTXe3xUh2Wl6#6o3)`ofFMlU>E-Po`PHzKINl>?`+!KL*OFi--MN6cvJ z4cP20A7Vyb18cCLjh9|f4+26q%9+w(YraFr-FN-Lba>)maIF;swZF79jS5xczhz7b z3QeeS2N9&h=QlYQ+iNmXQYK2 zw&uaCC%9@u^1%z8DM}{|Xy3FUSQbHDyz2d!q9(+cf!1eqrLgDCMhyxZ6#&^N!vm7? zPXg`9Q9s$1R7dBQoAU1ND!WnBu5eCXe5b!ZMH9SZG1>lH8N}0SIa`_bY zCc$sg(*qQHmZ1!+vBKxvh<-9G36EYak}@nakUNg*`V2F~*uJlKOiWBbF$046UPN>K z1zX4jR!IEZ8N49N8dGKR$9e?K`gBANq;4s?N*QMVV&p}kWUCF<)lru&UAn4y5ZeW= zgRlqN+SYaiD1hNpRL#vOX<>$gJ>Zcj7NiZ&o#*`dZwGFs;(*wd{yiz&jrP~8!zffT z2!l4*m_oa|yFpxHyDya+?kN5H=&M(+K#ExjhDLqA!aD{5L9y;Mc|}A>sQH6QYTu-7 zBkb=4^RR2;oP8Ta)C*po5rmsZ@Xv zbNHlW1Kd|;BBwn?-7{wrBhiCh8hU8Lnd@pe1}(xs#OG41ThqLg1q|ZN++`hmCc()y z#v&T`g(j}1t!ggn?`KivZvd|}Q-!U9DZ=01e=tV{CI{F*%hOwWdEwf40^6RRci(^J zevC9!dM`hZPf3AeXYe+5=v*>!m+vqo;f#|X_`6@Hr5$K$YGPmhNWY!#o$*A$CQsIqA&w$e zai{%0>xio;OuYcScY`T}Tj~O0`IwRdU^_G&U4PUiAK|r)jnVNsns zQzO+mI(_VdD2QNt$*@h(NnZ+l{R*!?kfs55tG|JSDAc(kB=Y$W9yNgbbRb9YPh>c_f&p0Y-`LJTo1*%6 zRw;swN1|8%z@x&C+!3#^f8Zwn|KC;}LdKlxz#+@Wn!tZy1*29gMV4w;u_N;vlQ}b9*`ivqexqm*IRe^t!6aS#OQFWpJf+7BmwU)GpZ1*xmCjYIe zT_ZqC`%hLRh+Y5hW&f8Rf(fiNe}N|9T_Mj>-^gfS$NC*uu>J*;)P)s#TzPi_LH)TZ z%+7MMvPu-LpvwYDE3AZwfn9Gg#Q6jT5sDcKC58|!t6>%cd=gA#AS~l1LY><{x;<(Z zp`oID_KZeyI`_;GA;1ZrK%r=M|MN!5e|lAc+sP#uA-jJh1CbH6`-c_*RPO%4LM8j& z-@4$`v-h|Ewh#7B{c~Kvmvvo)v5NB99Ce?@Tydb}5hehy@$E&ozbN1E zV?LlI@fff~Y1{t+q89bvdD+}6g@8Q$y?XuHRn0&4X#a=Y`G5D_Hi7xex*fQldUGE@ z?Y*u_z)Wlp1jCu30G80^yW=KIG|BJ$!^=5YhaJJ1p3b25!AA|i;Ii9d$j@2ob4YvE*u-$ z_$j0pV7zu&!KfbIvWbN4E`|?9i@@&R;gl5Jw)X)XKwf+mhFhg+)4kvuaJB&$&&%J zti&+TJ_})cDSo}8kpC^aGi!@&T3#-F$;tUc=`_m60Qg#cQP_9jK%V@jn*qRpMl1YA z&RYvrbMQe}Yv6;c2Z&KYJs-mh4S0$Q3tLJ&@7%eA#rEDCKX8u4y$|7fa>*OYEn5)= zV95e#%h=evckf`d2~kr}P|Q6#BS{7X$>lfkfL%*TfebBynhKSw0aV41OjTa+o_}wN zYIlIct-PTa=&Ql&d>DmxN-36O=NWw&7*M)tETdTdM)9_Hl7>E-I+$ zGX>-`kcOK4fgUM4Lqn60kPyjKbT+?&-zR^v!tABbiIIVbfpcoKD86n)XIS$vsZbw~ zb*$t#^qDi@p`vSKG$n1C>Il&1D9) zx*+tvt1Dd7QUo<^#eHZ70s!gz9$?)j2V3OABu60BprWii!&R(cn0W8pArurh&nXa; zaq;opE2dgNW6jn4+A>p%kx(tHV`9eN+ zedXbH02g?YK!vbOMZrz|XK{7)%$n1r?W6vED0QZcIhrp{LwF)cN}pc({lGv-Ts&4V zal7M7$3YU3AJ0!gOa-DbM-#?LX-OD}t4%$GHuVa^-I$J?LiyCd9R$Mquu;Y(ZcMUl z19unF3-Hv6qo^90bhvx2F|Gp;(AuNG)eeu2V(XK5?A2aeqeW%N$qyU=B%6F-Y-{Jf zpHp5!b()-)gaICB$(}JXJnU3d+`4ryRT8?^*hk`f))1s%%HXPjoTb=rEf{&r;`Hpn zu~cuH;YRWC-z|v3f`Mamq(F8W77Kiw44(Vqj!Vs1Jg$rRj)(p9Wn(cHN18M!cf0K zNAy$gEQC&rN?<}+QDa6iGh}cjL6&`^jQ#%Hk!eea`MB#%#`$Z}qWchIUBK!)q2 zWR*ja>U+5eRJdPw;Z2b7LI+OA9! zAZ90p03Hd8|3L=K1Nk^D;X;o)pQ{WW@KoUOusgqH2v%*|29C!iuV#|ZKp3f=K^2}Q z1R5+3_$VybDi;*nke92X(1S~S5wC&mw+PcX0-e( zXg|Wf3Vu^JI@{DlYP5e}%?Qj+FF$N;?lG={nY82u`S~*gg#-Ffb>L~nf{vVQ? z;GQc^O6sf-+#5TI*kfs+m-f#0yi1MNw zF>?Ljx8Zhx{5abU?a7oudBkjwcYXU-40&dIrsP&OxA`OV=l6+q)Y-J|QsX4U-UVV| zvGKV0Sq`%gGSkhDl21szyrAL@9*ks1)0Tr6W^L_~1BnlIdS41= zg-+E-7PasD_mXY@^Frd#^HD-fOAYNq3ghwClshR`QC?vU8u<ZN5j}K!D>LC zP|VB+hQmGvse4&(B|^GC^3g%wUI>7|EA-!TIrj1>#ko!hFW)B>0!K~w?RO0DbW|U& zk%UkF_%V2v{w*Z2c5yijv<)Vx{cY{-@zVQ!ZTF#mIzlE^MfG7`7E#b{{Rrv(?K6_e zKN)bquep8uD#EX+v&n?-S*mvY+z2O5WbXjgnTx7;I+!0gP@0eciI={XtGQcQB$2@@ z$5R3vN4SYEFAskz#iKm>|7-$y*kG8hP4-T?+3k~rLp|I=JvZ^WPRI+tpR|z>Gayhj{H3VnT3HEG(2(JL@ z9e`?3#xMp4r&IfU8Vqm7!+$5U1Ym#h@%ylEu$NR+fLk02+Y6mtNRS*LD3ng~drE#- zWIfOpV)wU?NHQdm&g^|hV^eBb#)MgNFhq*<{LVT^3pb7sp`6~l+}=%DGrVu}WvSuF zPG1@(37t3bj6T=0pvra!OB=_{X2jt|+5#3siVVG1+hUPndaq;o*DQZ2+&2sW=Y@FRO+wa<@ zK7jV$-2&UOzl2(2?h|h48vKIKS*wc~iam$`<>T8F~@R zThIMYF(59F=K>R`2<~-V?6_x_{1;vLOh3Eq7;e_gA$5|iCmwhDqPv@V;LHLq>q^ZR zP)&Q6H+{T+Mu0+ka5=S0tTv%^3=i=>9NWjk9HlqiAIdn7FOJ76BWjYSXCP54sq4z( z!WN}-po>;E)a3)SEKJxyW{+@5szgDq&^~jgzHrdG2G13~FdnbUfw1XLWlGm`vLHck zC?T#;)(|k9V#|=m(F`@iGeNY~+*43OKVf2{O3gX7_nR|E){K^X?`t78&%0HqiCH$a z9jfwy!u+LCKu7>#ZMy!BwD3rlCa0xZAACvgu!R|53i;?D=|!Un3|>fvv9#N)3yO$v zg_;`LQp#DyaT3*$=`O>Q!&eZ*zhthOlze^J^tkl)@{{u|Te>4HGHP~)1)b-OkkZOb zrj4dTHRgg|V>8DAQ`aorARVe(JXGd%L_=z&H_OItrf%V$6{%Jlg;?dz7uUF%RkA&) z>QNV0k}tc^d%p{(tf}c(LilY* zqco29l(Iqtt_!OsNnViC*X(D>c5ptv=C@R&Ib@&hp(H3}-|Kv|@^G}4wc3qJT>Q`G zbZ&JCMYKB)qWppGC48Jvojo%cRcd>yhGlJCxSU<4>RALG4r$W#kr+>g%UC9vN;`F? zErrZRvYj@x1dIc+fo8nlB{g{!JdZJyWj&@V28&QBt-RUko3Yo~_u3^zs}7BZjq zKDvZ`@#!83`=rvj!{vtsCo_(F?tr>NTG)-D^yUg>tp3yTn;&uEc6MFO%EQkM9;uoQ zj5N0qHPn6?#C@=pEoZxJvDQq>v(b@=QE3pC_H!GK)xxtZI$;A&j{Z=JP0eh+Jl`gp zEUJfF)Sczg=vNuLwxYy6991jl!=i{v0=v&U0 z()aiG*SeGE65Jos3@Pfxl?jrP?A0n`TfIRt-|ZwoNaNJtQ9=u?E@{2I%RWW15uXJ#yt0Eb3J+%Ip)|x95 zuUk|?MN#c`N*282*Wn#G*7i?5P440h(NWDr73{QSZ8o0Gn!0P^r3Ie8puXQ5vmGFY zS5G8)BQ}Z#I-(ehzSGx!*=7k8=hP8fN}-WMc${I}J51>Srg&brT|Zxlnx@43JcIrm zcRx-sWH!2-=XU3uREP?pCV0@fUX(0LVAH3DzRMlo?V$QmO0g%xe`MRHDfSw@oN5AY z=tqawy`r8_LR2;2N~*=F2Mo5Xg{ zVoDEZb8`}nkwg^84dm`*cm3p=U62(RRBov(qFKUQ$rQLa zdEG)rrf~cm>7O1QI~A^?LY1ZcR-mhfOz5q(rQcR_;;DBfQ%|Oc-q~flEf*_>jfpl? ze(y+Mk3O;Zz&(L*ovce{fTo?!ljzg~jk^hQueX_%L)4?#e7yE^>*~z^9G5TSMSCwl zbz*8S<7;rv?Sm&OSv#X_FN~oKMRifOlg$uCsx;gD~gswPZTd&Kry~hfDLL(XuS4U!MA*=VU8s)+teW_cMnB<9t(Vstnqn6#Wibz zQNJ|LI7PxzdjMXTqK1SbuV@^U=m1*>cIQg+ZU9~4mXdS1m~mn;*U00ffSh~+iz%C& ze(#XPV?yS&O&i*I@7Z7RH4)qktnt-;RkuTtRxR>a%VYuS=FrOU_OZL`X18KF5hQ zF0v!4w&*g_2D`Ef#-8zF)!IS#FJr;E1#Z`FKh@2$SoG>9#MWK?qtvoBVVRP=O)YDqR`Oz;Ng}Ij)a>lGm8FAkgQqOlr`S}gwI%YB zD&>GcVyQ408#xYZBXkO%Q+w62i$>H4cu9L>W8&NLOrV<5H*V zCvHb@1eR4A0;(Y@JVNAx%+Ia!3>F{jX-Wt!%`!&5vy16JP^GJXZ5S>&o;51+WV=}H z1w~3uwQ$wdTV>?71K(&>nP{$50!3<9M>lg93fA&W4{?WnPM)g(Jc)ew_hW18)1$WX zW%szgGzQN6daY$0GTE-eRGAq4Y$Gr8HMwgQQs_=uwZ9<8+n#iz>~@i}bxQcqX7JEB z6V!ulr9qW(rUJU}_v)U8JIqe#&`hbzleSvMFSo_I+7Nj;zcdmwsXp_yG0aJ0N~uJP z2j0x{D74=0mXxYmBUYQ)=AUh8T*926$$Dz)p<0%Z=ZxMjFw*5pKJncnMbY+e@jV@( zTK5qHhNB=Pyr)Wl%+(3h@nLcSbT~XYf83J7UoVEyy{yb7s&wr>KqOzQXNG=Se+)p( zt6Z}a=m5_rexiYOk+@Co3Dy+>!_A>F)(azWD#Ym43fWjI>!+B1%MM(~+cVIc=H zQY!Y_YUb(g3fK@dNmwA(^$^RH!V7|X*KE{i;loq!x=&SX5)XMm&+>~~ay0Kv+uVB} z&|eFj%R<}gjJR!6k=;dN0ag5ZKxo@2TQZCPM=p-{R+C~6wM}X+=na<&LcD!k3sN_sq&=l?Qn9#su8g3I87r&3intYDT$jqFdvJ5+YWItOG z><_h(iPO)E(n;9e1i9&QU0xt}Z@K=_=8K%o#`?O+%A_vaWXh56Nw>9`FV{k7Q)xp+ zQGcBT_Kv%o^ED}X^Mm$*19#r*$2%vt!m6=T{Do`n_r1u4wq}nCc7NFpb<3}PvwoQ8 zF7X|&U5#YiicGigQXvVi3x_?4GKK(o>8?~wI?vbL^k=z1FhS5B+6(4Jc$xm|?xByY(;ZMR@E9^BgEHpXta0k@ zA1X)x>gaXH2+cxDBP>MmOo1er1#ro7Ivjufr**2}t$ z5Ayf_a?S2H6+VdH;&fdo9jU01QnZe!c@O-`0w`*8v3n| zNg_p<4|hlTw|Z8E{VGXa(W5ebBk9)Ozk3KjechB{7BE?4A^?^usz8=K9iEUCcd}2?Q*L)GopB+;?-Wz5?AG&5K&Q{ zdsufASsGG9XP3I&w@WO%)2X&qrKdW3Lr=!zubc67e|SkCaDrGt%hF$(>(gSGw#hJh zQ9yA@Bl#82&_ys^T}WfDd7-pKST{gxiIdYCzb zrFF^4--%xSy<);{Ov>KU3Vy$gry>)FYdG6sqHcSQ&*J`syz(J0#z}9H5N?WjuIeXQ z3i7QjGoVTAw!mh#?n%Txx_N8I?43s?*Lq zv`0PDDl(XhuU`&vqr)k`9JJEJYM8nZHX=DaiNeM*EnQz&o{L;8&3`j;R~J9Zq>;FA z_I%lh>Yzbs+P4mB4mY!}Y_P}vYBgEi`*+)3hx2f_1ecaPOnO+6Q`Ct~O3Nsz3_`y% zDjQJKsbX+`qS6#AZ`{)u8QH%k(KE{5Bgwqxdf6?CW=JP~tMCDSv}wF}MK8Y3k*y<^;RrX!>J~PVXWskWt2St8!dT5Qew&Re$WT`Z~U-=UP zzH$Dd&1&)k90c!DLQ;(t07rSCMo=TXy~~|o8`;&LJK~A`nqMX;KQK05F$dFtUTH_v z9UfbqZUQEIE{8x+`HL_?9)P9I$X;i4VaDpl$Fi19x8<4-^m8vB=*vI@IJd%LP6=J) z?7A5?a#k7M;gw7)BK?(i#pv-)l~E0hlu*E;Q?<%K+vSDq^O1?$QCj#M zZ{m3aGTEqFcS?vgo3WJ-K|Is$>b7u2JLnN>4y=th-A}8+1;1#A=qUUXsrt&~BmO)C zKCXp!>v_>&Ms@X1KZIH(u_n1*tR}M>w^pg&GqRcGk3wpZ05MW{hd2$-;o}}{Yd~Rjy|rhT3P*lf@)}dyrZ_= z@YQ?Inp%bo#dn4+uRncQYG^d!)Vlcu`L{=7A)uRz4<-4Juyp3Q?m;mh*!^0Kn@1@LB}MHDIEP`XQP{llq5 zQfEFeA%dUj9;bD$#k;a_Bntv_IRYTw-N7>Kv0xz{Bm_S1yD(gYKC5zq;8>Rp1thzA z^MCta9>dzZ0~j|1_UVC!`jK5t_(jOVgu$MJ7H;`(JnsMehdZ-HI|@%IZ5irvnwy&; zdy&_9%?v7*BV}f!^p&)k^SJs2AWavikV#U7j7d7EH@S+j2#L3aJrj%r^#Os6-xub$ z58X@Z!%b~%jc?UE^Yd4EwY2ceFXtN{_ywIW z_X#JxanX;N_0}=GO$limqw9m4`}Z-F>F$$aJ}2AM7;B=>6T^&ex$HW$9QoT3mlBpD zthJVtte5h9v(~6S&ZyA2qpVlsIYGk+m;F3V3fBYnp-pd4zknp^BO)a%$&|4o1X}{S zdtbPWA_js)^=j{y*obpmIqIs>@$>ODeeF>X_cE-siH9HdFKzv@u(645&t?hrD$L0_ zO+y11mmd(_LAk+ul$D=C-lOP`GKno-_t2&bL-+JJIXO+Z-7^F@6IB(jt_wvu_scUg zS~nLxoOhO!3(P0-v4_$$2Y8n zA6DT~GVZHKN}sUl!r@a`H@7@qrHXfe7CurR_54W8D^Gf8z08Af9_8vC8J9_7-o{3< zA8z1U&3sKh@G?vrKa83KvAIcSjuYNlTUvH=EiEp_vNB&@qCo0dCn2f4xoW=+lT*H& z<*ZxA{gWpxTcG>>`R%~FXaSoSzm{7E@^zW2)GRV-37Pi|qw!@uqs=qoa!-aRXHP4f z_>}R3So^UA2FdgU6EWcEDGC2-!zYaEkf~xC%&(b;4#@mJbbWVN(^=DKY_Ql^MP!jC zARr>Jf{1hk6_DPgt2F6CLWh7AMd=+9dXcVF2~9<$2MmNr2}lh|fB+%%a!*+I{od!h z_xe2kA@VzC=FFVwGeSn)cm>b*yLE@6hjF!tv!{Z=57Afe-m;tyqX~kS zf>)mbk~%AZjGe?+e!|$jIMrd_J_%6Z!$1xO?RZAT#=f_!3;fD58OUn4qKsS~gAQ7s znV2!v))~wtYBCA0EdMX_RIp-XdL2i5MNaBE@}Kwqn$uf2@Qegg-&HH^^gnx6VVnBI zVb06P`8}<`6Z3w(zpix^y*pVq4;|((UI;h0j530~%|BiL4ysQ1aCuOtXgPox8&D$0 z8sa;!Ph)H>{6cCIgj*EdsU}+)@FTkfbH9^IIqQySz~3VVjy&O1 z3;mRp)sqxu4BjZdF_Fza6t{)6gKNsPhLDORQ|{e;_1&PkHdpQpt@v6*lrPBB#0xUw z^WN_lz!{N7Ns7X63Kn&)@FHdPqtAGrbsv^doQO<0vi@uT8G&5t?Z|kt@Jp&` z^;WQLs{ttqJfD*XUshN1k{GzPE0)xBxtfW_f#1qYpU2gmsAQn=IC=G1g%`-p+3l_w zTX@#o#POf_<~4Rp>OR*|Z}VTST7F4Ab#KjYr_SDFhF3^3Uj`%X!7%gCefz&Kh5ZmH zcQ*R`s{hL^-1W{+_ld}e$AiLg=ACt!nDKFnyo|PGOwkaqZn_o{^q=rwtt+U`Uw^n!d4dDlMCg#cOLmE?4R+abyoEs+{qz zS}G?jX@YjT$SPs6j^&JY>9;NW67`Jdo5j^zGYXt?{?=TFDqn5XmoSjUT8FPy#t-{D zsQ^p)KS-t+vU!K|X+yyk#cDhoeWJeYdfPMo4>O@l&QRxqc#Yb+P$VQO}`0OuZ!5#!rIUZ`xmjSc(^YX3x2UYb_tcFEuXwa!ZQ8^fYNbZc%%q zOQLl=p0u8E@*cNn;kcay-&U=#llCnVFA^s=w^NMtUd)yWVG+T|w)vNrLLapt-hLam zhnkmsSC5;zEW;54BHTKwwrgzRajHdkssaPVE5*^ESp!^jaErjz_3W90~~Xi zOWz4Git5u8-c-s#ch*&{-VxBsJjs3z+&DyF@%xO7jf}fV+iCNT8v6C6Nd~#XCgDmC zB(mSbQ6Sq4N*$Bg9;wLcPOI0Y8(i9v%K5Zkp|vcXN7em=iGRIWn&|3y)}Z+?&44L{ zjU*-zA(!0gF1P>nsy4KHQmi?*CwYVAnD>Q;I;mI_m~BP><8S;2((TBOcuTa7crh4W z=;W2qG4vW$ID$XIRdB8syh(7**C(}eC~49Q^L`{@Rma_`UE<}<9Q4kI%P37Kv%kIG zO1zy3b(z`P4dT@q82FDy_S| z55t>XM}N*XdrX!PF(`Mr!E$ zQz^=QGx8k3+W60D3o1U5k@4)DcKzlmGC@1al;`L0zCH7kWL3BBg*+*IoCWa4v!yiE zP#j3#BnhRf;jrAL(9TcOzK&yY7=MbsM1@wYcEKle_A|9-mG)sW^w7caYvRC)NpFw2 zw@SV(8@r#cZ+AO;{JQWSckG#t^2$Dh3v`G_^A#_Wk3V+*f=^1#tk=<8tarcITbEh8 zuiaUO20K&!DgSk@=*<)}Qn%ySTWkBr=8pWB>6sGOF%}M0hSpL`bIF@d@g_KY;u-2f z?wv%9DhHyvZw|ViU;AUOcqP<{_yn(^{at{^34Z!5h(?>(?ESxhG}zW=QMy~LZnHA3 zioPahp^wO5nNY+CzvV?r-8HvLGPaVqy!OXUrCzZ+6?P>XwA?-1yoB1ndK;kfXfL#& zFs)-RH5t&Jda`Zic6;o6!{zjo;a2`64sRJcj8g4?i2G{C*q;>@;3B#kf!(sFX6L=l znkV66qFmI{+cBOUY7PRqhDx=d9M<`i&cWGMnBTekt?XN!>(>O1W1Ii$9wyA0zJ%p& zr~LzZJRS5Oc8H{L=UH6cR@8NwIk8szmlAyL@2XH@#V9+y`7=*y3ck+dTtn~#7O0EN zssa?M9wkRwgKw;FQ?L8PHD08USMJ%}qUcCiNdNouM9sZ4jDO+FZORqG@Ti*X z3~w%UbM!btQL~@ZiRNW9nG#5lKasJ1$V;=0a64{k12pP=FmNb-W5r_&6V>+jo7_RVKA?j2R{h8wh`6o^IN}F~L?nf2qoh1{VC4Lu|m^SLxy!5}R0NvGg z%CD|3(45^dh)Bvm2a4V$U3`XkX!o+(E@Q5@T}@wWQ^EEG=M*bOv4b8{X;$!-HL!?d zjjXIhl?K_1%gd7zvU3%v-IAJ#S7m^o^oA6~r^ahlVOXJszT0iXh-FW`-Xru|YX#fG z>4N_{dUv!#;!R>~Buu)G1cpOVjq*SLY~ym0QnAOuPiDqVvAl+Vy_Vx(cAWmCDa@wUGd&CI4{(HEuu^d;XCH9 znLSu)A*6lzJ*dn{K}6hC!YfU@iI(6LkTy`1G_unh9WtF2ionDS)@8_<3H~s^#4O%5 ze!D8rkzU~?CK@a}>H>JoZkE^TYsO`QmHH^@_jYy;G}+@9Fh#Y0EL=Jc z49!lt9!+&t4hG3vx;q~B*hdWalbpIme0h;ucyX>bd$F@SQso+9&+81Gm+c(S7Fm_v zbMN-lNriHY5ybNL92ZuA_hgWe&;irR5#e#n2(CFz94xaE0Vrsx$a-gIqkYb%W0Iq` z!j)__wq3vZ55_z(Lr$8VAT5V)r(~VH2YZz`p^>v_fVsI275XoE2AC#x;-NmQT!M1I zZ>jwcbb-dwexs;$7rC2SpLuDd3Rb@t+VT3fNXOFOB(c_+zdB!^i-dv^pTGThVjTa0 ze70LkyNj&SSbuhmWU0OT-FUyq#sj0!mI}+)5x{zwRIAX+WlD|C?lr-Z>Z5f$_fDBD zq%}PcuY=si2SbnAu`@aj=ASoRH{xQfX1(KGNK3Xa)lQ=oi{9(!td3taD9QWv-)Haw z29MKFcSIi=kcpzc`-(UrOv-&aN7MU;+FvQo_a15`EJCc6Nk= zAFzqb3N$3XP8G&qje9IiSE5CCwqgMrWN3E1KDSs6WV(SuNkAwr8eLaR+ILRQhM(51 z->frOsL(1gf`87H`*AO5`~O2^gd(mHu0-o}ELoZ}*Ch&5F2M zBlJmvf~w|r?llntoC&lfv_ur;<@QSD8e$Z$-n$}K*du4)rpc`Cw^f=Pm}?@SeR^3b zoYbbV4@r}%pPz0}dO%%lc3vMja9A>dpU=sQ951ZA+cT4t$g7%Tz)oSTsAr%5a8*go zJca|Dx0{nL{k-cA&Ko>#k)a6&CKQJ#*dGeGrD|@Ni4L)2j}i)GPbYSmXNS+^USpnq zeVdi|Fs4!0ci(=Zd$Fm6uTv>3Ci-;WAH*OKAq-{wU#q&lghB3s&h>ww;es%OBU!;D z(~ks1KnUOoAjl}NAP-3K0tWg!R+Pa%)j_09Ks@5$iUWTSZaW4yH8s^_f!qX2QVT@m z-e>r*k%TidP7FI0AO*QJZu6ZnlUm^u%!M}Xa)St)2_$(cC}EC5NixZ-@=K*}2gC+J zTEwKJPgi3MenkE8rloo^?sFOBny7$EfevaKj^%IT*|g)pOyl}vjU>6 z9k3nmkFJ0c5#WEF4nxB1yAp{>padws!Bsnd>UQnL*jF%;rCKWFL8N5v)D)B6R|CK= zHf&wz0qN*r$NpI0UIWBj9zTv2%!Jw7OK=IHjy=q1yK4DKPl+3hmBAc^K$D9?SFTa) zWcN__(SHzk@|&A&(o;^HKYI9()3H#QSq{-85P8#9CUyqVKY#hCxu>kK@CUPop<&$h zL!UXRp4>sRV)w=x;)omMM=~J3nWlX4VsH1c69EAMxvY>`BNG!+(rZ@ms2PhMhR)G% z+_Qf2TB)i&hpV3#x4xs8XY7hW%GdfVtR_}$mr-*0G?OM0qzGM8zH-HLGFVH`YQQ(_MUjD za-nA60q%BTF!0jp%7>-GCCKF8x`$>2C+LWSL*<$D`V-P|bD#7*%`!e}Rj}VP+v2{D zIw9!X_SP0aeYj>d;w|M$y+ zGC-=;EnI1k? z#N2tyXVLCM74};bg{7qlf{-Uc-U{XT%OZnzvST}{;Jyh_Q%)WbFLOTP-McwchL;`@ z%IquGQvfeL(*(UjFxXsJL3Z{tk+nmQNm%7Z!8ta@v7OA(^-HW%>+cGXdzCq!|Cqo|Gs=Ee=IuQl}&AMQ}twM8s{Vx`t zkm1SJw=|I>JnCT;36plRIxzZo1z;@R9OIkvw!@hzrfZ#@_nZ!QzLBjYl)nYR{+*7^ zB!{M#oS|p`INDu(5p=L)j>o4M(a(y^@bEjJlply|*&WVxPKV1jRU#DYw zWjC8|nGIF$FL8`GP(l^e4%N)iu4Z&ct;6Bkq*(?Vo8ezCz6HSM(UH0~e&u z0uEq14-tA6s0_^jcV2cMtSCI|!pSCTen}hBnXow!g!a%Y%J<<3csRAUmbA8$>oRLm z8-^+Cr<}Ce><-i|9WOAsT+9%y_EcGU|EmG$!OLY;HuK6qYk8RYlNJz`$dF5?h=`D| zX)=GPmxH2&&BP8v9>LeP(sXaO(Zl;ig>{l*Q~f$JIB<<8QS?yz394W&pkkEUq0SU4 zHdH+BP^>n6nR2iUUyQoFeIC4fgPSuGky8H6pqz=6aLfEDU#;W*#G*7mLH^G@hc+}~ zuom}XF~Hu#Pn?AuD(~6EG+}EITG85Ie$g7RvQ`c?As6_gP2a5_N^t3=BRsqZT%J`O zZguV5YvCfV1qEui-|P1>zwNE8m=fhS(W|LEbinRMw2F?s+c;Q&qc%FS0|rUH8+Mku z^F4UHQEoLN5_wFxnwU@lxVx<9G4=!+pI7!lh?PQS!R-L&k>#%ue0f(XxAx~X_ST@Q0`7Vsv{jZE`JLfTl zDAao6(DN{R-$Ql@)JD`6Gh5@~na`X47CR~I>UR|k!I9|-zl1$i{*0J3GBN@wNKM92 zgIw$K9<>F~aU4w^)z2Mdbm;x$LTG<+3DzkP^)hj^ro{uh(_Z%H_}201R{?L!LXg5h zR&^I1x@Q4}R?1IoN=ioGezM&p4d;N*#%S;AYAe9I64Nbec4iYlj#+#k9Ftg^6wM*K zvj@*4#*E`7R(4*NH$K_(uum)*+I~ zk{-h%n@?mjVJ}s(ii)o6+L?Y*{Ns-E!mD6S%Fnv#8m>KNq7gDUXd(*~u?Wy(4GWb%q zCTLg(Q7mX=8rEy|_r@>Aa&JKxihJubHY+RB6=DYbdP77;bJxzp%vF#8>y$(gZiWwn z7qz5DQ7!S3xfXl(+lOXqw|)fkmIaFPfk|;IN*mUf&zS?3-wBvvNqid1^2bpG+p{Ho zSm=#wGJ!3m&;CmIowyA5rVsvx7i92pD9hUf<^HN)(L~y217g0v!u*q%ezd zy6h0=nBlS#9y-2QOP$)SXAeaR0yny%?hhf#7{`6>aoeVf!IM{pxGUPA>II;yGDVtt zJfs8?j)b1(0;$H_v5}As1Y?WIue_o;6#RG)SR!Y_sZp{=IxR$U;ZLI|X4L9*JT>3x2_An}Oa zC1C4y7ie7psolxLKFaLu8N1()StRY)bxFf31QHO7lbc?sK;7VhZ&2pjEGV_vv#5gc zke3CCQCn6T?i52Z1}nTU%peEEp`fdT2?S=IXt-sjrY!M`FBlrE0yeLQ1YF zpbPf3LPfS1*X!LXDe1+0$ZiA}SJUe@M!~@fA+8MJFR3VR`{l`2`H(~Q`%ha4H9A2v zJEb;qA#W4^VAizz3F+y;Zf|i; z=0sx*4Hyy!rT{{kOOIKr`M-Zp0(Os}JNiM!VU1$G7sRwE-Q(8)U>H=8_EF z>PPhAmvt+4?YS}x6W$|ICbq9MLJ%g-6F4=^uUf&_{z^+#R^Z%mEDqPzWoHD1O7iG4 zZo~z+gSJ1*^kRK29%X%wpQwG2TCI8@EnJ9nVl}`=SrfOJE;3FEB~aTOKGy;vg|J}( z@x~v6gMz`zLn9%-mZU?tH@Wpkw;9@d)kQ<7B z+cvti@=?0UYhIgQw6{a&B1gra7$Ilv3YZw4;X{!!g63s&y&e< z?!a2M#hs|v-CM5dMKP%X}s0;K# z(ruWU3X035e4pG9mNIvIIx%41Blt(%7AxI~%uhK2&qSMwh=|N|u(#rFLzXX;r(5n! zE&D@J{ZX^99N7XnoKyk%ChZyks`s|ii^WabvJm1=j;$OfJOx0s`_uS&Tj}sNx@w+L zBC#i0M_)Y23j9FF>QRXGc^>)&U~6{)VSR#gr1frO6$OJy8oyEOoy1J@o{KBtRo zFOxpjf=Q+f(UQw?J)or+45;J$b*0{X=>JD=TZzhqHfrOl`~;gvjru@I<8{ z%G|{Yw!NHX@SAE-l(uYv#hD)B;!PS80CUTQ&suiv)i_!J)*K}W^Wd%x*g{L&n?`@U z8U`~5(wIg#od;^2Dl6lXj4pZ%NM2J+H|*7>X~myWzD9;aDM`Zxv!%(=i!od#9{K~d zl;LZEOCLtT=qZ*E4P>@ED5yGp@?`r(h|KvvjspL!#7~D#=nz|mv(6!2vxZ7z>2DE> zk%k#h;4$Q`wy`;_xv`t>w6wNT>k!NBpX^axWfyHhO?$lF<*J}fF9J@@xri2@RmF3v74EDTU{dwYRp&U={h^f6j1Hm;B^IpB7~B+=|)`C#Qm`OqMC zc6KLMSFL2O$E4aPz+2z)9vvDggiBF{yF*XVUSNbil7w^8%}B(lmFc3gGQspC2Fqkd zU*r?(2V;n`F{`iJ^~jMXV?xT?p77;P8nGstNxA< zjQ__A_xX)T(KcVszX;-;W_qE~XyJ3m!T2XpAncKg1A~K|R$i!$|de7YjC;XsP28&=*J}1?JZHz^(zFQs)u)hMF#=hJjEu#+i}u z{FzEUsi-*db_AFceAV9h@#D)0y-3KP<=|y<1y4}!gq3{#_S;h}%K%ClGm`B|FHvVD zxqr7W2Jj%s!#Zl050~{=rS{s5tdW3R_wiu1kcRGOhr?jYho6S-y*~^Qdp)hU@=TJ^ z!@73cMov(v`AV{ej4CPvrftzkHEF^3<6IRVw?fe8 z!Y;V71i|=5a91`3PF-Z;lezeIjpwE%wf~nAQaZ+3XB|teMW-ErGTAKnXll9EHC1!2 z1{fA@ZR3jYodvmGVw{31Ll7J2vhEzsCmtycmdvnV?Y`&c^#Vo!1^kVRG#Z+#_<2~V zkyumNU+KFl+qu=QVx)#Lq}MyW$7g?lKq4gcus>-%h8ZEf{DmsGcdcFquY0LLZo7cL zHe@qpL);6?glzieO3ih1O61%*wo! z4SGr-ke46k^ZT~Zrv$r*M*f{d9qrhDJe&kw29iVEQ;G>cZK+b=tVTnIIewbw=LezY z(64@OuH&&ILZyFRAtzX?`)={`vS5Pu3$0AbD@)#5$6;ApDtpLl1LKLr-Q6#{a??xy z+00*B3i|j*-Iw({U4}aA8c~3Zg}nkm+bl$CT6(M0=4_#VwJnZ&Iro0EN~?iIM*6s> z)_$+ASxg%i@@0Y^puDufvxb26-{$UQ#~`=+;<0HZX#YKhxbj`HLO%cj!A~fqV>^39 zu2jme2!*{R^X&5FH*@rlmB;XVJL&u0?td#5$SL9xizf&kn#uhNK`U`$HY`~zs19a) z<+6zG?j8aM->#Hy93(fxxBCt?v5L}*O)rk8a}RG1aR{v#0@n-?mR~Yv=RF}3s9mu( zBL^7FarakBG9@Xw)`XEcWMWXmMIhaI|CWyZaa}%oZ73w#*QVZwurDv2T#s0^A$Xz6 z;sPztqKG6pTnMqSiOLA?Ujbus3A5|d*1QL=Dw*msFYIg68TSw8P^S{T zUzS)qRyX)uM{9l*3%1RuKC3Hr4XSrq;JDiFjci7IICppm4Ev5%UdVoLUL5B}R0UX(_}aWn zM5NJ!V7JHpiY_9DlZulzGMUHGb_sP@- zj%SsRp5GY&KqN`#%58tqD8}U}`f4t1m4<1R`1EgNg;>!@w$#i#B3G57tAXUcu_xiHe@q z&k&0-hUq{WMw03WgL3xgGa~J3Z-A2HgGT8$XkYVeG@7hvHl4>38ha;k7=`&03%Zh02OLl;H%?FbQ%1Y^C!1m9QHv)wyn=r&E*SwIBKm!<6yJq@0-UW?iwDngIa!;#ELO%+$`~Edj&J`&>^p) zHM~&svA-!j)^sFne{F}@EbDkB14t2ggH;$Ti&5}IWb90bit~93Oo&x7I%z7N_)TQHaVq7mV!*;D9_J_5 zub#nocbly`n?rI zp`8pel7wj|7Uk$8fi=@dNI#{nq+gUbe-a`kbEjur!j;*g8msXQZ|U!|tt z?*nZ{cBuXV@Ef}AO&{i#(Tvnf)kR28)|4J(3yt%Z9@FLbcrA_Y$Rk5pP8p)4kCzqw3j zt3LTVY~>Sx*K4zSw7JfqzPjinxoQz9Xd+h)1vbZh zq466ZW&M6$oiQ+VRi`D7W12O&h3p>SQQnRS&+qn0RyV+a7;P{$Q|3uqSK$66LfCk- zm&h%fXDS4nU>^0}7w(0xHY}KxkF)%9t?Y(adtWMg_1wr9c!P_IVu-R{CUw9bo4QbP ztG`xt9VeEIz3}cxJ5$+C`ZYmOlBU+lJu3=cc4HZb%iHyQ*hU*ZBvf>ezHxjXKmJ7G zCtA)YLI_Mh)==kmnH_B$El{Hbz;xdf+E3M1_WoknLS(2wI zpje4qk9^88sFQE7Ag&#y!`Z0r6F?}_#ee8APs0IWVABwYAw`svYd8mjb`*q7#e}T?G5&h)BvVr;60D)Sr(GUjkA$)8T!vF ztzW>-(^>4s?x(;lRZ|bqr(1L0BM2EhroP7FNW-ACttyCV7O{-fqKkfffH?ElTHz^w5X;DERRN8I(%dq#Go_1*nOGOBqlesu#^CLaXe_xz+?zXs zS~lXl z81`4I6@Yb(_LFtJTlCzPhPI#_t@{Rc{_G2v4*1oZ&17}UOV$`m(2+MDX}w1hEyW>MtE~OclRbI~{IOtyI3%=W6CE6f6{*cN z-4DXwa2(4eeI2JLP=~BEQ9e6!o9xBpg7U?W=X>v%@glM0>H)56+xvC(&rCdm3IpA~ z3)MFlD0#y!Ad7Uz&wpU(w%8Bq8Qf(&-8Ds@rXS)r-YVyHvf}a?WM8RLS@4WwMv=UuY(2Kg zr+oBbH)z^|*!6^&*K+#K+z-IYdcn#@JA4_yp|kD4%h{oW(E5_G5?o`sj0%cymSR8x zPG>CsRxx}oS*ySq`)xvVJUnPUWvQ2eAHAc4D{wz`|82p2Q~5U5aypZ)w4m2v>ZWu{ z{acxDHWNOrt!$6xm?0q-ov=lw`W|&W-NE%8wB10IeY)r6VDkyKM69E%pw`dTIMem} zjroehH{8D#y3}&+e8yUo92ydJRL5;u_K|4j`xiKXZNa38|B`X)ZnuG0o{76?S^#oD zQH+@vY<=8q{Ao)_;6&uUJR64f?}EUkZ(;jSEVnrT0J|THO@eCL=I@#m&72XNRj1Ek ziRMc4?dFEI-VdN1X^a0TJ|^cxlO@O2&N7#poTQkF?6kSmn0Ez;(%rJgK^(W@1&pY5 z9BH_yd>A8Pqf;>GDmqjBy@hdF|F*NBkWfa@N(YUM>jGoTL$CTz_U!I&BAl!?yMcfv zbQ2eqmb1Rtn(prXG%n{3>=#$s&K*kWCR4=hE?7OHbL+gHx90S&>AQSW!Wz%6Up0&S zumb>xv6mvjk0+C2j#SsW)}GgGRP<~~^ycurcUxML`jex-sP)2BA+V4%Tm(z3*S97c z<3wJqr?qMqP9=5(U&qo0-TlwSq!yQX03VT0FF{Tvi3uTbA-6z_75=MpkxwX;_p|3AStE zqCD(95f`-ID4k^GlX9Avti^avoL1ux>akB?Fh73qx@dHL{;WKlrlWi3&K*a`0?<;L z!dbRz*VL<^px`V}fojl8Gvr7B?WOzMCEO;oU!YYpn_FkDmYt;rex->QbV9sy1~3sjrpbGaB@OSH)CoPvHIpE{BL+$8jThd{=+~ z!Zk>6hf%KAa$ zYf*8r{T=`K2}M(5{3uuJFAfQ|3wx7+1`m}s z=0}>z_)Kl^O0G=TKg%$ae2B&IjQcMnK6mK0_Xzx1>@hB>Slut0)&HukC8NRVZS{Nu zjTNYswSJOz9(+1k!?*Rj89;I?$#`U1|7d7M%)<+3kLT@Ue;#9MpttZ+o#^!}0A`6% z!n32-*csj)8*)6LPb@*$$^6$A zt!~z253$h><1#AUS+i@aS$ewfy{R5R+Y?dKuBdUITv9V}t7Mpy?YcJMzL|EW7-zIl zI@0rj<2$oiV+ZL|LJmL6!;XpBce)hwZS)V_d`YIw%<#=-8+ z&Y-0@X81ke$YVnUP)Y$PIM8xQq?4a^MEIcb*i2#Bp4xHD@pP*VnN%WAfGuQvs-*z@ zWM+rc*K7BtC8Nx<(h5*ZF$zJ3x33(Kita-0`){fb&z$@PmuhHsz}|5A9NQL&t}&!l zgEYb+v{z&mDi*sUbR_okoyG=F0>NYKQGjl}V;buO(trFDQ9BR8Yc)$N74kJF_kQqM zn5tq@_W!7Y0<~Pj1Mhu@Q!L3v-r&7ukczzkbp=`G!rUWNz?352gH4KK6K0c#qlXc$ zH;-(NI?_TNntDmZOzx7PMd&M@PC{>VVhvPt*=iT(PJVv(0eTjIfEAvGn}s80wuO4k?uZrPw*aE#phkR8OynY zp;s^QXU7ps4lQ~+uc@H;dDIC3>;3Pw`zu#2A6EANpn@t15*LElO`ecmtl+DAkx+|R zOlhmtZbo^Nu%dD0?q>U66BpZR6t;fWsBw=J6_G!RGAq^0WVO}EZ~XjuBq{=5UKBXr zwD{3+{O9iEcQY%m@?Xd3uAPfcv&SUG^j)r%O~BuIf4Kn7$uitlYG3LVS&KS5nB+ck zWoV?kdt;z1)upZE5DL)}ziuPreCkQzISRfZZ*i}{o%y~St7kPq^eC@gk9azM*;nL-qk&Dp6HI4riMf>Lr^TksYNH?- zwvS*(-TF2GzqFLPHUCqfPtrwXer<3CbCCJwM@&_PVkrFyQl9@#FyE4Aa>hH zZi5>yW-L2N_wM7$PTgC&AqoB7=$`gza)^mtS`s>VM0nv{SpbO3bos7jtijq13tN?7 z{U$C*vy#$@BL_4A;}(922$h}Ocd|T7u&zV@&#q*lwf&y*8;*I3AvQ~n9(Q56-q`l1 zQ26#(0q$tYH8K0izl}{yzoM!`?meqbNoifM1?FrjDiU2MM}F!C9C(nIsk9k$qn&S< z<^`e%OriR$bmJ)V9#N(rRdNa4=#|<}W5LYO^8**tBI^UHNTz8gtOZYlX)XdKHgdCV zNI2yNko4%73|Edy5L@C#r8DHkwSvX>{H_F)-B*pmW-mk&9rOWV@U*EGSl zKgq)(dN;tO*ifU{^E#>*bRD0vyrL$<#cQ?q&#HUU4tvf2wd`24S7qc_JXnjzmFpwJ z+}2L1t;A!8*}5!H01z1bvk`VZ*eUPgVhBs(Xtey=kcgaRGEbHK7grj*gWarno=5C2fEVynJO+T-*K zfv0IH{+=yp-SP`kji-Fwz1MtBX{D5%BUAr5Zq$ARyZ;g-)0I9H;msX3O4T!&;*!77 zd6Q6}<_J;+{JC9VMgoX(;P=0GhitdjzZ7K&E380SlB&?9XTSEaXAEQIs#M*(Q-J+#xBO7pagLDpj|gDetG=^Xu0GD3n@cTBuY5qi!8YjT|N>^LBWg$(}t#gMih@Ol_T zdCh7kjoAEY9)CFTO^cD46?IU}<1c@2s!qrBBm8!K;l6*Xpi59V4Gb|^f1cz}GIn^7 zCcY3Kc1pOP30dK@VD5BS&lRxJxlwu?ZuToOBmjL{BuW#!;Yct5?z|wd%_I424ipUA zXz&M;DP^y*k5N>RWpk&qeKeh@pG#W~2q_g`aF+pHTmoA-ij zZ*?B?fJNSK-Jw*;KUh+sCrdJu!9}@TvNYBb;@Q+Rhz03IQ}>fyk$h2fOzSF8 zN~?q<_p9m$*V6dC?B*DV-mcpW+tbeH?rkMe7&fhORsR4}32LJ{2-zz1wn}B|QEF$? zr~koCIF9ZOf}$BY>oF0zaQTDCaVI!xCBKFC3@a4x{y%J<<-FX;;*iv|j}a@by@*}8 z&Lb5oNDuLcKB@ubI30xZSMP(VC{>4*n}WP)T9)8eMoyniq+cFT;F!p@BU}riLoT!W zt#5JPtK-#9(g8cXEQ$l3z+2$H?ci*7AK5-xKje@26+@4AE60Gb)s{^`{-6qSlp!>T z3C$UPVz#7$zwU+oOHZ*G;ezc^DNC|Bm~jIM9hLRO{tRidQ%(Qp(yJtZLXX}56I{-zcORobSYCbqwsq?A3X5 z8^E8UT84bNj_N)*RPYMN%8-js>m4tqu7B~o0xCgDrX^)hfbk}fXlSo{5JfkUned-Q zY9t@{6fV<2N+*9!*YJ0ZKK~C)p}w|qr+43QeXooEm*W6I#k3YE>@?E7egw_?Yzur66;r*M1w+0lh0mYP-;T&}HV$@NI-}#-TIZWG(xv66- zUAoYZny%YV6UTg)(X}2V(QM@iAtiqTj;oA2@Nl zH~-{MKIcq{pD<%WmVJ^JGaHJr{8|xvbKN{h`{vCSPFWkE2O-lVj~}n`OGoasC1#EO zd)m7AM*KV`Mf^qSm?dtzEWnh@#~%`X?KhHazz9@>ea-_if2$wlD&d_fp{`dd~UaQcj=Nw6F3 zWYVWCx^qM z12zpLzg0&zIZ>9;|0G2GVCy2=vB6i7h5w%7Ru|PbXyUt75&Y-o7>mbZ(r&0YUCkeN zeG)i5ReX03f5*e|@v84!X!;HW+*4|{F7UTTnwZO3;4NYnGd8|IVErE+&=uv*7bh{dK;Kn z4*W+0H4QEi?{CvTdDq42=Owr>Za+WVN(Et`&~BhKAwh0-1Xr?VzYPl7m0>Bn+HAEH zcJ4phFOE9+5LXGRCLR}P9cgOA@cQSjWf#AR3Yaa- z>WbsDQ%DP!5w$BJo9Jh=N|&zwz6w0vuV5~!z>+eySuaC1M_7$ugDIRR*WCi5T{)!EpLg96`C@Vay+9Z3iz9tmbag@=b9(+8bB81SCS1RZ+tl^iJ1lFc#% z9x>%-AB1VZFDgI%_t)wF+f0w;fnW7GI6ykhl~chSq=3M{ zmWdCeYk3d;e!tdFkYj>u(l7QB2VLkqjkv>V8(!r#bC1@fvnx^?tkJv)2AC#{Ktkz> zq0n*q2D6}zuwc9ebUA7oB0#CK!d>@XM^GRaW_cGp4&-UCkrD>8W;VaDx&eSH_n#~>FS>3~uH;^d6?{rklEs@hsj7sS|@HCV3x0%#w9 zo&b8?5);qY=^J?(%<>`&o+olQ!T}UB4i6qEH$xom0CiQu1|D*wBifzQ*l6{C=sF9i zsMhu2kBJzdpdulN3W5kIAsq&t(#=5$3F&TILOP@brCUm*1*A&`hLDtW=o(6p@7Xh+ zbG-L|Ki0bIu65kA_uKE2zo$Y3^0Y#9BWIYc(B?pcqNJt{O?gPw2Y&#fEA~LtlbtM3 z$g2(;r$HqyGM`52eW*rCq-!zOyjdgf-;`KENgXr=3$DCLwoS%)+2WK3FCy`8YJOyd zd~djK=#atX*}l_-M2GF+#L{Q)EW6btDNsqQ3$%^^Jt10!(400UYlD z>QiTRY~?{rtG5hqKkMtD_DOT5*fpaMuBWmgM`-(gI=A*EOxrW<&fcXN&By%a%7A#X z&o$1L+tr`HIgg$XnBzLR#B&`mYscA5{DJ|A@B_!Rpj_L^AE(^+q&k7bN3GuTT&x*(Zq8n> zgp%Z?gDpi>En|dIw~|>B2v9Z5(?m<@dPTZL)3ySR42-%%%AhN^jQqHkEya{uD+c44JC8&^qXvfJ3MmP%1(9qQ|Y{SL<`7Fz9qj&f6`QG zSS#uHwLC|Yr+$Qj^Fh1IaiR07tIz3O%S$NtVB=PX4AXvh0JR|QPGAO+v z{8>7Jr{tXfu0~;LDZk0O;Yz|Ysn~^ljx6UXJ&kuE^3~mEfd|%<5$mFJ+m(UUr&8*Y z=1F5I$FG9f{X)E5y2kEQ5*S%G6{5Q$dc@;0sHJR3^Te-he8tc&YnQV&Vd%xxJDTTJ4{lc@y4axver$mfQ&JB`>D8! zBPihs2afYyKcFroa+FDa)>*;UY#-#>NMky~NQ@4}wyH*$wKe@X#7!;&8DH744=PQo z%_Sp0v~Vm+X9@YI9!@jx9eg`(+Sa7@9?Ql#JbMqLlBg$rL;3u^gilGocjOa9Y`Of` zdm1MW{^ki@TLD(r6a29&g}3d}jZNknlB3qU0r|Y%G(VxE_P&hlu%3L=LSia+86DG* zQGFSye51Seb1A{;-9lm1(z|X19sxqZN!oUp;>kNzGCoy3sxr=X=2Tb(!HUB|5*@Nx zGMi_J&hFl_U8akS5SKJrXe=MVola&5n@e!fDu`Nta~){M#^tGr8CVPXMgPh$-f;8B z`#!%^f&^eLSf1~Y-D{CP!MkiAmtW4Tmru&gX%I?6gz3Sxxg@fQDeU@@2DW-g2_ zb#;&hjI5_a2yE|_fpL7BfI>!I-n|prd=!_X4&mgSDk>^mZBike{u%ZB!op4Bu+HJ( zh4K{@;=@lFP0{uVDUn6_B0^{eV_*H4Zw4%%>@|HBqIr_w_(N+Hd@~@gV4l&NyZ^G*8~hlA+*prj@hsQ$}V%3 z2(D%th7zIp(}7n}VIhY2$r%l#&gJ{wI9pBJYZ3M$B;RH{6udCE*J#Dl_u{uE>hD)( zt_tfZyrry2m5AF)TH8dac9W^RvVlo}VAk)q}e%zKnL9z}(A)NPqW2&AUj%J9rzUdU{ zccIERa%`MoqmqeM8CDJoWfj4uTYA|HB16z%)ZoSMgwLlWIO553T=FM!oE@qd3!NX7 zs?f0`k9(t&$$<^|t?1u}z3=i#*wSpsW^T4RdHHfB%j_

=RplMF#5~<&2j)6(`p4 z3x~JHP?)huItbfZC*%_qX3n;*6x$S;*q^tsskXKG>C*kD1wS@~B?GBErnsk8Cv{rm ztLt7%evmP1v11JgEb^NybqjE4ei1vn_AA|)Sx675Zh{iU;zO2l4j(?e4P{$FN~z7Q z+^ASgcY1Us&OT&NoIWkp2NJv|q7IyvYU#Em%A02f+x7M9*KgnWuV25QzX$5b%uuL}L=W>uS6;Krf~5Zs-vG7?1HNu23zGta5fbU&L;t>O zGJ;)SPg$8gH(yuBH{X_p?$T?wjk^4YIlQiB{v~T>MPy zQUYm03v3rNoKujvYPRo7MpjmsNuzuBD5OV#1koXSVPK3S-bE>%kAulz^HNh##gpy> z*@;uPQ%?7uk?EOpRUmsURcZTE&#kZGvQrms_{z!ibOPTVov{=6;hC_5l$b(&rbcwo zW+jk(;hbAD6nUJHkpY=x;K<1|0D&?8I7%Hnr@6UM8uX5k)6DEF%hjtBlxJj$*tI|U z`#3Z{J{YBNwK~{elH+a&eHo|JdU9|0WwGc1MGm%~yd!#MKJ}OT?-{YJMpMrlY#63h zuuDaU`jBjVAR%l4Br07u3j5=SM&ZMIYg{7YMn;p6l&!+vzb}Xtz7MHmP5W)$^BeZ+ zJPW;>Kk<+)TDpfl69RV)^<5t=(CfNVDjy|Qt)Z84REeS%cIp+J(+j!GDrI-yE=J*E zwX_oN!Ahj+0&4U%qQDy^rlwx`9-a*a=ztQzaYU5F-`~IR<3~o>SrB?lP-puS$Y~-U zUNNwr_(sWaX>K3dVp=TynLQh|9p@ezP+zm~oxH`emqVfN)*COk5o5EjoHJYOxo0PY z*ISa2Fy&H?lSd9h>gM~@bqQ59HDvL!Q69XoAucWsUZyM-10>B0oVS;}*X|yO{eqP< zP7n0YdwJQk=Z0zsE;*l%V)gk$A1CIffUAyyFNazLll&~NEk{hPU$W$;b^I{;?-t4F zPUqQ!b?E=L*AF%b=A6%6By;TO!TrnkbmipQpwOc~O3=6dPE$?HWvp6F>vUt^8ylZX zi6yGvV!G#7=Ox{%zBLoC8f!}}ybRKF8_M4!<}r0hs&wN(4+lf{?n=~KNyH40x(V5l zisertjN`x8jI{b?vOLDGNC%6GqH9uhtC;we*sUbmlI12&1>WzioaDxc)8=&3oDbDS^R8JL=6-2f{V47RD?ZKq@Q07X zoD|k;hhJZATVDHYINoZhaUf*qj0kddpq9jufhJ2H-s|n|zN;{Oh|c5CrlOZu6;9Iu z@)prVNrvM(_Td(6(VTA4eolr_eg0Q%8o7$M69c|D5H~~%Nl{%oKSYt*{oo3@N}OrK zLy2gztU7QPDv1}|T?_ak`Dmk6{>#TJrXQ1W&gTtiUtMn5BF0}SJc#}tei8Sv3NmTr zrzoz$$_+LP7KX?zuwuHDibEDBdHN-88)B`a#MGk$kwGKOE#tPoYrbuTPiW* zwSu1A6tQs@=OdY5z3R^FxRbgP`PtYZ-}YU*xzXSjb#nF_9SaO4G3moU*JyLMB3BU| z7Va0sz|6u2E4RI)G$T8Ea!7d8%frK?JupzG@F6JPuh#ZS_UcGRUgNkc|HnyUYHDWY zTUkv3(}Ujkc>}gLB+gy#82(XQxsJn0(Rml1M4vhMNAG+UnN+m3sXffS?uv;W8acJ^ z^m*J}K!4{6zD{($cp&OR63dZ4T66}7!*x2XNnGDY#AMbJreVu}0YZ@u{ju*D-j$T_ zZR`Dd1%_nd=A%rG?WB<^d-RS(XwHq-$CB(_kO=PId$dlWBC6NwR+yOI*=6oiqNYEv z*x)OU_O92y3ycQuhNm5L08;utPmASLRgK6N-?JKji6rTZE}K7kgz2y}>U=L2EP0n7 z^||4X?egZ(emLK*x)4?UbxT1Z&>qEf23fMl^*nuuexUA%OR6hZlj}(h{ z$b+`1`MJ3;cpRx?xR#cl{yj9q8-4To_0gTRCZOw_ zM~#Z$PZTB!_&%((D&5?SjInusMUvP~!BCTZo8V@Emow2(R_QFXG$nN*thST0IP5|YF-%6sIX}P(*R-JILfBJfc zi3j1poDuyl5VwyYM4_bP?WoQ#c067I++DW*K}d;@k|p~55$i0&jrH?lRi86zT(79NT z@k$~VrG#SVow>x)+S)ON`@Ko=n;^juW~9l@Cdc8>^;7^qR9#EklO#uNBHolgL_}f8 z(aad}Wzm^EDmwe)M^NwcL&w15QMh099YF}_>hCWxYzpCQ=Y1O6zSp`@s)kUfyz?oJ zK3`*bip*s;O7S6n)Q4j|*82gTm#fb%x0DGO^_h+D$gzZ=f*wF#B0HFC5F0=0b4)L= zY32$#^oq>F2Vdx)IDY&G&v$7^6)oKVnQpJIyBo+s$ZnPU`_)Wx2pmVw83KMFLPia> zIZjtrS_&8>kjr3bk0ODHC{%J&YZwSl!2mCUb9ozg%OHgn6^|%-C{a_65vn{`E2jIs z`5?V`o8diVjYj`%t5b|dvT8>jvqL%}0-oAhc!hv4_Ip1etQKP5yBD|Ti_!i4%-N{x zsqfz1s=5mq&w$@Lja0@$p`^dULFD-}8)28Qpju5WEqmBc;n_(jz=*@f^(N!Gem!Bt zlLayE9YxuxWof+AzX)>=FsR?nXMiQCP_?TDOW+I4#aH%IK%Ixt`}+kG$FcA*jjUuU zOyud)?BeiUrd#E^herdL=)6ak?n6|xH`$lx7I=Qx61AQ`JfQeQR>@b+*ax^J8{$9Cy0$gEk`FkFr#c?!BX?WKt8WISm$6>?7X131g)@Q ztJ+y%xCe>}`rsaYQp+K7H22M$>-<27FD@+n!Ny9#Hv}e;EFqa--(eF6{ZE5Mg8#Oy zyz{q9^T{66et1HR?ez2p3pmzP&j;bCp9So#2~Pzlbq?x$yl?l*p7;+DqVg6|1+V;t-Q)}yHw};<6yv7)tLdU|G*eIQ(Nn4 znw!&o@pMtRE5{jGq+Rh>dl-p&tVqalI1C($m3(ls55P>jN_3a#AL6irrj zI2T|ew5Cl7pMu!tckS8UEFED&pD*h?9(WuLSLSCc=NphPfft?ly&zcN&~$QS(-(z< zoUMj=hUCkqIT?TXc5>b3-|)L*qzGa}lV>!u6|qQ&mGy#_I*U;2QsV_g%>8>I|I_a` zJV~>TyZ4pJ|6=(0iQfp!ErIu*CYuHT8nW~g_gjCzV_1%Ug`!uM>Pb!2S^fNql(dvd z;5zvqvyLcy%6q-7MsK7OXL*8}6Yj?EGx>Dc22#2svmfGV!6{|&XeuY&jMZqhStcp- zQti90a7=8Tz#js`h;Mb;>Y07X2aYBaG;G=EG`9YR&xe#ZL)84P@m;A4lNL{+MjKVe zPi4|)vFNp37BIi6Gxh&@NzgR__YiB<`02$RP`XF4aVUL@7|SuDuv%^B%O%E8mcqTt zdhvgbi8U||00cFZ`K;E!G;ZAg{r1nF7&)f}^PrTwhIen?E?rw!zOj0=?M!aFxo);t zw{+5_r>qxG{IB7)CdJ0`snoDP3aUIkR`9G_Dc_y#4!@XI*N{TpMEI1ix?Q$;jg<#R zSNfawU8?^z7NfKPIvejJ^W=yFKIp8Fa@Zbz$+hz2T`jGH5EYM@XDMZ2g~hM9{y5kE zJQ&(3%o$Gi|Fg!PyWHWgd#1en zpp_wBnu;!K>Nr;CY~(4*XZDl}sXaqO*}Y%U==*AKu03sOKKmVsHThph4)}I(=NN>o zI7ZUo@sMk;mF9^>(DI!vSJ@(;1L*TMKSS-V3Yf|Dp5A}b0;d2rAav{h|GJt083Cw& zle>fp4zPArS6AmTVK4&&=E7yH!o13|x$o6->NCACu1NyYrJS&W2Nl{3?V^j~ zBeE<`z5QRqL?0d`f1{SHUJ0UFN_%y$p9?!g6Dt)FYA+$BYz+9=CQq|=KaKFsMsx_Y z4bdk4Pgmit!QF$hRFOb%zo%7mml^2Es+yphs;cMD3WY->OG{Yp6oK;y>&H>C`a*Lx zpw&?13}$u^qf%3Jy!eR1|CoNU?~Qe_ByNM2d+1fVmt?UR%~&?qES>n{=f8%kemZTdUW^BQ-f(po z7-zn|M@L2tVE6%Nbg~%gU6AFV%zk{abZJ+Gbb*LZlo-)<#ED!Do#= zbsXYrpHcU=7%r2%oDYOj!hf8JjLT{~cAKBz8YK+yLS6%HS1y_KBRzXZ$L5b+XO2FH zg=FO561*i$wEwaD!YV)>TkPT`#Kn=yJLa;M5LUi&hfa(DUPS~dWM27lPlhojbR%6L z^#DQ|LAV-io0yo0<~B!kq~h-~gaz>KI6{>roWnYvTaz;H#U&(?iGLw?4@@r<8Hnpx zMntpGHdS?9_>R~A{hh45yzusqMA$;M)Rn*2#lJuFCPO%_->sc3EUuk9-ux&5P?t!# z9`^veY!wDmUe!tZa;!F1em-Ql7)E(9Y9StAQBNuT9NOi{e$%2&aL-! zBn*2oZzI1k^p_OYP;Jx=3=F8c$;cclII;`!Ig}l0pT=LBqQqARf^tA699edmDX#UM^uIpP|H7U{J*V5rUC)K2#W3@kJ+i8h>O}G5h(Lub@f;AI zdc&^;vAgDm-PmW0g-2ipFBJ}M8jLUwK~hAUappLd7k_CMQoG3ip03>eW| z2xWCv`F_i~M<9SyNkUTn?SGF@Dc5Z{@Z^iaR>x^G(hzVPxU!gyoUY(2N(kkfdtrCyEy;tX3-}@#f3y|E zSY{*FTVlIjAU&ksJ8RNs_;E5RLVEKAG5Y)oY*>B0c*%T1ghPi?O=uoZ$_V2l?)b zc^u3|VFh(1d-)$j@;)={LS4&RlUraK$u$Ysp zIa+eOBH=7u5AP-VWVX&i?xK4`)O4q299a#>CR(vsjc_H&G(0)f>n%p6}0Osa(4D*V;t%&StHRCMk$>P19o-(d1Nfp zrv*)Y$75OG-#K)2f?*y?4PVx^`Y0!v258+azM^AiWtF>7M3Q2uvR14Y1~!PWcYv|m zdIyG{_wO&BJR(W7^O&HG+22mh(k)YqM$9d2pd66B5cZWy49UL5nnncdf2a_Yt8>Fg zvtFVP8=vh}ASL9H;wT&46)G=(x`LmJXGUg#hZTs?QuZ2D< z9Zcl71?4nOAAJti`|b{RF|p^{V$9h~C-55-@8UqzF0J?RmJy2i%qp<@Uk9gX7~84^ zz_L1%i#`p-m0B1F3c2cZ56^}*Tc#Gn;7U2_ZR;#X`@hn5@#Vxq^lu@{jLo%aKRsfs z;zzLTK^V=TcRXGJ{#Tp2CSmuELM7yocnJwM)-UFA=T^EkGy0erI&8%eCUdd**QjeaJ zG%xjIK?fV2Ku?!?Ql8?e-}0cEc^BNnWM^QTABg5uKT8eK5+Nb~iUR-WA}s4c?X5|6 zH`g~dGGi99{9KHh!irhsKu{T~JA;+XKa920t@4-Ts*fg5rKQNMGxCk)SDe}B;7R!^ zq&`q?8IdUdOI14aK+>dgRuo+Nrnb5_DK%}Y_ZQik`iB1ZKvF-TC1H8krIOepECBif zf3KqODx97Fx4-AmQMfB*hM36#-OykL-GWpVM}Z1xT_d28147I!d^}_3mzF+!yMy}# z-dE;&JNc=j{q=phJ*=?t{#$F}hw@g^QF@9}XU|2QWbJR(9lL7kaN=8Qa`gQCJo>cJ zf=Z2*q_s%|#z5_MQ>Cg}6SB)Xwzbr2H+ou~P{^P5NXjX!upR$C+p}P`!Y~Zp$c=5#kCy&d1S7bGK;dui z0Ei@=Ks?*I<1>CdXJ)n3+txl77G7?_uJO<}zUIrg$Da13;|1qNV^9DeC0mZ9#7B_# zX~>hor!2%IZ#Dw8sj?p=_au~(S!P0PPj0hO`(Hl)L$QT+h!sR9jiu^i4}}{(z6UiU z9z00&iRj+L91Vx-%49ffX|-D=(OzOPTFVfwo=5VXbPYWmPU%@@!A4VHJ(*<_W6iXj znUA)TQEZ8>GopNXoT7JLdMAJx9jPXnN_(q-l&zbjWq)2^!YV2wrc_sIe09zjv043> z7;dRoVH4V(bSaWPPU|`d;F2tQJ9?Bo&y$-jm#=rplKZ7D`te!1mNSIbIh2JgrAh18 z)5m?=R~zMQX10gB*iOVm&zVp2e>8;Vn@M)R#ycE?q%CSq-f4Mw@JrU;O*D#YR}j+r12f*Z$Yi4Z9gy`MSh7%-A=+ z#o>z)2qgcl$-hLWc$J^o2x`|M)3%JvPx(J49^>1kAV>pV|JByY3D^q04}{%v*cLAB zM`AnvHmng8P|(jN+IXz0?)k=!IB2V@_d?ykfdRLPJ5%-bc%_>2rMv-^?(HeNU4ZC& zKNB7bOHd2j zl5@p%b#>j`evXbN_}{sR*jufao5E30zwjUT*UlsO$!`m#HYg9CK44rOMa)9~ycQtg z@BjkO1V%n$LW+C^QanJ@MS&m(FGX;s)hkF5%-^n^)e6K?>@*7h2DVN+K<8)aUqobc zIY3mayRfLLs=6Cz67&maJB+G2HptT5T_<`}26oT3ha`d59}6CiU9voclfGX%t|_Gm zA{hxqK*5pC$;Y?#BQbErXYN<;*RKg9&(bz7Bi{o1F=D`m4`l+8KK^G~Wu@@nKT6;N zI`1qGz57)`6r`Ja1FRn|8i4gX;ET5)7F~2V;>ozZ`9vL+r=_ip^Sc9nBf6I7E4K(0 zOhK8Dd#5Nl{QR26SMYphqm~*(AjNK$;w5kqVMI`%8Gw=qs*fQCAoCma?rxV*m&kko zf&GKxCD{CBSQHNvibx>BvrNTq&*Gg;4Stk3Sjs((6pt_~f~^>-F@gMZ%a&R>$Wq`g zC|+@Kdb{VE!vq!XPkx`8YEr_odhDLSd|_A8CE_P@f_Pw=sE;|gm5ML5QlXl) z5w{K`L|lh32Pkf!D1up8jXME;wtT&bV}x$R+ASQn;`7cw<8#-US+q%6WMKQHpxwcK ze5e>qNy8c?3Vb;$S3l39q}3tF^OPaQZztbuPqx6gKPOnCZA)I?AB~kQc3!>@tm~WI zexk_WoVws4YTD9l$p2&x9~_2SnnGL@WJR94uBNwdSj(qCxhN>3G5HRT`L}z(CU%HY zNV(L=hD1=oVg@q?0+p_(G-+*bmnQeU#dMlu^mFXdA^%tSo zBl*Xk<2P0T)E6f!z26P4g+-CG*B-)XsG%63Xsn95`s@`?BO{{=Cxb|!%moJ$MT8Gw zLV0uKL)%>_^6?(M!u?FTi2E%T1U=B3wH_-)t|Q?xXAlblc*`2$4|1n*KTqP~Ar~Br zQuIZ<5AloA5Wriw-{?XG63NGcAc(+e6`7O6=E4qdhN)ya9YTUiuG=!q&B~&IfDe)c z!K52VGoBNC8u{bk1R#v!ZBXnXpn0uJXEzm=A-{M2cYGAzQNr?^Y}~q`ia3LgCR{#9 z@JGG?ryX?qylB)ilz4!y5f+*4#7>RG^T1Fd=@+h!;OB0%i^;VWcag!zaP1(;{3w)> znW144;veKo2e*5R-edG=>=l^>R1z=pB2Q8LYF)vMj93X5Nt-@;6i$K?V*=DLsPn5X z)la~`A$j?thiHj3ln$}^r~s!gY{D#H);76?rNQnQ#vG`72!G&DU6Bp&bmG*XKKgJK zDZ~@^`{6-Im*t=Cf_?k!Ha(D{k3;CtSvDP}j_*Hc_@PpnHKEu7-uHwG(Ah8(j+al* z$hfbyPw^U@6_e@IssQqJ*Z4dJ(>mhx3-2~Y(VPO{`N#&;qv(W@@j$sV<7)>uhu$>X zTA4%>eWve6CU)y6GO^w!Q0=y_z$9=`l=z<2X57fJbS`dg8!XGH0>qH0eHez*$pbZZ z843|_@e{m;OH)1CR=W9yP3UBqCQIpX2doaPFQ}jlSn9{37d{}qR9|r$AO7pPzl$Ic zmNp^83yIo#7Se^mOzxa?MR>a4t}5MkS`v`$5V5n<6`?$J*q=K`EC5afOY zE3LhwavmO!n8kWOkv!Lt9s@@`$Ntam;28z-KWK21B87D9^E*Q*R0h%mDk=F(I0` zec_~{Ld9m74j7c6mTsgCs{AYds|tU7)fkFSNJvOP?0x%@YY>_b;WtT#MPKZHENWt6 z0ukUf7V_V_=pVO2j05NE_IUhZN%*V|lq5kMxBH*og+zV0;9_E8)Uz}?i9V|;D0HmA z5e~%>-f}Nf6jFiD5%#EAxghC2XP^r&DUN#Q@O*3=?xJ&bzHlGVyy7a0eF0DNk01Rr zL}>uFF1#jGF6%%LD;$In1pyBJw{9pU@?p0$uhm~=07Au*msL5qH7dugj^;oCkMa*T zd)*6n^7$u_++>&qBzA+|?61EPV1ZXw4jYl3L@7XXW1^!$%4nQI<=&L1{j|I#G%fh4 zrFjUQ6K~%pD0q@SyM^@MTl!AyB?!-Ju> zoQotL1rJPUXNWdlxb;W?Y&)XuQs%#d4g3Cd``g`@0zLD2w+nZ=Nf%C3eSm@&MEHD^ z-!Wa_=zW|uP`>wb<3&|xUV(Sf&T`c9^^wCda{taZ++-`3wj1x<^rG@s^7r@LIpAj0 z5p?6QSoK%*^n{W>{$!em@iRH{d@?us`anxMY9%-Kw@^ z>dX@f$LH&`A?L;LEKd|6oDYz9bwI$b`qgH6zQa^aeCp-4r-`#Y5#7DWQ~&YB5{hqb zXuhW1|ZjTX;Z#47w-T7tIm-7Fpd+`sYC{vabf*i`4P5m;HR zE|mmDhyQk3!Z5JOEePA!#|cnd4!x6EDPijR(c$XSC0s(f^oKkL&$Z9>du}*8FK`1URgS>OC%n^6X!)%EdNiU8!nn}7FI7V%3KD$)PE8Q(P(gW6ZluHIy5V!3 zl*{pc`K9i9m%7}2?n>idE=WyB7r6&VzG2gD?&8)AYgdyrz75m3mQ>>j+8V?mgZzm; zest{oj%x!6%dl<4gxx*0$h}!i=dP_tFhQt7o?!L5->YsJ<;V=FqFHQvy@6#lfBrkY z5D(4PN}KWm1I!gh^>p$=;-L0r!f6j8*L4`vc+cJdWvjQg?8qB(-ZMGSVT8he`rpO3 z6%GMa$x8Tn6H^(o;)r5n#t$Ey5H*_^D@Tt!4~}sB@Lqjy=K3&o(C!O9(ga$- zJ^+fST^YJNJwOyj*dn+EP5E=41Ec`)N$zYE1Udv38BOw zf1+>8`GkLd{`_`Q;RQ8+%8Z&qiXOfp>Al5tB)a?`tQ?k>Se3n09CrJv^>+=t#>vaF z4EVA+7y9WN_W$!4TPEOVud5H2B?#!zu@%zI0p3OlF zppk7Kj^f3D(S8U~fQXhsXouujoKL^L;Q3!W8GlXTo62qFf$eE(85y=ZWT%!*Li?*{ zS0MY4ol0PNi3G_>8p2xC1Y;pYMZ+a1Ef0rBh$c^dZi&EJiE6b)IMRgPa)+kHOKOlR zm_seFIXRG;Wn_1cLZn(sWk2E6;X>+sP=V={5eA#joJYKUZqP8!E?jf6 zV>#cPM+Zn>Ryxln&1_G32(W8V*qxZ0v|4mxi%HC|iVu5wh={P@!MxBRuviX`2qc-! zJ8fhAeC2jYROrBy5+?jIjNGot4&|{BGUWK=r#JL-3lrM&hLdi@=y2NhH{GrtZ=LRl zlXNmB`27vz(%4Ns{q zhnS6~$F&I53HkG0n-_83{5Z0p=iYT!p0JgZJ=ec=uFaPPKF`)u#udxukkIzjTK2jA z7@QuF(GYPrp3+~8`WPXX+kGmu_9Y*FjNnzK-||;KZ!C`3pykL**a-d5`o5{ut85jY z?;2NRJHC$-U13Qj;{L5xAiJ)jCt1jV@5vi{SRDL3D8MO|#C@wrip8_}9)6vcbUQpC zlFK)C(4365i?tH@e!mFD z6POYRk(V+`8d)4Gaa}#qO1W0qQ6c01zF@dqfcs~%_LKOM8$reR4P=|%GR#j^!EG?ahtSRKZCmCy(65nh$Ms_)rhXoetOdkb3nwX2LX9J)Fe9V$$BzM5D?Ta&!X^`p_h zv0OI*%wevX!JPBOYm1(y%1N!$J$UsN-kUTr^=l};lwL9D_dDzI$R|~FE3ltC^a5k| zR@~b8Y)auOGGe9GhwSQO#d2B|QQhj6$A*73FAV)8Y5LAai0p%Rty1@W+zaisVpqY> za+~&u=h_d6_LA-r_PLK|Wi==&UAdAn%UB-*^Y+Tn>4)C4E$;9b$HIDB)Ylc^SB9QS_poF?a21#7Wv(fa(=Oij@A@z0}HKkf8e&*KJ;Y2Z&S zz`?33?CfNFFzRzUYzY)V9%?hyoD#HqwHTndb3N(B@>!%|pugi43ujJ#e%B#~-fXbA zTOI%{dSfi5(Wmzjy9K`e2vUJ+XSl1(v%6Ru6GG$&ykc(`04XQuIa3w64$1Plr~cMp zDfHc!L()KBL=d11^K0$t3OdCVAMmG0_;l&#Q|LHb^RF{)_qc~ebXVfR5eCQA=xg~O zry(d2rAVUJcY5oK!}uY>O(WQQD0ji;nLW9h)xwNet+iH#eiEM^R!J06+eaRT7R{youfID;oF2 zpG!G{@Ct4BmS>n*JrkhRsx`204)Or zx&<(0pmN-deJr?Gfaej_ed?GYl2wbOfN)QEX2K;NqpWAO@ub1YeeIi#NVkSHR72t9 zjJF!G1o&+<0;A;7^vGwm#>Nm=YWH+=ClbvrM(0OJYv^O&^y&Em3*{e)dEX?2<(S_Z z1~X90R2LHY$I_e#*{_XLT}nY7mY`I&rHZk#!GAoyp(!Mr|6WjuGzSlUGQoWrxz6WS z!#&`xq)<_$e6chtN?Y%3PKDC)v){BF!SzuKVDhi%iCAV|pWjZul=O2B-;&)=dqM@TGGgjUcP%d1 zuCH=N?i$29;AS1PNj>LE!yHwG_*Yi%T_s$I_(T<^E6?ni!Kp|Jgcn7HosJ?RGp*vS zBw?G~&C!P%`8Py@vwMIE*VCo|1^WlPfN<&1V0n+=Ivfzm7ST4z2@ynbc( zIk2bwjoyZ<$E@(yDQ4n7B=ytb@7}!woe+tJ&7q&P?LBQ%V(w`T{~L5}c)B-O+NO@f z349EcPm1r#9wGa+i5u_X?_x5M+`z7TW2p73sJ>a%$8W{xs^zko$QQegSzpamb&z)Z z%Xox-i<#N;KR$)TNDstW27RHBX!TWnl=E#gPkEPov4*Pnb z%YVjFL%=lq`s?i`7KvQl-AMSFx$1nzyzx>lPpjud>7yQ$u9;Bgl>q3Lt3o4HP!^l3 z?aQ54rx8>Qh^*j%gR`OTKBPXcl%#<<5R3AjprU)T^A)4*S0OwiJiOXN;`77USo}&& zk2lxMl`0`Bw1=6)=b0k2rdom4(JnVABvznxcs)AUj2vi3*+ZYyX$vm?v4KUGe?Z|O zcQy!({ag-pCfsWr27X~@vKbU-0%R8l8JLG!W#>;s4I}jwnlSr-(wZDN&-GNKnDHTw zKQqrMl5%TR1VD4TGj61^&9!P1f6hHEj9mH5z^4u1pGLcQq}yd|6$!N;{UhA1a3`eH#i< z)wno7yB4%-77sv5Yq9Il?4U&IL@fi_%BeTLz8 z9sQy@fQWu-0GM#irV~Iak=INt@ z`4Yj=kt<)~;)ZKxHSJZf8LEuNlr%JZ;eBi*PIoptrRwEA@@c%I5&PfENzmni`$(R8K(cx~_RV#JF7_88InyIFt5~Y|0VAAo zMOIKdp=*hc#?`E9w%3&?YfeD{;VWRB1ag z(E0%Zj<$1t-`wsY7ZB;XVZi!E?~GuQa`Hm3=2cCjkgw_6^+V( zpnk(Q<(s!Q6H_n7Zr<`Rq%>4_HpdgQ&2z<%zD!BAGvmq-uy|-jn!sM9e zL<$hl+|D~;H11faIE`<<>vFwK_sQ6go1?)CyOfU`Ys{@>|_Z27_rXQH1 z4oK12IaACRgUptzoE+h$jxE)sg_e0eqk43f=e3J%QZL)th%?rtj&NGCh9DJScq|KC zm6@lh*jza8F1+gkxx!f7LHyq1dfqKz-u5uo`%W=kiVo%+G zgWFJSX(R3_;yEc~?k!W&`pz!;Tgfc7(`)UPc5T>3@m7PzxOVM^ESfUdJDN{h?nx(B zx_K$m)?Gw$i6N$IbaZqwQhyl4gW`Rgv~UI}=u!IZbhJpIGdFbkW_CUoebX-1KA__9 z<3)D6rmcRt7n>_hZ_X*Vfnj{geSJ|Yu^UIqVWXg5)lGlpKI<6_DQ@k81vv= z$4Ge{mGwrZGWxv3l*f4czExP&Eg!m}r$D2p_Rv)(=X_acIn1GsfQhk6i^>;;~= zWZFxV({Ee*G4V!hhWSUD9qi(I>_)R&&t(qPD?@w+tP5FQB|?mVg(B}ErRC*+ZD|H% z^1IebCi&aT(V%P#m+Y{+i|kH2FYP zd{1YLlGgwNx~&>;Uz^n*ahiMuDDyptjoZj{THhP3qjc!a!Wd^x&|kZazkE>Ah`A{D zThDWlC1N_pg@Ti0aFzamB;_?V4$P_A}gvWP=fn4uo8 zwNR|E<8B)AiS?DvpqyV&Wu*86&WCzS7O#Ti^Re`BfnvX=)ME-%YNnZ zM@v~jG(eEoF&`GZc7Mp0imCf+fJ%xvg)Rv!oSEx`GnLgM&Xs6n;V3e`o=9YDCNh(` z`c^sHlPNVlJ_uti=7Z;OfiA*XWFO>5P{l*TE5SYo68g-g-q&x~13vBHm|@a^ z$wWc>rqK16cBC*TYoI=1TcZ@mVD^)~N2u5Ajj-Q5^HJDS8{rNzW^L$~^e0)(h!EI^ zGgQ2;*|ULkl*r{T0h{+1GEm91+%7x51Wy=#rCvCpT}$+9n*v&dT=k5Z$LK^{>t_9^ z9X-eD@0l!)=vQvlQ#?Tnajwox1r_jw1F73#LqV(JdA7vf2W{G_|L9(a`XbGqRh4tG zH!g3WUXI2Q1DN05WW6ExH37YbR7c$*3c+l<+4N$ok|dLzx)TCPmu9*$#j}m3fpxtB z96~iK19SC>AVFs_LK2y%4_IY_-u^snLZA!MRp1^<7Tc~OZx!~eZJZL-u>CZVvv5r7 zSc;N}J2SGCj%ny?Du2N;>bee?#6aPzgrm*7PeIsj6Rm2)^!^ z>WI?|`;Eid04vmf?6KngTkL~$zaSFP7yLwyyZy=3tNO@dI*Zh(8FPb4y=8{=fD!}< z7ZLUqVd2>oWj6e3Nv2-Wp{q2?{N3GSs<2X%+^%E|KT#o;O$2`#vJt~RLHq)k!0-#- z=iSiWR>%pL9MU0ouB0;C)hy@<|7;z^(#*7ZdCU&auUt5T1UXj>1|^ZpMM$*MyPxPvpp~UJR1P+ z?R1OOBZu+33~)Vpq;UQP+V@pRiwk8DYr2jcyO4NgIe!1 zLE2=3HA}P;@z;B^K7cGbaGLcTLrJ;+d_2F`0R+BM;Sa8UKD9Z6g61%3l^eJF<}g+E zhk>TpEn!9VnuhlpsdzfUUZi+5pBwQiqm)kZS#Lgz5#L*kuL$kR2*C3zVQKyB76M(K z6sKM_$a^+AT;lz+-`ntzCIQ`&?nlGx{%v=BZ`tHdNhXMLQM_}$Z3QqqGp%oeEXy!4 zFK0a6#A%e?QsI_0tJ`gfIgXdcA(VaZhW@vQF$yfA)g`8v3CW&CFs&+|V=>O)0`RL1kvC zlCwmg#L4IPM)c=w*C4||)`S!}YDCfv4_z^Qcz@$@U@p}b!pZYaVejKYh8^~b zk5eEZ_|iy6K4_lTzpuhJK&(^Z)d&a_GI z7N4ozs5}*MNAo6r_Y#aYOE(kjCF8>*P%BwhU2c(r9Q#Z zA7;NV4ewwvwju{t79m0|s}U(A;(^g##FpAx7sIwL-3kBDpQ&G7SPKLOeh5)Ze|Vw~_&#pI&kV|)5I}>6d3aw8wje-$ zD)F0$5C$w7EJ^6{Z+srXMVa9Ig#flebKbn!GcW)V=94#VA+;jo!P~k6@_!m4AesTd zPTqcbY4`n0kqlS8vF<8cYQ7Y&)V1~X=6U}=#zRpBAJ9N_8ZwjlckO9uX(Lj2AriyY zfADPwB)5{3_ycF{+7!D>kc;HB?bq&iJ-U$bfmT^x+lTkGF`YxOB;N1u<3Gye2>-Z^ z&H4|L9tUw4P)mBz=!-o0RMit&5HOnm^z8A&4%agR{JHRv0|}!@isAv^*Kd)ykAyzR za>$&{kCKg?D^*dTkCRG(MkFyuABLjFj!sT3k49Q_B~z7U9KxPdC;a(_I~NHElhL#Krn0_gK7E;UTva>rm?|*zeGj z0xiYrK|!VMsxz_w&F1^c(`GNWVeUCCbb((>wJdlk7#)~c8F91J{t2_2YeUw7_t-lW zdneN{Gx29H{d#4ZPUBwWIh6BeJl!hA*+Th`P>D&XVGE!H(_xF8l$4apO3#v~{8ftw zzV=>G@L|GP01rcMk{IHe>IeDXoNSQoMe~r0OR5b|)MS0k%e!IVJ7HK89T5=`es9~@ zeZP?{3yyADl0i7Nt70ZVqa?(>BRMqMPPP4+WN~J2k947muug}|*KUJ*PSU$oLR-al zOzAWy?VdTDH12fE{H40rtL?8a*eb+9TJdfmd#x=hJ>95nOnRpoC!FfMbfQZV**c2X z@vIO!T+e&JOT-5^Ky0Nh#0Tl?>q8*hA(ZnCh#!H_%{T5(W*{mJQ{bPL6AQV{nehj4 zcPiCk#vNpWN@-LLtS zq<1VZkTy}{USibjbh){4ZkC{Yu1+59*lE&AO=%oIMP5$?@xNCA%N3xFK_E-n(5d75+N5PaC#Byg75aYn<`uiI_Gak|xj%)ZcfHf(X3tKO zu%zgYaJ`GMd!rXK9C2n9JJ@E{eQ7)}>3zX%Zc$5#5*l{~P4)an_TRy`Nah)T(m3mV zz9R?sL!i<2wLvLvM)!h)7s|TrK0rhy&^+F{*+GaJ0^xb8NDHUHTB22*c>&Ia^!k{bp2)q=erQi?;00N&4_iLv8h%yF3#R2K2sT+K=mmjwpx|?_m88a znkH+S&AXqNF;`5Vt&o2(?9TdqhqtAiC5lJhmX?dWkU{6&7|#1khjbTFfAhXJLmm%h zA{STx;rCIFsT(~}+sxZOX|b`R4RS7RDan8wLx@*F-RO3E0WoeKQ`t~@ z#NU}@i4=EP7f3vUB8d<;-5Oe07&Th|d^JR>PDoGcc@q|>X+pI!_sr$R+0&wqXXfNs zPSSWdq>gbX$@CdTIWhFm)+-1fGSol7vAPP(I%ZB>jt+1@y`iITRbtaUTS#*5-BtUvXX3`;gZYvjW`W-c3w8{ z)e7u>jWG@BWH2;Y+sm%|f84!!G}Zt2KYFTn6VWI|NF_xmV`k-DnJHt2WR7EY44Fej z86sp>#>_+JDKcc1nG=%n7&Fh@{W?d(=kxpBd)Hleeb-&<{+V9q^?E+{bI<#+_p|S4 zaKX0@?%CFn{DOgdFq-ndWQ2$CVIaqwTB?+1=!oZD7cGh*Q-u|G^Nl+t&@jQTVbsRaj)r#&5tbvr02?ewyYC6e@o zE-UMjAI^v_d_KM_B`-10nDgE23!Y+I^SJs)ReDZdkLo5Yxs4CkPy+MCgc6FK-@mLp z14P_Jwo%;s_bx0x|9H9B&MQYf=z_^P4p+!NxZUEZGjlXmsVKfmtM_qCdoM-KzKQtW z!qO12D=}kE+$;CkR_K=en*LEaoX0!0TDKp+tQEe&TWsa;b9AK-R<>jhx6geY*sGzI zlEgimwcd4h7`HD`;k{nN!;@rW*@pJP@AHi5T$yVcztybfgj}_YoGB%M#@-;eKaFXJ zBgja{BSM)7yqMm!9j1*z&(z|(Ror7bfuH8Ao}P#2PmD?){_nw$X+b?=o9Uj=TdwC5 zaQzjVw-_AZdpoi*t0ih4ax?rCL@6<=mc>e;DrMn`gO#S#|5QC~h`_idaJ%val;iHz zgxse%d^A{-IW#xOoZHyzVHjHjNAiPF{v;?qLOovSp{(A|Cf}T-v@~i!7z?1PV0K~K z+B1KU|6xpAxrC0F@3Zg*LzaNImtZnw$f?WF&=6r65hHcPGFVxLjfwS&Sb~TbMN40w z(fhl7<5y#4Hy(G!=b?>x_FW^K@1{r9P|-aNQ!?Xd9SSqtyHaCv=1D zWV*j(0V~Ez>;38M=u#Z?$#$LHdIAW|!(6?vm@`AKa?L7>+;t zXjG1(L9?1}e*uks!1`5#oOO{2UP7#>&2YjKyr%J!#&HD&4|!0hQiaaTsHrhE8$@>f zymF4zxAArSFf4&uzsl%zwp2mHjS|ik@6-Q!9sGChO_Z+4tUs&C7hV>NgCka?cz--v zf`grXoa?Zd)_arSeKM~A1q&!ozPtc?8$Rc~tpTU|#>xW;DV;Y+IeeV!rvs35bf_zSQ_l0O?Cjd5O*!x1BLz|()SJ^|ZapwW>vF?h$LJ`3RgcKs^2L9| zuMhQa&&kZTM$jlA?Oiak>h(eleaB85jCC4bFCzEC4|{axLhdj1PlN$PlA$tuFq&?7 zYu#mkeK1QfpziC|PmCcwASe_JsR8EvIr{Y;4dA6kEiBmBa9&N&2U0BiYi`z?k3ed0 z2%=VBo@V;-UJ+G_2gQGX2$`szcZqKgbAXbxfB27#08+lTP}d-0LJi;}Wub?rrQ$F{ zF%W4cC@fSK+=4Mw`0f%EVb~lhj^%{s+sVFmJ4>WNA-|W(c?WL+q8D>=bL)yMO23j_ zfztQV`W3ei7_tWaB3dx?>;3!NW!C^N2dyuL;G$q2=|T_D^769SO86-@ zjuLkWtqQ0DO?yr$zE~vit2U6~&Vco~ulN?5IxMKR#rnNbvYr<>`1n$s+<(m-&wTtW zunlH4<8%(=cAFCD&=A>tU7@;HT6+U&m~x&UeKiZg0Cf3K!(hmXguJ-8s;AE;;BFXz zfy1bxZ$2NZF6!4i^@@AIW1%Ds6)xcdt}%Edwlj-mEayyJW(G;6~si7Uf zflK?dA?_@UgO=$&xt)nHc-u+N3o3-j`XQ?xe*CJsfsv8C$)!^Ql+?~uXMeyX2T?|u zBcLj_zZw}Deq=WGCXf06{n)rF6=mhvT5;;&jN?6j#nz<>{Uzs+7L;}Xp_eaczG>01)Ztmo*aLHJy z9gG};ciZ~Ry)mu>RE5re{~sqy;CZt3q2pFdAldC&DUYsNTtt-8c)OhDxRVb4(A_F6FOzu9w=l=XXe7-{QirmDg)NMVAxm1|6(wc z({=>3 z5kyDyzR)nf^Xfa|-n%A!idpxOq}xd43n>xBr;g9|?YElkj|jgoyt?=yBqRjWWOJR5 zFT7uiIk2&vhYoWKJD$2B#)*t5iw-~Y^)N1}F~?BohGM1c(Sk%{b8}WscDj&WCE584 zoGI-N)Lps$-iVgCLVp)?yU-vkB7&ss!igE8qaVd+eopkTwtre&#LPR8!c{_=)8_F( z@iq|^Ik{g|Rss!?woW1L8}CoH%Bw7o)lE$qrtDW5-P6)8u})JurCrD_i^hf;P?lJ# z*WN|c$(xfG;gaMWP!|qMc_M9_oA&U$)#mEl@TnU&Z=OkxZl+Vm8M*{Dwzuk4MDkiQ z>r3W%_ZOyX#~`d!=XpHBFRfQ9l5eep=7MA<(RnRR%?pti!|4)V4sX~`b!V=Y(#eXa z*-=qbKT=hdFgRfplQ+ZIb43aUml23(ggX~r1(w= zrpEcpmoIAu`lYdk!yL5T#lr14H)yFG7(8ox;ZlM}N=h%bLVI-$a5??B*y7wiWNUwY zw|29e^I@Tq=dxq3_DDWR$gYd^n^hcGEq`RXe|D41CIZqe3&2UmCLa) z15C`!O-wK47rE&#qMXe&|D}&j=A@;9DtiyK#Kgq41EW8Gnx;%Z zhI{wJE%ELc3#x0^u2oWR4RvQ~4PF7Qwlq|2t#4*#7Js$)h5WRew5hG_`nLj$IsUMV z=f;Lj*j~ur6nX98XK$nJ2=_cPUhKRb2HR4bFGYv z=c=`7KEG7z&;*Ibom{N1=}G`C5rLeKjBprvYn-QaW^HY4{-?WP=w3fhliP*=F5i@p zkf>DVgsEWBC-LWzrdnX$%)g?VZ%SL5;GcF&1jgr>GiaHco5SoEeKEtkQh9@W?qxM< zs2kW9pv^?ct?X@VZsLyl+)dGG1EJ)>bI4eHm~n5J)6TPf2PwSoro6X>7j<#Yg@lEP zpNxuLz5E0%6X6`=d&)^0h7pRQo1?Tc?)?6-9tMMPf=e3YJCpsGyW7zs&oOA3pReO2 zKY#wr5h<<&T?5WicoyTf7;TW`>cgz`S=X${Jvb^{cpi7`9Iw?i1*2oMeH57WFH$;@ zdsu-?=pOA~ze;@9?~dtPJbap*oSvS(tqE38<3lz1<}`#Ix(415@u%U0}dgv}-M5Xh7*GLGx)_U`n(cEsQDZUk$5I0uc# z56o37WdTx+#9^ZZ%&eU5vO09~3w+YHwdGM@s%P$JxYmvPSxv2GALDXeq>zMLW1p9B zq3O9+-^+TRX(qub-DSxM4UxS3{I{4x%Ci3d@`(5~Xz^H1$mN>bj4-uky_2TTM9Zca zT>f`X{_YB`TF>;6*0&$dZ;ItHT%%47O4aaA79&5(;vdR>dxCZ4;b(=os6fy_fL+0BE+LYo>#^c&F9u1ai6vd%w$O6<8k(8iP%Ac)kmV!3 zN@mBdczl~gn2wR?Wt8&M5bai`CnUJe+z5@$*wVI{gTNEw>k=PT?ZVpA2fv*9;-HP| zCC=Z|PVn3;5E(oE?~Y-W|lLpX9z_J1cA3;uyqt%vpI=1dQI8#THf+a__~ zafoS+Aj*<_r)Qh;Ak*k!cTB9nkrT;5&$ozP)^JfmeFU$LQ5=|Q;liq_Do}i{N1kez zC!LHi_mpO+z2(w*yv`krcmo|7Z;l%V-QP6jV&p4yEKD&C6LBwIX!&Bj?h7N?jBvEY zxhxfbpH3bUHbbG-H;4GOgztvFmegf_+h{C-eZul3-Yb>z9Azj`>HQwR8|3|Tt!J2z zql4o%`Wx?M!%aB5I_@1B<`SPV4lxfDOVAl%Elv3-jgHK6_e;Au`yxX5cHxqt9*;(n zrGVV^HjSh%9$$%PixmRF= ztXf|bST-p?h`O?R*E0M4lw6Tg&b3ZsY;L~!`+>{qckU$xZq%${HdksCyzS(?5TIhQocf+91mQn6>zD$L;xkE}y@#o(Xl zYsUnlwO{|dU?{Y%F~XXY>mOO(o6Df4$UIa}?a{f(%$ZXBiBnA*l#H5|F?s7xW^!}7 zz*|=#ca(gjnVG!8l1Hc9H${S)6HG+H+>= z*3gr|stU(UwX3L;?=ak&%F7yC&tofzy4s{(hZ=W8qaHV^ z1orDOH5z5t(0r`^dl|$2!SjNtFm9o zhKhpWqZ$Pr3+(WDavG0+DTe9x{P-|J&!GJ|9TTqIJ#6XsQMbyyWBG!ekY-1g64p{g z(J%h_am|FZn9Lt#A2|MajjL34pGmmBIjr=}@dvhl_G6}$%89>@`w{Wrou=A>bD1?T zN8Zv{??S{rGM~>$T{gyFD6kALqj8b`31x`U7lk-Z#}c=iCgn(TzEiqpp_TJ5XX+ItzGbC*B6&^I60uiXyStTm9w&T63wL%a%-sue zR5CJ=%A-{YY?2{P78$Ed4PDo{*fe~{c%zL)_+~Ng9Vz9xFt*mf0}-VsdXhC&7V5e) zdbt?v@|BP3`pt-6=uErZ*LGgP2zqCB{ohN6)l5el5WjYjGqzs$LTatlvci)H^C+1C zoJ+ZOPqfjwfEWDGv$TKmThsZljo8<+<$ZOXW!1S}f>~2{-IuC+Uy<}AVf^IE%|v1g zR0<6z8Cv5Pe_HiceAKh~N)h!ubV??Z^P)bHSJ{1y=}h$^*R#2TxlAufBsGSA?#ZEY z(p=kiHxi8g>!9%NeJ2(UNM3?@04Eq<zPZW2335sjI7-c9lJX$I`%Xq@>!swe$QD z>U9sN&o?s*u5zZc#Hx&0U2gq(Y`b_m zSf9wjzwYM^9beP+x&4DiQzgfL3D<7GxWoxZX>6qRK~=L=6q|o3?5s}JXuML#o!Ao_ zmg5DH(-PVX>Cqfn4G(uHR4f->>zGJ&@!T=nQXvb~Oo*5F6~18q^vB*lhu2;nYL+ZW zh&=UGjW6^iX|})b`K^Ebw>__$Kj;xX!)etAvkiB{4??ub$r3BR??vZT#fLptQjLCQ z=I3``tv_@2>|x1>G?gPjv#dEuzp&eZxoH%-sl68b*t2e(Q}Jnq{N+4d-3(Nzs~5!+ ztaBRYJImy8tGBpnXumXx5huUMVGQIcekaW7Bk}x}l%;inaj**Y-FjoCV?Ga7`!A;& z2^T&#Hcp!!eJ-4rX)z9SqW^nQSW^qes$S;G{iCCW4U(N#(+nS`^huaW)@vH2SEW8Y zjV|)LY+Uef4*ic#E~EYx`n2dx2LHIG2ww7Srm$Ko>HmxhRcM}L43Fa)vO4SaaWFIW zzXCW0Iy=Gq#xRPz;EVsqLfkNNVz%VDKQ?}tG5s&`;(e-@FJIQ?-4LOP6l(t8{4eg} zMRyMmEiy8|J^g1qde8Eew>RBDHH0rpclQ4lZ$g6Ne=HEi=P?M;^nb1APki`49Unu9 zGQe*J%G8-&6W}5J4q4wo=o1oVT!@RboAI3eaOwXtE=5uf|L=m}I9j!1$tc!eVkjd_ zFCF4B zI$YmOKlfP=Pz}h+LqWHe<>%|yua)*^Tx*>3J;!}wca<_tOI_+^WjH*k#VF366?J?z z+h4+~u!o(4!h3l0SUBHP*3P|)NC`4J94N29v%LkWihSE8gOvCFq%;EIn|o=_oqHvZ zl9ZK|tzDyi8x`f7gW`vb1nSCkzul}6Bq&Ja1GkPlt}o)0h`)bL6QV=IL9!0@nj zzMa&bhd9}bq||%}x!EeX8eQY3?Y4e(I&Zo|xrc6s=p6Cbo-}iv< z2dEF(El+vMe>&aygdGOx__tMzk3UJ-pNPMu!P08==iqRc&2>RR8uYW&iSe&7bFVUt zuszv&T1-M9hp_l;IMr1Pdu;A!kE1opkCVlsCMjUK&Ib6ywZNIoPh<1!?Ef*;Nsx|` zYC2HQ@Foff}JxoG}4aA z2WQ0h=Wq!MmTA@ata6nZVR3BX$8I%iW^g#GcGfh*|>)ZS$SWX@u3QE*E0y`sQ zwkLjo8UdByTZRkEOXqP|#~AKguK_{%5oOj^?s^bN8HF$=VOQRut`HgD&NAt*tfMn; zxd*HR=TE-l90vFGYEcTobq~KDE^(t-J9w1(RoQHq>Xm~IwB%WE9YEwwvkSR<7Lj=! zguHjh{TcIu61x>n3h(X%a?Ow_U%qjCFsHub**2a(@Fpvi=jpuma`gf%)EdVqClm7( z90*URL`hIj4=kh85v@ST7ne3g@`pJLqv7V7NSU)?&mQsGEHLsV?nA|^IzZI^ zhi7vm@5bB^5a{QLq0a=?hiynfYEn`X;Y6K8|F#5a59ylC8Ur4Xxm8R>RCgr5UGIS( z&umB&xqcJhNWQit6UvyHhAj`r1HcTl+$>p69avAT9b>(I{by)b@#W4|UN}UFZ6T}a z-avcy2&k92H_=Olzi@Ixar`+UCKD?wE6783*zZva0|hnPpJJ{d!la~*yGR{mb22smxq+aHySgyzKwymT$Na}{e4+=3_U6q!VcP;Vie%@w_! zEH=HSN`~lOT~M|HT^~W9yHNy-g_jwgaYm5-8}G5X)0LhlGf$%!keWEby=+kgDFn7+ z6%cR)(N)@ylK)+xgCpidCfpJ99}3ltbf^(D{65sHi0HA2Jan{Y5fIVijj;cPxrFczs;G9k}3 zU~d5@_$cP9$ce(r{t`Q_eJD9RS~sx(?s0nC%mGNosspIRBk*RF45Am4AW{P7EBx1? zqc}kJ2)ru<7Zaiq1^&k#72+mmc~lJkNK-iX$$@==zdt-uJY$)T{ZnuGTg=Wg>aR6Ao2M1c z6mChvb&fCOg>rt8T!>rrHhDO=#pVCdCP;<+;1)>IuF^qbc+z#`5*&iWBK2pgMc=ix zH8|_(o@{zfl#tFJnOUzxc;a7hd+-4Wfj0<}7Cmr|+g#h;-X01kr3alEewVYU)dtWH<)chf|GX|~7;NI4a;LW`ID$8sQL4yIb_7{O`GtyKZX5h+fKodCV<=6BESuT@{r-5442TOphEHg zF-VEAOA_&H&{shH+k>EzYYnAu3%Pqx$mF;CL7HS>6o7-v(xdb6x*1PR`5gCJ405mB zA1}d`h>@4@S)_Mi_p=&tm+`M7`)mKH8~C5f?EkZGgGqDzF692&*?eILe#Q70kf5*< zi{%Ncv&6p+xLWdd;oX?y$<9d(k@$x@5a<8O7?>dI{-scR-eHq5^u-(cGzxnWsPo&-Ws738}Ncr0?;ubM9SsHo?B z{CFz(U=ZSMuk8zY`*wVkXAazI8gLYukI39Zey`LwH8lke%DhcWI2EteIX;`85OQAL z__Pi&JOtVKZFIwf&608l+XE58c!2{=!)J5-@;_(6L83W(mK)r&se^`zcVo-|#Q}bB zwP3+3co9-&c0^ecjtG=a$@coBN!ix&YNRsa(M~Q|!#>H5ec}j+wJfrl_Huew50Dln zx`Pu)|In}4d~8p+$~K-~8nNt9Gnme_mI$W##22!#72Fk`C> z91Oezl^AjHo=+v}aZjnk#y4})r0-y0d97z&IfY0Lre3uaB0*S6j2AL0fsBejC?|Aa zjJNf{!k-&XAlsb#$c}AG9fk1T!LJ^A?Ln%+n|4CvMyUM>dsc8h>5(JnApMZLhm1{7 zP>`Md)Q)Nx80!;Q)HS(q&{&i|#7Cb%(wv14S219*Pum5!4of z!}_Fv5J0gyMEIbke}pt31x}#%ARZq4&zmihSpkd;TfwPq$oFLKiLStZoZEwx%B!p| ztl8WZsj*yzTvT z`h;Vgp3}!>2y+fZ`}k1vhi;Y}M3@E=0C*KQy}dD82JWW4usSsOh&iU&g)oFWZVRMUB5vOnKDi(>P+&0zffGd7GjP7O1CALc1Es%z;_t?MtaT}Piq3=?^E_2o zTl>=XmI)R~0Kg-3__rd6oJq!og$3Ngg@%}COjpAHX)X8&a^Riwmw#7S>Ms>zagU)p z3wX*u{NUaIoHNmHt*y56MJfhiC&+}ng*)|-Op@GVRw|iWe?CFeQ}i`NV4q4z_8u9X zKYu<6StH|r_g~6dFgOY+CpbBz>xZDc9exbg2Gky%|0JyT3^{jtH+V6;9@f6+uQx#C zFYf3E+vZo;qXL&^%9%?Yk_x|h9KDADQGSGXZAE{55*wV0?NORpK(e2PjCT{VnL6L2C3K)@B(mB(!M^aRCab+^#FFHr$3k%x9_i21ab)oL~b4$fFxDQ-X};zYVLT5 zPyRq6G7)nZ{?-q=#$WwAa+;731X3djL6Em!2|;`wpiVrB;s&HJl2Jj3IpDryWA%>= zGL>}~u2l?tI845ZWX#AuWg%f=!V8Cu<*MD}=Wa2ivAG$^u7a2%*;Vi`YOiV{DJG(5 z1po63=+;wIfk+G_XK~p&R#V-_f8{+10547sj=;@LxG+;F8QF3IY~}BjsR>`>t_sF`=Ol*;CfD;JP8$tOzYW7 z64uY?fK>We6(yzoxoXOx3Pw@IF44b#l_s0y4|rWZ01J_izs|qfaR^t+(`;&Ntf4_$ zn*N%@0|UtqVj4-+EQCk9d1I;%TI~B(#E5ohIMM3;>Q#6hobe$JQQ7x-+-lvi86@&= z{c=XnB(tO#%>v%2&5gPEZFsohWfOI>Qcj$8%2GBlm4Ezsg|867;Q?_dgTxE8YBtA{ zS+mGLD`*g@khSwFDr5U4rKGBLa*fcu^vp*nOCP6lr~9Re|Ej$tzGLvf+~Q0?+ZFs! zxEPCu8v=u_vEI0GJh|{<>?Gt^e!cn!t(xDXTBR1f$z!cKUc?`ZqI2H<$9pC`F#1tQ zc09)rFbW^zzczr9^KSw$M8suzz!OSIOM4jWFT)*dr+GYdw0x~@PiDp!6cj)${1qQJ zcSv7vOIf`N?zu*Q!(n1~5@MDLnSz>L_r4>y^Rze5e-N#5>^p4tChf-f$JTJ|*HeZ5 zt|3SK(F}gy7?{@%Wi|g)(-R@j6;w!#fBH#`rXk1SsrkXwdJ|k|nRpl|r(Z{WkG9XW z-U#Qve!e&|B*fDsDCdAdLTIzoxHh1~+hhgWjK)t5Naz~B3}RzteX#kn1@luuf8vc~ zI*+Jr8pFB73{kTXE24_%?wEo!3o7bF<>In;S4(&}=+9wuo?~#%8XcKQExn|pp=ErT z_qqmJm+XT%VYcxvD*E0o>=Y1nXbE-rr(pFWuMxu;N=o8=@vihxyu!Ml*U!tPRkQND zZm4vBJScUF-Ox`wrL^!CBiGe}lj=%*rL))0W+)klFPe zEqL;|ydFAhsB(XypLcV`q0HQDj&lu5_D?k}tOr`B-fA$#m5PVKu$$kMScyfKa9;m# z)L#JDz4p0>g@r`{J5$&YfZ$S=#9F&MX&;N_v2hvtHQ5ni{fee;q|ix5^paBMUeYHq z_pN#x5+Z8FkXN077Tr0o5cv8UHRt8L!t?BL9))c+uRq3D^y{$28~S(fIQsPsOgTQk z)w(ax%cxH@kMB_W=dUkGo)_}Ho!p$S%w;Z(n_OcyV)$KWlBp6dG~Dao=z1da-G}o9 zN~)@_B6tK*7@mbQJ)JKSWJQ9hxPy~oTQ{$88FJDZQ0nj3KwEsa3SlH0|Cn~3w}Vk3 z^%OR=y0`Hman$YB-t}j?W9cKLS{K6R_GjkuYWy^mB6nkY$dNQT`Z#T;{v>5+;bu_K z7PAq8aK(d7+hqb_1aR`3J7^-ny!g6L3HxbxtLUjR}4c2IR?wr%O>d`nN=r29$>`7jnOy+?l_$e@^b3PCozQaK(4gyxNKcCtbF3 zrJNL?fRE~Re$e|CqEV{$0W**1s>j@h0sfhFo651ETzBxzSE{tWp((NoIDwCpYG-Sc!oqPXB3so*dE}5|fJe%TI78(Zs=hekJvyEEh?#Xw)+%CbFoAIC+n6q}tUKeWkc* z{1=x8(wxgo0^mmdYD~1s1po*Y7>ID;kx2E`K7&T8Sua!T>X^?Y1Aa|`V35>JZEs&k zp?IE%{(DPK@@{aIJL!LXS#763C$K4@-l0)JO)XcrT$f(6%yQPI=dYbRQzSWv1ef?_ zM5`QA)&e9NkoWwDBVPB6I3hK7bpM<&tABwDq(FGf{##5A!j z43r0|l30KEM<`N+@t$k#RFHB%mh$YF&ku$`w` z<7$$Ye#Qe{HbCH3O79_Dl7+gnG3l4}GColU8PgUQL@h%`Yga8lVRXavc*;fC>arLb zM(6|?>oLdHyNl_VoD6cX6;`rKQNyXq+PA%F46IALQDlhaNVB!nGi2oZjYzUP>i)uhTA%p3V~W>MDGkB_eZ9Du*oCkZTHw8ypVzQvar3 z!IpPUebz%IXur7p@VdQ$5zBWHtl!qS%2D&yQ>V@~OdUe6&R>$ewKC9}H4xVbp6V}H zIQR<2L7kPAm6(OIp@Rd94~cGJPhGxp2nVIzVD|kQbJvxX6wh!Ul6<$*J-_7t?lN=s zwJ-^~diT)t#Ucx#KRK5l1(BXXMDP7g*JKb+H zTx%zDJ=pb$h)8XwzP^(#-@ZKXY*B`OOOeb+I&{wRgjIpjZF0=h>s<>Yp8TBSDxqL9 zB>#ZrCyYdb?{dabNBW5^#51$KY+))XcTzZ$V6+~@K#Fq#2U2RT4Zizi0<)xfosF%H zg6(;zizLy@;jG-uCTXoF9fcn>EXP8*%EW~Wb3HzW?Tf@5;+ZyAx??=_xwq|Ds-Z~m zp_gN$jdT@WUPm2UM#@zef)m1AgK}Wcf5TWgVJMCWX4V26Xq!6k_A zchCMrtL4R#HxEQ=kUG=vzoi<0yUP9VEt7N}H{`ZtLJvpN+QQf@+%pUbRTegaIjdU6OoGduADiaV188m_7bK% zgiTMAsRP_g1kB3KS`Ony+GXnU37LcCbKoq(|xOJGG0*xxW z(3*c})yiPOe*iA$V<*Xh0&jnR*$sna9e#Ia$hi2Wse=*v-5(+b0XJOIBr_#Uvo2#E zbjUpos!yKzFtn1L0(7rgK3a1N%O@!4#FY0G`ruS7!k}z`gueHtZg-bwgqdj&N-n?N z3n>M$rW0MQ5Pl6!bZJ9KWfqNo5`p~|Fm!JFrL#-9`T)4X>Fx?(P=R}Bsh zD&65YgzI*3!;p<3ZAXONi*Z{`Dcw|n-bV--Gn4K@45b$ejTV+9a77NCdewP_`*6W; z?s;0ZDsH4V3;)T&8SpJG)iB(IeuR|N*OVs3H+qVGUQkdIzFk;%qBV2>VH`sf((Obb zj-^SqaA83_b<@|AtzU!ue3(Q;6wQ!!B?614y@5U}(-bJUbMlEL-~N{_Hin6oO2yAF z?FT+)#WS7SokKV`3?M+Xh)=Z2ha=rp1PMq!L<=oyS#B7^TX6NB1=2l5AStA_p-JvP zKBo#LQgEf@PqZRM(as0_w+kOYzlRAl_5dHR3S5+PkDuB{2L>@aQ!znL(rx|xwaCRI z{-JVHU7FC@@URN{jkd@gB@Qswl zab4<%7kE8ppmVF>C3|+Nj-H3**;cx`naADj-QU8w$kAcEk=|n`GMO$$%yUBHWl<#8 zxn~%+PBqeqfcW!y8n_1j}1AJUn| zNXM-JrnZao6H%6;XLZsmc>9!FmQsgQIY;FF!XvoO4A(wGE2|_mXpvyAbY^;f0wajO@@vr6teXQ;W$=B35(9pu5X4!!E?) z#HXcK3a6ic^jys9%ss2Q?CeGs_w4bliF;yrla+iE+RczwJ4G?`6qn9u22M;B|_jRhMBhuF;wC^!?M}}KM@5|KJEaJ>u(_ZEB<1ccaCo?PYy}s;#J6Cw#`kr9# zUm}gP^#%H$OOEDX@*?TeQA%}CXngBp80C`lPfu7r*-At2CqL#c2ql;)0SFv;FFNet z_t8o^MFXmY>Atxq|2q<*yH8PezR}npaUm%Mc@eaJFx$o_oo&^bEc!ZPH0z>NZ-DSF zlIc@lj|ZSi&4HwHP%nShV(3MJuFG(dIxeq}D_yR9B2%55U$)~Y4kYY_dD% zCwD?QL}ycqm*oo%(5jUW=eS%vhE~K*?!~pKL0CZ!nXK@%=}7;Ju`!PDTJDc#2xzKi zL>X!R`z5_kNRl)^U-rP@E{eTui(4E;zjFc)e-sid&<__dif_$f7C^F8Vq#I_p?r^) zL21=uA2*f{bkf3$2`E15vd&2>fdAcO?(zb)`kS-SGGvsT7h)$diaFmQOPDD;My8YQ zCCU1M+31l-Fv<7cM;f6K>*STaIz3gyq*CIn+S=K<88+Q*rspb@U0P06iv~BQ@=yt;+)!X5 z7N?WEWqcJZP=nG!gGaR@talbD(Ao)@i*JC zy-20HO9dg!ZkKROe(PRdkf%ehnh)gsal%wXy~6dXD3p_kUh#HMRI3~Q1IZ&_;QWH@R*i*1S2k6 z355?$viAF2$m+oDfYS65`}OO7o6AVqK^|4VJku8zegT}P{T%Xq$YLfCAeoFbc!Uy; zj=&Gq49+^>^O}1-et88csjJ~j?THDP&;}@GXp((m4KV6?z$1xl@Bx0IZBS|US3hrj zbN?_Dg6YRRJ{d9g5dHPU2p%S7`u$TQ*T6Y|U)T83_zK>FJT{=CPJgG_)_~w4k}900 zn^hU%O+^l*_HhE~LH_>f*_PzWfRj^7oPX9)8-6_4ch$oQAfu1X&9AowrN&qy6?%f3 zItUXWcHtkL59FcND&pvIjt6r^Vb4wO40#>=yYUq<#Ojn3(zD{tQ==0_XhS$w*Ew*VS-ee9#Ku(AcP6OCSmNiL%>({@}9nT1)%WIGZP-c~K z;>%`!`z0!xqIuaGN=g;S!F|C#0~?FvECS?;pX2dZ81TjK^{B{D!7%`Rq}RW^0AO(y z!?=@Tq{Cc{y3MHK&T6YPwUfDQy-B|Vj?JREIwuQ%_XrP;5=+cmP4tI!yuZ!>cp*tk?1D1^XYm zHfkZM&#aJR-u59OOZMCJYI|y;UfSIu-xd7{db@|;V7${t+pQ>NW#wL|kZ)=&-&9=h z>=;wu>=1monTe$_VY(58uH%r;Egp6Cu5M$gbkM@9Omi>+NSPJ1CZl3nCByo|RgI`d z+}@S99;E9tu7%gjgZ7(JJVY>f zz?C|TPzw~8<>)T3NEld?ae#U(?&M<^7zlTmcWW|lXX*iSe;t9C438ddmC{SbPvX&+ z@8JV8P!ZqmG#XN9D=%!Q>)}{1q1-?9PAdg zh4|rRt6_j%(GsJQYn&UZ$tFN__-)y9Z_ya=ZB;avuGG>vbPeq%5MUyB%bIWS@QGwR zrl%il+7IcSctHQy+kfN0$m|C`NAOrq;gVphqrl`gwnQ1Pt;!0{r`33g+d&LseA>0u3DHy>Emxvng;BtSF6J9`G--^K-PmrsjK&NB~icAvmO?<9gN- zP9q*Z{J936YpSwoAJpqeoXogq*dW-1g?s@kXJP$8eCk`l0vIxAw92H(_$n18z|YF+ z?=WS4q1~;l6r`;C=z0&rWx!$0&mS7??nzD}o)O7oId=fmVja+HH)xggyVBGEpQgL` z$sNJ8zkLgSaIKn2q(~Z%wX4X4_Pj|{zui=(u^53Ya>iSX*71}0v8;XIweW-Wo-B^6 z1fYCN3m_FdptV3ck`E`foRI|U00;ws4?N03AvKmuGI|2&P2PN8Jl%2Uq@WG9>i1h6 zf2?XX3+!lqd#ZpxGj70FfNNn=B78by5U36lw2&NF6is{m;uKqY@w8?z;i$J6oYv^N zlJfA}!htLZAo&3CeP_)dG?~#ek|$Vv#&<6xB0`V%g#)<&^aSsM6YqsFP7)N(GgG}e zjGNQ1e0^bjOMZM{p>qD_=Do6v#m*1)T@K$p2US>t2*PdoaGBc9aH>suXIpE>kCDrM zdt!SfRVScR!EsnE&Bh3iKMvDm7=jZW`jmyFhVpK3j2y3R?+;LXWV4b`IxlN2uE~G$DeMQfk=4N5WGr~)L%-3O=`}y)TN&8f2Y_{`uba7p?CFY;Uq8d9r z<}I9TujZ}lzER(dq5tvv0v`3#l$zIH=(Mv9%~v^d{HRY^9u&=6^E85MTldI0iz~ry zbjhhYE}c|tJu;K~oLqh3HQCFZZaYQQ19tVoEJp^cZeTS6>J%f*R0@$k2_bzzP`^q? zp@O!m$RoGE@-jOPe0|<{1+P`f-q6_14(X%F>z)-+6p+3vo?m{M$G3R9cTC=zWt7M8 zF89WGhfTW@f)oOzWN9eXZ7|MtXTta;_;rTWN+W;vP9M1iZM%CgUXu~k&2IOJTSsho9_4$DZVZYc zS8&Rze0?x-BXuKkd(Bt1j;Y9fe%V*u$HNzaaY2^{$GWSu;8Mw~{UQZH8xqxpHK|En z%$+T>r0oi2>bYssVZOT1y#1Yu+~VRJhBEV&fVo3iyGuB2?YRD77FORCPavdB>sVp` zd3DzQ+s7<$7nC$qb5nF>3BrS^K0kg{q5 zSGmkj2s+?0Q@NV?cYqe`U9?xrwrd&n^VGK{(}$I_>0bGbV)B@Z-=dl1BlG8P^F^~G za*9F~a;#Y^mQDt(q1AVfZ@}7+7A_@O3{Wf`i|`#?-)zvnIDM?nw|Hev)kAeHwV63C z!s(|E>~f~QtVnCnlE(NO$3kFpv%2>|Ycyex7@e8gvE_3Piv#_vPSXTkS~ZfOsB3Dn z{iDOlsVl(FhsiCT#%^b*Y`#mqHn-n&#=xp4cZ7>AxTSO+d3jEtshrbVpR&S_9mdLt_Jp-mg{o5y5)>53#{8VQo2Ft`pi8Uv zpn7|%mdSi68L!5;iU1%CnhxCHTwG^o+qza0%q6nfQq+%5iffi-Rii(I3 zAeOL05?chShzx;L5TcdgA}El=1W2kD*+f8y%*Y4~V^~y=a9|Di(U&JR`=16N z{Sy|}vf%R38%=axpBNKwFW*K;oIdx$Mf{V<~ewSX41Cpi)Cmyd5_GMYT^?17FPs3jAe8%bre2LuF$&lzrYYt0lO5G;Ecp-Z7hQ|=wmy|r?n)!8?O={uL6~rFKT1!=F*g*X7K?0&9-)D%L z9k)qy(yxZ|7HW@Qsh@ja7J#S_Vkq{)S(FWR%4^+|*`!AP#YZleGO%sOZT7$v>5Kb+ zL%5f>k%$ifS>n)xrcTo)0<0CkUXev;CS7)o`|zU2gA1rk0z)6hUdE`}K$MT*kbicv zv=?O}6R#X^r3^)1U_)U0qh~z#RLK_`k+3yq;v1ViTu9)py~DuqO>P31_vgCx&=<+z zq>0x9-R&6CmESsHnChIBWEmTF2Vt>??T>Hyo9cDz1vPj@ubVcprhb;Mtr&8Gh6tJq z^139%jSS=tR^pj9Syug5-3{SmIRLoOtUr6M&+DY*aSQ%(H->4j2o#pM|MWdk5%5Hb zq?gy3X4q(%QbPidPPu5Ow9^vwWv;13X=9ejHrFp;Fs1g zt@TP(0^3zoD!Bnm+zFH~BaZFLe3;O2mYT9SObL4Q>Jn%*QaYJO)IMlnr*4aJiQ_2< zOE#uS8kt4^^(3ej!%3&ghJG$O>wP^&fHP+Kk)_g zE#yE4L{gQ-J@U+NL~@r-IIR@PAhW2h=KqS)AR7&|b$Ce@@|_@5@hfgm{oXvbxGofn zo#|GtFuzl8L?&r5L1iFMwxq?tWOAqI$`DsDQpK(a5ouw2udZ-~jT^fGs1VEVfx11^ zOrHu7yv*i34;L@kK{6ph>wU*Sf?pdzPg3<1jhWg+sx*8zGHEb{iBq8Usw>&CP0}L9 zlIIoOpiqC?$AD~7)=>h#kao1SE3l_ni``R#bizRwH2`38DDi{cwIo`lR0T9W_iYSpcP&>K^bc$jd0mg{_KM<%6g6g zTc?F>ulpZsil)`^bh&a(72HsD@eQ8f&UV%xr{_?N63i#R+e$ZeB6@>-HZtXyfE&3aJ}_%aHe1^fXToMxl)X z$xL6bbLTYAqN8GGz` zJk~T+uOyRj5%On<3D7_tM<=ri-6JODQ_MZKXhNgGRPwccT@TkimMq*@bkssrs|Q{5 zI^98(u#s!k8R#p`uj8VM>!6IIva_@cY-wjYs`6<8PTZ&7bUCOHnXo!k^I$hCw1ZoXlCY5@A7>?O4T!bd@*-!DbFfgSa@yD`cW3p!rYASCNDPv2qdY zf)2iCby`p!&v!3%*fM2!7=d{*p(e``E6WsHm|LcUqhD(i(M4TDtGvDJL@@4u z?+O^9sx(1eEwLQ2LZDTHu&k24$>{&r%rXHtDPc3_GlA0uWv_fxe#br}>pr04C?+w3 zS}aN|s33bgKu(s}d7pk*w+wE@z)?Ipt{oz|g-dW?J$M;$-dS&xd(?bv0S-GZ{(CVE z_SH*sxWh;5$kmH(T$D=yP}1rI_Hv&(DkHRwff3zQ0hSI-80|*`g9XXeSIl;BQ3kof zI!NMlc`Q!WXo9M240-5C^EbqfhBR4DY=GmawM&lDuOy&23Se|T6_UtI#YM0FWP`85 z^vpgv44m9#c~O@AJ^y_^^u^(%kqeNi4>?xiYD=X765RLIhj-p3j9J*^+-%Q$q zSJZCaG0cN0+HDOmdu)Yi%7Mz@i2^ripOc}&1etu^o`b+4S75T(rhUBS&=Rqp(`0l; zZGqq@-KrEZ{m#!pDDp7w@}CzzJn^)7Whk~Mf=If5NyPJkp*S#U;={Az2X&U%9y>^D zCiMpnZ^U{V?6reZ$^wIabj1TIXM#m!99~wt><@x{V$Uqfr8Ktf4OH4~!mx^w<^)jO zcP*VBf40|DDL zSV%@}fhzcOlg*Mo|H(Kh9x5VF9H$j*s^s|0(X+opzG9vREZ$K74e&ip!;HyIP;QN! zH3t1&RIj$Yt1$q9Y{SXlHLi-6*Xi%u5dMFE14bGLvMk>d(w4(Ww!&gDs+g8qwkVxYCxyx8@MwQJ|F-Uq zK)@X0KV%E!m{-e+Wk;e-9`cZtFCPh);1(2%qnoc;BjgMPn#im5aAf#1}9zt;_Nuh zM>?v)t$|Cp{ck|E3vCeEDoj3yPx7TN-_{J<-nVgDXmBLoUoI>&q3m`C_~k_$)w@ms zt3kO1fuv^}r?*5`+MC1U$3I=T!&B-K5MDSqXRlaNNVMQH7sLgFaEiw&#JBIs{cHR@8qsAkZM3#!(}(7>sp z%cfEks{o=`Vt*^(Ia+ukctCRXg$cCrbX1vk^5hG^I(U?<&K%fj>hh~QSOagOg_^)) z^jEc9=KVEd0W|p!_dfLr)>Zrdj0t1@y@Iz4p9Me#uzPPW*g9ObVGX#6-%=drSF&Jh zT{RxY{X^|y6Sk}+6@q345d9wu3q1l(QD)Q~US=csUi}NeAO^?35UfJ}KYGm7zQr_1 zKco!86^$i%$RMRVh4um}UxZU`?`gFHgHgaPE7foGT%CZfbVB3Vn0TdB9|$${Tf@=i z8TNbYe9~g5eL?vV&LRvXpqaGtq+W6$W8qVt|N3F?RE(x9DyHJ;3H&w&aE_FVU>$(h zaULvkN617b-Dg+DYOP0LPROI=cNI;7Pfc*`joS^i!>eR%cv-T*{ZD^t9h_xk&s_pdXGag&e+`H+GW3;!@H zgd)-VGT)3y|2!cX=OWDuO8AvY3aW`_%HTH$PJ!!tYZX6aG%VrdmC%T|mejxQHBdkR z|5_w`t61@s8iyFp6a2vVIwDF+lWONJ zcEfOD2nfC?DqhqSos~CMqQbVXl&cdb0X4{jfe>N?hoi%iExp~}SjHV!{~o%2Wj1R= zMy`sba;OZ_)ERYB4F8+jiUq*7q&*H{@=>vFQ=hDB-vJ9tdxZg|SOL3LJUpMP3GTGP zv`R(WwpH6#Kc<#(gKnue++HU)UiH#Y2FPwoe+L7Cg4(m!k*pGxv?{yv^bX<>NFDSq0*h9h0v?Tn3 zP<9OiLfUWGARY3+ejKe5XEKq_;!pvgCQ{6l%el?n4I)QkY;c>|i0q@DrGt)k)bM&3 z?_jr6r~Ps!QXy2xZ9AXUOgI8z4hS4upA*$fVJN?P*s2gtN(2t5!-nrFRgc@LJztPd zv~vV&vPDH5`%ulKFjl1ms(?E#A&Y{VNkoP;zDgnm!PScmgw3EbRHfu=PBZN>!-S(k zn6y(*PGMlnBl_?Da~dmXQ?W-?E5K|`9azu6-nqJnXRqC8;zD71S;Je_BX}QTOgaPB zrt2)FOb{->E%I>ekbZGzzx5_b0~Fo?#DcW_X7=1@08hUahH2B&#?6k+-tigF8F;dO z7pzVxhr9domL|cu52z;bgW#G^gG0%ga?GHRBv==~Uf9WC-~h3O>e^gj1J<#{-+thA zWtm?$x;oZgR^vZO{g*1&1q_R<^&`CBv=01Tu!@}2ra+yxk_VSS^|kVE(w`yYGEjD_ z90&@k1nE_!si~>Yi*?z}%j>KiagADzJ)NT*L=Updskm{;DGmRxL8ZAVy~;oZ@444T zZEcftOpw01=#>H5C`&z(8HJ#K(0Jk$=$>5iDX5ia6K9Y4r(8;2H+*nKpj7DRl8+#7 z{DR!5dOzaBFp&CP%XP2O>cZj zzBAkh=58NN+i6DKc<`L@eoz@V=&b=hNuxxvas%EJwQHQNCZ7jgvte!%CpD|y6#PLh zj{t?d6+WM(>y1WsSNJCF8Iy$cckr+iSABD%jtv}09HgDKbt0X?thxOnKr17apuA}4 z^=rr6#?k|oxs*ucHr8Hbc>X3kE34|6#>%jH@YqdU@EIW(0egrNp?^44ufOCN!X00m zX5ix4d^RG;-9)GVL3NmqCnRZdgG&qw)!?pP*)zFo;PwzX)bFn5H0|gUFjyHA7alZ~ zeLb!672HE5GOrc7S{3F@l884hrTLI|gJuRj^uj%Bea)&nt?ow* zYO9SZw%s#qf49TVdF31Yktdbv&p+C|1KmdeQJfF`alLGwhV4qPWOuKQyd$lcBjK`?{sf z_Moa)0GQ`B#yMdP=MNO$%r8QEZP%?deYWS^(O(f8!l%m$Kac*=(|4bFeng_X)#dQs zub%PE$@jd}TOxy=0t$HF-00*0U{{Sk+R*P2+S{MOS{EIUDwlGZpHS`Y>pGnncD{4} zl2u?*e#qC@0Ty65ZfYdDL#$l-T)ugx8&SZJ4JRGAKMz+vng6KYNXkKYYAv&^n~Cdu_gSfuJG-7D?LVQh!KKh! z>$QqeO!AK%RO<+;xyNVAe$aw^FMMzbwD~+Udmjp;tL6cLD%-ry+Hkk4)!l8*Jxdj5 zM&6sc<@tfj;u8B$fBB|#ulcXe2rx+5*j>Xh9mrDa@YANQsWBI}b$8`1mm~ehpO90G z-Kcviy;OWNyCLh=Eo02j^E(fJLX`&^_8L#N^?f#NYfLqza#f1wTdlGhrgyQ44HzLp z8-BUnxJ+|5G6QHD({o1=pyYvnO8HdBXQr{BTVXc8;uVl!h1R=rzqL4b5HH(huX(Y& zuj};&?$2#MAImKV-B#}Eky=LSTJ8@i-^|8#n{51YguDV@epG%qV(yUoh1$}+@n_M> z2`0eeumlqVP;D2zLP3X#3v=xJ9)kmPIOS5UY3UEc&RL#7KUrpl=l@q~Qq6unMSRV0 oJtO#EYT5s<&r86t?p4L7{B2P*4KpzvAgktb!u>m< Date: Fri, 6 Sep 2024 17:42:39 +0100 Subject: [PATCH 2/3] Add comprehensive documentation for ADI --- ai_search_with_adi/README.md | 191 ++++++++++++++++++++++++++++++++++- text2sql/README.md | 7 ++ 2 files changed, 194 insertions(+), 4 deletions(-) diff --git a/ai_search_with_adi/README.md b/ai_search_with_adi/README.md index d525166..e195414 100644 --- a/ai_search_with_adi/README.md +++ b/ai_search_with_adi/README.md @@ -1,13 +1,196 @@ -# Multi-Shot Text2SQL Component +# AI Search Indexing with Azure Document Intelligence This portion of the repo contains code for linking Azure Document Intelligence with AI Search to process complex documents with charts and images, and uses multi-modal models (gpt4o) to interpret and understand these. -The implementation in Python, although it can easily be adapted for C# or another language. +The implementation in Python, although it can easily be adapted for C# or another language. The code is designed to run in an Azure Function App inside the tenant. -The sample provided works with Azure SQL Server, although it has been easily adapted to other SQL sources such as Snowflake. +**This approach makes use of Azure Document Intelligence v4.0 which is still in preview.** ## High Level Workflow -The following diagram shows a comparison of a common indexing approach. +A common way to perform document indexing, is to either extract the text content or use [optical character recognition](https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-ocr) to gather the text content before indexing. Whilst this works well for simple files that contain mainly text based information, the response quality diminishes significantly when the documents contain mainly charts and images, such as a PowerPoint presentation. + +To solve this issue and to ensure that good quality information is extracted from the document, an indexer using [Azure Document Intelligence (ADI)](https://learn.microsoft.com/en-us/azure/ai-services/document-intelligence/overview?view=doc-intel-4.0.0) is developed with [Custom Skills](https://learn.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-web-api): ![High level workflow for indexing with Azure Document Intelligence based skills](./images/Indexing%20vs%20Indexing%20with%20ADI.png "Indexing with Azure Document Intelligence Approach") + +Instead of using OCR to extract the contents of the document, ADIv4 is used to analyse the layout of the document and convert it to a Markdown format. The Markdown format brings benefits such as: + +- Table layout +- Section and header extraction with Markdown headings +- Figure and image extraction + +Once the Markdown is obtained, several steps are carried out: + +1. **Extraction of images / charts**. The figures identified are extracted from the original document and passed to a multi-modal model (gpt4o in this case) for analysis. We obtain a description and summary of the chart / image to infer the meaning of the figure. This allows us to index and perform RAG analysis the information that is visually obtainable from a chart, without it being explicitly mentioned in the text surrounding. The information is added back into the original chart. + +2. **Extraction of sections and headers**. The sections and headers are extracted from the document and returned additionally to the indexer under a separate field. This allows us to store them as a separate field in the index and therefore surface the most relevant chunks. + +3. **Cleaning of Markdown**. The final markdown content is cleaned of any characters or unsupported Markdown elements that we do not want in the chunk e.g. non-relevant images. + +Page wise analysis in ADI is used to avoid splitting tables / figures across multiple chunks, when the chunking is performed. + +The properties returned from the ADI Custom Skill are then used to perform the following skills: + +- Pre-vectorisation cleaning +- Keyphrase extraction +- Vectorisation + +## Provided Notebooks \& Utilities + +- `./ai_search.py`, `./deployment.py` provide an easy Python based utility for deploying an index, indexer and corresponding skillset for AI Search. +- `./function_apps/indexer` provides a pre-built Python function app that communicates with Azure Document Intelligence, Azure OpenAI etc to perform the Markdown conversion, extraction of figures, figure understanding and corresponding cleaning of Markdown. +- `./rag_with_ai_search.ipynb` provides example of how to utilise the AI Search plugin to query the index. + +## ADI Custom Skill + +Deploy the associated function app and required resources. You can then experiment with the custom skill by sending an HTTP request in the AI Search JSON format to the `/adi_2_ai_search` HTTP endpoint. + +To use with an index, either use the utility to configure a indexer in the provided form, or integrate the skill with your skillset pipeline. + +### function_app.py + +`./function_apps/indexer/function_app.py` contains the HTTP entrypoints for the ADI skill and the other provided utility skills. + +### adi_2_aisearch + +`./function_apps/indexer/adi_2_aisearch.py` contains the methods for content extraction with ADI. The key methods are: + +#### analyse_document + +This method takes the passed file, uploads it to ADI and retrieves the Markdown format. + +#### process_figures_from_extracted_content + +This method takes the detected figures, and crops them out of the page to save them as images. It uses the `understand_image_with_vlm` to communicate with Azure OpenAI to understand the meaning of the extracted figure. + +`update_figure_description` is used to update the original Markdown content with the description and meaning of the figure. + +#### clean_adi_markdown + +This method performs the final cleaning of the Markdown contents. In this method, the section headings and page numbers are extracted for the content to be returned to the indexer. + +### Input Format + +The ADI Skill conforms to the [Azure AI Search Custom Skill Input Format](https://learn.microsoft.com/en-gb/azure/search/cognitive-search-custom-skill-web-api?WT.mc_id=Portal-Microsoft_Azure_Search#sample-input-json-structure). AI Search will automatically build this format if you use the utility file provided in this repo to build your indexer and skillset. + +```json +{ + "values": [ + { + "recordId": "0", + "data": { + "source": "" + } + }, + { + "recordId": "1", + "data": { + "source": "" + } + } + ] +} +``` + +### Output Format + +The ADI Skill conforms to the [Azure AI Search Custom Skill Output Format](https://learn.microsoft.com/en-gb/azure/search/cognitive-search-custom-skill-web-api?WT.mc_id=Portal-Microsoft_Azure_Search#sample-output-json-structure). + +If `chunk_by_page` header is `True` (recommended): + +```json +{ + "values": [ + { + "recordId": "0", + "data": { + "extracted_content": [ + { + "page_number": 1, + "sections": [ + " + ], + "content": "" + }, + { + "page_number": 2, + "sections": [ + " + ], + "content": "" + } + ] + } + }, + { + "recordId": "1", + "data": { + "extracted_content": [ + { + "page_number": 1, + "sections": [ + " + ], + "content": "" + }, + { + "page_number": 2, + "sections": [ + " + ], + "content": "" + } + ] + } + } + ] +} +``` + +If `chunk_by_page` header is `False`: + +```json +{ + "values": [ + { + "recordId": "0", + "data": { + "extracted_content": { + "sections": [ + " + ], + "content": "" + } + } + }, + { + "recordId": "1", + "data": { + "extracted_content": { + "sections": [ + " + ], + "content": "" + } + } + } + ] +} +``` + +**Page wise analysis in ADI is recommended to avoid splitting tables / figures across multiple chunks, when the chunking is performed.** + + +## Production Considerations + +Below are some of the considerations that should be made before using this custom skill in production: + +- This approach makes use of Azure Document Intelligence v4.0 which is still in preview. Features may change before the GA release. ADI v4.0 preview is only available in select regions. +- Azure Document Intelligence output quality varies significantly by file type. A PDF file type will producer richer outputs in terms of figure detection etc, compared to a PPTX file in our testing. + +## Possible Improvements + +Below are some possible improvements that could be made to the vectorisation approach: + +- Storing the extracted figures in blob storage for access later. This would allow the LLM to resurface the correct figure or provide a link to the give in the reference system to be displayed in the UI. diff --git a/text2sql/README.md b/text2sql/README.md index 1a0d3a9..eed7a40 100644 --- a/text2sql/README.md +++ b/text2sql/README.md @@ -177,3 +177,10 @@ Below are some of the considerations that should be made before using this plugi - Consider limiting the permissions of the identity or connection string to only allow access to certain tables or perform certain query types. - If possible, run the queries under the identity of the end user so that any row or column level security is applied to the data. - Consider data masking for sensitive columns that you do not wish to be exposed. + +## Possible Improvements + +Below are some possible improvements that could be made to the Text2SQL approach: + +- Storing the entity names / definitions / selectors in a vector database and using a vector search to obtain the most relevant entities. + - Due to the small number of tokens that this approaches uses, this approach was not considered but if the number of tables is significantly larger, this approach may provide benefits in selecting the most appropriate tables (untested). From db84d6ea683fe1355b2beb1ea993153cbd68c283 Mon Sep 17 00:00:00 2001 From: Ben Constable Date: Fri, 6 Sep 2024 17:46:45 +0100 Subject: [PATCH 3/3] Fix json --- ai_search_with_adi/README.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/ai_search_with_adi/README.md b/ai_search_with_adi/README.md index e195414..d43d1e7 100644 --- a/ai_search_with_adi/README.md +++ b/ai_search_with_adi/README.md @@ -109,14 +109,14 @@ If `chunk_by_page` header is `True` (recommended): { "page_number": 1, "sections": [ - " + "" ], "content": "" }, { "page_number": 2, "sections": [ - " + "" ], "content": "" } @@ -130,14 +130,14 @@ If `chunk_by_page` header is `True` (recommended): { "page_number": 1, "sections": [ - " + "" ], "content": "" }, { "page_number": 2, "sections": [ - " + "" ], "content": "" } @@ -158,7 +158,7 @@ If `chunk_by_page` header is `False`: "data": { "extracted_content": { "sections": [ - " + "" ], "content": "" } @@ -169,7 +169,7 @@ If `chunk_by_page` header is `False`: "data": { "extracted_content": { "sections": [ - " + "" ], "content": "" }