From c02d53828f29be57d31e3c1f8268f301205e2f08 Mon Sep 17 00:00:00 2001 From: Janis Hutz Date: Sun, 16 Aug 2026 10:45:47 +0200 Subject: [PATCH] [DMDB] Improved quick overview Fixes sectioning, better variables in query processing section, checklist linking --- .../dmdb/data-modelling-databases-summary.pdf | Bin 1394865 -> 1395237 bytes .../03_filtered-vector-search.tex | 1 + .../parts/08_quick-overview/01_theory.tex | 19 ++++++++++-------- .../dmdb/parts/08_quick-overview/03_qp.tex | 9 +++++---- .../parts/08_quick-overview/04_checklist.tex | 3 ++- 5 files changed, 19 insertions(+), 13 deletions(-) diff --git a/semester4/dmdb/data-modelling-databases-summary.pdf b/semester4/dmdb/data-modelling-databases-summary.pdf index a0fb95ebe2cd3052e6066060f6f5a870b11328e0..5767819564cb4fc7171ce310fa1f0a7306edb6a0 100644 GIT binary patch delta 71416 zcmZs?1B`D=@Gd&GZQHhO+qUiB*tTtB&&(dr?6GZok8Qnk-b?Pg_x?{(oqS#Sy0TWM zldAf9t)?XPvQ+g(a|{qB&J<%XDnO5xz2c@6(s#aL({6nlLgULat$JE@$yQN575&x| ztf2@Ll0FeK^sgR6!0cp_wod;4-UFre1&FFp`}t7D`28i4m~Nq zW1?j%sF8@tHV+g8Qy7iN1W&8`h(e@tm8Lx$s_>B;Iq(c0S@;q>m9P7iQpIAsK!VF(3om+)dgGDLoPh168J5au52UVCy|M7&mI)HJQ-z*9 zMo19c2Ut^U4jq}bk*FJu)<_sr8jKDqqPSheJ5Ln1v5-?Kb#^Qb_7eftXCWa1oPT|5 zFn9;Mdw{@6wA*-d2Vi>}2;TF8RcJzpH@zp=U$EP)3~713_p<&bhmTjS88a&Tj+>C4 zvi=pY=K1kv`}BOZw;Tpd@Uu@c+3bqrV2!ot1bngJsxSx&&x(^S7nhmcdrhp&NuJL< znEVsk!LSN!g`;5o+LC~`nCd!~gR|hIZj%1-8WBF+xn?t;45)(H3eDK95N0OXZNBjx zVYOUuSDB`zLj5)xnTwbWM9EeXnCwZj%lE2hn|ztpL8Jzp4|WdDOMF^eH%NZB=ITBI zr#W@>X+3GuS%VunejT@<30{!SUeqT$skr9G(=}H#4&Z7csf-u+7*!;b4aR; zZSw@0^N8y=172+js_AQcah%s;$#M*FnglcOFkI@>!M|6v3bxM+?1GnzZO>S1&R8%M zxK{m3_XCA{8Up^da4w?QvVZs0gZ_35-E$?|EI*<+jMK^|U1ujRuw#7d&@m!vfJ-Q zUxb)+I`wAkFqv}ZO2sg80IkqZ>$xxAuSFh%duq3q@6{&^gA?)IEn^J8iT1eNG z0g~@5!YD2Vy4nbc+*2NZ=W%V5Tu0N6GtF=Bj+NVq`ub4y`29xz5y-LPrDIrN$~jFy zRPVedooxd%z0xVO5v#!sOFwZY1xj~lkBsJDM_#$XGUz23RpWQ)fD%aNIeXqD{CudT zeNjBxw& zD7I0ra4Nu8i7?q~)jlteyp~?IujCh02O3DZui{U^QdcBf>TJb*wiyTdCU^sx;GMw{a zP+L0jfFbZpYohiY0Rj=B|C7kYoU%qD2H?Wzz0ka6BUKlNYXWV*OEyc6N^!o-m-QsH z%1Y8sl4_@F-Tb;ZH6|xdY3qKBl{Hbdkc+#B2kW{E0SM)AkO%SYVlt>9B>I>?kf z-6gFy$-kAN!l4}~ewh4wy6@a6Cuu4&c3X-U*Mw(a(V}f2M}Ot`E+StNgN#$I4$z1T z;Qv8W4mTlYdNj@SlZokWR{V5r{Z!?|?&c-@nzjf*#cVRtV|}L&<{%_lbTaZ{HYy)~HbkMkZtvn{ z7vvL^GtWiBLyk6;n3_ZSCA($#00>}7Sn=hpTaV>0a1NQTy17J;+n-Uo#z)S8(GcYW zh`~#Ehy^HRo>}e~DE9rBCfoEbPQ*+9OkdGwNYg=^!~xyVc;P$Xt z+b%vHrCUQpNt@AifDEhk%R3M=&#LJa8=XOEan9t|Gsll}Ijw7$|4i%nvv9WF+Z}nwuwH)VQ8wUmDyBcfLJsQE~W-(c`^Q` zsLG1B{iUgGuM1)>5m0SK5D8_(8Q0 z1kCSpf}WP7!|)_O0F=~_NjY0SObI0s_WKE(m;{g$$x8KFe_cGHK5kH0IzI|BC71(E*_6m>*2KUhQxw zQ?28!e%!yvfU-e=dHb@}lxP1?9|-Q~rd_TCF7Gcz&2^Gl8v5mK%ymmreuET;>$?$r zi{TBL+iO_;(GX+k`N40hwPAh^aLAndr;W@TyCepCJa7<3uwU32WHYAz|;_>1G7vwCaQbU5lk)+6Lz`gQv-29fk$HjNK8L zy`DHS072D9HTe>(Nz9E`ZOX5)22GCJ2Ljk7ecn3u1a}lZj2%eqG@@cE>s5clkoooT zI`MfQZ+NW1+Jp%L?(zy|=3-A5< zb)W?Tv_vE{KkaFYIgMfiz5>SlU$T5zq920Z9wi}+6FyQYmIvMP=D`~iLvQLD@lZGn zL=Bm*Jz;}x_ogsyMZewDVNq!1{FXslZ%RxQ5^5yT z0U6rNK|qpZwTSIq7#Z&2^uLrxU$y*ZF#;*TBH4&P3gsCaBuJf*D0CO*KT9~)$nDw4>v??3)c4yx} zq%$(MchmDMCBAzdSI{i&U%zwc=Q{GV0r**Paj+Z$>9Z{or3@4}Ux0c&7%0u%toGAppAoVXYuCH3 zY+&&kXXy5;6z9{kYzHUPNdv&UfRZQeeN9%x`ksj?y?#Ev*xmW&Zv#1KJiyno zqZr?^uG+N8nyy*dDB0+I9uv800yKHPKlxkQq-?b74(3LX7@{u*h}Xdrg;xmNYQJRefeno zEiiU$<|=0QoCn^oBCdoa^obTRa{5zxb}s-5MVN=z)rh*hj_yesSx;U!fM{!jOw?eh zN8$-n6H&SAJ8yUY)2Tct7s<6LYR=yUmc#dFXQT1t9+|&%qdKD>ZfZ6s?1e(O4bm|t zvH~imPlwWcO$UJBlNnxWcOs>IBb8R|dxaJ3%=RoIn+RMsOFUYp?#?Ss&4EZG~3A9C>U;nKe@{UuZioq%PDxKt*CfvY( z0KB26ad4i3;|H9*5Rvb{DkhE;p)#}!jg3j#uR)uet0ezMmci_OE)Vb zR;GW-FC!RgK&!64qb?_k|7ydYX^W5-_feuKLokSSmo=Rc2!aKiSwE z+Wi9+XJ=@Jk+B$+le3@-qX38ZilgFUsxW=DG*y;D@G0jZ(NuIo?7#>1rxE+VbE=jl91+m~^#Jsbs%Zbqd44 ztOSkf$i(PC=cJ|T%S(5eG*ljQE@{*vIEU580g1q6tKqQV2}>ZNepdC!LeS~WWono< zaB(%!qwGAsWl*vqCp89iKM$6Ga|VwtIXDz9m49Mjg-}V|CyVZ^wd`lXz&FC z-ofk;6w3^NOJcktxc87UL3xVVWP=)zE)o9j)2E_b;?M?q#tx^2avS+{(zHPK2Y{DL zSB15CJ&ws!I=lxw_#KwtY-w)hWV}1Nw{@-6@`KL`2sjx6dS1^hx1xUTU7_~H3^m?e zyg#nx3_admiWqVIwFUoX5&82CsQPyRdea^*GN$f-sP9Kn{c0FbZ(_c#o`WpbH@&NQ z&2GSdh8OYs`})$FI?|Z?=o}0FUP+P|TCu@iXXWJUT`H)blt{*$y=~T{<>WH}wCT$o zIWM+tdN%(MYB%V~&1!5;Pd}~O@J2Mf)f8wnFr@F=?fk|BHatrA7yGP~>up;EfRpKq zhSF+3X9yZJa3;R~v4&e-Up6>JW_A;Vz&+&4XV?+t*zL>gUDxZ=(VtZfUp$LA8$HwY z3lz_%8EeV&MOJ-u^*TD(2dg53lNYV22(D3ZFt{die*YMLZ$G;$k!<-qyQ@7uGkYIx zA$ySD2L z9KUQl5w3C-Ycx46C*L+$u_irQ^GqU-_n*(-O}-`{&!1{CzWrX_?*}jehqJ_9Lylya zhE1heLzeP{PUmz52|pPz+i%md`m5GY9#2l~-P!3E$H$vj!yZ1~9p2nM1_reiSL;v1 z%MQF>0WF;YA5OhSp3ZIluQnaJ?^ib&k}Xkiyh!9A0?Y&mC%hFtcTMAY63*b3PsjWr zuO*&84~9PyGtc4=T7l7kz26r(laq^z2Ae0gWoQjqmkFypp`nx0Pvgt?cE=0f=@paP z4(>f3zK(g{&lWFV;|?9V9X-5^<&=>mtS6Mdj=wSoJB^kFs9N_d2;Hb%8xgbbS$jT! zBoYt15PwrvcoHU_vi5xd;Q&c)0Emtqy#;CWO?-TMxOugOX9K?h+o+uUhCS>4SY`rH zfV97Zw-xK3vtfNE#`RijwDTioq??)cbR5xf7y>b2ip<_7_d`cff?68nU}>{x6W#ZE>GHZcEYdzk#-l3Nr`6*(&8|Yi zE?NjC`}nYz>{d!iCZ6xur9yXCB}!4^eO7{a8kN=?49DEr3ib)AkM&ys{Ye=53B)*LFsHlkqh~^9S6kqvC+Rvakzs#6# zoLQhiB0!%t_gI6NoK~H?G|@|rmN-*#ESrjC3KWgpQZOTo+q*Gc(Zm~Z21&?B3EDcU zQBC~>9!On-vJf~%eA#xW1gGC22(g>x)XS^s0BAe(0DL?btWy|UD>c7WU>k4QXDZKS zI>68dvQatk~gV4_jOr7?3wsgf2r`%Za%RMpb_Qw{~qz)*7ES zb>z1ygrK>~abQI-6m`E^De4>$?#$S%aYJD##Sn=26Acx7Kj_X}e`ck`ZvPsKmndu% zDiYytHnoo$1%t(rJ<~5d<*snAwd@4Kcb7u%P}R3|G@Oxi1X1ipIlZ8&GmYl#m_;7; zQou&5j3{27x+E1C)SHU?Q0u#r>OU_RFf4via$*t`E(MIC*rX{+ssR^EQVdptr`(7R zWVWnDNkjk?NsQ$dg9HLdY#79=$ zQsMxD{1o+;nDPKsAp@@^MhniRzM`5M4ER$-$$gu7nMH#^aO@e&guUisbII-e&m$Pb zn+%_-oZ6*f1u`{1+E@iJZnG9MAAu0BzG58k(h0Xoz=4ujFfn;v|9HS^pe6?0VyLYWfX}0;@&YG-gs5WJ zJ*`#Ly&@MEY6!V`&Y}u2m8CNQ3vl)mk?>S+1`8<(1Ykk^l4SQ7Y` zQZkfI(Y5pjaOd^7+t9=0WeP&1XkZG;!S6jNO*{qY&ezLxP__t#m-3>lSjJhpCD+@| zK7@0DsRkEYqR6P#g1>pA|4c1FTM9{FB6*Y@sAXJ_phmXU%%|HkLS~A7*iqs^J)I^@tJTt#035yK%6XZz~Q}qq+JlM z^&ckD>dwo5-NB6~%Zo)d!1>D`wS(={g)0Lga!SkCaHE@Dv&fDPfVP#^DKeWV@0c}d zvR$y~Dsa^__uRGsZ6(BjezZ`nzbn(<{H&XpZ{i7p(`W+z{?tLxLLD*d^f%Z|$MhPEt&op_N^VonY>GdAWBIto z?H~!*%jI7910F^L5dC-xeT4f&QyFhHCSkv2LH}Vylrh$H}z^#svrcqq0Vv(Fr(jSorm_4d1^`>9AOpV zq|3J#3=4t-$9%H3kgChySH%7l$q{u~+U2p9W5^4HU=s>dFne9M8)g->i0XA~s$;Qe$r&Ip35px&dZRmW(Dscv`@w$D#z9|BL3|Dp`XX zl@o?(T~#7I8C8{vePA!7`yu5d^TwmO+b4e4lw+eZgj6JyI`KsI>==vLeE!qi`9dR% z!o9n{tB3PDz^Fm7Wke)g0`Qr!;3&c*+H|M{c#0vK`-8RPBgkcJpZ?78QaB3g+8E1I z@o~-tuHiZS|$Lp%nE8X-jN=9s++XJjKa(bwpS~c8RCk_q{7=SIEs=IWS5=}HPj+54C)nje<-5G!~P?@ ztO>5A@{}t`OzH7jZAAwz)`>%Sk`&Kb~cFEqN zn~h!o_#gMEo|l$I!+W_^o|>x~gW_hkS5I59j~G4PNi z6J`v)fs-q2IR9wW?2TR_U`>r(5pP4A?T4qHS(vh!;Q6yoO&8q;r>R2xt*b1>`|U=? zDU$(c6MjGyuKz<6m=q;e*v?#Lx!6LXece@o;@RUorLcZ4M8Q!*#-i`LUsVG>fiZzA zG^Q7P{`FAFbQC%?foYZ%&3vXRtF&N7BHD1~KGFPQA~NqsidH;nEEIIX%x;EFeKmz` zw75CAv9nDBpxV#5J{{93LJKQ_G=8qGgNeFNvIRg*LYyL@3>`&oAq;j%*9BV-Sb(GEYN8|e#aax`~r>lP*2E~=n)Er2ndMSeBuEHn6Z`b<$% z{w(>uuEiuAAoTtPX~gtoZh0=r#=L-n41`>PG316P9sehVdAMjIXE?Li37RU3EVojw zf&uWrYRNLEg>o(r5wC};?;eFEKfsoh1DcjCUHEjYg*d8G<#Qw4QH|Tm77k-Neii34_i5-`{(cuhaVWdo>pY-Z19bihDOmglV-v%m=*Is~TlNBed zV)O^iTSKRcduk>|`&k3De!gI;72P2H`5I6*)5~NoLn*IVQ}sS7;2+23h z7%PoZeO#6I_)t5MhM)4#+1i}Pr_`=vp^8p#KniyVRr9<(w9$xVIBaslk9L}t83_o7 zwiJWg>r2@gj(e&UHFCrDx(*bil4)E`)h$Ng85kj>dbclU3|Xbee-(r+6I z42U@0w4Tu|n{&bU_VpHR$0n@YhGjT2cD|r~rnwDaMKVyIjx9|*5(s7V2ve>#E=3qA zQP*G}rX-~NEp|Xl1Q-B;sETHZd!~T zwlzc3m&{y$+gSlu{WlkX4NC4U%m*k!Y7HTGWHHJlR&Y-~vKJOznP{J6Y^Iz{LEhwZ zBE<97M^CUT&c4z@R^WbWp1I!aH+B^$c*v6B4mxoe#R-RY2q1UZCl9Www}qLZRPzxs z4dSd5&<8p-#N40=jym4?$^nwEMjVDI%>pW(ekZqlbJ3l_X)up!l*HbIV*BA!;7!vv zLv-n}_V0OE*8CFt^VMU!>-rgjGt2kgN`&q2MdLF8R1zC>`%FhEC8xJKY6u>q?dWZ0 zn^PgiL>^djTt@20JXGl&{5ugF?9IE`l{VGY-AYd*?O725DB5i;D*#6r+l1%`UT**7 zohugjij&s4CZ-ajv~|n1el^f+H(+@cZ$(kkp4_F{B_e`%Aa%rnP`sf4%Gh=swm>#_ zlG;O}haYc%h0-y61l5)M!V{O*Iuow>$s&vMwj*A6+6;?8Px9Rq%eU3BKu76*Oj%s_ zNp(H^eU*{u<&Dl(IzZDo$J;@%Hko<&k#%8bzgnhe*f?AbJ`zZB#qe1}x zn7)iEEQ{6XE`d4mTBCx2?WBZ3)zTJCE4RNAhC8VGmebU`0Me)YfF_`6 z`U~^qqVU-%p-+IvVfO8}sX(5pz_zQ|HJb7-0g0u2(weEC36QUkd$tn4Qx<`1t~i#{+s zpl3#ZW*nmbN_^b^s$#$#89`Xk)GgbRMUeO%o$8-}H(rm$|DdzA_@Ek)cx}Fth!yn2MNuNajII~>#x;#-=6#}5)=|g7MjK!k{~pG`yR~j^X6tmu&N#7s8re! zV-Bo=uy19c!5sD;5uLoC(Y*0P)&v-eD69)6Cbn4US&c23smg{?jeLS+6~klFA7#q| zDw9Px1{%mBwseNU!6#mmY49RHb4tNzuoa`gP@XE-l;rJI%OF_p6yd0H1eZZ9M^v*x zREHaY!elx0l#B*`s$KT7nXsGJfLf}-@(DHJ$yu3f;lrxIC-G#8LSg+#4luzn>;CD1 zCO$E2gl|oLTM6Gz6p4_k6n5$qF)&X7s?bU;HkT%phypbO7gGZ(Wai$|Y9Po%a&#TDkjh-*oILxZF4%iC+2*?&VDY#I@vGg`xY*)GnxgyYc}klw)pVB@yU zZvEx8LdwvxLCS^CrpFkmewBAN4LNX(Q+5C+y)qgLM-h+QdMkh|HiO~HcsUz|U6DPY z69d}blJ^iaAF}(0ZVL>B4Z^$Ql61|CpH~OdbPET>jLL+d^p7qzE>E)c1szh>v0zV8 z;A%`m9cSTp?X=3}pjV7zcTto9n^;>UsDt6L+ehGz*4F|`6i!0ASzC>8&p;9Vc7v+} zQg>jN9IS<=+g~6Y2~ocTS*G(sjo)%25IGk$cl&n2&*q<=t{byv91QVJJ_Pmke@t2Z zySv^zd>`lr>=z%-V$LSdQY^iD*X0!3F(Yo_qT`_Jm48e8mL#%IGWse5yjo?xQ1SU; zmA5eY_kP%5mMacIer#fXBhDIL)t5*_eG>US&O`iQfQcbp%;?Ix*}DgZ1Wv#NvW$XU zm~C~v{W~=S7or{o0aRp{c&qV%;DMD+f|}Si5wR%IG7oU`^a~5QgA27v1Z618Fq0~{ z{jEGLqAd#L38)% zBJkBh_v7gKLAA5chN@=$Dol>x(}D2f5HI8Drsjw|C{=j?jcJ&wXqsUVf@3A9s_0nK zhfEtU>E%x-DbznOuTb3`Ys{jJ@CQZ58P!;R*jpgbGC~(pI(Ewn4eHtiFt%>-C)h=S zg&tNFMYV~2QT=wgOT@I$CXCFM_%c6vjQJ@E|&*Cq_#rUHq?J z&Vk%EILk-?MhE_Nx=tUXUV;?ekWL7Zcm~8$8#Y2%yv-MC4SnT*;tDmhu(WruS6Dq| z5}q41R@rJfW9(J2b*bNDjUj*R3iHuoIYXoj#4qPb z@1Fn@+}GE!l!rlMUswFUULWh5gQu1e4}%;>Zz0owu-q$noly=u~5<8E&-s(1|tAIg@UKP(G1`9C1USoHv-#p(`(YFqz|ok zD*q*c6#)nh=6j3F4^k~}AU zX?j$Cuk`1ec#x?~n8lpNLl4(ana(m87eQ~Nn_tW_4eJzl2V|g1BufT9e+TvJ-zQ$Q zv!h6oNB2g9g>zxfVXyc8B_h)4j#cTAI&;rc5jqY+oa)#a=HWrn&9$ZaHE_Eg3-9uz z0OX-B_mnzZo4m2i$-YDDR4s?TmIxmH8)C0ksZXg^joYKJm@^YCwbzWlE(cvJJeb8d zX1arg^qG1j9Wdh7B4IBHJ9_kmCY_WhgPz*~owqU#6D!F*8v3ee<2s~#d(1J!Vz+)U z!@F%3Yp^N&sE+IiE20V7sok3yT<4`$Dn$|no``0rJ!wrwyQE^_AiQTZ?y2n_o}Lx1 zVV$NE9Z1cZOxAQ04-T|X)%x!-8!ZdQufeO4-!YH_)HnWffM3)41A5*Rs>DYyB=-z& zpM-_X?_#Ozd5=e0zUL z8QFtg(C=n0D#Ozi55jaFTWIsSajgRrM2+1xay0{!g~xjmAkws$g$Bc0mKT-G-Z%15<<;##FCXs|`jVH#{uU~D2p2-x!p z%pCThN>*{Euw&BaSKSczuy*II-$}nuy;h+73Ss6@G+@FHDM_&(Dd6)EvXSWvO0lMb zgdSNQ^nmvcPT9STdNiPX0`h~Cm{3{Ff!U7oSt@Z2&eXs^?hr0JxChdqW6R?Hme)E1 z8bNTy9Vx2=)rlShkx&tBDry%XznknrQm3TU>m*ok#D7VUVzCu3kz$&MTC#MsCq5EJ zrr#7RH|%(Uw!M0TR7TUnYt7wvOeDyh`4M37V$L3c$f;aUs`m|^ytc3Y6n+BMf2{g0 z0ZWFfKewn8uJ{E${soWuKHnc0RQtn#2StaWU_E>_VfIrAHeX=0P0XwkC&OFso(f4s z!kL2#$(AxX%f(g2zQ+PY2E>Tf55$VIuA0H)s~E2)U-qxB&vzSux9_X*1_1-0uh0MK z{PV=7tDye*Llm-e|RU#lnnV#VOZ-&giV(C%q_ayx=^6Lt*n4Uf|W zkNv@T+UD(`KK#syIIVtHxgLH3^DG&V>1F0{mz}=;^M|`)G>iUq{v$vW<@&ECx5JzH zVe{w2NEzW*0e*Vdp^M{G(^C`YU$1!xe6A@!o?jNF!xIlh>qmf3V8eZ08C2WX@X@TJ zRyHiC4?}w*`;UV0-^$iqxTD{I1DB6;KW;pQ3NW^b1R5p`M$^alw5_C~zSm6$&wfq& zj3WlE$iG2&1~6q~aAK&l28)jl`kxQSc~}aPK2M?@bDVyerzw&fpNQck?LPuDeclfg z0exNkTfJ*D1K-nc`v><4KktM44_E7!jJS5yi zNgdH+L80zHTe&O-86n9Dg417|sTsEw|54$Oal;tKjYj)CK4d`~ReHGqoti z5Fp~0*-!j{0t}qb|AWGu5|b?q&`#OpKneKgvRYPU={k}^==Q#;RRC>trwM;{s-Ba5 z98~g;RISocX6eaTgCZwRp;S~VJ)tv=`g5WUNL=sSU&KILdb(8~0UsBR&X*9V+O;T9 z0xipo^vJw^_*y0m1-$o_^(~(E0&;hje6M`VKAI6!f_2v{bL(EBjh9y>K=u4^=DIX_ z&0T{fBmF)rB^-BbNoKd){jXvI!TO8crg1AD4j)02xj(II7G@`nRBaYD^KT9H>=BNP z^s9FVW1Y(MnsY2pTm2y~Q#|-R_#Ha9?Ir44C253Q0x{A=vv+vqLrh<_574Idwt~{t zZV<%~Mf!RJi>>BaOT$WkU~}D0u;Q; zB~r>&>1=Y$tnas&i!R#by?7{ZWz`1Q14+T7D;D7Ji)w`i_A`}nfT2yjwgls{zWSuP zyO_)9b-Kb-eo)~Tk27x_8>i1y^fLN*zJ~Zt1%)37_}W)|!*mO3Fj5mTrpA~_#K*h` zRJijRjPMBY&uI zOT?R>F3o%v7Qc!+V5+7J#zYBnNL}R%Ea<{@H{kOfyXSMrH;(Xusclx_o3~6m*WkHR z@i&3XrD1@ zd~pWrBNHjxUPW8}bsu!hfk3+F`QO{#s|Y(4Yx~qy39PZ*fB-)^#+%jV?u%t2BfjgV zsO%Z5lnXN5Nt^z5oOcSdBVi&xF?DOXwnF^4p7Jo{wR3 z65PKG9QW*`0-eqRs37)Q>PbYq8s#W2vBMsYcJgV6y}Oz`ClHos=4kOJC4u~VA6 zo7u9p<8~b_0H2S>tR;Sf*(3=)79$Wn7CX>@3P8E{mVp0*&BkJwH#6Ohh_9?Ar>dLT zFB(fvH0%2>o}Q6qniTJC*16Kj+KYF}#TL)SGu!thbWYtj*DQwguMy;c6g@u}(Ak7b zzn)}rm~YQt~>R?6)Q>t$}`(CX?-6Em#Me=eV^WD^gR~xXf}l z&w$9oAQ*60K;4t)XElFHT=IzLa_CG3@3n<$*MGPMt;eK05uKUlLhMMX{l1ww75s}< zPRN~p^4mH>ULia;7_<<#k5r?ssc>udCK4tKApTKg_ozf@Axnc_330QMLx+H$0Io#K z5~y!Nh;pa^r)2*d>ZJa3kG9#QUxvF3IgKPl!&8VWi_b>W6VqBBXDUcOc5ECDt_^y% zjtZ%lCY@K9`|BrWv1JjlZr=E}{@c?qU3xn|v#$}gNSUI8ozexl424ayaaPtvmMRJm z08b3O_lCRo1zM{NlHenlcMEnSGu>A1L#>Fe5|(X3#Oi~epCH4!M{hiv$W6Mjm-X7Y$a+I zc&$Z7GJmj3k%SdpRFu8n%+Z8gjXeRs7=~LLCww%y4c|DaaK<2q^(mTYx}5? zhm2*1!C-dDDXKZ3C;9Q(?>zWaLiV(k};xUli=YiRF$9*bZHI zrFbVIu*VMyDdHfLpats+3B+^cq)|+rNs%~fPyf!)&9mT%rL5!9*kH;`uPbIVik~fs z7eFKo#9?wLI6oTT9sfdB?y{S?g7l9Il4sfyhQDtZgs^@&8@#a};?B@IJq_L2(-j}L z)vr@8!iWB-^u$^|-@hd)w;g6jUNB}E7@5P9I?{IaCl8bE z+E!p9T!GDe%llX->6{HK@t&1gZxA@xX-sM74C2E9OlTB+ZJ(ZE zupbwV3_hhedqv?hOr3N{6F@{m`I0xy%&e-8IQPkAP?X2o9#>ebm*JOIuxft6kE99HPHP-d?%ti4lOcW?2 zR4C4N7QsA)w!W2QdQedUa+r3gO`D7qe%TSuj<|!t*nL;F;ZH>I*a)BeyqamVhr|Re zrp`f=;3MB`7>u+ere|31x>0X-Rn^G_hP^&32S49Ij3LMTdbgwWF`SM1QI&dTJR1Xr zSQn@(!T*zR)VTb?gpBx14gEPdo}+2#uErnFQ)r*if)7TK@iK!7!1ufwN<9f_eBMr2 zOgS@x$u%GEWLYzqPP)Ajkn9z=d!z~M5-zaWeb~l&|4cjlJKJ)Sk@5YZh6n2> zCs^tEEap&2U}K)rZI9Q|FXfBPD82cBRmV_CXV!E=C}G`@YZ0ZA{Rkv0T0KwC7wpk) ziq7I6zIeVat&lCg#vEDESJSM$IwHSG*vba<=8$`#LuR5HKnk;$iZB9WRPVLX`+Pdj ztssj&d5_vSOhN=(8UuqdWY{elT?nC4W+w5O%Cg+Se)=8+TQStT_Jpi<`Vs*cO{Jm8 zYT4hky@tPdf}!=O!^$s@`)U>$DH-CfC%x)yVZbCP7PIgO)9gNU8l6ru?B-cVuKqs$ zEvY#cC+{g81c?f73@a5tL`19yY?%|N8!jW6br2gxnJXR+gcx#QR%RDs+ zZ4Gt8HRyATv^?%xy|5xZ)hBW~2)hn{Y)QUOb41&fZ*6AseTAFz=V37d(w2}oiG2rh z*U^~#J-4SAsE=BxxQ^OHj`#AEcQ&HDVxM&xS5Ek1z;&#y?*r>2ApYECIo3z8NbKGy ze;7&L3j#gvHAnqNrODDFST+ku1c{4cmi$4eN!U{PUnJHHXF3R`5QDl1gF4`U2FO1H zwB4W%><|r;mE%9kWp?g=?^tQtga3eG!w~dJ0WZ7?;y#LD{zq`OjNemW3IM2psP109 zY*$pvt6=9WWTinj)PCW_@e3-o^A$ z#M{wvg0LC60*ZGMyP=NoftZ8YbaKD6MG?E9R{OJ{N?N|0|8BdW8l@^@8)h@ry^FXh zV1Qyy$dmGq0`7Y5Ckwz598lzB!HRhMSAM6=d}l7Yz3v@en4;og{4@#(Y8AzI>JPHB ziFwZW6=QvCV25Y=#jCU(zs(rDkVHK0+ZV#R`btZ^v7j#FjcXu?%}-a+QPCVGRn4oUim!XaTxm;dMP z{p$nSz`;IZrGUO_n^;@jcdQ@l#Jw6$i#2-Hb6B}My9v^)*~C4|gG+ksWUox7#QXWv9RzykC)iK+yy9eji z~m_Jaj1jI!~T>~x8QLhc*L^lMT^`80(#SY$kV1`SS)4u~j+ zrxeJ70v{8)(Mjzb|L~XoPAqh9dUc(wg@NKs?$C?1O90A;2S6N>OLy`zzcX9bO7$LO zMCow}`QrBQP~$B)-D9QlMXW(ZrEggW3@UZ%^}5&JgPj3X3($~orcj{46BW~!gy^K_ z#Gnu&GB9?G>qHa9bqmQ4te@8_=+95cg|?a%lyM&LSRRrz$;rP4#GFM4&x=J2 z6228~Uar%-MU98jLJf}Q$k5b!TMGR!voco##z?VldbkT$Bi z`X<=9EZsR-nbceEL_yqP(5&6mo>y=4K*qv#NcI8E15}al%s=N00`FE&R|!uGw&uPN z0)||Bnd!49xHj9sb}Mn-YtKwf6bM{f1xUj8swnyx5Fc9o^wBwmfWuWrv5Nos3oLo; z_$M?58TC_%Jvvd-X?)2Jx<(zoIGq;1ow>?)1F*W&%MfLGvH&hiSp;m4K7uXbz`Z+g zvLp5$1n~Nm&i{2rNcO!ZY+HR@d~x;+*FOJ%g%bF+lzFDU{LvS996MzOe zyO~rhhcfLZ>+Q0=u5R9pW*(p17-wksT;VtKWV7Dl*4X@5pD0@Myk<~6UA{2hY+12s zpY+eR^drYJ{SArJ6+JJZKQpZ{zK>wrobQ)~m|$7I4XzdORR4<;YnQ2Pk4Y&NHi9=)PRsRU{`(7EYKHs~G1!2XTLT5o&U} zx}fNpge401W1l&JZ$&#WYS5w4R`Fc4usvsPkWsz^-)=3%9-dq|3-N$lW6T^kyE(fB zwWrOPcG@O=U(vgBP_^j<+mSu!%|`h!1lsczyfB1Z zZs^BUfb%qK%kpd6bLwt-gwFa4qGiRe!vzOuoRZ!X98qQW?$D?I$uIi@yaqv$Cp6_} z>^=8xY-0Z`Dim=8-lPr}exUvL9phKhjU-mj2U7UZ_PYa7h`LwnKqmp#HMt07q=mm0 zo=hkqI6v4IvAl$Yto2+WE#N%_U)dK9e;c2i52VYT>>=?a#gplx(}T+){SSk!ZSyY* zOq~VDX7Y90w715<03ltjn|nZCfj!;A5tAuP-MTH#dps?PEzWDvq4x$*emXPuSihC6 zk8a*8h~Cmtf?EdyE?@du%-`$yMwK)S`q$oJt8a^qe13vL5Eq8$Ts}qiRn@_duwg(M zd!R{9{&VcR^?>$Nf7`av*pi>Tu%univujSuX*@Chpy|{id8^Y1IUX&3CdDjT#6d>= zA{Zq==AfvZPu1T~tgjyAP_k8huLZ!mrYefsK<&PTh+Wg~W+Z7_*}II<9gbg~gfRR& z&6NfI&yav23X)lhdxNj%XmZYAa4N)OeBa!bPG_vp-x2`p+dCy}NLMgm{7-Uavo( zAj87pjVzbY4t!oNh0$z#v%c&x-kl>`DAQ%WAIU-ZzTV&6na%UbA}U}Fi0VFdZLtYb z?vhh*OX7j#?hJb7{4GO`)%p^6LFL{3EvP(_Uu~Cs8RzNH? zb4Vl;=iG@Nw}sY>W*xPul8RYC2D}HrAFF~)77i&Pp9Wf1pn?=t9~jq5n3;)~)@~JK z678=&h$1?>kV+I^l>*~n>tb_0{Lj~z7tAi1sljX&)!D^LPp=Rp*9@p^K_r4}LaRrh z`rl)k=7PKAd#)C-X1b4H=HzBL5E?-xQch z({&r$wr$(CZQGd`Pi!YMv8{=1+qOBu#7<7W_x;ZK&&7YyH&wg3`=YvQ?X~t^)9YO7 z8%`9YBp8_|-pKqz5`m~uvwTBQ0mp_YzGMj0Uz|1sT#Nq;jA7^e54+gXy$$A!0Ckgc z3jhr+fJh~VLjM-h+1ZnsF{lt&{zpbSvH|zf(oP4akK0dlQ2jy?_HRjZwJW@>#C0pkt`ek zV6v%ZQjrJ4H|j7todDlas5h83DMrZ-X#^0f$VaWLk%z`onNbFk z3Phf!!9%-K)>EVKkYH)g^?iSuWaZG9l-#>5q(KNv9XZ;kZA%|Ek;(z zfyu>|$9Pmn(fdMh0$G7=7KKtk(W1jBbdA8;7psu>!i=Jffq!11IoelvP zDTTs9wrM#bIYkGY_LI#ZAXrSb zT#eSEZqly2zwa2z4YO`i7kl?(TBeqkI$C_Uov3q_&p=?nY%_W2F0;>ImPQ}#y}TE> z)d7x5Uu>2bX7HZAIrP@oD<^itrr(4v%bi+T)th~Rwg$aO*nsR!*jB&*+=^gAA9m$c zE?vJ-*B-D{xBpl_1_q7+OOIGLK|jmnQh*J1$Zvu{^ELuRr(^>Ux{4R;HZE>E%_}I{ zm&Z_BgBC)~t96c=FD^&>$m@0NU;fQDGa8s!T9*&ncNJY)dJKx|(G0q7gdeNjeu7^X zH*@&f+oLl{D}N4S7V4nq?tB60591D@!BB_@$GwXn)=fL)fyJ58TfzzX~=5jX{894veD|Jo^F^kv)+s ze2gtqSL~!N)&OYI9z0qi{_TU@FGZKmoN_IOH3*~nEHrD%*G%y%xE6!41S;OQqBw3OFTA*Pdw+dB8kjdvA)FtbTDTWQ8sQ<( z2Su`bP2m^cDZflTc()(1eeaHT=nPBB%BSdt<$4vz%@p)1~BsA=$_z)fCG4Q-;t_LO9HjPP}u0|zfW`-_2 zw_1*_jnJL2w|7VV=du>N zg@{-M8APB#!m{B(#M(Nl>b;h_WL=4K!AaoRn!YMO|yZ z7+?d~R@x~Ms$i4TYC->$G&A;?4g);Yez2|mAlni0?%%V5eOaaIv-_pG48v)Al)fRJ z)|50YacPO@m3eEi-OTf(;I(1XTavVN_}09GR!y?g^3PVRdBK(I{Pr$!RvGY@s^X%> zW$#zEuSnL3*}hV9v6u-+C`P7DHOJH92JkuAbn|_F)a!rN&46ii>gNG<2&_-R>4F1m zO^+5xQ!Iv%DzLb7gM#l8FgU@IZiBn(>tlSU?pB6wkwoyGZD6Z`pDz4>A@`5DEyk_ zsCy2PrxP$njaFP8Y#znYmgSRCYkfr<9@BBo54em^0Zd(y(6 z5^?#&li5b{6W?{H_K)rQbqzh*Jp?j!A0)3XNnd3&wYF>dEUE>=qlhM~fs}gv;v>Yaj4yC-917)) za!uG;{QmKE;w3C{3n?^HS{s~Ef5M-wER;ydb=}ulQ zU%)rEMw1ajR^mCzN5|XakBb?8Xv8oj<#Ks!%|#X=!TI_;yLI2CJM;9}^n9|ke+z$L z5M!dy>fv@!hvl5>V?3#Z2eGYwtk2jZ+kR*wPObl`WmqNEI4P!lxK!Q!#Q8F?m?E{iz$gTSGAR)(-2dT(RUzLaF2$-89ihav6E?+s<+NyhEb2cubUNh z;DP4v$C0A+3a50w=7(gq=4(Z_rV0Q_e*VbKJWYl{s?{#!WuaL|#Tvm>AX4+Sxzl=B z!h%lM-J?HBGl^-T>k0IW`1}gZt_wX*Ne(XF1%)3C zmE+jqWqq=jAK^`o)C<#8Yf{ueXUf(f1Lg^}2A|G~g;E0?FPvR<_bP!+^bu&5G z2O>&`H`8(aquE#7icuXU;1?Kb#iFo!JuC6s(WGEHP4YbLIUJ`}-<`r^~6kdnf zJ6MP0R>#Oe?4>R;A>0|429@1reiW8NsufoTi^w8nGWO2f;5kuf(+F}&6bFp);J73+ zoi(O4o>F}853P8Y8)On3uyBA?m#Bl!l7F%!oF3C77sX|nXD2*W6p16-sUSjuuJs_4 zD@VR?3v?1biPR%s*!xfGEmylyxrl}jF7B`dNv;7_=tRD{VS7X^RHizU5Kv{Kpx%9` zx!{^BIs%!ff?pB4`AZSI5+Ak}X+Q};Y?tkNSgsqm-;2vYTo58fk3k8?ytkeh+JXvdw5dDXpjR6D(AC9 zK+d6cS?yd)F}=B!!>9n^y1$WmX{>1jRlJ?&80Elhks$8{CcKh^TkvdcvL&jVLMAYh zxFsnWbzKg5oKMy0ady#tk$F|sbJz`Fy!Z$uZ(kTIS?p7TF;;WWyd<2h-<$ z$Z)Kw$;kT+_dG^R>b7*bXQIlj0%-WQn{&X!TZ@2*A3u)AUAzEvud^N&KZz18cJgW3 zdKg`d9S%9K>{C^%)PFRijWc_$D7xK@DX3}=VK#(kYbUrJ$?H3i3a1Kk^*MqGZCjyc zuK6=%1d$RbJF=a7N5i1*lY#Z0{E!(La)eTLlPm6?%PMi(X*8KIMvLfYPLaGjC?n+B z1f>#{qWJUNhr9*oGi!~!+H;6N^C=WwQHVGs3GhQx=E&c5S4LCX*9Jo2J#8F~1Cp}4 z(&war556h#$wTDbt(xXI2#y4wo}z$r_U^Y3oY1g~#JKQ1VQprGbGTSYr$6z!&%mRc zw5}>bQY$CKhe;0?S|TTeaeYa!&0Lzu^Af3NcXv z$1atP?2eC(xcQ8D)&=jIl`0y)huP5p^56}4;!!)#980TiWSHnyjg+P&Iu;1R;(XZh zxy3z!QBzpjkJ#ay%qGbFgF3*8gC-hXHa) z(%f?3Lx5~dLq70}dHVu?d;6HF>Bpn-4krbvM`aW%HLx-ubv{LX+!Mn3>x#~9uq}N# zh|&j5!+s`lKypsf|=nCzonR8bB*Ew!+A($a#JT2gKuSjp=Qf_h4jcpHmpcv zoNZ!%Av9&msNTqf5yd^zfW{1vMX>N7dBgL5CIfk|NTT~H^?q)JQ|WAp7B1f#tcC-8 zFmbjMJ6z9s|3Zi6>c1tb*Ulvi$*htpt0%by)cA}3L{I#(e~a_hSo?*?UeKcnZ+jdX zJ09R`YM`lP4)h{K&Ua}0^Lg`3cVQD`5UHOe(<*UB_NVeoeMw1B^n0O?URc{gd*{kp zYUkFaXhE`8H&f*90N>E66}E9JeX!%rlApO$xG zM8Gku-<){eT^CclwI+E1P zo*EHGh3kLjqiN^-I933Vu6LhK;@N_Sq!wwat)l#%Fpx$JL-U@j7NP7Gvys6c7Bd5Q z6nAsz&(vUu{fZ<8+dYm>XS{CjS4v5fjHDieW3=#Gj}Sv|(1?M6(bHCr5pY8iN-b?G zn`d;@Ol}G0obTYH3Z`$64#mp&ZBIl^DWP;&YfF-;4n%p2m6<7n!v44ZSM#}h%e+D6 zTcg;?Yf9Q!2Cd++?0)r*C~7$`#L<`N{I#RcMpS%T9r`}%Z$ZCfr}qB9kNfoJ*Oy{~ znH%4uFL0D>t;&CJB`6a!=RZnjOBpNp(liJw*FT(H5(tD0Je1(!yI>D>$-fX4go&-? z1rg#86f_9~^%tSKTWG_-(Dexs0;9#67~%{DI@b^9>720R{<_6 zgVi#dP;Uo&pI@Lxas(F{5fODEXK_Ro;5rOQn9$N3Hehadg^(v>3Q@ugh9f^p8lvgl zBFA8_cfp>we=Hk~Op!_YU|ltn;S-5<(lRTWp`OWKEVvbJ1XCr%$DmSU{>l7i1ysrG)R_!1aB3b@tnIO4v?>*?c5%0}>@m1JSV)WbA@*u8Y4 z%@q-L#*RA&cPHkY#&P=6cQymM^)dm+K-Lh{Z(JC{Q_|&%&)~f5?8uT| z_Y&Tje=zlN;rRUhR)kOt`dmsKB~+;@5Y%`BN2g}MV7=IxroijON2eKHMy5GZFIUNu z>LOam;<$*XN5Clac5S(USa{sw;66VcW#+p0KKp%K5vy6pI+>D|fPkNI zH%X&Qd9$g4uEe>kL6>}Yx-QW!4k`(^J+?shbuPPq(QibOEQ{egGr%2~wYeL6f`OSm zS55?bXXSY8OfoXAuZ2I}X^4lBfr|e8AW5(1s3jv=HVGb-_Q3+v(9} zAaS-cjc&T#+I9B*&y?*8;O%^6Xy4>hexXtI6^{_B`0lN+aT zfn-O}egMC0bDX=mi^nX;tdra81-tfdlZ&J|7g^0Yh#L7S-K+tAfT;;SHIP7&3_4g` zn?k5bCb1wo+*9o%tXx4K&0lm1Sx<~Mkj}TXO;O`NWO(@ff5L-Y#yN$!ha`hsbgpW^ zW+##~%~#2(bpNo+O7$uDKu-pUL3tv_^`gQ%LJoZ8T%#nw7l5XfT4qbTpv)5hv)$qi za^E|N`PWj6I{tWk0mz_+Z1Wu7hh$v9n5$Mut`S_~Q~6}O;~$C3jf*;;0UZReFsski zXMwm>;pi0Eu7Vqi%OaS6suDSX=DrI3BA0Gs&GMzvI&uQ7st1s19Tf*9c{)OtMm$HL70DhMKUVM(Q7*_N57YqltIa+^)a0gpDZkTR%F1+hq7;Qu(5F&QhvE9Eg67sj3bIT#aCmsA(pa46HQL4q)&7;MXbvF;ghPMRW4 zrvmDN0C!20q#xe%2kO|H z0A9)H8Onb87Y;f4f*@ax2P~ywmr=4O69=xnExIgmwONXAdK{#&p|p zB1FM}t)5QQ*m1}Wcs7^4Ijh4>nAj{sP0!TY6k`!%>>|n+1xxaixPag)(??xH*5R)= zwrzYgZZO!uBU+9mUaW9gVObbyWUIqw8fQKMzc8oMeg55ANncDn1SCks4EQBvR`3rq zgRN+~S4OlZ!o~3ubH(7#9oH9IMsmbB3g1q^S&wWN!BJ1;5FS4(>BAm@#JQt?AUqKV zK<~EerO54r`~riulC=sl6ACd6N^o1uGaLU7=g*qpdF&)_$gkVz7`q=ShIx5(g7afs ze3{o@67KWz$L*Q1lqc0WKL|73*R!e!Ml;NxDxUwSw@gi$@w92NSrRIyvKN#o&TL<^ zU#v~?T-duD)f2s}#e0HkTpr34?p=I+teqXf*0iR2M{`2y0WjpqC>&f#GB7k>yDLn;A)Ia(5TA@Q9+xLE$dI|E8k zhHy|hIqyBJ+)dQ~;+kqDDD)N;eW)I2=t|YGFL({PGtqw^!u$&UgFWJH{s{qPX8-3^f!R|7u%KyM8gijl;Gvj@ z-v!w>8KnOk!oi#>qz{GGV&4Qc1r2?xa{C1WZrqRi@3X&e9zcdpg~-AE{}2~57ZdwG zqU)5-oP%x~vfqm4U+1U%PCOSbQHB`sB)cy7*@9>;@MiYgJhGq_eMuMdV)?IbOR6A1#qE(p@K2%cjKvQ%}s zQH3!(DYwvpkRS-HzD(hEb1y@V6TnwXZA3w4wnk?=_V8DO;7 zj#em3A0>psqAX<>5hPb_J*`zOsNAUe5Q9C`3^sU#L48|{WhqEp=m(z4g18h0JBfSN zUmUW22^Ti#!nMa>DLh*%lxFR=G&Q2764AI6Gaj)l*~m0d?mqU6E+|^{DFSy|$oj4r zIO>+Ui~2TTX(H!4ATAr>$fcvADL{RDR`5%V+GG-zYY|krS1#R&39k7>cS-P(h&<#3 z`NlM`#)^c|Zh#PMVsu?34plPtY?1kr zV03Xjk}_a<)x_la7$ZV(Xv16K5UivbOJv3rjZ5SsktZ?+2wz z@syQkHpgYu6azOV-7b=n4gjv^*n=sy5hsaS+dq)9c_cqRLOvL+P5)vw{_MN?2HJA~ohU4JR)#UF zdjK$6HfJ@gflXx9SlliBTpBn&F!N;Z(DBvl&eX5AHCy;FfBf`)^#$CFWv>^tSr8`1 zhK{AaLfk2)GJ){f|D8F$1CPo1P21A8HeLhmv1v6r=5%{=S;7DH;`{l>%(GjoJC}aL zY;Wps>E6-b{gn0Km+-u-k~BYX@-_-WvVtOYLM2@nscsbDrz-KQL3lw114g{Z&&-DC zA&=`F|JK*#Aa^827ZX5@#++aOu^9##HTG!8%Vsdln?}l@} zbr44uEqhuM%Csfe_e+oyEx*`JNQDf3_dL|BB*LRRC=BsYOm7uDcB4L|OXI30NR%4v z4R6dV6mIJ_b7=su=_@%+PLH4)6 z%r%~5j<4;Z&ZpoxzK@ENuT@D&?~|SO`L=Kmy&NloSca>+JC(09W~ufmP>Zp+DPWg$ z>Kf-~B=UFeTZJw>a{1V@>BE2B*?-1=b;OL-H8)}GyC!wVCwAuts+$O#Im+`r4hVzG z7d|+x#y_@##sbU%K^VfuAKxsEv^+vy=Q17(_}tz=*H;LHsJn5B&!ze>EJ9oSU@6SD z!9Sp#?(?B9L>|aMg{sV9eJVf}*d*e`7oM~52hqPX2=b?fowK~Ion=UlH_PAZ#f7~D z@gJ4o%0H@)t|N0?@fb63COuq^JmRManwj3J| zOj?mIQ`#Z6ROucB>qB~=Sx#FPljK+dv}gQ|04Pm=uAY0|cS-DbXp1bwh>8njz0Lmi+fJ3*S8y_8Y(k~$w*sum5~hi+4kREu(d?V12sqK5vp*R- zM-UHv3Vys|W}k((DxsF@)3ESoMB(L-p>qoaMCtCz>u3&V2fp@VL#wO5_LkE?sq*$I zccrXC#tC;R|)FWwN%*W_1T$rjiJcWEa$p4-h#&q@4t z^#H&cSD=)w$s_(m*r2E`x>O!Pi5pq-ny;R1jKbH8TfF2i?lp~m>FWT^xBV1M9O;+W z)0COaTqdg2nZr-5ddQG8|FTx*J)X~GQRkTa5r2=v1Y-pT8VUle#1A1P}o7y{H9k481zjE&kXRsOVt^Moxa4)PqAHtVhINsdl6TW~2j%bel zJvx~=TC{qgq)?!_c{4u*=hAckONo4QC%`e^KwxeT${7MGSND^Vd5k9KziT*K3|FCc z5TUqB-+S0aYta4~#%AXFUy8%oSlL-p`?kTTTQX0f?vbEXnM27nDh^Uu`giA?Vi^EEJ06gpoMk-{4yJ|rdYt3u=@(zjTE zNZ_2zLf`dtS3V#T6aux2M{bsZrd{rlbzK2COd7ks8`}!$g}F#LHVcwM1_N8;Ko^zEo-aHYS%$Q}vwAUOTi2ie(qo#>0?kWRxA;FQbc<;|r1-?W3!R_0HI_ zjaWHK5Q7Vr|8E^Y zA8@`Nlz*Hk2DbpXGVoEJD=UP16q5-^O0JU_SiGl)Q^{bTV*aO2mv3R(&b-~}M9$;* zqHa8j2P{~4ymKqHZ`WX79C z3VosvN4p-r0PYrw#4Vc1!T3IM?KkIkby?N{A#?EzY{H!A0~N%4x8ZM4mHoT3^6}IA zO?^fCjlC>YYkbMSDGUyuS7eV!A}s?8{!y8WBtpEvz?aZWLFk*c7n~~h|FfEp&A*g_ zAAC_4Pi%)+PDSdVp_cgpnDjmXzGIN&WJPXmxm=iF&7SlqZi7zikokd7c=hmG3r{7n zz0w)o7{Z;}dWmMK|1(LsI7eXoZh_G+PBou(hdRfOOF>C)XvMX2`xBna0iIh9VZfOL z34_98&J>R`8j-{`>Ksw$mJm$Ubm!B^2Gm`IDYjG>hY+?ToznHYIIut(UA2Vjc^Y_# zG$3X(oL3^z0y4B*z4-{pINj$CgxdG&02@$_YVMyDu&%IDVbP|*?)S?t za7|6WG*Lb4l!IE3h^@UUb&}-kQWEd%3zSD>@uL_09=*NubMMDqUj`T^QXg;@NUG1% zLj9=}5pBsHZHg2CAfeqj9Qu(Jo*@x1ZSD&^`nGL`oe}M$ci5&^zUI6QOH6xZH!e+U zN3y0({TrSp>0JXMB^!-plT$rgRf=*dc@m6YA#m-Acsq>aVK3nYR3(T~LJyw{th03# zRtXiax$>ouTM7|WVH#m#2_1vfT?X_6Bwk#3@~UIRy2DCt5S~f zR`?h;g#?WN$)jrKN=4EwtIbm*2qBf~N^BJf9G|NE2TPAl2XJayOBZ|VHPI$?7Bmhn z;;3tM=7Xy07YNGWkx;t<_Efr^{k$R0jtWsOn+1tgXA=Bu{oXd#1Iq-7*dn>+jY4Bk{95J3WVPm`(s|y?&0h=A6YRliZ zgex&^O!4g6jCINOB~Je>kDU#v2i<(0NklM~#9rkULrV_C3z=+!!y%$gd2@#ZL5rG_ zV+*>;C1)>zCD+$_cIabOn3lwDi+ZgU z&tDnIoB@qF+Sj)<9aGiq>P=HZ7COrU^3jw4e$POAdkGqHO4Qi)DLO86t>z&_-YdEke<^D^9SaIBeI1N<)?HHzs`2bZ$her zImEp=sz7l)R)jLdSGuMvuN}NPMD{9pdVSJ8qe77Y5^Hzmz}^sAHdB@BF+8gp=k$$$ z6I73-rgn9Y8bLGh`NdFBP+h3e^990#vAf|7jB{d!s9Q=Wre|TUXCoMl@(&H6<3bo2 zTds{5J|8o-jS>jQq512+Eb`W@Rzb}Jqp=tTJyz<0z11g7xG0!bBSk9fCyi?0&85ZG zuW~hOkA?ZIJPz5;#4xJnOSPpms?g>qgf~+mhE$QLHRAS>6n`hY zok-8C@w?{KO3>~jk2k9XgflT+%q8bR(ciWNczEjWb!5Jnl4kJI_(x_D7aL= zZfz2hIQsc9*M~BZs48yk79)ZBQ}AU9q8!BB_WH1ZHOZ!UBhYB+XCw!du*8B{B|W*t zidkCo>?&{cOba@ta$#ciNj@eXF*!=LzyNkJ8~ZYrExbCEC=GQx=e0$RUX{v9vp;BX zKwD~!O(3OMIne4+>P+ZzG|kO0)J-`Y4!VI5QYLOp(8IQFW?Q=Wq7@t+c9+Z?m_(3P&D+X9fTub6F9C3{&rga>-mmRY1q=v3VuIU_UmPp3A#+)ln5*L^kf z5Hm#YXz=iaAwSN$gW1t?3cJY+Z?@jT`Z%*r;>?#e*my~52zNXOOMZ=7*Z>dn_zO&s z4=aambhQX4cp#hf6;mzhZ=ei70SD1$7{l3HKIg>Cf|7B8X4B9=7saYjVSt4?Ji8?m z`!So;OzOMm)}PwSz9;MXD}=ETcn@+H7J;?9?Je$nW+*PJG}K5rGwNNGy%mQFpO1-HO#>?6%*47P1FtE8d7p z+=OQyM^Y8uj+K}j+!w0?Wk+A}N1wZnV>f@zwTvA%_C5C-FQI~iTZn?-Gj{JyUZ*Ew z$1^T!pG|p*Hh=fe8@TLvOjkq=z0!A9?jP*-PNxvN9SB=cT&V$QCGJ7s*342Hka2yb zWPZCvAgcF4uJ;n-0<{5vl6lyYi%Xpya0_+C^7}yNp?eh`_K~V>m0tq9mWE=vL@ynQ zds{g${**hgkMD(r+WWKd>r*^Xu`j*(H8HI-%bi=}yI zE_eGeS)WRuU!9Bcp5-5bPH1o_J4Nf4M#fs44}q>#26bQb7ekBl$2*ap;3(1+ z(@jruYeFtfEt&`8P@~JVw_dnZQd8_(EG~?P^5as$9IZ_VeID81I30Jjh&Z{zW~ZGGd=VpnlZSBo{Z{_``~HKw;BF^e z=nG5rL7%ril-$j2Fd2oy!B^k<=d-`3&kL;gcb$E>Z%DqHBs>rbeUxWlmJ&MZhX_t^ z$hOTpBZ0z;u1mdKkW#s4s~i@F|8n^@>7jNVbK3W9E$*wv$#;YS88UhgQJ*Oyg^*o>rVFE z2Jv_{IcM;!qADy>gWQFiT259RO9+UlDz^A>>%y}mop5P>j)$kbn9GnI3ZdNI9dBJ8 zUn;63XB}tQx^z&ol=94xO_5KjiaU55y55U2qitwGA%D!(Tm`8}~c&fdEosyZK3~2^SRt&Rl@( zD8jHnQb-gZsUiFcG8emiW583G@A{@4%85M79Svp7oE|kndoi0jT?C{+by>R zopiyIzHW|UX$5_5uR%76F_#cfqzquYC;SUr!Jx`O!~_DCvUthK$FR@a86Cg9 zppO&Z%}176lswMp=Psfi^&tVzTZhft-PjmTl@dH_b1f!OAs*gJPvtG&qW;Fljs_-E zf3v4sFsd(&P96y91y*N@1JazVAD_xtP%AIDaAC%U^zNa z31flbocbYiH46?x8tihfFjKrXZ zfi7=q$W!{F)=CmE_)*ULn|5TbiQGsI_`HZw>knNfK=+j)wJ$g3g{aN9YeDaJcQ$Wd-WaOM66GGaked z0X5sppe1ngp7N-X@usMfHRj7BURkF3y3*Ri^dEaghPIe&M%*SBh9CX86^65`_m=N# zVSRUe3(S8t-Qfb)1-Dtihfg&rsEzHTPk{ONE~9nLu4AmjiA8}<~n3YJ=>%+Yv7 zz=w+h$dn1a!+dH%(rqnkTqU)j0=#Uzrb9fz3BmjQs2Q%7Y=slSX+f@7c%nHBDHCNr zY@v=IkfX2rr`s5(VI07p+6{0zaG{b3Ki4KecvxZfWRwk=pDV_kR6=Hz*|B!xM^eSH zBYocNIye~U)HVPpCW)AG;F7a{iy8YUR-rr24@>zD(yaSo44FZ&+}h>)+E<_5(A3+C zq#rS(KF5^Qj(~z*?x@baa)gy{WYFLjKb_IwMIOh;WdF9^9RISEvvA!29br0-Gkdrm z(hn{lLPe|{dkDsEfn?>lMoV;v*O_ceHlR^C?>b_Nhynvdmswb)DI)Y?0Wx_>vv9_9 zuoDV^(__l)C0NTyjO-^>GGL8AzWgI02{`cr@TW1Nquk4AAYXf}JKU^>Q^`v%!6o!nBoMZC05Gyqz^sU#q0ECHRE80ap+4;xZ8)$g!P@aZ_qI|B(ZVaUi-M9e8!&~4 z*!sDWVTJ(Ae}L3JA9{vFI_1#UKwz=u!Of;aLh)LS*g@&ws7Nuqbs|DZb4NrNH%#}e zdcROHY*yzSh4RgBR(hMkE8|d+##cc0%I^7XfXE`Ub$tx1|V zB7oyxthH=C!j^!C_p()vAf6u2rqglmP$Y7X3m*VZ!~?4bh`l^KS$`)620rx6l?8sv z>+jF$v-nin7jrS!4fU`U<7qm(V~N90m4PIXCVe7A^b`&Y(r z2QL`lSKV=xyQ$y%S1+=s{qGL4dk6AG^fJALt{1jNu!v$&c_^$Qt)YC7s4%ZVRhno_ za;ISKCV6H#;dH&bW)u03k>8%b?PnPEJq^67-Wu8@Luby}|+?1J2!6ID__ zqU(Yd_!7lVvt(SgKg>nb$1nfhTR@~q{d_3~)F-|^5{{(2&)Pc#)!3lEYVX~UZRJ5F zN0|XZD4iimka6^6K^0p;1n|47hT0Ys1>8|Il6=a@+#ZEKWSH`O7h*NES?X0zwj*_B z5YwaHiMkN9{?d1wiUw?R0&_)W&xbmC1Uf!Vm#Z%2;;v*#IRopr^`W2j8QB9cnQ&bJ ziOQiz;pS=`0+*$)PLK4;GD{vCS~BQeyeskvG<&H{k8S|H3qQj+4Eh zp)GV}_4|n}^~JO9M9mtD$``1XpPbo0NCf!5#d@B)(D=C^?9Bg4=OeGs8G^u^$x7c{ zEbcro5OC0a|B;wU>T&*?taJTG7e@p6zcTik1k5rblw{Tyt`J^v-M{%f_dof3>aGS1 zBf#~b71{r(#>fDrVtgM3%=2X`-7Gm9{`zF?ZV8Z)G0~H(EjKHplRkz-^uaLe00Fo zx?#fMd3R67 z?k0tPt2~xhzEou5YBc{@aP`y9e1zart9(j2ZdAcwf*=uGVbO=I6rULSOuT~K;6>t_*=jTb|F2Uw8VHtjP z*T2vEG(pm)%jk?2#5xKsYLcE$_3^;H&ftnxA`2&vDVdXC8aCW7sh-6A9#?d0mPAKwUoV)JlTn+JxRda+d5S$vjcRUld}Ue@V+N5}N2-Y|so`$v z`CW850lgu*|IzCOilC{`_)*>}(Xrn*IaSv${YQvgrxciDeRu)n)IPs&Ed}$ja+oMw zdx?M-Ia`{n)k9;GLq|K?9t?oGat#JbnY{uB>zL_P1eM&2(@hBN+cfm;fSF^F-J3^D zK!&7{zhR+#v;})aj5WE5wOK)8E+wkD-8!HzG*4VtV%`8whs@s!?=BqFX;vj(6b;3W znoG3dAWcJs(^1)gd2my-n}1d-+P5<+V5`8>xIT=t05KX&=N0=YxD24h(Z+A@9j~ux zn_vM2?c!SdcK^n&@$&s2bDTcPG&7Wrm~}7;H-tL3X9`D3jG9}$HboadQ35;MA@Fk{r z!Astyn$)49!cf#uDFlo?wtE_fQR3JDF89qToz9_8-$~ssL&8HCGhP1o`z1On6aN^Ph9vJL5o9NTo##0 zuW?{81O$)S)&!8sB;tde*$?@Q5$Vy}LY>=uN+LPDMXgQ_##L*~Hy^?dZa|^J3~vj% z3L7Gh8+h&iD4J`63+ITa{gP+BpLXe)!urC35b|=gOW+gfi%XH4PH#h$z#kBJnR{DM z8&lP07OVj2W;@o2GYM{58iSg6rtb5)jKp!pO1IJdhzdy6hp4r|G4#hwsAig77@--k z+aW0X6f@5Bh_G)iB!VMlH7)8Bb+6BhN&Y3%sU?0_^e~J5!zW@kvWP5wl?G2t6hiIV z`pMKHiE_Hu_oH{~EF8y93JX~@H~L3Mt4+rH_8=f_!-M?_e!lpVPE+pD{GfR6jQnBR zv$Ng`1qyJA8#7zP2*C!8%AXN(<5(b_9QuFQdWYytgRN~iwrzK8+qP}n))U*dt&VM@ zV_O}wW9Q2`=bij({eyc@RfDS0z4yBIg-++RG+XFG-S;JxbBXLlJMH9ArZw4q7;>e~ za%^|~2(t^-M(}P_Ldj9c{0;8iR)@i0Kmce0Ueb6#5Lpi2O8*PgrEwcrD7IpP=xAVt zm^cXhEnpZ8F>T8e$sZY?kuC>_RS>8u1i}h01%MT3&Ti?YA_7!4u4+A{_{w7r^cM>E z@&(ESaSOtYciF3}LW|x@FnS{>>60dlVDqmJLFj^|C))YHVlX^ekf1_rkOAUoLH$5N zBU<`E!g^MvZ@QO;apeOl;;;BU39y!~$Q2eF#_Pr$_JyP89?rWY)(-_L7kAW%Z|QM@ z3BW^JWv8*kc8w)9^NluPwFJ4bN<20!YmQ6FZAqoQM4lv+P$W{Z%Lk5d|7&SUl`w;n zL!U{m6r@^;a2~&F#7YX;bOBGV^M~_e=8HboB!`Rlf!NpImk&>B=NMkk-}lDnBm~B` zUJkB6|KUeU;xelK?l7*I~soi$Cj|am-+GXbICV+)$1`m{fn# zy$-vm2-c()WZ+Hdz#rzaKujRT{9OqxkMSGl2W?h*9oX%eN&PdBh^uxK!aX9_u#znc z6soZaV~b?bLfk3nd=swo#j!4x)`OJK#er_uLYjXJY+k@!BDp`IbZ}3#*&NAl&wy7K zfQjC!E2jA~l>;J1DI8+v34^cZV78m?9b(EuZ~ES_9} zg#hGWK3$ek9#Y6Zj{6N1@auR&`+DFH_Xuq1s*Qhqx1mrkcF2k+i4b>XXMcw9dgKoj zYZXlHyTnT+uKiX~(D@L6@CUeUkpWLbD~O`^hS<#Wb4xOFRQ;6J#|nhVSbRl^V8>Sr znrXGI5a#Z$76y`f7ma*&=E&kngA~FU+)1^Uy`|GF zX0%|ay}H@V*Pv7IkL=;xHVCHGPL{;{f@R(3);K=QHxbNn$0NXhl>QFt>;pa&l@Q~V z8EaTnKtVdd3m7BX@md~*w4Ni9GA0_D&e6EQUvhhh8Rk%9MA_l}tWXzE|~j9`a|zjPY!HpCfUJ? zxN$iybE}HQHblq*2UH64t)vK5CpgcA3?GsNJp4r7-+!EYaeiQvp?W}XUuKm-Z1enFo!)d1>eA& z;rMO;+h=L}AvY+aKrf-)e?!{HGwA%cg9BmZ`tM97Juegn9)$IOvy^Eq9S2noB>(@- zQpWP48I(hYOMg5t*+_Wj#Cb#Nt1OK$f8j=cz55>y38(SZ?}Q8%QDV=&@)E?K+^>-* z)x**!nPPHr)-8|Jlu^b}azbBH{`#1XGigRV&_o48FBg*~N-xF^?3B!ab}Y?6p00C# zSJs`bMZJV1k%R`kB{WJg;+ib(Yk*;(9BR}XNQpZTWll`8XbwP{FPdr2KM@yZR(WL@ zl`6WT6fzw1lB3w%^A}s#U0XPz2`^HSS#^R{ipL~06_3k>3l9G<2#JYV!s}9)fc9}E zM1J|2WTT*i$!5R*B63~s7WJTBaK)-N&x1}rM2bd*8w3V;B8LcsL4;FV2kR_JppG!b zl2enhj;Mot6Yb%igaxS)!zzWQXh%?A9%GC|A(XO9H7x1M4QjT~nM`Y%S$7&=Y`bEN zXwq>IF==5XkYI7o77VRLNkTIVCe>0y2Bye{avnhe1(B?;qy%$QwU%WtkXdmH%Ghzk zX?L743eo{sQ8{Y^wap09GaGl7cFF^Xo!;J>alPjmFv}vmD7uk2vNIC14B~uP-Kuzl?Oj8 zGU|u+?0S*14#%@ngo8ymI>THg*T={9WU5RF8rlJPOF`-}h7l%gWzeixv|~8t5)w`O zXMGMQ_U(O|v>HwO4{sw?Er1_wxCJ|}rhadZK_0jxFE61#HUT2ytg+3XFpB%=R2~(K zcvbQz+K5oH{C=z%f>)q9KM&WxVJaLS-M*c!L!{3`oA-Uk{3C?hJw7ZS8IbW?*pyZE z@52E2*{>H=0-tO{XprhljMd);0^hvt?2hsiun~7=KQL`x!_=u6k94}#@N~2yVFm?l z*Z%(9^mwt;`8&1#{Cc^+kLlS*Y&rGm)#<#)j3*Mrx0s4@ z65dQm8#|K@Iz#CS7;AOL<3Qr#>FS#dll1`}G(dG-YBEgv98jEk9JV3^kfWku$x}xo zXL!*FH-z|I`)429lYUU+84?tlJJ@Ain$wuoG@A|COfu=!M~_D%-DjRlpX`9w^N)eM zTpR2%wH~`du_6Za2^VL7Xwp`mW8~eW2bjaQA|rc0<~NU7<5a#zPtb0fXonyHQzk&7 zMTsCGcj-Z@OFpSoaD3_F#cs&!pLFs8YDZloW>%R zBSNqA85qqgk_}-7wp*ur7(%!?;j2yqp+pzbAnPGVTUh+#Yw{#~RoC6l-&z@uM7uQ1 zPL`=D&KCFD*C^L`9KK@X{Yi+{eYpH}OxvUO?*d9$map@-(9eSJ>Z3u6**t)Kj0kjfG#h|0^}$-YFZ_t ztoujB?n%O23#zRiGJ72&2Levp4l}ib12)@^*Hpzm5h6tD6VWk*Cngg`|3rV{Tfg?& zCXX~BXMw#kUw!v>jZZe__HTgVHs_pr)t#o>OlFIVVZl{VHYB#AGM?X)#2D#i} z1$O0AU`xo^a2^P(eRm*_1*QApvV1=Hg>VBVUXsQ6kn^yZ3XfhKQC&|L!J3Xrh-#C) z0K;}xwNqEkn#?(VhqXd~`1o?Wgw{G(-*2?L%-|KWjK+L!ZaHI<2NeLiC5#O$vda~y z3`lkKL*V*Tv_5TxL?w$or@5z3%nhhTjpP}eIPJW}7d`K1NG73{j}5c(207`3zNu-I zjwuf8q83fS+ChrrNrOld#Ey1z8v0FUJ9noZep+@rk}sWDXa zfWzG6IK(E9TYmI_=XNwr*+90#xNM$*qRSzTe=-D&z$n|~f5QyIK?w|ecmyY|{$DlwKfPeMK{w3L2is=Q4M$G? z!`lx#fb#`~Jjwh9UPlv1H(~)t17YE4BRqy%Lxd)v83O=mO;lI@_Yx4!{}^tdwoyI7 znZm;??)jd4Ll!Q?k^JukXisqHZT+C|HgM2IHZ$L_LB_Yy|78teu`>SuWMr~3{pbe_ zVWyPuvGU!|`4g?e99r|3>*JA#Ehh2`Q z59d1cxgEBmo8{vzgpk?=(#Kdb+huZ3w44AkX1n_$nc^H{gK{)__}@;S$;HC^BMl)= zaEbW~B-IsTO?saWw$2X^Z>QUd0T{ic8;PM5NgYjVcs;K}9%+it$%j4zyiPmWX}Ffy zUjAtPKG(YVJ=}L*?EVhwE)tXsiiwxMU>5Y#t;IRxXH4hl}RDJ8$^GlYg|!wL7QNv0C^&rA0Lb7ScV2^oXkUl+j}9 z>-!5ub2`5%V3P7~kBuldCuV~CVP*iR#YJ7-kH*5P1#;32>{l2L3^Q>S)X-bIpK}V) zzx+O;7DFa>?b(omr~{7{^v;@h?1ZXitD6gmkNqtoILgk?1pNJ+-ad|?U>({ooQr8-x_W^C_w+BX%kvj;6rAG8AarZ4mm zRL<_qz|2DAgR;tCq}^=P0@D+r4{4Cu-yq?YI$z|MCU^Y`wKunK>U2Ma7~JQOmtR7n z1Yb%bE4H4w0hVi5mLpV3+JPMz@?Fxu6XfOdqn$ykT1{K@66F`ily@)f9WtpxX=rti z-#*!^aqSZ)WLdyfa}m&&Pg4O(UO#bn2zVaNQIyN+>8M7chN)g$a( zESk-bEopq{z*cOg3T}n&F+F)(v_3+oq5Py5%S{IUq%xiSd_Mmk&cgwRT4bpEU-Td? zH4;bBFUTDlHcdq}LRNWAS!EntSJc4+kQj?`Hr{Aw;zM)P5R>MoLfe$2Ve|Zi%f_`F z-JogJ2r|jmOSs0mPlnu5SiX7Iw{;k=ftUyU;mn>|D;qc-+6s;plBz0E{NO2?9zR!p zJl;2zFXqC_Ga*{#VFSVo+K3aMyvepMT3R=itvPDC5A7VNmB}FOb_Z9X9oo8#m4z#;0r;eU`Q6h~i@Pq5oc6l9jFmuT&Bs`P4>$fOom{tZj*YUtPtzn_lSCw@iQ4f1siR~GFt(=>RB8rwF2 zwy}nkD%~SpJ?4U@09@f-Ne?r_44X7#*!2JI;e{2(@=C#z}k{DDWK?nhr zqz`gLVBbLtBmjUZ|1vz^E+Rwt><_d+0~1sc#@(lo`z|xw$NR--%^c4YDoBl-r`pS~ zDNGreG#;;WzKt?8IQUS^%%i+R)pXfBoVlL{P7fpvU#)9;Jhs?yZ=3h&yop{>lUtnX z@-QjsNu)yAAcHOl`G%+tec|_Y(aXTzEFXNe$xl~{odZDgMdmu)^>W#z?dH>PWf!nE z-JILmQqo;$Ku*Q`N00?yq<}i=w=C~uUdGXs?0am+dbAj>AJ23-Cc;RFZE9CnONtBsQ_>`usaFt^)-wnapSS%!}y|8m{s&-ra zbyU`jCAkZrz&0Ma1ZIK(=aj`x6Y6@DF0IY;NmllykxScgC+o z$ZNzd#7i~1fq&cTfA?@S7oM$pWiAT4YO)eN4Xkl=^;Ic8>7>h}*>3z>cFO3qH{=lF zyhccN>5%_K7i#RHqI8yrls;>9R69Sd^0;i7jAjD_S-=+&dyUuA!^}>VMh}QmoRWXc zSqLLduPX8pOk)S*1~f0Bk)JsQAZJN*%38SG#;$iChhDVw!LMhv60zeYsm|29cn}Kf zLrvy{=8ahHS=(!zXkSM{dB2E3MMiw#Ji|9D6A$z+<9% zkm3O9J)|@0ClI2to~DECB1eTXugl$itoH~es@FqL({>2hp0}Ey4r8BiunsNmTWZME zr!IgNlU4i}bizY+f{Ho5k@bQ5yPzzn%BPJ0G7ufyC!77#TloG#UU!3df(yqfjRqN@ z!h?>;b`UAyWGpN)4ydRYT(DX2&||FP`e6V_9B~>D(WT?81{Q+PX-fej1ePy&fRJ(Q zSlC~k_~~|TBcx{|Q>7hH4ba~ZJv2dtac{^=vI8-y`e>EE8Sh61Vq|#*)WeO!Ht~Y6 zA2lnkwLn4KLJ9AfA-dqr8lNT^OGM}^#CIiC%v~D)Ynuoxe;lV3DA`h2k_b!=e zE%xsmX~p5Ouct=vscGAXLGG}yG6R9SeG4HtIbDs!}qudjS>r6B(qxpTHvZ<-8?^?C7iQmr~i2E0EHD9~~LD_aciZ;h`XyO|me) z0j|JE!!O3`c@^&Yd~4@&DP83Cy{3i%fn7X@hg>{9Vrf^`F%IEVS=AA;Z34O>Uk|)J zH&jAPr-u%xj9e+AWt9ALhz9s0vhCf1Jj)Nm(@>`f&0zwAy$WKl0$fh6rskf^GDeOG zykTAEtPN#|=|Lquror?zixKEv57&kjU7-6v$^p7~+{GeQM^kjl+&|D19yzaPW`e zXmDmFQBsj-lJF1wpTK}LaK?8y)+LYELti}Nlnh=L@JSDbm_o+Le<@*%?wJZ*=Ht7y z(5Hs98F!+LpeNsdUMs+-Paqu+`=$m$+EFkQNn^Hlap17DsVO;x6CWn>*m_VAhGbx6 zlo@G_S_UqJ2pbJm);b&3+I<`#c73%dncU+k9K8YmE~BdCROox`7TU zbX$rjpunBJdx>XOD|>f0)%O-jNZi?Xyq1aSg#h{jU3V3y%ru5dS?{U>!eV1=Y*$%s zw^tjl+iqBy{w@IG*9h6Te`p!$IV}qzreC7uusJbk;@j`EQ`) z${V;kx<^r~eI+NIGD8?yzs#>RAID909E5&jX&u4IP>*N0j_x*#4Nd+0QZM_$#$sC# z)r(@6R~Oww(z<&j+cf@cC!YShbG98&@1nbjak`|p>I4V)HK1a3d6{2=Y?Bwu=iJ8Z zvbF4G+k28CGM5c>i7Fo;Jxmzd2`5&iWS2jjjurza1(^oeH#o_Q5AhZ@G7|y2dKwksSAwl#>Y)vy>eR zL|s;N9A8;ekxV9`YI}~Mvup@lRM3JDp*fAo!TkUm@Iq{nq_^rRBQZfG>tU51m}MS( zwFf=Y+RUe}>Fl>=;on{ z;pam}t0dxa`9zf#jXI>L!0Vl}b3eH@;P*LqH(Iix6ORe;=3BSL64`Z<9*Lls)If&q zbywE1_I4Z~qntr#mWddYcd)BJZH>`}zPm4pgdg52a-THyGqxo} zRSaBqu?3M4#^zld&TWUJ+fbrb9vf~ET-ma|e3f6#Q@m_cjmFa_%|u)ZRT-eXMZbnR zqf5w~S#}IBvY-r_dcdcUDx|*;9UNrZs!>Y>TNZNih*&OFT!rF;8#Ok~Z@a~jlmhKJ zw$g_Wc>?{)OrMOlN?KfPULaO1gDf&hJU~nl*0=h6ZmEj9l|(H*#H{@gAm&>Zs$8sf zJiVZ4*J6KcENxpb_$4WB+zoKi$vR{3faQCO{__N((vjYO8w!o2;^;}9%JB?&!kmr0 zJ41pdSJrjP`BCVaeuW)03)zIP#`^!S9wW-nI%*(PRZnLo+ zESEcSlzlIsWX9lI?zzXykY#ZQ=P3${n#KoP8i!3p%y;9X0`c@({1AKU&8yTy#%`Fx zm!-Tr$!qy||8?v7ndmSF^g=rFX9l0LKBe%x$rEGQ8^sboipb12=(rzH?|+en{}_D! zM=uD<%<@$Cs$C82fLcgeDNc>i z5+=3u@&AAc;W-18Pi4MHz^pjivHrfXPN#gHh0kr#Klx(2J5|F|!Mur)9v(N9ypn^% zGA`(UtuD7ycO<^cu%f3fD5E|AZt1Jc_fu7MZtsFF0KllgB$6F{r~%xvu6GfG<&lc6l`6xOVnAut+V$zhQ`jYWi8j`C@%kMVTB2U8 zMm00)7squh^R#2Jvo56LGzuWtnRoHbEVP8KtNQM790%^&#p#NV?x-?d5KR=jPBImo zB*X?Oa1wo8iX~Uq5oq;KN*mGJm)NfvD+bi>!^~LanT=TuSJN;X>}tWkLBCVMB6Hf_ zo&b55^X{hk1lz$5k1>HMi-J^Z6v_1OHKH;>V5gX(n|1iG+XyscIAuK(tZLshJ7$l* znPOk)$tk6=d8iaIAMj)aN&Hu;LVsBl9sq{fBswCuR53%PH}(up4LVDG+8#|1g=ZphLBPiq1ONse z%oNtl9F$Yl^gmT}Rs?MQ(4+ycSyz9d=Hkr}qpo8ZzQg;3-@^ZV!^qP55_FFWuu6X7 zQfNf}leKruN)aT##cyM+f9fldie)WCH~ck?OR>tyM-w|+R%&zP!<6nlNvUgas4?MX z%*HxTh~eFk@S7PQ2t7G%ktn`MEfSEfdtlJh%Ju~@1pXi%j_l82IfGj-8mjN>R4CCE znRDS~g%UdMyS?zRD4%@?sZ#u_rw9Ag1VKu7=YkGgUn)AB1SU8sH1vfR3ie(uu)~T7 z0f}~&m(R`vDTaFTlSh^^_lP+wXLZhQ2o9WXVLB);`S*1gGCo8V!Wc=|OCrFaId!_j z#6yt%-S1Pj7&|(rpG3B`0H5N(sHABOThCb*H2zlslsPd*o4>~s666yz&>og2epO)8 z1J_iZBDJLH+oRhoiC8PVYI^0(yufDS#WLqm?e&h@d7dnM6Z+&1w(;+=qC6N@67gx| z959X<;9^q)5K4gX2^dGfyDi|AAurO{{$Xu#FH;@pn8{3vu<1VNC_L);!SaK?N%A$r z_Q~n!CRTjQQFb$GLc&GO(@_G|?opI5yu=|4@vXsFUH8uxrRwl~4|%kY8Z(0MuT%Z? z=}=Oe(!dxL2cd`X+r05c7f%J#bMWTq%qfht#~GVncSP!E+{$`YWkP_QVH&X`4Jw>` z%5%6BxCr%fOUz)-h~guv{6WSKfdEI^V8ti~D+m8p$zbCo9~_8m3{>|+d;CN}F2|3o zJ-&9LvYzV-^owevDhZF9$6rLB8OSHldaJBg{R?QAP+BMav3tbIyypmDbr}Q~f6=RZ zc1>_^Z51k>f=8B`BHsY^-fLQMWp)*D%dIDCb8z~~+p+QA@Z8S|-W7GU)lTP|#Y*EhQ+E}ttcuf|o7cAuMRnCrM%VDqx_%Mrv*nhXb@}QHUCqQud`-g94(Fu7hQzIE zSkF88TZ_aUn|B4T3vdx!cMn^|b7>d_hHNP;5K(bgR&#UV7VUr;7bwX7l!J?Qz7*Mz zh%)#!1>MZWVd1y6{IDR_&-M*PUINL0eY&pK+`(V(UJ(ZNWAt?aKV zk7J(H(g5dkCD3M|DX9F=hB*PQoDkc$NrX4!=vK3NsPExQ-F~`+Mxp~bIkmAR{tSX! zKFRNybK$={NC|*9^aKYqWrg8|kOl{fdHmKxQ*J(%0XlLmRH*Ml1EbpBB4q7xLFp~) zb1K=i&fl%1JOzv!xrrdU~~e^cZF`ldxzp#8F*(nyC@Ap zy_~P9z^6nhx8!hX^Uf@LUGkE1dC0U?smF*(c!Q~Eo-rtkc1@(EKA{>jn@F{T4YSX% zo~LL}0%|P{YvKsy{%LWjhy=S^uc7*62_iE6MRh&fLuW>mgBk1y`hs(V+?J3E_WKv` zkKRQzU(O9M97_%4zu$y=M|~bxx=9RVP~XBIzl$aqmZw(fO>0{&%=0nD$;DbIvm3Tg zyiiz6K^US{3@556$bch26ifA5Kl%te!Na364;Gz(Bj;r7WXVnlLpK*Sj+J_v2W8a1 znxoG2bcog8rHAdIYh+aI)f&=~q^!c$48Xqns^kMioJq>Lbgv&a6p2W`j2;QxRH8S! z<=d*mQ^<|#{<|d2%$izX1d-&z8KM*PI$lM)Y67Q!T*|Ph9U7+-vG@nHlc9W{+?7Q` zZfok0h17+doH+4DFOZ=CbNB9?_TU!I- z!>PQD+XHQtZ}+KcKtS?8M06FF zC=$3}e@oo+3?tdqPgziTWLl!0M50&%>v2|qDyvbAj>n&j;ne$kcz;?Y;JDqOHI4@> zX;%M)t6Q7aT&*@amL_TlZ-06@7TSp?hRfBVL|R)1QjE%pb-RIZ7HO z+HGWp8^NN}ui$Gwme%C{VQ?JAlVg!F&l5#hdh=IC8%*aA>oCtH4Gp?p=zR<3i1 zUMO?K{h#O{(RwaDXW^X*R7(p?)2B1jxsZ~Sf)nH@aCPyf&r6qGyy!tyG#E|3dU`_c z)oOq#g+$Jp!=q6X>wUTR4IatRYPtB29ugTyWwtY{H$<|I+@rvJW#!JqcZ z48T2G-(%fOQ%w?>rrCu@%%9+`+{kfF9Cs+hl<{KBs~qze1Y}sFY1_PF_7U-5*bQFN z^mgGeTgJD`)0+VwgfNtID1#xCfcHwmhhku;1y<>NVdQLyGm7%5#4mADl~>nj=VAe_E{==O2Ir39svvu z0t?1O+)oe%46+Yzi#T5yTB3}S%3Ok?3PLNkJUJ6`dCqg1Kr}b|(vlEo*gmL6mqYZc zB^IWnNXAsMkUL^R^b;6m$V)68zL-g$&BDPrOgX5jsC|pHMgZmv7Z9k}NX$E2G!>_* zKwE?pB73LR696!@Uk>$9y_&W~k;vt7f~8++i3&H!(SWX# zZkQ=_8M6E^iQq%Jg>v#6O#6$iTiThf$&tFp6bLpH=jQF161-SJIbR=!Ocsl!ZfBf< z*F4}&en~uFPwp9E2*7fwIt7zT&tb%uahx+?tVfzIBG(9~xD*|IGPVp#FsdLTD*i1l zq_|kfMWHbdG@wC^T#^a#Ar1XRkxp#%m{0&}ULBH&m1j~zexe9jk)j5Dz?NRacoV~^ z2~LF#T__DE^-N8i^UM1d$Okg=f`_SSgBV?MG9tt>U9|-a37{YXq8vc>sK+|k&^v_3 zQcPsZ%LIpU>2Y&fu?jGf9~cE9=wthQ?)wh>Y+J(&(QlpO>Fn+PnDe>&D__H~PK}yA zQ1Pt5PksQ?mxc_y|F^;2KsO8RV27eY#D@%|1~{z{3jx94PekNLlzhER7S z*ji#iM|F+{=s#RK`wI}{@zlTG*%{AU;lT>rz;0JU=`?Q~*$eyW#v@U_SsH7c4O_Ui z0niUTnk^lwol4496?Z}SHvpb@nP90{@6Xa!?rZyVpfE=7-c(_hVh6$Ie+B~>LHvR)tG&6mdW67mrN-bz{ki_CH zg!mKqt26G}(6NY`e02})nVs|yQ-dz&c6RSz+Zl}&$6M4^k%PR;%5mIS$Dz~p+uqjW zK*vRJ=|%8}hwv7~8OvZovQ*8$)noT6HCv%7F`$6F-g1lz7Ih9przc|5cxdkfaB%n) zBN;b`a1x3P{TYt80Y&yHeUH}9(qnoQa<0rE(!#QBIc(Xz`Y9Nog^4LncJ0KK9IEJ<94xJ7NIggXwB0d-(t671M?{!psRbX z#_L{rob#ye+eM&I*T*~9q-YrqXmSMSb%=4UAf5-4ufS<}wgtJMQ=JU&#Oig5vg;nx z(s;984HgW;;ZZoVb+rEvbtbVd!!`(EkKPLm|Kfdh|?Xo(BSCx zz?P!N0>w;s3W2tl%>#e|a`GMfNkb0}9)ADy=z!S`?ss{BUp;w%y}swbO1}B_ko9HG zzYQ!;IuUss{qQ+qHjdS&fx&BRzp5#OX7j&=8=k%v}HB(15Zt|IeEHNJlDt za}>FE_IE$kz_4-kv;E76*DR_`>j$kw<1zU=P~skn3k#I><=@$I?}17C1ePM-iAbV3 zOSG!$-nXjGfMl_tWCw@qYlpnPzswVgd7zS0PMk zy*u0T74jA%-aQ-iTOEBFg!YgCzxH2N{*(x9eOrKhN1+5|v^*1vSN`2PgzLDQxMjef zglx=bj=pUqtU%NS{!F5xCezLiuWwj+bH}T9Fw(TMzXNew{gRROrjFh6JKNno17CKI zH?@r+NGZ@lUB7>kp^&+tAjh<$7xyxF2@r!FK3p|Wegi3$O7EuJj>44#77rX59k%f8 z^XIJ*C{RI~Shi>4Bptszx_-1Ejd!RB>ivI)6h}XKckB2ubU0!Zcd(y#&hO|ML3QVO zbJJhTZgF;}w{ObUF71tguPz3PjyAP?&k2K7T;vxUGdiuz!!7KKAn)585w(s9Kj&vP z_a=2;P5QEqFIoWS)hFM8JLlTgYma<}oC@Ar_v>A+;52GSvq* zTC`Kh0&I+W{apH)MLz-JyU`(bL z%G0Xpv$nMG1{n?&Nz%-4(^xHdJ1K9X#0tpD6TNRSkzrwZl?e_Jt<@v2OSQ~{diG1D z08N&<%psg(J)b?G+a={X!)Wc3_7lSPi8dAM!w6;FIHKZ)0FUN$n3_M9NsL1Qw)h=~yBaP$c0}L9+GS8SS8K zf5-qSxhN370F0qO_0xr~wry1Hd@qt5oa1+1HesH>#@~0qz>!2DlEu1-Qp6q;8pwnR zWr`MBkuh9ozY__iXo?VVm1?kX2AEO=%%KdZ#hUdyQ+zaIlPvcNC<~8X(2HQkq_0wYlZxTotntCAlG9)sD2aFl z9?*0ot$qW$w5Qb;IBfbuI4pD4-$ubd86dsok#Oo4^q&2I3$%KYaPF)O4Vd9Dg7@%%Q0ChL zXeCOMnq<&9M+C*1XsebDJBFg>?U22}heio+SwdXH$F*11Pf;8I=roaNa8=K{&Ez{v0T_$nohG=zhfgHE1p&BgP31yT-q= z17t@)7GZ5V97>^`k_vqKlBWKF0`1hcQ-doYz{hp5zzJfIX;4%kGq_k)rzfGSvIx2x+vMp?*u-UH)2MHn$XM4L_anfNl{S%(ib<0bJVclV0xgH0xu25(IOU(4S^E! zLINQKE2|?b^j!{T)&Z3ujZr}8ipJh|=lIEWMI8)fL_)yCyf(NlqO>?LXn*~T5l{gu zDj8+ARK|*!1WvYBw0pmK3m*ZmN+Jvs?YojgTP;hxo=Qw+dROdkwW{_IIm@Z zDLu8_HNSl}@K??%DoawJI|f03x6_lSrL}A!jDn<%Dh*krfg-ZO+{)iiB31$dwh(4c z_hsyJ``4RW3@@C~4MjhjDV&b?%)0p7g#x7{b#T1Y8DCi`EA@{r+EZ8Z+8z{oMo(DU zyi>QvdWQK;^C%zx#AKLBYGwNX7FZGn#)tSn(>@J^1qSey}i+yeInGy^aF#%z2B zhyx69U;KLj=ZHS`3|9@#ghppFPQ_*pizV?^{5 z?_-D!i&2uy_{1q0UT}%bL-!_~qL2>eQ@>fL*b}lnVr^-^A%}819(pi=0E+%5KOi*Y z^=8Xl2{pJo;MZoFej9t_iwHg9fNnVm|A3PKAa5FM-gThp9ub%)XWjdazGb;?SAqy1s z4f4pvf*&%O;ObsNEL4X%Zxo1MHiU^QtBkUKm8vv$B zXh2C~!Pj8f?9ejr(ubETvuTs-eSd6^XH+tz)?g<2#gAS@=pagLZIVRi$8Iwoz+kFJ zTGf4hEXJnygz*a)iBz&$=&G$5_+wx`Tx0hor;3yz zT*rE;+~v`KxzWBzlMUc-tVSgv=%w#X`zcz8f-yBWx-tWt-<{1C#at~>LM*Sf|Sdj`HjJnJ;N z{ehGwZ6-<8M(Ta1p3s*#Ft#lijD-eR*yM?8vc@9BJvEa>3j{zL)7ZkqDJ51;J{!dL z%5ikPYp3MjO?OgmtO7@NlWOmaoRLl9Xvdu!q|gJ*{F=bA3D-M%1T)ody?2X` z{_48UK$X3|O2cSqsO8^v&~5;F#ymXj3hG;ymdRlr%wVxpNTTm;x*sCYHi4xz4MDL`x*SRW1%eIv z#}D* zVPV&39(77jnhf+u8L`!{x=PoNQ{9c&8^UY5Mmz(Ne*oaJrhMctQ{^%{lFJkin$)>$ z=4`P~zh)PdDzz7acGe>{7n9u&47Dm`$Z25$`SG+7*jR>7$+B#Ms%)R#TAM5gS!^JI zbK=@H#J`3T`oSzI@Oz~34}A)`2HmmpTP3~&@Wp8FsiB(QGEIxqbn5ZkW7x1N;e{4j ziIQKRh!Q{&%=KU64v~|QLqey#gW`|Je~8#`HcERSqYKjZF1?M_AaRnlqs5yGf~x*x z4Ftgf*A>X9xNikwL5ZwsBDLb;6|sXAwjEHh1G^9-SR-cby1?)eNeE&TqYVawd<*Q4 zWX;jcX+MOEq5Q@Uhe^X?C~ADz=tQ$gUO?OAG~jjznDu2HmmMt)rytVLiP(o?-3#X}Of} zDfU~m{YC)i%)-Yi9v9^=7-yHsH#Z=fIj7cJuU#2ZagY3|bi6kMDN&bOuNniLp#GSU zHuJz-QBP~6H5*03;pcy~Z>Xo!lJ|M4p@TEphT8|4S3@FjdFZCu@ zj|+B_w2=o5kM^vt-A=bbye@KD7gdZ!6E97_2h67q(nz;EYY#ci8~x2?GX%V62spOQ z-t@>gZhZ# zz}(2}kE%(5$`4pE%wa^n@P^I1v4uq3paSesM-Rzeon7+6Y=R|Jj_gZUH*G7W*W#Z- zCZ@*kCZC07)P-q)&9pNVA`KF1?KpsY+1}J4S%guE)ze9uwrq36eGAPpQotRx|51=1 zu7quuIib)7NtMiRJ^VWQDK{854B|f>Zu)F)vsc*m6v7c9+vxenf*Y&U)iZT4*n zvRn&ggBZ^F%jI|HzaKS%#~MuxO&0d^N)4#d|0dCWWPZ2D0gS>k0x!67`CzQNfP}G+Ht1LH9aW4OuO#2;dS7G>8!owg3*U3 z>o?_l4q!C+!-}~mOOHg60;klDR{OE*mo49yf34|3n5M$9zxwF>@^?28tCnM;4P|Ll zu(qpN?`{mGoy{*1)Q#v3{B8%ZC@aj!20IqB@g3Zd)>=|6G z&&truXO?#(U!K?D#9N(qe21**(fjbXA#0E0eWVu0OmFU->vFm1qnKCf%18(!`$+;` zmB&>OXu8}VZ7!Z#;3IVzwopK7ckqM>^<25Z_cC97)ILjy9bF>=zT1&i~T#aJOMZL3RiS;}P(`5uj9D%-_I>xsiPwczN zL?*r=F_(58{*Mg7`rn`gP$uU8r5*rUG-O;h*^z$85VuQ(<|H_KD!gUx+iOyboGZ0FGH^~N=$-#%5k9R~0LrXfk zK28KBWRH!!2zRvqFl2591&p)gER@h*0j!H!oX_b+v}S(6Hhmd=YcP6pm9u~p#YKl` z6$W|B1T*3-lhm9>ZED_sg^Tgxrgxjh&K!kALcEyqOV&z zIukHtivcCbF)}y4&g{f9IE^N1*Gf2lrBLFgr5A__xk!r0Bxz&5ay*!dQ;@#vkv>{e zq_ejvK9C&51G6~A@uP(cQ4TI?!&=2sDsetP|LnScJMUzk3!{`r`ec2-Zr)lFKS zWVTUj&RX7xWPbtZa2(I!SUeZGoverxbO&Q}6t#Qr^uN9845m~>QfQ`6}wd#>5^pNQAV-X`&SV z&cmb71l;mpZ>RUTNmz)EV`j=Kg8m`q#jZcKUa8gEglONxY! z*X(3x%gH@y9tHq07BHRhg)`pPqxxtsjfiC>w5JX2H5+}o_M%J66+-RC(SBq(AWJJf zggoiuYf`;YnZJ=nOWF=@P4*b!qhDM7}wx?2sk~ za9(7myNS@J+Sqe~8KP=eo1w{=8$Isq^m*8AOvkoCPIvoiDtzhP3dT#tT<~?oiZ4QZ zZ}>-#QyYMt222a442t4?Q|ok|PrRSKt%mG$S5l^~3@Tw2Fd>HBr-EFBTP+IZ+;6Lu zZ8V&*u!AmnYhMg)rkEY`2N1gOl4)Tw3`7lf26j#-HaLol)`peAInjs)*}^B{wuQBu zu8brNb_K&t)6E{QhRlhX`P#~cDG6V%M7_TMN7PpU#j!PQBS8`z7MI}e?(PuW-6gm? zi#r5g+%>qnTY%v1?(Pmh_q}z$zjkV?&vc*eo~=5&vps#DCmpm8#DV&udQl%QQ=_bs zOLRF{cxe01vuy2SU*F=!svOvs5n1pOig3)4R60aIBatKF*tfUcv$*K^HCue6V<7tl zIzmct|Hz8pU+*;*u8#1R4s1u0T^;TtrJxS03lVlaqgT|gk`0B8SKgMowyK!IdqO)X8d`AMr5 z^rDR*@(d!ZB6b5}C2lSrI{yC55xVrFUBs;^%ZV+itYo42rLGCJWME^?jjMB{Q!QIC zUK|y~p0L~Z!OOEk_RAczEm3oFkA5XU6gHD>5I=`r%TZ3tA@dHn#I(nQ z8@-#W^DRCibBv4$N{LTm+vz|SQPxm)T&?KmfwzesBbIr^A!NP_m1Ne54!t!)!MN(E zP@eFQQ})Mk+#_})Gj{R)y>YJ!E$;6T=D&^BlkM`4ykk&wMOU7vA)_nd#G!F~Ff(?X znF!!{T&U&|=i<5naicB9l0>yYUabpZVu8yj74fW|6k*rmhQQ&Vh3LScV!vTjlbM+VyWyP^TPlgJ zba&(PLPe7alTwHu2#rha$%)X5{_Lr=!OQvGEHMu-<<69!36V#X>d;h|H2=9L^dsY` zG^x}rjoJG)xW_yiM@5Ge{3FUbw#>$+;jl0#?=B_~tS%0l(prZdQw)YuWnJz53v|Fy z@(h(~P-aH}4DvCx6e}7L@Iy9FcvmN`U=|Z?5?4luoD{RezajpMl-QRD-ai0F(kU?% z|HwqY?Sk5#GE^r+RJz1?qnXl?hCRvHeg&lSb-u%pi3z!JjEQmcP^a?Tqb%1xx4J#Y zPR@amksZv75I=A$0wWIG1#?yjw;=j&%7p~y`^zY@J*J4wsafc%23Z2?Qantm*zW0_fH{o}cTmsibd#`{ofc1C#l_|pw=Fo*h$l)HN}C4m_xF2BSzY}6 zZ+8aGz(#jAeaY|p1D8!(SC>ytG)Q>!MC1UUL!#U9hgk<$`D{We{)b94Kr2P$bvZ6U z=9~RI0#d8|IMW#alKe1;Jpg9SiD|dDE!+29eld<;XpYDiXffwjY$q?Lr=#C2ZJ3gu z6;Y?Xh2?eOYK=|a#jv?77hGC2697zR?VC0!0AD;Z(Mw0~QO0`^;XdrS* z_t#dcj3N!i;yUzeC!(wJW#ETFkDVt?X9wA93al}4OgJm~bqb|%UZW_Zv5|F4jiY=k zRQ7V;h8y+<5ZiaGbs1B-DmYmaSm>$S?lTN50eZVGi_p9vsJ>K#w`_W~(l_&2h#u;& z^7V+b7s)@Rfj8tfzac>SlM*jFbJ6KtpR zgp{WhASU&Ni{MzWPtJ!PDWh{KAqV?RS)iH7vFN1k6|SW|7lPQ z`#1exE$@QeeQ!BTE0nu#kkKhk{^C&=P^`kt+JYoeu|)qKF|kDd90sJHM~F`VEK&;? z~-bgN9X2zS#{Yo1j zH<<+-$J-(}WUa=a+;doP^x&PnO4C*Tx`A5dF`j*M9hxBKOW2#M&q|ooYuTh1! z$-h^MNb0c9*E(qM;U5Yvww5k0>>ziwCcF$$c0Qqi4UafvkuXan&Oym2~# zUXAWA``>{dyK`3qjt;NaXO8d3-$Tvq#y9AH$^UwPKPrA!%u=LTA|I>lOBnd?cQ2=+NcS zrKcKLu`Dh4aA+V?>lHVe3~(=Wb2*{Hm zBwR4mr#ZB1o;|EhM{GKdDZ$WoP*#J4wBLpQeLS1L^&`NCSKc>D6`w)hdoe$hBCrV= zht4%qSDf3q(qL;-%nw0JYr_|I&Q)uaKF{=whH!|3Iu3qv)?CUMop^=|Ovn&2a_vWG z#V58cD~w7YJIgU7P#Wy4CMjhztW62dsX#Qunk!s2h$(Z?bGHQwITp=IOKV~gATLfd zTSFI$kq}kiczgd>_|AgD6Y^V6N8-Joe>6q>i7;tX-L3&%=N=%P6N!q2t|}26it8vK zfN9S2 (){*n0B>*h`MT0?>6M#A8BaCX6r_XU}NV|4Qakd~w(wIRri;S~cXvt5a zjk)Nvd@eoDWt;&Fn=u`ZXry9#3GDgK<+41l>AY&^XIm2?FP1`%CcGvLe_IN*$vgt` z87V5c{+<9R~Nlf?)mW9K=HH~CNlb1@BVC#5cMjq>I_S(}7sSZ4 zhCvvtnf1wynhO;#S^AMZy zK@8bO&n|%WVSOgFMIsq8~2uh zb8YxqQ9|L@;ffN;jc+q;GK|-bKQUXu`+yI@ZdD>2Yu_|q7fn}sT1i+)=3opr@L#lF+ZzTcIq!XeoK{^PU*^GWI6E6 zXl0{mO$1i8KQR;UXh*tG7)O*WTw0phCN?Cj zyg|BZqjoFu;@qtHY&1hkg-Rv3^nNlfaIW=R$Gfy7!;ge7bMdf@ma-W@a7o~G%>4$4 zkbbCY-3QjjMvl@m?{Y|H<)OkEuH?t*7%TfUW6JLrbjrxHCa}puLGbL)UTwa&Zy_yT zp?+y|IH1R;CZ`>HW-Lz7X*83N>a0LF?L`z#{dOtOYvIdGruCo(%#wop=}?N%E?i!j zWW5TBp+{1kS!B)HR9IQ7xH$or->L79)YgWk$}6xNv#y;{nfWZOabm2h?K?c<+iHqz z*ThqyUDXR4f-qONps<^uQrm6fcL7f1Os?%k{mtTfHj3EQ{?gC1{`SwsIkmWAAV)1J z5)%Ayfq08TV|MFs@F%^S3>~{$M@X@hAExLcX&DL0WTJXdp;GR8h`qpslzXf}pC_`~ zfvF8D4fR~y<NcDt z0aqkLI1JCA-ur<=&|Z?4S|QIQ9+NDZ=JD_a4)X zXKgo6$BJZb!V$0Tf}2@ibQC>bP+3$lbvA24DK!ztx=+Y!eI%2RfSeB7+bsFhbkBRV zDp}Q$14A1_&?%xaab71$?RajVhgqb<*GpzVmy2!5RHOt_1pSz{!4Ak3aB5Oy3$@Uc zQJBWBif{)7!ZQQLy`S{MS*GhH?@9x)N0)zm^t>xc)SNL?3EsBuA7ij)k#f)GC7SW= z&kN5XgxegLj$M2U)z(f!bZ~i|<#iY?b3GwNf3 zy1d3bs9S<|xU-zHeCUBzsz}Vdv?nE7`;BxngjklaQZhCfjbfB-*I(Ku9g#w=GNLTH z0^W2HuH+BUcp2CKdt&`?52O{~rMIa*MOt?1VwZFz=NDrg^P}M?h(wEk~H8Qk|lvj2O zJZu21sdfJ}1;?*Nh-aRI_QzUpvbM<(@2Ce)MpYjGvQ>mWRyrOFT}Dr*oLW;?If$j8hu3# zqO_?~Olyf$#n4l*n-@{CM7RGzxaEumf!l#?7c2SGN~=|l3ATSGDZQYh-yTPX6i5u$ z81Zligis`drz9&XOhWZmZ;{&{K;5rFYQSMm4IezY+8Yx2EAYg4LxOofHic6Bia2st zjq2t7-E-we;<-x*8}SwRt6=quRLjSTq;%!OE)t^BVa$_bEb%FmB#IrZQomFzai?1> zv2A?~qEe8!-8ZEms{nu@Y60xR7ph)Kii)>)AmISFXboEp(pQCkzAu!$W_|&80-TaH zohr9Xl2=TU4kED-`)u`Ux5wwtZkn%4{ee#dTicJ`9*vXPiry? z3VDK!CTKf3GYL%HN#cjS&_Xxs({oNO>UVvKRARo>HqPA(=^6-_zJt1(uCZUg^carR zfr!xeeQs{F`uuw1axq93nFN`C;{v11N1xKad*Hbv!&{@oAC+MadEN8Rm=|m1-567pRU^jAHCffc@w|)_;7jid9!$P@b1Zz zhkjt0^=)1LOhKv&-Pu~$GI3|gKs4`rs>Y%Z*}HUov~lNnwF>0$RJSx=_x?Cj7x2Bq zcfT=d^nM#?+k3s;emuQpe{UANzw9#j>iBE;$D(o3YU<^_9P>gAh3-UF-_zAF6Hw-( z*4x9Im7iWCapEAdPTdX(H2T!GSDn(q&7YCU__BSL&cX6d8pl9iGt`0P)%kRO61u@} zaXMAAF^GGSW|pF0I|bjBZ$|1=_UH``?nz2~i!OQ?4mx<(XLOCWku0Ih1 z>KlEEcXV-wCKqb;#f~wP#i!e^1MYbSkjyr7 zrs}qb;L+>X4eV{Z55_rFs3FxV5tn?l3#;_Kln?A=U-%%^vFb*;?>_R|Z;8o8FOA6SP@U29eKf6&e$;UQP!_Mf;v zGBAeJ*2fnNP_luV8){EJAnWUR3qee9=;;5I9xt^J11!K<{w*+u^dW{Te==16uR=+J zi6kZi&hhWS+X#v9=O+rK!awE8+P_FP;-7>6RVZ1}kmscSbAYdl%pd?lb%jN3(#t>| ziTrmupoxzXMbr1Q!1*~Hqp6|@rP<)$>1a(JFsMk%|4s)qWon^ze*Z7NohK^o*Z<;I z1)^die470){%S0$pTmFg9U#y=eE*C8?uS+(`>z8)Q}-B}o5p_`$dUu%q&};vpAG;` z*LHw5y#F%ji2~$*{m+4WGC&gcUjp!%EWiTH^CxBcN<2Aq=5;S%NFm6J+2lzmOD((Q2O*+p2BuG%y z)2Ca%H^3iAkk#9#TODxpzmOnFaCEdL9w_uz2oNO{`bZP_S9CE5(6SaHd;%{9F31KB z9SMT*f0S^*4joOq)mHRRi1|(9NI1~89JmQLGtzaGbs6>qXC0{=&}V|E zbgEJl6>u0`8qE7$AS-D$k!nyi+1{jfi z05FQh^(2!`f^R6JOlgS{ia6v|h_*B5yc2`@zp2?rV*5@3C4lG&><$ct?7bUbs z8>$*eJPhE6po(+!xvGgfC+BafSq(?f=`BNr?!`C=u{a%zrG|rNEE3FerGr$Sk^Fq- z&wXFP6TStQrRqGBz=46c>4GPGu z81#Y;X~fv5<7A$MDX}*R_I3zIj&-p(C&UEGQdjy>djA%}i4-i0H43a7;Gipk1RHE) zqQ`f$`tDKCJPCh5nqg~yMyg%R-CTf!j*5XXzs{|S{P?%mK$-_Z1SN;NB(X9*9Gplx z=%FU~%~-)I6e0P`e$4NRIN!0HIbuhyEK`BR937dZ^uLAii>utsrO>OlevJnBIp z!MA!z&C}eS6wa_^F!K>3BrEt5w)-$BUNJgW6lI=o#b(6b5%3Uu5L%Oc-HxB_FgOH# zl+Du6hZNt?yCnsy6infdYlNAFMz{F<`QXc=Q5XBfuf_#FT0{iiynlS<%ZfS(J+fvT z(>q8wifMaKY41+x2%I@V;s9o3>dWf^5wWV_KVpW{oE(vM=HaL@S}5O{RN1 zJIb)OyMBL`>@f&CF!4+nAKo}L6}PJ`{(K;KYnTS#S#+cL%sH{5d@2l+Fl8bO)OAbq z)g~oL>qHPAhV%K`S$ykIn=(z2HihDoYs@`9NQKX!M=*Uv>xDD(HM2WI#gu3}^E(e=YukF+A^cVpp=L*UHO?nPGC4t&uUEj)jxj`gR7uKB$8 zx3}TBEkn7EV{<+K!ixx45QYvWkg*Dw>Va`2cg&Xy6&k}uS{5CFLEKL+il?Wa1>_$N zXQWY?{H7wr>UtIy+a()xq$X6Q6cb>pDuk|Ct4JbjBiz6C68Qkk0!QH(c5j@<=rQ*f z&j}S3K%%cDB&ME0Mkf{3gl1O1h6tIk`3rQl}J zoC)wP7U=GHE%>mhqpb@UK0EW_=lWn#r|cBYCFJ-LT#I$~<3}zlj{I=#r6a;8aLu*0THO~O3ilWaa%suvv@owvC*yw|hV*86lJFWwg!st7$^ z6o@P->c%8vijklUByUvf&>aLx`O{iu*XrhW!vvf&ZZucuw z<~MtJczWJ$6-fKQ9B_ZjFpl`3$-uNsnY3c+l)J15Sq~LY(H&fhgL$?n&(O@ zr3~4tWHx5bBRL{G57ZyB8SEl;a22OGnlyC^>6OiX84Ra{8;qDB6F;2r${w5|aHisj6JE6B<2U0Xgciab%diZ3@ zt$WL5$QCC6zsG*zlO-%0XK0UWp)pUdM7LF|wf|FJ6D9}RbFQ8cN{eRhziYOBf$2N- zV*hf$B(2X#2MxdUV3HUEV}C&xSTl43ufX?X=F6^o*w(fwlOHU%@87|tR|?k6d0KqV z2}WsimXC9b>qLZj6z+=24A~Hb=X8~Y#XKe*GD%>8=K zY5XzMO-tK`&|-t$O!$FFI8Pq*gOq6RZ!zZ%Dl;k3!gqIfOIrh~s>aVJZuShmKv^wH zjwL$<%sJimF1b2TJ$u*K@#Gs4$oygMse*DecXBP-0Wu-boH6+WG4POnR58%Wl=diQ zAtmi6kdyuOc!6_?GRwQUrLApULXLcAc&S}LMq%1ZBCstsE=*=TPJL;!@Yox~GNXzX zCP&ZCFgeOp^vCYA`H-r1R&s^1$eYXKL@_+ zD4+J%0gVLP`_2{?y@qV~x=lQZnzp&mlThM2@bIQ=qk(O!Y{zkVFOB73@q;P5Ci4?iyhUTC(sIzHZO2#@LS$LKLY0l-U* zJ2sz8=8*LpXlnJ>@B~R~!lN3`$9(q6Xmr3ralU-^FWV2!&)MdRG?B@t(r%9j-gcxT zN4yM9C9^p1O%xz}-r~S2XXs9-%GukHd`aO#VwEtl( zY7SS85~X!>i{K38#-@jMvfinY%bM}^}y4AU2uNp z^{0IJ;#OF6W0_3IZfEs`ZbUY+Pd~O&?c} zYMsJE5}Z8h=zT<;5@R0jX=T{Tu{p2eKvZ>k=Lub=R+fv%hEW$Qo&yRI@S0MI@0HR~ zocJ#@3oSdC3{wl;pr6(KQ@;8wa{9H(kR`8~Cq3?f_2fbDXTwmq-zc{3{h=HB8irw( z%Knk*(c-w3(%I!-{ra?7oK%meHop-n#U~Q~_`Rf`SsyA!_I>+=V+d^p?~INe!L&u- z;~)aGzBkbTz2!~34996)pb>g2jK~F^DC!V_@j3QoTQ0NoD{o16c=lBJ1%4X$Y$d;F zf7xwONr-Rcea=vYRkTwp`h;>Kr$T^DE_Eyzzy&v4wX}9gN#N3phV_B%X<;kYOUhm` z4rQ2T9ed(Suhf(NSUWhx!?xi${S~>1`pYow07X#N8GdGG*YnOM@b%Ssqfjh~7gC_> zS_*@2yr_;V#B(+e-!nO}>b!RA)nlKdZ*3);JbS2`Sp@XOne^JHy7H49!?zh8S6aeu zv)sHoJ_*4eM*%&YTR}G@yloIl_H1LU^g;g%d)&!b9I&02r;`)@kI(xok~Z6;DY~cT z*CthjRq>`x_VgWo;9ITR-TUtV?Yka!m&HdZ$?)@9HLN-U>o%^_$dea_;vw|KA|%(< z3HBM&#wX9}oiW2IUf~kRQ0WF}-s4%@(X?f{v}Tuju5(q~C4|LRMD66cFAU%E6Hj`~ z();up1lIg)yq039wNNWy((Mr2^nw=*f0rOCCmJk&YiWdv2QK0%bwt<-Zo5b(yS+dy zK}g$z|5k+HFkt&DQHo02PFccCSJD_}NbztXuu9*h6hz#%(MvKPrvIA-Ii)B(y#(qW z1HAkIa)aAs-mjdS1#-n`tsLqKBe(3OZ4ugF>EsiS3p{4P)2|6uYi*;79gO46dpg@!K|0K|9i2ZCEeKmTg}G-^^dod543Td~ zC?(br=Fda6i*=vy*4lvCHnS78vKZG87`%Us1&E4Kh_?8#jv?D<{br+ipKw)I`_@jG z$O+U!vX`lDlg&~pnLs3mD}=mIuLxmyCHgEKJiaCs>sWRDfp)wJjx_tS0<0!vXf#<;hatSzbhIY!#I%>LnC~eo|M8K>-)? zociELQEFECtr_tfwUE^_16J+k-)fH;bN-wOFJ^q5@MSo%=E@t9LQI@()ur9fw~pe= z#H84QV>uXDyI5IM-2~CSnB6FT`xSV0CdASoU}V(OrY|>hLE1E}<<@wbrB0mtGW}cE zPWPp->H^=lbjx#8`r`F%GX17;-3YkE^J-g_@AgPX`WBWQWl^a;I6}e^Q@A|ztz#v2 z_eEwg{jMf9`}whkI!OV1rb=5c^x0(v-6d{H$;6jD0WxM8gL-=4B@ZSqf@a1v4}wWR z;tKhu46LS73uQv=cXKPh43SWQCB)!|M3kxB-1>@0l!msQ=IyyQN|Ie-Pz`XT*ipvd z$yw91wVmFvg;?g70_IWB?qyj=1-)ma9uIu>jbKruU<)$C zbUj@x6~>>E&h_8czIX9NQL40{QabhZm0zkW1MnSi`wd5Dx|%REjfkxpFrN$&)C?j# z^tzX2+xIoX7Z{Oazr=Jee0{CNOx23=khx@wk)INsf@59c2AC=5DU{U0RBVoOBgEnw z#NupblAx}X>PHc$sp+Xca9Cv(?pq5?TOfr+SItdpw=t8UGe%WRQ^G%Bwi4!03JJt_5P98PNWz$pJorGZ-`?<3|=8RIWa?GyRW4F>=c`^DU}`Ejt}_K;HP|OqxWsl zNpy@Jj?uA@lzr}q5NQ}CJ`e_WCLYNs!xFm%{VOvD4fRyi!18Wk#6Sxq45$>aNl2wC z1l_aEP5%|cZMMuJjQgA7Z9f$xjE1ZZQei-#LpatOnUCd9P75$u&uZ!&Li`K|a{NfR z+^d*@!dVd{i*``*7f>6`D6^YKQ;kB zVB&yNWMA22fbnipN^Vff3XG+OadsSH2=R)U$LvicR+gaMrE?edl|nL8X0ho!$p|g! zCg^21oT!(x{Qk&tO(Vw$9dn29<@7=wz)?@ErMkAfLwFsfCk9(aZ$#?^Ke~%d;h2nA zGZSwZmfN<3oUS8xMI|4j(>|Fw&F5_z+v-V=4_sm&aO^s!k}t*=#F=sRa`=;2g`szC zGnFUO%08J{%0|ypFCoRzMe#gRokkBXsgDYq3pNk((caK~O8?)Ji_hs39vp*NMDNUX#D<+4Or zO~2ET)|E$*EIzfA#}&ixRE!}ugHG3B^NfWAM4RAWROEn5pB)qZets}rR;V+ZCY5|= zbmFEmx>sGdc1!EPi>?{|pn1A8Z7Wug#JR^KrDH#eG1jIJekx^ielWQ<-k$%gPvA3V z$^E%i)n|OteeQ?M9d4SLw58_`<@>D1J|}*wAY$rRm=;XL)Bo1@8)~d ze3%Ve<3OE{T}~Y;l`Z7aO{Fu!NypwyyqGM^lrDzr+s}f)6vW!Y?(^gU#V+f=PT~0z ztEdiRgKRgINai6lZm;c6I^q0lQ%hg8fU7TZ%*x_{X6JNeUN5LzdCO567$o;+j&9ml z#Ey+J*8&hC@oDXUQTvQ^HGS@hAc+s-^t&j?rnjX zuJH}c9pzH}@dcUKN*CkW8G@&0+B4@@0b`vWHFo2+r6AMawB#KITnYPs3YKKkMw4yKr}0u*)1{o294};C>!yZbFO^3l`!CP4!i!FWCcRpk|>l{8xLYu$V1uB=oK8oP3h#ge!{_8pg_bxF~;=HEKiQ7_m2FWC4sx>0Af)jnO>yb@y_KbzsakQT^x z*>qff7%?Y`L3^yXQ%WFUn3M1?*wmABiuQj>qZp$o-{+H}-OqSvU6^+zq1mum?P^vh z4=fJn7Uz+yv!`&PTX0sCcKlObTbrKT3=aeWOPX-u!-TbMeRN){6Pt5mvYKwc3`mPG z7=BLOY)tfX(0su7GYzT#@8=gZh=)#z%*Dz4f8F#fTrB^>W+dsz*pW7&bY4^)8k74i zc&o<2!$S%M5DGz%NIJrKr_9AH1gKAYl46f{A(ctq$Br2_d28Oy2j2M%xVgwIKZ?;U zFAnVFx#+N_+@fI^3qO})q9tfO4P48&aXQOH!KK_nVubmIdkVo{1n9T-kS&raSUH4a zU?9oB|GY|D2Kqty{G3^aq8peV<_kt_2BTdbyk%M9vcJfnz^iUHf$@Kr8pKhSIilKv z`@`IZH4vMx9VK^GTpYBjB_ZF8C1D#hMOba8A*=AN>lqP_O+HdGYvf{-kacT>ASPmp zae@~t8%6hXzI6b4fZ%INZCnXG_ehkXjfT=900@a*C`Hj+qMBFohu#zrV3ew< zBomRPBpiiwyNls0SW!SASpOO%Lo8QPug~at4@*@zScDbc$&rZ3N;MXvh@E+zg&LRj zcbkt4y+wv~rG;#Ykd~^ahtcf3Nw8$v9(HqygO;cy)+l8bG@^)Du4ObHJ6HO`Wi?Mb zMKU@q0F-9pItDl8473DT>|qgKDP}oIN-6i$;Uci2havPVB&WMXgb*FYrcJG*P)Y={ zK;V+<=W{U{vdk+R)G{MeR*T^1th%vgl?(gI(rJ~cM(iuG!m&boI2WuJTJS=nD+E|j zbB?(W7`X$Ltamt_s@&=hvr%wDkQrSz7=W zwC@f9v#LNtm|1I29}A-l?O!fGI@?~;oY_x0-x{q(*OsTfYzh^Z>IY>0P9|%uO#3#` z0S}jJg|#gs%55}TDo%CnZQ93Hw`Q-Cd9{9UW|Z#%EvqYDc_PtPAQ`aR?! zt#<(d9#NY-^-AAMw7-{hBK>A*0+1E`9P_y4snqRFioI;!=UL8lU7nS3-%fi(9x$t= zh{`hjVIEtjS?$KBcD0L0)BZEG<%b{JDA15)GI!7{W)i^}&Zd2YcxdJgtR~&vYT~ie zyuEw9>gd7enFc2$q!DVz7_#WS*kCGsf5En=Q@a}fH>K=Poi-?;+g(-a9}T( zgOva$a{6!<1X$C3V0!e+DelT@b0Y=VuK)Ym)7EwS>w_E6xAom%rl^?3FaQIw?&#?a-B`q1d^ZRlAg@F#HgPsXArlk)Nmo*bH3CIg0Aq=zU)q z-SeLm(`PjI=bqv|)rvDisV8>Y2JR@()Y2Z8<3-xT)rjj=kT3eJ@i_mhNZ{*#~<$8<6%Vnkkjy zpqpBZSSEUP$&X?&jN$z8%0BwkADbTccA=RFv_C^L_e5Ph94I<**dgRpEMPK?&pk-+ zd!A;-WT6i@6?4V5IThC~9okJw*lA)waC3%27!9JC=5f3-vsY;xSjP8~|*}N+-d!dFYy`A@nD6?I3&cOlghFNuJaBZe9^kryt=wJb90@Mb2 zDIS`IyBPB#5F9zfy^0;NiufC?_TF+M=xjE!Q%|qLLNX-oy8*jMd5U{ATd6F|D7}>X z`lZRP7pB!vW_63x4tPkHT06|VN7(N%p~cLtm}|8VB<`b&3WWwbk_c-fpZ#{;B#cJ2 z5sb*J(mb}}ArqiuOPaR?1!ZF7_9Iq}VU=m?3GKvChS8t-x9V*hySGlv76O&y4PY;1 zJ)Zavr07ZJaEPhPq|n78*h)(41sr>4z42)$!go8`^W{sAA>cDdK`CPf$89p}(=^Lq zh^|Ka{YtY{pG>QA8+&^vPls_r+gLLnFa1il_OuGtIIgF5n$9`jV(36esOLh+Ob3h8 z+sh??HtN2Wc224w`=*=CBctE_4@;wvo6ii$Yj;`9J5FEiKaTD^J%DcS@lB!iB?~Q$ zs#kOE>tT%}K<`or%~Ul1ym;5jON@7@=R<+Zbq$RO!kI!ct>GvOOV`?nUju66sM*RV zwhdEP;V$jXG4>KeBr)E%cTm&C6Y@aLjWyt|=1-iZ9g^>SA|%gy>fC;U4BX0ANxZ}S z83Kw$mtfrZJ7rIPoHSVsUxS9N(B^O(x#Y*3Yi2LW*h~zPOY9YU!uT;3mJ2cx{m0&bRUA z?!h^;RDKk4@B(v;gPvBvG7csepb1_cLj0Fi+1Iy2=R@M46#C%CYGgqk6Lo>=WABw} z0Sdn!0w@+FOOxv))?sA!HG4kb%Qc2C8@_=V6n?+;0`-`%LPZd{K7N8`?-1dNG;gLS zca>ng;gDv2r5c(6Z>UOS)I9lGQP7F)NIhrsdC~D;x|mLuGo5c`8x<^b^Z%B4vt)5~ zWUouqq~TT)l`C;&TWMpl(^^F`T5Z@#f?6c-@^guj_vMo{;!^1p%v9n#=(x>H2JEz^ z53=`tii`U(C$`HxD67j=^JCQxOf2;z!B)=P&VEm;GtnP9u4QbYv?C8ojdZQh*fhq0 zGe1d6TiIyU4|CA=Al1^7bewN&y7u$5IS88%%_v5{ z4(N@MUp5Obko{IUTo&ES(*|J{toWWJTiI5gS?w-xD-Q0ARmAK-cx1lTTg@g;)%8#@0^&o7g>{f_-7)5 z(rK+1T64%(aeiukfA){9AgwzAa)Y;;ix%SFP*sv6LXbSPK+fqW>e+l^!QZv=^0*|A zNS@7+9H<5S%B3JT845r4z5CMk_@t;&T&bgo;)KMOkepu8;W25rBR_3>;96n2?H(Dc zbS_h9jGWqj>v%s4rt@}5eM7k;&zW`N(;M;m67^Ahe4oPt*i?Deh0RW~c>`R_{$_ImAqTgunt?DCQGWQ{N6;6I0(QTvIahsUDOy z`*3#J$N?1lwLUseZfU6#%;cIqbtau2;@>Sa2I(3t+Jejno?+65HE%R$mP`LDU7(yhlgX#*6&=e48jI$uHlX zvBImxI>wE4o~0Q}4w$@nQVN|P_o(#a$@brRw%x6t{c(HWx(loqTm#HMkdmH=IfE}Z zUsE~lNU<1~S94t9j#B+)4V2|euNdf=F*;GTr%NH@HVkB;V^@IdJ{sXaW%Ho<-O*OF zIY*D=_SsH%xXFKoi!J5KYy9)8Nd2azvOaYL2Cv&OTZhlffKOCF#zbkp$4_L`m>B_fIo;utCs@%x4Uo)g2fTWQX7E_2T30 z9%Q{&xWGC(qa|h1Wrn`h&aB)W)owX3FFhu>S@yU8*G+gF-qJvXuKmu*7e0~^lNl(_sB*R;6is84I> zAy&he_2bm!ZLJhbs>emKvmmsrk+QU_OPKY9~e;b=@sNXE}dVJvhg5JR)QCGDq+tJBVj9I+q87JRDq|sr6ipFeR5UD<&lYN%vP%Uk`p~-U6dnxU ze(nnal1rIk(cX-2Vgs*M`4tP@lU9d(d(P(-hTjDDwtjWk^bEUmC?fYBpQuk{n`EKW zl?D5};7mbYBg9_utd5Ot-e|K(pz^+oVGmVX6HMon-w0V5lz*>IeFWRRi% z9Qqu~L9T1}@k${%5}5ii4orW=X9H;=n$0&B5Oq>*0)W z4as>WNhy9(VyP&kQb|>9Md6xz|1YVoOmO4NIl*x@jJ;U*L};4U0ZX)DwvjG$>tw~H zB)n~QrNV??#3x|~Lrsy_(A)BW4lfi*e2Zf}YS~1=r7u$|vd23TnN?|dtD(%Y#iIuN zU7}{iuGHeOuwNktm5w>C&0jbZLEW^n&w@}S|GZ3*836+%-G85)+nu5__P`Q1MeT_> zQDV{gqoyM`kj zUGAnAMRwc|UUuyg@TQG5n95mWw2YCXh3cPQ23>=I+CNJy2w1Sr8va-{<@%&mLjA7N zSEbLxU0Jkg`I<-3HoQj6yq0%(wP+pbqt2{*)N_8_>a}zR{C|aAS5y;9yG=sq(xeEX zDosEkfe4{WZxRIQRiqiv0E(d0Bybc(nzV$_LNNpo6bwb=P(-SfQ zH{Scd-G}=!GvCbK-^`j>duG-=%-6Zx;k`=tDh_xv>%M%v8O?tucDUq_&*zI+9%~tU z*tmu8_Ha>te7BCMI7ZWlN5d&3Hb@Sp{pZoeP0kA@rzHnt)m{q^zsIW8(UpVBUE|TP z2@4MY1A_j?G?()-fN8_E%r03V%*;%5ED`3GCZ@U;P*YPV)Lh3LiqNz)lKcN4f|f?C zuIz%sZr(%5!J*oke_|P96blki(jlTLt0O-<21o8QDs715ErpPA>WIR9vd!i3%8+pd zGy`5hJ_^0&NcV9yaixjQOpeI<3I^k&ET#m!&+u%w)u-~RiuDRT3+gQ|XG>jF_06(y z4)kE(H0YeaEHl4bIHtc^bbqC2y79$7$q+T+B0zxOCwJFmmjDlp#|QU^>)@$`f&_h{jJ4c?%Kk(&Iq zv6fUts@Sj+Ev*@oHkDS*SBGk$Q=i(m@uGR_gd%lNR-t?K=DU2JhQZ2frXR}J zr`o!GsZyTO!2%ysrXIOIo#8#G*fLe~mjQ6nqbo$AXj;k?F2DZ^CmX65r8{iKgnH_D zibV=andqnHcT0h+=ouByVVSr^R2A(Sp{L8_E!H(z7Xz}S*OMfMH6!R@WrKJb1g@Eg zTGl57_(^T?GqhK1vb;4#JyBkSs%{CY2m?L*nknT8K?_HMimX0Vp#AKVRH&A$Sfads zko23LzCG<+>Saw8b^fE+53CDr*p1O7UFuJi8ex~o!vInX32xmWh6!AD7t)#$TyZf# z9g`%9N=98FywhX|GWhI@nMw>8T$=p!v#DBzPya;v%d$79w#r|791L*=h%ECFO^t!i z)yo`c6EmaPg{>?G_h^Wqh8yX8C!e{lT3tfjotIK_JgxZ4diJi&nCiKAw&$MZ@+Cs$&zIQQiw2Gr?(?)M(e{np+P=dfDo_(SF!j*FW zm9Wb;wDmvlL)VfkkE`~;ww_F5Jyc{D!qS0so=J+U3S8><5NCc%qx31TPSU5$&jF8+}Ka#)`x0g12Z{k z3|J&97bx56y8y^GG)imceJz&tr6IUgd-$~6Ou)R|vg zBdZ9WI$1RDE*yhM?vs5n-)F!(S|)8e`@RUUNq1hv4yiFDtCjVDi3dGD9K5wf+6R$pRunw)&A&T3{ z-LlZ)Ev{PlllkI;%l|0L%lvIdwd8d()+VEf*{{-}ZIdqgZQ$lse9!|-62`eH-9=%>%ga)L3C9dRN=Z?o@yL=C$k}#Oj%0NA5y0hHuGxT*~ic7Hb4CR_K@kA!T@J$WtW6$f$dfm&la>}jodH<#7 z+S^jIW)zUHa#b(QeV1FS^hkr&Gu2S@;t2+NeIG8gviayS^m>yPZYfiIlXp%}6u2sU z%cx=HR`dk-sO08y9OEI22En{@zkd82ZaSvC5nn!9wXx65iiEX;?@F`zz2?R!F#h+6 zRO!GDD`}g$4sPGAX=5uNtU~QSIgOdA{7jhSetfo+w4(!zqI6nZ9IRx96ZT$WuG11# zEejk>U5Iw_XUDAv3RNPIVfM!lTlL@1o!#cYbAKRSPz?EFOM5Hndyi6BI;Z5qPr?3_ z2YP{~-1i%r3bi7?|DnN8Yo`ANwjO8~+J>$FMs8Fp_*g^#(o-qnFF5}$F{k?H-_hMW zXN?5*=No|yLZ?A24n@1~)gb2H$~~}=z|OtLRc1v}3zH6Lp*bS)Y-@9DU!bM^CiId~ z1p4vKcicG=4_qWCe)_p`PwsYgmgz|ktCszce4yv-W`;f`1*vhwnVB_7i`g}=+z>FH z<2iS3=?b|G&q>Bqx`Ipi-Rzo88pP^}UvMoKa`f+vEqn*?m8NVM-gd+&f2fsIn*F6E zZG!Zd%+frXzJ4WRj$x+jziPLgse!7T!fpI~F?ccERt>N(5Q=N#2o?T@6LJur-Qb{N z!$_9K$|%jFhhNt(p#5|ljyh8=Q$!%$&K_f{Z{~vj-NZ+k3os);Z?nfQ&2j=t51RQX z6I*7+H`jHJzNc@x&rMt%1P)z`>s~6ArgKvw zwk(W&ZfO8(JPNN(=40IKeti&l*~~+6+lrET5w^u2r0%7L36(+@o~XSXgp;9#^v6k! z*FX|Eo%g*x`I$?$Y+bc^u{pn&SE+d)DR7{aXZK*9YtHYwsyY#D9>1}a^S4k7pX~Rw zE8kD`L9^rer6Rx&4f`0H3qh%BO}-1U8>3bk~4bR(46k{T-!YD-y!hVvu~l&Wmk zQ?$yO*|w{*{PHZEB1-7$8-~m}p6zO8$&eoDiNg%oD-dhzvd_MhsZWmBb}U#5Ez;~= zoxbSQ8l};V*=RDc=v4hyq~aat1_^=Wlr`95651iPUH$0|L$N1fwS@5h!b!6kkli2Z zXBviS^)^_q%DV-)Y#?-96EawZxJ)!sTVxJ@IiFnRq*nH|83xlxK!tYI5Gk6S;!1>HOD7%_o3_`IZ zFf}v5A>~=j&V{Zy*!r18hPY1Ol3!X*K(_h;a6T1}+zGfD1=56*9bRmN#wW#W%-tp| zRDGUOZ$XA+3FN0)Ay;=ymK_IU+TH#(I1iY|`z|mve%b4vF}X;QKlcF7Zbm-*xk?oc zk0~b2h;;5ahSZVRpn0+F-i95R-|gy7XFBVA9$+5CpNowjiJ8cjDNUBC`hMuYcTm{Y z`2}^;Xct7}0ydRem915Gn&dv%2+ayAiItdmT%so)s_$SD8)_>Bi~5~ty6W`IM))lA z0#LRZXCDP&t(91hjgxKD8rM8WiRY;^IGz(;^29eJ+NJb{4CPjYD8&sE!ACLcx}rrJ zy+WqGbdr~)aJ~XLAH4)k9^2)Y)WjcUGv;SC_wlaIt+m(sgK)6t&xAr$uq~i=(E%?- z2Z24yN(TS8aN4N|Uu;W~b{9U}0s5T#XB}3f0wBO~s6$J6Wt6-3Z+{GMls5w1_5A_u zhVA(8iH5rp3Dq0y#!w7+qiqec(X_UA&mH8ciaRMQj4RZmUV1!&35XjFJVT@&C!GVdq`PdU28%Ro!iTzJ&cbm#cf(s_NCwCs>UV(Iq zT}*)}4(`1bK;BNM)Az}o^grW0R4`Z1d5=N0+Y0^uwHmi?4Y54G!w6NB3p zJklwhI**3T-h~9&EwaK`4iWn_(nE8#kSUUvh6>4VOD8CPMBZJ9C~}vP0 z`6jXSSFWYv_{nfBWU?@SFV~Wfyj*<@xkSvrZcyu(6C%Avr_4|j533+egsCyrnc6xG zd4D$&(o`_@@>7%D=F`u%-%hu_&1Y_|gI~56F`K5qpN}3SO)r8ki`z$hRpw4K$YNGi za3^-;GDrG_KVgiz!#nVDKN6BI8(4pH4NvN{S3aDT=l&(5a5#NmxP8|<>35<+cXIF2 zIypmm;F8jLqxL%%{3cF{s2VLY`fJ4?X3D6eqp@Dhqp8N0^V6iK>MiMdSBJOQDdhJg znXa0YE1aL6FK;z6RvX(_8%tIXaEZpdv(IO@{+W;V0N?R=c-Lbrvgw;`=IrF%O{gF8 zy)>`_yKjJJH^4s>!siL%oAmMf0^b#AjTfXN@J;;qj+QGGvq3gJh5}06BDC0xn2X`x z&$WWxS0X&7BRmEoRspwg^D-L_CK7QY_% z_Jv5>CU##F&#viq<%_4&^f^7l?c(>c^L!@_W@>RMz3I}f@1x!S`FMjbASG{4I)C)O qyV$G>LAxbaN?ZHJPg$64snwsK9Pv-BMWuLjVOl(jiWXNbdHx%a-*~_P delta 70802 zcmZs>V~}P|6D``d-P5*h+qP}nc-po#ZQC}c&1u`V-FM#a{J1x6oQSN5wQK#TT@{&C zD>AbrMXe!Gt=pA&%s?qH(E%njbgb;~YpRs6A?zFxatbr~gSj z*+{3_2&dwH?(a8SKd&f4Pqoe*1@i3Nd^nTSaecYot(e)UO(TO?bicWOrgnXbo$?2A z*;Jax`*`9tfMVNB(>TXDbF@iu=9t8$&>8tboyOtRO0}LVS3fi;R|p+2LwUihChC1m zJ?jiP7}Q_wh5)4trW6q2WO_%!fh^pk-oYjcR5BY0BzqG9MU9ALF9Jb~1UwTOJ_aIXuv|nNU&`>|{6J z9_$3^X-wRa9%x`dl6w#!OwTfL8g)xZiwq35+QqB#ryrO;+zpT&!b29!9Qci3-=rl3rg%OTL|CRxjO&Fu3E#2Qkx258 z*zlWd6kRkSoHY%U9yd5%>IVj~V?u|xe{F~-Zjh}1o&h?3PqBG86HF59p6=K7>+lBas=ij_4wC3$1i;|OeUAC3n(&7bg{f=%d0mX zJyqRK^h_93ayW=H$jjZnB9>{T{ho6a8%haN@l4OV!=-(HD1 z2{SX0VyP>bdJQHMArJtTwiJ0IcB@+5e9%2g3%^oFtnmCb*hw)*{%Lho$K$Uvohl+o zCVcI|{>3Gu4Z6DVc_$WSfRJe6&M}yDS7T9Y3by#BaUz>1hNa)Y)2=XkSwM`=9UONWQ z*uyiKa8beNI^UGm7CR%>!}C~UH>Umpq>XFc0A@I7t;p}vMM(KXuKi5b-0-yfKBR{> zDy7zP@F%atQwo2(eb(v~*8e1yt6hBxq}k2e#a46dM$H^I)bgs(XMbG&<ab<8B{f zo}s>3Y{UL>&Z`>Sy^+9oEaCiEg+k4KDzP1xjx;7lG>N{}<8s#(u`O0~C>@?@QkqB~ zde6_;=G+;#)O5z0DIT4q3viQQ(J*M)Y;o>5q_3JsqYaak6=fH!?3d@8w#QoW#B?UlU7CUIRNOwgOdx0Q9+oQ z(wzjMQIp4s83AMHy$>3@DG6%in;*{67#j^HYl$V}X66V;;3|~K0bzs^MQ=}DJ-~$E zl8eldQKG48KzTTIU48yO907$^A%%#+Lk|NRFS4TC%Rv#RpFYE`v3joF->P9tS=0qY{W!6&iZanMi$c-#F4R|XOFUHiCu||C}c8ZGt%Ql1b7ji z!=J2|WPn%m_J-B8Iqqu=PK>;WMV%#_N0{?XM94z@ulqL=Yer`hm|)^f-iK%J_b-Cv z;oIM7_Oizg*Y=^p4TUi-3D64pgc4w+(4)VU1_B06iosZo`cZ-fmr|ry4GBGAWY$S% z;W9@w9V4@6b$}OD*}bh61{G;n1lfZ@{59rxeE@uHTkLGOELe~Te_;hyN;OfXrjQ0n zi5nDylz2#qSczh-ASV8>g09IY|4~KmdFGYXa}3ffN+-9o%L?3No|ZOFh)SKy&-m3| zK}UL=870F;iwAx|{`!~g4-2-2ZmZf_U*ij;TJRviY9z?pFhQ7}3U)ovthzk~4Pvkz z0ud14CfhJv>0M9Ue=d#Wiv+EW8W@XKpCJxLQ>e;BCOnblBM1G3V;_jsnZ;&l#Eb61 zvR(;*)nJ7}^wxr%UEE#n6Ztz{dJH`U|Az?}iY`t-`w>Y624$t6IU&naofR7uMi*KW znqD;oJpR){TM~Lmaz&KNq#6)Oj{cA}C(4SH9RZ<@B|p6x--aJV!I}V1 zYN#qlA^X>W;|x#I!Ek*J5y`4v*pQ=mU79Z^`KELETNKC>OI2JLs1S>(TQ3Jx#e&H! zC_|8f6}HAU!CCcilGR`x=y(91$h(4e1A?WjY$;(=c63RV25)9aj?deHWE7s{4GEBt zF{+Eh%Qm1O*m$nvh=dK@KfYRS4BE!c|7b^=D4vCD?a8`~3omdy2|gT-hRC3iY^Hw5 z56AjYJ}77(fx~o?!304K3uSb>v?=kMP@{-RJOoZ4H%ACD2>xI`gXGZ}v-BzY;qym7 zmzzWu*~tbJwxt1Xm|-a0l`ClX#~dJfSkLGYO^~e>hz$1BY4Hxj@DixN_qwy7W$a3w zxiymGxJL3eh7Ek&%q%Vk$^k)8fDI}GcL5|6s|UGHySYvbWrZ0?+yv!-yXV3*O@6&x zJR%H-X#V%n7%UbeQj3x3O|dznf6mI~PRb1EW8?=GV~1Wu6sr1OZ

dqXDqjx3J;N zios*JZx9%ZYR5j4FUPxHR^^&lQj%yrAAQ-Bh+ikw2IZNI(6n!h?)eg0aWGI{d}#zg zyS&HG7N*X=e_GGFaZRMv!vzPaW4xxDI%wE--Ck71U+jD+o$<>1?Qbt5xws4sUGwRr zha?~m5Xv~pl=HB~`*cZC&;USF&at|M7$8ZEj^^zJ#Y#8uxwTcQuvrdm;nOKIO4-{4 z!p}-X!6!#&-a(IBWgiwfo-T=B<&>k)S6 zIj@6|Jt^XsH8qQfre2%ereU}2Qd{e4DSi<%q(_so9JMv1nL3a}N&wD#?V+Ej8^}C( zm!*;{R%kF^!Q;Wt?Q@p1M!73^G1efl)d&l*S}y#{2Qn@XmkUn2yMbd+w2rx#@e=P%{KqzpzNEJjgEk6wEH32vCQRb^D-kPyx3+aUV z-1+u;Hqzf6;$Qukp2b49VK@jTQp+V^Y-GW8URY)z(8;#JqheR=;&|Y zbTo_N?wEdZ>4D^+kgy9s^5q!n#A|p8tCbcxHK&M7Xz$NNobCb^&bW8K~14# zdg<#HLW3O}vO2ynmv~mvfjcT4rlOo%Bt@3&&I`M3z1Vi(X$|!4#dKUP3E}T16wK7Z zyDm0loqEq!8v%<)(Xw+}3bkVCtWgs}bQ=CE!iJkXuVul!_VM7ADk}1`Cq%oALFZPb zgWrAJ3@tvTo3(-66u4C$x;qxp&S$p<28h}<;b2(}7=BS+ZS>R|HP98r4Nb1ff`!fu z{SzRxTw5>1mLm2yuk6YrrY9O}#x$Y^q2OM8LLz0=VF1p{IqHuqQal3m)_mU%^eH2g z!`stIpFWoTfSs1P0@QvaH*7HBJ459uJ+)p+91BABLY)HlMGdWPRZM-N#X{iPrVU(_ z8s=_@j=&^Q)1P~)3w>_n6e58yKE2P}5{>{ICBMf9G|bx88YyRh_Iayr=|f}7b9q}W z-+krtDqxl8%e!alcrDK#Qk!udvVTMC*B180z4+N3tz5NQrmk0&%kK>4V)J$df>sbu z63T#&#qvsI9G{1=ZjMaoWA76dF9j*t8 zpig9Wp9%Qu6RTcd@An3iNW6k8^}^cy&yVxgN1Qpsxb)CqXY*|GZSH2*M?!k>sz{0 zx&SPuH=_mH#ZjdA01j2pUM=WervUPf^ur?K)-0d);DHvO5ttjgF${(6&@xX-J4PHq z2IcuxHiMCs-v0U51@YH!(Wl6$<58B+aK=AN>5T0B&B(7y1bD$>Bwj+8)r6vlmYUOA>IfC=~$V=t4EO+za_u{hpFjGHHbv@v-ufz4W@@G+Wj}!f#oj zcZJZ0Hv`v4BoUegTkGiBkS`Tim>Wex)V#zLNt1|s5|yS`9Kzm}!Lq)Ove&VyJJC%^ z)sE|E5Ji9BBQ<^m!9}Ie2#}$c7X@IhXl@)+qV*JT@8jx?4=7Q4qEV#iXreueknQiu zz6O=i9OPm+x&U{l++Tos24hOk!tI&8aR26OX0Niv{EB1RjPVf=k+0j#q1tw{Z9dK32S_ ztC4V?F8wM(1z*Vr65 zTv_Ob5nC%8d6r})1N4nF(A%y1D$l{fl(SPp72RVQEkRVQbmtKBn?=1#I@6l;t!mG3 zRC@}0G|X32A5s@3K|;!T=RY@NNNrcHv-eYy@|F4#DxGyy=oSItp~`oq6-BWya&v zh2`z&*KXe0zInG`<=S!_ShHLs$!Ol_!U@#4Z(LM00ha8ey8o6CXw)rFI<)q6od9Dx zPv#2Y+4iEf1tXyx%u_-V%OAqy@6Z$?CJ!&_V{W1YVPx7 z?Z)PYEgyapP7p@H87PxWJ=QeOcQVFr2`0x#E~`XVD1=0NS+QH2e34EJ@3Bbqmo>EUGg^v-TZWI#hqH4*}s@o3SHirMTswwa8r~+JV2KK zg&xgnOkZEw>-Ma@EqNkbk5M>#MN zd$9lr0~%9GimD?C<|ui{>N59ClP3p&9{kxlgY$NTs|rpO?PxF9IaQO`tkBMP$#_ryJ;E8D**YhZ8WZ)FQSD5Us409(+nicFpgk*R3cJ|jACv$d@j6f~#UbA5j2 zVR;&T@dOZ=h=T@Z?~I>Ik;Fflw;Hrl=&(L0)nqnn>y~zn>^e4kDzv^)Te}AJ>YC*&US==T`?15sagt;S z@_1SN%zqOffxkIV%F6O)-K~eo)xXCwVs>qduX*qKE`@k*TrY5_@5Uv6)+md;q@}9^ z#i{7t2w|wH+q;CiC9J#&p)ZS=4~cs%nT5c?PZbS!_1D^qsXhnf3yQF%BS!%u z#^OPaH;D+w5SG1G zoFYh@H_|j6$4(%S;Hbarpp+4{V1(NuS}eeBShSV;B;-p#?y$bQsgk>hh!`Goa+Lb6 z$P)QDdPPd!%g1NO<;y15DK^jCI7k3ZlLOZ2`3$lfw=&O1pj(8 zvCy#Aks(EHIF-u&kTJ+>MYlymexhZqqQ#N<Ui^Ah% zX1qBQLsu$@+x-uV*@Mw+v|#`R9AZ@yi314o6H|$Ze6BaAnr%OE7FBM1$QKH|aJeld{yUYUQ@}Sqb`BrW8!gmi zhrG=J*~-xO_D~j;H}H#bvuLNn)Z7y9mg{)ffMkz-DYHa^AaFmB*-~Zzw`GKok2M(` z>}|nbHxZ8Af9vgNF%uIK8;5df!0DkA+-Oa8z?TR2v6%l2(9PI0$U2b>8uTR3MfjdE zL>KbPpl1q&@*SfAXqtmi;{g%TEqBOJsD*}e(z!g5NKo*>c@IbrrkDevyMRu(GMtS| zAO;EUYE@_~wRXGIi3l;iL~t#-j$>)52TNETDF|{{&A?@SB;c>t<;e87wqe}r1kh8>LRkr{EaPx;#I7X3Xl?U5I&>s_1 zy71c0@IlDDtRshGHw(l1D~DAcSCmes$nTaw%bQFDt^pH@_NS+G$Yb1_|mb`gMzRW+Gu0N{Qqtg@#G9y z-O2BKc!26*(dtW?|7=sH`tv`~I6g_vkj;z3Fit)jCR^<*TJ0=aZ7EuJ+BVbD zOqy7h?KIN>7(P9W9y94^H$VB8x8^^>lN%GVf_TTu1G?IK2&ll5+73dU(R}}oADL!s z)j5QP)HCoZ|55pOHKl=#yI|k{dy50XrPjYI;ZCsrl_^0 z`JmNk-L6n+T#T3Wz@q_?uAiju&HcdLiXtqtN$$5AP^?0J6ylTNh|pQ%K>TG68|2b& zpf5;-cH9xJ&t}(3&hmi^v}tV&d60lhvYFw(MY}*QB4D9&sihF0>b_H~|F+|t3dj4- zP-R;jD&MbCd7_MfqkymQ-c&n*3cL7cIhkk+;rDp8hX(&;$eI zOSwK`KOES0xiEr?A(RvJ@xRkF&m_`#73QNX2%81aeeFe><4GCl3X z&VRCsWM}^q_`odxQl#j>oauX55LAFG9XXG`oM>Ao8lG&UTo#wo%jqrI3(EXqXLC|z zv;m<`i^IVOf|n^&eg3($<4y}1Qh{j;@3>JWT4~iExwW;qq=$06hkV$)+<2FGO4s9x z_Ypp2C-|vE5}T+=Vakj*u9rQ}h{@F05FtoE@o$U~#(?U3UK(=pD@?xvw^D$I$R)+U zcfvs-&nIP1F#_tm0@f=RP0MQAv$LB2f;M=xEI1w%jw>NtgY5umbV0@-D`ijk2$QPh>JD}4pUi4u7ajaFRbpIcVdLh2I! z2^ubCyAATw*ctq|u2I|2c%i51W_yA-sZt-es~IE;^>*wsqaSAr&IB-&5?LS@>W$mf zxI`+AnaD#ohlh~Hk=|v!XJK@vsMF}7q#Q{*N?mtmZqJ{`F1L0=Hzi25_gmC^QW$98 z7z0}nrGa!qiC9FRUwfy@8lxFU@fGlp#=;>+C?bHy6pjJdKN6}ksVj>ojzbH=-a0zI zOBUWjwRH#a3jI0ZumHjy$HFC_$V-1H?<=Z1*rJ3ZD=-7TNDtuai6AVQO1=kFOKt=f zb@^taU_8@J{8tRSgWKB(#WD0+g*h5eTXRq$dKI+T*yKN~u}}d&p&e3D4R4A14d6%f z3a9=*pjfVcYv=F4$ZRb@LIG8OAcj4$B*Q+Nhz5G4tKJd_0RUi1r@eU9LKV!j#VAOW zi3rZS{)C#sX?kEXrUc>uw5GybfL%Zs!{-pb8kT2?N)$y1%zI|S3?qvvDg6HrorWy}Lllpbsi zLjAA0#Y^MPiiL=glCnp2fRlHrO%?gkKu-KJ8T=7ATXqUfd z7E+1SCdtu_N^5EO5qNaT4KT+JNDw@O<$eMUwLMsXaX@rMcEPHa6y8QTC=M|A>&?;S z{<8L>vtctdZ&N>k8P_SBS$IX$db|qOlpyoqY^aoda%b;~$m;ys7@SVGMBmZL##RoS zY{40~qqkRV8`Xtg7wTsDP;_>tF$E}rY@nwaQw0?n3L=qj15J!CI7tIzE^Tt*1b-JN zGI0n2+3pUm(}h=r{Vs-t zClEDD>d_Et6Pe}S@SuR>k3_S}R7#EH=mBv{m5~y2YJAK6@ zzV0mukqrINUuoLY=bxaJ=pbFBKB#sRadkQfsXc(?TfJrkIJ`0 z2O#4P!QBh%#h!^(r%$iAYGGFJ{MP1;XDy;PDhAHQ*I~g=x>|mVS*G0iNwnXa77!?bovtWeN7DKI|qq7>IoV`O|gJp}i~NbI?8*D^-k@W#&|Vm2=y z0-hvZ5^5N(y~97RNL;fijB21>kWIDe0=fw zlRvDtl*BLhV8-HRliVHr*Z9nr}BckT{`c4aq0vgZJqtL=IuP8wbFh$ocD^ z)18)R$f==hVYuNaHX&N2J$8RYL+i{&+U#C zrHtgGX)}N%CzrV@@(v1os}t82rDS%}nlOV};w~@u>b7Wf0D=tof}CqF1TOwx&Z{8_ z1r?l-iR)ka@L!)vQ@un1B#f7D)$0$?8@2nw{|bm~%>OGOHU%jxz(RXkAOC=)7_yW9 z??GiwcG96j;P`(NWE|}Or(b1BM=u_?4cT|cU_gRLkkgby0DdIURI4!%49S-rNn&p3 ztb1OMc#FEtC+*T8kD5MIG(lmqf2beWb${y8Rza?5P4Du0dH~158R?+KSe1m!1dcqy zFov8wmm-;Owuvh7WW@8tv*6c_6PtuZx9ZyAX)NLdO#(LTb)>a#S`Z-E&{wJ(CAJQI zHhMfl11elGaolBLCOfA)anM32WHHErjO`qKXV8y2Q=@R6usbP6 z9BMM4uHs&2#1i_m{8tTGR?cr|pq}xy1GhV`8DrtwC{VTnKRyxEOoyx@Xz+K+pm^&* zV$$qWK12|NfLb7FTZey_I};7rL2eRNS;k@cg09^CqLmYQ#nAMtFbr@LkXebOp_tr6 zLY53;1(3tB+6iHJ-Bpo2GmW?Emk@}< zqHI4k=vD{XC3}!uM2ienldcp^p0Bi06)G4`h06e(K%>_x&>CRf-xQ^yLPB2CZfITT zi77`n5o~Hb-AP41WXt=gg9|T79B(Kj{|1JL>db^hWII+eNP?9}GpJxBh7c4#f#fSLg1&B^T=-gB76QVz2eqt@2IV`=8^mjMk9IFw4%JZI|W%@a|!o{JOZD|gaDtI#m zeE7!S=wH>^HSVcAyq(~D>L5x(piSYk+JWE1wwRi5#gf*BgF#r}(Xx^{bTIM}LX}dP zHb`ABPxv@i=K)cw%DjM%T3AtlQ5FUVn1T>aW5g}>x5p>DfpJ1fQUIYum|2bukXNrD zI3g)#00G9T;BWn+T;ALMeb2!axo<;wB8_ijgrxt+YZD}-S&NtzBP=s{;sYaqOrQcC z!JR);*8)@u4`{1jf7lL}3K_SsrT=wl;imwg z%Pp6fhyt^b5QK&^f|K-SKE$7AlVB|=PSd00&T--K%5*;$X(fd0h)ECOh^zl zrmWITTS^dAXAt%^XENB6ToI2kXRvZa|Ye-0JQgB-@|_?H~%bqZrs<^ z)3JK3Gtr{={_q@L^#Iw`R%*qNRAAAql8-FJq%h+^I9QAp-^THEbLU9@7dn!v>p=5e zGv36>@6j)X-}Z%)EXHj6-F zN8+sLndy<~ndyn?rQxw*@Fdw=#75X!>e~PxhTh?N<0ZpWVW_>EKj=u zvYMv!Z=$I%K8Xu-<9Udlk*yjnErGxx%z2Dpk{E4`a6gt#hdA<=$S*L`sxmd^99Xr3R;urWacRi=upB~_O7TomAiR=Mgb&b6 zh_CpdEVv?KsE6quUEn@sp8SP5$c3OUP}pXBQzKzyLnqVL)YwyT{xbNgoU1y@0j4Y3 zQL{ZcV}9{A_b{qdiB}HTw{EzmgcirzgFMH--{rgQrP|kpaRspDXFny=tY&S5B+#JP z0TqKi=L}krqB_&W+CXt;9@NrsSn8Wurj;J56K6CLOGY`j;Q}MUlAZi>wPnvK!$~Uq zCWU^`d$>^e{mlAW;!6%s$}zR7)qBxuhUzCFL8GS#?17!N#eE|orTAw3p-~cZJwGWi z`jSC)ylQ(}CqVns+~3GtsvPnl7RUIQ{xc_tFx0SnUN`A(xT)R-pQ6$72s$fD&@3&1 zK0HaH49v%RLwA_KptQe&=4jI_2?3%B5E|})1OyAbtYWIvi2h3)7G6!Y%^Gm^2S0o; z)}mP=5F{Ko7>-pi%DD_UkSr#%U7t+_7!`$GKcYqy9zbOQv>uN#ozF2AR~2b68$#%~ zl}j$rNN`e9EktU)6?Hw7_Jb9r(^sP_IElH1_VA3@s?Pwa%au?xL zLzG-^keDi$RKxBsij-0z!hB?4r`wwOg@L0*V9E;~!&oS(UFLmf95$w>I#A8!*}7m7 z&DK$GPCyz;0p{&5kIt*uc^hG$@W!23GX;AXAo6-E6H2;maiLH#$QD$JCrz;D33EpS^LOi3Wm7>O zEAe!(`apPsNW5BGxOf6N{GNCV`RoxUvjdj$C;)MY$s%o0ggM$2GL;FpvnzX+3^5tr za-zKD7f}B52N00aju?=VBnd`}M*QBOtEk*49v*g_Y0RDp)2GMsg+rZu@%K-oysAJo z>XCs4g)sr3%E7YE$MRkB_dz=O*xtxjUwWdrBNi{z@e0iI#4uy4Tf;~>|DIiM`p3&P z8{ls8%baR*?S6~H;Nd2Da%k`AyUEPU$*sNH&z`}(F0C)mz~G9(0a1WqW9aDSrL9i? z_l~aJ%jA+jAbQXHvm!Y5-}O-O{3K8~yj&y*ykQpP%sq^J6Sqb&W`LAExY7&G(D{_jESL zbJ^C_-t${4*9XT*c=V*e_iOmj!PQ#&Y~Rn@{eZ_-*AJ{TwV%cRq%V82lLTs0ka-Rw zG^t4c4`}&Be)9ha&i@E7W)2RLy?JVHg-0LB$aO5a-CAdpgrM7%B)O#Zenaq|&1GsS6 zU`P3>?F%wkFSw=+0~*l4=SUCFB0nLGz3S2(y@J#ZqLZguAfgg@U-7_%RV0<8R>GGn zV~Lca3moaKUnKxq>8#hicsm>)Kioznt~aJY@HG6LqeJWt!cjk{$?0^eLm_jq=%2PY z?t1K%`&F4S<7vuZmR9lxKHobU4p5ApDV>t1){+D8d09c{aT$#n;f@@dC6%E+y*jD< z#L1CAB#(bU2V>NZw34udi#4=pD#!!eYRG(jtUBT_C6-&PJHpZe4Soe$QaJ=zT~jm%t*iL0#>muSC1l+~qZz*N^s>*&LkSOy>uM53<6TR9A;BHgqX$hvd#;A;Zbcr3%O5(^xQbA? z^4-%yfJQW>!V>>ELT<_%w^k}mcZ2!0nTaJ%oz63L;#VPRVGJj^1YoL5qmB^5L(-6X zLItax_4~NHuz0*jC1CZR8d~M&dcVmrck<>x<=^ujbBX|dmcBo#U)kFjYkxhH#jY*a zNU_Z_9C2{#NCf3|Qf8uf{;ExLh;ygG?kKD(_QvQaPK;)%d84m+GR0BV1tV!(h5YM& z(&c{3KZ2kj<(Ff02zVM2@%HLVJi5w<06w@2kXv*W&(5dYGrQA zXnD-DcLO)e8ox2>pg#@S$;c3Pq-W`Hc4;0J7o&c3nMN$vyHl*uu5HF#2MLkomg%PV zW9olz&kv9jXx#5i7tlBxv0mjIbV!O;Fxq`f{Oz#ZD7xo32+5duBqwJuMICrES)8`0 z03Kw|m=xy;1ZYH%2R$v81yShnT&W!H4@hPvKw!W^Tf#Nr%vvni$zba5VaXGFMwK?7 zQ$Cidtc8%vJC3$h5i%-hGNxy!-=8|{o$)dHOjCb?T;W1aOy9MtrvFoea2}(nXIXW? zQfAS!ut}eq99`u~B{4<0uVghJLmYJ_@>#ojmSppL5%3aT0v9^Lp+UVphjRNzE$fZ) zJDQZ>ML9`L%%>#D{P!>U3*i$S58k3VYD(J{S>NW#;J8UdgHH>22MGf0N3StTzVJ;? zTqzR#7ciVVPInMYTJ=U^^OEiajwaeKJ85&Fbu#k&&a|W3<{@$k6Zrw)x!4`#s%1^Z z>ytLoP{35-mm<4&Ibt+=DuQaT$Auh5c-$yRIXZSfeFJQy69q&$yFQr9ipwp!7L#E~ z&O(HAqEHnNVU8?*b5&PUGd=uqKe_m!DKNxFm<oEJzbL zK7eu@%$Rp>htU!W_Vfq>A(~iVQ<N#@SwOn;P}S78dP*29aB{_aGAKD+FHmtM98< zGr7!rcbyl$2^*{mHWS?3_!J7g*&|q~4KOc98S7AlxIe#)%=ydO#JE|wo(F2|&b{hh z_Kepi#oy)((6MAyI^?+=^{;<2*lLYh8ua*;_x$wX7PuT(<)lC!zdL!80J&xIc+sD6 z5o;Cf0B@1-XWb#eJ&)*fTRcZ5(#>D~6uwt2rJH?89DO~p9uXp3sRlm|(b)PK8SriW z0u8M=Op(cwq%Vrg!`b$obOx@z%y{p;2A)QX|EAB=<7i3Y`0VgkCVEktA#7cWLGCYk z53304+lb_Sn>0hMBeANvhX1_XV#sB!kx5tU2WeUjSYD!*Hj%83*A>^4uO^M=qS|2| zj|=31KZDoqa`46V8dbmi_6*p)C4g2Z^w}dXPiHYD{1@Vi!k;}d_jbnY6LK#sO5)3w zVQ!uk-1F3mw%Rg?0w_VY)!`T-iME12?i(A-=UEs)U&hIqHTv*6+3-#+&`!zK3@ly- z4sty7VO@2`+bt8YRT5m@aZLT*K0XDgJ~=4@xdbzLxvnDU=g>AE5=>W$ae!7M-?EsI zAg=jFKVF;_WXk%tqIGvliSu&s%%6i~vn9A0ad{PCiU?QHZW|x$Sz&GcQop~cwl}4% z%)l7?UqxV72XqM}7*HHAQ%X@rQF4J$Vs6A1Pqpd#BS? zb=;Ns5_og1qi2wT<43^{qJU979;T8v%4)xtgHKETED%hs#tOJr4HweSuGvHfWSn4_ zUHiGR^_NF`IKS@+r`r>)he;WLd27ZuE_jyJ6ZqAQ?^E;7Y17J09mBz8Hmw|@xMBsS z@YBs*ykJQ{CGDrqHKaW7tke8RX~2T;j-8Q8e`rp}JVy2}klogP4?sHwNH3Xr6qY#1 zp-qGk(DbI~WVe_i2qBG}wb4RpDu&slCTthpHx7vM(+TXplHjU5<*Pie^?Lc!m1M0| z-v!5DQ9JhJOGti=(2cNS(Ox)`C5`UQ^)*YJmz=BEkJm3R_Xgk&FGG&>u-j4U0Ue>& zG)zSU8dJ!lz&|E}>HrFp+u|TxeH6c~fyW{`w_Si?r?huP5*t3E6}6u3AOg%Dl_rEh zJ|mOJLP=%l@DSYqyrn4eV^hjWBW(pAl&WH1NUh8~&49r?mp_yqMO4xC*-*pOj0HpV z@l=lnYbY==ia7&3!Ze#V?Q*B1G@DuKp^TrmUr*A8`SE*l2Yy1?4RrH+)HPFd?dY8B z`>>hLhgUHz{;u7EEUa5*@>Un;qjf>%svU+wk|EYmau)0ltS-R`_Y9Fj{Pvx8UE3)y4A|zm%_CqvMEH;cmK|M0vzXqUqUXSk^iRac*~WyZ@7(w#j2j@UEohTOx6@-iJKTVu&I0eQ7c%{34cea|5%aPh|qFedv^bVwwFw7!G zO=_v}_0$%vr&ui8F|C)Co!tPAq-iM7u&UR-JmFl!kxX!$oGuX7kjia!IlAm?6d$SUO<&XMW6w*k@DVI%mgq%z9{HHkxTb$E$5RNU=f-K zIGHl%-<{9yMm5`>i)yQRhZiC*dl)~7ghZ-6x?=K)OD|S$&D{Ln*M`mTvFMObAYU#D z+XOPbYk0NF9d;mQrrVOA1;J2rzYqhLlD7)=U!T?{yDtf8)0(rF))&9JMEomJuNv$Ou zF2+b7)~r8EsXOojZ=?#_N02;Pot>e%B;SyaB6f8XU#OligS2r2qQ({t{L=XW@cel1 ziUwIb4KvRkAv9FkVoPfGPKdPry^UW{(<*+5vt_^0LS02DIgA^SbaN7oMs;0W_UmJ-m- z`*T}nY{vV({|4d7t#D63^lM3)iaiPb0*5k$_Inm1nX5&CUe`56DV}oHqkC;C>%A9s z^ir4qEtg00^Uzm(S9f-zsO)|E=6ql*!%dmC6Yry z(AP|5?Rt$%|5$?0BPJdp&g5908y<7$_qSQcKTo6 z^%9|V$AS}1a%b6>$JNzElBYSnUcD>IuQ_$2e|kOb0nheYu9zSKAYrrim*Jc6ZWKXV z#SPQXg94Qc1&PhBz?G2csv~&OMEqoSbLV8`;jaw$+0D!>KYq^?P293|fh6M8ia1Lv zN#Pv6SVw+5ao>uQP6NyF$nm(a3L6Ed-Ln`s9w`na^$0J?uW1(li6fH-*+Qlwc&L~n z+I)SS{eB@K)n;2*A#-T26~`$PvzVh=rIs<(^maEQ9COOPh1C=FWgZjm=w5G;qHUmA z>T~yYo@_81VfyzEp+nAJD%*|=u2@HAEokXWb6^~RoRHa##6nq=X;&F9=dCq0vqm(t zxFidlzTQg(@SKaKMvF5;v;Eoxk*eo4{mSXmh4Ds*=&RN-78k2sC<&~`fj>1wPxEPy z4NHt~!DH^Mw@HDGvh3Z2RdagiongCK+=Aq;VIdDaG57)CsH%tAx_nzP6VOxWQXm3V zjjPxIY496T8?yUG1%Nq|ch~OUU z3R9^qx$K&X(Qaz75lq*WBy%(dooL7_gn9$U(_IC2OPH8hFO_z0;amda2j|Y=q@Lgh~UWT`uUME#wVONU49EuTK*ypV=C8Lq+(7@lc}c1R`5<^o`@VE!4JBZicj zV)lkYIFLdy^FBaEk_$CA5X_pP8aUM#fqVM;haq>>h|wYyn8QYhLIBC+#Chdktfx_c zZ$pVid=Uu`3F!EKd%SVp;$nDGvM3DS9b;Aii`^_fq9QOCrq2v-S=L3x-q+xM-@-4!1~~;E@vr9H%jy2sEyuA% zUpXNOiXVJow(nbG*Q2^wV3)*;9{Cq|GYC#Sp zTGV!%04%Ga1(7Q$+}GhTOGB=P5;o<%OBmf@c%_L5Bkid!%v@H_xe=-5I-QHEh23aaM~#HP4EnYarMAM(#Z` zjQ^-!|DhSIx5{6v+oOat}-E%vUHXlwgnR?*+`tu(bK2%pkS~S(c7tHeTDU zD0`1`q$Kes&Cgu&6cll+mZgCc5DUv16UoB6wWr0dq5nTjePvK3 zOBW;#7k76b+}&YtcXx-u2Dghl3=V_4JA>Qc?(XjH4$FJ*+t~eEr|WcAL`PIs<~dm` zNf+Uos)^V{g#jBtLh(`PYE8h^z%kz~h0M|A!OG52>?7=`CrSV8Gw7`b=jBksMOQ+ zt!_MHaC0>q%xpiiBo^mnWk0wQu8lF%FJGAX`v-E- zJmNee?nTmoQdhNJlFwbB)(BiFBx=xT;9OtYI5Q>{66gQd2*Sk8@vkq#yta}(o&=)r zVs+}^gPALr=mb1mzEGO3C#beAaoS})i zTMItobDXG?nwFk}T6{iwhN?ucUJQe>3wK+X6^6?;tr3tZ0&FO- z@|h@+8Pw9rv4UYK;klP7k(;TxXg6lU0G9LWLrb8-3}J*pRB8aUO8I39V=pozFqSnL zl(doua$_X)JQ;V03&;d`CG;0$6VYQPSS<(wbs#I+f*MPQ zQ6O%-iP0J;!Qs8mPP52-1aQIBEg~WIR!r1IL{sYi7gdS zbh9gFNK3FNRbp)Yl0>V#DO?9I<9dR0!zCSz)izKP(Mi(>Mt3#2*M9X-QV=2sDChF+ z`BZh*um~fNAw_pEcw2b6S3~=@VA8AB)Mn!ZTUlm*3Cj@R7`h|X;X=6Is&Ny-#{dr2 zcMm5g7AyVFXUBsys@rE{b}RYn3H8%cB7rerI@>0F@}>DGC+G$C2FItZKAXbk)Qj;< zds=4o8lKb{+#2z7Q0Ctm0TZOsrxHjpg|*>u8+pCk_nrG5_Q^F3qT)*nfzayprcL=P z3skRgJ3W=M)1_PUO^GmQ+g4uGVIEFRIEaE18L`?U+DI3irS#KcB?Kx3p*ZL$_JBX7!Qr3-kqnb$=nlT(Fk6+FL*hK=UssnjwjS z<2|H~>&V&}h2z0ofu?Stn-^JzD&wR3J8#ZVvPM*sS#1aRXR{-Er$xcXGC39jm6ICv z&nGh(Bl?_7`V3XchxMZ_vId(kjt>{TcWwPtO(E4KPhng7MpI=%2cyTRbX!3)@zn%d zsFCSFq%=t#TEWJ^J)SjT&p%%HrdX9>gZ`|j8^{PYxu8NTBIZa@{HYsa2MAHyU;;F) zEj2LS9r2Kt@l_gNkv(l7vRrt6xq(7D_JNIruq!iVJu}I!73)iOi%!X|1$I&EsjYEs z*Ckt=Ii#o300zHXmZzW&EOW-+ZULX~{X6NvQ9%Z~fKMiXWR2^A4UVx?R;)xcjo91? z?M-?#au`IGRTuK5`61TqzVrQdS3Pg=a)YNI^vvNr3MCjm7!HaENW8*B1aY|Y5LL8& z^<({p{O#VJX@}75p7*^Gv%P$Jwth#=XZ1&iwom(8k(I!^>&HYkqpy9eJG%kVxMD4^ zM=`lk;+GhbR&(ae(3$lOsyK^kq=p!c0rDqL`vILkY&0Z>CS(hlH8M7WBFVL>hwCum z@N=qlEIGD&J`^^%;k+ZcB=d_Yg~3=Ssfxl?Vp_bKR_BqOj;?;@@}_OH4idYkK$g%T z&%h~o%=L?(i8pj*iD!9G$W%bF0(CDCYC2@6Qk_r)kM%**8T*IDDaoG_t9CW@K+A0r z^>d^dMi1H}@eyxsVVc(dMLROMWK2(jN@w{9&$ipOF<{ zl=adbqcjfs4&%E)RB$tr%Paw4DVRpd#pXef@{Weid7oWJ1w4E_>jjW3)D22s4b{vi zAz58_kzt*^_*tE_(~Z5FGN;6$wTwX&UoI_vA^EXLpAUUmFQ&+gECAe{@5nMAXI0F$ zgmL6O&~fCw@pnvbZI*4o(`i_?i2UzwjKS@S3&*NqKuN-#5RHh?1}-a;C0d)PS$}($ ze2}Ajp&r)4uBCJp@5b%rSG%2GCeo|X^fm zeo}@3x$Oh17i-p$ggMP0@&5@yq8mgXB#PV{$&N)weiIh2NPnt;ty|d^C<-ae+Iy{4 z*>)RDz@QXD#K6D84-6e;&>lX8{{d6!m+a~dJejuEIiwO|webk*-Osv|(bB!?dOoa?{u8;m-Yl)%CNo^L_km+14?$afhTW~aMVbd@Pg?pF=Bln z2iaXROB5rPi2K~&P|Zb;YgZL}!RK3b{bwq3)O+M6KvCuq=mlD07+n0??r(1)`j%rW z8Qj#7D>LD{IPdcggm1@_r`=hQJ(I_H^uxoHc zX5YUgje!gC>@k6o6zY>k*p=*9u-8o5rt_*U$mdY7zZ_yV*7r{4?FTJUMk|pPX!ieV zPG`Q*48Au63y^k@yh`OXWzVQVxVwCVuGa0O`%K&>ig@|s_4X6G5~PnNQ1Ul%Px54R z(BsBpd}Yyvo*+pJ(G?JsO9ThxKhA~Yi#hqy`vGg5q5i`jpC4EH~*N|WXXgf#--OyS!nQtrF3RmwCO6nY8(4-%v4 z77p?m5zrT!`bp#vW!v^|1dN&E-?xFYF|#*)5jM^UfRDu6P0-7-b%y^QVEwn;4?Sg& z8j=CHDvs)VSp9bvQ_U>qpa(?Kn#h&*VW5h+Vwdkl2|xAhqSpB;2r>hDV*q#C}!l41ig5B zIm6MR$uw{vSjB+Jmi5KYMV>6Iy{5lxdrkpE;aC*#mUZ8J?-{m8gq6hnW3u-2v@xPR zc3-RBRSYkhbIv0OjH2}g%Kw=AhB!75ee^xD5B6|;Gh=Gu1?Pm zaT?dQP&9`9%9%vC;PVu7V#&?%kZ`E^LE41#PC` zo;G5T%}BAMM6krfZeF=m8R{zeCH6 zEyNx!SFJpMM=IjSq4hPkkc*x*ujivrf3;FP0bGAQyD5<4tv2Og!yj|0W81FfMqvL) zv1ChS5r?0hj=E%a;TbYKmy%5_iYCRb{Y&jnaZV~Hf~lAqld2>jK-$-Hg+f)XdOTTFabgzAYsWKxamk&%V z3@Mw#?r<%MxSwZz`!e)Gipcu2HkYhKRZ8-K3)TpUO@;+K5wtZ&XB_!J)(CVP*R!)! zH7~XH2a#cSeHkc5BKMa=0h2^Y40@MmIhgK821M7kw{k5+AuFiuhUWk^@5B_x@WzZ5 z2=rYd=Rnf>NIaBkGs$)?pwfD%W^3_s0D<`ki_+uI`kYhCuM@D)js4qVHM-pS_2vNA z6{5M7wmC%SdJS5eq@=`_pQsB7nwv(^yax9%IoTfExFmwK)!^!S>p^__K@~Rd-KAMr7NAC=Dom)pVM93%iK!9GpSgH9s z%~q7%M6UNPFbuWacs8tw2aE%+0yeSz+UF?+YTq50f`v%UyA9{=F)@nfWMG0Amr`SX zZNlW8#EzT{IHXm!w#Mlo<_n?6wt86Hqu>CE7@oQQ@KV zyh!4Ifpk-wdy92n=3(db)q{}xPFckffyO?~wb{wy2KP!m3K9AK)ylLVfX0JsPnY9H zJqsH5O|D!*rGI*!u<*9PURx?=)tR_GV&|7n-PIf>E@8nZg8ls}G+#s{?e(mh&gUfA;|cr1^E?jkJOi87Z2M9j(rcm9eF8~zA;(t+%rk}en-huu^M zantd8q*P5yKaQ=mZP0bCl$Z4ct^EsQytd?aIc%Rn`$e&fp;ZM(Z}FXhDXolp5Nux$vh@;|$uv^$!W>$VtF9ZqX~h}1@B2KDVC z15mWc_(lc5_I%eReIm6etcAZ zB9Qh8)fPR|Q<%pds%tyo-dhXgOFFPbFBtqFUAK4T#}WL+JBB#L6;8Og=OAtTuJ~<$ zFY=Wx=(L0Ss??+&<7Hr;+hz2;tzv+f*bXE?^IGx z+vc)+q9GzYoaj(@p|$Y@=T~BQgZL4{!xN-6i#72C6>pzpFe+n$jW=%TMDgv1yU*lJ zvqh1z#rzD^;`cvQk%&@+r5{|GE!pu~k~)Dz2Lo(<=lt3Vb)>mMVgzCwrwNI$=@{Y8 z>SFJgclHJKq$gcAo70mti}Cpq&X27|=}(@OEmS)zN{_elK2ix&d@pPp+Bug~@|G93cI9HH$WX~2(_(ENuU)XuN8*9- z(x_Q^BKV|5Dvrf}ilPKM{AfSG2#;Tu*Qa-Rc(cB%Ta?thC$#(Of7?L|y5<|pT2S%l zj?lVUlD%l%j}2s{ZZk7mOMK~S^ASnkq2(MMtSWi!G5eNou7macPj#g6%j=8v3p*g0zj>K4NtO0HgnYVBGD&1$^h$3t+pHp*2`9Ohv%Yv}rpv(;f}Qje(Spae=N5 zWQzN(@NFeF{z7z4gXVf|({6;+Eemb18j5qAf&wpkWp=al6baB%7L6$6ZkY+BtqC8P zFeuCs=K9+x-GoPJlrVo73|~G8$A1!OBoDP+P~9`y8P9hn*PxfJ*5o`c&{z1H2~RZV zj`o17QP!xi02$W#QY8(>B+-N@rlsAoyVwz3m6Xh@fe(L*Rwox(_q(0lTBKFWWxl`! zIM<9u8WEHv&Jq`LOr;Zv?Vk-?Fn(wLVWwALc5UIA=+MGnV9WmA%VocV6 zIF5r|uTq@nLXlKPpCJ@+(rL3U;NO}2u;P=ZXg2E^vjWA^)Dt`EyYOK=-*C!3I@7RS zMKxE5KW-R=T62-R*xRG(%aoI;TU2PAhCGj1afw5q7^q6yt9qb7GLdQ4ch&Y}Dqu6QW9R9HEwysNMpb%WPx@GK=I_!+&MZzw_Dg4U?accjBco(Q zNMFR()V{Q>MX#bartN@f?XWM#{4^&FrWc1%H_|DqCpUe!F?8ls4PP}@gq~;L>gsRG z%@R=OrI{jKAXPdL;l&9Z;NB`8ai5Gy3qBpBNl zxAqU_)d7Q&Mu6endlT%!F8U9lri@@iVKgluK`p`nb_|q11l3G~>;6N^oNOsZDX>&X ztjzzfpzFoG$jRcPSnB8Llw;tnVTKg<*GV@T*>rxGOcedk;&1C_#);0=Vy*G z=0i+t=NrXcKo2MpQ6%it-B>@@wo%t*z5AanX{5#(-*ym!qimQ2n5(A6s_&PXc=;kj zWGYyc_aoxY27Uw9Vv86+zM~t7%JYtx4(%#P z<#mvwe^r7s4u{0&OG#O#vU>ilc0<47%lnHwK^-f4OGhncnS}-m*}G@k9=bt+g+8Sv zT!};o&O!*e4KP{};5qtzP0bQQ?Vc#v(5LykuK{p&(*!QKxTMjUYP~|N&x2e z5agcUbMNSsRkdGL2U8Q=t^*BStlW^Ct^tmY4sH?1!0ejSr(j zJZI)}$qDY=rCRx)`wHd#ro z`umjsUKtUlMqQ`n9RtP5%=WLuGQt;GhPhUVRfaM`^H^gwV)2CLDo9&;3TQm1n$yHU z8pu|@0DTUUQ+vU1!`pK>DfX-L*nU3ShgTu)Dj|v|3%9mOoknf9h89w7xbuc=u zo#Boj-!}}%!aV9hr&jDY7&HHQ*K8o=mnIDim~W6y4IJj&)SWIEQE2VB?KSK8+;)F( zobll`XurgA5p$dJ+3dK`zfkE=BKVbTo~>M$`&S@Bv$`|=N4HuST`FiTmbt~Cvsclp z-G{4PtH!}764h<>IKI@-)p%mhVyQ3h2#=3B}KG-);PeQyiL0kd{R z$%JC%73Ah#qSh(1MI9sJvx_&g;NBpC;~Yfa>fW0kY65_NOEyl&#IJRzImcX<><4p^ z<9VXvXdYMw)k?0F`U4Q%%}`Dl_{$6AA+$E~^GkR(zI67SOHWGg$xRvcWoD(lJpZ_{ zdS2gfYCS`kkC1ADvsT4hfebUn!;U|{z%dc!yeW{71cvPZU z2J06L`B*r^h0r+u`+j`|OzROuatk5u?TN4U*sljqcQDFZ>qTe#SB25jr4~fs-!pp< zrZx#Mrb^WrE>oBBQ=4T<82;`_SXV@aB;Ji){u=vYWZQ>b!q0d6+h^3?dk))QynFF- z?u_uert5G_hA?BL6+|3!XnKF;Y z7R51B9VKt)53Sjo?F*ZXpS8NctSp~(m-n%c*Qed<(oPRv1Mj1|s#X5%d8pY0x69XA z--pg@0-ukQ79(C2-bUy;H$yL3*B?%9LtvI+kjCK)Xq+zib@jO0Y{SNzE~P)5KwqO| ze&m6)?}=le53Uu7G{}8Z2;K&@`RpUNvtIH7Xz;H)fVYRr5-O%5d!?`d2TnspS`zUT z8II!=8BQ(#^xY>dYAjnjOHVuTuR`cdsuQCi`m;;I$8h#u{Yv-&wyedE0V!61i?^$4 zOD50c59t^K?7@B(L6hECn0?ho8|f~J&sI$Mq13qNI)Z3=nRBML97)ZXtArCNBf*2I z%lb;Gwb11Ef~keSRT+f>^!V~?)gAqWbX#(vF1i++^N5BX%)mO!z{pef~JMA1jYi#*m|hW z1W`SUq!w&FP}BcHxPsXzzV^?3Nd>vjdZ&^muWPinrLw>u;D|AOs&qQjL?V~P0mpXE zlI>i8p|7fTF#GlITQugQVtH)h#O1X{+c4CC@jbg%4AqsNp&O7gnGD>_sqjn2fT8@@tgBdyhjc!g^CL{CoYc^tkX*l8@+lHz~*T&k{WDiR-Wr zXtV_@rQRPw1y4S~Q@Y|=JsjA&kBdH81Xq9_<)5rI>||ywp>a3k_O)O}k6pap1`2k1 zfbY52h0U z7*!emL{R5F7Wps8%=RDZQL=!kMFikhF@F;MN%i;|{F?a%jfh=gMBo8|EqkBfApW1C z{|sX^`31nFA_I<4Z-F2#M)cwTC1Pj&C(+k}*#EVoYjRD1Ifny$#NU2`1)Be|`Y$0z zieEMiCMf%VbyF797v`Bt-T2OO0RH(`JTbmI3TUbmYhOTjk z_BM2wa7?%lcDs|Z=Y^M+2vc%bi*w+207!5#2Nal5Poj+>enGE|$rGViIOPe44Wn!1 z_vGZb^|?>ZM+}4lNv$d1aoA(Gw)?Ej`1)h!dnk%edQEhl@&5+BfiOVC=^71jOAx@7 zKGX382blU02->u|Xlq@yn>IuMhHbV`Ry<*o)vvIkc)EFS1_f}Ft70H~#Kl{jI!FNuO{pIo$>HULG{F3CPJ6~Yw=;?mpPz{Xy z6+x$r#zF}O%G`fXAU{DT6Gt1y2ER{qDsf{LKS%?0C}e;g32+%V3g1R%vuIa~VfRWT zQW+<-{~ccT%P{FgCPZZ}MHn7#A4>@2zzjLaq?Acf=u1sv(vk=7Jae}GhV7{RM}V7* z2TKzo-k~8r?g&DZJS3?M2|Yp@EV~XxBnH%8yQEVa*v>D-4ns{cs@5GA-+>r;SD@Iy zBvwlMOCyC~y(G4SHvU7#Z?df=9VxBN2n z`uO>3`L4s`a7&V68HB~`h9hMc)OZ{j;_0u<+w8DuM9yV$9q6JmhdPwnuKU&fV$)6O zFZfmq;Oz3TyLzbO;JVxT=mj@};`w0OvZc|6(in#yX(tzL4y1kpeHl`r=0n=V^!+dx zbKB)470_7$3GoDGeRg`so98&DHCw-H?$h9{QB!xk>!fw|*wU`Je*4JSR$_M4j_+7L zG;({`LEs|!V*VGSV6)G$c*6929&Z<)j`kEE(98AX6m6{3Ub{R|cDxjr+^N4dhMHv0 zDn@5Mpq-x)PG8Q1Ub}_jpfKL;e;gzGcz!oN=gc^U)s>a4H^~&bois6bKxJ;QTp+1V z95^jfk=T+hW8 z<&QBosxy@5^}0KJsSSmDy-(3MAZ$wmyxBMV0kZ~uRKD!&%qHGXJc<=sf(j7S4Br#?Bli*Wb3G7;AI7vbQ_WLr5VbcYXw2Npqu+R(**!CU znLi%he?wtWHH8kT^4Gwid!Z2_OYJkx{sEpJUPGaX$0c3o4j#RQ{ev;vt7b_CcuoNN zvWBl_sE%lBRPm67YKL7eSD^@Ja%o`=NSCFz<1E5lHncv#P^n+THp@w+QMv>;ix#eFE|^(d)L)}&3k8n6|KWko3!ZEME|xy{ORcVYk?n&0j3KVjl%9(ixcR=A1|y~eL^{v*k=T%) zQZUagmcx9xQp7w-$sG}SXZkZK&XuYw<59A4)}YWG=n)$P*4;g8WuFTqz2EMsy*wlPnje{sYF?on(R!jy!uw%AnX11KZ^_@U*JB)kvQAL#DdTA(v665a>;2*8 zFc+p<_-SH#qxHQDfcM&ZEnw(}3(Hw_>QhS^y(PkiC>*~Ew8h_ zWt#77iti@u2dow8_PrUlgw-wfK6O&#jv}J#fp1Do3pj{$ys9%zP~d;9YRJh7f)!2s zVGWA%u#u?%S{HbY+>C%!M}w6vgK6@=f3)aN5qCfy<^JOzXi^Szy~_4MSZNhpTep93xY^6P6l`C8 zB${m3s@hjdroFsL3icAnfPl|zLCApp>m;-J33{0(9{S&&{RJof#VSLUFcSd4oAS*k z7^Gqk?*D?EDc3=;=uMJcFs!Hmz~Pr^vL4KS} z&HS_dqk*%0wHp5WO&QNHj{umA>bI@}f@Qf<2WLs}@AyB8 zWC;oy1Th;IdkXPagJV-LHsIvzn~O6(iJ-^3n*NuX^{YTi2t6gA7N7-0{ifxZHtamm zXvv4!w&~lpR9N$K*YL1^Z`u3iiF;Q*%9zl>!uPxe+i{Elg%v$=>NjI%(}lfMlDk0R zoKM5`8?jT0RhC76G~uh1FH^%&pu}2%tjy)R_eo7GF$ox#1mHL2cl8s3!?qKm7So$o zZzoQY8Zh1h?%%|y{S(GtEsC#%yfUfjJlNA*P6FjgHk!jI2k2QpEjU`z3{A#6=@8+_ zR#GU89aWRXDG7xr_Y5)T#renWISBhNILg&+m|}jW7+Pr~%{MVotjQqN$n0hRNK#ua zl1#yEyM^$h)p*H1rldvZQBM+1>;Z8c=!Bx+JMpTai^A__ipZA);z_=wY4U?C$4+}P zA2}ZWZN-Yw=2I#Q%8A4e$u3_oa1f%#3dr7#{T`zrtSZEPv=-%`Ng9<3vQLGN(oMEO zknzp&N~NSropF=;powku(M-Y1?4(j6ybUs-caT)?qOsJK95j_T3j)f(GtMEQ5?a0? zi%(%B$whDT^@0~4h^rl&LpJWiI+Q%bkEdIOn2lfuAoGB&bu_z%(F}q>d32rA1E+9( z1F20N;)m!?ef}ZHxFD~wq2>kbcrQDxa6~wvNOo#4s3dufA;@t+CXFRs9DHmLuAZ32Twf??J-9%0Q2oT%U=WV&>6U`6xyS{3Nv zn;rJnNK5x?DHl6rI?=z3=qJG_ZNpVZF*i(!SFcp2KV!sEJ2}qh6MUaJT@(U5M@7W5TBbGct0*;vaCVeCb^`8r>K@F%ClvKAAdz0_Pk^!5CYbR-L@4~?HUFJ!|A-prFFrn z%N@lf?vQn0?Rmu2y!<^Ve_(XpJcTiO9@c(0-0T4nEzNE=kA?HowO)W(${)Am4UOeU zz|p&ldUa9|{X4Ud5Lnq`c9wq(yRcVj+2^ve=hS&nn6agqBt(l$#?0wF3tfCD_zGJR zew`US5VFm9q#e*$$CAO6$kuHsm5}7~i6V_03g6BBUDFK&+TY)YI%IQbx#w(mHT~28 zGu(Me?%OObSpe#?EHdsutIV8e5XsP$gU|*}q?9Zd7vBzgt27w(O>AF-pQj;cB?Wav zKCv~FSr-m5syK-ilu?igW=QniL)d~*F2{*5&`Wg#xBi7~CVC(m(Hw+)zBP@+ET?u5 zR~zU$c&;8>=R~=foXoGPLn3Mvh?e)HkHR{(l4kF~;;uWyq5E_Ah8|JdyS|(!D4*j; zQ05;L2vD}h)T8AXY+mjKo%B6wB$3*jID7;ULQ2!P9^)dUEQB!3DPtPR^E`=ODLEP@ zpfmio#TS#|Pwbb&lo;oF+{OWN>)R@R(UNK0eU zl$&=eJC0>0dL+7w!%4^1HDEVvONe3;NX&KwwkFw?UH<5g1n6FRcTu5pYQE+aWpubJ zL}i`jdpll+i*13^DqMsNtfe0Q`Rb6*o_q;C>Q9%paURcCzBh!$PapX+L6f51Ncfl8E3ciY5(65gGTcjP%bLpZhA1sH_z#wBe?_@_x#s^_^P`-3lj{86|e0`wAa)X*!}ad~_ZRVSCzYql_i1J&|*5#{sPa9TSD3LJGC$55+wngqckbQpFR(I z@(=oqe?nr{JsbXSk7E1x7>(9c$^s}w00gq{e}W4&W1#%EhkkJj|A-Cn?EkOqmpSE& zXrKkoYwOtSaKigOR!{9dFcE|okXysRI;YrzbL3d^80t)i(y_N11`}{GEWE$^B(4v{ zD4=p*PMuP2=tF35U-L;CP&r zOQhh3!J=}wm1I$RHKuLL6qyfmyUS#vkvYP{oifC}uKFPp8FT-Z!R!>0vw#sNKq1gu)DjVNZ7{(LQ2bX_!(`O`%ba4) zlkGX%Q%ytfR%5|WsKwOV-*F00HDjBEBw*F_v#RAHCDrP0?NOB3MPt^qYb3$Y;9{53 zLrJHcs;_uOmlU@`b)wK1Kt@iFLfE399wUIGm}y&JHD+#-RZExGA9<3RzNyEbqeA)Et z({Xq)%tINb!Mq&FR$7lQEz|+s}+oA73NU z+uQ!~?yQhv1A464;}qbPo~#*u-Jkw1xx92HC#QI_1JF4h!#PO91;+uf13Mpn8d+nK10ti2NA4_@3H}=jS4m{E~)6;j(t-ZfLc-^)g==o}J zr*0-Kq;HK7#UJ6rhS^!X9-Ti8h;hw^5uA1O@r>M$asu_`SF@G^G13!(#8Miwgi=kA zowUc|e_J4`^V{N?YYcT{OVRKH6{KGNmcq(cb!_2x=%EAe{UO&53UyTtoRB+~RwIGLbsWbW97<7&SLbqbMQx zpt8@*+w;%5N2sF}?T!XgGAg+BhR1fdfSU`Yl}-l2w45;{r`iL4`O4L;HYfkV3BI%Q zPcm=YkEGn&xm#hH&NF@6guY&Y+9HO5z!5@I9B~g?#Un}^?c2U9m7)_a#X|YwZMDMW zgn__c9!9UVTKmAum9Q9pl`AQp?%%bQG)~Z5Az{q*GBA+eT=ELVUu)JP?XaZQ8<~fi znFl^WBIi9-{^xS@tD10Wv{5J@{`p{sV4HV~YuhkoY7Kfm| zeWxv#15=O1c*adT@x0OPGpD#K(?c8+O=O05Lk9E~TOtnNlK%Nm%L>yaf{wcy@`P1x zL)iLEh_yafBuiNZh7s;_hSP-RP3L9V?6s!bJlT>B3whLFXFn0;bCT7=2ax}5((%Un z9$Si=E<;(q_g)X-l)~9*HHE(OcflsFGzRT8L@@+#OPb_yscqARGb2WS;V1|r(q@y(6Ri%nbg;1QA$W92L>N&sJUBC!exlEpI{kW|$)!3wsTG(EhM!aU^oH!vB8CUx2xlTf7s zlA3lZAde#t(uQ(*V{I8k0Yo?8fY$CN-(xR7Z&w{@MbIlpi^ps zbAu9t4h9@qmX6R_WGuex5p>7=po$jM1Pgp-Y4TO;$Q9@eSU`q>EJ>)iF?0}kwP1=n0G(_u93;|ru6uU;tE?VoE<8DDl z&R_$E&WA;b-4Awt7k&k^Jc>+^tIx1W8-VR*VImJslOW6WHSdFr#Rs{zKCNb( zXLwBERluf}KAudI%mKQaSg6?9Ah8T#FuYq$0OkIM*=}MF;nUjGPE=AFz6fGOq~Rar z4NLh&=&$>3nYcpuvc73ZeHy}T!Xw7s?{{}qP9gjNd;4jw^#^;@j~L6m8t$lvI*3+I zv>zEuE+m08D8}xup97x&B5;8Ef-H?VWAf(zSoTFQAX?~DtA7{`O zO+6$6rMqPD2i(H)fPuJ@9`(pgm*Sm5NM0)lGF_I$^xs?fh!KrE%Yuhr`IhK)3K{JM znz;7%9z~{&P5ch;0K;oH*mJ+G#`5W;1Pz@MD$qGL@_{ZRI;W;qz^wIZTMiCw?WSy_G(Jb z23j9-kTR-tLe0JPj9Y!%n|UHwBZakgrr+O-n+r6V;QTbSMc;m%1WW3?6x+w0mI`^K zB52}l%6Uk8yqZ##=I&v>K_bIMGffmI!;JxXK$3v(_O-~2DrTKMBJ!+&->fFNAPk!0 zFmPleLBal*Cfj{jHB3W@np`+npFzP;u6KBfN18qCH8$NRz3@RN4MJSUZ;TEOu&Z!P z)KMMJVF=mNRaT&`AbVMsq|voupuhI5mau^#>?i}uQ6@_m^c}_m7d!(uOMs_2FvT zJgr_Jd`8iHY`H}a9I+X@X?=Wt!ao3AK9Yg1Zjik)6x%1H-V#galr@aJU8#Bmrb`GB z{7Q|ORo<1N?BR%z>&~^tNX+^-AI^6vwvE2-qpf=DYEuNSJ04bEzQ?<_BciMsXZ$ol z>>2e%m-zQ1E)2>Y!Ly|?KETP(8=DHA}dlT{!- z%Z+GPOGIbc_|aidalLaSsjgK#IJQusD7Mnl8!Tx<5jV)goLo|8xH9TQ`cy;^?Kg@A ztc4VOwC}>-;~4qT#1AKekLD3^`p=Lk#P+m53T%YmZaby^DxD=xc(;Xnx82GUoNmv( z9Ec6G9?{TMm4HB{Jh(yDm&O9Q=QVxZ<)bfWeXZ>jaw$eiKJ3zI3KQIli=ve&KI$5w zCRt5IfySk*ISnrC@_V^ITpOSn_1nY4F4WA+*%CaS%wKegvwaZN6|;Zdrd4+<_|9T3 zZAMIO27DH;&Tb`S;avt8_B2l}ig#O|UOj6|aegdZ<2A<2eS&D(%9{LNNb;}V&)jsU z4ZzO^bbOECbMfuNmcw3{ccZ#c{Ct9@qMIAX_(#7!R_1 zY)Hg+OWd?%XEdi=jY#x*s?tw$Qpe{Coen;f;Eq0QoM}+I>UKe}`8?Zy*@U&}Q%y>B zKSLdsalWBciuD|aRy-oJJGFc;QTZBLG0MQHEd5x0zfUQ-rki4>v_89Jf1M9My$&pN zs8?@FF=!+rz<_0p0p}XDyCu7cBWk$zl8FSkrwN5)gY68uxz&6Vcsu#E$cnFV$G1VqAqXgPs-052Fh=0_T zjl1e8X|Oq16qLJB4|Fz2xZM44HeV!gKdCK^#?1Mh5OY;wP3{$fFq=5Je_m$PXj!s+ zQZzKOlQQNI(Aw(-$B6K}b5Bt-zt?&lvb-cySg@?{er$?ejW9~%NW>Vpv=4kB@nWh> zTn-uNWRR)fC&NL3Z+JP>*Kl|Ak@H0MPov&(&EFa7fGYg{7JhyhcQiW`{@2tjU=NIr zTp8@?PPHs--0wJ`)W@C1m6EOL)FSj^c4SBAag?TIwZaiSfOQB*)cDIS@co|q%f|z~ z$Oe8KOCl>)C8VfFLap67O$WHxwpOCrEO@r~TO!zAgDZX{L8`9k&+><%r}cocxUZ=C zN`r=>a<16Va(!MwEq=iuOOp9CN&SrKqC=v(9kY&!?@120#A4=zU z9y2H`*Q6-z!-NrpY>|&w-D!P^5;!r;M-eZ3NmGUlx$ILMt*7ZDLA1bv3M^V;G4>K` z!_?j*RyozZ^*Klac44#bq}*AOr>`S@ zXtY}O)zHuM2> zJ-n1N?2_%1dpR3mvqA4DHOO|R#L-|*bCoQ-Kc)o=@h0be+^^rngZnp}BwDeQXkIc< z=M?H~;lZZNqAd8vl10Mk)xvee`i9Knkf*V-BCc|q;KLsTFh@Y71T!0a;Y=`&R?>U} z=tTeHw>ug-k;3X8((UiUPl%cv65nl5m~C2-AC@pD@GS{x)%^ zAnCwj0g-ITmf(WE*)&id$;GC>9d``Uq&NyK?s(qog#(%6g601Z^^Vb zpEY+2cVDS&+*l0^IS^o3P4MOQT-sG1e528q61M#=cX{|>};X>(9)%i zu`7H>;r#Fn1G8copZaVRM~zjSD>IG~AOTHfbX04-1^>$BdQOz6qDLh1fd!=d`pJl} zw26@L8lVo*Uyw)k@m_#sP#<>!2rFsHb5Qobp?pOZJ2TC@>mUy3&n-yx06USS3{r#N zNz9lW{x7vbcyUwqnH>yHXJ)24i5?tpngWc-nVwUcc}H2K!IW|?Jh!64P|`tI*?@x; zB#@a}ay4|%aL;%A^I&I1G3vvABC+OjQh(t(4t|Z+YUGAr2j_dUlv4gaoQ+|KDQ)N* z3w-v}lFc3#iJCst$LQCOsIAiD1wNuYAE;@Wefl@NJzcbibpY5;JjrP4c-e-)Qd8M>9-dwitz z_sG4QDS!94{OYu`a5Bb*?GKt=DTxa0bCm18%pYF|U9-f~4nvG9FMAIeA(-YVh$=L70CGZW zzftEDP+vSKM1wn@TJ#gN1*U={p_j1XQ*kpBmRx5RJP363JgTk1U<9D12;)0Qt-hd7 zt9?9iWHE^%=;)f148=Pt<;Iq&5}#`-u`OoSZ5TP+_!ei^vKRzNhg-q*zle;-RCU!W z8SSifgchFj|C-nyf%htXGmn45k}|kaJ)>NQRAY|rh$E#0FZ6YoZPs5*zJ8T*oQW4PA_Sr-c)bqeze~;fM&-uDZ~xy> zii!DuqR4;xFnjg$W06EIlU;hg-|M#4Q)*5IBlMe%JH}k_~i7fQ>{cjMMCDr~1 zJ=dz?3F8R^V+^>c{s!fA#c%n4OI9rZ>EE!X?qWgE0H(F{{?oGY>FpJc-H4=(MZg`MpgVL4qjuk0L=8Q@02$ ztLz{{m)t9g-Z6v-2__T5PK8M*3ymqCGdh52$)cj9j2;r3tZveb!6elXi6P;aQ6tp| zINPrXfR+&(OGR3Q0qc5}We6IJj5UKlx{b&!2{=B9DKCXn9J6n61x0^Wgh$R^6^0Yv zpx|*yASzd;{B29zKWTfkA+yP0B~~bO$01^P6jU%B5a3}OcqkAl9WV?9I!Ez1%aA5!CA^d5a2V)#6xmVob;+(@>xy;S@pWTn+}dHBtg(?& zl87f1C(iD z0A9^?R4sYzf07uQlJ4W1&e+Pf9s3Eap~k^r{Lt_OU_O_%^XJbj#8qkG#Am_N$*kFpblcVcR=;7^UWr0Es&~za|sYY5x zXl<46v6|#OH>I=K4SeuW@QvI0N|I924;>n!3uZ;d|lj_n2>Q&Hyk?oem7U6XXC@~N3g6c{Z|??P9eF+L2t&vJ^=&foNYyX~LU=GX`~eSV#3a&U z`_rgTIo|g{%G4_a1f&TSl^Qn|cg{=#0_pTy)Oa4w7ZkIlgeg~M4zu500&IxiIS4o2 zEm<=um@UnwxB{{{atz0*k@r8O;!dlMozmK!EWR{=eJSvNS~Mn@J+I38Mm>$-Q9y*X zH_v|>xuSAv*tML_6W4GJ0BKpeJ=!fNJKIxV_!Nl8kt+*gnWSA=AKV_y9_~0lV}M;^ zz{xRUv5>q{)Jc9Tk!Qtc!OeYQ{6*#P;05rzNggO%*UKKh{)wFQbgT{BOjE=`l}6G$ zLZ-0x(`Xv6_$|E&+*2YqQWg>Bk}huHaUtttKv4ey5B=%^Q}A229e^Do*I5PCJbb`b zv+wUGvw}F*zoe@_WhA#jtG*pO%w<=v`Hx7es^Mo$cVDMw7ebFAQ+z93FJiSe@0)fm zX+}Wnf)-&K>Og6?Z%~Be`jLd#O?+U|_y%$1WGvZ5uoY!mL+U&RI|zm|WAgQqnddJK z?ems|_L@0NK-Uku5MYDK>#-tVY#8iwSA!qz)N`!-W&aP;d#>SSadOyS738qhi6nyk^`l)SR^cOCxW zR|=1LRYit>T?EqI9UIR!9B>&+gVHz?F``Zw?zs6hGu{?3{DBlkyZ z%|3z~LWIWqH3|UIYO5^!PmH=X@e$4h9!BNc`{WxkzdwdJm6+u}g^2&*JX&c$;jQ4H z2drkkVFQ$IBK{ZrzpWLNll6bI2mo77n{DubXZ`%n&`RC|HPP_54lnad&i2EMNj;-k z-Hjr|hLrOq(O+B%%i-@Um_&j;TI*Sf^7;wsoCz<$0YopLP)2&^>yFjAu`~3s1boT) z$(&NB!OKS@3E`+6`RL?-r3(5wbam`5?wjOdHF~Z$deujNF|@2yP~F{SOaOfQLKmZJ zVuG{TE4aR%j~G(mf>6Z>q6))55>h-w_;M~cz6}x!DN`k`W5Js2>E>f;@sKIiTX;P0 z?N+o!wir^*U!<&k=IGq!n4LH0LZ1gZI6Yks@2ofHt59SlM^p1Tveb8Z!c&nX29{*g zelKSxBh^^-uAi*&7_dfN>;P=ld@?H$S8YisSG2>&ZjDG>+S#0}RF{v{q?o1d@gxlJO5S| zTGC9&c$O@}9y>~aYpI!e7>CGADlg4QqLK0KkqPZSCdzs5K+PaG763ZkAB}`m^W>Bp z*e@I1PX3Jk!hV0!;jmwDlq2jtU^Tp3X$BEiB(K|Spsa_hwrgrK@FE@5{3RrkMBjtjd{+I- zq}T1*Ew$yXtbxy2l#M^11c~2*gyy-L=8D@DQrkf~iM>wGxzwkSU9vQ9wrbtKqFT#_ zqiErwUR~q;+{#RP9|ktF{Y&x0W|WRO{a1-!1xp?YPxoIMg+@Tm8Jb-XZ?+mJUFWe6 zQ|E=|>&vjy;sl{Yhg}XSEi5lxDq~X2c{p{7nAD=NRu<=9Id0m{*fF6CGGR^PxgGxZz^nTE57S$(D^-R@5tgiVR` z3bVg?+h6{vmxDYc{lANqmEzhSh7StQ57;s!IN;38|YhznF|Z9GnrDcBn8m zMfo)lcq(&DhM74}NhI1V#n2fvW7jp6i5C(dnY!uMZp13ENVptx;JTzQZuX}y>|Lmpffjo+Np?Dn|o)F8wf2;yS0A3 zKdic4`lL4lCBEKD`*A97QW0Ny_F3q!R_Ok!yVbr?`~YodVfb~SbuDWp2Q>kf#Fopx zS-RCw$0-De^t2moC3go`u}|HdiNj`5+$r(MUq($EAwYIq-iT}#R#7{a?0r>nyytFz z)u-p!Zbdy|MXK`(4()vE1_%AH{-+ev1i%sijoX;9^yYpIV3 zA{9G?g}u>z5dz`q{uQA0niFL>h#0v~W$y!?fK$E=6?bYrj=h8fzLVS}Kz8XCXQx|zaC5Q;4`{vl0 ziP0ahIMzfA%crQn?o*bE+UqeAdO9_fMiKR1k-IOgU}sA4Ix*(Ev5ej+`+qWj60w@oIy zmNpM-4(Ef)&#i`+^?z35Iy$j&mTxqzmR>Geq-;rAXLmp-%w{Im=PO&ZnBuNha9=Vl zq;YdzBx}{{ld>kO?D&$AIV(de+1*?2pj|X09=pe4{{fyRyV#Nx-I=?v5@ErHjJW|6 z1e%+z;|a4|`Sn;=QTT-V{n1cNNfr~2$1TRR`Ul+JnbxPeT@Hpd#d$FxB8Zp zp0$1Az*F4IjvyDcd2@4AQ1`~YYy?qy%Hc}uK74F@4$RnL*lDCz-uVB;XSp$1n@w~%CrKo5uI5vb_|Xy1F;dQDE1kD ziY_9Iq=YampKba;EZxg9gHh+?##jGLl6H>KxWl;7+A&!Y^hEKD5x5|6o#BGEB2cz` z)XdyqIl;(M9H0i1cBb7P3a|h?6Ivr6+!(K?$y82RodQh)dG?4P!1~>RBJcOi_0#o| zga-0cJ{p8X%qwUx*QF7iv&J*Q+Sg7miBEr}#uZRTzmG+If=`b<OPAULPk0=> zcsqeF_zOmjAFfU~9J9iiURKIw4a4jFiV~qg(Y<)7AVEu?bHF+AGXS4|b?&~rrPEi~F@kPFOLU;4;VPOe- zKuT!gJ5`?Ct%b>D7G+v$E-675jOb$Ldk>HIFwj`xpoW^IHyo&sBAf`Wacl5C3F=#M z#g)+$0q&fuKm2KkFNLXXdC7;2OjAR}P#jaN3Nxb3^+pKqJ0k!~v(H+Q+-^tZp|%#y6=_MDF)M=C3%LebKrOR^B6^tu1hb?;XpsO)O8t(f_H8OzBmQaPFze%m zD(pMA>OpQSN%k}NVTt4wF35=66 zDyl`?YN!CIqG=wQNqD<8c8%5uY&>1=jBqC!jTW^vo&Z9(vY#eLYsgIqakoFY9}4_t zjUnQ1zgyIr^*Pj_fHuGe^2wyy3Vu5J3u{b5tSy&{Sn7|b4f(LI@P}|p=Ti}zrejfK=Mazk z`zs=6gBV_=Od~DXn1v*^ypO!w$UQlczMSaKUoJpma7b#n5e#E*#%T5$L6rzkVNK~L z6rYDvrR`N_DCzvc(L(#<`h^vHl#)rUMF+W0JtEecSWPRqr<`^sCnQdr z8jY8K|4rYw$S916^17yTrT5_d!F0vM3LBSmW9cB{(ai<2-!(M4=O<>T-jfY~*IL@W zqoyIADN6ZaP#(CY^1by?0TH73iO#~jJwOP#T9DnSs~<%O7r(}oBWjpAOVJg2B{u=g z=KfJ!-pDyRRyR#B95d7) z7HsF5u8{J|qXPvqj1NCC7Bf;tc>5K2meK<&7E?D%DM4F!@P+So8uUsnwbfaR$;Tpk z{##vsbYZ|pvCCd5HUpTF>wbfd6TY&^`WTVYf(JOpK|ZI+E0MKp8@GRhSC(xiS0W{J zt*mi0w-000dKQRGvAplXSwagy^?PLrzI#51s|8iXnv&tJ1-4IgGQZoGMIoC3+2Wgm zc}4>(z9M*@b-!3m4s&6l3@1j%F_UQ*vSCszSlk`#@8m=yle4ntB9se$O$hSn>v2mL z#z`MF@P=+?E;?4ANes8v_V;mq^{YhU`&7{%glqmOV5lw*&X_h-h8Z%z5{$b1r)7f4 za32p8uh$k29+{eX-X7eU@*Cc2oF9jJUyK0ncnH`4f%4MAG84_mSrV9ba)h$wYY}Rg zVFmpQJQ^sTYVWAN`k75YU=35d&7i(hxogJQhr+?vqI$-=OZm|I*A1}%z23)CG{?(y zKQ(h*?{=oXZA2VC{Olu+@Ee;oRkk45@k*VL=wob|@uH^bmMEX98k<{zise@oFn z`SK5*=*QXykaGKvj`3W>8G%KlTapzhAoJu1X-$1!7GreTi))ojQLZAB;euRFIpXfT z6h>`#*+6IFkh7GcA4HLA@lFkx4x=(y)7#0_#p!8ZTOx8%ffSw2_6mdhkrbJ3U-jJr zkKXofSmN4c+2kZu2+3XGVunF&|42+Nc>}%q6BPhxBJSWz{jHAq_*%=cL+4EO$*Im5 zi+$K>t+Tv%u+j30DmAmcnf2*Q;V(>UBGC9?nn0hD*%;d!A%?KiqXQ)%nK&GnzX@b| z7)j-KVtKoFal+DHiCm~w9HSN-PdJf;l`ycB7f-lYO{@ zJxT%)pQ={5O{g@-*SUXa3aCT zmIF31Z6JikRX?Jb*{InOCz{%FQfIZEzZNdQho<2uBd10`akJ zrF7AAaA#oz>O~p;25=!oyj!F<@81g#|011by~||y+C10U$erzlQr6$11}H)S`bqNM z)CQPEwbfbDB`Sf)f(oeJSV%rDj>t}x8u8B#C56gcXPtBzVSCEKd8g%gmzKMmORa7I zve?U*Lnpz@UA=7NI9C`dh*z=+@?2!AALikwpLzQRyHD#4!x?%!Q!vII3ISXO)pj=AKdveJ>+Y;?lT)Z5@`Xo*0 zPW^E|$*NeVYd;uLrS+#o87>h}E+` zACancKtKJp_!%f?CJ6XO!vRPp)fdN+mslUI^!Keq%bLbZ0@U?Y-G-vmb-^wGTyGJW zgD3frB|YookIoVAB73Q;E-*V5#FPppWvIU|t52LusgH;L_xp!(z)3F%vP`W0?>)rs zp>3;^GMLNs#obkEV1+y$Tie}@leTbpjsa%I{o`n-MaGa(o1mH|*j~ z(X;#al9p5jy;BeI;d1+*#UL*LqYtNxKsGp#9!H3eN)7h?UV1^4GU0)ZC2}tm^U^tn zT!J^HB<3TiT-+UE)Y?tu`@s%YWaJDS8PCs-lF%9H+xs5f1iIsg`q;{w1eR8V2ENw0 zp7A-oC03BtSyGPHNw(Ee1m$Z8pQ)LczgQe?#Nd7y4aP<1SlI`)>r3!}GbAt)c7-NS zrj{2Q!!7&9^ZFTIeZIdsq4F_)C~x|j`0vLZ`R$nqJ`L%ESRzq-ZnC>ykb`_4BseT- z1~9{KKzmUkGm=!zPo(Gq0%+P7V-5a(3j_$Kd#&)HbtNJOoje*p&L+cY2)fQcP@`9k z71N4g=8~v>(4JW!)>2piqX`wHdwd$oGT@7o6o7-g$$g78!o!`UKF}+ZsXSu#UBKaa z!1~0FT8w z>#9bzu)ev}`-CMuehlrC8WJ6ZC;%E{f-F7Ik9nRFh_Qnn*J=d7$IvYM`P0-cz0$V4 z2vy=#HgIvwSE<4!pj)({f<|heGT{|G4ehs2Q4kLM2F4AYz?9}E-g_N3LS&Yjam4b~ zPHMASHVy=v$e3PPwXO9(eRNISyii=US;~?gkso~eCwM_IQBhz9*+J1Lh_qp93x*ZH z-?Irk2)iLhN7^4w;1>l%tmd~J$_z=N^4wpdk}s;brNxvcHy1R~C-Y|$1^@5BbCemcw4 zb>PB~`|8Mn1vsoi7+!d}H7Ru4wa(`s%CSHlLm?}{sbc{0-~x#K^5>v~`FRIiXNd6x z)iPQSI%3nHaO8~Y?6??5(QwXvT3C6&JvAMNqsfmz5!8_3 z4v14YwK?pzM=;l|*0yG+*W(~Yc&?Qm2WQiqhm{I&8w;CS=1J?Gn~Z*rU?i}JPrs2x zwZeH%qY%lO@vFul3F&Y4NdIU$-bt}jj)`r80a6)Wq9hY2HLM$ESiXL~On5g?S2~M? zqp?BACymsa0jwvJ@@S~slSI1($3ue+M^!kar64@hA>H9+9y$&B2)Ln+xPVJ@;2~*g zs!t0**h_;tU{;O^JDLQD-;fw#bfO}oU5E6G0M5#VAa~pkj*p?3)4+hoY&~CJe4LmL z|BSusDFq>%{~u9P#;_mwtLniEj)m-4s2yH!ocA9c7)t{Tqef+GEZGd_L}3V45@uoY z4oG3Fo5gmurcXw&3)@~+tC+gEB{b%II?5G*>f#1~tp(6|xyEa1=js`Cx{K0d|8Lf7 zBFK7^G9CR<;i1l3W=01w5XM{in4m*v%}QwQY_D4fJ-W*Is$OmL^g@oKi zx@cNu=Z?)=iUV-hO)(^#X)j*k$8A!R^2J0Kgi z|K@|ty@}TLR494ww~nWHRn=95xH;PENY-*s^_Nk9Yi@_oX;XN$_H$k+iJEr~kIK}2 z?D!+&Hj;adpQn33g2Dx3$l<{&?2sA;W*!jRmQ**+EKI@NZ4cIOL-YcxJ z0xd0&5N%yXm%)EosmzkS3w{>jYK4^C4UEBzY&W?$6-hx++oTvsqc?@t_wn(frTkil z`SXc6q7rk+i8O(@V1oP-Z-Vc93++o8O_Yfrw>BZAhm!C&p@P%|wks{+=uf3jHk~x8 z(wM$=HsH62%fvh&V-wDhhz}cE&gqkYq@2D6!`6uTPxQkXAH$Q3&ioUpK{!dCT zTA#@FleA2|6VnEoIo(DP+J{WZLxB8Ac$nTdG>;4h+lvfRHo zxV%z_Fh=p6@W3{bhmc;^^LSWPv|ayhxN8#pdMbXSdOdPu3G2K-vc?Mfted#XC_ZYe z20}?TSNNo%D4>2lFF^~3q*m8U0qW69*spjNi0{pW-dLmSt^OiXf&zq?iBco)!%(5W zvHYk90&_}2PTW)XoI7dUfWxVL_g%edJZmdiZ4Ug4J$D48%!gx5tuuCPUkD;pe+b|HfFN@zM1e!A zHU%9bs-sWC{+IlQs+1@yBF?jIJbsqR@?8w!>^RcmBl)%a2JtT>SC-}R#y_wiVFr4y z4$D?Ybo=DoAb0ECb3ag^Uv?P?V}8TVX>f?y&KkmmuqqV3aJSZs_FrAqKvqH6kKWlY z6I;lEJtB_4+qPJf06O1@O?f6fK7?vIqeT4%NF5ocU(|$L zrEN~~xh{;UPYuHQF1`f-5B-ZuYc2a4V2ciT;D;v=K-04gApVjvH}@#$M(`9JFcMz z?7~BLK-oHS!ZV+edQ_H;GhZ4zU#Qr}=Bi}+4R|`(0w3N1nhg%d{H2`@-8;33N514&F@9!dsPLNXa!GqvPZ^+@8h8 zdmIcdGycm#gfOa8x0O~CY!KZksu()O`s~OZdsPW#oMy;ARs|qeiqWXSUwb?gw)E%h z$aXJNrYIk4^SJD_DW+(faA+WAkv(HKA;+zd3abbRaD^*I7*V0Q?vq78;*R^ z!MYKcnv}Y>-2FW<5?_8=&&+*ZviN6nktcLRPT4-D|McN&-Dg}ZTK<{=qSf6jd5DeJ zB>v^09a=>t5g*A#tW2xQP&qkL3E3;X`3ddY`4I-2-+<#bn4~JMk+(D&rKH^cw23Wfuu_%HfdJ}Xq*%8jEv(uc!Vv^Mq z3pjde_wHzt6dzD1sK@cS#=?9e`Fo&4nQy2x)j;)4fdNbzD$kdz%No1L6nOQX!?MSn z6_0cnHbI^jo}Ev~)4+0rp%%Y|>{rJIWS+$UkSXiC)E5>&+C!b89su}z9Qf}Cqh2&^p(f*&Oypnww&I$#*d=%(`e2Wyo&s9-x`FK?SC9OHunDy%*({Z z#Q1+4Ik}$^S#aIw8dLS%QOALJjxeNx{AWdikq{0D7Vw1D67YXHm5n9^->%;||8}Hw zH>|W&ycnc+dh!gCze>(T8I>FcM5f=wM?fEUvz>|TftQsHztHq{Od=dF(*qP!xN^pu^!`;(%1@m6+^e+P4C$8N;>$n;mVGL$=nbgyR;Se=YS(BU7MA7Ow#$ zSNA4*&>QX9y}~$QhQ-z0iPT--z7-4LfL#?V-Oysj+5$OBXhTLIm87uV>7`40Ss8NnpGFjFcN@ZnLrc* zSXsHk$46r4!^P;Y%25}vlwCjqH(H@)0yqs;MaYtn4}!&ZK|;7mpzKBnySCX=DmBf=g-ZO-*ODf?VZ-YnnpZ9T?y!q9_fV2Fgw*VxeS=IZqwr| z@{@^#B~yc)zk*T9%a-n(A9&ucHz%Iz=mM!n+w1BQBnteTgsm&qg$t`HT-4JF()SLY z3e{bpzlk|mDQ!IHh86}uGCUcrMDNJ=OxKDZu+h^d=^TNShB_GdPPB9qxjgh!J*&$vmR{@UF@@g(GgK-_@`)rp|exV!SSm+u+C4(vN6 z?>edwGH_1K>F>EL`d&hdg=nIAHa%au0FYPf*MM`NC&?7=ZBzF?6n)&?B*m`c0%i@7n3K2B#N+;S3)>)M2D9@)dnJgCCTX zB?s`SoUu29)6kj(ghC5gxLYJQBzK-?@^NY){Z0cx1>FH_C^9Pok=D#)38u)j$*>6- ztK0Ha+w5M_Gv;xQcB)-(R_vL^9pR<$>>@!=3iJ=B0ZwTIA5fXhkm8WD ztVmJ&;CJJU_CYfnXIbhi4c1w=HHtRrI zwIVFr;_CuBUF@T?<2a-|g|G@v3XS^ltG9JhrOnkiZ7q;BZHCJ+X$+t*hFfOsmiKO6 z4&JA!h5YOBQeerU&Jnj-P`H-Fouqev#z>617eboqq}Qk!ac`6fG?)?I1*4c)b!FM9 z7!6)gwbXsgq7zJ<>QGiP#4k+*|d|6Y^F@N$j!6Q zRMxs;C0Khk)hz9wzg|3i+>=%XCtoYVYV>VUI9d`jLCK!t*g!fUt-9t*wlp(&7e`cY zjdttqUg`X$(q*u4{kWe?P{(|09V{!Zo8J#Y+XXMym@8(Spg)XM%%(5 zJ1^3}13W9<`6Kf4}utaP5d5(3J*^WoHv+@9o7l zmP_P&2h|fE;2QzJy(gKgFgKgz2m7LOCT9SXq5fR`l&#U5Hfi?CqKR;#iTIwUbM@tQ zv*{rPEM6d!5Cx4L%c(JhYy6+yuWbF_&|pH+gi5&wB&% z&(6MpaXhZ(G($D{?qKHFnOKmr0b5Y7MxQ(+hWcxdcIHqypYG;R5eidk?^a#EYQ>IQGRDCZK>xG*mL)wfvJ(L(GtRd_d}bd+>)Eze|CPS34=% z?%=cK6klzTjgcObuGah8y~GfNq`y>FF+rIvlZ8a3S9liWdP&rY>D(n?mN8Bx;`G`O zIsfQh%=_TIln=R>ggXbiApM&azAGsai!AfUS^@kiu_(w&k7`~FU?#(5Es;3%!cZh$ zAyab9>&MJTq!bFZ^Mm12GYd5Cb)PcXB|a!ECR%={GzG~y-NJfM$2UuPfFP^CB6vJx#3Jg)xb z;cBzlSfv|6!Fb{T5LWINQWRHaW4`$cVvYC1e4Y)ZJiGD+3fWeoh#bgYp$TlK!$}jt zyBx#9`RnhU!5F;XpCR>RYCwV={MxzW1MRNNF;W1<&ly0HP+BUCj2)QLjW`yX7j{ty zW$p_iMyB?&*khxU?65ZWCyZ$uqVes(Pn_>2K-G|F0uau>S9ag-6S*+o1QyP$y3S+f{p`Dmd|<{!#>lZn%ZTmq zW6MByg}Hi~ZOI`;xan-6?fo{`+CYQCovbLgzbLJ#Ou|-;s5xV5Hm@5TA^ruB@KWIo z*4jR8K$A>9mdi4x1U1!o@CBElZN9l6~Rv2@hDuq8B8vw;nEwbN_|G?SrDVX`M8m zr@E=QJ-=Uel`~pHnOo`VK*sGz|H={xlV3=rpr$vM*V5-T^a&Uf4Rv1?Jda9nmmFfQ zosk3lKF<6c`DK4ZRb|DEBx98;Tu447^4?^PO8GcezfT$t-V|b%r%Yo0Mnpm%DB898 z+z7MR2=n3+0=A&l;fVnR@ z$Dwq!s2iwv=GdCDI@y{2ps9?u8-lBNSh;ccF%KMG;}%vog~E8UN_ChMv*$IRd>WHR%Ut~~t)3fxQAwqD-30 z0a!ka4Bu22@>yTd`-}bpNm&f=QRY%_asK8pkO%}F1E1A^l)t7b2g1)j%!IWNbY}?s z;hT`(6JdfkstEnsRXyd+9$|!kNflrzF;LRRoEk(2L?$U32=hmjz1hEakFS_9TahT}SDMKqApfR_19Vl3W7+9)M}0eBbCBsRyBS%uen zjFw9c-X6@^GYMlm>(M%H$)N^$yw)w_NTOYxOJz0`6j%vbFg)H(T)1++9p^Aqu7O(e zM`qnf5bwIGB>{D?_?SP5%Cs8({?>`7FU0G`CtdFZcBTIc+0+$x;*#r^1^Np4IG7wfh!^Zx;fpWtLP(MJdi6Z0Js%h!y{zFH;qpUK zh|6}mrylyK7749UM=xD6zRtpLpTD61so$4@AtL<}WbiyVOv>okOvb^9VCTePn) zwHd-cfGQ}t8FG=fu`^RGp@-)Z8iZm7Yn*$609n8sW3hPYCzbo%1`^Mu$m+(XbU%ER zh$pF-aPtsL*JMzaR$@h2K?HOVto^Yjwa3RN3WTf2M3VNmxv4FxP+GM_?rLvjSqMFc7?(B-(0|E2%6HRz z9>|iu${7M!F1HqcXuTVSfQ>F?(iG~)LiLr7RGXSmOopxHJg6A8Zw4vG<3twS)!Tky zv&XPz%b?px4csdhR9`zy>Z>5tHlX~vG#7sziTbrSV3Vv(YBkH$!JTrVpbhL@nIHVE zo3E-n($f~BVb1KJYM9;6_Cla1wY9Zwu{+$MA>9gq?^fnkAGldt?pe6_@MbT}3FSn* zm|{GCqzgU2NCubX^}eT$dz?v}z3! ztmL>Fqk5b?kQEMV6Son zeb)#eK@?~A4sGfbdBRV)}I}9{wzQd3uC(dx8|u1JGn% zkTxg>qsuu{LI1lO@MMW>k=tsyy!>KnT7w73VfEB@cBeT2>qeaR&N2X?O0^lAZ2QJI zN~|rPCoGqUK#UW&>Ov$kFGhISwz({$rnP(ycvLUnH1j>L%w{<-M@kjc-4EL983>>2 zj;ePe8s8u@Bx5T1RQ-M9mUq$yMh;sJAAKBbYO2Q4cls-FI@6B}BkYwodO)#Xm0kg- zm|@2aqmJ{K*X6gk`A2_~BD)?9S<~?lh3R={?!br`^*td-3Ua4P*C)SScR+GFzo8E- zR^E!r&OU2=93;#y*kAMM!^-7b&-sc`JZ1}`(*_5d?iwNgsi*uwSiWe?Vdw7e7j+Vt zFFoastQZdE76^M=t%TS_7!bzI?`Z{KWx7ZC^m!}Tfu-s(iuJ?ZBL}fJGvM(8KJ0q= zw&mRF-u=D)**=5Lo<0>mp8JG))w_X~lWs$7Xra4v;-dEQfnW!yme~i-?bY7!#<%hKw+#M*H4T`vkmzWl2hc3kweY!tutDp8(MjOHSadKV?ynXm0pnmbW zhf}RBe?g#~6;cUqQrSXO@QEyEJ^i$DKB89`v2#s4dK=1+mkH~y7E2Al$aWguq+W*K zHo4s9+;p#U;Arifn8Bc*7q&NR_VPLb?ci%y1>V-xih!9uMJKejh2;p$4=tCz<}eey z{Olkl?Ycz3Q+qF&Ni_rV1=@_97=6vpB|xc@x5>FSb7|G}4ZmxMq;bNqxma$$+{Wx! zseNyIHUDm~iWkXn2xZ|4{j!x)7DoO2!RfKTj=FWFrg__OEk16ekDClNaY)Ixy8`}{ zk}JtJ|J?op6VEx*zJ3D-XSgE#H<<)x`(clxwL(k4yMrT2_5y032M;jr0KkarJpao! zLAbb5m7r13T03Onop4hX|MMth4)163qp|u~M{ix3f=_|_8BX%^g4*i822aTW%<;c3 zx{(l2kwIBm{_EeRMCADYYszeltUqSqAD%ftcOzj#Ji+I>wyzK$739n}U6E70fi~KD z(pctqZ8y#+*wTIzmMxpts&(w~^>fw~2=r5O!}@lZo>=5KNZeS(#KdGd7!|JWrR<+T z4!y9C7QJNS6)nO}lUqHw9+eZknCwg45vKL+yEa$;TL@h!3W8N6yk=%*W@bptY$s-Brj3~y*38Vz%xuTZj@gcx*?B(q-21BDuUFbq zb*t3s)@U?4>XE*#P3E(X%!CMapW6+ls9IY!@xUQrl^#iv{F}TRaGH4?BltAE%5Wrh z)M@;PdMP&8E5H;I5uXQx9jF&+fjP|-P?6N@jMFl9hRN+YVi{t=eY$OSPXh8lN3zukSPU|ju7kCX#H_A5(tA@6qH48+i^oRVF;J?vZO%K55F~COz z{eXn$D=3#%RTic{Tora_eALRAhNoXDgmihpm{Pz4C@-T905EUOvG( zuT!tR-?To@!7kn>Si@#C^v9ALGQ%)tI*sO%+DV$3|6&|fG`r~<@%eJwxG6J_+hSdb zN|~RIB`R^9k+3>bIIZTnGL8d*t*Jd`m!w6aIXN(+ehrYVkVNGruZ#$9ZPGB5Ys+y5 z#@cEz2)8O(c!9tGQk0=lE}XZ7UwZic@gBIN{D^*W{CjDpV`n7i1HWR6nq_47C5V!T zS6Jxd`FF#NomouXW9pdSWM2U9`PiAySNF|GT=_-k2yfN_W$*L>gGpqJ!qu~pGx^Kk zvfe;eU3;(ggQPZmAwwc&O=czYP-l zwXucVhG31x-n=q-ey671j2u`3Dtk^1vig`+=x`bg(-*!CkUb2($?CV#jMmE*_B%bDdS1PLkesQ0E z?e+i`h$na8L!*ARC%BT3ET$AyKnXHGh=|3-Vv| zYSPS_)@UeLJi9}x9KN|khKLDOg@7f`G-By(61=XO>8f~6uOpc9hbSgTEkvDzqy>n= z4?)Uw!3UnP&{vAIbV>7VN8<7W1Gd)hM!v`CkFpHmb{v~v$J(&=OK#L7Ff#QboBU3A zU#vBTSwt1)Z;+H?u{E9w^-s`Z4opZD#z_i7Gavkaetm;zeT}@^Xg622whV|527+#F zVe3y1E0KK=Kf&zet)7*{Da7)SYB_jvn!r~PxQb}OB7lVzN(f1&)Ad zIxJTOfADWeGca(O4vMy%6l|g5)%?lix91o2M_VVhdvC)ZU_#Z9 z2z-4k3f%F(6YRwKxP4aj6Y^{@$jN^9#5tsX@4@O}P_it4cXH*pvUs}iY2yRFKKA(D zcsVv3Faiy-YL06D`nCFadvzOR61<d?EWgV1d1J8yD!a?X3If1ci`HygxiZ9qM?a{zGtwUOD`38!H*F^#`N?ZLz?Ovvu* zAuJ6@e0vqI;7LO?B=*?zaq2auli2HMBU+|uQEoA3mfxVud?Yet%l&8}BVkAn? zYsFnz;D_xhh?ji&(t1Yd#@o=$erNjvg-+>QErsc4AEQMlQjF`s$uHrLJqKuncp?;Y z!VF-JFO_Dpq=%BGbWJ-bqYfqZu!jlxXeLMCEzP%6;m2T6+j0C@9Al7FWV99N z*YHLC_nkP&pGZ2oHGZ(_yo&XazE-|anb*-&-(b>Nh?-3?XQ#nn%jL278<9J%-I6Vk zOQG4=FJO|stQ91s#)WnC-$?F_)-sMpv)lpevS>XoC30jYKKN zWUQ?Xv$acC9^8K6eZlT??WTb+{&~Gyy+rD_QHHH2`a%PQQ3*Ok`cNZb7MlcRX}`#s`5>@?|BE>x0UB zKJ>1%F^s7yIk4DG*@oY=z;DyVWIqI6afnK+$Us_q5XySK-_D)eXOaGbZ8&O|DQC5= zs0>NrSgocLn+moBVrnj0<=knUud5uWpU~K#q?U^?%faDfGp0t`r*dfOC5n{cZTxzS z%PgpmH$=HMsK*_RQW7)6ZI9FYI!D({jV@U>3cTw>GRMa|+^RNdT85cxp%Bd#o^B={V z`?4~KMytyb06ef>mS6psV)p#N4;dhFgliM@D|PWyoVO?zcxuF2CimwdY%LPIO3{FH z>#NWom?xuSZL`(ugpef*^{5sjH6iEqD;Zi=@Q8kC_eD&myFUnU#Rr4C(G6=zgB|y} zWs(RY^1ArXXb{qka;1>;ZaWu}ryjKQje-c*7o68af$15GgpIa#PpU9L@qpjrWJCx) zT|QYrusR<5Zui$No`~~pXdw&abcLqbiW)q%0rdzxs!_+Y+#ig2-E_0P56&(hDs7_- zU-|)sgr@YaZCxl$8e|Du58d3Cl@q?_-1#g6_yoAhxpIt{D&}crk@$k!uSeccSr&1Z zT*(#3CYEAO_;gDxeRmh&QJpJmp%=YZ9sM1e;!mgF|3V#}UoXf4YfLDWG^ee(l66~h zj3VS6yxB&fE$JDlEw%f?4@~Gs)j>H}L*-@Qd!vsyV>M3b@_2}QOQe46%sB9+9FuCM zD7KiE?CTUmTMWmyjM}*1q>hYh$@?J`RDo|!>oH#CY?ADtlTu%#J-N+k0~37g^^fjz zruwG{FR}iO-p@ct3mhue*kj-Lh`U$+KQ&P}C zrX~roaZYi~SE|oWL44uPneN7%gUZUhX1maKBR|kGSC;4tn>F6a#7ZG=o2(_9XpWjN zrF1W9g)N!O6dm@1q0s~Iyzjr(tH8S*<%|0xq8_KNhvL@=(DWp(oHjg{6rUaocd#A~ zZ^cYoltub}!FF6jA*0U;&n)S}im4P;A3{Q6Y1v}==IYDoxk;dD@JsU{nD|0FltvVD z>Dc_YZcS@mv=neh-Gus#RMG;&1UB8c;1tdLR|?4{3TOp9j3dJ*C){nMU^p0AUO(q^ zaf?LWyyNg;AThJeHgl7%s4cpEaZ`Lq-@;~%h<4I8ya+ZtltA^c<-;95&LLHjy|6X6 zqiRB$lcKMn((VzZRx35d#xS%yEv90H`nry!yf+`C_KliFsVw}Lw%Lf$<*RFx?6-4~ zZ?n}#U9R5GyJ-eCm&oIFdH@_We<;GqdGftQ(LtqS-CiP z6RE|?qmR%a&QUjRY|%_siPb#eJ9gp{=Z#t9cmR^#oH=a}yD(JKCQWzJ{4k#OiHuJ{ zkK>39O*quE!3?h__1pwLO}-6Z1?1d*rc4UDCnf>afu|>GHbvtI%f$q9oIKupbcicv z`wyQ|psjjZ3Hx?Ik}dkQ7o2K6obeAi$3hUKXiX9-ez^d69^4{>|EkCMFJ9851G+;@ z>xwVR8TIP)cB)>>`9z%P+Ew|qx53YZnjKod7OX5>ZafAoeK5ko(E=)+X$WYyE#_VC z+8O=N=?oL3$)e=agR(mBvJa4y*2zqIUv@enfjfuaw3k#iC!3|&j0B|+LPd$;!ssnU zzn-blZWmf!R*8ik&XwSh$EFOXKVQIc(4^bdp}JK5R5%mgcu2x$bB>Uhh@OGd-ztM=dhndG%~0_< zOg7qI1XW#%?xvAiRBBkam2uPW*VXwhsLIBe@TCZ~%4bc=d|x9mO*~IE3>>F4spXM; z|KOz~Fi}jBy)VmRsiYaC?2r54PH-vy1x`P!NIUWx8u%Z(PH{3?2+I1Ds?$!nO)82l zB8A(|Oz3Q3B5`Z4Av@mQm6`4)a66qAqVsKPx8`fjHZ2W#p6E#MYpCuic_#=RoVg^6 z)31-io<2-7wx}?(-x>*$Ys9@4Refb@WK<&#l$E>3Pq*Iqc7)rm2k@So^+sCk0s^n< zf;FrR%RP?G_i6pX+Cu0|zhrAZZ>@1Lt-eQZSeSm0fUN~$V|yMle8#Fp_n4ye^gFl1 z-4j}XyK}Tvu)XuaC{re5TRo6ftcR!g9YUr+QmqwtBb#u5cjGT-n}JL%TP;@}9UaPb z2Bo%NcOKn~qO-Q&N8wf7+>GW>0My@C3|9uut)+!mhX^e%-=}>p;3eqY8_oaDbIvgA z9^)<kgub?B z?x^~?I1bKdf=?l^2 zT9HYmEwxf?1i1;jDErlNT=EZ{cEo`TuN~F=XrS7{aLMB4Y3;9!Yb10_{q&S-RYdS>mjfzWX3orFbY9^)C|$}| zFaJ^%Xg~~Yi%P&HT}`5AI55cbOuQgO!EE>X<>_Wmd{X%7$DuUiMw66u<_$j0@_^j= zwePX*2=U2ZXj9&+zk&%)7!(H|_T;plUDQB_cro`$>`1^4awOn7giJCMK)dUWO}iTt zWgAb%;iVc+rl(p6n@A?vS}cPm#TWmu9tl`SA1Vs>mGLLr67?rL17gv5{Dr}$ZDz*w zWl-^9P}%raDB^*n7}4F{@ve^r#V^4?fRsZUK2&+Rm5HZ^v&Q&Fx-pZ^DijydTSaE6>+O z^J8zb&n|wespoH#7yFYuO)Avvw{Cn5FarZSw>!VCwEQ3+fd^OjS5sH#SDC_T1RvI^ zNTCC#KZH7Qu?Cn2uCLs9a8m|OYVoE+?j3~Q_&V`Fx(e`-p9EcQHw{0HsIbq=FmJfe zVBV@aqBf5_7_)tG^#2q8iL|g~?1XWjTINR8-Uga<{Uf_vapcg=V-WXBe5x5)aP1(e zL6lRSQZs`BTt0p7xUWs`G9Z|a@q9UZJ732ICX6CrFYIkg3vTS*bc|_MG=2-e1a?H;1}{`$2UN#Ika9| z+(DNMaD6xCNw0HlOrKf0U9_;iZD@#Y%bM1VJUHFa$f@mE%%HTnv~djLpN=s%xBnh` z%AM3|z-UImyKLo5LQfg;QbVu6**&8p@P5+g4l6(36voXIY>Cjf9lJFpmgI0Q=0iUI zVan6SG9;jM4g3;Ro3I9A^+ErHH2RO{5ToUg6xoFe#EgWA44Rrmf^AvVLk_Y4 zVUU;?JbH_4HtKlf|D>tu&~*I3+5an@Qi|689n?38gwRp{VR{zk{OJSi3I+MxAY&s=5PYKzvDmhfEHay3@^Wb$Wq>^}P<0gm(1KS1NCpRC*L{)$RRA>zkY6JJvxT7! zpaKEfZ}}99Zv?19fH*oo$;TFeAS7s{=aZD~1pI^m(f5CnYdrvEa1i(KXA8ppfF}r$ z);M6M1$yM47Cff`vn@0efNv0>v^fA)OUyI?5faq31Q2amp9AbdfPSw5FhMnQ0EU*2 zrGI$vZGb4~lVogBS_d>jfGGApt-;;~AVGp;k3Kc<>;cdqLH4Jgr2Y{A9TJpu37BgU zJ^RPTw%gCr(#wA;q&@3y*5!u9;9?=xsTlX6594m_USUY1%Lnu_YN`au z2VOdgx5i&&QwBKJ4JCb-pow&aazWMg`AS2UrltjClSm)^K89`y)lH47ys?=WKr>Ve z-C0R~kd2owX;NnruCXLSd?ljmzmiN6BFafaYm{r;U$`_#gXCJoI%rXFl}$0c7?+-? z)#@D*&*SzOMN${dnZi)lFQJPi^+iu)Abxky3df_8qRtTzztT&Hzeo6mkkvL9ATCSu zJDD7)8;^d4!zvNd2Kp^)qHpRkNd`9%7WZTLCn-Jz5!KIEtsihF3p`jMdPDGWbvS$r zU%>c&x^cQq@y3;+QGiwuMr3!!#g-HHihk(g(K{mu4E3@H%0}eDbC63E=0Uaw4HlzS z&Q@FEM26*^;CTFC3n(^@Qn$knkIaMjzgF~elEeGo<$ruTBkuloGiW?=D`Wv_&UePz}TyO~t zpd55aDft(qwSw^eJj)~t)4Y)I?}r3f7(*mWJOj|KB6;Otnl=dQCQ?6*XeriUt;6TE z#QQl~{qfass3)KuX);}@f6+W4YK6g;L$R~ghRY2^1=r=t`LD4x-Om8+e$Dh4sEVPC z6s-F35h~O#uX@xUR0~rwU+usBxj4Pv0TP#(n~$A6d!!&X_^)=$eoRb3f1$t&-j~p9WJpK^Wrc5*|VxI;RdtxUW&r=K>qYu zlc$%=S#PhLX>`8a!0QQlG2&zLsbkDpy9F})7qA4& zJ|Y9#_ftdqx~2wqA6F+N8~td*1hmMPv;-2UL>ezrg+SCI_>7zN}3Y6b)|A9 zHm@u}FtFZH3S1v~^MO0Z6cDu*5DEt`MtVWLU>zt365PSRiewjjvM7RlS9<#$*F@-(fpk>U;g|V(o=RJZPq)% zJon4C3tP3y%oE=Nu#>-iV|%7d^L>(jHp~`{mvd*d(~tX>VJ>UITMPjiNa!r1fse^3 zG3pw&($miK>Xd|0C!tN5N{lLcm$HUNx~&*=f+fnV5))vjEQ+RGt4uCdBR+UOavKZG z21i>SvuIbt_6$PzCj}oS{A~tLmd}QyEGo7zB%)^|GS21g`UUG0)@F(I{rGGNSF75& zRv*;o<(tQShh?*(`9i%0ti%46Ysu!7JLUp?X!UXqRmqCi{OpiAooOjPG=;P=-~kI! zWLZ7Nj52oDRzCYNGw^f-JGn#t0qPS@&14uoVbOdve|bB-#~ob2pEB4q%zxjSYsdXi z>Y158VSrfh?DKyXBA%HGea*8b@41?4r8ms{#zD@UM(ma+IZuiVbkUeA=6x3h26#S8 z{#`HDzSddtJ(~Enn$sq7O$iPKMgXf8C7MtMr?!c)djOw~c}mpw@+H9qzFyVMg(cb! z+&S{xye!mcgkGnhSD)WnKqs^*aw03^J+fD)Gl(PHZIu!o2k;kbP65TzTM6o`==rx3 zJJC%Ry;Ahn*)Sqkpcd5!&BOL7_y%1uXYsO=KR-5%dnmuZWe39p>S*H?EgDPJ)>Pv; z*33-IvI}X{s1}TFHZHXnC)3hRK#MfCcMCE6UJpN!Q06uYI|~ShOGQELH(TbZ6NG#L`-h=4yx;T&9&aK>8rF81F|Dkcss4iuhzoYZj z$x(F>{ym5mm^}io^3K)&k{^uDnuj1>K#3!MD~S@KK9_g;)*j+K3I6545)% zYaUvpf=26RrPMT0Yg|qDkK${HQ>7*uJ3TddJ2c)kVZ;3!L~`thsO;*ulRT-7 zM*=-qyf9kUrCp{Z&<}aeCY7{$L~>QwW7N+C<-0%#@B|@b=qKrGJmUPXFBe^=vkw+2 zVC5yU=_0~JMy(!cD7}F(L=DPZuTW5}oQg2hY>4wG3qAYHVN&#f5sa6F=-!0R z$qgs4>?HgJ57yS>cV+OJRV z{)diQz{J!hz5B(*laFUpb)%PCcNS)>W$2hs#zlB{i5>WDB4=0>?gqMYf7!S<&MJG1Bjg8%(pD!{wu@Oao zHGfwQNZ8`T)60ntV#Jj;FbxFN-`Y+qXeyDU0GVj2vvWbd3TWFJPJ0RFWeHTvH?)Sa zLVj%>NQI30v)@vI`GQ0DQDG-j%j{lQnB00Zun&n;?0SPT(A%B3Vxl&1^>5|Mln4li zwHKqmpkJQ;xHBp~owX9Uwe2q8J^&|+ZK|5Wo{z!4Aq^)sa&sk~7Ww8pJWew?*J(8~ z07;e8aLAz_)yXt8sIWAX;Fu9icRS_z)Jj|^B3FIfe%TY5Lp4Vdm>A6P?CTKiJ6zr# zZSM8<)>A?U%OeVqLAyhfQ)xC)WkIIeZTpuy?rY#U80XglL<^O3<;8UKi|f=_YOWhn zVA?yjcsGRU5krZkG>Hh#q|PdBSM4gPfh3gM4GTXB7_|5dZGPvDSyYegzoKo5`cz~C zFJsRSbf!;l`;M4lxPh7amzi~?$wR3&9q&JOZ0sq!ft4VF?!(<(jGZDTKOvvMVt4vHs2P6*{N_r}23ds>70!LJ_ zt(S(IQfxN_J32oco<@XHPhU;A&Nu1?jlsFhD46giFx2-q^_lQBJ++k8SVQy{q~?tF zkfj2zA$|tO)Q?DqwUW@LCIC;J*c@{N)ows{ix8`DFfQ^c^wkSyr3orJs`frhEn(AQ8N0zr8QQhOO;w zOMG?hgAntrK{)*kbQ^LCM?1b5bCdZ5#M2^;KePMXs=OTtEULA=wm<_Za7bm2? z#yM%T02GK4W4C)OL4h-w0bPC-7^=I-2YG%=3k4O~@-xdeO|b)im8;N893D7>CF|$k zkoqSaCOc*SRr7HWKO&h#swnhhcWMe}2mu=g5up#fiv;Km_wn%T6fRR}SP&t0xuS+Q z5gFUzUUjPDQo@EZIP9*LEmn!EhO7;R!geUwMc5p-$e`$Kv@h@!0CnpGBqJbbSD^F3 z!9?O)&?@B8rb2G~j~2ddYVI3`DqcYKNlHmk)M%M+V8HSp06F)d9X4)X(>ew-Q1#EL z<^egVUhU2fZ`U`mT@4L;`q)_NyNCjW`+*EzsfxwyF84H&x_2D3hMQ(64M(&WP{A$2 zu{}}W&4~0+XVFFT!<0|3I4*jCsp9{&Q|j6# zvmxU?CI9Q<=;hIE$g8-7qRahcis_{d=U$258g1D}SQGpDbUJ-7^10=75r)5dV3?eg zvYlQ9tp<9%8pV5Tr;E=9>%L*iCC#=D-G;CV#rp(HjIi~aEAY2+iOWbQ?Pfg`w=VHx zeefByjcO?4gi!!?uuA#j_uKm)%(^*tz0F-V(wMYAD*CWa2dd3?TvH_HSb-IBeOZ+8$FIfvQ=kTiWdKkcVl3sl`XTL3{M8Pt1VB1= zv3wQA{RaBu0tqZG+YM>z-RkwfC%CfJnjbc)m>wmu`(?Kk-~q9`=*!d$rgfiAZYuY) zN)PD@TB+jo%?iR{-YalOE5K=R;k67JKXV_-irL4P*Z8(-b4H|9#!=o{1lpv83q! ziqeD!+(i;FI6`)Wa2TkC(?yGL0+`%c{p5D=$kJ^_>P4ETl5jU+(1c+4=uwU<9Stg_ zh*QM2)v0gN`pCJjW&n67!?NlkIYc&e$YiUG&O8h|Z_sQ7oWe1YcFgGLLr||mR7ZFh z1#Gaw0|%NOaj&=^fWFXg%Tif`d>rVZJxfTy0IePw37g}Emj;InSEB)$O2b6*CG!M3 z>ZSL4R+bCGvMKK$@iR78XE+E@HHS}(&B#z$*qxw_MtXd&pGx9=NB$S#FSx&ye&hnxlIis~6u-%O%`+e2qs~z0y{E80? z1SlVa#WFvGA6*{H?axXg>z8)YXJIQOVV`-o*XPmW9t8U!CWKBGAvREVaoxF6()kWy zp5_K}vb5PjiIHc^w<7h=+|8x+hvgTLKbm&ukYeBg+Ds5STwwWhH~$3AtE0=%wI+K6G27-+LZPMO&uk_y=c+ceny~x9_TU+>nR0y{ zzG*$~DqwKKv!x-f#xuBie4PYJLD(M5EVac}`IOBk?WA2zy;q@81aVuY;}NJ$JQ$Wt z>SW-bT0`R*_N@L>3%kmv1F}6z0n=zp_PAcL{-%ntl5x%2JFMw1glOs1?b`UmRM>c; z_O^zpq7xVcBDYHt3P`g zhol{r5~g*e!7B-U0~vilg9ngv)J^Zl+`=mZ)yx9b*A%Fd?Aq70;#8P|7psb!h2@6g zSq)Z{VlEU<+wGKQ+a`p=rjsiDG?;lVl=f5@Mz3|cuj2en`d1Y;-nw~ikw%BF1J!QA zJ^5^Os%T*Z#Ta2eqirIiUZ5cknx*BUO4PEo&lA##WY&pf>ml?AyG4u^m;84cb%c?f z^C;iegjCarEk=}r&ga>*)t|J~Um4ab^zv_oFdv?UCpx`g{^QL92~c6ufIvi;$lzS; z|2Yrtt2I$h$c?&@Qd_0{6XMO4v6 zb+wgZ7VbfNkz!hlScb|r8}}!+Tm5hQtT^MZvm$}~e1_}vmo0MS`WgCt2 znYFerNw8d+Qbc`+Yw^;xZR$xP;%%{%cM`I7xcbUO4%xO~iBa99$KqeIJs3>aWP-S4 zZONx(QX#P!cgSqjY6l53=xZHD4nwxuemIu|A=q3Xd82+FErAK-nuc=6{43u(aE$d1 z+^L3TLLE2O9?mk-hH~di0gEtYC_oP6-0$DivdbhAaB>|+M``Vy2;5bxQ#uxorTmVb zz(?{Ec9au7Fdfk)urh?e;+xBYXrPJ=Q4n;|cQ`@ORE=MhT#t}szj9q@0=r3DGM)YV zNH|Kr6Hr8t`A2<6z<@G^MWP$^L&aNQ1ri29yUNJYR6?D8_nnsu^s^ySL9Ta^fivYg zj}Ww|r2uE)(3<;Bh=e8gmK%ju2*zLx?fGTk7=YXRvjcXR^|3pd)bwISZ}y+8DLQ^t z&bSYX>oIefV<$gZy1IQaNHxAshj4@pJBr)CO3$MrDsSc((sDKUOoi8U*DHofH^QO z8@@05`9t})ba>RiJs(fkfm+@~&+ct=$&r89K<#>HOf;?syFAN8zQ5D+Pa>u_C1a1q zkYt4%KHd&aTP~r`Kr`EwV<u~a1~KdioazFq3O~dlZ_`rOmnGw z=MC}rIqv>#kJco&xk=%WZ>YShHguC8uq8mAZnQ5r8X8_u$*z1sECa(u z=rQNNK^~d!Hdh}cRR1NPhwzaIN(XQ2v46n$~ z>ko#`Mqd13wEJjr`G8%URXKL<$<(hwQ8mf(c+oioC$ZH{S!KXHdX_=;O6AJ_i%e&- z+p->b$@{{D+Jtq$=1--Y?X)zNu_8uS15mxC97&OXF{d;67WjSXS8mUMy1;w;wQbEBZpmkG@AqQ zu!~KSW;nmUye|++VKqyTP8FJ6KzJQ*nD`9jobo$&t|J#3G_6)>p#R#Ii5O3x*v6(< zEpR}_eMf-Q<;n32p*i;0Vsfg$^5)o*WbVDAkJD;^b+uS>ZLKHpcM3G}PIiK_|qhGu!JI4b#6E1(3BZeD;N5Wyzt zHt4la4l!v4RfHdmSLod{ZG}61Ua5ul$s#7rD{UT4;|`|P>c;`cf9|Nq1E@!7mq9ny z=83_FdtWDF&d0JH@CSlw)luixKYFTzCNznNXNTGa(2;00uDIu6%xKqEgY?YKyu0Fh zR)g|}2k6v+QlB%Fq)IT~j7_pDG{`04stfy~J*@EP|ZO9ti237wHMpjl5HP=G9(E<%% zyB#60ald5~Rk@76j$inX7n#_ z56_);3f5)9aj!{N6T-KpjN06{ZDvR}SxdO#ZrRqLFY@*Bka|X1DoY~*QLJV_IDsfv z`QJZS7)U!@jR4lwbU%;E z#rN&nklF3*`Va}X&?JtHI@2@6&~%SgwYDA?+Uw{=#ATVpZQWd%ob7h~7+KAOd5}tr zpvG^5ibRoZY<&X6>o)$RU#tBB)bUExb@aE8$iU)QZ7Wg$2tt$~!qP@en$9Vk@Mcao za3k>6j_w`IVtDRiF#@U@`^9Kq&d56uv5KUp{ju$tVDQ66oZaBwzS}SRp)JVNHmDA`%E&3)5Gk!!v;Q*804WL zqD0T_96Ff^=U68OuK?Qyd?Em0$=ZsI-b-c5AxfqfqNfD|Qk*k6!kHn5Ny-q!!lKWJa$b3UG)C}VGdP2RVg?pg9JZ7yZ* zY4RU`;+OG0$}Y34ZBL`;w+O%6H`V>-OUa5hRpn2KnXoZlWg$f9sOw})>7p9)@~xcn z9&(+3#WS2AX*sO@!kRbnV@Tbpb-3aX)!rx78VfPTcW^du(dm0NFN-g-l{qf0rNR`} zEr3eD<0n4lZ_7w`;7y|A+N`z59M)6n!VkHx8;?=CJOxBknBJheh!P5$19c2&ZscYf zY5t6Z70mXLB|}r?x7BWux9A>5_PiN|Z!4jUZ+R%f&9kE|-^Dt17l<_&9?YH?85c@| z*HkD?RpwK$#F|QiXlYCpbvwt(ljLTYx)+AIS61=lbUj!nfpc(-(<@N5Dl}UThe$1N z-*bp9Aj0Hu91sKx9lu(Xz|cW~>k@rg{4@>fi;d?`7O-J&2f?*icBYTW@QPfwDcheI8vNT&GOpC*&8y~B`!@CQAHC*)096-#!^L-^`tBpJ<57tYCJG+R%q-@P~5p=J<>pSQ#Bf1 ziuAd=)M{X#N8vQ2JR-H7{%Z>%-$Pd#((m}Ymh(7KpakJAO+GT~$e40ua3q@>_~AwW z7lN#6Gd>>sBH-x~KU$Oj4FL@{KRv3lIi-JuEl-z2tk>dm)mi=Omu$%L41fVR=6d}t zdMOiAZ$k?sUz|u$^RY-PXlk5Dk4JyX#eu|MjuAah#PtB8-eiS~j$|VEyf!XOCm&U! za0dPX_>U=$xjrpwBIwGeT8B-xyt!xvSnxV%t{O@bveMXJHQ5OXoeFQtx(HRs4%Wj1 z&}p}o0Q)kc(g=ZJd^*Y!UUsXGW?Vl(g}@1|6#n(%lqeimvKW9%<7elKBn>2#q(Mrb zZDcVtR1+#|XfF@bhMQ#7AH@^auGo zacsQ~^dR%})wBucsY2a4hP5BmDfgr2`5Og)&ZrShDAz|+v1nQlN*Po*k2LET)S5Cc ziHNs0f$g2ZkDJfeyho?MPqarnRX}=5lOJ{zlIj|mS@<>Yd(-^+&0?P}3cK#{2a z4cH-?>1Y$DW!Yk!ww9DV3`aXM-S$m!$9_kFS!=RnXR5CR?9-LZ;fjf!F9}O(nkYk% z@b40qR{aG*&orHhG$ZMOuvHtwd!1Awwa_%Jv@|9d!knZAJr+j0CLgKo+bT9J>!Z^% zL1odEbX47BQY0gj~favR?Q|Nd2>{tI_O8t2y@FqXP9p5l!8XB-_?CHd`Gu4bo4Z2NKhy1VY`OtfUex^WTr zdM&D5&TTkXTDH0T-qE!nQStQStUa{j(qmBBt;aF=Zf9@ra>o7f^6LTSq58u~;+c>! z`O7``mVexdggH@Fg86C(@D?TpKqzvQ<-@s6$`o;g@X8+D^LR;=4JF7`Ke0J-JO6y} zv5Y`n^J_!cr&~>Oc$4MB(-c&l|21}|$H(Ny+WB#f1)eEw` z-t8NLLI-iu7P}8VkMjpRlNk+ENHdQpnRtom0x#?#5 zb^Im!6Kk0ECCOfMk!vP7=3Nuv%-m)&r!GI|1XaUm^NNS7lkKm*-BB_;c&2hG6qmo&Qgx^=6 zUD$Isx)vit$>^ll+$s^7ylVb^LeW3EbVI3Joa9F90o%Mz|CH%=9~XP`{-gjzEsgNEmyt8XD}LRjNj^X3+<(|dTUl3NWbi|qT$w7T%e@Z ztYxbWz|(|4WVwgm8-~j?cZ}gjBPK$*eu|( zaY?}iY+00n!FoM+5u;grv{LwL*P~R5u$?<0 z+E@yR_Ika-*{F*M-4ibn&=P%Wqx<=( ztegAOqF`4DxtlOIh}rrw$Iqy7sc7ms)<+HV#W}8nB=Xd9jf(4>|1T*cH)zg+fFk+!ajClvsmgy>W4}JQ#1k1+t zN{1YcNheI|uFQ-`+3U7&OR?%X7MDHBgDbzjihmn0Ua+6(^3;ubtl97t(MCPc<$E^@Tpm1ft!xO;9$ z#+$c;nPn=ZN%-dAQfue$3dx^teN#=+UreyfJq7_ zO&JADrNL=I4**h3J2uY_-Sqx>orIs0V2|FK}1}PS#-=zS^T+XabIDf4KOcCZ62~;RxR>29y->;Yd<=VeN6Y- zWJilm>a@Yvr?vL|W~{>Ouwb-ltm#dBRsAT!a>Kms5R>FocJ5*;7#-bMZy!!xb#}j* z`52*p?km%A_7g}L{be*bKfV6GBIO)ot4pKXEk8b`Y{$VwD%e3{gFe{6ix}0gN4E|~ z`peUxEQFQm2;QX3#2`deqk_O-d`kF8U{uZV;#TP3gs)^F+83(qkcFqpsu^^K``?Js zjh&=*W`zg(;lbp)N~AF_V{Z14XJjW|C`zV-<5T*$M1{ihF&o7cM2nC#2De2V{^RuBuerOsk;BBD@xWp2vIOSO07Qg)mLcacsf0y*R3V#(M` za0XDA?jEyi?KO^PyebmKGU(^ED2^qs6_3P>Io@aYzEbntWvHH<#CiJHxB;PDyL zm(n4^{a$zwPdfeI4o>VK%fgUQcLL8dO1n~a(4rcBkc)ZdZhr9a=+jGchaHA_sD+p8 zX%mf;qUOU3RX^H>yHo+#(?tzw%^H=K<*H}lFkOSmj=PbM$p7qykC!Ba7>u+f9S}zF71_V|*=l z4Ymo*nw;>>YU(<4Yq6%v#D>zCKJA_|{w+Sa$^Y+&=EC@LRK~pAl!jHaN(1M3HMq0e z3!~BF(Bj`O5?G8R@TPVq&Y&f7Xk-X39##+<7iIu73ok1NCo3q83zP7FbSD>PIv7_X z3l<>`8$7d=rIWJ@2`dZl|6R#*u<<6Mfztw`lO~h~SWqP&pW&HL0w^9l1nPq5NLQ`_ zv6x0^Yo!u@CY)T4pYnfyDqbRNtB6SGHUL|f|-C5uRu6X_6-#H?-eHSJeBG11_a_$j@9G%2&mFNPNyy{S2%5g5_L20D=p_{} zK+%zfA|gMuSEkqId4CDUDi!jrrcc&SvgI|LN;ne|;OZx1YG#V8?}&9XU~Zx8VcblK zEI(~{C1}~GELMNmP}3sfs;)Tj_JBrhg8kX;|1S=G|Z zl!TRwhaH|-lSG%5gq?)-vsA_2{&T#!cvwhSNL1jNW$n!D|6y7G%Sw>w3b1nUaP#o; zu=29;@UVT}LEIADpJ0Bhypk+ztZZT&Y(gaezbYtfLZ7M>Ozq5FEJ!$5coLP}Xn~Yz z);5Heo+C$1GrU4aDo6rn9`^+t0jH;)~(S8BKZ!%!32|>wFnR8}RiKu%bJ}Y3vufJ&KU`){dzk>Osq)X{ugu5Ul~N6|)cYqcx%F zHV%QqXce?(%p>3^S|6JJg=642T0dG7<_T~T?GRcc<^UK(JAzimJOzf(j-iz>hrwyI z6KF-u5ip82iPnI528^Lq(F&L@IE!`_e=U!B4veGSLd#)JfJw9mX!V#=po+GOR)^_< z^JpQO!Mp&naIBB>X!7|b;G<=?QK&w~oCcTCN@#nSSHKKf87;&Nz*V$nv|Y?=;5u42 z+79L{m_uVttJ|3K;0D@Zv@Og9a1(71Z4>hrxQ#Z1wt;yEETRpgtz#~MyJ)A;f7USX zfn~H2v`3it!2`5&Xb&-0z$)4V+A5|FJVKj7(GjWSqg_E; z#?(UWqTNT+t!WYW(6-R-V&Z@#dpxvWcQ~-e0sglH4<5u23Je>%`^ViN616B-Fo#UBZok~E_c{M8$nWLeURrbWb; z2^pHSqm84@VUpcRCmO+DB@PmjJ?Tcfhjty4WKVj~v=GElLb4}Wvgc|J+Eq-FJ?Td? zXvAMavL}bpc%W2gFiH00D4N!Q*iA_Go;{jD2!<3`0qg_YSf4?dx&!NqtjbbW5ZlKMhX_*vUH_?{RPGc%CZ=>Bs(-JGF z7ts_iLzqg4yJ!#5R~4Pugw$pf@)G`W^cPFB%&&`x5K>`9jFIja~_Sdi?= zI+|kWI3~%SY@#WT6jCI6vW?b=b`+CjPj=B1FA7JJJ=sH(&kti}f5~n>pCx~Xa2ky-k7^Nf1dO8T0jgy`1IExg(F&L@IE&VWCYPN9<7j$I z<}fF~BpP2RRk?c#RMGT6uEX@ec{Dvx6e<@0ADV%J%fY+^e|)s;uJWm3Z5mug<0jKR z%qw69%|#0_18^0M8&7vJuYv1m(`Y-GvtSO5Nz-l2d2j>m3fdOt0=S9B$>}EMEpQuc z9&H2j4p>BEf^;2o3EV|nKwHDS2bR&6&>msl2M^FVIemz^0#?!Pp{-)-z#}v!NOg)P zT}N9(dw{7Mf7(RjK&t8W&upVTMq9?zLhSO9pF`8FX%Y9(@@RK4vn%TUFiZAH*Wo~c z150QI)S)$?En?OK=8KAGcQEsS%c28lw=o+4r$jwyw=hefj7GGlH!&MQ6R3b@&;r^( zD`*E@#_4~~VbsC3XBc%dB3M%ejR!`+6d*d&OF-d6e*mXMT|`JlCz#*>=mEXpAm{`A z;1DtF+Hf-SHO zcEBzOf59GjOsU0Zqi;YRs0TTa2L;doil79_pb@Cfs{mDZEkHG08&DM0Cki<45*&`5kSr4p8-@#z6+?2{BwY+ z$e#ezLjDw>0`fgT-Q!;XR6G79K#k*111cN;e+rpnfa=752)4ijM~+2B+Npde~}hj zQxRby5f&0*q5eT4EF{80A}l13!VAWE_9L2#fD4JWkXQ?6nM&3B4dZ-eM5hpIA#oMX z8|S%cX@p)#AcaI-NUa+ZG$BzEZh$3|`==S5Ody3sPDtd0L{3OG8?FJp&~%eTe^W@Q z8WJVprpdkbx0-+$3RRo(EQxuR#5_x49tyEza{v8;3RE5~F%OiOxQcm<#5_jgiYfFw z(VLExjB$62yJOrP@ED1C zjKl%F@lIW)b_cGF@k~5#@JGa;NMvN4W25ox*B*oRxd-%3mh7&J%K}GH5*ne<^PHx?%uO(YvPrb-X(asNP-uF7>(Vf(zh`DZX`7*HWar z6JQEZce@^-+IBAi>S>qa*1c$o?`qLy(}1Gdy#gqu-2hNPyVn3^vpWkYmfd+kIqa^0 z1ylUsQ<~})peAwDUJM%PQl$Z^&@ak z4fj|QthQ!KKc%%ww??aFy;L}f0d?|fNJ}^Db2rm9*(jl zQ`)%hn9^@PAx)*e>h6juEx%tHX==$(s{$XdT9x&<(W;ooZ&oFIFAJs`k%h1-*YSt# zGv$jrnvYzys?TwMAPH(HX@;yjD^Rd`PFLX~OqkpjOE+P&0%oFyK=t7&1*i>(|MA zKt^;3BK02lVhq&Ppjr&n%OJ}Fbuic<3)Htzvw<=)P%C2GG`-QT`IsfuHxl(_#P3Gx zrd$JBe?K)A0#m8~g0A4?K#hevU<2GTmDV{ORd?Y&P_JMGs6+4&s4uX^Z$wWf2aI^ySN%e?|vQW%jnN#f_1kgg7}07-@PIJ0)@= z7BONGBQ3GIGx|04Wb~7CVj@~E5$l}NXNYbw(!H?G5$hbWuo3N;i2h4N!zH4_60z73 ziyg7p5sMwM*b$2z(Qt|QAdPTT#0N_x2W*?l&EM+(*fEv2d|0DhQ~6epMxm*E{}qk) ze@t`pn;)8wP4na(MyX@E8m~E~dHwq`jcNYpr!=ZFEe90$X}xLL`vZ+~rscI~HOiaT z4n=WVFs)k!jT%hrrx!FTnzo?M>-!otnfCWQ(x_tEKcw(U zn@#)2b-QVc>CiTBK5aD}A4oN7GacW4e?g;m(>XY)QHSY#>W3P2n$C}YQKK%?`In(a z-KO)iFFU65uU^gYdGP$7WcWgFhA;hNh8Kr3y!7!5UwtFP-_K=u`3D*PVLHPr3mN|P z?HOKsCd0pfIm37VEyL@-% zKpVOA!o53S5wQQ^vEkvd!{IFhHVHlL@X{prRsnk*-Xox`cz6G=FM9zM_A@U`5w?YWw$Jw2>)5A1zE4AZpAPswE$@AL-23c$7wofDw$EP2 jexvEia?5miFFF4YG-bTvm-|T-APO}xGzujpMNdWwLJwL# diff --git a/semester4/dmdb/parts/06_vector-search/03_filtered-vector-search.tex b/semester4/dmdb/parts/06_vector-search/03_filtered-vector-search.tex index f2c70ea..193b3b3 100644 --- a/semester4/dmdb/parts/06_vector-search/03_filtered-vector-search.tex +++ b/semester4/dmdb/parts/06_vector-search/03_filtered-vector-search.tex @@ -54,6 +54,7 @@ Not all dataset and query combinations are equally easy, and filters also change \subsubsection{Quantization} +\label{sec:vector-search-quantization} The total storage usage of course is always $N \cdot c$, where $N$ is the number of vectors and $c$ is the cost per vector, computed as follows: \begin{itemize} \item \bi{Scalar-Quantization} (SQ): $c = i + d \cdot m$, where $d$ is the number of dimensions of the vector and $m$ is the byte count per dim. diff --git a/semester4/dmdb/parts/08_quick-overview/01_theory.tex b/semester4/dmdb/parts/08_quick-overview/01_theory.tex index 12d8207..723d4ca 100644 --- a/semester4/dmdb/parts/08_quick-overview/01_theory.tex +++ b/semester4/dmdb/parts/08_quick-overview/01_theory.tex @@ -1,7 +1,7 @@ \subsection{Functional Dependencies \& Normal Forms} Also see Section~\ref{sec:functional-dependency} for more detailed and formal definitions -\subsection{Functional Dependencies} +\subsubsection{Functional Dependencies} \inlinedefinition[Transitive Closure] This is the set of all attributes that can be derived from the key, obtained by recursively evaluating the key using FDs, on each iteration also including the attributes previously obtained using FDs. @@ -23,23 +23,26 @@ The last task is achieved by checking for each attribute in the LHS, if removing Finally, we remove all redundant FDs. -\subsection{Normal Forms} +\subsubsection{Normal Forms} Below a short explanation as to how to check if a given relation is in any of the normal forms. A relation being in a NF further down the list implies it also is in the above, whereas a relation \textit{not} being in a higher up the list NF implies it isn't in the further below. \begin{itemize} \item \bi{1NF}: Each attribute cannot contain further tables or arrays (this is very commonly given in the tasks) \item \bi{2NF}: Determine the candidate keys. Then for each non-prime attribute (i.e. attribute not part of any candidate key) determine if it depends on - only a strict subset of a candidate key. If so, the relation is not in 2NF - \item \bi{3NF}: A relation is in 3NF if there are no ``transitive dependencies'', such as $A \rightarrow B, B \rightarrow C$. - More formally, if for all FD $\alpha \rightarrow B$, either the FD is trivial, $B$ is an attribute of at least one key or $\alpha$ is a superkey of $\cR$. + only a strict subset of a candidate key. If so, the relation is not in 2NF, + thus a relation is in 2NF if each non-prime attribute depends on the entirety of \bi{every} candidate key (or superkey) + \item \bi{3NF}: A relation is in 3NF if there are no ``transitive dependencies'' for non-prime attributes, such as $A \rightarrow B, B \rightarrow C$. + More formally, if for all FD $\alpha \rightarrow B$, either the FD is trivial, $B$ is an attribute of at least one key + (i.e. every attribute of $B$ must be part of a candidate key, i.e. there are no non-prime attributes in $B$) or $\alpha$ is a superkey of $\cR$. This means that the attributes only depend on candidate keys. - \item \bi{BCNF}: Here, we drop the possibility of $B$ being an attribute of at least one key. This means that a relation in BCNF is free of redundancies introduced by FDs. + \item \bi{BCNF}: Here, we drop the possibility of $B$ being an attribute of at least one key, so we need to check only if $\alpha$ is a superkey of $\cR$ or the FD being trivial. + This means that a relation in BCNF is free of redundancies introduced by FDs. \end{itemize} This means that for determining if a relation is in 3NF or BCNF, we need to be able to quickly identify superkeys and candidate keys. -\subsubsection{3NF Syntehsis algorithm} +\paragraph{3NF Syntehsis algorithm} This algorithm works as follows: \begin{enumerate} \item Compute the minimal cover @@ -50,7 +53,7 @@ This algorithm works as follows: \end{enumerate} -\subsubsection{BCNF Decomposition algorithm} +\paragraph{BCNF Decomposition algorithm} The order in which the FDs are picked for decomposition matters very much. To determine e.g. which FDs are lost, we need to apply the algorithm by starting with each FD. The algorithm works as follows ($\cR_i$ is the current state of relation we are evaluating): diff --git a/semester4/dmdb/parts/08_quick-overview/03_qp.tex b/semester4/dmdb/parts/08_quick-overview/03_qp.tex index f5d4b38..096be61 100644 --- a/semester4/dmdb/parts/08_quick-overview/03_qp.tex +++ b/semester4/dmdb/parts/08_quick-overview/03_qp.tex @@ -1,3 +1,4 @@ +\newpage \subsection{Query Processing} \subsubsection{Sorting} Given $B$ frames of memory and $N$ records, we have (typically I/Os in pages to be read) @@ -12,15 +13,15 @@ Given $B$ frames of memory and $N$ records, we have (typically I/Os in pages to \subsubsection{Selection} \begin{itemize} \item \bi{File Scan}: $N \div P_F$, with $P_F$ the number of pages, because we need to run through all pages - \item \bi{B+ Tree}: $\texttt{height}(T) - 1 + \texttt{cnt}(P_L) + \texttt{cnt}(P_F)$, $P_L$ the leaf pages and $P_F$ the file pages, + \item \bi{B+ Tree}: $\texttt{height}(T) - 1 + \texttt{cnt}(P_L) + \texttt{cnt}(P_F)$, $P_L$ the affected leaf pages and $P_F$ the file pages, the minus one comes from the fact that we count the leaf page already using $P_L$. \begin{itemize} \item For a clustered index, $\texttt{cnt}(P_F) = \texttt{cnt}(R') \div (F_L \cdot R_L)$, with $R_L$ the number of records per leaf page and $F_L$ the fill factor. \item For an unclustered index, $\texttt{cnt}(P_F) = \texttt{cnt}(R')$, with $\texttt{cnt}(R') = \texttt{cnt}(R) \cdot S$, with $S$ the selectivity of the predicate. \end{itemize} - \item \bi{Hash Index}: Cost is $1 + \texttt{cnt}(R') \div \texttt{cnt}(P_L) + \texttt{cnt}(R')$, where the $1$ is to do the lookup, - $\texttt{cnt}(R') \div P_L$ to fetch the row IDs and $\texttt{cnt}(R')$ to fetch the records - (this is an up-to, it is $\texttt{cnt}(R') \div P_F$ as minimum, for clustered index), with $P_L$ the number of records per Leaf and $P_F$ the number of records per file. + \item \bi{Hash Index}: Cost is $1 + \texttt{cnt}(R') \div L_L + \texttt{cnt}(R')$, where the $1$ is to do the lookup, + $\texttt{cnt}(R') \div R_L$ to fetch the row IDs and $\texttt{cnt}(R')$ to fetch the records + (this is an up-to, it is $\texttt{cnt}(R') \div R_F$ as minimum, for clustered index), with $R_L$ the number of records per Leaf and $R_F$ the number of records per file. \end{itemize} diff --git a/semester4/dmdb/parts/08_quick-overview/04_checklist.tex b/semester4/dmdb/parts/08_quick-overview/04_checklist.tex index 3576605..5594aef 100644 --- a/semester4/dmdb/parts/08_quick-overview/04_checklist.tex +++ b/semester4/dmdb/parts/08_quick-overview/04_checklist.tex @@ -1,3 +1,4 @@ +\newpage \subsection{Checklist} The following things are typically important to know very well (not exhaustive) \begin{todolist} @@ -8,7 +9,7 @@ The following things are typically important to know very well (not exhaustive) \item Time complexities, I/Os and sorted runs for Query Processing, see summarized above, or Section~\ref{sec:query-processing} \item Concepts behind the query processing operators, see Section~\ref{sec:query-processing} \item Conflict Serializability, see Section~\ref{sec:tm-history} - \item Core concepts of Vector Search, see Section~\ref{sec:vector-search} + \item Core concepts of Vector Search, see Section~\ref{sec:vector-search}, especially quantization costs, see Section~\ref{sec:vector-search-quantization} \item Recoverability (both the normal techniques, plus Snapshot Isolation and 2-Phase Locking (and strict variant thereof)), see Section~\ref{sec:recovery-of-histories} \item Rewriting rules, see Section~\ref{sec:rewriting-rules} \end{todolist}