From 836bb34beae1a076a9a3b0914f2c6be07d67f244 Mon Sep 17 00:00:00 2001 From: Usha Kabilan Date: Sat, 7 Feb 2026 07:39:20 -0500 Subject: [PATCH 1/4] assignment_3 completed.md --- 02_activities/assignments/assignment_3.md | 31 +++++++++++++++++------ 1 file changed, 23 insertions(+), 8 deletions(-) diff --git a/02_activities/assignments/assignment_3.md b/02_activities/assignments/assignment_3.md index 91b64a4d2..efc75bf61 100644 --- a/02_activities/assignments/assignment_3.md +++ b/02_activities/assignments/assignment_3.md @@ -8,23 +8,38 @@ - Using Python and one other data visualization software (Excel or free alternative, Tableau Public, any other tool you prefer), create two distinct visualizations from your dataset of choice. - For each visualization, describe and justify: > What software did you use to create your data visualization? - +Google collab (python - Pandas, metplotlib, seaborn) > Who is your intended audience? - + Toronto public > What information or message are you trying to convey with your visualization? - + The visualization, a heatmap of TTC LRT delay incidents by hour of day and day of the week, is designed to convey the following information: + > Peak Delay Times: Clearly show which hours of the day experience the highest number of delay incidents. + > Daily Patterns: Highlight if certain days of the week are more prone to delays. + > Temporal Distribution: Provide a concise overview of the temporal distribution of LRT delays, helping users understand When do delays occur?. + > The main message is to identify and visually represent periods of high delay frequency to inform commuters and potentially aid in operational planning. > What aspects of design did you consider when making your visualization? How did you apply them? With what elements of your plots? - + - Readbility for common people - used 'cmap'. colormaps are good for displaying the intensity of the events and help in describing the adversity of the event based on the light and dark intensity of the colour. + - The days_order = ['Monday', 'Tuesday', ..., 'Sunday'] list was used with heatmap_data = heatmap_data.reindex(days_order) to ensure the days of the week are displayed in a logical, chronological order rather than alphabetically. This makes it easier to observe weekly patterns. + - Hour Ordering: The hours (0-23) are naturally ordered by unstack() and displayed chronologically on the x-axis. > How did you ensure that your data visualizations are reproducible? If the tool you used to make your data visualization is not reproducible, how will this impact your data visualization? - + - Dataset Source: The dataset (/content/TTC LRT Delays.csv) is explicitly loaded from a known path. As long as this file is available at the same path, the code will run. + - Fixed Parameters: Plotting parameters (e.g., figsize, cmap, labels) are hardcoded, ensuring the visual appearance remains consistent across runs. > How did you ensure that your data visualization is accessible? - + - color choice - easy to understand and relatable + - clear labels and titles + - contrast to understand the data > Who are the individuals and communities who might be impacted by your visualization? - + - Toronto people commuting using TTC LRT + - TTC Management + - Researchers and data scientists > How did you choose which features of your chosen dataset to include or exclude from your visualization? - + - based on the spread of delays around the TTC lines. + - used parameters like date, time and place along with counts of events. (I combined them to create a DateTime object, allowing the extraction of hour and day_of_week and used it by groupby().size() to represent delay frequency) > What ‘underwater labour’ contributed to your final data visualization product? +- Systemic recording of TTC LRT delay incidents and knowledge and educational resources (tutorials, documentation, community forums) that allowed me to learn and apply these tools effectively + +-------------------- - This assignment is intentionally open-ended - you are free to create static or dynamic data visualizations, maps, or whatever form of data visualization you think best communicates your information to your audience of choice! - Total word count should not exceed **(as a maximum) 1000 words** From df9d6f25220088f7b9b2d287084aa6846b162c98 Mon Sep 17 00:00:00 2001 From: Usha Kabilan Date: Sat, 7 Feb 2026 07:40:07 -0500 Subject: [PATCH 2/4] heatmap for a3 --- 02_activities/assignments/a3_DSI_Vis.png | Bin 0 -> 38029 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 02_activities/assignments/a3_DSI_Vis.png diff --git a/02_activities/assignments/a3_DSI_Vis.png b/02_activities/assignments/a3_DSI_Vis.png new file mode 100644 index 0000000000000000000000000000000000000000..9c299baad71a030e385002802366d2451bebbf2d GIT binary patch literal 38029 zcmbTf2UL~kwlz#*)EFb4*g*k}prQyCMCr!9K|p#DumDn|DImQVqeQW85R|G&FCtB( zs{||vn_i?TD7{E;0{>haJ?Gx@|Kt0{_#NYpLtvNpectt~HP@VTJ@@J{#lwq!;r@k# zgJTin$N?1&jyWM596wtBJP*I&w5`N{a7fr5)Us8zI%8{p>bwz$!YNy8b1PeO)6;7& z7@fBaSB{Dez)YDG?;n*6o*SHqcdM|zw1+*;52|HXf%HEh61hIh2(j<^jg z{V^BgneM3T&7veBd0Ybr$Ftj>9Y3*uS}c1_iGJ`XRCf81e$c(yyp;a;!}(=&*Bl&v zkH*+9eYPflBmMXD&zod^pdW+}_b;ITwHC)ma24~pe_a<)6j7UO9H5xr(ODHAn_<`0 zIGVNVY}M;C$)-jAyM$RCO&^Ne5>LMPu{^q7Q*P!upIT|?!OCdWNYU&nyk_jnN5!J~ z9AEnI$*WE$*9JP(3;zCCFEiq|^@pNP=U;p4zbn?o#YOG0u6Xu%Yk-97#E`U&zqIpH zbFqM@R!za(;`YC!NqXYn`Oj~|BNPJ6$|Dpw2kZMb>7o$FmT$DY&5%Ib5WpORfy zRpn$~ZoC*(9y}<1{qVtqZ}Rf?H#RnA zoNKv~XY=YNk9X0T^5a(7pUdhwjK`X0rX$Z3`A6@)_~Y9<>pi)}%%h~8NA4*u+^5qu;NgW48ZxgDW{R)6P8N=l>BLmmRIQF{_HZ-`vt-_v!U-t`i-RF`5a%Pc7;q z-lv}3__i`?uF`|=cAC{Dg%_Uw>&g|gflqJVKRI>Df47w-U(>U5 zkEEoeYzJEvEShrk9zJ|H(k5nJbJBh5?MCVGPu^yYS?O0ed1B61KQ?Xt=c-xFlZTvZ z_B_aP9Q0RQ%%O6a_Ay zqjR6>P*F6R= z2zG4c@=V04M=3u#M-+_L1dkkw-5$1eY} zd}y@E{p{4lFsJO&uIdCoL=D!rW5ng6&$XL3eM3S*#4O&2z2bF#C!?Q!-e{L)y;h;0 zNcBRItdraJa~$Cj&Ya7;q{($OXr#OL(Thv-H`W%t36{>p^-KHZC*Y#^JK9Sh345J8 zoPTZku5--?^wQ5C#3o71vx!s;Qt=bk^AR~A&S5WBIek%|<7 zU#F%j(`}6N|M`bsV#Z4(=NQ7`b5~bvptw!Ug`W4E4aH%-^S=(VWGj=511j&CPXjbybg4Jdx9 z4$TWHd&lC(PHDGxTT#^mMmG)%hfX0-_lw7$dlLc({JNrW1H-I z>zzhwjfY?Hx!17LZ3Kt@TCj9Uwj1_MQmwhatb0zFkLwJ-arI+8v-c^{NyeHJ9UdaLM>jyi2@R zY-RFik2QN8YHk`oY=~QKSkiajI9M51lj<^l-dWkTw_aR&daMQ4iq-NPXf28rkoS$k zT4h}5@t+v!3Fvm&q7heuj8lQ|_{<79F`siyNkz1(-G}EtSTts7iv=hkFRFihd3l#r zqZBg7+mFM8twpLwj{I#_5p^eG6zO#J-1+mj{QmnsN&DW4p^kDq_zxxVyxWm57V|y! z-*wjP)9X8L1I3e{n%9OR{w?2Jhye(vD z&?F);*0emrX{hw@F7ujgjt&kcRdL!eCvtP##y_uAPtccE7iR@Y?k@dYwQk)yrltMM zl|ot%^s}9!kKW&b4Z^HSIFYd5lQUZG?q+6K{PDCH{0*6|#&u=Ff<=oeUtV6geD&%r z$o%>F`KEPGEjk;sGf$sBEqd}fhqkW(iWW9@*M}FEoRC(Q7VR{v*o13nzp=Zqq%u}> z*O_;#vcJ4s_&&+Vt57EL)4O}y_a|fxTtl*m&T*aWtVuL5D-FF&6$f8b$C|`WR8OTTgBMM84{T#Ytt4^5g%vV*%fltaV zE?L1Y1B`f`R5`pwHAKdB2uZ;d+3tO=d+wC8^sZjr7fZOgV-Rp}tE+dHito0pFG1N1 zuTQtBlU>X)R{ew{Y$39Cips$H`}K}@w`e{^?&90zi6zly##z)o6>wHGGz=4X!;Jv5 z`}lHh7p}KTB=_rS^;nG}rlIR(PZ}eqn8jkzW4LC6BsnbImMl~lqm>wXcc-!9WDDSf z&fH&?JrUN=YPZ(UywD@$?(V*2!-j&7((n9t6}lA%we^a*PrJx7Q!N`LCTkx2aY+b~ z()IT4mXSo{n&ZL2!BtOA<*7^sBf*_vBq89Mtu13U;^XKx_-01xtb9>BDr3~QY>|;^ z{8<0jUq4M&+jUkXc2-0ixJx1P%QJ_Ib~n|$3Vrk_zB%9PI5Q4$RoAvjIrOi}XXgw& z#}SNiA3mInJ(YJQy0|upIb$!y2``x^;a1V%`*fZS3VI`27kIeRD=qYf*sTCXJ4=@c5b=dOr>*rsmc3c$;qp zt2#*b5leQaUIqy@1Q&{k7tivOava$6iOK8>2}?1rEu%bPH`J~?S<_J-8IQ`NoqD$V z>8(XP5*19tt-8;)m9DXuiM+qlSce(c-|}jsb8%2#tfZ{5J^!#|l)kKsxga-YWDtZmi5mLj2dUC zAkhpXY8e@>9UttQTqCh?g-JqsSq`OcqNw0**2=G9w9;&b?NOboRgE^W*od zwrel>BQY_Nb4!)m)NnO6jz&zMadw?-rZp008K9kQ&--1Bvc(F#Z!b~@$0Viw&3Jjj*gDe z_I-^RZc`amkM#n~1F}OmWvK&S7bzE3??9rh`o^8LZ6b{@p19-lzr+GX2*Y%)8P z(mU3|?(^H_o~$kSPJ;J2UkBtTYw&KhCnx{#yc=IWFlB?aBbYhS=x6D!v0%Xh3CDr3 zusT_*&u{N$wz(X>#ap@lmelV`N^K1uSf}rgYZ*9itY_L?;x3{kO}sj9+ zuY*eY1qEh!bXQl%$i-)-m8S<7X)hMFl523h#pm+nBJHD3;xqN!ZGW7%ERVQBwX!dF zhC;P^KA+12V79ZsNx*@oolL(^A3r`s{iY5JEjIcK>zce|BqG52h$;P&Pfy*_o1D*& zw)q6}^Ycd`6LD`lxtGcE6Vl#MTb(oV{w#o#FA!QRKIC;%(+L1ElvMeFwyrv>+{%I* ztJQN{9JlJEyw36K;whe_cY`JgY;x(P~)zJeNCvxIsIzs;Z^H2VUY2K{N7JKCUgNF{q zAU$xl^)_T`BKkNl7Xokdv}T+L%#@5-DXe>>;{Kuq3rf-Ul@H|*XuQcIX;%O2+(_c; z-Inbr@mGs2%EGP^RCXL}?MQsZt9tb4QRc$v@R7-lh_ZpCg&|16rlf}?B>yG>+C z4PHmXk}%rnEb^vDW_qGaWD&1ajZweNr`HcP^&Jo5qsnm;dMgfRWV4LXt`K+`?yglW z>**~++Z*4PGb#MWT~z;>HA1}CHe$N=s+{F;G3sd)pz}ntmxw4JJEHsm_Aa9(lX2g7 z>+!dsEwE3HRtRQj&W}fd1Y?qtCmpkW`*we{R(X!MWG14}V2NJn*3!#$lP;ASo%q_D z&ti#`%4W5+v@F&0=SE}q{P|wbttVA7D&O+h|MC`*UszpT{qP7%V}_KpG~r`U8`VPf zkaAh|cpY^tWTlUw>KcupAZh0dp{!*3Ugwdxoau?PlQk$3fcboaXRG2yvvzM25<04{ zuRqcL=+>H?Tg-_@D{M7tyU_~?IQ8NIQC&?sx5MbIPy6K1qgyg^NpsqfNZNv(6`NcJ zZ=7KT$0J}RbyIJb0aTnfL7U?Cwg0f^R(+)LNFYTOP!(^{m-BaYM21uaOFJ{`H9CqX z9f%}Af#OeadS;_|?AUGgSGd(E$xeyZO7(>wPqQ>DdGLq7{z8t9AA*!Vto!)+bNJvhc0a7#q#4LvXS*r9JJAs-gw5HK$uOmznSb!@VYO}MNd>4V9D*fl`(p~5$Tv2aL z-9+ps0p4s|3Kr$Rdew#GOY{mLH9sJ!>&(3|YZ?xQeQK+YN}3SuUh?jB2Q%p<$9EaLJ3DzgYliEk2`8BKck` ztFbwUizWM_G~#v48ZuJRucunniJ=MG{QK{}zo|y!pg_cggl+o+9?1()*rxuH_LiYr z*C6UeT_YN5LDuE()W56YneUOxnsHV9+s*KES(y^D%bRnRZ9_^35U0@w`{B1+5~AFuCd}%d#{a&4J!r+a1EVe|N`({M$t-lS8+&RJ z_aF3HQ3)uNaw>10Lg1eM;DvWS7X@fqW%Xadtqy(iR*J!uP@O@G&1{!dn;7j&zzj*l4v6Tm+ivQ0^5Jgl`iXbYYbJq|qlGTh8v^uYYAzLJNR zHYoUq0n%@L&umS|ot7&dRZ<}?f?x;2k8&P1$}oVipqN;b(p^O5v1OQ9tF^|?#GWG-)GpxQuP5GjMq(9k#-s?p)L-WB0briOk2k=xpo;6 z6P|R_;B<|%pk79b#D(tmC$gJ3zQ(T7I<<1|5?ir6Jv>Ee`uj2fO4ca$+2c1@-(-A{2wnWH&}za8lKc1!&T^ zxkjA2ur4e}s$z&tP`3sjkhBIkjji-+)LF$!XF0RjyI?K%1Uk2|e&4a9?37FEyZagd z7F*GtZ80tm)Ib~(l~@xp)26Wn{SmNE8cN8i@rel?WWhwV+6G(oGDP2OT?^XF2>spr zw?UF=pL=>N=FXj~jX+Dpj<_2UxR_7Iyz;SL-9UeTqE*9ht5=^L?rUmd_mEqUixr~1 zq@Rb8KsJm!h8tojL5G}TB%vFMKfoI9ZKz`!VvmTH+Ptyo@va!XW+XmiBUc<5;${Z6 zOD^Q(#PgJh~0Sb+*;JEg5-`v=F^!R?Mp++ zTQc=-8eK{ideb=SAF*$qf}Aw~YgEoHc_D83%9X~leIf3a0G&_U{C1tyh&|U*P=#9P zef`{F;O(v8vbzvZwyTsnMwQNA=&d(J<*y+=odN-&%X*JSG;|QHz9Di?;byHT5AK3D zjXm~op9TnTo~P%pUA>w(Z!xbq?x@baNeWCc=kaviXVx!>Z{2$0#0h#PRa+9WPWLqB z%D#!$`1u;{$*F-~tZQFL{e)+kt>PvA;UhJUolhzNR{lTDs+Md|0=?Z7GM!DOAn(piCPb z+ju^|@ji_0C>pfnOGyprhYQ^`53vRvST5{^dteGrOKj!v@CKLWp>|KoF)72o@3Dsm zhby|(i1HtJH!oZvbPV~;4(YTgL^kB*QV!l7w%>&gd>j7#za^2t$c~?MA3l7Q9HF}H zWwOcb#G16}J(faG85;3#3r^3Bg!(1cOwWHe)%is-;3R(S7HM!J|LIgxp;otzs~NW! z&yztbgG82Q|MnG=X0^u)P6rqcjOyep-p%dhn%&bt_rk9in{o&iOjF-23$YiW0 zz4h6eAhw8fWL|88#NyeXJqp9Unr+ZtBW|__k&ec(=WoByPg_p;314GfoHKv3`}Eh& z_o=a=lq7AfC!@ z$xcUkZ&Zpwxu)jw+A=|+sM?XX)%N`ukV%S`b;3{DmXf>|Izq>?j_0_HF9Rb*FdNti zSzZ;vy&TCC<>VfO3jDi0uOnhi%Dy+S;3iLOl2Ks{B9;hL5G!%7Umv03hs>dj_bEiu zy04vcHBBguXK|*jvWpm^8tJbJEL9~+H@y}>S5r&t9{(E_O9{0h1O1KZ9##6Hy*dv5 zihG&hVNyV~R7NSUueBj0iZ9uHW-fj5BZJReZH$%qZP&SW_B!7zI-?4pvO0;azU?`l zu}MZi5VZ;fZzXuuWh+;sxd3L!o|KB9z?Q>y{Hh{Gcx2Uk6Bxm9|fLk&IM z(cT6pa37!1{h&mkwrSAK1C$I^9k;qayPRJ<$`1B-eEux3_*Px?Pe1+C4n)Kx!1Gj- z?&IXqKUd%K)XR9*mW&ke{;5TPoX@6*5J61ZOCAzUfU+Blzx8eQEe*6~DYjzqJ zSKMB=zjypS*go{N64wQ^`UjpEo!8F6mvVSiPz+HA9jCS3b?l=jwF~?VQXipTQ~-fF z=ZJyQUw`Pj^{Ry$rkA7Q3I`~LZg1z;TI_zfOb?Gxkb$UAw|aQr2VAtElvMqxxV!Ef zH?m`m!}^M?s*9Y8u5KXOw*<7?p8b%0_$Rqhsv){aUO)F{D_x24>z_wYvqRE-vS+tl zN7+I2VYaK%gyhljf|R+kV-CG+&wd20q+KV!l9JL^{VXbpw~Gp9gz0bFL}Xme|21&z z2yO|FJ=Ne9Cv?KMwwvjX94ql_WAFvG{mlo2VH=S3Eo_v@+$*y-(n z-n6Cj*sDG!3yMt@Q~;psCWrx~0Dp8WOcDhb0u6C59>^~X7nWP)PMz6MJ0pTebn4V8 zC_c&Dq9zYeLO#E{uL}824XDNkU0Znved_B6%|PHoELC%YD|9}2T!|svIc!ric#STybv&>=GeJs_n3+Re2Lel$bB;o9GSm!P{BU_fO9^RX+C zi{AO1>-vfiy$oAMsUz}??YRx~%iCIiE?xQK+jjg3m#2ZUghs-J<-48!_@SxDq`wwP z3P9=vLawtuJ^6i_Rf2B%`TIxNP^G)M{8g{d;<=APK7rs1#pjyfIRQt8s6nPpH7!4c z?eSC!E+F#EaK?{3_HqU|rY$L|(J6 z1jQX0#n%Yza-*#TeGJFO?fNbS;Qa95$(LRf?gr7eA`RDJTuBNTrarWo`;os4{u#jH$=E#E+ZKBIU7T-DU zzGipOpT7kkymUQZMm_(Pmif$_f_bSXOrNqTyVNcD6mk=d~Yb*F63dDf816k z=&}-fsXm;a#gA*b7MzYv3KvGkHEhVzZZD1urtl@05@yI-6L;KLe7L7 zvf{U-CZNSj;IN?S6lEE-7Zwc}>QoueCS*taIQN$*u>C~6%jbsAUH`S0P(ncAty;9P3|+N9c8Hk%-JyA~I;MBgln;-jG~8Xu_8SEk!ay_sjK~lf59n;**gr1UGGJ4{jS9 zA2-EUSib$4{Wo*`ZE|@q{d`jHkk-$y^{%fBK~?tOcIwZZ@z&Krd(Q2HDS?v(M-wD(DO5fjCR1BIwecC>J1#HBnIs6`}(T_=XyNPdYvWAmeiPB)tSFerTdAp%5^h zB|RD#p%n5MWHa&cvsHp)&&B>iOIEOSEZ9AHHi-|$NsdW^^CGSt{}`Ilx9@m1_G`%< z+m$ULhH#JAw!Y(HsKBe>D{?}ZK~NGzmqG-)^{`&jl5Y&nHU%l4QAW=e2|DV))g{zj zLeV|FN0L5}OZ!iAb~uP+@*s6ib>WssRYMi_CR_@2aP_dumep^74K9HAnr6BmKx&@}95QIZ1%qI}CD}eK=(xu3QbS@8gII`-6&&v&P~O zyD#(dpcRTw)_}yR$aQyz*3xkD483GW#!rQfea+wnkZ>7$!XIthQ3ec^oZ!GtNgMd@^;JuYBD%_YEYwk?!VcZw zW)S>fHox5Y9kndb$dWR@9~jK;Q`cHt_v?Rj_*NCfS_}7j_)tC<2OXcga76_ur{2kl zzyJPud~#B9%^ivEw?1rG7j1|u-eGhN@|X}qC-L-UnD0m^B)%M#cgFREEO;*fuF8); zYY1va(j#0u=kK)d0RUe@T=tl5mO~<*{v%vqv`J|wA*S9*r~iVrVIl>RA%K7tFsTVJ z!04&7JH8|#(7XXh>4W#qd!@0Z*dS}LHpA|$^vu`6&CvcqwuAwE%Q3M(!$DN6F85cbtUf##Jnogvmk%L#x zLzuv;{S{^}X&F)j#DXI*0F{GHzAIQhV{u0%)l40LkM%83BmlH|vCUxEAXd?&zOL># z;P1EoWluo=Tu{t(=*v4k{zB$w8{d0LmN zD2XwLUM>`Azr0fa*wLfcAD_r2=BHec9VUUB0O;+3EQ7z6j44W9>|Gv~GJw`;iQ_zEycRE}m}Fo)%7TY%!8J~lRqF#7AVM}59Yzcx6t$rTSE zJy^bF=g<$E4|%b`P(q+=GGs%u+i^c_X|Vj)K!QQam^u0oP#H%f*f(lD$G}Kx)S1fQ zk-jBD0d+ThuHCv-jV2Y~n79S>1noigjfo`2360s#0g58p1=m>UE>$1Wqg#8htVJdS4J7VaI(+79n=CUd^q?03JmSnh zzU#e_Y0Q2h&)+w0RN_gkxmijxRUX@r8O3d_y z02$n}Zdp{~BvPHfVKetTw3qi^`BfQp!FKwqBPEEtn);xb#eKOco#A=FwDk-=9RyVPA8Fz?Uz_0RKf#z5I!&3O7XrpIW@mu1nf%nE3aOeV|y7r9f1vqAlFzIAEA+ zUaO+7e>H8#&uCQgiWgB;F<6JlhAj-AcYbNhCqZtLc?SI?9B|Pfj1k6n`Wk~ zX8|0$DO&-@E~JAy{KONC4}4~Z!CUaAuCDGo$or|b{(@9D7Kj*M*pB!a!6_4=2}80q+Nh?8x5dGyyiC&z!p7(6z=A~;G4%%E^d9QXCEhB>Il-ki27IC_|IPeVL8sR>9hu(Ej?)dS)1!5ptJ+Z>S_%^oKd~!b}wr zEbp?nz(Cs_3bNG+#iLcV6f2?cZpd*Gqi1Tg{KtNsS@N_wwb-rm*h# zLt)|<+_6IiAt7H*Yw_RkFs$zG1vqHmR8R=5-A_FhWVvWKmrcKXctMYd-xRk@arXm!91=Yg+`-9RrX0n0$rXXftX*`%C{nfThQbxAN%tSI{QR ztVKJ3)!nDZjqzfA7r8PRyGZ2jfESlKCMcJpaKAz@?23*I-oa*RI1GP=lRe2j+q`xM z0DB$ZD`Y4nzF#;w70c_fDFLC+g8HW_Nuw0bc0sTZLdw6x9!v7r-eEDLpm`SEE&rP{ z$e9XWah0 z@>BZ$9n9S1^rRVKk3^1egEBNG+O{wE~_=*6#}G&eV6 zvnWIsn3FGa`34I^?;nj~%{s!?w43lD!Jn zw}9SEV3XEKKOYXa$XXE*5zjVAP9dG*H&%v#&n^S*5H)=LugHei?59`!P+(+Np&TM+xp_5w)wRXq4(&RrpG6^tj9BeC%_sO}?H zf+Oe>QK>2c3dnu|U#lRxbxwAnzQ) z3yfp-FLk%LE(!;GR%zn6B`_bY~bs-QsFe7qo zW_pUJs+9}bC$!*{93m-T*Vzc%z6of!S@r|4iJG$xw$!@q?c2ShF7xKjt;MuZtuYx> zAxXWH(RjFTE>$Xm0InU*wTBTHdxK}iXJpVC%9+No>B*E>nEJNQuiXnrFlgK zjmN+pk`IQPM*bT~1Rk_>?GEfyw-73+FEWB&|R@br9r^I;!W= z8-$txK5bBN`x^fvO|*F5UFWDmVNto9bvsiY8m)C z_!l*P_~D1qdb#{F$pCyZ_=qhs>({SejzmumhIQ-yz=k1C0eu$PlCt{?Ry*~iRv!(Y z4HP+;E14%Gp)T))D)z@8f6!PODAGuP)(*G<%8*pmftqOELd}dW-un2wPL~Y-#7ax5 zt0e!>qR~_+TBA;s(K2k)As}dKjCbB;^A(0Bq%(&xyqDZ?|JwfwrPB%pS;GaxW}11P zi>r~KY{v)KCU_!SX`}}}*v%kJAZ_ouOX3N~>)8l_%~VlIs{cS}Ki*^p{DI&Y`*S~& zCi5y2PMm<7jc$Q<2TNx1sOMrnv7p&&*aJ|)%*}NV?ME)^0*1spwc1pfs1qp=?{2Kx zz7MjNDn!yDv~T1xo)~MnwVaE~bjK`P6ZE-YJ&z!850ou`6BpQlO&gcsBa-3yquDEP zN9veHq^T%EdFl`L{-8Qb;qYJf^aMMspJDy+&(7)u5eE5}0b?SOV}p0D~SLb0k?+k;e%)nF>pVL#!bSIwH99$*PiP=UPaKo*K=aQRtU)b8|C; zV;OX0IJCuftTQ)6W%?>)I+}fiK~CO+-R*vm;u;EOWs?69Aky`Nql#;756QYwQJV;+ zV$)23gCB;yntawLnDYG*KGIAb3wIXikVm)m?`HurQtd7+KB)AwZs23__8S6b1$* z3^g&5Mty&u>KEcR6dH+_y}8ajF{#g5C-?5Y$H-r~GnFM1ZMxE>SSOo=9lTaBsj_<4CGi;b5YtRZbx zpePf{CdjLJf2YFetnmVtSooNJS7M1Ou{*~j#!x_F0sL@*udAyy(X5eh6F%M8p{98Q z4sgm-q9EEB#DkH3nTy zepCYVdx5hD226h@)9H}7s-DXHA566FDxJ;=cg`E3~AfL@k${tv*1@ z`1H(J594f@iH37hRoXtrivll?7PkL_>Pm1OpcNv8h*v`Cz_( z8c>kp+ilx#RphJ{6;;c$??cW`Q=?&z6FIu5J=8|=x(=0!Ze;GZ(np@7&YTE6vVt22 zJ07}t@glc`Z4@ZMGO68kCt+8SM=!&{6}K_iVIQ74Q4n++DDJeS7f)E~ZC2QtkGTyn zBSq0y110ShZCc-zB5m7!9Xm%y0FW(@%(^#trFF>Xgk&AW%|@5g7Kd)}#=~j__qFy& zB8=XbxWbS6Ut@u}CAE^gmP8kNcyMghPC9V#+A?M20o7gAcniWt2upU9EL7kf39o#9 zeJ9UN5zty4&o?EEjk-G02>FF-}#uGKgG^o#gp&aCio;^$cGEMwVp& zkkvL?LyJUD)Ht|?k1s@YIlEc=vew*Ex90+C1Qb&HRg=cms!Z?>lrOUpZp<*$jk5rg z{t&HbEBWY>S_}oUF-=4MhMK+1Xir@v49f!Ci+}#P1aYJq^t{2U6@~6UUM8-Ka7th> zz1Nyw-DL&LOIYl4tG0l_!7l!oqKmy91z$D|(8KWiNVWB-UH^SF*g@hp8%oDuP{C~1 z3$=~^g4YB~L^redgIwH5Jq(TXR@{()(5;yz&*I}1sj zMt-qDhwqkgJHSqJRDMms-*N&StiQFj^&?+$Iz#6q3N5>S$=Q0rsPV6lq#eW@<>4hSX36 zLD!}Zp$q7O^{^Tva4OR5in!;7kxkQ`edxH#F&348k{FB1>C_fvPs9gx&cfqAWA{Wt zzCkA14_yXEm=HYODC|E>MQD-C**ExPfy3F2Gw;#8dp$6rN>g+E&WadV z1f0CzEUv2SasfvxphIQaI;)lw?jTAI+p5uR(gIV<(bz>37{Lu_{!rEvVAS_B?0v8* zke6_|h`uhts7hUmxDRSvDTCq$1=lBo4U%hBQeRqL^I~Pfz;P5j8qK&a`#p5Iz(HI(32C#sSuLOYt%xeMmLWWRFejb-2LqvXAaT-z7gA9Uk*FaWD)GLJG+F5FtW19i!vQ zh+Y~1EE6@pCK)nAv^dcpsO)U}W?>S{9ZWS=IhZ9{99ZbD*PnxAsLPjD{&vvq-R0)_W zZ}%hUMKyf7I_eBMa|RQ45{?`}IW{_&tx0@232NSKMq=&S=Yn-+*rP%y80ge6xT{3c z7z^Wzq$Lxg05#08`4Jnka%Or|mY5MrHvG{rOR{O>wx1|qBaayKym3!nwlV}2Uk!N$ z8pmdkV38YDLJuq;4jaBAN`(Yea8nY}Y@fl}#ENc{^P?8tf_IyncS3iq^o~3LKAXm0 z?Rws;<4u_HzKM|ma<7v$7(rvlVDHuEGp1mL<=d1hr9&R0iv5^s)uhiH!hjm}RYb&) zm7FGFfyJ-vq|5a1Y=Qu&E8*_1nQ7;Xv`aGy%&?iMK6k>LWDx`>Zh{NA!j@xh-!ZDF zv=r!|22aK{W8NZe>ZKTIB5Be%L&3jwXXE%g7-9)+p|d2v`K%5A*vCHbsp~te@jaPe zn0H~Onvg%ok~++=;JJT-%q=@Tw!b06P8C*|6zh-sC}u(BIikT*ZcE0!Ql;nbz!?Eb zYTeR*qaBL{h$FWJV6dwd3yV#z)lpa10|)-1$^M&1crNI;(YNf_R@j=eo@W8fSwN&i z*ec@PmSxypG`6o`6A{I>x}Y%=Xb@fjs?a~;B!decfiv&!J;d(T#!&NZU<-bb#7DXJ zSbzAR_L-_FFAe&Ry=6cv5twHcD0KjLV25TwwCH|lp`|?F0Bqx=ZeTu|1~-9GfAZv>+b4TVv;MOqMGP`)G>g&V9}_{K*EDZ`9i zYdF%LgeMoCYJds&53(L(E$BcboZ$xMQHxT6KH4eK-3wH0S#1q;q5@6a09}>fm8l3? zOl6ahqK0i#?!(Ro&!q~JDnbt~%!VX^(GDMI!U+J(oidWn6KC;!ybzx}>G6Ait~$p2REYKr5Q)ihlq3 z(@h{|Tt7Lv`MG7`qrx}(cK$>zO@NyBx1fe?!l4!z8dHNvr#cJh)>@F{0!e?1@<%}i z9ziv_ZFnlOM2mtti;cnH!$+cdgGW*WsKSTeqUOmTSo>-lmb72zPaBTjyZs4}CeIGk ziW-Ye0V;aGkO-m22?n0&ngdk|&QTTrRz=_b1^zc1W=X9Pcqi5XIssmc|;Dw zNtDO&T~($w>_ov_i6K$6I0BO{aNL8^`%G8Wyc6Bq1Ul~J5Sq}2$ua53tgfzrh@Y6r zF!$4xXEgf*_L>={R9a%Lo2P1YJQA!#ZNTm5yFkO7l$qC%>paqtX{cm7XpeY^D1Y$W`tRsVZ*g_8y8VQV~l&V)ndBisUX zU>!eEtPsKMJHMLh_l$tcq)wG?4rc^)eLE?P498|TUXR9CV3Q60bQY}EM{BD{BW;kE z7xTo0_Rx-fo^sumEt1edVKA7&(@ZfB8c|`O9)w_o(=-+jaFS$yP$4^LDw_In1nph4 zlau1u9%`t6-a!V)HqnY~quB=u$|tC}DR?4?d}0WKgRjaT3Mgs~ZYIo6!z?(r>jCsy z0Y}A?Cm&$oG_ZROBCiyyHjH)=RMzfPL3-pK&V~<)+WZI2N?Q$ba(l^C}$O$_54jn`oh-rJ7`4~u|HUKmO$*#l5n`FtLiFQ#Ki`9zM z|LwwyR-m21@r8qWc#zftG5z!tDw!(o@aS+LHjDd2$41J3)PhUc_rjE577eE^MJJk8 zGC_tpJf5}i$$neK)H*oUE02`r7sDYBU@H&m4U?j%CYm!xegF z%k+6pO4Bl}b){yJR2>{VaP;3f6|1h{;NaljdbC_71P(nq5>3?l1AA(iPAag(0Wc_? zkq*2XnX|gC>Fe9;u(AO}`vYk(n4k`Jxr|v8bqjQpG1gt35Hi&T#*#jxub^~kk`RFqk?bKRaV8)K z==?_soDD=LKca6--=W05np`b3542%01xro=gbC|oIvuG;yd(DUV+c8Wq#5+$ZGRR= zmV-zLgj<$9l#byil541o!h@#?Oznz#>8Nkh$y~#(#%j9<{JmVi#Jd!nb`Ej>Q1_`^ zXjI0=D`h;$=;9vxOzk}wUDg&}wa}uX-~KGOm&HJvWS27%uW5NjI(NU#F`KUq zr-y-V)daoc)sbjGKB#S?ve7V z+A2o0L3d4mPFt8~{uR2~=cYSM+H8=&kSOx=+mPx4dDpOS!;KF2lW-b}BHa%uM%(vp zYq9aQm222_+VEF0=-}iXHS|h|>7#6S8}%=c{G9w-!@f<()Ci68bTD$=ral3s0;V9h zRm(I!wKz_P7AV;G*KKD*&D+9629qR=a9vX%k2wTn^hi_1*^_&ZC`xo4$&k0TP1*ly z@FtE2F|^;C&WB@X=t}p{@u@O1Uu`B05SMVi+ zQ<8|BO`A8%0remG{!$K3Kv&ZBQC-!Pq=$XbEK~wAfLoDg=S1(>$tC{v+41|j6#p&T ze>*>z|2(Q+5e`p;6_UwM1p^Z8eBQhX^W)$f(P7Is6i-Zc|R*aT%R(Az3*X9ssxo$W1&y+k%Uufsn#*h@2|f zI%yz}z^d&v3cN4J0-(2$c7@Xewc+3MEjp7dYn)s=ot@tX!h+632KObOJ2etO)FDx) zXir9V*J8KgdH*$Q_nI^;DQ<&noR}4`PDgloi)$b5#8S{Hs~GhmSqRra2m4(uh9%)o zNI+-SvS)c-Ye5vLc&sNGxjdNpDeFG(bNr2ZC!Fme`{t!8lg@8NQq7#5)O+oK-Z};Y z1y#{D5tteW;ro4<)(8X{OyG2Sj2YRw;CaNqHNkwcZX|uK%#Y;Xs`X?qwY6Z`9|F;O zw$TwAvq1Q@19%L=NQ9A@J|-_7rX0brt0KaiHUN-(3T6n%9)VS&spZ z9H2~Ry4I!j&3V^sg5#^`STR!Z@c>Ct9ciK7s5}rB=&#^Ac7cn4WOVo~PFJL@46qSJ z$N4!8$9$g!rQs-<$?l!%QO90H4>~zJcj2^9>rVOvoLBi5p0FT;oFFIMrvw;O#&+R^ zOz&u_*sot>lSY%Jhv;o+)cycI_p9vhg~3-rJm`6ROmi>`D#I2e5O^NgXPDyDXLMbg z;fVCT`$yjwN=~;Q{!>t}83*E=dWT67>MVkrpaM>{$<8QaeumtXk*!H&zrkh!5tm5y z9m~hY*u}P`<8hE%==3B;CxAXRqL36~u&IC^?|wf9Knym~?_3Dxm-z=Na#H{`4MW_I zK}0-;856P<;QWw{%KD~vge5}gAV5ggVRe5@dK}(XJS}J zFewc<`jqUY)M*K%)2X76OL0a8hEREVXR80Q0IH=UheE42RQfAEv3!%~E8Iwph==>m z-Hme{66DSMo`QR({RUfG;w_TTk?Yt7iPfuP(W#~Hs1)6<@eoyWcYa&r+0PMh1p@EC zJSD_`c+uV0+B=KV*{IX05~L!{J`r=TmgQ?~q4PYft*t}*0l>iLmh3%5@9=Qf!D)AJHQbG;j_~SI1yvqDYpT=( zZ1ClWDP9n+D4InIq=M`5YuAagaoeY;c9L;LFb8AOJr?M$9aN$MdzaBz86_=vm})hj zqAVnUej{Z2-BCQiI?g98CFO(W4kS3u^U1N_7zYH5hByNBX$N=$W*GRgPVg3fSm5sw zJLBst69i)66i^2eU0F}~MaW!6--d#8pKJA}BmdKpTqN$Mn3PJhEO7pCz&CSSAx5Y^ z>a)UX%*7BwTPkf}S;BLS29n&ocI}7YQEld ze#;zUud~JButGhL0Jy_OJN_OM8psxp0Ha08#YO&Nn8Ot!DR?<<(}@5?$8ClSh)$13 zKZlWUHx+Q{ye9fB$g{-hvX2d#M{n4ZRPPWr2l9+EPKBqYk_NP4DJ8WoaEE zDP>EN%i#(ZEo}@2cG~U3o@_T<1C--)>((ve>>ys6V8D(MoQ9B7V_Bq(Nr8nVzt8_d zih(w{Ms9Sq&yC6$7~4Q&_#uh=9mb`=YePjngpSacAIF?&cyCYuupK`d!3JVnWzbLb z#L`Ne%ahj3tUd*M6Pk809~uti*duoWuY6T*_fsS&*gt*wNuxkZYZh8*S)RmX4_dFC+NMJ&w)EpUY=%WfY&?3k z_SvoyQySGjQ?!F?)GdsTY#X59$H2cj-jHLhfnD!cp5Jft8 z3IG0c6jDpltb2IgLQe62AN})fhWk^=xGneWj5q$@NPPQbOv(PAKY6iH+h7&ns~hE_-)k|pSA^_xuwiI*D1Mt7d6j4>B_YFmEN+$MBR_Kkd*VKNTw-0YoO z{W#6FUaR~6Y3<76vCg~pJxz;NTPaH=AuS|~Jt|UYD5D}x)@(&~lA=|GNFqhb5{f2L z)?_Iv#aOdOG#NWt6M3(5-!(JO^Umk}>+SP=K2OgR_x)SG-}61^I@fg_p%ST&ea^fS z?j=`?=PdDyG%w*bPx<-8N71Q(i6cdjjsJB&_*UkfMHIm3>t7Y-fBoq9%o+OjbKhN* zzANz$&%Pt=;jyI83v!ow7v`H}ES5gtB@1UpB*|oC=L&CpbWj0v@4(?my8uj*UDRNOW1-|Xu49qqH!~mF!W1W|$%qyv5jCjNCdLm$J=;%u_p+ZKUA?_CaEt2%59cfmfV{K~cy6ufOqMFbg%7xQ{_wn~f zg}lVL=P~-3&>E0s9T}w~09YeT-i3MtS*E z+;kT!R^+ozZiba~ZoM564+7nZ8G&@2<#+@=wjTcf`AkB#pqh3|mXQ@!2+r0$c(ZT8 znPj;EkOc6lxAzlZIe$I0a^}|&hmAN9kbUoQDZLMe0%zP5PfOiCwhH82en zl#NleAInwwPf>gDQRbnL*My~u^7#re3>#D|nT&K6p{?&TN!nQ{o?(5=yabNEG+ zeuuFaPj957vY07q20R^ul?j{IFjg6+fKXR7wr4HsaW{Etc%d-ZjrKTg|G%VTIfLOL z5adxY3=Pr~XvYq-eBF3M0-%X5@@SVkb*_m%>eBkdm42O$SPNhe2Oh@`@Qa zg+;FEw7iGD9ROKeApsb`vhD)x3GJAdt+wBPV9pXEFyKRHev)dt`H6G`1mkL$@%o_ z_`Qy_-V%d$XJEfbzQh+5~%TPTc}e3U`ZF5TU==(hwlQ!`Trcu{V^L(F#rNO!=@ng?A0a9@pe zd1`rS0IWO|)DYCdHSPu6>=0>ONF?`d;-}F%z+DjYjU3iVUyV<|xq1k%H#n9!ghWaQ zrJhE0knyO48-0qDOoAz_%z8cu?pZ+r3-&F-DY%HFUl7Ew-2hm-s(a?>s4rHFM4r@ySiq%RD22c%e zUn=jA_tgWPTcUu1lOO|&3^3qyN1G~{8Fzo5NfJ|M4ev7(?+JVqnP!un3tc=QyO+6R z9CY>9OdgUcq7upo0C;3p_N9#&nrMKI6yuduqTc>Fmid_uQt%%m3o)alXPD1|uui=3 zp0X)Wh%lE#>f635skWa=_FohQ)Toju(9lF!W1&DeiaqkEyQ~i$;K;E4HbqF@LkcKj z-ViE>iQK#uU=Hl7P2b>sif`qLl=Tk_8;(`bd6L#TH$bq z`JmFIa?7m#h1S?nltll&i8p#>hXfuLNQaH10yq+ptIJt1AELtys*q_)7g7pxP=NGC z;AR)n)!WS9weX-*97#6dMuL8!0YC{#2t2tZf~^dEz=y@keJ2<1RirUYIq z#Jfe$jkqi1V)xC>?{Z2R@@m)}fK*Mn4>^y7tiA$4Ee+hFZUdcMf9D8P@(24C_sGC2 zgftkM&iwd_4X^gCBx=LINV9~*d9#sHqck~A zz5U=Jh=qyXP8>Q3NC+@fkdNh)bI#JRS816OP9P+*kGz)xwFcC~_nH}dTIS&Yr!V*M zjk;V)-wOtjo=Y#n^RE%iRVBRg$HOOEC7`qf2fY4iE=B+nFPQolv|NPABo+14PB7Yc z#4;%#4pJ+hx1-D5ZTu8`7b+JJha%P6A5=55ni#3PEt`7HAOQu~yoVT2GVefzC&l{T zRyo!7$GyDB#GEF=}38RX^R5!GapAmryVTlkU^CrjfWVr}D0uv26v>^^>YT3s0H#QLAxgAZc) z(~rDOHgYd(N6yxBX9ry$<34OllCa&QQ?f_LKd^#s5$Z9jK}UdwEhxrwp;;VQls{vK zu{;bJ%tbvpImsPBStaTww81lw!I=s&Ni{y?k#yw>S$~3n&niHIE*tKLCmvz~dO3>9 zkJo8q8&`JB26!X$;Fag~@W zXD_Bk&y+XvIfc}u!K3ITBC9C->VZf{GM!0B1br9aD%{K-1ta1$PISsS%+w%uC4w#W z>%I(nPY#Enb@NT0iDE$=&@~o1^U9#1rE~{@5b68Ak#=0xJ+SouN)l=}M)le6d4N#G4>}J z@U^X&68$h<=~|V({!!SnE2HGFFJ&_3zUG@fLPhIV#;oWB+a%wyToH#}wch-fvza!- zUpO1Hy9`fm7SlzzQ0qaXTWk&aY(o092L2aJ+gJ2e7JE%ARb%A_Q&Ont9>HCJ2Jn%$ zFq%gCw-IqK|hrQW>`-y<+BD_Skqwz|I2fU zChq~HArrVj!cvg5VnsPwy-GCC&&T#pg0GJu$`V1@lnXx}Hsiig`%DynwUc+#kisQl z=GcbAwGY(WK?HdfY+=`!QEr;!J@s`Dkh7)`yUsc|n@&b1v!`GS0<18mG!A5*e|{7` zmES+|GI~y;oi1p3mB3-fv>SvT(!9}(JyapJ#YD(Ko@$GByZuYKN6J4lUjSo!*6%yC zVAxOa1-f>nrZmKe#&z7QIA%h2_4qR-g#B7WX4%-&b;XeO5N*R($J+B7a`^Qi9x!1J zNLY6xr+*78>_t%8;IO%&BW}1bY6|pLa+HiqX!^%9puh5qrU6pMM4R8~EF9@JB>Mw0 znj?fcK6D)qi+PYCFv`@J|HB3Je^2pk{}pb;+z?LdgUelR9=P!i65lM5UZ6rCi#P+f zdu92s13nQB+Ks>*=~1xu$yzT%WJHzbJ)+f( zqsaAW5=0dxmJbyK&;W5d+NeZ?7bI6};f+K*R1g@6(4YPcj)~UMqxKK$s?h%nD+>5G zr?AV}HT%AxgI|??#2DBbxxXQasX_x~KUdd@r`kXv@o0!CPm?^cyy$ExX+tis6PKii zP99G7H1zRjT?(%l!xY*o66GNhLy)KoWfN8x^$gmwHu0C3k-~hFT z*18{qh94h7(w_8Zy=Z$!M-7AclA(NGn2vEkl4OqzS0*xd0#4a_(mY=Hgx=FO99t^z zV+kvIf{|+E#Dc~V-2g-ogq|%Ev(z$=f(#FfTMuY1R2|i^n%wad2QKT4^o5|Ik$@`r z6-HOkFe@}f_Mt{{*6v1*LzytW0DJ@TxKDYGzi=r51SEf?Z$nMV=Y(<);L)9*YJ-Ph zyd#Fh_S-(sM1&FabXq>ux`RdgSNGX& z19sXy#E#lPux+zNdJ)$N0;0h>2vz0a>tj-dJUq55#Rt;u8b0>t?oBdSp-Eu$uYB&H zG7`leqC0bX1>lV_?dLIJC{w0)DUqzmt_zKIa>bztjhdEFhxp>G=DuJ+*4AJt5%CmF8g~3OU#`Lb*ej0KR~I;VSU~Kp*HD>yYY%CZ7^18jJBRWQh`i;+k0dRX9_V zuho@HE0@UD32^flKKRb0g}Kf#p1hOi!#}9EIbO>SxFoG9Q6UDQ8k0IGX_Vv zEiu`U?EP4*qdAe?+=rkd2_qqqDV+{v_0+1Q(V6?Q-IB?~7DrUJh#PDSz)g+@`MK+4 zTbwA+zeFzbuwu;w{Y|I9Y9b+fKbW{*OVB6Z9f&)`Km=v<<#krtTh`c1z8Y8nQv~S6qDjE2e5m46} z=)xoTS2cb86>Opqkd4!e0#Ifk9FtEZ z0#ugr0jvjz6t)6PGe)WIdNjv-+`Fggn0|=s*IE6eY|=jS-1B)u-gC)q&hZI*9rLlk z>7|;9$oX}%sy@ZuGAp=lWRZO6<=yGm_wo6q*xGiRiDnC>7F@SU%5dhX%vq}?IBUjb zNs*7AC*KDqa&r8B^xUn{t_X!$Q4L>|3I|FC!}|u0-wY1sl9!jyD=C?a^;8VX#MU>J z)-qyZVm|TltH982X=(96BE^4rO-Uh!k)AwtYT6Tj4c9+F)XqoBymR;N8JjsA#`;a6 z&t3rbM)b#b+3xHNm+=f3^W;5yrXHfw`+hLw(kci;X%|>%<|Eyz&>}fq8 zA74;Vkf3J`g6Snhx`KuVe!awnh~pYgPEtS-ww679@E{L+>VeZAT3)D;t?lfdBZqK= zZ;bxly?!^Rob8U+{gxT^7KG|2>~mZX%_DWExc13M2Kknoi4u(h$-tgpXt`sO?&3G+iS(L+C>+7=7X6l9R| z7cUk7F`7SX)~s?VG%qe+y-F+U;tAKy+bm&LI9XR##*Y3>9^75eVmD2nIrCz0V!1Vg zfpf$l)nYco1f8Za(7F0yy<&z+B>IEf$MxQy=VIB+|Kx57&_w>kggh3@EGsLki7(Al z8fIof0!x=}eUi0p&DB;2fR!K#oNHucw1k&;g_sx{=6ZNOO*A?Z5kGXcyQoM5CCYpx zN**{W=Z7xk=l5&=I+C7n|9%mQU(Q8~&SIJJP2^l0Uv|lB+7cOS4u60D`lh8lc>g=a z7Cxz3Q>dw>RRA)SBewB83|=$IlnS5M+uO^=#+C;)r!QK<lG*4>e*JSJl)MG&e8D zgaS!fSq&ST)#!MzLoaw*=UV#X$I!N~LMkih8LF3fcyBE`zwB$1u*t`naA*P%@C*cc zb%I9|6BFypb&dH%tJ2d!;vPTsh2WAmqmwBdtK zYfjux?$5!eV1LY$?VQc{`0=BIyL&NuECJo!hnMj4uT)Yps(KC9@2$s=dDdLjYAAzc z_9B!XXZ`&A66%&ZIy)D_^H#m53uJ@o=H_k2>Zk)|9f|HFPM-BL@PW-^j%ge^j zUW`Q;6cTa<$rVo4Jwp>{kYPp0$jIEv%HjhIm4`q%Twm+kiHTg%jcUTFq+GC!cFXO`vY%vS zTM_tr-%bkj|MLDQYHa~U7dAIHw)P`JfMvpaPFmq*@f}*0(Pd_aJh7xV*{sC-` z3>@nT$0K)$7J|{|%{jT>%}o|Z?mVgV^tiYg;^N{@-jx~R*}QwV3~5#|1RX;a#jdV5 zxi~l&iTZadf5U;wbM@*~-NxUBKPu?Cr}Fdja|#H|3*T`LIc$gBvjN9<>4Iz=)AI$} z9jZnLQX8g5F?D%`ipnz3t@6=d4+;;zfWW#8_&d+W?8HRP_J$VVSZa7;H8r$Q(i#z^ zU=zv>$%4YVb?edwS0*JTnOIti?vr4wGtL#jd&G&AftL!h>;>%b(-8{|4Ghw5WSiLA zFHllaDsOj+jg1vlRu;fx9)thd1JoI`RnfSu+TW7j^Jf&MOH%woEZJgc$crTY6q3>N zH=8tYis8gV2I2X1^%g7C-6^QW6ZF@>=(`mbG3z19lteq|^oR7ObMJ6SqqN>+Yr6)T z)2$swS)JO!SFQ}it4_{FZsg$Vx^>?^J_HU)g01q^(ejk@?5Hhg(~{oS6f!*+I29+xU&QhU0)AK>eiVZlgC;oiMMgos_ccgKZo zo98;5sk+}nJ5En*;T#NByl~y_&>=tfcSmQTe<-wY&I~vMoW~*<#je~2!n1YenyYiL z(a&GHR0Q(O282`rc?SlPs~K8aS~tbgvp?sZj&1>uvJmzBP;gyjBk&nPEFMcsO9wYM ziY!jf&gfXI@Em~_f9A1c$M9J6_4Q3~UYz&$uPS+SDN9i|B{j7G5XS&sdOqG~XlSSb zM$baw=tK2q)!~->h)SGcJ?+0BKbSjrZi4>ZRaqN$?X9yrYvt@L4Zo*L2%wliG>y^S z(-ZZl_R#%QIKH1jJXk3&zhq=&B;&-SBC^)`($dn(qm9mik=jp%p16cH8OK7-#D)cg z)3g8!?F&SaeDMY;E+?)IsNYX1PUh(fQk~=u3ck8)>METd|s$H+o_!f24V~j z8Z`IdHLjh`&r@1)TswaLd4`;v+hsLLJ?lpFH+M-a}j6-`N z-4GNwrf6V!9u3*Ow+?}#0Hx%NM19&J@88HZR~b#!M-GPIljeYy#sS^T8Fc67!0UPO z-Fx@u2S33^+*KNr^{ThqecGlBug|Fob-Q=(-h%82d95HqvnkS{0@R0R(Bv4o;MDO} zO^D6&CZ`Up%<*T4qx7>dVj=#Nr;Po-{jD6s&}Qi9=q!;mVMs|!AInyVd{tVi0k6aZ zfk!dRe7i7LLUpH3x`IOs1N`I}0U9xH4+{xJ8*}kQsjDAX-?C*IY_uB0*RNiEQe9}X zn%e37hN`6j0Rh`_j-!u{r2H(XyRI3L>O$qYuiw1Ec-E5;)r5qF@yAB0PW1m+QBgrb zswWje!VJ*DgOrq$NWtNRyK~Q;nvM;m7u_x#ylinTivA$2I7IK_Hrc52=l@(B_nNMc8PhBoS=vX~b7s>}m*EQ78$jBVf4dXzkcxzUqcB4xn_VIv!U*9+Z(dUGV`1*N46@RgMc zZWb28Xlp9IdH3khVnlV*!vpAP0Cea}_yT4EZdPo-iZsRGA3TIvv3fSX z#ZO&2xZs*`5lh(&?Fo7CdrQZ`CI+I%AZcnu03NW|B5x2d~Taa!u#PNun&-wFNN04L%mHeStvd_rK^=sti%O^3N zH8w8p2L`0mj=+DgiDyDAyYZE_j!x0s^*O(HjJLL$;lOACcv>GVB`3EyH#c{z%=_zU zEM|IB43i^A*w1b$kMUykkBrP@^qlWN_zemUj{fy2NQVn~c+60NERnMpKzNb_5#Ymz z4<@*0h7TYTwK%=^aJTD`jJbXL2UM}WpMvX9!{?Wma{^tdKZrUF333ry8Ot({Xlcy> zYB7`Hf%Z{LSC=1-aqH&g40%PxRxo!0l^1Yw?lOLU8B1Hm0yIlhN{YW>g&0`f0OI)P zYoqBt$c$QnZuZQnzVGrAmj`USJZOp^j9ixe1{rah>e{PX40a6*@6y+==i$x%$Av#@Y!pDvpjd+9@m*UR zVwl~ow|8Rr=Y-$5F*;T|UbE*}R#w(D2H?ZfNlEK0EG-LAI3erYj`xKk_|X^tWgGdB zz^mKaOTa{P0P!75?pEbIq*(a0o}3C_V7WXfc8h=~x?Ftmce0?zBz}AsB@i?=a3i{kEw;l^p<>)2i4Wp z^~13tx*!g8`2&>HbW;Q@?G5UE=2T}_I6)z<#5@pz$BrGi;xo&7AbzUa>rlFibC+scUtb^~JQGk?m#BEj)8|bL1bSCx z*8PrDvE{>uGr(eZ;@mv@bB!W}H$e#UpzBnMs@H(E9Q z!^6)}17$y&gg&?hcLk8euTkn(S65d&fdXvlG-sm==g*JxU-IJO-1YPqW8**+j3FT* zf*UrZG<<>Y+MTAD!}H#Q%!#+mJy%yqsPnD-Crx$r$xD8Ib341bE{BHR8QifG`AO$S tS|s#myGu@YDD!XU)r(uN{6G9{)cdx^5k5<)8%%P6=2ji``&&#-{SOrCr Date: Fri, 13 Feb 2026 21:17:02 -0500 Subject: [PATCH 3/4] Images created using Tableau and excel sheet --- 02_activities/assignments/JSON-preview (1).png | Bin 0 -> 94992 bytes 02_activities/assignments/JSON-preview.png | Bin 0 -> 65743 bytes .../top_12_stations_by_delay_incidents.png | Bin 0 -> 111102 bytes 3 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 02_activities/assignments/JSON-preview (1).png create mode 100644 02_activities/assignments/JSON-preview.png create mode 100644 02_activities/assignments/top_12_stations_by_delay_incidents.png diff --git a/02_activities/assignments/JSON-preview (1).png b/02_activities/assignments/JSON-preview (1).png new file mode 100644 index 0000000000000000000000000000000000000000..7ed30ac731fe2ea3de68fefe5cd35c586062983f GIT binary patch literal 94992 zcmeFZbzGF&_CJotqaG3Q7>I~~g-DAa9V!aa(hbtx-5wPf zl55-?&c*eD^48vBJL>F{slPKXFeVX)&ptf+Cw2edmVf=BV!6Kl?=cFm3lxw4evi8P z_{b5)BV_thG}Bcse}(Ey68%M%j5yH}+>P_M28gp2znX?jCgMDJ-o`sk4m+^;>0SB* z?oTqtcrmcfJa(_xAy+n@e>$&bR}x2l>Xc%dYdb^3M#BGy;X7`Uu-%_$OF6q9nMTGd45);xM(W&!7dFP_Phe9y!e&ajlA>$9W$ zo>{fmBCiTH-W)kQH&CeJd!CPx;AXOrSW{CIaFI1LQ#lL%qvAdmCcd(}wO}z&U{v9@ zj8e2e3O9Wg8-hNM+?>QEmfI?(r&K!8b>yUV?ve6_ufC^>9VXkl2_6eoszI0U*=q`u zEG59*GJW=T%dMRw*VkR^Fqqki)>wYKkyqSSgYO0>Mn_ZFv@1-1eEw$!UsL1hxqh1x zu5Ej3*bcedFISkJLXGewn7IpbB>VTc=e4=gO@L>7DtP2-7g_E1PkOc4qznO+?79B5 z?oYma`LaYL$^}ufY4y`E4!(Q$E|r2=#k4Mf!hJTUbY(g%5gE?B>?yc>L+R}V_(2j% zPcIeG{q6O6&Z@nY>8@hC(fV$}<$LB+?^SggR~BF;(>RZ?xb&x7f{vpT79qF;eQkPcbZ(Him7S(A4iYIhcO|S&#xSc zhoAc|-sXRfp2#kt=CPhbN#A9-ef!A`u{Ynpygac=D8*;q|K|@C0yVeg_vc5B4!xs+ zPlWo&3&N&BURUuI-a8dN&iVRvL*f1@m6eq%Lk{hXf`VG`;GfL5c8K`Z(GZaeMo#3- zKFO~8dw_)Gel^AU^9IF)@%N>|=d60Oqm5glt_9ZVQ|z_->>9XRBG)cx!{AOL|9F05 zjet!P@>rW%8gH(!8}*ZXcRQ)`qg0mL@rX{kI#EHZ4Fk9 zqNldDw!tBh6t7>u9<1@HS(_V3fqi}Z?p+08VPVq0{(4$&Kdw}4uH2KMD89S9Yu(Dp z#wLs0YIkRg;_TU^>yHD{JvWxjyHG(*@0llihXm!7l-~8`>E;!hw9mk#Ev>DoJbfC< z1j#}rM}u#Cp^+w6wMf8scEF#o#Bsmuy;PADScC z)2f}7@^rLYWA42zEp>_5yhnD!pVO%d9@?xS^jZv;nS%M;NL^seJ&TA0w~1(J;@j}> z>Gb%ZO6Qk3{O(_`NM;kWD*&B z{LXVx(*`%LUw}E`V$QqNm#f`u-`3dJSPzLWD40gzvbVSQ^e#E1Mp zyMXpW3F&_Q`t?fF* zDkbEyKRJzkx{b%=BQ32s4&#VBgrsNJZSlr*sCUIAx7&%uZg~a z*)r)5$;->@NPc|Epe2f|k z{S2}-OWRgFYTTBMBbIOlMuEz@$4*^r>BVQUn(2xVswRwkVa0Pcv$Vi^E0|6sLC;6sYsYr1N7W$eVC_DUH=)h-sG9V-OyO zkB4JY$l)K)G0`vpm~<2rLp7+Gk}i0!t+na#NL>|M+fPt9#*)eQuQx5ibN)%u-wCI$uv_mc2~MN zK!mmYv@5Z~qK==wJoVF`t{1A~$5*djITCB^#{-Pp;xclz(dLA~V)Bs4Ft~UIJf!>X z#-!8AlstNiM%YtLPIw~~o;8-h*dIbGl-Zl3IXmpJpsc2*22laK)3`O}BZT!-?HQ4l z-ZD%Goobk5>CS;%b8L;=UCP+GUKv!`hV)gUMbE_ca`?5?Mn_vPj+RBy?iJ$sgF zJ`u89Yb?(!Wa-{Yw`Hx+pEbykE1YJ{x7QZ~0s;!kBodb8D2oC$-|J*v7g#Mo7< z!6JFca*CxX$;n&}6D=&`+;$_6vItP6)an8$+ZA-(zCa3fY!@P?TlD2>K;D7ysM+1j zf+$ZtdqeCtBV(g)v@!k!o#%%LR!#H9aC){atRQT3jZ*6z@10F#Iwd6}^3e;$7JXc> z@s6E1VF3}$*2rF(A)n$012m?A({Ep}NLb|kVYrH3W}n8@lU6dLgA&kvPXxUZVeI2W7uNQWGtf&d02kBn)IVnX^v z&j_W$(4z+{tE!YMUF~9}*y4EY9=hP1A|u$eX9Bns2hi7k0=_s$FPZ)%>^k>yP;jtH zjrR_hK|L9R$&_%r@K$zx2%QbZ^73-wmVlu9O1k^XR8oI`zjO$P$C_oa4Ssk&h*nou z_dSccLUnaDH?|AC5l0cpuG_2af-@>rOEv9CMltSEvTCHl#PT+mXY1DJr(-zp%%39MLplBFwOE392rX36oFW^1wWGsjZp)~iV$a>}jp>UW z18>)ykXi!e5CLBw_F=;P+#>xt(yEnCDHWchRaI5@JlAcluq85(@GG1NF(ad+6c;a| zpag2t(49Y@0{@u(^|O|H%V+$(Di?&bOdPNLJ@f8Q<{pq?6|t5(vp94q4nm@;r^HIr zYkLv1x!f+|1f?2=Iy2Lgh15ZP1A}77oq$m#9|vA6=3j%A=>jN3dD|h6(V?WP4&Cetz<>m3y1%o2+cJ|6&FO;(_2MRVeSWOBPdrjPe=LT!xsSGQ$KyWQw4#9TJ9X6_1RwRwh7}g>wE<0NoJ=Cf&5U7E^``7 z&urK?!|=G=mJHE5!kbemDx8nz28)?->d!2rg}o|zT5ik4aM^7vk1|0zLV) z7#6Z=A^pmPg@pyYe%&!pXtKK6r<(<%QrUtLD6vsirY``v)61F zaN7)LL+$CFodf*KWk1$%g_@I}Ujyoij2Eu#qfv9jCR~UDmH}q+HnI#Mv_0Zg6y}f?p1_d2m z9)jxN4v@V`PoM4qc$7nGoSdB8ou?}TbAcrY5Z+t@5V*OBp`&rvg521XA_++lxw*t-G8HzNt&BGeYP)ol#&CBH@3 zFX}Xt3kx=J{7y_b1IzKL(NP2G1VKLBC=@QE3&7WA$|7~#8Eda}B`5;nYyB04ZA}ou z&a4Y8RCbj)PAi~7@Z}C^`9Q1u>swef+dtkkfP5mRub+$?1u$m}!>*f&0v?*Sg{J1S zPwm+S08u7d-kYI_nOO(?IGi-f$xOh1fp{$J!T-ic_I?;oNE9f1V@imy`M0{d0ig-N zOJYE9r7?iqZ{zX{JWfk)@yB<}`sVaGNr-JMjR*PcZeWt~3(a8!s6|~5!o3@Od;{|w z09Wpscc<&Q;|8j|Jp4w-yPby5s`D+}9feDxCau?h{d6XZ*#3CFSVyUQiN|`VVdWCs z=&ocW8{zxxJnZ|NwLFE7k`*=WMF}4Bd|9J(9&`E9bV$k^yI_34S7%|~2DprNY-)B; zkf~EWhG68GP!NWgN}Og@B3bdsbY}ppjUKK6IIdCQi2R@Tmt%!IN?MI1mnvX^EFdkT zY?|?H?d@`kC~5hB{y3&!5Xq+92{7orHQoRdTpVNd1&h@L=+pD^jBr%O5DL$9@w#j{`?zGXh0Y6pZA%nc?m!B zAv`-FBPUkSP*SGlRc|)^yaJiv20$QQoY!S8(+@7gZWt!mwSxW_`)(*-IVCV2Cm>P$ zT^JtA{->}Y4bw$)Gs9KrTe5Mt>FDUtTmAgHu=!R2APx#mKr(+D*|+C)fy-vNQo3e1 zTN~YLKC_$rIB+IRoVKw$e_$0rTBClx;RYV0iplS;klQ!s3fr^w0TOnD0Fa}T*vX_* zSq3=5yn@{G*OwFIK?~$S(>8(T0!tD~3vmK2+Lit1(c@&_(-OVSoxD*_7#bJTo=jyG z&Zjr&>5bg|lDCr)eDIN_v)ZIW8-S~h`!s#56!$ zalA=DLru&p)6;M7Y%jN~^_r`rcgRMI+}yZX=A@79Thq+gVAJCO8)>OQhnf`o(-gB)-^z`&pn)BAz*Qa7_svEm22q2}nulA_YTyDQZ))h2-^8BrIxIy&% zC?wcY4TVt*osW{ey*(-<4=O%t*&FVh9q>n6f>2f{>vNGP-E!8X)86o$TC%E9iz%Iy4obUU973GwiAit9S{P}Zfn%KUUn0r!C zWMpt_Yiqrbvm&iInpvS>-=p{hdB5%_y@Hn2)b}LVZDCUNz)-{CrBE73!5m@T(T*rY z?<&4Eu%5cea))&RNa!QJWXB;F84T>N{z~QkOmgdPTI(EiPmuD`T&jAH- zq*w|SIS*!vKZ*mUKhz7PCwMg|ug&AKATg=e>A3#%m8M$&PPWSGK8=qZShK!0aontr z9S_Pw>|MKHzthy2PP4ty!y<&!Z;=X%bD8e^2$f3$$ENn_gIMsDY1eQ*2#?1qSP%}H zyUG48C8Ocz!rADi6?<(tXXyw1`0>nXVOXdOBegeNS-FFPBGFguL7bPS6ESQEmB!6Q zrXt7|a;HlEiZ_NY2>_!C7LvKsjO#!cZh0K?4e6OPrRcqX&)&!`so9zrpz;fwzl6Zo z?Tuxb(Fs*E6J}%^y?FVO)5|ka*h{)luFU*+YPS2@fQdG@%HZS(WD%$I{#j7XN|=U# zOo6^+8ay6JnHpcmcj zUNagO>f9J~Mr8XbkoT6APPW{4=O>#XXA;_ayHdo@K)lNUPI!M4A%U=&WL=yS>3p_3 zW+p5V4Ztxv_RY#nk5rWhv2AHlDuSg0{unmB)1~82>-yt}e|@1Ei~Em%PGm=fHMMe* zBJ={D!KG2HqoV`$l|?)e4;XNDszbD9XHC=G5*U*E=5(6FO-$vFHTBCkjm(YHiewW6 zGerH#r(sZtI@|ik8_m4)rG_iJsqp;n>p%S!O^PHWBs#_#-`)c$0*$d8Dw7v*nU}_q zlaX~p9-IGs1JU>F$?Nv@T>JM$Jj$T%OxV%^z>o(WD5pB82DE}m3OP&IC?Ldky*PHt zaiWFFKg4A%$WT>k>-5|kq->iDRGED(wZU5#<4`ix{`K~LfYj8j(zL~HaU$DtdgOHx z=X(T?tgsHZJlQIBfyyIIH`{`@lbr&%jwB~wEt26Nb|WYWQNYd!t%M?M4A#leT>ZF7 z^Xp}L0-vh@NKAUQe(J5??*jNo*PZv%GhG^MRLL(=To%v-a$T@0vvP`(&9K6C1kn*~ zf4(sD6#pnx9~P~p)vD}!J{*XNa2CA)%f-MLZmStv5qQu-ri6ypb{knK2?-7gxeH86 zw`)g1R|a_ksIxSyW(kW_9y;31=dS*@zp}=kdv7m_gDRzgFhZi7N0s|rK1RClFPO{E z%0qh@NQ9FNApk-J3vtq_AOine%#`p1o5wi>{0xE9z@^g2(!R*a4aQz~(;lQhe|LmH zuquv^i?ejWgBYi21?jOhDc@cLl%$@!*Ta>{?T!4m>{2iN1c0D|1xBAA^Wb{cm5o@t zi3MJU^{uU0*nA4@2||EC6EEXSZ4$*oXmfx&FkiiTAD&SW?M#3y%iuKi{Q+oRvaQV# zalE>@I#n_AyNHUhyM^CFC1eF&WbFiLQ>oh1t*e?@CHp&67RAz+FJ3tA?GOdx40QBn zE8Cl#ZWA~F-rgm<(bbGC3%?;{Y^XXoS?ant!lY4@Ub~a(<*jWO)Xoa>qqTd8Jm{c~ zAp@X!0*5rS>i=|2)4*h62MU)=H;6plU#nrkOn-j$o$1R_rV3t3PGCo3u02^ry;1OD}S1`R8b)ow*=Mkc%W zMeXsCk&z(M(abXt7H$FvoaW3nR8|2gZM?_A(^}ucIC>=@*Li*@1M->)+V)}7_SRdF zSk$c2ylBdefH?#N17XN|LgzRzXY@OR|ciO<}cQv3tVyicU1 zyKjUD>N9a!f{I`NhAIWIRQ7gvz_5A>JXAqJA$vIS4XqHr6yMrxpWK574>GU_oGAPU zw*)L!-3sk4aTOlxDr*D*evpJ_U0~N4G8f3gcUJ))?{R*8j=msH5y~Q8GK^Zi4*rz^ zq@oGKFuF$ok;`7ectaO727p}y-Gr8G%)E4oadjCaJ_I*E6)|haucQiNJV z{B)?4NNu}04Fqfxo{xf-Hn(PP7i<2SbQ-Ttg~U4(uswtNH+Jsce0J5TUNprYA+?xe zOLBl+F-+qhz6Mt)9dwM0tyI=@APfGYQcYuz%@Wa|5I=tWIK%emS8@nN7udV;7e&LL_*|bbo zb5;*qi!txe^kAGlN5Yt#bH*{wFRlSPmuI;(>R-wtgZL?1tP{J4gdz^2t+_JyG`DNvAeNKc)vZRq4%XjqO-^aND{MgIy^XG530q6ImS zOziyYo7=YD22e0-v>KiVw};PR;z>B0PGvecgQya9mWv^`+aMb5&x>-9}gn6s_f);Bi?<2yCN&HVlnuUYi~hcJsEFkg0~3xi5cH3j@h9^}8*1w|l> z07L`rHQ@`&u7=efNV4QKK0s*vt<`*Ay;8IC_w`lxLi30;%;QZ}y0g_4Mg7R~13p%r zohE~wf~=(?W^;3MX22v-2FFb%iuWSM-&`*Jn&`Er4luhO^8_r@l0ltM&;Aj`Q2Xg^ z*82=vUNgHepCP`Y^~o zP|huhQFE0dd?3$)Fu9->Zq^@*n*jFm6ySn+C6Lohh^3NxWUtu2Fxl2cz~*zo6p;Kg z!T(U611q3yWzkO$p*8sdIHx}CY1w1(&a58dX@3(z`WR=5gfU>sbn{EIM?X{0r239MWriz~<$OZ&am7MGSfLAS}#?@E(vU*WM}kdAs5)3ya>)DvP9HZ3P|>=zF! zpaaw5DjDzg^^k-jQ zMAPPhS5yJch(am5Zgn!)}u_ zS^dCHY%0hnDH$0VH-W2n=V}W8x^2xQd^tha4N1LANH}Xj4qUGH{HJ7`KMIKh)VIs} zXbcX19%zGO4Qep8_ni;S^s9YTknMYd_-pSt!lp4Qd-o-d&tYY$nO(CE2ud!{7nFw< z(2<-H$cMQN4Gq$hvCh-~f-4A)s?jv910-rEumQO~a$g~C&gNx7A3z2c5laUO)651v zJ%9ouQYj>JcJZZrHI_}pYNyc5*Z1{1Lzggbe;zTRi1RoKO3KM!QIP&ss@zuC>0F8h&1hV|HC16ldvpZ9ki1yQ(Q58$9T0-G)Rt6K#@^ zuVH>Q2WU2sCmobJL+9|ETox1pQc_Y$TyRiO&yO!JyI410gIfp6Q##7G!9VMC7$J0@W2IEW75uS4ba@&a?)L|TdyDLV5H50h;gaBH9oF)SCQ z%vnJC279eTioGfokR;0cC@%+xJgDqF0Fja*FZItDD}vz+{-Ie<2rH6Mz>ZKXJp(2V zg1Y)Y=^?2FAvUY*gqDjCsv!_8i52l+s3U6fSVPz#(AJsL{{qec1x*yG%HUk2!D>l{ zBi?zP32A3d;gM~K8IbQ%r@%-G=}1v&7P$gmI{+bhko*-QZ6y{oXG+#LHp~!p0v{0qO-Tqv z2R>~Iz6ihl*uOokcOZa4C}!2I)}r(L^$!xekojf+=-l(F9l*i(^Pn~32c@1bpR>PI*&|shhjQYa) z^KS=Lk{%vI9#qyVF1#BCFR{mlL45Na*as?77p{nSYauwk2TTUU*FajH1dZXtN;TeI zu~y(B+N*awv0fUq$U}@=mHZ6Fv`io&F(CT%oZf~uf?2FhjdDD{(*;^uYo``~R9TQx z(*z)0<;avA7E*E;b;`KC7YON!QkE7|1jfs$Rrz4Z9&e z1C&Dw`^PV}+Xu14 ze?=jx>?buA6%1~35@;y`)vZ0C+PwjD`bO6VQna|Y@>gx3TA@ZK+u|);_Wn3VdI``n z7jOq@E12DT4@E_3ysbOeMp-~Gb8^its+ooP=I1horLS%G*Sl1otzP&BKGwe@1hGbi ze0Y0%+p+|(#{dBh;&b#cF#@9aGR$sCtQ;(~)dUu{g#pB%NAWtgDjnX6n!-73X?wa_esXPISgFX`*w`4bgZF*E<|I9ajfi+ibY|PI zQ^_Yez#T<<9Y22jGW4?*4sg4#n06U7%-~1B7q!xHKw1$#?jkE{qBpVMRaM@5ioNm! zfXQ@tBvi@RnBn6`kNV?ODqwf)8>2*=i-~(Su>4tw$9DT%(3-j;b-m5*ZGB-yJXpkm zx1=gvAz)R3r59;z(Wny}ZiJYEq>!mzh-zJX_3BUUD)*il&7soerKW+s$B@GnV3EOd z)GOQpbqbZyzqLllQZF<%;?)cg0<_ct(yHS^6>-o~PC^1{aQ({qt@1}Q&_{=R)+ z>9D&L7~9RA`O`v)pkcuvG7%|ZllpxsjN1&1)QZ_$bOBdM3TVGcupRf&xAm-N*shl) zd(}!fFxDGAj1M(gATy7;xOUctlm%x-Fl>jB{ zm8cHHt`qTqKs}rV=BNZ%QyC>4Esb9fPo>oLl!rzy7e5|#YUt_E_1<_4E2spON!0DS z7Zk_NYOk#o5CW0pOEs*<4CZ2j=aPi4zdurm`4Z%yWur*1_IMDThz=rQp>@G9M>;(q zo!wDX%uh=LzfA)$zVlpv5+X3b|D~cm|M%Y?0LIK9&N;vqF8HJ6_zyB29i5mvdM}(8 zhI61BND(%R3YcgVfBzk-*Kr@h1?iLlKS4`5Q>n4r75G~BWTH&a=n!&SnC9Z+aK0Vz$$@m{Wgl{a4;sY4QCh2wO% zb-pH~Kw8gV50Ih?2q82iBt+Bz%Hv~bf$D&kSYslQO#&jj3%YYwTY2#PEd9+=Oe)#w zFdkDtKuC{YMcx1;n!dMk!Wn?F_gf=Q6*{s(6i_fKJc2+}0gAZttM<$+IO1IhsE0l- zR&c06(R>==(+4gR(nANWkV&BMqql%BO#`m%1;-$6X?ty|qt+ZT%%DhU28STo+0ei4 z6H$3zqiyg71t|@TM{z{N2df+DdpUOOSO#n^gzKQYq>%OlSV5$*7i1F!$l91GD1YI7k)PTW=13TSc$17K|0ig(Zrtq+%VXDcm@P2?Eomu!Dcpiwe zs03{*$V|gbDnSXu#iMRA{=fShLGp$Uk_SlV5=4fBWgJi|_{A6VTfXq5NE;|0x0v_e z6ciu9Seb_BtMJ??fNDl@;X*2S&sp%>rRC-3FuQZ-&J{t25p2FE050EyIEN@_#g+pK zpm;QgaoDFo*qA}0L)2kp8lVcL1CGwrsj2`VlQ0?h*#70t7SRGo0}?lIz5UTccO>i@ zd-HrHq`w7Zs&0au$c|E8)mltfJ+e{-FGlv0E(ysQB3O|#@LyS6b@88MB!+#^HPeIi zoe|(>Q_v<79Yck@*OvZ35QA3dX9&Z9ET5wfsm4W-n`9{#`o;&%(a_0pK^ES7RaO5W zsl)ZT0plZ>&It|6i}ZPH@9f~BD4uWsXb8KJshAdg?)-U00|;w*(8PzLDB$DIs5$p- zED{peblBf!05etc!Eb;4^(4u_MVMBosp=H6j)cMY@EfGds^zc&_{R|#eHw5liEwbo zkPZ;A7d%6 znI9uhqJ7|~!BC!q!IBO970V`uS>|R-j;|BE*%_2$@~pU?Tze z0WZP0($Z2Ssgg2~@YaDskPXsIg}`a}(^YNZd1S7TSFY-Z`$v?s)#M?zJHZ3%hIRy( zv_G#V{sLhRuyGGyM}$qxbftx$6%qO1?zaL&bN>DMoRV+3Z&)4v;+N^~VITY=L~NfP z{C@lY{qz5wmfx`eKmY#?hl$boKjX}h#`8+ILc~J_nF(nMuYgWg$OW(sIC^rmHKFeI zo|h9$f`n<3*^Y1?^g?wPkQb+sZzrLz3#y1c(1of5_ZdbguwNQO_Pv+G#~QmCsCUT^ z{nj=DlJ#S8ag#D#NbS(NXbQ-H3Af`7a6@Qg>@C;=pU~|fd2#7|{S$f_1>$U+VV_Gw zN90pT{>4a(O30c2nXCIc@A6C%LQ_9{xLR!5@ervIkgAo7Oy!ZLJ>aTH-$ju%jvwhI z%PAdJ0G}99XJU6=`TAx+euPfD(3`+BrQmD`l8Z`g@VTJF$U}S0cOc*l;2MHyQ?aBc z8IH8OgV|W&sU`P5H1u}u9m9OJvB}BVc}EhG@=JYWB+qY@Swkuav^Y+3wXn>XjeezKKjq=sz<~bqx3PB_KT{2Oq=KLU-0DreBmh<$igo6Md;iS%!@ao-73m|S^ z%@ZNlW&oW*ip@)5z!_=W#%Is|Pwwx`6mLTVu_Pola0G#)H6;TJN(%}g11H<6%WcdC` zqr=b3K3IH}3Y0u`SF6NQJ*xz$D_{+&a8gRPY(OSh0;aiHYQL#N2mVfO^53yzAA_Nk zW6`NpgMN(Ao1pI_%8v>GsDUE1FW=07GdFO6LAJC8szloEHc;p>+minp_tmtGGJzwi z>S*U2=*qq&fizc6ccoEWzMKgJKq4Hl97rmuca56VXk6f&Om`ww>6o9qr3(&Q`Tu<# zm!+tY*Pvo)BVAW@tQP}8QAtO-U;!}PDF(bPv^oj>S4OZxxrK#9Js+g=VTbST-OeN}1f#|Prk%Tt??+a}ZzyQTEYSRIFh3f&O!fKfF4IBFwk!m%3Y=rW zMT`P0Lj15R)6I9@T$w(xMzyym;^#X_O%f`cOGQE=Zi@r-co9N+Kc=3)ag$#BMgV)K z8@jUZK_?Y7FFgfI1`%?Qy#uWy%7BU#iKofP;6d2f*lMc{3=9-~V9R_Gbwl7Sv;^8t zMPU(S2xujIS3CI6HlvOjo4YI{8^=jfLtxK*KC8t;LK0nf?0X3c#nhIbxy*$IQy4~hPqpcbc2-q`0=AVF$6ia zp!NaUD1*8w1X zR!892WP*pR%aENvVtj){20Wq>IsuWhYcPc?V3{JvR5CDcpi3HbA+FW&g@rsMsUnId zl$3kW4T0!?|DAHZ*B?O24ZVpRXaE(+sYet!*zx-{5NZ?1V9f_;6*y}6yf8#|4{*M0 z7)aZ^FucD95yQI`<))$6Ndv^T2o`nyK^xf2ARFqJEbkv8I=on}9!IBU-}N(SkoZ;d zbaH^Cn?qMU!j%z7|Lxl&@Zd6$lStn`{8QnwkPAl^GN9iodWHycHX=hJvjwRdY54^~ z0qKuef&OM}T=`dJgz~{Q%Y==N9Bslb{km}S< z>-7Kztw5g3B+pw$Vvdm5{@M3CtM6~dhN#HH6O@OKVhf@1dy3%abMchl2k7>H>&ivv zvj6w1lkw%Y60t4|%7%__NKaf)2t4kjoNpP5?n1CDyq;^l-X|be=?1)h{d;R$P}Rq3 z;9Bh+g;5wcO)O9EuOmA>SIa7>IS-Ti^CACzO#R&RI+te(EzL$rujQ~cbW%t_TTSZ( z!QF8TOL`hVg(5o)<*P0SZ3zu0oaqFURqMSozI{t|BuYt3cQPB)bkDyO*Lnw;Xa6((26GVGu}9SM}y|UDaxg?hN&nPTFUs^=)=Fu}Yn9={`&RTT^4`%u+^F=X5mTGboP4Ao) z#18KeT6*A_jUBB$u@V^);({X9*l{X=AtT#@bOa%hl!j=Qx2l~tWRFe2WTBedEKxc>P~NGXt+a`HuifG%c=I;)b7(#nj18d1D?yZ(uf*) z&-|{-$4|(tFtMg|zPmjzV%*jHU~D9z*u!VhQ@x&RfgL`Ia_y=pR?2kch{XtgC$Kr$ z^feh{)9`z#q71U*h5^4nHv9WySv;2c<=tX~^a9o<`D!b}fua|b3SMQfUgMC@3*M20 zguoZ`d*6;39|mbu4!yw53{8Qpy7S>ml~44%mS+BnwK@@!*j<)USP)Nrc$YDX!}oUw zHQcruD#u*NQ!R{XI`O{k*E+Y%<*CN4h5P|-r(OLVe6;|U?{I(L*SUWX&f>mSgD6;W z#Y#_xy48}zF-J&$o}g;tJC5~vv>OzciV+CW>|%b zf%KYQE@n8bGdLRkLaPz>8ndn8qXRQ^ho7>)aj;(XtVr;wtZ6Md#@uH*tvl;r$#U=^ z5?h|b!QFJk-HKhb<|{J95RMaTR9k0yO28M`cH#G#mJAL#)T2n|e@702PsS@+QLg#d zeS5O23D^DSenEG28tlEVM|`ENcv6yA>rL>t;XDZj^SgMf9#o`;8_x40sm*=Yr5D+9 zVw*8oETe(SZAFa~ak7$u60<&9nGLIa#rpqz>abSaP#IJ&NI{>Em@C5xxfH7|v=J;z zy!Z%|1OfY&jM2l1cwTt8@s9ZE-R>4!d~`qQg*h(0x(h=mr2h%F#@)K}Z^Kt+7)B|m zDHm3LPyFY@BlJtpcf>!cqCdvzVR!|fTVpWxUY@Ra`&vz(F}9_yx!AaiJ97MR?~(8w*48s>RMu<> zw|`8gt+i5@bA_A@A*xoz^jMZu-J93cuJW$^xN&%g`?3c|+#1G%6Zo@kq_stjz*bPW z=HnANF)}%u)jsShf9%wSJH_xRQ5!Ge2Yz~GT)#6)1KYs@Ygvz11aXh%YQbhwW{&7f zPm=4m)GTyEd#j(D8GLnktE-3A%)b1)(*(VMXJu7Sxsf7|;d0)t5IR$8c7hu#yy0B| zp&q>K!4nW!BwtcLxhZ{q$1n5lY5wll}AP zW)>7o9^=Ct(~oIEiuZlCi{dL9btc%^iP`#p z{}qIw7Y&#xWgx_GPXAtP>1;=s4KpB}*t>_dsPmwkDpX3l`eG7ci#%oo_K!-V{$pHd zm{p$eYLvNBb?pTnGSNJr&0_0EV&&JE%bEb?tTgqrzmJM~H}4G{{q9C{k%IuZ0`DG% z^4*Yw0vD-K>|HpmxgFlkN{OU5a7kANV%eMe`YM@z_%f@m&iB2w5+)xzbKW~4R`2IG zR=C)v^MoLS$>H#LgMVMBysgsE|E6zIqc&1lX4{x9Z;TmmVS{XkI<~~LVx87Tj2Mg#FJpN6Ak(rr?iibLm)LeIWJQ6C#2*Gs(kB`0yLWMx0h1+A94E)e zKj!C=tLA_G2URi^rB<~&-N#LLeku3=i^c{-531KGUq727sxxM>9)S!uGo&-Z-S_H} zxUnS*LLU~4+g)JwP*G)NEHtXTSFif-_hG=z3;YkK;&s4l<@FM6lxr)~d!=H1Hy*>W zsCk0s^gr`11D3JBmIVp?wheVuU#NPmupb)>DS18P4uM_hA*2j-Iw-#7ErYBA??R(Y z114e5bZ)jg$Ym;&7oc42kpyp8nQUNy3#G7cVwX}e{e`77Hk)`Y%NmpZFuGH=;ZWIV z;6L1@#^V*0<&c8^AidaaVpDz9hJAU@K2Ff(0i8_D#Aa%!6(B-5C#Y1lwMvwfm9SfP zrK7Vs?U9{${&&#)en86Ca!RwY$Cb&s?w-COIZt}(aiRwQG@c2)IaO9pUhUWH;a-z)7ZCZ~hF{2iywUvVlN z#!`Xr!8%Z?Q(1d(`&ko~+QMl{mlxN1_jG(79PuTM8O#+In{M6nN_oe^vPaT~P?625 zbrks(0X>&Q%HzVR3z%(je8@(KicIW>{Jh|&%bQNpTlBZ+&3ePfWm_)p#~Mk)<-;eq z&cP@FP>iFlIf5x;^WO5j!U>mm%qe^19)rf%O&at)1HInJf1W$!tb3%;`VeTetDSMi z=)}Cd`XG0STDsXt{?SK(-z(Tt-wM<64Nb6Is9`y&tmRqB*>%V#uN=tup;DFuRdPJZ z$Nl?{ ztNJwdbx4T za}E=2-9TCzSVonRCg$~FgSmEYzAM-4#?DgRC1n=scX~cDvpp)f%Puh^;&SmFcuf~$ z2IYf=xhnqqJ_2iWo#PgLGW%cvi^Z;<0vXoSnXnx;iF4OcY3O;3waD5!;If6 zl6EjtWdqeWFi1jHtaQjiEiJD)iHfzU<|sU_;#jwfwSwU8s5HvbiVK@W&g<-XuS@Jv z@yJUwHbQjKDM=RAtUsmEdsLpSr+~20`mORH$>01EU7@ zM@Lr&8Ajhny&LmuSt<=w%`^L)wSXW^XX5lgQjqs1-h)Xy*)=#wV5(Y&d$jN(yQ=5I zhrvOICDZT#1wW@oa2hb&dvyX_7TGU$CydCKVioEFr&Cn@1}wKGzn}G5UKXS@c~=AA zQF=$mRng-NT_L*NAw>9tU5ZY4O^^|HL5g|Z(#%jn2BY`t=4sZGr`kJy3&4l5TPAN> zMxYmXI5@rl^VC9+8TUv4QyG8D`7lpW&XtXQsTaD3qc_G4X1h*=# zsk3fwe3L#DCvbSIvFG3m`nzPcj0T4oG5SEx_#u`w+al$>zPaAN?dR>iR{!IlisfL^ z1LClU?+bVn>@2FX@lx+n%+l=j(>@D|z}g3f($vDf#;h$0RFqnXr%iNb>IofF&9Mxi z|T&kV%}>X%8nM_Y(q4-(k%)JxIBj0xw>Yyw%a!RPV+Bly*ES#L)#QC!8YhQLsy*xIZZn% z8oZk<@r7yYLaX|(B3dzr`PTN-!4{|1s<@m)^BdT`Mu46C{0{;lM^4v6=kXtK3hI#< zW-4gUD+hWZcnl+4EO$&2H>-FhF|yc%x-a_qQ$b&juI>hkTC%+zAq`oXxh0~jtLXVN z^Ikw1)wJIsmi{q)_%zSPH)Xg-af5CXP!yRdl_VF0_Oe?`Soh|-LTcFT?Zn(L3$S-z z%P-7U#Q*W?1@r>My6AK%o>>cnuW_?;-b;IwpFD&8_>z&9GVw$CGz;fpXz~7jo@}yG zZNamhej_I(D$t6Wu{?eB(^=Dn#go6}VJ*-fQ&Xp!r)#EGo$N5DMqVft`AKrtkgNId{)EoKDp#?ygLdStRz+J2cRB}s=e zCcKNw4l}4xkk*QWi1Hd48C`9{=$Zr5o|{)J-HeYR_Fysi5~f)%$#NKYj53f zn@GLZ|I++#Eu1mdr#dPfSTbbvt({^cG_BjXRXp0U&KL~}Kz-$QoQ}tYT`Z@|*hTn~ z!1=lJT@&nfc85COFT--8A{XqDt8|+d%iLgpMvveIIc8r8Rm17?xgbibwuHa!Mp0s3 z!e3G%T-T?GA1`mVsXfMg8?GXP(^<{O#0~@F=yJ>R2MzQib!di?I5KQ7IFmcIds@lnvA(a5pv&)rQ@2wG9usg zQ!Y2YWOQ#bE2KM9UWn2p(rFh0I7|m8ZC86|rE5V7_Zwmho;}!pf#2#d7K8{Ilw@+Kzq-NN!puUN0r`9saqIqxhy$%TO`0gUy+fug{_$a0?FNF^(Qzk_- z`c7fo;*=0>e0J6#V6Wu5Gzb*`a~qjzwuFD*yy-@I;NW~gI-H4N(yk~%zUK`3jgSLQ z(4*B2HaKV8hzlIFgJ#(1T_UtwRZJX#opn|2B)&unlqLv6Yy|uf86MI!|KsDNQpF=X zMNQ9#FT{d(6hQ2=ZfGfQ(<)2#*WC@-9j@q_7bf~TcD@VQ%^G=3ie}5df_z|gzPs&0 z$m_r^DCk4~nGBg~)&%&bhqxCnUaUYzu=&?lCy_5+LwpMGZy$?^%|N&N{<$#to)IE;aTav8XM*)! zS662SM-MhPCKD;39jIn+R}<-+0WT9;tlnAIfF)Zw5AL-iF$3BGgN4XpfMaJ~OGs=w zjH)PBT4sc2>K4WT!$1#mTctD1FXTW$i5f(0m#ERi@TknzpB@TTZ_}tSjvrp1qo%(( zm>`q#JQ0qa@3^g+;s@)Z`NVU~m66aw6j3Jc-6aa&-70w(7xP(E%R$-raT4sXSHR~= zt#K>RVwedo+|p7(f}sI4FuO0e^7O!$QP2pwK7~^beQ?|-1I`JgVr}50DbjDs&*6X! zSsXNij@EQjMZr`WDQCkvW;x-^RRQPO?{>>%_K1RdQD$4KZfWY=ML08rRj)DMe#7TX zWYkWMs`etv-1{qc{%cFz!s{*fSg`cW00SI=FCfSnON0U%qz4^25dnSnioofiBd|A) zZ;$xT7?@ko$3B{Q0Sft#2M=ql*ate|=>-Z>kxB4brr+3ziOei>9gi8N+5=72R@8Xl zZD?qE-yYGa!uLF68jE>Vx=Hj`P*wVqUuP<@*aR%_+o}ny(Kw18`Vqe_Y?QbrBi+k` zdC==jN=_bev+mosDQF67lSWD-?QK3j^?f=eb%8Y*Xd|Tf-KT|;^i`WHB(YY^yTj?A zHI{KFSynjj_#Lm>NVu4zW8snr#MiX9jDv|zY0x*iJQy0fjt_g3wsLDW7agn&2_HRJ zU%biiMOzsnnELt(4n(XO6Nk}tzyEg@<=V&1Iz}K6HeW4;VYb$k(5TZ^C0@S>AxLQt z}!UcqOho-!GieE|mbC!~Q?d`zNig zU>LNUK}dhJR)s!n+zxUE6lrz&=bwL|wIUQbr-z)X82R>^WdngwvHJupg&LMV7M=r0 z;lsLs3*5zZ-|DA}p=>hp4V;cP8r~$JSHDZyOs{MNa$~EiDp%&0U#|9kXAny6M}^kZ z(9Tfk2c$u@oy13$U%PQI39f&HuqVLx{Y5}S^EHY8hq14Y%5wX zo$vx4wkuad73%(z3&HeR*y_%$x`VAp9*@j>vH=Wj=$_!D=^e8O1-2Jr6E41rDquxajuz8w~$SrQ* zeum*0&j_I1tC*V<$izCJOW(eWOlv-WzZ^%$|U0lShu=egwh1tDHwm#+w?o^rjR+;z8X^l z&~&`JjA7?6GrDsA|MFr?rE7tZ06weKu4*r^4e3K)gY`}}w3L<}A*Nig1a*PYxB!d{ z5SZt{Z`=+8V@R4#$LE4==xKf5WGw4LMxDcx6T(wd#D1}^Eo04t{I^HCvO`q@=L$?- z#cbU1z^9iIxb07p^)9#W`@&OL?QXUTt*Mm z`tN2E_Zcqxd7l^2yr$korUO!Lhet@XQmoRo;@xRL+uxrlNh%yw%$7gU_3f@urDNB= zx5WEayv=2mA0dI3`D)0V1fJe@cJ1{(F&(S0LBjRi%(G@Zpu&im-(qGF|5NB2=)o=% z@X%kmum-*Wj8}tv5p)-Ej)H|%8fhF#IDuBIix(~+W`Q8&7(?d#D>51;4SO+)*Fgb% zF@M19{)#Ot8GK1!Gzj7AtZ!&lyhXV>y<*|%{TR0K$hnS0_Hct;T?X`zp@2X=5g1K5 zneE$CSTP;3{0t4P;7!L2tx9Qvm<34gDZPB8*~PmTB9@#hEB9@u%vwJ^g6`z*qq&=w z`-jhD2eZ}v<&VPW+HQm@n*R@*&)?B!nw{X*1{<*?Lu3lfK7mQ5Z!^rE1VML>9At;C zC1|{xQ9@L;1_y<#L2Yk14k@yq?wK^yS=c%_EP!Yt_09LmG_ka_{bXLYte%ktTg`(< zcCF`mPk!oIV^BYb2UeDwO*a6ckov&{D@azz@%`?$8`I~lXarH5%!C{mPQ|h|G16*H^%m;>PGE_%pAKmG`F2XYiEZ?|Q*{)lzQWnD4 z`paUgB>jWEO)hUl&CO2d_T%{aD7Njbh(P=O%+ru%y`$foAFJ!K7rT64rB2^&3jLki z)ijqj#w1&rx4F)0`M>|qpATa$MHnKH>20tQa^T1&xlIj2b71V^i+SjXsIYLn2G1}> zS{Smp3az)Qnc-!3h}&5A_kKdcZNifjf8NoMqfW!f$5&s^W4>KZWM_vKx4A%>~^BjtS{wIoMh0g%+ny z-Yn>ogK5w*^V<*`Sz$_rFA1m2ojZ372J%x8mp`1*S&06~{AS&@=uGe!Ci!iFLp%ix zQZF2kBC%muA#>D-WdxAdP~5W*rMHGo)Fh(wespbb#OVO(ox@f5CTPjrS!FF*$Ui3I zSHj&>vTxy&G*h~4b5cK9GcNDm4_@WtolCNgb?^B%MY2uU^pZ{=9|SNuKtUfpJd%%% z2;HH(IXHC^>G`IPwynnV_xA39M*aNP@AlAoRgkID02LpDrSmO^I`Z9b$FhYi1|&d{ zTg-tww0<~wRA4g52qEov7u)>C73ITWj$nF)M`BI@JKhX+z1(+Reo}Vug--SP=Mfj# zg5`{$#E0apX{xfm2EARakMc?*IULknj7PFsGs8KRA8V&JUL9)+6I<4UM z^3a(EFNg{nun?CYGA|p3d%&P|OHzL4$ZAAH#;^d;$PaQ+Bsh%{ zGc{GY#-uI*Be~yJYziKonxne9+J)MOG07?%?O-^X_B{!$_9A&OTRFluDLVt@?!B}3 z)nK~5^cxqVY-6A^Oi<}gmb|?+*GVnB5451b@%Bs|13-v}wPgi5jaWA63aRgfFzuei z*GsY$AP$Irmyh#+dsv1?6Vq|*mxpr(EM`-No$T{XGbPoC?||Hv`-LUL%CJ}F?}z7e zLy2?>YZ7JKZ%*1L(^NClBK|2a0&4$+MJ#2IG#dS`dsDx4^H|1eSG5kYA>_70RMUu5 zXDkxlSZAj4Fq83Le}u{Y+%&Ba9~Z=02jRn&kJq?RLVeZaQyzjZ;mMuiCjf`(r+w6+Xv3&R|-#-(3X2^7QiUJ%`9Px4kw~muWv0Tx2!gBpC6N-5n7?G$l>LbnaSb^sq$;U>9=)B|gx|!;VkL5`Z^z{5 z@PL`fT?0SnsQx*o)2?&K^K&TMkBA(71hSQnpTf8+szAR(0KfTC2{!|LMe??Po`Q2Z z=4;Ajb{;fpAOXr}ziP)MxQ7N12L1cOA#cAN5@Nw@?cAPk#w1x zHkc_L+zW=?`z;DfP$~n}SV;MGCJJ{9cvl+NEu3q_nDbZ6B^n=JU zPq|tR+R(7^jlkRfC#^jZI>f;H1M=T}^_a!(FFOnE&-fj8+1zj$x2KNI6q}kylpsRv zJ$th&#LKmAoY`MKY+1o_?I~h=i>Dk_0A8A?9a+}Cf66r4qLTn=2O^@sqcl)VPg9I` zd?Z${Oixg8{Cg63ir9X}AFh+(J?WXHtjmvT{Uf>JSB=X~xrf#Q5Y{W0x5a=(N-R?c z_njKiK_VFUCgPBC+V$|=nUoiC;|A^)?7bx0y>BvUit$jwzo(2Yt}61zr&;{-5IXnv zr=xl|EvqVj(@)$(*y6r0C(VJwTE7)^Uz%*#kwHvMbqW5?szA|i^237-X5ldz-7EBL-uv# zBv?824V$q%{9b~D->O!=nBa5z(EoJch((6}_Dlvb>#2+2h-A$qipBxx3$it}&d1-N zv2??!G=fw49jJ9Ew|UCdkwuIAr_2)rmMSm+oLnxqrfKksx(}1+r*xq%X5)}~J7?sT z+=dY`#>E5hp{(qwxDzG522$S9x^T(@?s?RYE4EcgO6ItI%8&`LWqdEv7Um9F zY@h?yo9`<(<4jx94%8r2 zCaP@2W4b~3Ed+A`N>S}+|7BOSG-ww*vn!f)McK$nB@;-9uhHT37HCTp69Y0J*IRQ& zG%+*2GqII^f98+0YVq4{ysC64^7eNj#%OngYxM6zM9F9vs37jVJ>cK`DJ?m4s(&0J z`UmoY12){TXJh92ssDYuf5wGRPnPKWaXLb%xYxrk{p@C4Zu!bg|7~?^tGyV2@Q1N^ z#-?jw-D%QJXHo}`vkbA#k~tD}rZUzaCo;?PjQ{;xdw{gBkz<^3uem=ST#Km1g<_x^ zXj%xUi}O8M!MaX-LQyJgtiz#*F$A<9nmE->8hS@jx zSeK>1D*BRz2YYrnHHt5WSr$x&Dz&{vBUxI>ZS$?%w8hj9!L-o$;M!5CqgB#&1z7Ds z0goN%PUGT47LeTKtV5d|<8&jFj;=Rj(}rMn0Mqekbwmy1YFsy5yN@w3*<^FWz$yE< ziJd*Z-o|nT8-@)AI$myx%bVSMddWzQKgE5vCtto^K+{)OzinmI-i6tZD*oF(GK_fr zyqR8=2=$r@l_G~L*K|2oo^3LlpGE58;qTsx;D1gal4qv|jj?Z^_1YGIAWyO_yN8Ld zgw(v}&BQ=F=`IpOm*s(&x9kg2?c2Nsc1mM{<&gWzf)!ka@&Mk&jXflzdvZGUR09#A zC&2VftKzud)yls2WFS`?J%IRHX?9V|u4EOH>=Vs6BxRC25FC~COm8iW1iV<^+L8vQ z$cU_d5#f(qwayluM0?@G8&f8x;qKBB;@ooq3cj>9DXN|BNxO;Zz4?bLm5 zjgZX3{+?{%o1!xH)4qQvmy8XH6ju@I>j&GJqJ{pd*ipU=i-fIKV)$!VK}D=qIP6F09gd@6a>naRuSN7EKU zrq>6N3Yc_MzNGvoAnb+~E}aPoW<#$W@?LB%8Wgm2AYFz6+h<3ZgZ$CZ;kkSuHARTM zsa=PDf%WQ-Qw0RCsH(HzRh$y4#GsnjipK;wm3N>h*W1dZUk=2Be5SJ?GW{n%+?`L3(U_CYZtmRl9apC`grao7-K}3hb+VApqT$<09=ar_yUc3{v_L|d3h`0 zerDJM0=i$o23o;gz*4KFIr*rqmE9f;_(gWjq!Hlp0~4VFSoOr$5Zi!|ww&Kz$X}=_ z#j~RmcD+zP0(4UGwd)~^sJ9i=%L~RV$DnEie~DZ~^d%8>aE%~a6_06ZC0mW{>Uq=N z;kph|5J|2M7PHo`qrs=G)18GZ* zXS?@?eVCaTy7RP%FA~s(F6V4tby#BHM~6=tJ2^Wz+T?7EYKBG24{BG+>Cp8IxJw-)>4N~ z3@hcLHL!3Myosa5Zwi~>-nrcY1mh`c&_(>^Auiit6RhcSGGO6m?iOYzW{Iz*zWZj0 zz~bQpcs$pWe^#z@4xJ=}`>$^aEKh+8?A^{*ZaAj9_q6kzxHQDM3?y* zwRbDe&la%bEX)M>L0WV(9@6zzgmTa-O%ZGnsNDI=fETp42;X>TUmi_?Q+A35jwK;f z5PWnGn}C7?NYNl2K~_!trel z+UU`p9fC6htVn&68SIVq&*z-%o522x7gJ_b5T~hmDoCA#ml*}O*jABES6BJ;sg%}? zyoHuR6zVL3Ej|ajCk<0Ye654ZJJozC9NDeb!3?T0yj=NgwegyokNCT`xi$b941&Qj z-{gQ%w*2j0u0j9ztePVb9kRX!QHihdvl~fk%E*MAn(5cM&mtN(Xq4HPiDjw5&HO}7 ztvvYBdK$hJKX1d&J=K3iHlEgK6S~tNEAmpAwiRfC=|$XL%J}@P7^jy_h&Qfb zW%n22?fFg)4>CgwA*AA5e##z{yGC>b3ODvQ;gjqBDB}i^@^{RDYJjh_VT7kzDE(~W_V3bDn?g2)Eod z`VIw3KoA&U(+39zilYXID4Ex>Pm*?Xt9lmVeCImPp&Ilt6x?b0>u%h_wp^h%HC=%Z z1HVy3Zz=wGgf^j2;Q?~!*KyB6$0IB<{?yMijG+@?`;i7B7T(?uqVpK|a#dui;%kV( zy!=fGg5PX|fR;QeJ(QFk0;j^UiOt^zLNGARcjbD~IB!o-E%Dp)2-hLYvX1fZvlk__ zenW~nX8C3+2?McDdTm>8)8XUZoI&Duv}WgW1((&xtM7w|1b$zZtG;for)S%tPwMRG zW}Jnk1dW9c+F*pRdNa}oD8noXmcS?r-G!3&Ifml#-_wtp=+#L#t~=OS43D48Hysf< zzW6&Y+09+{bf&=289p3iqi&7vjh%!vTPQ(H`(5fW@>Tnh+M{K6)6M06Z5`Jp^e`&^ zY7xm)Dr(1LdYO^JRbUhzuLV-QBJjTAYoHs=0`tVlg}CbizMf^mp?i>1?-bs((rd&b z9|eG~1dfIWwMfHD6`Lti*18@p@5sB*Ak}geSOX6ooh%&7uXBsp^r>Va!se>rSYt}QI8*-<)Vgq(#@&rj#ivX| z!{{iUdik^|IHSjr1>KX7v-Al$Di}dZjn_rRcakmjJ0aRk`+rdUZi(z)^0QA92(kpz z281M2Z}u$Qj58R5Qlx_d1-;aUtrkXkJu+Ooilq7m(~yiSibjs*G$Vj4_io-F>&g)$ zpi2YH1xX2%!^CvFD+oY8TZFZ@K+Uk9@l_e^;P0srSN~;N@p+zXJaJEAh zZNCfO{OWUCQ_C6yDnk1YOMe%TuPS-Q$&ep(;@cQQ`Wh4c#{@)7;INw*ti`w>iz48h zv(oTziP!Nrp6T^hsz9nu1d%*hEH5f3a731LO#k$yyVjQx;b;1Cp8!TtsFFqa3HZy) zo4-!W{1$ah3-?=qRJ2CcyV)keuVnQS3+&dZU}u+g?9AdVb!O?%u|uA!T4gZvx$Q>jr zg9o@p3=#(y~qpRu(kHS7aE9{I+9C&W=xm!O{f&=KYYFH#s>vL7howZzxdNC#=Z zy?*?4x+61cX{VTOv78!#3Or{%ywx{gir9Bpcp+P^oamhf#2eJE0d$*-f0Q3niG@y# z4_ePRG~u^0(1Jm3v_>0jvgMlnydK_7Ty%e;PC~Za;Xr{_nd8q{@5TLJb>fDw1V{tcnUwHv z?ki8vRc|HGqhzc1K($ z4GqeGp5+SVL}d@#FjY>yo)8#NsGT!pPo@vvNh@eEpdsrhbSp2njkq>;l5ZfV4y0hj z1iD|;pE^|s1Y?pj?Sk&hHi^AG8$=i4xv{=3BQi*kwCkI4-*}{;_um(;O-5?+RgqXI zt7eg5;2luf-$LG?G3Z5zW6HIhoQCsdRpw=uTBq^~D|Hd-UTSS&b_n7h|9$1_XJ45E zu|$_R=h3JE-xB-Wsv!4f>mrxB^8$D}_NTx($ys>7+n_G} z;VD7#w#=?sq2GtUFaFaf7SR~cLm}Flc&mFAXOSLYpE(GAIQb}q ztQrrcHi9zA*-LG=!jA{ahw+%e8*Ci$$n2@mTwal7{TaA+^*Bp8WFVzS+`fR0N1MV{ zvRY$=DiMaS+MRq>zpGg+Io1%O#_Rx7({Msf=km?rrrk_6xN}(3lEDovz81W|2IK|u zN&pL?pS{NW=>Ab%a~n4$){s63aIGK^>?_psUt4y80j7CK(}-;9w=nG$uSKPD0B;Ax zEVN;+GH5da$3PmmpObc>xwl}a;o<-IWQg0BH5#!{VTcz6?xp;LR|Q6xknCXuQ=v*4 z>!KVir>m)C%b_!Y_NH7DCXvny8wXhEytBRipC>E~Swvd1uv&;gK||TKe><=r^pRBg z{&BA5+>e?T6%z-dWM|$|NZ$4Nh6AUd4gx*ntXw?Dpb{mce0Ay<*XH00|k9j7u&De!Mg!2T?n1;ffI3Vs205+wf& zk}W!a{gl@j{(>Q*kAD5TqU-7Nu%A5-Wn`J;)!lP{okW$74HLNB!M0sflT6F_Szj%&KDZw@D_Q_pKX@QvEzkR z4{uf@J9)N!gxARV=}s?xIzAEU60)Sr%%%t^f%ddgj?arZMV9DD)rk6m`!81jkEIUc zA0mdqLhe15YMg+X$(b}{P?y;?8%Yjhp&DEe2Eb^^Ubb9mT)-{AMP-GxEZ^WB6Vrxp zU13PoX*qtD5d&6K;h-5iV24g1XZiG4Uw3t!^g3`D^f}o)kfEZYE`t?t<)%Moc?FFf zNwzVJr1H=N02@seVZJidjAb3`D?cE|4~erdH1mvym~u$(F%8imOyUr;Mm1ys!I!2} zW1qBJBBmHRL4xA>mECOI#@3asck`xR5KHOc%Tg_n9*`mkcvptgR1vV!U-qs)lN4TD zZrcbLLjNgbih~Zjq1$Afy58)d>OnaUFrZ)0^krG_INn8g1agNeF=#yk zIi%0s-X`t(9eLzioZLZ#i6rMuHq0&V_m$mh&O=4yDl0 zMw1HgS|U!#0s$;!CN#oE_p|xJW+Wd4e@rJBz-7y&9=mKU{;7j5lSmV`kY$kzF@1~!dYgNB@F0t!RK9iq?9qlvFUiyjz?a*?;mF}PkpjE9e_(bB;yn1k&{n1Z1Kl!L~nU2Q z(eT0Ed{+AlAxmBJNI3130gFDWH5`8VY|B8-0v@fcN8A``)-!CjX4giZk3;?c*NLh_ zD3o--16C$AxH1fsR!NwGArEs2L5oN3K3p0q>9oT}a0FH!d#0HURHkDWbi}^O`EO@R ztToIMwqPG285NmKJfO>1OUl#09a5+da^P&Y@rh-h&K*p{u4VNjx^+<9shX#w3 zD*-&V3dn3k7!0!VUKjwstIsd$yZ4Pc*<=r)?+MQ_+3u<)s^Q9qQ|3WyTn3C_r)P=< z0Z!upoYo*Kmd<2h0g~WE8k*#3zp&KyLcT5DwLQxR9ExC-<$%fla6Rl@QN&dPmnA-O zKD0#!&LKC@zaPeCTj0akP zQRDJ3qv{I~7H}EL0@$d`8@1rx0J)CecY6 z9KcZVEf}DVcw1q3VmnNF$wY2chugSXodRHEe5dU%{JgW%vt5BMz6LhiQ&U#M z<%T|lJ3@}LP<@J-z@36OQi^BdDY@bqJ#`YTsv7CF;g)Zl3f(TD6Lh`C6XBOotAyo> zmw1HX?eDJEV9SF^2wc7}Q4;)hFctEaXb|!nWY#fqmBhdb%tr2n=|fba@bpErk;RE% z2u6k-!~KdP&^bPbjJ|~VzHg_0!t?&PbLtVUA&})s(Y}KCXCVRD27w5h4xl@#E zI1rBdK;IzhBk1zKk?A5=_}jXnpS9tEPggOJDQ%(6tjsCn6#PHdL0LD z6NOP$q1)iwdNJRITopN7c?p{=!`0O#d0GW-%mjxJsVEVUiu~Kl+?7cOCuqA1+NN}u zy-2-+8-gxe$q_z~SI$q&WX$inube0U+)&Z*3k;6(4GAe^yK^P?D-osOb(T90!y5-r z7kW1%8%lSg9Zc2Q>T7mlSK3NuDkqwGZOT_>BogjPd(8v{hEb*N%umtv2l{x54Ey-{ zuI*zS>GZNK?>}wU_k3>iVDpi?M6}zOXXp*nOK7h5y)XND{`}sUXZBz-|H&0E%QmJ1 z|Aroq%_WV1`0)#m1+rV6gZ3vgj0EpS%9F#W?Lh0*5@zYGUp9W{`uh8MkB(f3$zZIb z2Ux+-P;jTOFHB$!wkK0jQGxO8=TW(NdFF?^=9mdoVAhJu{lb>})I^sBC-C02f&?J};VU&^iAm3C{v?8UL zP-S~jksL=_G~IbXdOG6g$$fhI>Ujok)<{p09a4YKpA{Z+LH0X-d?~Vd?&rPoYtntw z7u#%hwJ&&o`h+h66QL4bI%bK>ImsVPd%;B(6A(C1C}>gQ;NbY8R0X#jb&m2I_FgIZ zuP5>=-Vn_-HQ1T$J9n?H?&@8NxcT{loBNG^R|k%J?@Ueqr3>(!_3Fwm;~*nai598@;#c@ zaiCCP(JrYli)i?;Jm)C;DQpqkX50{}_!6mH;F+XTBH#ax>cmy`o?+s<;;}h}0-@kuf)v-U^eFzuX zzKk9Gk`#x%C}%z~dO~^iaN{0DoZcksQwKrmU$LJ%0!e#9LRKwIoB3TRI!b%dH$Oj; zME&ruTB#AMC~I~`wJcoH?-)j(%f0OyQXl&nhr^Qjyp=(Z0JWrz<+g#pU-XhxbL)#1 z8aPxd9{x`ggZS=Y&l6pEd>zlByr+jX{%IN8_kzMFy4Eke_5)=DcW0w|$uA$0`+17= zu2~7~Y3u4Ku3K{+T2L{gx^wNGB+87#<=sLeB9~F$AlbwG{}0uvC~j_U4lXW*{cTt& z_veY{QI)UT&!3Zw*1kLz1BZf_IGbp|Vtk%;sFZH_UXB>LWN1VfO@OCo8n=HBqnU;N zyI%=(RP(*2BSK2zJf)VaK|}7nm>nO7${mgNmn4mLtt5l%>v$S$KUUN~`M#rc`NCt@ z2r&%g`=Ly+^Q}y%QX!Zb3_|@U*(a6Zi=;c@N6P4#S zr1rexET7X%v@>ZmWsR>@g?V_RsP*nV)2f?{iI!6(;h{jCQ% z3cp|Q$@L4C>jrK7iWF#4nc>v1-$Ea1eTT`ED9Lb4KQdl#m{c8N9|04d`HqfYhH!Ja zKRWjDiLa;2Xox5L^JwLDilw2W1q;gs>(xKbgcNaATUeXIAGWrOowBD4n`F(sip{oe zDYKfUi9cYrZP#NOYi1=547Ge|xDyr_=Enb_W>wFO5cSR1g2i%eP4JsP`aqHOyHwEv zdphrHzgnGyK`B4j{`2;Rj@7mSwwQ&*)b!V(ifI8Q4n9Xi!YX4iLBUHuo2p5Y?%lh8 zpPqKd_`PGrm{L{NC0U%nLb(Vhyl2wC;6kJvu$`k^aTYECw$YRMMz?xXekW}@}{GK84mCy8T9mc5I#3QdgVM+bBK*u97s}iG2q0MM`!O? zem!xhL&&BdqI`=Qwqj0>d7_EK@>}K}qd~WESw6RufTD-T8&rKID-SxBQ(bOeqmZx- zUArv&;@R_gaPU0|h$%Yn^+iix!;i5tI%vP3OQqORb)N@@M2n1i#(BPM?v+b1ukPx) zpyiI;{+gDeBgvqB`9yN^SJ9|52I>u5ItSn6lAhiSv+2V0^!DaXU|`41=OE)3LnD1vScWK$~~<>PXm5TTc_b6og5LRQy)DS_Z+Kc`Zj z@lCd+W88~wZaQS6KQl2WTB&2dr);u&NJvP0HyRMUuxm@svwZDI+=LkgEdjg9XsT^x zBnio7USG7>7QThktYO>yhy4R+6#p z?yPxOy+e_)n|}Q0$Fg*m8;ojokZo~DaM0G&KSW)8ED(@=v+mmM_05(slViTw=@m3- zJo6)kTTkLN%_*1(#@F-$)up7yheUg20xTIW5=y}IYw zC4u*BvCl@ydMS}_xFAx9{lcF8PgrlalRcs3pMT7J{uY@)bn>T49;v=*$fhvM=7h$* zF2*f*sctNSnh#2#WM5n?EG!P|MZ#CFUeQ|m!8Hd&(1&vgMXyqLZPanYchMZ~^^$TD!T%Pw~wMeF9U1Frb zZM(z5OUy-wW#iWxCTimrH{|6v!!|@-R8XbbY??itbjP}SS0>uG z0H4dDl#+uYN${w;+fbw=Si$(@6?}y%d;)xprt0j#h#01q>8dqYqpe}yII=V3OjX)7 zt3+Wtaq#~TS#JD-$>rbSCJ2<|Eo!J!$LHsj$2VZM;ze-oKGxN}2e%)&Me{mn{%}1< z<#z=eyB_XeIgfhq@ZnDw)1H2e1~)h2NSBcC(eUTSOS;B{e7=qooMrwL-EwCq&rbGaQVcQEd%%eOF(~^!K2NNMigvY$F8dpdzkR^QCZwc92si6|EU(h*Z4F~V zNA6|#jSbi52@2jo*A}wA{N9x;$`N1Wsi0gbySk&Awfiyz)z@Y*%ZCD?O`GuQGWPYU z;cTM3<?dU<`hJ`}Y0%Lp>%wqBR`+PYF}G zHVwPkhwsnB-nw&_c6n~^L_cA5=MB1{m>BEH1;HOsJ1k;zQl<9h=RM1Q(OveqsLTbO zkT^4#=Mt&*#swUlx!9Cn7D{DKMT-OJZ99+IU2dZUAWSFNokzW|iC>%k)MogI5=YN7d`|WyCOcrrN8ZMlE@2ATTu}1O?ZB-d|2adyXTmsA~DNx{t77|*2EED5DbtOctsxKI&t1OQ$RclVf zI9tTbR$aY{k)zY*oH4SGL8hnk)y~n?#zCBv^*jXKuXY*t!otFgsrwU<7 zk;3UquJ3rus(=5MdnZ^LZ;i=qX=eJN(_HU)*JLa8ce}hSP~neI^}US zRivlSGZ8uZR<*R<-?PjZBz_M`q1U^v&SwXzn3Jw|5(=K6(p0Z2Aul3OVi+6A1yPUg_%gcAV7I)aUgNZ7*JQyZ#L4 zJ-OV0Dam!5_Pn+5*q5df5uZNiTnVyYoo0O_)ux7I$uPbry7P%I`@lt2E?Wv%s!WwfZa|!ccLd!L6EF4oIhiCnA8q_9XDNN}>Rs9>nQYc&9$Qbw z8X?hn=cU2%`e!lv4CpvG!M8_aXy^R3VnfScmn;r^u~DmOh()8?Dj2lZ=*L!}+QN?! ze+-a=mHI9P)$B~VKCJ7F^2S0(2_>igpI^AlYI&G)_PvmQGhm^}xo1oK@P?_if|zHZBc_O-fx zF-7x<60(_Z!So-*GC+ z`=UzizP*t8_ikyrbJW19(bD_A4NDCEG{dI(#DI4OkQ%R!sc8#G}WDbnELF z&%0c>9Z9r2Foh(XQ&brKPXE=a$#(eeT))!L*i5&vs}|+7*3O+B@1=#tkkH8pk)pWB z;L45y!`e^7rvb+txXGF~5X5yy+PpX>T6)}KM6&INsfYh$QBD1w%jbtwqi|*?-!YQ% zv}fsH5E2uopP=8V_#74S3F@S~R>X94n@b(iaGcW>_4q|MkbvFZ8Av$fF)0BFlO3+j zo1A<$O3uP9oU5y+<@@ZmFWr`1tXOB=8>wEhqLpDLX?`3cjNs?Bs;!>aP;jE*9}!d1 z%e)LKE8Sr&xPl3T@K#|l$c+v*UVGU)KR#!@$nPWl6rJXa&zEm9sjI?f_d}ekE<$Pj z#mYRxc4xGYi!anQ2=a8*2KlRfse%PzXk$(**?GN4~a8J z=_PO*JKuEayzJ+W(I;XOWuH7h<~96oeV18)?>IcTKAK53+2FTs*!7JMKG=IhF)KJF z#^>mymml_L>D`BO%$0lQWs3tCyrthUvN%4T;U|; z%qNo~+>WL~3HjyOfuFcq>cmYq<>V~^-$I2D#DxUs$~PkoII2z+W;_7Icg)I5Oi%9wnB@7Fea+ckT3iCgWouu#h$S!ZLeS8Xq>8@kjbt+Y{$3rf4 zQc$Jp4-^_@!K(MB=fx!0#Q`()bNu11`i_9k6F_N=aL8)DxQ%{GDOSpzo|3|j@pCGA zHM0h|0G_Mya-G(AJK@fLvq9r?!6pp^1>gjRlV0QX1;($rQkuz|;ytD2b%F?2oz8o4 zHm+6YuVB_Z_FE*UKwF*uHbd2dds4UHKHk{W`ZL_P?7RL>Os<6M3F|lEo8tBseJn-T zNhj2o&nvSTe+-cz9$)&2761p+b2pD;&4%Tf!N4$NW)^OA^e2-1q&KHK@*hUt>ZsmIt!xgWQ~9PKinh;Rj0L08aM&o9zWJGKZIJY8KeS_vcWzre|?^L+*MfB_LfofJbps28e+xqAMW^}d&erX9Y1lWb#;Te^g0UgNOgWR=<{$dJ)?8Cpm7N_-YK3K@?gDQ|a) zU%&9k%E*=d5}$|FhAzd#*W2HnkLi5~HzOB4s^)*V6zxw+DP3S@&bzzitjhJXXF&O# z;Qr(57dAus_ZZmuZ^yQq4`9QY+q}I)mZUYUINFp|QpTnAd-W$ipPr&RQ~&;&=j_#( zPo9<-XYsV_F2FNC;X0`CAg!41YIAru?@m($%MCR6jhrLte=N8k&)n-fw)*DP^B3(> z6f#A0H0%%eKQpav`?Lkh)t#6^RS|l)ZMLXVMRHVXsmbz<04`6b{8Nv{GU9-7P<3+2 zgFUlaZ&E0(tO^@gjV^2cpEwVT?Pj6}T7|=Nw4egt4{#>wmkt?uw;r#Lsbp1-Go-tO+&RT3u)@Z+S|Nec4N4Ih2vb^~zkg_N+ z1ESLP+I44_-4oxaJVMqbBb>2rGUWWOuDLp8hR`+iX+rOTzMNb#xQPLw81; zIsc|t?1Ct?k(g_@i+bRw3qqVPW;3nE9~G#rv+CAzkzPErXZ+ z`6*M2-Yj0oX3M&Iw}Z(zDk5Hk*I}sCp-S+mZ|*)G9zpf*E;$71$_*do>)i(0L%UbE z{DdH!gDqvV= ztHzu=LyAfn!TE}qS1eo(CGqZ=zTux`?C|jjG#5sWlnVadPzfcZYisNh8wJyGF9=#0^6+`>WIYlZM}n2PTX;JB-8pAIw7>DF1^xYQb*{89Nj@i_=DKbU%3H*;mj_b^C-1~y|+IrKtsuG z-}qbk9z}=Fe5uKhL#Ussho44otkwf&<|hXV3^9+!_H5%+o2QNFJI@2XG9`DHAoBpH z*EBKM&T&J?4*?NC5>KJ$*~e8nkzSh{M5_}L3azx1cQZ9LG|qe{mw@H=>{*}HYG{H9 z;K!Tx*7D?m&hw;WOi0Rmsxf|=?K0`^-~Tmru~}N`K549U_6uW2zO^G-er(gxG%ACE zeu_zRT`zkx+ef;UI|MN^xN|gYlE@}c^~!cox%^%#wVkvrC@ks&+MQ%`@+r|ySFyZ0 zz%Qp9n0&#&rJ~|uLZ}=><_iq_ekQ9Lo`%-wds)Ol@#f4hQfv=BbKIDOYq2#vP%GOm z>|+JO#(r*6WgCh?YqjCNuxVAMbKnF$Jl={W9H>%E)TR5pPP?(9a6Nj+&$4sPlW<6~ zEuhQ6di~kbEo)Gsl6h3h5NOmG^LP9+&aTmr2%!ZvFNFQLY&Mf%pRV2d_l;W8&8>w^ zI~qntJ^&~dd2azHKDkZ$s=^!tDk+6MK2MQ@-RDsV2$F~-nU6I@mjr?5&8BlukZi!0 z$oDHY$5;rTT*4#>Z`bViLi&oCIlCAwAWvOYm#;{?yWO4nP*E_tIv~L5|Q z{l^h9_p`Ll5^!aOeEI5<4AkwWb#--!zEgN&l_GdF9$yb|{~acT+yqt-cfODJR^%E& z*;uYDY+$*u5rR4+xvRmDd^eGxw$>lAv1)Z?Jr#Ut}CCL1Bd9-RF?{V zWmRN34+$@+TYPdn3e^&MD-INk3;VWlA5;t>v?}gKmM*^5r{q4*k^8}OQ}$UF@x6O> zwk0l12%LfFBc&v_ZF~$AU!-X1dlpf})ukSF>6*Ifl^iJ~5DFY|70?}M$j$mq@QvF$G9Ij|_c8O)+H`jxO3d{OD`ATuUqO zwGWy=Ij^m&^2#UA{HNEuE3zNa)HOC<0fWRxpvh%qWrO{+Rzb@GDFpcKu$No?jIbw~ ztUGHdhSY(Rl`o*Uh*1lE^JRd;Yk8G1HttZY|> zbF%(wQ*TjhW@}F%qjMSX!jC8to5vL{_ulcSNDzqg?o8ZChAi}F?yt=%2VI%q@Xt!D z_b$ruz1hz^J+HlERAqVe81I>QXb~Q|cBQSBu7S6@BI8FWiwvqpdy^c!8-7_(8Gts* zQJ{skXq3_I>;fXIQS<|Hqv$`3PhH}mC=C7@6@jtx*tEf9oZ<3$kR=}I?p`l0%aVKVbBRh?b-zTZLxU(NS=^&?;`}Q z)Bk3oWheHfqZi!odl%bJ5&-WEFAJ&x3s68ZWXKHZ#4I<>9PEcvmM1SkE%oE8Av?wR z#9wCrOvokoDp;>EZO&E)%3R9IcPVO{=&yqT^o|B*Wgq6^CnhvE9WCfhh8g;==>YXM z7Sl7^V!~6pecaVmOScM)e$akvcGX9R^bmv!iF279V0}6a@+uxnNM?v?#M+1oA(TSC zLo21ERT_;u{G#*fEukNeRk`)2_`F0c`gk-1`gmeh-H!!7czV(@F|U!RMXaYLj8utH zi`(sNJ$FI{Td$mZ5*PDGCelY#03^v^=J4?FAIZiG)D|n;wm(a}KDWByE~eiu)P$Q6 zg7&>7lfLx*{NO1PgK*lZeboLNg*^(hQ{9!-y}lqG3f_%=CZbJ`$QEF^hIifGH`mBo zQ;*AMlBr>$tMJ!i{sRcvO6y0GeKr%?VfD(P5#vi=FO3byGR>-fppcg^7*G|w7yVS% znhk1^@$Me{nCyKuYmy7A+FzP`S*Y_$gfyTwx3!t(5v_=*!tVJUmLw3@)LyWY>=)_% zE3}Q^`8=fu)-Rw*WD#V0^t3mNX#UGvI!q>?u=kO#<`}cijV$GujEEBw5$R7=GO1U+ zn-OxlpNhTMkB`BBD>?AsE=7yR#>aE;%bI8%7Zag$F{>7TR$K8upO3iN^3L=it!qwdMufo7+narr``zy{%h$QrOC#eJgh@hAD8k z=U|Yt^Uv_8@H@fac*7ORzkg@qC;!;orMw*R$nwWKOuAj0Xit&HrPeJ{U*je;uf-f* z0R>952ePo{O1MsnVsc2`@=0T8e-6M_6EFMBTh^Bk>_~}qy*7QkI?f@q#5D=cAWJb* zElSE_Hp94(jfn8jACPo+^9_BmM;-BZI$5sYBJ~dd^`Y(;C1iHDHapOQL4zR#JDfXc zd=OvwjFa9B$AwLpzEu+y4SodL8Q@U17r^hw0>6Ll_8)Ax7w75Y$9F);a2XIcpWFAn z8p8yjAMo^LKhJZkQ)oFZw`dT4W1;>p9H+y#WA`gZ@-eZQ$%5_56$ceU`3x=;#Zg}Y zS~}y%kxMO_Lv~$=3k9;&?OR<1_1sU@q{vB!f#ZP!D99e_H(+U#&wE|-a4X>i#PjPo zKo*h76G4md9#BK%oTJIX%&G>q7pNbH*rUB~CShlGX|nU19_H(T(zPF7FCt!g9#H44 z3Kt3)rhf?LrDg}dXiJGGrLR+{wtD)#OWTXyz^cUoVgWY9E|>0^90@Qlv^&?9T@W4> zPAULhgx`}cvX;1D%dej>yVy+z;DmMEg6Gpv(fM=V6wjoPId&EnS7gbdIeHMIB~NZG7;Ew||REwExUx{l`a#v%i%qKbKwpqVDck z^9maU4QJwSEz*VF8aO{ss~AbQre`RZ(jkuZw8eNS@<)0BP13j@w-q5hT8S0CLhwzX zbbbk_F=@G1^r=;SWyIpUOMhtplN|qp`wF}{9nPf}9n+Sv0ixJkoJtQS0Vd-vxOlFU z;IsgW=dH;hz4TFwJHJ_~s2Cz$n%(Z~LoO^Q6&aTt8}{Es?9Uf^eKzaEIEZjh@}ZB@ zUMRR#Ph0zfjp7XTZSOtXZ^q5j%Kgq}fBO8*mfybh3J0qA#nP@CwXn~19COE%B;daQT(9I?L=|P?-D6 zA-miY=R@>|lCUs>j=(#f@Lfz_M0^76qY?Qr@MbOo`oDTNJz7v&a1;)`@;pQ1z_>*E zpN81V^Qp9wH%DWdni}0s{uD_mDapkx4`f`~&Ul$7MGHu=)=)@ZTW4m>?V)Ty_`Tu3 z>8X(6)G7!S2nduLgVd!^RXKCg6HFi*I^)cITN@U+&Y_l+3;(mulET+FjD$~ zy3yC0mbx7?Ubn;@RCfh6J3Cib2bC2oGwZ|0=tXR^V?CEXkCOQz8p%~MAzLf+JwWND^2j| zFxarz;^Z7?746Cd6lu5q9ZG4<4xRr+*joT)xo>f!hyf}gA|)w^w19N0prjxr4bmdr z(h5o_jf7GnARyh{(k0z3-QDo52R-MWZ|>Z=%sM>gu{5kLKT4#z zu@T)gDl*>B+S=E3<_U;!ruC#K&pBp#eEU_Qv~`~I{!%w?e_ELq1zB%0b7M|Pg^aFKlVa3RT3Z6HUDG-Fq4-J<7?@t|QHHB5}bt zvlUh3tp653^RL(Rgqk1Wo^01#(}p(xaZhuVqEYJ}rawPI!^pC9Qn+!jxJGRZO(P-4 z(sdK9)5|1_n|`*>hKtX34*psduFf$g zFXOzmn$bRldFfl^Ke~-dXWi;dQ?)}_B=o=g@OJ_1L&}{uYu(J$<~P4aewq4Hu%>PB z`e$xG26TuEhnVk0>M3E3$r`rDXC)^u6AO9(G|KBxEJV5?J9z&{NifQ1z?wj^$Jf{Q z#_kqxPligo1d)%oO^{$&A0p1sX1&S{RO0VsZhq(OB8fRz8t1*}vP5S!EW@% z^dQqWxMMLu+k_sf%CT%Qm6XqW6mi5@;@F0i>FvywRD%l{E~#My8$03G65)m)gMbZL zS))C&msL(7`u6o(X2aJa2|7BPy$8=qVCj@#kTa#&@9k9=TK_N-z{XL;vOkA!<#1(h z1<|q<#M^!{VBzRoNz!nqr~;_Eh~3oJ-m~m2+|lnFVqM^T*GpUG^wtNYqWWE6H}?&z z+f^ahmrC}}nITP64Q&I}-RnC=*Ts|i9d@;~QZSG& zSIR&y_*_wkQDM3Gled69&iHW=DYU$IKoD{c{Jhr6XgG!{3t4Eb%Orpa0Ef*4jpGHB zb}jLGs88?kpGtk1O95?@WoD&scagSnt)lmNPS`~)A7h;QIKsWfLZEB- zabM-mFt@g@{)Z>z0ZIv$s3@=j9|0v1+?fmDJE%5LK=1Ix3P-kXT?6GD$Pq8yLxIBK zuB`^)psXy&@a9+7JXTKyVGRIretIOFtqj~-h)Z`dqj(dYn1pmSPz|-sU8tl2BQa+E zr{i2hNY(x`){cUk^69Sn;l81Sh+ZUv_<$G0*@`99ls`Xx%TDww>l zoa_}qrrQyOJ7E3i5=dW5!u>a-+9~{02Bkh)G5jynE?gmWSX7;|0#w6qZ-2T$RDjT^qv!)Ygx-f z6BPn^Q9m5#{{xQD)FN74P>w3@q#2v_W5p1r{(f;FqTq52t!k8ih`D!+z^X=Hzq>_^|m_f?B8jr)@`>!DrD9>5BdN(f-b!>_?&P!U~!JxjC%P zn>1o2VU(qUR`U;`x#nO>dSG&u;J$X_`-R{V`{5S@B_=VbK0U(WnM6Q6#<#4?2G4S6 z?G+4^z43pXlAMF(8B?Edxh3|5x2@+=%a0A)+d&yHDdedGq9eRBozzkh^G1*sMKVdI z$2IxPyE5>79Ik=bV(nQ!L9FX~2C9#D^7sFAK8NR>PmekDM%ttP<9Bz;jl<%^h0#39 z4MvJw=8UN77K+$_wCHX=fxhSEQkTQA0WJ;^iLh&W5HL^OmOe7}Y$djP72h2Ymd7Z5 z?0uyu-xKTSJ2pqFE@j7)7$e2Zm3%Epy5rRlbd(p>Y~hmQ?6=&Gd;N#=TYy0G$i<%7 zoP6DA_F|*f-T!wK`cHOK0ZXMj@JD6l^@~4C?3AO4P~R9fwY4-zPXCya__&>$>AADK zaa1U&4Lte7oM6~byp@~x$pjtMzppA+lKGpcUIs;}#8Z)(x|1`c9`6CpDJKD873(n< z83La=-R4LR&^}x8FrSkW-ft(*vYa#l2m(d@D`(&Q2|hl)_D)#z?Q(2Ns8Zo(g{tgR zG49jp`GE1MOj|A8!+9L^bu(->`IYi_YEXkZvl?NzYGeoc;U+{}*;z(9r~ze_rVO_V z$BS68zQ3*LYd-_qBIGViZL4O?u#LH#{P6o?d_XJKC4k@H1g8)5q&M!B;cG5$!PQEF zi;_{ZQl-EWB$15AucD-(_?NkTsT7v@BG=kT-OSQ)7h90ve`p8bD*@V}PboAW{I1%T z$_eL&C^nZA>A{uV3=Pj|q4c^kpS3udw{9uq7z$4;L@><8ij#J?ZsG*ZUUh$q??(!H zlC#=9EoXOcEzYUZ4#SBZf{RYpntae3N zI9P+ye7<{&YuyibHjbrV&75HQ^GCv7^avO)Wz`6Vz~saE!9k@0R~AO~7V+d9gvNZM zXY#?Uw%((|qJ2h#nYZE{Pac|d3IP*fJ_tutYVzHy(NYr*8ixlAo!W#8j2~yh5&rfi@a%+z$rFV||C9g6&D`yk0lCAg=@BV8A-qWM29?2UcfWu92zSXx>C;(Q zt8(E$7|D-=L6$r5DLg@t7Z0QG<0Tch7H3JO=dgG+PIuSEX{jy~tBp_TGhk=|{-jx>Oa^}N1 zJVVJTap5uP_J#}d{-8o}y{IIkXCPU5_j$!IoG3Voejq0*HsK)C;}1?#iHOv0%Dbvc zdZMI>sOil5RpkQUVg(HaBIw7fw#Pi*VG~kxZMdr@F|>*ZyPTzTBkbAP4Vpr?0M=T~ zpFIvH>9)EV)Hpas{>5L2pb*j>n#b9<9<_pH`ZTe<*7(Xo4y*&6{jT$6#2n$8ePAEEzIu)Ol$+e*jE?iKbf%@Y4O0#;f9^ zT_YqNXqRaNlN|xk5#PO-fh(I0$0k55itjU>hOcQ^Ux0cR*d}3--ulqbk;?0%_XhLf z=0-qTCYqlS85Np2wyPx~2}eDB{FZyG8X)aME45px31#TQ#zwwf48=#Fe2^8$i^GE#3*rrZu2q43cKZb(os0 z^#Y>=Q5ch&Cn!Lh$+lqTK|Bm>CuDzh1B_&-1Ox;a#GDuo%Os!x|NeTSE1wv!!p}XU z8fx@`Pb>XgOlhT_J!`g2OG&v3($?>j2$r7urj0^aU)#*T*ZM~sbb*6AuqR*khH2$R zNeEf$d9BWms<_%TRI|Xku#L?;B|Es>h0W3u93AqhGuG9I$!XV!0uP5M$J}+qKQ}zH zIm3n30poRlTHK5X9dQa{3^bGE-)=&d4BI^)3$e-DO*Zoj&i(?b9L^n?OeU|I<3AT zc2^W3}OYoadAU?f@RSSw6rNdpgIINXi0vu8+=Nj)&(uc3_vneB$ zem+naurxNOS!`sV8^!b0@RWFng~JnBE)TGxJbd|*VzDQvefbmya$i9CPCNC1K(h*> zq&p$K8N}YveD;)g?~1eq`M|2Pk<P}I5B=SNU zOS+DRKG3__3JQf*%?*uWf4oZG{%pQ1j~e+E&#mOgBRe9@f!+KDUC8YJN_@$ zx-`z)tH#$7ewKke@ufbU3mE}PH2@?UFJ@1}#Kpxy0t{};&uP*84mX>cn&4k!-A;K7 zS|cu?L~xqkMx0o_z8EHBWkfK*U{OXISy@y!?@JU88;?|70Q?9~OqUQ|R<^;aO~Q}S zCwfyn(CgOr4c!LvfG0D?+goCS!vo_BsK&xNqTcTrGC$0gP}E6RPON$FAi2>UT>NS{ zr}*(zTX}6+96R!BVLc#NX8{Gq3K}KK!%P&R<1FLM1Xo&i^~?%!b<$gi;0d5?ZU(g+ z17p(<`PPOMGj^&z#-P*W*jV5))<0XhPz5wb8LtsOocZlbY&hcZjzID^xm$h|%pot2 z%lL)!0{-kQ04)3n(zR>V5SQhBb0^`?Eg+DwF_$*71H}kJi?@EA9LbO+s}_82Ulw%U zZyI@MZEYz4-_ zgrfBI^#$i=Wzk^k!CMZtwYRrNc_<+v5h@H~5}bvf*5M&>haH6|7pmGqsrZn?RZIY> zCbDb28Z!{Evy^S_&WYs@co2w>KyIFGM4Y#64r_UXaAuY;T0IiF zq~Fi$STxy25ZiA>xkG1aNbSE$(WRl!DRazrkwrkDTtovPDSmzucZx>;nPmASEEEbF zFY8wLxQ!Onnq`b?=5saCe9}b;Fz~YaGxke8g;~)ryr}@& zyqcptaqmSshqmc0PD%}hSt@A=;zmIUzaJVk<8rud#P50x0U2v+%*7fnUf`otb#>)5 z-#I^T6m^309BP0TG>zJ^=6i&+y)b%4-NOZ@fWKFFAC}lc4w8X^!Td;Z?jJi)pI=5{HyL=Yp>qCI(o=N| z!C$RIo@V7_J%>L5euy5(b+4BO{=)5^lg_w*wJ+w3J`TcI)(pY}dnlnv_K!`b#`KWqQ$W_P+ z6);#2Xxx?dk3|y3Z{7#hVjG`czvgl;CO9`<^8^`OI&f&|^Ptkni+b3(boTDnf<>B^jGfEY+ELbIxPYp3BJpG0DIiE)#045Vh<6ryTt2slp>}^7w}M1rRIM z=k(_A2`PV#)NSgy3cXTFmkUT@b!U&vwRh2|wAGvUqdpHCy_u;c;>L@7o_It_d9pt9 z)vw4^^6nzQmw*JLC)%5gxs4w&4EfZErtyf zL^?T3^5JPBZ;pwWlH}UK!pm*Pt16diu0;%x8R*9nA8@gSkWL3$@%fQc(!E?FN3$sV zoIY(>ws-Ff)A3rBt~m{bM%`D0 zj@K``?oXn{Ee-iIKu4bk+y8qCW^HG&uCom{d3xTIv#GpOW)^FdPR8=Z>| zx5zEAA1IUZW&`ppr zn`*T&+ipJxi?!f^BNM)B;nlhaXFq(zDn}jGZ{&t$25D@8RC`a;MZCo)FFr)cX;8!2 z|AQp4kdGJu7cu*yqb0Vm^t@m$OLg++m3)+M_G@E=tU8y*-c0+^qn#@tpM0lnUghsB zdD2a9ZX|)MHU&+nvskxI3ibLQ>%{q@1pFM0z$&bh*wO7oU{#tz%VVQMBA5Sx@2a`sMh&0nd zT@N)Px8>9&GC^nMI9#BY_{*8#APb5shWL|Jf!4sDQAB?NKY7alA54S5RIk5lRj8^o zcb1BcPYoV{2D$G?w%avV5Frh!PckEbn1G`&r_g|g)@qUI@=Zk{E%PByxT5v@E254s zK=IH$f6||#axoI$#dFRBRYG8Pet{NYWV=?0>@E_@+HOpnyWL^D_sDJ~gmvwktjD3M zbb`hs*RJS8MS47-+VjXgy(OSF5PAOm1{~9#zkmO}7R?P8>!U}H=EusN5^It3c!9oH zg9fFl?E|7|g{shnynO3+%=Jaa(lC%20qgSgk#<~|yio(pY(|7?mi<>X`uN_)^L@7B zUB#$4(+^l4TDo`yGDl$s9=P|j^oB0^I=Q?`X^5({!W6zI)$m19DKFT^n|)em)0S~G z>xo^u%r~JcJJ-6*C@zEDuBk6T)WQZW=zhxY0srP3Ph`985ix&)tq*~uam*_~9+1x^ z^7bE&3iYUdzf41PwXc3^oLov?lvFOX`_2B2$>1~t>p6HuXL{Q@)a;z>V1cKJeo=`i zdGlfUXqPFHz2Gx$?0+gboi94E+$8^NT-rJzTz3_u^U$wv| zx5CA=l~hPoSJ&M}9C&xIc|DiI_W39*YnctFkeGk{SDI6YO+`|&bz}z~iU%6SWM$_( z1{2q{1Z1O9qPDh5Wxw8Scr}<1w0t-ge`o*obO+oBDo*|}fhQ~mFEhW%33*eGf=nIX zbtSP)&__Jna%olI@=YQ^*;}kfk!yi=TD(_k!Hp>SSe zdH;Ep=0HhBbrI#IzJ6j#DNsO^a^OY?9(~Z$mU!9Mm%SpJ09h5XDWIo8z&wBom`YD! z-uFO`eI+adP`iMe)_ZvQ2^NB^+F87a(f-gXq+oz9bR2rgHqI?WEw1&@P94?^=h{1 zf%By|h0Hqe zuFF2+kSb6W^0%1vws~iqdrz6?h{`vLha6;+)O~=oCoqTW!V6zFng02_=I3y+mTSLH z^@#0bb7(29YnrO#xa>amaqRiB1-6t6N2(m5R}Ef%{P=03v&K9yI)p(b708^+>ka(vuyVNkbby5r^iFQR?3RU7uneJRRls*jX{Div2iFfG}4zLgg* zMSM}L+)xEyH=I@hCwG!0dYF?Erk)OwvRfr*f;;C>)MwVGsEFHSq)4`Fh2bM57@}Xq z;ePs#ZftA}4!o2_y7NjQviDg7xKYgSuq-hdA6Hx--iGpmFd+rSnNJ#(S zpQaECyIC)ESa^EM?Tzd*@FsAvY?o+Zdm%@G&BYS?>OX~EEgAa!?Z03RO}aXI+6kvr z$5zJyHWt!@X0wJ0CV}&ZT4Wqwwt~a7hY~n=FonyX8<9Kt9@J#d5BhNn zA8&Fb)Hv9YkHBz{K=6EjNf7hcP)xzdf{=QJqrDFBn_aM1S|I4C#ciJ--D0H_ zR`~Al9YTa&btN=)Yr%-t%jg%4EN!dg#saAb++sA zzav8*_tJ&jF*jl;d;&FuLToORyKdmY&dHBTvx4Dup1JDck>YmUS8^x`pUH7?KBx&cng+pO%EO<{M!jWpcFrd=Yz_JuqZP!s&^wOs zFL)J*B#@>SEPpP4da(+g=9`(Rt0y`NB6LA&wWyEJklyMfa(Tet?Z{BcN3)z;%O5^9 zEugg~qoetWh_M-dLSwVDSwRzl4kDtQC7=-2!JraKIGvhmw|t)V5>P5VpW5|QlmtT{ zedey`^vijpW5z>9tctHIk8a@iq93Y=u(= z>0i>DlGG4_6cAboF2S57D156I(<@)`DAxU%nbSph;*!u0mk$xV*t;hVN^ov2yWk$- z?^A&x;Yr{>u>+C3Gs2R6H6&I-kOU?gIdb4J7-Lzlt_e&Vf`G~ww(+!kYvVJ@F5lK= zi1>Z=VR=3Z4h>e*9`ws{3mIVKiqni93U;&*@zrF{xk;4s;4k<+f7Z0Z-w9|yPfo7l z-%eDv4jhJFJ6ncv;AzfTLg;b`)9SYRxj9U3bsMACI6wXQGdp?Gfv+=^jPpkKr5n2Yw}%pxwR?sZw7VohtJf~0;65#L zw_`e}_!5P{`tgnaA4C!145GJx{%+RCbhtnp;>g6Lq|$zqqPtfCd5tl8HG5c|gdhi3>n}4aD~(0K0+OoW1o6?BH2eGtEh7E6}e29$F3J^V!)bS!8$j zdZ}-{hpKyM{&(R9axfmx6uGQjcwst7r&7Ada&fIa$_v^>(Pw;Wm%C0XK~jBe zN2@Hy#l}(hc2y&f+?yTzdP1DXB}#G#)I%X;e);A?05x&JMAr^+a0vyv@_r|GPgcGx zMd)r%UTz)8N>~kN4&@q--al=a4)tNnp50ow0{V0@y799dG@Pqlq;V)O+xKN(f%hp4 zcOllybqr`O23g!EIG}1{O;!q|{Nnwy6n1@IhQ@Ui$U>-xyh2vUK=kuM-bmLID7t2^ z&fSy#e;}zKM`&1R&BjXuG|&RX`(P0u>wL%L^{OC@B{$?e=e}Eh5k$U@pB7k!EUP@^(H^blhL(B#0hLNlBI1?*( zO3AEuQ3X}^F+YC#lux{@^*_K(;5{NDqB!t5hzm?x-lN2wsT@@w6=;3)enC>HIV0cF z%=0RhW~UXUJ{(Q7~Va5G;he z8_FFvNOSAYy%(RJdn{H09*X_V(q}p2fBN!3wuJskJg^63%7M{%(ue8b0yTltt0*jF z9_f~h4{n2f>5d8;7h7#`3hqk~q@BFv{bop`WukJ(0~xPOrJ8?%g8Gkb!*~wr@y+7k z-G%q9-MuQ5y)?lJtcN16Tz=j}>9g~s6JjDF?aqd2upI-ycG9b8z^Dl1&G!y<1jhtU zNw)GdWKioz@3uHTayz5kRsZadklISCf4%6Q)%DFcjfG;d8V+~#`nk?_30(JWGsEOB zRFZMiA5G4J+=l|)y>Bbfz!o}`bNCiQ!=9%ofD=vwq|o)CJcdq6wEP|ZgK>ilX)xIO zYgHWF1T|u)V=Gv(b(-BXK`iyHPESD=QH_8(<=b4OE-Ntb&e^kQQd%X~1jb2#1ay{N zbmB~K6_pXy9*#xR?|)j(k1n{PYRnUKx^%Cb{{lbJ=p&IKC4()P3q_7HaeT1#pZ9Y! zB!T%?o7A((uKz$y-t6%JbSrb2-+MhECRBFi?T01TUr^Ypw#X}}`)Xm6o!@Lc*GC?H zAta7>YQPFU97V$h19>p2kBvM49nQrD@yn{f+JpM%s;31#OCfc`>ue-+$et(H5578 zFqA&k`|sPW=E=n_No(ZXg#4hqU}|=HED(8q?kPQRLY`Z->ETd+(&tW6v|8?xizuKS zX3+O?{wR~_Fg9vKkjM3jZ59lRp>RP~L z!*lKWrx*uy$UlOB!*)_ycClMeT9pfKBgagd3IL}YJsSX=%2IqeWrOgfZvkEjF+gxY zE?b`~#rM}4fLcQ&=%fd>U=@VDZp=oS=e$D<^FO1Z>Y7-+xIkQBcAo?+tMKF5RBFn= z_=We;?!|$>*q|5#`GeJSBUgf!jNdpHT~d4!aauYf^$sYrbEwpRMj}}?zEU1SD9$_% zjLXKoJ!TXFFF`GkLN#6mikj+Q1IoJ*k@l-oq1c9$?7Y&YlgSE5E~3HoFCloeEXNjU zOq!n+1*@Y0(>Sa-#%$wm*Wm~R{8M{jQLTC2U+%OOj3|KQiiwL?Lr2AGGQe_tywzc0 zZ{P3{kKqO$-Us9U3>f#4*s6s*#G#Z~|5X$VYyH0sBvFRoyVHn`vB(@m@`|`V5Ufyl z&u#Bf$#U5mST4Zss;Rpt*$fAQaA0P5!nwJw$nn|HI~y^DDW0^^3N<^^fwRMJsjacZ zCzW>~-R9)@OODzf$P$*udfIk~sq#CK&N0PO>W4|9N#iZz^hqXO36Z*hcF2 zJKAm5o$K}**TI%n)hKotls>XWLD`k|VDGolP~Ji}mi40>fuBFW_rawJJHi4ML00yF z_u_d=EUQB|ENC@%?p1wYV~*jBRk$Wl<*BtR)`y^njVf9%Te^y~^25$3a_H^Ic|CPP zB>=~j;UWy*Y_oho0&poJ$xLu%VJCqQ5qXNBO~^^u*qFl0DK%#YIc&hVi|{*zLwLJ< z1ui?6$Bwoo6Go&%(g;!&B66)rkz!{knQQ+|JT)|3-a@hO!TOEv<6jG=e>_1i+K-6H zmlYsac(iX{8fC*th>1buB=AT zwfnW2Nr@y7&D?(YEB!aD&17ClsbEeSP>02Rk-vDk>%6Hk>K9!r^Mpm)=o;w4dca%X zrs2Le+xGTLO3KixJfsNDol+rX0%V5S=Z|79WPpks!k5Gav-ob|`@erg^;Q4gJ1$Zr1q0?O&IWriowLreY?B>p%*<$k*@Uz4E=ij_)HZ#}rOjhr;z z7=Hhig#MtSoQ%>tQBbEeaNS|TcVU+{9T&uu;r>KixF)s;j-<{kO^y5!v;|HussJ$6 z0G9&wVtB@QRWC7DXIW7E7 zKvbZ>J#NY?wfEX;z7}`y55!*q)(^~@WHjHWZrsN6N-+LPdKB~3jsWp?BYy$h17fFZ z;5tI`0{}Rk^1rIjjTi1s?mEg)x?5j0cVl8DZuH@mjMPkmu#+rBIc$G#$ZZJ1hl_Co za+qFGK|&2qkaUSF114xcscr3*khlg=y)4!O*PUu0Qw3^R<2#xu)-nSp(3i0L@mF^>hXy^)k=GaEQzcodH|mXcuJpG zA@2-aR!9m_-4a(V6xU#VxiLTOBduw6n@A|J13+b+*L1q>po^^kY~N#Do^&<`4h_T| z1Z0$C5A?(j6XiA})kRe0GO|gLL#kJC>d8VQ793N5Gc0fvnIY~Dxhy@Uqu#;nKZ(A6 zvvEwXl3l{xN-pW*@OKee%5DdN(TvE z8nnEE{9)Uj+~+h-s|A>O!AAN1o?Ez;GIaLpwo za`4UK8`y4ifvs6k2SQgjusc_MbLVJ*h}-Fae*DwjuHeO^c^P9ePvs@+P*8NWGi=fz@cja zFZl9Jqw)WViV=-}B;dqE^FaNi)UIZ>F18w+)q^|GiX*;IW7ku~-QoS-&~p>!JtR93 zS`xJJYIE&BX$Siog+dIY+@Q*N2XF=%XYwI)LnikMy3 zSy8?GY7l>AL-z9oq4u=(gY8k!8|k_=(hcU*nOAzABihe7x`13LAR{3Ij76lEK+6<4 z#{`7kTibDwv{#Q3XOEA_F8`SXzpvAqL=GQ>8H~s|O^@I>+jO59$XjQ7lV_K*Ui?Is z(N?eFhW~PM7@Qqc?7W(CLU5`ffo$(YhC(82hyat&urq~>rTOvvkT6`LirsYetm!4@ zjj?6spwCg1POVDBZuJNdXn*_)_Q7kOIJ3s~HblLQ9Bh!c1J|>%v7oXdy}=5RSkrJ zPtMPK_w*SPK z5{o1-?~(|-3&3}!Dt!SI%Rh9P!KNLI;p>YDD#0aih5#6rB*%lPVq0VY5B#tym5O?N zd(Wu2?TX?b5TY zb{mrQ4O8p%fWpE-PUyb@iW9R#P>u?*vP8%`$Fqk z#(9AID@GJF7daw8gMp4Wk|*C06)wC)q@*%Ni2DYM|_Fn*Rs_28%Uq-o-x7 zR_tI%%()BR5AZa@8D%*A-g8h{O?$^sJ{!8Of#YGVoCc9-o`7%~sRp>HkozqR_q8T? ze!+(bo+2cD3&ME6HP4xVk{8t_W_be1QM)%YQe8dTOJqDNE&6}kgqOzf!OIus$Oi#E za5MUYs*v?ClpqLF^W?LA+_>H;tQt1MQ$X9XA!;!n65CV^e=L8@v6QKL%L&`UcMhR5 z`eE)1C|ma`8tShyUESOXGmQavl1H`6zO%PjcXKcQ#&m$tR62~jA7bhJ_UPik&=4h^ z`01lgsUo+e*=+#V5%eM530ths zY^1^i5pK49nyYGtplWM<{kfOp8zI4tn8d`}SJ#y!HM?Z~UW_1NY)la=+l-oAadw8F zaWLG8*{zf-X}$+L1&FT&pa;|KJ2H=l;;mJy{E=OQJ2*bqH-8Z+Z#0QQJW0|+i5=M# z1#Y*Qp>Bh#`72!$qmU6315}UJjK*yczg0KIX(l339)92ef%5?y)FcOv^wJ{r6n`yV zO0T*6Kvg=mJd+AJQT-vK?EIrR1J$_i#>gy^)eg;Wm)t{$4fBI1cBU5NWb?g)GA%wo zGbx0aTUF@N|3Mqqp${msUBXAgo`K+jKtdf5aLf>K^ZD&f4PDeY=^JTrw};06-$+t+bdquOgLT)Wp$zU7#6l^h5d z=+%1Aw$a~%Yjfy9$mv4wAc0oe!6W40HM3~LMY4kWHaT*PSJd)xT&i)5SVaWc0 zGZ!iT2$$xiF#zAw?|urx4V*EeP1GD~Ys9ewMJSSY0SE^K6B*cHVZD#3fA_l^RAWE< zz<>`aYo*T^qDeD9gYg8wz%bJ=qpsfrTasyfveL}g)X%hd1V;^JbtJumyKp+Sk~F0%S=-VC`f`5Lg( z=cQLfgOLS^b5c7nKnQY@UyG3tVHe-2RMk0AOAaRMr< zC<7`t8j?*-%8z((ueg3}{&Kc*1sp%3=SB+?6-nfc{W%{T>- zUg0ktc`$4PZXgzufh;R7X&B?O6=JTZS!$QwHHqB$pM%3=nH_>qE&9)!I!YesMfUC5 z*~<2MCd_ zU39ukhbz(MI+TkIM<2A&4P_so-peEQmOvJfo$D5Ly>r3y0$B`{itz)!jPWwRI{Aih zWAz|ThVu8Q63r?^xpraC<`xnYp#Qe zp8i^AXD0xhkKr=1vbMf}LiN<2=d~phM4u!`hmWW20R3b$pP&J`&S| zSE6GH${7fnp?7Wv;~lc-$=!|+Nf+cbZ|%iq(*VH#W>)&yVlZ5_f^_;)fsj~0c(O_1 zXGq~dmad9~Faq-=(c@7Y&pKVsmA|>?kz7Kb>p;oJM~w1PS3WzvTM-(nyK zt^tHA!Mf>;OuvPabMH+DlNo{a0f`x3P;DYb6^@?{ijGX}A8sbNbxQ||Tg1}DHp@I?Y=>HWhWGy8Rm^q_9LX2r+q=_K8@C?iBMUeA^|>hv~no*P`lkV^nT zkJdkJ1VP=spJ#fqUF!@u{W0G@vmeQ#E`T*J5y0l#w;P>v_m4-@ZZed9GExC3B8IaR zMX0JNZme6#3F2EgHurzXr65fae{(aqc+^yM0LTUSDsA^Dag!C&kzb<8G;PI$1`+x0 z5pjsbQ@wq-gb=YYRG}7g{x)Nsx#}f0S5cl9nvFJ7%X`4+pqpnJpw@#sea@($nUKqj zq{QCMF5EozMLNBUD-=gvn4sXH=J;D{{CId9DVQivCLx%6hK)wM)$lrXX)zGUy2oYI zpfMgvBBx!2B;=z<<6Dm|IG()YPSHZ9tIVDYZXt)U@_zI!2}Ro$*MX0pn)>wtb|Cu% z>9(rUBKkO&E=-TVA$k^l`z2^C!KoQcV!c-_jEKX+q$1zOL_7C7o>2>C1^9*@mnQqV z31+Q9;*%Dp%S&@_P$hMC)?$J)c73BX^URG(Qh`yrULhlh8shH?Rt4Td6~b?-cNHw? z;aHlljr9hLmawBfN`3}naJdwS!OG^nM~b+AmY9as9r-Ce;U>PV03x$UPSe1!Fi#L1 zyljnNoe|uCIv$cy%gW1BZ)MTLIQGsGTjMuQPPN0s#1KH7x{mIDwz;`k19ORb3BY&c zZ6i1J#Ar+8(^G%vt+&W&noNQmBZEaj`+t`5gY%GJj)$~d zfM<~ur2m&2I&`U`hn0S690V{E{S_{0!`m;rm=2ZzCB*`mv#vQvHCX@qAp(`Od@|9`O^@ zvfgeLaJ-5L@l!++=K52`7e4;NrsT3UkY z6^1`3N&aqz@erOm$ovzL!zB=%W{j3G0R_bS9|}ka6T*iPFcJ87u|8litJdjaKRc>{ zeR2Od@~(O$*Q4nxSYpM|FTT6N|Nr3fWfm?rd0Lej=zD+lP&4TF!*x`hQ0QsIgQMt) zcykYS!U<0n!i$1~=~ZA720Ur~?D*N^p%bqgppW_b-+0n%duRN!kSYU7CHzn&B1L;s zO5x9_{4esgNz)X6?+u604)H{wdfv&D_JODUHhIMX{c4gS1v@Vp_^HtSd_?P~TOpKl z<@Dn6h}$JV2j9Wf1^U_3ld}{wm|}5_iYoqQ1C4r_ucFXO)kfpMO}D*2?8(Lfa8>Bw z`uRhO#q|!(3~25vL6#REZ-t410FZgO9Qfh>d3Sz_=Z-64QNsDr|o1ACGa8% zu>~$1`n*aJ}^aAnr$;AYt@iWEU)*uPL#ks6*q1h*9E!a+d+kYpT^ zgSP+1;+97Zp!2_~Vl-H@43!X9&2nNYlAZv7&o8Ya1q16^H!uPsC7k~*a7tqq__A2e^)+g=_A$;$ey;L zp%=_+!_O?+yatohe`jd$L2-^gd$uU1p8pyT^2Fc4`lMoI#raNK10^H~&fh}D_ER?$ z&O4kalJov z)(42X$%pesgZTktE|^S_oFLfxNzX@Y4BfC%d{aoZxehVa6r_QD@r=A4m+Ev%-_Bh`bxza~7t3BLAdHhi%}J)#~`_n^7xzhk>S0y^xNP9+^FbxV12o zs9dJujyc@Tx14irA|>{Z`6vP=EU9PBJ7I<2<;)Vb#|nw{`eCTS`r-9vznULES%GCm zVo0GaWZXBC|6qSJ83Vl85EgV+s$Fw&XJzTtv7q?L|8I0m=6AQfE^ zeVJas356w-2Y9~&O{uTZo$o&x_Sl+WQ`L-*ljj17{PUBn0jS2#3KysR zE4_G7@>8E4!FK~gA+GGMj(!@ve z63@*No-}^~y+wV>fJl_L^Mfg>l?t0nQi{>uA7?m}(4hCD&|)?jEQJ(PNJT_sO90z} zCtt6KzQ+^h#CSp-F$v?p(63*w%{T6cC3Jz9n3$V~=MD?Y4cn#LvlmlA>cwlf>|Is$ zu&Ai0s=odTu=U>l{`H`)Twk9Q9x1iQhG8OAU^QJ|OwD|;FNl~<^;^Oed8b!~3u8|! zU@Sw|T-+udBcnSy4(h&+r*~r@Fy!|SuHd2o6r#DX#E?k@>kS72?1S#`5`{dUG_Qti zz!27rH*um$n2B9(y*pn!0qaD9_aP<5-F~?kAfXS?*3Rbr50kCC zk$;4MApeKv*f!fX9uP4r)2~oRf9sZ#i4tlT^Xv};^v#{8ftg&;6~ZVEP4_-)!I z$7gPt2YU&Q#+?IKfsWGt^=&Q?T1xL;eDL4Wd6BNF7R0N^1}f&ri=ye?-N_i20L%T5FP9P`-y|n^KGfk4eS0rG2*q_+Ny?I zO`>N_p!Fd{lfB97D>rS;wX$My8GN0r(1m?35~N2kbw)G&R45IL{-}rxg1da3Olct? z?k5ip5hap(xV7~NqS&ApN5H0)j>@UbX>B|~g3RKQrkW8FK>BZxkZF8(MW&FsMED=t zzGnFB+sKmb@EA04eyrwW{Fg4lD9zLT>40loGRP2*kbBR5+FYTbNlM~ViuhuAuaxr~ z2Sx^Z={ROYxC0U?aUW=ptGkgO{g8tKii#t%!5 zj>NvwpiC&3pnC4EC4!o&b|=q)lA8L7uDx962HxRM-3I@xtgMHcnq+cva)BWs7a15B z5_O@TkmZ5kh+m(&qG`YY*FR{gg>b>%+wVez1#DI(d|(oz)%d-}{_6l-zGlH&$OWY| z;wyL|4P)Wn{kCxC-^7eQ+}*Cgr8%F>FjUm%PRdG<6B0I3J&YklL4lLyJcYN5iVofvErTS4P0SFh zz=6rS{)IR6UIdxSw3=r`~rWN&e7 zrk23v2zp1i!*Q_UDcr|^uS`)HA_WopA2KB1UvXqZktAPcJFEuWKSS2wr9dj6*7ynu_= zb7>)d)*FW^#$f`q(KsX|7!yrc*G-4=-sR@9rKP6_MMwL!gfmaWodp9gJSou8uU-4e zIn8@&3BJxhv$LouFmtYG2|i#@jJQ+@quLz)&-3qau@fdCsD-!J{vBT>KlMq;oq_`1 zFw7L2^x{^y|BjR&<}7)Z9lPJ$0TW#W_Y@@4om7Hl=?VDK2J;7}$7b*kdM}ahiP0UG z8Y)AG=>`PZQtyDY0{B_^ccAfDFxvWsEp+^R@lk_6Y3)R{2NEm{|KSGg9hj};@uw&+ zkKGw8f%|Y>+#n|pkP$q%1U{hKS2K*k3nh56-JNuH0s;(%2t>tBPqpzq&*3|;$n0r` zng3eZ+CTpvGp1UwLsA|?pgGW|?_h)`^`erToFz3i9-Mh}pE0=Y59q_pk5%kez$Hxh zyZloaZcy-kk*LJM-gvou_SJvG69CYg8y66mp6x=-e?4&Lq;vY_4vYne;FvW9r71WK zYB!fp98nT}{LpC(yaOw^3g(P%fFM82G0nr{BL01KbT>D*vh6NOLS7qMn6e7YQF7n! zA)Cb>y1V!8P5E(+z5Vdv!!qmO;2@!ZBfCEd4-Avy;%b0~KA$KA9{MNTM1&BU9STVk z(FarKjxMo_e^Kz5E>^LQoyFz<!bN~M7(VAq>&6_u4P6atR@nKXHeKs`P z_BLx{Ckt-l#nx!?q5<_Fs_9HsVup@8UN-(|RzX2M{MQ?}xE>(GovijiLy0l5&2v3* zWH%jBuofbOZIv=Qv&3~*tsHft@5A}Z72!>bjOBt!MR!4UEL^(*$01#?5t6tDZD7iE z_qRaect!i=qoyG4QQMszB;#4eE*8>xf*j$IHX6v?fZ5t!8?Ss!vpQZWWVbfv2V@96 zM17nb+P20DRrc(>e-A!|TPQDebmYD}Op&Xos0@@lalvnDEFO@MkYvF}X@8G~=Rx z)9(A!REFi16>S|IRAk5|AD=D)t$|HAI3#2cQDY_~-DK7b`(HUDNo!WyLf9^x?mXG4LI=u}Y} ztyax!Ec#H$I(+zwd(3&mO|=Q!vLKrCgRGvr#*i+n{J<6!vOn{KKOh=7$SXyL7|Alc zNP(1AuQ_*Aqzd6~UN*6?v;-48Oc}kHlbhRO+qDep`?HfhfFzjI3ev2^kdpjaGc)Z& zIjfHe?HcFye86PW zgn55A;F>^z@~j@Z7WTvQiFAsJHFc7ZY4cYF3bS|}ZQD2sE{DTYWKi~F%tl!$`sJ^lZ~+joXVb#>v6F^10`L`6_Q zQ9(o?^v+mNP^3wdt~4nE(mNOpN*|S`bO8ZHL3#(3G6({K^ePNRx&zY7+_euwlCR!B z_qpeZNsv?bUVD{yy=!fz8#iyl{l3ZARpvmvyU=6%!tc29sCFM5u*b1w93ZSfm5f{UkV7(NI@sO z*6CGU$4RJ~MTkaVHxC$lYo_i_$b6nhoFe6;yC2`=up9C9g4=HeMqnkFU-C$-7f9Pr zfXtqUE(*7A-~RgT+duU6^+D0F%+Jq9e8TdqLeDxnFedL`z!(^|RG_1y?Db0)*fSID zMd7MX;LG~Wfn1X;&P&m*WefamD7vlL)e9tv@*DIMyJhWkWQYGL<+7*lOsK0wxvK-f z#fg-f9trYZH#fI{L%cshs^YUWGg<;~#E$c4Zrx~42I5(2Hr9?q0kZbHE*va9(kT26?QDYv#3wBTEiK>PsJVWKfz0Iu_&Exwo}g+#C`<%3R{h)4 z)!9f`{9AE=69I_uz0cKnZNVL_@xp=La{I&{ucI%Eifp03DmorZ!9I1cImS&WiIr=% zo0&n4rkR<dEtl+#C@D2DYxXFQ*mbSytm!9J#jZDQ+*`$nnJ~i{; z#zS~@@2KpaQ*ZQ`<4>tC=b{HjgrTr;YWM?IwE{Ek(Zc>tAKR4f!w1eDiN|;P_o-X; z9xIwRn6~;xcM8w_2N*?_&YatOpeoY_5GH9!5edctn&}ySt@taaG9ErX<(En08-M*J zMsO`WqikYCvr!X+?vDCF95HhIUBvbD4nQpqNa=5OemEU!^k$=&Zt}_yurgi&8hRYn z{k`lfbz;HF{-M`OjF2KU$Af!-A;t3_D)l2Xq69 zc|)67jE#@6uHW`iri3Y)X-S-WfTmBTFaXd@{#xbjR4~r9SW$Cf-m){ z{tf{jKa^JZI&wu~t~MGqI1;%_whj_a0mn=K?6Sw(8}0CF)CTRXP&4cU^{^*pB6oCg zXL)ml^yZ3R-`K}QO%9CtW3+>P9trky!;X@Xp47}92 zl7Qp~EeSGEFIk^gH9)=xJt8}1GZGBFhLMlF9EgzyRJl&-6ra#`+IR*?O)o!Wga|=Q zClIa8M>1A*coM3CpgRCZm%X*6v2P_fIoqAMV5FHox3tM!Q+cTh+$yLcd+f=nF)M9g zz`Adn9lJCRXKQm=`kd;%eRp6>b=&A4Ah@!!vhSYp-+Hwl)$_@!fPVnx4n>(*pJo`c zUqgfnNlK!ZoK_dR^ig?(?urrAUNy&ghGxR7yp#iT+yNV(WJ3kuXc;62K79D_8SpY^ zSJwg9{&Pso%+{7qLPFwefB)|(DJiEPB96|ryo$uyCtA>%9a@oSY_7yaD~P*q7#g2^ z$+BZ7n8p{qQ-4fP`dJYN>sut*kT@@j9P2pPzRL$ zX`a59EBcAJrOnut%xZ~fw*H0^)~t# z%nq5P<@rhN=X49>ZF}QSu?h%eZ=~D>`mbC$4N=@l2VwdRiYYh~Cp@kk?x8)6F9gh1 z8+QM_c#Zz&E&fuB1lXI=ybi#`#69PZ^qfmP2q-R=cbMjA(HAf6dpUpJC^Y52yj+AvVhxC_5@Al&x{N#pKcKy;~+z*?XKFl-R-P+&4EY zjX7RI(GKRyRDb&PGp@Z;{dK~8EQv+ZRn_-8S{D()&Sa?X+z?9m`IpM34@ZD3a&j(J z*lJ*A4mR>!0rU{63|~x$q9&uh*2VD|0dS_8F>HhZeHEW94~3|9%N8X7{ICWoxC*@d zucM=*2gJyDqPEtRBG|0>{hZ zaP-0Ha%0^Ns0;yQ`?qaNF7MHr#{Y1dt>9T9eEt6MA01r^OiN-~0*+0lQXr}hh+Pbt zcI-VZ%!aBS%*M~Z`~pGKM0>_oXc@xQcKJ(F(_3gq2V7S;r~)1iUCf`Oo+f{b1CBwl z+a>69e|fEY$Ou4fIw}2^9@6ahC(F^&S zQtl$qVv3!Hr*x4OYLtF_Leum|xSs2FQBl#8Rw#3xxD#8v*hYrv^X@<_$gWL+J#MOb zPCaV2fW~%E+FR{;AABcSjcrSpWt?F5ssYv8@i62+6rpZ5TFl{tU4ta*#{&^*eo>L( z+*pgOygZkUj=A}1!11<0yRIlH4@Pj@6l0|TU1(B8o7BedkjrRqn4@@;5`qABtDcD1*-i9U{7weN%QBPXTZYw5<=LUy{jyEL_-M znOv5cnR#cVp2^7AI5ef~`-hz(4rBYxTVA~wU4;ir4~2zB-v>&>lfv#ZAk^sK+lAW1 zfA|n@%Mu$NoBkeo77@px2cP5jkml)bFCP#FGyJcQV>mQsfBv5MyFo*YB~wnH=K#B*q)TXS>P4u?_ji=ff$YiRnvrZlzD2;xW2 zvqb2c1+AAM)%j}eH#9PEkquP3gcj@OMxb(Vvxhk^POf%$T^=LTbNAn@Iu3E;=w8g- zSI&9-)L!$N9Uzt_CP~ziS_sava&lh{PQGq|wpTu~Zjf3(AqcVeWe~E zcEh_MvkJ6FjbY0Tx9v0&W*(UK@mxXerJOW2qY{SGP-lVmwS>}|q0-HEo;P6s1J*j& zjYkR;#fQ+4=6$G$5cvA<>vHzyzt-$SP;9ca3N#ilB zYW^>+YB^zXffja-1PS6J2nq_mf7*W``w=j-(R3CA4y-9E>LX>h1PEWkNrh}AV;>tj$07VAj5G zV2DCLKh1b*Ioc&?jkDwAajboxPJ!(<=vW7M$?d44Fg_(An1!qJ*3Q_6DJ?Z&pc#H0 zR8ky01RupnKR9w6<$Hi#h_-cvP{&^TnV~qqk+^p)Eo!8jXg~yxkq1t86doRF-?#_d z=<)BsAAA&$`V;J#3U=c}G9>lcWly2x^m-iPiD^>onIa!DRl%WoWf*U<)W z32JheC1GPfsQ7`=g$V}(@Y@X>B;K!Ie=0PC0xX)aQRcODWs8+Or>ALRWKXa@yIK{%z;6KmV!->({EU0VS@|MMrOI)l^JL-F zXAT-O^qRQL@i^sjl^U4v2F2(!i7l}zYq=mDSJ^lr)FHO4{e-Iym5;26A6#4FAUT5O zfg{4t3aLt8IeX;b$k;2IV^aspUwxUbq zFQkTX8N@!nPg;8UCGSwInizW+H>H`oMniF?cJ30;mby3&;|?3#l1_Il)P4oh^#@rTJwUY=LXpZ^qbdT2W? zt}z126J{&YO583L30c}c`UTzfsIaTUG~?RJL=@k8(+^=o6-~`O`_8Q;z^n;ev1olm zSitK%<&&!55=Up>Wiy>fY3^Zfebe`A`hl|G`vOW7^m>6!+S7HuMtsls^b)D_eGcYC zPF%`mY+O^}r@1c&hk!L)tVIcpjg3uh*o`y&;3qed$iy?2PCZ}p!ooKermh@$hFFP< zEm% z#g4r{&t0vt6c1s--L1Nz9udvH!>Q+_mVkB4eF5x}0;kU@v}VLfsVx+>7?8r0IsKub zp@QXZ__nd&1DuBaL^+iznuX~|>IHM<>*WgpCUw`=Jv^?)ypq`RvX23W+pS~saUz>^ z(R(d33i66LT-^G%_EOzlhp#{7Th}6sXShywqUpKd@)OR~-cRmJIQxUmdF)2>SS1u5 zPOSZMYxwByW|kT{+}Q*b9Wi#}*J}O;8=XdaMP)HDQSv$>U@qNB{;1Mjct1%V-Awh# zN2AUz$6XV77K0;0Lq}=R)6cFoT8H;GrnM7&Z$qqXb$vAfKDD7Yjy1+C9#^m)vuOb6WcbWc)eZEId{Dd9=ZxM9W zYdmNqxzK?|J{UXolkVG7Acc?k^iWu)a{PzVj=k7q ze#Y(Mn4pgq%T@#tpPQ3q3l^3Axd2;fJ5Jh-$Y^#9huGvnxj!7TJaFtef+YLBjGRF| z&CX1gf7r^R`P^?3_DMlpDp3i3fFtg-p-iAGT4+Dcu>anDEe3~U^wvCyv_WT&CAMmD zuQDm$C6A|Tju8T5W0#SFn!;A?c^k8_dO8o+g@Ad>uEC?b(f!Vre=fC*JS62z2qCxK zDml!lk^b=4BlPzE9^Esb{*m&98vg zRH=Hnf4=q{Bf9h52gVa!m2^H+bfrV?<9grz*F0-bJzJN|$Bz;9``GdrO@K4b!{^4h8VXU~( zx1Hluu&WLFhxmr_Zf|P9w&&Bi`l5c$UhZCiGmKfR5ojbC}~Q zn1rmTpEthxEiCu_;Yq!@hBwN3SV8^K_+sZWrddUcSH|@?$uUqC0tVXO+8Bb~o=4NV zyLI42?EvU9l`8+`g}Tkbx1OkO)^@txp3jj~yrd2?Kt1`BK;DFp&!KDiZkr#q$57@) z7{CrOV9Y?G9R#rJy+etc^L?(MkjiG7b{PYeX`*QbyLfk@9Z z678h7i&;WM%>LW2kQ59Abm{AIdS+kUi}*BHJz zU54-3C(onRPgZqkQsmfUoDC$Fza`{2mS|g-2-b^^L|rfQTsug5@#2NDmKI}Px2>Fx z?Z=ZgA5VriciR1gQ{x23fUotrWmkK_Edo`|nJz{MS{$SaYUgBL8?n<4;L*xFb7jQi zSMQ>!CkaMMd5mlIbg_Bmd&DcIimbbYdKY@#tfM^UJ2E`imVv*i8Rb6nk^B(9dTgq2 zJWXW$byoaE|AWfFzkoR2OvkQHFo%`}*ACj&@9CVLxr@OaN)PK}Sx{(bj?R*lTHc7q z#EMDQUOwu^=-^@iJ%DY1dPY1>kk~g}M)8EZv)lB0)3+{)fu|D)X(E}5Tk@$yX16m_ zMbo7sv!D1$*m&p|yyu7K0~`0GVh9yQL&{kaED zV#2scA^1IL!!c;p7jLlR)XZk}Lx(;gYbE*1)x=uX~k?D3l4sDgM)KXbl z4OSP)HlKKjiJv-d#d<(@s#RlYX=v>(%3U;(Y3V72i*v0!ne`Q=D|V{DpM^nGci1^CeTT!|l_FN6~D>tsS|lrV6oOo1&TEiD23n+#8nv9br- zaON_ge7M9}S^ajb7>i=7|162$vH5LC1`MY&IY$^gl(Co@X~AC4mC2`gFHdRdi3}pM zcF+5Gpt{+-+d?BPUD26iL4pkt8m?TznfjT8A$#*?c28r;>>jGU`J5lXB*;3sIIEI$ zOLV)@L%1LGt>GlVOi!DSczM>3G{CzwAay;m=E6a`fVR1VLy2?wM<*}(W4!9!*6UL@ zGz8k(LCz(f@#M*qp+xO22iBgbhS;6B=9nfI7HOos$?@wRb{lS0oDHM6xpPhXD?tmx zsxHqxS4asG%7Kt_S7mk@ZF>|F;ycyt0spfZ#gDHLis z>rj0a-bMBj-@eDy4*T!2-Kr9QVMbg5Jy@c%^$i2A`45M!cdu&lE)-8equI^0o})?K-3o}PLEy{V_x=W3d{s&09`J$leR z`viEK5wP+=MZao<_@suk`>>FzxYycy@m6aea7-WZNtrH`&doO%TKs|&yxD_27`?#_w}1|}>sMS@SqCcH zZdJ4q#3X2ZqjXvDYA_m6bpvjI-<_D3LjI?W~ea#1KrM#`WvhT_l{Qy8n_l8O(dU@HfeCd!a(i_M$A01!!h)-;Z8- z{#+?0VyRLfmf+gB@`N3 znaXc61YYItAz$-dM?`*e>~$IO@o@&lY|vZmqE@e)Wg=g^IN(o9ixl`Fev_+0tUsL% zzJ}b-+Y3_SG7yv7j00UrOh5($$z1qeL=lT%bbL;x)iv ztgJzz!%t12MRWA6t#^}*z^5el4-izUdNMKBCvFP)tM)z5RcaOoH#9v&e;ze-3?e|o zNPzWBOG{qqqewA(t&&4TRg$jy`ty{Eu(Hm~&XStscI3ns{d=_o>Y_xmW)^{}gEXh9KXI?r;#ZNyulMr~ zLFz$!b;_yCpTAxNip5S3v>OrvgB8R$_J~ist*)*0hc1?)Nc96n0cZd^jvdCp?!POx z{2CWGdYU^r+OfF0e#2pOFb6M$T&>cO7@!!#CprJE$O7!~qgq7(sFMm<6x8&JaiUfD@_Ya** zKjZFl?N9D-iN82I44!`U=KPEvD$!8hzkd+;iBovnFE~Ql9_8HtY0o~&oDgx>}uAe(-b5U64aJ=e85t}5_qihr97T&%fiXh*lh+&3C|Y|rxr z9NGYI1D6@14fOEO0)Y^tOoGfHkH|b0x&B8#T?NO=$LE-L5omPm6~APE3F=9ht}juk z(s#GK6k^#M1(wJSa|4g{)YDCN<@)Nn&R0`ip(L|U)i*f|A-eS+wJw1`Z{t+g^!RvI zlhD#wJ}KvgQgCZ*AN>Q}KF*9WGD(7#me-{Q#j-ha;Ekp%40Gumfjh`C@Qn3s1|Sh> zH}C%g2fPa z(|q*tu9gta7fZTX)#O7vZgkihJ`7?qFpcOst;ppm-uhZQ_P+GnHSFBU5*L;#u!AAw zW8N=$K4Dg{I*9kUigk~&damgDTGc0Tg(s82cWbr)=mdO$1DzW&$We_wjGDe?)L>;mP5&c}h; zmu9UBI1aX3b3coAbbkv%hz{E{wc3Nc z<_+gKNbs44AjA-R<)V;Q$@)*#`}>+B)w9N}Ypdl=IeWf>=f1_Bt8Vi#DkQ_RXkz~x z?OX_nu)D59lvqP2um}6zY=f4u#T#T94nPpBIyM{*{U2k!g3AjXqQ)5mG?9nO?BG7dS4NJJ6+%4ox^a)d?tUV$lp{cKs zRKSrAYvr~$`dYoy+?Tl&Q55c|n6(D{G&l621^6bqt)oveBi!jL`fZl*Ph#oqpg8>mayS@Z%;}SOGFb=%6oH0hEc%&Q4c%mCc92ww7RR!Ttj*JS7p8s*f13=WuY#_la@;H6PW@ zpPqD(gDpH&CW|vO>v;Re`r3cL=ZeX+#w*wN5`fT90lcFsWn~Nfr#QQ!8oS|C82J6DGgjJYbeSt*~uNTC-2$mOSc z8Ab+koeo{jy`5SLKXoaf85hQ2JeI$r$44(6Ew!w_xNvD_rwpBVJBiI?LcWn>C;7c2 zb-ME|?P184&(rh#ZcXul@Vgb90c>J=W%Fh$6vQ0~3V*4AXWx1fw85QAXN+BFome3K z!J-RG-|ITf%QzG4<~P?K1d@A;_g?!O)_^lNSbfQU>D)Qbzy|H_jZYRkMe&4ieXp!N z*Uk-NSM^Vd+9ednvljzUlz9 z{CW0=1M~vW*Jk|xmTOO+S8P6InR5VO^pGz&_Lc8?oTvZ^F1Pa02Tz;XA^M7Ygs_V2fjq;x z&YZ?H`N%_}MoLIMgr#3+An}w5C6&!tbE#}ft$XB&KT-)I|)O3FV&meds) zy*0;CroZW*T$yR+o`LrAswy*m(bGYaw{N2xva&jUYlrA|xk+UB(biOn1<(}4k96FA zm2zRmoZLvA73A5@MLaG0mVn}$KPA7gx!C30>T)ql#a_h~tx&rw!}SC@PkYZ#uLr^! zl)BImM@0gvJ?X4W*|g?og}^=?@~YWR#?!BgM9}X~jLx!O@>{HO39tCVQyMX3FK`j5 zoqDyFBg}u3D0!Kn9-gU!`OI(K85cTztXsk7b5jDYzZ9Lm8W~sAjNRe8$K5u^75W~dO8y8+BS^~^#C?E zQAFGT(H^kC7yhOf&C6LkYWfKqQp{3yQ+-bPHsMltqi*+(rN$(O)NDe!P8M6KLq89R zpokA1G7?ZngQ?UaF}~;Q<43aPQS(R#(UIC-Y>8ZppL0!j(CBeRKy7 z9MDvdF+_%E@G9T4t8QIE@7J7CZN-JKSB(hzpzGxO(92D2LiEPM>5=aBYW;zS8anjj zLbt08_!tl4Lt$i05FXzWk;6fvnzwge$oubJ8`rO(-`ky6BT8|1F^^gfmKz``hTY<2 z2*jq49~@9XqtFn+aYGK2h>tIQ6kVU>(&FinV!@R)k^YAx#ICHq26)s?(6L8v`N^f8 zQrtgZXS)x(Xsie=D$!&w$u!Yv8fB$Nv5xf+?-4oh1t(&b7P8MICp`afYAI-VjH*_B%T$AZZeU$A!@rrK@mKni>$3BMT^>D2wR{u z>tm{E6xe_KmuXtU>inyA%Va$>7DcvTn>tG;;tSz!Mo0kN5@p)`7`r}e1a>bHvbusH z-BkGR^XG}~EE$O(k(`F$rkoy;_)&p3>~8QnfFM}-TvqhC>J{0BEa4IO+b9Hv{Mx%`8)k_z!iIlb(je>LqRRPESvSVhJl*tlvU?kST zH8juLlTz+&^MSza)8^M#Z!5;Q1A7$mCIaTB8o3<5eU_q1j%hW7T<)`rJeAWtYi8M2 z9ek5f2U69E4D>q8Uh8eMAUYS~Ky-|H9t0jvu%Dv&GfQ^E?FgUibpG^mZGu}kQc~(<2XL&Ylu$ z@IkH2clTjo6JCb7XJ||vHo$&lyx>sUS?JVzY^r2xM&x$cW3_sh8E=h&?AUeIFpol3 zxA!S|XgR$G%rKe{aK5ZV?bdBn%rK7EyeHGR`%Ys4?^H#)s_00aQ=dPbr?Y3sr|8&{ z8_jZPRkgn8a*3Z-D2bO(Ri}F3XAN86Mj{K^$yMoW?!q&(GfnlH*+!b~9v?1}SF<63 zBI6N{zOMy=LcRAc{<${J>Mo7ZKCEEU&^^M`nJd4t*y%7%5)ap5T38+OJ;R<*iq=D> zxq5^yfUS)enT% zgVBOC3DqeyHFuos;fD*=cx|iS!DueDB@e*k4p_9N)f({GqBK+WD_}?t`QE#?daBzY zd~;-8jy9L-uJ+gXlk&^=yt1wLPp|VqqIMlD>>0M>;ng#q?kG1rEo7KXhJv9Eu-_mr$)b};xcCpMyImIl8pI(N+clbK06^H{b*Q(s)j zD*szIg3CKaV_#oq=o6W4ayFQ$g)z-V6RsI-g$0i1L2l7uOY+$|@9UOUA_1vg-bqqq zP0avNV@+{&y;KGg!6w2-G|{p!s{8ch$B^$acs@D?KZE%tS6inCZ7G_2X>d3m`}rovKVRiZP;EP9^YV$oKa=jC}(VsXLCNR+_= zr3|b62AVp|i2i>{8h%pPy}|jrm*;^JH+#7iXP1i?bzIBe*tBp3$3riu+R+qwOw#s; zCx)>jWr3^;Ri!?9h5{j^5)TQPo(;8QlU&X_StpMw?1E7I;L_FVf5 zLB|VaSCA=bhk5pWZXhX@eR@6+eKPllwtPw9m4kU_kDR$ruZYWcp)AqG{uB!pw>*V4W7Ge`?Un)Gjhr0y zD;_bxo&atPp$3)-O(ce(pi_P!@+A zY{oATz`OorE0*hx{KpZPjas^rLMMMFF-IyIfou14+kGZL#wuUTvCla9^oWiZ(Stlo zDd5;}QM%5fZ&W!fZ0Xljz>*ly<$xh0cORrV5v<7XC_1z&ds(!GqVSSyx827-a2iy; zYU$W{DG(diG5Bl)7+c5=+$^K6;=7$K;8Ereh0|AX=r5lK2c_Pfv(&NPo7cL30A_>@ z`$j=58+rl$A04JAK%EUdnf4OrUhaJcl#FGT@&@gE5rx(MZM;Kuny?NxE>lC$1X{E2 zJc~Bt_~vM9_oeFmrOep`htx1L7X1PfdGw|Oii-HiAtO~R`cZ-Gf=bo$R5K^IDxp-_ zQOd*Il=X)6_*;40W-L5ikdKIRHbg@N(CFhKd)13BtQP>%MK+k6?lL<(B*upu>>kUp zKyfLA*Hri8>~Zz{ac=T=>-5esuGiKc-!eo-H0TT=a)9*-87Y`me$F~bM{IuZD&mA7 zpL22G_Z9H}M#J?2RT_#;gt^Zkm8IaBwpBoyAUS_M#|}``Fz*vMrLqGWYBArae1@~6 zw#m{k)qO+!vZs5t>F?+e?25fcaTDtL_^P;du6);WIMQ=gwI`sFOJ&B6s(ne4 z$k@HUzEDPlq+UGmR@Gl$r-i~u$8N|s*?fObLp=8I$UfL}yWT+>S6yKLrmgjjR+W{w zTFC(*fWRSeVB6A?%@UzLXgbPXC$J%UGwMz>FPyPsiaRz6q~;@z?KgR$bMrT7sXjO~ zR0(Bwq-VEcd?EM12Oy}#%0w0~Y!Qk!)`U_@X2HUB*ci|db_eW=nx1_T2vnooB{8F< z*SGCX9B1&A9TeMfwgga_gnWS<3EsEUX^@Ph9U3|yDjO=^x(jFip>WIDq}L2Mqnd~< zbK2=sJ?8ETe9r32?0-o;rSySq%L*LHnU~b{4`DZNWOkdN?OUu89)Qi$fV5q>p7!DKM+E?c`$~UkJN&h*nE#euC%NR8gF+p6{(niHZ5>PZ zc(@y|6y*e6h-;-M#BVG1eaT7D1kE5s!(^{CL>8Ye4lX}|dnArA&BPo`SwQ!1!iFhj zt_$A|8qW8oUK#-=&ZoYDHohTWt=61z3T1bpL8V{!wk>y$bm-_YTfZo+JV{lURi#2! zxUn)Yu?7Q6BdXeQr%qK9d`DtQ)7|5DXQa7c0gap{?A*E2?&;4s+v7c0c6QnA7!4-w zYNGBGkAd~^bf5c|b}M##6a}SlF5v-jtxccy;dGf|&^{rnXOk=EE?tq6Bf(;Pxw`l* zflz;w5my~J@C1-x|LhwW&UPd9!Tx#wNS-n*A&A0bP+5VFmYo$yWoay=6$G`Va3~sm zeQ?+cYUeLil&(x^4@C+0Iv)=bpUU6J#TGOrXfl#h20}X?LFUxa~OKX3F#OzfG zas}N+!V!|*a@{WAH7M-Hb>!K6Njl}?<@qOyes}q*OZ+dxpPtd#4JY>bt>S}327K~K zLE`a1fzZ6N4L3(Dnr`ris2Vim8a0TyyDaCzx)rKEJ={m-^!+$gk}6=sdj`3%GrrJc zr4mYo6D~a5)0nIn3zg*dQMNT4RxMl32CM5lDK(;!C~?iVAZ7LqT9f>k>=G`Wdt*HW zEfkwA5Y>`F?!-P`=Y^ilc|OWtXUhbZTLO82F(@2u%#|Of`T)2MJd3mSwJyCK{h2F& zPh#NsFo@qzbGn2DKtaIAyf$42Ty+$3V>q!G)Lr&D{D2OnGGt+L48Ximt(SJ}#6xVZ zaVcAnj#mdAufQ-~HeL_l`#Ea7i!(w9V!KtXlrF7**cmwngd%SKt{DMtZ+rZpaRhQ- z|AJ6)<{MXSM0*G3YpHSnT@2~W)y61IfO`d$iqF+hvG=8`P zca9tgW4FKE$L;Dg9Y*zLaDr%HZ)ZV+I%h0<4(y!2VF#PPhIG(=z*10ZV>%3G5RS9u z&#^0?ot%Eb#Byy@8U&7@X9*$Vi(@h3hM~jsEb?Y7)pf+gjc*gvbmQfcgQx^F+}l9x zcbO2+gcRfPXlna5C8FICyP3AyP0{ft9AXs zGI~lv_4Ebo+PE#YU3>1jP5~&-$W9rIM<{*G-qhfaMpt9RBo)>_UL+I3_3D(*N5o^v zsy{;>+-}0m&u1ltvWy(B<}V9F0?Z|Kwx&ji_(!T29lxB(Ee;0xo=;B}u2q3!Y(OaW z$YjCjw747MuojvP5q59xPe(zSGppk1$6^XU$36=+8SzEn8H6T~d;06+Qj-58bl-4B zKZ9>_I_v%4#{!_Mlw{9_=(yMA^(t4i84VU@UgASR5lF`OT(o+1YWTK z^YRKlceEQ!b+avFdlS4kl4ff51;?0#X67rU3rJ+$bM1YkVH%b|hjHQCUj(NXzmOo| z+?zr9{ygXKo^{2-Xm((F(t0>eMQ@6A7tr(Km|;%H6|+2$Yw4!niPtOCZCi$5ezDbC zqXL)-1Gh*Dvs*3A)nEw@Jn7&d0ieUU{WZ1I@`wP%p(31qZOCJ1OhCYY5K7#e|_&lWglCa>a7N40N@wa=3Y9l zcF-HFah-SxSCPH`&)U(0G zN!`5_O+%coqVbSvvsu?nChBe7X=w6s0(qkbGtHyg`&p=DhI+BleCJ#9D>mhldx_wb zrxp*>_~ZSi^*t>Ej_{r07FqcLa8+LCVzcRaq#t9xwWnE5WE*aBdtoGe6TLjUO`%#; z9OyfTN?hmsw(UGPD5j7ATpdkt#DTWgSX|I`^sPgB{nG;)ePSHF&-l|j3y=|wjdC$R zBIsBK=V(jheoZ*Z`(|7e%kM{C1rmm$H2v^Aa(4 z@$4M10+k*Pb6?+IRysN5Jm1pxD!QvstyW~kf>^~sWMTp^SXMk4qTa?LnY`2KjX+af z?0|v1EW^ayw$|UfNUT+P6$MTz34!&BC5zLG^S=5)`~*CkR?byQ@vr2L=@AMyN<1Ez z-}J)nc7n=MqEUaX#U$KIA?8n$lObSUQXgU4=esyYOG6|m;5i@`e5oGeh2oNFZc!ez z{L)H?(wr^kSAb6g5mWb_g$v~GbQHhsw_^6`iSIp7uDQ{#s9Ea@FI(o}iueV#j~^F{#4tg2vfvwWozV;w8yKH(iW}Rh(T@ zz{0h1!gG22@IVY6PfPDU5^zY$^lY?Ie18P+lR9mv=vN#9xKp-)@kaDN9lNd`UhDVq z<|7NEJ^Y?RQ`sV>&EH{m9U|UnW|`P@_tR9;(oE2KIS-N-%ULM<0GEDc>uEDOA>sna zrT5lL#DYF4LC3Mi5{22uJAm=P7V8OeBi~vJ938K2SiNcho9<5jm|B?~7}K8e0|+|J z(duEYr6DBYfPEz;0ZY#4SP!KQsAh}(X8QhgrFUenM%jBwtbf|69ZhNWrv%;7_ux{% z&!;TbUnX9J6iQY|$g(NoFNizoA^f86PnW_NhOo;N^6~?DPLhYb+?P9mOwc~oy;@wn zxEvnjGaYMt9@$>G?O(bww8Qh~lkou<1ThwNnHTW2)TpADug_SyEjEyolVbx}qCKy< z&+U9D4LO*DU#{r`&I|SGk$;kxaHhM!+?kt_lH_?u8_O!|_DV4V0WHOG{oG1`Pps$4 z;fyYYlFUckc0lN=Tx+B7#ki9DY$hic5Up5M)Ct&7Hlw@qsyqmI3~-+SH0=!A3#q4? zfFmtF+5|1*`eE9tl|VzX$9kPiDBcNb@4p#6Kv{7*(+@xvg~)+J$R6wD?*rH!|r)9NPIOe zzkllCKtDSrr$zg*1m3~5_(x~JB0>@uRTO=g#IhR=n=P)D>?HzQM}^s2tMu zj*VD{4uvWQg9Ro2HCk4Z9P+&+?ZR4A{Mod-HBFx-PwK}={;Z-`ASA)n#3_LARVvm? z2qFTbw|xhoxg>8h>x!1V-UHKK`ENUyihfMc;+dSZP?iH$m!_<&ZUjs)ax%2J6jo&* z7v1f(cEB;NeaFAB6>%v*b3G10imslifC7}GklV}Hh}LY9zd|(=h*`{5N5al}spIpE z*RL=1+a@CAvFPhnwR=J02so^1j_VLO4cyC8BmgU=_Pp3w4Mts1XHpY|m7c#evvce> z<#LlcTpZi$!x%JxVFWEIF{aWX?3uMY1FJ?_7_wmLvR8`R4XcSef!{dLZ5_=h6WEjf zaU%0AWPtNW*YTAl1U!RrWM1jvbAXf@?mc`MFGU&zMW7P4@0vDpV)jTHx;GD=JP*IV zHC33QJXv}z65xoxlTNqBxz^AH`pif>x;$@m1`!eQ^yum#e=18>6VC&H&}P0ZD3Cu$ zTudw1^s%@7T*IojKdBSnO@}guIdZ3n&zUzW1K%=M zP@9^}r(th6cz6h?5|R#A&lZoBW{><|jGANalN8H}*w$CmM+^s|7l=(mvFf4=36Obq zY3u%VVRgw@gfhWzuo$;R^J>iq7i3XjMKF**WD5_3j`AB0MU0iv@FB=os|W+waA$=8 zPB=c0%hX})pZb6u>f(S5MHI~IVS-Tbm7`}Ym^npa^g)_wepb*m2lol-ShS@Rx>(lb zy2;5z!}2QmmU;@nqE!WbVuAo-gn8S`Yj+ISk*m5+k_Rke53u!mc^erW+WSVPUS@xmxzd7Z?eZ6_*!?q=sUp z$!^Fl*;Luc5IZ0@)R}7*4X;3qKPg9bHLY+i?df`JQA_)6cx^clXiwOZm|! zmC*8(&R@FfGW+IwnGMNNHyw)1G8#U=w|VFD9R8FTjKoMH-V!5S+PZv5sAbv=Y>Tw| z)OlUh2HL{iZkrW${2$sfB^KeBORJnVJxrLz1D5)oHr;{MECm7pWFOBLCcR9$7zTwm zl^|8j9!}~;OT}}Cg{pvhROz1%F9(G_!#vBTMd=;ZBfU0Xd)+Fx9G~~=zfU8LYAT06 zop}bn*@7$z*`z2>jsfljHAe$($x%0mzPtY2j|^dFq#g2|m^q)Y{%mQ=&1Q%zcpxxO z4y*`ptN}<59>_1>Yn$qGX340s207+c#}y@2Cb?7*r8=F(LmI^zmy+3BcZLEI2+I98 zJ@?5#s7PQywO|=9U*9fD>j1(nZ|+HC<1x{wEbs=n&@TCYe5AV|97 z4|nxL3lOti^$q@bWI1u<@v4Dq&K&3jTXON!8*_6tvL zcbTq?ZbdxaZFE`Km|_#dQ)$+*hy~WX+a)($x$~87IQ}5_hXo>QTi_=Xpbo5 zgoI7r{2vyn8);GEx}c~h|LE`63*9f~%p&SN_(2RAZSOu5?v)9IsN=}qwY6AsksGt$ zhVn$p64^mSjQ6&8FdP~aB-b3~=iEsr7w!ci=>|qt3Ni*S2yq|JOpjkuZ^r+a9ILA? zcIr9~wTaHR>Wj@srrLAlqE_ChkiZ=feATmqF#%%g3i$;J$CStF$5UO!E~$2OzS2jW z7SDk*rEmRf(P>!t71~*S1bY2QOw@bb7fO)7nr1Nt$-)V|f$0$ugYEoQNeQw7|fLgQMIaR`uv33#f(Yz}kTNl$d}%4c6+vNfT^5^FSTs}eE?wqFA7VMK0wRwU1`xJFlOc)Tpc(5#~e*u zFL0IbcBZh9N{O*GrZV?P1Q8KW`_9X|4P<_LCG>ZTiMbR8AD*!j8x0p4G@r*oTnva# zTJZrW_#Cd7=T7etoBow1;1DDFvoa-kLM+=tTh8p`wtq9;fB8zyZxF5VeHrEW`a;Y@ z!^$zimU@<)k+1n*C%zaGN{dX6F?A?Gu@>T`knzD&gcr3MU}0r%mcbeP2JLZM99Xzn zQAV%$$MUVb0cYdoPuB~Qmiv;mgJZ+#%YWJJvvr}D6LC|ainwypgpu}ty-gr!3n&_A zZtHe*DyH;*Kmk{d;i`SNnay{pksVpa+iSOQ`N~;9_D;&Bv1(u z*XBedAlHsG`2>_r!w$OXQoJ=N#VqY`OwFK~k-Fd?Z#k~s#S-HB@xPg~21Fj@{Bo-b zvY-jj5HVx=?XjHo`<+$hsFZZ1eL>DNVGz>mhXUDl3i-Op&gp zs8k^|@2a10FZWAFtC1ik%tphA;`N;0EKheqVr?KtbGl;ZmtG%weYfK#UT@dD!ls(C zh?E{b!*nz>+2$PvMd_EzN&oGI^VZ2tsffdis=rQ;Kph6L0+^WP3w=N_7%RJ4>iA6L z?>3w3WWsYOq#_UQqy&wx-?0XY?ng)6)T4NOsqMF?*CCnubY@r^Wo#x3^->RV8Gt$) zcn5jcwTF8HbzLX(b=wkbz7OyJrxY7bRnaA$Ryig`9AHV}M|{Dl1eSGrcooRY+@$fN zs063$sx3qLm(HD5222#522|aESk|V^(2Ees;%;AL{W3#xd9qu4&!G&BBl!z@yzbxc zB9?r8rV`%8ZpVLgnwq1tcuM)$pvr-~3Z=4DK|O`dH{%}|lAjo7Sd~Ap6w9+C?!n?o z@`i7e6BSTpgktswMJ#?YF|J9S+GWiTgx+XZmbx9l4F1+jy8>f+3R{=#n%@4`#|Ca= z;qtxEaEPT;Ei)NL4n>7Ftq?KfT564m?b$8+v3tp8j?1Z%)B4lvIg9DWJVj$ogY@6M zfxxam-f)gI^zXA7yLwg-FdaD?)>_Zix?qyFz9d^4ujyUXI$$b)Y#<+S12kHFX%>iU zH-9+y78)jmi8j8mOV+xwK{`6?0Z>v4AZ5B~#|1>UEm<|b&jo`6Rrz_AVpvFp*tfrf zL<57IwQtg3BNB-Cd1!meCGot#>O#nY4T}A=yF1sjZymXnaDJ=Rp^ekVB;m9w2=ss+ z)4bRU4HWkVgmFc*DZhGfv%D&h-1*wc+#W3%ARo6Vvqtz?E|t!??ZqyR8@(2D*Zc=C z`4D1`{3w#$o=wmAYRjD{4|1sBawpWwC(u$%`m0pAXRMDH;}2zyJ2%(ak{%8TG{y8Seik zfGAkl2%-O8{)cH z8lk4Q9m=OjofheVP~15r#!Nk5X{#?Z)cEA!^S}VMHnOSVNUnfgA@zo$q8&Rqm?8by z4k^vdrxX0p{5S| RVSgaI^k*7RCWGWn8}32+P4Fab;Ao(^$K9P__>ps2R=0xD)^ zkGgYSVy;;QDgxnN(9BB*)eVO6=riw?_ zJFFL=_mG>hjltJUq+V-; zCCh&X#KWe;I9$!s9a^T`2BrqVBCUY!!5$_?T8La04OU4klxp>j;uBy6A4a)hC}#Gl z^rwf$F|cis0px_upc%$cB4`P*v@TA;ms9Ho6gBlVPUfZVHp{6iN zk{e3{b(a7}gc9`Kbty*W-wsv;W=VtOXh&%0M8L0$gmLR?C3jF?_%0;49{)YOom zfI6phDK>U?3Cggs{I@3kuO9si zE2CZPKRGFqO|XjtkWku$V#}P#1K@x{-yrGpc5l;84rI|Y_V?Og}?SX~#UbPMdDMsZu0I}=~{ zRW_)ISajX0#PzRl)Lv*(u;=ry_Ry1W#R}a*We5f3S(%G`L zd4FgZz>&%jDQwMbY-|klxvX{@B2yMLo!K}(D}hLx&JNev3_g~r!c&$Se0-q&kqn|W z{j%rCA!zGGpka27%RJMVVMufyeGzW(IqsZh-BaLzBIdM*0`*3w-+=CN19|}3KxYAB z-}*d|r4ii9?E39F(lS|~E}-TUc+*1CdU|>_X@{Ci(JH!l(K}iSml7uU&-5MSTNoT( z9pdrwg?0quN%D~g5nTb5ks=laFdqD~8l=Rb*TbW6AER^Ay(NbIAH1PMeERjbH!zh< zfI{G2<< zU)Z6;I0KYo`+F?(2&a|IcU}i&kw)60v^RiBTnHlds1oy+2~hJlw++Z`qZreEs?%5|Kb);5TVr z9>JY;Y;KLlJ8h6oN9z7#k6k$p%5j z=B?doRqm}@@7H_v{)lB^_xGK1_TFo+v-jEu|GcxSEHuRA)txycA}>774FAkpHDoUZ zPK3&%&kXe$qj%l-rgj5KkN|XF{&&U`J6G4T3L(18Hv|s089|GpRGHI^C#*++~U7uGe!%tDkU{L_z^ zp|9+Eu)Mp^=Pa-oOGr$#TcQp%1%>0PNA}NSnwg+hbqOY@@$5Na`h%#p+x1QiKqsib znQ9O-r;F9G7vHV;RsTuxN9WQ=d8BM4c?iAgn5ozWZID<<5c}!$v<1}0_T>nmxH{kP z&q#>ADc(p~6gl}lJUZ!eTC?l-N3$8qr!{g)bZK=lmYx6f-f>}e@t`usheY{>kDQm6 z=OV5MFK#@QQCfqIzQ7TL=R&xXE>BIyn%zi`BB@xRMIGKy-XgP z45fjGe&Kq9@LusD9UhE}rzh1lY_G!ClhlcbKUCC{5--LJ>o++sLPb_A4+&zZ4x~&X z_G++D?XFeV8Xb`<**CMWw2P4d}ivf;yHPFI;GR_b1^&~X3qOb zROd!c=H!D(RW9JnytJ3RerzNB{k8T>uf7IufE)tE>lR^t*{1cVUeXT7ZLMAS^qn~i_O4*Uu@r_$wap>`mh6rEa4zfM zuA%!dEfH=XbbwmY+5>dltVYJLbs`lOttN)2Z9Uud{%bJ3WpB3xD6goYh%+r#e4GMU ze_iw6NQTh6bugxz-wv60nF_(xOaZ1ubU z-W(+ZY?}v-CMJwh%@rdry?{44y2kO=N|8u}LQ4e+>OzGB1)Zv}pMzv`2?alY5E)p) zl-uou&(!RIC*6fHt=BjLGqdSe_s07;v&x-Q9dFVhsw*iF%xE^r%Uw~!c+H4w&PBQ` z7PK6e;GLVrTo_YEVrn15HZ^NkZu)Q`bbcCYhT4h(S_0(uI~qf&_P9#WF6jNU$V}m2 zsMI$2`B@L~ef88BVwB9L4#cRM8oP##HpCm`GCqAe^D#sJG$KFhh2v-&Cf^J(;g(5V zrW_`ziU~aj*Ko?vhwY*)To$mo4S`=WniFB#^o!gTOA;DNo$2>TU~&TMELR1*->!=P z05orJ)s?dqxEyNOsS`T>YCq&dL~e_|+{|loJ*pW88DNNLEZBo_B3wLgHt_+ewo}bO_447VppX-~JML}n4>?UrB@Gm@b>H7V)>;%V6UB}2K)bgWseOcLw2BfLNS9^+yc_99Oc zwwPTgjuP=p73KDi%*@0r}1j zK>0GmBpgC5{%8IcIVqZwXT1C;0RJgc75R*xe)=gv2o031AZbresMMJ;?uP)JW#XE<$8zvTC>ey9e_-K4&awac zz4-~uqvjv{@fG^mNvx|abmSqxG+>szVDjD%(w=4_+psa8xi#!IWX(`cnO&^zd;7&D{71}V zq&Ylwh}d4Wqwk-cGyYG-)%;XsY*{s7;uGqt`FxY%D&y+ES#-UE^V+HEJuv5F4dRg- z)+&xy>nmC7*HN;%C)?rXm#(3b3LcOAgG@wIUT%LRS&nF`3E_IZV}WmS7n@OE9-*in z)W#Lk`;i(-ZEq+UD%ua7boM>>WKN6U!fsZyi-2cep z-VR8R5mM+DS~J4}=RbyhhYfghGEGtpxqA{ud`m|g$zibB%K{$ggnv5M!Vx%~w90UB zN;)xM_&By@bF`c!5L`q#6fQ@Z#c}#*c(;ZkGHPZ zOo5?dN$b)rr~5t3tC5I%0c*TERw$`lswTcEF2_`;0#EDhSiwi{Ft9~fK3WS5hpW`O z0J1#Tp<_Sp{dcGYSs%-Ck2k!~cj-(~%sh)Y*gWTi02xOeY|;=SVs5Ygyo&*hJ*371 z&{LsTYXV0jVdGW>AsP{TAqK~O`?~*$p76fh6`y}m{n3+7HVLfQ<(Q}{-o%-Fw1f|M zbeCE?E<5)Dh(wX>&tJe6S~Vast@s{nC77?7YRCy!P;?FcUM19uQJ>JVOHVr8V=hD# z0`;9A3*opmKQCaa0?KZOO4FBi+0IJH9Qg<%Uzs7@gdj9(;&8r%S1+eH3R6`WdEM#J zT2U1K_X1R)xy_(juzv+|6>w2FLLskdH0FU%edw8NF)!h z+{#${-6?gOxMTB;uUPfac1of-)2snEgZ9Af=yUi@6tOJ{uSTh5*NtkeOwSz*|7+_S zV`jm9&><|G8Efsjav?6GF5rWcPSj9^c{pX2J?*H0Pgrqc_IcRcJBhMH=tua%3eN0g z(|9#Ux)7n|FnQj@H4Y027Jy`^#1knJ*Av+L$MU9aa#g<(PAq%n>PU)j zPfqEW=+I_{|1+xQr!%ADE{Z>6e8`K)013ipd6a@iIO0ssF$`&l#5e3a**jz)kz^jEoT zMT(Iq)kfNhB-67vdlV7gx;SXStJ@JzY`X}xd?;|Ql#Xl|Mh{=Y$hjz4T6W;cjozjl z4n@+9>pg&Z(VAgX4rsmh8T01KRNU|ZZ_%J`>>(;BVUT&j< zhb6n5lB{tMYyOEJ(pQrhF}~Uw->OI;k=^L4| z<3iaZz;h|f76EvMq7Ob6y=x08&+?9UuSqiE)>$gz9~JDKb7NDt4HyE8fc7f~oD@Gl z?^okVMMvl6%1Tosmlbs z6FZrUAZT@YYqE@TN4MAbqtj)Jk%wliS-RtQfOulc@uR`4Ny#ILbf<7$Thi|$HHB*1 zTF>u*22#yTWts4-bcO`$oJ{OUDuat$1%U|tPD3UP`vH4pCHgV0YO2+dc$eGh^-L*^|7ew>gJ09^VXyy3C~rkGb1hM&U&s zd5U?OaT?i$kh{mK(i?H%pvec|1b;DzG>+6gY4Cy!-GIR&n{cRp^XlFL;VBz4B?`3! zM6BYLDPaLATSKd)saI$z{LSs*;MB0Ot9eN%SjaHxa6j#W!WA5UvZM=uRRp>YGzFMb z6oDYA4j`Zku~#5J)>HO?HQ>?iQ0$&XH)t0z8-PHEGMkij_kMHBx80ahWgFAc`k-#u zPvlGL=4UXB3=nM!0lr|axW|z|I5y7Z6$IOwMwd3kjl6NkH6JEcL?Tjo$r z)@X$jB!fki!M28#q7!U~DqmUOt2jpyB6GvfNUIS#hrnOCvKt9$^5G68;O9WJ85R!Y zw~`2L>*(|X)7Q2#);WCg1+|xUk8e~@UhI*?wW2=CT*#oD!O4{|5a4X=L$XRrN}7?5 zlVB>J2oXTnTU%Br;AN`H$J+0Ze#-tEGJY^)1R1U|6cJ&BptNjOp=h1}jw$*#(~;U?1UZkCaM^6Q+i5&U#@Lag{khiNk_Tt?3f6<^V4&-p zJXzJ%*rf)Qo!B+NQ`}1|`7m;}5qLsVH3B`teI}g|{eoF(F0$1IQQkVAmc`LaG;yo5 zHQBg9q%W9w=w~-*jERF)@Lumd?%b0OCaqP4gjBQ7S(wU4J3 z$J?Y;gvlC|lf>v9$U**|)|j0K5(3wC$hm-Y2g*7~sTV4hySqneWmm3TdBtA}PK$|@ zE11om9-5W<0bG4wtjA^pHyz33Bey9Y9)E0Oo;7wPb+!fBe`xD5TuWK#zqLW1;e?#f z-|ez*;_64#l{Mga(ig(FS>CC$cW1{YZ5+N}k*03zp)4}f?AtFhkefl=kuKhNbkQZ6 zpq!jJ(`zj+ak%R4U6FY1<)h!L?U;VZ3f^YQrLJh()!@TH2nOzAIntCVV+Rdh4@1=8 zXF@MmeADUZ#q|Z*nBSApm_0hN@Gb~-v^Rr{JmieL4UkxKOA1aiz*@6i?F6=k38)r5 zU&Xi_jLno!_+a2U{mgcOmt&E?dpFl7dCJOWJ1h_9~2|VMq!}t&ZDkqw>Jsz zPOujz*t_2EosixvMr?&?BgNhNzrxx)~aV3$yoN9t+#wy*U@DxT}SDK*C6CUV&FkKWCLz*|=CU==3-r5WfO&e;Io9 zp$m#V)ctv$(yzKhNP+frOJGcAg4Cmt#VrrVfo`&!_8I<3JM_0H(q=?Ko82;| zE^H~EuExMXf?80)(D@RWQAg>~wxCuY&zw%{xoKhZ9+4G9H(_WUcl=G^jw>;lSGTNVxg0EOMBIjUf#<8V{) zg(|K?<3mUx7Q>ZIj*Ru69W$mtO937Xwd~Rl94cw`7M!_>9T39FEg|+HIaKQ`<+!-W zsli z3u-r84JYM~s<&?G^W$1Y&wj0{t>qJ8Mx33q@O}|F8@ig3m+wgmh!ay2qyzQ%LMC;? z%+wn`LL=;+RuqIz6*s+Ya=ffoSD_P179qp5VzE? zM5l@CzwiF9E4TxBO<+LiDnrFMu!_sVe>xY%hOFCjqA2!cSVqkPMO~_p{KtZ;y9$f1~^N*Jq4-ONFz~K5Nf4=X}Ckk7Q*oZre<|nTm>Po5ZE_ z@>Eot+^MM6zx-_@{zWvzED-+@uo73bQZT(`WqaM?CYAJcD>EZgDnGQwx{C#qq@pyGrdBg{%T@P*)hGnESw%oR{ul^u# z>d%_s0uJT41~%LTl}U|G%JYgPl~-2QqpeDDDoMN*amoquO^KRP#`*8xUlN&of8>Jw zz{gjQJv@$QOnes9s672?<$KR|4z=`42lz}Bt*p{_?%L%a5@IYYYCEQ}?Evow>t9~K zBfnxj+*rkGJ6J33x-{WFylx#8RkoyEwjlY~&#Ag)UgbI|8YyBsbrW~&->*NVMs-?0 zRv}8}Y1r>tT3VA+Qwpl8&uRHg;?+$Hl&%O*+!I|GIAYvYs3{;IkSMy9|IFF5cgJ#v zIq@mdVa~HJY(`rnE&Hoq>?~%suH?viUY)Rs(dlEiXliQe?mzyxW*KVInqJ;rD7rkY z5M(KG;>4$J7u<-fs9nz59laFBH>^+5E%TU6zFw>tB|{%jvi^-xOX|(m6kT_@vAQU4 zwM?VIRJ+d(EiEmQQc?at&{ zsN5#+^!`b1Zu8+IN2Ik&@zwl$|1{fkHPh(D>({S6EJ6gWFMWR{o05_eC}2ssRUI6Y zH(sbdUN9G$ShV7x;=W@G=XZbaAtv&^r z7V7(52@_2?=T0qPRk+(vR;$1vR-&%ja$=GhNlj*uv`?f9jlKDbBVQ|`g)9m zqsngN?fosZf>zOAzI>ruxV}^4$f;8bL42mX6{4b|f&At=F&=&6<4Ffh^FO7FehcI= z~mE(9p6Qw%ayeHjiP@d-eri*k!HkStn2QTED z`D-J#0ei;8WM|0md%-eVB=9~{V&kDM(0RY?jJv>v)KqMm1y5U*_bbU9eiTJoYd1JCG@waYe= zpmJ+#%d<_g8ShMJZdPSJdX$Zc>3oxhrDtoVaa?PLVV4;_Tp?JL?}md7^-OURqk(y>sX5;lw-{A|QlNgtB;Zr6k!?&_cF^}dQ)Gk1RZDNCq%U)CHL^?*Pcfe$$lM{fI#aD+=KsT4SzsQZ{UAp z$$GH1WGwUd-+yoH4|DBQ%d;_7V6>}HUDS~`{_Qlhu z*OzD8OcStzX8RD}F_>|$*<*wDMx;i=|E}Wc|Z7TXNglrRwb^DwX`l~|>g=Z_d zid2QH24p{5e(CSOjhl_1Y0t4N@e&XcYFj9w(N@i~8q`UUeRcL#(is#a>u;a`Y3y=Y ztP1q?Rk#*rUlV}uD6qT6ozX=vK_yA+j(L5OcGt9UpL3@>HT}@Hsbr&;lZII)9h;r0 zmzI|k{@S=Ll|k6<2*HtIosc+ws zQ7{^EO*(Q9m#Jo%gj5ZO`uQow+hrNG=nTc_lssn6)td61TTXj9r*ScVx>ky}rW=v< z#3;+MUuIZ}tKf!lQ({O%U0vG8smQbUH#Z`&SLPxY=jo_ro4ty0?#Q*?;>^hQ0a@YZ zP~5Gmz{dFac%7M>-qMU@SHWpp^t{c~2kij74(w@E=?k&oenpDQ%_@SP1HSLy7iSzew*N5Lf zJ@Ukf1G&L)c_=PvWGL+*l4Rptr(;d)Yw;&%wS9*g;?%<&#{>+KBRiavP?PK3kF3gg zJbILpsb5!GFUrdLexc2@NWkT9M4HO}werE5_Be=cWwMeh;n1N&)Xs7mDEz~vo(Hy! zW^wxz`zx+QISek+eVCKW~d>JLDZ?a+YS%dprHG~fyXm~ zcwCGdX4Tt!zlp6bDd?RP9@if4EJ%oniD8zcW)!q~-&*MG=@^Q*`A4x?&3 zzRZ?s&`?otQtGk4ym(QaWABrgE|=wnJ*~ICynDnf zxQR<6TUKusdx$sefEfCr6tD3{byJ?1Q}&a+Iy1W7+eN>>QHzmhb`SObS`|dIaKta} zkigPtR#)q^^TPDt*|rbC0(FY6Xc9|xb831vG1$F)KXHJ^;KtB!IZN2_beCJVDAr5g zCzMT1P2EG2WI_b5>gwu_I?7wjBYngpg<0suBRvdzi>>IXtd>YqkGG_ieH95;PEeyX zp-+5yT({~v9#XbHZsqj)jaxtFSoRw+OifQKnwgmu*6l?JyqwkP5a)u`X5T^SUYehp zADf$;l)rT8AyU|sCm#=w(p;Bo5$<25Vn=SZuD1w@9d1-0s5Z0&R!L|dF&ccYITax{K zl>vsI-`pwjy1BeCW6)JtfR^a_cn_M8&0Dvow}kooM+Rs)NQ7VTWNXYu-jomE)J%7r zGYOhNVxBZUg|0_BkUK`TXHOZTm)oNEy;IGxD_5>4C2CwnByI?0RH^84T}@~+$&JU=}!-Qx*y87W5*84+&oddnk zEy=07iB*-G9j*j0AupV*35bqnof+#;M;EnWR_@i=4I&Ez;S^`|bgbNzB|2d{Sv3A9 zE6{t>3RpxGFE{Jr2|6qcMj1E$`i!%nOgT|Qpv#8zPE~we@f_-zev%s1A7d0)f-*d( zWM+a@#>&o}J!@6GjqmwFUVQY-6D(%j^5R_3?4Ha{GYgByH0Qs`1F`XotdEc0gMn?*!P2JsrRHT2OUY7&{&wzk;;Y{0Zo=h>?Ysl|153Rta$ zsTwi=r%zu2CmcI+lj2_r>|A37%4i(^Qqia6(o(ZUV)a4GrVO#DwJK%k}rS(2#alWOZqZ*HF`o zmPZoh)@(W^cc?0mN6PZ+ho?*p(Q@ZjSLTYWd*AQq;mJ4azU#6u$dX~))>uC_UbNas zI`gJ|MXM`$3=RW_g5GIk&!?MppDlU!Zs1GF6V&&*k|#8KcI^tsZ)@ROMP`}|e|&Y$ zcxMC2xP=Qt?C3Fuu_Yw0TxoiB&V4$`by;dpEc3oDwVZoh*SXYow1~gPznm_g^ zzn|QuKK+-wD4G|sVrr>39#Jz0N5{t>$5I{Wuk0>%=fRfDFzINmA8XQf<(L#1K^_ml zOKt@%5S?VJM1a;}dzgQL@$8*ljx{dKy19^=D^}~{qlCkJ_m49S_piok06dOqo$&&prPr^ zAo#%V;gLE?7AB_V%Q3Y3_Nn%^1|p-TU)`08Y9=m|rRFnp!_skOzCQsgk&(CZ;?(VU zz78wjD#eId+0d8+Qcq4%{0o1}dmYc~L`!b`!5jUy+Lzblot&gV%>3zM8M!!|c91IvXV?YSDY?j-e8bwbqRr zH<~XWXh%Ccj8v+rCxjNmd8&#}deq6;Ie|qcm^EG6<%EO1{ngu5fl7LL_|lcMpb8A; zM$&5b?$^COtlHM|gsbq+j3N*X@%Xfiyk)dx@klimdY2vh<}@Tz(Yo|Be)#ZVT^qfC z#XB{$4+=qUZf<9_^UQlnUkr&YeJiFeX^oKBrLb5dy7=MM>@1t7eq@4joHZ&bZ_U&* z4)x9PjC=OnBrW&om>AklAekFMO-v_Fq8YjrjF@vMb~g;rr#ab|b1#gS7A z%eeikJzu_zh!#eLI#krVv}c>&Z>-^ZF<&h--ptboj>ORS8k?kqZ}IA!>*{R-G0U%) z-CF}FOQBMZH3924Q8x#30ZnowuV8WG85kHS5k4a0eBjDR_glvgsMUx(mgil!BNC0^ z`0@xYX(`#2Ls&A(2@q7_XNQwCa%vUDgoX1zGH&eMiwA3(*R0f&3fgJA+iWEF3Bi7O=cL!)w}UQq`i7$=Yfc}3<<5}$ zA~f~j6_FXgs`^m-rrd(Sdk-EMpuM~xfXWH($M*X9$etc=Fp1O%7 z&(Sa;`S$5lBnT7U8pj(qA^@zW610=FL^{mN=r0I}h-jkXXRs&c8+KFgKN<06CL&3B zKEXXGFmPzv9GurRwtlVc{9?d0rxKJL7pC={v6--VbJq5RQWCVKdkR1czUalQ^z%Re z*=>1U%XQfrg}gX@++bN_tUV{KYD(p!!#_E5i;IhKfDM!~bloO7ea{XrN?f{>d^M@S zuqkoAF$AQKyu7@}B!GHD)Ri!&;jdAec{a4dcFA(0&I{>pxUM+W?Zay19F+-H9dQBqlW4QX0m+VywxnG| zj{9@8GEZ6Wy0EbDbiKlr7qj3hW8d5;Z#XzE_#B~QCC3yQF8*Zi(8pJQb&e-#|r9bme8R+AR~aQ&<)Pg3Z3hW_zZ?c$~xbNb#UGS zg=l%MXcha;_ll@Kn=6`5%8bF(t^)_+a7U%L+Eb5?3s(79O?(jtL6~i>yJ6!-+MAA@ zbw>^#zTB5D(Y3TR)1*x)bar;;F>3yEaeYP|z@W5*6s+gyb6Y*jYiA9kZ!bbXY_Wr$l z1K4MEZojOj8{1BRP0F&$QS3R{>fQpwOk_QSw#iiC`F;;U=tP9Dlae3MXxA*`0M9?{-R8xKTf*wFtYkno?Q|ux57O7y$y|3%i<|a zfTdCd&3g75p;Ddn2Yl3WZ*4-`2_`6GFzTRvQFBd5ul4!i#sq2GN5;*`|9q9nzPr1h zr!&JaK#p^S$L2whNp88KOOGdCJy?kju)2|gCg%J-PAypdJ82y4*jI$)0~dQ-VgZyc zp>=5lg^FEQrWh4=W?;MV{+^zCP(YyNR+z{s+TLgAx>3u9vA&WrGRo*O3vFBaWp;;( zI;#PZ++P{!L1JpOtPzQdh+vYat?*}`0e*`EY~7Gq9(3B}^PNqSeal?q{T5)Eq<

ER5(U0!$5%f!firb&yKX{`b|lNf`qK_8{lAl5j59D4{;;&Mb1If z$(-xO59URSu%js1ckkY%Tj*}MX@6U#1$15E%p`*?I%7HpDIZ)f5{;2WZRFenZe3`4 zB?X;*2X2vYSSjPV!-;iQ#Fit_!0l$oGj&V7w?;)*6y)2o6UL!il(1=7zq$@T;HG?? z@@_nUV<%6_O9gN?0PoP5XtzE}WlsR~q;A;$+i!pRbFoNGrWv>KD&(LJQF|)UqSNJ4 z5E!SKnAPjZ&FCoa&bMU_6|lSjHqFZJLw=JM8ru$IsVO`%A_0KUl!YS01YTR3z+Vt% zuYXy;allJxOcqajs$gnd(z0~kXO8Yel}?HtU?fFoa@QaLql z%XIW;D}e^`Pe(y)MxmeP(8^aOO~Rmwq@!wrGU03a`Lo{$0$338Ty*K%x$r8|k%MS= z8fIZ(G3vd!;UG zk&VnbIXA~gxl6=|s*Vo(MYe%5UJ}L2*~eK~qgBUe>|H;|espy1ta*mT9K;7wd(!~N zoC+-{?*^@|4}y*|ML|+s09>=G;%VZi+k)bDwRd4P64U}!PH zN*PJy&bAuTkCi>WVc0q2K*ObFl)FAVn=S{)o5yA&c;KoqG3^3}8F^IQ6jyLSco;t5 zdYQz;#4_~jE|4BS*Jd;p>l+7BB9d0cCD^?1U0E58+UnDb44=SE8U@Ey25>bE)&&6(k*n(lo`8|Opnz|wN1SD|mW3l&1n<>$yDiIu~VCu-p9P0c`#Mj6vl7<_L$gj z@5im*mzSqV3>9K=m>J?;PE4lhmQl})cXe@Zv+gQ%&H$2CidX$~EQO$l4e>+{aI@e# zbm$+&>H?GSBiN9a`)XHqE+C%`br$3i0_XL+wc=Y5v3mle|%0r35u4WaaD= z%ai_JJf@h(7xlD2tkMEJ%7N9Z1>rW85M(>_1!ypjNq=nXe21K->dBRiCat=MJB|cf zc(zOxc1Ft`fuz>K8YW~bqwO+(v(S2~^MqQU;pu>en!Ycw;O0oD+8SW{xUXHJ6UFgs z(3_&;bMed&F-}ymrkZpJ1~HcHw(9@p@04`q(k0f3qMLO4xx|36D8r@TDIm+RoWQEI zQ@ypW&4?;N2NY-U9JTj;-!%;eMh|K5v8Sh!fk7;A-pvd(&mwG|999FrO*u_> zttqvVTeE9D`8uNs3kksZ@!WQi2y|h4Rp+p>P_dq&XNv&TEoc{E#Ab|$S!%f**1{Bn zWE9Eh^8FuHM?1R#)b66g6aEkK6*5TufQ~rdsF`-lQ_H?@Pn{^jVjCU5EJ2S%BH6_v z!wO;mJAu0(NKS29vw@T-1Y0$aig8p@pND6lm7TshB{2dvC(Ri z)fojz?Pp!N#q-8ewJ79aT69{ z5)m*Ez+~w_Z1{{@uV6$5<8J(}D~=SlN)MnP)ImA2T^QnHuNZX}x@{$S^Ud zR8bUY^U2|ycTG(y{%lGoM}=ILvWu7bEjs(1sUNGE?!5&VRExY6i<$z+eBNMZ}(OG_Ux2S zmqlaLxhg9bI~$wK!tY<6$TN2B@0aSdOg@OFLmwJvF8Ms;(oTd1bHJNC zoHsXy8aM?6aL-jIN4G%p1Sp(LC;|yxrxpdqRTi~rguxUa#;af@q|^KU>Ey)3i3;#H z++%8<9v+G)a}&)-HAYi8gGN}%PUwOW1(;f1(w zj!z1jb3YjQ50({+F={Xj0f4Aatm+BM&cGr*MoqcS*qBC?cUm{)RxOb z{=FiaK81^8LS^ed965gcGL(uxD~=sIrj~r|&frXrQGK)=Gi@b`;BN_P++}f;ug=gXBqU+SkqZN$9IdWuplGO^ZCTRZN2-V0 z0h8>1ZVky?Ec~9PmH>vr`|_em!Hn|!!ouF>qo#M?d=fIZNMdFc$Q&C*Oe>AVq#f$8 z?+>92xyR;Ane^x-H8ftyNz?#UuAQW9ITuy>{Os! zF1M|^c6*>HDeU;(Cvr%=VNZC{?xg+t>#qao1m%GNJe(o+qrp$_bQtCcDA|CN*!pv) z6J6r``Fr}>@WNCDL~ob}ur#LRJ0V!M82dV^DGk<62Y4Y}P-2!qeYG`=;aiB8K6nc} z_OqIl)7Bv7Ys6Ob^}8U+D!%5L zkYaC<)xaXBrKUdSG3hj)ER~~`bST_Hm~ztX}6q1H6(h zu}_TfT7ywiQrE7%B*J_vA0hVo4s4#RU{4yrT~eHHcBgTfTJS>w8PA{clFL**Zo}fv zu96rJnvk{+O1U&@@o}sCB@fUDe$idvo~ss%(%Q|6w+(d_73p^Y%|0mz%~YJMdG>e@ z`w#@$3<;m2Z*R9m&I%)dvuW45pzQk>8J+9>9wJ!asxp15Fbc&$mGJ1JhCtARoW4ux zkUo!%unpFsNRway`ru^&GC`s3i=-oW&sB94KLyE2+kx(p$C>|6An&OLDH0jz9C6D>@hYYqFCS|-RXPV2+1O1~6<3q=CU+CQh z&{n*4t8Kn?i6B0R=22I8Oo5_@JV(vJ@^@%xB8oZ@QEpYtw0GL|Y@1(PJkUpQ|1))y z6VeIB-c><-hCpaCFV?jpyoqE9;^Q<}SexSELaeiT zfFv{2oDxptywT>A;_p792swy9pZ?k|8V!?K;MgD2Q&V*W-7NR^gYfkOtdWD^tOzvS z5wadAj7`{v(ysR7mkawt9d`p#`B_?65K$3dQU;9(Phs?j^72o!qisCqU(N%`Dnh;c z`$iYdTUJ$6+G#woAg$u`bZ)X#9eK7*0Az^(#bxzhLBf3kxQGVxEJ+>{I?<58Xz2aX zRSup|6J_DvN(akZH~kI~`3Vpz5zyvL_8fMdQ2AC&^~wEweb zw}h3$FKi3S8;~sSbMe7aKQ97Y6Q`oi`eH zC=S?T6EFds7YE+0xuFI--*ifg8}a~Xnu|&KlaCuwzkOL{BqToJsi9~eClP>x1g!V` zSW8G4`Ut&$?rxyCUL?FL)bV;ye#FriRMUk0xQr@5L`Rr3!ignov^Ap+x<6qw^Sn}6 zVV?^;b=#|IX6e&KMtzX%DmOG8fQ#8ni4WON4hF3Z$&)Lndh$1dTvr#nl%JI77}(C& zpxvdVql0S?t#<0lx8m(KWqdmC9y%?Sj}uoE?`YA|WaYYHsO_rf&Yequq`~VwGw`W+ z0ptSzQhV=cRQd-rU)?E_g^l3sto1$sL<%f9f#4a&{l&upxuK96(V6_mR#pu7s zd!U-LC69Az<~D22rIO%Bv)8k(=l9KqlUKIz`LFHp zofYYnIjkk5~v3NN+2WrE^wAW)TTJ&5=nbG)D(L=#y04Ki(FZnx-v6Z$I?}X z9P0P?-!I?2d$%sCb9!>}q_muKhF$l48mP_#IvE@z^B*cII%i8Gg*KESh2vtx^88unr5&zMPzX#4M1BtrRIQy!@w)|-Me?+XjMtkDTy+v1jE^D2mcA~(4&WqN3ZFO`&)v7b7X_QnNd3X`^W*WofpAoC2DWd~eFxU1~csZ)Cx z8BGKC97%ff<}|>owYXPbG@MIP5H=|KUAVgh=sx`14ZHx74Ug9d=wE8&`k`X77Lnvc00inSAgde!7TMm4*=5P>xYIW%(>(S0_&Xgp3rAr!jJLB1=1a-cyW$|Nr27_NXxlY{ru#X-MB1v(u96vZbtbTki;fT-` zHsQ%;n06Je>(ZUX6ZE$kX?}%*rVPm_Pjgi?7Frz&O9XNvA-b6tc4%D>bzQM{MvPJB z{sHQh1Hl!guZBqmx77DK90O4u$QW)x&BRxYc?jaGW@bLd&#$T!t0)H=eX^jqQVD+b zY2v2`6Ga?6k&^z32pAZUW@8_x<)i)hh}$CmBDj@r-oDL#@Zf1wJVg{!*rAqpvNX_5 zpzkpN9ryUrqo-DbGO5t=0)|3zftLVe8&{SWiEef8-mk>Sk9WfnZqS_kip(b9U;Nd! zsss@R2Q4nq+K{5qZyW`g2w5){dCdU9pwQ@H{eUzj&BJ z60inELl>q9jY2Kg_&PRyoFhQn9la(y@H7e?9L20HZgqDkH&5j-2ul3BX!cIp< zLl*5c$d~Gb}7m3_jjD}!EObdnzxV$ zpd9Z^yX_5LYRk@3DFxgGf83c3id zH-o|=A~R_7hjF9k)~xR%;co_|_7tYE(IHv#E7?@G#F&Ct)VGNVIc(8}3_}%>`Ceax zmek0&b9XtJ?;&l46Szj;K2ll#5U~hTW&dXQ^PS{xZU?TZ>61VFc$uwV!ze%h_Ga7K zoXo#Jm2f{jQB zqVv7Gh>*Ct&{ULoE&bm&Q&C-Gd;&9luHeJkWK5@xf@XQ|0AB%VqzK}Ws72>QX5^ad z)j?DepQVHky7P_HbkQidWI6?0g#x%O_$`?vP>?cVFBy0j{$tCL&vElPmQ{Y;k@Nw` z6uwNvcF}du0u&NS@~AnGSFkH5^; zN!GkLRn`ncy^x1vDRtx{ppx^AK^F?rDg=nJg%aNY{_6I)} zlMuR4Osb@a5I8qH(wb4(Y=W-ksq@!F-#iYgGL6vsH=ZnfR29PitM`*DUavg&KhN>Tgv|1A6T!n^9l$fH|siLP;_#7`a@PHOog7K z$;ruw7eVS)WhIC}5!p>oKPnq^x3~A(@E$*7Wrz|eY%UkqH91SK%G&}fi4eb5+A1R+oe(# ze@Wc<%&6QT<^AF6+b`q)zn1z1omReG3ZNUa1STux5z(4-pO`_)H9)y|(oqObzt!*h|7u0Z8hK2Fz2 zGgOb4tQ>&S>MycZ*r=#_D@VuZI*VM3@Q()vYq_h}pyv$eS0kgcl9D|wu1-!)g~nu` zsR+Qdg29_OSd&|Y_oBPQvnDkeuwMzAj7--?d1)u8@kGr+)WXZ{i+Nt}H)80~b%gN= z_6_-0Gx&HtBSsO2^!F>4P30YX@q1?X!F@)<-p0EsW84`3;_SI|=;tWFFNV;l(O9u3 zhdq4wTV7c^It4Np9KHlGdJntJ+NV(Q2dFc3aHmWU@~np`q=^C`&x&zGN=wklkp}@fKil`d<6X|}egIUSRn8w7 zHCr-U$>KYJz(>deM+W7;%u<3(*ixlQKa0LMgx~xuI!w%+mSO5Q#A%ok5ut}Y;}Ze3 zI0iXP<_SIdmV`GVmVJp@!t4O}+dDXXRnLNRBe%y(NK*I~T2vwhg$r8^eB3$r`;Twe zj{!a^6?p`~XpZ6cRCsarwSkD_O74umn&uZ6$R;ra9`UJyGU-qvZ(_j$MI1AkV&DuT zWbx+9TZQV#bc%<^RtcZ1tSrC*#UWkdV?pmDYT`>LYWdZJ%nwKej6F8H(UAsAC281w zrh$G8VcFxg<~44OAk3RjZ(m;|48a124DjZcb{HGhH@bNK{Jzyt4r4hvxzbtS(@5-D z_LH1z*Qa{?l^01li0=x7Zl4H3?Y!cOK^(l^F193#F*^nHatpJgaiCv^GTTgi!MFkm z5VKHZRFss@(JP_x*qHtm=HznX1_LKBJi&{Xtx3Q47T$h93$gj9GLN~FcD0o;sR zF`P9zMorM~5lpqta~)9#(x4%D*wrA$Gy|dGr1E(CdM|Srj-D~VX2p{qexpyy5h%fX(7V)wTffF-Eg}dkpRwkik6xk zmdDZd90gq4mx+WnT8{=mW-D0v1ckp67P#kRB=_1UylE)oSeuk_6B58!a0-luCK8wf z_20dJe+&R`m!d72cLzA{FenlQ)_dE&KTm@tSGvD>4;`%~#O+cWh|BfZlV2Fuu1N0M zJ#K9+KWm^%;a$WtxaPa>Sp*8NKB95*TlTc}UnDia97gRKfU#8oo_#mRXn*ci!8OwX zRmFbzrxbF~F%h-r&I~3rUxFsu-v=H{h`ZB=S<2&HI)*bgZf6*gC8N)HY3yHX$lWYT zySlm*Igg(R)(!zq6XMpw?sEj?jIu6J&+y}yRW`1*fro{2^L2hek?CEW>m`FRlu2>}b*Dgi~fp~%&h$D~~qw2eP9ip^Mi3=(%; zG`w`y&am60svZ}g6#>1bn}=YGg})(&?#K6{3U*&ZwX!nv-@gyQGgAi~NkkhdAAtHO zSYlf0i7|kTNa4}Oy>|hJ5r-YU@1`T=)sF~t8$OXhwuh|Oh7B9^KfM+wZUu<`uh6Sk zbaiPHY>y^^8>Evnh_}|{>wjrJx-LNmV=;ZsBmv7d30ZxHA32&T_@2<(OgmR$H7$P3jP@7mn~h3uQy7BO+rUwWBmiq!{l>jEg)3*o``Gtuh*pC@OkIeeqW}z zjDg2L?$KuLH~_b}K$X7JJkJ+m47{$~>&lm`RcKGn&X^3`vnpNcGeHa`^PQWMKoGu2a z3&ol!6oeHwgz>@w9+ME4<9MK~dH;$1$N{*VhFUY?Fg0K>VhEBHwVHzIV+`gEV%~*} z>cQQzc@!#x0`gY_eDR*75l{j?#cWR^=xR2g9)j*6xcEWDz))6Xy%(trH@EytJH7OS zpF0*}>;;`{{67(i8uINegK`OXiA(wi2Wwn&B@Fe`eX}z&4Pdr;kl+*;xeBIzI-Tb< zC2Hf63S*)9MWZ3E7AD`qPj0OckN}lG>9S-;ynH^~*WOTJm1H4k&Nt%Jgu7$eJznb; ziD90oCVrU1b5_v#Zox>*BINWF)bmP%j3MOcCX}EMGm?5)hlMr%?Sf<(p!S~wTl|a( z8Cwbm{an5C=(^*1aq(k-?>=NYL1eaBcSEByjElY9=7VuX5HHBXDPf?&wfZ*wXAO3f zsr65%3mQk3U;C3=gC_87P<2%C*veREk<~dj3B&m02oC1!B*< zkmI_#!aT%1U5?t42;xb zVH*k@Z6UHsLt2f+@E+nc5;M=NM~;NQS)rz1AoJNiOgM4{2w>0tb9l_2qj>QC-yY(c zvJ5{@E5e^&=HqOlCn=gZq5$5s|XyU|@5&=3~)o<6oPnC*A2q&tORDZB7Wh*5OyP91K#7$VE6f#l9CcKyFf<%L9QraOg&r%7UvXA3?k*}yjSO9W-j?u zj2k^IP#j49i1c0ju;jMn!|Mhh%^NyOqY*C+O+O=-jcHrX~(oI#6IV_Q}o~fc07>@K*wh}Eg zwZN8i950s+|2!jyivLAXQBjPBst$jVAQ2BmzQWFG)aJO!tkc1sz%{qUL;v~Rs}LGu z+9M=<54Ulfv^O`)U?2vBz8s{e6PXz6Wz5szN1}=e&cnnIRW{4Nb<@okYQlTP%>Kj< zH#aH;0b7gjm<8p_BuxyYl0ALMC8ahv0UKZ=XbcR zS7xJ>ysYfsDbC9?Gks*!2xGDsXP@kD>B4jM7;U#@Cc*6dU%?!YZWIY5QLYninWx5R zr*0d$!_3yWANfKF+s$*5$Wb?3$q{0irUf&Nhlkge=s!2$cb7EqZGiRcsV-xJkn%F^ z^Kk%GsSW0IUpWKK$YbW+agD9`T=-uZ@)`mUKImsm3ED+kc(7c_W3XV%z__)q4}&}{ z_50zmG3T2A2<1kXziu&z-~2T!@yrs$~DRpaT5 zWm10R4Pzly-(MvL8ETsJ=k<{>YERV&hXX|Kv5rO!fv3l!&>O0S6wzlmHL_vBz#eqy z^H-UM3(t?cS0@fe!`I>AL>)sasJLlPRsDx6Cr%(!wzpH=O}n#q$c$?D`lb_-Lz6|u z`FH=Szcv(?NWIDI(O*5j-w&;)Ad39kWx#WHdoUwoH%i!RM(f~ip}7h64iI%jTP$? zb^VCU^O75nUWOQPz!fk{Af(saPOrtcAWt3x*M~zGvRsyDRO-auP7xz5gX@y{|DK=b z)~{tkx37njO;mcnV=3`6v!24VB<91SfYkQePL1IRDTHWROdCKDY}+aqboj+OJ3AM? z2ANJb>w53E-9{#nAc&{N%wbxda0_N%KH*9)nK$dVM`ObP|4?}EYnBx) z&j#T%xb*AA8_|!vhn)@;CilDd+R7qQCEyQh z0G5fGX$rr%otTOAm$4~cE=_^yio99jcgzO|j<}K`{*tlVz>cM}&rj%Xj-P||xT2=! zicdPhnN3H3z^%2bs;~x>cO!4>LlIu%nN)zHK)YZQ31WJHDTYjsp>MfkjR_JM3|J)O zQ4`?b)Ql&t@t?1k+w;op3%>!dVOsa+RUk@mR{OJ1z;Ap4^6&3|qr15L@XF&LU zZTCBPKsL0m5v@P2@}{8z%=OWurOhtbsARlDDO&c-xd&T6ab&e02IR&BsWzed$aEdr z2;u}LiYSg(^T;G4ahb($-#(_}%A5@pbNV9p`+qP9815^kRjW2K~m0gQDJRtb3nC&Sh#G z1GavEh+pEdFWUh{t!z910-S^dO`C{6l}W(}VU zc9;Cqe?oTFoIYIm7~&u}m`=fds6K}B?%PeYe8eVKj{yS-d6e)@oLB&pfYzfwjeoNK zB_@o!cIndPxo;|B5^uRx{w#j)ljC2UHde4D>Qb3;c1p?7IWZLLAKz=QWK%WA>=t)3 zE$;>Xf=Qh*Lrj?v=${2)f(*^*5_HxdrR7+eb~KJr=!8Z~AKGMqRB za+5}23~j}v=RaCMRRVew+pEaYd+6yowr_uO_T1gaL_T>a77!gw$KHQR_5r?L#P^!L z-^B32*<=wkSA=I{>7q9(Xj>cq>Gp(e|_oHDbS9-jvyk!p1yW{HzfL5yr46Iiz5Y_MwM_; z7A%i(gSU)e&X0WWV$q}zspIL)fA+4~&2+;inKgsXf>{J{`k5M`s}5}6k+`|fLTwP; zbGc4V`q64wLZM)moEW5OcY3sgg zM##MdZ(JY-MZ)_9qYq)S_Sxup)nIWCJT%2bYYjI-V>%+J4JMsyvQAbzhD z5#S_fE*+F=Fk0borXJ`cW2a;XHS8C2$zQi_9g_t5s1ywHnAFw4uQ83;GAW<@{Cra9 zqWn_5b`SXS0!qKb+5c*Tj z@n~;xTIg#?c3Q8Q%>Ns$uQRuaUp?mvwUj(E%k)2+82z%t0C)|tZsZK1U9W%Ah3L8) zK9f_RFknO+o6Zv@G~^IaWieuygYfNnQbDrEpocJReqyNS=mw~lJ?R8$U!5RB@Mu|M zAjOf<;A};ozW`1W4BI`1hkK9%Gvr!ums;a@Lc*5=d-B6h{g82)EH| zZ1nxsq$h`w=n`OQ2`w3D`w!>8vur!RuX?+{)|X4!c*c~=FJ5EpQ30p&QOaN(ATuX; zPI`m2k-0b-j~sqRBfk0Px|wCb^{Ds$??aQ{k_)s`;pir(c@mnHCDiULBuRfJ4(&n> zBKn-$F4Fr^l?+wEKP~q)@w$d5zyYfg#t7xnQ9X%of>lPbMID*9j11?67zWm#E_&NKtt8k{uK+6DZFv7OEgmv?0lEyJs-M!zSFs!L_ zm~N~^c+-2)uo?p@`o*GeAV-*3NNU43#k;c@T}4PISPjzqlg`WmCOGg=r$pcVo84GF z;H|*icLalo!zCYb3MicVF-Rjeb59*52a!49^D~g~-o<(hNU!1^3JYzWIr=YEa&9u2 znm5%1AAs{`0XFl^x;{A#n+T4a)` zsZ?G7!xD#=59hK2VZk;W{mJD66;Y!Vxqtuu{yup9^4b8-wQ>JGyXolS0l$SrMBnVk zVrLH#s(S(A9g_sCi9)u&0@|&;Bun~u{$eI}uQ8jPC_e_AIt9f!n3m@Aajcfc43U3~ z<}mzy|LMt-%C|me>>4l1CLBW~XDw8MTC>C$s~mqA}f~2pSK^ zh`q$3;n3*aEoIm`o}-nv+sNDq(Mibxuf%JCj6ja10P94J_>e>#aAf>cOUZtL4dX;6 z)EClF
6i|=nEVT4c#rlEO@LPam7jp2h zi0gl_SUER+_MC=BFcDaBn!^wrvmf!hA+`s9epk1XXspFC)??G4S>#fHbbiYZn~Rkz z>2;kRX)EA5Sc~Y<=gPEhm1IR%8?dXu}S{}mgS4z7j9mTl* z^JP3beoa{Yxo^DxBj|h*6OZ1<(@0w%F}FYcZr2sPvGyE&1G=j7$R}!O`oV&^ zQOZYOC9y7i=dT1UrN$GmE#;e}!;ELFi*sjX(JOB6+$lJ|JC5KR$w6!L%dz=C zIs5&C#0`HzpUCMSr@0pd#6hkylFI4GWA&-k7sv@cF2ob|5q1cAE6n#@tD9~+V7RJq z>w-6ac0^hA=}^UN5lU!oqbv;cBTLBtPym5!?MD__VuA@|yDy+c;U2-4I$4gb+s0r) z5^uWqGMPcuE8YU)BMRl~#^2tO9MBSSmn7&LFj-svkv915&NSDVC2CZskO~B{=FSbTjWod?8th5BzhR*c&|ai>$iXbBnNc%< z#X2~Y{RlW=4a#<0EvVL3%dw0Tg+eEz;R?wd0`!-K4BVawRh0(S@4x>ZhyM7o)|EeA zc$R;TIlGAdBn`R`!3?T#TACoBHtJA=7V!d!-kOb;jlPHZn}AlMOwXap2*4Spc586} zw3lzYkD*tCr=2GAU0qj#}JO(>n?)-l3 z?&ql2iZMZDoMZzo(;+hf4mGJM5xNZFOBU!6$5C9^&>(ktX2m1pKF_33&P%;DW>P3q zp&eO(?zh}40^p7sbUMt~mtC(14 z!5F$>DTw8oZdf3+2S=PhoCVEEG05qI7*Yc;FbcUEsWP)&{bzR~kL3bd%2p^4KuRhG zIVM|v2ln9r0INDmN1~;VDi`}z%APcF^gp-l`yCVj1mr-VyXbu0E8hyAhzf3*)4!#psch%))(bwAL9}grnJP(eNv3 zD}ly=28#j-REBA&2n;;oVt}CiA?^lZVG($%h?h?oefYyoXoI7O;VFBQ>mj2}WOokx z*B%6nRj4C1e}+SQ53Q?xh^&a~N0Ql47~cnOp@x9`?^jXy=B0Z50f2(sdMX|^cwv4J znOZ7YGcYSe1C@r{U!-R&LBa#katEe1 zT!b!yqA$C?{rc-@2)M@3gGbL zMbq8@th(HddK$l?=0~Nh`rmKPTg)v>$y=-yoYV~&B$NoMQT;Sx$v8)RjOBszzL&08u9s$+fM4tarYKvb!DLEjpkdcX zFcp6CsSApwKYsr9|3>@vevPGYFicq!Td>MU!H?(BGFPeX4yc3hloy;{f9YJsG%&1j z$7J0_n*8v-nfxE}3!2@6E+*3d;Gm)FgOTxl*~`!Zhx?Uq83QqcfCTu)^B2BWl$IIF zU(Rd)-KTXTKMye>W0=Hpj<|MqY8+y4Ih=GSsO76A|o1=wZvCH z#J4f$DB3$BPr;Bq&8D@JyJHxPKjy0`VF-W18=`Ic zrd!)GVhXFA>eoU&6S@nc03C@ofmiatbNutp)|QrCEb8Dx>+7b5-2WCty1GaiF*_=n z?=K07{rB=aGU1Zm=%fITk~*z#k%DnOe^XXd=LGk>bpS ze%QqQs4b-ILfUss4vG;~5Qtbfv`k1S9;k{+Lm|ZOshOIH5GbfgeV&E*y{8UPhvn78 z;bB)A7QiBH)%O^}BR(Ka(j}l6QNV)yc>g_8UgLg!EIFQs{8!w9j4r^FGfLbpBXUI!gHI&*W6)&PFt;n@vZ zGtGt5V4*n%kyz!zp^oO}Lp1_V{8R>msiiwg5S)9GSN(N{qs_yEoRh~}+06a(c1p!r zvN-fWYE55!Mz-okC=kmZvR_E}2QK-}mY`Y}BX8u{{|c345@cm+BaV?pKZ=;}Ij~r; zA+7v}y6aCC9Gba5@7{mNAzSo5fTBLO^)+tG0F13v(lPY%B@3ap8Z(9xRIJBE<4Zz2 zVH2)&Lq_A^&}{HDyn^2M59Tya1^&7_hPrX!Pm4s_H3gUKB(SC%LKnZ}&U_$G5O>et z?>ve!*ekvT3r-$j%>0v2oP67{pwKoA;9f`J&NKfsCI=q>?d zqK6eDC>X(RXk88(?Woz#bkS_4K0Tc65mlU|@j~Ms71~xt--7by-_S9T>$r91#LuvO z)ge}z4p%El4e*2%!D&zz22KXeY}l|t3+_uFg$DdbisT4U21wvrK6AIlLflhm0M7ay zEazfFOnD?W6Sba_t^sGkthK)?^*_(Kx#$5;r0jo-d(OinxdWC_OLC?q@^|#WJC=Ge zwu~H3eirK(85_l8vZ~7+5hTCq4A|stOr}|+=6CdSz@GlYIW) zqe;^i`IBHzCS&&N|A}B97AU9+HZv)0qNKkAcF#pGlYJNl3e~@-4WLQe=s)<+I=w}z zf@hsOeDeLAOELD)zehDeokinJ(MkRMPPuL3!#h;92Cw^RE}909AYSYp7;rXA)9i&D z(0WnP;wI|7;-prn#zL_(cyI*~Mk97dNs zjdMg?YRNe5vk=@mkS|d@$|vD;NW95GxDI+te?yXbk2*@h!eg=kTuada#DD$x>-kt0 z|AK@2kjEYsMkMn(g9kdCHTo2yr{LzQLn*|%H;_olPiY14qyAn(N!siQOS(6zYH$?>%DXv3HF*m zt+U73*#_!qF)>FL$7^lgYTIC|@%JC1A6DKlShaQ4HIKYJwce6|YaykKkfqnh+*O6$ zl*=Es_l>+B3Mp+5+dSl4p$HC8xuI3Ku7>W+&J}-Xli!3`b}h3S%(nB@G=zjn0^==H z&^c7E$b|P$8-3xYEzS>3po&VpcnwPgejVsex>RtGPr2vO2dMJMeLM{%0RO)}Z@iN&XBvsxe%XZHT>uQO-FnO$e^iV`wYd#=h7S-4|HpQPeM)c}gp4y+bb7Y#aB z+2*gm8^*$0l_LMYeTk_~vnLp}r%)ZAU@+mbUlRGQJ_8gFgn=F`3xvpSnBNwZFcT1a z8)@4qn20Q5F(8eT*fWlz%SQL%o<(!dYyXfPIWn{ka{e}Um03DBPj%iiaV%QHY%^Vz zjdGLR$1$)r0|PT(9rUrOmwI*h@oc!^e6P;_J^(cI&O%b>NneF>-|i0894Jo>Y@0xT zY8b=Np|D89b%P+(xQ zw0qHK*ACs~d@Jl9eUSy-xn6`gcQB<=vE}NIy%AI6>maFMH~0KDutgHpEBHJiiKH#E zh=aJpQrmTpGU9V~(m-5ld2wd$KzxDlp~+>>nH;!#Eb?$_Fpm7eht-IKHlol|(D~Ei zIlPe>uOc4xJ~p{9TA_THx#;?BgWbtmJ)6JQ;{BjuxX`zdC%q*1M2F6DzNz;+)rt|D zhaqTehwx+ZPkU8#jcP!O4|8h^;T;Isa9|s$Y%^+YV&iQR>k2lYD93$28?7|u>yM`P ze`?6n>@*NW>9`c%lJV;V0`PF`u(eD9S&>RT!!04HYG+!{Wz8Fia4Thrlrk@!-!}I% zZe{tu+{%)<=V_LNVrO)eBVziXCxumd#?TV-bVKNvp%npD>$O;7^;=rc5H6aG>DD}g zQhGR+PJ*UgFV;7?hB!;|g#zk1QW8WGs~ZHSASRJ{*!o2XQP9g zvj~un$J_j1us?S+=ij}}X4R=xc;yp($-mOe9Ay9gGO=`cnd_Jka&koZtR2R`gf>`! zp3!`C21C*cvRTAek=Yp&d$>whKR)BlQ0~yfHImWtrD{&3y9h~YhjOsF)ay~= zOMB8g?t%ikC!a#2H>cMfY=r2+^d(1A_s=vodS~m{DJZLLL4WpXU==?#pINs%_$p0} zVy5KtZ5BV^rg6t0?BwcBytcM5r}BIIB7jR<0k~kYR*W~!VcWY#U6B_}cf-BM2w6Rr z2MIONp=`z`m1wutoHu)f(H6l7j@y7{o5Y=gKfZ~%j?$aE(_SuIGPLJ8RwE7xI+F!= zx*FBsxRh?RZ})){z+eK>3j`_0U1-hB$<~R5nX@ia^BL;u56T-~1K7RJ3l;Xm_bM=4 z&G6JDHbC5lw`b-E8yMw6qBhq34TKbxp(e~^eL$uH4!mLaG35XB^=P5d;ijH(t@~Oc z;;}))bz$zkMbuErYJsCF19JROE0lKsro53otlL0o7N516{z>m_y>69@L6y)YV_9S= zoX&s+%K{+|nMDNT8aF{OYA>JC`^f%}Z#L5wM4syi%JyMs#4%Z^Je`4>aU?0Z6!sw`vKDVsRbJ`i8sVE=HOv1C>fKGd1Q& z$Hh;YNbQ8$e21g68Hgyu_yfMpOxlv`oQ%Kfd$fGw#$0P;{)o4mVp{fc>{6>pk8t+-|OV zP1#MA%`hP)K)=JF8!uuN?yRS&*y=ytwkeN^QywF98sncwnpaE(JC!T0!_Orq(E!+G znBYx9erfME zwoBKg+12RCwgiXAt%DuZiyxQh+JjGMwAJabWG?}n_zwmXgsVU|N{k;V)7s@uO?4x({Tv`__ZOZ{<=Qdivdyzy44T3}f}i7XOL z6XW-BLz%r7hq{u(k2kGV6Epu}xCDiv=6SecR-HV8wF->G2u8xq0O(@CvVf+E?uC4q zg+u6h$>2sP8!et)70sJxCbB36ZrTc@H}fYFxJYB@ozdl7Os>J;{I-?Y53U`bLG?AT zen6_DP*Zec-Nr%60;FiV1|J()s&l%nM<24oN+?koJ@s1=0fn8K=nAmQvtOO31VAno zRyHtj-JTmd)}e%pA<|^BT242N-Q0K<-%zY|CBF$$(u&x0$IM{R3r?NccIyZ3;B?FP z=pK-gz@_T~GP1y~R4;))Xh@NyH+?)(z*KJ(Yf-xLq96-&S-FCP4#`vWnI%tYM**eE z>%Si}HeU_OhV0f6tNEn!t=RMEtJG>ETapMdbgt4(#m=_Eabu?v+rq$;9tcJ&TthPJ zcE2l5hB_)%sTeMK7e7#vrhv=uKY$Rw49wL&w5qfK0x3Z@a)Z$U+{tsI%Ur5*5<;XU zz*{u@PrV0dEBNR}+n?Y?5H2y8C}*Hk zu?E|K&#-MfJ(2k-oW)f1nqZVP&dyB)q|z8FZgAvH^u86kuI?P>x>g8EGFc#)O9J)V zh0(@26 z@obID@8FKIuvwgd%dKV7c{sqB3!eDhGz^gRSO1aR zVP_DsoI`#p@&yN_H@&w15s2%6b0usnkN5?(@umgVpklGy%sVbX}u^}_Rz?E&hu4=8_$i8x2siv5=#!W6%Aw0&?FXQmr=VG zJwMvr zV`4DjfKA~Tz~+q(?|$Vp%T*gh@yFoKBPDgc>W;GxCg0bY!cTi!TH$WoKuOZ@gE`LD z3WYDsOjCvhbO(LYN06+)xJ0J)%eC-`=A+wi+M<7|x~b@n_`yTS8JFOhYQXcGb=2ks zP}bxNMd8w5>D5dKPhY3hk~h5`H2hSIPiT$Ld|M2U;)MOy`h-_1?nEhIhE-m}`76}@ z7O3<;7kHzG;-B~N47}`-pfC!@a)m*yHpQrvr(yO_zNh%vXdtjth$}5C) zu-WaNpMA_N0(A8ZqwPQ)?JZQBl&0{A)l%U#=|qJWz$GduxJsrkS9G+XsL37u`pmXB zCBsYdhPT@t6UJvb->$Q#b3Z&vgPRpUB;|8REI8@$w}x2GRD9xHEfEV^FSzSoER4?k zR76y*NUP%s0k1S6) zoFMwyHL6!tL*YGT6mB?TltCWG3pTV2&`m+{zMZ_Yufn^3 z#NB^)sl;9kyJR?9LQg>%mo`C~I|5j3wL}=uA7Y@UxQ9NUqc1ilOw&bQ&bC+misJq#rIJK*XArZa>w#X`f@ z$zt*y0x9UQz5dCT0y6qavVhINzHT1xzpJ(f9|ch-GO!fiQ21qF89_1Q<_}3fvfP4# zXDC>a$B?F(!>op=dYq!$QAW&Li=isEvOQ$b5q(j5dC!N;7{2y*=$x)-qCgKTj*!{D z8dV*E1+OvSl~DwD8g!q$YiHso_x8;&>bp&Y_M!DqA~0|{GTj4fP~TaJo*H-4AUv#p z7LE|4{~65Ou{WP2s~@3`pw8M2`}JKh9x5_-IW9mpvBr`z&0LbTSu?33`&L0O8 ze;rfL)VXR+EZmuQ>o)vc>f4d8IH7H6xKnqUFB45RWJ#Q!Z=FMC zN*z=r`ja^SOJrLnh>viTKg+zCz7h{l47_U?V~(Kx z7L1d<`n{&YN{Zk2Y2M*Z@R#zhRm)QqamQ!+a&AlRDCjwmSG>wJA6c}-&x24D# zIXP~9aey0Yk@HcIDH&@t`*YiT7V}j=oGkVOr0UX5XPF}1^Y?pUOV*!QP49a6T$j(o6aMlpyi2flK)U4NGTHg*NH`n3)kjTGiy*+b{ z+?DE0JyrVVrk2z=XNAk`rEm~&6&nak$MakH+q#hgU57G%#RwX`!f?bC^G3>!r$C-h z^7@mR%S2~=TO~J)LcHUnFXmVPXom4Lc0^;TuE4x?OhCk37lPT08me#w<2@JEO5qA@ z9?oEtJp6lcUB>>H!Z3}0F&aom>62G_Ju1Q~Z` z3Px4;{Y=ew%bR=hS*9>!*e^~1ZKwlVPT&OoKMQ^f`zVFV3jcgN=;Bag_CmJC66UTH z*>J|QL6TM>9FWs`8@+Omj6^VLkG{OwFQT)*r8qMICO!xFE_pM8oar=mp#F#in?(T> zz-8FDlf7izfhdG1I2>f%2EeY^^!M)rM|MnKjwk5|9u!slGK?Pj^daq~Cf5_el+P1X z*Z{v7m*xRG%OcQ*MvuS5L9B}>=Zr7!0=;fa_H~PJ=jtK=FJTC0@1Qq)J-?6cr163C ziyh(G+flsNL^(Uid1Cs9cq+G~TTSnJ`Uv`1CyeK(El;CORq}7UN{WX zvKM|S$Z{5F62BvGF~5(*!Y>NB81P{mTke}JxR-3XBKiBtS^N9Rd2(R-)4gT1vfFz! zH+ORlfg5hHuc|$$QonHK-8OdV&%JmNNawa&Nm}P(ZYKVW2<=yo+1;vgh2LFEHyD!f zc^PMCo+sJ^z!>P{0rJtEZZm(^>G!R(>CEqWN^Wu;KmHgw@84!Cq{UmJIzt(Rdf;Rd zasdE9w|)}gQ5mQcoXD-`PJDXn@lQUftp~O)rD$!a#mhaL%CLv^qqaiJ^cun4BZHZF z;Rydc|M(Nj`5GXY$YcQsIgF?^;YB220+2ws371C*iiZBmnVZyzud^Qp@Jp~N%zL)M zSDzpui8twngl^j5(RbSH#BoD*9M16Z_|%B&u4Uq^hOZHsF%c~Viehl}>D8f2CH2A9GI0jS|&i-`gTR2~* zg2nnR2rC`rYb~zF<@6R)3`dRzXHlV0&}lcSWSRA?21cGfn+2bc%31(BM0v7 zD5Ovj!Z^tQBezVF0YnVm&%B30}@uKdAd^yMY%l%5-u3WY;w9gof3{%p)my5rPg=D1A#c` zyV6K)K%?#~f*O$xmYGlX1`&{+o}$8YwX(6a=|?_A22%#%BcVA}Z+{#Hu<;Bx7zBr@ zH)CZ63gCLPv^L}*n772?DTD0@Ux7O}L|mxRMMyoRKFF%xt}2`;kn+5SCu?W#zmJ1e zi|ma9*Y*LfiUK~C1>#3VAP!EomO)j$fnR8q<1HY6tOs%^OgjKcNh-yb*k{JjrHz`~ zP5*BKtg+U$`3e=YZX+BIGIc4UJUPyWO9k?_j3HYC|JjF|Yekntsa@uqK*++hAqXgf zo@E4*Fc}h3VG-s>H4vCgF`+Kt2IWxqFhAw~Y~{rk6n-e84<%q1p{Ol=beLoDdbT`_ zg*yr}=Pe&xbK&r;R zl|154L-M)bzNM8v$D&`rHZIxz+(CzXPp3Y4O+C<=_~M7ZPV)pFX_J>C&lVsI>9TU( zbVGKx=;FGX6R$_WTn@!Ml-wS`!$s%FWpeVora0`|7&TYsj^NTfx@>Kz`-3!PtSc;t z7_w_RWK{EN%A(M{!{?jGIEiYNi{{wm@V;MB0ti*L;oVeDQbp+Chkdwk$$eP_4OwIb zs3y{jEwhRIHr)bHS2i?M2y8P>Drv_BDngsw$4Sl#b#@c+YS$ z5U$5?n$vaUcv@q2H1zK@WfQMO0$6p@+IGlZsZw@(=X+DOM< zFQZfAQ7a}yC~;!j@t)sC1&n?avYC#!MjHmqRFKU>S9DC}F+`SRjU9pQNy$E?Ql=X( zkH{v3BsdP55YOpD9)sY_Q%J6gdc7@C94}oPdXz;vEnvWhU?|ZJU%?QBa8d|AOOOCL zcHX;t7=<6j=F1yJg{XQpf@2YkJY+2s(sX`Q7&5eG2lT=&w_xj*LeKdc%+eh#krr&T zv6`&uLWuhnT4VYfw%Abu39>$IIp z^vuaJQxIRa;Q^!uj=%V&K&DQBr+7R3C)wg0z`5`%WUrm-tnaeX1xde8MXB0dNKP^t zm6Ej>6?!1RN-6@@jw~AoS@9yDf^oQ_l6^ac0)S8I9@zxgpX?HQKisTTIoj>bjl9Ti z1|RZeqQzJSKFq|W)>5(2`>PZJMIT(@Mmmw2l#_$%R*qO#OT+@X-8{Q>T;0^ zs3Y{|zGB!&>?mGSvurJq+lcHH-$$Mk{d+z#g@meZ$PCFwCp<=CaE*bG|3^9vf=;E< zfH9qOKR>o-A%=NaS7NjRvku7MU1tz&0{n#gTA{HC*`lx~yIFK16aO-=0@l5&6}31C z6;&9(pkExh`zrTm=l}N({8J5cU6}ng`MM)f)NYTl ziKL4}1v)aOirATba4GulYY?JZrtIPI_p_-G^n@KmK<kQzHWvl&^ zX@^P;8c_Ml9A&!g86i_j%#;^9ma{?p^O;cMNs7cRV5Yz^mIa9qwG~tb(Db0R*N9T) zc7ZqIk1#=|C}&LZD5RxyeaQoT0Aj)}L_V-ZLZ8dd-(nh!vY!h=0KlJ9fYtHvXjI-$ zrSej*LP0)AuvKoEhdj1u_iS-lhMLC#4<70VLtf=O9MD-zcda4vF7&77c3#jQU1 zdG%h85Kpc7GSXe=v|$ITB4TuDs`SB|k9S2|hb%?T(lI#?GrUWwnnzd*a7Qg}-IaUJ zvQG@+qJ~BZMeMEoC}B6;xQ_y_6Us`GdJ*4HA%`h*@|ZNL^9O$}Jn**SFVPKS-}f!e z)iG~Rahqo@<9BOvBYwpu_64&yfg%j_{$dN_84VVmo>612CbIlQw^>xf&#=>XgKuwG z=QFUme=OCDqO7${`L`C=-D68eJ?E78|4!S80Psl_LoNskl%;n6x%s)i**0&ayhcjq ztx$Ep)edt9Kb)mwpWki!A(i2mQMPqg9GS|{}L3vq1FCs?4fG53R^6S6_ zZ8DW!ZPGKp97bTQG<`pw))96aF1da=VYpDY*7KsU+@y!dT4r+a!CP9*s^{jY1!54b zLQzirvdPJz_R)#2hNnI(2+~Y%vPbKg6N+V4*cN+m0G%KcqWfrS znLNd;0|Sl4UV`}fUsAWaYJ#5 z)WfSm=BIA$n2ndd+IR|{z0LyPUV$Ly8iSZ7H(lTTj2Ps4 z3ptPiuZJS%&rUcfIw@a}QWTaV?igY=e?Dcz7AUO{sz$|pfxKs%RtlOuR~L)--y>hk z2tAs@^c-(q(f*)e;+QIcP>Rvr;5}1eSpw>yIGU4&UiyBU!kbuT>nvaw>BfXs0@?N< z*~2Hz2>UlfRKw-USjB>ivAr;h6doj;fO2VkFW_TUw7rMzU+Qh7J7Jv{a&qMI$W-p= z{cNv>6A%h4M;#%Q5du!XC#<%_OO@y;wLOq`$sOg9VDj=|Z&SPGbHO{G*EHSa)8qoY2`7v-i zAVSsTMr;#z&HM;E>Gg$tWKD)>GYJDv!ZH+hMis)chRMN9juYO)>uud!FrUkqfp1+0 z0JLM99ps$4`@ur*A3m8k_J-p>gMMhm#yo7d_ZYx&XhEP;Mq3Y#(+Z>=b<~u&G&mq^ z6w5lIm}7|ml&yL<%u$^^WN-|xCjqfA0g)6`QT2#W)>^=dDI9e%Zb^-*9aN2CvfxIE zR5F<@znGpTQo8|lRf;vTC8OfX!pB;_+dW@kQD@RZLN)+P!M@S*}RXWG~ zGb$f=?)6uZ^5Q29J6cyR)nrl8iJ(Z7g@1}|#!NwJShC}Ns7qz&6>`sufu2D6v5ZM~Q4ge%~^4woggp);`lENpU6sx+vY3fpb4! zO=IC{77Zqbmzkg>PNgL$3{tfK8^@%DTg~(wOpUOFQD1!1iwFxSp(`8nb zof)(f@FgDKDlh1XZvm4F43R*LFjqw6?MB^_Kr9I-Dne#-6|j6ek#wkxPRS`msbWv$ zAVpnCpevVdMX4bN1R5&cQZkN2JCsN-@JG9`I=!)g(`@VYra#xaQ#`ZD9%wUBT8WEE zr3=J$uHSSM7nRI*YKi2776J}YJM8T;pHd<}vF#8k7t%Vh+#dH(=860wHf<7B;4;K9 zH=$uel@CQ^YN;rWSW#}3v3zFylh%(VU~*D@u^kTNBvJpgHYhhBED10^mc{NLCTJ4G zh$S{B5mQ+~#F)u~j-c+pU1+aIy5EPW3y}aw0b$P7hUv-6rXPhT{b1Joi}hgCM!8Uc z)-kUESwtIF(lEO0>=(V@&*`)pkk_Ixj*$hhVoCOul^%bAKOkV2tF%yyi-3$M?|Aq&R!YbjlFU2-%z&>=5CV{A=@uPgeg{`Dx;3BxEs(PPGViLkhK~ z{`jk^#%+9$c1BYVCZKRB9KfUYuqfq*1NPvz*#ucGjw5Qfu|g+-XNq%~Kgl)_c07op zdAfl|%)9+xRPv8~Z=f1n^3Ru^{uqtB;`vR)Xa2`(-)E@$USo_@XXXX~e2DRlRX4)W z0kF&MejWorlR&;!dw~Uq7mnCzYmT@xx$^w4><=WwIs$haHj+YUWvcy+p z(XlI~oFC+aEY2WG_cO%v&wy6-j3B*QaImTx7$jKoUdf~4NAQL!P{u@+XJu@fb^5Q( z`wPEB9qPYaDNbYp@37Khp8`QN%4UK0#VY0fX$7+PI2;1qL1Lmo-L-LKK8Dj8^#gJt1zix zKTlX$!8H5Cy^K#gmfPtVc@h!aE^mJ*WSyjb+mq?Xvld*;6PR}rkq$%|%Yj)KM@{0^ zN^aODgfQHYjmiK^5v@n}ui{?i&wpdxMiSofBC3$Hcs7#N2pqE?25Cy_n|w$?J_G-l zcuNx1OXmo??zbKx&Qi)7R2FXn#bhw4PAY3#ee^rg8OBGnM~Sn7`;+h1wNTB148_%z zKL);6eFR9wkwSV#76{Hxz<;DF4-fY=p)BoronZ|YNjb22b~KG%z*nS;Tuj%OfdSZ* zDnTZWm}mx!kh*z#(fZ6S{#xWAag95%tYd`iB@UJX>~j%LEpZlFBG2&=E0fR^;sa23 z2T{Bk+``o3ZeQ~98QH5~3A<1Hn8?_KY zQ!fZu!@cUvnbLfuyeyeQHWit(KuNT<%b|*_+E{Ic3?Rh06(k=-)L0oX!^0e&E~7}( zrdw|2$8GW*h4?T}`0kTt0>%(J6d|H{`0CIb`~3M-PGT`2<@aps93g)MaBP|r0p>4t zHV}oC+D53TO6Az}lo?_aPx^r@zKdW6m7M6VlcSK82x}+Myo)m59x7ZF2vAFw2CAHJ zlNUZ=^bys5*aJYDkI=sp2a_1`(ABt!h+{K7c>J*$7xai_l#t&?lmsvi)2mq8U% z(XaFS>5xE7OSfu3MXMydjqg zPb>x?%AsvTvm+Ox#hx_T?) z`}+dK9kF)vk;sV7m^f?4|KYcuvB0j=d^Hy!{+ybY6Pg^lu6# zS1^XfKM(+{vE3LrzHCmeoHW+uGBmf6M|BDwe;F+ z`3x9Ql0C7A`0j!MLkq6-N0}JlK5_&eUrZ;_N=POIx3tW^siUx>{6awYpqrDjr&Wv z-{8~wy`l2)X|M4HEVXBdSC8H;<5XT{u5XGGYXnH zV1GtI|2v`}voERgM-V z%%k>gfDVB$aY|&;sCA4>n~V~jIr#i*1ru&jk;eNgzGswDF|0vm$H?tar~$U3Rjz^< z<}iD$#9E{NH~gLr9LL#2ZaOS@qzr333i{%{ximFB5W}j)(F!RQ{|TwNCX}Kn;aUbh zp)Z1>dFbg*D4sEu(T`Lv+U^H~ijqflKNQqQ=RWRn_d+qSulu;yW+t^;wxFMJG+TWp zN-$tF+0VyCWWhRu4%zz`t3&NFK$N1akqGep!!U!RMx8S`C6^sERE)!ntHAkF|@8t`u5uj%f6)th4XtKDU;>Gh4K0#qw}|6+yIfWo*}uG-dR#>WP6 zRm)>p!6o=l`5&%H*FK&VTp!swKn5QXusYIx&NTJ zT?XaURzS67;*f!n7M)P?MWDAENi6*9uhQPz$lbM8q+zF~DWeEwQ}4HYQv&BVWsdE5 zWfTBgyP-kqUtZZIyn3S6aC-4ZGM{BomlL&Na65-nsHNebUp-3pw$>xmmTyrHqGw(j zQS7BsZ_I2D{)@OC(Ig;?$Y2s#6|eXf$AuCW;>vKE(Tw=s_TJ2Cja0&!IRcMQdL5i* z!qFi#)3L3anpoQr(5SPHf`WzOt7&e+!r7yGkMK)#;+?^>?-ceNZXy^9yuYJVyu5>U zmk|v8a{`mP729Yx3k#z}bob^$a1O+0kEU1YjZmXF=~Ymfz%*z^ zW>f3T#*0CZi2n(x1+{3@GN-?6N@qxsm>|1Ffm&1XrSEHkV#W(h6>7jcDjSp!2p!?Cz zhOmIT(F01!q|)na7|2X@}3IV>ePFpfPiv86YVr4 zLx9pp&5qhF5{_}-@YlTixZJ&CX<#|HH~!#~aGP;sViRsG)-za184Vpp;$Bn#)3QR7ex)k)qo&&>W_QLU-de>od};s< zJpF|&KrK1o=!w?D?r+?yGN9A(8G6S4)R#jrY)S=?MHw6$MiFfCHJFSV?N&t9?x7%s zdBW?pL39AU*VI^z+B|iKk>U=;^o$}z-4P&p+l5r4mSMGqi38c>b3m&k_g4V}7>Z*;e znKNKYJWfBa@zqQj*Ph1h!rzlB2v~5suE)U6^qF^YNshP;z9%TbV1I~x+&6(we;Hgs z4IVB(7t*Xpba@5cSF6+~?jUH$f#6lID$1#d8pI)^1ex@F@T!P)OB8$%lgrR|evLsa zD$~IE;@|WM=Z^e6U(1hF5lDCdnm$*d43-Ub5o(M}c>`RHR+Vk-a~`4>`574$BI;phQfFJNpt-`l26x}| zN1UX+-j>bCYfi8K!3ewA3EBN!!~(h*UJwVM^@w`nusqtl^z?9>Q^kSkc4B%kis;@z zXSBR#*KV$T3fa9uORM}Bk-7Ac)Q`zn@9|ZZXy3WFWQM3_cD`M7Bd}rWRAaJe7ou_6 zw0jXyl9DVK^xQPEdmh)m*vE>4UFO;z`q7eX+5O9;KQ)E!#jAczU6^PlU&{n3FM!)s z3y7UDBBPZ+Bdl6k8j?%`vXS^wXFIps6y(4bkl!o79L{+*Ntg@X0scq&tBfMtX#lm| z0TD7IT^CGnutM~~)uGD1d&n7+ldcc~O%*Oo?YMynws)ZzL^TcmE*S>cGJ53mq4}k1 z2qN-J>Y>9YTSK>sNYY^_0xp9@LBPZU61y3M>`L4Y()z5>ju;8jJhL5#ZA-_=!~0h1 z$w;-_XmG*#tMc^#SGom-!aX?m92jXr!-&*`chO8l`KrMPT9 zbJTDm2<4^`FgF6x<|N@52GmKBh$9qfV)^bMY*6ff{v*j`+1LgjAN)}32D8&wVm>JY zu>+CrR6QeWHif4|$92To9HzdZ!4=R6p+(qsOKYw`>_%vE5MK!(9aho#iYzc)oxaBIkf>BGdQ;v_nSt5QS ztEclR_YII>0g6f*h>AEUc5z&Z$wX0!=-3nxO_6R}v@Sjsc-Thd_s%}_3sm3N%Qd74 z=tP<$mLp93b+mr3$9XhQ&wG&WAs&(EIT--9QSepbI@O})`w~q~cpH&VbQiNMNYe!b zP*}~(I4m?J8ML`kbl*s!HJ6zOw?--gv2k`V+VtHSXiW#ReJxsDN>B?6g&RDU{I*6D zfCf?QHI+YOMrwD4A(~iU;z6j|OXU|&kZ4_{9zRV-*!@Wk`2 zatVt?Q|~+3JG_nBT%D{;4J-OaH>cj7wx(%)M5|9hdT|?jlI$7brx;$+20;@u$?W&P zY!@zRoANEsZ2WxSu~(m3zB>QZrw@rASLfQmpvP$y;#?9EVhN&H8JbIOf`zSrYRzr3 z2C)7m^cFD^oehFv2hO(VNQt?mqpDXGR+Lzh?Vz7?eG+2)+c+y!nFLiZ5TREaD!cJ1 zQ`iprF<$%h_ZvNj?=bG{LxDg0X}b1QYNT=ZM-TSGNvOjyrgo)Xs($GlQtSElXHKnS zN;4f0fqdR$v=RZs{o zAn}IEj1(`tNinqX1nBxYppvWa8jtry-I!u}if2EHH#U*VEID`To zUjc!q!k{NcaU2NQ-hQlp+zY^`IJH#-_^nFRU1mx$Sv^^ zdtP_Y7Gd;f>Rj74#wzYdkg+43_Fe%-N9ia%-HSb^{Q#Th=ry%2csb=(|DV*mDJrq4 zPyO&3WE1w34@~0&jy#;KMEWvScUK3*O6=w$1mAkr5d@c4wqM>@9-VZIRuIkmsdWum zLN2dv4db;-q)cwCP)>bC7+&Ekuc-+iGF}~@AyuWNHF;DDyY?WI-}tkxP`LCNJ}b`gGJc!#3cJq6OOM)?0}j2$Y8LQI80pkzV$x6n zjqQ3;5h;U8v?TxB^ES5B33zF0xKK@0s2P1Xl2`U!Zyq5LoKIfWW~aN~VVq7(_mAB% z9}SE{zG<(($-RUeW@?p}6(YnO(ZZPSLnCMFse5D*%wpO3PDA_6q$~Ii#zH@;xg`(G z6?JnbRN)IGGG6^s?1}Cw337LGb=BwzsEH0FEwuvVyt+zH(HvsFTU&h5+yVkGuBpAm zs*gihCe5JGHPDN9GC{(+;YRu68@W4A#vO7?ZERPAs+&RQXR0>{2&nU>~Zy z?WO(sQ~8bZro`MGx}OyJ-Tgj;+Pj40#nf#LXquDp2h8~h7|6g8riN>NZUgvasa0w4 zKHBnEJijF-j{|H4?-glGvf_9~BPlO{ID_8U#*nFzA8%=i#0MEej7J*doG8)2I| zZeMZ0fREcy2W6*?$6num4TDgNEg=>c0d{eRF?gsCj$irI(1RA8+YqB6c{A2+O52L| zdQx*mJK-(Bc|)jqfXXe?4w0Hm7D`et5&MEFD@Ak|GJz;+ttViZdi1%i zAwVyjpvR}L^c0)nCc4qGPw-b$e=zB8#KP9hHa(F$y;6RaL@yELP%uD;ntA{@aQ%$F zT+4}PtNmKAD@&ol$R)FokmBJ`JG}#!NhgT1Ya(oo!_pN)k2CFA#OJg1&ZW|YI>xKT zd8yf)oHzC5FjJt&b{OqaniQ$vxR6XG^#F0Tk|-gCMuZ~*N~!*`60)h(&BuyMekwp5 zEUrt1GD1JmMVeIh^E@@vL{?g zj?NSHH66vkZHm)~I6$N0xr#9g5~B2#S%T^)g_vHK5ouwoVc(F!jVK4Ly^p~BR4;wJ1920p@&uviAgJn zTYF_bX&aD=14*G#Y)f5er1*pkMvPvF3%ZYC3OBOFJjLIW#0(t_PBWszb%b8g9h1-? zmtb6RDzOw6kNaj&O{;*VzD_S0U4}bIT!31Amtlke$)aEr$FdUZ3&(11DB~}f{g71DJURBJB+PIfwYE| zo(BRsH*CBaWdQWs!OOVbHWo$_F2=haZXhj+~1a^RWMp&BIdFH$3IG$+7cDH!GhK7~Y4~`f5{#dVBz(>6KBxUx&(5II~^~^6GX6Z&*o{ zwzpV0MiB*J#Dxc*SVmD6PJcT*QYoatBG4LQaV-%F{jaG^h7@-%1gJDrf%SVdD)@)hG7FSeJ4{4^TaOGL>zyEfS5Te(8wjSGXV{+%$`%Y?T(y4%yd%&fP51rV+^r1 z3&~~3{2EDw4-p$v?oeOOFp?dq{&ARk_2!eXrNh|f;+1WrE0_V^ zK=E;VsrQr&^oqA5LV)ZRP>ASK>52G8~#Lb_alY+9<) z3rS1?y*joFPFWp#PvECHn}*2QcPu-Nxgy&;=4Fjc#cXzR-A7Yh43zOs)a^7Cn*Od{ zPp#AJ=5gQ_rX8Ots3mbCj-e)2cyQaNW&B|$DePe%T7-6>y+~$~gbLUyH|ScQV| zcHd1?9=foImk>yrSr`XiVXHW~PEI*lT0NOS53N}G2z0m1I}A!XOPfZ&x@yUqudMQKc%|kSB;Fq;b?2+r-)!BQ~6T2l{Gk z+#y)U0t%01%c;DgMdWAyHfume{EBZ8jF}5`!CNGz2(?;1Zm42+7{3t|=Z}r3@pTqY z1g%C*XE^)~EXF00IdA~GKtuK|;16R#OfXtiPc(0Ko-R%Sn3EFaV`nYh+U!{eiI6gJ z`d}^vE|o6Ww2A$@-;iJpSZ;gJs zSjRYeYv?7@kb8p|*5|0kgnoUWr$bvOVqs;kQlu^7mB$Eh9l<<~diBI=!+Nihn(E1J zqC(pA4^c|vgTc+BYx@#*Z*%)A-;XM?UhS%Cpq%C@CqY5q{?>wHNOfyC7t{NuUd2iZ zQgEly1<%~PJ$LH_^^Dt$K~nGNtpVN(`E(^j9HD5?0%JS|371*|#r_AW-HPu5{;k{dm3(GC~apWk)R!R&qxN)vixXWaHo zpx7XCWdKG;GR>2A1M=C2!Q!JD=Ah_{U7=`5LU)gN78_!W{qOg+etL@-$%pVR>5!rA ztm0gqEHJ32#`30&TU;?;=%;(#umC6m1yC1YhmR3_p?L0iZ;5WkL#S4YR_eXUkSs>r zvu|#wpHgSEdcC;o>5JPvUMWwp>Z&|G`}C$XezI|%q5xWSOmEX1pMrwZejg1Ado7TJ z6kugCIBpnT-2M(d4f@JZcen(mN@DMjCvzN0o8;O)O^fKxk{^Bga`ziv$j7?Wt~yso zCUnsgXxSgUW}ZuI7qRinL2ayDYIL*?BRHBP&-*r|38yeItqf4A4-hfQwN+jrKCM66 zRg4vc#QJ>C2X)0e3aE{V7AnDTEpfXX*PYjD8PK=Dmt-(?F6RYdxJ)@938oR zQ}=Uu#n%y+j5^vvHm*aYVcIbQ`dTY0vFa>Xeydw0wtAM6Yid|6=+GWnC8hS6kPg|8 zXD37{SUe0WS*+v4*`P>Z#5FPTv7&ua#-_&nIkJu88t)~eK{%qAo>dww%l@tTFOPQXm+CflP9bBXm3^Q@ZDh#a&%7@qQJuqn^d39Eg3wg~lPE9JSvq<)# zs@fU4DQlTrjkFc2IZv`j3NwJXwgB*palA|j6^Z+#C#FZDx}u+zfafR4*6R#6ROvUu z&(7_lj&xwdyi8VxG>w_sQj6+2c$d1f=`MY<1cYGIaCQB-<9%jJIb|)zr?uJ%~LV1e;l{ z?y31|$34jg^S*`h2kIlI0wE<^gwfeZg_?ce=aoruF4Y9? z6&eSEnVI>lB#ES7*d=8c$@iGLI0Ed@+iY$dbm9|o{EqY(B|hp3V7JEj=96|B0h$(X z<3FRCWg<54xlC6d_MM<6Lh@rw%wJaA3o2;n_0fJaX@^9hf~$`;t1l^8NqRafriOR2 z+#;f;AcK1^eKdN-Yp11w-xFp-L@-iR{=~Y+XG{EBRil>A=PxrQTcuK?mnpo`OE1>~m z*BMj-LLQ)JH}*~YI~;_Ygx^AF;c6oCZz`u#h)SoKT6U=B@=VIVG_z4i5jA{TaxO%=gT*WBriGF>q zDChLc(iJb~>~9bx9pqbD2yRQMK?SBSP*pI*>r*390Jgmt@q?Z3gS>z;6+e5v*r_|T z{HB^8)eF!o^zcMOQw%tdF=^w7Agu^UXSpM_WRG32gI+4CMlV+tQke)E0eKK*c1Kdr zS@l&|OG)!Fd?4frMctpvdM&?BIz{Z$F_P+7bL#Rr?MY1S|uD z2Wdcu**)~0WTpU6s=2S4YZ%z(@gW6<`7TMb`y3?%fQ^Di2;de^wB8>^JVZjUy{I%i z*kLYg8m367pF8#9BIGjezK1P4>DmzXer}h zrRUnc*0^#b*lPhN#(iMoox5DfIk_hIqBwYh5rC)u$Zg~(l_mlK0S(K*i9GK@4O-M- z*NT{-n2>DCBPddGWwxuw;WS!I}cs)SP27wWZyGF0joRPrQIZ*<$jpqa$W~TD z$|mzCD)e+k*p|LDN4N8)BC=^Kl=PWKIM6y`@YXP*L9t9 zpW~+72YbEAkEEyhggnzU>|#YPyCbJ@Y_>js6nlZ|Yj02ehV)G|@#cR6A?Em;Jnu8V z857TsDEs}FWgA9{>3v1!8Cb|ImCelgU?D=7BS7~*dP+>G8EcqL?+s=)NRt-8K#Zd| z;NhtMT?TuwNwhb%^a5{`c)q?wv_~TtC$Y6eQzD}CG@+mUs|7(>`(u#vlfPdqBR^@4 zHX^|#y6GUf`>477jPgfgiuIhwyrt*keh>w*P9y6!Qe1cbU#fZo?I43FbeFw!D7gd< zMV4UZ(1xE9sd}O{12OT0-;Sz|NVU#v?O#Lg+?XzEnn=6P=<5p$byA1U8190Ia&Td&b=_B5EPJFzUjB2^<+OyS3{hmZWG1O=l6Je7=!iZAu}1RgD1r|m@DfefiPW5kav-4JQu^q+ z;G5dV_lwTr#it;%wITO#7U6gr+js1SiFa~4y#$-QPUv8H!S)0+_)kAi;S4nhpoh15<5uq0K6h!Z!{0BOOof5eiy}1+@32}w%$<1Y+ z_4#!f)}Ee@H;9YVM4Katx*t76L;QUG?;FS-v=ObctyeY&m3~#-E|-hntjYL(WFKpz zZZ$uh?7k~+40L%l?eD3l=}Ab+&`Mr0lXy7Hc{Z)GTSuGoK;*=w!o1kq1v?{RTC>u1 zy3f^x{7}5m=~F8Enx$lZ+E?Z7#}Do$%ilg;>U-Qj8FYu7I;)`IDk%IOOm{qWljE0) zuJ85GC$?j~7MeYkx2 za=YTl=$PSEBNYQD)*R!$f}$e56P-gty95OV2daGbqB}~&)Rc>yV*1M$8cj`2^tGeG5KOEy`7+OL9-huX-JWR4)<0^N+({Hq&n0zUO-^P*e2hY7 z*8cDBm4%g+W~{6#N!->`L_}m2WgTftadC0petueph789?KYZYDadG)FQm15k;zU~W zb&MfD1)+xYQgw)Xi|*g6#dG+p2QaMd?fRj!6FLKfgEOm=evw#2O?d>?;RugjE)HI^9QXbM-=;zN48HX;g zf!dIDmD6yuvs07MGfH^$aG>7wWeJAk!n=3u+qci#*H_cqTPi0vcX4S_pCqnGX=80| z`JOGkQYhpFRp-Q3&~ zZrlj_@xzZ_NNBI3BFDLN=Y++?UV=X--o3j$BqSueyhYp*SLW1WYQ zV6*zZr_CRo+EQv;*XptGY3fY=T9c9-f}Jy!9xW~H!t!#{%GZ95>&XF{5#-{E7g$(W zu#}irOp$u~cFb0hZR@Nm7FJePZV%<{TP(Lb(LVIRxM^>H{|&1-D5R^ue>e8`vj+tQ z>FDaJySeRSVq(G|>d;rO4r^&^^X}ij17i$>?W+$QIIw_KD?GI8<;VM2?{)YQ5{aCg zoS&aRD`ay+qiq9nm&xA|gk1(^X6E5%0o!-%*g-=>6MEwY6J`*m#nHioMPf?5>723f zygL&Fgl>h94P{~-QR&1hF23!}n>RYgjvaAy+zZQ(gp{;LOzfJZKwR;kB3vDjrf*XH z`-7QH!dkfe8<9oZxKmrJ4BQ)q-hTUU+6*tgm3+QVmgQXhvSZUQ+fS>YB-hU$+8z075J`Z{awpoeA^(yCfp#&GUqZ{&RT!F zP=CNa>w||JG9%GI_q?K_^vGO(M?T|+r`EBU3*SD-Or61gPMP1R*E@dY!8;7K$4A^8@b>SS zee&Re=uPHZ&-Pg3Xdn`7aeed935Vr`RZ<9p*N8ny$I$Tb@#D;oyB?I5#)F~K^g@WD zN7jgrbj_@~s@dM_OJz~fzWQw@C6WCutr|FoX9Az~MYyG0!QwQ&d&dk)dgRh2l~TLs z3^Fn@B=NCo^rvb!yE9~0dwzuu-pgUAw4i|Tt8Vj3Dn;lmQL~r~G3vZ|QIb@3QCnNv z4rXTZ(DQmmtBJS7Qz)&EMPQX+Y2#?n=_Dsh)&QoP)N*T!DL)A&@#i%)!kkHJzHcCkCD}p>?eUWi(V5G_msyQm98_hu<-XO zX3M^xF$`}(|k3o|BmmUNXW?2@uIf2wq%7Dg;~_f zN61f&Eb`CrENqPCR=1oN+f?~2kJSbToch@%;8u4bTeWkloTU)y-V4jDRg()v4lfqu~XV0E(kJvzyr^LiW-ir0f zwv^^O(>8fGl75ZB!I8CS=XLsYp@DLg_6wKCWiB0@!AMMyECs`>?JsU=Xl;#AtUo&$^YUlj`x&GQ zmnMyaQgH8F`q_Sg7Y=2gCMPLLEp2U@CMHaFBXS3~^zBDwp>! zJ|Tgsn#81}2;5_kS-T>8-~a_%Qnhn>div%`L;gdD4hhcp;XPNE*l0Cx@U$?EEDV*D zg?qk0^h8CA(}tm;A)CTmZIh60+n=K!KW5Sju`w});d}|MyPz_RQf{Zw!QJIgCd&_- znX#iN)n4w6>B*BzLCh70slU$7dZWfIaT8^`^AC5Z^R6X=AzVcp3;O`$I-$&|1mxA5D zkF70FH{Uz=sd;#q3yB0W62Y+zuAa^kXpE|?tTdf7IwKWe*t)CPo^EpQ%eQa0_x1HXs;IaU z8yjo1T|~F4rbZg-*J|!S0v9SBoNe=hzSeCI^j-NrP^RfrEq`WYkAi}^hgEGg&&#Rc*yNYl1Q)Pxtma+m*(qd64P@MO~u-|eCtj|8r#~&qgp50v#qHqT+#Ni zOPneB*mF$~fHcSNPEsUq1uk=QbCPRNBHR7{P-wxb)Ihn>Gqb)PT-N`@zKKdjk$-G_ zylEnP4OwtTHa4m(=PfssXphbWE*Ki3e`WlK)IDN(2iU(mxCR9&;sss@cA!6_11OYiIs5jmYRWGF?jF|DYrXLIknu&z zhBKStVPRUc3cM6b0pD5vDD@0(hJ}%7X=z>cj7>o~USmhcHnrIPHPGzcf=SiauU{W< zrAq3&EatiPMMj^I?o5=#|0ybr5Lyr_Vnc%TXIu0q{M4*R^7CVVDuQNO^ePu zfMVnju>kJKo|6bG!Noevaq;?aC8JddyDYB6K6(2SrzW2+tNiwr;Usf1{9S~&)Z+Tc!-$#R-tED%3WGo`U>}| zQ}?IdyvdBD>ARu|;oWlOy%#<`{PiU#hfg_hLCwiZU0vPejB5gAIaeEC(73~yGjFvR zX}4{gOqaaB+?&aT!cY|j5+mtlLqk@FC&aMZr-j7C3_beta*$H#Z3U((>X#1TzmqrwJ?+`w2W_F~0Jbg+_$|)$&0W_d&1yI}pj1v9U-Pc#9tfIoDwf(kiEaG8oQb}1^ zBEVg;$8c5R{2!QLB7~5H)>gg5b9Yrk4AGURW4#a8T-G|5XYKI~I<~fV)OG>SG2pK_=;0TF$fVOQb7aoWpkO7z|EumNsqyb8D;@iDx& z*R+0la&nT)nMd`Kfx*$E`8A`pPR`D>KUnqj^zw>}4IFG*{~Wnd!be?r{AUq}UzXw{Oq(zn(HX>xSzG22<5Ny}kTc;9%!K&u$dI>N+~+swtV3TJze} z_$4Y_!rJ-z`r>6CJh(YHXc^s)st>Ju9Uz^w8E4$w`1F&-#{PI3U(|9R*-yj!^7ZQ| z5mnrg%642G7%<0?685jP!ciqoIH}R0EMmhBaBc0?!Jc^W5u7|!mI`(qdD+~odoC{N zI<>{@A>Ig&(fUl0@o(S6On(s{cqhbO=lp-u+BfEsC(Uj9{_c__{A{SLrMbCI@sYKv z?8_S>EHOqClaoM!(MaHA-@8Wzm5IKmr$-9JWhWm=R0sR?66#ylF(UhDAT&+t8| zIP_xT;@Kr7aToyb89<7lcQ;iBIy)I4(Ap0MA^5?59yv7AUE@|_!>^W-mJYjeg$i6N zAw4}7bC6giZEHy+)O>618BI%1-xbfL7*ZqpnV)iT5!~;jB1z9C)&S*m zwLX`iMd+N!fnDhy9=_JoV?qi=P#tjP92^{!l9AE$@{%}C&DbvAE^y!g%dh#-BlsK% z>najBFk)%rt5;MtH8oh%hUMwEiFkkD-0ZwOidU~*(QMs1;r_a%g=Wi^Eg)Q)ASl+> z)}KCqCKD18g5eC;U0|nX;8OGPDbpGfbjNk7t4JCVFk4ts@-@n|rCi!~67;{Ti&2b? z9;lswNWjlM@7}4?T&}A-WT#YCRyI)WE2O~10Ip391NbsKn^Rawi>+0+w&og7Yj-Gn z6ufq}{x=;Ror3o#l82|Kv7O!Zh6Xj_I6yD9|K@3G$|5ZzWAEu1hkZ=6ufvYgy1Tnu zKflC{Ov#n#XxiZ5U@2S|I3O#_i*-k}fyU9J+fZ;8zOdk3IG+M;Q(RoUYGQ{K$pNY` zsZ?JJOw1QQBaW7<4LE*_(2ZVkeYfGyRT_$%fl>W_!52Nv|Goq;S+)x`yHvE zm5D+U(9qYX-@aSrB_?0^{Q7RQl|z~W2f9QrybP1<>uaNmii%PpJGy(ZNA^enr>~ix zc6C+L(xTww<7*i6KIQHni`s7WW5>4RpTVs)Kmp&eYggOEQ1Z>2O_0Ya&o*BO3bIE6 zqoB0(Fjkl#D**ukKsdF5i)7Pp@4m)WE?#&>Bo=t3rA>-Ge*XN~($S%f1k5(Ufeu6Z39y9$a_q~W2j;q{(JQFX)}tM zPB}YMg2zFpqXxkimXNrTnaPbPZe(J@ck3Eq^*?^RL>e)59;46+65aBd%}8aBQ{gYQ zwv1WCGXmp*irXW->m3jfRbQ`iM>QmVbu}{)D}DkKgkpl`mRg#2l#6i6dE zd3pRMf{5!TCr$|X+@FFHCgEqc_g8LKmRg0!2R@(ssZxOfIRFlcfNX`c#s`IZ0%hL! z_tUSO^8C8|dwtFK^TY)I$>%|;^RrHYfmOZd&?4%*B!8Kd)b}PkCZ!jM`u<6Sr`6p&dtpU^jXvf?zbb_4AXopYs;^xxsBGc z>5B@`6d<6C?eF1Z~iro0bG=BEp=pMWFFv#gER3g5nP5zpk` zcO!S2B3k;AE2k{^KOFfEKNL@t`7(W&zjfPO^a& zn;02&xxFRo%NAFdQSFpi#FOva_^18p)6!z)sA|Ft2E4t!6MoxpkdSeI)>Xh{jZB?p zZ*Q+wpBXS7*i(|*`s&0R=A4HQCCkO_S3t7GPF^xIGh6yOXBCZ@I=72ALOFOf0d>&F zCeFZl+yr&g4}Sgd!Gpc=@$n81oBH~alTuPD-8|HFVub|c8~2dPaUHhs;q|4(J??cv z5eaadJ8(i1Jz=$4MFB@F&NKKXzBji`{yX$+;U~R^oRtTKy54l?6c@%QI3P(zf#&(w zQKQ#{(DM8D?^9*wT|GTvSasylr~!IOa2}fl)-W7xe}B2!y1Ex*-dV-PTVa2w#iK%o zu?dtnyRcBCj9Xt{e`0FN0rJC61@AqOO0%-FF9W)qLi^s9mX?MXR?$KJ-0*Pn(fwx_ z{W$e~+DCpjWBU*$W^P`|lx0e$Os13`54^}Rygm2v0J zs}N05hivtE1-R-n^gi=SFK$R81n9zQ?&RRGM_xonN2dX9eJDvOv40~yHI+vBcv5Fv zv1j!YFd$A{UEPIWzoI~^u3fu^phZVXNeNxd0qy+EpSbRT(|Cl=-id#0kzq}Mg8u2# zDIzicW$>vexJmazJ5?wsyDcm%3{*^fTEKJwA@=XzPb?31ufd_LtL{Po!j=Q-wQ&Yq z-~EwE@3;~dw{2Pe>4&84+uXhi@7{%&as=Ps*x2}KZf+Z~CSSj5T3B$z#KaH}0tw$L zFE7t^(2s_Qe8}f$RZLGzM1UczuC8XmrNG690Yn1rk4;ZUef#E7xc4yb7JzlW9dkIV>nWi+AOj*lGlY7v)qmM-4U$_m9tIUw;l$InWfCpb54=#`@Zmy5d9<=D_*wcmi}G zBjLSA!e5~;f|Rb7y6I=e3eq|%C<(4Mw`W_V#uiKENFc+vzcS&0kpsQ`DRjP3+?0*14FL4t9 literal 0 HcmV?d00001 diff --git a/02_activities/assignments/top_12_stations_by_delay_incidents.png b/02_activities/assignments/top_12_stations_by_delay_incidents.png new file mode 100644 index 0000000000000000000000000000000000000000..b8bb45f12d275c78d2424f6bc9721d8a3edebcfd GIT binary patch literal 111102 zcmeFacTm;owk=9`Z`;;3bR%FQ7zipk3P`Y3ghiB`K_zF&8O#Yu3qg{gQ=pfUe&F7_fWOV7GbU5`of%Jjxpxkx6UZbZr!|RGYt*R zR*KvyH5!^tJ85YCW%0|;_>Sr3>UsPj<|3oxqV8bs;(pG_j7I64%LQ8p7h9|I``pZ& zoUI(}1$jhygt+!uy0~0$7U$))`}YsXH0ME zt4>wlZA##x58+lgZd%vp-S}f~@`kdBewO8Ehn5t(=5Pk%#@d6yDsS#D#X7T3HeP%R`yj(i+as%diCBiSIu-aHrX4N`?k`?aJ?b(x2S10$WG2YnT-u{STS)q@Qk4CaQ{ij#=8k-&t?qLtBPiXLuc%@rx z+nLawtsm1}Sy|bYZx-<3$II0-ll{i4tE+=^J*CcVRsR098?GAE*VfA3<1rK{;Wc=? zkA)?kE5@PcvEv?TzbB=VZeu!udyn$G8vKcd=Ba-`KqCIc*I!kG12q8|XC9s?Zm11T zsNb-0qfKL+WLJSju-jx`wxsvmp?&+F4#eK6w0EEEYwIeqDYEYsx9cjT486IpFuP1; zQ^+u`^4lZf@#tj)cg%#R;J};v#}*fc;)QM6xtK&R>}&YA6JL^xpA)TH(?YvS9CAhM zy6Sp+C1VmcgtXbNR6032hGu4F_Vn~#(YnzgQ2T^ud*TPbVsJ#S*-`sJ@b zm?S*T2%5h>Gu)i)iYL%mV#GK6m#1!&8m1~UxlZ;;-dD89#3bdTW7Cl%ENzsnCpbiXRkxx(MepuH2 zwy>bfS~NS^FRj2Si%%gjCdWfQ6b;SVCP9lgt=Q}WvmAO(t)yt3yBsRa^hY%09zJ|{ zJ2<$+W2~>jdyj~1Z8$5QBfcd*7O_PR>Q;w}D@`GK!wr!LIn=M$e<}$bGnhLF2Y^D19`;E)p#sx|;HPRE@`+YkGSCyiL@;IeT zE3Mly(q)60@kjVbM{e!`ncH$+A$JNK`lS{Y7OdvRI&TLBiOetHaA=mfSou!X?9|=U zom;hPEu5Ez#Tw}?FWGa{KFjIT%cx*kS=rIoQG(MHDqN zwTeW|cU^z>>>0U7fBkiqY~77*O!+!3tixD@#rHQ@3T-uv*}~%DNTc+cMgRkM zKA+xGM_Pya4ftRm-TreeitV~HOlpJ3qmHy?rk=RA*{st*MRN9TpXU%$dGQ)0~Ii zjP#Ti@EDfer9by$-8BP4!?t2O{UW<=E!iMORRj;$f#;j1Kd7pzj&v1e;+W=cravOe zhuBX;b6hW$k!gMXX^y*n!v~th+0Dde>PG9ZQt;A6oOy@-xbpMX)^c};027=;H3UU= z8FMRyQHJrildg?Tkf8TkI7Jb^5n_3Tx02tGGrlW9?{p! z{QXX1b%Ko&CQX&TOT{_HRdH<2Ovl__C){t=vZM)7Md;OgeBt2{?HpT2pYCEiy)u{d zD+%kD@!e&+ruA3&7A)$w{5XhNGNZf1ffEtj$jIo3R#qg=$O9Z!v-;TiiQX2(J@Uz~ zUA>CvW{3c<)smv5nW2%+6(vY6i(0OsRd}6RRd3gU1(A8bb{ydP);_ za43Jqo!q=-OY8k(?i!EI{^9BAnSQ?JHrb@FpI!}p<`a~;aN&{LL{Iv~i!{BJzWNJa zKdI-PuhA%VGQ-C<#-Y>|n5+rdS!C0}V_51Wlb4rwM6WOnpDfF~A^NaG-;>>Ymhh0` zKHnZG$4R8WeS1bmM&___rH_-dvwCN~8A(x^*?OAF%0Vk7)Ia|Cqbtwk27VzGS&E)p zPvg_eaP?Oa+?sf}8!saEJ}xgGML^XGV^`t|Qi&F#s7SB4l)ZR@e=k(x_GY^iNU$rm!btli~kM&_?F2mGk)z$PncXFtxs36oS;+Cd1>x;)qc&d5N zjq!8zFyNcQ)~#o%uWuD}?fv!FUt4kv%jtgm?ZMNh$9t>%jVC51@Zn-{nXG2L#WSDR z)*^@)iaQV9vF~}j-@?LzyfY3{J?*T3x}4livUV{?9Y*HHyODEL$=V^?3R}M2r%-8u zhb=Ox-Nq#CXRv?&ezGD{12t_~x&>TI$J&g@{x&7bx-NfnM1~y2qP)a4CMhdLakpmL znLo&L#z}ZGG9AGo9~4|aHphe7aU4%l7Y0X1ZJhf72~1kkR8N;Wed2l{=jHt|RQAqf z<@$QmtVPh@%Js*(inP_Vf+rnz{ zk&L;bGLK*Skzx7{(=ic+!Kh>I_8A?<)+IPBsiG6_t8WAbOD)z}BImvz8;czg#TE!7 zSDD)OmbIlshWSm5m6EtP5_#Cy$ac2dp=vk6IDc$xtXgdMt5>gf@twWs`2N|3@)ydB zK0A!pMmutkMhjU{2V#+Jh5CHw4G)TnzMB}DneX@C3w$H^b+933a8xht%>G2*rMVY( zb_?D~OFL9PB>xKkpl)Cj%q(f`GTP2vGn$3RK0Vo25y+{XlO)!d8t)f9AuO4WM9_6U z>qX$+RBtXD+>MYia!tglKZrQ=NpwE8XpAeexs$D5vIiGLxj2Zevb3y>{CBbUR;BUj z5b81aiCqX=d|tC7W_J&%9%vXXH7Ip@ftR887tvC_ zUS+lU=40>jL~=iDLUdMt@`i!Oz_K+a^>LT$tt}MF7)GC)nuvW64IC(Ms3nPdB>hft^#6U_Id-A9^^4Y%B1Es%^Gk1}Zr=nh_YIQO5{ijc6 z9ospjq@=7?bs}_{SFfMj{X5&ur&Mv>|5ckgse>O%I5H0mOtkW(wtuygNTn=Oo@e7(6-mwwu4>t|mqf4J20 zO{|y*n>1xR?E|cOs6YfRa!k!6_4<9}Rz6|Hozw=>oGCnRfE+I>v2eJBG zz9WZ9oUMAleu@2Vgz~~sFa9XS7k~YEB@pi%Gx+Fe=^;KozBbm>R(piQlEcGOOOsV4 zpF7f255~kPsQIt0xaZr595`^m&?K3)fEtjHkZ@-x&il<^M?Rv(3tYJIpn2q0MZrzS zlDqK|>WoLRs;MgRA{pAb_Rd=fmivA0-k66U69ABR1xtLrY1mkSQ~e@V%-MF2bn?f9 zm8JQ;X0IZOJl{Bec#$lwqQ$yXDUxr0!_|Vj_Sm|D1xf5y-7urR?5_1#VS1}Rj3X0g zeDk(#%5#wg1qBk4l4b%?R7tm~0U61u=R1)4mC6Ps5#73q?J|)A0zTlhXq6}lY&qHQ zx0LKqby*XHcNT?_AMQY zv$J#9y?ffXyQ$xnmNF4MO9wpTL>)=8Z$qffl8S4#;1n0vGkI~Ri8J>Jbz*3NKltdvbst!CoahmA{rvV1oJ}R?F|3}|;>@rX%PX9R+jNHyxVyXGaJVvu;4&PpZKUer zQn(OVZ%R!~O>KLJ^>0m8VQGk$magFs*vXqiwqQU@Y1eNB8@l%fP=00gvwz(%a0W1R)oy=6s6uU4~D&#wLYs-~u9;2mP2kjv+{E{zMdEdF&J9on_QEGlzkC2rif z(Pqbzn2<2@^%d`E0B@yS$CDe|S=x7~NIXPz)M1?e^5x9x@Kt&N?CyTrl>(5*P+aei;L4OW;%@QqkQ5!#N8g{I@)ga`RzjnX%Deu$85g*^(V@& z_=*0iT;OGrL6HrW=S*BQH15XvuX^4WbAB;VYV0-41`H!dW%gf2h#Jk^ynVa2j!q=` zH2^d#M8$f)x>zaSGV?dFQ9%|<7fKyJT#w*2ws*`@PgU01Atq2=&?pr%_73Z$fl#)v zw3HhC)Fc=%)3U43Dq6%YdU0;tW=iM7i@=6p-E!Z>;neh?@edyou@5#lyW+l!g{a5q zfB*gAg9rOiMvo$f04_(6CkpV}D`NZBBHlM*;PJ}htYGb1M4*6Lykd;?YkZ?%nm(UL zKtK)gQ(>;!24{Z;x1aOCffMJ>ohx&nj3a=iQEEvMmxp2KO_U&qq4Y8Wk-GEX>rhrw zeM&EXx$-7n+QCSAqOT$oXetBenqdV$6E-q>L{jbmWzjQNza(dQWyKXh9H&kNh5zPX ze^tlfL*9A-Fk^}M_jPJ2Z>cm%`}pyTM&9GX(|U_z1&!9zgAIcn`*5icM%y!UE3Kz? z2L=SRyyC6OIw%{IBszyU#@&UVQs5V3V*`RLu$)J!k3>^ovqko>YQm}f`LAyuo=l(H zw0W}{0ITcjvgb5EO6=L;7FlFzZ4Zyf1W^KR^j3IlW3|qd*!Ob1&?&MGmqHb;=*>*| z)DWX>*InF(@+}pA9%f}d)zs7k@Tqa?)K&7!_~vkSNngH4E;eFzAb|G>B5F;Zq=W>y zvjHZQ+)IW3`uXP(B>xgokqdtvFMmn$%Y&-8guvMDeQHznSP;L=UNc9Z1<^t_E~1Q5E=w4QeBF23V9 z-BHu0cHBa-1T3G3P^HW0|Fxc@2t_>klz?nyfKfq=VhQsgZemX@RjsY4_^&Rc_Bv0z z%RAX9IUifI_+fZBJ@laL2)XmP{`4pu0UD4j&Hy)@LA}rYVwa>>VSA3DO~(^LceJQT zX9FfjDY8qhEl+nnI(LN}iNAsK@bbd+;Wfva(P~o!aK^<4>ku z>^-fhsCavYoM2>k*6!#}K!oXU?uApOHpJ$e0`$u+3@br69YhH7hSc7Lc1R&i^%cI{enXGb45 zRgF3`tMqEG!;{dg#+$z%yo0brw`73mn1&pbKkvA-i;LGtQA$pZ0$*p0%AB8?ntFk9H4ulV+oe*HY9A1B!P&`40H;N59K=JH zss4QsM7(YD8AcUe3`6)N-Ge&0hUMmX-^itCMfMLf!!087C7N1x0bmH4ifpt49D93u z)Fi7ApBRSj@f!D~%sTcx@vJw>1Q^pOWUpMDZK&6+ z!zAX!+G)eU%xpg$i1Swk4^?CD^R%H!61HjcbTarOOW(xw&QOm6;ZerLo@fjxRGag^OLu zu96!zY+&oAW+4TiK7Rao#>)Bg=kFl?u<6eqJa|xj%*2j6)Rc}(=dBLPzKm(RcaQdW z_NU=M`)2rVsb19bp8JN|%C&gZzULj`9~xHHP+_~+d2Rw_rmp%OCEln5wGw7WDaQ2@ zw(AmV^W&}jmQcAerypQ~#HZ9TXNd#W0ltT7*Bz>JZ8Lo#Sib=OKxV|`$*Q%!i3Mf` zLW}vWE?D3&;dX)Wi8ph`>aXDaNO9a&Yhq$jE|tcECDxf%FRU&(V>`Y!A0Q?B9YD5cUCh)|5`Y= zzSiEO_JwI@=>WjYh4|qp~LKNf4w&K!)J_sRJT8Sfwr}@_Fyev+h`dC<@SE!_ZVnej>tMlH3u4K(@4sBt} zUUnLK!_-^qTsu-qp234VfbMVtcB->bs&b}TVG%jJ!LFKbrcK*8S*8JlS_T^qA?wO)qGULM2E_Sl!hts6ChV-5qy%% zr094IL_0-vK{pn@6L=eqnobVIs9*^WbfI0hNI=I?;SHPV-s0Ylc{Qrm7mXJ-%}KYkvh|W_+2oVD8f$7~)|UF$T5(IJ^RQr@ z2K-0zN}Y$;Gk4u>4O5Yd%6g{NJpMKRMDt_@psa2$GY=cLUg4R*J;DOVxDcam?EmLb zokBQCQH(n8n57ag<%OlS8(9PPKwwH(w60*^x-@j&I zdT17Fr_VS&Gt)}$$R}s*EFD#H5{qZG+)+L=Fd9_OovAJL>53LYNrF3F8P>R|84Rb-cG$Q%wM~Ynw z2nZl6+0wrQHM+{&yn=OnGB_?PP%sR&08&YW(Bpll_{d}Gd_cCGq@*M_bwKUI=x8SL zZMSeg%3>kc5e?_=&Q9F|^M-s+8=0{BB*IUECK@!Evv=suF+3(Y-{UNDf9b_u2c5$0 z%o35-2aL??l=?NXtDToV9#}6-m}zT+m|9TGatCeQE%1DB6}*Jk(s&7XkR6si$21-h zIUOXJNW3&)K)?~MKmYu55wwu)#2Vi(z(lyjVJkNw24vZ0zER6D5F1B21_z{3;WcYJ zfx0jg8!DvbwXz;rR(*N)Ykh`yGW&2>SOj3Y?s9KaiqhWo)E}sd*d8!)4ph1( zD8Gi4amsBU!dO(6BL|EtM;2+@FXn)vtlRdT?EMn*4pf~?xou}Y;R_8-BydC-G=D_$ zD70u~j#=W!d3rWL!0aV!0DmgGx9K&c;7q(cQLAdEwo83GPPn_`7v}|{T9I1Ed&{-S zt^;MK0IQ{xv1yTGAIKuz_g?x<9|{K$?adjQnS~eLpCFfkFe&-^1Ke(eU;Wg!eT;th z?sVL7eMWB(=VN=oXelv?yF3z&a0!$P%+1X;oMy|}e6T*@M_D!SDutHwIOT-Ax2YUE zKN;PgtgtiSYJFs6qy}f&lZC+;h9O?PLOB5V^f#eGKMW(j7J2HI#e%kn8T%ARb*}fQ4msX8A*00l}BUS<@ z2K<%mIZ+#vNC?1?zpF$hfI(zdW${CHwlD2kT7-Jo76E+&gIFVNVB%iMG@SRz3+@$_LSDI?&Nb}%Z1pe|9`9+vL;Q`R`+W6_z=M;OMx zeECAx=nKM2n1qvOb)5wknkDvz5CQcXC8qD7o=XG=-zn^`bpezq0_fO?I{0BQ`V9ku zPN+RiyOY_zOiiicbH2XC0uY4AYLtJ(X%i}?v#OU~B0%L<%tagW57M<$(>Bu`3K`RB zHoaC?S0@x^l|?DD#}-yk@Z09Oj%p!ts^IpVIeYd&?}{BIk`QsijsvG^oy-&Vp)Qqb}PfyQAfoc;0RwDcQ z*1aR8LviZBrW%=A+%d%y*mI9vklDzNKRtP1Sc{IbcC94)h(_AkPy^FOhMfqfCEk@u z())hiu%T1(w7to$>!d{FHY{r$@Bkne0s+oAdonyMEDVfO4ubvYwVg&GtVH7i5DF)B z+1PTPNiES{MKmQ|ra`r_e17wHH^apCQ>RXSO#7IS)L08zfSH-uEjY|&>!Tr8`7$O& zz1aKrxw~%d*iH2s%d4FkPK~#o`P?*Ua{b(A(67y4M%X9>yn*RWVBpqELu4A3&v}`K z0G~Ws@cF|Blh8V9d$b6ouz(B!D5Y}zrIz4&88m&w-6yyl9309`UT>lr1w&TR>IekC zpjQYeYMG~`XWkI6N)R3Dgog;Y7M6@Q^!KSpbn}zqJO_6JQph!5$*=>%(1sd40-pXEaZFWMW! zD<*SI`{xzS52+?x1xJw%l&Pm7+Ed|OLL}|q51vlD@ctQ5#qa-foNuZb z!2NoU&R&Y(G0cEUrX#^XN0$UxF8Rvj+s81KnU|cort+7MD|a(+bNECQi2rE^DPR%0 zv|7)LAqWzBdFQX4zO(D$;_PT9RG&rsPIHd{m!MhuXk2?VD$--5bncNtz=jq$X*vX2 z#0E!|p|;Owy1}I;atCX++C4QVYjcht*yPeqQ+M+iS7u=gO-1wM@_i+}Mzc$}x+psu zX|tf_VIKrbDk>^SiG627)Yg3Kt@&<}$sA2=f^14|FSCj`go9QMJ|(e^w9ZWQ>Z9D& z1oFt1Vn)S`NMZ9jlHa;1;o6gm3gPq5f7$S_f0;TbVcm3tzk`O0wnFe5klV;mOB7w4 z_g8IgZTx>Et3w8u0aMI+Ebfdid*<@Wd_O6oxq|@Oany~X`Ax19o#xd&UQP)K1F#YZ zuLBWroAv8_kk#7(6`@h5ZetQpJNxJ5!*Sk_D11S;LuR95E5id-%_V_!P%-H;#)#PI z*SCDKf9ikM@D;}Pn zojpe-o!Rg6a@eVacM`C-X$QLwW2RwwG0s5@clS-RYhcPa0ecy0;Wdd#cJ>20U_hj^ z83nW@a;B00iYq8m9bhZXhbOL4HMOWocwAE}pWWd*q+WHhK|&xE8(xrDRq(3{xcfy2 zY39OxU|~p+20FqbqBcS|x18HX522Hrnu*hG9V*Alrb6raA@Hb^(rj>27TZ1)NUeas zxmWOUrFEa3^|IG5wyiH5qRuS%fDsY*{F=nB82JD&aRtfq+VyR-J?j~{t%nb&{9uj5FZ^}UZ+S{~cC1r9Sw39e%@5QjiLA7DNF=`Y?-hreAt=)AhbwEh>6$eOuEy#qRD z&YX#8aEF#<*I(J&_VRuJAIN5;C@TB4{t}Y2iz*&J1w~dm08%>v7?zg&bLrq0&m{FE#KjKuCd=& zY{fY|OiWBH9ot5NN1OD>n6hI(9ve^9-?|1RC{M`f}5rhtVh*yhJ_3%1fbUanHjASkq74qCFfJ zBWiV;+Ive17$e{E9=Cpb&g$?&C~qQvcP7GVJ?$ktk9h~-s)*iFlXtiH{>!a#-VR0D6jSJDYndFTB4D=Ta(UUm&%{fu5ddR$B08 z!V7~)nM!#oV5_;iz+|){hX_g*&%CUQro+Fhh8~fGdS#l|)`c=832Z3gkQmw=5Y!V8 zTud!jVLyp(HaqEHt$|C^OyG= z_N7=fg6aQR&mwp$YAw8nfKpgmb#B*U|JtgBj_wO?3;$dneYz zvz>RbC}Fd-et5yKJ5UT{=I`WiLSA{-aL4e#F0^CeZO(Pl? zkT*JuR=N<-xw`=ERS`4oCf3^Z9drv*m10tWPxTC(i61F^^drjsnP3SXgp-tCj^`4HRmhZcnmmNzwIDZb<|?3+C%esV{_Rczh0Y>K!E| z{P>2oS8={`x&a*nI|ActHg>vgcq(lhu=wD z*2i4|h4Fu{N-sD$$ron_RaI3L+xJ?luN_uTVeLL`1#!f!<~Nl7C4FA6Qv6r^7H6z{ zryGtk)Gp3XI&^HG66>s5Tg?PE9|oNk8Iu~wZ%a@Ffw|BSB z16u!$KO|AdiY2H;oZH2)>Drv!Vi||8asIO?L5mrv;@vJ2PdumB`8Ja|tz9FKE9CF- z*xBbI8R;HSYUXBezLF>#oPj96?$C1N<>iItExA*AcviyfC0({rg?R6jsrj{tq;E`@F_d#1p7K=(P*NnIWW*645z)z+v3`piOdWxkeQq z-@iX+f8*-a&sVlfJxZU%bt4C=e2^2-i`*f{v4*4ltt6T4;mC{CS~!&0-#eUb{^{l< zj42n#j{hSKhISZvHw?&bspbQT5p1d-%toq2l&r4@bYQ=lX;oM0WU2-p5VCyxK%*r7 zF^rcG4;?~1J`4_~;LLYP8Y`0!?K<|ZDdB+3r5`sCLuE{f+{ZCg8J%UnbyT}Fql!gS&#IbVhJTHo2(*(2pWXPZA>t~L!U_^P+Jw>6zKx*|`On zQ3LFwQ0+)-dKfN{g*_yb;ZBSAqH@|!l;N`oOL`iM^=U~R@1eil8;nRIhG0;w>5v4? z<+l)KK}PsV5=8(WgeUkCFw417!x8UuKJ+ys_;-Y8c7@**DS$S>I<=N!NB1jPEU;!SbIxHOPhd_ z+8W~WNPkroN%cSthatctk+x!?32+E-+|0n02JGHlaZR2`vd|E$0dL^gEkPzv2Ar=0 zMMQN0n&;MebR0U1Sw4$LgB7(Y|x+?zLlDPJ{PgXMsm8c&;PTvZA1>M)xJDgzXt zGAKue+GDOGN%+JgpPLekH`-PEM4f}h$ZO%#J+Q0}>8LA7#RBm;gIG#fzh1p|Z5R-V z)LpRV#EgjzzPhIZj+ioA1^{v~&gUy7;A#Q_A2B?lGKt%~lgBpH2UPL?*@@on9ydov z;)zHg4lW;C1m`lJh5XaO%-qJt#?#wh!0AUKLFM8IClH!Em7Kq8H*RpkOg-3<3cBZr z!Q)3_=Qu<~bwKH-fvG1R%~x=K4TxzYp{n~SE`vKq?D5xSy+?EkDDhQ7KHo0j1HXBa z-GKOCh#N~xwDm{Ch_|FIdnCUb%)JmSWLsIJ44~m^0{j57O2Wt1@a((2$&&GA4bjcbMI5Sg%%=PAHdW4c`{>frW%Lusz}~pF_4Wiaz-K z*)r2a1Kd6oQBCA)yEu0kwTUs@bF=}_a+pM~yNA_hz)7be#v`I$ud(r4nzMrpcZ%E- z!a9PwAvn-__AyF(YXs8Uw{KHt&MuXp-nIN#7dq0C8tfTBfW&xTg+8=&A|o|us>0!A zm%|rHivkglTd-!td`|1_B5#^*K}w49{S0uok-@}S$*o`9imQ};&&Z1c%l+4x86jyu z6p2ch}VoIC@Etv2*Rypt~RJ?U-E4smO?*2 zKVnFJZ6oun|7M9ftsJih5X5NsO!ZqUGDh=VncJNE9fLpH#)B}#O{sOuHmrjtVq2RK$P zf*fKgUf3hZQX;%$;k@Xv9_z@~*T#o_-Nk`UjS#~v>o+|l5iqSW#I%xN;m#rW=lK-b z!(^(i#=xEQet0-)-~*H=J|b$V+ftU|qNsH>AHi?( z$rG@{9Dd_4X$QMqr$8|GwAm?`8d_qHp^iNrdO+q5@N}w|5ir;tyl=M<$!%NVK8}g= z#?OV#Zr`#+k>3s9sD^*84kB)TEfK=6Y~0R13Krm+kjW}Y6I;J3P$(9zcanxW2fj^x zxL#7?e%m>Dwv$AHK;#6WAxhbs*Y}Tgq|yxKR-(s_rFv{#Tw1a?6ao2JmuU$lOw_cg-QCVnUGnV2 z#fOYHe0vCB>~ywXks4#aslaaVaHsK*>OTIgy9oewW%icd4n*mC+nN5*nWtE|{Kfm- zu#1|&ej$?0Vzp`8HW9*x+6KY2nPl_i&aPu_w$Y;=YB-P#zOY2vcEk?*GF5>c*Qg3c zIbZ?iU^fpBj~0u{_|ieieqk`K0w@H+2WH3d;KC6wcOUBY7$3r@lQ7;$ZU0Y zpQme_!o7eg+IoH(+*w`vJBF>~++4gt#7GjGGP@rC&JN z-z^jzBb0UdqRb2oDbOQ0j$xgMTPa%1Ii**V8sdn+34@eu#?UEQSB)hhx&}4-(?VseT7#MafXlOef#DCn=VJDIH6nCk-GfhTY=1ydVn_a z+WmJ>j<2&!*kgTPiR4Btq8y)l_OFIGNquEyu_5UnQf9@fkl}y)=_l@DI>juQXNeiQ zW-eHlr1CcS{O*Fsp60LSLnJuwI$8@Snl)Z!1XR=YL0=TiR3;nLWdsB~bYx0KmLqZ` zu3{4Lxh9+lmjrv6hHy-rad~?52ox|>97c~rO}3a4yLws2rMp{Lq$FxG{(zHh-4(d5 z)L9~WM=@N1g>GFOsNJ}YG1AIe;tpV=D^hl6EOdfWazofLzD@5oFfc#|P<->|O}Y|e)SU4ok%vLc~FG&>Z^6nJWZVjaRU&O6`VFHrM)_ckV00? ztRxHKKVQCm0v`bJQqLm2rGEP<9~?IcQULt={l4=|w`8_Kr=lZam>9h_viLjzX;csP zFr^YMAg|%%dxd^0UMomo#Kk)vy#x}q9bs$+sbf7?pLuv0fx)itbOwI0tIEHMv^&sq z>G0J|1562lup|+g$WELup2P1fgtuctyAJGE8n_vxHHG~2t6XEy+2cK>>ZIx#F;Vv)|lJEy@@use?Uzlkpn6iqS;n+(M$0joJjS63v?>=|^~j3T7E*@aqV;>hV` zYUe6D|4Pi*HejHj*p(R=7zhZXK}B4rFwCBF()xXyjA|hHtjqx2YdAp(#252FsHMA>S#4*wY zy)QZU&ID#YN0&77O&y)^>C)pxkcjAcjSLXWH9!~$E+^V3@4y9uxdaV!$6*L`!ajU& z&mb)Z9g_XiLye@RiF7`c(y9ZpYXC`Op_PIq=OWP~^YJqu8-=u8RQi^a3j`ho&Vy6m z+b&uR18bwD*Ot{ueNa07=~FUjdD6WRB~n}c5wA=7Ixb(nOh-q@N*)d^W3Vo3gCQW; zGiC>eU^T&vKoa2V4}s2xM1#J+%X@^a?|+#D7%SNJI9=Z@Xs*M`P-NM3`T4r>A?o^fvKXmt zKcTN7fIF9?aMvwc`Q51sr1{_S28;<9Y$k zI5i1acd-K!AJ5<*X@k%tJ&Q1)60)oe)LV^Myx(FvGCC98e!SMj8=>e;t#0~b{dF() z)SC+E7A`byp*b4^9}l4)4ogiScp>bifhg+SMeiie!op%$=5n~EHXf23dEL%kq+9Od z+KxqdkYLhyZgS?-w^KbY14#&60Q6C-{$cMnfYS852YBXcjK{2x1^n&6${J zokS7ZNLv&3h(L6&`3Y_gj#Wv1@)oaai!I6P{QE0wAfEigf4&~w{`Zdj{Y|aVza`dx ze&p$q@7;?3d_za(JKgcmH!}adLw|qg?7w@&zW+ql_dbe$e&M3#cZbD4-}s-0_@9;d z|L9EY>qtkMf`+PD<>xDV<8S!1zPj6m*8{@E3Q*fF<6XivwR?lMZJ=qUW2DV_{Fr$8 z>tD6>Hod1go}p7f^N~GEm&R#FI~PsqCL4x}J(p*XES*{R;q zzrXgy$n^diw*TPxj?nc{0#4jviX-zMIfAx*&vf|7<08}jqNhXWPcSjP@V^}PeP+Tx zFA*a6e{BLfa00PuNel%lEe}E)kAg(gt43Y@d(s^|sv{)RS?|kf-s03^J zTTtN`Qosi+e7vu(kJRblgb$&_A`C7uTR>D$W2|m$Y?N?7tz;K{^xz6@jHqLRC*f35 zJy)S%ouBIJ`YH}Pc&*PWID0N;g+-%Iuf5_fmba&&72CkEy-q^=&ZwdicnNPaKrWzr z6X~ZydxI4uW)!f6pJU>5Y%APasNWU~W=Vq`MGd`af?|3Mq#OOJvptraBy*SD3W;v&# z8zY_|PNHaU1P2Fuz6M2S`g!_0h$W}6j>&+L>9`l1vI_WB;;j*I?SY2?gsLj>cDB`` zwTxsCa3FtxrPV+y^(^Y;!8De3!tGbatDQJ;9xkn7ONY*U85OAo(+pqQ;24j}tP6v$ zcN5<|GzsN79aGaJGT36cnQeL+qMjOhjIdgf$&O}45XLf~D0X3=K_U>1%oR<6HPg8U zr3t7eqq^Z`Q-xMR$gK16&nJDgs)E~3q469g2n;`MpzDZ-kBBqio{fuZsnp!cMR_3Y zHW+@Wk_@P-$an{F7dh0~5v&zxXdq7e0=8llKvt+_2i?$k1)t;WpBq_BUoHQ0Jqd2T zuBgBRc0m{21l)Q;1t~3HG1DN~z;-BBZGs~+TD@Jm753tDQd*$?$WcVGEmZ4^?IheW z>8B!{<0yhq(vk@j)%>Orq{e|eCwd(W=Xww)@3e4GJZ7=~& zn&4m;JM`zk$J^D)af}*3t=tKDpO|tOxO5(%lpwuv=(`BHckdo4GB6G%b#awR(n|xE zGL#k4fjUl(;#3c+x=yA^$Sbp;7XG$nz_P26cU}e`M+NmAc}=*%lM#Ur^YAFcE;Tsq zjk1yun4+s7k{aSm3Uh)%9SL>v!;KrTz-k3eO)D&bxb)J}(&%bcV$-6!Y~u9t|F+?+ zZ{=U_?^@N9=FY~fhic&=qRtqyK=dc@X7yhpZ|w+xg(VU4+vt7wKFZXM8LVMLl%Omr zhTsntknlHui7rs0{9tPjfmA1MVSLi_vps0B{0xqSnuJ2d8o`518^JkO&ssK7IU$c7 z6Lc}ew2{}bI<0Wv!Be7x61vzc=iDw*qnp2u+|QA^);-Q!w6LRiUl=p1lIbVmWgO&g zNxy;HI#!ww`O_4j+ zFwZ(wbOyqiqVF2$8PlBOA4f(q@YX4Mhq+ORW7F<|tX|N;6KcXoPqzdekY#Xb&WPpu zInq^4Wre$#L>|JlfY+D>)z8|^fF>z7k>LA=He&y|Bm3Mh$S>WEHG_WV&m$I(&F z!?W{JjvJ03D`=us!1=QBMs00vrFbbr t*EvMAe!J*MP=%m+<7y~S!CyrWGTecp z)^=?2Nh0o}xvU2nk|f6e1@Bc7=??c)C+&Z7Iz}Gt?_k@BVHYxpGa0PI!~%fjYmtQZ zzX$DqrIJ{J@*_ST$RLf4yuH&F;m;}3>6%X{2IDDE_y@BS)keb%+w2KP6B)USq6V7o zBlHk6=T91VPJZnNl(Z9ON&}lUZiNNRP4s4BenzHmzPCbQA)=55C?lZ~bjXZ9wKNUw zx%)ztVe5B<@ol&4gV`XY$QCP#T1A1qa`iA@*| z$7Uo)HVPW0F^xvY{MzR;5Kr!*{7%}~eGEPm9Z6otqP-L=t@WozQ%r_V-g)-Zc85ho z+I@(isw<+RY@tA(@%+{aC<}x0{NO3zMo@|Nbvoe`%8IMq=(C2{x9twAg|RWb zx;~kt?@1}>Q#3yDQmD8!#6Tc>eSHkU-^a`2=Es*G6JU*t-f;;%Jg>W>J4bO4h5F$v z9155AUsb%-*aQ-?Im;vLahK8w0r`R3N6|1zY3De$L+yxW1}m~Lh0tXX%OaAeKWS{b zWvup+KAAQMiNlZ(q@W)gG;P&J!VKxtZ0X@Bfu|~}dy{4%BiodSBmSa^@b^<t(3q4w58I6+#E3VU=I+1V62|E743- zY9e+dX-=^_Hd9XgNb)V4q}U$ovy!T&QiZ6W@0n;Bdu*;1X({S@dPEK|f z$l@BdfMIh5NU7a0yT)dF%N$J_Anm88K+=+yENT*A;hx{xvF+CO|J>^@7aZ%eF41OK zB$1emIZ$WKl{mI<-%eBz(yvMySqTp`_&UlhFf`=seqF62^@L^qIzQh?%~KB(U8vQY zjZSK_XHAESgx$D{sVWZFAO^&z2Imz)KHO_x{8-GZIK8PIQx_a?Y;ZjoC#BiJfXwrjL9tU zDHNJF?Ad+&AyEYo`HxD+J^oR1;Nt-(ro;|7!F?7 z-q^DHymFe;UD9!mHrz$^&H z-qav=dvN3o_}jV&yG+8O;nb3`S`76zNU4PECXLe&(=w5fiF8hU&!70kPFQQE(U$C} zy0>YbbY2qOVTn~)?xi(=`hXUiGS)qZDT=CS(_>9X0NMjZvAE`LG_(g|VN^q#5_izX zpMSO{`T&48MEeJ55+q9q(ER#qBy9!*hIQPcj&v5JiZxk5?!xq{`md4A#HtPFjlw+l z`{@6`(~I9cuIMxL31mAp0V%8bLKr?+kRm`VtT;8WTGJ5oBmrQsgV;O!SMv!-rX-P; ziv1_AzjK)&hCB3>^Q#ZK!q`a;1sp~=6yT#XupZPT=v1RPc~mOLy>E+)@OQ`%xd%!A zHN9!G`gjV)X<(!8DGf338ug4!;UTQ?83|WPnnmn-%QQ(7KGGKVn{GH!2>Ky*hL%(n zl>(}kn>X6rW}oj+N%B&LS#%R^l`JLm3|k?_Ri%)i77QrAIFC+<5++Zy+ zx>Ziry_C5X&ZVmc?*XwRF)`h~rfux2iJc^Pw+M%uw86ohL1qRl#KOly*ktr0gpz?= zM8T$Tq3yo|sv;`|zL^eaBKO7^ffg~APLmi82+s}eAWC{(EU>)19MpT*#41`X_Wk*v z2z-&XzW%Vqr(Yy&1-MHOO=&50raSakE)K>xxQxByCzH|e`L$3J*p2AJ(m362iTJKd zYfKu~{OkmdT?dx5K>(sMYh+U71mt2LoaZi;TdcZ$lyq{p*S251i}khWa#e+IF>n|E z3AAH|%$z;;2nb6X(76Mfx7(Y zXcth=ey6O>SL$RQ2O7x40ccB5Q$?sG-hE7{YN1#6VpTp)Mof|R1~!F=&*-rrG6lPG zY#Ly>Ipx6l(;qS20MS7UO|)zjGPwzrC8#HrIM1;4_VG;Rp}Z#d zPHmC;TtERIv!Mj;RBJQ=q4u~}xioQ%(u~E)wutj&uhmYhN5KuLCkb%D20siTJ+4%( z9Y+_9Gp$@vN2ekzaXOWzp1_J4Bi(`0stx^a`K)9N!S}DH{wH%(c&JIJpNLBZr{c3N zY?(?cIJf62tMKbww;DpBcqd}t6{uuh8YXp7(zVM&O_fb4Y3o@YJ1I~YuBvqiy*s#; zTs!Y=y!IGZwh&XxHp+&V(pG5$4qDTvC9Ns&+{R=K6fV@+`c0JcRLoF0Q-St&Y7(To zVN`M#E}WY4gdjYF?u)2y$i;OtVgzU7pQE}_Fox8d=6jJ5FyK*HB|RorR#pTh|Jw(u zJsE1iDw(Dgb{4iFfh`9cq!0~`_OGEdXUVWWijE}ZTbzB6M`{wfl=SLlP?(+3(a{M~ zl%r(eyBUzyOIIFg+EA9uIFxwEUy0))tMMQ@^b%wO^k(X<=+kJ?p>vdITC7&ju3~D( zW+(F8uyi%d7Yua8z(}QJ6D^GFRsZq7N+4@&JVD#`6@Y*+fGE=h+Zvfr$!+kMuR#ix zdJ+;>GQ^uhu#iDGzmGa2d~1_=Jh`)gMO0?iL{!;PECt2kS_2<8(K|SuBzUeqtk$O= zHnU5irjT#=DMEaq*4WY)8hwtVH<6NQB`CV8(WRp3~+5)<+L(9(!pEB@qWm9g?H1_!`PQ5@bqOJ|_m7Yg%r5|M4R$ z(8LOmKL#j~c`F4!hR^JqvP766Z6su%ja1x@u;z2 zfCLexzka0xhxr*07VfUs3HcK>dnu%;>~)(x;>$y1DRaB0YyAN6>(O_&;OX_Ltv$rB zfRwKVB#^XGGYgH0Ax!7YGoMd(B1@UgdZ=yE48*2jw1?AqCsm9tAmfP?yh02jJTj}t zL~sw+Ti+nQVmg|-L?ho8GMo~~@hFRe&J}@I#BMjgge>M;fVm9mHkQt`5h^9x{ z*L94BO9wwhunKMzmDSV3!}L>2Js3qY*Yu)U(eTU#KI05EGh$R!o%iBA7?K^r1S)(+Bp<~BDEaSLp$4mJNxlb4X`>VwJ&P9>RBH8=N z4Do{kth=tQ`d+(!oou9>u&g$?urajc*!x9%>^mRkL0 zLX4=yu1_-PhQ@u)Y)YFm3`+9}0JDxKC5(odeA>mkhQthkdp`mX0vXWT1_}_LPaiSi z`@mytSqg%N^{V7riTR#n|>SI0CyP19+s=kg?p~zrH!}?Y@3aR2*<}>^&?SKm_%yVSQr~oe&=X z{Z(hay0`YwS0fUO$-E~q@z@((Cw2d8u!D^9;{UHgiIbxXmLloi{*zb+QSrZxv+Ik~ z$u(jWnRxPB<36lKNTy8RudXitLFP1H-V&!lhz;qmgRDSACpCH&hseoeVo{8{Hqj&n z5{>p*^oD&$&o%rQ67$IXhdOTB_Do#8W1`d>EbziyG{`)4i&_TvOky?7MU4#`ZXA~C z3keIO$UKo?WZFiPbo+nz61m!SddflD{=I?ZKaRioXDaeP-~Ku z@7oemQc|-1v7wC*E-5RsZ#?}Yjg`qiOQrN(FkIV;8le?#8YZTnFB)847XmQ?F&Bqf z?7!}ohb1|ob#0pmImbT#_RlKNI9*HgJ||$BaIl}y#!*C9}!&#;R8E^dkpD)JV`oGq-B6g&-&Qu`EA*vIwuyNUgsCvvD5q>~1`H@vH zD*~MrSS`c0M=a1VVo$RM)pRvLwIfDPP$a}Rhb95ehJ{*$c1)`6C2X&47U9u7pbdu+ zlNhYT>$MZYF*q%o7Mr_9L{@^_0R3ov#0EkxQ2>a(f_|fP|FuS*i`MuQgG8O&cY4x3@>ItDj0Gv^?^S;N{z2FauIB8l{$jTn&m zKLCSd5Eo_?aCl3={6|`|F(L;V9T^^tIYOsUxZDM8(Z>H_U|^mj-**0ysrFBxIN_xyenh->Yve0~X3iag%j3LC&k*;@Q^j%kzYlAeg zjQL_+cV$kWCJB~oIHW{Cu!|RI;D5Bl&P7Xl7qePH_3;9N%4e&@YY}acN! z-UKY?yzl$(nrk-3Ff(?tpGk!oA%!qZbShhsr7WXpwN!)>E;G1HmYijYWRTK|B9d*! zXq6~Qk;b%XQAk44^ZJ~&uKT(F|KoZ7&+~td=f01-t64xbwz?#1D!QMMQwaatdAmNAv)*oY+Pt)PxjsH6(dm5&%csA|3OTW7b$% zGJubgHb@2Mgk)8k98h~9^CY3nN>AV9haZjtnaxV@h(B=J44d+}d?9ikGC5Z@FH9|{8& z`|_gXuSEtf#j9eb;)Qvj;ehPY8bF>3Fbq|tSHqFdvVWl>vy0wUgvXZm|A6EPe@+g% zmgQK@*oejhC0nAUs zJps_UM^Bs1*_n2kK)CHwsr05MMPe=a#WpVj?#wDl1m`1OJsKlVKCHzQLVX17La=JL z@*3+?LRv}`Tcwnw=2T0cYtRY1OJhjQcb$?UDu{#`llfCXNWmG*YaiU`l^ah!Qw}vB*NZ1k3 z(n@dQOuv~q&QA1B3n%s!wFR1Vi-x|$$*P-HmR)+1JXPhIoBi@CS2g^dP6MmX-qU^& z5~B*3ecN`s*02>MWXeMzc@0w8vaR7=JAaZDHt4jq9(wHT99);L<>_Z1Kf*fR8?g~Q zj~R_;0X>Pea^So~(zeYAE>K9x+9K)-nHrlAUQ+QK7R@;16X$#tSy;OU%a-guQ9d$(DzQ5Q%@~oE9G=*#*!zvCP-hN45}Q^}4-d^1@^Pj$CVhR^2B1GKx5@saN|-)yX8 zj+NBoV+a_rW-K`R-s*yLs|H?vjLmi``{6M~m|co$@5r?mo|I-Rac@Moe3aCoc1f~% z;DrgeLrZ<@@b(dVOJ;BYs=u)~Oe|8ylcS~N}fp&8Tx=0S2E)kS=ZEdCFM|X zRfpjpKIo`xqur+THaj{;jJ>Sqf^s9_t~uQlI%&Fh2&>&&y<2a3f3p(PV?Y1!^T))y zre9yVIpP@neqYPD9%3WG0n@kaw_UEJRi21n!l_;hw;6B;6xDlUVak`1>Ky%4&T4OH z`iBGWXw>W14l0Y~0|6+45smBl} z;|a2itvCVb!xt>pjvD1ZM|@px8#@eDOD+gQ)p6sFjz1PV0FHiFu!I(NynmnjmmKuR ziMXlGeY|Q9hWBI3J)>Xzf$(Q%SB6Fq*E>K$@AL;Xfl9mEyVB~k>P%r_Tyu4xoTtL6 zdP9*Q>mNL_D~UQ{PRRVJ+w=W_`q~%uI3_T`3KO5Wz1xy#n?VTS8OUItsu}RxcP-@5 zEb*YYAmcpK_#T_POoC8y^(;cPPP!Ca$X_j)ejatl(8!WC9>J3=C;iPZONo6A`D2%5 z15W3Xda&N*^ArK4)DWD{hXHfjEhA3gJkB*abxckLRW5r{q~ty*J$;AIfP+j(GJW-0 zv8Eu?7R6dgxh==|Y18EK>F5|;>G?6A?L*qMxw@@Qaz3o)0#p4fn=6cb zif@IH-wRuA0hN zp@byK-RHRa6{1_|`IY@*)BfVkEZG-Sdq2#v@UeaI%iDOJajZli9W@5T`nRz;T&UvQ`bNNqXM(4nV&-EFClN{E{ z#-_4y=ov-;-1DsH=bpgtXqVz2)(n6B^H=YSpzdB*l19EtIQHlLg{G<>lfMf%6BIjR z+l2n9>AZr>8<83dmDnlM{$eP85y-i^Fy$2~tuV9GsBvTLUY%rO#o%Ckio1U_e3SIzcueW}J$RcW6$=b;n1>9M*sa`g1f$Fg z3jN+&0YOCL`rXZ<-y*}ftm^$!{%CG#k-yg$Ycw){`o&}; zAPN^@78gNQOM2-u4&yI+oj5>qK!YSWIC(BpF#b*fi9UtZ*%WeU;*|)rrITe z%t~}MG`yowo)ltINeR*g*zUOa;w_*iAH~s|!Tvwb6GYRAf+fHrCF#555m(Kr(~g%l zu$wp-{NOi~B>{=Nz#)haUxq#NmdLxXvN=Es3XLQoeXjS=FADdN)ra1d>Zqh%O&i!SJHk$BPJqwV^+#j2aV=yL z1#3?%_??C>J4zLztCYAb5gc+e7Q8$Ma9UDNa?E6OIBet2IUQ)I2NitFCAYD$c&#hN z3zVJ1iog%oV%?@Oj|Y&8EGlStw+Bj)Ur?E%rF`b zVcuXe#irquB@F~MaOlR3>86Q1AIncgBvC#9#39c$R5 zu7Ifsd}Q=IajdCXA%E=j1EcdyQ}iyZ^Aj?I&)=-s&Yp6WP2dyZAdu3N4QQX{G?~(5fMI$|q;&kBd%>`zu3< zszqO`|A+T_>2le~9X3-FJQmUAkM}%&WoK0OBDI#`fZ;!`SkVHCO!3MID$?7=6FoVK z_g1&ZC3~l2f*HEhr=TEaD%pm(F7^)R&{_vn(>2w>&7@vmsgkJy?(=U8r$N=Qub%ey zR?i;d_U^b%d&p59WaP?y%Dy+*&uE6LzkR*nB3tmDYQk0)3^1J4cFxd*AqcNUp2R45U=%(bUwO zl6X5deU7>L783ZJ7v}&V>5Wz?20Lc{Ag*_X%rxMI;vCbG5Z}&F^cL9`X$#3QhVOS( z#sd_vzD!k;<8p6rxl9ikTy`J6K{7nzjgb~{W)GQNbBkCP?sq1!{`G>gpGdN(tJNmlz<%Ltnq07XTS1VM`}53!ixdjGOr+=oqE)X8Tu3T7;}QF? zci?Be&T%WmArd8}ik9&};hJ^a^%zO;^C2%)tf~@a#@&>uR!R$s6(YB94oZ^ZA!dN( zU%X9z$DPh`pHR8bXzx3{wKMeyP>Rz;jo9hb@BlNtITI#;+1!5iyNQro12r;hae_Hxa+G#O8s9<=j0@IYd!2{I|=^q$>zy-XrvR~xV5 z)@Y9$dC{(v(VdQ$*8R<6t2H$-kJlvrclzaXSxzu$35Dbc$ARuTxVlh)m;Brd7@2ZK zE8P`y1mMn>f{Li*iBd;G4Ga1M*%Lwi4k+4n7=@8u^F>?TU<6AdbjI6Jm7e>J~~-J<8OfHr>bsOkj@)Lw1`K z@|e$jlcaHJz@*a8cF)|`B9=j!0tZyBfi}$nNphL9ok3w?sPAq>R~SC7SPNRlvvIp^ zA>SaGuMM!QVZGCot)lA))RmwuH&><6>8C6uX+eTN+w8@vKB*T{`RD%=cUaW?Ep;eN zDRt%0p_<*ttY3e*O}8b&blZ84fKv>G^lPXR!nDjfXG-yS})rk&%8yKERNZ3-cNVX za!e45fQ)gWjlY)Pt?5vcgnlO6N8$+mEqv3329 ze(+k)8>!p={*R-J4^{fT{^nmj+FhOgv-+hmTCuN`ElBolOdQa}BiMcVKhL%=fio-` zt+pVZO7=Rqt!0xd*mair?{T_oqkT(-B^(w0SK*g6-rCxJfA96Tbtg|i?Y`qH#m5`j zxDlLu=+KWf;y?fYM)PW@+}wnhZt~^U`~OOB{Qs!&vnh`&pXybpny(e*7(%hZ<2E(9 z;H~<}M~$EL+v*Kny1YRmlI^C{{ce|RTK|Lm@TgtA)ZBZ3oyA4%k*>?$OyKM8_hO0W zVfEcpE7iKEq}*uoTlu-&9=@dh`Cy%|oIW}@{^PJi%*gBB{b2L; zrfq-FIgx++XuDw3abF(^>(kD3)DOOMHmv)~v)Sjm%|8x1xXJh9Z$_tHtsi$UQ2QTB z{ee1uf7ZoX?W(_8c|N0>v!!&7PepF$b<=)+GdNnVw|vboInzY_fHm)bb z`!60vyCv8EyyzDbhW)oB1_b>RSynsvPfT4k%7SV;n|H>18WX$ z>Z+eenpW0xsN`-Lk8Ei5!%EP=PTgpGq4BlX;l?k%J?C4VKzH4-0K_cMtE}#-Yu$E& zObExCMrewpU_-OzaOPQVr2$#-V8z0RNsPie=(6tFDRb6$SbD z@y$>FFm`Onowb}EVcSkGy0h!Pk;OK^qYVuv3)f$nFZN7{G=l9Ql3)$u-Vpp4zK53w zYcr@$W;apc4JHtmmzV^C4NN107Da+hlcJuiPA0W5@iLDpsa!_&%0N4=wNwUjs7cpN zieLV@RhGgj$dM-rgY1ZzI9GNu>Lbh@KLNk*HxsPkkY1CIU1YHMT7QkY z-QCta|E=7fR(zSm2%js5MAb~a7|^fZPJpAMpvVTbMB2{Zwtt|JISP94atPrz9XcHS zw>Sajk0U6iKYYky?0r{)s+#BO$bfT!!x8Ht7hz zEFnm!`Xs~8iR0bz+6$m)XFwuVFpX_ULZ+DVD#M5L=; zI3UA6C?G@@EEksa%Ud|L#D|50NpacT9|wZ4PT?6Mux1Rqm~0WAOjKkZ4PQzHR7v(GI3UPV@_k&HHo&a0eu z=!a%_hhGF`0BQ`PLgS&-Wi%nwl)!pC7KbH$h$qeQT7X;HSqOLQ{RLBS37q=6uP4vH z1cM2i<@l@>@Enp;qV2vdj0FM>@!E!Bqw^xKpzV?w3jNMzpb8cP0=)_E>OyEW%nIed z?)hhV&T6`wa96riM|jYVi%*MxCZg`7(2vBp)5R>uA5E|7jBZ?*!3qCz30uaQjM)_c z<=MBLPjK)hQ`C$KC30k;O-Pwv@Mu2Nc;ekgEuHDD&wAa7^_M0`Kz!*lLP1pR40{)k zA7^x4D=)w6%0K@mLg~cE$gl%vOi;0Jba+S=JT!ma4h5HP8mXlz-%a*!3qH7I-VFxH zM~mS4%XV5`Rq>_bHWlnqB^L)LrLpB;`0el6Z4AUk7li`Qj(+t0*Qly7XFi|#yNf{@ z7e*z93>>K@G+=`-8~~xucYpcvWjH=kRWPP(D8fNzPU&VMU45hZX8UsDwv42({SdHVazB#vh9&)fGflZlk1E~KxG{_%ZW zsl~OOoqsn;>9NxeQL%@GmeOK`Gw{6Ye66q}Ek3V(cqb?NVI^Ucm3#U_=HoJ{VVf^&^7*WVmSh^n^kR4HE_3jfxo=i-2zlr@Fscu>5*i}=6)yh#dp3*pMSyu zgGAzEvXC7kXB7A4aJfZm-bcsr)UUu`4@3n`qh}Fy%g;|bEcB*kDp=`bJT-TWljO%v zMtzb|c>+}4c0<@lpEM6{Znwbh?atWxlw@p&FP3;O(#mS!f|hPYNlLsO1bY#Ijm%Dor4 z0WS+0Ux&hLj|Sh*q=&>t`cLz0mx}Smf)Ti%`ZaO{czG!MaMg=*P&HygWbX7+xRySs z*ruJ)THu|c*G`#9yxS2dhnZ0$hy3ir_QA0uq8-jFb5Ni`7t$)Lhv>EFI(!Bb)o!rP zwUki1*J;@mS`Gaxur>03!^PHk{nzie{d^E5*H#bCC}u2-NGLrz=lt0l7vSu^`R1FV zl7)?pI)-El-s6ZUJj3=Q(zo#x7I_`4zJrwl?8(Lk@kN0M-nq2{;&dnH0OK)ntH`$u@sk^>UgpF(RGp zE98|F~s1PU54Jgp9f?)XOgpw8+3W^=+!Rcwv+AJ498*&gB0Y!I_OdC8?017w z{U8iPrzAOv*&#SX_MrcBt?%X&-hVd_Sr`}`mx6=kr;&55oTFqm0)!d9!K zkOKD}mfdd2Or2t<*|*}Z$6m=VtepL~NN`aZXeCY(Br8@_fdUI_hQHSm5MNmzZW1LpwsY85Uks`bY0>q_-LdIi1%whIgOY8w)4+vW#?%y<01^+5i&f)MC^nU0 zKaEb&YkNdO`t!3gX5K#}m@I^6;v}FxaZ!mI+Sv1{uR`qC=nOJW?A4qWIb(n*0fmB~ zW2yx`>{P&D388{gcQMNNd54EMU-kO;zgA_$?z-?KcBFnoPM;hYf*0BM%6w(5J3zNQ zR`_nAX}kT_^TV-mCgbb=>o22^3Wq6IDu3)o<;B?Kh>?_3`iUab%VQ?Ym{Lu|YyeJu zl%f-oNmf_qns)sYc^`O~QpJAv^;hFxFX4x#5+mxBsP)-43BY(24NAJD+Fjqqza0t` z1e_hL%gH?dp4xn3bgGBwj_^*3cfK(8(xpo-M$@saZta&Nv#b%cj~!BerOJQLo}+9<*Y9_F(#hHSu+}D@s(at`oB0Gw@8-=? zNkH@*QythD!7iFEHYMFuYd)B#?CrBK@ z&DK2E8+ysh8E8{1ZKA>ijJ#t!ZjQgcjTl{JnX>imvhy|@q?B$B=0&1Sd1%rSNnE+<=A42}0jsYd!U-_?V_qiZyM9%rF--j!dF{-al%mk7P>GIq^6<(Zj|MwNWS~t{3J} zp(Lip)#=OwHfPa>PVg?I&G_;1r-g>a2J2=$F7CaR;$l*SQ3jSRUb1WT0b+9_5fvBKocu_6jhP(nrKnZO^huhkRL4`p z;gTe-N=WO)7b%5Aut4$WtB@F5_U7DK`xwl?2h&!Hv7PRQNX`FKtwJUKENp!ndK%zZ>HF}Ib68b${s&h0G-**lHS=T}IUl-hwp0Wk%^yoL}aI2FJ|k zD@=4r#(`tV(n52^CGnDH$t_X};TaMQ%e41Wh+MOk;MYk zQ3^BW`K+?6sJ!W~^v&W|A~+c70KySAqK1uMx+(T~qcC+o@Vjp|{NjGkU`F)PAy1Ld zEZ7nV&a@airTy+EC5DEEc6XbPFH0AK?8$z2Qxtoh&F@!o|K)o%lJ|d3c4CvS-x59-MOst8}%O=yWJa;ipV$v!# z)YmT{eIX6_Z*Q->`afRs_TdwDpQKlGzgRB$CGWny4J_Kt)USF6-Ph^-j_+`In!@kp zsh~eA_0``qug1Y7X{;d^_08APPVMd6zy1Gj{?&a&&kyXO{M990eoxb{$p5t8knApH z0EE5_2a}Bt2s0F9LKd$R10v>l*G`kTI#BT?d)=Q_7tAHDr|JOij=KYQU%a?Bd<50^ zb+!@xbKBT+JE^IQLU%ZXO-`}T{3=OSNwjZe{M0ww)8g5H0CU-(5t|G=w@r8r+c}

&2wx^sYI9=g0E9{E75nK8@R%qm$wWs3F_1lL zV13rbwT*)+VrTS~u2Xn!aWYG)C8AoX6XcIe&OP2pH>($$>ylL)vf7~fH6^egW*d?5 z2-c6(F0Jw*PyM^EqWOa5AD4(OM3uiHHh3IVEsP#93bQY)o++mtg?M+hq);R{hnEMj zodR9nV#0{q({nS^T@1ueFDO8)nQJ)Ac?1DBsJ)&W7l@uw5)-K+A}GF6^nXWGu6bD4q(| zHlCL_%guUC_RXTP;Ck8$h2kgxm<$V1q+oTzQ-q)@{V7!mUPv9vE|CX_K9YZrv#|K8 zXRqpWHQSH^J6d+(Uc`hIa7NZLcI7CFD`tW_l1|Y4i!aP->Lr>8pM;-6mWxbIsn?8? z^b857q_NjeD{+C*`Lv~`gJl7r$HLrIU0kV+_@(2y4*KOFG5h4halV$JStPL_o9ac9 zi!go#dzQ%cp}Yw;YLwt5){vQm)JVr1l6xA^y>7JuQq%K{(@HclqXwhdj-Z90Q9+h+ zMiP~zIu!3Eck-aPtwfL7__}W7zN+s@Mnn1VZJ{A$3v$rwR3IRdeUyUuw&~I(ijz5S zkoLQkfuE|nyUowT@1wvlSZ^ZBTQm#fx~@{BzvieH=@?VFciz7%Rqfe^UA@4}#q2|H zt0QfZj9STeAG9cMP<}NalFLaENcOY-No(#Vg*Wri63=He#}StiQ@=ld4nuf)&A15^ zD5ia{( z9(Q5++2499McW!;9-#VhvUUX0kBrZ^m;>XFJDrp|UJ7Qa3oWHgx1i45Z!_guJt}0P zGI|gz0!4*>w14`%9sVcxTCvc@{^N4&A$x{UOj`>Pn>oVhSp8&TVKKu+a8kycJkE7K zc0L5~-7b6^^1BE$CW)@8^V)v6Ie)$$b>{O`zpEj9w+C87L_tC>N`EEI!!4q{_S@_z z9Py&4^=qq8iC;gg5GQC0ZH%f9PxP{^wK?yZ?Vv{Dn@DoiOw6j$fO1=( zamQ+}4$P2n8up?U^QSr1)YMqA__dT0@yXs4XtTo>$7p|KKFZA8SbM=i<=qGt#dGt6 zg@tJ(G@V$_POYe(gXM6TObPYq_z+6kaL^m@oaGS^<_S4#d(xRilCby>7epg|`@YyO zG+YLdY7&L_jE}fWA+f^1&%O%4r764{OKbyhKJKEImV&vLBt1kew?6qz7bThCVSTqW*Jr;~I=KW-{9ZFxbNiC9WAx){{` zraat*pd0r}P5=vK;SJFoQOB94*_CDR=jXAxhbr#ZH5wd${J2?+slHbENZ0ckPYmwO z)OhmE`+qdQH{EE{(yyOXPx|cZY zi&1lafB%o)>UB%yIgueqwBn*!6x*MCAl4Y4e(1D|9M>`&Qov3?80{rXs+W~|^Z8_? zu}jzsb^_sa6iQhTJTnhxP18Bu0ghE-OE{PuVAed5t;$%YO(inJ@y!WGKRR^Twn&jw zin~GV-|68k|0G!AmV1HcIL9di7b&l z&52f9-1`bg5ZQ9jx$x|1kzr)Y$Y1t5^_D|@Nz9m#JFGehG|Y92u0+r|K!!JRHKtP+ zVVye$@SS=vUINn>)eRda7!n<|um4Hodt7p?4RZwMVYi!xai0f`8I(~RtTp4_IVcOb~fB!0M^I>n$j{rFrnQ(77TVUpLCUOnBaOb3>9~Q;pKgxrJ zf1ME}k`VaUrB24%1bh>ITbW51La4Z`Q`#DB#|Z^RSSt{sTt;%tC4g-8NYGE0VW-hj z-WY+BW{kV$FpsMa_9s2B?-^igcVfnt13&-#F_e4-utE;S(!p~HheehJ1;AeFGMV!xs5XxNdTEGt~6ikcgFxYAQ~;UYNs!h z9gg!N@iEvr+|}BZMJwtf(oC^#zRztql{o zg7@#P*OWAAj(#=X&beJx^ov_7qIT&43Jnv2h5_9Rt8Mt2L#?vY0k<>*4wY4&F?D@D zyh`^)Qth%;T`9SM+b!?-k3YFe3|VEL6bUQR|43WFPykA50bAr0;n0%f$LF~%Mio6V zx{nuGU?^CwmAr-kBujziyupT>9vi0bDAI^nvFcF;TnTYS-7p}oSzq+)BcA{HlS@RC z9(?Iqb&*JgFdf3~6!q4!dMW$y1ti8z!e}ja(TVOlI*1$O1V34IqmBd+~-EC5A!v<8qT+1w0 zaT;(KPq4@|m`1x`!DE}XzaB3a5pOYJ+t?~QMLaW{|A7wMweTy&w~uOTW!rvAm7M3@ z1)D?`Sn;Cr3XB7=Cc!VfdGLA27i8INml?AJhFKQaiP?Y>@faT^f&)l;P#&)ks9QbC zUaVEq(Lsss9i@~~#nUFKBMH|E|0$p-yrgW#=(UbY%?r&h>@7l^Q2BY%C`B5@QM_Cr zVx{#R@oSM5Yaf@>vyIeYB?!0t{ZF474Ij7oF?Zh?!!F3F$JRSCeoiKh&m}3 zOE9$k?nT+Wn!t1%mU+2H?8XCmszhrrhnL|0{pSUI{`F(JxqHyx8K(C1`N&|qhetnB{?|%2X+5d%X{ui?OzY4#GPrcvM zFU7ySltL?g>3V9a4h;lUI@N4$#mNKI8AgFasKE~E7Rke+-xWMWVqj1-b0UGrB!oUI z>L$S$u$}yO@q!ESMH_f$(2`m1A+?1S6&-ZF!ytyU14h`5&L_5l}oDq%{+Iv(;!3PfP;x02n7=c z*{U?5K2)UNY^!pTf~~1RNeQ<7>o3iCmoac+Tih{nR{)tAY(G_8eJRMO@`3~T2%0Edv=+Y$F2*@HQ>aSRwv=khoeotfbRJXgG+3BD|PM z(e8gFCYJNQ$Jgef>WnS!2o7oqicHJYSB;9%XEIRqlYP!x3D^Q&WG?IcpFb9Ck`U9G zG~-tE4-dl~sqVr?D`--sIfa08%o)Dw1_i0)td&!^)UDqAYO$#Er9oAC{fjn4(m zh;Oxn8vR)*ZJAIF%PohmKm`P2$aLMbD;usndbg{xudnf2eC7e%sC2s2TKl!M8T+$c z!i1!Ot~0+=I?Q zK8pbJ)O@Jpj=(`m$swOvlD2B%StlMD-ZS_!9Z?9FnO(LPQ>~}+vV*O3r1X{Al7jq* zQAw5k2=H}kN^Wcxd2iADwhHct{E_=E@(&)geio8YA6>yJKK?Qw_IDGiHcWWuUCOQF z-4<-hhy})wH;(#E6)c@Ey|9dio(6_Q0-dCGN!Hn#`iDah2KE^+;6?|Dw_R4yMMB;s z#9C>=s|;HD=cPgQh-r+oT_+khzC-0TlbBJ!uaK|~o@{N(RoHS6g0e#*^iis zvViP98NXJ>V~oJ?B%s$Z%KL)WGfwno_oMCIrJ#nLAX%MM+b02Rgg0kjINi`Q)|7oP zwqeN=E{NyDQ#nZ70gN%*J|Fb=wP@sK#V*{6g2s0Bt{c_87tD)-sqmO>$sLp*o0TJS z35G*CU)?i66)fF^^ukY*du_kHx(RQ;?ruhTR|9m8^7#~Hw2cOzEzMNX<`8$);rpGm zQx0^N0OcwYEhPD14>?{)X#K%~7o~plTy&ey? zBuSos{jx$849vl2Gh<`!7{stROSwl1xgC;>_IUrPw%(eq&maBBtd*Oew-bpKz`o_i z-+Ee~IeRvoXIC1|t&8r;I2S%$vWtPe;Tr6&i3KFUduJm@S1R@9vmn3Csx7t>SuJIy zLdhY)D9~Zd#byf|I*|N>rLB9S^hxf%3VA*s?om;nv`#qHs z63G$!tx~udN`T@=$~7;F+e@0VN+?9p^c_6-l>D)fm!Cc58GHKQve+kAG3#MlMS{nsXbl?aGI6}Mh+wDC-L^0a#Z6d z94kg(!Y5Fwqh7?%8#m^i>~xE@xV1EzeO~yLpw&;5N(&lacGltt3rtmXO!CkX-8oGq zc`e|k`evuC{esz^oI&BmPp>EwFEUyU)%`O?8asil@OeDN7~T2Qi~4%|mrL|d3wU*7 z4ToCbjFj_kPhMo0rasI@_O;zSqp5pgc4mwAD75Dg`V^ubNEI+^t1TeYSTA}|2)4LY zmBh#u6&GtMUvg54!GBYQuga>uQkcAez26Q)?2$NQ<^$Hy#8b;v#)v29zp`Bmj4;?P z**8-6Mwsa3+2zNNpS9DTpgn`_#MZ10zmx~Fko9GfqId63e~S?H4Pq-*Fd({eeDkFO zmE1G?&IOd8?Ry#rkD_erkbBqpzJcez{Bc&-)sMaxyG)|%SiNt%5H|=Iq4IC@Ob??! zX{%0=4&ss#`@6N%^0=ah*Moz*&tJU5FXLiA_UQ#D{SMfEI6p5n^h!q}1+!woroU4? z96)?H`P%;^YZGL6YhlskjZqT0AYvmHWh7WF=6*6};xGw8tWbDm3=jJ{DNar;L+dsoGgk|t7!4%1~+lLbuW)?a7A z5>2?{lfQ^7DA2){b$4Xbkr31~!S(h5j^Cbts*(Vp)078UmHYHp`#)JSWR>$EWkB=k z#S5X)2jqcE@wS?k`xdvomcjfT(l@T88~(l!VL@CbWop7FR;uWTOC zz7grUs_B_KG!vrPTf(@RiLRa*Q)k`pB&bMj5TO#bS{<#0M#f3_qf+OgYh^?0JI9|y<-VK)`Z17&>d)E>TM58NI;X>5;R(a(WB#YMzDWp0}g5u#XS zLyLl?l;QBFoVWSc=@#quohj2_NT$oxUok7DJOFc|%KzCwvD@`BlsPtn1ZAt;49qI) ztK(Q3#3OcRSrvAt!n>g7lB-ZuT3UL2x#90*N>UxE14xg=_snHi-}>+pi`FU9qnDD? z(vt&n(1O%9SKbt|nbu3r?`*izxR$dycGa-s;6rz6uZ_1N+DKyg%WoXs1br-TMZI;! z9cMR^9As{4Yq@;U54#TR6&keG+MMEnLfFs$sW~HJ^3@Dh+D(srz)Ef_`+^7by1LLO zdQ(B;olA*t%q>S7|ET>a`OZ6ulPIL#Nbv((TsGOzylp0d#lbS$1Ep~%hTt(9a$Zfd z_cjTW5X}`}Nz3X#{p6Dc9X=-4PKKV|gk;-Po}weioQ!a!jd4VAEmwZ_kL&&GQg3)2 z=v;hr;9!RJ*`^&I;r;S%jg4r~IjgccRAinLjD6S-o4@H8G;HY5JO|VR#@TUejgG)1 zj2#wLG08bQ#Q%V_4iEPE-9HpaL_&MEq6uOI04d*+VT)^nI5wHpNlmAMUJmkpHj`C3 zkuiH$Z|!w^x!)6JV`>AcV3|vbaMYZEqyt8*h3u~d;LfudGj;0Jko6N-nb+ot+hufI ztf}fsPoI>h2hPmVSk?JGj-^Jl1kCdL5r2yachHqgz@T<>(#VEjkzZmYyjGPLa|LWU zj9#cmwv%ZbpTy*Bfsnf)eIumFq>B=vFQ}lL*GT4_YF7Ga)i-v6oVqPm;Jmsxu-*4o>ZH0uo$0IgX2LmW|(Gy(tS$Q(iH}!{QCetreg6o)+!p?nm$bp;loUZ19nI zGn}|m?JSI)DcvO})dMYpL}>kNtB5v{7(_~yZ4RV^PbUMC7K{H;6ix3b%-rQec<2El+~)Qkmz-?DZ(-TWW_ zh&WNeg4_~!s-o2!p>1&Rw0+DyjJ%eG>O?}eEi!9Mr>=}dDq{3{Nbd0;$Ed?v?F{x2 zC_LaHQvk6DiPLw1!9HR#Lv!YMP2feRu;OEmYztfydXIrV6W}}Gj$X{HUJlC)*>~6ZP<-G_v!iA2r zulcvmn3~$}x5%hj{*iz&l3@I%wBlnd8rmo>c4YLn31QsM3RrO~RB00m2lj%lK+K!y zO6^)*=654}f;vZ)u3?huBxarbcz5kD^wQ6BrJwSkOC5Lvd`9%*g(G_R?!B<0UMsX9 zj3&(Q%KQOq-uC&djWR%;6@8j&j+2MEv}})^MM85DPek?D4cOl~A}A0q43Ab!><^A| zVkba}cx>OTvYIP`YN!T<5^LmSPOCBQ#V6Uz!|0S%!9ovn02pjFi+4-qfr>d|U~hV% zy~;L6?kxvmr=%4lEeT)}$A{~1#6$t+A%oUpL)G{9+X2EQxh?ej?EZnJKU{i1cYl@` zC`A}Wjr6^i-i+e%pk3^cBw;f(dFRicmvB`b$HBo{;#!@X3%D{)?XCT3{d(+H2l|z! zR+V;Zax(k#X_XdqbmBEvD!>2Sdi}@n24QiJ#kDj0lY68yBRd(e4TQ}(=edk_e&c@0 zEbkeRtI`h5?^4N8-ErG0^gF=!&v`eAacc zh{nAyg2&+!$vT)vn7rM`D_kB^Cp&X{#$Iv&!AbOR%oX9rpghWy9s8`y^S`!?&a*pq zbxV4Ms$i>XOSX5+7>|*SA3ldhaM3Q;-8V&vB!Uz~CwN9~A{@}y9LSU!fpb)Y@ViL~ zE2HEml=6}HV$oD6g)gIPvR#rACcKkOgAqne62jRiF_er6DY@E=?LRv3cA264F^S*Ii(q4GD3O13K4^J0Jt1g74S;e(4*kmocpvg0|zUG&o z(InGcLnpUOe|Z``pFTJ!dQn8|JCLMqv=!w9hq4Jo=?xGp%Art>^LsVhAFsHB@=*eR zH7D))u7}y{9;*e6LV2igqyt~o6XT8;(75&NZi3FDW$2Ut8d(o)x+J74v}RY(#VmFo zrKhiNfoA4}bHuSgeN1g4u;I{@`b!EAyc7d3yGs2?3!tT>4kIXiRCx9FZX*}F43;bb znN8MlM5u+us0Z<-L4N*iCdO#<`eLU0Xsir(Vt>hIg=2k8O-oCQj?Z)}O#G7noIYb` z*@>jCmO!$WwKIXT@P;a6qEHSoUoLxxaVt371X;u1j!fWo->}>Of?*{_)7Cm^OCjG;m*Hg%$H^!QPGw{s*EYZ)U*3VJwwGb9SES7;=xRH z_wL=NY=n|QANKNyO?D|7iQ_sm6k4CSl6Rt`_SB2sE+KlH3bgUCS7k< zaj$593R)qz#i4^)Po?gk*|5u^^F(sFFJni{F%Ihqcb*k{$nxf(sYNy-p6L7w^cvYT z1Y2yqE-!eN8vQSOR6_1~Cdf(r0s5G5nGXimcV|!tkDf>?0V9KfY=w>Gsml@D6Qcyi ziyEHLMWzvp=T*@A#M`U_8kCva{GDjwGimdlqCBBbz7dM_YSnzNUuCv9hu|$RDVGa% z;*`3&Fjo2{$?Zq2AhuPR4=$SwkBR@4`SMVR5{P5J9EM-zUwp@H!4VjD3`*8w?B%M+ zwE736q)Zjy9~BdTnaI5;>$5nesO5B&x-*XdDp;IQ*x9Q=*<|~5y~{+5ea@~cR^*7Q z223Lb5QMTjEbc%|whW(po5&$3Dgs|w;Y7yIw(_9K&IHKIQE#(e?^o&%W#!?ORJ{rPHIwZy~E7 z=}jbiqi*#YM3Pf;0=v>|N{VX8g%w|r#=+ovDQ?3#BPB9NraOZs%K%tGu+FWD6^G{l zDWG>e{4Dlm(_ODI*V=-&iO zAD3os$+0{b84rh{9Fv0KGIt@UxHQFyG9ibC(=qFpDJfDRAc2$7#S(hRbn0%jC1s)# zM6$G}L{fVmP}8UU5)*6kByI^?L^gHvF`nKEL>yR87w)y?TnPynXde!?RkxbqXtQR= zyYa52@<5_+IwFWZykn0uJkcUXqmlGT@1eE961hS+Mc!bs70IChyI(gQX4E}gWTakehO{z}c3#K^_ zr-fi5nnUOrO-bdGmY;}_7-t*wEE377p4!S24c{Rshc53|G;EyL62~hMu3(XqiMWg{ zYaU~Tm%A2ktIT|p$QfGqP-^FLWPl=47Oj~W4T*8EIjeU&xJAzGSf?p5)ZJl#C~AK- zdI!nhmdQC|awH42*F5n%HlR2kdnx(OoniSW!0D$G+*FLwPv{12gNSIjfx8#ZL)6rN z+V!hDD%KJNEswbP^xmd4Wq&ty&SO-(VpWyzX2maK%8n?x*wZc8mjoc?%lOr!%kq#& zGbSV9k}9r-H{JX+oXy+$T=}aK|Ml@r)Z+bZ&UE)P_dINSYtg=Dh%`>GOF!JUOXq_a z^r2pE<`&x}G;zDFtjh1*SwkTr)^`7*WYwE%o_cxZZH&y0a$5aOESJK+$C;vP5m8%E0 zME&(=8wo{QWmT5BfWXFb>{H!m=UncEd#&iN`KlGJlk9iDzx?ys{|7Nq4H2)`y2C`l z_Jt1@vtb#w%CUE@Tq*iv{JO|#A?6*$CH>wVHp-wEUa;g?j!>4Z+C%pC@@TxZ_Jy{6 z^2kjt+N;n%{urCu(<~7&(wnckPyVg{?D?c-Zv;tV1bp-5JLW%#z~%qI!v4H{Ly|g% zK@!k5f1}0ms71G8F0Kh6Zt%TDK?!RcUw6D#Knk>Ydt^ZN1oxNq^_|6xHuCa_xYy6? z)#3ae+s!KMX|lum@f zZ|ACo(&0PO6OgKL?NOl7;EVX!v%M-XQLyoeOdhFvj)cdlxjLfaE}ya|3El>*!-BM( zr+@y`3LEWc31ek&nrzVErPG8JWv?e7dC3;{qM7E^9VeJg%=bdnN=>^{$8s!*DH5h} zEy#FZfOQj}M{=?Fc>%M;a4vB%z($g`dz6df`R6}Alk|Lq3c6+`t%w1E2Uh0~^SNlb zJ=)FwM~##?4h&Z5clkBt>fk&|^*rXzooyI1dbEh=lrp!xmTM52y8G^s~QPKI`!N@=4 zG?IiqKzpibQvS+9XD%E3_F3Xz>+UA19nIXr4L9Ou^gX+(CWIdODNMEGZj11q;`1<^ zjU%NPRnV?EYhEnaSF+}f#^0>a5I4SvPQgqhmqD3H)gb~>*nO?EXc<|H41C_k22qj1 zgv*(qK7!k=|Iw%wb2IYAhz^a>F-hmAF}DIou6-SJN#a;2YbypN1-IyXq=o(w35{uN zs9r1bqQ^6V$_42YMj4%?$V((+PrNDwcoAq2A&4^a3IzvV&8s(h;bt*-@nu3fSGG)?qOHRCN|03^hWk6j`;FYozSDa4f7#i?T|5IR;Arw^d%LNKS-y5 zIbWXf^xrmZ@kc&%xng`6^^fD4(=NQW4^h09yn2F+quyNM=USlthjqahvd~lIsxekYSJO4Pb zv*WXiEIvWZBYSIU8Lt(n&;2TG)m9Id-a}8T{od8Q!=8TP{M3k*9F%x{rtCGh8@ z*d+umF(mp16)ibSNK4T2WNEf;)5h*()CM0BO3CmNmE1NqvkLae^V+Lbkz7-;&&qHD z9i6^4@Wi3BHfw8_o*oDPG6??;jBLU4O2pjPZtBi}5Sva#2vocw^NV&$3x=);%t8ZT zw0fd-@kXy|MEtbA;{iTY!E8N_fYL4hg;mDa|66|+>r3PcO!N7>(t^-VycvOItDqVe zpPaRxR_LNO^kDxSw3HB9Ao8!{3G=II=mWS=&nZUp^` zjL>s^MRR5Mueoz1u6ekxSTU*X;u$a-01^WShoT<50r%k%Qj$8sVxx~}yH90Me`9>q zQ7Z2rLRwf(k!`-he5~~$Y4&9@vm%VWN=T^m!Cqco&Nwv_AH$Ekt$uyA1MS`8;j$y5 zgIMkmgp}eiI;fp}!}{qJ#d#gjv=Wa%^1or{xsE-6{`?6HQ^;e195DIjYBWBB^H_oz zH*MmTTzrWsQz|3Q0_zn9jnI*drXoe-kf`i!`pw&m&&r`r0=b*FIUZ33=Fs^ecIATB zol>e^3_Q$?5ScIS8hG!QDP>&IUv9Mg{PW{46Wll6^{D0$CD_l{c;MhBw)*aMJ#0SS z#7qyUg6oFY%+EaFQR04lw@pCIuspZcV(0Lr%wk`tD)ZA^L!)wbJdsXH5!oq}pfPNr zw~TEquG#jp@pl_`iZ1u|>^c##U{vU^ygD~ldt7OT3{dL4XxxEx8e3^MRl#7#NBP4` zR`Bvy&s}HsCH^++>-e&JNl8he&4+O`rQQD*=b#_X!BO{iYEJeIrrFCKY(P)+_C%2G z+{DC0sR9rPW`|lZb1U3z*m|>Dm|SPGXt_E@ujBWWQv{L3M~1i(jlf7h9YtU zHZWSYSSg+QWzq#l-TH1{zq4Jh#T~8N_x$xkW`iL0$emJ_v>cbkRaHS+wZ-jprnjR%cMh)>P76><`SRi@urJOV@T?nh zzHuX`l8@&e+(L1rP1mlAPx_rc7CSxFbw%TvSg+StV@h+)GqA;pT2cT)8Syq^J5>cL zSFsfcqsYRX{1z^W`0-eze^%WZt~K7A@3vKQzDwE)Dmn2rELc4PI2JA8?FL^`H1w{5!1P&pv-1_qQGcrD2|4E3zTpk0mnAf!0>KWd2>} zU1mM>%eOWX#E`oowGT&T7-db`ojcZXp)c#ytJDB(Rw z&R^-$+4SV9To;d(!*RlO>fb-0zF=0e_gm8P)ta{%fB&5s(6EvlH+Gm&U%y>q)8y3m z_iyux959sxiUPGNsSu?~;{1yp-q(@@1+TasX^!mEl7k}&3T(8*kxE&c+4#wZu9#P; zV0&kuDO!4iGGICWXxlqce8=HQv+4vWI=k}mA;pnd%M-imB;_~Mr?a7?1=(k{1B!s& zJo2~&&t(PGpKR-rr$i($MkA-;T%a5#DUjQ|)BHeAC;NhW>MTj@fv-4DDJ5QFXvUPP zPK;d+hi=a^?jNvydn-LAd;Mwm-W!-a|4kG7yy2ra34dyB!Fz#$CXMX6a~0@}#wM`M zl|74kV}p!jF-HLTdP2mD=0cQUkO)$5fHoc_9zlCwgvU1j9>4nQwbD9mxmfb1VtEQ5 z-abK!7TG$zW*{SNi(7Gq@!Zr5aQ~{w>FUE~#j)@F@@wpO8E1s_g58jTBkI-$!UV}M z!xefcWqb%0ikMe{DQ++CEy+JS4MgQRMfNrsY64y*!9*=Tp}xH zo)qMSiu2qy`Vl=H$Lt{1OzDGH0a)0&9)9>B)^R%(ZUrVq{cQ|OjeTen-*E3;d&~Q& z`j)52mp)ENA=OmmBjjZl+>aN=%4N0(+CR~seZL`I0+iIMF{#qU$E4fGt{)T#1)HDU z+A|LzQw{PYl?{jb!|)*zOgDrvp+P}myM5DGMupVmVZR&Svf7Z^QZzq#JQJyLHAN*} zO$_;G8o%nlKA-bisQSV)G)`{r?rApz;W&wJS1DxT9>(&No2%ou5+wDt8+v^j4*m6` z*}*~&%HW@osw@;sB0^dfd6sH)m0dl`vA@lT5A;iYtg6N|B&NA#eeC5(@ z83#H-BpC!9U{#kUr_U zSPP4-k5VjFXcqRB8M*KC*ZY#p+U(EUA8G&1_?GQq>dGl5bLi0!VQKHS>aJ9wm+Ec4 zXPzc&PD;XzTY~7M?tWK5Y3|VY6;^JXsG`_mSagBB8b#mb`&Y-;PwVaP*6R0g) z?$2r$U;8ijb<)p1^I|2%gex=l5wU@yRiZpeQ@t36kMAT=2DS{!8D>_J-p^v=KP7IF zVymF$MZO^R=*5&OaqAV=te48^I{&qlA)3cZ5MW`!#1+j_{UTUo+J&M2Epz zFdsKtr{+!}^q~wKCezh<^)tFl5d^l(Fd|BWH8xkW6r|dHm_P&TjWj9I6+%*T#Ib&E zS?8OOTz3ofPw#G9r3cqwzI-)17W(xEZ?_;ctlt(U(Bo7H`@zJin95g^hClw9)q5D8 zfA-mBN)DM*GU|On%`j`^6vd2?VgC=E)mD4e@}ADX^-Ka77&Yho(CiM@LJi=c)umaI zJO`d@K@Vh7ByuE4fR<jFrnrmk|1(qP$KGB z=_mq5tQhN7-t;cNzC%5Eovp4#J>z_ivIR=&hQQOsgST`VJRV`AN+w-Oa|r`9Z`XmO zjx0FtUNlF2=L6yrxxDiLe_kAE=r??lXGE7HGAjyWK^P)yfjJo38BR*0GkQqJZL0_m zAB@9Lw(_zX?aoYa-sr8Wu14`?=l)#RSd=6jz?2aE5PhpBKcYa{+b|ne1V~(L8E&pA zuTAd%J0C;$ZEg?++D?FI37ep>w_)4Sk1I=UImx)zUw9F5<+GJYBO;U3?eDyBnE2<5J8U%4if zT-*G@QqWgEfav|j3z7aLSE)k zN%XgfXQ)Dr77YG1@Lb*dtzTnZV^>5XCkzv?u~yzMEIf=6BU#~h?}1?&(P0{o4t#Tb z)yYG)y(GwPez49g!P;RYcH zWh~k3NF!+wmAMF^QfVNBh)PIEI`3=Q=>FgT=RD_m&ht9w{GZe7-uAvpYpvh!`}=;c z>oZ-B`Skn_%6;}?EJ|HWB8py?pCH*kcnLhyWbdna?rx7Q1cqZLm zcAA4jv=P3AtqkTpFf2$9zP`ihXhmO#ls($W@t_6>jgj2RS=St{%jg`JQ{T@*XdnsH zH#y&UjwS-P^jTglxHN??MQ5mo{~tapcJ8iHmbP5CZk;3N_7Xs23v{kBjSVo%l=fTP z7=ojLsKuvb`P#GqinWA=P&*od`D6^ltC$**wJ$Wz4WBTRV&|l5!MZWa=skT?G6IT` zL3Pg&+Z!_VDFxkZ;tzw`j#5D`3p5{6CDZZ17Z1Mc+%sz#g~k{^{nUG96S`0i2=oY> zU5-~T1iC_;O~4_M#yxK>IgS1SujxKs!3DX3{1KHAl9vZ$f=jYMn7=)jK|my7nNgf6 zsq?ZZm{8I=y#KIz_3CJb0|?#@+MFh?Er#@QdXmr(419yw7WVucX{U0FYGq>EYwwbE{pkkXL-eL5mLmF-?;Uqq&2d zZ9!!|rLk04z4dfN(+38cPM0R44&G=8C8*vOOdh9zpS6{Ug13WTWh^J`z>M^b;OnUD z0)Q@L?nd2=4~TANVm6U6Dq5QRnu&0cF2Son7y{S@aZYj#wdqY!oCprIr|&|?%~?B5 zU(8)m%ceFCS;sbordW56Zo zGvS4(m}Qy8B{{5RIbF`ms_?&#g>Z_@gAwzGLP=SALo9><8-;V%RtHkWiM|gjVjvf( z2#DI`_=*=ljTGS%Pp0@7=*f%My#fwrl0j@&Km%T0`=Q}?$uzcx+21sFnSDH^c^-o5Q;EN?sDzUCP@)XN3 zTC}eR@lS}94e>pm@R92Zk2Mygc#C91v#@kAx6&kv|09Yf*te)gGx4B>^QIlcg;i3D z=wD`L1myNHxRi>$ae-CGznJ8v z%zJ#PC1aJ;DqZchkv&dcG$_8kINt(wC#volh%QTSE}`P|%2%lajeL)5_N|O`6+&j=&)g#o~ z#_bV`q~9!SkE*LMSk3cXZKnmgxZv<0ydy0_}lwY|VdZFOfk1;KX}VgB_| z$QVm5#G(wzharb(luBf5@1GBiODbH$`fOhOKx0Qw?SWGz!jW?){aFP8M~fI zDj&D+&JVr7TV^6s6JJVXRo-iT(SMJ98@DiqNogXs7x5tnmKC9VJ+ug$Hh>Si{>Hb8 zc>|td&$YyJp}Bvc@tS+Ez+QYF8)$bF34RTSB76v;Mk$8cII9 zLMvPMVPi8HEhZ3siSX`@D_g2^StLd!mfj%s4jP*v=w^O9xpoWyynWBafBG zZ)V8xZ#n-={z>sS%(dPS%ro;O+sq3+nq8A42d%$VdGj;BRd zNdNqC&Jkp|dhD3ySAJ;ANL!36>Ww{zkU`G^$eT0aW!c5-BO~J2Q^$rXHV6dsSkQFF zw=Ff<2gF_kN~$`xB0~lW9cFijn%|)i_?4~lYNLwFdwe>*xC-!Mz2QnW=IxnL-YZTM z8~#)6+O@APFysdH&H^AHqfCYVo2PwMX_+bkcY6&ER>VaUJip_j^aH+S|R%xwc!UM#FFMbM0 zfb9yAMo{1+XZ-Gi=fjBuP!)ibQ^K;A6nOO!IlP1f>Go!uxbnklr75E2Xa4OT=D(qI zYSf~I%eNZEV%cE+Mw))OMaYg6yUzrH&1ZtZ;JkCp<0bkbIbXStS-NypXVvHp_vbYI zZx95RhwuP0jwBsc2}q&6I2CX07{wf=i$i}glvswoAy>_rs&J&cU6PR1aLbvL9Tp^4 zdAyTBAgBSED1ftN(wWj~C{f%y8IpkxTcujnlM8gEY)PmPRsv6eNpnBCS;ThG)02t3Dxaux z<`9?1!ZrgwYKGX5OFCHKMhpXYpD!hBHY#W;LQ=0Tx1ME0I+!p{%$)MXTOpPgIVjZg zHAI0f_8hr6?3^jv9G;7rXyeqDEnC(Ndna~5U5a7B`KfdyJecWH*(L7SK({$I3ZN9r zu`t0h5^=7X#@!Fo^$Is{uhzJAtu32G=k^U&oY$CV_*n+0j&}T*>NvhJ5u52ehN4xV z27XFHyN^$lHp7#B5kW7ZvhI1Mmk){ZV)hZ0zW6s`*NbwGml`rlY`jW@#GpeeA(DDAVrw{@t*mRAIz;KNpX*4tXrG+j*_NrW0PJ++#(LQ;xhE+Vhx(4SF;wes zcg&=WPk;3!y*PNkh{MnAd_AgJ6!AkgUAvwrSn=}fqkDD7AKNv$$A;6tYn*8H@AkQ& zu^l#v(ub1gChNBs;6DR;N=v&%W_R{Z_Hm5fl6MzGPcP=x9(EwZdu<6-;083m_@tJ* z>AJ0A`IG2SW8$)7j_VK{i!y;}6ML_&0cM&X&iP6*@JBQ=;}RXKD(XDtXW<(RG064KNGom+~=n`SQ_y z31_3@PMkdHi1b?m45dzDM|Olf!wEVpc-j>%mxKpWd#Keok}kXOPM+d#m+x`S=yF^Y zoH&+2(byYz*7~PJ)%^ajoyMhylP8aU(beDM_@G+TZhuUt|FG_>2S0v}n^bd6k~t}9 zi?OY=k9^(WMfI(?>yHm#t|~6bTC--*4=sjV`D*Z!;Q<{IR%gz$#tqtbpml4b zdcO{vwPfa~AC0!xU(#gAkyWjy)Nb*$qWzjRTYJ2WzvNwIGEH@L^pGL?`PU~-C^4MB zGaoYf`h-nRw@E}zva}_Sc&kF>?HC%AA!(sPE4_G>(n%>w5}LeyZlzEt8E-~PODdD- zEiW1%W)^lsDc(Hs>qYOSTyfRv<7vNz#U}|FssLt3Jf@mkFjLE8DKwBoImp%I`Z-df zi%`JN&#xgdBeIs-Gvg6QD*C%YLsgI^M7b!_ziVI@0iXa*N5g) zdk2@i&NVSON17M-_BI7t7Y?I=cPd@K8MGl|AkiEJw{n7qM_k^~MV6tlNuvIp=jGOS9J$Pu^AhxD+&G)*hF!H^BN zXO|>*cdl2NkT`o;AJi=r2+WT^czM)B#Oj%t69^P-r!++|22k66>ePIP0Tq#VsSwdX zNwh-W`Hwus&lA5G%MkXF_q(r7Lh@r^kk~)w{Q2`@R*t(E%SgGF1DAK!eKY`>---jp zT^bw5pOzkqbDne96y(4=+OYYTzV`0hk+F}PUGmZOCVpg!GHuT3szaFNjaBm=T-q-k z*YsIGZj8&=jdCaAp&3#|2r(Vq_N}4S973vw4jo!ht0U!_Hv7fhd<+_1F`L6}%z0x> z2cD{W#extkeO)i_$s8Lud5pD{(q4dh`^>C-mR&u^AO^7Bw{Syl=AA(!>EX>0sw%s; zIeKe*l+3~5F2^O!GY1)wr6U_GT&yRJ%Jz;g2X?})gl)n?0zk9Ka{n;;5#4GQap#VH zrOXW}>5e;Rrj`}b_z4W>*p~CKe{T47qi3VK|I%u}O^|JEB@x}>bfG>wrfVN& z+>1~aiYMHd97ee*W)VOj`IrqO+nVJ~8$B5z-_cGT8f0;DFy6i0`ggq2ty`J1C=Njo zb_^|0Siz{gLVTrEamgH<4Q7nV+iq)X6*cNIe6QD2Uv1;Y(^K|jlxULR+*NnR(>M?W zqfu4cqinw!q0XO>ka~`BlUGX)Hi-!7p-h7f-Iv`zB5SOQl;)X>t8Y!)9pLsyjWAG+ z&^D7_c~bBWM;P&E#YE@W0{2FX%MaYjSaW~&w#F4zI*GUI7ju5zq|)?$55^I!cmkCz zpu*7JR9;hHQ@s`F_>Cl_cc$M14Cb1+&|L?RUh!@2DV_#wm$|DFU78#}ZHUmKt%HL@ zL4QstcIxdz?X*W?b&`HdLTuzl*?!~lWIL6v>$8%Q4_6;OxgB@B%#fPVg3cxK1O=mq zm&JDBk&t{kn6~?Jf9@vU^IOnB-|_C5KV+hqB8c*O#I8r~0$a(_0#s(dPL;4C=*Lki z$u?shPAFcC*3-`8P=EIq0;iR&YW!mmb$q?qyBV6w8@@m8w$xT^N{1lSX0ZV!jT#XY z24^EfVWdA6GcvRV3CD?M#gw)#-)<9rj}B7T#J~TKo1G%8U(t^xJuUr{N?w9{1*=eq zev%q(;mptn8|yR`)|BThjURSX#x+fe%emYlLM zII63TlIB51Vk(qmZIzuHz=GSEY=11LTS@S6S>3bfyM zzqAYmUs9_4_UUkz5ILfhNvtnBQ z5dPpXPd(Zw(AdPA`-grn207G-GNFmnIE0f`^N(M7If0vGZz|qWe)Yn4o^omFd&LZd znpIL?5xb^*TginRLz%6YGM+9jfvR&+)(k!0hXn=g5c_ign}9i*f!Y2u?n#VfBBEwr zlX-K0=kvVFc%rz%NO?jf*h%a+l3>bTmYfj@RTVg7#fO)zKrZCGpxKq-X7v_?pp_Q6 z>5LG|8V76|Ep)fPc(W32su%6T`5!-bJeNUUNV+4pFxs^rXYY$bY|O$pR>6Y)&6T-j z5kdumANS*MJwl^>+6?_JE@`Xn*W(~d`@~Ez?lgAnSW%oJcvUFbio^r$Ke1dOQhC_q zsA4lTK{_XcAVf(tsl{>pSYoi^5h%YpaH!*zUETk-44)hXz#|z^WnYhwc#Mnz@}#8{ znBba);6EN04mJ4%)e#GE2L?!~TDc@Tw+0ZnB!+o$EyppZ7ss2_C;XxaX+9lva0D;+kuq(1l2Iez;cbZLF(=8KJcd02MYD7-QEf2?}K zf+!qHy4yxOXPa_BE{I(*ig2z-LVG$Y`;yQlVQC@7G~bfrE`l3*_u?2M@i{p=djhHr z^@Mj^W|Gk@p+r+JO&cG2Yvp(>j@n9u5i*Por}Lp+Ax{W+!8d$bwlk)}4HJSE{+vne zGp1kKIvBCA71o4T6f`rb{^)g$qxn&tCmfr}GyqZ6$pa}zFxBTaUteE_lZOI-gs?RV zb554;Vd(N-JJ%o+ZYA1pxZUY{Vo=YKk1O$O%J${62N;H3`AXx$y#%{8L(Z?30A9o; z?fAWEfh*5UV;Yo!!ET>^RqKvFFc&mYn%a z?0@_Tmkq*jNSqnpc*27OyI~Wd{Qhj$xxapx@#i(B`=<z`y2hXbUw^$?{7?_< zO-m+cr=KKp_@A#h{euf@>;n9*KWdpzf2#hswY++buay?^4XJaE6>DfjOjQmWY+mCJ z|MPGDU;7OY{W6IOyxU<#bwBbvM?b~zHGW29qW+?JJr2GDvn|Y`fj3=d^XXNe+cLLJ z!{|7;?Cd-7ySX5rzs~%up3ODoib{9n#GM)%*AE_jK5c@%@?@J&-!iDJ+{d&o-lJbQ zz8WKU?Yeepi*^k)Tl#$YK`R$r)0LZBS4gN5LPp~kdqRGz;^W%w&lmosbQ1)aAfhnF4jlSJUSu4w*Q7IAnGpEwhg}9(Ns=9eA<~=k@S&)IM zGK&}RJ>p^u$)!0bkDc>E_y;H=(^b8b?)2jT%;I!?SXk(gzRR_AzfQHhSIW=B97KZt zO3um10Wpf?tSl=az7xR82Z-bBz_`@QG_!IjQi{w1%b~w8THuL5tXZ_25y=K~@?z_i zzO3D9K>y?c0@tN}fEtN@`*K19O--3CF7=c!M8{^NbfgfUP5}?bVG5Eb(E(0u{9LGQ zsn=6I@^kWGlIw?dBg;Wtu)r=BG0qbnCVP)W@Y-?QUn@D71GwOh{E6O*I{_sJiBt%t zqL!(bq*P?vPoD7QHlBHTjlId}I?3ZOoZZA4Y?9D~*dt*np+?0)E!2mSO3xcD&z@%| zenEBHX6QOe5V6c>jM=G@{L@G13RkzQ@OR`Fc0jC0X_=1K;3n;Ypv}~6F|#}c zN}^ctK60egtdz8gj`(6=#$-4eCvGsM@mPS_$iA6)Ke|HniuoLU5;(jiSD=BP2Q^OF zHJ2YRUnn*cdLviIo@*^}Vcfy;n;yTk?0zFc;<)L*;K8wZ5S-*H^y zL8UC(H!0mP8uonbvq@0QK1X+B|xrB6l3SRLO>~* zcSqRw_ru;5VJDZ;M$GWkGf$v)^it+yq7p<{$b&^GYG{P*GUukAp7VX?UQo6uZk0#^ zqk4YSY09ug=1x;Eo>OONmPP|c(+1@1calj+FiA}dX-ZBqa$Ukm0k(AstCJ?4lEcNO zO%PCuGFh57*@VwHAc#{)NhH(jg(KpRR^{-${FESNP;jVxor zx!qASQZy;i#~}R^0$LK4!I%0s8Ygw3c-bf*JHhz_Z_C`9`hL~PzooJOVeQ-Z>2v(s z$_sS{8)$Zw3=3%j-)BmPNz)?G0O*h}OJ9a72;Y91`M5yG_p6dX9CtoWkjY<9fzx_9 zzJ~{|?>vb|-mQ=h4mst*_{!TcyRaZH*)U;Dgjs!_RBZ? ztapVe{gFrsQKL%KFp)lx{=sEazpRWio7T?Vwwmm>S>JAwXfmCR{#iNa505^O??S1pqS5g~U(O`yuPP@2*vG^|&z4UjJ-uc%g` z$(5G3BPa#`rnSkOjZ@Df30CQ|~C8skemq zurCeBSVRQs9`UQaE9%4|cS1WN$PWeXTk~ADkXba)D%*2IvB!z-kFD*g5DIqzRx3*cG@mkWVPcL5<-=$D>vK2v1 zo&}V=xeH5qf>VE>P&JsvYs)6-|1NAfu~aA7+5nAYuA>ZhmiI0SRsr=4OomjX!Ik$y zhAi=#D!~zo_-E`ZgBk^s(TZE=lLiaVuo(f-?gs-87U6G)H;mKXx)W_|#>Mc}klc;u0>bm8Ys^y7MGV`#E~_r2>KeG6k8MK)9j=mCo% zm5UuDz4H;7lf?3J4|d7RSmU4fx^pDO3r9asP=8Rk`l(b|8IA~8Tfpom* zH8fDW+7=`wI5cREl4f_(PlGs{QsHCv<=nrzhg0w=ga5WRY+%1(%I)^yJiM3LY*nuS zE|MlC>V(G*-p@j97CrEU#l#`YwCXfTtn$htZhe1u|LyEUnz=`oaewu~c1`cGThg)G z{oqb262kkQ+0hqn+Z2PPCbz7iS$)2=&EyAv-P%4`k({4jz5Dv&5AWS2Z^m@=T}4T- z_Vppc%m}S9pOE<{n)a~oQ)9+aTHE=Lz7Zm<2 z)tHSx9#8!4nsawjqU;Xt1GTvD^HU>LWMpK7iu|P=Vjg$3T|I=$wu7^|URNvi zh>QQn^ygE7OY=(vzAB6jKG^Q0EPmx(1+|M#E{|)dBg<#(!Ju|9Vbu6x_c2=L|I9#k$DLoS^B_09><>CF5M<>Z+U`g;0EPhLZt9egijy8e;PZOm-Y||4EGcLhS!K~bt znc5onQaYvuY?xPgEeuJ7=w2kXSQ6#2T?A2aCk2lV>QYi+isd`5(t!sHTtv@uu?*vb zeJPx4s1^_aPtKWtnk_=dX?WDF{I(jcXU&Kl{?#9$UB5r0w{6>a#sUuCC+PXM1bK)eDG;2nMVZMY0%%F<(`sd3nU~0`1A7*MnTDIUSx53RmgZd zQL+op2*PXuUV6SwBuJYyD-%yH2tvwbAAg4~WWCkB4I4M6;pd6MsKj+1Mg6!{0UJLW z-TtwhLTDs)sA7vf5(1j!`pj{NE0nq#^pP@?Z8+d@8+)Wi&Cz9(|{A>!S16J9@h`J}kCYB-?IFw7;MI)!h>pKch2hoJJrTDO3e% zoL@NBt7-Qk$m7OQ5tjKQ0+HASvWCWBsuf!xV-z`%_l8=mbl#?!Z#D!c50#;naf){WQ7X47p zPdd5>IRT`~5+uFLgk!^q6fi}+sHGXg`;d6AF)p1ff*;(_x_*wLh%pq}N+~-sGIp}% zyy6BZRXlDE^J6=7$E1#kAe`MnM@J{neoK?5a)46|;h6Eawd*Txj}dd7Sg2*^hDQwE zuQPN=L`YK{$+Ms=g{x3Jfp<>oI29s7Y^vT zlLPWj91C37Oe1Z>M>x{Ig+^Mf&lgjDS^v4BKV72Lh~I82mFS7w)-VNM5yCPoo;QoEtz(wc7`767Bz3(Ed{QJ9$ z(rNv>LkDU0n_V=Sy`gc4Fq1sH0KV!;*=#IURLkC4^fB2CO{U&3J%Mmr@)S6Op70*T zh$KTppi+IGa?6j>1;ImR|}CZ+zBOP z2J?5M-Ipz$^GTuPm`$fkWmw;sxTMbH^tnRHJsg&Mik(_gzwak3qJ52f-XATC$reYJT)fErhfBX?Hkl_ z!sqNYn6GAOMfeO-;OiI;%b4-2bRZ&Mqy(D^cPqG}IRjHe>@L*lDV)e5_k9gLZY#87 zYh}uCXDx$y9iVE&Gr%wpAJ7xG!TWD*-*{iZ@5Fp#QRs-|ylzU3df2GiboM@N>xV2ez9yfw-<N`DAC%-iB)=w#TL0bw^Lx*pY0a4wh)p2Za0E-nt3b9n>O$S|dv5pcg*M)F^vnmz zVOciAWZDvGIzyMy*9moMpE8g{ymr<-ap|qM3f>Sxk(m@cLZV=hHigE(-NtvXzzSFV z;S|{1emdtQ-#%?JV@7PM)5P$E_QcRz+atLnVjrFo?>3(0tZLZ6Xk%QCmE)gPE=JvR zb8iEE?Y^3h6sEw9eoaDrrc_z6(R1F8+Bl(J7(1)(#2O*McN2%icGw;p8{70Ed+4Hy zZWE3LNHeJvoCZP2KHKPQJ3P`rWvT$lAwjY}%XFmU1SB{V;Mz(`Dj7WF{r+ioWMJwF zYX0Os18G>2HV$WUiTH1iC2f)f*a8ohV*v7z_vXGjR<^RgPYG$l)0PuE5Wq=%f$eYU z&5oVPCN0Mk=eS}*e*G~jO0_^r%jU~Wos6T_T&VIg-duIfWjw<~+D(%r9MVd1^ZKv@ za5s8hL+a>|S3`2FVO;<`A7F*Doq~Sf7?*Zz-tI4F6vXo+*G)0_xVoosCJHUf6BMmj%A63e}-ZM~{1xQ{ffijm=86qvma6APKJzS^Kx_mm!Unx(&Jt zOaSw!t)r9MV;5U%@6DU=|5Ep~k6X9KlO2w|z#NhF@(*tvB!pZJmt#|_KUB#i52Y$F zP%Q7|S8L8Wjc;mw;?iJok+SYUozD)-HC*~;9NnJUGp!VU4^?N2J(0Yy07z7D5n|32 zJ7}Y(O?S;ajbZjNeP!L0St(GW51(my8~gT{K5C;^WxRpM>rh|;g;GFkY%eap?+p6& z3*oP;Y)=KU>F9)P2BCN2JWX;V-+6SVTLk;dD`Zgsq$5qDll=|jP#Mlxnh)wLlTY{E z-7%FF_zoj#`5lkaW=BLS2#&bqK(xMrL9<*x^)zA~B@vTu2XcKA!yOl}m9x{`b~D^R zNM$JGt_+l=o>P8ELK1Wke5q-n_?BP4-w=d+M;uoL?`ikbWvnsaa7ZyWevzk3e3a=` z!;{Y0JwX49cV~Xe2ISx|s+Q}>dSl?r4uOWbG2HrKs%AN0kx8&uOYVWF8+aDH8%CyG zrtRlJ>$<+M7%v5}T)k%AXifF<1duX)MRny=xrg|2#&K}^^meioiH#&5Q=pO=V#$5F zaae{(CBJ)ym`$WZy__;T+g5*x-;${W4oD>x4J<;?CFePK%UVb<(raLklt6daD< zp2gn&mslL)zuru6*sD}b7u?VeG8m6-RfO#43zTV8T;bHRPGDnl^b1_??v3W%jD@|FKS zI+`8wObOYj{g4*92*nRGLVALj81s)AatI$lPqCp3HbogjUG4M=dC#hd?YAREJ}QeA z9e|A8KK1^Eu{?Q_$s>|Hpsc5y_M!nGpd$n;i&6y!dy$VY zt2quehXAO+RYH^h7y|)%8b67MO1fsxui$~^!%D_6#+(6^kYwvE1ooY>Y8k@Eo7k|I zA&V4=u4>A8=|cEHgals=UoIBESxABeL`O3ByTig{;Xx1sH7f))T2#IQrK?(cPe#4m zadxb7EEs(!Zvk)M`ZNgK^5M=V)U#VyaHf0EI} z0lO@=sv2}v1u*(+^uYJeSCdcimsm77{gku&?C?QJd6;cN-a*Nogb+Mpx@WhqgFx%R zgsHdh-Z`>MZO?Z4QX13pi5Wg%A!>+Q=l`R=Vr8MKVspKp z>ilB5f5_Se+-B4igZkF{wP|OD1ncN{&nvv_pZO4~-)+WMMkb$s>E>p0uw`IW*Do)_ zf1P>xzo{D@#Ep-qHGSLgJN-rk(DFT>{L|0BjQt{}IP%#5?!o=uYa!3ZEA}Q7Y79C#U8S_~I;BLxarXqG7?BUj)%@pc>otS_NpZ@jpTNKWpAe+{rvjP( z7h{kMRdC(MV?HO3oH1h*Tn-Ag$$?5=bOrx}B7DR&<^Qmb@ zR8wANPricOY(Ee}2>(we;ezN1*(63w3R1BdN>Ega4&!l8 zS}9*AldIh8a*DuUdMU}#7tt7F;;=sNs}f4j~tHXK){seT@oKXfB905EOSUD9@eqK&B|wZQ)VX!HZ_g( zj04`>{YG?{oD4f|&tJ1<%}i)OUCYR@Qtb`J4;3}13|FNupymmpX>g)C zU&2%jj3+nDL%M*_vOi00gbunDN9$M_$4iMtgq(0`PWUGz5MN3l8rj^2H%47WSuB(1 zDTk+kc%}-lLeX*XhE7dJVU9ebtqpT&I?XzrBh6q8(;&76208?1d1I8O4A8mbL>dKA ze>|+aq>ke3DFPxHM?E4g@##28C(P$09S7XjV@M}5Ez+2tc2EjpT6ggRau5rci0xFm zY$^CQYZ)A%+qlA1fk!7e5~VQLkH74lAa;BR{7ij{o0E5zJnbT2H$PG)K8lbQJV6ZR zV%4XNNIgZF%ObH|Re;Kxn^UY(lo#h(iQE6E3tFE0d)Kd7a~PaP6ar-vMWamF+NjG! zbND=It(hJf#6lH!5!RU-=#-<8{jlKE4mthyNsa(!(U;~%Z1^-{x(dZG3b)HD?M=c4 zrSJOkSgw4vdTza~wZ*5j8FV_FrsoPVWRPaMG1@x~Ni7h#E~HcfWx0H2K>BivWO$#1 zlQE09`1w+jyV96<5X9!EGsy%_+xq>qGL#7tEqA~YliPAj6)T2?LGNXQIDjncQL<8+9K zbUS-MwDH_l%cqsl){-AAS#u!I>v5vW;3v_%h$=uepSaZvMHL3v(!?={ONf~o6fbr$xJa7B^q+VwR{{yKgg2=;@9y8*n8|)Im=V{0Khe#(ys6(?tuHGUy8EmMw zGB-}ZQG?LJZdJ%nsJNCfNm*nU=%_FdX&*pgq+^gpHyvhW<33y^6g1n_<$EVxwG8XPHr8nON3g#JAiV z?wvv@wJ&9`cklLJKGxm0#G%f;0e3@~LPs^cjbU)cxBW%RV_$2r|3NGxO)tXS%ysjV zKtH7Ffr@16#yfZJjF{P>JIbF;$Ai<+#;9uBO2`NM1YELvb3oqn3v)Y`ELsftu z{31Ri{knDQj(zR+#m z<^jI%Ko~FmFpNwCBOJ^T9yXK2QIJ#y1|rGe^h09kbe}Ol$Cg!_!!X+(U2|6p*@XipVkOfTZ)HWA4JUX~JHsYjfTk&ZQu%;e$)j*8wJE z>g<}0NNk#w#vRSzta>FQIDi*al4{LO&&^wbl1Rv<+b@#@jX1yTtGg?_vYp2dy8AME zPurD+R`&KjSh7?9+YIB^&!X^z$#bkCKy?!R+C`7kFr{*`%G^`I%$Q^)lvUaR^AOQx z3c%*nFH}wRAz7*GRqyyz+Rv1#e+3i$1WjIU`_7JP!T7%V9bjkl15LjAf~I03Gu{QkmX!w^%{R zISLWiAKm#A0$#*)$oF~bAp(-!9Q^JOynhJP`SpMuQO^OFbl#l;$UvAiyP~lNk~TBC zO|9^!w7f}~OEp#oKq1FWY_qc3@X*X;+aAdZxHSJ2{UbF3bUy#mr2i4qU)Ut-;t%L$ z8B#`}3DX!F!%S`O?`k)d?EEe^@zxNRrdTibxi6C~0T5tS=@wK}NWKn=F+pPdiDL0D zbAPt&lVkLcQ3VxO)Q(a1(eRdrOT^e9xkiHhP)1zZ-`9Ctce@c{hM~sWsaU&y{Zn{z znKT(~oA{Hc`&0`GueFeG5P20B*erf?Y}S;GC)Ux;MSA!>nC!tJ{P5~-Gk`=3_B9qs zAK`{eG{38>br`-k=XSRpfq^=twXXE~-0pqVdhZWE)TS4@m;F`iDR+0*YHfJ$(=Q2k z-M26COOwiN0%sG10_Mci)u;UYLaWz+-5#V=G1{2D=<>yjI?`@pG?g87$_Xr@

zpn_Z58aZR%`|Mzyw0`K=&1%~xP|GrA{a*~R7W@3u{i#nrOA;s}=4^Os(=4U$+nL?yyE<5SE zJ(T>@7gwW_mhlg&0LeTC5{vTi^r8H2LVcC4zxctPoM39pq%zL8;*u3G!GMaSy`xWL zhdX5L@@dZ`%&&2jaySzE0EXSdefOxF`Xx0OH)VtLLFy=`Z32cWOS8Qw~0}gN(2fp+f0>$l%t!&K%|KR`|Figfx;KmQrTK9uhBHLZbO^i{M%Z!K;S|6o#?<& z;LlN2LA$5}996xrFQfVEpJKI9C>Hh$&zDp|`n{xA>V@^birPq~j?hR(vtHfWG(Q zg_05=L%>Q_flf|0Ds_3_d8`#mloZ3`GXlTdbB&|xTv9cfQ#%hs!l?>iOUr54SrtGE z>0yw3m4fv~J@|CO_L&V3xl)#@Lt|}Mb)?amH#4+$vmP^PC@$~m9io`UWUHnS+^ko|4r#1SiE zHzti2L=%w|U{vSFw}@^T_cBMRA`)5pS{7K>v#+U_ETjeF7*n%7WMNg0cB-+igzfp^ z=-|9AsWRu;wdKNzY@5bLM;XFN>;>axQhl7FJZ( z<#ad_EKN5!W?T0zjW-DyL%*iW2_+*tk$VNR$~#gJk$9de2O!wk3=attw7B$6vVXrF?8?xyrO!K# z&h#O@k19zRTS{A+WxL+7jikS$#m@xuFb!RI!9Hb=h1B>=K5Q%^N)ewyr%iE)da(3(ppLz8aK)<^yRJvCO~ zt-J{F@`8LgQo-u>xFgCknd8cBLDZc=<0VN8LevmrVg;z+!xJvA%f+Lk--|r%EU35T zwQJX)pJVBZ!vquIo=d$U&^*=c!xUdD$zc-(ImJW>bzM+RUc7ZxPr@6FC*rkQX^25m z;@EfFo0dM(jZA2%5kE72vFEs%Zd)aEm_0dQp}}W0&ws~U_&@7!t8rici$aKUP-$pv zK6a@sel>wr-MX$_`+eZT&)n$UTIy8S@U`o{KltT$iQPRX)-|K!0E$FE{1L?nu==T)&J+(y{I_d&cx*Urz@aPVo2%h{$iM>)n_%%v{o`Z zZ2`#9QyMn;_@BSxkE$qvjEOK9W46 zYJSswAMrcZ_;MQ{_Ykpb&Z~G0(_TI@wQ)wKw>zK3@yip{bOr4ig7!O$A zUNL|7o)8Jg=H?>!6oNV(gAz7nPqpPPrTiJ=sVP7#Xw)r8_(wmhi!MZINZa z^$;`ya_bc_R3a7V%(_6kZjl-rV1$P|HvYGLC{(Dk|gI$VXHHkm}@QVs-)g zl>kPpD1Y%x=;8}RW-yMXRf1JT!Z;(+Alco_?tN_5>*UjPurhZ|LLkLB0h(&b7@WC> zOR#SRbMy$=kKnos*#f-PWLQD@yp&sQ`Mm0}-eqA1?k@tQIibwfg>e-nfxz-oZv*s; zpN%NoFo5xkPeBqAzCE%bVa0|MR1Q3^qB{{+2eSpt0Q_H(t0~i2_H?&fC)I1ZLjv=w z4lESxN}?@gI8~R)vE!)0>Q1%#vf|FXOaaJn^Osoz*!2LQC0h-QN1^1T6uv)cbBhoP zwS%tPyHnd7q92hUcHO=ue3KmEE&99ND5{i6VpQ{@xLStlR}vXGb&tr|ZSb0wPSh0z z{lR~M<3#7uBDlA9_+U(cUIldSI@!zBmOidq7^Smzj!sFeYhh&OY+i}S_JLWcpbM0- z>15*I%IYkXHb>Z)1@SjqRx2eshAK;H5++4k65!&a5H>|H6G^zSUztQrOYxXaXN9LeB=%s%-`|K^4TQJ5#ctq~rxvhde?2Xt6o zN%~BeqfQ$SD6ft`qE$iWkP0>#jg5f%bgYCf5rMdMU8CxKNLVD2&78$xY99|_G+yT7 zslA5Ody<1B;#2ApyMto)n}xngBH{$@r*kNxxU!%GtKVV;IJ(JN31}^x8*4P`LvJ@= zob9CKAjgmt(N8W+=W2V6C&@=sy(MEb^pF`^dl`Y_7$=5ch68sGC#FR$oV7dX56~mH z0HyCqkBV^VU|7OW#RW$}SD+YJ7};{FO2(YLM)B0vV5J2cE{u*7F9fBSH! z+u4%=B@Zc$n_nc%I@P#ag1wmw`XeilBSac?l-;xJc@Ws*&zZR}YvdricQDsex*@$e zcS2dGv*-(z;f)(LzrRET({fMPI7~p5$J5{ogeyLfL+@&8p;l8yZM|cTpbK5$P1ck` zx4j}AmX)9v!xYCCFJAOGSKI8+XyQRu982m40Wp&#drEx)hD`#M`puHZupi_6<!DW1UvME-NpO?rRcC(q7Yj2|U_D zB#-I+3z|Em^gaqksLzD@v&=PoTGnDbbHrp?p?)=%CI6qEQqL68x~kOERy$gBOnhWA zI?p0jTuL41=iG-{mB3kr6fokaA2aDI4kk-_yPnsmdkEV;YM;Svva?%w7-zK*m&uwn zrC(w(Y|SHyrRSXfRILQ{zISv=jU z01kA7nG@&Dn`a6Uiu-f5+5r)(yRZ(0i*4uwp*H1Ah|cM%Hw^y4P+8q%fO2N^-;8Gw zdzmVL{ZGc&mfiW~r=L^+F|M;qGiSSgV*&g&ZtmQ zhJs*FPP@rIwb=>!#M~F+8>}ZibccvuB{kPJ<`L4nBU+jc00T*`JkP4UC70{LCXELr z2-r1k*t5ohTKCMkN)U62t67nze!qUrb0@-JV)`x&(u05O6SHtrokoctDkvS7K-!os zQ{~imf&NcgC?E|IjTu(A(UJZ(q&*cCO13$C-pPW3xxRl;WJ1Z(eYq1_gLkDXs(la4 z*HM)0aFlvwyMecDgtg3EDaeC50Av+oW;?L``?a2{CPsgj&}e9EW%ZBx4ypo2$9a8| zD|5FgFiPFN)zuL=>>aSyvzB(S)N1C+EHoz8_V}=#yGP5lEL)Oy=88;4E6Fp6yEt}( zQ|rWEs;wt&=rH?@_M(R(^)TA_uu0SG!hz9IhIW=!k<1a^A>#F%;hfo@9~+?QByk~S)Bv+m)S90wc_>|O_Zu$ zl%3+(;y}*=i_Sn=>sxuTs&+)~xPt+=EH){g<{FUPJYEbwQgF__H$*mGn==<0CntQT z0tM2hcpW228$o7)4VyMSjE%IJc=8&?HJTVoO-3f_bd#_}3(D>f=V>!G9o;&BebpqT z+2Y<>BabZ0TW)e^%k?Gd>#eda@~Sf%BjVrkmPA7e19F(nLfJic4R)Qu_=9giCMcBR zyb)^;8-=3Nb8p4~3fd(mMB$zrH=YrX?N1cgN8VG6XZdZgFn!fY!Y>^H( z?wHG_3WR#WqYK&CV56yMOM@vkn%cn|TvKy`Tkn6>Tf^v=t22xxU1-BGBUNJCP01H} z{(NTs7Kg?wU#Bax?*Hwo*IKL zyQJDCuG^$`*sWR9fpSu%vWfn|B;OpxWIu9^q*OrdWiUC5r)#>NZ;O&&G-f3xKY9D6dXvW1Uq4wPJO4MWkivZ=mA$Or zo@9G}ks`Td9~&;IF}PX6zH<-VP}vNu)-)=dwy$YOIAz=j7FHz3Qp2{1&R&mAEKU|r(nmJu7l@$p(b^CB6;0U+S1Du65WnE7z&Twm3csZ^vHA6=`r56k%=B@LrD zLn$znDoIWdqMx%T**|@c&xe-#w9*@6njMeeO=ds~hK@?Zn?~O`t10`$P59m7q6RxZ zQj zRa^!XqS@&*!9{tGP85VIUH}L8>$P|Y?wm{(*tfZo?IWLFq3#A@|A)RbSW?F}vCdbC zb-qt*xs!hGa8FB?fmiXt`yVT!*^?2OCY90gJ`3)hi9X7!K*wsWdnUi;<(qPC9zJvS zc-@_JO<`*A2nnG`TbAQChow23uv`wljPhq?M=ljmMwI~SvL!TYe|cQD)? zdsm22k3!u@m?Vbo72ojNY_mGH%I-+DjC~DV*PyxPl6e^itSQM+0OX8+mM2y-IdJ-) z9XA%F%FAx#kt&X2uL7Y^iryqQTI}p}T3a*{5{p2cu&v?Cep29Jq_yS1>BV3{R1QgQ zF1SOk+lOPUX%;fVaQS;{3PU(rhqs0`07RS4eB$3(`{LLO*fnS<)z&`828*XRpJes* z#@v$R?XJ(dqyClLEmbetC6bho7onq3D{?%?jh-i|OhilUKLs8z-_2%Z_~6d;80|W6 z{>oT**dvMVQK{-Skp>?9fu75T#<|_-QB<~HD_vJR#pvTO?P?R>K?xgb7XO#EqvyWK z(ENIv?T+u9FK~oR&1=pe(dE;Bad0SftGE!kC*8hBkeK@3QbiWGY&Uyaw~{$E0##S) z)Wf&V5zOi9Szz*Kg{&9#0xII&V?(gtG@>OWt86ChxQbi)@emK1_^{S?^>i zc;%vEZQ(yq6wc6Ho+$gOCrbtV;s|OuRRAUIEcCH;Q;IM3{_|;aSnB=n*4F>&%!N}e zfee5JacFj4ko=xmU(y3;6^HVum-pFu3O?DPl||( z^Eh_V!~cQi>=(g-j`LnVK<5RyMHge=s@j%lVE0nZQ znOI*!V{j@*yY^=SI`>^aHKG-!49*Md;?h4+o;7c?UIMb1il}@I80T3}wX3JYW_Zat zFPBQpB%iF2mX>pT3`M5gJ(W4liC}W@(dMcZxGjRZuS=M;C-EVlzEPjrQCM%2 zb8Xbw`iA2^_+9|C$s_i~{vNT$vfswuoMV4yQisi=-OcUcQp zQ@s?<9{*+Jr?C$r2AD8MBK6x#66htsI+v>{9JY=l28n?=jR*%$rK)87qD9B(Wh5_rS4Xp9x4hRZ$q>NXSv^h} z(uek<2d6hqi9K#ZG8MYIdqFX@OafcnJTi6Q-T}+{rn-vU2|l-(oye@~&beoaRt>~+ z40X%ssN2Awawys5#`3m8D9!K=hLA?q^!i>_{$T`jJcOs~JD&!Y0;RbALl)=hXaG{T ze@X34I~`b2_O4Z7K|zDk{_y&OPr(IZEoxQTs`U2l+cH}$2>SoW&4u&^beS@siw(fZ`QO&h2!5pBt#E+C8B9{d_@QrSku6*oy%2Bpw4{ zN;;d+_UwpG940kjOEeIoYo>egVNW@L6k!a5*b>i}vj2&p)hq~Ix-!Oks_gOXowmSV#6 zZy$PX1~FN1BFblhN%0}+hpk9dl59&eVRw@fe*Y(|$mew^YJ`#EVkLp$6%T>dI5P{txLXQ!o%IDn+Ad8aU?2+OzIUT^YcvpTcMYi?=-3RG`|l6GL45yY$_tZYQ&3^{ zns!D5eNWG`M~wlNWN>M_JjrfC9x))*bt=XO$z@Y6x7y&&K%;1OS9tF!2}>-Pl5mq_ ztbsEG>vH+%B27I%Kj&{GGZMhaBOky5LclwUsEJf+=g^qz$XVp~!E!HW@4h(j%cX8T z>;2PtZ3Xzio+>RC<(Aworjj=jNhk+FlvAi&a}2_A9hNR#y5P<8-z6LetXXt2qSyf~ z3*r%w!4!Ueri(6~B-caK!LU1#Ayd(9<9KKzUb}x3#u7ZZQavt-62e$}l#i&e!X>eZ zGHOKp2iN1Rp8_r1UI=lLXRR#chKpFABj2tw}asaZ{S^V#HiJL3~EDrVovrO zsDxqiDGuAd1VxEP9%1QBz)g80A_PIOyFBGehz@3!9Km-t5JABNc4S?ta5)3@P zt=7sy<-hsRHr)RtL{v)>)oMi3MebiBfaUeN)&4Irq4j_GP0j-wV%Ve4@W$??O+Q8< zpF6iY{p1&M5#eTHRoj1W@T@5{O5%UG`z{o*2*O*3UC~%Mj3jHNiXnTNR-eCd+CVk? zPm;uYNuZT@;LrV*w{Dp6XVCtr?|%{HgP8hid|Cf{*m6Km+BJznsbSSyx!@0V=rnOR z7=){Q6p%U@pm@h>MUj*Q3`+h*F2{}!>V5zuL@ zTF~uDCUTLP9t- zQK+IUH=$OsgbY@dPpI_gc(Y9}R|Q~#dmHotjx;7{4xF86?V+`TIJN{Uq@v&*wBbk| zGj&<{c3|Kc^Se-67(ag(d-CLE^k`B+K98ew_f0*86av)rn0ra99_an<-8-4oX@z-8M%YOA zidIqPIE$!TPHn1Vy=9~$KLL`F;i!`AFViH~hwFa1;H{UHOW{53G3kRs)IAR=VRtQllhWR6Dq~x z#f!!1xxexrrIuu_!J2Oiyz_INIzq(?m`5MTKo37Z3AUY%thwZbRv83OFtr%7F_sl2 zP|*r!MH5EYh9%&-#I{M~T;1yq_-`6E3?M!j9l%rxm8J9x1sju)fPYsmRCh;e#g!ei zs$`66HlB_@a90|0Nyibv?0}V>rA!BDOg&Lk$ zSNV?238^g$-qY-ezLWATiq%goIRm5UGvA65yH@*gZMOU7m=S! z$L8fRkQ=#&XLFUy%LmCXZwhw#KNaeH$-alSdmaDyz`sGuurA2U5pc=N!7^C!ut@~_ zzu6VbIXK0-+f^!2ptH;Fce-5|-Ggm0N17jkd6Fd&TJ+S6nDMtVe1 z>44}B6?@SvR@%I7XD=WSsdZ)SySNnd9QG+mE4ybpGI{)SVoAG(+NrgXla$ zP)`e=k6J?#fE^#-*st6?fy*Y7jv-@M>&sR54#0+pWr=cKBZ<((mAl%hJ9;wc{fgth_oBx@7*%sU5DhH&}Q^Y^*T$4Cmogl-6}!nST#&t z?RV!V<%ZjnKy12i_I~FwKyvzoKl6NUjl@?1YeTZ^|23t#`RNoSVLg)F>z@oHPE_It zLlA%vdw+xCpcffVzN=S#*+y5sYU5JjdG6>=gM_2n@LdLiclxD+ zG-=5xDJlC6ii5(~Vn!SV&l-?MKTyB+BwQSi!Mmi<^U6X>Gkal3ACF$lV1Xd(bB)Pn z+d|8}Tr!R8h)a!P&<=C}L{Ukr4To^`&~kBq@DHe^dHb<`yV{ns|0n4$=egMEx!aUx zz)5Rryj$v{<*k-J2hc6PVtamQrZXA#EXT5UiX_{Jrnz^OlJFiH-uaaR2>^pkB^^a2 znM`4mPxMG$u2dGiTS`ohND~#JuAd0D7hge~*F*SH@k*pIp)&wvw6FOU5S&KMn(6A! z=oimX+PBxW$lvBa8jU`YSf(m!k_Emo`cFxcbDcU2sXpgQa`-`>%%n0_u*$FoWPA55 zlGx<>4I3)NRq-A_PDIFxXFv5+MKQ1&EJP>nP;95l3$sJYsd_H@Bb4d_D(nq7}!2DZs=cQ?QEjHOA9^OoL-jS`G{LL^Z(%J7| z%^CL{c&>2&wTz>;N-;=>LniwJep$TxpmWb2@ceoA4Q6Eozy>re&(4!zM-DL8%gV|sD@%+IzQP!0 zCk*xVM0LsYAHcK#Sl~Lb3&m?s>V%FJr@F;zjz=ae>C)fQFUC{l<-Bm27KEE z@$4rhP0g{9uOUGS8^S4Zs*k@9q(<5*bui$_U=N#(ac)`In^ZoXB0&h0Agg^%LXg-e z6*@Z)(fQz~g=OOv_i12UOD^zW*>`{Oi}Z~-0SBHhe2LRwm1HotZ`*+&Np`tXAqt*o zM>y7KGT!PTZ=!ubGf)>EhSP@a8U!c!vVEODX8Rk*6Lu{3PXiD+_Gp+h7Cp8;2eRjqriQB-eKI_L3cj2KUkEEShzW zl+K9(R7k>_{pzEOt7|Qy44piJ6_cEoGlxvV za83vhOGMW=9Vvli^_He5Ur-L@yeP`MHwO6utmq}DS7;syAH}IIMnJ=^?mf?I!lx8} zD;(pTa5MP8M6a)AjmOmDZ~vo@;4fx^6$~vn+?*nitABg&dxPxv-+yoP0Vfmwh#lF# zbz?#qq%HV-&*V5AKVAcf@@9sr!v{1Tm*VfiDATc~pHI0&iXfB9wR0)Dqoc$Oa$2bB zK_<}5FoW!fL#~vlrS5?}O$UDCYsTrq(|m%gN_ZU-{=()AOfMiTPsgkwq%l}DC+erO z3$KE5iGMy;8}rc(k5z&GEe}Wpue1gbl6rrpm(W=&)Lr~p@lW12e+mPQfEN3dl%+UU zH%j-*#da1T#mD(J58w*?T+GvnOx0fd8pz@R58~ zE0}UKt5@<>s)5tyD1E;=;^@}H1^o|#f`XDCZ?Y>#`6CaiFSfG&%q%{~(~FArWjM@KzI^R$(ke=&6~lc-0R;sEZW zJ%cO5T@~)2JM*2-zsF?0jy%Ha|*SkXoKWPxl6GT3z!A^c-!($Z|*UeyiqrZHa3|Ridq@p zFHpqaVTR-;dT6NGBAKbVE3lQBkBma9tE-dq+AsOGpm;Fg&%b`3>GydcBS4*J=zG%f17by1_?5N zeG4|D4>2$)HD40y_aoTjPk>g$KVQo+N)l9h1maP)dE z94spr@ZaHS`=(V~{cYK$r`jsgkmucK9yfXc+TeVB1ZgJ{=RL(}W+(3i+<#>G+tLsq z3}xY0H99>k$)iV$T01plG_||e2-$5fWP+iKK=5ev455|UfeP>=29WnYlG!zp-lep2 ze{ahetW*(yfNqb3>hE@|ebBQk;L6;Ra@*B}UwVrE6Gj=nDGXZSzPvh9b3E<}l*W;0 z{bsPVmD_@LUR-xo)1LYW)Q9fO2>SG`T}&C7d_4KYMq zvy7DX?XBOGikHtQ!{Ia$^R<<(YIZ#fQm8YPhZ?E*GG9dT=kWCheuDOGBK^sD2ot3< zt8Abl2b&+z5FDBF`QlIY$~3PC;nGPmbXF=v(8zyvJKGB&_fW^Y%fH<hVRTj_y0*|r&hk;V=rpDIq;CJ!u z$DNvWymS?N^^XJ+&1;i8O)AFU$E#PMQ8tp1hu@G#$FyV`dp>!$XDdFxa#ZzDb&OqJ z70TQw;>=mJcyZp8UgroR?YaQ9kA}_ekbKRrewaWXeJ@v--g71~$6uummMG*^P(GOgfHZ8!WfFc1}@~gLS8X$q>hV(;~6Y`C~kFaetqFKMTDPz6f*e+A@hy zQ(dLaya<;N``edv&}UPU3xh!$hQRxB3bvAxETUU7}bPUO(#E9{JQvX zZpmaP@atRKu#{XYm3a$JFTjl+O)VHGpJnFO7HrUdVf!*x#_JoFMf?wG20PSXNG-?Z z1T)A~je)rZTWig}B^Z%exrxcrH8(HZk(($-Qzk9=1EENQTJWrA>^PVpr>UvwjOZff z?=u+QWQFOu+yYGY@aO;(fPE>DQATfN+g!D*>Q90k2&n2N4mUJ7GXlo)u}?xgD-wYb z^+`}{9;S_B4j+6;zfHKK{!(iRmNq_utN<*`%u3T!dXCf0uZ+Dr;-keO&JBuhO5Ci8 zH#U^|jm-YMlv_Rd6qH0B;?Ze)4|6TrQ6Nce@_~G=JldTpULV#TVsf|)rP=Mq?41!x z>*J$N*fkFoPn&BR>nfuu)@}a2B9%rKl);dmn1yE-5s3QJ26Hj;5a^Ojt7w~Jd;GwH zSt_C%G#u^WaxT}e^71;%t#g!KpK3%dVu?+^+mqjwilQ{WT*2#FOpMiqhxg6A`tNHc zU(2T{Mn<0RvR#^e#px&xqs~T{j?{l!;=H50yqv?h)t#YLYv%USE-3|G)?uEyAPg{k z73*+r^RHt=57jFX!t{^vDSWGsHP2OUzj$C)nwe|8bv>>wG3BR;P*S+Kv-a3juZ?4G zx2udjpLE9Zj066y-}m!u z>I(3J0gghzAl}ge*I$jXrJS)>ZOAcenZ3mIxn(^v>;RkuJYR8hDBs(hOMmz+IsF6k z0GPTwq)g{}>rm^il$(`^eL=ev>lx(3%=rG%$7g$Yw;_t7Y;oa8&Ez*8y*sr(i(5Rx0VnyT{y#P4+!r%xy=0$ShOA@W?D_R~8`dDu z8n+in-)xj~YjoP~>$+{E%R+F8cBp8+;KwhQW*O!tNNTHncs7R2Q3V#l8C$+Bj~B%S zgu2<-rO!rFOEtP*s2d-z+XD)+-<9%k1}kL13#yMAiyNi{+uwaq!;! z-K}7`DseN_$OY8-uhLuK@)0i4ZV07orOo)O2ZMuxVqoh&gl@c?m#z&+vcX!u6u?f=OaOGwQ|C!xdnl=1%JYvS$P`lr>nbT1qS#e7$IdH3)NYwNbP($cJ?kP7`5C#NQEt@@kY zd^M5lyWUG(QGAkl>c!R~V-NivvBi^g!j_aD(4al>XMx1O+0X2oaUxSrB}(r0_(JuB z<*v}F&*o*?`0RNq@%e(EZGs&5%+8`RN`LaNrg+(YB|cThJ~$*K4h}H|voCbGSYL5* z6Rm646`)F9&j!CAh@_Yv$DO$Kp-Rb=jz6{7Q|v&Wftx5 zD7T-Of_lmrW8h91Cov>C^6Fyg!DxN${=URZ+0z&gR`|g>NkK>%!XNQJ#fhwc_S3J? z{Gao4;vN=@6}%ZRJLkFat#>&MD_rQ@C`io)*ZtveibwC1pJ@}6y=WKkOBS)0Jm0^) z@!S}bl=!-7hfs*t8reoJIa)k558-S8fm_bc5r{6Iw4-M1qLBNWapGdp zy%7vE=TZ{fzVx`BA`%g?&os&sRn$|sq9dS+di3P+B*%umM~kw3)v56deau!jU%GN} zbrE1642HXAeSUGpiMw-W+9g0jYDe*s__z@ltze+%0nP3aQkDxOIUW*V#TSbm z&cgyFE5}2&-zA)*NjYPgN9%=IDJOx(dC1wjIV4Z2k9X`&(rck2SK}ev?h^lZE{Wga@Q$#~#0;|Rq6sW2Xm+c-v=Xg9| znpQy_^x@0M6RNCgc%dYFjgR4ug@wTq@Gb4ieZ|uJ$NlIg=h@I+CjgBVePC=y1A=iySfWD=^s^X?-fBM)3w1nair>-H?Y?2jhMV&fq1!y%{s5LmJhUOL2)r2n#wyjpog6DX zH!fUQOs~rj?Nie87c1Ch-OH9K=qsW1gKF6dgl!;-+anju!n}v>E^q&3zIG`@sR*Rg zR^Z&>dCTW30$9I?SL>VTd~CjuMP8Eagb~7Qql}bjjSXgA9(Oo1h$G=H5Kdcu^8KFX zYxn`F)YC1L(?OV0BlZbs}`rr*Jbrs-F({E61U1_ya()4aM1-B>@Z9ufX{rhE|o! z1w#)BHLy6)^II_*n3-QoTN&k}1k3r}x7($TZ@dz_NY(u)p-`0WTeU>QBv^#bz%`p5 zy)%QIZ(%*wBpA0ioZk`0An-ujaSXMvnUvxCbJ=y~Dsxr)wtNJFWr&>C0iwCL;+7O! zADo9XxDa8RnwaXF!$4zf^NChYVcvVTHT-b?AwcWj7)Gr(44cq2R-Db)bVI4%Z}X4D$nOBkiwSF3$$%rwm= z*D+N)A`h`etDRFOj)^Hw+)lynh^y=gaO8uiKExv_xCx6G4rsEptQUziMas7yh&}uH zFqJ9FEobFHl{wU7)>uL57+S~0TwC(mLQF!szBOx7)t6>b$dOFTj8+@#yG#3n!@x+* zQdys2?ktN25PM_TqOwaYKv8ndsy152GKN84gm|h=q)vV55)B=#aVoq}#D%m9)JD1+ z3O#P4Z@C^D$iUc<-H-JqdRm874G0-MD1(~MA){;+i-RS>B+i8sfz|B+%`8xArujQ0 zCN8_`L|2Nz!nq6AeUGJXmihrM+hr%NuiK1k6cNnUL(AXoSuM6v9yWQ?eiZS6pVL0a z)P5qHr*|fpJe@Ixory+N9&j(MQx`;q)&QTe16Zm$N&<|-;(<%t$)VlXr*wl|V;yQ1 z0uq$Lf|&seFFbmX5)am^6@K#()t`H{l_glhw8zRICUCdU$W!M!m$z4cYj1R^sz7WX z1kG2)1x3`tySjDmGKK*8G8jT7pFyu!al-e{Y$*R*n}`0^h1zF)<8mO)eN; z^Mp-*P~AU>kXhKb@CI&`mz-Hy4y+N3O)e}_v0E>L5>Q4e*ba3hzwuM@?}Ss=y+Rq8 zl=T3SEeOB2nuSAeuSuq?$7uo)Anqa0Z{@^*jq1RX_f11IIuYDEJAFk^aBy0dXYgv4 zhex@VrhezYstA7ZyCNpEhP(Adpq5>YD>h-6V$T(oMD(8Q^;BT*zXRC7T#&x$Q=vd9aaV*>TkM)jtno+~Qj_{dh<`xhvql9p41jRC zM&Cqw`!Wx!k&o}f5ve?VUlv_N`~89k@Xn+Weg26)^>`1m-37p3QGXsX2VEKd&lV%! zgG;(XO`Tb_h6m2gs!PYBjt3tk8YOT<7?SKhHbX}=HkNth%Y4o-%Y((z)F1fQcfL;o zGi`VHwu7ikD6tPgxe4(y57B54V!I6{;C4V1#E_ss0Hc+x!~*+0oNmNxWdIiD1~(8W zNdqT2Gj4SN=LkwsiyK@WhHs<-vFSVn)WL{&nch!<&yJw6m9qn zF6C!Dn)T?qU;AhnYlK4R*UMCu2m=tzNbQ4Mf%usFY>;F|I4K5^$})7jqQImp13n~~ z8lX(*_L{C|bm$PvINKqoy64kykSu8J!s=cT9nndVVvuN@X*!+Bf*UB&`XwN0 z8&R)DMn=G*mqla?)=}2O4c#Sng>8Nd!G@XKGXaxan%zOBd4Pg(2GHf<)p4mDCXyZY zrJYze%q$zMB#{=x3!7}b<{z@XO%5G8gmOFp@Mal{pmQ52;v@7(iEe^@26R(rSNh#K zT%1LJ5dbUA*zOQ~5adT-_;s(*Tl85@(KIt5=M54Mh)zpDybucT^He5PV;wb3`}`^U zhRH~dFzd#_cu+p(ZP*YO_ZdxriK?;km_bLX;{InXCz_`c(>caaqF2az_xmx*h)c(^ zyI~`eatb{`)=4QjbbQH&}Gm@on4^%W1Z-NQ<@F zB?ovC)yp3JN8O{v~Wc zVh?D<7|D^DdF=b(edZRv%pw1r15INux5(btJa)hCD9226m&bgL4LzNMf8e_rD9 zXuV%SEg;HwiE(y7UP(*5`tGnev~_PbI%~}~&{M`jW}Xe-a7fqj)9{_S-sjILzF5PO z!}c@9nKz<^t}q!64_+3SD)HN$j!oQ4I)lE!2@p4)#yt=P4Y|6-UnMn8D=`bmyJ#K% zWv{nEhna_d48(2&J3f%8NDIKFmqzGb9bH`x-ayvTvGAs`RnX(i+c6ceLJOT~g8%^x zRu1}niCU`BpFEnSX*PZ14baK9pnn&sxH?2Z#sEi^Pv7X6Q@;wsyN_^MVaO@pweh9i zfo!_`dISLZqpyoe$k2*ZA;!ALt%$i~IRbi(al`*5eayk;X$KRj39Ocwtv&G!?27Ug z%y6pf5SUnYa~=(H2FIF|c5xPYO(jj;KmcZ7(7f~~HQC(Pr_p1p%5uIhYS2n38#p8f zB;kE3QVs;DDbfyr%9;U@E(SZCI?M=YB3d)y2I2xBUoKI=Cinf71x{E*9Z}Y z3YZ#$oilLgy&Ss2k{>rxCPW3!Jy{j$`eH4(IM1K_mxSTm2_+JaDmQf{x0&C}fUao7;MT>=;*HGWqw+R=aVMZJ+`D*y-Wqwd~b!XE87#vOzMNdO^5L}dCF{s22xPZ%d zK2s+w@!K!i58UoOnf9V&M)ghHZqgeRZC)4a|Zsk9XT1YRv7|Olgi+A3x-; z_VM}I?-V4ljw)TM)Iz~ks?Z1HLaHIpW#Q;J+GSwmLzf(Xwnrgj@nhEN$RK*`ZZD4; zP=SV2Z4I7X81jK9$w)&fe~#Mw#}0_U%-fT#8+JE2V9W!G9rH*9f}*bW2^)pZCu( zfPehE{hUbHbqhNi3 z&aTs{+B-=TKKqWCLu1&N%b;l+{)Ivd{(pf1n}`@w{wJ|^|K-=57z58%L7d-|Q{~rT zo)TuuPx%T->PQ_A# zB7t~ZkABtP^gaGFoVM2(>wfZ2(yD)Us9ag|Z}#(bN=;MrYC+S4fngvv_>=$TzvE{eCJ|f8h@X(WyJEl>7}=*}XTbQ; z24Hv+f}i=*wy8}{B%e}GAsI%po@#U954Z?O84CarIhB=xcJ2=TSRug0+D~OcRJ!TjUKcoC6$UgWW4oAIHL}M}XuhG7KH) z0Qb8#NCKju?ZzBV39JDaB*)Gg0vtg^(to?DH}h0y2B=Qy>d=r6{ixh!U3RI77%n0e zFaqCR4+bI=`7(}XnRn+hwGyF^>?u;Yp;$ySt{L7N8>7C+-c zq&Tq~=nODB6FgO*Mad4ej{6xN{3Ky`qz3M{$wE^!bYFG=k3m$;0)BB4i}T(_`$?Ke z_Nn)vM5;t(co`ENWnFqmtcC0tN7P?ryzSH)I^t^>jBKcK8ZI#p^Hp8Io68)3h0R91 z85w@gxM-{P-=haf>RoKtj5RjU2vInXu1F(^p8NGekIOUk;vqIllS_xGDj;PLz$5eC zAl}1El7B%I^5B3kmJ_TwjJlD$B2QdK*dMM_rYh!;(Fl3PeHp+n4(O>(aRG9*4cw(z z2ARMaj0ax-dMet<><@#m70wS$ZBG10Z}bs?=-+|X>6H}#IR%^3vAN3q_vQyOVq;^K zJFj2Mz{8FM3?&T~Jw)fxT+vDu99W|PNX938z2+1Peg*E${6-4L=NB$onFid4DL zx5D?ug>D-%B=Q>ENc-^q*%K1Y!u^RE+Ow-EK#u596>E0Bxb=TNf`Bcrfi#|%rH5e zXAN>I1P`DUzNYe(0jeCTm$gi{7bR|XmHFGgU=kaMde`I-tF{PdV?pq{T^d1#7P3AB zN)2^+nlw(UX@-2`NP7`Nfg+LoWV|3L23)tcZhxfTW|aBKK*gkT15A*zLEav}M^q7f z#AQ9Yq`;(lpTffIjg9G>HcP)&d26daY6L^+%ZTH(M)kmmdyVslo<7FF6u8goSCfT} z69eOC9tb0`aI9SBUHX005gQOkv?2x(b=0ssH8CQIM)VOYhJE9QcV?@t_~PKTk``5} z+}fexm|0bl9Skd?4FFu5ql!|y9#~Vqd-e3ODq1=&pb_K2JyLvgL1bQSG*YSYioUc& zMO?Z{{mU++;_|+`%lYf(s=e3Yv_i(RCPor2uJpH!5Rz=5RKo@4*Asiqf}M8XhdXmh z(kaMkJdT#k+9d)IABIwfK@4!$)>QH_gp~lTf9v3xV{?_!Dl~AbX=G!52H&(Rbey5H9J4>1$Yu&-eXI z+upZDL?(BivgDULV9LFK)da#FwR=4AO!<|gpM~Om*(qJ@WQ?2Txk9@UC_Rn@K&y3kwjS{ zRy&1RO-$xOpV81YC&bbdjg+R>qgd6b#NdpTyH)%D&e8DHU5`jL+&tIEQ0b#QLx)XP z6WR+@7g1fw^osoS+2L8^h%o4ZXCKJ;61I{RMQMp&k0*{G`KN21z}pvTfg0$Y;L?CT zGuW6{33+)EYif)aZ(-}jrJeMwEUEij@=Q`*unCNmK$K*QE2r5`P2!+DmxYy!#UV2y zLQ>NT9tzVMP@)pTav$a_+k~zTqvC-RP<36vSFSSZ8#+hs*CAtM!b|D!s1U7~0Psjd zA82>dD?~k-_pA$sihSuM-9$xjtZ--}F|VjF0gE# zPdmjfMrF8Xp{%r7K_97J3sTJ>A|$0Ko=Uu~X~A@rF8<>v(ekKOcW@klApG9_4S`U> zl8iR+XmMuzP)cGM`U)#yLycf0Kt~~K^L_re7Kq((NQ_`-Hv^M$VHpU+MHzIS0J!~% z0=K0qR2ULzp%2>eKi({|hWoJ;QUKLR_fwxD{ZmL2eSo^ClAN#L=VawPT9i|7w+4?u{V>fi{OeVrfCtz zBFfcgw4sSc@>0W!&<0Mq z$=QaYIJIXZ^p}HVEMjz^U4x|J`|Vgyi7~iB;nhN}6j#GyWOCtM4To~Ei3P)EXbhHX zu=zH;u8^kj9yfw$dqHg8uZ#q#OG3Xh2`E3$-CT<8O=LSjH5PD5#qBVC3UYvL zxMNNksk2Wdrb^WSwHj`K`ba_u8I%c|GUyEvcnxMR+rpVqlxF;VIYO$&X^p0Xh%Y^O zX(dh=njw$#>Fv@21W@!&v2{V@&uS6EJU)~=_CgHk%`&$8o8hvN?{ot3zFn$WtJ@%# zz?^_~I=V9K(LKisvC6VQNZE3wZ$1KXeo@@q{Ra}4Aj?GIFiBbT84j#)`5?8=Iu{%( zSxaM}9+Uc~i`Xrha*blgxs9)s!1p>d4ycjP{Ke-*J`9%*h@a9wrgDRu?f1{W3q+4)7#rp@VF zUg!vqf!0eWX`}S67aKtjN0u1kiiG9r8k@VbH$KAl31tv-A2JeP(e%h@$QU0~a{Ewo zR5oMeJ7`6rp}e5I+G|yRMltYlk+QQDS%E3g?PHS^A@%@1VdK^adKLidwt&2-jdua1 zki}9oawEzLjR#GS8p!YnQ;7J3rpLI}JFqz#E!>S`b1%5i3MTYI+m^*a2A6i>m$-;| zOI`A2j|)>0-Gv8Cbb$;^4(?vzqt@?83_9jlo@Wq%6&tpkxsOe(toQ>_5AX337s~#2 z311Bz9$jU44EKqC08Bq5t&TjR?b*UCOhTUh2&hM@5iqC-$njrQwzv>ipvk&Rl7c7EGkxA2ui+ zm3j2>4m@l)0g5F%0BtNSRY6F`RxVX^FtnsGZFWgt?eicg+JUUYnPIXMg6^nRgbH*Y zRrI*9$RQhxNY1?W_tz?|4R@juk8L0$7(ps$9=jcdF9$)LQZm%wqf-q#TQ{ILi$ehT z%<3q^H=E$f^+3#+^-!eu_vz_!?sT<0TPc5Iu+iZkLP3+GKrO$b%xpG9=kqdI3VpI=v#_ z1~u)noL~Rr%Qz@nHRg-^UOIOs#EYHQAhjQlkPI(+cC&%fg1rXaA2NKue^MgGH|m4x z+%m6@EXC~S{6dVWQAU-$qtqb~|0jSas) zz-NI!Y7qh9q%FsZNco|05O-#SQVE6>{1!R3Sz_ZW1CJo~X$j*A*&d!~h>Q9Mps?PF z@i;d;$R$puXRAB17eArQ2xhO?5*rD`?z{a20Y&O25Dy>3tZyC`%TBVLyIru*o~Cz? z#B36O%TDim0>(G-eYZPu>|wG_0Ua2*H|ne>szB7hbkAFRmNW2$tYR9{vTu>@ZEPj- zUq~zRsCa?0q^m^p(?a9DPDu`K#;3q#U@?GU1Tx1fA;+Dkf&q%PHfQYhm+Cv9ya)@1 z8pq~`l~K4>4|r0o9W6t`Q3(tj-yT9e+P(io#o5tu_Xm4MIO+ z;Q1dQAfs4s6^Pkc5~QhG-Wo-T$HQ_ejSD|)94IlZX%AwBIn{0&=5#bTX}v&BuznD2 z?ibO78Y6>5v7B1iHLBsJW6;*}-_&`%8wE3^Xetz87gzuYM_8Wvgnq4>Ih2}D(lP#K zH49FFfrci&A{dV+a%l}PC(RP9DO!hzsg1x=P9F>dK7C$2EC5ua#-immOwrMpMBuN{ zM|9y`cNHum8s7Z{=}_}Fz+P5`qLd>w#2uYBS9KlyV3j0#(7q;@28Thnei(7aPO#)3 z0%^p$3Sv#H?o?{vXR|k^#DY8nw~tTX0LrA2#5aI@DY6b@70HoXjc^Axx6rRoWl0o_ z>gZKSeS3mp95oJ@;`&$|93>c!&Q=6SGdd3L?Bb0wlfZ*fhRhpEc^Hk@rVdL1d~wE4 zx+XQ+_#>Y;`Uu9gBA&v&MfPws?mX2@{(8tl4$YLLKckK6P|=RU=3f^(w};t^dH+6~ zgTAL$pcvUP-S4hMidX z3j0JEyj&sBnPXA&&DHU(K3bB2BDR& zCmVV`+prflB#WL8_?CUvLRS=hU(-ntFTPGd0kieDT2qZwXX>(xV+GlioC0=PB$erJ zo}k_TfH%jOOg;=28vA_749Nd-;w3Jy{Eh7CJIISL`Db4Z>BF$!LsRO0`lgzAPD3(IJ=*$(l`VFT@w67V$^OHxCnAhY98|>%N3|_e5R*^TAdK)SB5_K5c zMQ#Q}gV9!y0_LqBU_X+ko()QMjo>Ln&3l2bDv(`i5pdf79GC=K7J$~nQ9$s!ZZaDA)4xRh-{GEcy7Y7lt+#hGG>G5Do4@^B-REc zfbkEXpz~az_)jY)DTr=uuFudmVqKwNBQCj;^>YwMfwY1it3uX@AOkg^CD8z;$Iih# zC3NKx705UQo0Y%P8(}?6g(4B0WGtnaN(>30zCnH^_%31nk0LXWflRsswy_M9mbOUS zl-zJ%K5cO2BCkea2P)1QPo@Mep&GMvy zz4G*2w@4roEO>C=TS9pviTbu+#kbMY0_e#vEg+i#{IWtNol!<)m5_r;aRbC{N4C)7 zP|=6JFKsw4{Axb}rM07{%ABO-taeba(jVWZF(x_J)huc{1`$3D8?R#pNfA+G2%wJ5 z=4^mVSrB=ZD+bLmR@VXM=`d8)wHV_~S`@XliQVD>TZG*H_=1Tksyk@`pd2NV!tW7@ zKw$rMlr|5Pu9V+bd}_nN$NMgL5V22BnL%)A5PolI*CK3(qP~M!u(^_f!>?la0p(y+ z7@)$e<0DEKIJSl;d{dc0RhXI{Mehi;*vltUcOdK#pD(lobbZZldLStysE${vT z2A5K>zyD;Y8<8etPq*)Otl0PTfVJ&k!R z4(vQ95}ISE-j0pc;-0_bMd>G6#h2GorPN5=1t53=S+rYGQ7$+JmcmQx^);$Kk-hAP5^wTj@(|xHK zz_*|Je4bHjLIq|6WZdhk#7RQ4RQPzi-wQzahj<9^G;Kg^(a6`(O-DS6LV|CUtqLd3 zi9)qAV4pS0S{j`|y(7eO=GEdP$t&%DMi&LxCKGt#ug;LA%P&#@NjgyKIV&C)#mvbS zP-{4hZ0|O_uZWQF^?L;zT7qNc_`VOL*!Q4cg`DuFZ{36V--uPF+MS)4 zJQ@~Jm+Pjp=Jne)AqL)jHpm^#PEMvqIqG;M8x=y#YNNh!_tp#BtFe;EFV}&}7M+N> zx-_WsN+$>f{5jPdM3QP*^wcY&j?J&DVbTdv7GN1AKQ^XH3+>J32?1>CiwL34Ka7zt zL&tKEmP{T4q0+!IG=_F6u|bsZze`H4WJ1Xq<0uA`A}(um5_Rex|y%f{0uQ(tF!^U zdt0hv?b+o$M4O<_LUa%8PjFd{(G*Boj%Rqtv2}=OI7$>Uqv+n(voiV))P%T&(uvmX z;9N_=T?AR(S@{xu`?pM~qeF*Smd_6bn?7e&pI#h+J|h8$05HIRXd-?;~coTy2+v*FMMM=j4R6KfI)efwbuzrD2<&4hm@vZl2p zBU-veP@_E+W_ZydNYHuU|x$a$4N*#jnCV{9w@pPgF zQn=-sXzCK8Kk3ngjygaS5vM|ODE#T>q?!q6JZUGNFIqsB9(lwZOAa?^e;&;B-?3ferF<8 z(!}v(LN#kcxloGa6G@;FY#*mc)SNbchpxTL;M)#lwY9Ynw z5ef?A2p)t8ya{@*2{|OmyiFbff*}Q98S-FM7iqpmp8!U{JG%~zAH@R`C%hKA5TvC1 z`EZHL&SkJe(zT*`)B-#GN2RQE%Gj!27_^0BM@TM&#^Fje8qk-F{zEd(!r0r(HBEzq z`VcZCQN$!4qA3SGxQ+988xh9rlW+VK+m)J3c078(D4&86^j5=IUbTXUvv0!idQ!eo zq`RZ$9K4s6TBd^lA|`J>VGW;R`+W}XeUZXl>AY6}s@8 z?tNRo-%mR6SO7-n^9X%eAevHLedP8BeN^#6mH{x0T-{H>ILz`zHbQ|{MmdId#H1;b z)F(nYC;%>jeOXP25@bLCy-9Kb1b3#MmCkv-f|{pOaUC>l1(VZ$#9d}TUs+AA4&nhl z-apwcB$i;Uovo)T^6@E!d#mWKA Date: Fri, 13 Feb 2026 21:32:29 -0500 Subject: [PATCH 4/4] Updated assignment_3 with changes requested.md --- 02_activities/assignments/assignment_3.md | 68 ++++++++++++++++++++++- 1 file changed, 67 insertions(+), 1 deletion(-) diff --git a/02_activities/assignments/assignment_3.md b/02_activities/assignments/assignment_3.md index efc75bf61..bd8c98d6d 100644 --- a/02_activities/assignments/assignment_3.md +++ b/02_activities/assignments/assignment_3.md @@ -6,7 +6,9 @@ - We will finish this class by giving you the chance to use what you have learned in a practical context, by creating data visualizations from raw data. - Choose a dataset of interest from the [City of Toronto’s Open Data Portal](https://www.toronto.ca/city-government/data-research-maps/open-data/) or [Ontario’s Open Data Catalogue](https://data.ontario.ca/). - Using Python and one other data visualization software (Excel or free alternative, Tableau Public, any other tool you prefer), create two distinct visualizations from your dataset of choice. -- For each visualization, describe and justify: +- For each visualization, describe and justify: + +- Visualization 1 (heatmap): > What software did you use to create your data visualization? Google collab (python - Pandas, metplotlib, seaborn) > Who is your intended audience? @@ -38,6 +40,70 @@ Google collab (python - Pandas, metplotlib, seaborn) > What ‘underwater labour’ contributed to your final data visualization product? - Systemic recording of TTC LRT delay incidents and knowledge and educational resources (tutorials, documentation, community forums) that allowed me to learn and apply these tools effectively +Visualization 2 (Images attached): +> What software did you use to create your data visualization? +Excel. +> Excel was used to: +- Generate pivot tables +- Aggregate delay counts +- Sort and rank stations +- Create line and bar charts +- Format labels and axes for clarity + + > Who is your intended audience? + Toronto public + > What information or message are you trying to convey with your visualization? + Visualization contains 3 charts: +1. Hourly Delay Trends: The line chart shows how delay incidents fluctuate throughout the day. It highlights peak hours (morning and mid-day periods) when incidents are highest, suggesting commuter rush influence. +2. Weekly Delay Distribution: The day-of-week bar chart shows that - Wednesday and Friday experience higher incident counts and Saturday has noticeably fewer delays. This suggests operational and ridership pattern effects. +3. High-Risk Stations: The horizontal bar chart identifies stations with the highest frequency of delay incidents, with: Finch West FW LRT Station and Humber College Stop: These stops show the highest delay counts. + +Delays are not evenly distributed — they cluster around specific times and specific stations. This insight can inform commuter planning and operational improvements. + > What aspects of design did you consider when making your visualization? How did you apply them? With what elements of your plots? +Clarity and Simplicity: +Used clean, uncluttered layouts +Avoided 3D chart effects +Used consistent axis labelling + +Readability: +Clear titles describing exactly what each chart represents +Numeric labels above bars for quick interpretation +Adequate spacing between bars to prevent crowding + +Appropriate Chart Types: +Line chart for continuous time (hourly progression) +Column chart for categorical comparison (days) +Horizontal bar chart for ranked comparison (stations) + +> How did you ensure that your data visualizations are reproducible? +Data was sourced from the Toronto Open Data Portal. +Pivot table steps can be repeated using the same dataset. +No manual editing of values was performed. +> How did you ensure that your data visualization is accessible? +High contrast colors were used. +Axis labels and titles are clearly readable. +Charts do not rely solely on color to convey meaning. +> Who are the individuals and communities who might be impacted by your visualization? +- Daily TTC LRT commuters +- Students traveling to Humber College and Finch West +- Shift workers traveling during early or late hours +> How did you choose which features of your chosen dataset to include or exclude from your visualization? +**Included:** +Hour of day +Day of week +Station name +Delay incident counts + +**Excluded:** +Individual timestamps +Delay reason descriptions +Exact delay durations +Geographic mapping data +> What ‘underwater labour’ contributed to your final data visualization product? +TTC staff are systematically recording incidents +Open data infrastructure maintained by the City of Toronto +Data cleaning and formatting before visualization + -------------------- - This assignment is intentionally open-ended - you are free to create static or dynamic data visualizations, maps, or whatever form of data visualization you think best communicates your information to your audience of choice!