From e37b5489fdc66428191a99a80aa23a02541e1c3b Mon Sep 17 00:00:00 2001 From: aaron Date: Thu, 18 Jun 2026 20:32:31 +0200 Subject: [PATCH] feature: add exercise 2 solution --- NSL/aufgaben/README.md | 17 +- NSL/aufgaben/devenv.nix | 1 + NSL/aufgaben/plots/u2_cluster_scatter.png | Bin 0 -> 219156 bytes NSL/aufgaben/plots/u2_elbow_kprototypes.png | Bin 0 -> 47399 bytes .../plots/u2_skalierung_vergleich.png | Bin 0 -> 60447 bytes .../src/uebung2_kprototypes_stocks.py | 198 ++++++++++++------ 6 files changed, 141 insertions(+), 75 deletions(-) create mode 100644 NSL/aufgaben/plots/u2_cluster_scatter.png create mode 100644 NSL/aufgaben/plots/u2_elbow_kprototypes.png create mode 100644 NSL/aufgaben/plots/u2_skalierung_vergleich.png diff --git a/NSL/aufgaben/README.md b/NSL/aufgaben/README.md index 6027a81..17d8ac2 100644 --- a/NSL/aufgaben/README.md +++ b/NSL/aufgaben/README.md @@ -12,9 +12,9 @@ │ └── data_stocks.tsv # Übung 2 (Dateiname ggf. anpassen) ├── plots/ # generierte PNGs (headless) ├── src/ -│ ├── uebung1_kmeans_fleet.py # Übung 1: k-Means (Lösung, lauffähig) -│ ├── uebung2_kprototypes_stocks.py # Übung 2: k-Prototypes (Codegerüst, TODOs) -│ └── k_means2_elbow_measures.py # Zusatz: Elbow & Gütemasse (synthetisch) +│ ├── uebung1_kmeans_fleet.py # Übung 1: k-Means +│ ├── uebung2_kprototypes_stocks.py # Übung 2: k-Prototypes +│ └── k_means2_elbow_measures.py # Zusatz: Elbow & Gütemasse ├── devenv.nix └── README.md ``` @@ -29,13 +29,6 @@ python src/uebung2_kprototypes_stocks.py python src/k_means2_elbow_measures.py ``` -Für Übung 2 wird das Paket **`kmodes`** benötigt (k-Prototypes ist nicht in scikit-learn). -In `devenv.nix` zu den `venv.requirements` hinzufügen: - -``` -kmodes -``` - Alle Skripte laufen **headless**: Plots werden als PNG nach `plots/` geschrieben (kein `plt.show()`, da in der Shell kein Display – Agg-Backend). ## Gütemasse zur Wahl von $k$ (gemeinsame Referenz) @@ -82,8 +75,6 @@ Ablauf von `uebung1_kmeans_fleet.py` (PNGs in `plots/`): 4. $k$ über Inertia/Elbow (`04`), erklärte Varianz (`05`), Silhouette (`06`) 5. finales Modell mit bestem $k$ (`07_final.png`) -Status: **fertige Lösung** (aus dem Notebook umgebaut, lauffähig). - > Anpassungen ggü. Notebook: `.as_matrix()` → `.to_numpy()`; `plt.show()` → `savefig`; Hartigan als optionaler Legacy-Block (`RUN_HARTIGAN = False`). --- @@ -121,8 +112,6 @@ Gerüst-Abschnitte in `uebung2_kprototypes_stocks.py` (mit TODO selbst füllen): 4. finales Clustering fitten 5. Interpretation: Cluster je Feature beschreiben, semantisch deuten -Status: **Codegerüst** – Boilerplate (Imports/Pfade/Plots) gesetzt, Implementierung offen. - --- ## Zusatz — Elbow-Methode & Gütemasse (synthetisch) diff --git a/NSL/aufgaben/devenv.nix b/NSL/aufgaben/devenv.nix index b5a8305..e18539d 100644 --- a/NSL/aufgaben/devenv.nix +++ b/NSL/aufgaben/devenv.nix @@ -12,6 +12,7 @@ venv.enable = true; venv.requirements = '' jupyterlab + kmodes matplotlib numpy pandas diff --git a/NSL/aufgaben/plots/u2_cluster_scatter.png b/NSL/aufgaben/plots/u2_cluster_scatter.png new file mode 100644 index 0000000000000000000000000000000000000000..319fd1970d54e0930a7b61a4c1201488b0054224 GIT binary patch literal 219156 zcmc$`1yogEyEnQB>DZfQ(;E;}T3VV-w=_sgC@m@7Y)S-FKtM_X>F#c&1f--vq)X}i z#sdHEIp4YO9pj#Jzj5yx!!fpdtv%P8b3SuE&o34c>Z)@1I4~Rl0Pq#$5sv`?9S#6! z0$3OT0Ib>X9|8a%>?)(@s_AIu>S6Z65>PR7b+U7GwR>hx?{4|R<(Z?yLk@0k4lXu& z8&_8+7hz6L`+r@*;rPOu^KH*3M*sk@o#gdh0Dznb{D)$lKJpkq0RRPrq?Tvu*6d54 z?}usPdlSd!Y3K5HkMXeu5Hb=ZUAP*J(4rm#wz2$-s%g3gw+2H)+p?nBZQ8EcoqSJi zgGysJ@eAB+XRJrrRW(7)Hd;l+dh zy_WSE1>$eh8Y5gt`rB)>KAQb^8dk~2rH5x7XlQB%3(R?xg_b~{Y6%`eE zUY)L@03LHMSx96QoMqNGzp$i-%8y7?fsQRldS4$vb3}` zE?7*Gpfg-m{PMt9pl4R>@<227<*#HQK!P3!ZhO5I@2xPgX}a7UqgQQ5`HsUVGKNav z$l&;QALsH$K}pz@UD(8?ibiP9aVN1_>+Ufcz|nN@SowoU-4MTT_bY2^mUpkOc4O;Q6cn)i_M=P|s;3>49%~yNZBLVz*ne~&NN|2t zR#;UfoUf+)H_y{&H8xVupU)ld^)kjTv|-Y9#`<3@KYgcw;I#th zJWFFWUWp@O9zCSPj9SDKk|N+JtEoxs&~oX{D zC~=0)I>>2gKtK2%=~q@)FTK?@Zp)4pixj^;9Xi=4C@Hn*AxQP!soOihoUFDt%$&kcSGHCdo>dmX4#r~U zod2~i*ma=PZi?s4yLWeg*1moF)^o27v&?Ra2a&B|H&Y8O&@I6LE><}G+u|7IoX*yB zmk&nOHG%miHIl+ZIb|XlPvM#mS=^R@+J1+q0XOQGEUSwbW@*DoHs< zY}NPo7nU-Mo>wQwvjRr5R)eV#T~Xx6Q;tl7V2Edzl{vS%xD!h)EQZs`vXONxbwzQz z{89!k31NEL+M#KWJlZ!8&6heO1a}+%WQ?w3h`6hbjg6iB?&Dl^6^=_wi+MOCLd?v} z+%wa&yuUE2CN3i_jmD%PrJ#VFqnZ{O85t>=R*|dD8bakzi?ZlMAtNI*S?~7X>({Sm zv+jebLX(xxh_6o5uU~%ax&Gb9S@!ae)z8({<+II_U5}KUoV$$&BT4|qjw1Kugvg97 zKE;ortd`A;>T0s-8prTihn^5@Vy7v~#KVT&;W^)9qpkTCIw2vU+KblPX&0TzH70B%<2v)zkM zoi(Rzgnkf{W~W6d6p0y+dEcdBIXcp*sj2;K07)o*!PUHdeKB;6OifKS-bBHwm}1*$ z*cF4u$a<$$WMpIvRf}Hx9yiQyYp%+tE!VVM76J5%ii&5{*|{y3+m5IK>LfC}yu6)> zEe9h?`@#gYBCLaA=UZZ{Ux$Xs{ZIQ$Fhr^$QjOPF=jMZ{LYL!bMUK8ol~q-TQ!Hdr z5$P8{S=w!Qj~eDLPXBay?>2e#|DoN^45y9U^>2Ld{iDId@nVzRu(~rAiiPfFe+=$6 zr~yd=j&lJ$KPsPT`dnw@AMz2d8c+=mWv#k7t$kxC^W0xDK4&+ocja=-hDafIeRsW4 z1N54GP6MV7L`?i?{V$v|hi%Y-{V0orZEfb~wzje70(pkk z*14~l6adI0_bvIyT?m8)rXd0X)sUL;zrL*9Z9dOn#Q~f0+4Y`RIuUXereRVDf}jrD zR1Teit8=o&Uz~@B2V6}gq@{8;-=xuL=mR@OI?CKCtSb!lY{GAR@+xzEN<7#%NiO|6*nCjG@dL) z=~dh5r~9V+ojvn8ZkU(hg~`auVvw;Lgaiel^78U7qMR7JGXB#{$Hph#4`}?DJ zj}y`_(7_o;0W@<}yJqTK%&H8Azkd%w!z5U!7!vEir1J@oi6T2Ze}DF8#$^ZvxT~6q zEGVvj{_WhY215Bv+IK*@X*}$_VvQ^U;na4AJfpanAUDk&W;OHyKe#O*K~3!Cx03zK z<9SRV)w!E8crG{Ba+Q;7iEIGts{M8E3pX zJw4r}Z=J>rAZKQtEV>GN7tPl=rgKr?p$61$ZqDHjZ?#w0ix5K+j+vs0~=^J z0*b^_YwM_3@hi{C9x-FcqLX0fOr6W}w9n~E;=bFgWXP}$Nl{VJCGGWy5+^Cpd9Xez zBS^jDk%G%nOW&-b7ThGH+${tq9TW*0UfA%+$cXi&|K)@~Hjq_VsN88@X1wV&7cl4Z zXW){yB{P%3FZdjMl3o?=-@Q(QikAx|9hNO^l6K%f7vjS^BUXA~$q7!=Yv~~Lx0X(QJ z<7B+1nHj)J8MrHUww8@@yj>DCYI<$tv)^?|JG$-~86Qu?pb$UV_|nDaR6Q8!z1yS< zKs0kzMR%$Zi0@PlRuJfLsUS50n^8RpSb6B{Q_lJPQR#or_kf|t@6Uk1@W=>ihV9wl z`}Z)B>x(}&j*ghX4A?aI`xg zdv0?AblA ziUYIN$@Kgc8C`$|R-mqlFR6qsIcikb$nI6&JNDoyyRf0vj(6;aPG6W4>BYtAWV4}x z62Oq?@e`ld!^DfO!pkPH-Rs11OMD)W;?lc@oByQk;x)XguC6|rn3|dj{?W7YVlls< zxEq|xz3yA-WI-)R81i$^=PXt?AY)Z=A=j>axS z$AL&BMmSjKG)g`>gB;PGmU-YDo=z5Rv zI-rNnzfl)bX4yx!HC2HbnYA!(=qUP&``2KacfT8F(*e=Z?mV5z_~ay3!z=+{^Xyq$ z2cbA##%9jR+O^fwr>(1hx^ng2T2j```#rikZ@H$rX%(z$YnLJ)l$y4orn-&m2RBD- ze|cWj-Ews5BR%K;F{aaY#~m&n^?^jD?dO+-a3eVnijNbUnG>6_4ZggvF0juf&1X0d zt@>LH9h=-{Hm^;t4^6_2O#H#}LF8!Cg7yA=;YACN*oMUybs6~^+`-~-_(se>qbBR- z#ureWGQPC5gi>>PFsg=`I_J<9bmtNSn)u{}!Ucwc2FcT>PfgDb)@#?YqSV#Zxfbf8 zWi49zL}}G7Y*PmK7q0a6_4iARI3@z7KW$LYHlNS#E`9Lck#uw86FXaDOm!I)0-7m5 z{*HW5EclD}Jx1_ilEACk!-mBWyUu&V zA%X}e6cT~Ju)Fh}ohYKSqe#f*7n9xd`L^HZm$jEi(-f5@Uj8PK7_ z5N;3wFjVNVfwisE<>AC~tp5cglR|rfn%LBC_m$m`7DNA8Rsfv&uBr*+lu|F1 zyP6l97JPqp>KrnD?R*xIt0^pGd*U(crq|*pO6$GF4R(Idt7%`KNvFubt^ZOw6OuK| z%KQFG9K&_OhCgMw&nrwsV9s+noaO0<8b(K^>sIKu#%Zu|EDgh80 zc6D_LzW6Dh4#};kczEUJamvb6%T8p7`fS+fkf!{Xozc zK{>T_pWhJxz4F}zC*d^n*?KqBfFv$6sdUNv4TsbpomL0a&}h$dQXGhYP8o6|5)(2k z^d<4l#lh&2^zm^W=k2Nq96%~}6g#nxZ_U^La?_;8WT*^7WNSBd_7$JrN-&|=qLfT7X+g72F%*&K5@Qd?6uDP#ASfb^K3mg zGyne8Nsl{5D#57Osa<~MS99J$cLe~f930&T>!ZtkZo)CwS!z4MA#!;zy1zW9WaDDo8&?q+`ch_0fdGFfdu zo#F40XzX>5-(d!6+4pX7$~s+!jjZG0kjUund<=p>N67c=0L9Q6#mI<#yu^fXA!Wy` zr~X5={WM0#@h&zLivKu20Ro3B(#h2z*N(;w9kH{ASplSNNz+l1njj`mJUcuDvb3I? z{)+Bex8+Pb{m}nxG<|6koYZ3jT_YnJlN#HJ;x`|%bFVMwuSo&KvuB@y`kVuiajiH} zL&VylSJ|`C9OF&KI3x(umo>#`eG3Ot1aKAN(E;b(relIh)Vm}&5gzlt0$09=4A56v?O@(iY-L`NfZ`C$jMPn3p;=`bf~jzwZ{;if3(}ksC+j8pf7Gd z+d#=}RC$-FJiq?uG$e}^HQ;2ggD^ph0XjU%T~DhIg=!cWlt0Bb_C3@F%K*;CJyi2D ziVwa=Q_EswYB^MnjnE;{V`^i+Q_G7jYw->$$HqV<&L$FrA~HIkJ(R1ni564<3^kAl zX*x>du~fYHvOA`060_2m$S5E{9?xXstGXCx~CmmM1LkTl5rYGPnh_N&XsR~yX2oC z@%aMnUYoSaP8Mrz?L*O$9J=}&1dch5FU=$xX1$W45>=QvwdTXy}98x+Ll)M{qk4SgEG z{XeOsWi?@aAVr|Z@bSS#?%4A#G(r)l{$-Kl85fYRKszd!*gRayFDQ<5G||*#RDHBv zXAd0!HMheDFh`iY}%@fCEAex55VKLn$*){Wi4fFP|Jemo`FVywe$WSDn z_?@o6Deyix8Fg^KA%jjlaft!wLB@{hGe`o-5G_%3h!R7ghkGlDCQD^Kw83AVZg}{h z04FEQvHSfGhk&&WYu_$XUA&D+8XB6DE>1s`i~^IB&$%Cj*XsR_8|E`}axfB&+$lL4 zw#t_sOiWB-K@PR5stVa<&idd%M;E!tjBS6|6)zv(V%3DPw2BHoY9J5-0ogZ)`t_VQ zsc68}?)4R+$E+Lq*SKW^w~*7uHm&#Q@*jjc13+!$Hsvbxk7hz1g8 zCs`_Q7;b8ykc|T{t@c7IWAc;u?zy4*vl}2cCZcr!TiafM>8>gk(QQraysNsurTQ#Ed1z^#*-&_+S(erx&nDR@*wO0dGRb>caVz% zQ8<|UW?Y6uduEQ-=!00HGY$eds%bd6qY)b$8EAiT>VbO3hxMhAH$S3we4PL)IcUA zB(y(Hj6m?ZQWwS}k*qNw%>&Ys>bkn&a&*2V0GO>vNJu``^1y~18n*erfB#NTO~6Qk zBUv($TmKPS=6&o?s8@yx&Vn7k;myi4+xoO6qGCVR8Uk;mu!$W<< z=-_ek`F*!4M3yt0D57=s&!@P`kHWwV{t&$V=PP=TYZsfY2OXow9FOvwXQ!2?!kfKAnp?_|=qO|XPW zC@JAS;n2-j%H-yN#k4OvwJthkeEf(`NlE#cU%#S$ z8-uaX{G%T!LKx7^%P0Vek_ncrTJPhXuF7YlTrYn=wVNz8lRtNuEJaCRQR}XJHd^Yj zI~OvB$PRBa1-|iFA%y$o+WzWTtdd@H=y#t#?`rZsHXqKCv9Yxc&d=8?Gw;giK;l#J zn|4K#s%w+l+uQ3^+CV#y-16^Q>Z+{&(XBehABL>)PjY2hV-3fcp~qnSBYDYYUP&Px zdT<%fa2e{kqcgND{{DpbEA@krHGXvp=R!ypRR@+L^FQ6^jl{bfvNld53$*@T>BA(I za@{0g=V2n&nMKH>}$|x;`)Ya7~h#q@({?iJH zQ{5A30*3m}`H|stex7=(+XRgH1qE@*$wGw|)KSAW2usTq=bA^Jd-PJ75UZgNX?w6& zt6++szrLJb7HB!ezgjW5VqRaRbNnZ0Vo(Xf(P(IB?g@Fw$zf6x^dQlp!Os@=mZCV9 z>Nkr!QiWVf9cJr8CM2?PF$e`}xJ6 zp)&I>91=1zP;UvGvZHmHe)o<{OINpJ(Fw0sMNSUWeRnQqaB%Phlz?vcwBxDfoE(gS zfdL?3d|YR1uIbU$(8>#Z&wlWKvkl~8=_Nzl!EN*eG{PZ2ei(qj#CEpE(WC@Lx}j&( z#@?RBDZMN}5)m(yruuzsEVHr9DQ*KMfL!|bo)n@;OWnV`%!s3H zV#SacmCNd2=+J6Mn#Wwk*4EZZnf1_zm?FcP4}0DsurgcO_#&eQGTZUO2>%I3WDf?R$Lr0G?EV(E;m%5_%zp$hOYxVx+Q+6Oz zGnn?sc}!b(v8;!-qo`)?hxI(zMaPy)ekKK}moJ5cA3a)hZ`f}|BW!(M)!h@6#AAu` zH!^5Mlt{xB;h5?E_AmBRM zo({jbxFGf_k)x_c%9oE7=w??}lT}q!B?-IT2lp={A}~P>BZ)Lf;a}giN^_5}Gd`w~ z!eVe5RS_`jc|}uueRb|U>o#%NFw5z;kL&aM3kx_lAURlF%?}3Xy6aNi>WAPdyKb;l zY2S7~o;oh7nQJHXKamzpQ~f?Z-oEIxpxbgr3M{l-pSLVeH-RGb>IZMYb++Vi>%DUq zsqTUBuZG>`sJ9Pv+ZUZcVXMJox0}*B6{Ti6CdHv1J2GowSdK2H#L>n^!oq^_YG?O~ z0F#h5x~6gM9yNi*e6z3TYMRHwi@K%bD3&x=B5DH6tAku|{BvL0B8r;~A^q~D(AU1c z%(3SQbJtNwB+`aW^Ad_)K(n{|T&}bmn~z$_O<~!fb{OqA$4k)obKvq@Sgimb{mf4l zH~nW8AKQ^y;SgYt^ZGZZ=lZ8aaC{c6#n1Iyrt|V6!OFv`g7SFYUtCLDMq8USKR>_J zabB$dJs&Pec}{P4gEh7FH7-Xj&~iSzYg(oUxHj#0@6=&hT3XsTIM9v@;<>C2c1aV8 zhD1k48~3Gq?+CfNyD#OWIJ8e$r^j@J6K3b<<9HwM$XHv0>Z*ec?|V<(*lf|WwQLZb zU7VMfm!F*f?jkqAs~a4CW%Lk?Y}RdT2FT2GM61{%EfaKjmej~S^+Mq!)q&t(i^W(MVs>%uz-OI0;C$z`pfcD0*i~bD%eGNYsvD>N84@ zJU|LbBZZ_PaTHIpF@6LE$}Oq!CidM4@8B-f$J*G~c>VS*AAFScu2Mg-tf?9%d_b(% zirv+cOakE6#fl@NyD+JeHZ%`3AJ3`(URmmM`T}Ic2*oe6PuVb0AYptUq8Ej~WpFVSPdKu3pv z;U&t!xmT3|J06C#)F$=zZGzA+AkLR4{Shc1P8X?-8B??w+zdh0@P=r}VYOYp`gjKl zCiX0usBgo=+&@`{sQB$#BS{~;PDzPUN#QpeFVtt$TkplDbC*6u&_A=ZDQ~H38~I5A zeRd>yC<`g}=nza;{)FEhhEMhC^o=hoXcMRy5_`mKhEP$#FRuFqqrk&xJo;hVLsQ%0 z-Sp*Yd$Cc2tXs{|j)88GL1_BbLGHa`s{^VgaRo3jWl17mwyTSpA(1%Dn&c)N3Pilg zUU_p^a2gckWUsjP76HSLA3rkk@9Pxm1>#fj<2|3>fk5A}Z z`I9`aEnxmS%#@7*r;hTN$gtRaX~fj7Uebqf7ES}T=tWoI{Z;X6%C~Rd_RQuM7UGTO zs07bC?DEzA9KP_o#-7L>b-Uc&^9mOT`w~iSj0Jf9jFbB|Gb6I#9+Bt9W*T*4$We66 z2Rebxr}WJ)GVF;yT4O;uw>MM7fF2*z+4%u04~n=~?2Jsos0xhI_+1&)RjMHtuMcsa zUJl!?*+dX9)Z-u3E5EVfjod75AUHqX?E&*dc{$J4T+?~dIk;fU*_J_t2PFSNuSI(g zoqsf_+gn;%Vqpa5m6Y^&?>2=en)p!?gfE9Y-`bHqy!bP;oa!FmtSq#&iQKb29h zVC39ID!3f|u+(i+r$0r2Q2eBg(CNpsTm}{vOu1LoAkhtaEZB@2DM0OAHE+Bu;I_v6 z#MhM{Y&RnD_-S4HVXFFbJGbXMVG%mC=ppS=s~?TOuZRriox@hxof_|1-JJ@ zs*}X42EwAH@DZ60$|c0zep=ZG>R=7qXQVW@&DiBwP-K4Lkr4la0VPGcqeHgwPywbQ zJo`+_uzUQhlxT#H1?OU1v4+|8%|eE4sI_#XKh$GBM-Lb)(6v|}`Q!;&Jlr;QTwPsT zttvo(Ub_&4>omYOaqvTclaui6+qb=6*8TC~BO`INbaakjf{#lkmOBW=JN>U#{mpw` z(d>DOsB4q*r`W6apa-ugqgn{Fj!-;I(T2j5EllMa!s(Le4tz0S?{(P=2MaEV21vUl&DL@3^1Ct zVY0NtfXu2gA@d3fI(~jh(Bv`7X6wuQ{F!q6O~o6pbuvV$Ee2RO#9+rWNgA4}e&tQ$ zNVL^sK>y~}vA5SjNVwTJJIkA2P=Lu7FlR%5@3D`fws3V}A=}SizX&$#g*EEx>UzJz z>Nu1UqRwZkH@gtS3qk6&wKe%Kb&rIFRXxK1SQ^j6hh@)3@BUm}C46b3|IWFG#sjbJ z0oI<1Qi>~f4eKQ+zrf*eSk~{~FA7as{PYBTS+W{9#Z!i2jVi1LU@s_!eT_s8zDY|r zbBvZX5PlN>>*MPv^*R0hF$_wr?sP$+Na1|o#{Fh9o&o(6&TS6LGE>x{XoHwvP%2Y! ze{ohHix++!* zgYd%sqC3R^L^u?WVI+Y`VZTIMTcwxVI}9q_#NlO}h{w=ftj9)nUBAjFXz=W@QLE>& ztMH<$FbWVSkNz)+t(dgZmuT_l*MR5AVz}Cg-UHp@r&w`eObS7&xzd8vVMD7*lW&qL ztOlgq-1w*odR|+r=r{Wak#Rgh78bIp4hzYG*fqeo#2O;$`)|r%);NB<$pE*_aps?T zo8v_tQ`YGNTyT8-BAv-?_sZ&ORG{C=Matl-UXhMo(YRSvWfGSeYCvbzNXB>h@_BO`Xp?c7 z`5k~OTAnd7%d|ZNyL5Vc&r<{|yyG)RL^rF9hADr_a*^dorXfb_EihaQiPi$~EyC+D z$sG{=4-JJwQ0H1Byv{8+Ej5#V zJSd0Yef&29@HLE#j2=rP9cIlC;HM!a#2fj)5IT(Y!2{g7y1IKp9u5u;Ka_{%5Z~$k z2Bq|y6vv(Fd%9yLT`UyevA0u0GFZA9$bd{LvmTJ z5c;gL$lJ`N5p;mZh(RUgx=DHaz4C1c82@V?mlSWR(zsiG=WAbIc%!3{5lwk{xu6US zGzK~BM3=8Hl^g+H)t%Sh-*1MA-GR-CM2=vCc88nee{Q$^KkDO+xjS|zTHuxm10WHI z3|7VGxL`r0A&1Zop%TFoc*y|gX4MfrAf^2FlS0!7289k|Tl`y!3}*k`lw@u|1zC9t zbqPn&mKb?}H70B(a*w<_S?DuI91^(}QVL>M<0e>DRaIV5QP=m+nsEsogv1C0;sF2p z6@Lg-6SDG@VV$&BhX$b~^AkxJSRxF0cKE3t0f%Q1xBr{fGn_~CCk!gKB=a2_Qr(NE zKQR`n$!!a*!i2blLWI{ss#{Z+6eEzxuvpNsiA2gqBt1ljMoW%--G^kQ*bPhKBcN^} zkF{u^P!03jO%BHX^z-Iu@_qV{wI+@n)Od7-xW|uSP^d=M-}B6sFJ*gw6&I)E3lN!b zXa(jyK<~;5twzrBAd#$1&e33vm!%;!a-U22OVCCvd}KqqpDOHQ90RI`JO=(7JG28$ zyU!d6;DG#XQ3mf}1%vthr%gdgoT!~z@|0dSc3w%V6OfEiHaJZuX?HZM3n92(@D`y|Ggg~Lp)c>$I|6ODE|ItYM z|HO*^|KAhaJT_{zIllNaWYH0Z4**3vQP{+H7Yygm$OeTs3rTckZ+YuCeiR7mo~@~h z%(3SvK&CoYy5HHoLGf!Jk-b*5+Vh>WdAQU?Zqk{rT>y%jjg2BCq@-P# z??m3!%z5Eje|UNKz)Q5ey!`dsx1o=A8;R4>($ID)%)4+vsVs^28IgGzg|YW`6{4B? z_A#=Y8SF6yL5H8ya*RNC%Y+RtQZ~D1c2~{+j98~o4}}4p7lyBVmpE0Gh1T!H%;#h= z98}NDDyGi1JeFew+L!lDk9THIE_eN7K{W;ZklvekJDv#MU!UxwunNW^K^q3Bo`Ota zL2>;??K$YPFK*Zgf}j@YmV|XI2K248Tc`Vm{r>#|q!vND>G|yOh!SVl;e<)-`ECmx zXbQVJ_P-`i5pYyJ=)3Iz95y<_j|8#beqzhT9gi7j%=`E6V^j@ks)^pInT`p?C13Jr zIj3PG!vz*9M^!t{4mVK%HIaSv3%_gb*oUAATf*1(61x%g?}+TP*f&_=^~_%#2>`7F z0`oK0v!I*lvt}-+fq|WO9+n|TS;OIMJ}h$Vl8&X7g9qnE z#+sVJUlLddm*4(PDW7tkNfDq$3*d5`YxJ8KN)aH$B%p5nAnLs&88Wfi^@Sxpy1iXW zkL||DrBgr(3hj55lU`T;xXD#WWOtA=DZbl?Wl$K&7@DRDptjF=NA!0>EXHcF;UN&L@D2b-Q=Qo5_iCaAAXw;L z>>xcZ?tj%wCVzV=FTuxc)3?&h3PgAqXaUWV(ltAh_Xn(8MmGK#c(ra72#U`rb9QEC z=KSGoA1*F#f)4TDxcB5K4nk_G3f%$rzObYp=(B{hzGFA^vX}e&AQ61ULC6OsjYI%w zf~6Ps~>(kMx`xX7?@A($boa z>h`;-Gz<(PH#VL>aU0VH8Ox20jlGlQSc|cIZ6E-&CaaTJc5b)}r{xtCNE;c^z~ivA zv}wv*Zl4kw!ygZk`dE)#-1BNGH7M$tv07{o1>KM(mUR9X+#Jm(<|jVQV$&vG>z^iT zof#_)?4@kC*U4K>?u-}e6JLvQauV9x+cUb0{S6+6w{PD90ixbV9}B}O)0#EkS(1>D zP`jk0rlyMZfmL$aBabDJ_1_LOgAY=<5t;DWMyTcl9G}NIxPS<`_^p-;fgQ?P-g4&9I24$jAvHLV8zML z&wp%4a{E{@xc@N#814h|JShVhDFYb5x93%#*~4yc!TM#AFZlN3|NM0*r?WvO7vVG~ z;WQvXo(WY(DOw*ca&08WG)Jo-VURLT(_`nW-$EJ@e zqoJ;?{q{%J?IYPd$tx^G2ezgvSSK8)N>&uEra7UEnDFmNS5{4J#-=KqF3_9LpkB zAYfOmH$3?|7A%FJt@Q9OQ98OT=gWnMMSmBa;Et3HUg-Yp(v#HpW{Pgf&zLDR%R08D zHCdyd-9;;WUwlozvc~&OzBN;VV%kXTNt|`Cj#U9M81`%!{};^mDX>VD?#L@Rk1&LL z%q~DX4ocj*Xi9PJD`{uvvcMDth0SphzJCOhme9_`X?^is4?+pMW2PO-nbS@c#h~;{ z?#@lauMjc_MD~wW2fFvtW^Z7wz28`0GhxH@r9w5rO_gPoScA~6O!NDcAKaA*lZ~fG zhlo9|jt;m_uSCQfkDlEhi;X}a-gsVwNFor~?*($;A90dmy?TQub4c9-t`pfC)CU{;W%<6Wk4i!rz;ELsIF(js!afzo{~F`< zL^tV4({Q+9zqtf3_g;;N3dX(0(!L`0DKoxmhARvNEF%!y6RX3Hp;rzLmv`_ z;$c@5%05X-2;>Ro7-P<9LTw_uV}}B+4uy6QR?CXUur0Qy;;{`@x0mF9Q{bsgEe5wP zR`wgKY$byNQ9ll54k(B!TBjz0G7Nb9Z?9c8STQA!u7`}SqXP&yl-15$`F1TYV;Lft zrhZh}YG`N#Mn>XL3pxSr4WeVrf3pR13{wc?Gl#jz`V`#!OFXkW$sKKN?a%CyxA*7{ z{rXiA02BIS9W?MB|1u4vR;2yCgxr1LA1lLu?={Z-JmBVGVHJPE10GV zNH7rvX0d)|Mr<%|n5kg*F`x?7UWd=WkB@_% zVa;4s8C8N55@IMmA|9Y5`kws`mmwpvWWuFYF$>BZ5+F()DoPy+fsd^~pu-fc#gzY* z2#R?zs*JI9jN!~g(#9+EswQ$Rx-&zHUMV|cCQr@zEy5xJf=c(O>7;ZtxY~&XP|uiH zYGivbSefiy^%#609B>ACpQk0-cahVIA9Y@%C4J*Q1m#MK!AL8A^DeTWfak8L`Yh-{U0>`gClX57oh}R`pOlx~anrR8N)k%zA8emFf^BA;Dg1y_M5K`<1Jo!r`#p$+CA~Sb2TX`3v67~ zJFEBnC^bU^@r<_i@c4L`OcWV+G(8-)`d3ZkyyL~r(Ld1276nxqJKyh*ERjZ*U~6{~ zHXn=HO_nYu^{i8Z6rCgjaa(2O#rC~;SoUr96^(}+m>P>jK90RTbr@gB6$HMraPrp{b4IcL z_luiwMIz7m9-E;{W5KibRT4H(yQ%)8_*5rhuDYpnX{0^$O3k|>%~S?n@`gcfZ0riv z?%M`hT3Q)dS*Vx<)B&>&YHl~ir=Cim(-(zL>UbD>4C-DmgDpF&{@?S#u6R`ZcA&tQ z#SJ<=fKuzB4{yf)%|eGlY2@J2Sb(}V=>wfY0Jxbcl3Qv}qlJj()?j2e`TE;35mdwL z?_2)9w_Gnc0Dt@IMY(=sRf1>j|8;hCF+cdPQx{NQU;i--GF#t)1V8=9U=IUY4C-`P zncZ|D0x%^vAp|4GesDwmR5PuY!IL|`bL*9} zpnPw*vL1!#HTwtwrl-GGf(aNYq#)23wVT!EmG}G3FzqWTfc4=Ty%G`7ny;a5_bro| zx{aWQvr2}Dxy`g4nJtZU2*$qsnaO)CatQ>2_x*`EcSs0M0$ln`IAqOA=c#K5;zhJ5LD>W>uP3 zO01Ek>Sj75S})NiH*uF5x`gl;k!wjH5VAqXW}pv|ccbJ*A05CTp>i#KPNH>QpRa`JXl0lDJ|@Nd53{^C?Dv#PFhl3$UZM`ByZ40+maKZ-gn8H$RslTw zD|x3*E_u3O6G-aH3W<#{z+ou(ZCw0Qvw6SoK#5VAy=Vpp%S|1^KC8L-!;GFPwBv_P z?IA4ka6?Mx$q`xrC5-an07mLt%Qgiv3-GS>`W057JWCLcwz9G!{lnw*_ljPv6T=Os zZvEZ`ku|xDpK*^w@>3U9!pPy1(T{8N3PiAAGdpK5XZLq}U2lnoZMx}$kgRR_jVK~h z-vc`WAwN1aI?+u>F*LRbvlx;B3x3<F=WBxEiqamzzrF zB#XB|mtJ+3j&6qwkOiw0wAmHh^GlG`q4 znm)SPi9`zPs)#8I1q?>TjJ*4Mc1kQqUTCj@elDtvIOfXm?8!}hiMRm8D5&N@m{y`< zkB0fT#hfK-EQSo!rtZj$P9mv=SyjTh=N_4iL^AT*Fg9M3+%~>DQ-U!@W=L85U^dAI z3Rt+q*3@Yk_cIch*DNC#(4jQM!C3Gt^dH;!8O$V-657uBVZBI^+;{7Wl9HD zEFf{RObS8q8}RPhA`UuZ2RGAnPN0aXqcCn5ikHnmAxnSPbc{7=aGo+tBeOq4I?g!i zhXmGPAlF@3Lypj^Jk-NLuHSC3)aQJk>XqTJ6)=}EzZM-Cd&;MoeL%@QlcW8OIx>Ti zT1CSRksW&9gZ$?lZl~7TO0)0ti0+DN zCldBWEFW&thu$Ih@l2WDGddD?fae#IA=;$E$t{l%*=?zK#38+H1>35XVQ?&5lnRAd zoNU?&ax2C}O={v{=e-his0M199XDJzw{6iBOQnq~^1z@s9^HdC?3X&YJo*Pr6ST7& zG#D}>i%&aacQlG6f+QvmYPbi3lz8*|2Y4;q!?5|TAU@orb;9_HhX$|kB@w~k!etF) zgWVxtv1%vRbpA#s<-&?86Q6+-_#&I&Eg7R##V(u1lV(-46xl%8_-~XE47oiC->aR_ zlVNvGz1Z=1937CdR5I~gF|#>H8;YBeo?NnffL9*kvF%V9nynrx5he?EulVawP?&%g z!dY0qJ6Zpor@xCM8%71ZgH(GFiQw)tZxzzl5wm25!(q}ltt2ri2tMkIypv4E8`h4@ zL+$cn?}rUGNqkR_a^V?_#8V;trKWhaQ#7|zR$W1e{&AN9~)(r4$WgE)r4u%K-{ z*-9(vbD~v6gr#)T4^f;>s;VeC{1NBItdpAoWfsP=HL@mNhI@h~s9U)%& zvUM7~>R-juVYj4l~+}0MfkN*7m^J6_zmS8rU^aBN~ zPDHv}U=mImQ(JE?9f-W&-#~*r!Z7Z(4C!RaaJ-lxcoW%ZKL#~H*nV9froXa^+h@d^ z98bBpr~E1SD=RCkoSfl01)=@TN4$~!gIt*sxstYmsA{|z8JivQ-h!wm$}-hD!J38C z@~=RjAucY;`9%7i7nM!kFAPa3i2z4s8SkVbrU)BPL0NQYSDGES`MWM;K)!hkCsrC; zW`lF5YX!>cQ^UC2(VS{|5T9t^F!jcx%fv&-P+>j~xjy00=i}HgIqf}%!}u|v2oe@0 zB8LY9((VNqk7oR8Ex3Du7nQKoG|RTGy5t-A5Gk7^yYpVPh65tyOCR#t3XKH(+Y$I} zT!pYZU0yUeu8nW$vlbUk2;m!D8NDa&&IBAoeFzIyR7#0Z4MMb@Fz~N{2ypa&k$5W* zaNiLysl6uZ5lnvb+onU45YXk&}9|j2$u;k5oL+M&u z#7j6-<+>!#h1ZgwC0`;Fs2cU)HxD;U$D0kJ2-cW=4v=@Wp-7Em<#+Si3!RP)$cO9R ztcKJy%TOIvJJw8`KqTaw0udUa;`?V-XgkSTA(zec!i*Yvd>~Qt&DjnME-ZNq0>bh{ zsoSo{Y8ErZL*A*Qn`yTe#%U}Qnze8u4VC^75y?(=Xf#@QEGxy*LA67*vlpV3aR-O0 z%loLAL)qM7$R+ET(Gw`I2tmT;xQXqB_DCGsg`Jx*c?!|N53OQ@0d27}~>rfs>p z%cL~9LL50ZqB;pdpn}x@@?kzCCYgv2X?P!y&E&$dpVKiq*t%Ipnfb~rtQn&7ppwjr z0j(bw`N(h0SPiF1X9>`RArOcLd`bfXr}0t`8(HR#67$v7DA4+QAtp-wFcVT_-xG9I zN1Hj8sbQWTXf$M5*x|h2Y$J?{*@GAaDwy3Q{fE$!qLs(58f(sHq?Cvg3!`!p^U%=2 zjFRji)`YKOj_>l_3HSNZZDwIEv|&=gcuZv1QzQ6~+(eOxri2HL>6xZmS~=3vscHZ1 z46&!#Vt~zGcVTk^%o&oVVcM?>+00A&KUZMZnat!Y%CX5O*YIsb(C4GsJxch){z|+V zggN2Lvk6g1vM@AU4tst)aJ9iBxg%fQIO>Z!%;;j%EU} zV8*#(AY&|pJPYr>?D1`iGRmV%!K)KkRSmsjg+xTePbq2X)PJB0^&ZFSqrS^r!Gbxe zus3+YAjL)3#i#__W!Ix6qM`ajO(T%H{_u>grV#=VsNUl;j|BoLlv(KjCWF=?@8k^6 zkqU>J$rDYd3OZ*J)|5F!IvS}%G;!eW?l=PnpoFwE`t<>wu)d+hK0ijuuEAE}y>+JN z;@o~8Oohfy*grkhTHdu7F0`d${P*#>ZL}^b2<<|_8GmEmhomIi+3uZ$ylLQj)9`;E zQ-Hr^EctxVSTbpN+H;~u1yBr`v^@2qz`t;Lui)aJnUQh!O7e{xn{UI95J+DqI=$gD zmw!G>-56Mjv!>)fF-U3AZ5xE$b&ls08`nPn6#gXMM9#F|;3;cP6Mf4Zd`= zYDxA3J+E8R$I8v4AP|lJTrP2MKk~QMm>!w(y+x>b=)nX0ZT30WF2r0IWAFc#;{KoK z;77k6+<$GObP-wT6X=Hs%~(T|HcQX4?w<9>G=qw3*Hdr?Eg`iDrXKP{K_CO{|2F!3 zCH{J6(wWRi+5pWz>@}o(Tu1z6L;O+|Nz*WNSUq?UlD$C$*-Xj6aadl6SX1VZ_ER!f zl$MtMuR@JpS{vCP#^OOv<{OvXaM|Q1bskYr^Q|F~;dQ5BGK0l8kMoEEn;Rs8Kw~3p5NLsowS$$o?_nlDV zi@>cAR-4(CsU0W9rPR{SYn=;4kps|B?RPcreqp+5=j$wocBM&qIh5D-o?=TRe|~-U zfh{8`A$m3G=^Z@?4E*n_n>JA&_MI}3;CSAu<(SK+$;X&T_rp|Za2h^c{321l4T>rK zd&rYy(=R~3`_-BrFDk!eEmBrar#aR}slUh&Q-yW7Z}zdzE2ZpcALE_Yt8KmOi=8^Q z{6(ui(>7e~@zb!JlmS6HB;(t5U?#3tUNka;;JE)! zvcR``fT{4cA+R)(B{|N&0>pxmHUF?JF6~Q8mD0q;14inU>GcPjcfa&}U)Y?H@)CM7 zn(?+GZAcg9#?+bMQ1HRS*VgXSdL@%~Piav29)ccR#)|K&Lca00(Who7k?O%fgk^%q zOraBbI$gYw{__(%b^DbJK?#Zel6ELWmhoSJrgEtSAqBf&5x6yUq}daa$!4PjzsIT) zN3x_hj07qEcuWNua?#UxdeMXdM(W~f$QuSXK9MRo$m(K|hZS(&N~)({Z}|5eo`)sc z&KB_5Zx0UUU6?yU7aZG`mVa#0DKrICT&CK&cqNlj=) zYBI&@a^LHM3QE_`3a)3`i}#`83ls`4z3t^DwERmA&`x8}#U{V)emz+pFm%M={o8a8>whBLd0A#(c4_$jLfgu$riUYDl8pN~v$_d(`Zw2s&~Ar`7(s zm^I)-2u_Nu#f_~9y;9nlvT)YV^b-I8?LvW^B{ymXL&5ZaG8bd4 zM1{#tOUn6x4*P9gH~L2*j5xM@&_W2~7v%J;uZv5pvJ{md^YuQ5vCQ=BLk*i);o@2N zYX^*n3auVQLNUrDy9yRed`(d}-j?H`up3C@P4EAg-r$cE&1@Q6D!AUgmT|eK=d!U} zRBF}wD#KU8QWr*Ktt>53@+x=1vxh2HGL3<71xuHYp2nTo0&Y-)D*&YMDz)~fzbkOi zSdn}R+`HXn*I3fZ26u#w=V_~@4>Q+E)5}z=*LZkwb5ya3w=pACg6KD(H1%t_5S!!8 zzMjEa-)p@ zc*)Y;UM?;GUi%z>IVna1cdK}vu6|qI`ggdZr9^aFupT^lNa=#oQ*+3l&P#`RIa;4T zbFR0fOCM(PUQ*f>3l#r*m^oJ(P9yY_PpH0UH z#f4BhWM#GMDLx7aU37#KaUCvJGOr=ib32Gm1)oGxxgdjvxNNwrL$LQ$MnmNXSMUlh zVuN1A7h0oDpTG;Ri{w+_G8_Epe2p!&Qn)gf%WFlJADT`^RW4@N8`om*sh!^qXqx3 z5dv9(rxHmlu)*WI6X!Yfz2J1?nHzy5#%voGBrdv@*a9W`F<)#99<1~%Yl%Yo&s34wXtHMI9A8wr+8*?4 zONYb3ZMflNC|QPPQc2?w6ghxj!jFpqopJacMuWxCd}uE>h+1&fMJjh^5R+it@9dqS z*ODb#xa5VUR~ywzv-99l_0RbKP^z690p7=p!Ds$^!ax3uyt#OJ-gptNg-egpd^mSK z+(L-JTS;zP|@m1B#qayJQyD*5)%M%5W6MLg39>voj4x%QpU4t{4rR(qZw|aRUq=w$$m@JcQ_K z7PN%gew8uh2vEE!7W^y98Xm{H9`4&-btHOLp15V>BQ{@bGgdrE-zEm-PktU?oU-i- zXbX;woCCp$ID>1}y%E?pwzd+MmW(-mr*CZ4pNZM$#-uI@w2V8Wc zv!#tl*`(S;x6tA6$wM&gJkoU9p4&PE`;y5@qJlx-irdDLr4C6Z4KKE=1BE)S4=D_9 zY6u^dfsuUhmjHxxLOiMZ=Q9{!vNQ6fBLoEiN5(2BC``@HhOrwo!SNr+06sxM^NX#1 zme;SlkE(y-)GzsO^%DSralpz`TG2A6!DnJzGpM+28qiv0Lc-G33aVJBejGw}SLSqW z5>$aIOp(QP#D5-H$Yn>Q#9p&mFoJ-Cks}UeJ-=%5_5ZLCMXZDO?1JT68T(Go@b<9= zu{p;mX^I2iH!ei4|C`M*R^G&EZ>m3LLv*Z-l8j>{ZVU0d5@OvX(<$l~6KOuCVn;k~ z$~LbP1OS_EP2MC}J{b<@f};=Nbb>93KDbX#DiR0wcsV)vbhEKxpZjpyhWnx7`o~`7 z_wUEvpOlrcnN)K`X5nTNK2}PH%S~LGh5T-qT%=%ZI;#nwF;T@AhTLwws* z)=>diS~$_|XuK?+FygtK7HNYlp#`Z+|7)3a_4K4ed`%`w?F;P`f`5CG*l#jqER)>X zYFwAD%BW4$b%m{Sp&?j^f4=+PN^(=$T!JXIFBYmZT*p`YCN%0SKD@$d@O8S>HBvqz|`_G`A4tIalzlvimF3z zKN(YZ9uSB;w}6{y($QI3I|dbs2hU`a7(IM?7ybIM<&(Jzxey85l*&22$df2l6NenWK z!nYL~MgwJ=7}Dq4yWnFdukM%YSWx$StdIOHo9MFnGef$rR(FXB6w%QAs|XmnEO%v| zx1w={1R@<$dp8=mJwGfGu~?7E|K;(ujXNp~OWK6rMlIdcq?rOlE+!GiAU}2Bffm`@ zQF40xniLD+mMM`IR4`q+emc0KT`4rRe61zgo7evs?O@17F9r*(R(C$h!E4WF;fY%o zg(Zv^NwqOUyqsTNeliwx!lPpNKu!p{wVgb6d-jEsu)mX7kVjd+p*56ch;%vcfLt$x zL2+sbzh`mrR*TDl7z1<3jH(Jf?TpPbFDXlHK^PDL0W zA7^1@J*mRZf|b~R)<4a<_frpgei<}3)WwKWQky_CoWYU8yExG>x)!^7k9e} zXcqFTdLwb1(V!Tlo*3~$h-J+WuA@DFT-W;iipV@MJjl_r0~;q>O&CxrLA~i+-Di-2 zRzyeR#Q;-63sT>3KdTOu4;{oRL8PcF?NYcPLNZ>=N+E}v!fx1LstBfqUI-pS9F7>z z6*-|bd7|?i^F1RFh`k>c0;#C(1gm?Bqb1dtV{aFws7RWd(~CYF^NwW;H&5O>t~9+e z`HBuAe~_Fe&ABhaY0F%-@k9m2mT?^r!sCvNXz9muL!J6szl1jOb6p|&96L3jOTPcx zl&yuweNUO~jbsv|f8b&;FVjxZk6*PFbwUJ7R#b;4fekI8L-mJr^7#JwEc&YwN~6u2 zsTu~*(W2jwa)d@I%qgM(J0}W`PLDpA!KfOOD1L#_xu?O#FE^Dj%L!a2G{g?K` zw5x-~C_`nFxGKA%F|A$G@IeYyVIJeUjdpW2Hv!v8a`@^!d4~QM{XUoDf){-Rs{bb5 z=grQC)3&n8%J4b6{+{rEc2RZK_LeqeVH{!g6_|`^3Gl5I)oM4(UuswS5{y*K%o-O3 zC+H~UR6Y((M)oV85cM&RdWkzQ-*D|dFbbWoEp%~$)=b)xyiv$mpZXC-YPZ}jw1qK{ z8K^oWVCI`oRIm6pe9z{uOb4R#sgp#EFvLYGT)wosNQAfQn?Xo{l9#4(Q`B1~i*Ft_ zmtl#H^ZjC_DD>Pv5P+$B8QiYv=2af!8XEB=qRx`_Zva6;5d}(QpFSXR2)88W(*YTc zBtsx@ zK6IdzrY_ewsBpIpT+xP+YX4MiBhOx}X{1J7X-AVa z2#WLl!UQ-00%q3ImEIJPXE^)kcE&6Nv`Up2w^5YAzz&?J89$?ERYH) zrSWn`%P#|eFW*Y0>&*){e$z`6FF}OhmOvrm%z_d6K_Y_A@rC3oPcG$gm*Pjh{C=V^ zdb|iW`9=4>xRXX4|Fh$0QC^ex$zd|Qe_ZENDJh#CfN|)li?Ks|wx~kAx4#Z?wnCpy z7FUjCg-QzgtolOa-=+(9r~Ois)J9%kT?>&qF(&oIC?V0OQ^W^x6U|jp&wAaS!-BmG z-<7@`OlY#>YfkT@(Uy1_IY(u=@qBS(_hl0^2j#5$k~-$#83w->!OF_A?vAro5`rDc zKHvLDOP6~|=Kewm?m{QwS~W+b+q}HHXTuGbywKzJRq0(ifdjxwlr!N_b$F2;TDT+} z)fXqY4*9p#9}PXb8n=0||MMp2Ae!T=*Vz)0MYGW{A!)s0c_+FcYlcvV^uBJkw7A=b z=j~)jj}js|_^IsV+*Gm&om?+O7*8UF_w(yd#ADwQzZ~+&WvlU_c++AOsszhyJkX2B zyn)1hr0!m~5*+izX0plzY9hz~KsZM!T&y|a3iQ8-4XnoOkUijK-}Lb=TZ>^9Sb&R# zIL@T%+WoHziBa|6+3b%EYL^n1vc=lCp-gRI^iV{bDRlBvZ`%@)S?V#(E(I(uZIXLR zgyA8aojDK6p@L0r!fB;-Nb+Y!>Rk@xW$3|2Qgvgj6J25-!H6qIlr|nHd0!aeH@+8O zHF1FoxOc)rAkrSDq^I0$#F!$~libZ@WsTh}dpR-i(qwU+3ZzPbPpVEIs*U3^ojb_@ zH5SA8O%U3GqS59<^;Fxgd@t;btXHX)p4cj-7{N@DH1IrZ*Fe_O-AFIZW$qYXC?KiY zIU_5vsA?KE>aGOe@Xx%ddpO?1m7Ct*$LJcZQ|ibmYVwm@4Co6t5sDD0pl1GRC0R{I z5mXqE&jODePKqoe#Mxo|5@KB!S4+B)x;Fi{4wa3Ca|B`P6($;0Zv#`ZOlQq>3JJz1 zXrUQvLgit# zC(BZbL!>$PS%xYHnoo6#I8t_)Z~o9acx)pvy-u z2CqkoD{F9SwyV`uxg{OOq62hU)puLf7jLghON;Bc-(y;B|Az2Fo+_P$o=np{$$cb& zqzxEMd*56n$o{ z^~?o87f2z#d{gH-{2k%Z(;HK?{6M^vGxohwxJ<lF;$c2G55g zBWrFTn938hW>5^Yyl$ABQ6z42t}r@*`TU) zVsYb8qWyS+HE$jKfI-leOjum7x;mi{f%6AFQssSK{k zmd?-#3sclvPs)BE&YZvpGOlEy>!HbLw_j-Ug4^kk=vgs%uvo@se;>XrPER*i@r(-P zVcdv*efQzVBQUIhd$E(+rJk7%>G@F)5k3}t2zQ zHt-xC2U5Bs17o4L-36~%nu^b`5NN1v2A_!qGqPSOjWl-IP0>6}A}7R&O zGj)hl&^j0T>wA?evEegXhLMEQo0_dy`2YjL;$J#(93J;QTnBtZ&4Du+0y9NYIdh){ zoY90Svf#?*FX^682!(UI>(t6fUF<05PfA?TTUu6DR(vB2AdspzMEXyA}hDE;4!k?)-|37m)7LW{foMIx9EA91G+u%v5#&QUlA8YkJyo-U~B zDTa4-f8Zn+ep>X;LtL2TRGe3o|3P()!`Bv)p6D2ls{&nMh0EYyu~jHfuL}Fu=6=C0 zdvPcoE_i?chcG7rn|h_#3>nVh*|!N_14Sz7#~nGQOIa$x@%`-2?Kh`R`}sKimR85ff|0R+T$H!AN`58#jVq$LS+iiIYCNupxf|0;gRV zL?E}*34vkoeOU2VmO7LT}*V>}LX;Tn(2L_Hu*b z3knLPze-6<51LG|rV9_Cdaf?*OGXMp*ivxxN}Nmb#&`})rbcW$k@II*h7P#j6|>2+ z)RDpEmFIc$1UbG8bh=G+Szv76J(fzjx&>(ihGY_{NH>cLd%dZ94sxd&mS4gTlX+V_ zZDbI4;}QBN8Jtpg$|5}(vZ302*B|v2mdffSuj&}OAFi*`Q!d$rif7Y)k@G6+uQu9X zh?duy?=6@|ZtHpob$}=?nJgrzEkoyabv?L__-$N}?!$zu#7V6>A{Ll|>g4i1c(rzO ztXYBg2kGzp1lE0i#~H(V;O#Xo`bmBlCW!VlIj)%Sd~=zWAu&B$@3?IadJz0>)Fv7zXIZcHy zS{xf46eHD=jJsnB%!(jhZyXw9MYLIE-Y{am-1+SD$3A=eBZE@c?rzdX!R96_WT?R$iCt9OH+^13o>86Wg z75*31H=7SHBeJm=&rFPKzG*60B9eBD0b3tA?mkvgR^wuycI&S(aCA$K>N-LKa9-9T}Mk^-)o&sY)QUV*kTluY>;T_!y&0x{BwkpMyyq1lE z*qq~2ODpAyQnh)Vz$^0M{NTTOKLelcZ@mC6n_aH}T}ARK_(mgT4ZhcQa2!A2GoxZ! zjSLb{9e<2-QZ`;MavW9IrECoqke+2du%vm(#k~?Xc|^r^MCkEe!@nJg?z5LFscL{m zBn?{z&mqbg1xBGt_phb?A6G?^KB4NQo)}n9vER7KZ+q2`o!okS(mjZPL^Qh%Y3{f+OeI7>FB>Ra2q1@`e!cK215D1dF)V80AagRH>+}Q7pdF@FXFx)DA7duRk zoiAdeXwCRmmNxrhas^F;VknXsy1y^vjT1=1k34_a-%lTe2ekP!&2$TJQa*DzFd0>U zz>Q|36YB-EafTsQ<^+bK(IFWxeL^}rbCyb>NAu=Fh+~79WReIU8U474OQ&!9M1Tqr`!sl4};o+GS)^$+jWXF!ILgwUg@NMkXMSf>T}DkI4; zjYb<;OIv(KbpbPujSgRP#usDKgEp+IO}nzJ{vpx!S3cV)ntU>Cn0WSD^Yp*C76_4uv?><5(+C^naT9^Q+Y!-fe}?ESr?G{ag}`o~HNo0f7|UKk^Ap z9bqpbuMFsn0t8cuFzLsfk|=UBLYbIF!a~xgdR-|d7JtAiSV&i$4+GTHzgo0NXyA)Hj0X5KEKMk zrc)u1G7>tZ<#%*p=B#e)_dp7knp$2!saS|%Oy|OktV~*>`E)lKBrktPY)hi=n1>?z zFX_}SdOmb1?h)%9!+RS~RMS~jmJvP^6}`hjX3|kJ=w~QG@@#Wsuxwghbkz|L6bjHF zkye_h&jT%BwF!p3lQSG@CeItf2e;GN5TS>Elg(03nmOx)>xtbqxu+!Lda@A`h|Vk# z0;&)RY50v*{<4O}~ z*G007n`ItrpOw|5?HO!Scl*MxPzl5Yg>=)x!SN?6&AkU6Jy!Lm&yRQTBn>O#DhDGD z@+;*HUU$4NYSuH?7#Mq3X(&2qvxuXOJln_G`Az(f5J)*In=kvW@>mZeGZB+WVxlE_ z9ozNF30(;WOC6zeHdiv1KJuFh*1;6`%S`sUcY*(djA_X$#&5E#4JKv^xjhM}OIB14 zOza-yWZ9iuZoXKni>KJ#c2l&21(7mh=YwhQmHJKFXt=fW7Omdjnv{y`V8)%Xr9XO5kG98Fi zIb7dSl&cSXFDp@e5Y#<FF36##-lmLfOmlJAI#(0V(?kS6nLE;`4eb zWN9fwjp=`9LqB8*v*UivHSDvB1~e^rZcXO$=QXWidb422B-6^{FN;V}x+1$gyiLhd z-t2PZ#i$%=+^?x#3iYp`zNfC&_VAHP*G>&4lNtU57U3R@rD6XT;no8Bezm6IW%*`g*L%uDa(FDN zi>*)Ui4lfpl4cZqm%NUlN{EgO_SM>3Vd;tj7ZQ7hTb@pDnma0e0(5x) zHvRy{p_4Z7m?7++M@+-8&F5ND@I^0!KO}KGo6RSd5WcGv!CbLBL6g-wcJz{{R>#xU zwy_|a!TA2eMD`it8CqaoPu9qFKnR!M3vUR_RB5A?Qkss=2-GvsPO4>RVPO`0e-A_G zjy$Fai9yTL!6w>7p=b)_VW>bj18?*44&Jh_{d(SjD|7t9Q|w`B5-tG2siU{!&VixK zIXi`>;jk6i9>xupkuu5+L-A=a&Z zj76s`r#4c3+^BXM97Ju+xy5|7s03z9PmRO0CXW4ffXp8q3xC%?5!9c{bP(j25Pp+o zS9vqpGwZMTvy#s6nJZ`MLxK@DhYdgeRdj3(TX%tu%i?LMM4^dJ3Z^@AQ731EM8#&4 zJ2R}9N_o+}5BVbtN*su8pH$r}y~;>d>h7NDx^%+lQw8lm>l>O@lo}0il8q-o=FQ836G7TkN?|2kjNWs-EoS zg61W-eggcabIqsz|4Tln(J8cU715mC?E16DSrrm`5oP2fT{n(6?(_|8#*MMl_wiF zl)Qi1dCB;Up?tEMURKn|)|iCjOQb4}c~A^$@Ovz1A}}6`*Ub_F#P*1e{h*51MxIp& zf&e~ag%WSPt7x}R!_xuy#>Gax-3{~lRFFT)bL6r#ECU(Pn)OCGw+tl!nDE+i*AGQ2 zs<3YRNTz;hkO@!Z<-v2Z3xSViXUk5ErFyzvW_4|2Ne=VJ>DU=)=eR_|j}I{hY%9!0)6^dJ!7@EMFSCIR2eMzHErU5VYX`7&n+? zr2|L^^g%n*YV1D6?k>|bnX^wcou{2C>g^W5#nLCURvGCo62bgjrT(0|q@Mt8!>tlW zie{r5E$SspsdL?V-EUrUjRg4d2=ov9L69Sk8@vel(%?6E5idvO zq;e?^^*BqrS7?y~F_$Gfbc5fI>?9TrPywkHWUdplB4Zr&#Z5v5bib5yu#9Zc3o0wo zPBw6rP3aioP}JL~?7DE*`l7fdb8`=QY_k-7@JwrUH(i9LR##WgNb%sLYCy%88BO5y z(2PAHp*6WF@2BZQoWJDPtEZS!rAbMS^K>tys%>6^E$0KLR$BaRrqlLGmb2Y7QKqW( z6y0UfhA}ug+4{+`UwO?+h;-G{O~uViY4}f!Q?0(`%?#D}N!hrga@VsUmVQZyFCFzi!O8A>ducOOXgB0*sXUp^Vrs!_ej$Damve zL{3n4blyu4E2$mqJpM-c;*DZfb%r6DjJ6FQ4=sSMwMVuR)LS;!MG@Uoq?u?BOK~92 zN>Si()sSZj`537~Ss(iA3xj;knhWBrH~@B!B7H(7&WFOtOVEmLIn@3K!$$GfgF9yN z&oERVycgkm;Dh7i#>*28yradn-piB}Zhtd9NFk!Wbhn_XHxf!Lhybf9zx2;%$$CaB zA<}i(Ey^-)vRU-6L5$0OwVi&=GWyIkG{k44W`ASumyM`sMO1Q4m=Mhd%V;TfL8UKi zeyD9;3QxzdAmvN{VA5~9vn14F;WEB+(C7HhLat*C_hXs;Uo^dBlX-i*_<>Cv={#+V z)a6(-8SPt1BO@!(iX-XlHPklF*c3&FDcja6+eoq4P)B23EONNjPtSZ?zFmwGe!x?v z-RXo34A!d-W_XoU7Hy*xE?>GCixh7!`5O@tjU2N98F{GVh~u_7AY$q{056H9fw7+} z+ZDy5*qk}F?5p5OWZIB8nhs<(nSB=b409RvX2ozDmY>_7#9 z+4@#ek%Cxpp!_w02u{Lqi8sHCl9jU5lj1O~wsC({;~`vU2MQsYW_f7+yv8ad#s}!o zhFIy)u8W8oDRVY#OB-Kmks3ieLYfkze5<>o_T8%$k=K=Mq zMVXW_)E_#CWh)Us&tiTrL`+KoIX4AAiQWuOwD`I8VDX4c zhZKox6fv-75WbGVe{Hw2oNVi7VEtev7D*zycRS+m@A|jaLND3YGAfw`MV|0=2(4R2 zR;fEQO9yAqY>u#m8Ia;@#ijdmue;x)5c+IC2R*#*cscXi=oI?-xX9OZbX|aVru9m) z*$``mk?6}A>lq?o;qtxQV`|d|h(2{$; z0;p=wyzOi^;?KJ2hHgf_N7$Fvki9zw`fi~Js}`Z0$#=iW08`lm|aG;PZ8`DQ5YpQE48M>m zp-xrFFD*f=g9#_pzN!g>hC|Y#vP>mv3l2<|u7;DP=HOW{al}bd{O~cg{Ka%fFIGut zS$C3Bs)thkFYe*~FYBImZPcD?W^5$pY!n^Yk)E1SL-=AhT}T-xb%t~04ayAaCLj`P zHj>|kev#>|!zg8Q@iL<|@-knh9C#Su*EY%`AsxczL22&pL22&#_flMRbo3TWk;Z_} z<`v2+-}&FR{-Pz&oN^#pb6a|wwH0;pbapozdxH@}6t{5)d%Md@UYr)ZCnZg+S9vt{ zRoMTaoZY+6|HjT}@7#@Q&Fer>`bQ9}9FN;|kQ>d~uffqhD5Zh@rhV{`noWjom7HjP zojJ>}vq*j1)9)qhgin@DBeioVdkT*C$w0~l>yG@HT&zdsrq02^NDiw>n~aUyO@Tn4 zlD^?a;;J*=q?pUwrq0Ym+dBP)yIq*}1o29Gyqq-gl0f=4Gfpf|a!Z@^(0>ospt}Se z2!CMSm@`l4ffq3O&gWg8{PaXY@p zRO5I_G8wJo4lSV!80|h)W079iYfb#VIg=kdTE;5ewMQH=N3Y*Q@n3u#vU59wVo^(~ zCWKrW2!8L;P(}*oE%Mpy3*3eE{Ov}X2|(|>x|&z?+Lo*57WLd96%`FH>DFHp#}Ca_ zy|-x6uGXwxcva&_A>aBW>PvZl8A4)9}P>`B{e)!Hg0`^2a}?zPM?s*vbgn6YxpSXA29 zEOWK4VF9hG+zdCn4@3y=gg7TZ=vGp&BzNT`@!hEIR4ra#1Xl(qZJW1?7+4mU(0kKd zPANTSfO*zq9MXpVBn&RR)v+to;}DL}*iVZ&@l9PO-cxXVzE}kRyb3;0{&e!+lWO}y z(fa1o)wG=Re*ee7yB!MON57=%!0QVCoi`s3p8QN`SLLzMKUL#tGf*%6@^1Tj(OI0o zLK?5AmBhhqp(JBL{DvHRty8%IvDfR}T@r2}X< z+UIHc>-^6Q@Tj7rYYw5n2N{3b`I6Zfe}fID(iQ#s^TS$0G zhlPcO88RNEOKPP}Ig$)s3qXL5Gj!1RMTH}d1{-e5r6tH0NhDq)XdzwinMTU5iLGN! zR+>5!M}PZ@ZU{B>jMi)0QDF{V%F9^}xVwrrIg_qj+V11Do=o#lTBwWTb-9U9PVV*j zrj(dQN=m%v+oUKKb<=WyRq*(U(v!!I}N)kHjQ5fT6TdH9V#oqgB- z4uUSQpA>OO&P*Y+=bAV1uB}sBLvEq<#a>e&PPAC7LI<+<=Y4;lSDHF&9kP^^x={~X zl{u(AWNtfE^KFx3DwH<1g@zL;3iDUmc?@6%KIt;qKmu9e#-&D%)FN7_A_-|yi-Mxi%!o$K=uRW9^_a;+)?8{YFT!sdSsIw+6 z7w1Jmf3jCtJLaeEo`*q$I+;G5s!Sz+hSEe-osNF?z0htuf=fbOBqoDd&}bcU)M1Ty znvB#L!ihleu;dd2v1H_d~4vKKI5RJx5}kLuLz?5#!{R% z>;hI00sX!gb)4zG_GeJ1%^xXC76+G@fY%*Gq7!exIeYZ0bQ|XXVk?>gA2hPV19*B` z2r~EN&7o&t*nX0iYQD>+$@%S(ubgjcBE;dUZB;c3yR}Q<6n*P17Y)Sxg7flp_jdOU zl>$4#%C)?#MH-acy%-0+tR|DLCmP4@-T7ahliOowPdmh-mb!obyz^r$O?WI#xZR_w zhqn#Id4*i8(>XoD3aH5t%}%i9H8iMwuL%tN)5Rhjq0#K z+JD=XCi*wQTA=v7yCKcOrFx%YznC7rYe24tq1Bm9M(?QS7BqG*lnvvGkqBI(C|bpn z7PofQ7~U?t(=?2$`cN6`>?T_fak+;A{7#S-KxO}7$H!vV7XSvz>W?B;bFi|L?q?snqtTAbaroD z=Y0>QuYSxL5TjZq==)gf01WKV=Cs3RZHO8}(&RgE|L>Liw+)7J^@jH;K#pnOfetR_dIDLCsF@RurpHaO%=)fX4v1pb@sCL~WLM`)>NPlCC z&KAuA^MAo|RnvrO=PkI1Ox;9+e}DQu@2OJNd|M%ywj`R`PA_~fDJd!GL@X!+x!of9 z>BF1D1kaYBpupr>*lBKLP_@Y$`5AwFkc1xOIo&a zPVCX-E^+Au&K)%w;saZlC9{|bG+COI4l_L0jyf`j`?W!JLkjPFII&iGFQ3*w#a7_A z-0p1HkGuJtYDEbW+j+2k4P$kE(TXqi#xit!3S0G6scP1>Cv8xUgfH4YLOC(!ZSV}D z!hJ52LmDlltCS`q&vAL|3pjO|DgHDip4H(%^}O6~F#R|N@!VOgF7&I_Xck9<>$}`x z|E$5LYwl$9K^`amOQN_PsBELTtBJ@8LAYE!x5$QdrS18M;dML_$T+(~!-34g48y!- z^IikE1Ww!@QV2C0-QHJ7K`n8z#!!Q=C%bN%r=5XkH-TqXBFgX^+5|e5g!22vDl8-( z%=>9EAoQW+&%THQ2@xlM9yrI`eOgqcy!Tb1x1w1b4P~~(?Lw1Z#oC`Tz#PdyGHv2% zc9O{(#QJ^?su@O5lugfwJ${(xO%k^EZ*$e~Gm(WYgHV-xu zd9C3-4x)(VlHM~B?<$?+!zM+gB;7K*EM5CQN2<<@WYNIpFB&UFj$jM35ysq72Sd{i zQ#Gf|%s3l2exP#wcB0m?LcazK5tfcuV#)jR5>Hk4RI|E-)PVc*?P z_1q5CI@=8NJWWUDV4OOJ@Hq#%Py^2tKsWhGSsz9ar}l73rOC)8bZ8XG527Z(h|B8p0JLtB5zayINFq z+yvZOUQMIJNT?^>Y~;VOao$n3!U1K&->{JAyY!E*=6~C=-sAdiz>S+aeZ)u`)mQ{X za8UJP#y84Hl_KSO#nJEBe6j44+0ojCWI~6uj(N?4D&_Y$zH@*ye;#wqIYh%01a8zAP^=NWU-W zV!lbxm|?RTrNZHuOJaQW^Qg~RhIvv4{@L zupGO~<73ER^EGeQ(rO6Is&1X{9Nk~MjypWV>Gy*ulr1R+)tucPyKwK-t8R|VOia%Y zM<@pO1V!c;c(I>`3c6Y}&Z+(XbiEf!2%uOJPRr*kuhX5=btc6srbi1AU-8hjCwHJx zax;0HaH#)Du0o>!xT%%Y;)eP;Nhx-)`P%)(BCR>?@NvmrG3#}Mi%4!dYpt5AZWRR| zU*^W`RFkmXW1;1u|4A`&d=+1fQEspn(&WvzY8yU}%<7KzuAfgs@yaK=i=wGTVq~WI z1+^Nu8XnRT;`Njt4#6`4u76c61W&FFBF1Ujxh9u1GTl~sE=72_znoEV{#lY^UV7#@ z5V}#e_!Q7NGTg{iUM2}<{f!u261?Mk#i;eSBeMD?QLz?NM*rm;H@#F9wuDmv#b4@( zxsnr$US05R`$~fEW`MRcpO~0<^0~dp?~aALXZ-LDxTR#$vcD_md-2a&$@x z=+G0piM76cH0OQ%ec_pA53V}OXT?|4#x6DIUdv@5!Ij0jPX>Ol11oxFlT4;nD?)^7 z=eL78+Pf5tN|(_enQ;aw+B?;D>J!?%SC<$i#E+kwExDoqK7q7gn>58@b2CgS7{J%N(w7*M_f%#BDh!qKR?HMyf~H+2$3>R-=v@+~HA%SQ2Qm z6BC36Y+C$*F3>(}>YVnq$m!qLcjWfih%47iycwr)U$2?zDfOIcbmxRR=T~RXzChS6 zj@Rk*BgU7^BF!q|S)lX~Jb80Z zj&G$Ztl?18_&H+RyCywz2B5#CA=ip*e?bd}7$|iZml{_inyd&U6RzJzgsq~jplJHv z(aV3JKymD)BhhivH#k=c3h_6z>@46;jsNSlqmt5~ z6tB_q+1`Z4iLQk?g|j&73=oIo;JZMq;v?5O_PE>aj1I}$&SfOJ_vm<^C1?n=)t267El-tDX)^rVPPvGfku=!< zAF|H+ugUgt`-(_+*N8Cz>25(_^k|Uol7`VO%}4=h1OXX>Is~LU2aHfbLb^e6AYI?r z?$7hv^EaH=uIoJFeXK;Fm|Bk&5x+bzlXP^`UaPyV>Wrddz`+yD*E#Na|74%J<(j|r zG%V^ru}m0uu>N+VqkP71ahZ#+j|3P1DEaCBZaD0=b+GIYyibAz z;ceHUE?nk4VS=Ma#U)Ox{Y6aZpqmG7FTGC}cJn7290ju|5{aWh8W-lKuqseRH0H5Gzw>s4t{uZ}f33GRouj4xDpnRI7^<@539qe$P2EUpLw=di>soxIVe9|uddOxraePDd=_(hu683tzYhZhzszcXU*O>`PT9zmY$UiZYC? z3?w?9o%T++^(;GEJhB@bUu`f02Og=UsG$7-Zk{B23%p;C!qXQf9&Qh;oYaQ+IH`c1 zLe_VGjju+GJAd6=ba!`qSZJvYEk?28r8s&;?45*XnRZ4Bs~FWw*8SSaH_Dmkh}p$6 zxRMM-l&?sqv*Nw@>CggaOTsE<@iVh9fl3yqbG>2xwmSIW8st{1UFu>NDtDtY*Ba^< z^KF+8w&qo*uPWE~c&GgsT2o&Nj{6~|wziq+wtw=?yn^6IcN@syTy{^((R^k|+Y`x5 zUHbLjcH;DE{HMQ_q&XaJDrxohgU}-F_9Ur}@Y~kLiQdu*>CMJCE96;tN`B>DF~0sn#YgOTxy&dh^f9Cu7Y^lpCB}=i z7o-kGYR4A#xVI=-)(`b(6ZgWo@QC2-hJQHf7x@zcfk4f$znwyIt$}%G@F-q_6o)d2 z4L2(2_Nu>h9;c2iZSo6ptd}VRx|MLjiJ~6K0HUMH2m-yu1vd%MhBo_ur}_W+7YjXL zYM6C!SiF3gPx0m{`n}=`iTonVb}ma{r;Ee_dp_NhVLTz_k3R(Ib_sYokLt}PcXd=| zcfkwgvvB}po}<;1jWe@ z9#Xf{360hU3vOEVJ0>K%pP=fhN*r+AgS-y%^2S|vN$c!JWo~Yfw@DVK+Yusja_`Cn zOl=WgewHNtlQ!~0RaBeqPdLs-5Y~jNQ+ZaER=#8vmTjE9fBh1X>@|PcN>WNjej@kZ0nNGRxQi3MDOD!= zMylPy8L_ZSK(2nC2KV|qo(&?9?eKkLhg#VPDJ*cJOji^2XEdeC+tsnIn~xOxRF}w$ zpEq7{xSzwg->>p+Mba#O?BOV38zYUr+OiU0rR~+4{4_zhgrSG|n!di2O=rambC@6_ z^&0l|Yf(T#hdB+;Q!8qAbOeiFm^=375y@95VruaF3!sMXegyPk$e;1?{negkySTMu zY1z-*#1Cp%$wsM)lik7S#qEACvCbo07*=Lb-^?K+p;!`MmLFt}%tz`s?e?Wvmj3+4 zirst8MlVl-fwQ${X5>u4sIe&caU&_5ZWtW2>YhItM?-lPBw+RvDyxl<$QK9<^6wlG zk*Qh2mLSi7jQ}?h5~w&oNJ1>PND)kbl6RcSEXB#b-v}1(Y2ePV&!m02lQUKVXtGT2 zLlNh=G1PI@xq$|9?)x2)3Wx89PGSu38Cu6OHgT?EleTXR#gd0DiVl=!Zy{R*1kJ3z85-9G3Q z@p_&w-$=qecV_D|lckHD6f=81SGwn}eVstFsirD5^L)UW@}Y_N;KTX9S0f%-aL=r? z=N*ctAzY%wX$WzXPp|hGv@ZgNRqJY(iY`(0)N&CM+1veI)bRC_g(`{~fvMMj#WT6S z1&a111d7dFy#fyF^UH!q7-~aB{+Ku*yAEM#`Qjf#&vlD@Oo`s+4 znpgkmI%Z@*QuI+9m#(J;v5BF``rB|}!3s;a9iocz*)*h`k^NWOZ@!WP+syAbS|%NV zb!w$9`mY)K4Plmj&zTqhAj?Gx_h`Qv{=WQ!BK$J#&rp!cMey&LQ2=q}!Yp;pl9xjCdY&DR$f!=GpnEd`Lt~I zrG8p8Zxk6ikN|{@{^OMVZsA;7R=XqyTY$I%k{|BNO`S9`?p>vu+2!A`Y>a;dS3I`6 z&dOk)~GOu-RzAoh{?SK)eObQ-E$4O-(g^Afkx5=jRkxA%mnOlH;f`ZK$Eo;AMf z8zEWNp-@7~E4O8srV2H%P7UeDkJj2TA-PjOD^Q^uU%!!4eZ|l&ZCo)W4tq{>lwD zCzXZ}b@A`=f*?0{G-7f**sA9Ph`V#jP zTcNw)MS|BHUUibNFvQ`8M4#pU*h4bhCWHxhW zq|Ug!4mf5I%D-DTjW~?*iS;~*b!stb3{-#oToYJLMJF2o*@l1Fdw*F!gYhswOx4j1 zgY_IUG>`A#lH_L*w4{KOTxQq4&fIqbbWsVhls=04ri@xYk(urr#pJ)z=cUmKwBB6%ZQAW7%? ziaCvhVuC^a_GkiZf!D_Mbz_AVe7rCqXz4KvW zM>TE5oI??$c-#Frb3!)eoyKCd5+Qy|d9y9s+GNSS=p)Skk+!aGZ$E_JU(nXM&G0|c zE|v{07hs{FIALCEM_qq~8b-?h5&~EifA#jOfUPzYRRCpWCy|vb1uNyD3Hdxt=(`UF zYrUdG3S>k5RCd)6r6vhKVw1Fl%@D9rhI^Rr3({AArJa*KrWtTD9en$1@yc!0y;iHiUg&L-`|)rh7lqO;R~%dcoFUmV?Eqp_$^dhF zWaX@Wa~2I(r${`yp=(Uw`o;4ySt}-YyZVcSpP{vji{pT6HBXYf04&EmNv3+*7KlJ4uua)O4m zfjPTS1AW*bh##O66$b1bU#05$w=?C~7K*K4bEBJdpkzxP+_drz_5J>;L@12~7pVXN z!4@M~hAT@{Qm~gxu50Z@JMRFa29;#?Lj8UW)-ylT0evD`8y0C(s&dd_U(I}?xsrRT z{E|yhu`R1gIUcl`h3VveD_;I_MtioRG^H<~_qIUmF>FJCz;I z&s;EGtGg>`e8?IQhrbwL`pJ(@O?gfzPqE1YBjaEFl}-ZHIfKUfM6UK+`?{Du`@hez z%}N}4LB1v%4#P_}O3f~ah*MpbRuL8oNc~t95G{p{a?qW9CDSv0{+c616N0mx+Uitl z%5M4ysn8YgE#zN0=s(VMkd9c}L$n#O6BlSl0Ycxdr??joQo0hzxG*)mXIQ zqCBAP98QD)fxcl4J+KCj?8aavpSsSY^_$%E9%|*NRlj#&Llp|_kpmlEE=r?Wk%BGC z8`ZqS0>SIf3Aa-*jEwmqO7^De9y=UAdxqAPs!+v7ln2({sLM`i6z!%&l|R}6Sbv^` z6^@^M1;tf(Lz?QWxA~HFc+iOBRPHnJ`x#o-LLfLO!kahOEm5jVWui;zPpCMoarYQk zVARK=Ks+QcKtL^R#`2*LC|)0Ood zHQ1=)v^RN{2c_1+^tT^;gtp_3>-hF^`?s;W+?k<`ZZJKzsfxx@M20kIL!0&8nxdkj zc(w$s+wJb>WZoG+ZV$rc3n^nmDRcKzbU6F%EXRUHm-Q7&B1f|E*N0#D1gJz_{Ym$< z8Zk6}KDex^=vfXfd zbB@3|$S%HTPgJg*%#`Xa_%X8M`(>>qsXCST_t9l-xw{|O@duenBk$&Ea@K_lQiY1r zj+4_Ni@H5w^=e=TU>z9gC;t7stvKDb4NL_y+_)YDfb>>|5AOPnVC+1^;K%3bjxAo? zp_X!w_ZC0R)h?*$f#7OjYFOH?{%b34@MY(OzR|XY)bYmbpArWkOWQsJ{DyL4jT32%# z6wu)RE?o|jKX?#*#`RaQ;lMT+z6i=ws2&h~EfZw?vvH1*+{YrlA-+df8j2kK$O#mF z_`CbHi2Hkp^4@Fl!6ybSh0|=%@&$?fb&IMoJ0s3AH4wW3#fYLZJHUtzHJCSKy}a$! zfH=h!7_Zl#{1kw7l%b?a9O2#CUn46QJ_cjT@SOUx8Pv~DrX{2+c-d3ve_)(H1n4f;y z?ZB)@b$NVn z@v)E`dGbS;30Q}R?bAY=mhxSz@}^V0&<^Wr2*M&SZ2+%+%FKH=jF+~p=bE45Wakcm z2nXlVt~e8Va08M{{Wdbu@7&vEiuGL+6#Fex4EXKG$JgGWz!wKf`vD?DElfeo=YOQH z3%xSJ)?kP1*vm9S&)7f8hlwZ zTc2;II_#T*Dq_-llYy$rwnD{xWt2?;PC$10WPxG0fev`!9>jy0xeMYdmxx5y;+7*{L zv7u>MsrkQWhVW~O+|k`-ZLprrg<3(W-#b?%2r<$x@qBe9B*@NOUNvV=5;2jlNQl?U zc7mUs9|bB|kWXU8^MfSVf7TL3mCDoG&Um{jDTE2Z*H01z#xY@-LEw&#a(BWUG@-x= zeIqb>dQ`ILqqWF$Gbmid<8Oj+>HkfY1X{b1`|J-eqM?T<=N*Q&(fyMx!T2!}G_Jfx zVs)16sDWw~t@>|F>B~V*^Ef&M&D^J`bgff)>mug{+kYw=jYOdQ5#&`aOJ0OAY2gfQ z^*b}1{Jc5^aOw~cvCU3^Wi;l*1+c)?dnO2<;>~U5_HpeP@Rrs9XMA#@@t8dHcOK1= zhFoy!I%YKPelz(=hZ<=10=7K|khjE+2!z`d$VWIvoxv3>3D+!}NZ}Yyrk-?pQLpGx z#Ej{y=9IH9Z{Fzq@TY`ctWED-#>41f|G*k27PX#p1-|)9X7s*`D?B z<&qmdl`2uCZ@qV@eEar-vXqRRf}+mFP=*FD$wq0w-;zJpZ^+Q9++e>5|Ls8%e{gc4 zIumSPs)F=;3yMO!7qQHXe6NzZss;g*dpu7Do+fVw4XstQ4Ijm_;xU?C8ShDJ_1RvQ zO+8Yk81APkXdQF4?6PIUTCopJK!=rp!DZ96wU+5ENZtCn`Kd^ ze>w{E5LP#Ip-uJ4j~9Yur_Z1t2VceEBIm?|uIwe-7i?PKlT(26w2F+j@e`$8JXK@H zFH@pvUqqWDg#&-Pg+p&1CFK0w$w94dN)IQd*y65B%EV`eIb8g}@!2pe9mrQq-Yghg zs)f`f_kOcXs}WOIcGN~R@n0=yojtphmupRypmiHH#*%+`5Tkw`ct`*0uXN4mD-$=m z|9V_Rq}tmdGb&p3KizW|ln1}AUDX07`dYcRCeOk+TH{MSCQE09UFgJz6GuC1c`vja zq&lY^8mCr=GysnuE4(o@gxgEY2DXkS*HbqVgMwX=-CAObi&8~v@?q|@HG!&B4th2- zY6aotyMa{YhcxgT3Ws%qfgA;E=z5TbWmDb|GVidh4Qa4+lsF7h1P_R4g(2r`fV*xC zcB0XFc;W^WI&x9L=e%2026>!1Ku6)Ag7_Iv%DK+>{q`&`b$c(T-@g6KMg_!t_ETfI zDKiF8NyG)4WEsyW{w|)1IkYi%U6f0a2>dp!-fgxLym?_v5)dqZu|tK+QCE2K#~e3? zDy0RQa2DU=&5^{4H;X`OSUL+*+b-{9BZZfUl_@e}SLg%=p?8IU7g>|AN*3ftvgUCm zTc-P=FI0qo@~G@u3V2MewjpPNeM{4R^8L6-`4}8Z?w8yns^>%}L(1<3E2qs3rD^VlhvN0pJ^_E0=vFoIX(J>AcpeQJ!jMg8))ZMc zYjeVp;ofm}lOL<*)iS%yll`q^jkl6@JlRTg)s-E}ESFOWCmo?e*~$ui0qw+2dH!R) z-m=#QL@Kv6CmsB#TN0HrfW)VI4(Oh&IBGB9$AUJKgDCX#`B}F+f;uQ9WZPYSC-EhP8~6; z`*>H4L$%mxjYG?n8tiTT0uusBmlx8~A&{1jm+cfU`g-*lCob~;YJT%)^%=0=&m(y_ zXz?vFajP?v__p{V$O5rj#1n9NM(Sw`IvroamzT73Xq+lV%yoRyL!RadxQ*sWhusWG zcZmi04rDR1(J=Ja)^Tp3|^#s(Id5Vi7^D{go`m?HetzhmpB% zCKnSA_tGSxqKxYj^50V{s;$c#XZq;UTEvGpK1#I_fi;yAlHFl}!&$aq=5%kcN* zUehbd&S?-rg9u*!LOwNZ_n5PW|D;B~IXjfIzFpLO_0l!Q0nAaNiw^g`d-;~~sic8> zt;I|?soBFsCF&n1`#(;0S;=shvJnUCBI{6BLgGcIs%p$vv35yxc#!%$&FMI-q#?d% zxPd0}befZ1SV|1A5R`d6$Bs`zxH}?w2iw``6 zxMVcI6_lDDo+cpN@W#GsZyAnLrQjdSqt*8%Cc_@39| z(~K-{pG8%5VkhM8Q5A4FCwT;(mxTHyS*-n{Yhdvk!!iE*U(KMbhpyYAqAy=R*^Ak1eWth->QHiY!(`^F z`7U|9wS)O0A<+z03MnyDGSWXTC{VlkJ8I)zd+!&^XO}k%^nt zd968a)&?cFbCO5=ub;(&j#A9ojl*fBQ~v3@c+uSs)qa>^|rV8g2j$ zw^`sjHK)ConTnI$&<<9F0hyXg4BjuDea4n*e+N4P0Yfp@0xd{(UaJkSjb>!D{b#Ld zM(N1AX@VQ1NXquwhJbIXmw4J9y0V53YWEekiBry*3DQ3-AWz0}XMqS8x1DM+Hxa`x zNm=IUFH@(!+sHafcDVHV45<*!Z<1OSZC|=(*`d0jvJ};$JibP9-`(D_bU6o24tyBO zp}&qeGkzU$(Pnabdf6C5mrAkNl=}}U7yoX7D^YD%bokp18)zfGIW(k9Nm21oE#kJ= zmVz9{^8UGjOJUGUarp5MNOAh%;%#BFxjNEMkSUkk-yY3QfaPN}_}$VhzTTxq01r#& zh;Ah#U)Gtxg9!PIJNb63hkD7v-AYvML+z5_n#K5jtP%=YKo z`}D2L;ZWpZ-p6!8pBJP^LOV%;dnWF(H+#Xe#gV32{h@=xkn@2m7jac%hMrFeM+Tne zMDQmD!!HU!&F{B6hj}0TWEnmlf03YvJhjuPbtE$YsR-*G7B*j_<2GBhm73_gUQ;P& zEB_LTgWJ|yOy&UcSKgB15`cNfRBjDHiG#rNH#-35Gr z^chm-?gsAk?ZW1cw^1_IiEmh+ZdU=GG=;EiHn5zAaQ+yn0C?l?L5os{f7#dyqge66yti3(-1nRtJXfye*z#e(AE?D`MyG zATEwRdBmyGd|u7#FH?S0&u7KjE#H%oeH1O?{%-Qgb)R1AfmWX$54P0CACHE62g0uN;-Zr_OdC6|8|&tzQ*l50HxK8mNL`cNZa_`E?Y z;gR`w%<^y1}uqm$3)F?YE?TXtOWZE>O$G+ zr&ma4@o-M5YPGP#CzH(rqxHXjU<_nVw;CyPwUD2nI4F8=0ZrrgWDr3-U;3HqT?**V1>3I3NHipoY78z?f8bPfr#L1 zpw3_X;K)fK015xJ$tPEL7RWg;@Dx9L)9kouYruE2kOMsH=4RM+-u2D+mA9MNqmLG8 z=cL8#51J)P^z`_4GQJWMG0#Atjgy6MWNau~gMo(Q-!&20HDQ}P9g(C&v42B{Zl0J@ zEI0hV?ihb!fQd|`8kQ6@qGz=y&rGUaKb8rz&&_J7XE&RTr;~n>Aa>$sVtEUO-%v1F z5ZFo7IEK9>!*;r+3`_~0uR5d2Zd8^-c+L{bv0RwAm=~FOd5{4e^jP6)V8@Kc)wdn2 zcmF{J?7tSDc2Nw#6-sSwLgiXl$&8gnCl9D=hZ9E~((@S*cf-?`KKUYQ*#Ta3gfhaWnVn)w|rV zw;I-htO`-a1}|2M1Ax?!m@Btxq1*Gi|GAYKP~SyC(zlZ@ju z!ViF&K)tI&$|5fuT8?_KLqFy_sEz^snc~`azT&ITVHK6BLm4o#A#Hi(KKJ2sUbm_R*b{2f2So6`` zu3JaBhpUMv$NTjY@c?o*wm|X=tqn=xx$d*@oX^s}nRo2r8%!z}gkhg4a5?HEl&3CXPs-o@;m|Yv_(RxbM;w+oy7W_2=ZGn6#!^k4 zs@Yj~a<6-iDDA8G<@Bo9G=nsJo!r2|>3aS4-`#qO|DB0kopWNk_huU9@`dRa*LP-4 zHgBZf?Nf(u2m5Ij8*g!cC(czu5!d-VMWKK2Ee6*%GD*uemn*>@nUdi zgw#b+)+AqWPn0}Irz(A>DpYvPpA7Wkn+{rakG``vO+$!tHSkfX+bo;JlO8hdqyiRG zhb&`^FNE!F(rD?rM(%`ximf1(vVw1XZY8HjxUYZO_aAi~!P~9W z)P`hy4Pp}m+Qy8#u8lfR-yi96XVcNqt*o;=NMdR>>KsSR?5%|g;)Tx&$FM%cO7*d^ z1yYxB9k-}f=Ka+?KCy^vbz;Z=X3sT%A;ae*{GVm-+aVmps2)sDLTn<8!gs*c@$=lqQmt2`c4sw_p zV9D&mcrk4y0iP=%`N_Je=)7a&)L_esigf8n9zwOq#-Vb$maA!OPkInzwVf66yqo6$ zpcJyfoso4zeImgT=l5tviYB}2{@mg}y{ntjxVa3k;YyL*y-Jf;fe=885vG5QvAG&& z;r6XyYWy*%$yc{`<}_XCQV*h!OIO#HU-xdW_B45o#Qr#W-(wIH_Y1OgOS0wsB<}y( zotN3lIiDGb`xMgfHz>H%J%>++1DiR(dNy$RardgRkjdE}XS%y4Lw3iqNALRA0<(z} z@MLA=PLDw?%_DB7Mt=*&Li)N-V>}D1k~=lalGKpjh4>jZXCZYy*~q4|a#MciWRF*S z(sf*A^CasnE56@NeFlzF{DDFC5>HuTYqfbaB70zeK63>0n=~; z(rQGndb31w@0i;d=_Ur~)Rgo1{JBKOihU5$9Esf*TObF zZue2nU(-tHnKge+N>pD0j;$ZW(Pl&P(WT~QZpyVs7DbT#(F z&NzTrNlbaR<2my?IZD#-%uWokfD$Y!w3-(PCO^RT0v+q<9sPAC9K&jzVW zp-z~nu8M#a* z41E;gj_ceS*T9{;&#Y}N9=vH+ydc+IbtcX^UAVJ1w&eV^bk3bc<0OhNJoi%RvU8$z z6Gxz!r(Sz^Pk6espwBeV?b&n&k)6ATPX}1 zm5{^ul5F^PDlKYhFKn%toJxHouHMnLAnw1KXQ-;k?dY97Bg9Urb(ohp#t`g;dTJkn z*hWv=0Tl33Y???wLLTV@1%tziSzRH%`H`oq2ThiA3q%g;8@qs*cjg?NgdWuZ5jyfo zKv~idSZ;h$0tNnF$g^(^4e(cYGBWYfAbjs%JOy0qtE^^SI~q+Ug39XbsmDlI!mG9@3iICX_MmJN&$2@~RJpy%O&NM;#t}_+8M;BiJ&-e;v56ypL1M`^QSw~K zczVZ#A9t{RC^K<+(dC7?`)LQ|Q|6)(54r<#>?nZJ^8g}C^V`eA4AGKSFRH6=FIybT zOi6^4?Vz&beUrg*Q2P2`UM!~DCE8RbRl6^2F=pzFl^JWU?hig%uq;Cc(EYf4#J-_!n&7?$Fu)5TfO!6w!QehsNLcLb#H*Vv=KR%?bEkFH@2Z#qm`dFNX_Kjh^3SPe&@{S3oSBA%nX|+nP{^2m_*GlWlz#6Jivd|fZEoSp z-71Zq%H!KY6Gc5NO#8tKmpO6f{1|_9X!@(fW`m+9bLY0+!>PP#=sIyxgTJhnlCIIH zLFLcokmTE%+mUDJYPKU{&rANRJ?jVQM-Nx>56<_CT{nS`!VY~)>>V6pm+udjxAv?b zLjGS{hQrWwgHUJmxOYytX3V(CMO;XEZE2WS=ZLP^NvVslDu9=SZ{{aoZfERB6l~u^ zU5Orr(>7ZpFePd5di6%|H|=&tekUp*v|Y}+Vpcfh>q**P=^TFHf z3Fh-ujTzpV;beuwtbDleu*&D?Dst3o9fhrb&WZ>54yu(b$aOFMB&wM(t_t9#AkPow ztV`ME*J8=%YrqhroYMtFAA$R06}2x)Bxqeli3=4CHkM$#294?LvxFmmrn{B?62I!YKd0N)@F1Fh2GqRl)M;3UzOEX7xQp?HY^=X1 z$;{)f_1eGN#9jR#8LYX@Jtaywf2OWXrBbISclV<|J}u#NsO$|WQIhsqeO_Af-qVr; z!Wv3b3U#o9GzM8%qGId42v6e6%CXIYRUJwH@#7)Gj!NIBU(4VNPWvJn-SvDJFI06> zqTw?~YpBG?2DWEMn$NAIz8u-%f-7~f%_B!>^v>a;#KD=OC&?e4nhzc43|qS*LrO|q zN=lan@nZ7nUZ$d5ryfxGhtsCee72b$VnXst?e|zKlO^~6;!7g8L`qhhB5#^PyD)h=cX21bVmdewY!cB{K8bgce;Rim|KQQ8Uv$JY}T821)r1Em(o*eu*iH|+8 zErt7IJT=pVJ%}`D2I|57-MS$yBsYDQ;lG%Ma^C(>;4qrG%{5CUpU zK)%_ij`EJ)<3XGg8H=GRe$^%p0ey@@RN32DpAK|6fE1~)4Nd!f!oLvevk=X1R`^mc z?Ib%HZTDX$m$2SbQ-UxnVWGGy z;qO`roQ-E9nW<1{N8I)mWMf^nvEcy@d;SPxa(?!I(sxd$jcf&`=^*`H|0Quw@`&(j zyiKzg3Y1xvYQ^xMQUca4l`W`J4Lv@UL0~s;Zdg^ zwkgMhW*7J%@=j0S`4iSUd)&Vppcd=v1)QVAw=z!-8fLy3zsf)k>f+$Wuy9Z$q9wQT zMd(!1)*^0^eTc*hR*72|x2BlpFBusb#PTcvz~b=@2Ka9yU%vS1LHl^MRrZl5_3yOb zi!M+)HRV}}oR-6YdzK<@^y2zc?XOLVRTMr(7?#0|RG(N_XtNqf;Pov2;ADa`xn10P z{RcEPyH&dd@cp`p7p)H+5BN_nCF~+Egd0 z4N7wO&Dzmi%gN+`cp2+k-DgBdWtyiB>MyBcgt8sLaQUjvbu_VK*~c>B-;Dz%hX;z9 zO_oIS&&V_AG;jyXJX>x(XLRho+S<%UNo~#96_)c5cV2Gf6kgK{H1Yk(>HF~%hF7q; z=C^E4%F-8M4%*eM9?g{zB~FM8U%u2bM{WlB)@maOD5RH|MaU9AQ)u;-BFw`cz)|Uk zfWd$lAO%)NW5lJ^7cswLd4ofLe65XjOsnaA-;DS@wDN}#z)B8-pkb)_+;8i_KH4;9 zyha#gVXKm#Aw1OGjiqMH*rkvpA?L5dIsts$wv~AqR$`i}a+SRj0zy_FozQZh9227EYz_5n@a#AbTuNlPkOncE` z5acsJwvX&fyfk!b9QU$Rop!C`InW$=>JxEzk4826-E>Z@ZsK4DGu-Gt)eRMAi0XJA zRUVP#p}puys$P2++DY|XrZ`^@Wxf;!W+keP{_8sRKi|ob)2?Zftex&faxxnK&@oBids}*z71Tf8PcY|q^3DycHa{i3w%->GJfL)hE z*>N*%_zG08!#O3tiQ@T=cW(ogGRYk96>`wLguBuG3d{az4@QL?a>c%p3y_3XVo>FH z0?!?P$~h4}esImn;`&nz+EG!hV%hXq(%el2GA7 z5t5NtllNts*l&Il6S``t*r3GTYasi5?uhFLqFDtqVVLa-ztTm@Qob1_ngJ`qlY^Db zIRfM>hEXF7wmZw1E!DELwh=;zI`h_InK;#R$Z&5eEJw^u`4`SX3vnrCoFB~!VWNz( zN0e8W&+h5d_VnDJW)#O%4LK5~-f;TvGppmO#4GB4NQ!#aYJU+8jR0+MGaj{pdfXS&ZYbq;$je`N#k1R>FL%If~`EGg{A(+oJi72-)u{og$S zkYka>aV!)%$hUM5YUzx6SvSMXq6eZZu`U&Bh8ir>f5-Qz zN#_-IQ6y)RaL$G}%s ztJsmA3Tb)Y2Riv+n=gS@5Bm+zw7-Zw&fC>tg(<#;)=z_}Y>?i6Ee%}xH`)V7^tDvU zl>>-4=^=}M-iOT)>ihCb(12iARx@oIP{_vmEz86qMhS%Uu>zC#nbp}fv6dyjkNnKW z0Zb}qL?2B#Uyv+*YhL`}F-|jYD9v$^;ut#fjXN1~F@QPuS=T2hv?uHbH3hT*FZ!j! zh3A)nXZxFu{a?+=9q5-YYK>pL%~ao5wcS`{)J!L6d9fhM2Fz}ShAw7D&<1E?-g&go z#fk5C!BJUzTGv_RPS=!|-64G|{bq!wX4~CC=heUmamq=b;Co2^oPJy3@1+B)<8Vxl zI};tSJJH^E*)veI{G3`~GMW#DReZD_!Yok4cRFH`4V?#5MXU8X2aqg?UYxqErp7UR zCXRtwq*%xX=>(*HeBQ)2U8vw-$3a8YQ9j4@q>77pF@Eos(ou?eS-Nh7@l=eVHI)@_ zV~v1i_7Ac?G`g^YrHKDzZH~Zb4C{kD{VLkyPPUQ2%xQCHBz~qLd0b z!>~9J_uH*6{W%5abOD&U%FTrC3+-cVL{s7rP^%9vPj6c-U(4qCPj(=u=i$bjQ>sp1 zwH|Bz_x-yO0-KEckjl~xwXh%st=?`gt5QE@T2^ZMuu{M~ z<4428P+vh(67G<+S)fu%AEdP)QoI}P1-Te5@}H+N=cpMoqHjC;`zus~FH1heF)GgU zwi=|!kEru!RToDH8c!eJb+ewMzuwJw95ycr1_d|v>KiF#Vh0dc1_i-uB%H)D(zB9A zig=`6=hT-H!l#6X`;9o3R!@ORSZ%7m_B)5V&+F46KSkX~__7j#LItp;cR#C7cX_aS zpD8LqGQ2HVkY|Db2`ZrCp=74c3qZ=RBI(qK4Lp5dROKFCwT8pII0n234Zudemsw=YhZ0?(Hn4H*(MQ!-p z`D&n@DC09gHX7~1Fpgv2V21)R8hi?Hzu#|g%-Lh$>ruvOej~*xul~ zO1!AjWT7AKRbxbj&2dueS^3x|?}%(CC45 za(xTu8tAMg3RRiBJ*@(IOk$q5bvLcQ1*z*-4rK%dn?HmAX4_8|4zIJz3QXgHvNKAmi&@cd^Av1kQd1g z?Kw3|OJK!TG&jUg`u@9h-0jpzo7QafALp>Y3@JnF*y<(@@)hGppfH^Alc}ER#(cue zr#*$%=yj6K4+HvwR9^}o0e*WnXgv3Z**8&i;f7s z0Z29f!KzkTweV9Dgu$##uE{gPnFGAS zBO?<(3tz?d9jr42*t=)3hfw{s0ib9djM zmLB)2zUiJ11M-P4zDpY6rCehxtUzi99OM)t^#?d-m0z?hl~v7i)eR}O^m%g(z7~(S z4dpeG;Yw1IEB$8ArNzyC+HIKjAJ^RA`K3|~>G!%&;aC6F`_M6{8aR3*PH}Q2dyb$Y zM}6K~JjL214W($*7a(gfLz?8NU{hPB=bF!@zw)i5S^IR%O_>ZkV(VT=rC!KN))+n| zO#X)NiF)yzm^bXhW{4a{Ah*~Regf8d2*!a3b{bLnipli@;uuM=qYs zEqealN0tCYf7UWIb&v!Mpu@(g%$Tf5`V;x?@F}Xnk=(rw)c z{*>A6b}AN-{_!dsS?Q(u{WSYWI-vY6hQ+1^5xvLe_^Y2e=*^VK1S^+>F*ZSq)TgYh ze-B$;c4HIk)2@kV$&9b&eHVK##)+4;hDxL9C@4`mn)T6v*4hpQZL+%d(0lT#bebYc3ib^GTF$9v#XDf z*MV~1yjaUx6qu=8uEYs8R^#D=ZhUf(Ce4w-Cie&XyyC#!^>ie3Hh#uVmA`3@ zuE&O$aDUUVYRKXvYvAEP-p8VRaOR9;mDL-pIy`V6={?-#x;<~*@vv(~elEekP9U23 zS=vU3gUy+xsIhbOb$L;G&dMo~VY<&tCaF2;IF^j+NpSP%e>OaXS@cx&oQZr^gCobG zM%$9Rn5p4M%g1q2-8QVd9r-gIztTe}iTSQDAm2)p?=+#+{BF4pG47HswJ2F*7mm{I zBYVuD<}8YD-JW}@!uiAsE?;k6<`*9n9krzZbx)XvqmoJoXoR^=s$DWPJI zc`oPWeE6QI1-&gBPs@76E+AJy?4RvUrH#|LKuk>;ksSs+K+HJx=UH99dJ~({c?$uY zbJ^y9cdu4@y-}uxDA;beiq_BO*pisv+Ehg-PV*97dcLK7Ig{*mX$qzsQYR&}skbl} zVwXN)#F#ydxTq0MNZ#U}l4_5jMXp;6kNKIy%(<0qK5L(cVKT(C=q_q1ptqN~hRi!H zmkM`51i6}O7&5KeifyOg5$PSfZl|A!Q8AMmZ8A~AGYlhgGWG|8~ z$9E$^!-SIojGBJlts@u@zG%IK+@bDxyDQPTnH&xc3AYRqz=e%Zp&DltVcl%g>0tfm zmP&o5Zx!+F9!Z75kAfsaI~iH|RE0pp%VBU2snw*dbzt6DVD&m0MNA_3eB zp^y8d52}ZL{tZg)R?Wr>9AwE6@w}jCoRLLJtTLd`Zz4q#J=-4U_?Jnmg#zX_fi|5g ztFAi+0D0cbEx3{Oy>YLzGgc_Ch^m6e3pt-I*kKlHYEK@93_azs__~Qu>^z((*O2Cn z-{eNqe{pR^y=WDZ<@Kr&R z$yHEtJ7}i3uY0_7bddGVu^d+z6o2;gjo?WFG5iZH+{&*r6yCBH!h}agY-K=Ux)WRf z-QtpL+65VeGM*ZAelPPGj3mbm_kl{_t@*-RC?}4?>?fvd7(>T>xe@!Z63|u|$OA!x zOZ|o$6FR@-EiY(l&Ky`OS>e*t=R)~nPCNP#;f^-!^Rtff4*(PHXp$_iJK{Xx-52xu znV5yQ5ajYRJAo20tm~JDY8CKPxT$gKFLgP>nUQyxS7)W#i#6n_86v)O{^K_2v^$X& zvBJuOGC>ya-x5OS^~(viEBms2KKn_|RD`yF(dKrjf##&U=)bGVPus?I%~}f%`RH-9 zEgC-sI@S-B)qy8ItN{ILr^9`c@_cU2%!N_>=&ZA#m!eeVu{amrB8T~x8DEas0yz~> z44J@(w68{uR@2kejL6Ma4_G~RJ3y1;`jLm=Ha*kQ+j0tv?8z_51=HA}zo_1m!jxNr zg{)M*6#vCbussqJj`v0S>oFkLIgMWWHJ^S4y8~>G-QuczQC;%lpU-Xq%f#?W$E|_1 zTP)xIrZY!po%Q;?e>`oQxG&(!2|x!_NHCEgMS6VPiG|>IS?goof$*#+U2D6H41HOQ zmx`}6Le%B6eHO$`juxw{ou5xrc7LTPZ;v9W{`N?!&!_;7?ceMLS-&%!HKggibcd~a z>WDmhwzfj1$z^=IX?FOVhSl%xmPy0nEo7_l8`Y+)f*Lzkf$|S3h`JAE=^^+uZ!3S= zg_v(RH*rNlx-)j1T1+hJ+=UTUWCz>^OGOnh#NNBjb}H848*>i|n=7>AcP1z{=L_N> zqr%A)G_dDf$TmOLhy%GG6ybJHdsZn|l!YlA`k)*INl~q{y#N$TfN{*HapnCKOw)(Vu3V*CbCdZ`-_pv5#t9}Xzm7#}L2MH6i8~t0-@lP&Nm5tHc z2-=JsYE9=n0n-Ta0Grg$q1Mj;q9(KoYDTTOSL~pUaIjxdw8b-{)*Q6iii5DW`i$=# z(a#p1%G!8$TFZAF?)*&ff=Gm?I%nkBmMXzy;l#xE2Zr#_JbotA&N+==n2Y$eG^F!Y zeUn>C2LCC3C0n3*`-hjY^Gf;hwLtUo{@Y6}P0-&`B(dA^Lpre0nf^N{+vm`ve@=-E zQ<)_xhUKLTN5&x5K@ua51Snf?hA|`Dpdr#EocPaWX|q~j>YAD`DWbi=E@-;*kV=Q8 zi0j_HO`ZoWGeA!|qlq=|CXdveqxxAK)1K3!3OtH zu9dTBO>jIcmUSX#3Vcblckqy~>;JDOX}nL!47zKX*gA@j(M&8Ts|@4;PgGH%s{Vr(W>-i z#Qm-s2&jK&;t72oNZ=j#($0}=!n#KS-+xAp2$RKXMW8GIMP3WNM)4hKC-d;dM*h#T zy)smFK}J&?^F9~O^x=P^th`zL6L!YO)I*HVJcMQz%GF}AqL(FuT{GnsY04P^u{7D#BplMKi#CpAzu~ z1@D6sG4*Uh{`R|vycA&(=c&r1Hu!0i5~{J^99h2O>2(`pCeFFI8}x6lPX^dnx!jR_ zkb6q+VV?+>_-12N3W^2y+{Sma;-gp{Z@5}CFhWsfV{arNzsn>4+L&}F`aUWN8jxUX zHJ&!;p~}!O`ORa_rQdiVwi;VHmr*+yX_*B6&CNN{ibYjqhk-nGO*qf?(!M+Y$6T4s zxFd-1qZ?VR|q#5NG55L$TDt;nM=0 zT4Sf5Q}s-vsGz4oV+P64ZP2!1&Gnd6q9d3dFY`S!AieNZR6gL+74&8u7An%ORtZc^ zVh*xj`H=oZSnFN55Lx0D$BYe_wybw~_ouugE`_x%`b&gL^85*EI_vZkF$u^1l2W5l zg(i_fQk9#0@8Y11U4i%3Y1Tor@rt0f^WJkxEVI5M!OFeCH+U<)taHs3m<4H!k6Slx zq9hCGX{fZEm{jyP?x4Teq^1q6`bz?Or%k}CtzdYue%G8~h<6-Yx})%w(p3-)joL>{ z^Bwz|?8)YBjwaG%kBy2NgGC{HaUpF>5eo2qkPt|k9m`8Vlq+36OXkKsGjNPcM;Jei zk}IWbWvjvfz2O)~n+|m2j=E94$hF3ucl7f=t|DT=zdx{d?wkWlLC%_WrF>1*`>F8Q z4ol|oPTDmd>%Dsvzmm?Ed(~Kk z`d&mtOEXf%xN^Qjpnu(3gh0O2IK+?s7pDDb*s5(Hd98P0kkol@+{mMTwmn`&M+ zS;8;g_#8sPgRX(jWE^v4sFB?VZ%+tUE9&A0PWuH;6F^Qt99q zE_>q#^p^y*?cE*wWM%NbZIBlc{ElJQbw-8I)x@-^W*16Vmt5Tj>7Gh@?b)-B&6MKa zW}>^YFJgYBbo2m;uUd%r+nTSxQ+PAD8x_=C5!H-6(F-rD7gVNZbsm=W@A(3Ez*v(B zb<0S{5bf**k!3aLI@6W(K&4c5p{d6T1=|yf{-A38^!D;wwAZiU#}2u%&3`E<8QfH7 z6$=i$J!ls)3SMG$|9b#SM;QM$6FrXc13rjmj*CoaiyGo(93;;8BZ_ONyW=tyaJ}S)i6MXrxHfI0T2tMiT!P|X3POn?TrZPgRY}haatpk;I zRVc;0%a+6J#Jq=mB4#S76c!1bh zq=a$o;S)xjE`d1OwAgAM@BGZ}5P;N3YhbkhwQ=OJT6Q;lrX;q43_e!mZm=-m*Y5Ki zC#m!2??n+0Iwhq>qMlyep}()tg^dUpY~h z6LILDb!@O+J|axmM|cVxF%DzMgCCyV4(+Ae}G^xu~im$Pv@G z?6)|*Yg|3d;`wg#PB^x_tD^QRnl&8WJq$>9rN9a_!O~N1&)?_%*{SKQL)*L(taGma zn^egiG-uiF(iE(45qk)A(UTJ^qWAR@n(CebL?H zBVHW%=RK8Pg{gzbnJSY~`v{73&C|cV9hrAH3?gq_`oWYrhe3`U8Iz()^I!f{%H@M1 zZU88uGrUlm$y7}@hsEixin{NQ=d_1C33?ghoNwyD2e|sZD4a)lXZkqWo7&{rt9lwI zQscUxd}Oqm);uIonx1F@j?}Hil>wruETO3^p)I0YiL2C+!8>ir9A0%_*}_{>%rZuf zqImc3R)v>S;QQAStQ`y$^kWFwBrrk?g1o-|y6bPFxw}2VD(-Kd5p4BNuHR(4vU3}q zmgJ(xv2x|ay>ptsDQ0gf-=2h`vq(fg!*&^cBQtTJ{4iU{zV|Ho(^`lfxFFdHo4!z9 zizXv!4v|PR7Wu9gHLsb5m5XCiF8Gna02@oz-riIrND(GjF>}u=;h*)_9BTLOeA=rC z*zy&f&0ZXFA)}-ACuTcjU=+7z6qlwDXt+y@1aklQCzZE`EdE$6`G zGte@S+^UOE-20L-I-7(r2_nJugU0Aagli$17Ww4{0rUhLTC~)?9e=qwPhm%0Y`$Zk zHz3@*y!GkNXX5(iafU@S8UpQLq>z)cn3Z<{$iX!X49rB#S7wB<(xOZ5f~38tcR>lr z1xJtWJrzF=4up?8PDje9#pKP8Qth+4C7E@$Sy6}!73ffF2U5jJf(K9T`2f=un`8`4 zq@CHDrIXa00J$ufSp?NiMKG>Ua)rY$K09Q#pdGt2i8MPOw0E8fxt>z6e3k24o2q5a zl=jB+#3*2%^AqHnP(|L~ntpcsr`P2RKo}n|{o?`lb8OK5c~XPSh99x8*ZS8Ne z>8t%NWG8PjS>!b5yzaycINM6Ol{VbnLBA}9j(bh#-1ku4N`2AsS4L!KilD&bjr*XQ zyy@jIxbii^H?Oks<|TUNC5a4WS)28!Vdt(y#>c~bbH?I<>G9|HY}oI=QLoKYpS z+*$B8wPME`OhzsT-h4iLF3fEQ;Z*6sYszeO;|2O7N#bIqD+WP+@S_$u;@P-ia*~6A zeAhyS8-2f1dUD=TX(S|n4EIaxtYb9>`%`rJERsWPO$4ctaX?l>-%O>o>JHM+`Z@%KjNajB~l`CXA*U_-So|_}pE4*|0ELPbOd;Vmf zJO3S|=X`+GKz84F&KtqP?a4$8oT@BM8W zCJm*JjjN~K=%YU1=D~NIai%0)?Rt^#JP3BIA5M=Fqp=ZEye}{6|B3p!u(rgAJy3pO z%jeJFKuI-%>;-JPVE^4B{=d^i8(k71?ci8bETa`xp{(H~nK%;~z3tq3AJ%?vzf7yz zX-ar){M-xWtIXn6WicYjOt^o~$wvZ4&JXMRG%X4yw{E13`9)Oeu}q8YgRsyb0);jw z0VZS^2ycYmQB9EB@rN|Vt9T6cn_ZnEegda9)O=?Z=)Y=GBLsE|wtyl(nXw003zZA{ z?gH?A5cSr6{~Xr`{cm319QZWp6kJboB)j9Okrsvc#6m9J)h`KUa6g5-koPz#INb8P z*1L7D+BQ^hrl1SKF6YC?#*8S?PhRZd?g)IJbTqM34h>g%2;|JxSfi>G&~xU_O1zzT zEnmHWiOxP70U#}0bD)yQVxOqj5UMpr-A6T3A+OwrkDD6cj*n#;-E6HaM(8BRC%Sy1 z;y~tej$XF0)Y*v*WN0a1>j*5ja0iUt2jMf5VPnPasbo|Kk!s>TW>e%G&6=5&&GFci zpiji8h?U-qbcBcnMam@A4*7_(f@vC*_=Ctl0q9;Q)b~4tSL5Re<&(c0)6nC{bhy&| z8-$hdIqxoA`Cj7v*_`8|Qb$aIbLw!$+n%{v7uI=dVjr1q_|jidcxmFQTYmu|9BgqhXHyO{})n)({)Rdd-qN zd)1yzpkD_Ed?;h&NKNK0if_?b5^UbK?!uoMEPh~cGfw_jG5MO_mEV$7O9fI=+5UL` zeP#0L?jsm2E}`g|(v^f58Bx;t?E*JvU7M;dPefQn+)2O) zQW|jwT7^K1*0FQ5s!1y!qHOuvDxDa4;}qamPFTd-6QSY`10miCJx2jkTljM53i$rj zREGh^ixpuOCx^v*Rp_pxxd001dBGk04kWnybxF2cSqQKv5yWtJu=sq6D^aen5z0vd zub3L{#-6|G@iemXB$_A4bo%*sC{{ugvSkvDvY z#y_RRBNW0Ecl#!&s348WAJx|J!wxam#Pqi791r?Mt!bIN1mzzS$ak0s;G=!B%wG{sNBqX^&bP>IMKF_241g78CDGIc<&mz%D`FxtICF3Cv_Le zRJg1fp)$&p_*x#cd_(XB{TQ6^dN}1>(C6Lr=EmE@edOCrbhNE84^e6l4a5slH51R5 zi@pPczu1m$VkQ{kryr#-Q%}2Tb#irdsMfc52_nte+SS}dDd9}aS{V2D(sgXSAXfFI z+-4_DHk69YHFsqa+M566j_;%1mtNt9|Llr2E|?YLiiE;hmYw+ZJ+9x<(s)o#DNqN3 zwGwQt>K47_xHO5o$$~yJQo|x;j^@oo>gAk0y^9O7do;7lKG5V6Qmpg(De~*@MrvV< z>9!53+;7LSV$2@yaO&P$8b-ZOvEu<~km~?)spIS5;;a*nyx7!!Iq__8=chvSjx%?U zdOWWvfAZXKKi;!Y-|Z^+lfHWjjJ_RM^$2vYmnXY%b!G^s%Jd`gGO~>4qe<+@;Izl?#+;eDK@ZxT*>asQ-NSUw)1|k23uJh-Mgi_+J zpct;lUd^LYveMXaKB$#BA(n5yfWB-ysBx+h{P>PK zLiiK^%@G%Zug|tc&y;Jn?l5|KSXl1INUb#o)8Se;BP|zXus{99#u5Sz4^;{Q7cP(p ztB_Tb>iJ@r!<>3|3RN4Od|X+jGDo*p4~*{`G0blf1U*36tMUbUZRYBbmk`{IZ>~9#|KZM8J)Cq+7~ zXaZ9^;=!$9bI-VWx)Z(ez06#XO0+;A;|Qx%aa)F?!X)G36kN5T$1KBkk97Whem46H z)HYuBg?f8+bx1~RjJpS3K+mytn}d;O+Qm+WlK8QI){lKmbgQ8R7@>&%c_o*vofAl) zh#MGCa{M%c7warF)D$s0J^Gtsc8*8x9foos=4+vCv7sFLEGjf=ZC1v=O@#y#_4=pX zR*+qpx6orn`hCEw=!5oIbk^?D9`ryA?TBSXKE%d~;?@k>IaW6{IfSku$K$bKB855E z4ST2_+p$$K1a%e7QVg^Vo}utApN0{{F~=9^qjWpJ^U=QNTsOhR6b0p)Xqxh6y4%tdB_iYyG8nhvq! zpFIB{&;)~HF4m-vM+rF9iex5_Q?Zd2Clpmoz|~7vUSxs6XkDRS#v4p%#UCXznwwS4 zLdT!8-%obXeXSXk#q3Gxat9U`w$q)Lit5r;iH(~PuDd5hlB(nna+ohS<*i6@V;|2u zTb!9B8>(f|{_l^AE7*&0VoblzvF&cx_Q^9@Z7ZWa-jXuUxIp4MRaE+}iu&c3N^EAp zoTXr{`qf=h*jdtPFOEGipDXKPfH3eG%&l^C@Up8Ddr4|izS;3BN3!(gB^Mh*?f5AY zfgzyvP%r-Sc~vdt!)}0B3u(?qtVvbq`|d9pqFIEoa2D^v%o;fp-vG7|vAGV?JOVrg zvAMb5MdjjfCm53PT{3+CE~qs_xd`3egPZCHY1J{qVJ7dxsl`ar1A8_}e9?oc(_$_V z#zN%vh#9r!u#45dITI<|TnE!gXpo9=WZHFsZq*s$AL$?aqg|eIOj_j-_n*>gMx+44 z9-{BIg;^1i_l)5+OMEYvkwpV`4$(4iewIbLGMsG!PL}}e1Y#938!}q@%8}D=a>Z7S zC4(AAXEGId;lw1c<1i(T_Nq|Ih?j93TY9%GcM2}%D5XI~>4u5xS4Ja*2IrgAIcGzV zDqn+X^J@O@_}jI9W%1ggbOjus`JeyRu;;k;R?P%$8%bR zk#SMy-&t3@4WkknrF2qb$0b)1&Yu0m>_L!#cex#7TFmjV`GcSHidAzBXHJ~Qto~8A zieIoeha2$poo1_|$g5c8c{HUl|gp?;)hKn>?yKNIzoP%!{CDCS$50-$wnIp5k6ISk{Kq$l}Y`k+>U32Ws*Zmu@tbk zHIXKp3`_1S*IT(aY)WE&GA*n%OvVc=O}wbH=JNb2Jfg8}e)XpB3eMh=0H%<;@|}C1esUqRSK@y^sGE;d1-+3+IWR3^#QCGe z2P7Vx%xre;LbDe4q$`riXgYwskZjEb2TT}LSkC}r-r`{qKTNBjg3W{E^scvmoxvLq zS7v;FVqz{iLta-x3)Mqz(mw<}4pVGv%lzKE#O)AbM^lDxQU!2@mUDk}7C&52pS@mp z%s)?3X0pPT<3!<&ciAt0O^pU!JQ8Q~39~K%JA}!rKuU|_O<5!Fgj zkbE*^qC$*z`DYA2u9uWf5%<@BCtMHe+1FBn9RE}ik)BX0*GrN*6VfxR4{G~TCQ6FshoC!!z3J=^JHnIc2dLa2au!;k2Rhfle_ zGy9*g%)|yJa-sCR!h<)`JfAk*9+X~ZY6p|y&e-y$hyB9^Y)fsqO_e+?%l!0sbL8bw ztWh(QSVUj@0z{}Pum=~dw}+G#DleYlG{2TQd`a;Ri9;>PCrdlWcEL=a2iQh?1idUi zs_N!Bu2iM*(v{M{@v=y0;4dG#F-kF6tw%i`UAx#$(${Gfw*e0SEX143y)F8TP?U_V## z??yLoh-LYC%eDunmxJnu>VN*nVMF;D;x3riH|#^J{@&`N_Yd<*ivxJBVjD_3`drKw=n$G^w`ro* z*x@hzum^IY3$t4#Y|?;T^bw>%-y_GDp?HY#_U}KLdgmkbyOCHADj6I+4lCDE)mgEY zlB{q{02;f~Z*gs8KyMLLRb3N!%_%=7)eW?XTpp*C~6(kT$n~$K5)a`o_01_glCB&V7wT%-Pjj6(0$YpSa-NhrMe%f4Yv~(|M$IK<+b+eeENf7nzAk$5QS)m|J80H?`*2VLok0`U1~oC4$)Wrglw!O|A-hy6 zuQVu5AZg99XR(Kz1en~=IlarTDt6ysP?X=;JnxlLXZ?2v;VDCHY_Y3lZ7)B&!(sj7 zQbRPThLj>ZELjvHTc9sdk;XJ?EsMU$or&7m&}J{F-rrzW-diZZ=h-5MY80lX*@w6$TwwwWpa)AR(@;kO%eC^PUL1$?Kb^dsyKfY!64^b z&8SO^uIwG(eeU_D(-m5edZhie*}U)M>cZE2fKdk4jW5im(oX)&_a%$*h z;GDetb%QBg&5HX>;c$L2gJb7Jfk>?7_$$t`qn}=5=@H7|_PtA6(1rK*^)!tSX)h!j zsTME~PJZZ={OO$#{OmScINTEyx!R)PDab7Ts{O5tbf#-1#t5i^J6}nii$GrSxQ7we zP!7^+yln_v9X5&(rQQ!r@aR$zL<-?d7zo5Z5q-&yo$i1Tm>Q^_o*wSGZKokvf6Wl~ z-Asw~h>}__v3N4pcWqtvIvh4zkk#BB)JS?DBRiTKC%HA*L4tVabF;9qidzd5?+@i7 zSN7<;zvV|&=1pIU4opSf^D$~nL6(lhl_bQG<;>>q@zeZD zAY+Z1sDMbEg^J9>+fKpWJ@59*k4r*Z(@RY?^YJQHb33>0?+#ly;}Od-e^<*|Wx*2C z4_qUY;tbIIy>tQP$c?qAD;Q1jjCsSPSW2lXg;QeC2TX_WkuzK6#RI?w#ZfPjLK76h zD1@_>iX<(nR&N?f0}q4NX7}zrx8>`Z_l?K8My!j@LN0?^Tm5QTBU-ZQ>SxAVr#Cwx zcZ_c@(drZQ86384Ikt6e&o4#|!X@Ls^C_`;STR1QEMo&wfp|pP2R~sWUP1>#5=ZkA z2`2M4qRt;k)NIq9rO+8Gyi83TS~i;uzODVHn7qc=_WUC5?_HRkeX8$774nUXJICtH zyrKAw8diL7Z|x(!lEZ11Iy>Dhsn52rp`!kw8W)5O5HhS7N4{`ST)LcPyP{2AWU*;kZrBQ0kux2o(LGXuR+fq{dEy}+z% z$RVM$|7})0%<=NNNMQZg=so&DB~N9-kkZ25zHK%{vHeOs3Q!rxm;jf2L9yCS(FzK|Q8ZH_sp}-o`$K}V6-0w6 zHTUvz+&pkgI&{jcS(R9J@))nIKP#S`1;OrNZ?-x3%!b8FOvue04D&&Pf;6KvbsGNP z5{qkX3#E^V46YO@1T}_CL*?m(x-4eZThmi;(JOCK{Y4;hEE)-)KvI+A;qtA>&hWPd zMw7hEZwrjTM|RE5pnuc+jqdKP5T6Y?8+$*C5zA@Y+Vksb-}BJnA=@1kV|`cc^MC}r zg`Qpzv`%qm(LrB~fPbAoa_#(UO^OIE1ka7?aIU&!d`P{N;vc9MSrc`3cE!MTVy`Oq zYwk4Ax2tz;4@{AJR2mGsvveG1Idp7hxc3w(wA8@Rx5Je9xp-$c`l9%d3}Jf}^KK>4 z)g%)?J)`to>8R0&e0F*X3sLRj3K;Rb&a7sm&AE6w%U3TfR|>JHOV_5_mRmC`5luTY zC+fU)K4m#iX?a&$eage5WhC_R56n((?F5Io5xS9YcsS|fenp{qZ^qH0PV6&iviEIu z+ytTfq-Ju;Jc}c%BAi4fxT~*BVdw8!CZG7-AYAC(4YM*DiKMz{sm3Jnrm(@jNpv*f zR2AXWjz84tO(RKZ*}C=I!?{jkZ1LA$X2}-p;^|!6`KYP-7%MLT9q`-NR2|2=JVK@1 z5#rqmfF9K$2hnKwbO%IV(U$4Ob*Fc1h23Qjj?*FyDV5t>$)PX{=V}QhzqfbM+?EpZ zvza=C(Bg@zy+NH2rA&W0XGV{0nS?L&=9HKXd>r}7fQ|$ucc-)(xhtcs$vz)B^l_hy zfM2M<%t>3}YzoyHsVv6RiELBCHsWxh<*C%-SwM1xpB>0)te`moLZlY7KhhHF%9wGZ z8r2Y!9sVQOv%Wv5k%Uo5SZezebn!$trtCnz&hMtjGPTmtS~)6YHt>DAs~z7nwo*bHFT5g?2A^6}VElC65q#X$Mf~EJKkJ)_d0+O4vQfp7I3m!0rYG2A2 z6L2f@Xc8=Sjo3{Zhc872ro^AdHLJs=?xaP1r2tTOK5xMC^|oB@ zkF|QgVkT{)2mF8$&sC6{0QHj!uXk<^j=>7C&W-`?~rsM4r2$FkFNbt?LM zPj{7u`cG4|Xpr9H-%+-s8hkST-NlTclo-n)sp);gc1ZS2gQxY~G=gNG2_g;AU*Fnj zLX-4js+bEAV{&pfjudVKV24{!_16?tc&g@Z1vSDK{+ zJ{y%8yo?~!8;8WvJXI+=W-bB z{tkOh&Q;V8BR%f3I4z!k;Yd?OGwW*_RTtqJuCAU}1)DRFnx&C4naFC=#n03<11(4cqJSegLPd7=nS6c{7ZY*FoJr* zwtIe2ckeWTTBC<|EyQwZ49(`zinIQJA);>T0g=(hYd$KeMy8F_f9h?w(uU8_WdNit ziT)BThy3yiwq51VsZ8VTqGvU98P}nM=mfAu(0A;XP)s*%MU-ON^a9A-Q^sRe{H z+E!X{XQ(^ND!w)lC@2pm)}zpj;zARKY{4{1pM26H(s+3k@xM9Fmv{z>v^D z282*NYHnhbeTwA3pI2M{!w9lzhk9%sUDggTczN@Hpt=$Q9=(_M|Ky1 z^LW|FTBWdn2~S39P;SGj{^SZ{$M*_^e6X>1=aF9D0k#%g=-l~M^TUg7mwq!_Rx zb{F;$4(9EYw@f$Q9Eb+g;JY8`S6@6apSh5x81TOOZS-lBV|?@N!_Z&&e=j0qcRY?_ z>YL}-te>q^)YAIiLUeA=8!xtp$+sE*#KegHw!m;DmO`9q=vcMy`b{!vd3sZ-sEzjr z%~r6F)h34o_~5O#(!Y{ZXU%Af>S&TYnN;*Z8RsAXYlDh z3za(ou7jY|sm579<`cp41}cGy#^60ooP*U0<@>T)~e)N;)CiU)Y2FSBWL|MhFpY(cE7Sc*d{BNx*(qOM~Lx{z^wPUD(UTSPdDsD{mo> zS9zhMA3x4E*4_LzPP_*xuVk|kNYY|bXN84nqQ*&a8*~9@6~+ISrixJX+o8&8ezz+d zm!TWB1t0tf$p2ZE5z^Rc>;Y0+*CCoBLWM4CN;qj{&pbQ5j$f=l?>E~n9;C6>0F0S%37m8)K<`a6l-cgX^M zL~Gf@neN5&hGdHI8aV(!zed=r4-=5u@!=B(uWCmoEi+0kM)~evDkrw=_AJ;5e=jD7 zwedV5BVcxY2gGiadO%ae101lEYME!O1pWh!>#Js}Kz$173ll0{78EF8u(Egd5$O;L zNh70n3y<+wmiPeV&+;LrOoAc@fzhsi#9V7dIf9S(<&Hs_zY2c^P=#Kv!)NmeeWA?O z(gfs+&ihEqv=~yLgq1S?%2QgO`=JX0@+ZO@szN7*7nhPSFsP1@d+Qv4Gz-f?Ak?y%3C z(g~ZPIJo_!Y3Z7SH?pl%TjeZ+OXzs{P-2^ggBPHiuq|w`xs>D1LP|WLJ)@LwDvbPV ztHn$91c8h191|1OR+Wn>aR~%Dfxe)^BW!Wb<9rQnf(^O&$59=|*v++rSZg2SVf!Qc$WXl`u%8LE56k}<-(lwbn zbW#8bDoYT^$>}&rd*KtygVtwE#hi`A$A{S2 zfymFV$&+Yq1#9Jn>**stcDSJ|^8r`vD&%GK6E1*mb(7N6SVpyq)7DmjLQrZCmcnnN z(*h&VkNbZGOs~Tfpr^pVp=I66Z8#>Ol-p2+Q&*+DmdimT#*$P#;FaK+{Gb^&BIww# z(9?;n!NohBvMwhv3*tsKI%S>}G3<+;qlFt;9O6s?!)SwcYC@rzRa?gB;l1=n8idgD zn`A1D-@B;0MU}~F`%b8@WVD;^xo@_P=cznfuj~8IEbmZ7!HKXuAg8 zO5E*he~bQ^f2E}9P*f)AavKQXzOEWmF6}py4Jxa6**V-4s2D)gQw#?aoA!%c zx|SPbB?dc3Mr5AfC86vOjxUz(ebijVSrIOnlajA;REgnrQj0p0Ojd3lE#t#Gk)MtS z0^HKF2}r(bst_W1sh%LnGk-ak7toa9Tm0@Tqz=w>c(JUX9taEwGYh%=*aEscd;1At zspGeaF`Jxg+DvKhkX}G0WUp8i&pG2~^t1R%qEPk?3WulwZ^(Tvyg>PejdN2Ujl0YY8d#{9ZsR%HjP zk#1$*Mb$x}Ig=+4@)ZV^K)b>#(-F*&y-YOm{voS4m^{;1!7bCD^N}Xs);qyaE+56! zud~OHr~u<7AS~q{=Dxk3v4_Z~1mM;Y>(F z_3=kch#xSShnpv|pn8HYTZW1{1=fiWY=2tc3Ye+msWuSHV~&12Pf}l>Qy>wNBwSEr z<+z!y@P?zE*g(Or_pt^#(dCyx$5SR?r3H^_@hcOCGV9qX`s`3Q;>U@Jml{OIw4tap zk+>B7b_t&gOl4!Xra4?Nwa%23zkWE?rDRhkGawMsQfS_~ek>mF$#m2+G(vVLOvjPc z%|o{!)jo$0R%^EV?EVsi@Q``w2AF(yree#4RVz98gavA_IAtc19=)-itE`dWbh=u& zTm|cWc5W&7Y7e?YH6qLIz)9nB*?w>#)SgkoM&6A8%degKeQn-7)y+;KnH1WqhLB>TEn;~>`+EZgYM1>+A?N<~ce2t8#6q;Z!QRNqf0-9U zI9@rPM_eznwjzy-((N*?LKi_W7WAh}wgG4`BE?~>kgDvk$X2`nVdLSotjRdv;M~`D zb7&p*7~VUn1%x~fZA2@BJ5)riwS|3@!Q40Pjq!yd|9H@tchHhg`r@!Z zJB#Dng9siv@tQ+`j}ao1!NfM=+x`JlW1+AS0h(}=2hgpqNhrH?#TxxCt%IrABv|#Q6=}8$fo+P;cTBcSoKPFRJ=FOEP6Bc29yjr`PSLk1IxiO+1{`)IIsWq!vs{NA9dU!VA!=?@H= ze@kX27JVn!NP@dHapBNUi}hbR7Rqus-NIui69fmgZQJ)a4AUeNz+>^G#53BhK{Y1o zV#d!F1C!UePJkmPdTJ@_tDb8pK)0eV41P<9$Ygs|7o5vx^5NIEQt07S@2_n_wawhZpgvxRF z;#ljh=D8(GZQ(k-09#N)M_3G?Y+A0@Da_;C)wu0#A5+z++ts#Kdhqp7i`YpK(HIwH zJ}Sxuf*J=)3L{`_&-2z|pOIk|we+~sLX z4`@l1LpF7t1Pl9m_eRbIiYlE1uTW+Qnn&6q%Y<(q*R14A6C>J2i!6JKSWq|ypUx)Ox4*=-bws4ToK z`osG@GvD+Y6G$JI!3B@POTsH?rlMMTK560F?4muc(4zxJ`{hS<3&_r+8z!g7CEJAs z%lp{CkKfAg$y4N&Sv*g<8r5||o0z|7jam0*T+|j@`+S*dU;?4Z#XGbp;+-2VP$hhl zVuWiROt!S7dMG84@iNYh;4)U&;oNOMhuORwoA z##pJ`2Fz3VK|A}tvu`s)YMs)FvA_s;EglTzVqj1%$YH!;xfCAER7LrmKsZzNJyb3V zB^3Gs9|f9smyT0h9Gf6&y&Uvbzeq{B^j&)%EmWASN|=$8J}c%`dql03 zl0K+rclp+g1TB?WJX@zbm(7X|jI`IYLlYFo7XOBon3lbqFmZdSLQ~g}XJ?i)uG$pgX#5@ zku)GZ7CsSOsbOyUBX5p6mU8zQ6B#ueE<`ktG+^D-#p`_Bv+72poUCFEr;u zmyHoqhfd=if?ui zV<_-qeBoizAm*$luHsij1eFRI=?ZO@AM@qm8&nBAmycD=piQ5I%JCCfM)i90J??o= z;6=a@*OXDEvtP9|rM;^B-mJboxSN1L$@yI~qlLI(whk-^g^mJoPe9#;aM!ZP*E+2s zem`3qaiOcvs2k&B3I1Am#ud-Q&+)=XU%Pu$$-}$KW<S-1kGn;t zV5=ICr$bGu=4iQfWFjm%5)NuZiNt8UJ;EpWu$xojarHBgY<=4=*?dX7ap^k!WfimJ zdoGMIL6V+iA{@Uu(a~?aPaWZmdz%LGvW<4vy|NZc=Ew!Rx4o1q4F;06VmK0qx^t@B zW$S6IbGx;YY_KVc%d<0?8W&wTG|QjD%@C5)OU}%|MD>SU>3mOphGU4!r^DZP@wnJ` zAjNR+Z%3YfI~(v1ulQ;0sa4Y-X3ONBudJ-c*38aZJN`hR0x{`vYS-X5#-j}KQTb+R zQQCXswG_lB2BZq;kmUNxa&Zk@uF%yfJwnD34CqCDHn8CUx_P4%#;DUTo#7h=nrhz1 z5DzW0Jdv`DAV5yXK3{F zz#`Nb_JK2Nx}~Z9A2eAA1`8hvlWx)xFtuJib1aLLMeO6IwooET5JAek z5m<7DJt%0xf>01nUFb>XpCi8JGDu--GfyP?498VP%;Yvkk6W?qC&#e&2|ZBmM~cB1 zjBaBs6_S|*&agp*4nm+Rlc#t*4|g_)Y4_3PnJrJrDB;@-JlaOG?Z-*GId!c0jO`1I zu6oBPP_p6%M|!{WAGBa0jU;V2EUVC0dV5@Yf5u2NSKL23SWFTu96Y#U(dF(UqVKav zwbf1h0=niDX@7TCke=bbSMJM1F(QG%OH5WMnabkbCjrp0dlbYp}hVx~Qo3A3OKc-RQvBBimE{7I3@MP<2X>RMvF)2Rte zp5sGmYF{kq_zJi_iWXKW94!4*8j|2obFf>o2vBOl2({SkdUVu%l)iao3jpRlc~X(l zL;qLe@7*dNUhXL-ruT9m*(NNTgX^-L0^{rJoJEbDTY075wYV}>@4SGh(cbe#x3_;0 zM&OpONyf$af)04OX#>MBMg0}o)?W0n|E&|PxI;fWjq9Zw-hutdhxr3F2>N32!eN?k z*{Fk!0L3T?S=I@lk3-WK$>6r{eHY@ZkkFJqQm`&0-a`dTen>4%*1XCr!^{?y!Fg*s zD9@q6sIG%c;uE8|B%6WOpe~&|PN^4F{|cpX>XXFIs?C>yS^NirbFO(fwg|1@%0OZL4XOC3t(qmZ!on&qq%W4A(&C zhqDXM=|Et1j0CBgNyA}|{Ilh6NA5?^sMA>H?#m>Qlw9){c9u8kKRTl8{Q-eoNZ_sH zn!^3hon()@NmOH{J&TyQ!XFHXC&i5fQK|~d-cPV~15@Kkh`AzI#0mSPPjBoudaXkB z#v_pgOWkXoiVm!EbV1pJnjFnv8d$YlWL8-%8A}vHJ*_`d0WQs>T0>@yXALv%BbkB{ zIE|{!Sj=JDuR}5)LNLH^F#Tb~a1nVpDt5iiC#wge8G|ij?C!>b}OyUf~x_7rNem=P)nl z$YTa;=d;exGEt07x=9?7SB2@y+E43+!H0~NC@v*3bEz)gLvihGGZNakGRWWz$ApAq zBuew*J*rvYv^(?*LrEgfidb@CI%iwUhV+uAGCQBcO0LEzkv`SK}~Y0dYK&h+NY?B%4S zq_F$;WJ|tx=_ty9Min=SO{&3&<0{k%YZ#5F6k06e2t}}PYzuj!$_atI5s-aNN*hFl zxl3;zpouFdG-$B!_gW@vEQ{1{XXE+tP{hoa>Z0#Hx#f=_I}&fANsT6`sv6pBjN`&cw3clSl%}348AElKBPjr`ozVdS{j9*VsvN5r*~h# ze)z`-vaS7O?RN$%C2ml0@o2@Q%i{L1b%62nFU&jijnzA=W2WBAnpdBl&P^p;)}QRE}PW)JX>$5AY?Pc+thQz_KM7=|$> zIiQo@yaz_U*3$XQtDGY%tyvWxIa%{h^*x{WI7_JE_`U3aE#bd?{Nq|flG+xjii7hH zvny`miCx_nA1am2!PV(Co+I@Un2LX1fxdC>k=zJ3m$IZ=grR=qK4+*ir^<~gy@25k zIDZngF%q?sa*nnkDhr`XzzC-}Y*p`1{hS$U#1@26wy$p-N7}5{pBkdak`KAC!`AlTujtnOCU6s5)tQ7d>|GaZAMW5*6f=V`zW%;uE7lY){9m zi-vM=)t8tvp0~~3EVkyqCT1g!7f~4 zJclc7J+YLv9M=BK3Y4hN6hZIvAFfKJFqg&tJ1SM0dQNq@`t>@((bBrE_)yvfUa^}8 z(ae@9o4()EAT-niPjLP3#&0}Y$GlrTT7B2F5=3-o#Dp63d8uwe_Vh*RGb=zM9TG9q zPHK>;1d7CvBnY>Fp(L4eq||K?2%ZfMB{pBSZtv<^_SqoX>MQ*0_eA>q@b`$PMUX9) zoKs!#w)O@a+ePPTMAqtI{acjqw`!U6Y(9Y8ts-0Tj58pRpU%;y>;96X_c|A*Rzc8G zF^0U&ADTX#zmrK{xrpfSX^WFbU|1Hg*tO~>wK_eVAxNrS!=eBH5kY&6e*QrKj%f&z z3(fC<`UZ-c>TLoHp*}{)mZ*IQ!5iiak>NS*ijVt!A>{fGAm>&*S5_}E3)-pj^NkU+ za@_RURY#(e##52SQp#u^Lu|cI2*q85nS46i5^HW&Wr7OvIGQElXjWOppM-j0eS7pD z>Wk)<;(mFrtA@c$c(ZVMKBi&|HA6OiCdJ^JW@P;;UV|683IeSxHV2Hq51fSqnt8#8 z`PrOh?jjY2?WhCM%7gK|#biK4`NhZ}sn3+m#)Ud?ZA6)x#5i+;O7z>s12P4dqs|wa z5ku%b^-R_vkjKk5MI1Saq8!6x&Vwv_?er~RlyGc|$XSnBHWOHHCOc!TS1+U?r=%4&XC;Z}j&wA}SPB4aQk|Wz~ma**hk_ z`^)c0-ctQ!cXeTW(LQ=A4QK|8Fxt3-3WS5$wOzZi!u%SZk~FZtkdaY&SJ|isT>T$- zxl<&mJ&g<<8a7?qIyRJSCf?iuOPZqYHre;&lZK~kc*yz@o306%3h za1IA|2*BpPeZfsqu%?N^uEh`t&S@&Ahlx_OxbUJh?yeirX17yU(88K48C`FY#y~_v zvAC3M2N+yD{rH9aIY=Ohy6`b86R6%XD1?S`9SajA?BtUZ`vt(5WnZ1L4>uZcs z)Z$wIqW0G?EY#!g^mdk3D!-rN5NbrQCNl~|{Xq@IeY*BSQ|_2*PEc3UtnuuxEHpbp zF^*X3Qbh^FzZ01F_u~bXJK?_~jv{i1VpN0ExPkn1;k)KPP!d7rE3scaDUpyKlP3WS zrtLc%*$SLI@s^dWWo{oOQ@D7xyhaq--5VU1Me%>GsRV1-;Rns7H|8NsRl7qzH!dl8 zUUs2j_aOexRnvN#FUF0DKRa1C>r$(xWdTm^)dQVq==qiL3WTS`!wCwfWWdBNPUFVQ zKj~sV;1HW71tu;YW#!a|hw`hp+v~l0%uR3e^y->1vFF_zVKL)1X?IWq9rXatfz}$o z#IVhmq9fQgKdH5pYHHucK#bsgVYEnSS(zKIb-eP2vhO1Mm4>-_wIAy}8RNe&FeU6# z3#*Y%nZ}8ixnfS-`j^0Ru6B5 zQ|xA*loc4SmrBk-UZ-BMk!_58^mtsobdj|3`}BmgV9BIs)_A-q4y*^YV5^brWQs^# zdz*1I%M8MCXP1J0ts!drvg}Njn@PzaoULEq|Eh`(sEQ7JS*l>+Bbf~yy}AMzpZ&){ zlGZI;@jLfjbVvl3SDGiWWWtv)zd+iRw6fTkQM0ZR?PAn%ZvqClXI7v#znMSKxvj)p{t5qPYoFPoB1$Xi<()c|gH#_)d85N};Z^2# zVPNdA{Gg_|s`@+x?y=!aPAghFRZYDR;(6uqg-x27s%ZciRgM@{RU8lKZxY5S^JuKbPKK0BPmW_oxnti6`bW+;{Yj1|GoBHMNZ)`MH7fyT|~rZ-2#> zC-sE4g2`egj+DS>BVVl8b{xgh@#)cJW4|>w!>ZnLH`s-?2K?-5P!7v4pu0y359fJL zs`Ud$+QgE>du+*HCCkwrA(NzRsYPHBInS}Vd|$Z`h$#&@pN?1x)UmmPiUUyQIJqlrD%cf8B6zC zleSNN;_phkU>dI=L8gz~*14B!cQ{9+u45+&DeJILY=5ugvC~(EDV1)s%qHg(_zUe+ zBA=^&O!&NlIu7BGF`^!wVVjwl)G@EIe3NINcVEYvQTsNEHNqE))H8y}@qB_|W^R@| zxg^P@pf47F|MD5%&RX{+)G+#`oVkXfsqh#^Fi>1@Jq~P~*$-7gDSjH^C8M7KN@}X{ zl3gj>JOAX6kLKV&36W8uq*#N2dP`Q-kOC%-?O=noWA!sHF0)^e@<&W1H8Zz>0@9J! z&=PgI5thK}njx7rNPD~B`^He*%}mnn%an2NsLYTBLmm}gAf!WS2^p~~r zU^L?}Ql7hlKF?yBsgrD3WoseFL=4ysTjw*hEbzH`{ey0yB{w?#^jr{D9jiiX_0`%X zBu0(m_^RtXBZu=* z#3RaZSnOg&Qz0lZELb&$YK!>bWFxUDGiTdk*dO>vyx86eHB7!#>~Pm5nR~eL7$q)3 zN`@BiUvnSz(g3S_R^(aTyCOOW5<{pS7VQJYF}xBq>14y#%WnZaHU+zIELyBYsZ+jl z5YdEk2Ba`qe*wlXj~E%*d{RH7 zNMUO5YCeJcDc8I(GJF`*^Yftzy^Gln5MRb0p!OH12EM{@^B>E=bZy_|a z9)}6uAE{Fsk4Je0S3m?w$qF9KTn23y<_k`hp6-(HC-G#-xkH)_O=;kcnnon$_i}8;Lp`&%%qa(Ak%1+=fBENF5Goz&xLB2BNeK>(}IUPoX z_%fWmxBrAunGb7$p$R{Ogspg2*~|vGcZ*T9TRX??^-=KEU$-?VVGkBp?PwPZVp5R} zY8|+_Q({^s9N&KH#>PM%uVgLVd7S$NizsE&E~gKcT%6ab z7^92iNL-SyJ;$KHSt4fH>ruyIj)+8TT95ZyDvjsWsTmv91F0Q$K!FtcD#BP6?DgD# zVTZvzJ{8-uRkfCzD-8nG<^PSkBx!4B7A3O4Dy6JY_~B?=JaLoe<@wsB{?3jF{3A1F z)|G8ZVMP_Zee9k#W7=Wdxf(<)^#W-}H8QfBzNK=-y+c2EoQ_aKquYtBL=8*D=F$Rw zbEu}(XK-+4y1kYY*W=|Xfs?nkuHDoC;kYUt<=K`OW&A;Zv0bOYs#mi!nTR<)E8hU6$}^(l*h(x9Ka@*qrrpUTLS=I_b1 zI`TmVrsPICp0V9^y^~a_e#{uU*N&;$$_mqZW3Kv<*FF`~Qnz4Q$? z`(ufH07<*5HIg7FExa}pixd#@URr~5dVBHA_1StZ)2e)ldOqJB61!H@)L^qNTVdHB zM|t}LJ(-N&qp?YGyMS2LCpFg|QVdR$}dwBVpC?vY-hxgKs zgy{PLmFp{sI!;JXpJ$68nghkOCRpRLFP$H+Et14%kvlEKCT(eP^=0ltXwpo+ zQJlS~77`l0r_m-s1HX|h!BRvjAuq{Wta0|x)wR5BRyw$K>8B0~$@4c&ZLCzPvDeq^ zWDBh@wFdf2yT5-;^%>oM@yepW>w3P#__l^;%NjNj{Pk!@i}|4h&WK*<%dDYB2P#R4Y&4EvL9K1+%=RG%Sal-3Ym0*NkNKTCU%naA`us#)KYQ} zkEA^Gvyr|nr&gj(Fg_lU&;E+1k&g9rlQ1B|Tb7y9oJO7+hO1D{!0`#gCC@r@bt?G~ zvqinQpiZ^5Tu=R~h>@wiX;A16y#Q=uT3)A9rd!oYYGAyoLpMr@XUm&Kiq9SnUM53A zN`j!!mjZES;Yj(mM=ism%dhYcc+1>Hj#GyK6I9ie(W$f6k%1)@Bt(;!o1`t&?9mVZ zTKD-oXHDCWXl~2vbXs-G^j==Dp9KW9#FxyIC>FkV+~>zN+$_F4?AX!37BGFv z(*e1+)ssLw(bd3G^#U~PDdw#FCW$*G-+sQxYGb6i&-cY8%TAb3q#4cFydSB*x-dF_ zKW!#@-!(Qe@3Fxg4Dhy~F>I<{ej`Dh3TY$cqW4QbBcq9C{mt<$} z2y>~ToJYsgnMW?_cKpZ#8K2&SBvddJ)> zR%k$l{DQ(Uq_0@GWHXXd1F6f#C9d`wzr8Y0+3-q$W=0_*&HZGXE+1=A8+D*u&EQ84 zmh&dmhTz`Gd)aRoU!~TWPIqHIk@9(@kXqR9a^iWocd6}r#d!G$)|z20`QrD|x5uTv zzGpZOaDD)}w86$Posk3Kq?3H6GK21+A>Js<{zL9GG{VQET2MT>1^+DDPv4f>G%}%cA zZw=Wdjc4@>&dxz)z3f}gUw<3{mC@KoCq|B-GbDd9aeyXwU@6Dk;MsK{OIXBVXCr$r z{;vyT+*P`h)y?2#QT)ZVHi=+z8Q=GA@{SP<*0Ar1{g0_P`!EwF%(`#vTmIUm zfpRsb^oOr$pXT?zdx>e_N-z|qZA|lo-q3ZF{F_R%Svs-ugH70SWDifm$B}0(BOhQu zKvA+Ni#O$9*G5oLPHpR0fXvDeizT|_E+qw3mjEFWI6*a|xOSkBs{BGQ7s=hTa_r4T zp6<_+ksE!Dqcz@a8vN~by(spshSAczT&sLb+MxQt5`@4LOyY=R36qX&lNy`dkOt`H z-aJ!@i~czrfnng9T4p&gwkqF+4J_y3vGqw0U{n!FQ)X=FfJHxa-c!ysh8ng|A~}W_ z{#OU>4WQaAJXzb^=C8MZgMw@BdjOeWYp#);(X%*neE=^xVr24JCv45cRx?E@U^#X(nVV2l$Vd8gzM*kZ3^s= z%+lG47%ixX+$k!fzR{tNCxeBcqTHf7aEGB(HNc(n)M4?uH1BU2pL?7=vy442pf){K zu^4Jucvh_2qf@vv6U8@V?@y|D?Dt#jufc@L8N5xw(X(Jdt~7BF4p*oQE#VV7+JSC` zzH4{$0B-6(`$GKWG7_Cfs0+hm`@Ll0jZSE(Wn|9a2dv4>trbn=cAWfmBQne zQi4qpyghFoQG#8!a_!;JGf01)vpw?)Q^iBd=IB=U8m~TBbS5X1S;Dxdn4=@tFgpzz z6-Ywg`m#vR;MlQ<3!%%J&=2@#%lfuGV6k6;*FvtQc)~9+U)w6epKR85qvI%lyD~Yg zY^d?r-;Le%zKo#YmbK;Wmodkz#H9NTf9GGfx-5~I8IIVs$saw`0qz-D*;@Z0|G&F9 zo9{GP?^FH~nzbfmLb0M0eHH`%xHlnV4`a+aQ+{Ey^rCMa7Yp>1EiF%CQ33uh1MHvv zjfA(&Nhp=7ebG&pVysUJKHO0@5B5I7+S#Y8w@(svtEjC|rKiUsTU?D}P-dj}K*apK_g(31?tf_~Cj|t`hr4DX_0 zds_^iFI&8@YU8E7JX0AdbYrOS)CoLOAPdx=_yfY8u6woKUoMCu3pmt0cGYk6f6s$H zLPHO8Uu?TN){AyS4l71I7$@Lk<1T-VuchIU4h1?It?Uae+05IM<1!NZUM~+THCX&; zE|FYABp5GtPr%KrP@PPF4LjfiNENxZkDi3^)fRaMXnywLlbYJt?m6O`GN@KRdpgVn z(%Rnn4kfT_mn*aLw12M{Pn&YQzBZMF>nlf+l|lA-=s#qAU30_>X>uN#p5sX5`2m)c zRKpnrf`NoFx2a(#VLA@O-)`KZC*u(73kJU#W{IBZ-} zv}){_Q6L(2Erv$=_BZ-d~oP96x>t-6jdPFP9zxmi4zqwY` zofyO>ooroE!`;yB7Q4P@+jK&0bu>&UAfpns&{$+sP}$lX3N?^5nGbZ6|4BoUCuY^w zLp&D;eCpIgRs>PXl~gg*J2Dh3S-RX@FhxwjK%Sx)A_I}iI)Jpcm)nZPy#UtWq!}8o?lvI#`ZuK2MGn#|r`B{>m|>{gzHUH({_)gtu1s35!Iuro45W;F`g)iBHH~=_(Xcs0> z#xN;UhhWe^<&X<<4wmMo7q8wv8u$36%rRH@(3%`1AYw@e<}>n3^n1-ExTggl9w+cS zU^LEL^H;WbSQ~#<3YcgK!L`Bjjf@-MOXS=zVfxJqI7ukjrajWe$zl$212 zhTKVX3Kt0(E0#=P$Jtz+g~PDSkP?m<)kqV@VFf@>TR<>XR)aRf#k}cP>1J~te94&4 z*LK}z+&Q1bqOm{6HMPo_s&E(qH6}CpCHigpKGKjMbJmJHuiFm~ z@ptnXTcr}dqy|5)miac@pQsBwebTh|TjC`T&-$6xzpy5X!CkVBO&dKqjKE}2D`0V6 zfLCiz@;`vidX)iIj zv0h(z{Y5>U5jowtTh5}pcT(`#z2^1z@rtq4H++$MDthIx?4&;V`L^?n)^i3kvjzH) z6|>?0kdcL;<&qBadX8Oa$k?kxGkYc_o2S&dBdQU zH7H8h-uu5?TRnOf^=#VR;%H@2Zdv5M){);ymRai+k8J!y?qy)r6c^_=FL_){4Ma)U z7VRnwRh~L<1*+_uNbk@gZB{O=KD@D?YiqbY!SxbzXv3v$Wa(@-+dZQvC7D}DDkLO( z{;z`|MzG2}r87z>8%PL%z-I6M@a}WVq}?i5#Z7t?qg52==g>LE-eoHWk45f@zD647 zXk6)HzXnao&yjtQ0}t=0YhmR{Ib~4o;@%trkw(E)B+DV){+%(Zq(q5rk@42E;7-U` zbl3)!#@orw(hgl!a5-;rR4vA(_tlG{Z{0m@2as7+KH~yyV~DPyO~_jE^elu2{YAjf zS=|$SJWI9>hiR)6=1m7QSBz<|W?O23bT@n#JSCBNMfjsbS5wPv_cr%EHQe-fUn5Lc z$NHW^ZFS>{%T-^x9nh*F+r*urueEkTpm)`@@&r?cD~uxCy!oqWwXz z_?yk02(tiH^S;>f^4Ca>&tOAO^A^Acnl*htu=_+oA&gF6YrJgCz=-^EIJVuLLa|m;7tlzvpM`$iRwGs8P8|hQxZ0JuA!JXaDm?!qF#)yRU#52g;n%F6_EI$)@+WjlWr$j^*DDCSszw6j{G@bsy z$0t_Q=0e$1)XGAuL=9_UzOf3%sA`2^uu5_aut7dYHr22!*_-bwWLK>tO95hUWA)?s zA8(d;Jx+gpI#?2{;w2Sy_;qvR#=FK=!9=X;&P!T^nxa5V>bE1-CAWlpNi9JVadMn4 zCEcXKIxCcxyax|RfL(jMz1|FZ6%LHcAvri=25DtZ)(B%MrMT6Uu*FRP zCHLJGwYj>wmcKUcV$ozUW>&AiWulJM9VrRl%5!w^wZ5pj09EO~y<>*<*E8j~lok-CVd zU5cXFtT2p=BDQB*!Re@=*;3$PVW)|#O%iOuPn_k6jou?rNXBnZR$iQMtJ^$p1tmAq z>D#AGiMA&1#SCL?Qs613{0EW6k+`wA+U#!6mt`~|B6C(Q)cJ$0N0NICJJ^( zcX4IZJ*k5nEF1>hhYFK<7>aL~n(w-E1+NR~hc@xt%uk=^{hnK$jfG_EI+)G`)Ph^; z#M|0K9%jgCpSNK!Mlw~TdqZs0=P;au5&DFBmU866-|i58*ZN*X!J>f}Z6V;Yh`&C(`5EW&3F*XLZYb@=^2f}QA z-i!XDY(;9q{CqXAAxvaFT!hLLo$vP*^#>5AkVP7LQ~riw?Ma!&Csc$QlZKz=*e2

Cls_Ihx^1Xg7vv-3j#^W}&l8EWv1d*`H6z!v1$u zEA2LQt@bLr%$%P;dkgm(cOY;|v~^e^3YAxn>$8|eSy#*I-{NApJTKFCdq{h05ZIc8 zjJ0m%j==)ukJNE44^Ihv!v_MB$>ug@)eUj^${@>WwjIV9#goOHW!U546=VFqz4HdM zS{#Fx=jk5MY)-5F$x2I4xL5U{lq_eZm>;|<`o3Q-P~$L?;vklc-kruPXs~>EITts1 zN<~eUOS*l6-@1J6VPKG^6>(PMZwM+F_Fh#7aF7zRI@wkIa$ia#J4v1l$QQP!KSam# z!g5&Fhq~~MO+CY;xr_bXHS%>5R(fa8Jfb-@=)wSxe<3CZqfmu7EpFWj$e2UL(>L^qy~TII#nJQ0ekV|(*Wz+ zM^byWX8h-Jy@*i0?WkKK;Fr5BmZ<;JF;SMiK-=h9ibie)Q;}=A!L%xam20**mSP2! zJ%)1u+De4n@Xqu+NKuJeIh-DpUmMNIlj18WpsbYoAm;m*zdd=9ytiYJkKO(r^2QwV z!*bRKDlnG#R-ZhOe;=>Q>Yd;plR-C!W&Qq7rrBJqBnH>S-DTUB@Fb++_uYf3Sr_P* z4l+OWYDBL7#?4zocB}Ln^YG7hO@_yYx(QyDH#VgW`-6E_iYdt@Ch(X@NE#_Db15id zZ^Pp?s{Pt&S^N^gk+biokyKNa6mXQLTqU98gX8x4FO|I=RFyi|3y~EFfpTaQTRmFT z)s=^ttH!Dk(k_Mpq|=>#UcVEC?#&1g7xl@EXqN5THCgk{C&EVd1U%jl;2Eu99N#~+-v-*yjT zZkr_b9I$V{cGA%W+$f2Iys9j>hARFm38bKY(Fe1L7w;xX)1od z{>E=0W%gF{4Oh_t>P8r!Sg7=Kxfe>xd?AzoZt1g7AQ zONLEfdrINRhx9E}y1rerk7Nr*aPoxcF!eEC?s(Q4)RKdj0;==l@#!-w2~7Oc3;gw*UIc-!tQ@S)rpqM2F#@2_^L~G$^E< zJKm>XpPr^~zx~P1?zeA6O{Ff&l$+D&pu`UPviXp zPgl~6gC22s#xygTlJ%3WhF9h12KC8n+!AJ8V8j5Wg*6F5!t7Z}=mfCO#ET+oSJvme zU3#**`4akZ+s=lGb*S_R_GJ@!Y#a^pXXKm14E4GkiF zG|CtmI@GVm5A}fIeIx4g8Fg}(Ei%BX>N39On!t8sa8N3Cfi1A%+Sm8jA;_G!>XV_{ z(G#YM;mUqiS}RxpYM|-2NRqUo5+nrzr=LTihHl`fcgXm;i$gh_AVhCzcOXQ@Kkq5u z;OJ#f$jZ~Ae1@FiIqq0U>+<_wcc>tj%e7bd`gkt){Btcz>&#In(Fvzb^BNmW0g3l- z%#naWO++(YTD@i;v@H&){)p3plh48R+sitb(g6x5_AMP`^{gKInVKVV;I6NYXa8;x zxNjHTq9thL2$|HV(C-1BXzYu20Ax>^?h&YQQZ@DJ5fgu`~wty%VX zc%_uq+BGg*O@ls*CELVDm+!z~u93!Rr)5diH+ig=nZxLm>G?eAe;Z$7X%QlGz?gG4 z53kQ{YGR03mqrL*R!dIR^iWgWoNuq& z+@E=cdD)}>@&T#0tg=~Y=^5xa-VBv$KfdCpjue~MoeU|*bk{s_9J|&T`y_k?BWlLX z=LeaSd3@sOeimBwyhYjB#~bX2)iXLrmY(A%DRrL8rLA(SQSmB$8{AAVm_iFx$QxjJSL^zuDx|nDHEIkRe`!1}f{A)^BRAC8O*Pg!& zN!ZgImM>hObJe_Y_YR&y4sP6BeJN3*2JGEmPf=V+LNIwBCJYKNmC=&WGYTJdBkv`a zscPM`ZM8QJWkQnYHPEru7|Cc0AQ8vpENhrml^;d`rCeYJbDF5*9)@u`Fc1?d8rD2m zD#g4?3hcMAYKFZ1SV=0pAn~6kg;|-TG}0(~{X6(u6z}=~XsU)$(5lBO>0xhNn9OkizTPM z_QsW@CS*$jS;nWt&k7{WCy)N zhnS|ar-gjy0n=o5J)h~C%>Uh0fRd>4rL**)t&5R3F!YAe60TvsgUm`>Pm?vSiL&t% z3w!@G&kO%4dE;8S!Tg@^JPs}hw{7QqiV-Vnc+&WyIiJBmoBW@VSU9Y$QdkW>hnCzu ztE^*i@TW&Fdp>{~w5XHM4`bggO0<}D;eUZNDP5{Hb$xCH;-EeFXtSqLcu5T~%}#qr z(~M*Oa)jJ)Xary|9_HJ1AP`_zCXXGO4-hTJ9tfNgY3(;PTvTb<_?hR3N%PEvV1@x@ zg0o9UStG%sFWF%<%*XDi&>*G#!2qQ33O(e@O$Lz;{l&{OR_bumSC$&9FL&qR3XLS~ zeA6*S{1}~zsbA?2>j&ljOpkQdza@Qk#GFE(908W;{9;)ABUO6 zVGxfVJLXoJC%!2;cQ;b{?`^snnbuJ_>_rmB@B)rL2diJ8vZW#tRAlHWy$ zMT;Pty)4@HltJZ(e@VY3u-3Z2j-;z`uvva>|Gth$mD!>)gzAWN##G`)MS0jp={9Ed z7uB^I#%FuE>>mWWQYox*%}~7~d7hkT0(&SBAD_r|!wG)`bC6S+!hiARy0>e2`?w_e zT+e9v{^ff&hK9ziQr{J|qG2aEr77`?j{T~gn=lLe_Li8))KQU}B|{!S zB0l@0Kqn0t36MEz<&~<>HdOBb zau#9(V}G;|#~)WjyQWjrBMKsGO zxS$6mUW3ft1JdRR?;sb>?CG3pwhY}*%b((RvcTNJtjF;EpG~Cd%mkFQAqOB+%5NBn zsnIz|5yWA0o4iFlAsnep5e%_l9Z`Ee@qTC}kN|)7LBG_|6DLOCm_AWxNyDPc%BjbX zWZxhF$q)i8DSbT#&4uA45eeZ$5~qcc#1g7JA<+NloMwCJi(KND%!02pdqC0R!g8kO znk9Pr*-$3LlpN**xeytk1|o_sV+3?*nm!5fn3*+F3;Fpd%b^71i4#-q8Nfa#;pZR@ zT0Zu8+3ImkFx&l{YQtMw-2(1}YAILi)w1A7Gi^#PNK7(mB{UqkqF$$v0Ug1=Y>e0x zR)~C7jxN7#vEy^NKY>;ij#_S2MW*i5GK>NT!Ss3Jo$yMyo`i(gHAiGl7M8el`t>9= zUH(Zw0^YUI!2X(F@HovxH?x}!gtpxDzFwc4O} zn{9fFeDnZthd3IoT2`O^eM+G5P0X3|#*0h>y;YUVhnOX6Hd9Si?*Jmdj8zv|NZ0AK z3JB_bt+Ao(fM$(;2IdkY<|Nmsj~w>{@{b;1^C_?>0oDyM^yLMg1IkB%>kFZMGGj?a z1r@3zL{+>bJ(t%^S@!bjC8#mO=!gmCz%|6Dmc$m)X{BS16D@Jh!fy`M17RxBE>ltw zkPfB3yLQKl=$dlZ^>}_foG&siwF%F)@rz&~D2XW+S{ea+n%ib0f&^d>v7OldI1rgV z`C!&}4&sL=&(@sfk;_o(`2=JI(aPR7 znGMjA?vtMA&@}ri*5t~P(^QV+gXq&R$4VIaAVII2^tZy9pL*4sckBK_YSmg`ZlYu$ z?X`-q#QBWum9`cIiW<`AOWy+bu<_S>6R~@e$;WRDS%m*~Ov26N0Xld91obfVLOSyp zQ-buyMt-YFjH)Uu2M5#WnAc{XL6MiUz7Ik?%gKXgN=ktGq<~jQ5yW+v=@Vb6FM6+t z^Id-a{&Mi+)jJl2o)DJp09*Ie>9=`DB4mgxx8uy_k!+JcINooOB9_rA+OUuDmjW`X zrgV+)Q2jsjQWRWjLK3g;t5S!V?3q3f#y$`5eO>R2%j5btg=}NT!k--JY2a6UK0()w z_^R@&8Bq@Z0RHfArs8s+yLQ?hKX6nBL}QZ3b^S+#OQ?Fuu!eR; zaD5XW?yO52N}*26{}FW#UYUM>xUR{z?cQwLZnACLw(FZ+lP6DhO~xDFY}Wwu$FNXizNmz}7FkXXIf;CfMKor7g1?PnPnfN1mPy^Wrp7d3@fSjK1pOALu^*Y;!VLq3V3FkgsV{z+}!| z*g2yz4HydT3;#MIAAz^UK3>q@NFrLm=k5iay8asCVuC!W)V%Q zOyuMl*{L*{Ck`hp&al;JpwBQfEv#O(4>j2TbqS4@o0d@1$VsfB7V28FWNDLJM)I*~ zm~OdbDv3ZGKH^HS46~EUCM99DUH0j2h)*+la#%-*7_#Ta6+f>TxE%-lLlJ zcnARxzuvE}`Gp;ai-D2F?}~~!Ncz45!S?r#iG`mZXeD%?y^NIOUtLs1SNJ+-f*;yi5JNY9L8aAmK2AVafie8e4^dwj3!j3CDXT*#vppgwqVgE3%mO z<8J`QB%=B26DQuRr8OPRNL=^x$xZGA*2{XR;l5b?Zc!Giw{!Vq%d#4Z9rsY_UN9S%rV(??x{%)y!v57@Vho$6#%{jWno zJ$mF-A;-aoN?+30wtDHpD|G zqq(C9w0~|Q1cZdIuDX_fouy% zSgQXd;bG6pzbNT-<2b9CX)+FCK$##tLz(~Lc!iiqY|H8JM&xX;ZLxt!xu+pD{YW15a*SGZ#11p`6sL?uR|Yp=>s>TEgV3wnA$8# z{xKXMf*P80ct4>U#uNE&$!4zV8a-Y1(7VAOdsubazbgRr$bF=xb~qu#o4Wt25HX5^ zcoX#5grL85X6nOTpZEM_q=DrMSp8d6c}Ld6E%5Yl4KR?@(2yku`$A$auU0)nbX{4* zj37-+ISONW-3TqmKt+&+zR;J|N)GEJ7;2AMEZItLiRu~hV~+PaWV*1Q1LKXy%UP?} zx}-Lkx9lpeoR+SxdK0wZL*)RX){8kM%76u;>5zn;sZPh~_W0i%&Vfpv2< zv6xgkEnbK4E|ica?IosciC&C_G~{umM-NNKs|l~fUSfsee{#X>zfb!he|g`1W_6Cp zuugTMAhGhNl~}-Z8FopFkwP|Xn%{eUoieeR(uAOngqC#~jN z$fIkb9oDSUth>etS~Oj{IsnNnta(INgtba!0(%*i4GV45C>*Tqy(|(O>vP&FNKbuJ ztgFoxBN3JtBg9`Z5jbD{eK2kbrA~6_G~9@ihC3AnE4i03BQgk5*gX&x&r>Dzh?45_ zwv8(t+4-}qNK57eJd%@@hz2Jcl53qkjfImmnM-_$Pxwq~rT%n-XvjeoO348yWYK0H ziyEP2RG0?R1h^t3cx2ySG=1k*>4jgXh0rer$!LP;#m~KhL#>LJ+n?B5!*P)3=fA3= zS%!>shw?U+pXQ`lsA=HrIAs@$?VBk)Hzy zkh!_PD=|+oXvTy-oQ-sDd&K^9L_A(P?Hly`P>E+{SG;N%eQsp@%K2ZSWvmFN?FW4y zkQH>Q9)9TNlE!A!T6rJ$i(ci^UB349%G1UUK(J#GXH|Z9I88hwx-ihQ`7Jstp(e9( z7#jY*-|2-Hem$8~w2ioiW@cJ=-NebzsnOxM0D~IC#Xo1vOlSov3-b-?FYfJ0<(3ou z$ErROTN$VZA>;IE%{m-&yIxJ^7!{F|)})ld-c^@b10Z==^ZYBe_*NHP@k~N+2(pX< z5)c_0*rX_*Y6pf_8qi=mdeuU!OgafS{XIRT1|ktGXWm_xbxti_GX487qogQ9T+L9m z*JfXay-0R|$K2jNDs%0@?i`GM-}l1F{gD#Q;$vq-lpXHSaIE|vhE=UXEd|dLAbI@fdKzm zDMN+;Ki46%hzMmUwwNVN+2o8ag8*~_9gkHuP?nb5pYFg-YIQ~%+guNb-H4JNh5tB` zPIPu|7eO5s=nVQVA}1jr>_}JR!0Hm}JEGxN8W)Q@mT>g%b?_WIl05`Gao;6Q8*Z1d zbI~vPIe+&{Jv8dJ)=*g&{XlMq+_{7r1Vyb22^I&lybMd%7%&`=RGsD;eYSM zKV(=`Wmr{|FyLf8R{|v{Ap=p>#_^i-f?47*h9#7ViXH|<4?Aj7K%AJ8tu_*31exQwTam=rCd;FF5I@WFD> zHHQgiDjP>=c;33K*hAYnw)xO>6_6C2VcCIeor#&5^PeaED>sQ~{{Wd_rbmrR$kR2x zf=Nrqfe#S}bf9{tJ5%nSn0Vmh($IfeMxEHj-)BXGNs75_fnHvoB3Id%AQfGDSmwnP z)_yA20ToVp+gPqNqP}`21EoH_FiuJTE(nqYqeqIWBlxr74wrhiLeSRG=H!djj;A)d zfGHt%CpGc7k!p_N>0r}67`xn+$tx;>3U3)zs!{GZem2e0(EXo%NqNzQY!znm4V)7_qFn3C!}0Yb=6EK?(Na#|2q+8igL@PO#m zpxhE^)iP>G5^8AUjn1N)`y}Dh4(;n2^}u~}r@_kYM$vD&Ly~va$$WddMjprNzLsXN2Os zF6sJ@s4FR?&9}sH_n4XYXQql!kXRqi`yx*~MHhd%>2z+tK;Po@1`GFr#fECqq46X4 zgV5h@SSrJ!9CZ#?zb3R!0w3)l2?&NZnPThq^Z1iK2jUR@&yMGu(BfY`|MvK2k5~yy z|7n#|ucinW>2gPVzOYLR+<6}t{Casd=YMi0`lmB+j7v7nA@Q+>Cw@EMN)h}p_^YPX z`uem;m&whKhy{wr2D$hAcYp5iA;Y3MaZ`j*;xz8pAv#pp-8piYfZUNb4KZ)QAt@AX zuzB_)v^v*-&v49jv)u8OM|8-Wbt(o9k8;&R9NQMVNu2k}CyX;sBq;q%GcJW~N4bL@ zK`9N=si$#a=uT`xCoJkogNN17+>!-2Biv9p)7K5Ezb0g^jK`e+$3c{oGTs39x~j6P zg9r#7|DHuu>rNsc{Wiz&liWPIvyA!&3cq&;r9D3rWi&fEHOS0tKXyJ-{kJP!bd^L# zW*sNGt@#3tB>!8|2t6pm60vsuMa*m=bNQduwlHJr(f3|ULT@9P-5DY7bTXHEua8Zx z+|sY}%9UQqCU~3tNUT{G2-}Pq<7xA4ZERqs_>(p3ls8~-9|oqQbjOCs|Evv|vYjVOJp5(rL#D;W-@F-&fgvg6>lz<6$X2qSo7t*Uqely0%8|}< z`zS5@CARjTxC1Iev$pT#bvCW5MOPfoFyfJF_xl)XOJdrwlb1zn^kr0Y9+-g|4@;I+ z$t6gkhRlKcFH-Rr;cwd==*CW`;=FQ8AFoMB*i;EWaW&aCjJoRw1=-|_;H6LaZ^l<#NFEIJ;UVFsmNwdZ; zTC#X-1w1I~@t0S|laiK(3aynwViFEd)0)&pJE~bqcL-5mE*FPtXJn=9V_`X64X6H^ zqs+(xstA>pDdp&#GW5i`cDn ziIv5no#N@P6nk4%fo4qcLZN!esDhN{Ln6~V>wB_!q$*>ST-8gfxw6q;o|`gK7d!<$ zW|+gFkwngxEyKd^`)(gyg??G4t_F0m12Y0#^0){`t&FxAgtS)BjYAE_wTG@YC4-*J z;wq$OW8LWA(57^lzobCr8LXU^Fm4hqlm1iG@upG;08EXdwOePe=DiJ@OuDL2j1j~W zx_4-|g<4eMcv%Yz>Zr`$@pO221*b1$jH5K&aXxCYuLIj#I@Jhs|GZ7@qBFI&#GMUwL%uDF&= zF8;sy!gKkb_r1!XuTQZPRd%YO#&T0QZGWqh?OI4+vf=i};47w{L(=yxFw@(iMUt-L z`_VQpS1GuTE)4`t#C$M3%;!KebW4#PgFftk5Arm%kV~T#lT;}U9fP9;ceI9QWh)_< z8&DtACS}MLEV0H9L>0viJ^s~#pF-(kfT^KKNAE>!l>V8YO+AGG4pn}CUf!>l&+WeIt-DKViYp1R zzlo9mRaTz+pmZkkvQyj>b1lJTX0kqCo_{M{#n9X^8G)0*E-l?2AN^E-2r$QV`womP ze0fp4-Z$)3IIi!F^|~e3?TBaPjJOF1O~(p1n}7Q_#`_pH@&^ikCqxGn9+3nRKZ7Ji z`m?gZ6)D!XGKAmRvF>+7pYbQ-3|S3AM+)Bcuq=grJPTjm zBlq~oR=~&og;7N^PtQ*6(pN(4r^31ZR@$AdWC(4nw@rg6t3&V)2%XgUB9m7#dc~-6 z3>IC5{RlLe$h*8eh6bmbtI{wNOgD?_xXUO^cE0qQeyR1cJkB?=1S0OgPvUYqVPS2* z<<{Yt<6kD*aCp1cQWh;u6h>yfEh_s<-eF#EqbhjWba(n*$5`te$FY|D80EG{hiV-rZ@nMlZWo ziODN%)j&hT4`pH^6JJul^^DB;A~hL;fYSh`hPDT>A5G;WyUB#riaLWldCDpi_yRm? zyIbSv_ZkT6Nw{>SS+r%ZwN}`F!lGkbBNrpXaHKfw3!973hFC8h!z-)pn+;m|nIf6y zkF4l)0#7%a5Rc~FH-i1;Ds0}n#Js|2i}#^pp85AGf$Q;@s-Mlz4XQb+YbRES7bMfS zV;5i~`~dOsa8!XlQay#pJHVN2Sw7B4dtf-pFznvfA3!y$8Iz;u9H#ek5t)$7Hsn7I z8}4wPkyDd)(``vsTKV0v)$+d;q)*DJQL9}SGDLk0xILxZr-=S#1Eaq0oylOR;(K?! zDPB}Q@N;Vj!D6MbPPQech^~=OP2Xwkq-SZ`WGw06`ay<*IW6!}UvAVjthdGxS&lf@ zfmguMLx5PAMF!w7W*?y)oTCo5WeOkfbi2hpAoBx1Or{Q%J{U*BI!DehvjbrciSl1K z{bOM5vqSP@`HvZ4nPbaHiml1o1vOSk#XRHv?VO^s`#65$W=2!Rm7iSb%(1CQD7-R0 zMIu_hLy?5d3W6$8L#%Se;W4HmAPQSwx>){;B!l(gtMrE(B}xet@*~jor*IaWsT@t= z(1LoWiOh40(?&-4$*$%^G^L@)Q9f)()#e?C}i z%67+KV0`K%mM|tE?zEdpPuO8pP3s1wnz$vIx@%v)cCVfV|(VXe>{*MICCPE`XTyM$`#h<)FCZ1hM` z^Yn_)|NJ-{5oyz|o8(q!lTLd6imL}VG6hZajQE}+ycD_F(5ctg1+h2%+2CL6Nkr={ z4kcwABs@Z)I3sxm4s)KNlnXpklDgZmHmjB(#UIk?5{E2VsTzMpF`r|uat>**i8^Q= zD1jE9w4+66Hp(@g{+js6slmlILn=d-p8ut+n-sT%to}wr2+2_@NlGxi8dF?>d+#{D zIXZ$}US>rhmH-}GI1Yf&zgp~?`yQxNqfoBN&wE~dYztqLUY6_7y*g>LQI-? z5WhgoCQ1hN3xQo@uo@~am&!qJt(1@=8<*q)*VK05#WufBIZUO+WxhQWQ$v)$2$$xS z&H7%@8x|$!kU%ubDM8zQb1;t6Nlk@8AK+HMOSOZv{v&l_k`azB=yv;H$-jzzu-IZCPM;_-iak9 zTswN>PG&QxGv+9X3?gr(NM*DVjQwh(J-XA3sw3EqQVG%kA(?ycz9%K5aB)~dm*MCy z5z&37pTSs8e9S_mdRa*N`c(E8_H>TuFPb)8qDio|k(N~F>BQhpmfe(Om0!9U)6PK5 z9}0mx^ZUPUP%|@fW^G@wX-=?YvDTFxU4J54jpw;%cmhmn&cv+CM4 zI{F(YH}}_hhc^zohR6vAyaG8Dj<2N(Ey5?ZvOLxRvsqX1uZnto>S*(}&+!;?Vdrnk zvUr#Ib8J;U8-qb4v&49;_U_gGCkoyR7?2(bbq7)+$=t2j9xm5n+|o&i#^fPV!WFy-`(hI1)Hqm|1$U+v**YHBPfF_C4YS&z!PpQt>d;RF+4)3pCBhDO$z`jJ&t z{aJG7WyzzkvvuElxzbEutLNTg(mgDI29`|A+F4&+QoCgSb+Q$F833lq^j7ndaY|Rg@Z5{Pr6kGoH7!nnp z$+5LV^O8JVy@(b*Ku--90lJYoT|YMN+#&CPcmp9iF?@3LrO_)3EsnD0jChn!qO{U`}S|9MGP1g;>gADvO^sr;00r^_eO@IDl zsS*O-{~%$ZSpYvVC4r6UnV}ZrcTLh6O;%eqw|Y)K7e1}hcHIZRD(vSn807=msA3x> zR7ypDkjAW>5ISuW(l3wu&5*pSZ_c)1z|N-m1lbkM1vo8Ms?mJ+_Bs7wn7H=aX1u=s zs;EogkMDENM3?( zBb@U@)%pym5bl3_5?CSZPza)^(586u4Iv;n@uMa)FqZHU)#y6RzrmCJiHwxVMM^n5 zZ1W)UJUdzgC-=0i@H}&1=1+xs0E~fj`);2rQUj1a^;8zS!@#ih$nX`n8t^7^zJ@hL ziZSJC&*vEdysSF?O;q`$yK|r79|wLYC|hn7zPo4e!q3u~Jp9|_GOBOUQ4X@cVl3p4 zHq#1P&q#~j)=ufl0`zrvp*0_ol2)2zCu32FLe4`A)I$An5VT(4)3EexU+ ze{W;hR7@u+n3gwFb*EOY>xzenG==yr6AS4Vz z;LsyuOMKL*QP9(gqS9Fs(eK-VMUCl6PJj;=%4KEaMofFBy*3me(!-?qcIolaq`0Gb zVb>_&ifviT&;LEFO9pF_(^p^Hx@jo^+9i8*WMUzfODm)E=s0F?GfMh(TH2|vPk&vZ zOHtgWsHr(@SkpK-T0OP65|a=a5$9z^+>eJ##q{@%t8*!j3^F)G`Nthj{q321m>rNv zll}BR*(g*9VQ^`9j?lpp$(#`I431CgMTw-R>iT73N@H`XM&ZsPa1*{F*3Jv%pK%3> z{4$MU;wWIS`$XhyEK+~g;NUPyoS1o1v~7wPK9-+F|Ez$yOTxKSXqan32@(Aee zB}`gTDRJsLL1sJ{I3?AtOD$Pxx9g#r-bf9F65=v} z9w^RwvU-eg?6ieMYrL;O@XUq=`@m%_oy(f~Ob|3rGde~Tzu`2i%ETNZ`81<@ zytH_0LpaM(-6o5PaxF`{Ww(FHbfKZPWzlH~Yk^GCMXjr;RO;P<><_rjpQ|@=H8L<^8@p_?}Edavj|P zd?Jg@HFpX#QV9>fu;;Q`?A?}gN;|s)5^rNvI64Ldt8JlBw_{jl0|}`9@(~h5+}jPe znOmpt%f6m{7uSlnYT?(^kJ+Tp6(S=o?+?}idM(&`eJPn3jq0M%U~gZ1KXb_Ezai@* z&hTWYTlp~310MaYv$vMaIJKO7i7+t)PF^v2QO*|*YJ%#xB16j^ z_zBPnQV_vBi48S=ZhPC6`EU2yk~5ay&LMX629{?+Fw*c4zHj=26&YSDYV<$pd7Q?N z^VbYmueR0{Okos7O)Wz|PlnQ!nr*7`-4s&#w~9Ut!cgUFgM*%6aN3&}sG~Kov8*|| zbj5QxS-T?d!t|ed#9#Rv88rFPYDviym(5W76>>s(Eb30(d@9BHqhUI2Swsfp)jTW- zgrcP4a>3#$G7k1kbLZKS%-lO>_at3qdF;Lt2ASYqJ9x@x671@9U zN7&7#y6s#zQk^Hc1DF^+xLDcVsLFPv3x&clM47j8<@8dA7f1iHHy z`dj$?Pw(hv2nj4Yi1t=f8X8BF8_<(T2+8FX)lVL=_8|+OXp-gTkrfAvA38CMw!@iQ z#Dv@|L!_UUU#hPKC*3l&c(}Ls7EhrWg^%U}I8j5ZfkdGSN{zFKFT>1+B?J}zGy8rG zO_r>3n2X))ECFr|M*cA;sdq)%oEAreklih4(Cu{NPf^`gD4U`vn6XJu2uS;w}alM3=^nS+t zk>N{HY?#ymzr&8D*Ehczjgymq?F>qfJ5OD~fkg#s{(;Tf4jmj{aKg@4duC!A) z6jib==WZy@daS|Fr)pjox{_mtyXRM)iREpk^yhJNJqN>?4GhSX5*{q~J%7rjN&$HF zW|5Zl5`|=Dw;ko|GWh5Ik`x<#K7=L^w2&yTZ(EAiWZAu3kTCsxu-`DulZ48(OJ!x# zXm8E_^__j@W;|Iv-`|xwRa${#PoiY0KlBxFwE>l%b z{FOCZ>sX3g>F2LIGZPk}sK3f8Sh*?qfDMCHN$2?>jbefhuU-MEY>1@w&H`Piu= z_A5kg`lyR!U7TCN=j)8FtIEf7`3|xnSwfa9tL|C*6gRl{Fn44&L&~wd8C(Uu_B5Oo zfwAz^H;HF)NLDUI_K!WV_(G?7FincNoT!~K)A7P z2bK9rk^3A(b!>h?HnpIenNc_khlIOgMK&zA%N-h`KHU(H18Ngu8AlQJaGw8snEMpZ zTQfLJ7k)#ZH|mY#_9zg)gsS0TJ8pHLAcE0hNU5ts-l}LRe|#@2e;;N}VPM9XnJ(@$ z2xYgLeSgYcQ6h_XvDl$-^Qp1*2>6BqFO@AHT>D_45I_N8=F_?34q%h+r51ir_T3=# zIUk1|FrDE9?&5eKWm`GY1HotoUMc%u5wf=j3FjWqN3Kom37>bst4O}5+sp&HF=$|? z^J%hk2kFvL6J?WSGcrZ(YIe!GDWtbjW;zWHmGg@Q1r#{gy5y%&iX?xP&aO3N0zy;*yC)$#RJiOCb2_p(Nqz8-NX z#Sd4KwCq4h&? z$i>cwSZ?9>23Fw1W)yU=9JA7CBwSz(7Z`5&n`KHqi^;ZgL26euW#!SE?J}jVb?SDY zdGX{Z$!bDcs1#So23>Zt>d!lSUzG{n=cV~x+y31kpC?+J%r$+TGvqAzzK0FYqg)}$ z<>J#(2>5%MIg4Jro5EhcsbglQc{o!B`NpoCeQ_F^mo1uScEh`u`ua&%iw^OuQfejV z!GnMR@&ZXh%Wv!f+>Ea!EvuJdlEBb+YG5~)gM!F$4tRl?i{-1%RlgWkylEd zH}Gwh;$t^kvY@Nk9#JEcKa6&Y>GW^)-zF*-Xzch*!KF?#(L7g>?0tTkAummq~*| z;Dq*Tw)K%ZawN8mS@#*EeH0w31%bK6EZK%Gpvk%}Y4s8%SH246J{hfnmd*A9? zN?liv7(hX7)9Sw$m5J3??92?luy#E%1-jVOSGxm)xSmA;WfCHbBD9-3_xzTv&1}Lg zPrW~ZO22=F-Q^ms|JXJM^u@sQwLy{ZO;UQa?ovPr{27&5S?VO~8T{8f?{xVl&2Q;Z_d$xahQ2fKSU_d!2 zf1-Q2#;q7Lby1*c%2<$2z1A<$9vTPfWtSIQnUHYL%P_kHYlsjRP~38~XPUd{D3Mhf z7CqZaLO`LM?4uAp1ysbW@z@9dUEQ=y>#*W$(^`0DG9c4$p~X2W#=rC7pWAI`B5yXb zfq=oMq9B;MM2j>!DxZrOtB4*e$;@GyD{K2xnT$)`(Y;ks%|hElH0^G7Yprz#sgBX- zmnEy~zDLRuyf$|6PZs-(p92s5E-#cVr$yUn)43Pb=5_6KkJR(#ITqC@RXCls3#7+!<-j|}$LODO zw}ZkTgJ5k?6yXl+A7R2G&o^YgMxS&xO%Z<>T`QDSe7E2KNK0?0JOX;p4PNTIL+=7U zxVKmg2~@(B)Vj^20X^^8xwzy`(yL}>m<8VGoA+?_1{4MPk}@%gVjG|DH&^^hS3@!U z%+?iKpfzyv-swkn;d}Ovv7`@JFp}3XX-`}<{zpZ%=j*DQp6iv-AU}`9L#1dEKqLZF ziA9oAkTVX-Rqd7!S=RWaR>he@t$Rc1&WU%n^z-r zS!76i9GAmTuQl7@;RF&6nE#&=Y6-id4{AlX(ELtjpLasvW6}OWljUN=hy>Qp}(qGP6*I-~F5x+5#{b9hsz@t~>bRvLGMAg@}wkXf1 zE*nC>S=d#%s~e7p$dFw-8Ro8?;oH@w7;D~@n@7UP&;@Vl7H4!~S9iW;5G|dgY)K#I z%m|n*M19ua|Iu5XHQrSVo=c`zA-7eI19&hHIC*YU4!Y~<4Z!_)cdRC9TL}un zq#szJw7}Gl8?TaPW;@D~wFgNu0C@V00}Wl23RbrW;4THSI&bk{rfG;D26Axes8@ps%z> zOlsS=Xi*@{c0tsi5mvg-x2WY2;PM=g*M29X- zYO5)nK8SFsf<~l982t77kf^Cwm)-Ez+gLeWSg4HyY;g^bz_dG$J)XD>#`w^VT`@5U zN9R(CBP`38+w%Hn0m~gsFI^%gx8%JX=`sEh^x8!fy*!bS_xIDN`r2uZn<2owEHpiv zt%{ahN0-eqU8kuwt@!o5Pucm6gS>E*7+)+67-`8RoMg*&Yvc>J>mxHWh)*!Q+Cl)r zw0HYXt&`tPmX^WBj;S*kTy28UVJKd6*z4fk2!k0D{#p@f1a}gIovZJHrXY+0y>Ch1 z_FPBsK(F`KZV%=Hs#Q&1qyxi8oIY`iPftbtD>&H{PP46O1>e8g9_}5r7Oy{W*$Tx2 zUxB5M(6kX6fK z9KNjS-GdNa)d!nhT`xw4XEy{h%B;%|HV>xZ!O44cg?-uwqgw&aq(ore-bM+`hB`$A z)E7i_KgZYGGtA4(Qm8IMjh$*mxaHV*r9uo^2)7?kh?hF0l63DJgJSgUp?=3J39^&} z`EcZOY${l}*)ctiiP1&FQT=be;4BHiE360@EGqF5sazanYj>ROyNBF2t$b@of!t@^ z?8HL)=hX&@iP@*~i-$~^*y|FNtYCftt>X%tR^Kuq*Z$r(U3Nax)7g11 z+?KgA;89X>0*&<}1Wk%ej2^V@)O2b#S#{5U82hz(+iDs1H5Zfm9?Vijem)VFVp=QD zUkulHP^4TGwH)haa~aO70j5Zgj6TOLq+*#K4JEShG@dGcw=vYZ*aL&Xf~gSy{BZWJ z8Iu`5JZn6fXuPfdQ$~7*?_84BlvU%cugzgYn`m+Jq>_?Cn>u-;S8J281`ajDGZtoY z_~J4#vZN2|#^9ZeNuh*gx0$sa;E^$`DZ`tY?J@$$CoRVsimo|~Rx=x`44F%jUQfz) zfW$N)81fAZa&G=>OGE7h4Cy|3kyssyq|PCgO|U{J-xU`hZyMvpt_0P1P?U05`p2;3 zyK`RO-AX^-)K*a2yt00;Ul$%;=*Q8H7jvb9Yrbu(BlcFu*ljA2lMmNY0JiO8>^mwA zxg``@Oei<)W_nbh$$BF_7IDQD$cA=!u(CJ`AqFMw0lfU%rT{o-=x8^jLZz$}T947k zt(W}kR=J7-$sa%?W)?Bnk=}i)N`ae;^5{uD4Pa6w79j%}%#Jv>0$ggEZofq(k*PdH zvm*?-H5WmwrYlnt(QlQhu1U@Sr5O%bvj`AedY(fHVJk!Vj;>Uv30_}#uzPBzO4V|R zB@0*y1ro;eOt%<%dgB@^YiD}5_-wC78q)(o5UaK$vjPjQNa14B*Jo>>ku0V0~bWbx)k){S+@1=Zn518AzrY~oqbN=q>>**C=O3oyvnDw%V!)?e ztR3F3o?V(6Pl~Ub3vv=6&hetTTph0Qjhb86-|D2WGL7v@`IHb&5Jb|H3D95kD*fjOupnQ>%Lr_eRyrJGsA`Z01 z;NZ-;ns48+3DO&Ir{ zWleA@Mw#CPGs-T$t)gkRBNN1Oc6Ien)-SAmUmuvl@4NdD^FtJ7lEj%S;Y5^6us2t?yu=WwoL9H*D1 zQHW7Zi1YDQliSx#NwH#Ab>-#pb>iNPdR}~ycaiHMP`w@r{*@wGK|}~(Q+J2Mz_9VM zX_)Ft$~m2exh~upFwK>ZBihQc3yqA>6e*719x8c{8skrqmnZ6Vbx5$IH+Wibg&2>r zll{5?v7ua7-{O#L13$ayhGO>4kX89FE_T^fa>^`4DDHD)(x!8E^^~hPEeosdT~S8#|DZs7w+{OyCEYGo za`J^Fdk?K*v|)xi{${rci}{6Fstpp8+jlOsmSmQDosR>m-y?6b^fyrrN@hlqU{K9D z>#-)qgWuzb%jQt5rc$KX08+}g)O06&H{@leW%^7|)Jd}W)Tm9LY##qx7aI;RpJOIj7Llczod z>P>5`zV|71a|vW1+gbI8wvOqq6JgUJLCb4P-GKX7K#%VX+nE2OKfD&?y} zeJfI=)^Ad4>NgDfK=NbS4+%6Xuf(GZX5SK$P>V60^&cX}ftmu34Deflmf@)J{ts4w zJpZSZK440~#k~C6T*|d&8 z>wtUKc`Fj6Ou{9;?D}9xc?8!)^P0VeHMrCA^K03~DbOFGuKfpv`9C>BeB#ubmfPNm z5vexg&0ME|M2ieJdL3xouq{<+Q>GS(HBp5s1p#}08JYB3BWL@#Mysak9J3B0bZV8> zEBhw(`;J>|hj5ErC)A-+u;x77OIM%DLH&7}cqD=vX5bHsPk8i*k}1v&d+G#6DykXN znl$!zX`9kC?~EZg%39LZhgbal9<;K6KT_;XOZ!GaS8Rpe_9)6E9XfKx8uVkKF|!LM z(Mqb(V$CGK_OqU>gv8IEg%e`QK~jS<+#t+FYuwl1C2PQ3HmliHvb6I*0-`uTp9y|K z^vyP0QOGr_Cp2@D^v%;` z0dHXYLcP_vSjfib^LLVALcS?X^h#y^TBXxpU0axs(^reFEIagyoaAEp>EuZ+Ux~`2 zgR6-hGOL<{+c*2vQ{SYfdq(0FHK<9&>-U0ze+D+Vv`OG)oX*nBsJuC%*w-j@Ez0A3tzP+4$Y^R%4ee8z8=2O zvNEpBOuhpM465g`UVJdCCZ4fH$01YtodGc*PhAowEXLI7Ds^C*>NxMm3wzW{826En zPn9T5d_(E2{maexcvr^41HB4Yj&gP+#_C7<2}q0#8CSc&ACu+-E{! z`*m#n$ebPl2G5|BwvF`1+x_w@Q2FY(zei)DK(fE3p;W@mdiT>K8oj-Jh1fcs zh%8#Aw9=$vMHQV=Dsk>2dt_^(yd{I4 z&?|D3tXBZ%Y+wn$>VuXUI3PeRQ*02B2lg@N+SxHjQ}1t{Nh?Om8h^QUsYK`%PDj9v zb4mpG3Zn7J=`}MD|K=e1yEa3EMhXA0ms|aUf=Iv z`yH4teyJN}DjN!zTqD z&I204!x7B2-7={qXxKo8h93L03#OXt0ZiAav|^^Ya#77}6xsvFWWrDSG%=_?7jT;L zk8=CLqA!=F%$5Ql1BmS#o9S(WW6Br`_^wxAjj35;_)XIGMn|-@z+{!s=p|_s;sM4r z&|qbgb#^|>mftcVp?3EX^71l>?YdLzLy3|pb-7o?tB|x^+4Zv>uh@4Q{c{ZPG6Ow|oPrTScUZ4$!@SKdK+iFr+_jHoZprRBjM&3D0bKmQ?f8#2 zC|xcn1&A*`=q4GxHQDLwUH(}>j!{!wZHiHwZzd+DM;3u)K`|VZ%#>o@8_{(FlXwVv zzC^j&gPVTWH+ zsm>z-Wx$quU>Z><0u>f1(P8iI4dotcnLHZ96pB~+Kid#gU(y(~P7*5`MAYE16i$Uy z&2hY^;nP*>n4CSQw8Yy9cZgI>uFQ^_?}_OoJAID5b2_=?eQ^oh8V^Olir`@Gl{o&?m(GhfGAPI9oPTHn%61h{07soSqj>LmUdJQ^#iIVV8=3r6sG zOap8^GTu?bb-7vs1vx~XRV0kH5ME0M`Tx8qTZ*NDNhjgsU_1-Kg|wZuJJfwi2~-i_ z5O2_lyvyW@oH`RUx>@%Uv>1yvvN4QUm0YBfB(yySkKh^r$O60IAqje2K{w`q@VDFk zN|`>Ng0 z^6JYC+Xjmd&tIzyyaYqzZ&BlaL{ihW3w%Gsn`UmkF&mz1U@M@g^rBFj;ex?`8n+Fc ze@_F!>N)GK zK)$6p&eXPvf~b!!Dh5g`Dcvk2qiOP^^}VLs80OZwS#-!(afm}@>h>T0l?h1_?Do@3 zuXhqt_WqcB6$m7?vkAtPv2J~l{6;-^-~L$9j*8K%FE@$wj& z(_YWsn3WVFo8Dz>iGP!AG*Qt|120Gbzc{*`Eue(Cd|#KXa9r9PSPw=w$rFsXszIiJTkS@A ztBL+Hb7wYmvUb!c_ra7n-IPUY)!eS_`|c8Yr;7gm2u1x|dkIKi8hO#2V6c6;0;WLc z`HuFR2)Tdr)GKiRKFAMQ0I1|p#u06HCTzRTL@OjF^WT1jC?}3dt$FEo-geCn$)Ul- zmh4N$77Xfgm(InxIP^Quk*QEi@yH>ukV3wwh;b{h%ccURETvMWTho{HD7gu=p~d7N z2VP(vgEnE%B5YRP(ON?v-5woV^@}+Mp>kcfiZa}^?V}dpbqFndh$x@!WvQ&#)t!Ih zkH{1IMIq#6+u^NFWmtF)ggb6?;Ndd)u1eux3dXT0p^5ETf?{dq_i*X`aw#1fKoTxF z4kUs%AeFV?^FgT0FbXKgn%9~~a!9GKWViUjBnLQs3!%X#MpcK59!}eq>;7U@47>o- z;&@bNQ>_TYEOQYBK5v5@yl;3Dk>z5$D;J+-%k~r1nXCW;ARQLoS3imQrSJz#$}3bT zyVcKLCq%dwDH!moO)*I{@~+jD{r%F62zYV#wzxkI;rpce%YP`(JoY+xK~jUkSlMY5 zwaY3!#G5!qqy~E8ExPevEq$J;Faxu*s3j#O42+DM!*h2_OD89^;^N{)&oi5q`JD#; ze?!mPjd;7%68s+;&ax>EU~9qC-jYa-A7Ii@O&cK!Oyi!6R9!9*67GQ zda0KO0!ar;-BcL2t90R0vsVTw>MH$C5Os-^eOmT>A4B>!(H#3BmZCN#Fno@BcWvy- z(oV?Ii95J(t5V9gwBR!=ND+&>Ir6s>edmBQ+iw7tM3GbL(etWKJ?{&rvwriShiG?t zDY=FtIBgBO%RVceaXykVHVMS0aI^n8sDOZa(8SQ^#yft-K06K>{OGEt*jg+1OJlAFZi>#t0fuG34FYB{eEp0J_&Db}CIoo>9hrxJ*@<$>>*(yaA2^<|c1k2`Sc^*R9}zOglU-T9 zfp=0M*gjAAv1%!}Q2^7>AT!&{u5pCA?z->%?W_LHkCwHA+W^gn623R!n9_Hb$3GsO zq>_WRXOsReV3&8lr+uH5uah@EHEfBDlRBeCyATw7mNjt&`dIk5ww2nyb1>6b6FDVs zzsY?kw=3?iTYz64&SkQ-&=PQU&tzN&)@5~x=u(mlVp9zt(QpBW6Ff)5w(0EZ=j4Ff z>VbhyM~k@fMb=|Hz5DubFDN?4vkOZ^(h!EnqkqF$QZkg4~;C7(20N3+-&Ge@TmX`)Td8Bpuv!5ko_0$Mbq zx;{Q>5}$4myRbM{550Z2c;DOid6`T7%4$i**i4&Y_nc#Fja?Q!P$Z2Ohv!uP>O?@S zHKEmp7}yaYx*u@%4YTw8i{i(2KDDksm$!h;3f0*jA$-PjiYXTX%WNXBt&nFB``q zkcMdypJ|g&oZu@#_nZ&Un|@)K+Wq}~-%FSLBE71ummyu75(GA5x^5?!;xLbUgsE=7 zZ@LrSJ%yRNf0vD<-P&~)8DC_{hcXEQ6h%R0-A;D@o2WDN&ZIM&jU3&(mH9Xq^Z}s- z-DO!hsAX1JDEN~h(|T-XA8JAS*cOjyhi!FhFedd`1Di*EpMPw{dA`WxYGHs7@5GWB zh9u^#N-y^z04G}@HkJh)uLqHbSM$*5W~#EN9X!X!VF}^XWQ+Bq+5EXKXZA>@PAj{* zf#KzCgcaU%)Dzj3`zqH1*~jh>aR>nqyT%^(*Um5V#anUKu!ykBO3_04&R*q`g*yq; zEVr}p9ybSlru|a?I706_s;@^ubqA}uFcqUThGfe%^lA%-G5+`p`|?$+5h5Z~vWLg|OxTqqj_T+Qp(x zlJ?jfE{XW)r^3E0Vjh^oz*W~e3}p>aAV2R<6hfzhBe^IP&jL3&?R#`?C&s)mQ~ebIrTy_v#FRJemT@>2tE})USrV)wLBDm@D>bk3tzQ&GG zj^WqL$6>Lu64@A%2ez`*rpjaRcFUM4*}p5RQCdzJpsm)|aO*{+Nd&<>Xj6o;xGnFD#{&GYBPA-z~+&cGd_FHKx zC!*$b9>H-Y2qe_nG92P#2eVC~h?KTY`2iu%J6=46D>~eO3O$iVjJXKh-#=8YpNOLs zPU!!xN);oGt!$$Uvl_~Pr;d!ANK;&eXVVdqPrK4?rRdeyv6D|QK_zK^T@?IC(H&p?R( z$J0wkO{ed&i4=J#zt`=7VK+=aleW%llQF%Kfm9jdTzy@5_;ozF)rrr?t$wn5L2BVc zx$3Onu5@xLt}6l6o!6IuN7ym)XQ&c%-yIfsVfWv}HSU3txohRQ?I7Cny*XfnLk7En zs{ps2uf79@^s+=z=C{uUrVD%0BsXXKE4m$x!(kMMvcAA$Uzotua#(@?o5ow z*C+U3mfAVQllLsA&f<)urjkx3Bnyd4WkMYE5lpkJQLQb^R>{`%ElRMR{0rjj6!ZA` zC#*+14x8(^_9wc%=rRC*6*b(9@@;@u(lEjt_rwB0;7l9isXG3q@!c_n1eFXF&SQ-( zGE%~l;UY>E9)*(3n@ozbi38EESq>T3i{(6MaX78@8>apM3YCS@w1MPAx|XeJ1!B^6 zU={=o#mT;NkUZCrM()ds*FOF%;`i*VYLRhs0o2-1fvH#2(qSq1N4Hzr>C$wra*_xc z;Vgd%HU+qK8#O`<>M)Lp9HX;a`ePpQ?tuQ{5Cdc4^8k?RabgRLkbZ54-a)^F&wk++ zmKw#F)=Y9ZDW|4uUC9sZ($7f}3LqhECY}5KP?h^*Lq{i<2k7p&63%@s)YW%(x;R;g z;zC0)o=!f=H|EuE)?E9dTs%*@zojbOCD!~Ue(^jwm=hIOmJ`dNve#9a=3wQ$ej4w2 z!t<801`E-%*C)^{GBFx|ODHT#!qq=>ATb;6IIA4 ze_cuIP3xB$a?o|(_JN;pyXrQ?eMH5@kVq_!j)?*P@`^}pHjND}moTeFop;+N;45YA z_$5Hp#m^PpG}3|B3?(|7xmpEHOfqh;?VLGLg-;8E;nliB(pZ+{Z?X${fpEVh5MGdP|<*sWV27_n%k%4ArA?8fUNf#y1tnWWjF3i(kJY_#X zZm|6M$51F!nD;UG3Omg4DKjP@y#}pI^#t@ZONpM~!C74&-E+Uf;|RiwEZIwz2&k<4=6|w88MiEYxsS6Mx)E91(`j7DMdJ9v6_R=?vKngdC6I$wtm*i$dF~Pc6H6|?sx313Yqx0T`d+vRr5o2&lh(LQq?$n?jk1uJV4z#H$dGbW$mcUOkOROybM z<{jGiRFb<%6AYV7#xT1~H{?B>uz~}QpM+UfRyCofD3u`z7UYo9qS29<`i^;ZRy%Of83PdQ(Ik z=g_bX*3F8|>5`6*)?1s|v2dCQL)HE~8eyK*aIIT+pSqY7kHBB$Q$(g_t~B+7%hun@ zJ%0VTa<9eoJk7orcJs`j2GPC`q<>>yzK#QlmcGdGRj#*7h4p#;2wV-HwwhwTPS0Dh zqpOb}vK|F(*V=?D*(zj*lh32=^?iOK10!APd=lsRMja+V9;{O^TP&X@l?=@gu%(bl zD`7prJtBaoo=h~LX$tkVc5fx>+uD?7)mD_m?t6 zZ7NL@nbqc(^)sTpZI-xbTDVt;K(i8OQ8%LIZ?4cURw7SJ!5AUvI`GtEWqGtCW|6Yv zWXO|&42$bz#{HeCns#aHyS?agc9RAJR*fgl_936An`t736?0a;7Mwynn-A`lTxKwy zdX{p|rTgvkHBLyIrn~YQgVYnS2h2GO?(r zo7e~ig^^9hFJHeH|E0P)XZ|9Ok!NM5I)LG07Hn-vq+5=ms_duCk@H3VMC9Ys>;leZ zUe^i;bcBzMJ=oANIM3zUeP2RKv6ubhzruw`lTYd2KETPeZqiw>cvp78heN&);EA_? zNRm4<({;8PneYF2(u=&S^$->_{&#j&TI&m?dLctA-uFe4?YC#6%WMW0%j%&!ZLLi3 z^QzP+J1NOHcQ{qdT;+lN-onYMOZ8BTu=UT6JLUZ2no1|rg30dPPeru&fr}1+}zsAOvcG($}^&E_)`58Dk*&Ahx+Tvpk7r|P3T0^C3vC7>m7cP5^L261}Ds5!;( zyMsw-%UoP*_uBr!CF33Hewk?oS@>9w8{sK0Q?_N2U(d7EvJw)aqshulo!jHi2K+&C zV*pxbQ=E;cW%D6@@fR}gf@Yl7Os)V7rY%O2J(aoemS4=KO2#pH1A6o{i$u$HoL5i; zY#k`LhIm=friGEoDJmJ&d?RLles|SF&h!Vrog*B~snB`oX#3^D?kUD*0;Pws2NQrK z|Fk)wM(_MbEx$IEX#Za$(=#G9(F|;)DmfRhiWse|I*kEEiVG@0y zBQue|J<;K=(3LQ6^QrJ_cx>CHQWvD4i%07VrFMEpwwaIxUG56&miET3&gvgQdM*T3 zZ{B^2giM}%c6q=t$uQT89K90!aig7LbY56)iCVFqi(C2RqQ$%ty#l(94p8jZ#8)u{ z`B9haq7?Ux88qz6Y=*nvt^@3!OnWzA9PMM^pELMBM`9p zkdUz4hFpE=m7d9f(P>S z$i|Z=czma(TAn9sHg>N354y9{XccMCcPXXn0&NLjU=<3&0vY-l(?>=BvQvw`gU%+R zsvyxAnj(*+QVm?8$83p}MzRr<=7_}RK-3h@iAeWsYujjZCrlq_EYiUw@wgoS;~NqxsvSoGfc>Ci~mUkzth18 zxaD;C*4QicdJH$YO#n2d%Sd_a<%*HmtcL&**Q%fkJGecpL5!5sT9!Mr`^i2?M7Vk{ z=wtTjqe)x-==fi{bo-sqrR?2z84aUOL$FCByCMTQn$pzblX+xbo_$@D!bqkgznD?FgPx-<$yVPHR-noTgBbwy^j2dIh-`VNqDA69QBC~~j<{)8dW z+Pya9!d%Vl@e=UX!X@P7nDI(KZlHhZ=+`8>RcB*Sn$%Rtk$4^+b%WE(4d5&q)N;mC zx6Q!ygBkJvjyVXZQQ>Q?Ta#4ii@3`Fu?wkmmvn9(lJuz%>ZIiPyt64Qt7{w4=?TWI zQZ|bM6B^dj!bUBn7-lPM^)<1~Tf-slTU_O3P(vLb>Hl4yHr`!Rz!&A^j23z0o1(hY z%Tzb`)flC1c$vtEE!-wrg!x1ZFtsP*T*mv!QX51&3DZnYI2szYt-%jeV`)7gkuSoZ zz5kY`ac_5)fL)SV{;H%UY?N)o-gVTlfq3dbJ-Sj&6CMN-L)e#}O?U7;9b+uB%4Tj1 zX4Vx4+vT-6b@6`EwB)Qjl>u<7+}OKxB2pskrL@T;&aS#OcU^V%>wjl<_|S8iD6Wm_ ztE;nDbhw>ac_!UbYD>E@_UfoZpr+LDT=m+tD%44f%6|Y2g*1KIzL{|-l)4!jXUfUt z!?vErTS*&iqB-n@<}~VTk0vj%u7XeT&$apVMr9< zn)YL-tys^+v`(3C?QfgEJcB zB!q0JW**udl+EW5R=eoDgMNt!LmtqzoqV4lI_lj)foXLWfrj~Xl2B{e7?-SUIWCH| z@svP{OG~%W75Nkw&{_91JVhv5vrnyW^b&HkHIHU?&7ImgZarFrPiLTGt>FqbD{*8F zqK*4&ZwLpXl3)R})~=MU#+2hZ1Z+RwHu3!KioB_ZB;B}KDvdUH`IYwhQt$kgc%|z> zproxg5O-_;sWtBTC6MD+ER_^%gs_OeB1WO{)HDBp=)EL&z_EvzLNK2SdZ9=i^Y@Y6 zcFQ(}0zYyA5tYk9#75vCp96+rkIHMp2f@|*E2e}!vWy(yg)iWu?B(Y%*5nk{c56^A zOJ$OJ=iBS3=p(~Fc+yw4?lV04%~OpragGLc_4v2WGeEqYyyp$oORTa}8Pb+#h`AS{ zZh6KEFo|}++$0oD(iKCjAW+4DSE=g>Yuz{iP87S-V&q=MZ(!-a-wISnSBBVo<4L_@c8@gCw#oMoLoE9!ihhNF<9^8id;E)Hn*u~M+KBuI_IR$ z{Omv}gx30n-F}G(mpgDUzeVGLlUcpl#-NWI4xGK`-(GfwY#W7S+o>r&fY&1(i#5GL zdaQj_u-!hS)Tzf%)=UcRs5G5XSPpQqo`+~^-C?(RQr%+JfX}7zB%fkgd@>gU1lCcy z7!hFicY-jVF*n(d))XS}tE+)ytBr4=?CQ^TndkK7mL=F(%aCxHY{ob{MWlGImF#bi zB?vMe30p8G`?7$ZmqTI$!`~Rgw!M0hTpDeM?jv%e(h3a$ zM%mRxjkC-VQH2-uIl13%M!NNm`b>coK=8@7-*D96Nj#|{(A9p;R7g&?u9yNZe6eMGk7f@9UaOOn1I8$JIGmS3W;M=^WLzSi-sJg}C#Sf%DV9@pwq+x#5 zwydR#wsd__BPEVSgqZ!3r)ywVNWj{rlpZun%^(rV4yrUJcUU67Dc#32A&|QH^m!P&FwLVJ$G%_3$*FGOs+)HlUDWNm`K*2g%^DsNbU5jck%pt$ zP+T^o<%o?@kV?hxfp_s5G8ii^ANA-{`qCY9i$-d8Zsi}oX#9ekoQj(~Bu(8la;UUX zcAT_yh5@l&C*q!$P{{Fny*BoV^K{5FH-)xJH+6UTOs%D*_55J`;nw}}+MTe4%r^6O zn=aqbn6TmZr0#v?Q|ED2`uf6_$jo|uGv+TP0@)Vyh^JgW6b+bua@4VL#VPWBH}s>2 z!i78G@B5{x)|I!a)n*V*pnF0i&XcVZfxds8P80 zUyYwlbb8rRYv)D*;b3T;jU!$bbotT-pStC=S{{CNH5CR42>?Z@?pEhtx^<|cqA?`& ztited>9*31`Y2n(#}-!Q@|QiQI0=Br>fzAc6}zhO6oP_F5*~9I$e})!IWl6n=+?ds zTvzh`gMRg36pK?T9$&u@ZUlS0~((OZIR!te2pL!KFT`e$TA6hG}X>vQ#96 zIw#Hy7!hc`F&xRdJap%GM6SU#P{>mj{BAK=-rvORTun0ab(o3Fjx2HJm&Ub*?s;S7u@js5ZKu;=-#S*+q<=#-;sa<1S&84aNdT zPM)}oFAPs_)RRT6K{-2UyzPrwymp?io)a_H&fK@P&q*WJebZai7zc6^iE)@EX4|Pl%^dr2THB&X5>h z0Bz+g0J^l%ZG}hMIbW6h7szxdT6Yiy07TxnZ}zBm!(x7F*_mjS7e#LPK>#9m6U+C6 zf)B?<|8-G5{lN(kxMm&^a2A`tf)qZ)9V~fc(oS3c+}U&Zacit&?_ydow4j$jT|~>u z;sN)LrYzcbNkn8d#esr!mp_?}Bash+he69_^^i^CK6qP53nFJJ9x|AF!G zcK+!uF0g!&tb?<8(2R*f4k$BDOD4)5iVl z#yoD}H#3Fd(NEt0E28HWy+ zG7@({8Z@zbuiV`^XX$fH8s!R}clD6mTQFZ2?Q9wL6p&?8(7BLd=6(w@S|0VKY&VUb zV~lxh^fWgHUneeIQ&%&)U6YJTaG4Yz+$^5i2{}1NmZ2pidc?i!BJ@eoLeM+!pte8a z-!@2;r@+XNZ76BK+yvNiofpS+cp3&}lSE|U`C zxfAKqq=+C@apT}09L$K*b!rOgQ~Cymmjv=ba5Dxv=k+rvHzZMZiW?KF{&l2S^fJ>M zlh#*n7Ee4I@-om@%UTIR?_V~Y0~)rh`P0m)vR6=34X{7F(BrnNjBKEy^n0eU){B`C z8dxyR#4cJ`#4(t%{3UXJcfe8dvKkNk=xfbh%aE$AYv$y;Z2Gg{2~Z*_q@@66wGfA& z_#i`t0N4l|EgR1{=2Y>MhqrhC`ew`US(cN|p@Hz$ZRk)FEqfe#U7E)w28p5=Rw3jrOZnF`m?3oKcyyrQmc)F2P3nQ>#L? zWwtudrV?HFAVliS6B$4`=PALov2I_2MtmIp%Rzcsrrt%}0@}BJU0w%>e^~i&(wRMg za^hVsl{aaa*gZ7yQ`|q5kmljJyG9geq||_qijv9~-lfwY_)UMhO5gAJV(A-59x)!L z(vA8N6+aR?ooU<dY;c6Woncji zU6-<{YTVj9++85FpGsnNtUuhz*-^?cL=miG3bmz@v6B(U@$4`x2#`8W)C4%kM{!() zA&%!>(^2d_WWwcpgX4#^MttY3nus~p5fbOl(W{h0oiNJ&y@eISuG5Zx69|f;I6!Xx zyqE{y>(uL~N`z}wH;Wj)vg*9wyH{a3AQYojHXi8v+wkDBhuq3H_+-w)k=CXmYT|gZ zi;DAH{`9bxPwDk*4ZKY-Gfr)bCpDC2#n)eplV@z9Vy%|hG!I{XZOWvLU$QM(kw(8? zf(fEc*iDXUSb_({W`0d%_`Qh$NyahQ2h_S1GKR8;r=^lSUHwwKXLgPslJxl{pbW_jat43W5g~Eu_1wCU7F6S@rCy znLTR3<4W#k(tzU(bA%-g^qC_8nopr=Yq(# z1&b=X(Z<{9afXaZWtulh_m@-#fpSOH#AkqlMqWo_zjoPg-``DM_BLdNPYbss*$g+& zL8fGz+8}KnQ4>B*XVzuycIKu}5>-0Zu>bf9tI}l5rr;Q0)@i$G#9;Z6=-wpk=#Ynr}+_7|DQ*8cl8mvFdJA8`)Iwgv-pq&&c za>|siR;bR?6UMMXBRYnR2jJ;zpj{ONb8DQ}yTb%JF7sUh(MI%(T2EI$3P6c7d@vAn zm;&$WHUWXeSVeAa_k(iGAYSK?EON}*e{HRK(bEKT-H97rCP`ijKQ ztGjC@>YKCeZxf#Gz^&r|pW=chPqaC^E$J;y*L{^=`%L~Z+ZBQ-q2~XrZ`1Rb>0_zc zT0$xE2mJ#zratuh=M(eS1r#XR{@EzbdAEFTw!+k)IfY&WYBBTDPLl(*A;;KyUnd-P770tNVFB$l{B+0r*xV!woSBl*4P7>u*^>bN?hBglu>ph^XKT7SGIX!_NzbjDu zwx5y%o+;XVNXwDu`v_K$kU|T z%GC^|!nBCpp4{=VdVI*laow0jWdWsaz^Ttq-vjDznO?;h!DB7{OkogmNWh!hoI7!a z7WK#Vz>1^?+r>t?=ynr~)cJynA9nhZjLYi_@_3~y)loLIe~zETd0)hHcFT1sr1K`^rl5J^peU^obegaGg(CCOgXd5S{M zzRsfb9bOjc@3x3*Y_iAk_`=dGTi>+-)qucdPg)5$Rn~lORoeL?75nlq7+@-YSP7vV_F`KNaz(aRA(SnN&gO~;v zmZ^y*elEVje*z^9hua(T9$L zuoahqtJl#9Lmo?}-o@BJqPtJQ5h&TSdd3&+cj2GK!*fBgI|j^#p_aalSKexZJF~Mu zMX!7nmV?ftjl_LoPFm5C>0og*KrZ2tUM?gqg-b~;l|P}4=2vDot`v8f@6xA{$iB*I zVD@&3)?6bPWAu~FkF0vI49cjql2S;5E;~AYlbfiK6-YBLKER~4y!0_y@!U4hv;S^8 zr1Y;F?Rr0@e38}3vh!CXN4K(OnkV%VwxPkg(%$zt2p-CukCMI}joJ7`Vk!CESlkzl z3d2Vf+}73=-g)2Lthl z0-Tmjqzb-FP>VjW+3@enm2g2}rSPJ<8rN@IF~Zc+99YyI#QixbMh-0mz%ZFUL2u*LOs;ACbW?nJ%a?%!SQRu?cn%P z2v>A}#6yqaJmgWS@F#=pN++BA~_Lyo^1x z-=y``(niFvUVRbj-<_o@v&vG^6dGm7(V8q*0#}}{y~>_Z1%`fP${CfrW@CY&Yf0N3EUa zD9t3}txo#D8DtHaXtFCI?oZakOadSbEl01t9gKuaVj^zMx2(#ep9ds(deGlfNnRt6 zpOYla%n(QwlN)Fu^y8g(GwjHdfy-7|ImXtzt9VhIrS4D4DW2PY`yQ|o_h*CVVc6es zC84M3PFj9#HvMg`E4mUA>NjKB`J;f3x`2cR3o)zDnij(yQkv^HvmQ$jX^kPS5I!Oj zxkKGg;?Q*D=g_q*-ECMviUh_X#V$+GE7eEwFaQ|5@F4UG_h!<`8F2K+ItKcuH$8s8 znIZIJzRw4r^MzaF*f^5{({OZCjJIogD-{Di@PxA$x%;PkBiZGnuwd{WT1flVHZ302 zwvo)HEQX8WWuiN;o(Tf3hyPjBm5q||vAA5zw{+tdiJjEC_OK*GEYMjcT5=d=jWD26 zt^3#o^Ky&8npBk$>s3%2sihHN_!e;?pp{p8xv%asHEsG(sVZB$-}*YTMs3`Knsau*!)lC>hgVpW!yr(QMp?Nq(GL80fe~nzZOK07f2orULeJSV{5b2`_jrHG zr#adHAz^s3n4rykxv~? z`ZS&lL&1Kfb6^kyoZ^jbVjvtj?uBAb>|+9(h(DdgqmzMh@U zefW@@r+#`w$Mv)}j?=WMW_HuDCN$~X(F?Uv$U&egfwxiNgN9rE1Mx^WL|t)sQ*JpW znR?&qp^<0jm{uqPDvvfeu^?9sid}LWIL5-yhf77r<>Qw`FI#5)z5muZ@zet%{|9kf zc5D_Bb!CL5afEFcj=Oj_i}P`XEv28$}77v4?X@<%9$Xf(A#Gws7gz z0xehF8uQ<8hL|dHR=yHeLR`CKi|}toy4S>rey`!Fk`U}IX2QLOBmc`~Tf-w7x3*4L zZRt?R<4R8-JxgU?`TMeYgHdx!b&85=+ikHZ8jaGe1LY?ea57$u-{D4oBYly_1peqp z$Q)1V`S3T-Z_;7K&JmETZmW~)}kT!(6sQM<fa?aSmEp1Mi>~_a~X|t=suhbAr7or zRG#15$a>t}C#lEBrJu+EdT#o0x<B(?h0NZSAROVy)kPhxlh9oC8g6N zo|bC2i$ibfU?hcV%ZBZ^+{iXGh8mV_9+gE)ch*qwn^iMc^lFs&GOC~8vSsj!+HrWcP#CMxT|AyG5+Q!Tl(u~ zT8RXbv*V$}FjR z`kc0#V2fxIUg^diH7ds_W7}Lx>u`!$~ zhS%x_p%!M=xTU3+WdO>2@@?I7MLRlj061@t>1KW*y`2%yq`N!PzZce2E#=&2i6tYk zBDlrBw~96@-J%||<<2lt?&33h>)WClc$Jp7&qaE&-E>Z+aJcd_PMfw&NM)i~nKlt9 zLrsHc`G|1C|FBuOcUMfn4=efms4Hx>J@7OKbTgvXO!H>y-Rasygq(%rsEra^t}3{9 zKQL)!vCqQnfLeEM?`PGA$9=5dFY=EQK8B3xyKo68Kg0LDUOAm_ZYwa!@v{TX>-TOt z-zfJqHI;szG2FEZY= z()EbX%3K<&4knTy>bi+ zvkW9BG)n7+-7lNYYt`PVK$jsf#va|$%OiFRz|ih&`h!{Igf}jve>EGUL02Kr7@pZK z3RT@azz#diXI^l4cgCi~F^}-v6L9~Y9r*rII-Ooqi&eaAnlTi5o%g5JAlMgMRDs5B$QYU0&oEg94 zdb9N?ar1;RrzWN%{hAl|B)d7EP`*uAPmQJuZm^P1OS_IIm-UvhWaP4uaXdoV9f~Q= zMbj!br;;iWD?2q2M2ip)$#TPv~HgVK|YrNiF#unTQ9U&oDA@NYx5lF!x4Hq zX`zF|C5{Y2KbEtmVQSlCN4Kh<{N>N$J?Q;xydfv|o4PAAS{$zK83FZ}9g`t5CBKM~ zc^&EOZ5%Vz*Jzr>*c3yw1bjk9&-;3KMt!2S2N)m5^Xj80tf7ZRGJL%CP$z}iCbcmo z5Ul-r7bE!RIdMP^;|Tz@_)MOxUygT=xdhY%Dn0T~;oQE~J;O$zM`lB@9h-?r~!mb$2txX%+38loxA^LKn}aCXLgRHc)bC+QHyTEnKO(LvZ^uaRD?OR$=TMe(Uvxt7VK_9AO$n5 zAoG2j2=&FXqGxg_{K380r15}?^Rdr*bRao6Oe;`q1_diThINzOv;-5&Vy;38U|HUWD);`^26H7BsI~yH(H@-@8J{< zp;qS6=_BF8W$JBiyNxgwBe-k(!9(C7FJW&jxJwdt%grZS3_r@?rb3c!=g(_ zu}Y$ISd?>I3!7o7x6T1H?7h1_@o~2cyXqnje@Lv3vgq7h2mHSh*sSXaK&)piv{_VV zo5~NsDoR>vdUqQoxOZEFp0oFHs_@73XHlXRxrzAI)z{?4oqejEPuC`X|0@tHZ>Ch;%<~lMyT_*k%A>wt;A4cE-D3dB;^?POofrw+)Do6Kf3#hw7 z#l9wnc34(6kJk2$!=}*zAYTJ6%}-cg+LC7 zURONcr$t*#HfDk)Dc-L$;(^S#m|I5$Qmzk-eM87ne5E6s9^{-L+Mh-VJN>Zc<#L{< zSZ(`|tKa;y-3cmYuE`spP2{G9TFUvw-F$RPur7mOMhYlfz2jWLV2ZLC1+^z5t%|vRV5j*ZMVL za*D#%?ugE5UULjau&Pjd#G=YbQz|Py{yNQ=npxZe)cf-}RuA!{sp3DXKjJdK74hEF z>(`VsJ&BYIYvsdr5%+hAj8W|YRnI>o2*>zq6TH5KD@xVz9 znS5VI2LA#ANDI_1BW7+V&0CHU(O8sm{F9A&OnT}9xN55*<2Ll(O;^~l`-TfYptO8mr4&3s5 ziMt%V99)!S9WdOvW_h`eE!UAbhCzPvfxzi|rHLKbDk+%(Oy$-f-$P5NwhisvOtDDk zeOqFbTWHnLl6G7GuTl{3_hYA@?QPR7Gdz*xEw5*Ku!x+5y)PVzefio8+}^iUAasns zhNIG*k6ER=*&CY}Muffnr0OX9WR;J9Gi;A6s<5gt&b7=9`2*wgt5fK!m2K6yE#JYc zAJ4ydnCNr!YaPodd9GpcY>XrAf%CAKGw6F&O4~b*aKvn~ET2MK{Q{*D6;iddVCx%4 z3Hwt$zq+d=NUXfEl$7W+smqixpr$cmy=x;G?lZufw;DW)X13Ixbfd18RS3ca>@&@w zVu!NVHwOHPf{)^SoDWLs?+txP^5gNpOkleiHoz{4!=X}H3aWm8OkVB5*QY!_(pRc^ zSm86+xdldS`?^ufE8$d-?l04PCcL(fUr)BeN+kh!p7&xzKoos%=IWE4 zY#7?L==OoF&E~}?rdF{T@1uHCt0B)SRc>&+gf>6Ovx9=I^o9H#GlsNA7E@U}D#E`m zqhaA?LI2ADmLEPZ*xgO=z(oHaP3PEL2@|c+*tTus#I}=3PHfxu#I~J@=ft)rwmmT? zwv$_L-FtsQf9S4V-M!bdcI~h&?O+2Eqh;x7;}!}Z5BmfVRX8evq8J1kkaJkIZI47D zkAW_p)DmU9*fU8wHXNQqvvomVSgNNRL`$Ac<<2dw!MXbSJXCQ|_WVy|ZeTD>LV_QJ z)=x%FX<$Gp`17ka7*27wZ6szOy&@*VXnXq&OFSeF?M!p=KtAE*NK{eFiDnpD1A+BEoIjE2W1 zUQ1A(FBimBC`o^T%v0dYQ=G?%N~l*wNb@m>TkC34H0{4A>3c*RTQzAgGsX4Fc+EE@ zNj>T%)Opfc`2Ej4G<@X^(#GgpXHp<9->G2<<@KL>zSZ@nVR3S446DBG@jv;@aod7% zrdFWc^m01OqMh(hUz68@V7Q=wKhS~uJ&~`8M!f?auiR?=y+shnBIQS;`nnuo3YA!^ znu_M;dA8dw*537TN6Nfe4=i33If07XEp#VDA!F7fggsGi_YS@;98q@)Ek0lYN7BSK zdrtm0ct3puqpKzjCSIq1#W~2y^O-eEZ&kn}qHPK+Fs@WAv@wRyV?R$W{Nm8HN}~(B zet>vZ%E+#H*VnZNUQ35YuV@A|q6JLU`;5f_pW)bY+jPwy-y$J630B#-w;lYPtl=U_7E#r(!=nV2r*^|?DhM*p5JkQ z{Y8f$S6a-Xn|7Y33U26!yt%=K^YyHbZ

oC}4oUl@@A zo04o?kL6L4-a$aypI#bC$jf%R9mlQseP|yMOM;8LF;)F4*j?8d zJF<@n{SkP>3Cc{zsVSt(7-x|W%+zY&*u(-&h)scc=WTHUfdhpSOO zcccrG#u~bZZEr*ubu{Hd$Q$YQ;5!eo@53vqi&;5vN2H(s$uL6zT{rY(=%F~PBVyK7 zz`Q!IBn3RW3^)r>|MvckkzI!(8Wq1Bi^0OwtYiHKNAB}A!N9ZPtFLcO_#Ix&7hvp_ zP8#qmhLV6)&wT&+M-r1}zCWwEFZz?pqK5GHw3lG#I{~uW*&%)BV**)|Kbc)<>sWmL zIdaY0N3lh^0?FTKUp?9KN-rp-kc471=;CcF~@csZx{tzKa4H8RJHi`F|nI| z3fCz<+>gnww0jg-X~%?J|Brq&6=M9N`PlZ}4Qjb%rE&JqKWcZnEWoNvG*5$Rr{-@lNCTX4wK4?$8wX=ABx<(iw5rwF z9GaD$5M4sT>R0VSp(`fIBYP?p0H%Rj3>;+~fofF=d>I>uw>%eawa}KC%nu4NbK5ch zPY-??0e?Ro#HQ@R6iiK>&sKzsubFi&J4j`5`reD{XP>sMz?#gROGfo{N>^sJt@K>Q ziq9I!oSe3Bk5&+g0-;`^+!R{wfS>=tANH?>Zh$OE}M9=WT}f-f=gXnQ2e zUR)yZJ$5Hvh!EsvP z=g>60{t?_E-5(y#?Pu$wziFPd>W5z8spWkVG16&N=wlY#;zmJ7M13_384WAl_8-8&(?Ov7@FroDd7vH^R4 zgNBdtMB6>Ye6f=jL=goXnIzH5;Lq)*;a(YuJg({M%@s4sv+<#gLCL_H;_}}Pa1T3Y zG;q{EZAi0OranjQ&cK5F>>4XKKo&8noj23sn)T--Q^Kb8((v&%ik~eoIDA~Exg;BD zVve{gFwtbQ^j{zBd=8C4fk<_OUyw$06RbBJ`Dp}wX2!-LQS7IL&xV-)B=6|u1R#o^lP}GEQ14yc{xSKK zGh6wp)_KP~8+D6kCfdLvMg4w3J@l-FL`j6kN)iL_#05+uEZB5- zI1Z&$V#$F;DOOyjQ2DAaR0AJl+5%k1>kF26eMJT-?+0reg|1jPGv$e4C8{_a*|ly^ zKSp^`bJ-M*tG8!kP@{tC_S=Q#A=X(5JbXe0E*v$DfaDERPtg(g7$ zN2ZP*+T;$5h0QIdXH2R=$%c)17l&xlY`+Kxe0aGuh7GYnTiSib)zvi~{h>r8LNN>D zpc6b52>R(3PK}%pyW6P-_6P-*_XtEmza3tq4#SFh#B8VP+@_}FuL5Q~`lB0rxy3{sTUbFKXS~&vW==lyzPHIc z``A3nTTU6pnrZgaQTh_<#J%E4qd-?uI|E4XS)PwvQMdyY^RML6974OEDXpSudz@5X zcYg!!j)i#HrMI@zz8#!T2U1t>>ao2B3N?fTr8K@)F;953A^5)M4MA2zJxbM>k^_rM zpIniideim z{IIlL-Ze@}URV^e(xFOCdcj-Xbf@=Lr5&D2cd;@!1&q2{Qx)Y}1-@o(wdlWH4V-n+ zUCd@-KG0I3P#G`*FXaEU z4~VtkTwE>l93$;!pFMbw%&zvh>= z@-|crdI@(&RwTsLFCk?8Hww$1W`Yl)c6hk#$#==H)xRlVL5y->wLh>O_;`fuAVQICcfRW#-ndsZN4D67SZu6A z;G@ES8{lHrGI~^oqFM=uNjchZ$e$`^6EBYs7?rOhbYf`{Phkr2nEgRQ4&^f{eYQ5X z)p%fXz#bnYZs`kZd1c|aPkzxoW#k*BP*gm~VaTUe$+D0MxL=8Xmu4K)Ca)1})uTwj zD8A^b$eyB;N_~UR2+QV2!u{(3LO0fOBDF!%IVj8q@n=Zd$nl-9nagd6N%myUO<%z( zdwyQayl$wmX+Fh;iDygZ+iveIR-C+k3|naOle<*nvG50(U_TCG(WZKrP2|bYJh>P+ zmNZ#Bi){ z&$3NLO7UV^h~wkZz4JC}9slnX`E!yfWBIJ^_l_eJdb^|ke5V}cOV-NDo0Y}xfV`24xxl0HnNTMDV?KP!$+ujk;Sw9BG`Ttuj?3*bY zMybkAQV%8N;%%E7Nr4dIUge{oy0y4!K~W(g>Rr!TNa?=6fx8y$<`cf#@}C^)u%sCe zs9&4#tRyXq!x>NMYy8~vX@BQw@^GzC-oM&WaeiU~T@#AHjEcPq^CLCT(%^lb^+k9+ z;K2p^-2|~mOv#6n*X(=)zU=Cfxe11v+)Dql^kf8)SbB?#lHYwHM}FQ_zr$BY)}Ca`gOT}aV?zg8{g#&vS9 zoUkw|zoe_l>(Tqzs zz|oVYX>4gMI4MYhqB=h|E1*`gCy6NvA+yRI8@ZKF2)7hXW3X4SoC1rV+bDIjo=XXa zFEq=hzxPW>xGhS>+~Tn*w^kAjvCQk9ndOm|Dfj?8;k`myr&cf~@2U)bZ&vN zl281N2kI_1AiLh5q(SYIta}?HXn^xuPEi%7;u}U$3J$W-?rn?+(8HU3Xt&*eud)Ba zYyadk$+*+5zI;;5Pb`1_J^TfZ{qSBU+@3`@?ayi4g311$o;9^G#j7XSOFoURcnB|} zm|O{4E29gtvTNnX_&6J1Y zG&=YzpM0WCDvPjS@se@Ab1<;Mml^9}GK_@@JZ^&1F#0`RR0X(7pGe(-q9a;;IsPDa zm8o@{N5ilY?>TFSUSQ$g93ryW?;UMMhb;XJtgz_h;WFP(Ur=yOR#GasR05VHXrv)t zBsP_~VPLm<_RhzGkcy3y z1K#&kcCN2;H3yF=xEZ8`I2}~x*>CjoiB5%x=(tE|a;ZxdC%y9u75o^lzU)_ClaISm zyl2wQ!V&>Nd*_x(af(#~Hr_9@KR$=r3qz&~VtM(fDn#vkgPZ;l$0EJnp_#R-*|pDc zGGWxbJUiw1Lt!ox+T(;TPIzE5_9rq=TGwyh|N6X2Pm9^v7iqpU2{VeA*EOc^=e9Rl zIloU!4oQ8onwKdGvf1xq`iVAIUhsyWdo%xe1+2Cj2P*^reShsN`aN>(6Y})8PWP%{ zy0xJf<{*Pdr3~tY;+a*jms1! z7L4hs;^M5^zRxBB*Z6#2;Qtkp)K%yCql3hYy@SN9?L~016M_w1wz;=wMp-P5MWA0> zbkX^0fo_833NLf3xcwv(qiT-sHn}o3?SJFk{_d*Gu(Gc{sAeNR3!tLj4`3erNB13h zj-?;5T&gJ!G}*kdb9#`H8yDvgS{n`wZRTe?xVkh~H{uVgsNMf)Ux4T9=;Cj0 zAZTJsOjni_U_*8r;L4m;x7iT;Pa#2B=D{WjH}KqNCQ>&Gcxh5#9EvVZbAxHHRABD= z7MEC`!6VV+=0e1f+HUxLNQ|Qgu0o8zCp0SU<5Q{3qtM37Z8+FM^NExnekg*qP4? z=xoN=7Oz%V{d6R<(d52?zKVOez>C&o*mcMnKM){5r8R*sgcUpWC#JQCL8aK9m}z4fo@?71gCGMo_>^e1!By4Qgdo13V<4GVpgG9}V?^haVl509g&$2W9COF)P7++LjmT$Bp_9cef4AQeIbTX$% zpymVU8uy;v_ZKkie9bu;cBoqQ;-gu(_I^@AC&XpGyij(%{-;E-=m@pb6XY-)nZOIr z#M#u>`FC@+dg5c&I_}R&cA`z^P)o_M_-gHNHOn`;-(SzJQFBP_sd3K)@MCJDv^)=H zSKoH-XGGRLyZCYn`qmvVQE_<3n>gbtyhn6!tbXKe>B^A{{dGjkusc zs+n&bO)q0fP49|r+v3sxmE!fIe;}D6pKTllho-e9$LnSH^T5kKsqBRPj#4B=5+Dt+$J#S5nS$MZ3@&ja1ue529Q~J5*qRR&vzxx|6ISW5 zLqcJEeN^;8mb8)IPX5@-hW>il!dPvh8|$54HJ!BT-MbICUYnH{7;2#A(d?>zq+sC7 zm7k%B!iJ6Hu}gPLkQ!*RfrW2E{)vf(K14rjq;nL%{vS+dH~HT#Az>5upZ3(T5b9p5 zF`CaNu{-90-qY^6yKH?D9N9;jna6iN`dy%$EoZX$BW&b(004is9huMX_4ir2@rCAs~>2(JGL((pL=*Xt17!H#lRqfeP?Wd>Gndc>7zwKe)(`TY@V&zt zZi*O8b!g9sXluc%dW`;9&!0wG;nz|a*J^FCH0>r7$aKS!FB3CK$Fe~r5e)k#k%mJz zC_VI7rRq2`Q-p&Yl4+NkvwzZ&^5aZ}kOl*$u(1cS=(2O1 zk6_iLgv}ZEwYSEFEyzT_dSf2Y$^SY@XJuoJA*7}O;&iUt?H>fU$Y|u%KIm|+Gp~F_ ze#bOke^@T=iE@|wRqVJ>5NZKS3<1%pX|;?gB%KL!Ti5YI)AE2gh_z*P4R7En!PzPt z>k$}*ykoDoz&A2>G91QbcJa=?fCDNijbTzn15D}B4M+JY=2a{yDoME3#H0~AbUtgY z2TFD9ZfDdcSw}Clzy1Lg3!D4C0w&egKN{l#Yy@M9+4Pv5%lHmo)Wg?vrpqqDHv>p% zqkdy69uwf?8WbKSFfNd!U`cJJOIo~FfpO{0_82#|ucef6YPGpQkh2rKsS5669+NR(y?YRb zK90O9kMQCGLB8-?tH|_B(8s+`ouZ0yn%sc)mm$Cvjlz%CKt2Enk3t#?b0xQADb}L9D$uq4+#Y zCb1~pi5vE>-j!V)`sIbOqEd+lRDCU7OcXpZ%6vsRUEjGudtHxm^P*&KR)1cmMB%N= zzI?dx8GpXfm&HT0OL2_@#;6!OQb@W+HzF?n_d^AHxs$`jXN&snybON8kxlodL&%ZE z!?;}1ZGkm|Zb`7m8vx9uPG-N8Dgjay1IpUWjIPpnOfolDG9M+BH6VJyZ`)0)*rjdT z%lsd%g;ID@s}pCS%m31gH>8oGboAQsR#H8MUEOg6-RI?%BNlG1!gULIZ%k7+? zi;`Uo!>#j@UBnWR_jYKB#T`-9a)>aL^}{;$J#uotT#lx7;*8lTJB$TY(-0op=kz^K z?YywySM82eNoYwe+WupZqwqMuSYqcgkF%0bkuFw6!Q7`JSM~%dsY?aeamKXK6-8=A zTd3PVsY!{kxuM0MX^-y@DTdn#{1J3zmlu-)=w+*j4=iOdqXL7325NwCkUC3(*yP-} z6(UsSxez-?gm>?17z8x4bt*IPMJwsA^oE4&%twC|nVo(n^p{1fAF)(;puTWih<@GCGA=BPJ|=1H^!|IvajGcO90_n^6)gt> zDN3G1heQZLYH7K$QMnXX2dlA`V>G>0>%<{1!@MgN%5~lJ&|VCxC}0*{w*SSHJqf9A zRqWxh26{|69<@t4W@@En3$r&$2vaQwbq8nso>p%mDL&W)eOBixS zfZog#$L#6Ja#N?QR)GNOx1T9jlNuuQ0vQ=eJlyI^l%LQ=c=%@@uqruDy0nMHr7qIr zgIBjjUXW^ z+g9t(s-IG~4Wsoch0^nn`jtf)@?G-$mV#8y>fK-K4M6WqYjU&4fus z;_lC?9HQt3bO&}PW@Pbr9Feup+S`j{XYg2c{2v~Wu0`0#Lt)R6K4o*fqA!(z^JH%( z;>D#{77(H_d4lrzQRP=^$x=XtuYMto25oCB`b~anV8yj`wU9UAwW?DX%xu1c6s6Kd^-NLLR+z@0It1jrPgkpC+HZ zEVl#%?3@x>#Bhd2_QHHXNTEgb?V z+M>)KLxSW;Vu6M+bYJwy4rbDkbeKg3ZNOxi?(eucO*@Veo=XlfXgWv$!mn=zcNlx- zxY(0fb@(mxtQzebYC-N6smC&=HGfNL#n8yFkUoB(^38}f0m6b`Erl|u<(Np(Bz#PafM9KSs1$taCR z8}A_ZM3Ld_c!)6xWp_t4*2G?-Vs;cT65(N@|CV4C7ZY0@;>RAM{}Wtzkon5D=7$Ut zw{Fq$Or=l@6Lz=F>HE4GZrfVZOdfm}(y%U%;z% z9}hvhP3~+=NFegwOPTlg^!`m3l{GHAT3ayCn@OeErz>W|A@8JsR^I?zX_P-OZ=VwN zI`)r$*TM+xk4fr%L(~9!9t$QV401PZeJl=G4KZ}(8lD~*4ua%z`ln>d(|DNZa|{+{ zc(js5a(pD&1Gtmd6VT@_s+#Xzw19}Hlj_lPA8CMZ&ita$uz(lN^#^nsT?l}@-8bD@ z??nVFGlLD4RJ_Gu-x0S=JB=_u2`SP#JmjWTR&8N-_QcMut(Wth1aNW{-vRMPZi8ag|~}+cS(`@=P!Ca{@j2}EzQm_7x`rz z3>Yb2#5{v*@M1Avj~1DlUk8)0tN&FGKYLTHwtwN>y(<*)(+=Th%4r~zw-zudNJ<8ir^v!+E#gSB#4v>@H2nu5 zI8i=ZNug$EFCnF&_90+=j~YPUa#KRJ+EEdm<(jF;?39yFh7;eCcR^4oKCnc$2_YJ7 z8lU_@JTQlb>%5|GS9$Zxh5Cj|i*+B$1V#77Pc$m-=^7f{Vl(O3TQ2a!tD?HC77DzW zZp)sbP5pp?Td78<2`7XgMYB6_emA%mp@G=AeMp5-QE(84>` zzw=|e#Ff0P+}7!Y>H|DN=*9xXu%t|^cIOG8?H}}MCLq+?y;>(e@43ESPgrk1)Cflt zf2a>c5JI!d5uM!r5@IdY#Zu&CRrK~~VGMc?nJH?3*bEJ71u$-3z31)V!6m8YV8;UR zr0Q+d_j-)286Z*5qRB;g64tK#e2D4@hqm162eZT9lnSK$&M)4A(f~Z~%>eA_ANaoH z20W$4HiF*2X2Pe*^#T%oRkQG0Wypg8uMSwq0BGHk9~_iWn9>?)0j|H1eq$Qfw6iD~ zNUdTiq=lM3HvfPi3;Wpz@1SU1PMh2t^d6FYoR(=XY_cyyKsG_5HXL z-P#u2WiY3{m1$`D@UR&7d8o3TOjP`GO36Db6zTQEH1Ln%Z3xPS2(zZHWDRFz2`l{l z>W|-nQb^f(7$IR+Z0u{3T60f&U#2i0{Yo*T78Dpd)L_~IM>MQN%Kgb1_;FF_byUl( zrbVG(w8uWw^v~D2C~j`K5U~4xaI8s+EBBi^eKA#yiJi~Cc$}P6f5=t4;%zreUE*vv zA+ltF&93-n$4?+WuXD%0+W&WZia+nLbND*k!a3oAT|$6q2^k;5ZO9NyW7BDP*>xzz za?*$?uAigpEm^JhBciwkR9?mX^Yd?{k8x3f2p#^$m-L>e#Ti3q`F=QjWhF)h{kf2qVq_U& z2SYHjgcd#{J`n-y0#U@EAd~!@Mtm@-Y725PuL+269}(Bn`$jZhMc6k8wJ_&+VkT*Y z4lUV6ZesmW_=NlYAwTJI&1^T)wULoTfJxc(TJA;cT=P+z61xlQvbrJ-kJav8%IwR(pJ= zVnm=UUYSph0#n6H5`O#To3^)V2q|rQQ4}!%;L^*bQKZ_alZU2z(90Od*Y;MR=s6w- zPCKQKk51--gGH0E$VRIc_OW9+hBpSru=10WRl_SxkAx;tQtS!0hioezezqb-`Ezy|Pb=YfjZYWW(D# zW5OpjwV=wHShqU*xR4iS!bhYZE~#m3w^Ai>u9G`|?F^E^b@T!fArGL(OVQIC1{$AX zl7G0`H^$Z4fZMzFzO-Jcdu2 z>y{Ew?GI}m2YiksE>SYde<}HAxpEYm6DK9 z#RkyN<4yS8J?N*0ODBJSEK~RTwkVCl)8Xl&xMngTk0!!X;VrvK>>taLccJA)MA>Rb%~npAl_fMQK9eZt}pl;{s^VT8GV_T zc>+E;RU_&_A}LuE+aJR#4d!V`YGo+qKa=E|?@GB7gM-DTL!H|k%EVz$zP)W0;0 zqPSk?c}sg+lubJIHcveDkHVWW8CZ1N-wpVczwUzQ_Z>5@etv6o-=B!8x`B~v8&H!V zoqkNPa=vh8+=6mfz>PzJ=`j$F;`K} zmdIo}H638kdgd5lwQNAP@A$XIX;FSLtxn&uamzCcv@s=r)^9#sY<|YnLe%S9HVmt* zc)SqqcKqrB#1qrmW2kJ#}DtA*BW2o>ZJSB{aGZ zjBJqY$9pBuY>U+HjKI98@TvgGR{dV%w@|REHosflZW-%)`Jk?CBVrdygnn!Qy<;Kg zlPRxVbhzgyNspJRa`-d@TCbZ5jco4|0}nhrrGpil*0^36@d#3}V=)&kw)IJGBApyv zJ*>vmmrbk9Z`bxy94HvT(gl9MQO>xLR0I0ogsxkT`SPAWHqXF8vbLH#O#$wDXu2UBqkK zq_a9FdYUvsw7u1vWx%0eL2Siw zsbL{SKvn`On~9+UKzdBgB3<^wR#F0{>^*-vl?D~(u&AmDo}~SgP&ormc`b(_$L(O& zIWsKl7BY1FV%iGbFDgoNCoaCehFMu)gK#N4Rb`ZNi@Q`~1cdUmW_C@q_DcTT?9S+d z#_>O#7>boxIyvp@cG1pR3y~^1xidcUP5^iwX#HclB4NP|GQv>S4(srFdt1w@+@ri! z4Zu~-fOBr3)yO(_4U~1_FhSZ+Ya^(f*tRvw&PlR}8k?w&#u351zz1LXMK>fDM|&Uw zr2m6GaqW{}1(5(Nde-oCV-0w+4L-KyhLm$R4 z3Iw8yVY_jIAphLJ_kHLI^0TbW%R}eLtuu7Mtk5Ak3q&(@f*8?ru=7;0)SitW4g;GQR8CiQih zS=YGX5`GPnv>oDtITCV)J;H8?g*k*aBtCcug)Z04=);M$N62o(dSgIK`+8^wyK_8& zmX0q-k`G$&kl2tww{jq4pcFaY^-gX`8CMbXi82cG%#JTmn8k+4X)RJ^B^aEw!h++p zf&O6Y9e4I{Ix3*6WGgWsV!hoq^RoQXX2korycQnOs%w4mGU|*eX9#QHy;|KwQBAqq z4d(yvPGA9{F!X3BoW?Qbr6GbA}VSuUvb+c)*yMLawU97d)LBh;HzWUZ>iZ6?8Lslr7j!ink z{0fdsg~ThULN+95;QAYU@0bR3U4(^jikYe%iK_aYO#0gCu=w|Frm{5d*ofR<=BZnqOdn2VHZAB$FwZe%nP|`Al?M7iC z?I&C%r z8TTS~E^R{Gk$pnAbTFuLxTSo=ch#bog^I)_rE$R}t2*m7?Z^(4nJMt`Wk;y*6yM&; zIfxiu`#Pdln$c;0zJv&4n02$En>i@}IUW&3KQ{K`R+O1W(Il_8tid3!)cYBcD?0Z8Aj{h3BnGB9xO2 z#6gOWiA$x%#)$4E>}7rwkyo2&m0sq)b8Gf17^d>;IX_-p4gnp}l*r}mzrsV#Ryagp zDW=ORe`ai=)Fda8mW4PZgHzeWkd6!nseSQ5x;ol-H(7EjLbV9H4Lp}j4XK@8vpT|` zyd$Cgki&mLud8+U*%c+0Lcc4m&JL)u@x`NEix6uuHa=(QyWM9HqNR!gA}QHB4Pddy z_|Y~sJX}Vlr0I;K_?Up=aj82%`+E7IR6Ts)R8>9kbusOzTVyk4IGp%sAh5>92)ek` zJdY%wK=bn)K^DBese9@0%->}R!% z7ZXAT=y64PVCkVK;7S0paJqP4hU^y?(r;Y?AsJceAEH`mTZ;pkNRbZ_mtDyn_0QVZ z0#A3i6lVb#BlHwlm)oF$E{C6(7Ry+Y!91+OvTDdi-fh>-(=3Q|`1SJ| zDx`rIfnr2~royrcFJ~gSf#QVc{b4KV&jB?`Vy2{T6senwpJ)%6Adcn+N_@)rW2=O` ze2Mjs1`m5BDUI~JvZL^ZxyOpb^1(J!X*$s!>$?IoO#h3i3#GeA!bx}vL!GNeuA6#~ zft7Jn50z<6`W$`(+TDc}upp71`cTXf|Gh07tz1f&K*?cl?}s0uq~68}usEJ(&5?ma zZmS#m>-aA2YE<08VD2mq$U5ik{;z7O!MF`up7qEMg}5uyt4IH4qF4>L_SW7AT>2t~ z*&7nUf1mQ}mWXYgqu17MqoWnkA%rhJtMUdI&2V&RV9(?Y@COoIKdwe^5HFb~4`wg^ zI&c1(?i-FZ3#rnQdka`#ldRHIWyFpPg&oR{qQEl1oX<9@P*b4BTEwuAqgo#YlOuv1 zZu~K6!JhY8a6KUG8a97Fi|OD{qD}Jz0%DQ+eYBoYc%3`;X#8($?hU7Aauc$kW5crR z+614V;>1oc(EB2Sx4MmGKo~8(lzxLm&97W)X8+DnO8~NvXT|TuWJ-Pcc*_5hSOHTM zPod}hl=o7#KfDI~QZ=ZEvD&jof75}Gzy^Vs_Lu#cy1hZE1|C6$B_mNb(|s-FLHF|- z)OTNyi;G>qe~;(@mSuXbP^O<{RbD~eU0ttp_T;97CycOa%8v$*f{u;-cTzM} zo65?YJ>Vh$Rv5P};&sTHu7?#RKGXZ((4oM#RuIps-$$EOW=A`hxz+BaU)1(HS^+U3 zXD&*`e(=@8%8vza3#JMvJthMStKE{yVli7RC#7_uwt1_b^OW+NUNg+@&J8oGQ$$)X zz7YLOxV{*{aB^k*GIm_<_q@NS;PPK+S7GQTDZ61V+x}w5Kr*^%i%B$9PdcK)N;Y7V z&Sm?<7MOSOFkG72*OsPVYGBCXj^cR#hBNQhe)3IRfRy!XR)2$ z5>#F(UXg!Q&hpUngNRe2#Mm0C%<^Zky&5B)Vg_?gNszKk`@Gd(^OTsM|D@t&P?lb5 zfs5T8D<@ut1{JAcPCxgt*|TQ}&K_$OJZ97CuBFr+gj5{)0OUC_(*>FDoN#Dj)~Coy zN9pM-%49TI7QhNs4p|JB{D;42MvYMA3^*8&w?t62>3`on<{(KmZ@03|S!$|P0$ z2Yr|VSyy`bq@g+WPRB9nozcFPBI`2%Y=OSjkotO(Wt!i6Hj^+%6vnppwM(E~|4e_$ zH9~%8Im2&Iib{Et8g{tve6hWq{iEPS>r8M1g;r~%X>p?Kp0Z-#X1+96U+f1l^M!f#WCeMhO|q!tS%UDe20IRFi<(k}91n3iLU z8UnDDk%4K14&`^+qvO*^Ay{ng>B#^a&>BCY8MUqisYnb6XQ=b{Bvz^JfN|ILA_0uP zT>>wk!QNzM&d2;ZbB=^biarNdc@;P5PxIhsBEpjk-@+!sfI)BB9_uK&v*6i*1`1TB zB_Fq*(Yn6&5!cP41Gp#sjJqWlOhbb+wN?*l4sfb2FOBek=iBXTP-EFGrV7cv45@)} z>(diVf>ZV5%QCL!+P`(z!^LAdbsjh?sV4CQg`Z5f(CO^ve*KBP{skkqNTCf^m z*`nsaxrT2)HIe0JesK`h1jJW-0%I!La3Y|h3bpyq*KVk+2E2rr?V`3@F@`tNQly9Uf?Z%&+U_Pz9a~bBrUqxg=|Z=G2guNEZg879wq5I zyB_`dw)h}&AITfff2F{R`Rx0aV?V~DsM(~6HjVe zUb3Hw*Pp3BG&R_`P~xyVIyp^i&Rwmmvwq4sJ_=1_%(yR`7C+#i>qo)X?gU!ITh+E& zCx+-J@&Q|3mkwaJT>v=!GFSN~r=x4-(sp?D%lEFUzU=eiDfC4BoX>aCwJ>|fiF z35#?&uYn(9e-HtY;96c0_Ne|LbVc@OTbz1Fx!wd3PN=JnQ%|&)HQvWEB?QmmLC$gY54@%Lr$(c*+QS>7o|^#i*_HWrV@+$65(&dnf1qSyhexKT|?-36Y6ZaLLeLhcJ#{OUB^TWuc7#gv(V~irI?fePL)nbZI3`GNz(_tjRy-K47 zWOoCpXvse*TuOc-tbgx2Dk*xP%}cPU_qVb-<#9H$OX({aC}^6@Ebs|(isuqBQzY5Q zKVVtwFFo;A?Nc*2w2q` zks=JkYOAa(8En40ZcA@T!YGrUjqwmsbEW|EOX?KaEPLVbC){sw=C;$@X3$$$*_9Oi zWxPiji+7tEDG1IqO3*)cBjGD6(I$^o*yO{$qdQ^2=GDm$))3_@qO>igg3l_Y6bNKe zEXNrKbBhcCAZ#U1n0+oQ9^Yo-y(YHpMw_=*tQd z0HKtgsF0=U@AH`td6D3W7}Jz4a4r5u!?@BEF(UKv>2lC_^{7wSFW-$2@;2W9aLP|! zV-i%{@40hwGj!#*gh+$S{nq^B)X#*4lU|QMAuX=EalxY6+S#{vM7$)c&ZX_&Beq2* zct-hpOWXg@a28xqwp|+*=^>;+x*0;c8-{Kex?38DknZm8k{V!;6p$|IE(t}tyF0$c zv)=DN+-u)^U&nczuY^B*SmiaY`lYWH22ra`WGP5+hd-D_K0eq><>Z)VBPc5N{li?j zN4q1O0Ke8zw9&9{*fUmX7r))G56`Qrw+sFlyZ5^&I@+iU^O0_O&8xBn*}a0kksCB0 z0{)5WsB1B;K6XguvG&a1oY>bC+L*7Ijg3d)B{4YV%|KF?%3vGq7bDe6yJKSujzX{0 znj4SkuU9e6Y#nl(#6eJt0zv8fw$8)&Sk*4@|HD(=yj9XO+1)1owv{q}S{R5By;uc+WX2ej|JWmSo2PtX5ny46rQE$gI@4BNZe!5q@{Nm%i zPr3YSxJ;~8ht2}p9+`-YtDe$-`S*eBGwfo*k_-kri;^YqTs=oMHrl^qx{?>XL_7UrsE9{aS_(?L~6MWjsE`bC~?R|6I^E zq`$DfvZOyj`vyGiqb;M#Y8ozxCOyc=cGp4ftWMDdelJhFMht7Ehh)?hTz>u)ziwB> zM!^iuucb4@h~M1}y;X)nkPmXN>!BvXfk^5Kt%J*K%KetS>9})I$^9ErQHNF7>bY2S z`cA;|O7nvSVD@8qy$HirMt>_ zW2tP)Jv?Vz5*&1~i#B?c3`a$FQvg1uC zxEy3+0^seDiNr!SCF9DbslhVfmF38&?(~=+Lb9eOmZy4b?$YkG-;$efDuy;ak2t<9 z`p3QfaMZXWnPQvsMe`5}ue)~vF8(B9f8x%^W2wVlj14C(aksc-rg^gARf)Hc$!k0( z{Q@0~wWP6aIWz|F`pxY`!F9S(B}$TZH$VK;lZKft{FIHXAVqysF?;+}+1VQ0+#j=u ziWz&wc@Ddjm3!2*+`Np+FLu<_fcnHx)-8}91Fgcah_QxLt0K-RoW+(8p;Df1b~`lk zl3l&&Op@wc9=lWI1DS*A$D;f8W}a`S;jtOYPwWFz{eAv;wB<=kDC&J3&`Mb9E3Hqv zW}g5zcU*l{)MOObj=0<4x8Q2VvEKj(43VO>31e3a+vvsB8z9zEysksLoQ2$Z@fH0} ze5pMtDYJ`rrwkq%`?0r=lmT{ZG&{k#&(~U9FIJ|e0m~&Rov`%-V5BYP`<|)ff|d{V z@?2PoN#DtIPrbi47{RR|a7cqQ-Z{P`8)zrfQpal!^Z@RSA_=41o0vOd52VdB_7Sj+ ziNJLj)^@yIciWYQj`2inS!42ErpZvlCGz^^ulKWPf1mnNB6Mx=JiS^JCo$@j<65%E zxpe+M&CDtqu6)Fi`;g*F;-{jdlT}6drI*M+$7@YI?~(9eMwe@wu*)q@N4r(v3`c<= z0|sF4<>gss-}#+}*>zn%Y~r`D{!@4|;A_jUzHEuJY#uY_wJ7M}A zNcZq(IUm*Yw>m|_n1c83`s9&ngh9eYYn|sv`c?E#So)vTw62Ebk8l|xeMFwn2q~4> z2@`ycinvy*8(gC53hp3Rbx0GJleq4!iG4)Km?&)Fs{R-8#nPt@fZKl&7Yi>;A!08U zy}x;8fRdlmfVl$7*TodljZWm+(s>ig)&;bv>wk#lyJUAW0>Xy7Zauopy2pR&(@BUw zX1u_k@ z(q6Z+**hP2-1(D@MkpG$)1|cEbwR&DmMR?j#kz9<%usfB_Y3Xm#s2UJ{kdJ8f-TGU zZpD^dXxVf0_)BnPjj^qZ)#srNsVt8DR6kRe?cSZh-|?e5tbF(D5i2Xlk5zW9c9%(y z*1C3ax`)k+;S(Z12y{GT(4UPwE{YhpNKZut{YP&Z4FunYYr^tR3cmo`mS5d5eIZ*I zF6mMA{Ti-)c7sc|x9Qao@6M47*5le0h^-LZ4<3$t$GGOn!LQT!};>SDEJQl9Rj~7FX>-#NCxAL#i z+{*WClg7JgX{;nh3Fq}u3_&r#phXPE>|mrksO`#^gY3+1S%_pVZQEMtGBj2)e;O*i zTr7zt(W5zSbs!mSBZzK9hhlM(RdF%ZBWTiGJ5JHw+0zmS=f{Wjh(+gcCG714WV~Qp z&))%ZwJL(w0jEeD_C^`?Ra^#aoL4m2@CjkwK~d5DZjIuuz~y!3rXJ7XK2&ppfty(n zm)#d420V3;4MuPITJ4psF(lmv#;y2x7y*_(5H5rlk&C z68u2+{jxtsd0FipmfmfRb&Be+=uk2$o-}q+Lv*6!T~a0{p>kdjA?KOJz$gLopaQMS z#vu}iI*T|82zSTV7;84Jcez+XnmanEoxoYze$_yqz6RCYO}W(kBWWJfEHJyhZpEs| zffLXNLEFSrBy4>i8-zz7(%|ITIY6vFjxAY&Mv`L`Nf8$Vtkvf;4PeRO1x09l85&lJ zd5k^xC7wDS;x<7ii_fc!gdw~H=}BAJjHYKsbKzMjyOo>M&MT+R58DrZGX9~Z6-wGH zP#CX2k!zJe?+374XqWu(Oa(p$sR_INO$fVWbcy1?zzW8wu=dIc=fvK_c#^7b8_V2J zMrC~5(=jyZQ>1Vkl34#Bg1t@*(`^~82Futsg>CsUM)vP zmtF>maQ<4-4|+Z3+7I!$5U&!_IH z8A3`cU7qo9;*zT&cAW}%Wri!n>=(tkSu`hvJ)uKS(%f3##hkz2o=H;iaB-)#w2qfn z!Qon=jZWDlyf5N6Yck&HbIaZ1IAsEy#r<-7jdPp{P+oFr4bDP2txkKGMi{>tOZA9*UBupbu*%?Q+E7M6Rwx z5t#q9AI=-K3AR7-<eIs(~3u?MG zsFG0?i}N^PS-;@iDFl@_5?37Ju&`~Kv`U@c`WHkMJZHU5=iGnN`~M+n*Ks&=NgY2d z@28z!sLm}tTQ~3SN=Y4!`?9H1b2;M@(HK8EMaVsN_$h*K;qmF{G2!g>X_3)b?_|au zo~fxP1nv6gINaL_i366B=GM@wi0(Bs$}~4xBz4W`UK$;2m$|^}eQsfe+^euZNHA*h z3Cx5HHO;We_RgNuj;5dr#`dOpi;hDV?`jz=2193omIJ%r^vBXQ$!7LbtO|%p*e|M0zBLd?M0@3>&Ww^d%iH|gzoTG4B^-21|CWUgii)( zGm-2BxE?w(YgT2FX%6IwOV`ZbU>mL;Nap%kC5)}mv!`obS^AOo$3^~#!I-&dq)ob* zABQ6O9rFVi{U94{X!X`kG%BN6?usy3y4Z)!XGUa5y?vrr8_sk}?}KhE+yQt^>wL|1^xjQN|QZ z@ao*LP$-D4dT{P)2#C^LqQ!oui#9< zk5M!L4U6Iow%Hu)!J1{3*`cSQqHq8bg#82o+mrk zzDvbVPwa)8p)4w?&3{NY!l+BjHxc+Hl{>TtIc;R(smvvD#@H7oI40bhK=_ zcNfP}rQKFq(8mYEla?rG=Mww=#WAkg1KGM@l}bGHab`4>r1ux7asf^)TKapjEW{)r zZ|x6HZ`E-dPMpEq|MDz#oLlf}SPVyw?mwV3T&bf6Ev39QEFR76JZs&$QJY|^c6PHC zk&RyKUgysCfmQDV;HilJ=Q;yDtCPp9F$?EX+mUXxmS&zcS7#@eSINArKMU#Y=Y1Re zCY^I7pFSevTEzh67eC&ysH6&r8nrmi22={tGnDJ(U>>V?doGRK+7};ksy8)%-r3=f zZLH3j6}=_@jHMKv*7VDJq2qY>Z}bd)%p$LqDIJ_Q>54ojF8+Z;xO)Lr1ZkN zdH4OH)m8Uv)yqsduuh9}wT!}u%ir#ObWOF6)-Z;6k}-`$NWwpA_%wA9z& z8R%PDxr#&pXCe?I*pGFq9U#RkV)}W-8AaIRitd zICQ9&anuY@X5Wn@!~^LN`*CcY92%x3)=WxU1$$a^Oc0KPQSoUQZB%6c=n9tt7w@P) z*941^xE9_Fu*HfRbkhc<-#g1bx|0;}<8$ZeN7`#EjGg&CrDeA9aYWuLwFHkREQn$6 zFIpV&aT41LDT=L1149oLB2)UrR6+?~F!gH?$U?fBPx==*!#5@-^<;B9rnqEz*EL+) zx+`2PXmB>nlo|(>RBQxn`_>Z8tY^4F{>997NUDEh%r|dT2wooqC)0mq_XF2f`%WAF z8i)vnADt>q2-bB*z@m;N`!Ue1&eV4Y(Wk9EZ!|I4}PP3k1acbt!UtgGA`B%7BZTI(Y z)?L1b_Lh~w^IwLNxKbPt*tAEn;Z0$EWeNonhuLIG_Pqf-$XN@}79MMsYfkmVp~;gn z2khN)owRq;$`oytm`^@=Fq490k9H-~mTGg?ax1_8LjH~2ps|7gT}4HQ-7OA2jyl65 z{Oul+okc_?MXBZGs!-l;boxlVNf(olm$iB4mWBLb&da@Y@UYUTSMEERF%h_l8vs?o zV?g(Xut{X+q%cJ`S_5;oLM-})IfgOJtD9s}KdmQd)VcNQemANl%b-c2d%5u_SX(eQ zl-80J_O6u}M1>UV%3RqQ{vlTTL?jHcj4e}9IiKo5f>swX0`L`)HIR%OJ_s8*3H3$2 zb4*Z57vL}&ewJc&!iY*q{e>$Hg%KQzU_%bWInr5+%J^DY+|T6jem1B1|dtVb3TKH4(Nhe=JI({TU&wi)WRA^R8mP^o9ibL&gU4RG!H zH+eR!_76nw(0ebtH%KPw*QWG}yIXKRu0}lq=qO(#7B^95N;aWLmv>^c2FqQr1d{tm z`>sSHu;>s7^|B9%K220eLD(SbXIJAUlLjNkYz?f&P*YJ%pN#1~|1I1wPUv%2XMXgX z#rq}R$f7YxbK-vb9{Xqc|MD*8?yH7zXgTonf~@$8{KsXsBRArG2JsnV%M0(;!b&j@ zjWSwfl7^#gnntrn&i4T|)oyPrrFfS^C*X5yFT8~`3^9aR2qdAEj-ly;cQ#Ugrrf;Z za+kKNb64zY@a737h_!!7k(fJ%X>;G%p9=N`c7%tRxd+-ZjO595fv^!3z4#p`mr zuedq{=aWDnKHWFs!j#v`i7>}6wdz|UKZm3yH_(6G?PzmF;&RJNbfrA(?SGtaWeu;c zU%EUi%FKc(D=2)%!(!0W505t6Bh3eH$VTNFM{OE4x%of%$?B%DZrB0>e4P|+oRQ&v z@Q@g3H8+cx?#W8Y2a`y-hppms_Ivp^zO!mMdA4thdPS3S8aapc~^(CWz1GXt^ zTAP3Dh+iRgJ+dZ6%kvS2ln}Ns$eXefg=hsf1tqr9dAs6H#2v%wn=f?dV zoFsIt<7iecKs~}R2q>!Ka!aFK`HlCe9!*G}yGputhu!6L__SAy?0J$M=`H+odT<8O z${@|#9YPN9G*gmPm_#k*fO(o?rWk>`zh}Wlt8xx54X8w5wse3+E-=lExwjl|LHdg+ zcf#x)cSxk6mAv*w8Fmt%tBuzfR^204J@s~bcPMY)4U1<3bLlJmvnLTWfvJAxvg?WcwYodgs=EJ{M3x0&zxw1Q($|vnl9u za~Uu1Hgr$2T+N|ly2HIwWOj%k|A@%juff2s1WwZ~a}r6wTC`<8t+MM5aku4fYl9Jz z6a<0+shM%@)iO&G7H);y>@=4h96V_enDbt~ zkfTp<&lX^O|Ena#m+>jWg#xQB%23?CjYoN%v*OTOvQ zq0yYSiKwjX<=R;B=`x#%blwImEPV9eSM=PS1SJ=#Dt()`v$60Q6IG@ni;Vzn7=O52 z>k*0;eg4W=r6JSEl01#_dzmLiwK%fxR-FZ{>SAL2Ul;Dd{~R;jj@?CmHX~;)0JX8v zF~F66A1A=Pbqvfp6?7t+CPzFaiX>u2rRkfW+U=bW+>e%i zpSy~ME2p?nPU!w%JY+Z6gJG@!ow)rc_85PAf9DqVIw*U(-hW7@{RguZ_QeI-n{}@* ziu$a7;B%6LJ%*!rAeWMwl|Ak-zH{Es@v?S}(aK4GRTzRXF}A=j0LJFN+lkzn`Yg%G z*sH6QVSR{rlGl+X52>ujh%4}W#WvPGI2%#O_}%oYvhv?@BBulqHLQCo#?!TfEferV zi(GVZ@zxkEjv6hFdY4x!-S;z|%WDvEYe`goCTxm4jDJRzDwX<7lem}Bg%%%b{%8LV zJ39Hoqw|q}(%AldHQxwH+N|YxOWoUt0{usLu{Jjmv)bpVVY0U2R%-{-{oQgt8u5@!*bdRnFUai-qV3cY2dgh#cPE% zR8(~MyOwsZ8_D0oW~yDzNvqyop9(VVVZD}1)UmkLKV=*+-V+P}@X+H*cTm`3!_tjU zTz7m6zR4B5C&Lm?$W}f5$}kRiPdmH_Xl)YWnNKw$0OK)unz1yV5kqiB=~aiU+SO`t z>6r;suw1`<@9wXn%JFl~=&S-h#;O?5P!(PjBWO@zv-3#H=?StT52ATW^v-v0E^21k zS7DD!P!ii1(W&5~Yi;+yV+cA8c`uX-0n{Vawdx2o(U9!PGR8X@iW~{0k^^!3Y?!#C zdv_^gabbud++lfUi42JCT6FRX_Ov*dZd#@E3qlO2=NqYf3y7xdVCLF?x9nEn%WXyF zrU!D67}S_sE~t~FkWrGULFBBZoonN1C-89x=5Q^->m%yNwsmnsxyq~jPZTM$R5-kiM zk-D=$tDu0FLec@~cpl%SOM6woUJyZ{tfwzEUlJ*x4gTm-V&>{u6iPVo{i|U%d;vQ) zDq4CqPFcmf$F0U}qeo+`AAdd$r=o$#(fkTNfPC=O>fE7B+D`2J+ME@Og5THyp>S6H zGkQ)5<%`xY#*{PUkJeV-yS5nrFa(mZc)>oKa z-7?O?j`xCenrY+v+)SoRqgy472Db^8xt4iSh?#4*+wTEhZdj9P{BO%YV@lW7H*13v zWA&e`=revsc$&q+nC{GSNAauW5{t~yOs&3K)=yvV#lC-Hx2|R#qtyAsn)93*U3z&| zC>XF`=#?+XaowbR^%$>u!8}=0yK+s0gbm3KDpO-7O8u0_FMogVn?MM@pmZm4AEsPo zI^zmo{ZmFMT^Y(G8BD~03S;Wz+MrE)l*kWF<*XElTE}Li-rw9nf*9DpK*y`NLVJ1RMSiwi4c=&_z@DY&AD<| zQ@qGKY!fQV8}7A-wSC)l+H`t(to@S4-0(UZK(DJu<-{w$iBhE@U64fuF={yHSms-m zs{BnEAB7A*_A8=Jb@i6aYQjeB?A=QvU2hsb-Y;?H4Ed12wFmbGZ!!xrxMv|2=`EEv zoQ#}Ci(2rwynFY&`s%l{vvU{mdPeb*uu{@??Pz#iG+ego5o+S)AC}hiYw81sX4-lE zoAGfmH~dW8SyW-R&lFE_?0Tz$bB<**jC@;DD*AFJ>}TuJ%yp)F8f{%}bFkc{W+9{E z{--#QS?KMrg7d+0N618fgpbJ9Peefr-+!;iOZ1C*GT%a&ihsSs`G9xAs-JsERcFTG zXA|Rn7wgUe6Q2dMx9u^A5Mt}oo$lcO;4~zqN2@0cu{?_Z*)yg2wr|vzp0jmLnH8T- zdw|wesW4`iX=S3!+kw`Q_P!3+MuQm}3D3x@f05qPLlP)~FkiLR6CXo+L27-q)}+rJ z3cSkW$>{0Xm{90UQk+9FbXmw?y>}%Ov$^~LSbU*G-j$bA((p4Q@Q3)+ae@cvw-5n+GRW?$ZZbBAS00do0 z$R#g}zNai(B~;1_B7}4tpPls}1za0N?8m<6eIyTux_Gt^0VD4{Oga_Je1^1FEetqu z$#u(%fdDH-i;mrC52+*L)r7NOq2rwig^Y`>;dasT#tRtgOBU5YhN$#UExXv`{J; ze*y(ETS%iB;c7zIlsvskK}(#W6hTF`g+8%QnMI`>XVmme^!7#>K+ng_BnLs*2y3yx zMHH^fJDNxwR>u#ho1ypKNpLbTVt(kSbmZz;`XysBcQ_&^O7064@`ly%rs(e(j>FcM%&?RZ$y$l>i zSXw+tF?jdVJ%?M_>*`C$=wA@)DY^i+wk4E)Bd+Er>A)yK#6Zm0>bs_ZCo{7W!#a0u zAxxnVaUwZ=!9nPVa6pwZgYtP19w>#rWTe__$JnI+3e=1dgfY>2$0f_{W&#a-*S2U? zhfk|RED-+`2gc*puDDNI`5$R6Z54)Kh&lw_8 zHM47(0&YRlwG7zZR&-A}wCg$VB2&2VPx7iRTq#7dND4cRl(kv>*Ix9Rwr*2Onag28 zRh47&j@j@9!4>uYZuM-1NONFYILZ1w-%h`_G>Djgci75Ts+a@Pq25)P2K86y4vs)0 zOUUo2=`7kE0JgKhZ>IaXS(T7Rfj*3Wk0vV=u_8*9y;xtW*~H|Eq82oBx~Ma+kN4PB zg{rcgj3*_4&lBAV{a0d-0!7D;RKq|5jt`{YUVa70(}H|cm>@>EgeJX09_e!*rpn5I zA}{H73XJym(rL-Y9&UDkn(@@&EEJH=j<{T=ziwOB@6IcJ%)yTqJ9+D z2?0+zO?j&TE&oZMvx)pLe)?t?#Fb$N?-P}ghWrlDi};(^a% zI6G^*R>%nE#d;g<;!0`Vb|7w1#4UXnxenJ1r` zYTPo$GHWKKBgmu^9)`A1@3#Z*(e*hpPNWy%Z3Ju`4;k8usf+m-`UL|TRwoQ#w&3lA z_GL+s_w<+*kx9$));{wmRtL^kRL5cE|Eh!<6$vL=wEEPvj8Vv z_3c6|V1eT;tk(FO)rp8pugTLFl1qat{jyrnCAENYE~#8%GPLta0f(vSoezsqAQrTG zEetgsDzAow)Ol8~h96eXt!$7BM7{NwUZ3(z+Rs*|1Y^y&u}aVuy*|`=8s*Zq6HAfi zv1|`xwL*vd;Ef1HKSR8b_ zWinXXMEB}WuPs`B998>xpA;!Rr}-60bi8n|!&OW3tv^8V*FY#cL7Yz&Wp`v=p^Y5= z*QIxKihZwECSv=S$qpEh zvqe@;wjH?MrxHH8ML`pfHE3vZOz756U8eX$;|Y@aH1 z=k}*wN?*lm-QvoZ@bb~N0Vj%V;QRapHLrsT=aH{>8LZe&4$0`Ui?^!a6bOyFmQS+<)@MtT8=WsQvMaiHVD}8sD(6FhtSwDAn4AhAT1el#_YB!Z!fN_(bWXbt)p-Q(0-$%fJ3KAbv+ei^}tNZBaApRER5w&(1_~KYJtu z`QWXaqA?E}o~?C%U1nJ6X)ENWplrU4)ugrg*Znx0S#IqV@ZzL+bGb_mq~3>c!R735 zHkL*}#(+0Vh@WoIYstx_lv};zySlIE|1=B|_+*?p$D_B;KgI{RhY#pLkyhOF9$jBB zG2FhlCo{9mlAhehcxbC{thorGjoQa2BZFTo_VeU!Hgv&UM-BvkQAV16`&%=2b+GOBM$f z0iV`MNZLE+EqvB26kgx4Daj>EN$u~yu)LIuw@Qnu5Hpr#on9AsT+Y-y&%z3azUQibpshyofd;6xwuKB4TF;4^vScjk5o^mHGO+t<92wl zVHgt=VrIj;h;cYp*zWM@5E#J-9v=HR`>#N!#H0^|eCY5&*x2|4fRt5gaj@|~beCjm z^i8daht#AbT8gvKVo!P_Q$gfq1p$5i76&&J8&-%-U%^fK&q~N@kUf&KaK;I>28jwa z3U_)rL0&Zs{aZPq)Rj{%;MZUNe>Dp_c#tl~Ymso{OdqcDKp2er;+8v^Clf25e;)B(B7B84NmpkZaD=CUI2A6JL@PwSk1QMGoP799BVEGu6t-(e_nqPjA zL7rV~N0Pfrx)nZgJE1+zlP1tGsoTem~Zp3c`p* z*Xt##iRxS11YcC9>~AHxnH5tWVUuc;7$4d6ShxYcXLER6kI_UjmP+O0`HDVxas)}H zyxM4jLdj8-Ebbdm`NK2T`GOq%GLxI7+pHua8SL_mABiLA5dt?5HXb=5aUYBWD{LiU zIH+tNLEsjTrh)DRT}Po@qf?Hv{tnubKvZb;G~~ViZkjtFd;r&ja{67;lW74zM7Hbk zy8MeP?&*<$#ww^Ff57WRp#8_^sBGofB|W@Z+7q|4i9C1>Y&P$$AwJ)>4V8#Kh#GTR zPO@Z!UD_A-w35F)g7uN^mggj$BC7|bX`^#uFAx~TBN3z~LLZ1SJo3-`?|&=m&hGB3 ztaIYbNEJ!$an=hcAJ zRX_JUzIpHF!Y{uIobm4V{J2^UZx@O&Rq$f7zT>oEcMYwlMia>;kdxj!;p)^t+wB$YHBFFC%PfsppbPnccKkW(eS)(UN#{ zj(cCBr*gM+OMxf_5Vt3q@}P-VJ?6uN5xN8*N3E{Xi}^uoNw;O z4s&wcK)Wm+8z*B#3p>;mZf`z0%585TM5^rK4`({lkES0QvL`N!i{CjDPT} zZ!A@Q^55L%Y4Rp_A~Lg~E}ERvq8}l+E|Talbum-)v=H{Jm8hyMaD3BWbF-^BFN9)C zP%U$LEMYckA#zh4396{ST0MGo;dGq@o=)r!eQ(B;#QsFMw2T$hO%>`5<%FTw6%-7bj_ZleADP(LJeq3-XytM94eYp#IlXSD z&zFylb@1br)2u?Fl6Z9AZw!~&Wzrl_wA4{%EElZu|Di0BoOealk6&x&h@}_<*jU{6 z_~8c2m`UyM_J)bpf(U1bk$mr6QnI{*-rCVd(kC)lPreO5x6b3uTJS}>;?5pj_W3!h zHDYXVTeX{?i`t(D=T59kwdg_H>4m2tQVYJ z-iLettn6qyuw{M0p&in@+5!!iOA2|cfy(HjZxyyqmgTSwu1`jE@`yG$^c82mN%BJ3 zOxvg$+0(@LUM^u&h8!L|CO)FNX$3jY?nDeWGf(xDAHim^+~&VsR73ZpKb5e572q>s z%@({a8g9&^VqSjmG7i)!Zys$&1$b$qV)i2eYPYAc^M=;y zhB*^R?P{klBR4|B>Zm_ZlwXz+dfYV<>Rb+Ocu!k)s;||EdL>?xz-NOBHfP@>05c_7 zwb`=Uo9A}6w^?70Tz9j8f8UaBNuan~<@1YrQycfZ#3aLz6ivC0c8DSDnCxz8^`#tF z2w(0tRY|v!K$7&H=K4}1r&U#*gDwVvLT~%i{Je>mQ`YC2rsjFlZO#mH|b2tG{b@u6=~8M`w%cb$aZgSpBm6zf~TP5>PC}ZzM9Tw>l*zMa}{Ph>g z&<94&CAPWC{?9-R_rB3*&H$1A zk0||qX`Mw~b#(|{(DBLryXOkA7caKi2;&$poLrB>`9SXAJ3f;JRCzN!w?dk2M%=Ut z1+D~sPRnW`VB9WMDo;4y2yjx-&(~CamB*g7_={ys3@e&SseUf-bB#G|3y8n>rb(XeZXFfglPi{$4zftGvOYwd!Q*`--{nKjZ0-HM6FFJ%cVnb!sv2rLVs9^EY7u#L|E|#M z&4T&4FGvN+cJXZQtE=EF@IDfsD8K7L-d#F)+%Qa2axf}Z=avhMs~*)IUh7<9dR^bQ zZ;%xg(NVhzkyGpPK5p9g;9xoBA-R_Eq%0Bu+5rvEJqic()!!!}ZzOO>uiblu$Pk-5r)-NX1va9J4V7=Cpzc9>C@+vjB z-Iq~Tlg@U*%Su%+;JdmC!3fgGn$Y|V@`_=Fdq*LN) zlon?+`4>K8=xUEAsV3Vja=y$ZghGr4V8e?DNhPucSvA`ZrSodFE$u+)X}AN1a4`G& zpNYi0PFbQdezRDLsMM$%;M!=$*R$f#*L`@|md{YhVoR4&0oqsu{C0KDeE}*;UoB4D zLA#!{9(Z?F2TV1r0e=dS4*Rj|Cyktdmq9|k{pN=7PKPt;f6-!emc&sdBcBJUzkRZO zj4nzXkaR5>+P7hG2Lx~A?F1H6pb?JblN8zqW1EHo{2OwZeyBzzKI^>ykj*rMo9vc> z>10FwT)G==f6knd{S^0l_g>3D7ObU)r-{dD^J@V(H(X1XGCeC}Yv#DVtf74w#eWRW11*oQLq0Dm^`lwGI4O&}ZSv zYxnAE=1JVg?%iZaaX6}~#+@QYM1PW_Rm&25o3TzeHa3OHcAq0dg{q;dql_maisE}iZdwb?4F(X3=y*<)~nRaK-W^)DL_xH z*yikRgMT%ki@o31wPRAlwXb5y&Yy*lSbD%KaY#)DaM$SNYJ*qEEcO-rt`WXVZlKrG;Fj+;W5$8UC5*zH>ng*NXJi%&_n zr(W|&tC`Z0ih!{C#`G@>C2bb}n`hbPW}Xs}i;6V#=>O#ACT&VYW8;&0ku%-X78dT# z8;RkCwugdy^j~6+fR{98n>0YQ74~-)Y>&2YhlxiSCUzDUp`)Xrha{`1$3IkZ#S1bi z4UMtosa;)xFa=>EEJp`ZauJ2~m&Y!~zb-#J{SMh!u&|}ECq*Aw{=-AdyP|`alVYl* zgHIc5FVtesvtrLpHGb#)g!f@4cZi)&+iYBu?WX5o{m!|zt3~t z3!`zUx4aj@txi*}G`!v?Kk=}Vw0`q;Qjrtrc!c|IE5vN4Pno2%kby+M5&zeTb&^+k z9`eEWn05Fw--E-A?=t(&OPKcwTnel7OfKiSPL5o!tLG2r&&82O^LOnHh8WAAngQFyR$LLI6OFEqHND0RgEOg zi*5B5 zFLuud8`lc^H$(gThXz@=@g(+OhXmgNMFLs+5#Ozq=lGf9!pWs^H~=F9l=z4MoQ~5}Je$pWNxI?gz9X!&d##TRlDYc0gvwv`mz*bxP*=OT2wJCqtt_DKH+qAX)~fE z+VGRb=$#O*mEsUKj-_2Bb?$2^O~7AN+qn0<-mJ3p%ufQb0aH=M@7d_xv;V<7N6#i~sH?qnDoG1g)l<|`iuY)JL z6V$P~O;+Rh`Ju~w2VO^KM6Vm*59hD<8~Fa0+dMLz@2I)0GRD9BG9|+rx1-MaO{;vr z>1v>)%|hjaGW&$zHvXyQR-B0rsn<)4F4iKLXe6CJp`iKnb_C$Gj1=}9kaTYsn(UYK zQP3I+&89X7o|=@`H*9{f^%1AsWC#KFBx5J}h%w9ex6}|Sb8E>prR%@XZJQ_EW=Z9y zO9&pnS(?)d2DZ>;rlh^I{%T@z$W&&{OpRF1K>X54QWTd##AeWtM|m4lE`Og21A3ZC zHAj3+fj8&#&3_MMDt8eX3aqCMOGE(cgk?x4?>I!&SNssby7KQ|6%mb=JV|nKb0J*w zWN2Kvw850V7+OD{>5OWIF+Fv|ySAU+Avjmxp7&<%!%Uf%_ojdRfxNZpdyfwH$Oqob z1pPSln-?UPRxH+Mx50ci?A#CI*yTfN4obvR()uKaU;UHx!MHEL%Q}iS?6_04pZCHQ z#)LIuFOaf`{+#G~_$C=P>x{(v-?vy9x38G_tZhbcG!>qo%8CL2W~AVzxZK}!t~9~? zW>C9X$a@%~1;w}G3c##Z%sg;y<|gp8b=SJ;wJjlj6Nw}2@-KIU=%EoCG8L4Gps6sW zgfYi2fgP)RKLm}32{ELT5Mt%iE%HN)Tv#pO@1-_7kLdZ{dx_lIKM?79mF$^B^i&F8 zQ&wcB58TnYnblM7?^PxjfC>cI?=)mGf)-Yp@IOTGv$e~8xn`Q*pw{oe4AcOwb>30m ziLTER%&-5tx1V80PzG^yo{L(&gITHHPesThfu2h3n`=6wi=s*>HoM`DQWzM8@7DON z3{K{MIzNXYQu`k-_{ViUWxQSp`TwJM>Y+FTiCuxDrmHb8pYAW8o+e*~1MVUMhIYkX zy`uY_$@;FG{4PhQ@Z<}-?iHCMabcWaPlZbJJD0ckOpGl$c4yrC`r6GumIH)4`3HLH zs6P|f<>vbPC?6cdc+iOuv9Y?SSv|9FoLQsv*A{C&fBNjY|uE`+HGz>=pPB^o) z+!;zJS0L*Qwpnfm?#$dIKJLKo)TxCDOM(iZj7mBVCpncDuB$%Dpv|AiR5#jHHfK|C zaDSE$7XOA1sCM0=ygrBFvpQk87+vcQZ*>eZG&@(16y&bb(^)|z)eJk-Y`Q~q1L^Dt z2<1mW$Rr5rz1zoB&fjkp?%x=Sxkym*p+0+ ziVOVQ+FMtWc@(~;@xNRi_QJ4VHxk$``xVV4<(O_RI|k|Rd?*Ab+TvHTCT>;i_GAs0 ziEFv81VnT!)*{^gCFYZ;al2;?thu_&5}U#RPDEU1)D9qIgdFi%DNscvfDW9&N#$wL zD62D~rvxfBC)tBZE?`8>;L+h+x!~JiJp08ava9U*P?hb%guOj;*^HKVT1qiNVnsG~ zsY-FhU@I2o&1IQ_ouS>Cn@C{Lj#{8=cF~tt$vmL^my%oY9y1QyfgUghLYG#chMTySux)ySqCCcNTZIU`x=T z3yTJ~;O??W2<{HI_^R$-n5sE-rlRHWR`H>y4o)H z$|ft%wknz9F=g7^@^>ZqKC0;E@>bOVeOq1x#z5t=3yWp3+8;d|oL0DbME)xBMO`Be zTo%1`0Rt=l?M4n&1oMVO>ze32?4qn!#>^7{RitJWFL{IO_zyr%p(Amq1W5@aBF-xtRl?{*p*b-P}ecdqEBh#G0z1M*HuoPww^73x0P*#N@2+Wbt2`Wm5*P`8btpo_Oj9R+GrggQ=xPa z9{Zo+`oFo%gC0FAb-aeN|M)&wXxEP(1_8JBapMMGhOAPD{d7W35MAHJg+#20WI~Xr z6rdY2H15_j2^pcmm$k~wyIdsgKDjiB@t05fNsA+gFGHmF!J|oWspSa0#|}bc;FRF0 z{KD!DwXb)tNM86-X)GUj#YOZG38>VjPe7Q3e_2L5HSUju61gP=x<#KUl`Sj>tp#p( zm7gw=h;>F3XWnXx9PnhHZv2Q^^r<#i$X35dmZ?cLH-rjvMSA@!bXoPzEc7K@V8?qI z#rdxlOq!@RZiR>@D0*AEb*=P8>i?&gr_rI&xgQS6UQb$ZN%W`qoqJmfzaa zjh|4^6-{s|ZR`U>@cyrhr1wh^Yd^o-so=NkfTy{lgB+W}9h{&YoClisy`lgQ?_K9W zg~cupEo1#N*V?0LT0Fi9p|}WsVXcFC$9?Yet5dbLz@)7puYx9mz_HB9l$b`>@^i>T zO7_>cX$cP(hdSR1EmkQ_3yw~{GnW?VcC@*?Cez=x*%ABg$VW}~cq~SVZ}YaKK*=VT zBl>7+ZxYia#mvVT8njCSmf8lPi#@>F56f8IPJ*I|SpVP6vve6kY znU%sJ8D3V~tebCOi;MuG?ztaf0d3Qw*RtYQS9Q)0Ob~50{`*1P5^s|#RH6dpQu238 z*Dm+!MLoLW7w5{q=bwllYDs0929HpU4ibM7Q{s#l?DQ8pSiIMJo2uH;lJ*D1xw zP@D##3q9wUw%?q9^vhH#P)Sg>>w7>#Z29=ZU5bD#uWBrDLcM~TILja zLokm8O$K^!wJXzFXiIt2RUuM_!Ln(zKy1MBgWP}lV8qf@8SrnqlHZ|8%vUQst+uFv z)C`#yf0N%ta_L1c0WfWpa`H2?msI|yMe~v?R^FDF(H?n$%8FTfwt$BL3Zxg4sb9dT z@3gz-URu7X=}IUp@sLH&|DfqHsdDN6X-p7k_+L#~WU1B3uSPSUC;a)tYoTE^RD*X- zk>Z|`P^dDvNcA(_93TI-B;}cIy^g;$B>1|#I)Ce=iQ|F}7vDI$e%{>{?F&GP6LMa5 z1pv0%Zq5M?j$w%fb!D`^f&GXHJ`{U%dvSJO+o@GY+bYNWFY3u`>GaXV3do&>mXp9K zPOc37-rv(&QN{zB3)b7xg8sD=w~IiD)QQwne{UA=d{UcHu2^yy2}2q3x9{apblD5| zfu|0R3p|#b)?50jWw;Mb9S8NSejW2(YZ&3HKb>5I5|I?f)?D;Z9H%_Cmce04KZ@`j zDsnSg{I|zT8q|%u`^`Yde1{3LLvFaoz`X}HgTSnQEGuGR&58@Iq3mD@dO7b2j=S`d z4Yu^c)T=_(1d}3@2`>u24!L)!hA7)KBoSy z-O9H(*uaMY8sT0V;meqpsZ}DypYPYfZ&RFkO2h#dVsCT7Pb!ZN-S5vmMJ7+>CcDqw z=g$vI?@uPz*COxN*`V)vJ{<;Ib+;G2a3+v-%RQOS?$uI#)(HPVfJZ=8A2bg7nDu6| z7i(UOq@xvinfiVFXv9Oo3H&S!t~=$ZU|i$>_3Li=xzrae`V|3h?9em6^7($Gu{8qnt%P=pb9L6~x33{-yKcI2tdWI{qrLMoc7AE-mi%gDR+>uf)=w(R3A>e2h zwVEiaP|-`zp6{bFW@)QyWHd+qt)u64jNhb_H23#yAr05I)5+2Ya3EJgB>3FE7oCnR zR~)|#x1FB2L;+ha)!nUHrOWo>UL+t4Deuc_X-HOPM`zBCCqkr+TjpHT3;C zUv#x1dh^EHGE1JCW+G#~BX{qvslzF!883-{uxX7<-6j8POS{O=uM&AYw3NE(N?y|T z3%Hd}Thi`mmL{8G^3wf@!^^D&vOTKtCR7)v9;g23|HG0Q`p6vV9s%1XQb=~-)C$Ry zQ!$6>VCXXo*>xDE@5NtuKhafQltdKcsDY&h>TrhUk*KK@ENr$ty7uemJ%3_*+Jk$i zlUDxuzXbRAYJo`pJCD)tZ4(;Fo!k=7)%JBY!>2NM&t=&2F@ zhgE;(9aFz9`ZMEj!+-qSkfF7&S~r~^B!rY#(^lD@mHIAqvX?>$=ygHLsb%R*;b1IQ z7i`f+V9-f%_*Xgk7Shzu0eE(}gP$Wt_Rs=Zc5~zH904d`xG*_&Fp77SInfN)jHGfp z6X3_`S9U~BDXoasQQevCe~CcXiDhOr00upMtfBudFO|BwpE8hy3ZMkz9G{_ha15KM zk`<|u zD0P5*lY8}xByC6~{m&{(o>MaoIFUh=Pj#`z{rhy!!L%og*`b3{R`Q3Z1%-b3T10xsH>Y&{u8KH5${@ z?FA?=mc4?lm_UK$Gl~5?TTWERC3CX@+ap#>Rd0a>t`P!TIODP4f+Tb4 zv)jW!Rq@}HP*nhQ+5BrlNt{ZMHlZKKU%#r2Efc5h@yg9;xk_9T;nD2k!@~qcx{c}1 z?2TCF984ch+!AYO3D^w%jO|mL=!Qnb^kYe3(~LXb3(=>lmC2z2Q%Ei^df`N#{(jcb z%3H||9RKg?myD3#&tCmuDUEO3&%y>mXydAUd>Z@R5PA}U>&edW?injWL7+N)DsuF| zhVx`BI-M!~&x?Z*FyKrH3$#}8RpHwER+ zSkR>7!a?xsMT`M|HBYp#Nhd9_ZYz9u{3F)nx{h~L&AlO~lv$^v`>4)FO$*7lck(Z;g{^zS8a> z;efyX{z1!!Yx$2}jGVgnSO{l)+8sIo)%ZqiKv-&P`_YUk*g9`*L;82eh~^JX*UC+U zKC7F=Ont!J$-xq`Bywl+)_1Rh3KpL47F|gc6-#QVyIw|wA|=OBe-<4PqlR|AND2G- zMX3mRqf4pPqmYH`p2rTc<#`gM+9lf^Ln*Dm#-?7QRC1Vf(dfc38Qi@xmQ_@s@$?dgn0e)#{@pH3tYBi)jNi)XwB9@~BD#)e6Re|LFkz0e*+ zmZLHdWo3Xn7#NZ#{6=RzdcIhCY!E)wcpJ)RX8IQo$jJ|K^RnyhRr-Ty*T{v)t|?cD zeUUeS(kqtIPaZ$3vXOnHKZgi(%-HyEb6k*vs<{n>Sh7sNp(HG-Qm&QR9eA?@_}as! zaehnv#u8u7*k7j2%Ex7}e;#np)*VneO5h-*y^3lOShP4@af}!x(M75*=vSD$MyiLI z!!r=t@L7gBwzGNN>aWzzdPr*J;gVr~NEHRXlvaJ!kUaHi@s!^bMSNtlsF;`*nX-8a z?;r}rB0qB-Ny8>q<(CTU>X-1O!aqyXaRy(4_90f>&*U+c<^+VqENn(CdPniRJ#3a$ z=4?hSE5yF>VP6e&8oW|`n-;y)w4?^Y27loD=!WQrhjO2(&5rO(THkjhS5%z zQ@hlC_?#JA2tQCCB2UY704YkD&ieVC7we)>oXZ#Wywh$OT&f!H4M8PZxyTs1Mc*ei z@zL4;ENiOk=;sls8x&!yaF78%%#Z)@Am*?AO)FzHX~lbFQ^w`c#-y&xWR9nw15ndr zW3`&aoYpRB`#atXp(bXz{}$DXXoh}(nS_!S68&WmRD^i;AP!D-C&+fFfu34Bw=K*~ zTxLP*gip3reToYQF@tOXsg*3#%Y6lbmnEAlJv#x#^xBsW*#U4AVGg6)5996KMbdlc z7%Uh+DFgs=ZSqRryHNdgoZ&0OI3-2& z49C5$BSp{#dMZPuprd2O?euG$ZvdS-`~1N*Zs^NDKk{?r9$_ z8<_1UjkQgix43>Y!r}C5s%)Am62TVV)xl1v4i!v$ujykw*=(6!EtgDx!hTv6{ z%<$+6*tV|&$x-duoi1`@(Jl!HL)m;==X<&L#00G@+Zh9a>S1Jx8T01ujO+H9Y*|d3oJ@naT-=U+{zkq+u%5NC8q<#%(P~|H(izDvdH4LVQ}TtV+@*K zu~4u21))}fdv|?fWYBmXx;dI&E+I_a0d~UMEENKTuplG`LXeupqn6b;>c4#LrbY_`(0LX?T&} z6nW3h4d#+}lw{1O-dWAR`{S93ECtsrE@&P}FjPt&CK0ru-2`T~qKuSMUsy`akJ6b? zl(Zm=gk#x~8L8!10|?-fV%pi~-?Nu}+1)f{qW2R^4^re_ zVaLG2aIO7tJeG_B;-Ns(?`X@+WBg}OFr~Z0E90W1KY0<`99X<%p%G;<#${K=4xV?n zPZk;5ZgTEx0wPN)~7*X+Y{gDaVz^Q4|h>Tv%Pz z2kIxMn(5=V(U1uJrXdj$%>})<6!A^z`~tIjYK4)80xQ!~(mvgmw274RmRtS{*xR&Y zG=h$2d0%P5qYu?a!BJ_Hn%d7JQp=^X>tWQy6chv5xj1JiqZ^VVY^!{eJO~2u5~@`j zP_$Q3r&zpv1KfD*FAux#iH(hp8W!&BJu~L6xrDEWs96kMIP@BHaT!V+`r7J+5dZp% zb7K#Y3;i(tsi^H3RoG^Y1<@uK`YJgOVqLr`#Wlc5DF@Z5fxVO!by&SJ7HPNNr#6G7 z^}LG?yS7~p(D-Q_IM*j~TLQqiM;V$UqzRdS0`n_(>s9+i;j8b%=2^--@_3=R9-OBm1 z@cB8UZALOPg5h+)H#EKOYTzxXaCr;uchB?Ux3{|qugMxNgg$gCV>G)}Vlng>xgMHH z1h2W{D|$Z;xc2>H)=0fzvl{Z$N%EpKG z9R-Xkyi9fP&a1|^m*MEo)LV8-4$jpR!Ebk;9lYY~Wy)%F>vSnr6FC;Natg~PX%drE zWjAy?i}Fu)Amdj0nZtPuD2Q}0Nsg<;9D#U=Ne56*Y`V9%Pir`by-tS(r?3%bBid_J z@jqysE-pOLelcs0QfhMJbC*h88ci3?Kr}H)m3h!7nMC4stGqA5fD7%TJ;B~}9n4q} z(`k!*+_^UIrkQCPLOe<=?HPABHoUCqJGbTdUJAUw0CMCOKV{X!iUj%Y0vQUae-1InrybNqrST>3hBBBuM5u z9ZzCM=UNmcn)EQN{QQ1%MK14;cUxbkITQTN=}&}~X3Ww$_!>m!Q+E-@Ha<0Op5`+6 z_G$Ei2a}D z2#F@P?t~4%!|R!{xwz+Yvu>Z?ZZh_rF~jR(HAB!yh<6*hx&*s_70Fop>DB2yh>fTU z_u?3v>@ys4=diS{%oUMU#u2&9q2LlLU8PV+ysY=9nWvsSSR&top9dBa$M@CqYBT3r z&OUG09otV>o||UAKM$jt8+r(cc)24RrSNvG0%`7dcZ0V~;Y5J6twh-L)D}`~Ox4Xs zV14fBXpeOfI*^q!x_JjoCQfP>^A2TkjQIQ|?9U791mI~@pQ~`_(NlI^665Gz8vRN{ z)X|eBKXb^4uTQ`eJGr%&z&8tj_j6c`xj?#1du%%+GY|_EbpYFoJFCr)p)qChPTV-p@-@@2gY>R>1ia%b|867fwS5tpj;=pLYY^} zYJCAG`QV+GR*Lt)q_^RW?lLnf`Bz-EP8TvTj(47HeP?wf(C!;s^7d?0NM=<^pXs70Yti3`oAm8cSA2Mkld9?V6cHM9{rowK_3h#5RIU&oyU3>vMbUFznVM zXB30S(weys_p%cgmv7{N2vX8s55^VWz_wG0OsCdPb+}isxBElJRSc`@}1k_q#CJH@wjqw=a$=H4}~;GK>GXyGh6y*q`Az z1R*^|>BU#`p)ia8b~`%EzFQ(kTCdM59?N(BTQ0`niSG0zx|Xj@pp?6@^0d@5=PfF; zdKMI%^IvNC8JB^oBTvMsM_xI)`+!6tKJfjnJQ82TZ?~XJ8+&@8zC-=aIZKCr<{_`A zx7#&zva7q+r~Oa=T{v zar#$zjfp^AYFMhownE^Dk+7DVX3rMI_u5X zVt9^CAR~Q6NH}T!T^NTumy)x5Tw+;-))#LL$94^|ALwzcbO7eh*RN|>aUY13qYMc- zMiBttz!_canGcrjKiI|&NN{xhjP0c8f2EL#%8pyYo~+?&cQXuM`RWhPE*L1emrTRC zpBQ3|G9IS~cZJdrqbD&KtAkUwMHb}gLUOMN;O&|7o4L z;=;HDW0tnTlfC~|S;)LSuWE&?)H`jt>NYk69^f}=n2B!g0?sES!*CJo{)95n^*tHeeHnJea z#jTt5KXc5-mI>BEX#6!8wUpLL<0(!)V-~V_kMsir)S<)YL~CvWPQy0dO_4Z~@!!(o z0jV!ZOWM93Exp!rX1qnD#bf!#PO7JElw7b3@vfaAUM!@Pu@-FoyxtlY*oDH49Lk>2 z;QOs_Ic1<91De6(w~=}#n4&$+b;)d=tBF6hD{gRsxWI1+z1$c$3uc0^TQK65$G9ph~vt%$A%7So}5)SX|h2rNH^oMpnGVN>XGC~GK1d8H|h&} z1UL#C(gPFe)0WK-P3Q1rS@KSfETUyrz#a-RUnHoI`KjrY{nIZ#fb4O)jJf`!Rql*7%D)V0y7BBrK;`c9$?mL+h-7_Cg^^ zsmH46*-wabu76!SS|N|AgtjCZQ!q9ochpt5w|HmWppLk++t8xR%;I}5YGDL<|5ZL+ zD%IzV-hAaXlx0J^?S~S`%O2MRe@Lid*w)i@khOwSW;JyzxtlBPxT`Q;2hqSWkGib4 z&LHS{_HtE`#<)n4btUg$^z}91BH5LxFrRVOJD}UoJ6wKk@a~IroZJ%!9GcSov|C`e zTX6(5rkNVy5<>M^=^Jxh&L$@VR~$n*H_N2f!*+3RhhJ?`0aKHD>qxohS(kN7lXW|z zHh-s}$-YE1+-52YMwD8oIP74$_Z*x=`RPRq64hi4_r>R#>_F41Xd1Me9*W;5=NUCR zCREGx6f~F-V5Pn9w2=G|)kS;R)CggY@K$hCx-6#NBH9z#xxLO7&uf>Rq-<)087^<) zoRh2}%NlmhYR6?k$CH`X_+7(mNWj%lT)n5`z4MArZ&)njr9zT&nu>kCvE6iIC$4(M zfu(u~o=g;}Z$8Z;xMneur{bm`yOk=rcsfd1B$B;d`Y}5^R)zJ(cInpu+&)U?G|2&-;;Z& z1cRPer?LcYYzB!h&xLqY=&U_$8~^wmR1xBixtr2T%w4TG##ENpjct%?Ykf7@zNl|= z72($2KFPI3%yAAmjP^~Xb(Ml4RI}$RL&>-_Pc1F|es^P&&Ek_RCi%Kz9+tzVNyuVZ zLbFf+u5xSmIm&J!BnR5lkQPw?zzx zd@X_m$LGMXF`@PYdxV;Lk#xp11^SMXmF$rZu^6=lY8IFh3qb`OnK zl9LGWM-nt3Ka6z*wV=%rtKmVha^SRmDLYsNFvBCPsT@8>jgiZkEcvb%)FcA z_<~MbNuKW-_M*6E*SDrdE6LwadV0jlp^b)3 zl4G)@Z5WWUAzL;vW?`FKkk^<~^lj8eAY&}!Oc9qVCBob_9VHfRZ2ZxaZ!r*(j=pVx zK5e9gk<@=HahG)9(%$z?3WJ47Q?GVS@usX@<0iC5Z0^oBH;kmLihY6?^liY#FvaR$ zW>Os=A>O2iS?Q=bB>WV%)iJXWm%%ltYf!yh0+%ESle}A3hrAIXGHM_C5XQ!_QACzC z&&OtLT4|3N#k!HTt5cM{vusPOg(0fS!Q2=8{s>#==+*vP9-VaA!@<1#^tSxNcyP$e zn-7&yjz4il*-OI@#4ETg1jI5nX}2!h>e|M}e>a*{GZ_-iq-t#7sC93)AR&}r+W(jGJvA+Keq znP;?CaC+N;&YiDXNAze>+qSC3N`;kEm5_=qN;XL?dXaC@xEt+BhK;!WXHZLWBeA(q z*X{D;KL`ATi;MfA{VgnLMY)Iv8yOkF{^;p>k19H~*AYRcFO$qS8o%?Flyn~chI*I= zsLP9@@`?<;n5HBV`PXR30iBP&LBT>DMtew_Vsf=FA9~S_2Ax75!no>DfC>(X)gT%2 z+UfePvu4+}WXq-_Rr}SNc|~gfIm2JQhG8Z_Tbw8gHIbHBt461d#?{^Ny^1DL8C8RZ zkO@y0d58B^y z!u$EK8K}p#;<~<&YrFefQDjZyj?&<^A=o%m8 zQab)vua>(?1FjwxuJ25GAd@;%&aRMo>4f{sLk6M)uqJ*ct$Q8Q1LwYdKb&O47E>WK zI5tcRF!zg5`+I4W$f2**0A;?@AKiSflFa+MK#4E!*xe5C_hJ3 z?9r1WCt;Xu8)0g0ERo7dxr07A`J@Uf)jTdWz8?%GW~6y+w6!0w1n6SCx|?L8zq_uV z2B!F3YbQaKHN9-lm!69%^1S`E=l+DyMw>vBzYk>}_H$ILVavl)B$KdPKz4CJn4`Ew zrMeXG_{n3E~8GSKItYui3gHj@&pkDB^5^Ej^ZjSD4BA6d6Wuz|f{vA!Jv z22+O!|I#4o=*jI5*~{$_m$5;W+q-2-e?Nq%=sOG0R$rKCsUo>^^(XEK^|IqCr&1E= zbl5rhr~k7WGOSdpt-xn_+`)4PPp89U{*RT0Ax`TbX#DZkIzOANl$ITmKIZ9?yPrF# zzhPcXKAG0Ym`J#W#LJq#pEeu~@!6$UA||2U$AV>?sE@R{>4qp z1?xKF`PtZ{u4%Deuh!sYNW;J5$8Jv045{Oa@LZssK3E3AWYG>Yz#P?Fj4p+NGHy|l zy$ch60hlcRS=>()jJtoSa>8IZ-lCqo^&WoN z>V!;g6|7kno6ov^ZKcUm)vMNQC$mutrwgs{9{1H^Yg9rUuQAo8#&Z(*5i&)|7Rg1jw^j*bCY-WU-&0q zY!?fgK#R&ramd8JdPN7^Cv(h|#=uMmYCQ>wl->lLui!Wpm}o5jKTBcgE}(#`Qy$W~ z1)3zZCT*MqAcq5rDBzAFlJYsaQP9hDo5`jB@{8Jkbv!ZTxGdBuRx#>xJMwZTjV?Hc zOY~XO55p>FJ1$c-K4!70Uxnxj5*cz)?IboZa`Y8r0-tX|33c*{H)XCbte|_71RO3+ zwiyvNV{`=8q^bG^_iTndPR5jLWlCmOjdpo*X5&_q`{DarH}BeBh*uJ6>fec<*@^Xc zX9Rz)rWL19D}KYHqPm)OjS`G|b$_pn!2dO|hlxKtd?grY`4@yjWR&sUQia8UDKE}V zUs_(rR+qS){<=5(%gaEZ#R)eA3RZpWnw{}_yKgDsbcsHM__zy8qs1Rt|h5<7XA4LZ}P%-ThK`V zT-VFOkym$sbwL)6Jvl@)b6N|s_K>$`Z)VFL{ItsMv5&eB9-o;B@Uho*j!RFCFTNOf z6TZ8tz&n>~n5pOMnK7p<64kIAbLwTvCLF!IXtu4I$XuNlU=G3^<{TsE3Z=z7;s^pF zv#AVO3FLE>SMO=)cT$u25b$obH&Z=eNa(R6WatlDG^`fe#n`zoj$jLZ46x_Oa>FZV}udd-6SUD6v*Y$EU zdU@6WqTB5(V_?t3NlwV)kTWuCi z)`k;NX6gkG#+^2Gv5&EwhGjIUV&w_~&=}8nNAUn>LlN^@GjcM-YcwL_&SJCIRrOjV(X%OhLIS4xmF7wV;(f3LTjiz2 zed6ZtsWyYrM&0W*<$HuaV0qQ3{)RQ}ut8V_8uG#42}ie}QmJ6&vcHnRZ_K@`YTlfu z@oCFi_lIkh*2zq()N0ju}{vzgXfZh}vIDeXVyC@VR`{I%|o zQ#$n!?6mE02l`)$P-rAZPDI}}(eMAZ5EAao9%NKbcgAhF+uFz+kK~kg9&|&K2#MND zmv$z;iFNtBs4gc$!vrjT8m>F4IrDwIb}e{DS*I#EgARHTg61zDuU1fujej;Q*7IS7 zvqoPb7>b;nc~n@anyq0}qeVw~g!!QNEYca7c{gpqQh1-!R9=o08Xt@k5pIz>{l_eW z9$Vl^XS`6qYqzWz996{6H%ZdnHWHbDjl;vV_wd$)kU?{Q>KTu6h>47Y+1W|T3s1x& zsmb}E*85(u^wn3PH$@?BUX{e8O6CxR6vi3DXEJc zt==kli@TRfu}uDrvfH-aJS4%<_0m*HSB(OYtLX)3_~E!$jbH}ig-?Jc zuA9EugT`Hj8~WSVv)E|4oT`YDu8*0B^Uro{Nb-Ms24XW1fp=xs4Ar3*vWY5%xMn3h zgYpx5ISK}UG6Xyci%8p7XHzIE$Jv*Iiu+GVT;6?XbJNzMkT8TC)H#e2lMq}TRaQyK zcXy@ZGEax=)yy<>tYYNXc0`0lR9sd~!Sf~S-pN!L#kxF${JOX_3Xa2A&P6^4<3t!1 z1d_-&n0uJ?L^Rv$`bZ)nm*!OhMwyf`Pz&=@vr79$7gB;>nUc*XAvwZ3sEB_q#wcU|S<^hL7|FHnw}MW#*Nx+WH9OZlbFdWpxccoJ5PJPF6} zlwLE(*R@D>s8`SaQno^&9aTs=mPLv1;2`8_P{AFCmV0ro7DL#Ggq>*Ze z?moc`4_yg<-!AYf@8&ewcR1vM!YNCRsq*osLg(%iH)n}H#H7toWTmyk6Z_INPg?XE~ zIlgfnNuw&8+)u>m4xw&`#f;6sm~QYi>@HgEA~9IS#8vXb6ZLyjXOg9aF@Ye4yqSOx-awnCn_Q% zz1dBrD#`G~Yb-0R!zRQ=muXcgKou=p58np_LpAIK+Qder`>i{(_a1aZ*NK*`x9AeE zQ(vy0L3S&|nFPrS_C8-b))%Gcu<03F~|aEGqu3< z!qj($xR392&hP$}Mb%2_SUfKS0fmke$2DEr1eV7` zZ{9^J1EdUB9W`X_1hl>U=HL=|BY&Je7=1E>*j+zw8E;>!{P8rYz&WHhT(y-r`EN#( zD)Ibg*>N@C@dQr9efI#1STFP8&#Q%CV?`EE=08uvB17^03)jM(zFGqHwVNO#h+BL9 z^dNpj-B=BmBeN6Oc9mEeooxLDGYVw-U095kd5EK-qnM{ugG)#~*VTGnG3zya#knC> zfojX^sjukXL|-HxzxF)#26p6%9D_&hFvdjhAb-OhT;Hdm+(&Vc2 zTxb5uC8;Ra(gs5{jwwb;znWfGZ`efJN~EY$whB;hEldrg-G05W-;J!3-Am)AGwPJ~ znu8|n^V1oXJ0ptPn+*M+aT-9yZBU-654=Liz=FcEM~z9U#AY2ZwACgTHY-E+Rqgry zvNd~GuI{Yqj0u8UTc7d1zlR1*{^Gg_1M=t`<5q=1<2(l6iW!CM3Usg?!jQ;F*}kR# zdRR)_++Ash;Zaepe$N+3sbbIZ(+nZb^D`4DT|T6?>+c;k-X3%2wW`BTSIaz$>& zPrANMrXqm+<|s8E>BlM1)l%13&7?9z|65ARW@^c1Xzg$VqD|bGx5IoqU1J$j=Cx)q zjf9o-bsndSVG8+qe-|1IP?O+|x|!0(9U*>lSJyx&0h0c=B9gryT3Og({kE>W)vbOo zWo)$LE_cDlsWo&fmF8Z(e{p=iFfwP zuxt?g{%c;*Sg*znGH+eQqQq9N<}6^iZmY&+^be#!R_X4^IVA*z6?S_WqJ9An@N0<< zwOtB`c%U@V6BSKu;4b=~uIdh7vT^b`Uv�`O0O|y{%7?9bPZHbjO(d!g9<&P{JzL z6(uMlb^A-Ya^FL8O6>scSY1GC+H6VydUq&s`$Nl4uZ!LVi{4)jVSG;-hJDWr6NxhZ-0~CY=_T8Hdf}Jmh(O(117vFyO{s&;n9nBs6d+q2@GA0Qnr!N)UkGu{*@iH_LBHQ$mTdUC z$hD=LvwP4bFBk6ZvqE(w{2Px9hI2dDR<_fjZ}CY8#$x%7hLp zYS*jrHG~ztnzjm=Nrsa`k>^M9Eb9ikRFt8(6iVqbEcsc-qFWAAOMR#4K&(BxorF}1 z6(U`N|1grE;M}kV{8Pu`8<+y$BNGQ*8pBJ&&^NDc%V>gB8CBJCS12gFJ3etg(#Umd zN?33-ZRwMWKpm|%dsOVPOm^Wg_*7JqD^_~TmTc5?@&_fKrT}x~`~r0cNdzZjQp53P ztD!jbh(dy=Eb5Ol_~BUNIN!u2HPLBZ4OhK2LSp!CH)@D$9Ww)13zq2jbPJYbT*8+Phg@5M1)gO$wgGzW)l&P zU8xASB~kd~yj+yt$Jfs^L)7i#DDgxFkSO|COJ=>le=i;?pWud%YJAyyg}MZW1FiRi z{elWL7`zt$ajOk1cu^sci->2IG8YZpi5nZ$coASEl3dg(7&JQ;HHfFqm?P?8!tU?a za+gL@(hMQBI*NyEkG;%VXzZop+h`MTGNI{V4!?zSbOpTpb(*z5Q%@wh$Y{#jus-hH zVQi!{YZuPqUc;^Wqj0@Il+wIJpND>yzF#$%(P#@eKN@#+D;?FDa%o&}mm;e{L_hqZ zF_>2epKs*QxB$+f1+^d2%cbJdQR-IbHS`blUw(#>)21X88HkBcQ2Jy$IF?!*6IBY0 zWL#1-HvYNUhyimk3Z?BYQuP50_sf zE1GW~rFdQW`dBu((!wwHAAGdO%hAGEd>7U)s3 zQK6jzpEee@G`egEFkEzs9tLQ9cOr2fbl(4&T%I&d%^rDX=jZP=6}>XP@0z?IrH=Y= zpFjA$PM*J@_Pnn3Y`mTuu^!X~sismMIsGzQS42~~PiEt+BFeHK?w{U8i0VNhqcA2@ zRr?m>onJ>f2!1eB-|v%7%gBu+S0KdwvnjgUjpapH#A5mfu?W0jALDh~>oN0;dlJImml9)4Gr$#r`lbh3N-pd^An3Gd!QI)v z!O&UY<-PlRfdqvYD9?V2#?YZc=xO`XuLr5<@DU4)vX%h0w*l2Xd7 z){Zo7882I5PjSp#8n^5bqS81;@t7xN3}`=vd*0cw914qkfGq4a^1! ze_ftOBX^YJL<#dXl8D2ySXKUA7>fLw8Aq>>pAQ%;2I@v;v@b;d#ZJYKW%Sa~@B0tD zs+{$uvG(JeB+wkqfGIlnD0LRLNi3C;IRDJ5!Q4HlE3~+B1h~8D{)O6KBjDj;+lYru zv@JUbTGd z0g0;$q%fq~X4C0A-nVvZ0l(x`WFeO-i$|YJk~;m3*$MnNDQ{S5y#F?`T3W{vA0*p} zSOTmCg_A_3uc4aob&L)tp=>qIRMW8+`FqAP7&s|2@vwG735h4qfm_`fXL*cQw{cX91fPHN;|e@-<8x;oHu0n#bn{}~U=2sF*y_76 z`Vw(Pp`qbmp5TpaqUSt0XQYl76AHhC2jOP!f6g?AuQW1H*siQF05#b!G@D%_pO zs1EIp0aTHz*~OVZ_jEP?;bC!vDFGhI5u6bHA5&)))MneY?INWVcXv|Ui))Jq2<}>3 ziUoICJh&7uP%O9?3D)A!;10pv-J$dwo_FK_H?o__WHPz0wa()_uEDdI1l8s9*A9sD zd#O&(a7;?h*+UX9l^nC`taf2N`p+zmjV4Dv7yO1Q=llNh&J@dYFQ9~T=p4zRe(qq4 zl<>FheMTAW#h34jJ_9Ms$I;1%2iXA%m+#q_x6Az-YJh{iO2NX!u!wr+_=qf6#(qRQ zOb|xD-Bep@ixn>M*PbThVBJz7Qo{<8`HaOqs-y2RzZWe##Q+kazYSx#@O+FDmjR%7|6@zRG^$n>gv ziM^_@Rg*xx#rVN*o29*o{TP?(_iYOWHqkc9N~9dI_Zd;ojhF8v15alLB@EK;jzS4D z;>Rpziij?;E_lb*6jWn*XpH`yW^-unqd)h`x=`q7%-bz`P;tjUX^V&^@9rt)4t2f| z4g~V9&K-Rga`Q0ITmn)CeL08Y6D+L%ld7wDIdy_wy2ElvgSG##Q=>t-A%`yLsl{iQ ziOBK2Y_gSyTzhjXTSG953|>@0o3r23^biEmX?m+lba#=7J$pd%7DS(o*S1=m7D_8` zg`K)-dEfGOW=wEAsF2>mhSoY0+04sN4ACXp|{U4{unbtmKOdUyA*Dr;IzAt}M$}>1K@pcYH z*slk0HLNm?rSolCms^(c(Az&yJ(jP1_gH!b`C%k1#F2#TVbMMhN(Kk6vqZhp!3R=U z=qNys6;0-Msy1vM8~WpknebS-Ekqs1n*zo6TH9~1t?niWU8sqD*|)VQr2H(xm~U?{ ze+8UVr8f0EcX0%guea8ByacM%-xk|j^*8H`cyyXP!G&_LW4=TI)Or4(EW~LLo-|p_ zJ*s)wKAN~YIL3b`49o3)5bpFhZ6Scn9bxKv6^$Yc7 z*)+hv@_NS7TCSnB@P3#P_6|X_iCBxS%snbBOulh*oSl3cgzsB1xFI1f{H-`~(xAfV zTNaM&hSF#^%?r)RMCTyejW!RMIU`2rA#;SiLO5o{lrIN!X~x&G=>F<9F`2&exl_?E<*jF=WmHqbxsoH&)!1zYIpV z%=G_)@dbRk>|NYX_RYs1^Z`hW25dtRrt0wn0HG`BS$BT)zcggd}x+^0A-yN z&8hrjKZ}}GbzdtrTB*ymyLjP|!*>jXIy--;l|U73yWI3^78aB27TC;wngM6ypXL_* zotXXxzteFFfmu`KS_YUE z*Or4$f-PQ=|8yh;Y4A)RUt_6Tx5m8&B`t_0TIX~8E_wgg-U=9fo5xxIHg)}QL(HgY zAajNZdN`HNo3RH1J68?KPwkw!c4iMIf$UVSp_w%vK9;ai<^nM~HjEQx_ArXjB&Lje375 zS=8ec&`;C{3Q`CXO0Z%8vQGX$@=%`GJGj>8b{@U_C9mpkequ-=BXY~#{7R=Y;S6rKu;}?oOa$g3 z$N|b-KvQ$i@s2-yJs?CAv3_K@$w`U-k*p6to?%@!)tU&%@U2=fzR7IKsoxHEe3o7^ z>-v;9v_iycQYjm*@iR1Lsmd|Y4JnAK$wh2c>36S zT3<4I?^;;J?GGJ@wg=ig?zhK%_`WLZ%=m>XnjCP{5{Z7LSK{8dzH;0`(~ z@j`Fr1(|!)-B}7EEzua_l(ObpKfjNIhsqYWzEExu7gy~CE44|geuaP0RU$LF@;3qMZ=p*~VVbltp8q0h!kyA4;0RL%w+`JDdSQ=|bVXB>gvYbs9i zo7gmq9#IZn^geesTe-xNrpTfT^|8lzV#&!TGc3l}t~o?Ug)TWRwzsPnTR%QMX!*ND z<@#H~W=${`I&0JL2umXNHSF60Y^$Z!7Jp2F756dTMAQddN<$Vjv!5%w)VV$qb=mY3 zY(}w~7jIgWDt$+%({;K4=J@y5n9>EUt-Wf<=Hznx>Em9EueOU4#ejoleg8Wjsi;Nd zyz%l~XHdRuBV#i5WW*QoG$V%VwMBh(Jh{%zaDC@5$B|am?z&qk6tohey$UW3dO%XF3Z7v#e_+!w5LBwpo)|*ad06(cL zjr8m^7uFr4$M($-r^x0XcH0%MljHOxL*rC&YsKsjadb)IGC zQoeKRGE?u(>a5PWOMI|^Q?L5#W=8baw;%Pa>)$33Tzc;c-S_tqP=b&sh#(Xgiiy+w z=ec%#h2a&4nent|;d6SvPGzb+SFZ-&>BPqo5ALy<{i3@=VU?lJFPqQRM~o9^rliPW z>FiLFDh1efvQ3(6XKq^h=8E#T>ZyJ?&M@87{XId~y8gE_vp*V$!5Y`tI`To4wB{Gv zZ;02^qlU-K{l%Wa%`fTj=)Bw^t+T(ye-ZZZ>l)CD~PD4Fj$SHQu&RUFRNFIYr4;gfj)0{`~??&F{?f(c{Yav;J*QU4)(>hS4w zwS71MCWAW7na)CR-qk^lB1aNee@SUk)pLOia28KrfixN7{5#1`hqcex6z=2oSI5n? zezJOcNZDxHWj>+p!9(I z^R6A|{aI;nBPA()+Wi;X_EWZ2hv_14%aO#zm)zSvX=CgOD>=abcD>r`+Ih;E(L%3n zaYn3QF3q8Gn!{LXqYMSbCn#()M&cA!CFo42k54_Yir+9(+fMdeay0J_a=-{LQf=Jy zdb`{_)r8rDEnN?(C=rxW#Xk#8{N~&X4z(}~t{3X7P}UL57VIDo^&5B>#svvx$vYBM zCCKW|ea0$D`y7_k^5vo@>ex36I(TJ;6`S>LgY5WkCq*g>!|I=oA`VbkL(||$(B^3fc zPDaGMt}4^HofhXK;74c^DW2Rogi(4R8c375pYPndl|nHUXdiU44t##Pe)*VC_8&Qc z@F)Ca1Kxxb9pT~uqp;D$J86y|muG>+s_nt{QQd)^$yd4M-Ff+?j1if&Y8^xd@D zvK1-NAoP(5qd6xw@a~N61&IAAtLy1ALdqysHc`} z^-wYqZBK|ofuidtmH}P(&ZJFt>plYzKNN= zhi`Z{84`!^So~AJi5OaIy1}(EDD}9@p88xV#6cxRRGFX|voJ!E4a%nd<#I(`chc$N zB2~jVYmWe_*31qudrk%vd1gxZGL#c%bxgl=dsE`UilS+wY{nZ;V#A=WKEea8k{=Q0B5ku< zum!$<&HpYzPjp4rzLi2whD{21a>7Aj)m^f@;ZP;VMp=vziOts^_~V`t-f2GI>OaOX zkfvVJ7g+tLT=cWjF)No=#1m#W5vhtxBpUuom2=J) zT;0trDe7sIv5lBF#n>6(6}rov zUY5xaFGN~H^t3fpN4;AJJtmA`(6OoKj*DGmAlA&%r?(ew=h53KRB$oAzPqcV?*xNW zs?tI^zE-pCMZ2D;+(7k9(dW0rubFB%XIoi8mVE%V6WXK;B<7^2vZszo3+{C8?J)gWnX|YOD6ks*e(s9R}q|d_TV7gFuKNxiA5fPv zdwvXF)~*B)?oM)OtQE$^Cbs?y`nEKpCsN2#@Ep#)HatpjkJSJCSFu%9y<&ZMG=w8X zJRoCB;x-^SZ?M|y+Qgw5zpldM_<(w1JNeZRwiO{Vv~()x&orn;%tQkK=_?=7r-v|L zhQKJpwmjoHhev_YrFmgFcU9k}iTMrWlZvUQ{iTS0J|D{>>2!J_vrqgCumUn<<0V

QEG;cqg@ zpDMQNS892dzj#Q0j3JatZteC-U~zkXYSh8f*%^0@hmeu!sl?dzK#z}E6bo1^*du_> zC_i>$T&0MK1nkPJo?^`uO&56Jw@tmpeAh0T&slWEgS<(aN1}xrWqs+oI z3M;S8d-FP4yOl9@@c&W>nRU8(h0^|V`S!@{f<4qmBm4#d;+aqf9$=W0oj|;Pb7E>H3Cz_H{&f^k;jD0^XqB>bD5*Bw~Ahye(G07h*; zm^^lbeNsBwS8LF3oVU|AX&QK+j_Tcy%XmV~%`=g*@gyIkgvg(TQT!D#RICqXL72Gc zmuI!Z7C%)lt>CXOf&)}J=gzvLrafnagec8ik1Pm=_@vxbB9b_KFYpM<746QumWNx{!`q0OKPn2|`(Z-?aqXFruV zGl|(|JⓈ{K=HrBunR{{6F)izm+isBwbx=56@s)e`oduo==P+a3fA41AedFrhq0x zXHuHh5ek^GgGO_J8}K+H>Zk~+?jT}3Z@2stpB_k{Moso($&IzK*FlRZKfjM%jzL#@ zxA>mT6JBTz=^sn261=odQCk)3-h6b%ar@cvWiI_?0c;_Pw3^G_Fi|TaXt}9a4bsPJGm2Xo5IPpDZnR+H3&W*5$o71^}L5?u^0A4#BNjW<1XUA!L?}vrFejLuF6|#4}~SO7^c8aWItH&!!(=m^H~W@$>{09 zz7=ugB|t|7yID|rNdgwwRTvJx6fkYkTt6L6-vb?f|IVhVX#dR!Il|YeP&N%9j|rrJ zx?*n;u5@t z0SBnJ=QZQAEty;xetWz6b|37I*kn{xL6lG$Wx-kc2K3F3Ap%NJb_WW%2dF<@OROp3 z`LjQMIUCrAAD*8tP6=8kDfKc=ZjC-hE5Z&}k+yEn=)IPqNMrd{@;GVC)d;rGx0X%? zmWqA^WNAcWg)X29Oj#D1Ys8eCm9=CzEYPr;6iG-0Az<{dwd-OEGm+*Y`JR4UhRKNTq$H|5Vac%l2M%48Sqc(!vLs~(Dw@&rb4wYO zo0SFsb{8JFRN%ua?h!o$7Vo{5kY(Ps1)H)(dejKFxBdQ_L|UTeWD~W<5AQQiEOU-P zm#_io>q5pTMLRw7#2PN$1xFECSt_z&&wuTS(=W|e`Kg^NrO-Dk3ppol3Wt}Cj+=-oy_2->WZZ5Z6T916FA)5lus31v6gF)YwvPg(Qi zSwXo$s4qo%NB;YbY=Qv=Orgq4okg5~>o8vuHtIi|NUmIc6OGW#WBud#__tn9ucojE znXNnDn{6*FaB@{P?~UwXZ4+iV|L%)ps;1@3K+GeN1+^`j?mzDI5p2i5nuTJgu1kmH ziHbZ+fae0ZiRJLGrJgO1gvQofobqpO8Ozw7cbI};D#r=`GM-nTK+_weJMQWg_*o=M zOztR{(xcnxC51ix||eE1F&n7K=K?qqLin6>^HG1 zsAqiaj_<(-soL_54M%pJ2~O}Pvf(=!yDPYmm>DuiMG3#0V3e_lD>OfU+I}J5 zQ##5{0Di)GpQ@M4i*3%29Pc?P@ncePemxFT{RhT}hS{|k>$^;P1fVm@N3+UfvhJ`S zbD@}bF0GHd#^=V`kvIub&r*_nB&(mfcw6)JuUwS$KzxFPT-qQ7Th9w>a3NmzE3c5?oLAm9l;(JpRII}=}95H%#qV(e0 zrb6W1T7HfeSO~qfjA@QNU40?3S9ZZIlv)m<3#U(?J`1_KOkVO8$JmVwIY!eKJBgR? zWyjQcMkvFFQxP6i=i*Cr|CQB50-hn{re@{t&Q%c7h*;ue@%ob6>Pfs0{2h`3KCT0K zIfm7j|Niz{S35Qiz0=0hkyWe~;LyzKRyXCBtVvx9IBGv`Yz0kS?13o7MuqA*CQ@eY z4JAK=MZ3k`fs!&0K<}Gp%sZUllMmRjC5KUqwPDH8`;LTOZ=j_CfO{?z{GFz|v)R+4 zTtLvmdKB;gLk5Ow1d0^WqghfYf)@ALxfJoD4wo{z|UK$ z)=HpAH^j%Zcl|M}Pdu`EfOfjYE}_gl-~>3}k5l?w+UNFvzjf?B6UjZzopQXiJKPY~ zJhq9G)+B7yqVZ$RyKGoH1Xs3%v0H>KAET<3$jT?3PC8tRyWM82S`zm}m!erGe(JM$ z`*_y%DkN=C`E&N4!{aYJ%wY5dA z&qJhb_6Ikk50*vaN7>gWl!J6|0tI=uX%H?q);@5bLl^W6$Bd~9oRdof++bT}oG4#j z;;OBj$3K4H`tO$-9OxJKOT1C(UG9$}tk-XW`Uhe-$JPmT7SThwMBDK(v=L%i3O)Cz zaGjJerb%&AlS+CZPa<(#(k<)KQnpTc4kmN-e;DEV!?WVE|wDKn<+xMq^Q3487InMzhe65 z6%d7`g#E-7`S3ft1&iIl?6kZ|V!tWTWPp}ajKFKFw{ppCY4b_a$xX*v_H9om4epgQ zoVtgCg?#{4lVWpUV|`LWzBy9oZ_sVej|H!coFcz5-8>_j#y)X%`S1>HK0X3VG0a4o zyUJ4igphjAWpJ=eIZpsU3*o%A4fz;$BPZt)mgu{~sYBxxhs_84$OyNeRC#H~yha56 zTZQ2O#&Cc+kvR)SIm1M~#H<4o<2~yAxA^>M0WztmGnB4gmgbz3!}?>zL?i_61Q8fN z_!A3UD#*d*w%Zpf)YII^#tAPZM3XfSgZ{yjYoTZ1`$?UkoXvTIYvb!#)~|f2qgut^ zdpy9AP*EdCl}Y~3o9u0FKk178_Dmneue&`W|2HcusONn!Hg?aL{D6?8mbIaG0(=pF z`miUy3kzn&PzuqT)?z1pv#^Pd`p#M8FP2GJ}`#Q=a<+sRu5Y;c{FBXZAx0OeK3~SKC*Yjo%UnG;~Skk3El5=Ey zm=ANad$Zrg2dRc)LDJdm?`AIjsz?*_%9IBNUu~Cx_U}hW;#(zibuRs_q`-oOEYif-f)i-yJ zk8HBJ^Ojp!8JS5#4Vyn!AhOuK^-DeG9is)Xbdp-y7fuAbK+Jp9=+1(2;#YROeUOZ@ z%?JA8G|<$Ii`~->0h>9|M7@L(Xg9*Mr7ejxEZ}gGB)wS_Yli@9yYHS3i;>HzNxwQ% z+}%DVPh8}=>2&jv)5RWAtD!Ko+Xh0%TeWlumipKj-P|6~b4u=i^W)}rlZ$hmle;i3 zo`DtPV_RHvQ-q{|+(j?sbXRNPC7$_vrl)Yq_y2=o&(GPXC&vdJ@8H;Xw`0TLppGHK zp6K-$zL*)D-C4?~1492!7dmKTYoB|Ab@ewnjiwUroDaaU`yN$) zn;A!UlS8u1oMAs5adpz_I`CwY6df>{Xp^Uj!(v7qLhE1>F zpj+#`u>+!Hzkv1h&0hUnDSyxK@aQ33BS6p=0b3B6rs96U)BHHKfa*g7+M5VBM?tx- z65rL~?fa&xrnFmz@;6{> z5bxy}vfb39J7u#$@#r;mlLTl9t{;4+J6tkGlGcUI;6n?dM?cQ za1PzqEu%NRogKRhfGG@enPX_sRgou?zos!)BiZmf-~k3U+`5B)&B2XY_cKW{Y6p4f zT>9rPy?#A59p)3@fG!Hi+LB=kBcpHZAx2cQG{muyisTP9n^SszKuE*kNcHEgbLl0z zALeXzn8k9-MB&n8AN#IeJZaiyt(3|z2~O`oq%4(Ej3A;7AF$)Q0`h!zzQ;H3pF-a- zd#jw{#BY%eF$=r2cJne|4i>sjnyG@tF` zZR31|AsYCn4g99G$w@Fr}fMB^Y$dBnq@9Ai#LQ|~M^u`e3PRmN+ma-8wW zj0-Zu&fU^l{yK3|rym0-XnD5%SOa0~&`qPPHGbbGs;G9sN$Bqk#igOJDoWf!oc}b^ z0^ne6`vjP+Qmf_QCT#gUD`jF*az60M&v8yR1v)_Cbra$W^3FJ0kIo*hECXswLj7hr zhJ@$wy!_2l6;t)Exwod3LVt4Uo@lmq=ROnBw)7qPiec{%fE{Z*Q8MZl!y`{TX#ZXf zyP~ zn<+B)+e#5_Wz%w4Tt4MX>L&2obb8@*n%(78doTOJogaVp5EIIIAY*`kCU>In7S zcFXrbr+=RJxDFh$!U+od0Pfp3yK_b^hmt{`lC2Z1K8AFfnzOVHO~&oo0;dK8uNYC| z&`!FMXUnt{%P};<1Vy94pQMITn1A7_ebQ_5vu#8~-ANuc2OT!QTom`__mrAc$6?eR z{lpxXqnlS%m*$LBy%0!{-fl{nxGv~y`#t5;G|K8@_22ze(cr6`ce4j1Gx3;F1;>rW z6nTNJA%wj6&;G^xo&5if7~l9f)s1S-$fotGUYyrG8Iee_nsl&gAEt)0nMpJQ%j`EJ z@c9z?v{hrbGh*C%&OLNxq193T)L#&r4bVUc5Z*61g7-h@TH*n(*DtSs^kw#~eh zkFDj~82fi|faVB#;@pQ-Co~KtZ zB@AC_D(+VbIhmSOdy7y-u%)Q&am=Yu{gR_EHisb@IYnkZW8scmon0l-(<~ztl(b+i ztj2HRxw+&8beJsd<~tK;Wx@GWlRpC-$96a5E5x?1WlFQSnrPLVjd5_c_kf2SI-naI ztBeDXr5#3b8mMC1oQ2Qrd+n=k0|I$`O6+WQFu+tWzrI;YSvtkX_aojSJ9YYY)~j&& zr1?~mfGEW2kkDpWG+nHISti3<83NK_b25Sm^#<|LO2N`>F3%~(=z^0z&lwM}5MzA& z4jH$V-Mpk;(;@?xW*RRRKDc}kDW0_8Pd7Hta^4OpZBFagPyfzTxP#pt;$T&RU)fh4 z(ZQTqlREvFKu2yX7*plZc9TBJqF44_bO>csBi{T%*efvAEz}bS%SNPQ@l%JnyG>(P zNAnl66;;G%QD?jpyI0{FVWg+Oqf;99lV7AW!-d*=`d zTrSRpMQMI_n5Y$BqMHZ*O9q_pmaPtaY$`)M_9%){l zuwZ+kxxMe#H8ZYQY<)EYLtKrqN34&TI*q+o3m1U#%vH20~A@PD@~O0+68cLx^^xza<}l$XbL zwOy*)((0-Lls1JVYtyyh*rSz#uAzzR0U?pLe!nVaLi`6}#NEq=vnxE6IE?~w8Ri`q zGOEW`zVhE1lWLR?GUV7kwzJR6NRrFEi$*1zRG0haynL|-Jbdcyu%zpvgnM?gSn%h4 zqPMKo6k3?d!{4oDv8Xannw5)&kDEx=q#d7!&*_OY%oc6lEq^XOcHd}RwE27|#J;!M z$9Hq|k(J0bJ^d}Hp-mP4HPXrs)8Zg{|B8gr-{mcd+b`u4&ku8FvvZKAS0Xt~zDH!R zgg}qT9t*uTzZ$z{{PRHFeDxpdEU$jp2L~5K2W1e4A^SDzHfNkDdsp4}eT#<<4m&pq zcWCY^sK&NeIi8B?AkOcn^mK)Pt;p(ZakV=(*tUXJ$TMIa%VYzAg4hyofJi!`MafFhK787X)tTo0t%%9w@PY>tnEdMRtmxP?b2zqisM`TRxn$PNgt_5wJ0j z&MuJh?`lary?GJ2lH{$?FSeMBmafV!*fkRfUTA;c-l^YnBU28I*@RF(8B6z^2NIO4 zu#bkCx#$yVb%QKQF@8PtV%g4SwbyC)TpfyrYyl$KY@4FEa^qeg$;%cttoxl0ghx@D$-iD9X~#&c6Pqa|1+LGu@7fT+${Z_ zcHFQK;13RuRB#(kM^sL8+~8tV_!G%h&T$fys|0g(DI{R653s9dgR&zy;~QVFNy!9UBWT@cKR~~x+k2ms^ZFY7d56JN-EGZeAfm(oGy0$8OeMaItjL0 zl$5$1?-e6h^()b|f{aNBf;7!`y8TjGx9L&tzhW`>W4){HXk2+_)RlkL~RsmN2?3tCvY+%<5lLT*EhvtxjE;|M>uv;7pLgLoP1oD=ki>AM$nA31z9Q_@P#FVBSJyQ( zx`VG>9DUzLE&7h2ukJs}Dy7>m(1d?;y}7c*vQg%IsDA+;Cti2SqwDp09i8o`qQSzH z2C(U(h4EHTmtE@}x!1h&a(0IuLQ}I`@fS=#NO;9?eiKuaIz?9Ob7S4U6)^(2 zqOP~P)3jmjbX#y+p_Z13BI}sBxoGZ;rw>n;*W04S!u@p_lOm0ipDMN!Cv^;))Wpr? zbpRnO0NEB=Yaj!7#Q&v^{$Fpr=Uf_t^%$Dct4C7aUbpna{?T~JG5=3@2hU74l)1RU zSRfN|a5fV2uA9Z8fVnUCdDw~jhuQahf~T%zWIGSZ1ID1%Li>BNs6}FhfC<=Bo!rbQWmSpdaut{lu&~Zo()_xV*;(x z`BAKmmNYyFwU@LEB!_}}pwOWeuMJgpq6&{7pAF+9Q4%kaiqMZ~qO|MhN)}XYxt-i| zPylGZf?$(95Ypyywg%{0;LKL!Rcj29gn4BrDCFsiEw!e|Pr+;pO`0y9xN$P2|%JvtJ9R)4Z{ zagq90_V@3111DGWj=r*O(S@RUsq`;@Weg;JTwj57?ye*Xsi=o8C#6#z5bvx@m)_^@ z%2IV?KJg@P8cq4c+4D$>hP0?ux!L_iymTU>!mv!9glso!-$M<7Z;v!hhN%B z7K1(b$E1rxnan_JK)Yx~+dAWev`7Y^$_=y)6y=7nsk6{LZgFg+dcG@uXKGq{F|^t9 zGVJEH?jBG4^Pd!b*)L&F6;6T`DcMjAHle$rkX)io30B=hl5{~t>@9#-JKSNwy1^Xm zDm;KPM_kJ;5Ti%>c{t5b<46-&-?t8(OCn|8}-j0lGg zQc?Y>E0J0bG$ohW)>{!8@$0e3cVqxs{5`4qR2J;%ms69oYL)M3(YoA6OxNVFNr(O-yZh_IP)a03vg0K7GS4Ex=d}y>Hd>&IfOUGA#q~qY(oU@c9 zkrD1i9$@Dn&$@p3o}F%aOi&V#++wEExpnzx_H7o1)IE6t&xfI%vkDz_nb;2h3Hb=t zpqmDkOhmBhJD@ZrRr~Sk%Vvgs(Mk5mL2tDfOXs7G6~CN{SIzPWampWbP+DgR2>nYO zbl!yvdPPmznhelT+5hR7H;MQj@l5AoT`{5y&z}S*;hk0RAe(4J;iajJk&@h{whlEk z7|ol~Rc@Bg3n*ZK|GqLvLobZ_P1;uR7PNDA7DrkP3qxymO&LuW3)o&lyCzd?&QTc$ z_ge0akxi?lr<0U(=!EC+=MfzeOWmGrVQaDC5&m}n4EniOk%(rL0+&dElr zg!JPWg>SKK&O^}UPR8r49iR%0n--;fw`wGr?B4Ts`bF5UK}oH@|k*tY*pd3?Ofo;v(VofpAb03tSch1(GE z$6>km0yVT}oXA6t$*Hu?nnp#hH>Y}MpP_V~Ea8H2^T=c0DA-X2F|MFA+Kza5BMaYFLT^4^Y-$oNA4(#(>6HhkuJ_P~J+RNCr@ehTpAbgF`E4!7$?kbs-Z`)h_^u zRcd2vU*-(j*ht!aBlE3?_g$f)tb1p>x^=~N??lb(`1l5H=k*LHJqc z_tSQ?4F20BjO=9Blf{$&Zsy`Vup1$Ta|weR!_ zN_k&_{iJ>tOq0QOG5z)Hsi+Pz>ihM-Z_s=!%%rxPP&9gvbhBN|%3c8f*0>)fI9ML$ zjV~5f9)i&57)s9eJL6JwQqmKmbylQN)3#xoC;8VOp(Fr=(9)M8?bUdi7+34D_vtRmn>WHYID+Y&X2~f) zzo2u{^R)CjZqqQj50uo5;JqJfl1C1D!3jV8dtW@f#U45@YUl0pA!&o7?!)p|)g$R* zSJtSRkN(&dMEq_^Sl|vSGueQSW&1r`=`_kuzDTCS?CRF!Qdkp2QFyPEg<_+kN`IQz zC_BZ+Zw-;LQ6resiBbr4Qr~tbvLNdusS{^1GWwo$IJ?|bU8Ocq@~hD5BmwP0GIFPS zDWrSc791A<0^zOu5J(G0o#uPi<}l06ya2n^_%fn#Yl$TeCiSG^I}rsc@}c)e4(G$g zd;}p$`K$yv!mnS+;!}iKfVwfI`686elFxDuL20E}%)@bvUD*Auq9=ByEbYAVW%TojU+i0ukN_Nq)r1E%T zn%{+2biFSY_3uDABAsRTvP-*V_B4=JPuCjz#>F6LZ`6+uQZ z2#tjL``WecMzFRL3z?co6-^VVq6=IY4KFIEcbbBF^nhbG3@J*$%ILhG2trUuQZi~XpIe_$A zZ?zByh00x%)1Oz!>p04G7t~+1j_=x@AKW2Owpikn!TR3(d@2-!(9X)P&?yOTs>8p| z-vGcpLc%>lLaDvT`U;c3AO1HftRMy6jng$`JJ|>swZk+O^j>FFGFQEyO5b5ri0Ir+ zSf97cbusxb#$LIaiRw)|);MgTA|L4}oSi;xeBeW?2dwvUpc3Y)Na*OiHDf`UT2d=h1lj#u3s06;*K5tOe&8a{xD0It=niD0> z64R_q!4Kh{7ei=`^M=*zd`#WEbQq&7rc+TY0PF`o`CGEHO|)>o6weg*Ly({mjuYba z**HyhqM`yLr2|dv=+w4e2!sbI3Jrr=l;XpRqS#RtxTrQIM5KIT^p` zhOW2(_4fXXzsIEbhE&Y5(vID2s=iXGo&KdOVs`rEkCaAwn zeN|{=^}DHMgSq#dNz-au*$V$^W=-O>9DY*VoCHnQe#hawf|O0N@gteleHAsXci|&_L)*@!{gAIUb4f{5xT9ADvbDzV+s2okW4mNs zqRj$4qG44y=0v<^g0FjL2+Meq0ZFqu(e`n4va)|gk! zaXL6SwrwK`>jBB@mOz^2DY#iXy$=(V@J9tfk8hIm)rRpl6e24>jN(=UacJ!LQu7_L zH51MTWnYSVMB@_=^x13D$o*>|19&nfJ*5i6cVb=}R7^7q@VMZdJN0U;FzIOi`QI$R zf`q+A@U)nMtRiUSu<2tV@u{49ggF6sRfB)dyP|A`Xh8nbW9bXr=(sw3`CJD281~M8 zhkAwh+0>yj!>XQn=yMEmZ7C}se)j{d{Et3DcLXju7a;RM`Tb1#PEX{Uw}nyc#a_+m z8aha~V&ciWE9b~k{^_rT5QGrCWYkRwR&6=+4s&yVdUG-hf24AT4;}~*Iv&YY*Y}Ub z$8P2wzA}u+Yx$WpJ8)_)XZ~}UbvB;mFO98z`n*GsbL9J?ekmWj5O^_3i5>+%C+-00 zD@hqba7uY4o*XholG^?e`QR%8bC$}jK=PbW88Pk+inIaE8KN=9=y76J8||pPuLE}U zUHR)AC=00MGM1f7U6|7RayIQ51)Fz{eRZLY@jWmB{JJb&qNNWisR;wTm98_B*=o@R zFQZ;haG-q>dod1sBaQ$_9$6j}*v?~B4d9x82aGP%6o`){VQHp1fDULjy2~(b^uaJH z1Y*{u3qE6yG4W4ED8Al@A1sNPe$bQkFll5ordCjJ7q2f#Sozui?`B4sLswSCipU+U zecr&;qTL69zR+9|ptLz5;f>};T;toTujZf-%9=9XTVzPWN|uimkC>~B9aT~ zxOj5RY>Z%$yv4TiaSN7ue|m<>7u`D@L>b%4DHZjB;86R++}j@&7R#mf{*|+p*@6rJ z;6{mB{QHTNXzv|rfWgL^dRoa1F3&{v#_vyQUEjOX$DB2VO#V2%(MjtSRWL*WSOJ&3 zm9$zk?F(5kqB&@6CCl>v5I`vt)n#6MFghUBs_Farx^?Q4W?NhMuyfOb<02K=aI&EG z6P;DQg`021h}r+KbQXS5eqYz7rD4dSYk&cUP6_E4x*MdWYbZgKhM`M31f+-Vli~X6+s?m=-MNtzt((& z9_Eqi7G}8WWcSUH~7gH8H+;LJ>0-}gPbF?2@jqHrL<*-J=a@MaD$S(uUVNIBVk;3)z$w3PME&2Tv&sKoK^gE4 zQeKe-G|0rw2(vCmcfvd+H2LATEb(`|uS;o;g^96p9dCZ8fCF0uQb|kx)FDus?oiwS9}E|AYY4t z`}NZ57$fUBa{d}eamI^o*<@n0|U%VkP{VYRU-SJR&qgEYgk z3>#ufnqekea9BYsmE5mnzJMowkYI7P9`}1+RmDs6&+~V#VBPtMXm%At*O8Q`C%?_^ zcjoUaaI`;ZA9Rm020YHA6=bA+dGgF`s}Is*(F-r{h6KE6`1H8Z@`n2pE9v0B6vFAB zUhBofps)7Bq;tG~4PSDg)$$$t*R^ZBi- zAuW~~;Dp6;f;NfS6JD9m!5yUu`crb2=Q3J9U>zVo7h-s_a)gl#fG~it8^>v?wnl=gR^YJZj&A4*KMJ-p80=LE zwk#AZ0`gs$d~yLU{hw`}CBHcY#3sh>l5S3QVXg}s{W>96MhHXnomfKupvmpzfR|OU z(_6xb6=VcH9yEVa=FD#2yOQksvU#7=@6}R~-M7auPE?#0m7`{l-9?dWDq~$YSK#{5 z?dVe*)q+*T?Cm5yG2*Tez&hp zWY?cV`xhEBSzg`nCzcq5@IaUoA_L@t$t5#+lkpq68@{tSTm#>TDU7OWR{5gv!?u87 zoJjJzM?_IUPW406ZnBW>83nhyXGN>^msZIS7eAf{Ji0%6#2AoOG}6%NC5eb8AD~8J z98Lp2?X9tFwi_0%T)Lxfs{_YaAIej9g-vsso%8pymlLWoj#MMj+>#$z8UX%Zw81MIWJ$6<14e4kyk0$`O9t`IW?K~shlBdx zcXp2zYf}y5xc^OzCr;FG{6$O|+J+WSr|Hl^O+B^YrOc8;!?<{5e5U}Ee+c%=i>Tn6 z&2G2+YDMMu2qRE?O~+E<{p~5{@GJ1?5$)4;$BdBD^e(pZU@2fjvpjODcVmV!7@>XzhQh|xMmHZBq9LEnRh`7%owp>Dh#9#ut0jH3FG+8T z2-3j*5UdKsdXafo?wz8e-Od<w&TEmob)ob;xdH z<8EqNOHnEQ&GiDTOB`0NiuN5Z+*!sNoc?Y1(T14)uhA}zCCMHUJE!j$7J5)q|X3(MkCT%ZCO$*(sP^OT(vS_g(@qCfg4Bkb|DJ;$Ae)R8J&mB zH>_wMie2lB8!!Q`*_qwA`E7296Z`;|x*`95J4D9u6$n?&vP5#Sd{4Ae@H$OR7@GX5 z(5v2-eDtUuGhQd+oo9MWySenwtj^_s4PwCm0WiLw4}2d^H(yTAzTDsc=;#*lz3ngf zq#dBhnl7m%(Or}Oz2st0SQsqG$zBpkT>8Izagv@^zn(mku5Pv&qyg#7i`hbz-r3(- z8d@YLlaj>MR(JpN427MjVZg9RjI1j6=#fL)&eixeaM9xv#d z>ArD@mG;xUq;OPTG^YZ{5C^3AT&)qJ) zyC;qSY<9NFx1G9s6or>Opz*qVZgSN+6~R47nYghP5$|kBqK6VGDqKyZi$RuD?+DD} zQT{Bf|7pcfNR~2<^ zrra9+T*{|jU#+~yr_3Z!y}#IeZ&c#y&*-R^+z#b(kS$*Gp*U}Y;bZrV-syc1qx~|t}#U@KaPdolo&5z|Wk2#+( zP@-a28@DdDn@#6+4LaX|zx(8uxDngi&|rcPc1DW0#=>a8n4U<}vIg$n!FUD2w`D@A zN+z=_<9yASb|x1v)K+79;{Xn3gI;I@9+i9UHUh(4=NI=kUAyw;W(W_XxHakippnVvps(fOwGxBwN1`i zQA4HtG5A+0d7z6}{;bQ@#pX2$fS~4oMdRXgYK}4<8&DRb-@! z;cEeBv&jP5^8?*?Xf`d=Y>(0eu1sY*iavR(C3W2S4ksva5Jj*PG3Xj$Fjh}Vgnxa} zcyClN=Yh2ov%(W?ScZ8YMu?lmMmOK)MR&%kDJ}BvmYR6<-?jD8u=OA@85!;S$#lY5 zdb3Cii&Pf>UkYk&izZjg0OT)sE3f=S-s*+|iM+GWz$QUql#O^5Igc9F62T}Cy9V;# z$IWgrYjq@DF<0L~>n=v~7@oq_Ekn1J=h1N$@%qvhDpbF!mH6rW?)r)UF&nZng^6>m zZuKLj=M-HI9*-BQ+}FIVZbgV7k@wX9ir|7_F)%OaoF2tON!;1Nmhh~e+n9Cc#fM>*bAZDrz8Wsefzz z!uFLu)!TUO=FXtvXz2SPi+1k6W~k(JnMcKIKC`5mRn4JCkKgga%Qr|gXb%szGh5O# zco(v*&ZW{Ehj)J)r*y}vbCqi!iGTz$3F|&1S+u|V8bAK}R`T?1>7TFnlWR@H8i)y! zHn&14R*Z}i?{M;J-3#tC9)Uj*5zz(gewHMqd7S|^0m$4_dYDXgpMRlS=GZe2#&J-{ zC;L6qxaLt)jCy=R1f4`e^wjpp0SsEysM&i=iVIAC`)jqcybFNG~PY9U;sRB(Tsd*obk&cyxT;+t*6GD0NybL(5?_69gbUrli!YsR> zLz)lV++0`t%Awlh04MyV4yj75 z24j2e6i+OgU$x!U8*a#jQzWI(Hn2OkX&) zLs&936pXCufxK4fzvS4|rS|u4-JBJ}&ot+cOZ6MvGjv(?PqBi=lj7HZ#0hNlhB;4$ z62244BMaA54bM4pH#ZaPE~F9K=qdKt3`SE5YexrvN9@N`uS_udGZK?mh-)Q-x1K-R z8m?{)r!`ytK8&U>wg-C~d8ilBUB-sIcR5#3;mOQaPko~Ei9xIBk6pNBZngMK!DVFl z?yPCr1>fTRd)x@iZ(_*`PCQr*pl^NF^48@zOKP%R0BJ(^$!JGJrcQDV!LO!l5B)%_ zia;GI((ALOzbD?enu0Xu0o4r&>x|pKBZzEtY5Jk){iBdIA$~`d-l~V4%!zYD%{>r zF~E=Q)j#4LFemWe!*AAGBR+r@iTg<#O!KJD(&>q(&;dOe{B6vsKO%f@H(FP{v|&GW zYsLb_MHXrZvQ&-3%wG@5A{tI@*8|LECcrTn3mtZ9Gu(Th>xpR@*8s{ptToL=tT|MS zuD~MLgkYGmwj`=jn;GXkFi$EA#wW;w(879wW zAKW5uFjgg04$L4+gnlCrN)7P*R{}>wzZ?$0qk;`FBtI3CzIog|gnv&;(*tM4ry_bG z@QhvGo`YKYBrRUxw0hfJPqZ_%#Xi+--|NbOSI0Du8 zjelmTviPZvv|Ou<8h?KH=f%RP@N;5L>&utP$pe+z-MJ z38Fg=UIT+FZ$g(>-o+X!1Vc&c5JNF|IOC<>#zsxkpS9tUa6f0ePoDjz)WE1+sV~&W zN+C@y;NZ>kf`^WW6$f*D^4-@1k&w@f*p)_x_$e)RD;y z2%N=LEey&c3V6ZzzLuNKx=A&<@WGzld#51X#KWFG_{Grf*OBL$gYT*)k?;GNFnfi; z;3Q+b+s|*(7X38J)I-78875~#YnKES*AXdvkJd(I?eUt7F+`>4cF?erlfwi%0CZew zj2%*9`ZRS{0J3r*&9dCeN{VMmX{r>9jxPZ5MPmRlev=XFPD&}I6*!9GBEeA94JV1| zPOhKc%nGH-=`YlMUkOG1>w#Np6NN%J4nCw*?>*pQ%9#<(5EKW zl?wZ;QR&Pp^~uf;-M`oLMlA%#I@}t8ohYA0D!b9vw*_oC4Y)1qE^~A$OYCU9$p>v-;f& zw9cm5!3A<;k^xmTvT#U!1%BjUm~su?QdLE!HVUl$m+{-|Z&Vmo4(J<6Q%w55+GkQl zCQ3n>KA=iy*4@B=mmB9(*Vz}PfvA2BOtCil;oyCRB(vr+tG+BLIf0JHTbc}0n|X5w&=$|ZxGNs;~gbat!Aq~>D^mv z0-~l>wfJCwc5Y_wEmOpZu}g6iHgBl+KE%*i-asVWf)Phec&jOsw`C%nAV)7Wi;2s| z>64G&sol*mU)e?Hb(q=`UKo)PFd`V?7#omv?rS{5n4#F_aICu< zdfrkQhhkA5ChXGXE$3EF<&VT+UcQ|uLe=;3bhEr5xHD;d+W(b~&= zoyJH3(`Tg>97%O;rk&3bD%*J2^Wdj*3afo!hvmH&C7EFMoL~VWIkR9D%1bHh^WAD9l~Fo%qALl9U?Tm{a*EIU7I{0>)c`E|T`S~R(0)0L`CjVJp;|uHR;vLC~cdWrX5K3ocuJpUP zRi~yNVdl;yn^!XVkHm@s{R?b+Eo2i-48nqNxL`_6ef`~>Yg-7bw58=$M96=o&5;au z(BThXXWY&rU1;@mVBVo1)lU&|U7-QYfQ-AIDlqm# zU5hYAseA}BeV(3Wi_#1pYF1K*!w}%!1S7FV*!`Pi#EZS%FFR54mPt@ypUYs{on;0y zz&smkFK=yfYTE*(SB^|_arNToI9Y5aktZL9HHCO*8%cOA{#JIZt&i2&M4Ey$AP8Wu<_TVXZY(eHbUTB58 zwt{szvEIfmxvh99ThNlRY}5zc-@oJgPIzQzy+94@`(Hb1?|}34_K&uDct2J)UN=}+ z3ZDSe(pTuLS8El^jXeLwTgV?6Buig`NMRosb*pO1^zwbpdaNMcX8|;7 z;unbv(TP?^BhqToLc?-P;KM#0L7@v6Ibl7vJqe~EjN6FIGDD%f9gZ5>>Jr%B_|l;| zq&Ln!OQ}kqnh1#gz!258LVw-K)#>|DZIKB$X)*2JQ(^bGy(;nrT`W(ue)i_X z$2*ffaL1sj$3SjVN5LyrM>t$qfAB@?nw`kVhW8p)k99A(DroB$IG(GXD~+% z$CT^@ktj{|b-E|*zD`GUb@ASW%`a~N^0Y4ptv?>k5Q;|X%-~vlj3a+~v{tgy`)-TJ zW)upY@V38LncUsKG*R7AB7H8`I~K-8t*_{}N&055P)+!qp~vAX5^~wSSgrrmz~C=P zauiV{I#(suc4`P;3#n^11q=m0jK~NR#exVuRRp#Qs%JNUD~?vP9?Ma>Y`aslG}*h| zi?$*=nlwu$ssN)9NeceFm z1b79489}R#5g@EX{L(F7!^BirE}@T);ug$MVMUic!{n?lYxmh%V7-UC*~iKx02q1+ zsgK6!kncOG>i3)OM5;D3;xGSoV<9da$eEZOM~mxiGH z{N<0;_E}=B@M?^#jBj?$-C9ahdMAv(GaGlRF z4-}b~C#+msQ59S@i`NGKy}SVL?gqE&_J{}^jQabOg@quHVb~Lfr4U@n21Z`<^kntt z5v4t;Qjt)N!yb=?p5B1>$EWY%JKMbvjm(U9w}U*XBZUK&(!L@R$s{A|J!MS&lU+Xi zokG_c0Q8CyrmQqA6D!3gw<{NN&g3XfZ3Xe7UnO;0x&Ch|?7pqJ3>LCaYjxOSh6FWG z{XGP#Z(mqYS5)^q2^W13i9=*n&hyl)g?}V%`*TqsM^+^Z?cAX3iwNJ-$s%&s?;;S+ zH;a@!qmnY=fu|yR8R2DDD}<9}?uH=DzU6Gu(n++0b=(+GpTpM~8mO!kSFomu)$rtp zB|1Tel7z=F1cFeZu<6b$kekesifVD`=$DJdL$T!5x z^Hj2KpwI=F@|7^lY-31&sK)~}nX{oLMmAKAhk=Q?5>tc|Q`fN0Qo8!|NKB!0@ln#cX?iH3yh=zPU zW@flaE!89V&N6MJ!te7x`i)~;CQhf?OlAne(^~NZ+S8kzAmoV}uL5r{{KXz4xt&8H^F(=DNRn-&qc|GBuBV~TN==Bb z%lbb}?TA%7netWa6SiYb-XuST-o<7fv~^PQ6!I?zIF`M|R*X{_gJd@r{UHXCkfBrrio# zJwsCo58IpSZ4%nRBGj&JTq_ESWH94aqs7N6aynBJ-xXX|QhDShMA;BWWQY=n@!3%w zvdEgyNEUt!h(2emY0z|jYj|P2vh*1wQn~N?i{*ICLJ+RmxHkD`_V+Q|3Y;h3V@m_G z-f7C#+NrewCxz2vKFsOG)E04sY=6gH8u7}R{nMAuSuLf)gN*cg_-*vV<%zaymHw3D z3pGSF7BW=XM-`Kx?HcI@xY&bpyVg|M*ouC(f zseahi(`V^h2*wy{ zoyhW4#y1ktu${4C6NZ^;jiaJ^+$c8qbqR*utJQ^K(d1Vg&3LIU7uz&8!(EY7oH`AS zcXMw}B9i&~*wBsisFr>fPq@e*xMTPFkwM=ItDP7++hJ86q+0Og$*b@LD<|NoS7Oz9 zox!Z7i>Xdnl4dg0X$nXR9o`BzjbBb(Vub`L*WjJXLL1Ri&|^NdySNZoD;l72_M+{h z<$yhm=_^G=W!b2yqjupf{ue*vu0I5>voealV`0R0o-a}J+X{YjwVD1km*N@?9&cw< zMPAIs(H^05h+V3++aOEg=|UX2LjkG2+Cn_S4+iPjva~N|RH~Mj$or)rs4>tGgySJl z*@`Ex*X4w&_PhV@L3e?wt?fyd<#j4qNY%FihhTP&Lt1r)JiXVi^XcyBTGvs%CwQ;P z{JY|cudy1DxDT~h4~#UXuhu`l%OF^v=ghvXuD{ybm(_?m@%hDl zaI75A-F(85lJyKHiJF`6tmShFS`gX%T+pk7F4X0vbSkrXLiZjQex@Y7OCJLu)JQgS z9NXhNeI??UCmWQ(j9g#A#O6eZhP>xWg|SQFgyK zU`)-aLM#~OLKz(sNWx30o|XsqiNp z9);3zkQdj_0swdo!3m%+oiQK#+7%Z9}Wx%f#Bra1=lHh_2cgYFje`1$K0jfD(36NPPS;Z1Qb4o3o>_Vn?J<}QkE z0-=ov8DS*kwgIKDOYus|3cez7M5XA+>7-Dj{*7*tdSln_e@W>4dTPTaxt2Ey{IBy9 zfAW8q%adg{%e6lwiUifio9+mJCW~mHZzUP*Wu-23gbb68>KjY&LG%PQX z%Z9TqE&4Q0y0r~Q!?H^9s3G1)nnz8&Gy(67$cD}|cuXzLHGa7{Y*9w%Yh#pI~sug`y6fEXB7Mh`S;6oDzU&`~9h zl~$jz@-2SIh|}*s9XavF#vu4`p?$&A0#BZ>tFe0lVo+VA(}D~laRtW>)n}d z{(;ARZ4piu@gH9ZyJiKvB<{c8B9q`0t6PHh!%ZS{U>enRVj~ zJK-iyBY`c|+n#4hv}(?YO2>W1g}>iHkRe&y-JafK1;mK7706LBOFr4-JSMSz5_jxw z41$z-S*yv8YMltHDg^cfSElLhwNuE=zxMcW6lF90|I$S+3Yu;S6K0P+ZmA{nR)wR2 z?a3lTv2u@dS3Vmb6=!>-@S0)1qfTy&9H#Pq!pk&tK&>) zyRO7fLbkW0sA0KW6O|%=s3K;|=?ZMfMiJO4;2sd12N%`htpQ!X?N@bs^V>B~;dk!( zczJ6K7T~-|Qsl34kg7{7+gt(z&MNVvhxz)5e;>Pu1D>pAVoeK-qzQQl$E8Su`a|3D z-+x_-s7T6ALGq;G5tU`@oE3^yA=CR6qsOwh)<|VEJFGTdakJuK&l4P*+>v>?GFh7? zH!z1?UlBZ))EANE`b{!Tx@jrm&-?{{;ia5b59i4~edX~XW-(9dgv=7&!*4QOzp96s zl}F;o-y~?r6r)W%JvT5Oke=Vn>$}ByC2bY|T7->haJWt9``c(;r z(J%>;Jgajo3Z-r#9+RzEuvx78`#k^qbL!W`9CqeT$)eR$$WAboZQ{SyeQw@CA&jV| zIoe24Py}OPO7%EMH%-SAR98`@^F)=9emXBE`+Xi$B$*WqM#-}K<|GncqRmRC-_C$^ z7-Kg>q}l_4XBeExz}j%=B!4)V;`9{AktL<#mM(bBjgB?peeU%1!;G$GO4i+q{lZ&d_7^!gO=T#p&lqH zrkTWWf}DP+i!YrFl!8KDQ4LOG%f+$L(TN>XVRyIr*GXTW>D` z`*ESEj9_AIim389P-KQqR)r_C=JNY7hG?XYyD>=D|J0t{)-y3GJ^_x&-kyrsDM&Z2 zZ4r*&P@+r*OU-(Fg(V**lz5!9;pwo4$(M3V6UGNL1PBzXkB@*cDE4SMb|^^MjHoh~ zYWiH0hDhI4-ivL)G61n3w08VTofP$F3Dr0OY2)QWdc!PzT(-kyMY)^tB)62egFXiqif{cs@$D@rSLK)2<>iAd(NpqHEo z{2Y$A@J`It$Uw5h{n&X{FsE;KwcXPUr=ER+1yHPx!)0Rn)`inm@hybKl;_9q@1@|b z)$r@_SJ^|XqbTYFiQg$1qU>7z>9EwQHVgFWS0_dzTFUYQv9#Uyv+1n2pZ#d~pFT-+ z%qGy70l-}=d`ZlHD{UIOsTsz(57oe;YaC@JOKlyh8yIr34n2~RYfKj$r!t6z` ze*^?97ZcU*Ak|kSdjuxR`jM>!qP3EZ`3F}$0>TykRpBwR+>uR_o77NgH z*QNAlle7dxI9U!Oc)3RFy59yZt;zt^hh8hQb~<{rodtcGbli0OM^di;(sImQ#6N_H z{y-J}lkoo6JP&T?I;r#*NN7Y5|CdlpUbsCw%<6*y+GzoatFhDY@NriBqo^z#Li?zK zb4LIojQycg*61V>-fc)pC;8(j?7-CE>G#9$A@tYs?kj>0C8?{Oldy}P_G{5y7ym)aY8&`Ef<6SfXUOEIodKW4rA!)MKznX*tF= zZ*QLG21!K(2#0&6U!9ahg?66Qwkmrr*fue_U_S(IPjkdIV|Xm5zfk*w8((ipYZqpr zwJ?w?Gv(FmM<(gthWGSn9rc~G6~SVYYP!8)3NS}LQExzrQ`~LNOfX*dDIrEfhK-wj zFy&CGg!U}V5>I2H6mAu7G$%2w%?~Q(z9N= zPrnWIcO|yjD8lPoS3-YKH(F`9k?grTy(>sf*2874w`ce617RJ;*j@M-ptUDu#}^!7 zP@w zK%v8E4DVEOM@F#7UejB`7x_fw5gk!YwY*L|XdxcjW_$LjS2hJy$gnjKUyZpU3&mxw zN9Pb-5lS7%zsKKl=RscQ*{aK|Yc4<|=l)bmzdQTiADa1hD?7T`24{UC%ECkx=ueMU z?naY@i6`%L=-e%CsU@deA-&V)Cq3D@mY{k{0kcRbNs^vmr@IBAAalG2JkPTQkM3;^ zV74*&gv)}T{F6;o3Dxo}O>Z`hR%C2{rc` zta&#H^%+S)nTM7D;} zd_kG0%>r;~%FRnRyzp4bR`46rz1f?`T|YkWwgYq}3A9JdKa70D`>>W` zFHQK0^;q!3FK!13p?k*Hf?vhzTE{}O7Z>-8^H)@BGeJ=@)xalzosb{zK1_Kiwv&Vw9%*`8o6f0_pk*)vDqN-VEGY2+fZ3xkI3|0AL>I4pJF?mv zG@!e&Dvt`Ic6~&zAqH&+#lkzPiq7!LaSNbA_v!94_I*Znw{|+ZL=s7a4qtn}gTOUh zM|zK|2NsT<@Z5$Of)oRiT2Md7aqs837xEAS`R2&6ysHC>k+{k%ET!K77U=JgH(pBj%f60aWg% z{)#b9Yey`vlJ{GP$GFgJL&+`l1ZWamj$Th%$R&hCEppthFaI8Y=W#)Bey-$lI^a!h z7gOw_1RX|IhZxG_2q{>{8+8;B?WYh9#^%YETb>}=PwT*bK{K4k1NMZ;!q9&y zxByFyR)>Fn8*>UBwo?EzBz&xAuN2*(AXT%i4q>S(sSwMdq99bZ8&<_Dzxr7~CG{Q@ zT6NlQsP`U4Z~ii6^3<=AKV)i~q%ldq$VHmipOIp%Q9mExg5zR`Mfc+y7B@9;p!tqR zyB@m%Wc9I%JRMRYa%RseO<3F9n{eh%StSbvjz~yr*ywrTm1^!aSvtg#yJk~Vl*lgL ztm*vGxd3%AXGnb!hzmnl+E#J@d+oW57UH`NF;>Nb@S= zTtPHxsU8P;NYOXps*AT1N*t8_Ob)Ns zUgHYtCU1!t0079ve_eUyadr~D;WbZk8?|8zNDQJvmIP^?M{~Qb_uXXRY=R;ongCjk zJr)ZOa6GncIj)!#$g|ayt#xYM5-uaw@;0cYqi}hZTz)kX`NurA(ZVdbTG5=7tWM^2 zBbObys!h^_5jkY%+()+0YPwRp9eyxq0llXpHnhfwTSpT==cQdGZjmWq+YkoCZ)I2zvy) z(&}AbB1t4hEgTB)j`cHiAh|j!zg4B#8~9WgKIsZ zl;2p`%LuPc$T4v9R^TBV|2AhG>ig@c1oSJK=Ij{G2%NTh|DKv-Q;%TRizT|RRg@sb zQV`mD{jA{pPCU%z)G|y5JBJL5<0Q~f_h_i7#`ha@#()&W0M_qH2Ah|{Abxm2SDR0Z zy;z>C&142CmV{CN`6Zd8Wy!DNzG`=H(3kAUZSIa|WuQR8R;&4j-lW2hD)LD6uTgi)qIUDpk|f~X;h zm2Esfe?b|rLV{jNC3!tsX9paHjFCP|UQ78Z0w+r462U(Ta&lf36H^=|jL~w8QF4q( zNb*|r(1xdw?cW%Z=5BbFz8WO!+azPAZETcXNdgcS04Xg;+M*ve?NT8-!A46Vb}}Z~ zF5iv=DOrlhoJ(&^WttwTILla@mj`;*SdL$pH}LPQ0KyI{rcy$rboR>%Yvg`fhvt5B zp+u^juSi@Lk(ivcl=18gv3k*z+i>*C+N7~~O7^+gF>Q7fF&Z*{43?3eEF*tFUbl%F z5tq4Pa16PAEOh62t5~0!T8TbQi>Ia!FOqqwpePWGg^Xe@3LF?>p4TaBY?}yIuE8_w zXKO@HDI*ZEAVQa$!}c$7nBef;MkGDbHmJ$=1P?BlgX-DwaR;_)Gw3m;_$muG&U>D* zg~{~WHD2Oykyv?j3dM5zaNdM0Z<2?)0x?CZX1sf>g$u-ThH`>XL+GW1alOKIFk2z^ z?65q|9Rwj7!_wam9^Tvk-Vp%+YLW9#6@PIX9p+iYFM3e_oR5!s>wsnOneYsinzf0d z-wF{R8NBtE!;uiWM?@pm&WPlRE=Yx{{wk-b_5W6t!wd=f@vf9sr~$KPJ=Weh*z#Ah zn@WZF!`4bWbjdh_*uCe2u%NU5DLkVlY&Bfsyq!&!RU;Fd2M@v<0J~c}q5IE&}BTE!4c}CM? zA%H3`yj81YXu8+yUFmpTB)TZ@P*=ne(iO;?!3_96x7a`gJ=;hod{|UMBZIY^Kecb# z+)dF96l!lA3`RmuC%tAjZM|K?XhnqogAqYTN5G;J$r&0lu~#dT_B6_jd0GXIkBv?L znVO#V4o|uD<=^9d zN{lj43W;qJc5$KqL?APGs1)+D#lz8_39n3L@7h&n`fm^;V-{OR6qqM}`c3}y8zi1= zjT#igK}O6rA-{2_z(49F)E-hF>K93_5ptO-*&_iL~VDudbCu^>-uZ8?PRyXqs-+5_(QYg zYD`Ibbvse&tfaJ5sYzTM@iw$RccPWX%U`|UbQ z4L6c^k?5SgXy(gw0~_7I2qL4hEc}GYSDWq?3aD+g^9;u>Eu3(Xmn|nY+cuqyh|p$* zumDC8(Njr_c^oH!rN3c=uxKJkYWC30(!qbbAs=m*e-cY8%xdj7tG}%i%t=j3h7Iy> zN(c^E^A|aZgc~aKMpNkCe2t1aRPB*N1I#)olc48F*5JMp3$ca$AT0Th+N*pS1Mb=i zZNs8=Ucu{(uYhoJ^5y)J=nUQDH;Gia9^3FiPyu(E^cM(@-jc_3@wFE3Aj9J@6DCTv zxqkSD5@l5{nvahnJsbs>ercs)Ee;RI&X*=HQ6 z_Y!&)48_oUk!lGb9i&L_B`8&CN-sj_f=CsSAfQMU=_T}_2#83L9*`!zhR&TG{oV6@ zbIzGNbLY;PyZ>-RcHaH&^{(=)XRQ@k5U$m4f4r<@He9O3%-_OqO{D~KFp|O2yrT&= ztvnz$9;0S1;AH%Jn~Iq~19xYgM@!r-NCzk>1ZSXr=EJO71wyaYlZL1b`*demH+?_F z7hXpo5ah{mq!5TgaZETpAGH+m0xO{v6M{$oRZV=1w}pDrII-?fEu-=$co8@0`vbFK zPR&9O=+mzYx%A!(6%@H(y|4Ga3I+zmSXRC1T}>>aAQ_MDe<}xh~LM{4v9%TAU9I zHUx`Qv;>B(`7{{ISZi~DmNYOXaQ1v; zSOVbK0soeG9td(V$8xKaxxy-3P7$(7Ucw!R&t&qfs$r4i1*<@laoL{lx_A;;#~sB38Ai0pX>Ww1rlt^i45F2-jX_G%sKyBV5{Q z^uzB2a*{P{HrofcNGD_OSLN_dh|np-8cmFH_V85J@)W{*s9z3(Y?@hRYslQxqDt2s z$9e$AM`qL9cyAaC27`yc0HWmg2+(Ix#xOwKh_p+U-yi)lT&i`{tYy|TSM!ojs#oB_ zts|qN_~(N9n3IWvn*W8NG)qi`H&9M}E?7zBIv^n6p9O=#V7~bBGEoTra^-ZGd=dBj z=T6?%m*{jDUXiF!rvMRW0q>v(HG_nf0zGMD_@f6VJS;P0Vy4WyK?B`>uNJar*9A396fG=!gh;>6!46 zhn;_J@-_Gx_PB9fec0)YxP5N_fGdVhGVRy&kk3BmdReJhN9@>Gk|r%3kf~KMcs*k%3LjWL~vj-cT>65P^q<$`RsI| z%JQ*{$n__1zAiD@1?svu~69 zD|Z(%+5L$j?Jn^bCVp8kdsE&UHaDe#5*#13)E|Pu^T(AliFF3#mXmiHoD5GI!fxP{ zlIp+Kp{0b{M!rGf@l`&xfsx;n>)x_ctA~q zNgAW=)MSl>+SwPeGm8nUmTLsOrnHs=h9%_r9Ni8loNVK|5(n)GQa?ww!HJWK1`Aur z0nJ~Fh$DsM&{cLN>U(4*+>IjRxTez{9#MRs87LCQOD(D&>HLsQ@7@kLEC_*;nUB~@ zX#@FK&;#Se%|TKd6^8D%Sr*As>R2^GLhje5b|ARu6QBztKtAcn;Gz0-`=6$WeAFnYv_5rXguSLw^-5~rVClGA~~!?>udn++v5 zGg#}5{3^8_)< zRV`yAHN22QxV%zUds~~llSypZpPdPvdtU_^2EsM*H<-u@qT^wv5t?-NQgPl>F1^Op z9-H`V^a z>t|bFWuy?Ck@xZpH!4IR5ODQ*MhfsSrF429G6Wjut)=exK`M;kp_KM}tRiiqD_HN# zcPdW2Oh)RO==8EXrhY6jcwOSOL+`yUbl>kx4oedhJA-b?^YQRK+L=Hv5Azv@_q*KD z8l%dUPe317Sk&uROz z-oyoQN&*4%yR{D@N1iQTx>=6QqdNs@W;aM3 zuFB?n-<13r*%1os?}b}Lj5yrUjpKCDZ10F5+~6k@{TQ8y?4ZO`iDhIS5JSffmFFAw za6TA4tE!ia$*{xse^Nn!@B~?77`~;2KTh%cTC43l(>^r=ZutdP7cT64B3adhNcp=q7vPKA?y<#^&;x^v_OEEQKdzGU4byrrOuia5 z@FkFaLR%0`8T;^#ZXAJUZuG|tQ_NnGNsmgRfTa{VrCx!@K$^4sE*T5)TUO#0S*hg* z4L+lvN(DwW4Wv0$L&^yhn;<~tP%|%Y1`O0rGyI;|Im{3Nn{eyFZQ^it$z+wfiTIjyhMP5xiwoq!<-2-ohi|6j!Z$a&;H+A2e>iG<=#LLn@3?G}Hy*g< z5l4_IS|P8daTf-INh<;~V$yestW1GHNT5KW*o5pWRj@L}ZIUm_&yW#$GSe=^oZXVi%+#2Ud#8|DKnK)=avSq#uMbqct< zap6*jegQThvPv=HY%gob9>_R-Hovk#bMR_-bxvY}i$7WN{ygEl(Gn(K#GPUI!o)9K zzBie6S5XAct_4X;1NZ+{Poo8#-obqL0|-(ooSU>NtK0l#bQU#}W;7H;3^I}HEi;lK zz<+#IVf5i9fU#g`^hY5GBm5bmRq7HumPV&&PnK2klKB9O@5XL^yaV~z`H-&qZD*1;(<^309pC_^sDXE> zX}1%O>Ih^yO08g{OAx~cF_}Kwd9dd z&$?FGDJ9Ic{7UMIB75h==%NXGj*jWiG+ih=O>>A1umG@dk&Mm8dcyTLhM3yi>bE}z zCTW4!Dj@})?fM>W(LrP5+0!=5LhQggAx!tFH2KJYyx<)rNJl+UTpN-xej3k73<#|Z zmnE_OS-N}sGbKN*o{*X8dQ=bZGPwkGiFcrQge&&I(Yc%kQsM^4*bvWWS^zxE`tX51 zL)5PDL+y>KtjAnfB=_6F?OPUO;w(V^B>XrX*o*X(Hw+e`1_8q$U{E*``hxdE10Hyo zRY>HKfi$Q8{=^WgA+4QE!V4J!H#MRAzK&l?lk;Z4K%@eFr}cI)X{C{sQsn^p@+TCTDLb zAfSQ%5>Cvd2`d_pS(aq3Q2bcj2gVP2=D5nH$CI93{kb>SE884X4Umk=snWAs@pjhq zFYADnUC99eK4^f1&Q}grpd+>9>ONEPuncv&WKP(Z(Si+!r867n11xB@`d*kQqpXH~3F*y`^O(Mg1Tae6fj}UT98V4)H&d%=_!<=x zPLFw)IHPPxXvIVt8Eybc2p<7D82TTD^iaP9QiozNps&W#Na+00Ar_9X6@3}9_r`7bMz!s9s;`q?uo=8NORH(U`)fG@#{yUfe?fNbQ=sFrtE?d z>T20aCzbdgEbQ3fv#Q08@*)d<#$iP(J70&_Oki;LfrlwOV1%6Gc1ls(S4E6KvsrIV z)ji0k(&P$n@{m;Nt)?ngAnEA>@)-yO$r>&LS#1Cs0>|v|;}YYYWmJSe9@?wr(R_ON z)(;wYH8o?qK?`U)0s)V)gG4544*PCw#W{$-0jLosqpfraZ3vro9t&=oH5qOp@c12| z0Wg>}y*T(bI^9tEeGavnl%1Tm@snrHibF+wy4qigsFv!?j;*aJq-8icKuQLsg%}uKB{znFp zaij{O&1#+2%(56UlBkJUu)0!Vr+sQw>1=EQQ+k*4lH1>Hz+QGK-pgUgHSYvQ`A*Wb z;7xd%4Dp$eM!md*e}Bw_{#9cj$F<8saN~9cK}OmqkwPFj)yBH$%S-uZ z5H~Yka6+ll`-91NPA1@!oWL|9Oq$1!s$@si%NHq^rY>FH&P%@2EDVszNgvnkBz(Se z;m|Y!U{7*N%3Z@4&h%1oj*^Mm&7&kQ&316zG2#}6SFrizj9v&W9a$eW) z@l?ur1m7hh3p}84$p&=s#mtHv3bzmO6kGhIB6o!;7xSX;nhw)y3++sbyx&)hXSt4B zimJqgA!}$QYG{Q3lr^xtKzvs^;eAfBE0)qu+mbZ(Gd^DUoLf)OGEtTN?VE)5=P&&f zLdqYJ&nJ!9Z)_%E+HY~-l`zH^J91|Ly^W1aqCYbx68?(_6&6`zBG7gIn8S?gpP%0s zrzD8M%X&u`LucMCB{+-vR6Jq-gTeUe=JEWbf>K*KMTZ&C;;6~+-D>O3lMnQAmF2FF z0h3yl1`t)=u0^C~%P4Cvrh|}8%NpwQTb+lB&xwNt(dEMA<7ot1x@MWmQ}h8C<39`~ zsjH(Zypa~u!|P!9ibUvPNL7~n{tI9+-@l9b`>N3(4U_OKd}VsePPk+n;7Qo zaZboaWVvZsn_4xNl}^~>fCq@bLBE8t6AmNS~;Ij;f7JzUlSBLoky{heWXUcpXF zc#AgLAr`lP>2-jRt4W4R;^EMhv9PeI=09U5>H-`$?qZ|_Ob&M$ivvLicNuoz*gV|z zfBxoT2a;PbSV{esH+j%A$G%d9(pFjFkB6NP)BgF10Rv#C!_iJA=qu0l&g2TxJ7lb- z6v6O8 zO2JQOk-vPBbXS!+AsC!QulWV|nuakuy8W*+S(aOO^5!C(Yi;1f-#PUbM>7omp6kEW z*-H4bZt<44yJXB)=kE8b-M&>c9)odWiX~Z4O9WID;UWllL^wxRUr1c%u^*DVT^uw6 z4YmR#EWHoldf4Jm5{{io-FsgJ?|;g%^<*I?c4SSLAAm#snEr+F4`yX)2t=NKy_c8rU#(2dbbtu$J9FzvBgJ|y!M`w$V*nBGJ8~5t?%p4p|CCLe=$hL19_nXq zuvLeNk*R%u^ecfA0vz|it-s=YZA!n@R>gXD>Hy4lmaPE;33VMQbR|W9gX}ORU}#{@ zSG?qA7K=SU*u1LmUdM%a!UU6lk>G!;IgemE_j&0$2J;j#j~lBVFKHnlPvrk<7|f^# z*3GMQ@cnKBb~dOw_~bDqC1txq_56pDH=Qj{_v1O){;K70Vki0(UF|U?I~{_ZImXb0 zA;xWjs7Pq8!HkUPJzI9wSz-(~b^w6`GH2k2Bri74U5G9Zk#Y?66Jsi02r?v)PzOR{+6YrBJgf~*-y%*z=bACGNo zQxP`*M2MXY5*sTse=;3H+0}kHZksaG98g$MK|OceE4MR}f5}ikmnw?F`n*qZWEC+B}IlN}yn~abL z7xM7)3%aa%%U6Y7JX1Q`sF`RBQOppvCI=m_YN*D?a)q*N2hE-B^oWImXJ%#^t}f4Z zuP*1VqUN^qf1Zh&e{$+v5)l!BdwQyL6kcbmluGa9sjMv&%Tebox`)6Q#zI&V|LM8 zT;rNi??^S+w_QnpH}ZHbbn$`lN3~y!<#NIOnSrlGvUjBt_}fb;)8@+3F(1Y*w}KsL!b=! zpt_}Z*_&`bftx&0xYO1ns1XE9gk1)MSVkBZ?=|~x;)8_Es@~d3fORvAC7I9lC?a>i zWr?zytKF67E9|zv{Uo~v0Uq?s@#GeH^!-;yG|s>q&1Fb1ofKl-k1AVZY_Cqo8+Loy z(PfW3JbH4y+Q>B1szNVLA!_%07sjO1=fy~fC0?fi;}7Be_%ooG1#{ydp!)#X_|0TP z+%?bpe((MnNp+zjzS^jLeOA>oJu*=nGwNnFLH|IUeG$ohREJGJTQ7gXOO~Q~DIa?H z(RL~G1|3=Oh9g&0#d^c(pO1z%Ha6YRIK9L!htACv8K9Resfc>D2@l-fDJW+;cD94@ zquR(aw7VN8+;*{Guhd#YV>#6|@#9)=Mjh>&;AWD!un$CTPZyra;GXF!*&&|DdQ(sS z<(K&kOV2N1SEuWhg(W2=)A2_qi;G|RihZ6Y(Sny z`b{VRXyZWk@xls}_Z}(&?3A}w$Lnwcy#%u1#K@xp-sNM?z^hU=t6Bg~0VXyqEIHY_ z3!mYnuHOD0cK>Di^;O;vY~e5T!!#iN)KXnK#7chbkt9Dl?D@{sZ|76X?El1*O+Bs) zKOKJt!%!Cx?X&blE7=$qjLe;T`5_zrihwu1_9XYmj~_n$FvIRB8Wn_CFot5H&VxPe z3-9u`>?r5{jJ#3#J^U5UE#Bbu;IR}9I zkiQ&z`60ZTom6tu-koR7GoJ1fRrYK=IUM;znO-yxWpgPmFJZq#b zTpXaa_s)sY^d)J6X0%$4NzpT$8Mr*C)`B4K0KA#tlY*blYU>90pGpZpKY+nZ@>e$O z8RMsB%{Y^B$zxT7L?Tvw0}ek4`qBU-q{9P!!Zhfu5h~-S9>CXr@Fh$X#NzCN3jiB> zsR}590PBgwx$Qr9wZ-w&M(t&^&8#*%f-)a;tyJN<)PSVS5m=UiO;qfIR9 zHTLx`97x^(;=LhWy1WR~=P}`5$oStXVO1eF{zkC@!Hpb4yIfh1JC2S#Z0zhltKY9j z-zoTqMPV>w@ko0X_3EfB-DD1Mwa=pZy|n0%vm-`1=-=EhhcQFg93M1Mes>vo=$H@u-_s9GMC}H3dWclADm_VHtcag^c8Q=eW^F&)s`#&4FWyo+Z z&3HQeKc7JG{2jrDySu|29eJoZ6`~EG#v3^N2Gr}-#VNa>{7U41ZnJg(O3GVLRU2r#+mi+nuoxU4(kjB`v z^iVs<-h2$}{!ye|03}}@%(I++`&Tw_Q@ER3#4mSsrE6jqlpJ8(yHQb5!Qt@m{-wws zhns)unksl$DDR9Pl8x7Y{`|J6Xvz4wg)v(3DEs_!&#*{?!q=L4OO=p`*xE<_)%BBtw(WfgT~n0uSYL` z`AbgiOass0tPGK?^l8eUQmS-aJ{$TxwDDm>%6e)S_sfw%51SO7e24t;63G~c{P7!~ zw%sqjEhGMyYLtbLPdW)!nGUQ>M7ZXMFy$080{c3;#G<$!jg@s|h*-Y3$Gd|KyTY0^`3fi~ zDkgBU4U^Fm;{7#Gn@Z-qyu60B;@m2qMRjQW{f!+&aSuRiuiIX+4XK<7$Hc}aa8eIz zK0Vv42PgD+4=H04PxhX*_E0CSzN4h3c9?1MJ6>Q$A$0hoLe7pb=leq%mX=eRs5(2A z7zrwgA8tB^3@`{d{nab`kz!pS#YxpGv9I|R&&f8dXbh#3CNur%8N(AD4sVQvJ z!m>VIiFQm;HvPSdC?0yF98~4Ib{|NOjwjG6rW@V}y|1&aLDil!3g>62E5)s*bu++&QFzJ?o7LZ9HA&KWZ*$I%J$;VgH*i|pSch$W+)lg?dTVkP9|5l{D*F-_|gQKJu)*T!9w5Rf0zRAJ|fT)T}!A=LeuVjA4Ex2&x> zw_35Yi(AbB+cs7qhoe$ph=>fU$BvMmkDS5_q+p@Lz7uT~aaI21|VX z`qjX~B3^DbaIxX6ZMT;lP&@H}Evs+YQY7qhp52Qnswy9_7i0Bp&o9ofi$Lb|>n?YW z0VK8ENMHFm>S7AjgH%fZ7I`wHjBPk`%Zc#{JDUm|3Yv|YoU{PmgX?Sp?R~t1Dcsu6 zM4c1ap8m-6Mso(t|M^(ii@ID#EyS>UW({^-#|OQ;FL1srhw7LKm`f@y<~KGrehZ|A zXS3Mk=4}eGmhi*%@h;E$!m=_-&w6&Q%bnQa@o_oNsdCHug>~C2h0yawt}ch_*YS6+ zvlZ6XGF~0pUOmUQVOw|3F5Z9qc-PvR6FIypfqm)B3LKW9wRKWj8eO2$HEB7yMIiSn zSU+vp^pIt*XjmYh4qQxXn2)5`nQ%<8zdS!_5iK!tfx}5tl#f_c_EJ;cR#$_Iii#Q* zlNFPjZ6T@c58Cz^%WPWNWMpK_svU?_u1YAI`Wpk-k-UNx-1Y(HZjkpCb z3E6gha_;{=Hy5@?Vs9|)>*vP`+Ou`3`316@_Mh@VPj8pk&q_{v*5kF)strR$L}Xxw z(jXSm%>IeCkTXNvi8zDAf2-71@ z-4fW4y)QSYG}97;wi;a(Xr99pPft&MR+b})D3Tjfg!_AYlh|)4RdQ0t?*7mg(`}f0 zRN3lszK**5xSKr`+zW@p#YLMpBnwffD`O6(fyZITU0nPv*G_un+I+rUgzo3g{Z_3R zaH#>467E$>xDIj@*4N9SJQVU|nMAGN!OK$lU&MkoYsV=;y%b_C-lfz@E{*GzsL<)B zRPCg(T^chQ<9>@dk1D=+t?vd>mW(|8ww`JxEW3OLgV;;U%CbGMdAj7wMVAUrQm492 z+iPuP6?Somp7w&n`^-MWhoi@NMn^~0A3a*n+El&VO<@Nmo^3UYp@f+dSWQe!dN~88 zeSV-jz+g2e$!zam&Y2kYxnpAgjfsfLu#0u{3|gFW`sqp@0=+oV;KTFm*)v*7;^C2z zs3dkdNb0@$LaqxadNFCe~VeGLr~m80sE+v9$~A`>;P zG?SB)JGGS|R4z5Fa~E3yySa1cE}bE^!Mkd~J5gNSBK6aeSH~$=SzBG#zdn)Y2;2^u zOSn28y6V;sI~~#7+y_1j*f(bXWT%fOfzj5o>?NDqp+|8|{yngoCbcjPWi^}D0 z%F2{?%$@6$R8;nJZ6Ri#oX8Xu6nbA*ZfoVDjM(~Sox@h60QPo8@%^2 zU&$G*QS;!*6DgI$5BiudH}YTm24rY(g)r!=obXzSGKXTD=dQCQLD-TOG*nN)yqcW> zs55II2sj=+#eSwL8Hwu`LvdKvxo6ioUS}&>SHO<|sT>s0V1U~J{ndMj(huExIZ^M$ z#m3IQ`%P--ZF4jGkm{9EhL~;g?5qu77>;#ZBI-{s4#!tA8)rP-ryIbza$YJY1UJ`= ziFI>_hsn`w;N3qTE7?Gl`9rQSNUFp-Bo%?#KcNKm3RSi|{)U}LkSe^A)@9$nNaNE^ zR)j1_<)0+t*>#qX&?xPMRXj=G@`!!xuwT+)bU z0~bKGE(LZ0<&jvI%ubZ>npGkQ-|gbM+-caph@c5>H*0*n6i1>jt;uz~fN1?XdeUo;Xdv0FYCTZR(YpZAZ10tiT%;pL7NTu@-~&sT*vJsAkdJ?nR|yL51U`v9cPXGgAsiKkjllHeu^dbgMJ7(61tEi zH+xH*<(t@C?IUKuX<9x0!WVcjtZ`lQM;wW+G?|fdy=~B@O!S@WKgY%vn$|1WYX%?I zE>tvc;e(V8e;S=Ekx+B6$YDRBP+XNQd*p)(>t*zbui?*9Zq(J9z@aXgLpI@%|Nr&s>%ts&uKMWE2=LZ zIUo1&q$Gae+&vi4UkpHoiULdGGq>DRGSb{10t0AdK~veJm~Q zOp===wc9xC1DMV~e;z8Gt`?p+7Z{LUVZ*LswZ&Qwc$2wfJ(ygwhLLg~A5^~azW6ix zad(mHiX{lU#aVNnthjZ{%S%i_K>-9Bw|YVaGwcQe+M~+Wqx4=KU!^r)1>4VF$O=#> zii?6-v>QN9L0BMX$7`x^TD{b$I8 znBm+?>t_F@Og=g?z!}0HKD=XOL?06qvvV+_@3{2!)p32;S$!v=o-fDC#%sSmIrlfL zgOMY@W?O^oS%`CTa`-pw>V4Plo0Xe(J4pBj1QgcQG3k}i=gN8Y0!~F*PR=nfkY#go z^LWEmHG$+>;9F9S+tRbEhke83?v=KvYpN$-^n0yRCfsEK0W};=KH4`@coTZ+CTvz^ z_haOC^7A+ZD-bV12Il5BF{h=ar4my~r+peKkxr5~J4H!DuS_zkUV2I!ixDrwlC7mH39Y@Wx1UlBrFA zLLN~<+^SR3rD3M?$@{598;*(1qsVTUG-q;vXUdy#*<25cH=?wRzz1iACC(_@FwEDOt>Exn({6{8L@2q1_4% z^`LM2&!Sz@)DoCF++|Y)c0%6)<&~V`g3?lQXJ=@OMDW$96ktuhAEcVn*0mOPr{D73q9}4%SC+Qup1l7+fQj;>)oKfrj&(} zV0UIAz7~3H53&;>&GAvMlmdR}Ufh*ffAe&il|w0zR+U&E)hlbRc4Ac%h3;kF2_#E@vnED~pqlDxV{v4GZx?JHKD*Ba4cN^py`8Dq8lmpz)E|*6omunA=i= zH&jnF5lBS-`R^OY%W|kVcUg)q@tvPW`WOn^V|>uOQU0lMY9Vh9Tl37DZN;#Dk$SuS z3=z=dkrzPNw(rjn*?HD_yc4Tx^-VnP`^d;k)D}w~ggHrlzn_?xxYs>wKxW(y)A@XL zZ4HMvm~Df>A|fJzzf(2#R`yF&FWkls3y=zvGJalOUZLiYRF;|{X4J77sPSD_ChFXI zW2TuIsAO3O%sijFJgOJZ);a#>s$%qgkz2uBJ43i5hKl`#Ude6*O)yAAL2F)Ys=EsU}Z{3{X1X=|Z;-UXInb$#|kFgO`NpJ%!?t zyWj89Fkaq5%r5=;SUG4L&|oD>5N=;>)@zl*OBW|`#-SAW9V#L+kUvy-h9}NJ9lP7h z?!|DxGSODkCnzXrU}Pj!6!NvdzdGd1{~R55P7-=`Hs|Q=O}n(T)bOYDqxW_zwsX@z z9|@1+*Dz#=zEj}Suc2`PVv$Q{2DR%xKWK3S5l%hWbm1Nx&n0ixASFM z-G4C=mt0g=$5dK+&F=#C`~(1H*3JGnENv6KtJdux@pE(()64GFZ5=Q}^fE3p+t^C4 zWWQnj7rnLIT-eoxS-mG`8@6@ZetWj{1uq$Zr2&m9v#j4Tey%O;mU_==`Vb-9@0h_F zBjIw<@^l{v=)t=Qw%sH8s!1>iUP4b~61&`j?bV^}z8^2Sn)oc|b?~s}eG|sid%v@$ zCfsEktSSmCGM!mVOP4L(zF z$>VrD*HXHc9y6AQ$p4qlga2RkCPMv5;#g2SPxHWZ30lG|>k$xkg#?B$ol zgzdN+Z=hPjKyN1nj)x`%i7P23hMi=Fbr3OIh41Y>HWOwtHZ^qspaI~WZoCP^&(=Q;)h30kAhvkQPIoOGb8ZGpKd6w}XIW2>|=!)&ZQCsH^QOA^-REr>h#O zKGRopT!olTJ|H>*FDPe&>B@X(vtSPLzZu z;>$#9kemv(amaqO)MV!**jphF;NC8Gxvs!*Fo(`fqTB62eq{iSZr*NVmywaF`sHp` zWrufpl7GeeNmzdz!#OTBq!a}N?1)<+rUatH!$TnT_g?*8KvpkDNdT}l)sL67CN}-k zU%kTF0j4V!$I(P`&jU`fW8nq_k`pHnR0QBmXCwKSgrMVf)a9cI_d0=Xl*<5{Q_U}l z{-cdwQOZF_^VzO%I)o})@MF6qJW+v4$@_zf0Nd3krWm-x4G=Lc=X?DCFyYqxk-nH6 zA9h+2))_^kBJX1U-~lrbx6b!6QQg3BlOp69DoP$Zl^; zZ;w8(Rg>rFbxcu?DJZypaBwg`HFqidTJOf2kR$Wp6~(!m7{{E%OxsXa8kJ*i!rSf2 z*y$(&5^C;iDUSQg1Atqgiz5V(xrFr{fd2|Uo0^OH;?xNcDxd4>fSj^%<;`7PU8>Nt zskt{lvf_Zl{-+_;W|W}$-9SC~)j+P?B9N>ziC7TEcHyDsQnbZd8GyPU-tS@+j)BD# z)nuBG)w`sG`0pz!dgsmu=70(xC_MJsv(@N@?6U2!t20oz;&u!D-04`oc-UodgOzBR zE$Uj>=}5kTrDekGtc}vi@0TYbp$COrc%ZFTtPQ}o!`JCJoad_MWgTYC-PMcw2|6k6TcpxA~ zrU)rKRl3>}yNbkM>|3rbw$bcfEfE-u{rggd54?8*04&e1`Ws z-bl~Mw{d8Ny%otPCDn^H{Q@^Opk&uPqjEx!jg)yb1_Fg1cX1_KX6o?os$T7@ zI@S?9etr{g-c|MNS3}6@=_#Q9dH-E(qL~x`hjg73|Ju{v;MW1OPXo_)(Zf?y6l#XF zOnz@ZI_3YIG%JXXwG*;7x*-o z{Q38}xs>gY?I3__#{+R)9i#OJ@KONwoR~Wk0br!4u2>qL)O+)X4H8wR} zxY!O03(Z&DY9IjZlzW9x04AiMpg@~~-d#u#Tlgwe34^4{7fH|q_KRz5%~_hgy2LI5 zC2fp4&i)p$j)uPsnm|a_nj? zh9@QvVxhYU^h~}=KTZ$VF^A85Ms(#0K7VEaN+8`gR3ZYEl7UF5)uwhO^ycx+M>3DR}|5~s`XPz z4{V+i1=xkLI`)?O?Q1Q-q=epGRB`~?rtO(_el@qPx>QXM1`jy> zZ5@P_#NOf#Kig`i!OjHCy~8%{bW)^Puy=?jI&N87Si}P;*eKqoR8UALg%vF`ZuOGu zi#YKA2LbI|D!Xy|iRQC&b148GM?xKX;u&vnh=IYw?!a6I7(5WDdODo4Q^<8e3ZkVX zHngyKrZu~gJ9p0SWZoMzcV;6kBXj*)isSlN`SD&RD)AmKE~S792z>F%|Kgy-f!{v{Mv`oD@PX z_w!?W96EqNGd5=WZp011fu$cSIsqcV*u*61*Q`qoqqGX}h+E>vQt!*c)t literal 0 HcmV?d00001 diff --git a/NSL/aufgaben/plots/u2_elbow_kprototypes.png b/NSL/aufgaben/plots/u2_elbow_kprototypes.png new file mode 100644 index 0000000000000000000000000000000000000000..2b01a66e5900dd074d560177e71eb1475a449007 GIT binary patch literal 47399 zcmb?@bySqy*Y==b0E%>jlt`D-p-89F-GWFDEev4L-3<>?0s_(^V4DApD z!?$kWd1Jl5KfhUP{^7pQoOAZxXYXrYdmlnytI0pWrNRY)Ko1lZWHdma+h7pr*0+0i zKp+r5&JYa<1QKhU(`%CYDV`Nj5MtKDznHsvizUA*|W39mjbRNU6A zj~TB%b#j3jAy=RHHw>&-e_FQE>J7d6lQ1PI`1&=q|NpNk5V|k6W1Sssyvmk@{Ft@h zm=koElgXBZP&|7Vqc|%fWGqEU*k?!9!HZuN|A;Ww&~t5&GUy>~+R93{-@_eEvnZdqAb0;hi5T#emC zgR9N^-`|!-{alyJ+c3*8PdJVlYI{}<8XOWL;M{b|z{sfasH>+(z-Bmuh8~{tD%dSB zL%1+w{y5p>Lue1Ze+EzM$*1M6@O4dV=d&YQA4hL(t5tb=M#kY6ff*qR4143sJY&_i z6ZX-z<9UjbZ<$V4yU~8gx#th*B?luY1%y4eDJBY3nHU&8dLOQ(X5@#2AaDRd2fhd= z)%xAYH*?nt@&mZGkYd`x7<_UMu2x4T6(*<LYGQ*R{c=^=$vOVXUBZE#+?C51U*0_Hhb9ndN>O3jk+0r${)T6yn0TOZD}T>2Hb zJ>L*tUoWhb%&n@YM?oOI2Qo1+N$sWx`nfq-a-V>JRaBHJyh}O|m-O44+&jQ?7UiU7 z+criGYzjuk<%EZ{qE?_gW`pTMyGbk4-}Nn{)z#G0rUjiA#BcK|C2`tv8dUc_)haI!mQ&6u+-6piD#LCyO_bBZ9B(}TAwvGR0%2MaY$@C9Ml zHI+umfh4Z<)%^fIv-SYDp7po%6NTz^rtp)K6VCG02ugwN9^*#0zShh2Y=1#e2NVj` zYxb&m)9AK=57Fl&vqbd9&MuVfuk=taEG(q188m?3TCQ|QQd(G8T1NWpG_VfrjtvY9 z0D7rH>dJ)Ok%%QGjOAouW*)7wQRgJX<7qu%^jz>}b#ZYS%#uh~O&8>IoEP?mK)jJP z)8k$Gr80sLP@OS;dKlQ zgm-qzOqH9eH+dkp*XQe9m~_jGep*zRQQTQtTB^34=w8T5Na#HKyM=|joyUFu{{5rP z$#A&;WoCQ(3o;%Pm6h(u!#w&G|9A}_FE6Wi+0Sf=_V@Rn*-b@cN%&}#8HpGf8QpvE zpv$^yzx_7BBRaZ=FX|j&S1a@Mv{~&>9Lx}jUmZxEsC6)`wV$=fR$1LDZ?hgq;)4vd-TUU}o;btT*rE>Xw@TMr>5?{IS7xo!@z}U8Q^i(HD>P2U^F|+S*DvM@&rY zeXnL;)kvX*-bZ4-C(e>*f0!QsT|dhS zru%9?TPY(iFW|nZ^^jgtCHNujOe@5vkx~wDqB`X!k;%#Akh7y4mzD05voj)M;*OkG z!6&Q9rXdj#gGXq>SjKLIw1$j~<3yyowL$eebMb>-rdhuWO|`7v{kB3uF!p%1NfK&nSN9-*L4)B$6; z@&xE(-`qqFU8;aL-}U&I`1tm%lX=wNqGWdF8(ih$pQz%ue>12lcKI`!0~PgD%jz9U zdp_VdXp;@GhG(N>9`a)Tmixb@5_{X9pkg_3ezsK}6dtZzaQtp#JRdc)jgY7B2znp@ z$^{&4Exo8)FGir=eQV0i!B!n{0@rMCfY#>Q)y>*>FaG@epxxQiQz(j7EU64~da#N* zse}88y@KDre_w8*K=ncUpZNyY#tTPBM!GweX7k?bncW)`g-+;sAr6F~ z{ft=xhwd;4UtL|DNmO)hAxWnGS86knObm~lO&A&UO(SIAx22ZmSXZ@gT;C%EfG15 zJX`-lWb5ne`)96(15~10Uc1}own5b7fxNXiCQmpWWhO2C1*++LfB)ty#y_ccgry-6R#RohcF~3v7P5^epDd=!jK2g1y6i2!oU3yh zDb_A|YFPXI)$qlB58$%s0Xz{+C-H9dA1rfo^9)gU+yIxA?l%<{UHC4?3qDQ-uegbc zh-O+LVlh=dsll_(7 z-}Q+VjCY5j(DW}~u&2K3zgi#8)UR`-Ra8{0c7oFh2?@>BIt+Zm!MjI5P^ej`X4C)< zR81Ges?+H$HK+;WX*)kC=z&3wVa?|U10s@6X&ky`&La}X&Ku(_A5hzU1XAZQwpi{} zMhiZ>62&^DY37%W?pyp4t!kN~&4wdTlKpQIg{L~yfB(NQkS~rCOBq4KjEOV zl~??CITudg)mt$-UbiDC1%hm{AxW2*(6f#4rMc+;NS$qgiN*-n=kw{q`sGvcHJ zN2)I_IaxPJodksDNz^Sfs@PRVvylBzw}>;|mRf`Ux{rUV)Uc<!N|mvDqu6L8m+9N(p)M%+|?Dh+!gM+G0wus#H6U8 z&|4WZz@1FUBxhyN3#)%zUsA%sqLlEDPN{)bkp>I2c^(E6fMr8{l8H~pZ=S^56``^+pX zZ}rN#hE5OHvBpd7+*h(E=BmPR_6`q~r>ANi41E~xPUF>9-zqa{`GAd${R4vbSYBS< zMsgX}4pu7ksccP^x<1=}R<#r=vb4I|Rjgg|4qD3vU?>P0#c5a@F`lms*WjKk)*f(c z%gyc-U0xvlB028m<+X>1SLZkXh5bZ5OQqbTB_uS|yf2Oggip!O3_a=WlqoZ6h+EbC zG3bYJ8gxHD+1DyFIxX-Pd^h?ShUy@Y8U(%@6NUP1eiB>L;uTYX>phT7GL_fuBEro}8RGpB}swbeKzUJPoFXdF?tjAJ0m( z42?)SKC|k5wBUaUN#Zh;)6ycDC{XQqUjv>t_8j~6CO5s?X|^(Os?^YC7BzDI>GNkc z?P3!D%L}2^f#i_`+NO+qxVT^Cqv?+RjD04MJPD|<>^aE3JP&SgT|e0Gq1P-kYJf`C zg$PTjdN49F&YmrY^YFv`_ZDBGM=JnRK5lAin#g%|7u0&XMjaOy$KOd6^s_MA4>wQk z>=6Y;N?FUBT)6~JeWLWC?i4;t1x3Xi)pWs)poV->5FQz)8MM}614a65vP9QrvRGTI zSS!@H$z!a{SZp{`%*Mljvc9o#yuwocvHOX+g@r|srDL<_->qqNU6pxZE&h_FnA5SI z$YPyRrQnCOKW6P!QuzamGz)JDWh0nXb)+ukqiB{!q%N_?FVCCm>-R=q5n%0&$7cgr{#9<<<2DHEP~#>y#SECbDbKRM`+X%vH0+v_(Wy@ZBOOCud}0+JM&a zkn@;S*Rim$?4KWwKw0%q*ISzQVa?C&rc&m5BD1{LC_#X_8JU>&|Nb5Fh>NEl$`ng> zS?SJ4pGJp;0or6{Wz}r;J;kqb!mLYO{+ymprWNxTEj6rDA>UK;naixL7ik~Ml|Kaz zj)bI$NNThchC%`2$y4R|L^dyk&vy1UAz@#>q4A^ht@1WC^6Yqb1YqPq)B#1XYZp_% znmmQ(s%ld8nb1gogU{Olo74_V)cSFuiwxY<)#197r^!@xVkNq!` z9ch~(Xw+Nb0^idE6spX)X`x$tkUEv?Ue?;l{)*gWvG#-ZZ^livE(eG{Ls3sPGVBqh zIZ^PX(eZZn0^}IxcD&Py-VtbY-?GNW#-2Hr`ukfmwOjE0?_Nw5U^BU%y9?b+(c%`q z`(5Ox3-UlXM$df+*x#-iu|{7MmNKnxY}kGY3Ze>l(*S;(>vOy#2Vgv@%blH_?l=}@ zeuGo0vnajw_1EE<61b{6$6&01Jkxcr)40DR^!Bm0Bn3x#+<1+i%%I-YH_{s=q zi%;E~CJ!XO%k4Y(y!p}3E>B1Nw|kH?6->}wiPD%u6iU#-!Xm;E*7)}1v|OjuAc@{0 zPsDjKV853sdIqnJx{Z@8e5~45)AIaeAGI=)C1D4kf4Q3Xll&KAM)^vlmi-BAvnV!3 z+2Af-M+%O|jErh42de{|2Gvh{dUQ*4xM07}D=I2D4QufOk7#IAKHqsznK?zP5u7!Y zDMsGGdk+`4l4r*^Hzed9dU?fRuA1TL)2H&Mh?>DNxKyU7dzf~K4pvbIPWp4Zq+D0H z7u>Mc-dkDVJ-2CVhU@z9n{tyD`)TKH*Ek1 z(u#RF@63ycOGvQkmeC|~=oV-dY3O%n2)lgx_U)-!wq#^sA?sv`ZlU#1TAlc8cnFCJ z5JYA2UMs7q6@2)+DI+V(_qLzp&O@3M8dvdTWHM3#ghI&X1~4-74Xz)5 z%XS9iQ~tu^X*L7vFfvBvdS1;wI@{>Z5llee-P05N;qPX?q5qDxg@uJ)mGy(2ogMM> zy$ybuNMZ!yHzyc~bpw#?P1v+uwEcC`~38JUcTt62#N30ZTc)oxyUN87;2{Pbza zmoM1t+Qn8L>{oQ1tcjKu$-=@yh9u-H$?~sE**!%Cg~uWyv)j)U6cipaF#Ozp7RG7p zf4D)HqJG?N)QDM|kl;-&Ydgj5mrzhsYekA50fT&q>O6N%G!O3)5ZnbKXu;YWt&OvE z_2YKm#=C3de}%GlJ~p^r4C%h!c?oNDcM{W42R8n{7rRpZiX)j*A3Sl~(%jtqXEf(C zL`+mP&A7?qt+(%s7a-Mi!J$eCLBS*l8f8v#CnqNd`_7$(XCvofS3-&X+F^^=AW!H0 zC7hhc+DAn};huanU5yiue&v^+pYPgu`=U`u{aSndpbK&y6GR}niP_p}Uwg$`$mg@%Ua=$4zL)=qzW^EvIgo%Ia- zhj|A+`nwJXtkKX0F=yyM9&Bc)oI#MHlYobUDEb85wK< zy9^|8`Tm{MZQlEZcS^@}twPP5^lhvCSn+Nv`XP`tL&G@&Mn_*S z`0Td0^&mVWuE<&v)xfeC^x0N9me*!cVWoKY`ZbsP3^n6T6znrl_cBKVMH6 zkR{<`{m%bnDcHru#e97@6LtLefa69wWzyQcva+)K=-sxJ_4Q=imkHL}GZg^cpq42* z_U#SR`Nai5$tWl(DS6H>bp%%!lwxCJzpk~P#b4h)JgnlWgemjONfTCaJNT?&igRNGINVdbmz0>?=;zt z{`0b+r`mp&zeCc~(=*HO%yu|atcTjE`De5DAqBtHJ&>fNB&f5e$7a^aAiccYskPh6 zW_O__bw}MtW4g?^DLspcCm(WP?m;J;Sk`vxMle|DW5#`bG=a_FtkTWzOb9=fQAdFJ z`xHIqY8~+MT5XaGz^nbB&dyF}l|G4CIuQedGDc z`zTa_6TG#~Jxa4s4Qo0(3JcI!g@tTfe7t^@wQ5jGB(+dnOw5ao@qA>Lo?q9MJt>T7 zKgDfuYP%py9|9mi-0JA7^r7y)cvb<2CbtbD%bqBle`LeSHs7bvF>S;L(u z?pSt5VErQ>O{d41&@RqFHjxq<;G2N`AUfZS#}=}FBiPppO=^S zh>-AS9o$dZ-kwuZQWBqDQrvjHHwXV*!YImjC_e)Yi0J)wai4C_yux~ zU-c*Xk6JlWK&I+d6IWi_g-Xq|msZj@h1g+-b$J z%Q-)A?!c;0ONF|S=kBgtd(BDDBc?FY{j+(p^r6X4*%Rw4U%yO~(HcYj{JmCGw7ZK- z4g`&=c7kJ)&}^oy=UfC1gXJloIQeG#19k|Me_>f+6v;djF62U7Kr9Sr3eG6=7pBUAgwi zxTN4X8((oJCyn3G$Sa|;v1|1zX4z6{oYgL;X>+YCs$9K^OAfsG0ZtpyRI-|6F>lOu z)H>izE=3MlSswvAf_Vh{?88`3cnXaixO90;E^J`7mwW_&_zFoOPtGRP7rf z&Wk1w)l-f&Mwp~wxOw|hRdQ;@lJITApp=Xvzc7O;XXia(Gljj!)0p^(u@w21Rn zX5#A=vYlx4hHl8s8xotA{|@fh4`n-tkAHq*bFG0NMKQz^iTnFj@6c2zq<(ttjORgI zDCJcNkHnrGk@v!@*_*WZj@NB70kfm8EfhiK07_wGWW1T3m~3bUq1f zE9dtfdJ})MUN5a)#g7_X?ZK?Sif8JiOkKWAkP{CnU#kM7!N7_$jEA&)-3`4RP|~OK zx8!ELMVh-JJQysh>Y4(PJ6-Q&Y=~Izr*%ye<(XW;n zdxNMKz({PZUPY|cO^c;c$LVCI8TVyIDP#!WzdLyqm_eeaT9TBbd;vxw@B44BgEhkb z6%jrlBA-%M2XUB&zsg7#>%RVp`OQxFvT;S&M%k0thbKx)X6xDvsrxEsuy53I^>8oC z);JN&(gLctuHo}=`OUw%-vJlhRSgt! z4DUGBq9!#Z_R5iYYxRa|{?OxWo-E}iQ{F`7R3)F9YbG=(UMVz1CNM)dQj9$*&vV5L zjk@HL=!M^(R=E~XCk;EIvnb+^79PF25Qy7EbuIVpUDe?$;W1wp#Sj+~EpGLNBTJxl zmreV^XmwNm8ws5kN~>iI6Pq)9Iq|t|CZNG8$%o&8_T=FtDl>86#ip6j7SN>ClGQp?x|x0_u}uM|863bCNA=Q-zf%Z+^gj zLteHAYgCA@x;lA%^z4XETWx}))%~?ZBs4paer+&c=HJ1y#{^DJI%gMTxgU!)N+RKZ{3Y}5fY@}<)bsfA{pdkQ#48p@7TP`R^%37 z)NIXKy`dAX?iG91b)qO_=9tTQr9gM*wecM!;fk=4{3<@3XfTO^_?+*e6%~~JwV~!* zX*JwPe>i zc%2m)wK32t8v=43lR;EU6s?%`%y9>S6hP0#Wn|dH>pYMKtrsZ6*7F19I|OvwT6}Q} zRSv~`PFwfYOqCD@VUfpV@_Un(kwa?AfG#_8GCba`raiZtsj!qUF!h8(gkA*wS|81M zg-;_KgFslFp^yUys{{HK7C5)>;J3f8IoPfmsk9lPD-4Z|2=l4uD|U52qv(Cqt1!;r zZ^SK}H6a<>v=Sx852Gg~?W%Qv?j0Ym|GZ1DGL6EZcU_Tl&l^2=hX+#ykZ5SN?JErp zqAHsa>+_TS^SurNHA1FTpC9Jl1x~`ChF1q7PxFsoRi?N% zzhHV~54}GP0YS8zLmTFd161C8pcGWEYYHI^2*e||sG7}Sl;gLl(DN!WG)AK^6Z?a6 zL=G0$Q7lUP8*W2F0!e{N>aBK7b&13>B%&`qL&AqlU0prxnQa_H?aR-1fF^;H6R#*5 z5sgJlW}gS2F8<8ce}$kgG2$=g6YXxi-?FfpST(-@9yvDx(HCF+ZtT1&Vt2na7lSj}PqXmqpg7-Gb4V^{P%x8K6qLf(^svqvEmQ5fN4! zEy#1)-Wtsr(x64?!Tc?!)=yvp$75R> zlCP{_fG-zJkMz4ZdwXV8qLRuF%8>989B|DLalI2Tp07-PLeWR5E~IPHc6r7NeI9I~ zPZs;vo$M;8-U<8~^Dm0*R#Y3;D$#jBKtRB4RR2OtODhQFx;{)uO#HdaB1fmx07p^| zTxOYBS^a&-3GR1X2Vu_Fy9p%Bp186Mb!I=KFKj?(KCqvW|eD4Yh%m71P#6}!1f!lb#I6xAG$ zjwaM^^I8v507(}blgOcau$JyrAl6N3!My$+=XAWymIaL}93XHJlpMQpI*!>BA zM9y*ON7VCujx5m%m0!;}h%bfBz}MDZ*Rz4w;M970r-K)$QUFa08~ebi`~B?=VB_Du zJ&mH5iYhPX=?HqTQkd=ctBYlYg{_w_&eg9=f?}bf0OGSyOS~NxCBVaQg$AIAqX7c( zzrQt)kkDkMM0VJ@nMUC*y^teKu6*qietj~1_5+Ub0m7>zedux~T_zVvRY$tMv!hn?eiBzT0uhm3g6HH>@~W*b9W+Bn z+Ed=7c3{?l`^4r7gT=X0m9WaHg>PcqiVde)B^>wt%8Zo%_0ER5(rRIO)4S!LgY7n> zFE^A!eQORvZelSa16PDCjy;iWShG}m8){lEsdN;`adVdAT-gzMy&uXP+;2f7uoRRk z_%O#8H_$3h0C;w=@3u0Deh;nlhq{JE%8#VqM84r~G4YJZ95Ig3$1@|X7sJ0GdJaL} z_pib^cE84{T+%Cw^zLxl%}&;|dPC>` z(S$ut)8(>+(^WnFWXC4>Zx~hx%;2`xz_#;NgN4bnt!{koMo|oLU*`a=-J8l3G0?suoA1dw)(x_1Pz%gZc%tO(!~6Z! z12ih5bnKke_1{BLrpdq>7w9*{uE{id7t|5pNwzZy#s(m(#^Y}>#C@Ndu1v)ez5w2K zB11~Py_v8`t2fjtS343U`X#BxDcX?c=cL`gVB`%0D_HY#gD9-YZu0{+E6PU?_wrvMKO|DAm%4fiaOz6*MUFp zDX`GnttLCoU{fwM>MN{phQ|BnwMMQVzLKEUMnvJVAfdaQ^Wl>PtM`CFe1*pP7|6-- zoTQu~BA;4VdH9^{s{fraUs?@8_N>e(?Jjjvos+r|I6yhH@5W$dV{t`d4WAXeI)pVe z-Ex*(qRQr$vbsL^8o$5A5I4xKDv_r;$0Du7!B=n-yI> ze7NUz*sq1Rcc-0qF*6X&`!8V4`=P(O+JCKyGU8193n=S4g*M>R6>)`!n zSjSDuq0?+@a!SgCqaGhK?pA6VCEKKqwTGd<`^Sjqo+*!KyueisZnJ(AI3GnT=CzTZ ztk?3vz43xp)Xi)>Pw`7o(A+VXVQs_}{aS`XLaXd&EAi1hM)mCiBjO$Br-ytIzn5Id z!UG*)jr+(tI1vTKJA()k`*Ik4e`SaO^Al)DOGc*+$HPN|_0jaZVSp#G>L|i%0NSNW z4TZ`~TEYqoSyj^o^JPMbWMpK1*v|rW{p7M3WnwBSrA$$G{_S$pHoqVU8ylP3#&}>P zwb1g;j@m#H7r<#E=W2jfAQ@TN3YQf*aS4e-2|3(WT)!@_0{7>VCLZ?!cBkZkMElE$ zPkKfwFukxqAs52J(h{f^>Xw`28#j3X{acl92j-w19Uc1z2mQ}#J$Dzbx!m=p-BzH# z4XC<*`1}6-blHRUSSI;*lf|TBo;!$eo>sG&ALgfYOv6hXKE-^V%FkGNp2XQdr$8HG z$KRcQ>tS$3D|BXfRK_dDKXKWa7wJ#t8R2O=k1Gqg{cgI9*4*5@VaI0kcM&LpPGZi) z2urI(ClaVgialww>=Yq6bY87NJ5elCy97<%9l6OJg~bZF5NpGkcH)?eBHGYTLCFUYS)IBU(3X|dht*!7q1<%7Y3xm~t&Q^DKv)^*R z?N4Cf=Z^~~=UKD+KVbYsbtE>Kh=>TJGSY!x+TTs2B(!d#+1pjrb4MkSUAx|Gg9xY;0t+AS znk+R08hc$15Q<4WrfObZ!ee7&zLyurBpf;s&+Vr6kah66=sE*U|0NH1_aT0Ap}OA& z!XhFfrk0%|5?ZiKi%awgLJ9XAtaq#lgcQe2P0859{e3KrV7(-E?XU~21+Na1&X=1_3QTel|9Bwh^78V2xU6*3WL9aH=zwJ8<)O#gWk!?% z#H?yD2?+@d-S2C_+cOnzJ!`rV!sS@z+S^;bv-lJ(&e;$wuPdCI;oL7h41;9`J)pkz zx>&17C0Y@ht#6)?nvz2C_=1?n-`}5IyI4j^3AaSIeE3n7-^GVAqXr8pZYj%7Z}0ks zJ-O+v0YZD>4_Pce>NikNn7WV?@!0*1Q^3YVq0Kw=R(TuHLFNn*&Ka_#pao#?QUg$=5D6v0+vQH{trD)z#o)2l)f;SZkBwt(bOgzlVU&g zL>f>YLbT9V{^8=RP4?=9y3}g2sb9|9fuy4y7`2p?6lw=HFm39us-Z!Igw_?Bw0wB6 ziOr^6qLcqB_~DnpK%nxjp`j5H5@NRbyQs6P>rJJVqKV(>s@p{bjYu4uX2A~+q=7-r z`>uF($@B?>YhhCb zg?m*tBTs~dg<+U~{(0<&Ikf@G1cLT6?LiNyw;foN5`eCI$_2xLatas6$=eX`W^d9~ zL-PCW>l_acopZym6OZ^s1OT0~{mH0}x&2ME@S)G~&Rf*>to>Yd=*fxKr%#{$%v3NP z!#qtJ%|mu}c4#DhQ{1z7)Z~#jT>jCqtS)64p8u7I~E2FzpV5* zcEs=a$E4-M(bjY{c(p&3ifP#49h&OAQXmNL{&YQfs2}aWy?#k&`|jFZYqX2FGu$mw zU%T^=rnmj$ZC5wna5AoUV_&mkWa^5qjCfMR%5XMLfX2co1{h)uM{@|}WLXKxnIc(DU2A_<6iy>w+<4igl zAfyp@O-)VDy&)-aseoaxFT(te-W!dzUMywbJr!F@yMewhzXCg<@;2pamN3Gq_j;Zh zolN`en)PFQ3as_@$5xZ((bgacx-I>yu(Rk*{*(95YhbMsvtMx&2T1O=zZalrdB+oE zo|2IWh&@FWkl)(ITEBmzQTB-yZ0V2_=6S>X3O^1e@>}Gb z*09fLNa#%Fi01vOS$Yl96mk}SNIQ;XN%*3Xb({v(A-%o5oY8pq@8{S}m*LZir-<#; zcf5gxldvWBlh`D2hPkYCkA0O5H}YpC(qxcZ94?Gw&)Qt5A5HF1@h_{Nk-m&r%dou40$0L)4&1U+7EDrHdT7#SU{ zp2WAmzyIB!CM;FJrqb-^ErVM7zE=bio$68-3F%rgVKh$aLUQh9LwgNPpp%R8iSJTG z%6iZJufcI_b5cp4nogNf-=DEu5%*0J0h{4G;jBao z343hoIgUSKtGwb7kY`|Qw0e(#kMh51qF=8zgJ%oPd5qr`*)rKGR$Zp(2NQzKa{wH_zg!ln*6x$-8e;!yX*55}kIdR2Ys zaqT5;s6JkJ{Fl7Xe}_2sT$7_W88gH#0O@c6Nj{Jod=<(5=+D+$u=N#KfBMj0-myD^ zaxjIjW2}%g){yu6D^(>j<;>TAz#6#poFX^e+p@w#9>m%4uKFeBf)-*x*npGY{682q zNkW@zy)VB$m9)zbK}7qha=fYfP5=tR+U5Lx&2j|FmMz2{9vWLU(?5Co) z5B%pQA2R#;Z+-x`Aw?XV#K3$>&x0*ay=Gs25PY~+>gc`)p615^b~*f5H_*sh{r6FV zYTlxPN-Y=z)~NlDMPuSoF)(A`j2PZ=rS^52; zp@w0pZCq)t`?FF%uTsmyRYeAys@bbsTDz_2Z~9eFw2QSW>L3??r+v@&dklDun4^ba zM5>j4r>u)qYN-ZcRGISEKb$MFkGJnu0+1#eUh6=uF7cN{HSO8bPSfsMA8WSNM1kro>P?KL z4F7)@vY9W1&qL>b7inUhEPf{Vre9?pgc==v4GJb$i;dSm?ItA+4!+DDFUYOH$fg{ZrOPR{$6>lH^7AK*r zuCIgWj_h6}tcm;z!p{L64WQu+k@&4vI{$N*wUO-TrY13-wsZax-E!;o;Y{Fy6o7k> zb2V-~yYRN`!fZdPlF9yfb;-U)_pO;9=C{?QE}jXdN0OWR#?p#;2&+aYc%%g-w3gOe zYYzwuU$;3t3-&+Cii;EF9GI9O28DNhGB?V0URv%7-AroXdfx19Joi>65$q*E=+yA>M06q`t1%8*&dt@na9&!x3Ym`0M zX;Co)1+IPYn%@E$H@Y<-CBN&GK=|W(=>5gz`S|$wI=j1e zF)={ekLw$upw>KD>KGNQN9O8j{u@$rAbeG)biocLD5c@Ez!tC`T!eYTyI?R_tN(C@ z2+;2J-Kc@c-{0TFcfSj|vx4Z0H){2z4EXVb7icg7@V=YdGYkeZ?>Zs@BxOKGDK&ZANbHsCZU&jVkM*TeR_+KpSu4Wp6AKHVzIU9bJ}#uZgmP0*F^4 z`s;FE@g0-CvhR@TYC4GV>=@p-{p3hfFD$q##-~GQ`NB>n|ddPz))++i1+;^C* zVl8jOG(!BdB_W`_<71njpKubm3{kac1)q`O>FH#Ezz~A_3K;u%c?kph@ju_c3ta01 z>6RH`{o}R2te+)>WGo;J#SxKXE)+N7!vD7N^7#E7I}42&@^qE2q|FjWMcVy=Rk{w} zBP+1>e5`Oi@6>AyjVuvt$pQt;j|Wy+`+^R0&L?~31*+-Yb2WCMk&#^^BLMlp`)>5H zQX+d|$zh>tLR?BpFVv}RD2Cyc7a~@E@9@xaccCSMRxIiE-G_U z5C{b4NV=d%SaLG?i;q!#YIB1*mkFr6GUFx>AqjaCB{ZUATRiM*aIe=zxsh_tA*-FR z9|rdhuh@7b+{8XGxv9iElni_(W+n-{?RwoI2{cu5JUw3Y$nJhgM*j%5oVoJxF5TkhWJzi*k7;X$-^E#edI-W}-ey_$|aT_UozViS) zIRf*950#X+Dj6Bk9K-#kfLlcx`AR2fw7}bb5>7I_YzT@{Qc@C?vIA>6>}86MNlEGb zOdzQ+Tlp5~a?TX5uP*FRucHu^_L+jep>E-u*idmKAIKF z?uZx1_jZ zZf<^lx}JTs3zvEY+)wvHBkS(pySKPKTa_URNgK~sKAf{F=W|+UcEd{%dleCq8~H~o zy!evZ!j^&;jBzY8nRujp)iBg)aqfDa``M`FL!!@4L$HJo>UFEHcNDEy_tD0L09P5! z(tLw!XHO3?1x3mZn~{#aAa$Wy<}Y6S{zQ)8lC7aa1D;+!k=WYv7divPh~!WFFuOO2 z@mp=k6Zp~Ddx_f13%I#i_@jkw9agDv4x%H^|Iml*=qEK2?~VWgwou-NQHp<}8WItK z0HR$LTURP`JiIH zYxkAmn|Y=Y$;&G`il%?k2|x=2lNIa;8C-52PhH7BlL5hPDzp~f=jWsgmn$GAsn^rn zzX8k^)@(!yR!-)2*P>(80KxQ&NM7v}b?cTyf%Y!WEa!E3Laen1Qm&A%!dOy?blI!m zhf)2nWN^PFi~ctA?xcK}*@EBBap-y2qfBMN#>mKMQ6R4G_d*6Yx|$)WjJs&SRK~de z*BAJ4`c+!2FqULPUz9E7pM`|h5mQr#Po|wxX?cr;=Z6TZeKwQIYAs|p{jNf5A>z>C zB07o3_&u$yFBPaLlBho9L44QY=m;iQAK+3wjDL5;h~AATbYap&Gvkch_^c!-{F` zuZJ^v)uCyx2`CMOaC3~Zp@!Lfy-Nhu^Zv0yazbL*n+oQUnxgK)rC_X+-R`HN(;V{Q zo7dZp%chZ>1@4J~fWvrHB%25F$}xWM{_g2qooQ-Y`hX(abqz}6NVqxX@L2uAYN4Z} zW2}%Y_EvkxP$0pF=j}-UD!uMb1 z+PAsJ+*)&KO6{yMOV@~4t_-&!UpZNnoq*6qW2C0EI~%Q5b&OyE$z9Z^vvlm_d`WJ) zQMXA0J3`d$&*C?6nNG!qrh;LM({>v>#agP2#+2TsaMZrv$eo+Dyc6-QBqn70AU%+{ z*yZtj8|qq@W!8nMx)FH&sv-k9HTA&h;ktl>m_J6mqN2iktTZI$PpaT#eXg`38ucyP z!*xH*x`G6VV0aIC5J}v|N-ti3AZXN3b&GnoBv5zpJq62qaxp$pqPEyrN;_*y6iAMv zXnB|2r+;OiY7co3PgK*e+rxQUQ*6GlvdgeGUJb{vnq{8}P+4B&X1gCxCSS$Z!*VZdeQ?zY#kRDL75>DyB zYj9m3##&riiMMSkFXsUjs%Lw+O*3kM>MtxqR%cI`7xe3=uiNNw$%DzkA3uHs(TKV| zoj`rQt4aP4b$sjzy#C_%)2)FYQO}W3DP)NGhU9~*ox6|(lY@c(Zc^69ajb5OHmrWP z^ruWV4@5c7{w3(A9}4Mz*&N(PT$Y*~19&P1!07&r=G52M^Fq$t}oMb@{sMoH3q=KNrP5A;o*l@zUFm-i634@)z7^c7L3p`Ot2{5NnN#Xr? zusX1^wkCIau$l_sVq#XcJnzG`s2u|t+?36ak`eXCXO9MO#MBRZOg~5gStoPdfz``B zLMAytJ&kS~(nT8iKW6O#v{7cc!+j7#Tqf zn1$x?BEej85@he7!;9`?(Xg`L15?(r9|oOZWy|h?(VLk z;anR&@A+QuIq&&hzd!s3VfO63*R!5y-Rr*Zb$;~r5#Zj4$`>ipZ4cm`riDaz!r^V# z?{@4L?gLb`#A`Z9n{VKRwd5t*mPBHppHSmz` zqvh#Wp&fV;+{Gdzk$(|;+=MsqT9<$S4;Slu<*}3LxJ1;iJ~+IsBlUUBLCly&t zgRUx_TC06uI8Qce|8oLrsMTQ^$d9Kg`IhkSZ)yDdTNwj-Q(G&eRPltxG$#jX_scU~ zoE>sN)Gz?TCrLt$I-dI`q0y#B#%0Xr-OxvJPn0i{vdn6k{oRdgmGy$Og$1KhKIe%3 z)%ii1@>~ckW^1AXr}^G7*fCH(P^GC-hedbnhAy8f9$3=EJPncMYK54Tg2_N>vbwrz z5ur#$3o&IRz`&&_lF5!xim@5!&FsLtyB(pR!LIo%$_SJhcdbkQvo*FWiEmADKzq}b zzrAj+T-@CF>PW$K-vBo7j^_5^LE1T}#N%GoYnDQEs1yH@vzeh|>q2#Yd%l32i!ui& z*gW0pe}9Z9b3IvSobmJZH5tj0D$=*YBPSn7edo@K=~w5tBbO-=m$d#}n+@VGwm{Q* zb2mXZP8N)^nBwnlsydhUGy2~>t#ip=<3C&42s$>l@!?{tYE`xMf}rRZCw?|iX=y1Y zG5a@duS=A6*4^ua=6kO!$?t$%#*_`>9|qUcy#b<1T7pWD&Hszgp3ye0vpFmiAoAQl z?1SeUqq*`fE-pM*qu=w?tC`QX$NEa{!}<4Z#3dypo@v%O=$@<(xVX954ZS;GTwZPi zgzOD2Y$<$>Wz}oWq2juVt;Iyv4$s%dDCGlHiUe%JU1y{LVCoS#r6VHK>IUi&>!!*Gl{%|I`Ri9h8l6;3v~bEkRV z@wNwI51kW5wH2IewldD!|4>95LSi*q5>!(<&u-9Wd%O-?TKhy4DZdjV6%`fG1LH6r zLE4hQzx4+6!w0*=Md2S@mOrf7AYx+0o%ld@R3Z~6*Sp-e z23O<}zejo4Z=xXmOa8NeGe47i_FABzq2ZE{1nUw(p-`LU4s^lmU5+a2g~4Ea2KE$( z*V$~gwzi;HI(eGDyS`XDQ3HdF+sT{Y9_hI{M~*q~)o!q_ukTZA?B*@rV>uC#e|)xF z@e~JLZtLSYCtaQtWwoqj;01WpM=ym5Bs&p&Hf})k4||jn{;Ph%k9CiXjIElIO-h--LRkG z{?8Zzf!)SXn(;MaucNbbI*sR6{{HUvB;$a9NeyJP+!3S!SICt^@kvZ10z3fhw<-K4j#SsxUT8tYGcmns5>p(*QXwUub{5+3yG6-s8qPvvw#lXjaMYabW|H z#iL_l%HMGnKdY_KD}V;!)CSYZXJN)MC|kp{v&AwLkH;)+mC%k+Tk#qNs3{&(EvQJd{zDiE zr^!gxb6s6sfPftviwA)~05_KeX3e&tp@^mSzzup-xe0iZfGhjXL~*uQ2!X&+2d)Yu zfl+^A>($xL5dtxI=((;OD*nZwRE6kT_FWZO{rlNCgCdRc@_kkqtnVFlLn?w#{>42s1OMGfM1(Ykdqd{axVm^0T5NUYoMsrg5iOUIn);dsu zL~E02bzfdz+i#ENN={hY<2gG!W0CQ+WJx8d)Y`p{ii&zgLj!nIsa2S?dY;c2Q~pRy zN_=}hYmbeFMFt3Ccjp^P+gWpzizy-muikw9`ZcQ)hNp=A_RY}pyKI#*Zb#T!4gA_v zo+DDi@bM0x2?Y|`&DA-sBw05B$=_jj^3R`anQYUMtnbWpi3xH1NHLT}&3!b1q<>zypy+S;BzecF9mQxWt9 z3bj(6xLQ+b*uZPPcO>yS^4`ssDtw=Jv2gcK5|F=9G>e|qnvP@{&QK5%b^#m)3uP)= zNUdS13eiX-MG}O?hH8loV4*994SRg$^7{dwW^y#Qonp7+=5Xs5R~T$nBH?OHD1cRx55Ry$`pU?fAmVs3|8#ZS2Z#74Gm&2C;u5V>!1=vv}^EuLUYlgrK za$~E}^eO8EJM2Cxki|@p{o6zD>Q$slh>eBH$;s7u+HVY^=qz^x0nj_*meXuhXSF*D zpdSICIHPuxz{4ly%g?>6<7Tv8xU<<3#!3t0e(c6~^(ayil9Nk0I5^aKqG3}!`RRJH zzJ-{v-~s{d50K#XZuzVO6U0v5T1Yklq%8v~%A9m@owt%J;CfUY^)zbW+u<`PW$3|! zw`4Y>-6X87twGnreSHZm$S=sqFk9vu-R(yzVck-f_~(m_f%_%a2f^VhGn_x*z+p96 zyXYA&B_*YY$KRnRgg7|==y=N|C~cDSJ7M~i8xQ@nxV`-&sYncJm!Y3hc3M;J>v{b< z6OGs9!$Z>Qs9np8{QMxor9rTsePw#k`D}i3(HsySr;^0w%R5 z?^F030eLMsztbxoou}{UJqAsNHT@k)w+HoA{9goKICGp^4QYX{i|PbDYX)ra+ax%72T1 zK*T=u=%!Jj6GH&r{$s$;rV6-1&}{x6=YE4c%fk0=3yM*->M|f!x|$Ln}>^`cKZ)jIv5QdoXV zrqvxr${qeGh6ZW4NR$6R;1syl@^!;3@x6^Fsz)`kPa`eM5j>b0b5FMY@tkJYx#T~4 zzTl0WLE!NFLzvy^mKc=mm*W8FiVNLneBA_SB|`)GzK$|!|9$)mtHGre*sou|0E>Xg z-!e>)W!d{Cq1b0$aFBQ@acE+7k~y8)8x1HF`b;p8(C+T;4)k~=hd{8_cGd>J1@6pL zQ%h?um*WRMa&cZ6KOU=}`wS#;^IrkKI8hcL6v0(!uyCgb*S!m_HF@L%aBuui$P|o6 zqmwGW{@;ZEHc-ZiU9aP*h^Q!#XDZDnXc!qoeSCZ*Bczgu#GoCLf~i)LyQ*m)X|4a! zx!-aTd@j_{cRv0|*NW=rZ2+*SAGbsQg+&3tptvwtX)f(Kzbd~3&e0HdyAA&|@E%E9yk0h@4KZ*BNhGgUl>wneN#oeKE56{wWXI?+L*v$gg#lJL<6!H!GMxRA9{t3$+C zDmwZ!A69aPPPZe~`D%>J`o-ijJcPsLP^UADG}~7i`mA7?BDY*c@K|d5MPIuy%gIrh zXy|sqL!imAuGU5F{LSo>im3ItWJkjyTRhzw@i^|G-JLA;Gwh28JSArK#h}N~kvu~e zNWrs(Vj$$SGc?!L=9RN~n^PZ~O1b8`NQChlwR4`10a_1rte&2e|M@J z6w9c}-dz81Z2^tTpUR%sFZzIx6zSoM?s>;&dA~uDnv^}B zXTByla?=kfAmdGsBd25e*&-tWhL)BV5O=80NfwuuqGp)Ippu*gqEhi6lh+QX`f^1X zHx8E1(+l71r(@>;Sc&)QRdu+a=M@hG8w}2l;_4{tBHSqCqB&%x-x4ubVpHtEVC$<%aq8vZoWmR10GryTuGh_gDL!g zf5OG)?+7A3ha7o04Cbn}E$g=iHs*0zXOHCTIF3j^U);-mSPjwDc4yEcx3g`5`wfJ;NVd$7&2E$DwF_d(xOB<_V4F!Lag`eO z5dghD%yxiqZ!uFfV5$f0&`7n)6=l@alv92d(PZf5((2E_KKn_rX)R9dlxZd&pb^KBd**S50Ln)b*f5|~p~M1VR>rBLbW zbgP|v!9#z+dqUG0-~gO2cn^I;$4%sSE|Twn!7jIzPgkbK$1W`3x}Yp;o^SMPkI`_@!BEkM&4{wb_bs0J|P0hTV%1-!qzbzS_5W-?Xw8VTuv z{GXlb7F=mQ0obOMI3H*U-k!>T^c0#>tFfU10hq`z;<%3mxy0p2uRtkZz5^!SdMI+e zJxaf0zTmaiHK!r{uauc?*X|bbao`8%cMfAL!1$#8plPLg!ApN0^7ecI@I&U}iudsWwY9amTy14@G*CM)cc2fZ2}L9%5QdR* z589-#pV|>?J zFc=JEJQ=~uZ*=lm!`0T>?lV0xv`9HBr4VN3??SKwgcN8nuc`)~$`rU>x_Y(M>F!j_qafj6zR~0K&&S=V@<6~ioX>H4_@^-P z;?)4XQh`eRhGaeLQKbu!J9Nn3?hG$ilGfk?U3giu|8CcKvu?!pfDhAIBs+!gA|a!) znhgJRxc>3hROJ5dc5Aklqc4GFBSuDWss5k|xn*Po*XM!B;JP=>3A&bV_a%!-X>>m~ zsuSA#q*?E@XXO^&5R2#uoN~njZZ}^fB}Cw2icii0bp!YLxE7XyM#QNoqa*hJO$K@3 z?JuLW&dstH3(w8X5p!7(y|3H4y1kV*j^y{ea){p$aNNcN8TQ7~9kM~>SjU*Oqc>)> z(mpwlufI{E6fk}`eaI2p}Dh#U9HoJQ``$Zq0h9 zu#c3Uv4@8?MOuw!3*PJf#9E$bih_3+`XB&fX5O#eNJU<3Jf8>lm9hiv3KQ@_!wD8> zNbtH~1XyN@*&gUx7T&k*8NBMhRZBPmhT5=?ma1NLT1l*y(j{GZz;y@VwBHi}qYobH z?Bv}JqjEO$aYmzoA1Lp2bY9ZY(P`A!w0ia9$_NM_%r}m}-yOCf1IAH+0x6KvE0Nu> zSEp1378Zu`)BSw^bZex`R1cb=<6b4jc{l6)qgjs`iPZry=&<)cImHksFaT<@OWJG? z$i~)IPcpAPV9P5gCx7D`0~K}zHc;Fo+B)U%aY`v>6+QFFMjRj@&w`E zvEZ`ue7*m>A3WOj$Kk_^NvO}q(5KAn8n|1hd9akxYjIBcBw4lo*$SvGW*Gx?iHvBG zSj|S?fI1^6z57Z_OG{tT(BQmyp_A5oZ-m(n@C%3ngmrXu;xTObKTAqyFbPGD9Y49u z{3&^^rm%IjQ9R)_Jy0<4hgY!4I!1yxp5aB;$in}@uX)McoJN?K9*0XK39>4V{G8Nu zucX3A&>PRBZlVXxSmY&5>%Ot1wW2e+t1=02F8JhQJt!E90|*y;=mM33VLX1d>c2i! z%}@UfG{|qAE#&p~1;!wV#XRE$M+ubC9k&f&_jYvt-XKqY=qqvoer(6xYZZPek)juj1vt#PW|)d^%>-jGEB3bn5;JjKz_#sG#Ay>hk@JMQ_Py=; zx=HH2F8`N};#Fb5kVTFNaDD5c{@SEl@>H~t z=)n1HCGIX!#+}%cOsh*A#GbhlDIjc~!B%4TY-fuutZI+|WI+$EaZv)RYx}(wU!^u@ zGUVdh8Rs;aPA%nv(o)S^+q^4Re}5#AEy_q}ycKEVoYyExxE9osy13&Y>MSgj0-l9` zM0@rJ_pQtX(8a|{g!NWpu6#BhA3iwhpVq#)INNvoIxby5`sYXnmJ0*LCE4Ckss#Lp zjk?z*go~>S1jiGb?0+~z{nZ|b!oY<`SBRE}F_jT^9w}jU%!f5t{ zXY1NGwvM+*+_oEw&&{@n(?uVUZs3S&tLE67pws!2M$&WH zDi6hF=3KkhXzf0pB4ZDY;nMUP-GZx8h!z5o!{ae9F&s*LXJ5g>#uhb@#Em?hr^xWp zfe9jKpu$KnJ&u)O_}tsbI(+%JVPH+9&2yiT1RP>PXF@=+d&ZppHa`!$4=4aR0`csG z?k@Dh5t*i=Ibd8`X$R;81R@q*pN|p2S={F5th9K7ANaivK{Rn!{kAnVG34~ph&p9E z-cVsfR^+D9+Kvn8TYkWzdoT^Zw?A1Q;Mo1VvcE4aEBgYUUcm-h4S|TMp|dz^?T|^_ zXT=fUcX@fuc=pa$85|I|ou{pp8Y#MzdOF?&yC*&-u^*z(YK;bdOx+8Z4FANuhC*K* zJV{_4+=$@P(+R-{RmE!^+~fg87osi{hOBn&(GpEJq24AbcD765N(I4Sc&J$Sgr3K% zJ(8&cQ-8AY!BI&j8nthQga|t`nw;fYixWNX;rTtGS``uQLTd2n#_YECu~e^*U7M|}xOy(aOHY(t z+&a0gJj$b*^_YJo0`0EV_;!ri*Pr8G;NY}z3<>BjRC``K@i}a^B=g!Qa$8gE%~TuT z-`xV8?nl|Y@r;80S~u6Jxf(iQ-&vJZ6yYXfN-bb$t|vD{dEheu3|S?$W7M)V-{AOc zqnj>iSDeL@%wCV!6D*xHNeva%lO(8mi zt#s`D89O>MR!G+gi3gBZ1&X8&l0 zz{Cm6;?LHuX_Htjb#Tq%&MFUNB&*m=FR7-zN}_Akf0ddE+k(O1?8QTo{nefr&=V9C zBw%!jbPAuCiV6|1iHbWX!(gjveLXS`8wy<|sI9FVuKx5| zDcqv(#4>-$wLSU?IGg#8^)U^qXS091F-y|JyD;cl^4Bmic>@~BmO)#*K4{MV6hq_U z?v6ZZT#kv3ZtE}sf!JYq2+R>p<#H`iPY*ZhUOHIzou_4vbmhC6w`yyM*BAjqQ6SOy zfrNHLg4c|IS0~@=&+)4pY2HSMi>(L*K7$fyxXIHUU~@pK(|xts1o!P}n*|np0bamC z^)zOdC6Dw@5W|Jh88}+5fW`=5PjTD1P)(E@%g{(B0ye6E)3bHM5vq*9(YHp=&QM~| z>CVK^!y90Ji;2*m=NPyw)2616W42nLOiOHY4>=!Mx>qW78KPr)!wiAQfmVA$%!(V1 zp8?J_S(c>SRvoOE4Gj&)zs$kl9+VKc$OeD!ALh4_TRRaPbT==Kf^t9OLbYpp?S(8h zih46IWG49DVj?)WRlyJaI+<0g&XEy$v1FJy(#F<$@1lENnVErl>eGDRo#za}*6;4P z=Y+JohNt*pK_kA)5D3JmyF8cLl8e-Qyg+wnys!ffU)tE{nsZ)|%2z5ZQDNj3`U-<3 z7FATE0r)APhPXR_8ZVYySpu?s-T@pqvcP+DQha=|YsB7EwKb)emlv=RAkbxQZf+*)omuu~sy8}72MIy>2|W_cb00a8%pClK<>M^F3Be7p1qPj*d=URZGiz!MlqUhpr$P%>EeR zps&*Pqk!yBd?2afYUf0nGPyvPCuQ;ag3!T|hDWsPr(hTiPY#P^RXSAwy#-*Go4T)b zh9SX%f*vAY&-Z7vmd9j062|>lw2|WHne!RU#9F%GD$0V@khs84lH(8WHGKI{q{!uH zRLnqMU!TKL$otNtZUykY0~l)MsN5?_T_m{62bK%oymbEO_dM^fv6V}8j6(_V2*F@m zP#~e*bCS0povYKW?^W4*){`aazv~IW;22d#g8f3$j_8E_r9vymH>$f=(NEZHm4WsY zwr6RoWfx20!y-PhccJ1o=zam3_dM5}_c)RI_3KxOS|L}Wm7`gp(oAd6ob3VlY2 z%}tnU0dC8SvLqU1f8so`!!o=V8osi`!hLvyJrl&|4etOb7|B3y&+GPz&1UhvoSYmH zhY`@81T1=b;}|%M`iX!avKu`0yhb=lsj_h)N8fb#QCAq<8mt9a9R zxn0`XPy9EOpFXzYpxLPM=xqCU#jVck5pFW-DKicr0Kgkd@yfLObM@Sf?&pK~BOx#t zu9;dTCPu1ttFI%AP-x4y!y_VKue~36=CYfiolangf?8x^HcQ==e z2{bRjQNMmC1~RZz6u0(*EjR6*ZR$|q6Xb$22{IFh+c$H`jj<+L0LKj__7P;odGR80 z&49-9>J(`1uJtAG*O`OCwjy6&HxS+1czU^~<1^)7&zzH@_D_*WC1ESEn_f~CX+5S8 zQ!=e?sUL6AeF(KZ*hUcPqJjS$Ze^$OJ$!`Te>)&)Xv^O8ax&akpT4vdQt6SIk7oVd)mT2`h3dFCIMIggMu0OyGd1Ysr7M)_wzYcy!cLF*h+m=rfWn!(Xuw8;j?5zCSRS!jF{5 zX|5C?Vl|ehh)E&9(`R2{y&yOuvfuxmL*Q~X=H~ADU<&~-)V4;l<g2WHsp7OPiV1$g%K^f>I# zekbR5l5KFYovyZy2noUHOJJcD5J(Ou=P$FI;R?oQhzDGW{WbsppXtQ!fSoQ+k-=yv zbs*zY3?R+osK{;9SVqc08C*0p{a;+_<~iDV{3T zM_cQS1F%Fyw#T18e*pXl273yCR9dcUaexmj9lh^o!i|%Uq--T{lupKAK)4F(QSv(& z7du`-;9^>8``r!DuPkN7IYOZshxQlEPNIQWa5&t5Yb2Y)Z1jzEip1^d>1eKeC<$jU zF^7>(sR|L7MPmCE8N0z#FE202MAlZ_4M`5m>9;@@nsX54^z-v0=C&exAK=RgSojA2 z=#2Y(a$>J5x$RDie^V483kZz=gdl7WKIW^Goxcr8NB;sOP5b{h5pvIeydwzLbiSch z^y+%Q{@^J#_D1=TVEfPz%SSeJbaa4957h0MpA&Eh2@|$#m5a41W#*3;{jiNpycfTs z**H4BhCqA)^EmTRnD`gNQWck{?IbQ_Jd|qK0RuZ6%%@Pib6e%v_rn(aDW5G3DByuXb1g0Jfj10{ z(;|1iIMlV^A{7=Ej-`vSb$UxlNlC9t0A$NZK}uOFM+sc0_!8z2N*5C{%?NK zUFO<2X58ln`>h6uj;ui|Q=-EW1QEeLEd3j8vP?gp;FKAwxjo(tc8ZP)HMW2TlPV=+ zZB{e#e|g&hUg-c1c#Sa9cADmH1IFRZ*4pp2bKC#YZ4UtE-uaa=wn6 z%afzCGsA!Fz7Z>yRioOd8X9Fyl0`*DAeF*#z&1PTl>VZIwIGVNozzvfb;FG+-oik; zV{Wr$fy;HU&FylxnQ9Cl{2~B6iNx-S@VkrpksC2itGmlv}}ZDpIqEgdN(rirjmvGM$?H&^_!pv_0S?SCDrZT^Z_wS7Ye z?8=L^g|00kOdqsr@Mc_G+}f3Jev{dnBdMXO0#y!>bgF>qLIRh&futm6P*9MIt7~S+ zr%#`jCQJ1}z|%5>^gjIFJ$mn75>2zNr&{A}U0%V~rD1Jjo^n{gEoh5H~Ov)@X%YwxGJ z@9VbsAR)4Cxst+wsT*!hBiS+>Zl@+d`#zJAlDi07K7zr?h zZVr)w@i@>R96&1(O9Te@%!irx&jt4d(P?}xU0Pa?O>+*0iGvqo{b%=V933;gZm%pR zOTIoQ+5oxB@qg@O)97T*`C1^{*lUoB<_f3`1FYnH)T#D z_k%M~&zg6Cc&cyq7lXT6JTRE{%jTWo_GBrwu&^)!9s0MXzP|iX zW)AO-V+aZjeZ|HWWw+M*=a(49bftO1+Ufm368A>SSLFT_{)GSSn+gmfQ7yWS*Jgu2 zqATZ}(N21fMPI3hsfWMwq>Ew;K^&=GPyq)^pLNAIswjt#%fc-!1K8O>Q-WoVQC z;^FLuQ>1$7cJ@WBso8hJdtP+(lEF2u3A84LM!;7$U8{+j=0;RrG+}gZm8JKVVI&yS*2B=3S z@$1s#AP~qsfbrE(II}kBORZal86Ay_zRDts#by*O&okWgRAxnLN+n*FaCJYF3;cm; zr5LB0^!vi-?8{&$Es{B?IKGjNKERQ~dv$$VoM*qTW3>?0|T4AT!K^!lZobEctF0fF=$CQ`Q zs@HR~l?H=7NW#J39x54bWx$&kV4_+M(KTtfe!JzyES$AD6(9{y&Gv#v3ruA3osZLn zgoHff1A}b^8mVa^5WA3B4NaF4T@)|M>0mnK{a;^RH#_Xr%V?~AzqeYMk5E2Yslt7A zZ;dJm27^C7%(AshVkE%W6YV=*Dc9|%_#5hOhMHk6H0SQ~T*xDV2-jc!wgwjNUUHuL?qUANu`Ein zUc>Es&G9g^E&xo~arJE5>@Xl*C>Hv#bFR#4H_sfNTyLS51%WI}KFsf3MfRqY`QVf{ zP&YAs)azM!cz#q;ojHlQZpkkkc&`q(7qVC>P7HY{;vXj0!o&sXm(~XDE%V9|V@{!7 zCCvCY!BaDs$OH$xQWG*0#~02?Qx2yB0lJBaK#8QF_Cf;+?RcWKUnDT!@XRwwVR<5j z_EK+6H$3@sNj2axIfgd$r^b#h)mlBQs`8&wm5Q1g7%by2E-*d?x3<3S&}Jo=k$n6| z@fCNL7d(1vx|;kx>Fa`Z<_WF&h2zAh0e;9A0kBp;+mLBbAgw z-u@F_)9vpLigk{E{C@Q+Gch(7_Gr`s6Gs}$k)xx*t_cy+GK2d)@3U{8UItuH>YK%e z^+b382maYO^Yz#C5Xhx8FgRHpNtr+AN!n>`3_kVrp~;AZOO4k32LHYUJ0%N0bn?Qc z^R6m_BLPRMUjYg|1{`02j944Weeli!&0Nc}FVa14d2h+gy54S}x7r+H%BhP|d|MH? zvVmL18v}#!04|6Sh;)_(I?J7>_nVy$mHH}yKQ8c{tE)B3rxPoAAAkV3D*vSSRdmqz zV3@epL+meS+yuL`R){_yZ=4RlcR1<=M#;j?TWmmVmMq3nw$*W zO_WI6$UvN+6#bu_A{~MQUibzBR{6a{L!;-)9}EkDy6^n-u>f>mQ!V|1nVEhQ3Qdj* zPy#Ry_9AA2I?gvk2cqh1XF>I~`F6Pud+vJ7$Nk>bBS*g#`xl&i4e|#vB*mbsPLD4% zPN<@OgQU{ly zaX6aUId-K}c~x(@=y<&NVKEOWlda3?mAM85!^FcMChpLQY%9L$*|;SswQwwlG5g*2VWyHl#E0D=ZElBLW)CNigX6M-U z0nQU7p^fF3#PZj{3)Qcq67^U)?QjS3;?vJHTc2FGtxr_Hg2=sjyoV$^+tT4&s~6|v zbbVLU8M}oAs!W zT$wXLEvLxTFhAFPb@GN;&68VqT(Ip2w~v68hF!m2>F}>QAr3U|m5q(IO_gkmIz$eJ z^2Pa(y9uW*%0iJ~?`7X7%nK`ya;}fr49ixr7M#G6Lt3z;VVn9vxex$@jR5U92&8&# zP$KgJaa6Bz{P&%JgE5MRwTi}#g$Is4;m2W%SvxK)Rp~LkCOAsu@!73P z6u#6JbjzS(_*jwdT`u8Lqj`S@$Rx#kq|W&6pOl{4mcECZ4+K>3nD@WCjN`i-cnI%pUX}C zK>rku*epK2BLwpA_5NeaK}6CW!;~jm_072MRw=1<+i%0=tn1zE**-g}NA>qw_20EF zucxBuLSQ^$Go%g7K&T>HJLdQOu}9}s!)q`VHx=}(0Bh|RHT=oMn)!9NUOkt6VL6oR zVBVKGiK#>`(3R)6;WFol&6Iy_e^0&!WTV$1^&4x|)DSrxygXVvKs>Jp4^}8piPHAI zFMc!c?m!m8Pbf@2ikJ}KO8JV1XCA1GrTXmZ?PV?*xVQGTt5+OXV&kv06ZY}|Brm~hRJQtWt^b9D) zJI`wTmdMT7oz35dR8v6M;6FWdh<_+Di5}GZa^RV8+c}mFSC|q1P-1FVpW7~5n?&)N z@eE$L=M&pq+d1fat^U02Jngl|y{dqh-BRk0JBM8DaIAF0qqDy;d|*0_XK-BJqyb<` za;{1#q)@H0_qb-R-kHN;Qx>y*5g58PQKSjbToSash<(2N{s35YW(NVCM;fH2RNyGc z!i`ux%hKv68janUQ5vd(UDGNPVhrTP>q?%xSzI}z8DUvTG-t)VS=o!)uQ695?Sl-m zTMROjG+*EE&AF;57~TsVp7)m=)c-_&_UlauX)tN6PJF!DkKFI3W}fO5Vk3WhM`uDNd<=8k6WaC4ke@ccrU%c}pKg2%my5D%8 zTDf6Ea6_=`@VLrkx6vkMD2MtN*Keu*ZorU;#~s0lMJX7{(tJ}ke=B%@V{h`71i&X$ zs;yE65zEVZ7V{0nXP!yc*S=v6xYl~zmho|p&7=fg58aXX>(Ri&c+Q%GEhc# z_V1FC7c?|9n={qcg-+Ji)|1oIzskyRCW^JK&pcr;SdJAcJKaC^ygFwYTCl6dFBVC- zKDoD=x+f8`*|MgG%{3McNAip}%H;4J{z3iwOi6_|#M`i(vyq)0bf^8Tb zlIrT_ji&G4zk@)v8d$j%`#0O`>j7&^gEzCQst$vLO4k&uUYIu+(cd;Cyxs+DH@A$ zyZEzHyI889ewbe2azsKMq66v-cUZ8H6_%!PJFMQmK3yxT`J5&<($#0ro&n|``n!{* ziGrS2p6A7?@V}#@74x3`{r#X>-qONaY%mzi8TwV>A8j;Z4{`(9GrSjR#jUkuoO*U+ zISmY>be!)U!b$${nh|~aDk#m4x%tvB%@6N`CF>|S%IojUOJLrBf`S4tCK|hD8ZeP!oSR+x4Nn)nIMw`*PjS z?>VYADC`bDBGfkLMGH#_Lq2^A_|0L?R9Uu9SDOE+wckM7URhiOfw~6=i=5L63K&y7 z)$J)E5QrJc2UNKyXPZ7hDae1y=7OD=u+hv!<}^coD!dt+bY{c7W;SY@6%Y8>XdPIm zJ9ozaaIbxEX{X&uB+!NT{lUF3bHYx8bP68|2 zwXXi&UJ)fFf($vjhK2?;&xdQfb)r@q&ow1aqiqO!;3XL$x<)+t+GfSMbK)4rCf%uU z@6T6UPqiH}G49-vx|Z#K%I1pYCBvpk8!_#CUxI4LZLH=Sa!>MVpOpUm3F5Y%huYe* zf!@=^m}W~?Tg|EMBmzhYXff&|#h>~7@gLVOz~C<@>};{R70ze{DdU7231OYiEEg-e zd?K3PMf~5Dav%MzGC94!AR@Rs|0kT5brk&Nn340 zH$GsZtYx$7$vP4UfWdcXYjH`!P<>zOobS)6RGP&N3SJEd!eB79fS`2Dh)bT8{ASU) zPU1VFg?j4#JMgvyKK%`eJFdOxuRq>nYz??>U|L-JbOlo=aF6tj4Ic-`#|f&csvN7v z7|HaEjnQf~ibfC}xH5}yLhX+6LUmx+?Mj@o)>kM**wmB`q|+Nq2e4<)vVc&o6u=cF z?!4gB4=v`Pk26cIiw;3fD7O)yB8(ezHd>O%SGaghgWTL<(9+uh0={047BkWG7}5t+ zw@Xbva3#czc$K1aeIRLRXD7sQXPkT*jaBbiLUu;N*YYE3jfzEj#z%l-**2^VL_iXi!+L2)?I-!X~+_5ePJ zSq&HAYL)ducwSzf8|4e;n4ZHy{)5F7=XqgUTec^{K4D=4?;@ri-`tLl*{gP3FJ_mv zAryQGeCb#7SdO$f_USb{e|wjE&Axpwe)*OUnae1E=;T~-P6ykah;a!H5b;pyQy-wC`#8HC-}X7xQ;WyQkIUQgRePeD;yA{zXS zrPE4*f_F~%F}Iqf9u3@*n2wZo($GR&KQb^F{Dr~L(g@abXD5kB_?;sXM154v(u~<$ zM7nMF8Gn)_%C`_qXH&)Asv=|@y0hlnR8%FK$C-F0iZ@6@IC?EOW`-mrmbuhf$o{P# zT_=(HFEXYbAh&R9>Fj?he^sw1;jN4p&tUsXkQ9yCnEJ+zV$|8cZa13V0$rvx{t&N5 zC8?#iu#j zQ-z85PM|xg!WFyei_C^gozrBx+WySB4v~Ff=z55ajIQ1OFjl6P=Oh2jMrvoZEY*;a z)g%XXXL!uUZBeLHs=YUH;9CznwYbs?%IP`WiUz*7<+nzEwk&Li_V5H$s%^iIOIrr> zIV;JvQ41Y$;4kuzFW=0Mj4@Q#RBtk;$?%yXuCgdpDoi*W*zLp0SgmF?--_W&;3+F{ z+j2rjV;|q;bk5g(r?BmWWaY1|`4Re;^UaaT%JUtH;4ktz4*_NNI}6jsKV8!9o_t3( zU4i-)JHD`Xa@%LBjTcd|Xu>8P+jP)T#(zKT4ee)KNkjs7PK5JEhRMXa+G^<+KKkgj ziA`IKsVam4nt!%rb4H~!>A{>Y9^W!)l}E!6vbG-Y@Elfi6W5cd&mX8>l}J&=c_PXbA1fkY-M{)DY)VBor&Ckao_pB1-+LY zZb93hDfD}-By-%p+|^ieVnJUemIbLk9n6ednm7S_y`!YST2FjefsuNY(B2R8HpAg0 z)KdEdL<4sJ;Ox^AzdEYj#+L=(r%9Vq3LK`bSL5`j=6Num35Jga;zX({(8*;&ElHbc zsDS%JZwh&s82ol-(!XnP6$f+pRG6YIUtZ(n9prOS;@T|!ByRqj@3{8 z&I_LQ_njE+FbY&}KOk4+e5#pBTKau757Qv|X1LO@WM-T zl*njyF?|hWYfg;s3chSj%tR|YzJ0{-3n~HPYi1*n%vw)sO@Fzt$ZiD-{+Qq|?~++* zhspik?NUV@9-%AWF3%;fp2py+xbM;* z_u`$A1?71DdtU^`X0O^$zgqFs=@5ymKhaTf{+NPjV1GSMQ6E5+FQao*6e8YD56+eQ zH6C>S5HV3EuW--r7l??((I5rPAC3UK({{ z^2@kmK|ZsE$HkbVxH;a6lTUl8d$gi8>B@ya1CftXciZ^e3(N3;zFKRaYb7fWbZRy5 z=Isx?*kG)bX{d;PNbmUk_SF5@+W{r#z9mLx))!7?e@$fu8M;2Yudu$k;8CKKcyIJ2 zQ#=kQC{SA$prn7vH!ye!?`X0Un9If;%*0#1E+OT?Nkd*jj9|#hWwup&&$g_O^bqar zgw}rD-`p``u=)dK`u4DnVQQQ~P+yQU|C5>-DyHUt)T!lOkfemO`#%Hy9Dh3LO$Qu~ z(~FayucOxKhemK<8Z=ylPBY)_Jowo+E*V(|M0C1S+nK(I4?79SPsx>bw@?GGAB4h7 zWMr0Sgra3NRGH*5p#ve0mpcv545C^`ty>xW6*bB8oARH!$*l@w0%hH^bSS2lCmH45 ze?`}*z`xP8#q|FfU6xU~z@F;ckj%N*Em6pCBGMRq(>3}gCB7fv*m~@~>CPAs%ufX<)9Rg}8fyRK#=+%G*NeC4= zgbKOvscu%#8YL{x{a?{_ruVo=xq3#$1GbRoY#dryzxAWHl&^dtJ*VI5XrBvGR|DY@?n~J@Z@)n^UOwb5@TW_dcyD06AFmPi zp0DxM|Ele)qoRu5b`RZ1Hw+9Z=qMmv(nyFj4Baq)>6dx}YyaBha@tvs* zM$35>&G2U0a3LN4&bs6`kNrK&#H7)TkzfcqZpXHv(R-zPTWjv@_{QrIX{>~+t-i$v z!iFUiRkoH}s2A+}Vq~r|%>bt!Z@|SGi8HBMkD1 zoy+ikBcoitV3iP*{uho9tUOkOuY=LCdfmY#)JVS30v^Ixra`jnu8{Y!@KhGY%?-L$ zt7vLQW@OL@1O$A`S56Q=ZT46te4Hz7x?3&owGm!z-8(sxlb#->mIjk0!#+Dd@96Da zYdJ>hf_MpvfTwc3OlMq=r;U8pK61u%NtPO0l!EEvZ|6>}4^izh=&iK;)XG#7+1NSP z-ZZ~5$E&y4x;E;z-h`>gi(&kF*eWqn>f@15M1Fz0S^x(^{z$lwS<;s*H{gJvqoad$ z+@$NWPCD>>apq~O;=_j_LnmW}nk%bm<`t*u`ATsmf_=93_SQcKGDQ83iiS=sJ6~E} zoPfv6)a4)&AQ!rK^E?dEt!&2rFT3rPh(m<-|L%EcxH=0hK?v#Z#B}Z)(iiD3{6+~C zi{2`%T(#V;E=}LseYLvMY-zkC&C5os^s$29B~L zf{0GcgTu<&dZgL^6drhSvKG&*`hH1>GH>5G0vU^9ARar3QX?v9RdDY`xygL@^9v&!dM&!hIU)_c1D)PZ<18 zcgky|L_}!wmEt8$N?7*E#V!MxQ=(gAkTHNmSf0!(x9$>VB||$X0Z7G^8WhU8+ufCMVtWm5+~k zhX7XbN&CvFr*H$nciL@z%+dOjHxo_PY-+a_&7D(3y$rN{`9c6{3cE>+OO?6I)M5Z& zKa@*7W=K4<1XNU%4j`kTfU4dsJBqa8B;ql=#-;U8OZ*JVo2&^9dC)a66)4SIx8wIv zOe^q6xNkz43_Cm`0^?!1{|`h;YU=W0d)QR13nMABc=+YzrTA%SQPD$Z=R3e+abZr$ zgmloQFC85nD?h)Me{AZ8JUH>?kqXfEy`A_eVQxT~mblXs!!_{{CyDgqo7~q=P*=qz zZr%)T#Lmx8ZfR-xq;#ThaIpLO>Vlk_I--}wzid820~AXL_`RBj&LtrxzHi+_3>Fay z3k##SzgL<^D&@bZsS(`T+Cnh*c64B7OZX^hYg1I1qHz8FFK9OZjzXu7G!rv-5t4L_1PG|4eD8-b2%vpXzrQCE-qTo(T!j2`<-k>=Sca> zkzsfB_JZC>Q;lAHF!Pq!s;c|x>FEIQDkcWw-H@AJ=j5cm{X*)7=e=X83f8|In5g@5 zS75?O*4O@ijE6_!XukN?GhfoKUQbro%@w?-{IW#pIHo=)l3PXs+koh{$z4u2WJ<@h z31*nmz@F9|ynpxM^XFm%gPXxN-OcNPiJQ|k+&_o1V>UJrvrW$_mzI{!wrYmSC@I6{ zP(GUjRmYp(Zv|f+8>{+pp|b)lj4F&Bn7T;=o9W7pder3F;_O2j_fZ|3nD zmO3M?&-RwkxrYY__q{fBnPh^P)Kc%X_rx(GUA&|`fcijl^ebwNqo)h%bBsR*o}J08rt&5l`w<13G#AX- z*{~{#a1$L}N=zL;t5(po=bL)VD0O6?H<>?(BL<-RZ^yiP#Zs@Ss!9m7q0w;E;Ls2$ z3kyrV`wH&kEYTO-xdGaR!;s+17bPXUq7oAFu(Uddzp-L2>yF0#Y4iBpJeC0Jul5%x ztAO2j@fj*!p^CLsHnvi#Xd_OQKA5bW{%yjqZ@gIKi$_^uHQ4SMjRyW=#u>AuUNHUj zB`ch#v}(_)*S4}-M*CR{b$Q*d&b@s7{l6n9u`wXQm;3;z@Pyt*AQ{}<-Nk2amKmQx z1vU^%$1hjt@-^l5*^gw+Dywcnu;1~%urMy5YhYmg`(PCv*acGQ3JT>j2m8|X?xjrj z$-Aw7s}Fr7?m)~hc8#sE=mW&zorNpe1bDJ!iN+-l z!HPS+@cG#7#*%#4^Qcw0W#2C$=sToeB`oONRalVvAx*X-FAq~%TAEJM_dYHu6TXOu zhzbYAhr&YZ;T$P+KN+a=>yo>%fdI{zKu_dEHu-N2p7uq$yr4w-T5hnCtt}@LGjp}u zl3eyF{IdhO@YDI&^>qhgy8FPrraep!iW};CYRb^i*x35ZYtFo*8)!8-*!2XA1%?gx zSWv@--=Aj`yjKtXa$R94J?fUd-!qvs8 z_2`F3^#Q*Hz|ww~%;aQB?`<>=EiJ9q`ArtTX>Y~Tx$!8-P_$7(E`QAZ{y9U5E~dEn zwDo`G6UohKPr04WyhpQ}`(ed$R{F)li<~xZSj8%tj@9ScYU&9yy7feJ(o5&;5Ipie z_G-Q;!@S7D>=1j~j%f-0b=yQiAt6O)=R3h}E^P8HONJ&Z8zgI$7f-m>s zL@&X3!NrB^?(UA3*3;8-b9Zn5_FkSp;LJ^h!z;M+zT4tM@Rp^S2elWdrLp2;1_TE3 zKR>X^?q!S`0jb!iqp2@rJTB&!Vtu;VhZ<8?r&laPb-N9v8SS1mf?+8&K7*?F!c0h>KHU}HO-9i| zAh~{!^uT-i`ugco{@$fqH;a4x3D--3qt`R<(q@%V8f4fuGzM&JHQ3S9KA2`6L1N*4 zcDn+Ed`Vh{(bfcFXcs#r0pDMNB+KBlRz5pBlk2Bg5{QZbA=ZouPT5|D?Th z$r(u)=k@4!38it~nXLGIJWYp9sJ9_$@F!ZkTc&VXoKZqvH;(I}t?Y>E_JtasU>Sz? zX+o*2yO#6BH9mE!)MvX5517O&AHGp-OZ`!!5tM7C_LmNT=HVu*aJV4_!%DO1Sq>X& zEG!!2BKX7#dG$eCwW#YIEIUQo5)=!RPJLM<6m5& zZ@t0vs6GQbM-=A|~MfybeagTeOl5*m%@b8BH`>)|r ze3bGa*lxQT+RBErvkJAEtiAXNMlK`W)2+EMaZmQ#fA1|4>-#|AD++Jx9KqB)X%zG~ zFwu$&-=esK_Nty&6WA>%%UN4Na%oo+v4X$_icp=jdr9}h@|F+Yq0(`k!%O=qA)$Yh zfk?)k_oBCxCqAfpx~%$^E)$aR6LJy*U3{O30>??QGD+tLh4pVf69?9UIHXpQ|PETMVA{eSmkUszlDeE%I1 zTM9|qMR0?@&!2*Hi-;RLPqPL$ZYb0bpX;Rn2x24hQS1-Inep-~->Y)I%TJcVeLiKa z8hllsb>RA+Z-j}$8La13G>@o80YFw3OR=J8{~tp@o|N{C7T#Ba{{2idOb+=jbTK#Kgop8d+N8m6Dc* z1q=)hDwgLrFQ3IEtUU~n#9RJ*1twI;RL{he6l{5U`IOXD;re^_KhWf!o}P3J46jUa zKh@MEWoO^@rr)ONH3$E0MU0I0@73~IOeHc4OJ2THDe}=!pH>X$S_yP@cSoB%y6D=c zg$%y{Gu!T)t9sGvWhbJw5WyQB{{Mb@>Jc{-A9+&FQY?5d@ZXzk;x1SSIw2*63Jg3| zRb)d$L+dkj_tZ5sx?!cJk5pCVJUj%xe*L<*yc{~;?BChdrLgr0UC`7d$t2-T416m! zxaaHdA7i35<9)Ja#KFz|eP(BKlgQkBfu^h|u(YVC?f2oD){`fIh=>S?>%V<_vh@l5 zS<3(9;rl1Eo)BwmYxOMA>Ihy$tE!rs`|*aJjg3v)&=9F9%3HBFp7~}JDk^Qqo8Q@z zRKDda-}3eIdu6JL_}L+8acPMS`1afg4kuJggHflb7EIaJI_l}^b)a@z z_@4b5EtnLms;#AwK3`{-EzpiOwL=|l)eIwsJ9{C)cf7@1=F5y~5LXwi7s!C$9@T2j zw5qDA;UWtGI`@TyCg}gfGfNOMinvmtnuG`E=dW{Gv4HTQY>60CyG(sEGuR!I`X~2A zL@I?&R(j$nDJUqqVAX>chr=>B=H?6V6$l+2k4dwi-qry_tf0qund@9*#IVdCCg59v z8tt=Rqc}7)G++{Q;>*48HZP|%it>z+fvON=Nit>IhA4%HxqSLHMWaj{XP*5Wpa)3>!U)XT z+Sh7xpR8jXiFQCHTCEIudMtI|B=I_5sH&+&RJNR}_6-hBOjnFJgbO)M;se-NSXl3?s-9$F&SboPO(6?Q zBkFufLTMI!Olao^@DGSso)(tg* z(E{tMvEeN$8X6PVgEjuAuGzIIDOBwf6M6tE*eVItn>rzZNSjDp7-?(g&6#Owv4KKP zn7~p&ni)lP$IBHf?(s4vCZ;Nf5okRMwdtIuT431t?6%+W1`bf~wiJp#fxJaSL*sim zD6+J^UQ}ZWO>>o+WeBbk@I=`yZDJhd^NNg-IF+`eauF;DUl_kt4BLe|g)B5)Z1c%o@ zd+p2`p|&T>jqjQn`@hpKC8wdm1qnoG!3t7%l%Jxsy=^K zc>I`jbaeC?`T;}S$?FviEZit9vrGe1QxYVc1gNU5t(b6ibtT2Z!b(X?a~h72UX=3S zczbm83~W5Bs;(|R-o7K0un_!*nVOoKhmTL*$_gqcCuiZ{5EaKL;?Z4i_feO3|DgX~ z=lAclyDb+LQ>&kibv~+({GJ{eA%_I)VSwGcLy5xqptS+e6VFTp^bHIssH+oy(7qiI z7`XKFCzsvxZGAYL;rg`oPy6I#?c^PDp}U@*o&kr0BIy!7Fx*=#v1w+01S~8pJa_IW zI5_Y?+1dH6dx&EhMILWy&u~yuQr0&#fF%RQwa)GSyUm4TErA!_+qC}C(a~U2ADyi* zT^LieT(K_bTkwR3%CI%4d5B6xDEGU0Ftf}-Yq;KK^P#dziXu-h+GW((L zjW{TxvCYiP_KuFgdJnKAXtvRd=xOVf@ayE{YVU1$wVHDcg64St__%wyI|h6ud-~f* zzOwb$M~(H_h8jc8TD44Jmr$kr_E>tsGoH6JpbS}Ce?QUKM-5P9`rfuTJ3BkrrTVmK z|7Fw!G7#kOQemdA3e?h|;^GYK%JJd4yo$cQqCw}sxTj`j*kxoOii(O>Y3GYwEsqk= zkOJ-7pk5p%V0nG{+bV6W0<44m&&hQhD9{ z=(P0Hc}bY}s9ey+wg?+1r=q>Fkx|CpQY3^Bz>Zdcc6D_{>6*@nIDBKp2)S?324I9N zuC8*br{9;Q6R?T0u&{V%dY%&lLuPGkAlkdT6#-V0CSR>B4|If-{|SC-YAPns{{6c_ z`hCk#GCDdQIz~n!ARKh2Ou#}YA&_v;4Splw2rNkCQO^)i1X!{0@M26iu&fjFY4nVY zZiBZNU>(R5(fsD{z$$IrwRi#nDh-6Hb5W{mXgFOZscFdPkKoHkl2Xsk&W4YUYG(`M zHcVPxp6z1-OZf@X6sQzor=#@|v`l)-pKJf@+O94Imv`R^W!@dlRkmL90%Vw&m|d^} z)B2#RMhj=>JK!KANts6-)igC}{f;*{0ZLJTelbzI(2(F1*knK?s1s3A8z`Z)~($|MuQ0Wx9fdS)A(P zWLsWI>E%?xXCu?bXBYtJ^ym3=V8rq8;GiQE5Hl6u+c-qW^uW%l= z=J0)GRlW=5=Ek$`iEWP{qTOr9gIG+I=vk#H1bcdTV7l2m+92S?#l?W@Ld++}v5(@X z1SBMi4h}q^f*-CJ`8c*HA0J;5pCbwr6SE3@gFy_|PMJxWF0XM_$qApB7`<`=OGHD1 z7zA@(?o&+-#(1l$&)~`1t0G&Mxkl=ViHWMZI^{ptSKY9+7yNx%HENF@wXculgUk>% z9-j5D(E@OCKYaKAcAk2{s*>KmeFfSio*$E>Nbm3Ow~rU=Y&yq8N4F!LzAvt=;XQr& zl$hZ`QADW|oNn(UI)Jac{=B_AWMd=o+%s`6NgNE8+_=0veo{{w%@|ZsdVgm&S&A* zma>Lsu`X0b1_Fb@#AmFntwAqopsnfoA-K?#p2tDSv1Q3n_z0Bid{cBt2w-DpXZ52m z>8$n7MXUJf;qkF;q61e9&E1ZZ?HPXeWd&bf-*@tnq&z%4Ai3?mJ0JJz6``-cKfACn zjgpd*RoYC&K&}jAA>fb%q}T(_mLjdv#_YiQJn&YB6HtOv&|nh3ylkbQsL1x<0Tlwt zaD9CZmZjPVWK6Br8uh2%?JUtNwXnCpDZe!{GwT~3?u}=ba9irYNl#B-T<(rppKnG@ z71TOTOiZ|Wc_}`AObTUZ|Ba(f^ySN!7lnn~U%!53P3z~kA7ZLUp}_5`_4=F-3WWlI zg!fk4(XTPZidvVi{rzDku-@@vou%E~TSP=e3W|#0v;BmJYJIHm)=-vMzJY9fO!ku+ z@xb$E*`-)lhksK=mzwLt+&>NmT_u~;baXr)3JYUQ?ND9akKsKLM6}q-%DsNUc%h-8 z;agkI)&0(gy1Z}h`=4xy55I_ui}P;BK$yLM{~oPJS!~NJ<)`cB=2mp*^N{zAM|**t zzP2{>+16C`&^|=MyDTv`_nvn&Ne{gkLf@dmr2SyEe;2jz<4ZFC^MfBWMMZ(UFj!AZ z-~|~iZREg!IvqWI``jEechx8K`yOMm;;>iY6`x_~WV zQ&SU|_mq|0v9YmP+*|4d)fT2!YvDKJh`t%eemAW-tE40o4Gj(GlyrG@<%OP`n_Jr1 ziC1QMj$Nu>PEq`IGGRqUVO)BDR22$ExHH7zI!%^g0GAgFe=4Y@8A^lyTqmkuwXPDj7S@OGO|Sw_dkFaX{+gcQ-(Y;0^m z$Vk4jJT%F{JUTiWy>k1FDwtb?d~{iPxuvr+v8JYG)78mL-{4@m-uF2o&#jrdTb+@& zBIDvnI4B6de*L=h`+24n)8WAZsQ!7hK7z%?#Z~p`Q^#U^*gm-F<&TV`TluX6PVFWA zj(A?)f{?1IsTsoIP#zxqrKKfwAfvz}iJqAmC>_i|5e>SPhRD5lII50{>goZDT@dbR zFjF~KSD1|ey;;D%;>gAm9xBjPlMDi>thrk5jzJs9>-XHbeY<@nLB`Ap+4bQA2gor` zA)RPDIyx42cFan5e-38uU!5*&I+yaP%xzot@^foH^)OP$Z`tkR?&&A31*>LbRmMq!l8BiSZ-8)tVMaB0%yYm_c(q3Qs`r6L+SKRlP z6+t^yNZ^rHO*1XImf9i+`jPcc-zzWxNl8fyTU$;zGq+}rLO_6INp(nDEdVb#{X%Rjy(_YDs# zD=Ol^OdG@L1?|9-*vjS;cs4TN&(&$VpgrmG^71=fUN-!Wz}}yhz3w}+4JvACVTFa< zAT;Udko)lQ;|*l3uI2|5xia(CmiFFq(8MGR%x|Nkql=1)+PY(CL9#lbIlvN7 z#<)D&;E9iq-}Z*jVDE5PMzD)qE3@tI9pdEV1XvMKsF{@8I(zH+35ej6XaD?o zQ`CJKJ2o!P{cO+D*Vh*SoSmJ)^+m_PVAURqGga@-J|A#6hzn_j3EB^h6TEEpJMKum zYy1tA9QFS>Q(=k%h2ss4jaSBtb@1`=9a2x(pa{pTBz9;XjRB=3A~ebn6ANpkK#kUU zstN-Xtasm;71Pzz6WTB&Cnx{r@Bq9wv9Ylh78XE;I&QHpVX-b@v_k0Alp%g-NJ>fy z{HjnhcYg6SAl*GSJ{}hoHglApodcn|3I_!T2gkdnrl$7Z%Kjf;lAT;Y>ppc2jij`+ z?;N}Cb@y7%Fm(zagQNjDHFYA3 zdU6a5jH;@thkvfG$eEa8M@L8Tr1dq($gwdHNCpIwfgw)G|Iy-HimGk-b+&|$tJ~Er z!T9d(ZU8Va_%1%9p`o#~xCktsK)E#9M@FiLww08Wo|H~#9I*IEJU`&TmThBCki={- zng7wt4W+oLXhqhWHT$)H`9gp|!cpRuI*DIwfDKaBI@h_98c_SC<@Zm<4~2#7Qc}!d zI`d98tjc*>AeN4Q`GtY-=jv(6%Q=I~3&65#T-v&(h`XHh$WS1Ayk%WQ>e6 z9KGcYyITjV{YbR;?tI|FwMPTfN^e5%`SB*d<0wa0R~M^*fcA{5g9AR`WfmmnyJw-o zLBS;Efo)J}=CY;ikQhnddwq3*1%OADj3Tb%h=tFN$=>cDhq!$b$-IK+RaqVML|9lD zT%t6eX=!O#>pYDm199m~WCKEc=AYw{lam*fl_?+)y!z$v2x>n4ar7V5ZcFE9$1zY@ z*`zgynJ@xVQBe_88v|Px9-fi|LqkIVsD1vfs_My_p{uJaXeslxzn`3nDm;!+1S%#* zPZ)t|WMmW-71egJ+nQjX8(2%8uh-fWpI=zWtrX8h5Fz)X7ZS`ANy;pzrA00vAh5TZ zX1?5fI*$c_Ay$0%`!{~qGXFR)`Sgs8rMiWn&ZA#r`xm>d)&uGMc?+436vjEQp-^ZN z6%`e}b#FX1Fneh0>RK_j`^LbG9KZ)L&~#36GP|g__~i50--l~N05${y*}is~ENfW1 zAZ3v>EUKuO+zCF}GLnTRjic|evB{EQ%ktd5O^%6$wflVF1s2}M_~n4$Fg_68*Vjh_ z>17mg#rJ4vn!oBzfZQw6Es11U!TTLMIXQ_$pcV`l)J%5^M;t(eC=alL;ks{duzA-# zDhe(*)JIO9i3uaKmGJhn&z1YqUS5Q#U*VotLY;Osllr(5j4L3V03sfYO zygC}Is;+(!9Zhh4^egPHaqZ$tf=mVSPibWfh!WJ_J|Hkfd4n5gR#q11_YB5L(V$CF zV&WaiVs2JefQ^mqA2sX5JUlu|!L6Cob-ECo@a`S!)XYrhw{K+G;$CtV7Oc|0etjCd@DB=p<`t1oSkLD!XxbhiyiETS+=Fzg&4$p;=Ed`U3sDv zLcKO8ExTV)M@2`=T3E1Z>*!>@(}qIbRj`*JYK}K)8o5^KP3Q!F{(rId|4)wq{^y4c b{J}fOhdZBt#Eby|0C=SMSfN7BBJ_U%8F)~A literal 0 HcmV?d00001 diff --git a/NSL/aufgaben/plots/u2_skalierung_vergleich.png b/NSL/aufgaben/plots/u2_skalierung_vergleich.png new file mode 100644 index 0000000000000000000000000000000000000000..b4823a2567b9b32822d6f11126d839be0ba59844 GIT binary patch literal 60447 zcmd43XH=9~w>A10FrY}QAP54jB*_AjlPwa8oO4ie&N&+Z1pz5QBcn(e8B#vm7ANBt1uUr{qJvZI=WbL#kJ%(LJ)M>Nmkbtf+%i)|IS#Z^{PS8VmR!{ zUm9M?OQYTfv4o@Jj^{3)vW1SWH7o1F(+~0?kyjQW>?&#Ck7&w2{-Bhm-5!q6=fx5N z46%!~->k>b$nAZ5o~w<2K)*-H_!R#9@4p}o8Y1!Ee|-s889(>?ug{nMfAkUSv$8=m zo&>k42!VlNA^Lmw%y<$uS5T{3wshcxH8kfsQ_Oi1Hun}we1+pShQ2&M2mYK4=kgII zuL{`1Gbbo8B`7eZ2)nmo@X2MoB`p(9Ucxj`zB<_s1UV=s@hdXLzybmSgk7d(2*Z+M`E7_vq>Ss~n97?f8ogYSe0KYEqSMLJ$-b zPswfa3h~ZqBA7yJC~arGoy*YPb9KxxO4mp0*|UsWoCf({UtUDGFAmuBX1_@ka6~Gl z2;*xPk(h8Ubp9%OUx|^CamK`VYl$VMHG8nk()Ul-Wb3)klte-2OyuWvIo)Ed-QC>+ zO@vnMdK;U2m)Q3FauseMLo!q}g$a5nd~!8SEiLUWEiy`Z>W=k?9&sjHOM_V@=sh|3 zLyI3DY86V_h>3~aT4+4y_ZCaAfkzv3%VTx=H8nMDU0qnT|92-G=ff#h=_=W>I3Wf9Y*r8M!t%Yq1QB3RNjS_iJ>GzueCn78bQh3 zfGGeMB-kj=RhOM56XhcuaUml=Ushn$EyiQ%X9kmEqSfTLH$&ytF`vrH;^O1;#C*4` zmWL`5h20B%2n&p5gG>0>iRQLAHuJKDmE@I<@)0z6u;wG5u^Nj ztG;|yoBqPMJPc8gbPE=98G@*g+@{U<85yPYs~q}0asGJ-WNl$XB_kuF-e<2;2K<1& zqo%B^tbdMf#^=wXb-S}k@aaVUX$1-+uME!5YmW&F{qj@I5gSj!P9BOuiBX+d)v){Y z_v;+Y97pk%!&gC|3&X)|mw!Xa`-*3~esco2}TV|nI{kp2dBBs@>H$q@6zoFqV zBLhReBMxoTlNs#i=NJ3#ozuX<_VVzY-o>fhBnM&J{luNwBu6qTD%P0R>|qC#;_mJ) zJi9TJ)OMmF7(Ctn8dpoAix=7M-tKIv_cQWjEPV>EgxFcC^D4RM>aY-8f;X(a;uCC$xxfaJwn{rOZ7Y@{GeqT zh&hHSZMG$KTE|D*_3a~B=I!q_eeOUIl+ORqen_KBbmJ`pK0;tjMN3PoBFcI4+vU3b z6%-Y>$*WrTMJ7alVNehxB_)MV^+PU36V-nW|dM$(8F*e`paCa0#{CxR&o zVKGcLqqP+)pEs2Jw?{qWX0`X`1g*N$T@!!hR#)qQTf=Af^Ff78e_LE*(3x`&Jy#44 zkM>t*Oe*b%b197dRJpmik>XkXHkzwrb%e=qu7#anQ**Ih^+yCQ5?WE6iHV8zjSY1# zuWASMu0>96Zf(Tw!A6%kPr~$~ug~Wn$NPcD%8el;>QA1$^7HrS^I99HnmY&aSwN7= zn_p8c)bOi_ew*o;8O@(7ks>P(7;Z;LM@z$CZ*2Dub~i}M2JK{B_Awcf7wPHgvl=#< zzkQ>u^WEm85U}h_E}KO=;>5N0=Td!Fl99(D)DHKnR;QvQ_|Kj_dllB)NGf4RMnQqv zBCO)-8*Ja3oj-q`GR<%O&9G}oXec%OEu;K<4O?Sp=h9z+$J>E%soM*P68=a!2_w!* zx8qlrZ(fyUhso-yO2Xb1ti$1lsAj zIcltNpntG4*1$CaA+g_Zg)26^Bw~clZ|yI728L{drAqtZtBnudmZ10AE?v8ZT-&+H ztmIZF;k|B_;Od6&ZF*<6xiX593-nmIBkI*{pLX;k4Yi6!Dg0=SVeZ-!>CTY6Xo^Go z&vb52MM=~S-4XF98acuR?03u$S2^ai1WdkRZfhzwsOf!Y_MyXKsav zd5Ev+k~s7zM^0u+=*~3`WAuo9QkG2ALROSGoS~_u1tslQtXn2++7hYh>|BbhU10U! zor!Pj=;)88m)VR8JdjjO;_n};^L5843b1f-buE`-i}mv&s0C~qUR@rlam`Cs%DdXw z{q4=ou0&sy$8ukeJO!+GX|Rk?RexA4t&FLSiH*$$G1S}J+vjL^j?ZySba&@qH4p(p zyB&YhK#^`%o$ofQgoN=$Qrf<}w1C2+!+nrZJaPV2pUTQ?8R=jk1=$kEh0+D+Bndcb z1q7f!m6Z_&^c`6k7@jO*OR$Zk5(X38AkAtO>){W#aoCFZTlB&&7XM$11-CC{8WlPKbeyhbCOeQ@CC zzrS2nyESB6;q}YpaBJAHB9RR&HvWKs0H29q3I^Em9=6^9qpqbXEBkt-{x|?kJXB#D zkHBr>j*qmf#(WTRa&ix!HJm@(#3;|0P;eULGpBkzZfa^;z?P(m?=SJvh6RHB!h6$RzrLis?^@$I=R?Y*oLZ!b z(1O94l#=tse7EjPNEk~TACx)NA9@^a*B=+Vkr~-fqn#!m-ww&}-k8OAXGpTLutYzj z1fe-LC8ZdosXV0=HI&D4x!c6N39AcYHdSY4B%l-E~X6EJ=yE7#B_7+R{oF|_I2M5Q! z;Z0Cj7^_1W`QRDB?H6_$4_e>YFs~X0Yp22*BkjArqUq=77v~zykcTNqa;Syj{5B#I z`Rxm}jl8Ayx0cnPJJHZ1k&LoO`PJ1ruCqUS(vCKn{SOJ)w)Xaz zXOwad(!bN;NZ(2HA#NtSeYYp=mlEw#W>gpsh zt!A=3M!w4xJo|DooiIK+e@n`cUj(diysuuV`{F<|iNMHH(d`k}=AjDP_P3w+={@Op zjJzg@ura!C}hQ^}O+uC$D}DJJ!byANOk;*9`d)`nAosQg-_`02JV?Oi%wZ z-;))JAfexZAV?*?^UhaG$`DmGH50ehvC(&CBW@T)^PyDx^SHr--L63XYz%K`a_fXs zH9C-#M!3&OI7L(30)OcvlVT#Jew719l>{4G``Y%l0K@Go6r4pKom_RBYBfD3DI%Wy z(r+oB{YVkP@--CQ%fT&Mb|h*pyQURn`dU)Xd5~VaBlvV@Z;uN8wl#)1KAeMvg&U+X zECEIRRhznIe`kks5nJL(En(h9CJDbzMrO7&Se7?(v^-ozt(f?*!0EiPheu^kv3?a# zU}Q%kAMb^$luzH%NsM_NA8tq7WLDDn5cv4hOvT!nLYJ|t~5DdPxGP;=9bzC!-s_x|ER8zf(L@5Cv!C>7AXLRVI z`QwlD7P`RC%{AMLSY`c6yPm^sTuH8Ck{tZn9l>;Ei9-!ct|F!aYlPTZ9%d5~+AV5f zWnt;biV`ohO!L<|Iy%y;b+gXNnqZw=Ttp-}qIKc1@84@JdwJgC(952jG?9ApWPW!p z&2!kIJN+*zL8o*EO+hMGfU=E@uxErBg8zB{b3$9_&aS5hZ>sG)} zV2ef8Zgh&YH|_22S}*h!xWD57Ac#<*1pc4M>w zC{+gS2B;lBPw3GV)wZk*RoK=n+YgoZ#AzF`6dZVN6nd?1gDFAE}~67ijt@-SP|1f`_+Vng^`hwWwWT~#)k7HC?pEG z&emib<%}F}=1CL;9v?Yu*Bu}2!>9F352I?`@R|E7sFDWLDyyEy)B+BDSGYcpFD#}B zIzKk{C&b;jdDFdx#`C_Ys6mv(QT4E{_n6Nj2duZaYOIjj@pEazhK6?NH5#`ja&6f{ zqqMya0bHz`kA}51ZYL^NDTOt>DYK}E-T(M-+hJHCfhR{g5DTSOs*az7lKa0$)06-4 z$DfT4+Q=I~VFT*7-ecnD@HW5eoE(!iyk_73fc54oCXFZ&oCnS0YdEfH$!KWA!r}1E z{ndKg#t;&pB*8oxXyLj43!u7`S}@yHz=ox8^YVzuLW|-9shbd{^j{69d`0cw&i54 zhfVVJ0f#n>X=N_WH0qkx0wEiBLL*6iyAT=^@*aVyA_>0G%UAXhnZ&3g#CD zPIOk<4?lDm5i|_gov|7FT=T=C3~}s)HS~nB;sSqueD;z7zuwNJZDwW`;eu@S+$f}a zX!TA_P0elk`*l$I^ICTHtxYr77&IQg8>c2mC*zn7t#{|zA#+n80%_PKzXjdciVe55~fk93_pAB9N`CVmlY1}KZN#2!DC`T8X({? zGUDRmZSC!tWFgmwR^5Nj%*~-Dl~ROr(gKfk;co35RT@6mJj24n2_=Dt@&aRCSwoff zh@c<{>(8B_u(vhr$f#MToRXBZxK|b4h7=MM)amKzfs5iCF9elMsGftq=<+#^88n8H zVuu~;i>If}6jOxzHJ`xb)cBW@#Eo|N$m_~WK2fun{wKo10$v2v;ly{3==g*{$ z+=hn7Vmsq6hsrFKb4b~=vU9gr6!>Z`=J=2C+Yf2@j8)nXFMN4^&SAS>dWD=YA-At= z**ieS$_4X48Ip=^zC-U!UdhSHVd3UhRTd+}GT_%H8j<2w?tv1@siFmU zB||i<$?P=u`$9?SJVxjCSL=;Uo8Lxj90rs{MMV{9*~WEVhTJ2r`$0jhEQjk!2?+%i zwpckh@s%rtwBrLAxLcRlc0MeIX=bvJH?hr7pDwNT(6}E2*ucX@W8^lS-`ewG4>8{@ zjXb3k2G~?{1cs~rKy89syI60Abp<>dgm%fm^K%z9R8+?G$O4+*-mdT>cX8La+Nk2} zTpAW0uBoOrsrU3SDvSQgl`EsPdC1l6n)`JZr035-Q2O1)QB;)!YMCFFm$xpW@61k5 zFFDm5p$;%~-Im@-M4gE@j*X9>+v7A=mB@*$@|UU9VfWeWkpb%)rlzI!-u8)>dtY;% zh&Er{c14`8=AM%~VgEWgd5(Ge`5!bz={Z;qP zc~$aTw`x~925D;#vv|Yv85tS*Rs?*9aeUBRRmgsc7Zh}Xk%_69FUK4&x<}`~8U3lO zj4>`HRUN)~<)}4=*?s9}DRGp(-hJEN>^HU%pZ7dE_^{PsG34Yc4ULV2nRsJR`3{v? zMqRjeXWm2XF$|e$X=hjTo?SQdua_4954XOt;ab7sKU7xvDl}9c&ZL~WwD3V=OFgFI zxN}KRYwMM@eT3XW)_V?pIbpFJ8!4q!QQay0OTZQm@wm<^By?EVkJf4erY^@mo$(LF9?1@z)rov%FWz9l6s?Fws%=JvL0E1VIobSwr+kp3(g z(%@IGVsB6Aj{2(a%`w6j2Z|AD^);D<0d5F`Ja048Q~wV=cZ{Sbphr4y!YHQ5?IBO@B^2L6*vLHP@U8&Q!HefuF&z9A$%wt)v z%2wzs1VMxX^*kly5vH#|o$WBvU?^~Ytj;%BT_ZO)w|3O1_SVnYj-r6f9A=IFcmbxZ)#Q^=V3D zz__HaSE7aY`0C4-FAa~C)&L2#s}md?jGP?R)Ha-{?BJ?D$TUQGXtK3fbR^cS7qkcP zLVe7{U~5wI*~I>^D6_r3+^h5$znNlLJD(YDAce+b^4J6fstl4UY_T>oZE^7IXnL6e zA9VfE9%7|#dyH5_BgZK4(4Cx|90p%(Z44{78&tE!BKytb4RihXw^*2%qyZC*$#tXo z+AD=Uwwh=N2GC8DD@zX4SP2~#hii?bdLN(uRZNT0(9!w8Sv`Ih*4siCxK!CuZjD)( z9)Umf+i`;Bg}(-MUCm)|aB!lyzfVdE;LY|HtA+FwWG#QWcl$&?+pv> z`e_B@fL-%oA~+~?v=Ew2O-*3ejyC%?0AK@XK4FxMvvVo90$5(2*nuf`o^F{1JR28y zT-RWl++HW5T{Y^F|nV;*K6B;_d}O3$%9redEy?qas$ZZ-D79LLi#~&)soL6$?bD}EWH)bS zy?uKXd(;~|C2@SUj^%+sG>HhqXY~8z|P#TUxRszjX_sbU;-CbdHi% z127@%_3QhtZ{@k_G zMK`-80l5KAF5qy_y7}#G0PfZ|HsX?!5ThthTf#!W&q6_7Uxh7}D&-us5O)T8#8;$K z+VF0AuVyaQm(^avaZI$)jz9j5&;~OrYunEXTkV?a6ISyrwL^7AbB%?$xu(~c#F2qp zkCe2Jk59$ApwDK0PnHa+B)q3klg+dxk|yLCrSxBaJ?|+ot|#v5uXVSbI@(_qV7Lu< zPS26GH77}UsaY%BW|@tJg*#Uv!Q_KNZkdszjg3vh&#=nlo(##*w*dKg86_68w0H#NT6fXg+q>BvYp6Z3d+{pe)6JF9;df@A*BY+O zOfCw0Ha>XERe#WXiI~{M_Zl4?o$2JaH^^;fQhNWv1C{9L z=vsVkQfzE&Hb|_lbDjOd0kX2M0UQMa65toVJUse4i30G7!X8Wa!<#a5 z6_XZv<+=K&TVpER7YBrEEMi)-Z}VDMwZG@^nU0nL%qG#riwMB`?)xyj4`(?V1zxt@U_sI%FoqSj(4|HougIAO@Pq`-H3Wqo^F`_ZGI z%&aWJcls!+;Y$13*+g5`h``A=%;o0ox5PHPCBq^kwH`eRO60T6br`M1f4xZ87eYd9 zfLX?d_GHO`!ZcCHH8JfcyuK4`5Yf^g9`yVSy)(@ z+S8}$2L}gaw6w?%A1LeA8m<5?Rr)RE#1>_-UPW&R33a(u&%LJRW>$7~gIz69i4uWm@#BLHxm8{@NJ`Dp55sC?b_OP+3LqBP$(73ylL0HG_kLiAhPdacFhybsgs?>z&P6Nh^aqGFEG?CRSevFKaKKsj61bkjv;m40Ek|9@n&XJ1#SvKgW z)Y8$~8jZmh<*+-WzqhtVGY}CGc?;fz#)7)8Lj7MYFN`<~ryy}88Z?JO)s1uPK?~!& z=N`GQC7ki>tdOwex!RcDrr;+AJLE~edv3SV|z zt#(Bo!Z&=*?T^72403?ZS;l{nt*stBO@XFBMS|JwIU=wkgUo94H-!`{464Zpv13;o(}hRditGO_r=`S z7-rk$p$cTQhh>@5#ABdj-MxEvZ@rz1uvk*RP=yP?z!~MI7Z(xP*$l--bwmAV#Uy@s zHlhSw`@Ko*lmxOfMTAX2KpSWkAi+h_h-l$Q z3{f8LDF3chv9Q;#ofK~q%eoZPx2_Te75-l5E-o%)WMtF$hbIRn{9q&Y8?JJUXONPS zVG|Ur9yxLtt!?e_%`MHaIweGgCyeoblC_^!yO_g{~!*WNQxS?B*6p)h4_>&e1 zRKG7FXlR_A2)(pq2UGL%svbTR7Z)eKas>mRa+XX~EwLX{4D8LDHvkouTXxYJdQAk| zfL+vCXFtqeH7qZ)MMCv3U$3Qcw|Mi7PXHIBLG;hgX*|7CR>_|;zi6wd{0TeZHh*nw z#4yav&BYH>+`84A===Lj1i8GVo|kME^o@*+5D&*9VUrHTT|<*jg40fd3^1j<7;Ew0 zOGRbXPc-F`rh(T)Fg)8hV7F=c=<{b$8X=b_@V-J#gm63k-MfFOs;Yv_BP|_byP)#> zFzIM;82Nb4Pde&BYzNqHhh)5ZbsnIla~G}xE}t#DDHBvV{`*_*i2}AD+nkOs7*U=VT{abk>Um0W zm6tDHW~s98&4vNse~VoweRI<-p~J$^xrv-gz#*BlZnL*m4%=i=X1zJz1JACm7L@*X zs`N4M>@Na-J5D5Y;-95Ufs&4_nN8H|%(p4hLf8(egf~q_1B1!w=&tt8K1pBcHlQXI z!1<}OX%(qBI3S10t+PNm^y33JF)8V`n-2s*5yZF-2qGaOLfbeA-fQVx-XiQ4T`4lK+qTO@Kp;aDCG57V?Lc?Eh%Yf zRvsR;Tj5gT;v>NL*oTx1y~ZLWqzf;%8{}zfZmzYbpr%Hcx4(zMf#w8wacy9=ifE>* zPcrlvGzWYF&{HF*1(ckfodJO4L@n{4lg>a3-`e)JL8>Uvwdg8*4h{@T5Vhj#bW`B;$aV_9+EjpL6CEA>Nr!#?*Tfd! zzCD`0eUpXX;xaPG*=lWVg=arMcX2>f`jIzqJP~&1(%87URkaWm4IW&d*Iu}|y7IZr zs{qDnZ_)U;5HK2mDC4Y|zCk1ErBYJ2HFSD-xhw8pzkb!!qZ7J+Ul!h%4T}-(B7wTA zRWkq>rh3P1+Wg(5^gaiNVnIQHu;0!{iyt2{Km`VfcLRfDi_YYN#!yl=K0eLAEe0RB zO+{0LsopFt*#QPhGV~hI^w{jQH8irx*|cPZ4a-F~&a{5{@sehLC6Z`T5@~B*erF z3knK+R%+(VcoG<3zkdA!VMwFR%FK>GX?=Zt6Hr*a9wMGAz%)umMODaF^7+%q(PBxx z5xm@eQEO&y4irz)+z`~4!+XWOF_g5#DY3JcZ%2-tjI2*S019djKYOw(u=iG#^3*NL z2Fos=fuQlv4}G`nz#<3iR5nH(SSH&wzwJ-QD7!86vB1d9xpBh>{z&u&|JWbJot^tJ>Eux5{|;?hjx}(bd%ri;P67Dwx-LEH8NMr;7QK zUB8~eXFH%l71f;M)<;rL0d-Eh2{WFcAHak(H8mB;$8!RW`tjq(o2|@gR{e#Va>~kF zm`=Rgy7$>H!K=5On3!X8R+O}H}QVtGCu-<|8HB#+tX>Y9e%3+{LH`pE&zospb`03UdzQ{9BIww#% zfwvXdM5rCAziR$qr@q^24etSEML%;GqC#O>QEsowzJSHLcruzcWZ;lT43BOwC;&rJ@?&a9a z$;q+WsT&xu!;olAMHAMt|3FCdMJtMeX zZqb?C>d6an`gH|~%<=drXMWM<&_ZZxAvED;r8=TXS3!u9hrwVj!YK=wyeM1$coy~C zeC0H8c$>#1Q&ZD^l&7QpNVO^q2212I50i0e-gU&}D#|G+^i8+M^cU+_u{OnSr9{$- z={-v_ZHa^li}l+nnt~f-iHtI+y^w}lwXj5fZQ1({1?@e04hmhXM+3$B%rGiG8;!W3 zC|WT+AlJtm2f&__y3aOI7;88?mwK#@EhqM8_i@!9+{14UMYp!Lf&fWIK{2OC=ZHlb zx(KJt(87QG_@SYs6nSuX*bfBlLe;Af0dDPyw`ZV;Gbc{|^fN4m+Q9XsX+wAYx+>GP{43tx-tcT-FKggO zXcfa50DxeI+QViU0D$n1OWw{KS?qC z7KfUiUSe-=Z(Dh(4trQsl(vaU=E32iSS$;a&Yf|BQ6B!On8Y8)0D>LdZD;Kn@HXp} znn=~S8#OdGy3coK@Hjs*^ja!yd1&(OQq_L0Qc7V_5xW?nPaU{jeFzIPL!LPQZNQ@X zES0wOm02oR*bS<|Pk68o+>&a$J%xO4&Oqr%qVwmijt+K#&=G9A#?8SDrHcbE0|=iV zK2YZ5=GydRN&yBVHaVF+4}%{{OHD=g^=XJ5A8dq0MPZ{Pj_$+2Vh-hzHdU#m%@(2rowELPjJ`Ry;Wp&@v?$ZnHgFEk%*!ka2C;D7{@oz0+_z|$nDds1oy?R{$iWW%F#pBzSo zVZEcCIF7~#W|Ser9y!B6GK2NT8wcoe?ViH@t`l|(>JCa4^;UzIKmB^vez;N*-dAa_ zpP;}L7aMzDP*6umNC>Qz7erS8uMeOLfW`+he@BNCr~*um?6<<@=(fKWyQvl5nZ_8BP?}#c4z)M zT#_TYKy@U9gxW?3bhJQFw+gqEArjR?Ah4(_`EvbZ66-{lj&5V?yqS|K7RZnS21bUhwj#`*{^oMh9%wx$SjiEJWqzJ z9I?P;-t<`lZ2Ve}NoiF77-kASWW&&i|d{35MjZ4n@`Z}vU%CzO0xrIgTHePGh4;NZYd`?R#Oy5lDbsv;=p7(ZO) z7%{oGy=vT^a57O)NZ45*opuNHxp9d7O&6yB0$Mo)J^Yi-e^WJLQmaTu^?!W-j-XSz z(bVZA+y8{brluys-%tEA>3`|B0>mNsa@@wohPsN%J3l`^K;W3RL>7Gf*p0D1U5})H zPvjIF989)(I{6iKx4&sq2!f1Wot*CJ7?=8xSw?l|TIii?p9cqsh# zw5XGkl44+%2gN0W>A^9vw$1RVToaT(52PD9?}(DV8e*y&Hl_((FA2pz|!ZPS%1M#XEP zkg$9!yh-x*>B)jIH~X1$4c03~VVLba)$A<{ilft!uJ!T4Nt4>i7?>=P6k){VY9c6I&bqI)r98Jp&M(jl9gx z!9O)b%%t@G+>cqZ# zmyQeASJc(j1)3)V3^>3l9Y*z-W`9hkf*Mi|_}2!Cbk#*D{$0U+yisq*edkg<4NAhp z!V1ZFEj#bPdNIlp#lNOnP?cS&V*2}A%NSrv`1b7yhe7qn-l^%ixptG%zCUe$pWc@Z zQJxniwZOMVSj4uQ@!+`vcjapiqr~^}8Sofo33vPU&dz}l66&_{eSBWpW{(V=_0Nyb z+>;*so8ajQ&sWzb8sXXe_CwX9t8;UC?>Y1rx-%p}0r*%_(!4^i!ed#_ ze(bX@=nGI$c{lqbAuEzbWWaLa_xV36UJpBKY-E(mPymZzBCouB>C!ufnc3O*g8{oU z@rTqVD1s_chnJ$&)s(SNs62`s9#QyGIC!D@dILU%U{KLXECFRQR<2$vqU@mJ&;cI;_Uc2Ljs?X1t ztv}pKVqjrsFX~*Em6cV|(1-;QIXXIHX=zDVXQ|qw|8pJ^J;e1cl%$DO& zIjpIv35apz=N4c5x3ILhWbpgQK_W(~<7Ilq3!|tiIXSt_*(AsJ!xDi;Mn-p^e;aGZqeRul<&~7)*Voq{93GP2xwAAB@Rf+7y0R-t zphV$Eisx7XYNb|wcXt;Q(|7bGRvMqD<$Z&X$4a=Fh~Z^Cha8P zP{Bc{=t>m>4F)e>zU;5C)vmDWX|NwQM0o)HhMX2*KU}%clO+?pzrBhpp%L-;j>T$& z#xx=d1ERX93{pIHC78G0KEyYRCC-F7!JL-pyVhse_8&?!(_DIS==0{V_V#e`}C9%6og% zb1}tpjHT*u{Oe0VF%bqW(^?-~g~3ZoN`OhHZfnTa+~NfY%R$ZG>50V42K_p-a0{sF zlgtw_*bscB!evGdSYCU2dTPgCT-gK)$y{3CKqy^6{%ZZPk$$C}s;sPR&ChnOdV}cb z=$T5CzQtVu0d1_IXG*0b4#}jLm>+n2#Crd}ik@B~JSGN+EH?dxnwx-sfF9b=vaETt zg*M&|ZM+K#PlX=9U#9m|@6IL>zTH#?67Tx2U7X8Gl7Qm?D7p{#w--TudwhsHjti#| z@hEDJq|wjW_`Kf61`H$j=;=?ai2nOq@NC5-e*BPa2_VPD0+0Piz2{OYTtO`XjR*U6 zj-AiBapMLVIeAWg{(W;Zv-=_aQ#wcXl!BQe>uVm?;u)2;CAsxhC%+qIA&Cd@S_UE31ZAmqDAOpZ_tIW3#@@sJffh%f<;63yWMHUfvlu;e;C? z=s(KB)VNxX`fYT8v*4|ORTN(ymbQpf}K)JqNIw5oKZ)Dr(=zO?Xc5*-V z1WdlY=23Tcz@ZI6yB4s-0VAri=&x6{#&&jgH9Jg-iSwl`v>3Gi{^pQviS^(obAVkK zU|+v}g=fbwD{FZj-DFmhg(vdc`wSTTXD&%0P+Ez~rRC3UpM9kH`z8R=#^k(l#ec3Y zZ9)6f;`LU%fy)~se}X2g7tSbOc!%QVO?p^cTbqkLTZ)V8>R6qFDWJi!WTM(yT4d~p z$_uR9PWAzT@~bwPkVg{H@; z1Ga~U+t}|{Fv9TZ)A5?z6AWh*e%*=vCS!0E0_3y-Zqf`vB-v;R5utWTFPz;@Cix#i9W`1*=f6+)6cE`y>XB zg`TpuLU;bFmI0}d0?`WiHNYbP4#?%b8=nz17Z_JvT=vCSkfRGu^ zh3?)XELJ$;#D!9nKtmiiH#ZfJnQX9sp~yhR$O@l>TRN&mTE z{|$#HBR%@r`4hECw^$1XZ!-C1$8-7tATDA-SN%W3>pJkm{5^ihqmu!wD2NOHCXwG& z_vwhZMt@4|{43giDl7Z1l^C&K|I@NTv#Me9s$p^(8URd{^M1ekBS<=gMHunbrlQTJ zLJrP;E8H>$M1hm>DC^tl;yfAuE3XB4U6OZmjp2d#l)yDfB5p{QG!CQ@b?o`4E2$pUgE>Q zG0mNmX1{SQ2M6SfmoFC&Kl2IA6{zQtk&$U!1nMLN1=T+OKhOZDw?coP)(Qnz}|cv>I4^$}w}nPH7nJXHz&>&x-M zvST1ZbtGBH^WS^nPnF%#V+W-YUe~1Me?40PICEgYIk9<4D=tfm3+QuY>eaC_w)BBw6T?Ze{ePI z)H3k!G1}4*{OF51lfs8|&_N8sD+2&{#8-u`cUv;M!m z?dD^A={PyH<5CQT_r*4NiXQ>24k zTwO=e4pwK+o;Bl1_`5uW=IS=kU$*l0e1IRZJ31 zk&D}08pL2&H1aLGQuS)xSfoyil!Xs1#K3e0bRji0HM6Q=Mi_8WBtEoOvo`SXsC>_% zpS!u~w!61i=)1iFI`lx%hg=58V>Zcgp@l9mHcC0`Lj)NFLH(fLhp(wFWMzM~Ufakh z_3XKG|J;i?z9_OCpjZN?e`^`&M2nx=IbH2V zoF`vRPECP?1{@X@zTmzIa)Dk&l23x>lp$*B>Wr|`(ozzKR|XCa4likSPfSc-cAM#m z(BPFiEs-?pQM6)iqwZK>UlO)`JL-T14$S1_JA{={ec<~bCME{b33&g;e0PSNvN8aK zj4;>PAJG_mU(lIzvG3nA!Gv9=Ujz5{`}eumXoLYEb@u^G;Tq@j=g&z#ePM=mB=W^D zRPkz`JoTXFCVC>YWvaI{3N@a*o;4k5%gxMml)N> zrlumX#({<>?Et~AUgaC2JbVs*wHUViEVGPKN)cvE>d4JY^^vO@^RXQ@`17Cj1;~j{ z4-C6f#mK3s^k%lCq@?uFel-mECJJLW@@)ndK|vj0EnvXcZI8LyR}I?9$;-2CxHggq zeUIU z!o$nU2%|7`iyl7A$jBhRd|B1mxfIY6#8Iw2QWU`P>;CRvs!~Pbv&nf}YYa0ZxZ{YA zie(lZZc9J8we>wgt!R_xJ6vh+P!%7!ME%f8r6TIhhBp2t;lK#WCl==o3b`vFfF%es zF-bpv{+#wlt_jI5Z=?Ro#BRR0%qkFk*|dtf!^qiyvIJf#^!4l4+Jp6W(8oXOjy2>- zP;fAfiHYG0Jo3xQ%WDUhevuMiK!HFLdHJa2Fq$PLLCc)1_g~k;wm+I?V^> zPB2$rBIc=6JZ<=6nzFFnAw^!f@@llVEH@Lcxz83PLHJa#te3sW^#WzH%j| z!va&Ni2xshf`6_v1=vo&i?qI8q_f&xpD{NPKUkCGFsN1mZ*@2%U_pZ&(CbbXj`jL< z>(D3jcHmL~7dJ&tgpQ;Uk%RN_@MvggXgC~$S4YLf&<6$vR@e_${@)p$hYSFQj?}o4 zQ&8lAPVoEpWobk_KudGF?`oYkyxe)JnTNaN^LiKqKEX2eq(S`MyFY+v)kI<3XXrVa z1Bc&WWMWGFN9Hn89k<1y>i~jGPQH_qoBMv)crVr}P27LMEllaZc}4~XYrrLZ(cjtM zmxnhrHX05CUJ$%Kh$#kU+7ih@u`!<&B?lMZUn+AAJ1LHuzq0{vUn}9sylIqJE-vtR zv;yd~zz)QKNAIs7Frr0Th3k#W0}rIWA3b zU(NgIPA-Y-$TI%6bdK8d>aAP1U>brgj@F&`BzztTQf;YP-4?x>w|!2XI+bNu^D0xD zlh)_ox3`7YNS$C0ub`liH|cqV^Ip+ZPmyCVQFx09Jn>V->lWY_0R6kxy2ZQxJq%1t zZT9ckx0{xB%U77;ZoRIPkdRQ))SPh8QBneE6YJ^Im+1s;?wHqASNmc3j2ojr=#lK+ zeH~|g_pa%2^dF7Z;b{9KL4> zUvkVlyDT{A+Erh%{-j;Lh}In@eO7Gy#NTh0|bE>Dg16gf^ZC|%v&wI-ky zorv_=*;!v7A0LqK=iR+6ygrc$TQHd7gL!V}Z#6_3R0rasiT56SC+yuc+H6^}sS<0x z-GiOG?pAjr9p8QM7r4_WhHb1371HVi(NVAz<79j0wf6RQQZh1jicI4sMyex6Kz5co zL~e4JaQ%E>)&9pHe}FJlNy(p^o7+D$baK=meSf~eCJk$FtwlXW1?rAZZoSirywy`^ zkBdHe`N?ZV{4QP`uO!*ghvs)RMZ^DoM+7VlsU=$uAl9j>sE~7UDYmw@h8ZwHF>dU~ z*7Oey_O$r(GZX^1KJ3Oe&ew^iMMp!yx~l&UIuHz$c^YsBYo-qqPM1v4Muix!%rtrq ztyLT@(%;{ow6n{)nmwc4%pj-RWqmS#x_Es7-16iXW?bp-_qlPe$4Q68vZfWzz1D*> zi%7o(9tH%7PypIkN4Du=DKU9GAg~S`@NYL$Nm5CHb}GA8z7nfS@}2d+^sTKkwq|`E zjLcPY28D-*6A=@)r0Iyl2LOcEIp2aow=A?2gw7X>0e3L(ojx(L#ND z*@%(Be?Qth{~vp$*pXz=UjF~orn5NW^K(l&MvHEu2**EqZBh;D|Le5G@r~Wc$Vk`% zJb!+`;P!1tRG)`Gc)9=aD1cNLukOSjUI(BS_K&tc{%{q4hOfh*2Y#AabX7~IzgNI*>B|xP~ZYG+J}!H8L$BO0!tsA z(7iL<+zLS9@uX(I5KP$SyYBITopt}6Gdw(s!NI}Sf}t$T%(Jl1;cO^*@IciH`apvA zbJ1ZgYsSJerNnD>54NKGm}E^_lhtw2-^zWG9{kt}lOnV~#E1!1ivQeL6_y6F-_UHb zu6@NP>BlH--D%MnjZHn(>rE%5=0`ByxZe1etKLUK?>NDQjf)#fj(?{L)lyPYQXEG5 z^||!gyM$}e=ZqIxDC_G-pE`ZoAYE_=*C}IT7EONfR0|9CTX-T-J*`} ze}NWx1f;NIYPW8^!7y`kXGlzT=34479>m{1q;_x|D5U3lS65fDIBp)Eq-K}iVrPQ^ zq?ue)R1^lH`1p#Zgm(rsPcVEH8y=pXL&L-6kD!o_Ak7r8DQ-?@O)FG@T9L@=pdU;2 zkCkse3|L`@h4|_$WaE8T-rdFCA6sor#;;ovm6I-nKD+@wxF{cyF@iC`i1KA51>!2m zk2Vy+wCcDtA<Ii0DG72Y7A$FlC=U-9P6yH#av&V~dWBV#44)5))oo z8&7L_b9pZ;w*8o7Tc020X--n*1a%XbLO?FtR#Ei5CS*LsvUv8+XR&XJYHDXP+u3w_ zpR7`~>vLlj9(}1ZLVALci#=#tJ zJt=56m26qODz1{0z2!$J67^B3J^Gg&ec^RaYIYc@0Yj3Wo(_gFXj?^I-Cy?kGxSqb z92^A8wyhrly1UU10+{M>lt+$~1B}hfX1rCJnVC8Dkkg|*WOLgNGNkYil46s$8Y!vr zR6D%@^oWqx_1J#EkpItRDZH?PHsqr_`FM>$Z?gv#tA9vH62EzeQD3PWEsx>z4i}i*?Af!q<>lp@vG@~3 zXt~iR^ig5q1yHo0cYkrRQ?}#1g2?>b{p@)&u{TK#@%2As{*>Djm>SYO7XWC8oSPO|;w z_uc%MWF>GK*(S;{ONR~}GQf*@5TsA47>clJDZkZN(;Bjj6|s!~*lpgbe{=blk3;P! z!u!7~wh8yF@FvEmcb+*CG@oQ*p8 zRR@8k3h-5>Zp3_sUua^72(SAc6)1ql-|p}42QBQ{!sux%tZ&^3wML{*nxKm!d_!W? zZ{A5b$L)VQaz3rCFXWt6B={V$3Qe)nEeVQDUPpPvZ{4~@UyF`@=n)@0pI<7VU-2i5 zeYn9p=N4*(rj3>++CjNDTpKF<`loeI&Ux6@jgy~0=ga!~RDmpP8J{2J0nf1G8GIuV zj)?EI<3znDR##U?LE*TyxlX7(-46xV-{M$HM(3oU!$Lf$PHXtuj4EE7oLgk?Ez(Ta zeca- zZy>TgqhMN?%Hn(mA0#R&1sV2YbTtQfYAfqLS^R9D6IKXbs)PRNIV1l{f*|o*ML5vv8f3*tJYTi z{rv#bg(l#O7k|Ppg_h4^n~sj-5%i%RPOq<*o9xJzY-ng0S}H3qhte#tH&oKJQ%+uf z;&0lNd0W5DsFjub?CKd;_L9>lD|`WzHv5enDK|Ga2SDKl1;xF7eH_k<(GSa6w1DHc=u+cI zHK-1x6>)k8%HQQ4N7+Yv$y7?zKRN5eUhirRa(;akx1_5vOE9R;&P>{H4iG+l>_~ zD7?HfO>KB_^77y}#iih;P$9dq!Ad{SPuQ#u1qBJon3*M`tpq4Mh>3}@>!3@u`+L*k z??6GV*LgYA$;pY=VPV929j+_8+FLPJ)l?gEq5CrtzycsU#{VUIvcmWD8sIlgQ}dn- zpi^-3L!jq;`|JhaO&g#yna?kES_aww$Sv8F22(!NroHKe@^hv;b7gTh4Ofrk3Cmo+ z{uC6{QP+G}SXq;#l7;?Rs$}uH_6_IfcNz;t!NVdv2w0fGka6we#fyC2%N{IkIp&@E zG*6&l0FMpnGX=Z(p0t?QPC5kc94Ws9jIP%Ir57--d>U&^Mm1O*4vQKef_o zm(4zTIwv_|uuHo>c@q&)y66BFw#MjZdovT%wyU9nZ3p}Fs=jDRZn!1YW@O1jV_D>@3ObeFBw+ki^%$hS>;#b?Sm`r!1g5Poxw{_`Pxrm?`a z9jx@Ty({L^Koyp26YQS&r78pO z{5UaqoY$yc-N)^7)WR;(-@LJRQ^`#ouDWrGit6A7hlf>f9eeQL0aig*Nn}B74(4I~^GZU~y ze9`z#U1;M6ZLKZ6hadZ2eC&ULIUg#M+f)Z1@=}Ik{GWgJjq=KsgR&n=MtOO8K$PGG zMl~I@_Hl!>p)8fzu|26;0B};9I#~x0U;zPD07=}3KVQ}MVZ)NEO}$7;w}Efn>TO3md$|OwQCod#hN6xs;0(P`T<~q1il`!CR^NkvlJa0 zJC@UF;fDc*DS&-Vos!9p@n2^Vs!G!;xCdm9rOD2?I?*4RVATzN34#(_GnCMpT+k|_ z-T)OzajI59l^H)g0qzIsSX4iCzO#ywkdOdNb+%DMWbNGBb~6~VG0Yqs-slE?c$Z&g z^nQ+arA@|4>NjuRe8fJ}zma1zssOq%(tZ0tJ=BtG*(=fcV{3gH?XS9}88^iO9wh7D zq(;%~=VLI|S50tE()8T_=4JcJy~V^fW&UQm+SmfB8LXEx>n+wgE&f~%i+u*@%}<}M zFfcL(n%Z@m=K{In1twI`Rsza405rCp_$oiyk*%n$9R~WaM|;U7a8SvFVv~XQ?8-ME z(@GozEbxG-@$w}N6(!{e2$^2X#Odnl@>&m8J(QwVpptpJPUX&>w{T_PZ!Nazv}G7n>+^>gWVVm-TH~cYuh&Oo{dkQVF>NA#mC=9yz1w!QF-B(IkPK};ddb_^WCgOR zTeseWF}mm=DJj6bQ1TS`1B;#4A!8v{`WV=618O}QQ?-O(sZ(G#t>WO2|HUwqqhw=_ zdwda2Nlfp%FOiNPqjYnj{d{K5YE<6c;Y6Jh7l585`Psn`ZkQR`G%%%HMvJajX`|}v z_G(*rJz4vJ z{~PEr!%O|s^o|sQ8v36qzgp;4X`lzbfMmuWGI6h9;$A^yR1_60?HCkswNG(!%34`jf!)``!=o#QnS}*> zE8r_DEG%@WB`7ppb8mXo!k#=sBL#=?EE{OoM-c6yhHEEU))vRLrq}G*DrT*K$u0j6MDrCq(J~ zjji=*T=aNaNwLJFWGCHu>*!i*yjlb4D{>MJbrnee{X!Cs`ZHjXauvMyp5(}NoJxv@ za?Dc9<_A@^&$pP?bSAKkP$mMBr4^*Na$VcX+S=F~cX|a036G7<&GGY>374nmAt@DtELNO7AR9;cPo>pdXr=fsPEJ`M z?&RB!W3c9(IRTaW3Rvv3hmRfs$B?j$fsv^yfEDKV{+-A23c7*b`>ouk4HyLJYDx+U zk;%!)*5+RfGo75AvMjm<+s*hPNr8A9ZDce8;3Bzl;Oq|$>ZAVtf2kFfm6hS5uX<7& zuPuzCcIs{34DA`bSnSQ0FH#1EhE=0BiP6!YK%rYGrl5dJdfS$)&JzU3#)RkFD1uyhhNtW}YAj#==|3zlI} z-SwI9a*8qki|}lQ=w5*qt~p(=oYd1XMpsXdijIyQ+fiU=89KaOtX~Jx!9UA7zOYOO z1wuf_@a`ECtTr|A%5|aYv9ZEk7%~#yum7=DiV!#4)LP1fH z)jZ_Yt3<7WdjZb~ztxooE%3)sE2 zF-qCUG4HI>=T3-@z5*E)m3~aw4}Q2{0n&4rf)zso&zdnvHT7A2__Mk>4P7#a6hGDnw)Fbpx2?pYD0}kdiPf!8Q zqdjDe6~3qWtOu`??AX|lkgIF*TIrO>hT>#iKlWbUX zvU+A!R%d~orE~1|Es@06vuo{Qnk*&aJRN6eXF-zyN|LTFO%TNr?>*T3l1mQ*h*6Fs z+pWGB{IG+{bC##NlXA>E^IHe~q8AoyVq#;*R)@n?otz3gw_mg~piy)cRDlM3(VhMe zq@CwOW!Tl;mYSog*wT3dfTn5kIa_~!f0zt8QvVcRB3)ha*O|+)>@5cO&F{A6+g|7^ z*j!Rrc){z0sCH##Wk78Oj_}wSk|IWI_|x3j+*DRmQ!@;?MPu>9G1k@9HD4BOCdnoI zQe#(|B@X$epuTn&aTNsDt*apQ;lq)rF#U^RCWe`vJ*DeuQKNH=;@u~I|J|$?h(57) zztq}c-=V9gmkpNa#)ylLc<)W9fo*(crXNbTX8a-F>%ymD?5uTtc=9N09fq@bVxWoo13e_NqQ21_xL?AeoO+!PCa8!1LV zRAz`E8y83O9izm(5*5}PqOM8eiZ|w}1*`TUu1(Mg`dydl+V)l>1&`QxEQ~s)t?%Bg z&SvlCBnS@fccAjD6pideh4rUTpW+cN(EpYzmk_#-1D+-9WkB@x#V}Kf(a*`**><+< z2%yZsg^^^gEc62IjBEaXDeT9y;%oY$dGFRT>qJ;To&|A8hYDUCG7fb}9_8CRf8h`X zMO1UM64>eW%Dsh6*I}-0EOjFu=jTGiqM#v#jD1blD@R?1N}8ITw_Q^C)iAQ^>_|bP*71&ME$?cMP;8po#EnYXksQtXm{an1dxWle38Q9Zqdxm z&N652(P2Ijo>AAGW!jc1(nyR%Xe>>3G8J@#$%5s=1x@hz6A=^F(dOQ+qbF$J00W|t zYoWyiREV7aV~+w)g%G3T36@H2V^vM{x5*#5%^eI2roO(LLxY27SXm`u*BRHi8;Q7- zmzM{`@@%J7>&f=axG%+heK(;(|4PI;e`8~#s?5;904`gSYT7;X`Ptb9I=e2&?SVwI z?8C%}m==^4Hdg2PoY!m^7#NIK=Z30kYLr9x%|V9Yb(H6c@%dfIq6g6lx&6PewEC*) zT&+p>@2@tmuBu9uKaL<_cNRwEAxQ@p4bnAkZUvZiTT^ZX1P3PsX*&S=f4XS-N4nj# zm3-jpkMiD+XIcI_=dq8PGI}sQleuFT_nWMaj*JO5iC{YZ^rpb}*qm0&B=#-(}h`FB>XGmlDZO2=34uNZwVP8%=o{rJej z@cUhzw#8dsE@fq9u(r!FYmbbG_zP;?g@u}|s;SKztMdWj;b}wFL2d7j#-4OW5F-xg z@$ees1_lN&*vsw*`OY0eB2sk8MEWTG0|Jb@-dTBgcr*e5)}mW*XmGH?FmrS?E?h-P z$sb}G>CRh!8i_{^3>x!ZR$L-RBGRD{3evnB^G*;=rl_S~@;t)Xnq%I%0A*SnYNzea zx8+-dO9%8n@UK8wq7ugdsPCj~(>9RzLN7#QrSFmA6go4QlaYu-xK&kE0mZx~O!$UO zoZ_RsqT0Pc+=iu=hIBPkceB* z+y>y%?ND14uSpO$4m@MB>3@7g0=KnX@}uQzxUcU?ELf*fn`A}1i#EIN*0nUrin3#0 z3E53CFT={sH7B;^$O;5)K&K?cvbe#Gc<*!XM=JUs{suIN!u9J<)&jJ~$+EE3aWcMrpv~*n+-QHe3XtGYg|lpk$+fiyD&{ z7T9Bwou3O03?aKIB{4DA)Z(=<4QGq|QATWIqH>awvT{owT1Ba+&h8-6F*Z&BF8pJ6 zchiAS&(`L{ePsrZ-^y!Mv-vDt2~cz+j9Tqp=RNWk(j*#?zq2=f^0maOu(|FL}rEWjH}7gF}=UL}+|{ zduwVE%Ey>c=cRV~YnkD;t?Hx)4k)Rs2RoW~JXyeB#ERY#MA~4wr)X^=vu>g6hz>ND z0x&=mhgOcRo*tjWg3%+24?!@xjM}hpaHQ4_XlFwnDJ}2yB-Jz(2M33gLxPA#$%hY@ zmcPx-Su-#&0Iq=1538)KOnUI3ioCqxNbMvcr_*_#`@fG!TB#d$C`()tSycYTR}SxI8Q^>LE&#jI|6aI z!>EU^=uQpNN0xeYCOSI$%EgNp$) zbfyc$NCZP-e0)7vgdxHe_LeKN-%Kacl9T;y%tDLvSJu}Hd|K*vo`OS8Z{EDgo?5dJ z422AqeA{tDIhHKyt5>h$qNlnGBypsqq`bFlkF#rJU5|;0fgSXvOAi$k6aY5-^yyRD zO(YApnjKljO@DO0HWNh<_KWuRdE#EQF?AyAQp??T;XO|CH5%rLmTKo49Q!~qDtPaa z;pO$$6;H^HU9d=_Zx^r`srRENHovw=hpMj0Q;#Br@A-(sURR9>SC$e%Bx3Q}7%LDu z+GwEsBxo~o=YtCjp2h2_*4EZQZ=A0a)v@b!wkz_u2hA+#SwNVPyf$%1>KG@*y{WDQ zt8bq{XCM>TR3ys8bd5hmS}|4%h-b|u4}QQ;VV~^GRaIA4_c9L^v{kUT&r3{9)K6D~ zKMx?ZvAu|xq@t1%)N8aMNr~QN~YlOV2bP_FO)=njZPhq+27aFH~(=cuM>lO8+> zU2w4Ejup<=CZ+cpW@1s2jH|2b9>U;O@q%v!c*$UPgH|8JDWr)&53t*=Hzgy38wmLz z(&e+8(gd7$sT*;A|C3`%YHB0t(1cF$J$=ojIbI&HddKEtBD^H9SZF0d$`uVw{Fg6M zXoTQY{y5;gj5bzg*QN@lL5yBnDn>;`1wdA2W@hngdvCfHJFoM{>ntwZLXfQ8fVzqa z(oVD;Z#C}7GG=0%0#jWB9=^ZSetXC|uWKFHzoSiYk~oXv)$fX9__@RPXQ5fl~%Ai1Nj>Ba6=*VS3d zl?Xd7@me275L&}>Z#rm}W0+Z4CDql{={sRV%17!{BV1XyqZGob%CML`bZr^S*8lIj`gWu1^#RaB? z#Y(2|GaMYXPb-iEHX9x3JxkxF4=P5IQ^CDS946GZRh@p>Zmb#m z=FJ-jsDKcSrS{w7GyNZ-gTR1=d=jsv&GqFpJ2&!~=&URyTyx3|fz4T;2TIn~8PL97 z9B)fXPL={ii~VpYyv9kAK^#y6H(4OA&rwoV<}(#V5ZW66d6KDA*NF?g_ln+eBAsy> z|ENEfrG&K!16|1Xw;b=^zh_}%gGf(I!ZjayAS}qPb{*q4n|W8{px;~n=CbVS@fl%X zU*D?AN_jQ4m+N*n2P=H1eECa$6n)Jw@GLk{!h;Uiu1fQaZ&p_BlkC|;`*IIE_U`i@ z^!u_dxQOqK_ZiEcXJKI(Gy7&E$Ut|)kKD*)c6JsQZ9o6LCCOP_{0WBn%vkY|JhEjh-FhB>=Wu~R`}wgA;!Qi3972nYb#gW zIJvnMgdG;@Axsu9+O1nYB5T)iHthyMmHOO#>fX)GN_e^g5dC?1vnp#J2U-H4+{dS_ z|D!u7w_tvl9Vml`0whnY92_!OEEf1L1K+-ZB_ZlGdT(H@s#3}nJK_)NGGn80;jO2A zE=2C;<~+>nwno2dGYBB7c^l>tEu@K0|?kX zOoTQKf}{kTBq@eL#q$WK$gPmA&Gohp>O+U#zyb)G@BEfMY?6icwiv z8L$`7=hD^=GpuP}bCZ&BDsst!P&pDx^w6Lb4~8Q0zyLlwBkuoPcG%b`8Mc z)Sg#eTsBrZ5*HS1?D{z{m@DvrEp=Mjf^!om$pJbWfL<{3@F<=8sMJ3eOo_r{p@ut z_8De0(vu@mb$u7{p5~G5LMu`)N4Zk?;?*k_Jh%AkSGC7ap3u_$vF8tv+o$N16l+g{ zK{5*OF-Ob%@_q9UTTGN~Y_cMwqCj;&T<(*W;_>X6F9sM-{2`Nn!`KImt>6B)H$=35 zF*8?g-XE;+wWVG);|~${K0fN=(xR-&XAkH{^r+95?<1!Di-Fe2^eh@{B6rVYD>XP2)=M59>nQ)fYc@T{} zF)=|qxv{wk3GFt5eD@~Q9=p3A^Cwis5hRP6a;5Mm2@}NWU&YRXmJ@^s1_lOL9C)MV z=B!~5*G;c5<1e^2T~=Oh`uX`$@y|b>$lZ!I4ky{!rMbAcAj!ePB9(OielPFc#3Z|S zkH9E0-BZMXbw5bg=zIE_&BBO$fWJR}bJYrq@`H4OG)H$BQ(1@q{>0Nk(6elx8G_kD6Q z+vC6g27d_j5xes4LZb7~;Gj`ksurlPuU~(fk&)s5>XnI&{?1J!m4mxWc-NvI??1xA z#nqr!fQO#R;dt$)G^r>lc~!6M{2vnNZ59^Rl8IBava+(JUQUF!p+4dwNVjEWEn|1= z`w`iZrF(hBR8#^n0H$9w34i^X4GVl$3Wl9g(fn~q!!D<1Kc!B=HHLb`@6T@UE!&cu zuUxs}h3an5gRE?y2xoLm3?$icadAP#?bfX~4Zb&D^!44uHbSIei-@RbiMZ(YIlDfI zEFFIQkLj=(-Y+MoLX2@wq5Yx>TCI_|e%&Z?=ch)bM3fGbB()@tj2K-Lfo5`|L~G&E=YDw}s36MlQvZpszcJy544 zOvH9Q_TbM0^;yH`UOc)JtRZhM?|p8n>C!&CvR!P&ASr2F<6ef}GvRlIpK z!o$<^ShD~Ib46KMS$ml$qz0UzZJR{I#6|ex9D zb7r;M}&3(q4fGPu#(6~#cVU2F0G~p6tpS>D) zk*%=C|d66jBwE__ckBgW*=%0i_h4@kf9hSV=GF&e?QMzvgiJRf!{f1K9`q| z*9uMhH;vj%*Hu>f))@Mg>B{TsMh0?dB_<}a0AjdK^hcq5`YxIg0EV3(eyupY6vA(A z@&TVTf*?*uPyhF!Uj5yjHyDVHfX32mnK(dLH8(3shww{7uKmEkz@Uv_w#}$Qwq>t2 z%9Vv*AopWyb8)^-w7PEk(*uXijSa{MSR89f3dRv`^9%5Q^Apq~rYv(@y+)+P=H z(8quOJrWb7-Plv)2*FvSK;eei_sQN89S|g6x^ziNTbl#hk!u<5o4$)C`N5B^#N=cp z2Zww?n-MuZ9WgQ2#-=7^b#?4^h*RkwTvwUuk@B<>HFfm_H1B)M!-EvC0HEyzYT*)b z{XK{>gl+EH(j+Ukb^d|g`EgnA<3Fxn?Rvy1G{ z z+>?%k(C^Jse%?3#i`Wz$fp;Ne29q7xqz4Z03W}3)1WEFTNaOrpzWh2MUJ(!&m^0%0 z7=LlaZiu_p?Kd_yh7<-^2fuVPMvz4+8k(;Iq)s@>!-r3S36T5T9|+Qul$`8eJ%npF zOPv>|3aXB&s;Uz7=^q|u5*1|(M4vy)S!~t*goK2QPSm*L<)v(76yM+r-xZ;L{JixQ z{t#(+CTfMIFRZSwSL>!5RpJ0w-_L%77=}zf$YZh3pb`l{NEFX#vbnbCwUiHkx%3F0bB)|lfHEoc zN|xvITf2pnjg5_Q5cLijC5`EeHcYZ%$zVt6DYQq!(e0+X7|)}#;0h7JBdoF8{o@

haeF|x6QQe=tjtyDo0a5+&lP9f$wO5a5 zVKUp3iyW6BvXgZGe$&(-_6$E*qVeB@j>ml`jz5(l)tFbr-1OY&wkN>@Rqi>B{F?bZ6bJ3v-}a`Del1ab2O_ zBf#JP`r(oz$k=1kJ&5I<8doL;1_n}6Qj66ZX>I7Xzn%fwQ`LFggI+(q~?FKZuKNY;24rLti;|RFIg`@#z@_w7W=l@1~)P z2~19A!zwsA6~4!sz{c$A5iNb21Bk1SW1rhzlMCdeq>T_swX$*_iv3W<<+<$*7Vzu1 z^=Vssd;8GxWDcS|d-jAaZ2VSv**aBksMISDNY%BzSG!7&Y4Y?{COq%)1EGUP9>DC( z_^W$MhBhmCf~9cHr!s?U3|o7N5#FPsqN1R8<_}2`Kg4n2f+i071wNavWdNeVgatx+ z(_UB|yHY0(IY+_pxN?>zzODs(+pMAkOE< z=6Gjr+Q!C)er~65YWni#a&J;bhQgskhd>US`5pa}fq0N~eT9UiWJ|hUIpg_zdOjK~ z92_D;#upJwWo2bpoZ+@C^QF*~Hed|E9F6AKec`EV9$Ef;%BS_|W z1jX(`S}Dx;AKl51(V=U5CzY#LAFu0VCnmBi=ZwkQ<3Jk(oMgZXgZBZP3ahKD;Fx%O z>m!&6tIYVv!yKm)th}F5FiGH0akG~|PdzYs!^6`m{g}o#mwUmQ&nWe>{sJdDFl)rC z2tVXxV!Fn2ySAB-MTpLpdOpI2Hf*p{v37HFW8vVi$oiJ2$aVR|%uYNx^*_8*BT3=sZs4s+Za)GIvLN+QUra~2ory))d9Nqw{trKf`gfXEB}h$ z{8dM`soe(=0|NuFY5dX?f>^wg2TAnL_aQS1Mn>_isamW6qBrtYys6^DrU^5q7I6~8 z)&x3eA+9;KFA~3sZq1SdAhsjl*3@g#k4aYKmK&##&<)VO&dtr4n28R*z6+_Eiz5wD z*f}D^$){3Zp)FO*%Uhn)&CQKHXWQ-=F~p_sQ9D!}WIEoO0)ABq35lY$jipXY=wZ&y z%|X3O`V}u0Mpzl4N#4zk`MUhIu_W8U3SUNitMAnp_hiP;HS55ZF}J z@RF^?G{O5b5gbJe3Y*gpel#tNHZ9IobB@P_yC~S$WC1gKT92>-L=dDHYGUD z8tZ9!-)XUpz=?!RyS7;&r*2i4iALtWNJ7X|G~TsALQ^yZj{ z01(D$b?!+aChOKlE%E{upv&Kqlapx$(hzj)#@*+1dnF+uK}ksoqbWLv^XTsm&&{#y z<-mG)c?E>)Ojh*w_k-h!g@q-{w2fnV3AVZ?PhLd*_!s7-ik5pE!BjwJ*VSOwzH=E| zKMzuzUIDWNHdN3yG1IHX1PZZT<_v&Arxm(4!5r%N@d+7yuBy+(F+rOVX1WvRe8qtQ-Q{8+Zq^Aezs7*E#i;SP zN|JIzLxYF6cVL;WZ+N)u2INrSk9rT9j6J=}y${j=>y8_=&g<$7cV1FgXQRe80?7FN zqrC;o@Zg_tnsI~N?_%e5P(vu%+vh=?8u8wPfKJXI4s(3PD_}a4&A|~Q850vzjbcWisQ@uXv%+35!|%GT)aTakkc{mhbP^CG?nB)OQv9j^juCX`()HY5%fuxnCO-Gx{itxEQIc%T zZbQ&-`(zNZi}AzHW zN7koHmJ>I9M7O?P!ES$A?8YUxy8XXDDknsXbIeLzcP(M zSKQ4~*Im|mnhrw&s)N(hI(p$HB_-PSLsWU190X1!YLi|GFZ?6%{I7v`{QQ4vJcsy! z;`J%T-ePA4>@figh^u{{uyanPpZcYzc+lqI!{SO#n9$}kA$S8u!w~*o+SC)d*_GJJ|zl= z8qCj(kYmT{r&wv?GqseS*V+v zn|OKr`yuN}P%9j!pt#YsFR!t&kye z`?|Dr06tH}%q;oR<;z~%twRKH<$uB~So8}S{p-&(3M0QWGw+A9Oxt7v0s<1_ie_Hp2n`dcuW0DrN2%&KE0c?? zL^N=1pLr?sO}tteJxblrJ|q{pJ@DxnNS}#_h@N{ZNJ62QSwy6#50f1b5CDA-Zb9hl zIH@Ts2Y{d3z|e5a{e+90vT^{UY*_Lx;yth5_SS|9EdqJ#{Q2|Hn_C?YPZOFhRMaZC zXWon#FsaD(J*qqJun_;nFmq$`Mo(H=r9Lj2I=E(=ZbLf(S>?b*fPTeS7nr)<_C6%p z5BSc;Mup`Z`}yzSkO6@i?B~Tt(G{loAB0#O85T}XS?CFrx)CofG|48ZrfD-x`uX`q z!KuW=#K1xgDhMV^6YbE!2Rp@PKly`tH{!iAdFYlgi;wUaFoBjIifKS;)cLX2<{%xg z+I6=MqKM#qf#yCWJ1lqI^?{W)G>T>oABChJzW|2I~d7a96;vqR1u*dE^1@}E3;628U5!-KX9J&}%6@Zd{IHZ>z5zVJ^`~HfP`GvLP5CBAP<2sSzWL=f_y@5YFk`5ts4Tlz ztaY)YuZp>HnsyNeU8C9C=XK;->gfH*G4E7TQHd=r6}u`f&i{^ZO$j_=-u(FZGi9GX zjo|I%#wnZoso7p&V81#yKW};mFX-`Hxq@C5qr-ZipZj8j=PFKvAIWh&-*$ZA!+y@| zxX<2nj#bWZS`jI?@SLMk?9lMA>Bh?J)G$h<8f}U*t$lqS#p{hcV+y;IYd`3FjrYNp z6A%r7eevStWhHIx)QJf*Wfc_`E-v}pE^A4zd0xVEu=ChLsRYP$txFRVX3KgHe!M!t z_2}V4{mgco>7r$m(Z(2*9$RU~53%e}q0;9L{^g17sEbQ&S5q zHzw$wB+tyezx~^e5)td9prnjGX7TRL`^_j6E!Q%Lzf9~iJc5YpcfNn@BoT!7&(kY? zJeMwChD;o+f|!_?=WC)&2mStzY*Q*48lyX>>NE!GcD7;7CrCtA4)|3@r)m|@(nV<# z5fk4q`x!E|!cQnRp@-A;q!aH|)zsnv-2vJ(_1mE_K${O0wB;5=@c`&i|5u8`?%t)z z&X$q~4>pHIe?S@pL@I!&(Q#>lOK@kA3!lv|6|fq(0z0a;jrqF8uX;Xc)I~?OX5GLonWza z_3C2?GShSXv9+nJpb%-^nRC?tCyB@C++|Xyt5>h0!rZ<`P3DlOo=!IV~;{)H|=<_>p^!;!O*)jh3#6*ePp|*h^ zK725lELj=wG~f?`iq_`(a*}CVDlQt*2|qp|YkGV{JHDEuKngBut>8GDbf{o<&+t@R zT6p78ib=;}br-i3-)!0b)?^kqjDPEfD9_N^`9c{d7+M3+(;K#ZSz)x~I zEfgS-jfsij%UNGvA0JCfvzW;f_+^0S zU-@dJ<^7}E)5k~k=FJEU4&Vx5B&B*kL`-Lp->n>`>s z%`zwbISU>AV;^Gvw0bDfmZCD@3_H8BvT{JQUQ<$@W~#W*y_+{9q!<;W=+JQ-LBy&D zC`gJey7RF(;N1GGhswk)O?BUhGFQAVDVdb+5+1jR>_So$342IPxy3|@R#{ou^AY^B zglKSyMiDn(1A-xUaF%%|KNU4~Ye$Jiw;+_|Z{%7?YuHHsW0m)hojn&M$g^;8$N(t^ zs)J17P8pxKAW;Ly>$Eb%Sa%B_juV5eBSDPRiHM1nH8s18%J1fBqWM&xK7A4oRq$Kf zz@L+AYYh{r6OPwv;EMBdw;cezK79CK1N@4ShA7ZUg5)4ricxrD=A-m0H@+1lVv;*p z%1dO@AWkL}lTaDEMHoZs1&?xH9Tu7{1hVt$`g+o3_k&ZDDoHIxn>7Nx$qmC0Yz8Xf zxjAbT;z3HPFkBl7Mc?Z77kggx4((8CYrTY*l^^yd4-q!v{S?{yyZSedpY9 z>vP9(m^cVoFf;o}dCxlkyl?)JhQ=#hU0skMb#-Y{QB%{>{kl~oLHAQt7P-|Hxvc#B zDsSGr5x=&h;Sf9akup^KC(1$BY`aN`AX(U7GZvio?KDdx=>Lalz{2JNB6bYw0Y6_r z1ODx0Ac90x1_T5cgG;8O0usI~@!j<%e`ZCHRzP2!PSED;S!TS712#<3p@J=&7ueXo zlx}y{UumeT2SXS<^kpE1m(QsFFBpDq-MaNkz%nc&Gn3D>l?}vE;HMK4bA6w%3rV3f zov}a3$ES=>oJdbkCnY1}+une=G6KEDz`%eRgSqm*bOrG*Ui=9k*3)6j7_{e8>xSVnwin#zFg6iw!FMA*ouOK69D@R@nq0+0Us?4BHTPY zREG~oMn;~(HhNI89*`nKjP^s52|Zl*K7Raos(k+u4kcaP$ntxDCx3V6O}Pt#@RID1 z{QBO%x$KU?a&d7Hv_mX{f*K$R>yP!`gBX2Nd-QKN9rmv7htM_tPfcyL96pN#iJ-~^ zkVru{M@Y@R4>|lH(n9wpUSMp;niHP+?Ls;P|JSxS;+f58W7$6>Zs{iwMA{9%S?;!* zRAVFbh*8xg-e&>p2!fXO-Me!jN4+~-3sy94Zf=Nf#wrjl`HL4f&F&y#N%+8CI4)er zVjG$h6rt>T=(Ko+VJ5Q>K_RQoMh%*((Z-kzH8u$>mg@```W)}v-78nFoH>79J@a;5 zE9CAz*c{gZZkNdFAVol6APYCQ!XJP90dAowG;R1LmmVcOy~Q1Cg#F^hi*69(c-51- z<(*-4bo8CjQs$rX1KXEedQYJ8nVih#Maw5)Wo4C5pwrrpx2Ali3?+EM-#^<$laib) zMZqW~CocZvwM?9&ql}EV8GlHuRB$Ah-e;rF&yPaq-3{Acz4L^K(ZO2BteqRApi^CW zwlWQsL5oPVURhE9M|W26G(my|xU#hJZ9qm2+>eO~vzk|Yl8|hdVNgx^=btz4n5>)< zjoOxXh)Gia`Da8h&u!R+H^s@eL1HSvLb$l(o8n|4EyS?)HP(vU^>>{d#ABxxObKdP zS292#YVrD%5acalFjv&o)g`2*`2@M0C-{U6==%)XvA?=98>e0hMXcEa48we#vw5Uj+r?WVP%FFQA{R|d02 z7F)~slo!2lzBbfAvKv`3=9l}D&yF#g^>nYQ5UD8j^dR8 zPe><(xb5U*wq>QOA^hfz;CqDO2o}&b%iVSY2B2UpHT|bX&{g2wP{VH(pG&!~C}ib^av%ve|?fXke3I}QOCkiZh|q9HFY4=8z?!HPpsQA7xG;?Ri` zoY+?amfA%fs=e<5U%aTl@@!|&j=(}#17FzQ-MdF%ZL%=h1jy&*rLHbbY-9WFaCXl! zh4FI`ibP5ZyqUSVIZ8UZ?&!P*2be!sX8NaWtwA?-@zEYA+d%$zq5V7vZq+jljpx7D zfVPZ?i0FU}8G>l!`}jG3WXcP(sp%$CVwQ?P9SPhScWKXO{pJ&w*27pA}4!`{ZgV{$zLnB%!w><<4E?l3h z2Uk;dO-*qDj6P1BxCnUv^5yUJ9t+J%z&qtk!QqrKYK8qpUH6?h=**r`)BR3K9pzjK zdl0kd&}n%Jho2}%)&;6KCOBCAhC3~Syo{&gaK8$X%|UXT$#Ucs0`Oh-?b`<&@Q~2Z zaetw5*bs4!mCiS|USyOpwz;!RA@(AOH@EG|NLXjLiCAO^2J;TGI{|&1g!LR3oB?he zj=%D_`1E&~u`^ApDp*+qW@ctTe}CYze(N{%P}-Qqvw(3C za5L?xI+pdJ0+7;_L!@aEb}cqR?Xoba z&%IOa$E~~*LG&WMy^)3}NljN*S9om&i${+G(fIlE=kT9%b92CX@Iy;*{Ti2*L`yp> zgTQ;Zzav#g2r`b|zrQ-snc4Z6#qdU)Iw{w0V{M68zxV77ih~KgG)1!DU}Dk$p}V{X zc$-_|QB#pUhe-Z4+dCQgxRZQ*&5M&gGE+VIR*_)(qlkCVC3rj@-bc!q7}p<%mm=IT zT6%i8EvI17NNA#8fLN@XTc-?qu`SiZ)6+A+6Y0)>_;3fLqd@K@yW8k7E-tPyz@eN! z@6+6jAXa;}Pnm!R1LYoYaAy>L-_3C7w7hAQ?UT=+KT|NBRg7|N&2dVOKf+BddJAnu zS7qkEhyeOA*J13Mf#=Eyyd%K^=scwl!#kLjfiTn8kXg@ndD#UpQIX<+9G5d+d+}lq zs$g;R?;`r>5-Lrp36pxjVW#OmfVDolGfm%xhjF zdYJ5NVFnJ_-m)iPkNt1f<215De_;@biBYyWxmN*33n)T2l7+{7gE$OFqtuchPltme z^NLVeZe#fg#TOvAUikKugP(^-$s|XYMc>9pG4N>J+2<1Xn3$N9)zmtEcICiKUO>OF z>Fz7SznZn;c9%B8;%@P_K8p7c!I2`U;Z6F&A=SoY@ zp=uKs*4O6=;dYE>adY$Yjx~o(KaDx?i-@#(T=Y&_G7*bZMWImHH%@)7uOF&M$1J3;N^nYybVfz_-1(r|$zNhwP1cf==J)lR46tl8pnfJ_ep6-X@VC6f5SyfAG>xhFC zWHWvI_;G(=4N66&E%v-GyfO(%NpSHg*3#WV5=jd7vm#R7LRoqg4UB_B?x}+8$2 zlon&q^7H4<4nqOr7Ojb@n81KR>7f@QK#+!FkDp%|16t-jn<@tWlP5)l1rcg(uk&6# zRt5iC_(Y#=EgL4D`Q-IOZ&bWGtSU%os&qD$xQVT#5&Cg-%shE zpfc#$@;S6@xKDQHsm3tK*K5kiO#jK6QE}uiKfYAMpm(}66AP4-_;^kR_H#D?^#Q#N zOsi~dZJ|j1R`s+!(+E#-;Qz@KN-D0{wQHB^>)+BTw0#)Qzg^ol%L7R$2T=`$>4-%YS(?SCDI8lu7vP???h+C zr6?~nB5#k{YT5dXN-6iRP@#V0V{L7{NzRxrqimD&fJYM4ATlxr5a$AhlFW^b)M^A@vf=BY(w{NsO zPlbN<_1!N9yk_%lzFi1XC?D!<{q8RwJ2~f|SrLy4?tNVP_Ttmx9y?70K>@7G&dzS3 zL43fhEm=c!ab$S7?NFC<*S#?Fniq!~*qFfPL>b?Bi{0C@gl2ZS>CMj0y3f+)-fkDC zxlA#vMA-#J?m&(bjD_1v((6YoK5&{fbbtJ3)6mt;K8cIYE z(yN#l!KBud!otGf-^GBo^4Ggs!|Q$N3aNrK4D9E=j{fo%=uER6`!E_>wr^i&Q2G71s-?w=0-Qrlz>%aEFZM`At1WFtMIG(B zFQytUtN^yT5FJC^IF7*p#gj9j$qWw<|NQ04>%IqJoY11}{_Qu3+j!s}G)75&uB&^6 z$KxC2$nG%VkwGusPy6RmNEN0>n6s{P#v?y|C`*a84#uAMZA-Yq^7!#%(B*z^Z0tzW z%~@#IF=`*BbBWW~?G7vHmey8FtIV{tbGPxZT}eqv!QpUr)@yV1LL@MsZ?3PbR&i`z zjoZk+SD$N7Y~0T-!p*IyW8fIVGPXTQ8XQ&=>tpxM7m$@T6pK_XDk|E&YZn*-Ln0$@ z4n^4ZId(#LH6)w%DO5aqwDYcS6_2R0k2QI7Lu%-S$m=(6k|D{bV8C+?wU(xvqqv`2 zpuHjNL9*Yl0`UNw8Y!^q98 z_`=1DTqtH{W)lAl6oG8`2?xP#k9D*;O{}L&t9RqHyc3 zgIpE*lPwqZcc=QFrXy;__nEvq%xAw>Pt~?pmlP+Cru7S<$eT;}cDxtagg`&=qw^45 zir`dxCm6@8S&S}YVqCsIXI)d_4h9r7swD~Q*?nks>zAM7=jCkzsp!Z3>Z4$}x^@i{ zk>MH?2!^p@;-F>n8J6V9;N=ZpkRHD80a{LHY zAknVq+~$(Y$?IumE&68BtoL?e3+(LdV9DI7Canr_OL=m#vW6JS+Jl){)WxT+481fS ztS@<_wIo~ ziXy;-Zt*#uiz56#$H&K~arNrU<}(QPqXQZlKe0Vz9WKA_Fy4k585zOhaG2^laCv|c zpQ2Lz$B>4)I~LOMID!tHxgZv)`pZw(cqa=+PFKPN)7u%7GZkUo1~nJxYil>opFh8w zo<5j!V|5~vK~^1wdJdeZF)#8O7G}^s)O5vI9dhNC6V>Vp$pM{XN&xnrmey-!hZoeHs0P?7_suObPxBSK&sryuJ7o#s_RNZdzPiT;Q+ctRqZ+ z)k#-N(i|HbtJz6=i}z{OF_ho)=gkpBXcM7?O(JMEwjyTT4cj3wTf?P zDTD`ap=9>QRRjAF60mwsyD^%*8A|F&#o_D*p1GgP={hARC%5E)7BOu+`v)Hq2lO5e z9re`CEss`{%mwS&@74T*g4eaRwF5kZxm7Lt-y?c2a5#P-i`x?$wG|W|qtUv$;rGQN zK~5RKCY@j7NIesJj7HYK`Z!87v0}Mw++(sk&oXo?9XpmZf3~mxZySv82aMi7ozMY9 z(9g%X&(-OP8&Lvv7uqz{i+ZdE%F9+R>@YhcfnQ(;#Ron4tJ|2ftUR#>ZY|iJhkvKYaEMM)D39x<(b<{4(Jy(RNXN{Ne$?4k6B>70XGr~qVge4-XeafAC1xLUp@Y3pH~8oBA)OLO4;18`7?)* zkyEH6aOR9gR#p}U{;pJ9(s)RGSB`0C(eTUGv9vRN{gmIfwm4~d6<=&3y;JSu%N5CmrNfwX!M`d@vA5+YDlw!9p*i>G~@W$)f5eI}~hKNt+W zf*qxs_Xb=W>?yFut}#r{0=r~sXn^rd-i=c*(1ZK@#ypnX7AkO)lkEuC(x5Nnc$X>G z>V;VVtR#Q+o+78WCl2B=i|qZU=0_zOl*vXw<-!# zXN;*Ixn^h>Q=8wumbylTG`(g`sBo@g5FcHiC&=B76d|0;>BxsCae-O_SRK~WKe z{4i}PTk4;fa&FhwIm~?6+Xsik^#-N-J3C5x%0cc~gkIc%mm$g=X58F z_n&7rkjVQ=oWW7~@fi~)-g&?S*cys8v`ss-Sf;_r0RiO(B~CC+PEw1u_(_MvN`eqM zt&*~u^0vP6Yvm9XdP?`*!-qTmmc8=$=~F<>Y=QTRxm6>K9o&(IpG$EhZqf8jN08VCUVeTIr{i>gnc?J#WK; zrNO%oeSNu5=*6F}IGGO|Fl&sG%uDP^jd>@s#Tu}>Vq*h_mO)4S%a<>?FH<8G|D<`Q{H^XPFn3c4eX>i8MYiOu z8yGO+aaqD8OxB-FZzN>%*3W$QwnMrKvK>xHOzC#J;MwZ_gd2Qrv8Lw4+{tI=5kVJGN zJTO>Xd&N;N@B6=y@Bg!HL;gkC|LpIG7ts00pVZOS<&%?>3s>Qei-YGw-oNrc`wwE< zQ_|A3^zH3HBloycD(z5DEl|t%lhEC(!a**_?ZiQE*ET!~@u&#wbZpjV?@; zOtT)|PkT~8K)W`OEpnrjLDJOLHtXTThY^1;c&~oncEFz8o_gs$@}*<6XowJ|5gw?}N9e`^zX; zPIT||^mOL?_opG0du?%2+T17eUxe5zDKv^@Y?5{mC)#?%y7acg0W75&m?y~TtSwFk z1nxL{IOA}D?*vV^A25A*c%E9;@O_VHURPFDRx|h0-tBId!-~#oYiYTrt*wocT9iwy zAF;^2n{$I7L6Gi;CzJv&x9q}ejW)gYM#g{H!x{O1Y#eumo zX?71IqjkQ%gyY+{Z{ZHjnfFYnA4tLgX6m1Oy65ma$kjPdwD@^gmvx9pm+KJV(ZI{c zHyiGF6Tdc9qF7QF2@h;bKP)zW=Hi75ti8_Nx#qy%)t_F>#BUa_d7K_(*b=p9Q$la} z_?|Pl%L<-8eYLu}I>6~%SUp!{12;-pMdf~*_*GJo^kE9BYh#rZjKyNXAN}y*Lp_Dk z_Eeoz98S5f#97D8EcrZN^Ip~2>YfyLs&Y`JvYx$c*^wq`-g7de@F9uS$E4$H=L>Id zZ_Ul$M*#!}wuA1el%$vz;2aOmzgM9jT#Iq}z6*uZc{L3&Qof9`U)x>*Iq0vvg~8Y1 zDv65N#ca(aHB6harWYKv>AE&H?*;MecEEeKE?+STIII$lsEv@0V!Am%Q7kv?=P05id$dWeV!ch7gMT%F!2e3~PBrCmpcOgh- z@eLSvLDxU+MK0kSgMY3rPFmV1!@ckH!R;lWz-P|D!Ka z&cLTt$6#(?ClxIm*-%4Esfyr3KCLE`KasTR z8p!0%aNxiJPXFpV4tsJ>!+e@R5SOAwI4VV{y~PVnD)#$Ve+b*jP(hS*`QUgEK84KC zcJ6Vp!(oYsD(TL?^W0cPVZ`o#y=AixDfiy`*@$;y^`HLdvowDdg>D_Wl#juS|Ilb5 z2qODmeCgw`U6H=x)2(lVkE?Qj6?p!?eo3HO@=k=d>)Es4Ci}}ux`Kj3LleQb2^6Bc zK{8ItMCup(gl@t^eKNAS^Wuo}$q37)oH*Xwgyz>@BE==~7 zbZ%_EGbnLVRNCQv(ERKB+pBZ+LLrfnsWCEWu?btsXzn4sU=y6bcqbrJSHPI}Y*=2Jzll z%80eZX%Y}Hb;iP=)Pj6q>FLrq?bPe$t%<6%Ni^PxLv}?F!2z#+f7wm3NL6t8fj$x_ zGrM>1#x-x^$s5+c9*P94mX97ig#zID?%lg{?^N$Lu&rhWD~(M5Ye#qNz(jYRW$+K0 zCI_hbA|Dh}MidS|pCmv!vyYF@X97V-L*vy!A;UCCWqYhiMm~g4p1t$&8LQ^G$-WYuE1{<#a%_*vZbX%sUeMpNJUhe% zP%2<^!BmJc1*+xnqU<7g10l1gCXg)^q(&be?ZU*HVm+?+?si8 zI^ccq#2d{V|ykr@B7p|2vx$ zCkg}@hK4Z!mdD|6HLeLyduQ4{Z&Nw=mcI3g!BzPnVbG0o`FNT%<(p zHaAr={n=O;_=%3}L>CUP^(@fq#l}*E>Ye)b0kzUafdw9GPJLeF4bb68IgG}>e7P4y zt)D-AN^bA?X7kBdIK_*+2|?kYz=@GTL!U0SvCvAYpk^!-S`B!`Am92tFff!;cFzv0 zOXtt~fRq^30$z!iFZX7y5{HLJ)xB1Oj~_p7oTt|g8mlKyK;kFbkt@{?HIjX!q!NH9 zKR(~j%*u*mmvKu*FHMbiW@3d!MATOtspRh#ul$Gg{)0aL zv9A~g4Gj%&?@slV$go=z8>2xbrlRsfUofn8=;(AUhgTc0AR42k0lP*`_j}qr>&?lT zZ&hwnMMQ^68kXd{wSfR#2D;tP90D#rKK}X|*y6Z@QEN-noomzhOn;&B8$LchuxQS} zZ>~xunLfBIhNvd3&PO@icj80RjY#NVNa`iVpfhwl=;`Sp*#(qmK0ZEv0Rin}N!W~; z85?jC3}LRq^s-Tscogz~a!eYo85_q__B2XLCyyV$U~X<6Fq_?^d|H7=k48>TuFtX4 zz->Gw>2*km2`IwGT)j|<((q-N@dGRn zylvur4#Bmu;o;%MV~LR#rH4-m33V0>c&5Vb17Ze#G(_s88Yw6|&L~^d0|`U^fae;8 z1qfFz1fg*UkG;;OGSh1(lRF%%2jgF};ue2)#YIIO?Q@$*=RbK;)6Ootwj6eub0hW4d-ukQ5YB1B z2CydJh+~6j=V%T=w)Gj)3AK>~D)~4V*#VOcocLT^TzMVeQ%%GoMNPgOl3D7thhbQZ z>yL0ftA1A^8&K_FjYB-4emz4!1(E~q-McqsHQ+@qdr(HY9>6BuaTjY);xzX8WM-Q7 zsowXueL-3ZNroezL$dYK^H$ZOrSfXbCbP4JH`WHoV4Pd17s9vQ$VocZg`7>Ma6`>lc%pcX4qfAe9Z2djRZcajGwsi1jM3%%o4J zJF(nkp*3*+RalsFOFn>`;>jn6*{mlz()Eh$5=!>E90$#Fu(~WC3WC~T=+4Z{4Ck^G zd3~M)Lf`Qm>jBw5yLth*q+`%ilHgHENJxOQ3V``Al>o)_K|%c+snb6iB1sVQ4avMQ zGU#C&2^if#ybeUp_%WYU<2&MA1LI#K&lLqZ@_LT2hzKBd;dG$P+*|HqeW>Zip(0tf z?#jN`aF|2>#MeB_u=u;0Qlgj0n;W1xWM*bgiH()-$+rrw`ql*JuhV3=c}qOXQLS|j zv?xEmg!2mucEFU}i|h%rd}d~5P~O*;C{R`KwquF>Cr{>?5@Pn}t8OJdl)Q8<#o_qx z85@5h5Y+G1ypa56%g@gb@qZy9A$-SEHT!)U4os#a!%$(pl|AUW*r}pju;GWi(XQ7Du=~Uw9?+-T| z3S_B3YVEDn?VTKY0pom`;}N(y7YGdltP>6W!BGzKvQofUHqPIZkB^T>rV;dEy1FSE zaf(IL8Da6qERcA` z{#NBf*2lF_TW+k9AfYEDIy(JiM&Y~4F61n%r`>uzTUEu2tj{i&$$G4QA`s>`#ABv* z&^2X;goY|(c2H9vY4ZYOdF{%|ik-w!$i}E zCd!dh@+>8|Fv7RT$Wj33(+6sJW_D)W=F`h#Zlrb{(K{c1yJu>Oy(WePOjOcwEEJYGPxphU zs@4PaxDS1OWu~Mz7Fv%89P$34vEiDL5gw|>Eh}pXsP_-A6I&PAn zVoS{|zlN3dupqHX*u?g`&#Nxo-+9nq0q}_gIda;{JdxrHwkODRR_HwGc(?;zdPW~o zc)8#of5<~`0N+$b-dvj!BJiI)306zpQ=zOA)9v>lvUAwhBJJhNy^!IN*YR@sN2E0; z1r^5bv7oWUmV_ryFHZJYvWc8J^<^me!+43o()56rGQ70occSZzK_d#sI@DJbd5$So z)UpFk)rL3wtc6xX5UYm>QR%}uZP1-sJ z3E?89<3y}iVg+4nH7_5Z#=Uz9@v9z*CBzss_{t>hf3)$=xaRa;AekoKv@UBmkeBX< zcpK(soE!me)uDKDR;HG|piVl$z9q|X)f2ynONx|GUvO=VypOQzIA%2(3#VLs`ui`b zPjj47=gK|u5$n>omYHSw;lVr1_}j5WKR-VJbmv)iHl}WZW`xwPLt5;yM(fkvkXm$Y z44%lu_YY|eK@kZqdaT!GSL!LVXx^E(?aQ;Z99(Q@>gybEhlZyaJO ziK}bTnzfUMM6?<-XsZL{O`fr@y!{ylCB;FrJ=XZK!Af8D0g=mdg@P{@yry|@(~30S zp|Pv;QFuJQ*m>HsWf30ohYueX#*(n(6+YCU2t#-I&dk^tIQKd7$ke2`$D~@i4G*~% z%RYVlxV^iEC>eY2-3_`}Q$mczKzZ5c`g+Kr1fYZ=iQJ0a9A>`-p{>uJ{YJBM=O<&~ zv8J~dyUWnxSfY*c4PVCe3)X7DLe z#58bjejY5C3JMBixYP`s4%uI@_%g;Kz3dORl4oA)v$c8ojE99UVHTh#p2#3P*?ts3VL=)TY-)E?!MG)2jO?4SA6bv*$8?o`os=mIy@5J2v{5&)xn;R4teJFN- z9C9b{sN{F{v}<8S_QY|J%;alpX%*53xX1W@JP1&5`s zX|(qAP_O6Oq#NW}^`oa#EITvcP=FnbzKy!^mp5l9`FJby#FM8^sd%lnVxfm00}wXE zi@&#g zacyyu`N)x;FVB%E91qr=!iUJt&UP3H(HV!Ah16*@?McWsC9p#x9$ej-_|0*{D{oB+ zF_?JB0!+es7SsNIH2H*5pc!er9Uie^+@aCBxsiH^Pyre&6BE zON*Kmy2po_4jvo0RKN)a5_t%-gjWo>0kv$-XIs?~fe3oDZy&0v3@~cTLZ?qRLF`P> zMuSPt1Q1^4m+R{41W|(i)!*ml=j|uIW>uvQl`enxXBPnsrQ_OUK?!G(q1#vjtH*t@ z$W+ZFH6C}>98-c*ft<@s>=jHZY`k(HRhX+z^!A5GnvJxBZ4%LHOJuMQ8ZJpT;|Wrnnk%>?nm8ffLhgg1nf1ACBf%WVs#~!PKBF>^vft%Nd^nGa= z>`->9SlPZ2B2g#RI*46H-__N%VdDhSq!_>|iZh(HpDH4<>)6`brf&ji@(SjpxOnH# ztcb91FP6wz1eA`T$#E&Q>(@h1{_#h}-NdZBwZ)u88AU%LSUsF3yGO>`Q#*GV5!jr2 zHR1@a#AqUB81O;q_tzFD?NN5o;0KRls7NUp#$3_I==-w>Efy2%HX+Y+S1`4iGW4h? zd3i@4k%J1X2g+*(R?S-zUGI11S?YAQs>@AchA9iBp>tlF^Vq(g^y{g$)0O!3x%wZT zD`syC@9mVWB@omrD=UG|0$WNLffa8o_As-ucE=9&p{L8X9Qaz-u3-SAnYk*rxjZB_ zk(NW5QvqGH#Ay-+jli}BZxG~7n*9lIb&|7wYYefUYE~mc12ZRiJE`?k@wX%+gdJWMeR$ zP~<&!tg^4xSlGNP`yQ;Pp^1iexUbl;b>>@@sOP#1$mlj!Nt!k`?`!RWDg##Mg^run zP_Fy<_yF)ZBq9O_V0gC?WMX21`Ho{Xv(9LQWk$;E%Fl4qm}cOUHA+u^dQfok^y#Y?pX_OdmI888jqsj+ z&z{Y=l#>Vg*;ti+LvA1Hn?Rmd9IL!-Mz2JFC?b}1=h^f0X3wNOMC$f*4VUfi@Df=o zusX6 zjYzx^I&yPfb)6B*5U?%z#y|YEr+WT%kQ(upi_e&lAhg!dBZ$24Jzd4tvl<7gTa#XT x|DwoU{^-9A^|^d$TRq}^Y3G*c<^RX0hUpQjhRG nur numerisch - k-Modes -> nur kategorial (Modus statt Mittel, Mismatch-Distanz) - k-Prototypes = k-Means + k-Modes -> gemischte Attribute - -CODEGERÜST: Die mit TODO markierten Abschnitte selbst ausfüllen. -Die Boilerplate (Imports, Pfade, Plot-Verzeichnis) ist bereits gesetzt. """ import matplotlib -matplotlib.use("Agg") # headless: Plots nur in Dateien from pathlib import Path @@ -24,40 +20,42 @@ import numpy as np import pandas as pd import matplotlib.pyplot as plt -# k-Prototypes ist NICHT in scikit-learn -> Paket 'kmodes' -# In devenv.nix zu venv.requirements hinzufügen: kmodes -try: - from kmodes.kprototypes import KPrototypes -except ModuleNotFoundError: - raise SystemExit("Paket 'kmodes' fehlt. In devenv.nix zu venv.requirements: kmodes") +from kmodes.kprototypes import KPrototypes +from sklearn.preprocessing import RobustScaler # ========================================================= # EINSTELLUNGEN / PFADE # ========================================================= -BASE = Path(__file__).resolve().parent.parent # .../aufgaben -DATA = BASE / "data" / "data_stocks.tsv" # TODO: Dateinamen anpassen +matplotlib.use("Agg") # headless: Plots nur in Dateien +BASE = Path(__file__).resolve().parent.parent # .../aufgaben +DATA = BASE / "data" / "stocks2.csv" PLOTS = BASE / "plots" PLOTS.mkdir(exist_ok=True) - RANDOM_SEED = 0 # ========================================================= # 1. DATEN LADEN & VERSTEHEN # ========================================================= -# TODO: Datensatz tab-separiert laden (pd.read_csv, sep="\t", header=0) -# df = ... -# -# Verschaffe dir einen Überblick, bevor du clusterst: -# df.head() -> erste Zeilen -# df.shape -> Grösse -# df.dtypes -> welche Spalten sind Zahl, welche object/Text? -# df.describe(include="all") -# -# Frage: Welche Spalten sind numerisch, welche kategorial? -# Frage: Gibt es eine ID-/Name-Spalte, die NICHT ins Clustering gehört? +# Daten aus dem Datensatz laden +df = pd.read_csv(DATA) + +# Überblich verschaffen, vor dem Clustering +print(df.head()) +print(df.shape) +print(df.dtypes) +print(df.nunique()) +print(df.describe(include="all")) + +# Frage: Welche Spalten sind numerisch, welche kategorial? +# - Numerisch: Dividend, PE, CAP +# - Kategorisch: Sector +# Frage: Gibt es eine ID-/Name-Spalte, die NICHT ins Clustering gehört? +# - ID: Symbol, Stock -> Reine Identifikation +# Entscheidung: +# - Wir verwenden also Dividend, PE, CAP und Sector fürs Clustering, der Rest fliegt raus! # ========================================================= # 2. FEATURES VORBEREITEN @@ -65,56 +63,134 @@ RANDOM_SEED = 0 # k-Prototypes braucht: # - ein gemischtes Array X (numerische Spalten als Zahl, kategoriale als String) # - die INDIZES (0-basiert, bezogen auf X) der kategorialen Spalten -# -# TODO: ID-/irrelevante Spalten entfernen -# TODO: X = df[].to_numpy() -# TODO: categorical_idx = [...] # Spaltenindizes der kategorialen Features in X -# -# Frage: Sollten die numerischen Features skaliert werden? Was macht sonst der -# gamma-Parameter (Gewicht numerisch vs. kategorial) implizit mit ungleichen Skalen? +# features auswählen, welche wir oben selektiert haben +feature_cols = ["Dividend", "PE", "Cap", "Sector"] +# und nach numpy laden +X = df[feature_cols].to_numpy() +# Sector ist die 4. Spalte in feature_cols -> Index 3 (0-basiert) +categorical_idx = [3] +# Ausgeben ob wir NaN im Datensatz haben, die wir erst bereinigen müssten +print(df[feature_cols].isna().sum()) +# Überblick über die Daten verschaffen +print(df[["Dividend", "PE", "Cap"]].describe()) + +# Das Describe oben liefert zutage: CAP hat Werte von 13.9 bis 592771 +# Und ist damit viel grösser als DIV und PE. Das bedeutet wir müssen CAP entsprechend +# skalieren, damit wir nicht nur auf die Marktkapitalisierung clustern. +# - Entscheidung: Deshalb: numerische Spalten skalieren, damit jede ungefähr gleich viel beiträgt. + +num_cols = ["Dividend", "PE", "Cap"] +cat_cols = ["Sector"] + +# RobustScaler -> gegen die PE/Cap-Ausreisser, spreizt die Hauptmasse besser +scaler = RobustScaler() +num_scaled = scaler.fit_transform(df[num_cols]) # -> numerisch, standardisiert + +# X zusammenbauen: skalierte numerische Spalten + kategoriale Spalte +X = np.column_stack([num_scaled, df[cat_cols].to_numpy()]) + +# Reihenfolge in X: [Dividend, PE, Cap, Sector] -> Sector ist Index 3 +categorical_idx = [3] + +# Ausgeben was der Scaler genau macht +print("=== VOR Skalierung ===") +print(df[num_cols].describe().loc[["mean", "std", "min", "max"]]) +print("\n=== NACH Skalierung ===") +num_scaled_df = pd.DataFrame(num_scaled, columns=num_cols) +print(num_scaled_df.describe().loc[["mean", "std", "min", "max"]]) + +# Plotten was der Scaler genau macht +fig, axes = plt.subplots(1, 2, figsize=(12, 5)) +df[num_cols].boxplot(ax=axes[0]) +axes[0].set_title("Vor Skalierung") +axes[0].set_yscale("log") # sonst erdrückt Cap alles +num_scaled_df.boxplot(ax=axes[1]) +axes[1].set_title("Nach StandardScaler") +fig.tight_layout() +fig.savefig(PLOTS / "u2_skalierung_vergleich.png", dpi=150, bbox_inches="tight") +plt.close(fig) # ========================================================= # 3. PASSENDES k FINDEN (Elbow über cost_) # ========================================================= # KPrototypes hat nach dem Fit das Attribut .cost_ (analog zur Inertia bei k-Means). -# -# TODO: für mehrere k fitten und cost_ sammeln, dann als Elbow plotten + speichern -# k_values = range(2, 8) -# costs = [] -# for k in k_values: -# kp = KPrototypes(n_clusters=k, init="Cao", random_state=RANDOM_SEED, n_init=5) -# kp.fit_predict(X, categorical=categorical_idx) -# costs.append(kp.cost_) -# ... plt-Plot nach PLOTS / "elbow_kprototypes.png" -# -# Frage: Ist ein Elbow erkennbar? Warum ist die k-Wahl bei gemischten Daten oft -# unschärfer als bei rein numerischen (Silhouette braucht ein Distanzmass – -# für gemischte Typen z.B. Gower – und ist daher nicht out-of-the-box nutzbar)? +# Elbow über cost_ +k_values = range(2, 10) +costs = [] + +GAMMA = 0.5 # fixes Gewicht kategorial vs. numerisch -> cost_ über k vergleichbar + +#for k in k_values: +# kp = KPrototypes( +# n_clusters=k, init="Cao", random_state=RANDOM_SEED, n_init=5, gamma=GAMMA +# ) +# kp.fit_predict(X, categorical=categorical_idx) +# costs.append(kp.cost_) +# print(f"k={k}: cost={kp.cost_:.1f}") + +#fig, ax = plt.subplots() +#ax.plot(list(k_values), costs, marker="o") +#ax.set_xlabel("Cluster Count k") +#ax.set_ylabel("cost_ (Unähnlichkeit)") +#ax.set_title("Elbow – k-Prototypes") +#ax.grid(True) +#fig.savefig(PLOTS / "u2_elbow_kprototypes.png", dpi=150, bbox_inches="tight") +#plt.close(fig) +#print("Plot gespeichert: plots/u2_elbow_kprototypes.png") + +# Ergebnis: Elbow: stärkster Steigungsabfall nach k=4 # ========================================================= # 4. FINALES CLUSTERING # ========================================================= -# TODO: bestes k wählen und finales Modell fitten -# best_k = ... -# kproto = KPrototypes(n_clusters=best_k, init="Cao", random_state=RANDOM_SEED, n_init=5) -# clusters = kproto.fit_predict(X, categorical=categorical_idx) -# -# kproto.cluster_centroids_ -> Cluster-Zentren -# numerische Spalten: Mittelwert | kategoriale Spalten: Modus (häufigster Wert) +best_k = 4 # Elbow: stärkster Steigungsabfall nach k=4 + +kproto = KPrototypes( + n_clusters=best_k, init="Cao", random_state=RANDOM_SEED, n_init=5, gamma=GAMMA +) +clusters = kproto.fit_predict(X, categorical=categorical_idx) + +print("Cluster-Grössen:", np.bincount(clusters)) +print("\nZentren (Dividend, PE, Cap skaliert | Sector):") +print(kproto.cluster_centroids_) # ========================================================= # 5. INTERPRETATION # ========================================================= -# TODO: Labels an df hängen und Cluster beschreiben -# df["cluster"] = clusters -# - numerisch: df.groupby("cluster").mean(numeric_only=True) -# - kategorial: häufigste Kategorie je Cluster (z.B. mode() oder value_counts()) -# -# Frage: Kannst du den Clustern eine semantische Bedeutung geben? -# (Skript-Beispiel: "Männer 30–40, Fussball") -# -# TODO (optional): zwei numerische Features streuen, nach Cluster einfärben, -# nach PLOTS / "cluster_scatter.png" speichern + +df["cluster"] = clusters + +# 5a) Numerische Zentren zurück in Originaleinheiten +centroids = kproto.cluster_centroids_ +num_centers_scaled = centroids[:, :len(num_cols)].astype(float) # erste 3 Spalten +num_centers = scaler.inverse_transform(num_centers_scaled) # zurückrechnen +sector_modes = centroids[:, len(num_cols)] # 4. Spalte = Sector-Modus + +profile = pd.DataFrame(num_centers, columns=num_cols) +profile["Sector (Modus)"] = sector_modes +profile["Grösse"] = np.bincount(clusters) +print("=== Cluster-Profile (Originaleinheiten) ===") +print(profile.round(2)) + +# 5b) Plausibilitätscheck: direkt aus den Daten je Cluster mitteln +print("\n=== Mittelwerte je Cluster (direkt aus df) ===") +print(df.groupby("cluster")[num_cols].mean().round(2)) + +# 5c) Cluster visualisieren (Cap vs PE, log-log) logarithmisch, da viele Ausreisser +fig, ax = plt.subplots(figsize=(8, 6)) +ax.scatter(df["Cap"], df["PE"], c=df["cluster"], cmap="tab10", s=12, alpha=0.6) +ax.scatter(num_centers[:, num_cols.index("Cap")], + num_centers[:, num_cols.index("PE")], + c="k", marker="X", s=200, label="Zentren") +ax.set_xscale("log") +ax.set_yscale("log") +ax.set_xlabel("Cap [log]") +ax.set_ylabel("PE [log]") +ax.set_title(f"k-Prototypes Cluster (k={best_k})") +ax.legend() +fig.savefig(PLOTS / "u2_cluster_scatter.png", dpi=150, bbox_inches="tight") +plt.close(fig) +print("Plot gespeichert: plots/u2_cluster_scatter.png")