From 8f63b5476a5a8ee36abadb3b20bea418c654c8bf Mon Sep 17 00:00:00 2001 From: "Claudio Maggioni (maggicl)" Date: Tue, 4 May 2021 12:59:44 +0200 Subject: [PATCH] hw1: report template to pandoc --- assignment_1/report_Maggioni_Claudio.md | 142 +++++++++++++++++++++ assignment_1/report_Maggioni_Claudio.pdf | Bin 0 -> 96385 bytes assignment_1/report_surname_name.pdf | Bin 93278 -> 0 bytes assignment_1/report_surname_name.tex | 155 ----------------------- 4 files changed, 142 insertions(+), 155 deletions(-) create mode 100644 assignment_1/report_Maggioni_Claudio.md create mode 100644 assignment_1/report_Maggioni_Claudio.pdf delete mode 100644 assignment_1/report_surname_name.pdf delete mode 100644 assignment_1/report_surname_name.tex diff --git a/assignment_1/report_Maggioni_Claudio.md b/assignment_1/report_Maggioni_Claudio.md new file mode 100644 index 0000000..0bb7cd2 --- /dev/null +++ b/assignment_1/report_Maggioni_Claudio.md @@ -0,0 +1,142 @@ + + +--- +header-includes: +- \usepackage[utf8]{inputenc} +- \usepackage[T1]{fontenc} +- \usepackage[sc]{mathpazo} +- \usepackage{caption, subcaption} +- \usepackage{hyperref} +- \usepackage[english]{babel} +- \usepackage{amsmath, amsfonts} +- \usepackage{listings} +- \usepackage{graphicx} +- \graphicspath{{Figures/}{./}} +- \usepackage{float} +- \usepackage{geometry} +- \geometry{paper=a4paper,top=2.5cm,bottom=3cm,left=3cm,right=3cm} +- \usepackage{sectsty} +- \sectionfont{\vspace{6pt}\centering\normalfont\scshape} +- \subsectionfont{\normalfont\bfseries} +- \subsubsectionfont{\normalfont\itshape} +- \paragraphfont{\normalfont\scshape} +- \usepackage{scrlayer-scrpage} +- \ofoot*{\pagemark} +- \ifoot*{Maggioni Claudio} +- \cfoot*{} +--- +\title{ + \normalfont\normalsize + \textsc{Machine Learning\\ + Universit\`a della Svizzera italiana}\\ + \vspace{25pt} + \rule{\linewidth}{0.5pt}\\ + \vspace{20pt} + {\huge Assignment 1}\\ + \vspace{12pt} + \rule{\linewidth}{1pt}\\ + \vspace{12pt} +} +\author{\LARGE Maggioni Claudio} +\date{\normalsize\today} +\maketitle + +The assignment is split into two parts: you are asked to solve a +regression problem, and answer some questions. You can use all the +books, material, and help you need. Bear in mind that the questions you +are asked are similar to those you may find in the final exam, and are +related to very important and fundamental machine learning concepts. As +such, sooner or later you will need to learn them to pass the course. We +will give you some feedback afterwards.\ +!! Note that this file is just meant as a template for the report, in +which we reported **part of** the assignment text for convenience. You +must always refer to the text in the README.md file as the assignment +requirements. + +# Regression problem + +This section should contain a detailed description of how you solved the +assignment, including all required statistical analyses of the models' +performance and a comparison between the linear regression and the model +of your choice. Limit the assignment to 2500 words (formulas, tables, +figures, etc., do not count as words) and do not include any code in the +report. + +## Task 1 + +Use the family of models +$f(\mathbf{x}, \boldsymbol{\theta}) = \theta_0 + \theta_1 \cdot x_1 + +\theta_2 \cdot x_2 + \theta_3 \cdot x_1 \cdot x_2 + \theta_4 \cdot +\sin(x_1)$ +to fit the data. Write in the report the formula of the model +substituting parameters $\theta_0, \ldots, \theta_4$ with the estimates +you've found: +$$f(\mathbf{x}, \boldsymbol{\theta}) = \_ + \_ \cdot x_1 + \_ +\cdot x_2 + \_ \cdot x_1 \cdot x_2 + \_ \cdot \sin(x_1)$$ +Evaluate the test performance of your model using the mean squared error +as performance measure. + +## Task 2 + +Consider any family of non-linear models of your choice to address the +above regression problem. Evaluate the test performance of your model +using the mean squared error as performance measure. Compare your model +with the linear regression of Task 1. Which one is **statistically** +better? + +## Task 3 (Bonus) + +In the [**Github repository of the +course**](https://github.com/marshka/ml-20-21), you will find a trained +Scikit-learn model that we built using the same dataset you are given. +This baseline model is able to achieve a MSE of **0.0194**, when +evaluated on the test set. You will get extra points if the test +performance of your model is better (i.e., the MSE is lower) than ours. +Of course, you also have to tell us why you think that your model is +better. + +# Questions + +## Q1. Training versus Validation + +1. **Explain the curves' behavior in each of the three highlighted + sections of the figures, namely (a), (b), and (c).** + + I dont know + +1. **Is any of the three section associated with the concepts of + overfitting and underfitting? If yes, explain it.** + +1. **Is there any evidence of high approximation risk? Why? If yes, in + which of the below subfigures?** + +1. **Do you think that by further increasing the model complexity you + will be able to bring the training error to zero?** + +1. **Do you think that by further increasing the model complexity you + will be able to bring the structural risk to zero?** + +## Q2. Linear Regression + +Comment and compare how the (a.) training error, (b.) test error and +(c.) coefficients would change in the following cases: + +1. **$x_3$ is a normally distributed independent random variable + $x_3 \sim \mathcal{N}(1, 2)$** + +1. **$x_3 = 2.5 \cdot x_1 + x_2$** + +1. **$x_3 = x_1 \cdot x_2$** + +## Q3. Classification + +1. **Your boss asked you to solve the problem using a perceptron and now + he's upset because you are getting poor results. How would you + justify the poor performance of your perceptron classifier to your + boss?** + +1. **Would you expect to have better luck with a neural network with + activation function $h(x) = - x \cdot e^{-2}$ for the hidden units?** + +1. **What are the main differences and similarities between the + perceptron and the logistic regression neuron?** diff --git a/assignment_1/report_Maggioni_Claudio.pdf b/assignment_1/report_Maggioni_Claudio.pdf new file mode 100644 index 0000000000000000000000000000000000000000..40c7f2fc611a5817499bc3359177603d1e4faa11 GIT binary patch literal 96385 zcma&rLy%}q7@+C0Z`rnO+qP}nwr$(CZQHhO*Ze&(-4PSri$1G7k?V|n^Lt3-g+*x? zXj!00=9fp-p;+@&DfsicZwR+S$YrpH9@;z}ZCD z#K_Lr1d5jz%E{T$#J~p1eRBuX%I>)Jq02AikwSCWbR>+JkzamWXD45vmfr~$Rs<3G zG4i#tEaf_7wRfuSE}m&wQuF4+(M^2Qw|->Io_)x}v0cI$i)5kAY{Kl9w~zB{NzWrw zBs4?Xcwt3`SaCoxL#%^7+6q@EWkK#?YK2a1k3*azkXbqcdEPzTaKxp1S2^ZizELrw zi70IS9-YCIdf^j*L6nXXOPf?Vt@I!a+XCp>bboZ%p97@P>|-)`w9JdXo6bs|G43C= zN@FK{=vYb3m7zr%x0zyCOI>Pxne;foz5LH-)ecHH(i{0@rMdSI4R2RBXBVH-Ffl@$ z^CY50p)?uw5u>KvobM+|gk<^`tz_;|~QDa%fJ_i!FN-k6a6OD8-kP;(NLpQap zT~%vEd?=br16`HtMSF^I2I@kHkYVTumBpc3yK2sn8u4HgqC+Y%p?#q`tw*xskRtH1 zwZY5EXeWw(!go(O1un=X$;ozh~v4UoAiu84l^1NKlNA*uIF4QPJM~xXV`W#cV?l zjb~R?WM-#$&g@}K&7J+ZJ>$GZHI2pAnf?&F`at8mmk<0z=H3l9lY{5( za$utKxSz_+sGzfkx2kezo2FJbpZO#+96{Hwm(byz78|3Bb3Ek1h@TxVI0=gTR*i;vA5AHKI*VUQHtZM(w!ge z%c}A3gNEAU<0CrAuM1D%!n935paK-&HlTzHgdh%SK>{Yf(47TSC0PG8Gp6yj6!LQk zD|g)@RINI+S-iPKAmJDGmYWy$H!Kdy+f2=0t#)1B)?+_U%2{uw*mquW5&0FtDYOpr zZUkcBoN>S^&vb?k120MBZBD~rbVE$(Y#x*Z;0nu*$RDb&q4|I&nCrmH1OEQ$m~mZu zR31oS5+2$>W0<~?#O`k7tZCZ2?jQE=`F9ecgZe~t1O@|d1xBdgM2e5DwTeBp%oqb> ztnKed35C)hNd-($BrXa59(==y#wAca5W|h$^f})iJFjN73UWz3y?cdM|G*3h=j{kb z=_Qat3UYIPSxxkT&83qLU0h!k63MNi<)_bU&=XP&D48Q>G4*coG>UZ;-mFDul8hvl z-h@FQPS@n02Ug%AfF9dt+D;;|%hy>0c%jjU6;x(~)C}A-2Ccocr7vSy0DaV%D#nxO z)v&uQ_h6XZLyvMSnTX>MK$aHYi>2+42aCr?gxf)l2k#!_Bh`HsCK7rA;(7+>+DC!F z_{M&dR?{PdW$O*$44OQ~|5WW;WXq=kMH>?0`S0=$r2A`u9Sbkb%vm@Qq>YDA#mGK8 zkNgmJP$ZcO(~N5ee)mDvBPB9VB}4STfmb@Eo@T#Gs=%@-rB)#iB#!7Xt*eL;)z_i2 z1%pcb9*1t)lq<#P7n2G`euR230|7f7NFj!4)y$$2JFO$u2ExOowsN03G@g(>v1g~c z)5QU=o9#cCPnqEI=<5*l1>g2lu4vZ}NqOwmG(yhlgRS5~E3kDK6o?%g# z`SnaLxvPClMHX!JLAIHizk6?q3~ao!e;z@UDiOuUXYn^}=?USk-g$M;4ni19+y8`6 zX}6Wr2sbRl8ymx2&J(h)P~2Kv79zqrPL<-vOF4`K{e+E;{dW$M z+#!>zrko-GUcR?nbRamrDw`Lsy}C>)oTrpCdGD`-JV!r6HKU=oH2@@ zAEzEde!w1^9`Zi-iIOP%35o8r`-cy z_q`3r5n_QXz(wuib)JA{t9%-mk?>wt#|kzc{=pG&Xzv#r6qNgY)F;}5R=@Q=lL_5u zbUrq?u+XewPD0tcjU@(Ry`*&sRd|Q-K;_qV+<6~oQ4;LdO_cfRNU1rOY#+QahMe&=QH> z2?~99l#+1=!OVvLnTT+lQq1)KI~nVABp@jBKBzK0xR41}%i1Yl4i#yLj}8|iu#KAfVNF6+@#BG>_B4Q{%WMV<>I=9_E`I{dx+VU@@G}q_ZozWh;+~fn`>>emIAOvV%q?G;4%EQvIqwG2)goRu8h3BKw z(;>XSKXp>PWBK*fpSC>QdNSPE|sgx)+88m8`+t*vx{x5~VWovR>piFFy|G#YfZ}mTtlac-Z(4O>6^#8Z*d7>eebkvH_ zdsnwVV{8IG5VTLEQc)AxB*BU@)-s{os;z-X4w;x|4D<&Ey!h+nhCGR#g z^t0Snt#mZYzx#wkN{wln)7KqOuU2bEWZSw1>LP&1$mawoKc`d?&~z?R3*> zQG}He8dj+Lmk?plliCYAGpbVEAe0Qmo{tM>6T<8fKiVPBSRhoVy~l+-YyGaF zsR2c{yGUjOin;gw#KSTf>sv*-DDe(ILg`E+UZId*UIF@b0S{+2XxFyfGRiwvnFp^0 zhv<#0vLGWw5Cg_HLsO-)JEH84MNu-?N`BS2yTE%#loLqP8SwT)$5&E5 zDHAY7eLMAmqNF*@Ix12S6_-EU0dZ|l>gY&GQotn}IE-1~BHG^T$E{k=^Xwn}J-*JZ zO*B7h#|o+QhVritJ6*@*z$ZdB_DNJgt@>>_XqHzgBxbc?)u&@i?S4*A3Hxe0Grx!S zQ$w-`OLMJ9$9>E>7X8Nf9NWdgeg#P&vaN{U%+KpnccwSW(+N}ksDIi-c3uL26QyGT zeTr5V{D3*tx&&@lLvj5BiG{qh*a$vT zf0S1=g`~4qBhAP-cqjG8mmqV{CrsYux~t=q+L|yWZZ)HBNhEoyQAFeFchp2$?ez-hx)FDG2j(2RWGE z9(&~J{J}$jp0jDL7kBH7kq0@t3;HlU2?6sC0Vyji-%VcoOTdT^HxbBwm2pRyPlsvE z(SJc_)b5kgHZkPljznZ_c)`C@pLsjmwN`}D=T918@BU3R`lCG<;5@paEIY8n7L}`6 zC4O}uvAIT{Rf%BOSX-Ay=RqScDs!;zj*cMkN&siM?ttVW{Fzb;eU` zFJRB04#F@DeJjL~6P%`O&Z1a17|bvktNdA zg%|M7cp_LjV*=I3A1i9kXF1#MM`fi}-|>6kY7fXcTZuOD9B4bTDhPX)fA8YN&JOc3 zsvhYMW{4^XdP&oWi@na&_ZXDi4ztiC2*1;)IEM{Y79b?zPiK#UH2A~jAcL%}he>`A`;TSx zaKdq`w32*7X3bE?x%O*^@lEF2`1Bd=Te!;l;@KiQR`$=GQJK=Zvb_Gk*NNzW@G1A{ zF*=zHKk9;lY?G*|`n=pu{2NZBB{5W1qBf#zHzvEt;RW06`FK@P1&( zx6Hkk2Cn3mu(4*JJEhl+GA2Y=;-InQLxX?RY^hJG=wi#)SGy}O+Pq{sG1i)>SjXv4 zgS-Q;te|0WVsd2*bVz@6O9qwlTo|uW^!VdDDA@B;$H0aw0zDV_^_!Yq-|%UBKI$vw zyS;PO^~JfO4inpQ&!}%k15-Ia#AB70Ts;`1>5{LL4G(;Hiw}wVr$>>AKES=YJ#f3| zM_hfS-j1mmG|*n#L>f){hBM^zVm(CjKhvdOwk_R&Pe!{EMSP-pit9jxUvqXFA00pi zI-loXkxBk)`dRd%fJcg`j_zMtNhI330I%B2SPF-QosatSDz_Y`7hJg&-!x*l*W)Q=g?{!_WyGfnKVy465mrbKs-cD_I;LExx~KxD zvpUkH34aV@4aQW=_*VNZFe2l`>^+1bIH*BnIt^nH83GkDf*jojHs__pLY=hR4yr$DZL zEYSw_@@W}v6|AWJU9*IfA-G1UAE@2Dd4`7?k(2sP7t|s;I?PB8sX26>vdqqjz1f$> zj3WAOi%EkaQy=b#j(r?FfO)OW(OD6G!HH-DPuUAQ)6O0}k{-SF$BOu-Z#V&ox#LGzCV0kzO3g=3$MP z7AAVJM^tw+@VYuarS2F4W|{7yxT-U-=QbU^n5xa7Z4KYr^SPJAhLiSrnV&mNa&Kp` z4waL|fZgm=K1$cF`K=&57NHWh>&Y`JoRuZ>lp5_rXn!61KQ~!;02CL0sQ-ICurvN| z^}vA7z|6?;Kj&DC_^gbq|LczlpZ2#_0B|%c6Fn2Nco=@5KRHDOeKH}0Vj^PVVhnR)VDT{5XwTcv-ksLf*J|}kmQ(J} zwa+W>*G5>^qnL3|%QWEloX zL?Gcl<6l&MV6gv!x-?4k=%X`&y?-hi3;;4P0EvmeA|oLofC2)-g&zWfIEFvvI@Tr3 zJPMFG!9F}PWEs@p5FDh7i;z*=#~Nb)(J(ZCq?8oow<|b#hfusc89jDBv}l*Wb^{q_ zfB}F}FcNa$>z5b=E(aU)rjV%m`q-El#C0s9AimCt2Pgoqd^1)*L|`C(55cUz9w_j0 z|7|>93S@#kko0zbIbS=&Am|OSs33qk0GLZ)zk)g(T{{y9WIrw}{pvE{xflPw-#Diq z1dxB98!!MA;2+Ly-CG^M{JWi5eG<~(4lvAH(4Y<=tvotNKHMUL;8!6ifPVWE9U*$C zp#IOmu0A=;bvViQEH(@P1qM+6I?!Kgn4_Q|&pbH+GV*Jc@PVE|eOon{o2o#2m(adB z@*iAqfqbzdI0qudMB0-(c3e2fr^?K%c%fr~n`?1e`x~D}*@wGHBor5hQ;=4*>x4 zA~YiMec!*o?F4`T0JCx=%zX%lkU@!GBphfV?ceK$88Ja0z*R!^8$dw9KHopx4a1X@ zX#b(_U!lJpJp&gRm-rOSzr4sl8zoiIcOW2;5fOmELPSD2i#m!RfdhD85U9^94L}G(ttUO!YjX~s zeqJ2%YGS`E{Pl^Cvjj_fvf!sW1f-OB5dQ@6dOXP1iS-;1e1PyA5wq|+I|Sh1kbMZ| zRZxE#I*9#1{>1Oga$i{35efn_dPd@T{y3ew_ztE9-`f2DF ztamX(SzU2ztRF4T_3FQtzaMyh{9bsn#0iGrBB6j@IXm6I(QSlG*0>(U&(&QotJ8^?a|MUUS0eqVVU<@4E)$_Ie86)zd6@rdmXoAm z7JV_v*Ofij2BfEn%?sNx-48I#Q9l9xfN#ZUX0he!y4e0bmdko?uK4V^=$CpGjjF<^ zQ4zOD%rWSJ9LeBq1^40}OuI~DmY9(VLo*^hDBOM|#$n_BQ|iTTH(c?YltXMrp;JZI zZ^8dOc3$>tT^2@OneHFZ7nzIp6W`z(M#=BatrTIyl~-nevKV{|(k8f)VhlKA3Tz8r z6=9;x7j?MLY;D`^Ns{S5$u{$cxZTPtPfglGU6bD;+IX>`yu3LopSK&qnsjRII!oGjSbpkEy3NcjNyUF!gTjH5uI1(D zWnsHo&#=gVIXweGcgE9g;t)>yOzls8Yw9`!*%$BdufLl#i|!u*LO`hM0*0= z2-wR5Nm04GV4;bYj~?Awky~S+0ON*Xti;d6dJyVxt-FkMA+8R)i-(;=i8 z49{MrI1IN>Jr?b#=%PeY?88#P2(LJ46oHuRF4-?tZ^u^dtPs&95T@VIttecHD+(Fi zw{HOzMOguVU59FG7N%YeHr0GDO9FCCvSCRyTL1|w+c@y9acTar<+hseKZ zR>3@PoGduVC*t!=ZI}v^rOsx3%IzXxb#bXW{5;&XUd4DF%XIOubKO(PUh>v-i8Mma zFr(dATj5;sv7k`g%-YAn=a9=|G<8}8>lf;MzLqsZGirB>&Pz0T98uIV7tQ+BVzY|^ z$nlJG1z;B)k<{SnN(c_wu**C%t!8yo&MNO6uitobl#l_2ghnx`_J`d4jt6*raHd?S9S!kL}yM?&uXxbD%(`ShN{F9Wu$!xIdyj@rtzb%eHBXAZ}4VCH$7- zXq5wx;}T-un&O3ZS$g-*`J%Lp>TjL_p1h$$X5QgV@~Szb?7H)ZxG=5^V2dDC%!!EX z`X-JW$}Bqtn8t4`gz&^^4}R!{Q)}2iz0ZoYcKJ&pys&$I>ugU-_3)&_WS-l3o~;}O zN`0XKWYYt9aOutw-LZhkU#ZLN=v;Sc>+NWxT1}4=O<6!o?wDhDjFj%h-{*1?-|ODZ z&En3ZzII$s1+_Y6mPeXNFKN2u&%djtxEuLazb&TWNVvL;g{yQ^*O}Hl>PpjH z`GDgF14Tkq8l*2HxvtTCJc+kLGM$7xos<@^GVP97GmY*lEr0>)=qhlkbBiIju(E*0 zx)ONEc~2J&qAqw5&9M?9=p|dzUD(ok(@GzapLfCirk}3BXJTmQe1@IlAPIPeAokFf zWe6n-+DV+VOzJW3BNOFz-46q$N5m0=i5o+_LD4xU9zkb0{nx)M^b1q!!~ANe`>NpA zND0_@Z;;A$L_vk<{K198BUoq*Y|79xTwoGv*nDMb+KANg&xc`%ZGwF2CFHpYEg$Hg z+g)mOL$F9t6f2U#L3$MSKP@D39#?dza`YdE0Yf^P(~wZ z&W&G~Ryp!ldhx~eL2l{xwp>f4?Ap#`=CD%O=R_(Ei@}#yHFoJmI5y2FcEDo29=bA_ z?naAwwfsL}iHP1YE=msfTWIPytD4VYN0aVIuSUEvZ%ccU>?#g9Vr4A*3H~Hn7?My~ z-v>h1X;W(zf{v|?+qz-}_D@Bav|%~(JQGB_@N;^nHL3IdC_gic#Gh+^T~|5$^}a64@FWlgJ%+ra zs6CQLAQVxC)e(LRSdb6c>*#8}Jn(kiPQIABSC%KP>fA!~NyE0Dqrdpy4=cF4AJj(b z)ABM4F(e!jL2;7{F>L00O{o+{lzj~@%%f`ev-We^*?r)i^91%Awswx8#*djj(L{rS zd?sAM#fULa@P;~j6SQ7bPQBFD-|bNu$}Sh)xixsIw+ofqrV`jn2uc{<%8!(0?G{g< zjL1x(;tkQQ39V?0D8D|Xg++_c@sNHGbqBS$Xk zl!ka4g0g8jlV?S!wodt>upA1O>d0W)12)E+^cgdv4&f0W@+gDf;wo&S!qYD06yBzU zyw>LuoVrJ~^%uRK;>!yryCYzQ%~_~E$NM2}R&Ocnr5r<}_v#nca5yGlmVzJLKHD;I zcE{GaH5UlFaK=++k219~niP3~VY_73R+AX&Y4*ED?(6)`*5_almhK$=P6c!~ZUYP( z``4giykM)!)HWCU4|h9tu5OQH?IQ*^lNRpUlmbJ(j?-hHOeVh%N|vUL&TzHLoT>}% zu^PNwmm`{?P?EQC=JuB!i7hwV|7ODD-kJ2C%w3B`^yXHWW^5*jVI zPX4Urp1z)Qw*sL@+Em|LLYp?=Ig#F4g%QSD z1IprVB~>`fOqZ*2;9vGt9^SpppI#$lJmo_?!eA{$hW$!?42p!TC@8D#0Gwom1W)=^ zZ(3c{RfNv=i=bk0;%dnQ&}Og$1X)FqzX>q3I2>_tYvfiF2Fh$eeB9IJon5}9%R9NB zxqBsjOM7+WT-h&GJ|&HQ9&*o9<#>fqyF~wlgWdOFF=5Awwy5m~KCIm^M4`7O6w8V( zbbLrRYLnn|#B2P+X;6NmZSZ{Kyd%<7U7>`?<7|>ik(x?PJ(?o2YuAPY6$fpnXY+25 zt7d{~j0Ux3VZ29#mgrjCYgEmhFgd#BPXVzLgJnJ|B$tnd(_n7<{LGvPQN(!$Q`}GE^E)u~n69kow@~Gk0=M}Xy z#bvve$X5EM%Y0D?u3cf7z2aMfaAzy!IZlS?(pe9awS`Uh*{lxG*n;=DN#8aw*}a z+xx9g^^#=Kq@8OG0wVfE&q;9S#kP6*QoyLF$6`H$SE4_$F`Zxm zY~eQYcRoame2I@pHY>W6c@pLhxc_%^JHa zS3IeOz)WkB2xxEuOj-jKEa==B1rFo*^2 zOf!n>h3W!{m?<;0_Vr!q7_QaLmQ-jRy(x^s?BpG^G_dtVaQ0Q!QL@_5#jz8^WMrK6 z=&MVTDY9Ub)jNtT@4ADm`nmXG-*`En{QcQ4i_&b_?O>x4vN5}jx0lu(i0a+yy93m1Bl?$P zzqRb=e;2RPl+3$j6?JN0pj9B(EIKXcOvk;sI8yTJ^DvZwhrM(8CK>gVI#uz@Iz9aOa#_<7_4?*$7?`Z9lgu#)38cRm#CVvByHriaVO$>id7HX!Aq=;L6K1+-3_96nhEsyabm-uTt#_k`m_ zy=;!)K6e)Thon5q$CQxG)vIMK9l^ccMi#i%h9?UdEU6vq+(zRHd_zsL^&UQ%(dicx zMGKuPFuw`Q=`pw$;bf)cH&~??M>Tfh9;z4&8EOjLos3etH4k5s-9Jw=83JH4|1a~a z_8Vq&;WO*fS|-x|KGCQ`3Y9);^?IaQn%8Q}u2rAltJn6R?&s&_$dY9~!4~uyccE)^ z!HnDoM;$jog{=(1dXRPNO{CR}hVE6T@<{ zP)&0`?o;nN6i0kZAFvZN?0fyn?uABRWTLlR=42NKr@@c|rSF3b5hGZ8JCz3!y)^O< z^qF@lPpv`qTkhhZqG6yX?ba}A7)v8*k|7-iqC45TZB-DrWYD*mNKtJ1#_pY`KXaUB zgdaOpOJ}CJG*cN%eKgBzC_dw#lpgs9=gv#N`U~VRB(27$)H5GX3m&CHb!qNY0c}?K zwGV$P#{u!1 zJi@TzCQR+HtmeGWI&B*l=)0`X)U9^~gxP15CdL5WuZ7e-8)v1EzSun|7GpKz{%Ne5 zUg(jlp^u1!dDB)MS64W039yqghYR2H0;nzSoibVHb-xj^DrsdW)X^zx#T$69cF((y z;Mdk^Ll({A?8YO)}9aNhXyD^>wr$Ro-}&2>64VVP1o{jb_gt*4fGJ* zrE{yrv_-r+-*j~f3-53eXndrNIn71`nHBfUrP4+*zg`9AEXjRC&-7Z0Q4^V%NEtTo zAxT07^Tx(*gQ);nGc~)5tmrh=ap0L@XqJ2Gp^reeS@`7Jx?DxBBJCk@z+F0eQTAKf zr<`8_`k~te31|_wm6j;sZdTh?W8JCn$NCfpFc?4@@KHAJ+FOSAu?O_{evgBfaWJ9L z=6p!&+G5KFFpCic7Kg_&QP_PD^6Vqrx`z!sOJU;T&tkS*oV=?|Sz}+2Ft|khh{k0! zcdz!^jg6mojY_&ao>G{RU;a6lx;^Y=D5FiBUYC)Uk@x(tM5b&+A;evzAW3#RvMG|x zai;TmQd5;pM_e{HEE}DJRlK!8Ei+ez#S!WFF!rNi$WPYZEu_EaOefhO*(7i%BM958 zvZ$mEblCd|g`P+CSSz5690ikF8EWv_Exo0=RVkCRA@2!H+6Xw7Qoi4P6v~uK5f{RJ z+H|mP+u&WOAap;WH`S-MPpx^|Jk%&4TTIQCLsqzl6vdWb1MLbW3p1Fkj0vozJ}0Va zPr^`SmYV9QIcxUfOnAc_#ok6fpC0niL}l?b9*|-WQX3@`VvvDm#h>wnl>|~Nn$S7f z3$YNh;M}};fSom?YlwF0F+FIpLXlT&2Veu!qlo==Zlfwssxad)BVf!s!| zkPKS;!ZRUm5W{*Z8k<+ZT;V}DFNe&e?a@=V;%a?`ZZy@?l4c{=6z{MkbgKOoeDim% z2}~MLyJrWJ@s;LZMz8-W#s_|KrDEEieKB(j^TW(_pm*>`UAM4hGPFe*d_D-(Jq<( zmsb8~mrM+-{}U|#e|E`4&+vb3m+s)oNmq@miz1cCC7AKMQO~cU=+Tkqdz@nb=_MsO1t}>dh(9+N ze>cA@P#-M)tEiwamR}VE%lj80g1A3$DNH!uGGO2b{-el-2S0#0n_GC_ogd~e1p*`_ zV81*(raqiQ@LdkKOwn0yH_W zOu%I(x1Z#1nt}x60qFe+QYy&3L?k3oaB%Q2z~Nybz@OhJ;HJRe@dI9Orad?a|6`pq zgU=_INgN;c{&y3;w!h!#qL6+%G@$)&)_EL=2&h0hTfraGj$haJpZYJ=moy z4%nB?**En4-};Sq0sS2x1dP+pLORWVe(4JMyC=^yu2)qB4Jfpu^FREub;vr1a2sLB zoVNh{I}q-7QAoj3o(=*XLL?~r*KkJ9GfD3YENGB`|9>!M=zu#U)Nk6qCS!cGX_~-6 z`KLC>z>NaG+$tz=g8sf#8FghC{j*ckGnwEF7EwgdcPN8aM3{$98B>1%KJ0+eb^v;o zPhf0#Tj4%1Dq2AJ`LB{s8b}}z?E-tZRS0_1Ifk48=Wn~Hdtm?nn8zYF zXUlGfukpW8afbo6?-F>@)V`9jxz+~N*ONIMqt%#Y%$>3Z&w0n&+*mhm&n&E_^vbx9QN?Q=CC=js zoDZMx4TJ#@(K+_m$Woyy1uWt}^a*Pk2O5sV8B@BUVJ~6U%06UWmjYH?$y)$zz>%`! z>5Aub^^xsboa-{w>FTL-gDA0MhqfK+rJWcSnbErXJi(*cWKKi#KCe2>Q4<)y&u3Dv zd_I}ua{jJ1(Q3-<#MDW#C=NGbi}+Md2CXWLkdazq&r0po#C}1oW6as!a3iYTccV`I zd>#k+;hqHrIgazx-=sE~+ZTuhjg9Tx5hAdx7V4urAYwPI#KLTMt0nc6b<2MBvY`ub z7Q*^&U2RNK0AHWALAf0ZVTp^35ZKqSQuIJF0>V{2(%amvQBzVVNUf6bL1HkzK6ymo z!Sr|{SW`S&6GebzXX|8s8EhWYGn2Q3ukPp(?<~^cLoAyJeqcUKaCr5{X8=cEVI27VDQuRX_k@3eE zie0QLYyFa|o#uEbC75hdvJ&SFI-}}ed5YK94r}`;>qz1J{iKkHAuLL;u7_insx}zU z-XjgN^)4JJ2qaCbGZ!A`Mw*4Ac|ksLf7TmfZCgqWX;7TVIoeYSoh*=b`BYwypY3O~&JSjGnI`lSnY3j*gWkE?m-#~k(XN9oT2P54F6CWSkIkD~8}M5ujM zj4|!>;&ICqTl}tKI$DQf3xB8ywumiaSEQJM!6tiOYO*lWLYDOISMbb09I4eZng!$+ zw9E0KCEZZDWE&S4Ak84&e5UL|eU=D3T>gZ(JkaTvkzIEx!p^JLylZRq44zUo$W@z> zxMufyWk>8?K?QvTzNglH>~ha?Cz5VUqHWKr$`+V{ghMG}=P|3uR7>-$qOPHw)jAvj zM_*5aQn$DTdZm{Qg$G?xt8eDl3Ak6Ys*8FrOFj!+&~tfxEKW!jriznIKbl(1x3dWU z1oAvBz{n_6Pj*Nl3~p>wcmi(NBey0Ox7XX1ue^a{4F2t?1nMu9Rlv{`z3NGwp|$Zn z0V%tmozoXVJH5@2@-n*&?zz_& zt)JJK{ykY^of_oOq(v9%gAgqVIeGRF*+qIK>YED9gj%y-{Z4iVnZj*WX%xfAayhMg z^Qj$~#JdVVSGi9O*PQEdF^=8&fR)6^S}|&ry(~q>J88_@0}ph{vT2k9Q>=1!goQ*| zs`dL**u`k$B$v+Z(ufu}e;abkT;Q69sVgS#GbW0tflMJxUfS$@rUdvpJV@yUA%QN@ zAyWPsPjJ1PhDHTs9rTCaauFG^-`xJ%v8#87sqa-hCutf^>(37;E(}b9gNZg1)BtP; zO*&CjAZ|o6cW`wq^=xTL=M%Y0x8t;=gzct+L)_xKyK!285c%J#OXCTs5KoE1)i6Q| zh0&`QL|B^x08YE0!|-@jpW1n_L`i{%3pyq1Vgojzl?Z6ML>M1kd0ad$>km_3GP{X9)9v z)m2I<-s&irQ0L7gV~s59iJ5yu!&~h2!bknFGnr$^VzvssO;p&3qHNz^4?sjVwqwZ}ArL?^tL((nSaC9wxl$%S(0ZXHl!j>TJW zBUv%*KcN~*K9h~Fa;mAOdeAQcUK9^TyVa7|$dOoN3?Md*KIS&bpKI?imSv1GPe0ox zh-rn5u3eeAwN2q~QFJN)UcCNSmRUZ--Yj0z+anyqwS@Z2ury~MP|jk+qdM7BBLSkZ zm?MZvkL$^EYMhutH=9j7x!5enj>SF%?%5NMK7hu1*$X@yy2+_d0bz@xFV@q^RJnp& z{`*#nUlg7(iC6cXVGE4Sa_91R80x=@*=)?TM5bXv;_AC;k-6%H!lVC zzT9rE`mqp2R_xe`g9*mT^Lap4H z+-o=&RK3_oaH50LPJhGM+pZo8mjm!-ULd@ytW%#-XHUG)&lb^&ZGBAlez8{{4S5&1 z4P=?O`SZdPbq9Nn!bJMU-xwl2nIyG)w6=e+C%zk)3;N zAc`nDSMuAzN9PZChqMcAp>V0}dS={7M6Lxd_-V>0`b|%*HwuNPvd#O#vo1?_G*vX;hh_MK8r@Bo>JMqu`mO3mkN;)uz=YqUu zlGn1ZqZEAfj<-c(Be3mJGv>TgqHHVa*Je42p6sWsce}^KxZJ08=#|;tZ^`Yd3{a&7 z4tn=+B1Gp^kmDdCSNR#tHXrN^GQti${LT8(hwP%ghl?MGO)MJB8bNG{;WsNUOm^Q$5mP5<4W&e|r#Vrv z)99D$WrVAAQ63JDr>Dp5lwc@RHc`V7(Uz$>MeD42T~j5Sc^DIjd@Z3~&YL(ROj3M) z5`!qur>wByBYNo=RVSaHL3#b`zAzPUDAdJSD*K9ZcdVOliu^+VcwE|Zr!wuHOoxx% zqw>>toGwPDAR5-Z`HL=1I<2#5=nE)M;rYznKp!2tcZae&u@^1UJvw6;g^s#UT6V~Y zYK5a(@*mZ<^jnAhQoet@;GjoIckOZ!U zMK`3NV7y_~Go6HSuPub||Dal2s44{bY+&0^%7BC=Rbk58I#bf6<#OwBB`Z;z7l_%X z5P4b>!IiB~-#rgk*5e~0vr#H;xMbbd_{J3`*R`iMRj6y)d$vE`Pu>q8HhN0bqLSb+ zAqz7Ip^!*lLn;Gc-S&2>xleOgF6WTAG;aEh+;3IY4Kv;^TEcG34r50<@fzG@JAu1r zmo@xO7s60&;-0?F+G2M+zp6W)XU86BTNa|t@;5uDhxIqQRO)cj@3z~=cosEg1n7c1tg#%eDzQ@<`kvN@ix){w{73_=*t|5a?rrBW!F#LPTl zN4U|tnIb+Ich5DwY)f3{B3PrPxV}E2!C~tcyWPPFOF6=orpF9Bg5VHRz^#4h=Bsc4AYw`dyq; znN@{u-5Vh|anyL@eR!nw@N4uu)nnzn+9Qst?~S=#)3BeYpOUn*<+=Wg=}h*F$|h1R zoNM3(0*WhQR`n7;RN+?BoU4HXj^MgLDtGIj^HE7E4~z25^8}k&qBWDhZ&J*nwPRl> zXp-~MR@c#1ufe@umOsJ`#MXSIvmD<_ahOp=i4~3Y3qQ^-CAb@avCJjI@}3AEY|*1F zLFLEYGw1f5)zAKJm$Fd=T08X=O(3km>J_rMkKH#5sB+Dw>xyfhmUg4{jlWu`BvJmp zVV4<_eT}Na-ey*dn*olo>yMjfd}d;x6$1)>G#RXI*6tuWf+eeA@uHZb0zKP(<507* z-r#*tT}n!$cSEN)fre--O6}JCe<(Z07|p_V&6aJu%SM-N+v>7y+g&!h%eKw8Y}>Z& zs(1QiGRaKNm&{DE|Lp(!d9t#vdtJ980Y?h0C#}V14pA8+p;iHvAlJDK>mXj2VYi_l zjjZ?!_p4vaCx@0W#Gtr6g^EJDOb7qK&ybWkXGS=sb@^%S~l1poT1IL^c0mqpc> z1bj+`D{CAtEHrR!=jL2GObtAIu;&J>=e;5-Uf7^IJ}Bq&c-Dt)W`f!ky9|xCVDk;V-{rEQtR%6)##UOn8Q9*?j160scAksv zEXp{0s1;DGrP$R34O(Umo3LfU92)kV#|M^hAt zyu^0-|18Tu>YA!1+aX`$5-3IW3T6vVX|Cje^DGI@+0@zgEfKV=#UZFs^0AfNX=gdN zwL7Vr^E_!!n$03^Kxa6Zspo4m#Klz}DOR<7|K_|K3x*Yd;G;z>(wakeccQN2m1whx zj6Q@&aNs2HqIdAfg|KAGcr(9HV2Tfi|;uxk;L#3&iIPsF{z#D z&rg-1xr}@I?>3Y)`4Tlc8IcD9HCUs}u}>BUt*d#+rQPTG-rtwilPm`+PlZ~A^qR6- zZRNRMtP{Ff6jsn}k`!D8y9;#m1Y!!$x&T~9_pif+$&Kw@Bv9GJm)QxvhAf?2c=Esf z&TFp8s;^#m2kuPilU*Bmu_rXTABQ9hQx=KhrxOPz9L5#Tk2;%0)*+J?wFc#0Z6J?0 zZtE321+4Mq!r|r{5EM1##;+m##O)Za!#qivs?v7SSpiR77z@C`8z37eN;fMSv5b?J zVF!zf#*C`8@}jQx(|M9IU&l5CW|lU;4##eHy})L=oM9GrA-#9`^>LeV@Qx(odm6g{ zDZ}rrT8^H2-oLlf<5W-g&D@cjO?FA2c)oh^PZSC#yr)SCOB5huD|cY8E8X;!%$5G& zm#yX=1CJ+YXQX=4ZzlSK>V(^DO_v?4iE*>ZPCdY|+rMOO&|WNSuARL9jq z?XYbJWAgINh%|3RkB#jRzGUcM%(Ecnjdcx`W^*TSeopPg*p2Y%1;Gspm#7bTaS7=k zF+*%?ri=V6loU)m7YtIT#J$t-WiLgfhp5hjxG!gCJtYbS+>@%ki%EPH`)=XhHm{+$ zyEw2r{*{F|E6W5yFzY(t24gN8J0r^2L1%oHxxWm<4|Ixh^miV_h-nmCSTb1EJ_5P- zt?wf`5B#QuSjJKdY167!;>Kj=xS3799(upp(5)zJLOj13OcQUmHf37H&P6x(uDGhE zWdDK}Z3sTtKHib6wA@5o7dQ6&YCwEGNiO0*Ii>rxQXLL)JU-J+M6jMyVb|3s)^pMH z+XPe3Hel87!Mf6~v)^1t%lzJ#%`Ff*-4}amR#o4IJ4X*&x-vCDucTIKv?Q|(x2sJ& zn9)A#p%)o8*Gp`L))2t6=2K)-A;C{i{q7PoBJQHMDyK3{vIMBY6%ugTUU4N2jy9Ji^JBGZ(R&op*pFh+84ohd)mxDc(6>@?D<>55KPknlA}b{I+CkFnZ1 zvaI39Ph-&gI4y6@QFVZ(OOG<?U#t={}ipR+hY)qK?0WsFv7S1b(}XJU{<5f@PuEYBeiYQ@xCHu6Rym zi3_x_i=)F79vU$!^r%{b63n1XbyI+gL)WqFn&)@$zos=uP_@yX>^GtE>PPD+`Ag4< zcfCSx7cIN2czG9c^|>96XEMP*OW(63{1bxruQ>ly=rp%`Ihf!g?>oxX9y{3)5{Fcg zQ^2X6=+ivTWRmW8e~!gLvwzzXLDldDYk0=VTt&v4tl7OirX8gp*!l`8l6F=cT#g3P zPzf#>f7%A9qPubEVvhr}b}~(rr`k4w?%d3MMum|jTF;)a+@VXo{bqwFGbtA^a{T+- zY8i2Y{>RN-5w3=Agwj#)M2scgs*=-6TBD#`AEz+Z%!XXe$4_VZYtnl20i8Wr;EYD{ z5q$qn0L`Pd6mqbyDzaHu>gCXc;pC7dtu|Q-@D{}O|Rw;g20aX*X#1HuQhlh=YjbgD3)5zOy1BJ zQp9&yMZQ!5Dl|==nwXk(mqxAa^nr#;WJSLsor`()ZVRIFo)I7Z2Es5`I=49rdyQVr z)1W$lH)B!~(gk6h2!6KTnTZL)`oTJe5FSzv(=>qAqMdH@R3W7XP8yB>%j|dri!WH*GDF5+@p(EM zJF&!yw`2#ltsYT+ixF0JO$b4OjcJg8WjXuklD~+NJ=S$=8oimIbojwJMsK`4(6vSS~IvnG+&6e8od=fP)mi-_siI%3mrQh-@|+naAG z?2d-))m=P&g{c{ym1vF2eBqG}V-4t&1Y0=8W+#S=7elLpu`o2(^0YG9O{r8%2FW^O zz23$^QfrPz!Pvt;<0CRg;ZDS%MgP_kN3c99F-k9BrO@Yv-+`Ju!md>i!+1`UJ z>^bzqK9mq?xh=BgEN&+e8#2s6aAb4d85J+uCxc#U{p>F2G4GZlxm6U4w2-4flf9zL ziY4Cny*FSK$`l#A)5A{3SzCw4H%idw+0k=8P&{6!QeCnA-`Hwt&s@|8NLsPDjm(Xg zxEnc9rn<=(GE;(@4auuc94VcAb7|Z~97q00*!Zbx`VQ-P)qd+-f<#`Up4l}=Q`{*2qNCq zK6IUkE9LP@DfC`y0+^LyPIj$9o{cD~T|<|`y-o11@wz^mY_U$Kl`9cDtHCg|hZaD} z;3@RhJ$iC(8ikhZhm0D|CFMVJRZSN0j~94?#^^x_MSYXEtzaY-@W(NqFVNb(Sjrhl zk8duGM#qd&9blhg(fCEB`z~&|F5_IJ^N%~X5;>U%|6{!;kD#Gu(06<nOifz<)G00X^FAgH4UjW(NVXfkJlwxvv#hkS37rASDKGE#=3M6aXA z5M;xGzeOd26)_|Up2LCrr70H(p7w^#Ye4&b4j%#wI|LE)ZD;^TZ7&d)@7x;>$@ZI! zF%3OJNeqmPY+GeFv{!_{u~=kOOc`ADZK@<7{=Qc_6dJq`C=3kvX_lSb2 zn*mY;1I0*$9|RxM2N9~0ff6QSucjg=a)g;!wEDLX1{t{&o|%S_Dinc8Jggrqi3Fq2 zRYiia7~BUoFi;HP0fiQl{-Dn|tc+3!0X;uLY>k5yR0OOaW0D*RB_>?v?Wefn8f1#K zklb#HV9LExd0SiP<34Ic1_T#qo5HkEU|y7E1Oy*JvXY$?2xA`U8A$_H$S3XuR6FJ%^i{c=MBYqDj zPSA=OPu0@JeKPP5P3bM$WqNQ*D=34;kfABp63bitujkeb6NrWsMq2iXFN6y8o5U{S zr!2x?ZZ6Pa24tW{vXX|p>4qLg27-u`8>c?UMsXLyK&ckcet?$HQ$FzKw!-Y$4Pb2P zeD2+c0c?{CR&QtnnZIAmRPkt|&AE8qYBqZHo;@^6V{~Kh9D76rTOgr@AV9~g7MYcq z;Onx*5p$6zFyP6-5O{tkV?aa{A1YW&LC8DF(x>4XDs?0$^ecS0VCq^w7PaakfFHLu zq&O_Ma;jqnjS7JzcL;|ejnA|Kg##A;gn%=GZ^&~W_omp5K}~Q^1Qm0;oaB;usRZXe z3wb@I2pQ~*cZV6_P8K#d@A74yR+r;indWOeS9_NRmJqg>oBy(X1_2CA?hBcSJ+ZfrKfJe5@=Y`Wa4 zxTTY=bywNfMu|%7hcz3ix5|j#waTCIhUBLFxY$1A4^R!WJ~J6PCay(xzgiVyx1!*E zn27Rvs$H4JJJ;5nnJ^>i5(bq2 zuH+niT6|KBaV{hKHucGKiBc`ivUIAecG^^2SVw-~HI=3mi2Jus?NMn8G;&wWYT{<6oxk4eD$ zaA5j8c{{iZpAvK53yUw%JS-a2g!OtC_j;QSUs}Ira;>$!a>kBtL{};Fyg^{wcv2K# zS^a13v=*SNY@FCGa$cO5cRVKk`gMgq>*;S*(cR|`tk}y|Cq||L8nXJ>7e{v_=8vc= zD%L$TFSm0|X+iU8F$2VNpxX!c0UUN&er|C~;@$noVE`+wg`{85g>RMN!D z%IO~o!_1MSWM_W4cYQ{8pPyQ}IM<>?IEUu|ZJlf2L4~tUZvLUO>8jz+ZJhEyRB?VK z!-(zqGJV627}3rQo- zj#)c-4Ltt|=eVq#hyT$5C;?IdTEjSI`n3h^Z<+{Mt1Qdd4X6HAPkb(BVP!pOpJ(MV z^YD=X=av@eN6<@uDR2#x+P^{)WK+bQ1*CevYt5Q(QQJQw_4JM~y8bEkt&zBFfba0o ztU+U_$-O_+Pbj>js_8-;w@UP%2b9cb%qnT;dv|AF_}s<9h1TS%e6q=xmf3V1A3#1B zRAqbzE@|nLMyy=dZh0~~PH8O^)NCgA%(`V(%x$qB5Gv!Ldg0q2mtTanY2lhK{l@&>U(w+MB)xFAl^?W8O?n;Olu-Oh zxg`a$#+a<c}GBMbMo^6zhNy4^JYO>MB7U)x>OHPz>d)U>23 z9>e#b99IhI@-|?dS1FYzx;Hp2=yTqdrVsCUSFCjJX^YE>yAZ4;^6o@_XYF!5g7u1s>otFdHHUC zw>o$6c#3m%jginl&duC<8mwUOca9}SRitBKk0H>1U3j|F#cM1jy*a$p|D$QYd3VV7 zkddF?u~oxAu$J!-E9heeU_{I@Y8f%GLq6dw4Ig5k!_j>5FwCW{{10sN-y5y|i)}dn z54K_D`p;~``v1W;uv+LISWHS)5E>Orm@N%E2DItUljK6=1du^_o57@NLcdLu{uNXl zOhTZ|HWOipaW|`r3H^%4i!TTif-E-Vw}vC7jlyd33@WH0Rl>X^Uv`uA0Qedt0et{3 z{x@ISJ{+uMh1s7)rYy9Su*tL{=UR^+c1iupeq?8*Yc18ksfr0_6%e)SU9uSI>)=G#OXAV9o zDAW}il>+JPsh3S%)G?ryVI@GX1BPsYI&P{Y^)3lTje9bFlNXmTw+BN$KchjT1m-)V ziP0WK6xKjV0jE5OeqbszWI#YZ12MmVA>6zJ^I8o_;{WaoDP_DmI1Gp|CMaR*pm~_- zA@U0hxT7RAgmlfmhLq7E3I>KLZ3XIV>0j5Rdu5Jl!yThEn}5{nk*0g&L17H3)q9@R+AT;E?pCs-zU2T(T&z3(b+ADDLs;R!Aio6;iNC z)CU#`n+D>H{?rYZ&>|**{cRHhS`;HHBOS>Cd9=Utt_4Ac(_28RF_IkP>|#hwpzPA6 zOB*%(NI{JolK?RBI8;j|Yr>Gk_0!L$)n%k9u?d-j+z)^WR>G)R9!c_E40vTu6LwlN zI40BB_vA|IrzzJF$=eXQHHQZVi>dt7{X(h?i5uyPd?Y)}!cicawx7jk9gbkeq>UZa ziUb=)$*NR!FsQ<3jzgs`E$zYFg%F+P+98Fc)D}L)3&^yGeK$`mP-;h$JarP!3w8B9 z$_jq((AyUw?GFh)i2-o((LvK1UVSqye>3PDZA>P1z!Ru+OVPD6}2 zlLV?XRJPyE@@--E)q%7*Mm0uE|8oK$6E|nq#I4~VXFHP~9bUIGDdZjUEX_ z4t|;g6OB1tX?pH56uq6!5e16e$%BuiB9b?KT}5&;hAAihRvi&PIzF%9nbB}PyWaEq zVPqp*lKs(--4J3o`Q()kowy%@*ucRSDg0&N)zEkF-{a12+nub3KTr=c_sGzt9N9JU zB;gzGRSK6@t4r9emJ+&!PIj%pq0m#!ZN0%{^JUTIm*DtfcVf@`g>Mvw&%H?bb~E>; zPKswy<;#N``_(;3q^F>)YM`UT43pse{uh@zIF;^6^%$QzH6Yo2V(auAYP!A|7n6aFjK%u}NrH$H&j z@;>TQr9$tqx1g52+)i&~?5~AN?#s-KB)C)`0gvk|k?> zBC@aRe+TBGA!`x4WC5J%nqsy+SF9B6_TQn^RcmXQ$)d|w0!*mYng}uOc0zjK-2O@Udpo#CIGgXt|CRc*D`0j|N>?zOUPpEis2Wl)H~!q@l__Y?SM z8%e0BNf~)3Rrzx>n}L4D*m!NZk%>s&%1QqXo&?)=-i6}5U9G!Ytc?PGaCVP?`e(b= z&)HN>MToX5bJfi6ZhC=6TMe7X-|8f4M-;$_<3`5{uDh(S+J{AKzeY|xsF9IcEeXI9RZs=j6R9}MJ8g)5U;K8$*N&7&J5RM8x51ScmMbIi{6EA3&5%Qpo# zkq$GL=HBPtJ#&PA0<_TuuBzL9wi z_Po6yUWBce*-t#WW-B#qy*f66LWj7R>gq<$$;PmSTn7Y!)ikdDG)X$N{fB{%s9=_k zYX=w|Me1WFT4XjNXM@JE!@w^9Rt6t3jCNAC|GT81tm<)hRnzkGhXsIzm41rnt;%q@ z=D8--$Kv;g?_3+#40>XkLBy6-YQ`XO<6a_$`b{W8JdJ9nr{KZ0M|F&|oe21 z^e&{M0+GLQ9l-D{$H1lI^KO{@w7`6N&K6=FKYZ{aSidU{Ba+^wr0I8dm1wW3aAWSZs1X$^N*0nIUACSlaff=3iNN zsn%`|5SJ(_6QMG-c0j;rZFR{vDX=(%Dg$H3jJ36mkz=?rJ5v(_3BbbDHXIvOW6-k= z1jgg0$q}9&+FCh`d@)I)QspI1k4px1lcx;C)2I_^Pz+Q8(gsV?UgNj;mgnD?{(#6@1hyw9X2Z`u3M%Pdf~L7s za@3RrsD2)pJeOL7KvR7P_Ot}h2N+^rW$R_hXVDYtf&{QAV_*U$uYs_}Mu+#DKP)B$ zYe0M&1v}-gYF#$-%`}Ze~$7$|$2m$$O{DgrZlz}v}m$@$7WY|=)$bm=)xzpxgKfnFHY>Hk= zz2vX1Z25p!j1H#o5I@UCBj}`Q<~}`ezb0h0R=2@- z03*v@OCf-h5qCS8#g~(ppt?Z0&BdiXK$6EtDHLc5aF!TzS1|GLO7Hs?KJU}x;ew@s z`Fn0M7r6wetOPUyrdNHps=O<{eGYvCHD`AcfUObVFa2)@(MJIk3BYRV?{tyZ8wxCs z=K43u59RMO-rfLqA|b3i;|~i26lQ0~Z&g7^`~|_GyH6J}Cs`Lws=NmvxQVHa)xnz} z=$D5g;;tYdIrYje_VT+^d3@+}MmY3x((ZeyD{Xo|jYvpUToxN0KJZWCR4(hciQd#S z#;K`^74)ZSbigb~o{6#PrvryNyezs+C!nbQYXPE(^~-@|=u+-d9*9=5Z)|Gu9)1wO z@K2j*A^i z#nyxJ=Rsejk2Ek2m`wqv{v`aShLTf$}mceRcRDPOghAsW|y zb(k=~^_jXI;$UNWE|N9{P9T5Y&r5#kFccL!#2XE@a-z~zf5q~010{NtAXu(es0toh z@=Py#u|JQKg$UAJhXle&o$E|+j1VQ!m%Yz^PuvGyb~WUZ?^{|B@_`jldRc1|Ro=gr z#E=}=*y`w>je%KM&&1a>hDN&vG=%J8PB}0(;^C6jw*cE#GRNa(3h5-i0ZA*hsVF0*J3q$Rtj=ZJNTq0wz== zYWj3_YqpatesgR=jegHf6aj~s=2qM!GohVRi?wO-P zx6y~_I6^4_IoJ&13!5HG+w5cuzskn23HCH641{dH-9lgJ5H8E0fvU;J8dCe$tL%BR z2Yp(%mLkqGIMWM^7hr6- zs!D@{CPZt86wRJ=Tc|Y65!{y1))^)uqw}skdDvABX6_I@BJy@rp0k_LrHIL|zYR^I z5&fqjSw4vVSX=r7&JYfnP(n&+$Kk$EMMMVbBAcenp`@X`v4lFzL)_|&$zD)n9F>>l z8QJ@I-}z`N)btW-*5bJ}5@s?WqlD*HR1!Hlrk=0}F7NMKGk&9Ek6(x-Cxj3;pLk%= zUNxEqSiwu|CET$bcd_uqcE9%G;w)_7FdC{p6R-c;6@n{xLhL!lxdiUR`CtELZOWc} zYnptcklSu!>Be}^JmE?&%|^DOtA-kD)NUn-gPLTQ<9SQudnvj^&BN-|d%Nb1d^ED$ z} z60)mv+8qy|v?9-Ej~hhH%JM2EhDzmE0g=8o{vphoD)MP5->UbxdCGuRGDjcH9qI;{X9Zw0MF;VXBP0T z)8QP(#dP5-1%%U=ZujbahYOW6&(UPq0ILouRUsDbdYH$YM5$Zv)H{_p=?=sOE`5!) zPC*~&W%LzO(Oi+>R%1E<*HM$!xIg?gw(<$`i3SoUKa8$AGrK*(>R5F=_51w}p+Qv{ z*hfsra2=o?8Cn><{QP{>e|cV2Z^$n0xFn0OSEP0&dNHRgDd2I^6XMY`=34h?uwFC2 zN<&7Eos{9i#@k`~!0QaRSw?L5+*XbAFH~u!BU1=mNRYu$iQ_WB*0`F4SvBncQW-*s zfk6;4XBPz)U$?2ci%eor20D4Bt==-|Uv8pmMqT(4-|Adctz6)w%i$*X_KCyTbHudV zeAj?Tgh~ztQWj+h-4=Zhc@S((S*EQ?+bWXay6SR0j{vI0IwV7HN;h(^zn zNI#dwery-T4ZzAU-TpZwKT%TY z6n2u~Tpzy*AtvK?+$KSi;jM z=yMp`^(>KLDP8zJ)DSot7d?s)qs5EQRA4^r!nGw@N%*@igHB<#t!$wC^cvHj@^kem z8Hudwd9mYuGk#QV??%ZVtHs_^Fe>+Sf3%hwg8`W;yYbt7`;SwkW$r2X$uMeJoRe#Z zpzGm#TlR^GRB*T5&-L0s{h^tpM{D}N)oumH@FGFXWLnUYA=m*D^8C9g2WzO|;MYEr z^x)JYgii&@P$cpT1aX7w8MFGi8Fq+u7Ekv)s6u9x=Ui@u^EuT*9SRP;0s&*6A6PVT zC@W?3^9JmQDH+|@ab<0X!c@~#ZWLPK zfRrPXUQK&}dZnH~9XL;^QWg^%twOYjG%ISwu4zr!E~QfUXmZ@64mml zL#4O!r#4ruwWde{xf?ni6Vra|H+vAdDZG-l6S)*44!_K4ih_o2eIP??MK_AnunkDz zZvIw=9Xt>VMv7`Cr7KJeD*}$mA?b`1E_c|92da`}q!cSCvU1evGP9<@SC3uqs9VlN zYl-N)hh(UO??qS0>~Sm$b9u6TAB$cAJt@>--+XM$WNg?;oebmcb*Q6X=T$R};DGnW z&PeHUfiOKP)&pJoS}QTdaMy}vNIhMyK%+cBbs5xmg}%iM!w@|E+Pp^^g95*-jfP2< zd!B#jIVCeJ#KinruuLEM^ zU%mDxqkR)QT+=9O%R(Hq{Cp8sr)>L+N?*(~RJJ$9?smnm8&~PB0O--}qL9XBOM3ag zXLa=;Cn`np4VTI=+tdb}a{ZSklpRJbiia20)yU|a5HRgUF%k!_!Kv=1Dy~M3)9rUn zYJpwQvfRSvmuSLXY5CvBwdJB;ns-Snt>-Z?{E@}g=}^~4@@x2`VdO67(BKeCTeGSw zZmf9mi?R7K&r&>3i~;9Au&FXMg;_mU5#z2L#lanTlt)u(hgU|#F+$m%gTS{2&v>`U zl);~`_XR(_PbCF*C{(p-f=hjvB0F_fJEs#pCHS`&p&%fz-X5$6uc9-Jpos6)dKbR)uMLDXr~c<Sc3 z5o8Jc;mjW1NOQ6SL*?UdkZ@=@9<9!6KE8<#t5Q4$87!x)liaZ-k0tvpK~^-gXN+Qw zIY%_?V_E=E^4-xz%`5$MkD1{2r3J1ktp*K0A2rTyl(a@&UHKi<*S7;U?l0#1wtYH^ zf6SR+-fYoX;6cS2)Wp*(N~)wenmB=yR+2x~aE&SJD^+(tTcADiXm%=E7pO<-#PQ-3 zUN=ubK5}(mh<(#+FURw19w^Etsx>p$I46y`U}QTL2*S;ou z9eejvv9OWHL3|ekh8(84OX%a=i_=Kkz2Gt38%A+MgcyZi!H_Lq;K%~DmN{k0L8w_? zMVJ+xH^nOd+CP4fFF&=`S0-S?K|C|XmVV@#WCbaG?l)6f(yB#!BeGvs#t(w+8r9-6 zC?bxW@^j3Y4g7UGMr@e$w$gHe#AJUIkpWdWi~3h8*s?ig>S8;(%!(HcCh7aTxM4&Z z_IMW?`CNnEe+H|;-m2CXZmG%q+4KRLJOwYDC((3kgoWAOR zxS4{ks(J)H%34>!4vil6ly{<)TE2tNfHTEqG?v{hB^PB{UoQ~Xl-%{Bd|$N?2nhxV zk9E8nHltt1BHL7Q4SgSMA*tT{JSV!3yQ5fjWCG1;=PGfueNlxi$W=$Y~G{>#4h zQCwGYA?DND^h!{3XWxWJ?}C&p0YTn1HZYC;prF*Qqy@UdT0ALj_88fQjJYo~Yl~^7 zM0yq%cN$}Zrp-q&^K8Q?fiK$V-)x=1%PU+{t^6*lF9s`lj7OWA%@CcI6+L-@T;%_* zw#L7@Q}&etFo)6rjD#WI{}MWE3N=D)tI>}&yQ$QX2&g)o`qp*%c(VONYhGQoJCy#e zYulhi69C!=)MnbYjgROPnkf_qxLf{n2}w~)IvOG2p)JRUR#PiO=h z*6hvzyDJjadwB1VG!)!D#qQdlv!h85;BRmr_(jz4Bpmu*7i@I`cj^z^z|B-=%XXW| z_94cGbDrKPPA4IZMQKJyhtYriVTk7SI3k4!CgZvMZtAZyzZf@DM2G=J5OvHiknTuz zOfLIN2Gi_T{MNB5>p&V?FeaMQRLi&=V;;nE_wgf69T`saoB6gDbAI)FU(S z#<~2+9Tnb*Ehi~87NU-I^0*=sgawTv)l zJZH;@;}8AUAL)mqvoNYx+I#eJ`>J4`|kqg{cttLR4&iRiXO;tgrKFr zO>$w`%UWO_$^b7H`RTh97(o>~T^e?KCAg(|&v$lF?f9$hMSv=d9M0U+keO*+u#uig2uxfLX9mA#nK&wI0 zkLyBe3a7fZwlMNJ{fkoxA%nE^(?Hy&yq3*rJ$R>%rMb257LLj~sa7{N8?hV@EL8Z> zoCB2yw?B#0c1XNISK>DAsxMrS+D{_kl8JuQO=#3VKwb`Hf?wf6Yq(WDq`!_P;X|w-3B?a&1=%W7t z6L!%h=M}p^&5{7CbZLE+j8&zqEVhmKI&lm)^twI_-X>Z!ShmP-kDh2CgCQ>BLM(F5 zD%3>_yPPpaw{a`+uio6)`KDXg8ly(iI}7!#r?@=2sYX|CzHXzuv*&XV8WNSC)~3Pm zI@IfUFy%f!DOx$BPjR>9zONQh=_| z6{&YMB3Z9@fq1`T7zf!Hoy|z^3K=`h(HJ!YjUkz*kW}f%TQgDrjV z!9$;1k9C=c##WgtNfmlKa4Vynd?NH7ZqV{iy*!mE{v^&-ZvNHrLKr!+?A3_o;w)Db z?IPpR)>9N?Wd$uKqQ+v|uIBJ^pbfnLo?tCb7Dpyh!5=@!NRX^J)hlNZ7HX&(esM-N zA&V<*PN=q4$}T}{TGrG}0|Wmv_Ig~Q*^c^nv_>rSto?yW@KUYGOz*FJHOXESc=|N0 z4VM!e#NUZ?W*L)h)j#e9`%;dMZ2%Y>cFA?q=R?r;C*L`}IWsKX4wvab>qv7x=yz{t z#XwxG8r(selxY6rfv57F?jIM*GSRh-Fd$V0}N zrhsQ!cF4eri4N|oSZ0aC9=SsGsqvOh13D}PWU!8~x4-o{jN5|*xrS8*{26zfobWBb zJY7NP2LK*FwQP6zNo@|KawA`2S6Fx6gM@Oud3skz7_lwyu-g5BS@D1&(rv)uAnXF1 z99>e6KOW1(oXgOEw%$jjp0ur3FF2i`m{yH`s~5YCF={Lew005c&!Fti^U=4w%U_Eo z**Q`I9+A4B&aX)g;Kkk|rU9wcb1L`aXnmvDL!oDkN2*Y+p;XcM*Jb{Gk%X89k3NR+ zrExo&y+TL~RcCm}j#%3kIqTa_odt0{H>bIr*x3;PEtU-{=j&1CDrUScOj?1*5|`$3 z+LG8;QmTmSftr~Kwf2vv{A72|>2j?7Y86U^*Qfwozq zZYG-W%ACB}*z$ASo9nZjbus96!#y0HxLjlXC8ZD>(p&~)xEG8#1A{Bu7Ur&MzW0z< zJd`DIakg@z$12LE$S1`F5 z{Sk~u8+V~%VY~BP6`=~F!ZdSMUW*;Z$JeS$!)(C|OuiB|HNO`v)psyB+);ix$1JYE zOZ|3l#O#`RX*N7u{C2$Q{U3%}75}zOo{;7w-q}|mKpc5I9?v*5WKW_K`0S(60D98R zRdfdXYY3zwMxd`i+9L8VqsIf&Ixtlj!ywb=#^u_-U*AG;F3-ney{~jO0o7*%6oeiz z#B;hMGD!QvdjWqef8XlW#>hO|yb!=SSQs4Ys9Kw%3Rv-?_HS$xSZsRd7~+nqy~3@$ zE?An!m>;Rt5Ar;NWnCkS&o}?dH$gwHO4T}%EQpi7kCb4d#0EZTx}pL1=7lg7PKILE zISf4vtOz4Wi)cI0*68?#Kd!|rlK$-fYSU{9wCHRdxyX&iW`$ji$3Vs=GBIEkq4^`10~jVbI5MmzgtN_Upn z`-Ai< zL2f(zyWHYXc6-b$WrT_ILWuJQ=Q|5=acK@xbX* zNmj8w;Y8QvVwaY;o{+!ofyiu~qDgCYke+z)``-=%Yz3PEMZ)^WC~CfJ0FWG_boTAs zW_L@ZXY`)`2Je8Q7nGh?K)Dd#Z=WbQ%XA0mJgBZ09pH%n%Kz(#G2`>p5xCwrnI{H2 z#bCMotH!mAp_+QHoIGfBxaSg@aH5rFF@vw>CO+$v_8!^flGmNizjhY<;(0d>q5C)* zv-7v&L2b^Iwltvy6ehCXd;N5*b?bON)o^Y`7~1I1u4jcY6ATI89f$)_>jXS_(Ywj$ zMax*?d8{zSCM5Wsh98rS3#b#}b9In?m!6Re&-40)A)m4`EJ$(V=5skDn|m;4tc1F1 zISSEY^NHE6+e7w8z2R{I=3{t0%1*Z0P-wgO6(@4@2CZx>Ne^OYLuHpum5OXf4 zX=XIJEpUJnG4s0yRfpd;Pi^2l4WSRIo?X|YrPn^x1+Xv_$?;#%oOJ9zlXluG zM=3&dPT(M=&guzbLAbiUu(n)tR`ti@uS;Mo`8;>Ae`hK}L&W;I8-^}X#w037U%Rgs zg!ZsyTwvmawMZ1Zc-HiR=j`a;h!<0|IOK#~**$Z140NcC4{WKCx4^d-ME){fnUmQ`oZ8H0MXy zS^kttrrG=_Cw3R@0&WlyTD8~u+ZYk#nIGN{ihxoI6o6l;_$=W&7+pAgZFYB!>KW+z zgZOz}o}X}lfIWGO2S(gV_iO-S8a)#EGPe(^;QOK~QUJZ|eN2i0_xR<&2n>8p1K!KdwXPp%O19 z`(L4k5&zOx2}6QQK|H%goCu>Ox-%T`aRgExb>TK2+V5F4+YclZ$U`N9{S!CYA! z{!K}zZX0!l^3LIVVR5XI`sZjjc4XtQF8P~>DHSmVblXarD+eS6<&Y2l=plO!%7y~w zQ`+jV0gGa*5O5zQtNzJ^TQH5KTeEm+pOh)UxfbS z_v9@i_v$KAHz(EW7V^JS->F4)d;>|#kK?0Gn83MzszWiWtYxEvt4|2%!u8bfS2*0Z z9W3K%y_%sg&@kY_#Qzml5FR^S{&T#s{(;vyrEGa-Okr(9Pm32OB9OkE+fZ=`d0>I8 zexD)gQeXgi6>Q0^><>Yb#j{^Befxb0MOwR(c-A{_y~0T(h6hpt_$*dqiboh>FRRTA zmHCe_+Ld*knWEO5GG9*F{Gs`LGeFZ^5Q&YwPyi#bIBJISrpjEJF?MIWI1rV`(Fo*; zY2J#N{|fI5pJK{$L}>1Q^a|j|2g|Phs#LJlY6dM+tM`nah1&G0*qv?W?_6A8Sd9S?KU<5fTLR71f=KZO_tW#f6 z*<}}w^Cp?q=Z{3g4fMPY?6CC0(D^`4J#HPvX2&X!+M;7PGM zYBVYA@Z1@>{0B7(+*9C`%?2%8QA@AK04r+H;8iJc+7!JuRKnDCT-aCsWpQNkV2m1l zu%KNRRb+*r!!Hm3;C)D3j|4jYq@^oyl$nihKYg7dsLYBBRr}g$|B+-MU+@wLj31=r z8`qDFfZcVA_k6)?j2vCXTz+S0`tQOHLY~%%W?O@3r}XX^0$!Qy4)si{+VoWotTRNi zp~sUj2!h2mFIErB=KFILf7b9;q z_6dVuspX@5m_}$Fv-rh$ZiQ&8lnKzPH~utaK`hU?SDOfC@xsw`?iMS951*3S9>Z3tLFrXO)eX zhXY(KXmmb!Sf0wc3w$a(b8TJA$nY=1To`jG`lf5Zy**pIIezohZ3R8>>bK=+rzu<=G~SwJN9hJlVlwIPDAYS+nAn-@zb)PK1r_FlZxBY@ zH?B-;l9=~@M_>QRIA|(d7-`jFniTIRHS;Z+G^Y1>9WB|C!qVvtfe@Z2Jinef7gpY$ zSfm(Qm^lheB9}|Rz70+)I@kksd!w2sa$^cCb^;jHXGqzd^*2XF>^1Z~GZ6(CfB9^R zuD2&s20cQQ=suApv?Op;$X%9vxz$b~1x8IXZJUcRAMe@&>GkB>VW)Ut&@Z$#sn<)} zi_^dXvyb~xU^?a_B?|j~tcAsnUqZ%>Bp$V+^mgtO(&?jJYaci;b{dcKsT<4fBrRE! zEaN?SY7KToOn<@ashpWuE_iVQJtEJ9u>E2ro*L;Jbk764JT#+^>mq$LhR8j1#eM@R z>X@jz&Vwic9EA^-TKA9bW}dD5EzU;Wu^2+62J*RxWn~lWDOo1%$#iWi2+2wzd36@wBHe zM=d|gI&oS(F5fH?MG6>)uY!zOk0e~mKm?Og{o}Y-r1u|Sj-rH%iP;((~H#MfwNTDx3X4tMO#@8XUg#9cJKuQ=2*Od7eU6Ohw?Z z1j!-l>aOk-N7fN20lGjamLO+Akh7m1YI~f~>Y%~%ch`~O)h@HnZMK#NhE7q3>eRAd z?bg`LWVmJeTvqkyIaJIVCix_2I!%|GM~#tr=MVh2%*kZj4Ph%A($*<=U4BWJ9k#^w zgS)y+y+y)t&3MX*vPHW`@T_TE!9%Ca&~ZpR?TeY}m)-9bQp_XuW?N4d5HC(Ogl?P^ z2R?RhioJuwn-UXRZc>aDovV#opbN{)C%(_JR_mcuwx<=%2h*(a&*~l>#P{I*`esdy@XQ3s>6+4SoiBX7O z#vc)c>pO2M$iHm6x&Bw|VK4JXn`TVGKYr!&M5Du@86GY}UlD2XL^r3&8TZA-W^=#q zYx7Jlhw7k?qG~&HXrzQil}CvNEfrZk-3BK^2PSu_fkEC7(d2NRS7a-P20|v2J@ht8 z{_Tc?6iR!=A7eL2@a;-kyS3h9L+03nAa2UK{jtbH|K^}gKs@x-M^Vlv4Pn0~!QnDA zuaerZ@l+1pknwo9KsS%%B}mpZDdE}O^4sv`HrtR(bLnfJ7Ss)Qi&d=u~fm77$*ej5}iqq}8rfAQM-jI_~rvh5U3f z3Iz%OQ*4nWEiGDaId^OTV_E0Y$lVB>kYR~o@WGL(e}EI0KhI`Elbsg|hCbWM8Jt(h z99ilXY?`6|`vafGA5VX=y=M9MGVf55QB8T_>x93wL`KQ1WrTz%%xC$2B>SXnqv=$% zA4rH=LDb$QTPrfk2=Z2H9xJ>8ZLC^AC_)`cdco#Q8mfE&1`$3^HiZ8cm%?uTv<6mf`4liCUH@5yGN_#L7!W`Y z4*B%&#%zj%fjz*avn>>wEzs&mAyOYn4*FWUhFIV=LUO>d;*VF!i?VDR&oiLg( zy9q3O89V4z0srl;FFLk!j!H`aSS?LVDb`K&G4p)yzJ{;N1{A0KqCq0)sd^{gWYgBmIA$}Iri$tls+u!ssRO!%NFf5W{~p^T|K55+g`fMV(Lj38xqc12?$qB z%DiVA&cBBIQ1tQV?ck=HO@LU>u*tTZ3+grQz-foe<1(_#zN5+u_2BtE@ zrM>GI^ZczO-83?a5KgqXdLcb>xIjh)vy+cC3ZMdhM?!rW7y0}!63Y82=d;?Lt}3GI zs@l+(ZOz!*5$ma4EO`}Zhna?sE6P<*CC>1x_i*p|rMU7X14h~?{u0@PM30etn|g-T z4ziy_&+>K-27eL)e^=6S0$-^j+(nW>v6D`|PAcM_Th1}O1%#YrR~`yFNX2vaO)Db2 zi?7*l<`HH((`%ob&Muy0s@@2;nZxTJquo z7m(!7r@`gWp5l}Bnf0$e*C!V*P1C>S2(#~^o8%1TTqfk%)a7xBC9cc-PLGU=Nmsos zumydX0dh7N2?AFI<|#MZ&6JAFY8p2(SVOk95K0m25VKWf*8vu>0J{el6r$->>U>Z;C_pL446}m6qP|dDB?q=WbPq@V zmq-673ci?b^7_4>Cv3V?Y#{Y#7q`x+Z7`+mcXMnb7k*PiLHzpu>8n~^Oxc%mMKRyXYe4igi_vYhOEoNL zBthD@!|XDe2@>^7XzW+yfWzYjyeRXCpO-c<=An-nYb5>Sr({LyN#;FhPq99tNRL%z zoOp^v-x%ED{SeF_CByoSk}pSs)WO2AGi4~ zr6)_JOirbawU$jPo9A5=aw{y{jVMy%sEdC)Rfg?>)v79S?Sp=}9#9Jj7j#g+Pb?nW z&WXx$WMIkW%I*D~ZaQJtQc!Or-{i48?Mg`7{cOeRr%DKDxO#MoZb$7d^kbm{r4SqSxc7?4uSb2>|`goY&fH)=!A%}E$mQ@7^}4pPmLaPvy1S0f*iQZ zj8%hjUg-44_t*awag_t_O3S0NcdZiV&=N%`Tvm?MT z;|DXcD5^2RERJ3ZG?DwN#$pU;ko2)Awjjqw3?MU0r&b|yqvyONdF6tTNEeLhx0W*$ zZ2-@)%R}Xizr4}5>OPi;e5?Z#!0A(G718I_Zfhs$s+>Ngv$Ps{x3tq24L*fz86_Z5 zMVKJzT_~@%8P00w1ZYxegnV3X^(8=g6WzeDMQr%F-_7x zxHf9ad>SG-`fpdcQa3NF*neOB18HWCmpS7LBTPU$5*&H+n!@q-dD9T-PKn-~Yzx!L zBc(^8Z^shXmCMqox?3d4u>_9}z*$hsw2gW625;pB4sDAz7n~no+{3lpEaC1p6g|gi zB&+g&)vo*8<)LtG7)_PXPZN%ZcUC?CWXtx?IEAxn#ym8$xtW}z&rw{hxNX$`d2?%vvfG0>8JJiD%>oHqj z{5@-$^{=_T<;N#}wzMc5U5|lC3)|QC-Fr193RzBi1NZMfjTu<{HXM|F?}meSl0hdu z9~iR6X}QC<;o!Pt=?aEt6>I;cc)ehiXG<2HdaDS92Y=ZJ&a(`DVoBeurX(T8m5M5f zZPvf7X04|O=1-_BbADKtXg?}|lKNV`q6bzn{Hb7==!{JFWt-N_wCDe$OK*CT_N&MC zpyAa!T>O`(oT(363cjY%!mjTnK~ug}S@^&HBA~GmY|@BDsS8*bYkKliOx`OfLwlg{ zkg#Z@>NboI{KP<^ar0IBI2OotRXk8B`AgZqrefk|npGP)*nN*1ns^2VoSBpM!pip1| zJ8nHQ$Yskhm*#2pkui8L`pBa_<1esT@@FYZLpp%KwYAUecjWMoau8rZ1o*ku!`U%Z zq=Bhz$aG|R)$kWn4;3DqFVaG1ZljZTGvPl;l%X;~1~_A(b-nu`n5L^(6tiz^0?UNv zRNsnQ6}k`*i&`)7IylwAmG4=xN?x0AML@S=fKfv9^EDmIAm;sY-{tC>9(ofhl1^zV z|FK-LNJ%~H{J-54Yh+)%ZZ&PzWz2)xrO5B~MWZBJE2ZQypuapCq&kZLE0}O|L`Lq` ziDPxgvo@b&*XR!Jg;TdFyQ_1(ZB~@QBnWrAvP)qB$D_9Ko zHVQESYdpr)UD12CI3#j#&WBob^_hpBt^&lroGF>k^{D6Q+6g2+{qPDx<6KT zsAfVi+98@!P$AJj3sxZ!u1?FqC9}(!7u`|G_Rn8{kX?1&6V^~%%!8&BA=sc(MEs@J zX$j7Z_M&=W3yn>VdmQ4g1v@&<@d54lWo;rvG#;(^lv{JqY`+xO5p;Ok?@q0LD8yhb)Z$(_lHq6PLeO@S77qbcfnwGzk9FvII@&| z%nc*yf8?A_=mE{H44R!35)aZl>dA}4m_<(c7)FFTUWQ@vcs7oy6tPohn0aH`-DyCW z>C)&GZ|ocj#P)qxT%}$|)5tUANHHFHemPEo($M{QC6qH-L9=3ZQ=-_~{LOL9t3-{b{{S|r*T8R;QK%%%ZBXTrwcUIGX3eP!|j@Io}|~*FjYc%vQOH2`1?mXY{+1Z z>O!p_GXrgx)wFx~*NqcrTOsk(2k9|xN4;WnW1czpp-QA>9^vC7qsGtcvuwu!CK~L+ zqxs(t9*Jvy#|yb?+}#pP^|=#~lkC)>j|(#!2c-rclYv4dFJj2HiWzO5v|7u|-{X2R&w-lXxs5e3^r zeXzE`Y{+vYvd31Y+k~$Lx-4y#v?3TPJ{(fGkr;L9B?A398#iO~zh{2KBjdN(4Kw2l z>*Mx=1KH>&FwwdvC`xP=!q^9_iz8kXL-YU8#u(2fd)m*jOwGfj=b=_ITll#%TLYK! zL658-Uf8dXL|Dq_lqWC0S#(=lN4GZ>!0hgH<3IHq^aJZ(wcyj$cJw_Gv~9MW61LDA z-AVn6I7@z0_6^yF7Px+wwS7Y@wzJrOa@p2>R^jE&CLbhAWW!agGq{sY+^ElrFU9W~ z2xU9JnNHR(8SFMusW5?~CGI>nZjHrFTI9xuDRAE#(z_Rg!SH9qQ|@npJ{fQ3i@H5t zyE$A3oa;llFtc(W>^T#XvkHI^TdKpy3O^4Qqoft&tB_&O$WXKsH98~`RKBLgv4668 zIrEAG3ym zWUMjt)8oH1Eh9J`!wERp?#3^h>4Xn3eBeHwxV__p1Kj)5u zWrde(x`g2Ifg(yO?1I4Ep^&*8hFDbq;%>k5HSR69m$t93Hj3=(4&82Vz1X9EmS$>P z>+C65)F>!&1L*TC1u%G=eZ{e+}$q{t9-l!K*1-sDq$ANl>!20-BR>^bLz}eS!KRib#=2<|hA?B9VG4eH?ON z`ugc6T(~aOIGtyIXxEmx@50%Ue3#94eqP@K?G|Gr;guv0oY%u!;6kNYm=h;>NLHp( zlpE7~>yW@#ww)F7Csv}3x}0tZ>S1eg@FzLfz@t&z3F*zrug2L1EU+VE1+ezksIW#& z!xT{YmvmLUO!c77z(I=noP5^_&JVw7)_D|afQCVn2I>Q>C-}O1wXM|z(nUq4d-I0K zOds+&=x3(OJEq>%>gmd8oM;T1QZW~INsz+z2D33UZk8yrIVX zbdyE_Gj#g$6^SiN5SLO^GujEb3IVyi9i3JH`9F7-j_*yF0((4sTISKv84Y);q97@R zbpE~WI?CNhpNrz+qmIh3J!eU3DpW5NEroavG4(n%Ncq#wl;1+mE9@^TnzMfGlMZrM zg`yDj%4g`)q2)C>X{tcErAc-Ki(EL3JX5&IuIcUCs%JVi&$}=*+i5$(XzQJ^Z)}!$ zmQGf@+}`!}L*#;H%(ZN(MTX((pEx%j=D5J@wbz*>f>=F{U48Xz$?CJx$kmVF^^;}e zJkJwaN#+h_@=8p!$kcsW(oPZS4{l%z8@m2wA(hl!^$XW&Doyg z@q5s{GW3aG^0G8ia`Gc0&ZT$=2GFA>=wwnohY1E~`1i;Aq##ICc=TcgShk&0jV@6s zPW{E>g>T_&Tb%e`VDYX)3aZwV+TxVk|JpzH`sXBMFy0f*&lC*dQT!{2HRR62OlGu2 z9zQ)37#Ow`Yo`fa82*^1M#{iE^jT^?3$gh&jmCLUH?j=l~kmllEVs3&#_Im!RLXf$ zwTd>q?F@+C6#3Uj%iD5f2RGgKRBBooblXbzi#L2A&H)+mK|A*yc5qi&1Uk%>t65+Y zA=_BptVS`{!VmAH*J|4B9?&pMOp_h=RA?00I`3d!2V>dqQ(_h0Mq<&!rsyI-IT-;6 z3bJlRI;9O%#5*BLUMjB>=S@K|d-7V~&$MYc(|ri8Sb#bQrb9W;9eeT$yZZalmU*{= zAE+9Qve!po3mgKRQl`0Y5GmLRzvr24s=Y81Ez6oAGEX(&z;IWhuy1)auI49r((-Jkh z%zvy{?no-gL3a%dtiRMea4Mj_Akw&RRT~}E7;yl{n#n_c<_PIij3iq-IxQ~VmIT38 zTxAY(`MBod-zYy42GW=_yV@>2^p)rI?m-nqR!TOoNO!72AV~{S@SvcMbR2!m0;G1> zRLG-Jnjmr3^6cr({iVab#?eUULA>K@q1Or}>nc%zWf_DNAbhfG{EJu%chfd@SoR)A zL>frvcy2My)r^SO?(9C_669&pnK#Sn*zX~|mLn7{tt25&8m>zFKvNmo|wrun3l)J?FM=d#NwO>=DF^w&4UOAew4;>B? zcmUJjlm8udc^noYvGxQsB0M1N;*bP!OwcTv>NR6iYka}A_(uZ_@HSpfI;m6j8ntQB zHb*KVA90w~TMda>3m2b^P|=TN`m|c6&)@+N`hn{`(-{Q7PqB;V(qeS-tDu^;5p)5c z8LlYNLAiQLV~jkBH74Yh0C);rL;V#r1I? zij2%`)i0v3e#A8^(y4YyqVpBJU3UE0Z2LhbFky?qXHvvwqLk)Wv!h2Ym9@ss{ix$B z3tARAk`dh7AS2vYC};o-BPZ_dhiVZ3g(TLT@)(!vWkUDB;dS%Em0b7{Pqz~e@Ake(;twlG|AZ8}tO{gM#z?~j-OmHW zYf*55tM{68f3&X!rsUaujSxUi?RoZ z4zm*Jr(}X5N{L0ZvX# z$VS|J*b0ilj68yG9q1jq@i2hD0n-nVan)t20y;eOF2H0Tu8vp)bN<0DiuxS_2M>}E zK>1>|bjp*v6cDF@H|)~;(tr~ael3+f-$J1M|H0m2{-5j}b|%*Ui|za;C3CW}|BqBM z6BjcV^Z&7u|Nr(*O_#Atscs8dPL!>>!~daoDE>2d+LRlUqij`cqHK$U>UUpXuD6cd ze*e|`=P>2*2cK}@Q z6)gl15&6_l^B4Xzn)iG0o_%3sX$L|0`?>#r5uLBlw|+SlAYdSRbishkQaD7yqJj!C zG6tZ6lmvAUi9go?a$@ZNt;HJSNTUSQltRtVVo888HoF6_e~kef7}=X!y~|tAKKVC> zkQPkTU-5i-*8Vs{L&4i5yK}KiQyfb3EXL zFmGo`?|VV9HgvYUzw!sad`cj11h~KQluGns{t!ea=0EDNVqT-aj9T2$+FpNT(dcw# zX#bdrvHO=l)&DmBHgd#$*a?^TD{+5rtfU0h=#e8 zbv;5T1Nl!8Wm`98SEz5fgXjT;YW7}UPw6Sh-tTR zFr+v=5uIh48NX=|(=NrPrI#E`mOBVP;~%#|bsKp#;jaNglxwRkVC*fXAgEQ;1`UBJQZFS}e+ES0i;i|3^6r^T zw10gM%H_JWnrAP3c#>{TRgK976C2N+*|2_aN$9sFj?Pq-C$Q$a^&TO&#ePt=!0tFa zxw?Nb-^=q^LMW#)oD|{pj~!E-vLe{NL|H$d>6!b1or|F709_a?I3z~X5I~N)B&r56 z6BD}4*TJ@eR%YP6?!*Wd8m>Dvf z9kY)ki#k^$JluAmnXpI1!4g?qs*kfF-S{_)aM3Y8yb+_b6i5~Zf$8AH#^(?%zH07+ zh8q+p&U^DEkZ(!uw~9eSs4+&c*?dC%^_aD4yQgHXjLQA}%|Yw;15nn3rbm5Pe0JkB zUodKU!TSj-Cefb1RdE{xvE@Qig3RD!1;4*Vdb>i8!;e7_PLxL@!=prje!J#Mm4lYI zV#Fcaa`RcV2$oLfPNwN87Lm0o=y&QqbJ$8}u=mhn6N3!uHJie1{3 zNh2*x7H9ve$M!L?{JM{zI52&BR|qFzQz8wxOtAPo0uKn%;C0*5)C2AUJdfrGq2Ad=m4P!gj*=HUS9RkO_7-w)mn8zi#zu!NQ z8TmiaoBrk8bCF#!zi|&_D^mjsziuN-&0*FweUoq~C2qLW_i_Ycglqd?J3zp)Ln1Il zBbgpsv8)H-r-fIOFX ztDmxgqm?|dgCS&_r>=TlF)T4IeBr}n4IHM@amqj!gYkyg(cFR9BACgeVLp>j6Plt$8dkNJtf=8Fh% z%&<=LV64PaA$o(-oKo?5_3AfHi(j#e8ci?*@x_=wqUkF)d9Z(|0gTmgUOyjZh0-?S zuj4;uoUb=7Xjj|IZH;@)687)o)yO1r2!r;4llUvm5y+5YQ9hV5@LK1H;HG5!l0`7> z^$Pz~g8BiyKwbmbGTe8|d+ShYf!k~?5XIIEkH5w>`Y(u#-D*R63mn04maVavvfIp( zz9ZG015nZRj;+uIto_O5Rp}-O{{S)2$v%8uwlIqoyQrlq$KlRZ-IlQo}1M-W#gd$&gy^TPC z78BL*q0hpb5oGb0M`{0wqf z2;|i&2~ziQ4eHBXfZk;}brVE9;RI@>3$O}+X?7n0aY)`7ebSfCO&$*I|12(=V?K9} z;m2%j?1%e_i{IQkGB$JVVi6Tz^_`QpHC7zI!AzfltNCfQi$@eA1;%%MElTsKE;@jr zAtydPCbQ84D`QB28p|HhnIBYqx)@xol>Oy{ke+8FXiVL{A7H$JtpoUc=1%*Ni*CVF zIej(7Cjb^GM1~WM%>LW`&a+6=fA$OqFmdij6)Papk06IW@qsA80Dj85q7O>`MeLuZ z#e1?)!LdtXBvm)9@wPvh0)b}@Est(;z}`Z#Uta}Ehrk4K9VvN;6FuTUVcJZh2DdRF z2`z!E6~0ihQ#-yitNH$X5fm;ywwfI2)?)3 zftiGQcoa=tj3D((u+L&%AMwL+PW^j|cC~YzDu`3+q0ao{Shvpypb!mr?w6xA61+h#WHD=X!gr%l zx0ZX!$x>I_LFTwgEU``$_g5}f$Zw`~&c*_5oLH{#>@O5Gk>cC{vDhjaSEvbT+eKYl z-R&mAyQ?!iQ(q{bWqa@r`0V3oyj9(VT~XmTO=LPtxBagB&z~iURiaik3iS%H?CRRJ zMj?z4Jo)+=m3Z!iKPFcl18eGKCN#5 z^#L531YObMxj=8T27NCRQZ9c{{gf&jw+}p_I%egqrcBnazt_NF%kiy-Kq3lAg9c7b zNlZpJsWN&Yf}+^&3vW|bDs+n_)8N$LUjx%K*ns?sB-s7p;;XFWQuT1c1fif@-r$2Og7b1&DvTjxdk_Yl~u zzEtboJu{N0k~R~H|57fnX{a&12-s}IAMxFrD~Jyu;`?j37!_!aGo^|kO7A*qNFA0B zA+B=~(lXB*fTMBCPtAR?XDR|G*O8?bi5b?W>qrE^s%Ia$@p(qf=fJ1M%TAs#%&txH zeLpMUc-&4<`u`gRz&hDu)AS<{@Q1#q?`bgx&A&Z(+Mz91l;zAWTG*RF^L;`;Hzt1p#3Mxt zwm%~ z?x16GaX#})aQZaAe7yZUa$Wgcp4VU@&eU3m;ibl=ft|?n!6b0AeM0s()YwSHI!Sb% zhG(@dwox8$fCSRoFN4rKnMY!%z;>FULjW6#7kW#~{cVcbjZmtV6C6I@vYU|W)MiAo zJr3SWm(*`7IND-d>Iw0<5fw!?+}&NC$cjsq(s?#U#F&Xv)Ti14#D8iEb12>4K_$8H zP$IV#WZ#C;wE@daTiykUi5Xpt&V#9O`*hR_9{CyHtm$VgK(%dPVCJCpD8pnAj5@mT6uJOBqzaLX;6~NAXw?9@NKEK zrVvt-vAsR_3C|C_-G>KrTvdcjNY5~ow!7IXkv>=VW)tGBiYj1ywz84E$gEUYWVTw`q;K2 zH&|8wN+I--Qd_;dSK1QbNrs%EB?4p}yNS!D>EXVrw9K?$e}}D>3+O8y^|pbvE`^tZ zzf)k6Ug1yUH6YI|+gaZE(iH_a8h!}FN({I4dpXmYx+hCNUuPy`bpuS z%xr@m_xO2yeMy5#3dV*FwxU9fD0L{J`pg*|yN^%utmw=0oLSc;`z5^#JuC?wYzI$Z zNe;6~ovd9rKdGWr-%RoTFP3$Rm&$5TjGI@Iw`Vrc^YtlXj>or1`lrvSl+;~q7u32K zxoZvb)XBn8=|b}>G~Ew?J{S9bk$8xV^2aW07P-}F+*1XXho(O-nY>=; z0P$yj+Voijt51Ksz0?rxXhHL@)-a4V@FqjPYENE3tOfgjo4Z#7T+>7KtUpA9g0Kbg zHDB;{y3D=UVR*Zd?Cp^tn<4Q6jM>TF>bE<_!;ycb$jKln($Rd&G!AmKfP@tT3tYzI zikk2}lAk3D#R*HDPFf-KyCxuS{z}$KA$)o`6+!u8?p%1L-NhJrD^sR zuKbAHofo^1xhG0BLL^77FGrdl4yv$4{2XMnVo2-YJ$JfLh2)p_Jn1xi{n7}cdYR@t z73@-GpBBYuJT^EC$qq4^RU0K<$=#hGt(fn)TBm+AFlD%m4&mKiu)vp^=(cT)vNFpb zx{2lyP&Z*Ngf^w5`Suy#%-Jh{QZqu6kGJ0Sr1)-`LQxPKcGyDx+SdOrZF{rLjv@tFz_H*;p?gFoLJp-88jKYG! zd_UcUxqL*khHa(*%C+?0gT27sEt51RZ_o%jY7ty7B53-O{+D)%xLWGZXUm9uXe0mi zr;o*q`Y@Mn8y939ID)O`05ov-dT7SMebgMoHkjUq3|CI{Fs9wNj3uiwcFGjDqkOvH zv2sHF>p2xayDgaB?MuDA1wo+_4wn1yl32m$8a)EoNMij?N6_vxR4upE*a;S6s=NT4 ziG~2Q#!I`27-ACmqW4uJ=%>Gj71$HK6o8ABv=3@xeN1roZ&LRDr+lO$;h8ZPsXnES z__iOu8c#v~pNmLhsBfOvy(^oFZqOa8x53fO7f%)NocvkjFJ%xOwq<$tD_odpqrgqKQ*{yXBqmi!BLRm{UYBzud z73th-?244Xh&1`xFWky!*F7Yd6c)%9(pY0@Hav6A0&UT1amp6pgPUx6fKrde!}u7zobpG+Ybx1#xf>aqSmklJ;Fk=|eRgY$$+6JIA+N#t2}8Az1*L zIkK%m)^zgCA?G+VG+%{HOHey&K~}8xlAW{H9HXs%W%-gaJ4IeaxU?YY(7r(eM{3t^ z^Hn0rQ4F5shQEdRsk}>F|He(DpI^(Z<%X4u1r`$Mu_!yoKyB zmAy&LA?sVv63=3f#crieM{SI%03itAaG~n?$()@*8ArVq+`5)t@&>~;0ESQR6XWcF z2@3R@X{~y!L>y@92ud1QR1Yw3i$n-hJ$&!9cX^ch-S z(7MT0EQVn~u8m+0Z58~5hwd5ty_v;g3xgNPW6^xrfEW)QYh zlV0W)UWyoV_pUg%rMa7n7-oEeT?w#9xGtP&jD)&|NDYeS-LBJHSL$NX1cd_i3R}2* z!vXkB>eQ3IDw#;d@zBJ;m~Mr*I&QSu-aS~PQpIT~QKyB*L`dt9FKF-6n&pzgi8X(` zSTfR4swchjI^>aN$;aaJ9+()<2o9%>aMlaOOE#^*5??Qio4+IWmIimrTv^B9=w6n{ z=wR9T!rid)ICDE1rNho;1q+C@qy}wtJ)SrXXjM!$r1W&VW*we2Fat}EekhJrgsqc_ zxim1g&3H~9oQek}^gotAxrB!;+_l+1OB4A!M0T5MZJfF$a8Wg>r5P8Ru<&-p^CbQ1 z%n@Ow?r*lCTYr|vKt#}}qk(ySCE)eq*;dsRdq1XGR4wP7dpy!&ZNknWzFsYM^E{ja zBrvi>2FKc*0^ADi3}8ne7>pg z$5s21fOZDqHJ}!xt=b8>UpS7AhjVQDbRB_oNQ4M+MxVHJS_N0lahv2es1-JLGuw+$V>>OK__Z>u%dI8fwzIYiK!VU>d_jEI7>pM824^{C*5MC>-e-+ zO+A^e)FusCOW=p(KnA-FEH=`}EdYdEN%l#qGEZBHZ^#uSBW+ZYNJE!_DTq|9kTZMG zMllIOmyM7Hw+}t&pByX7A-$9F*4az`a9pn;l727pk!VIZcZlpmk3E5F@<7s`Mu|&c zoLgr%XJ`y#(7!T6+71CN(o$_#Z`YD{(2QXX z{&K} zy|%0%Nb&~aX}L4LY`A$&E7|JuI_iX{dL%tUGr7r@0S~oD<@8RYBGHK|{9NYMTgExK zhM#L8OLuuQl~gix`wyx5#W z6{*)s<)%=%gyM=)4(FS+=v@pv5L59UaR|AVaA2;|EwE`bh)3q}P3{BGKBmxhgkoKR$3vqfut=b% za$YEuInk)hP6itQB~@LIL4uGt&?);(C}e7vMdYbs$!Ns;lg6}_OKXp?L{PERx1FEH zM5EW!&I;S}oBw3$ec0F|a|?8e+i4f08ZR92qnZnH1_?3`)e>lvUom_d;D&j1nG$BH zH2ne|D%;LC0+%5jO^sIKqpwTN{qRlq1zd%#6qe>*Bd|HnAZTR;Hq`IiHQKF8Qe0_j~yE6VdkbUCgaJ2zwP;97VR+A9OsfM#g6tdvy@xoiXv-DQ}yB6hCpORmt?RB$kg{ zC_J{>-%d~TVr$=n7?=qU|7G1Ly^(sm;HhX_lwd-CAKqEa$X0Gx^yfZ31cs<8%^iHU z+GUHUsEdc+Q%8~C*#9I}r6a0@nLGzvW{wd+P%&T2sAkkbP|w#t;%Y;K4414$&DLAs zBrP}qL|xAMqJN>d5XQlH*3ds>XwyXvcd z0NF{_E8tY7L(tk@*oH$S7ilZ#$vXpAHH(+b_{krn%n^mlr}XU;`cAOI1TE3>9dbvB zUz+r(CQa@UTUAAqL{ zAvSLbB(*WoDVyN0*|Upcp0T#3opmqeX+Oy1QdMf&m0Hhrq3sKREE{Qc5CKRL!0(+u z5G{wZ%nzx7v)V}N5w$I?Vd-#sEV)QlmN_K)oTnA7wrvL)w?WVdJ9L50P-#pY?Ajr{ zHp@zz|DP&qh!p*1R*2cz?rFe5rrJn*oS9f&mGINF=g}qW9LWia&w;Pd*6cN>x7Ylp zJw~IVXYUAJ+(90?T4kObUnQUqH�MlrDHRa1awd5;oz1lN*{VUKQ5DwJBo3LEwb; z_Vx9FCjP|9R!PD*Lyf;<)Dm@X5xjdA1;*)AJ24%>3pKwy%QYj3vGU23II>&~CmD0N zM(CTs-tVD1I1JKvihTR@8a6hhN8;AhNl21Lhq0R{(141sakvUXqB+_n`>Q;&YI zNPA&vZeEMGCQI{^lRwm%?Gs2E=9JUG~3;P1t7VE;Dn*g+wT!%my1 zHaL-9ZIk?=rF~WQ$w08r8AOGtN*M~NL<=$qC?GR#qeh6$--Gx*AWHCPX--zR=;p== z+L6Gm{BHdX2cy~GEJ2HU+-t3!iyVRXYS~u;>PIP296;bnR*&LSHKJD)VfN=X*G4+i zUbu9au)A$a-EGL(b$9r`M9cixVCH++$&=$l+#0}H4I5cgw?E&|1+yRbw|k>7LpR@2 z@MHace+>oR)2;d#!gMXc7Y3UMmIN$>FH2|(n5)^9?VJH!Oa&3MtB~-Bk`3|K;Zxz% z+lwlBnUGJzTMH-+nA|h(;iKePklsK+m-Mz;^>?Q}J?jj4JErneVl){gQQ%>)s zMsFW{yReJ~ymafeZ7I(II&zSB zfJ9xcY)~6x5RXjQFRs!TrfBOc5Ogda*xQEO?=jg|9WTMIck`9IFtQIXb6z0sSBy3d zDRM3fmt`Ux<_k8a)|b7lNDMo6lgL7CHLsng9|e^6(-cP3khW&HsMiAHZg?{G3OHhU zqx<=+5e*E(`#OYB@+OFoQa!Spj4noD*z`zxdlh*mtP?lsZPn@ztJMYI_aZ~Wqo3jt z@#DP(cWBdDY-3T|^ykNk4Iq4Z6KWds(h0#U45_7Ex6JSJv}_p-500in8c7E|_1xYT zmOykh#=W{!vBpo@ZO=(1vSoH-Y>zbRR!{D`QE*nP2hN1$z7R))AaoV6Q>)rByEnCm z=QSGSK^;GlR7;bT_dSh-K11)r731lgi1?i0^G#eI)Wx50;&pDmh26Sd3mGnioYn77 zn6xwxRTYeXm5B?{sLOp$<^9ahbY}TdK9}Q4K!XW8bGPEIh5fY4!|jPne6U3vIf+gj z$*!|B_9z%T0&v|T>X2rqOw~?PL!rl47(1)&!61%Mbp!)1w2(Wo#CE`)A~RVQ7Jkro zA>&ToJ6Q?W4?&zmROM1iUgApGnxz#3BtePGVYx;H^-?L(_nJ!lysFcl1^ z5Kb?sgZ3PiChFA_d!@J&U$0=eUp&{$ToZpLvtbG3{zN@=20Ds>P!BUTM7=c&gJ$^}xoT;Xc=W z8649#c!4IQ?y-jBCm^<9Xj2Yj&omVl=Y6XiOfRy5%bmIcTlL-O_!Y?jC8j3|bzdYqL}Wn$v{l4Y&t_^^xd zl$I*JG@6t=8FGjsAjFgFOcer<&d=anO8IG;3jFaiws^g65QT6Du!LILs&&=!%Bb_a zFF_5`ffN^lh7iHoqwAbVRf-HTeU|O2609ENfX1 zJD|`}5NFD9hY;YP%tX+Kqjy`$9y;z^!K)?;ndTYvUzuqu@ykqdt=W-;_O0P+Za*vO zw3u9Tj853|VSuAyPkZz`WluC9o$K1q@2o9KsW)md9@c__>ri0-YcbeTPio0wT~_*M z@*UkXhI#)?@_GxI^qEMX;LUX=*0Hb4qP>20zfM^-&v0!cH0Iz zwriiHAJf!zws;4-Nisf(EkB{|e8~`)m2ts=eTXzYhwey`DIQoV9p+DEQ(C^Z_cOY! zj)c6^jE`Nx)g&ZtiTl%4gr=I5MzSGX%pDL1iwCy@_u;7h?Ld<8)l!wG_SP8-#U1fC zuclFSQOgFKjQybRC^VBNn_es_+)sjNlvGUI|-|Vr5LqW*m>ZyEO$cc8Z+?#AwO+3cbN16|7Rq zQg!I=oV_w)4A5!)+&q6IcZrrkrw$<#WsqKfdg*4MhDI$Lwo+K3b-;$v(^ z2eA63;1N9D%C=^mU!p8lJTQ{N+|*o#C7Dv#8l~gcc2uqr)-LIIof2H{B5ku2h61oq zeJ&z(3e-wM5t)f=aj(fp zv>m2SddVviaF^M4bLTm$IS`8t;WFMEyysX9Gk^6tarC2T2$bIVe4oWV z^~%f6L)D98z#8`PuDpsvBJTRzTekXWquPZ%FEDMK|O#ntMV1HpQku@ht-8x zR2IknDB31vWHa*hX?72Nf>ab$94q9D>RnSy%2c~StgonK<&s7zp~*D59RzR?&tn9f zl8|(yb~FKaG*_RzgwC^~>-^FT&WC;#iV33ffo;#QJj&$pS@7XAkQThT8}{97`rHm5 zYIG}<1449VQu87(^npC484%@wwik!)D)lARJe};R!ez&doTaon#tkwy$6gzNCi! z#2V-u!!3?0G!EpW zjmr8DVKIi@Wl`f9bmA)J%v6tud9d;>CP}K!0qyZt(HSB#y`a@hscdpQl^?DQ3!ESl-)4wW4a>?A8v60rcPr?QZ1Nu4#0wHUBn zDYRP-lWrXLM12-RjK8W}>vzS#-S^x?-&IT7nafa5A&Qy&gi^sBmZokFkj*(}h@UA> zzKKx`cNC~Uy@5DV;7b;Ml;dN^AX(S15x9rLYhS=bxkQ6?UE^q?25E*6Z}1%vjzDez zz(ZUcofOYeL-6)EB<`(l5Lg3nuI+y~aLk%CucRvpb{cQPl@k)O*w_gQSDBBarOHPw z(mW~g8FlzFvX+xu&SCf$IrefSmZS!>6?s3_G5JIIkVOWYUL7hkm+-`gGo*eZ?qXJcevn(F3eRI{h<% z$d*Sru}S)S%ERAFlE26wL%YqHW1E;7qnFa)(D#ABq&pX4_N#{ zyEj2#Z=*4ZncjkDr`l|IeNX*MH_SVp&K(N)u7l$ljG*+04@mC76O-j}VU{3@#_2BE z>x_fBzpaxZy2ay?2kwB8yZ)iXxEW3k~e=eD2Kth%B9Y$!g=AKj)PtEaGs$TwxpsErDEuJuL zA(#lQ*y+Psddtbt{69tqB4`zKFu2%;ZC54U+^34zIgQ|R#Cxg@D+i}!GLmUv@d;N- zMx`go-wy+!rPgFqO0l_YQz{_FJP$T;j01s`Wz?Xbf0r!ea0&yfa9s8yUTKz*pH)kl z$`XDubDXDUiNNX6zFINX6}f-~6A=-@=&1I;`O2Q2;-P zwMZ|NGhQj%$xQUy9FM5EWyke)cK(fP1`J!CW%Zuq8FK177YZWo!uTt<$z%Ag5}S}G zdt~g`5(o;W-QHNQvKnEM+yOB;+;_QMSCd;7D|}@NpdcqM%&&P#4kP1XWVj|(jZIx} zQ*-pTm(vQtD}3B$;wDP`5}81WDu!8%M3ogFOI_}uTSclgco|bLzPepFPwVC|B3RF_ zSf~B)`{LLmQfij|*)05batIgtf+>A#UZ^Fx7X476PcNvvIr~!5peF(9tVPu+633)# zZ@ewgEOV`29FH~Q!`;1CM$?+ZwDLBd7v6GjtlpTT5pf4YLWBzM!9`y^1c$BORpPN_ zdz>Jzr66e@KUK)H-~vpg5ix5?FcX4S8en{&-p8^dZE3)1uHMu2Bu?hZPz?^+PzmLu zUOmOn5h)x$Mdi1pnuoG7CIug;(?Rs?8tM#oinqo`~CzGh&SY~8yG8332X2YFTJpt*{!@=nXbWp%`P4qM|nQ1B8F(d>u$`rMM{zuz17 z0}fkjtfa3_tX~ukcw5Ak)4}M_>lPYAvISa28vO>*N-s~Vh{Q3<0b;sbqSo1pzOO3k zUa5RoNGL+btiuatxh)V68`vsRP^Wsh%X|2*C&J=ztIsiRkuWCL=CwpCWn0~%%~WuE z?JU*zSWAHPhqYFs*Zat)_tuxToJZX8;|&e4O7QD@P z(^mK5k0jH?>GZ`CVt zjd$hiO&6Lxt+p7*iR<{)Lk)!B|KbPpdmpE{X&Npd82-s1&81*|8E)f+l(1Ke9qF{B zo-~s!zfP!8+wkwix=Wd1qu+E*l@oG{yGuKmFo7LmCPQKC4TC2Lx^Ui=sEAY+`amN0 z<~jo58A)D=S!tP83jmI3?DY1o?O9Qv2>*UNenGUAHbVSJTr{3|4SiYpMh>B-3Fs}t z)a#1e=*aGJqCy&JZkN3iuEmgGK0qX@jSOz=YS8J0q=!S#F_Y1J8ySt;DZ`}Oa$yH0 z_8o?75nm6I@x`VMRG%b?P@Ty*GQ$$9Mqmda@&w$jIKs~5t2$iOae^=6=e&XgkjE!X zl3a*4Y_J%S)o&1w<1TC|zJW2Di|1!{80)YGGE^~enrKw(pG?iYCZ{6b7{Az|WVIOk z2J;yVi=-!FWy7RQIdcRCNxRm=nk&>2 zB0dZj9uo#?eY%*A6A^227vY_oeMG&6?JXz}I{@kCsQ)19C^Z!_xxh5d-ZOMP$1toK zavI00s9;eecRZ&4j*``Uz(7vK8TB7@gG3TABtb8-GFsYH(ZqQ{?uoFf4rQ_ zBmv5PZ;qUUk(1-v8pYB5rr`I3P+^muVvA3Q7)Q~OjnOP#aSL}rfg@OBvA-3$b_RzA zfpSsYA{#Ol8GEo?ZD8S|qPPT^tol;d?F5xFWiJ#}l13JNWxQE`aJ zYDEIagC(NaRTgahgNF>`71oTf4m#%32o6bz`4SYzs{-c#ZH`+ih4^*^PGpRr3tj;S z$<)JTTz>oL3kToXrqGKeULP>%a#;m%4n?>+NBsle@o%K2#C7{3>@$*>Zy&#ESR<(p zH1jt;PEAKi^gp5>RtY2%N5U_M(TF!O8U8OO?*W6kq>8_R-%&sPtx z`I7{UP6<>Wos1Dj@Q5lMEwP*ZLjgMQvd;iFA|XtO8~M#Z5TV}}_&I52$+Te`qI z&m0V37!8xYQZ@)8qI|OV_L#1h`>GzU_IhPcu;+ksW&L80wH zb4ZvG7I=lZURYkUAcnCmw*FLPM^p>QI!9Sm$P>+bswCi~h%$WqYBN zo8zSO_i81VI}StOLm^W)I5-UAqQes~JJ8S;%j^1PtPo3ry(hj#mpcgu>G*@Lk`*GE zoWn(a_&CYLJ}RQ)a)4^!(X(^U;v4x{6KY>suH6vVPacy4X8Ha#@A~&KY0kQE)^=O1 zODHFAC2t*JmtPWiN(qFD1xZUeA6wv98Ae!RL{buN+@AxLj^)GRdx;>kG>O|YRn)d; zS!3nJF6qZ_mukZ?Pr>BW6UM|$1raiPvO}`?JNR~u~ zCDP2++az{3S{YbKL|v?7-MH{#tpZaWr)k+iYi$o-!M&deqD~A7(a4~Yk|7Kry_6k> zka?~8&smgYt`Cxl-1+OiT&??T~`u)+gH@|s_j%( z;(CEE1LNFIO;-_UN)@x1)mOsAz#bg{46k9EKz&w2+w2BR z0s3<~Z}0rCP~q3c2+sm(I68yzp1b6qyAX$DwgWIiFsc@W#-GAeTa;ArahVb#HnbHO zZX@|lcPSuIC7iAn`X$0tKa5Rg{@8)cyT<{@=6X2F$XZpLIkI@l!|H(O{l7{7=IF+V zW1g4<_?Wr$;x1Dt5c(X@Z7@0K3Rn=jQ!l$e4hg|R=u50jKFGFRfy*)^!+Yd!lSW-H=hB;D?^o{Gh_u6yYzK!?dH-Z-x>6Y=W5zqr`h*e{_ zcS^2@lQ@)eC28nUH!rSEj?xEzJoOnM@xDYv>8LFq)LaN-mtM(om*y3I+0+7mLmRHX z9Ant+ak!)uYY$;~Ol(dcTyoBaxntGmyuFg+zvd%t6_>krNImI$Yq}wpFQtIi0|E-t zt@nH!ojAkO{;L(A?&A_S;wRMaL=k(W8F6*AK zM45T}6;#kj&ssKI08ionnX6w-R}A@5=6+j~@V7vejGqY0W+6#G*)_8PuQs;%)l~HS z3Y>d0j88#%ZlRYYvM4)WxGe4Zo@88{cv)B%9BMDbDaN9BLPdu3#p__R?)klOP@PBwTKjs@lnRuu9!A zLSQFDBuqB~z6HtFs{BZ{!(%89EdxO{u(?cm_|&2oyx$=nG#uJlb71E7^(hO0rb5mOnyukX|c zk}Xf4^tGE`8P2>m6{FYvu{<%KS8QXUM$c2IfunutZQwvOe8{1;C-;&fYp_XC-!MFNnKcT3ye{?@}>3h}uwv zC%F-_UBJ?9ny>Ra9;$flv;ziBPgIYSeFsKu28YPn?v=6A!^DQrJ&nZOE8nJFvV&4A z6$#RBVS*O(q9WG&#rm3H?efC;1%4;)15_!RUX7);zs$XTzX_(ybo^7I@_=iI_jtr? zNI;7Rl}FkPG%oSIXF=!GWnZ}&X12F9^_*Ut>x#a82j->;2;LdG?e9H#7J>_k?L*bA zkM1p!sGzM$#HW{7TfD6|mlRgPoMogV!`Gq2qYE;FvR$M-8<$zfoki3bDxMNgfl-I+ za05dRaPt_cA6+%=U~=n<;?#t2sDl;=y|`Z@mhQ17cD=JHN{Lx9Yrq8;9Vsxr%yPDf zo~{M}cbJ2pSye3{l@QOehiUx;JiwN&W8 zygQIQRNafmLPGAe$IP()x4(bl^w97Ay~>cEsjRSrdqw^ajLWt40A_DE{)u{Qx#-w0 ziH#^~YafMZxM})5lH?c&fPPwyJ8^z&N9*Rw&m=Ow68pXbX&ps$T85SWa5yh9Qo07y z1;$zOg_FKxlEobC7{r|jWjpK$OgjQOPWO|G*?*IR@aW<@gcF6qWaM?FU@yj*{fj~| zE9H}T--o6@GBV}7#mO1fes?!vBSra~PODbn9D#CPa&{WBn zy7iF3!RT>&+DnC2J@RFxvA+u8;cwXfb&vIDH^ue#VcUh~G9x{G*);EtGc{QBie!wx9mopt zuE%a>i)gIyHt>ua;9T<&&0^l1w(q(9V*cC1t#h_Tio>bjAO|S1reS&3qnubiT@`nJ z@YIH?DOn;sLF)g4uyO=;+gYW)v~Yo!_>3&MEEjM6q7vNzl?yq$xwJgZ4PQ>Er>xq@ z&D@WUf~r%-P1nJaB=CZ=Ur;1c>;Lc?GY;HVY60bYszF<$jckStxONt=&n^aWqXu{U z3e=${_!~Sr*xsTruW6s}6<9*d+L(-lgP!;gGu@B9cn-4(#xjJNI6LNs47S?Q4^#k7 z-F7oYRQQkzM^5{Zl<$DCh?hi@S;D&LU7vh+!;Y0lNS#t#48=UJt`N`ht);Rjd;CQ0 z(0F*_y4GJW(Yf2To;siyO|KkZQV0sa3t4&1E6>YA#wmSSG8jr^WXbrAKl~o(5*@oM zMiO;g&RPd1MbmL;vZiKP{Vs%T6LCjC_gCMdR>@UG>*^PbC_v<|c-^ewJ6N zO}xn)q!MzfBESgx{$&!z*y|*&8ZT@Q9P*7d?I-NiI84!@)cn~k+Xz|onMnBVpqPX| zyFsXle4ojCDebvWaLHy9t7`)*+jEXyJhL8S!>x31*wGtUW($qdWIR;~EjpjRA zi^Zw28d;F?V2SR{E$MYcwGj0{YfUd#oF1uK_K6IKX$Cxz3s+D0GyshGYD5 zTKC)VMf%}QdKQIKSFEhc#Ik+yaL79wgFee(f%*#0XODSc%+ zRgt@F@V;Ksr>(_|p}6h*roh1%_jmV0PyzuC2H#0)I#|$;BoN1YteHn}0%V1Is{V z^peS*3+gX(sNlV6>9V>f1a+*CH+zo*Gr0tnlAoA z4OEfe(aqM#PgYxTS8=dbUlQ>3NpC&{wOKm!ZQ>RVeb@Iwy#J^YMbRq6!Ui6x6+I2! z@Ujrk@Ez-dFvQnDZfuAdh_MuDyJ*j+Kna=#VoO49!dl}^v(KRIy&ajBPdB8eQ*_n- zwoh!T72ctFoRXcieV&Uy$l6Q>AdJ_1L+*dtS&hP{)N^7(X7}+yf*#AJte~tGZC{5w zkR-xMG{2-SeW(d5iD_x202!KtP@Th6@r-dNR=q$XKLX!qDd*cbcVNV#ZCpnkH-NUgjr+NJ)wPBzwPMF`K< zcRG>18rfWhdyWaj(4|DU@r#bkR;?Qj{^PEvj3x4l3#_2a5vK^Io`krgN?lO(kJ<3Y z*Vt&EV35e9*2S<`=z}()H^;B-o8xF$Z zj*u4VwMtT3Frew*#+SNs?kA}@%`Ms4;D^lLDPzEU@&4{lXScM@tjK!U1I!uyoAA{R z|8$=(5=mDwQ{xWvWzZ*#(ng9_67x)y?;HZq2n0`I(b@P+@X~}3GRV36#YQC{Z|&@f z>ENS18z2?E^$Mv%-Nw-xPX*`LNlJU@;HC0Q&8dvYD(_&kQqk{8Ol ztWogoGR_(ZUxAh)$l&;vx82U;RkP-M#LyuU)%gO?`-O-Hf05_Xgc;-**=9MKx?u6n z^1CO82bu3Qd7}%#*g>Dbi_G{s$pBLO-~ydR#<#{~=mF0FKC88?E}%Y77Tyy{L`A;~ zxLK8bnwug!VomY5BmDbb>7MTtFPe={8ZacGE!oo>b~ z2fG~oem78jp=IeK!iV>hP{IrLBg&>^ha3U|2iVkuSq$qPTq5_FkU@^+O(of>n3P^e z5j>hE3`_bg+Jk6>7e}5<#l}^{#EAGloiyVO)@(NYX0A%5I*K7vPnLl_^25KWfNAF< znEE{kwiMr?LauV@Y31)L)eQg)abic`j!N-XL!5GrJneEf=Q73sPKjbC#IP(-w$vC9 zxyAi|T5(Z!HU9T>nU8M?1-7DSzXVwj7KN59QiR8Uf~liVS+Hdv#S`sXyn{$wkxN9y zw*WVDsbzUm;f&kew20R`t+s_VeekEd-0wTckITQufSK0WgS!Y z{}0oP`TuQtvHoAC7Y7?X`~TiD5zzndB>^Kn3p4%yuj$ohD0^N5!q?g*z)zSt3PYeR_9T zdl2tj}ate{0=@=dVR{{njbSFIj(hf}i z>1~wz7b^dhtSsyRBm&F-R4?2KPSNG{-Lz*)G{(*C}!X&&hr++PO<0G#Rn zZnS1+{qg|$&HPJ}7{*WR;I*#-`Qs~Usy6;d^`iMds@LuRs9uTxqk2^!&ky{E2vsGf z5BuFaH!!+>khL-0*J111J+LiK?=HXOCH}trgnV4NFn|SS1Ja)2(f%DXGJvN8=HOb# z@cf!7?2fjv`u$pD#uTqzm9dlBD%{D*&JK!1D*Z-061e>z2fCkTIk zJad1znu9B=ssrn@-+MCtf89m^j{bhMnDc*VHrC+HFW-D4e{bS4Pk#g-e!&T@48L1Y z2Jt6)9O~)nze5ntsQ{koSrmXe(lr2Rqpf~l|EXTM#-_K%&>$IqD^Gi>Ko}Yt>c3fX zGf?K1z@KFg*MA3$;2A$|w|*p_X&g<()#2%tAU}V;Wxv>E&uU)iEOKFe%fDh2kFTbG zP7m;r;o&{t{aFbqLBRd*DN#3f315>?`@f^7Uw-57bO={|H77AT+5UI{JAEci^}kx* zfA2qQl7D>z;X%?jGrt*VD(FV>8+(9Xd7*yWrM0rMel9<6(|F8taBmA zVQ)N`oj(h@)>@aj%1=?=f_jddy+F@=%DCCjUjox$CF7W7nGCyWPmWpgoH*22Ut39& zlwc%w^ukKG*0T0#am|3owxED|HS;sDmBP4SH?<+FNbh+PgO#*sS-Q#rFajDm4i$~FG`=v^d8{BTFg!o8NTid*8L4kl=H1cem8%K74FJvkAwC@hx;&hQKEVnEp`Tzp z(+51H-~4EBOhBmi=xWYM{cQRvPl1E~2@}~Z(pvNL5xKlMp}T(aR{=&_mfosE7rH_Y=N7o5uZ@BYeCYo_4d!ZDz@VirlSE*328JopFQrCB9{Atm2)x7e~7Xi-b;g zouS$v^AgBBs-ffjIwzy5KZ+Sg&7fL{`#W3BBL(HzQG~BaY$7nh^QOgh_Wx*DRL*rC zMfX};m_>RsoN(f$h#%j=bLq*zSe8JC<~Gc3pFP>ZT7NqpNjsa(bWCet;y;Towzvdm z{B1{UBi3c!b2>w`nWt2c~ z%8TM0KjlOUw$L%xotS8vE5k3|LX;jp<=AoH6wbAXp5^pO@$JF!^=m?NThvE&(6V6i9_V=lVi+bj8eQB zw-`kwBWm9U&>w7SFAIJ}pIc`NPO6QOI5?l9aeyhtw&Mz=iI?FUPhb4G>M{53Z#G@1 zCff<)ks(|EYlY@Raq;=ea6$*GlfJ173vA?*>+iCp2?b?qhbub4L51|(EO7Y5HK;F> zNLtOos*#di?r=;Oo)gNRk~H}*M0_FrdlmHFA)Kg*elO}oo}xDYYw%K*;jh4|!({Mb z%WQmqlQfq6N#=jGHq~yF)F!*-S4r$RI~V=-9#M%T}N93n`O|I_^p3-u}BEY6(Ez>Ih`|U9Q$I>z|V@o zhAA?}Dy?NrT#vQEDo^-Mg+*31qQAl{deBOf3Cfp6p;m#1%Tw{_HCF?zlT6ffr`9f4 zUD3a5R(+6+xdn-6LCe`Y)jcX3B4F$*gJz7JK^g3NN@1k1wL=J!+_5DD+mr=%#Hh#n zmB-+p+ob78)z)qZ_6zusI=_knu|(zifSJN)8%>{@z13q8n_^;!D>h9{Y^N2s0!@y$$ z6$lvxlci=9YjJNaB%n^P*vOM0rEL)89X8*1X8y6^&=4P?klo`HiVc-bs0B+X3Es#+ zA#_LaD8M}I&FVJDslE(#k*rFPLTA0lT0zis;!7r_uGAPh@natzWrK2R5VaoUF9u5I z4&1@-7ASJTUy}S;vU|_k=$bq;?J0l__}0`0WVMAKVJ}(DPlr#2JG1gU9fAxe7l_ex zEvDVP17$o(+fFIjEDi2rz#)jK%tV6!JNFKfPthvjoXhg(D5P`DP>U4uQi~dK(?ilT z_Ul3#Eh$p~aviZEwzu$Nr6<=7VurhWJF5YQA+p)z#01q=Mx?11H5AZvP2@}-lodv2e-0E>1N^_nXX>Z_X;I@k!*>m(wku-<}$$y~O&zEMEqN-3p8wbbp`s00qX(jIq3?~@PWW%!%|F#r zo&k3P&&kSmODsA?PdjfV!2)nOdPBJ{^^gChePig~xw0IMTaKCDEDfNd&Wb@6f(zHL<`+`_jTqwy(ur5a ze?N_bJ8b$f{)~5S-x7Pdp)|UFy$J9aLQ(JdH)QCC9L_znRX1iwn9C*US{(vi)Z1k( z)jNcY#xq!-kK$mBdENc0dPAq&H9b)ZjsT>yY&Oe!{(9SroOqe9RK?*Jh!urpO}wZW zq>F;?K_UX)pzMWg^?OE!r&D?3Q<0TcVOo#;mYr2d1f8AS*rS(IoLZE3~kU`Zkp z_D+Sbdf}40OYv6$7QHoOub2bVbTCj4C0gn4GA=eJFI#)K@K3WYOjc+8und`{l7zv2 zU{Lw69J_`bGl+ldilae3Rx41D5-(AI1h{-}UA4hVEe2Z?8RzC}1=I~7UOl(fN|bg@ z$eVxAi>xq~*~X?QRAGiZoOG5%^@~iMGe7m@FhL2OP+__gfbC?JzSsfM8O z{u{KfHEl7dWkdX&l!lk2bUD0K=}AGVFU211i<&<47nj*69)=c2t^evQo=8y)_~Zh! zcp)7#l3ir6o3m4M_13iBhY2yL89^pZ<6R;WLRSKW{JZQQbSk(#W6q3!ta%bJrbu?j z?L69PO~71MYeZWbq*p4hI{#wCU4#{p)$wx@k7Sp%<&Ra}j_1rppidfEMQJ@1cohArEsW>8Ub@Q|>LgUnGkZPnSxV;IaF%L4g{$+wQ(r-Cgd2Wl!Yt+^~Becym-GPv#pV0 z)LTYF+nRe?H`oTOg`}Xw!@!7e*wsb?S3cPR$x4( zevG23+AkT`OGtvT{mY;_I;^MwwGgv8QQlJJp&c-_Yaf+jgoD&C(LeH0AUydT!yz*K zemXw4n{rnQAl>1~-50(5MmT|TG7p$0XS1RB0!e_w13MvB9Qd!O~fATbyCxf3n%33&{Yo8=$0 z#683}*%MkS`zY{|?U>*Uh|mo_p;E10ls*$@dJZ!y0@kc!6maC*L5FX6)7ycQHd?#Q zjn)YqIvoA)L{R&oo#iwjfP34yT*i+NGt6s1m76J+Bd2moUP5b<(|KaxdrXS3gNK&Z zMwcVks!*}>cNVP%nXj+q~jrz(-E*6W=!$dh;%WSlGNoN+>P)`&Av6bC)9KemRNeT=yl30EJ zxl$Xj|Ndn@t01lCA0cz))CDW9TRd=}8gTbfIf?-<`9<~ky$Vd7Yw;TzaLjICEJ|~O*xJ9Mjp$lpaWy*O#qHAxRB2ei(6Jamk|M5d!sH?s(`R1 z=IbxO9jY(bUCcVv+423t6hC^{no+@olrS#{Ep8W~9_SCPwD${v0~w=LRH&m}T{A$z z!JNJAsUYG`n$=2ph1KwAfWk)%j~KI_H~12Hgbv#qO8_H^=6OoO1j*eU1r;v58k&x1 zXPcN>?vz=O%uYa9f21jc9Q$2cchxa6j*=L7WdfcJ3bA0qa@AlV*gXIvGIty}S$f8j zH0vam`p5MAaN`L$7hkX{2$6e6Dy^tZM%>&9nS~%+V&qupa1BNlqRvL+~5dv z60*LQBR}g$C*nCoDPeF_iZ)qv9=^YORaa(eeb7<)x=@ANIAc1i=5HOQyT9*3izKI^ zd%upjjYJ?A>_VkzD7ce+(t;;XZoTs=m@bfx+d$ugqIos4UiTwf<}&1qCTw8Sw_LiWdhk;ZF{;! zelaUG_iX64prDNSZz&t)Fm`j=HiX{~NH_Y-dS_7HwGJ1()Ws!uo1jYbPulg#=ZX{R zC$lD3PcVv7=!*3|nxxB_T+L(lt%V9V`}S5iXecE;>pi|;+wzseuu zcw)@+vh_Idq5-~H9|`rOT^gv8t}{7tt&e;IIHQfmt7J)xI&9=dWze1tHAV~u1G0WC)hWZAwE%&9YohJK(o)fzIzd^EZ!DHI8`q;Q zSm!kKX*VKlcT3rP-RvZWWftnAiP~MM>>D^X6NDsv1U54pX?W`!Rf3qk`H&hp&Y=a+ z7!ORPN$Ur zvASN_zPInDQ)mUO#8c8)gLTs&+{GNa8oNWVPV_EVbqS|wgz1SFe4&rq2(u{ z8N5StUk>sqEqc4RCl8hBk!-|GwQ)T&CVW~vS=ZSp$%>O;d-B6}TP`|UmFeA4XMRN` z->Dpf{GZttm#x!ysBou7W2!)w8%j<-+tX3Q-Ovh}} zu{L2jA6*3J)LZ{oD>)=+D!$spI*27o7-Ti$>L5bSSEMf~Iv;UH+{IY4(*k1dQj_P@ z=9+J>)g+d~_r&nDT(k|3HD8;>0Bk6f-DdLZT8MbhsGD*&A0PtAm%FX^^Jvq}xl1e# z4&ZZK-o&c}Go_P+c_Eu9%}&b9OdSieaal}23J#~8uspaU zHaF3$!J??^rYGo!Lpc>~dZ;$E;QpibnT5(>t!lAeth8hKS6Rm7LqG1ntKutg4}9IW z`A?c}lR#OVfl0re`oH(bjb+tF9pH9T?eI-8o3TXJca0k0AO`xh}FW7vp%Ob}H5T-4JD& z)#v7>u2$;qCI_9dhoy@t@6zAIY7d-SGU)tf5|HZpNeTynJq4{8gG_!7>FO|z!8aFR z>;~(SV{djTsK;%Q@JO8;DwfCL2RMVqr=JK)-|@deW{iilimOq)riebdH!aquAwi}j zgkTrgi{_WfvE6Ps=}Ui45snwWQ|zBo*Y4>U{FkLdzi%t9al+IuqqIf;lJ2k*+2%Y; z6k4_hj2{Mi%e}09ZOO0N!e)P$Xl2KZj=0%GnWD+J8Ds#it(sg$FbuY*@pHC8b4+QW zAfwaOh(_>DnzR#{NxPV6yx!u@ropT8xP8&Xf`Ku%9KM<7uET(W1##JTU@KujT#v(nm`myz>}@ix3sI5=IW%|5g? z9H;Xnd0^R5nPele%%(BX+Vf}1^}yqT=?8Na?JQsk87Mi9!^HCLTq9ISp6y1p?|8nt zgQ89p9<*K=I|$GqM}FA#o+!SPGFE467-}gBKwA^bj6KDLL*k>@sS~Uh2v8X|UkIJS zJEcH36xC^CFaAju)W2E@g&k+(EHL0SL{clp4_lh+ga;Kvd+^gU`Xq-t9$;X&G{*IP z?ZLE9tXwjAd&JLiX;xht+k#Gh+)JHo$T+T`t&qua(PBG~n9WX?$@!W{9X7yN(u~_L zAhs%Bl;HPwMUTTUk=3d`*Dx(FdS|&$pF+VDe&#ckVPWi1KCKEEdw2ZT#U?9O?N6xP zDsH7a{BDq?)S7$M=|r0y{) z?4*)H$DX|+HKa;pwF2AX^6!$G`2!4C&pyS57h=E0XJ62Vlk4kLK$A3o7>%C9ZxIvf zPEsiRzL6xTVtFFtii9Aj@mbzFO$GBI#8N9cM&@G@*o|{%Nz9e>${KmC)jcEby8kO7 zyE0Or%+N`&Bi|%yFe+md`wpJ*%CdaT*)zGWbFZ{OPjlviW>@Jz;xSML_3Gf$)JY3z z_bN;cRccTgZ}#L%^sVp;>L&HxSgPb-yaxc&S2jYm(AH_-jMxL&U`~yLP0<@SQIhoR zJN9Q&#={giA-}9oqIk8g6!N{%*qJ*yFp=JXWN~LYyeVKLO#`SS3j(OJQ&XbnBzTTd zN6BMpJjuObcALX^S6qI9LQFU!huG<~mCU~UND@YATvD?{LQVu~{o_bxZbt%vRp8=r z@KEk09iG(;X;JWWTzE>%#<|`=^dWqWjC0n%t*UJU>>H`y==JG1A+)l4$5!O=y0|xp zYK`^oUI>+^B`x~CxS~sJ+rkVeGTHyQ$O2uiGkAujMull4Dfbg`hkcmZ%5qR!6c~}iaEoE})-a>}MJop@C_bDLWUOCml;78mQ#Vm(9Bn01W z#*CN@IZz9psmIkaJest8?RF}aSuj1n(g3a_X0)Q{^!3G1!N@^h){lv>WLa~IKx5ya zZKLR0mhv5Pv{rZ_;H1BN{xBl&7~@vb@sL}Tx}%VjIlrGte{B%QTS)&~B>geH0k%b< zkzh_?$Y=DJms4uJa#3+AU0__{fq_$TxX7#mt%~vRg!W+7x2^HQahTrJkPSq@5&m7U zD#@ys7P+s+dyvc><@|6dctE1UEg7?IQ2D59~%9H^4 z*4BW=LD8OnDe0rU4$3J%prk`gBUp;a?rcVmRZXn+lYkV-svHy&5c*opmiGj~j<#rj zt0q6mZgpZ^k}!n}d>H{kZ7LsAIXWrfOi4a>;EqW*3K#q947B)T;~YJUp@jK)@<;F$ zlc7q;R0;43K|1{U&-Zb^u!s^@Wc)kx&ygM~*xB~ZffNO~QH2(iN~DQ67WW$*!{hHw zfz@=30lWc}y9e&NbQ)(h$#pXa=6fwhlGUfq#p@BHtGVV#RoM{)K5|T}(2Y#IZuCc9 zfz{+gGkA!Idq#jx6=F6Da74&Z{)ujW zgl(7k!(!FG&oE1D+><@YFvK+XwT_Sr{k{-5WOl0$iykQ7XY2z$3?)M0AH@R!U8Ze{ zA_yZx+euVL5prqNA2zyp&(r*>JBPHOh@ppchP8(1D$@_3g>3uT%!H`xw?RWs-zr3g z%eKCzTf{uD)nc!N2bZHb7do&Aex?6{`T5MEj*LOWqFAi65kndb<*;nVE=0`y$Jo=K4=Au)w` zlX%CrEW<2rj~&P0N1bvt!@@%Swx5RE&#EwG@owtY7if#g9kkCuyD-?*6P}}}T4>4Y z#zQjKJ#q1~^C9Pe_=wcOQB^}JrLc5e+pw?{Je@U&(wbW9fINd3Z?F% zA-1uYpnxM9qml^mElySJ@GM;4h+P8%w6QwAyBy=h(0XQ8vcIX}0gV9(iehwv`(6?6 zP{TS4gNm8qR5NU%EIwmNKn+`dj{N(|V2&`-i<>w^1SM5mydcXSp1d}N@Krj@czzUX z9`ZYbCdU__Yot|e9YoidsVkzH&~gG%Xs&*lmkA&U&z>oKgTxKF;X&J2(PFO<-TXG- z1mDr6opdq`g_J75QD+uR5SH8P)5kzrJ?gk9-eGov-L%;Wv2$@5lXzT(hs#VK<#2HR z5ry$R)U@8dM~es{Ey1e6$}mF_j}SWP42=rG#r1I4{xOa2z?aR+`M3U$X&#;k)JxHPWuBp^-~GsS%}_^`gKKAM)XE$W{@RoiKqb)A(8N zDT@?liLkxg(SfzyDt>@J?Z;`#cqHY5zIlTi1zlOgiKXl|MeKbd(5Oz*y!Tx|VCFW$ zUG1uXmh6e@e=>5~Bn_`QrXz>tKwfYU%N)>0+7-xB`t|A|T%PjlDxBCf|L{m&8Ym)m zz!z&^Tjof|%!7|;Loa~Hg`t+TPhR}$7gLFW!^~iCzYqPVNl=+*=5;YDsoCF-zc=pI z@L%@~$!xeA$j?Z=cGsiCnbSh5 z@B)ZhfTKRxV~{`%)B&;-ay{#l4B4=U&i7f>5r>wX4*KCxuA24ufHXz=X=wId&+VAK zau7n3W=?&i(B`Fs$iG!&3Rms-E3qt$96*wgR>i>^LXwLFS+-3KxO^H9vp6D;Jm9gsgmd! zShk>cnRY1gsn|}3rOt&49coo6fYldPkK6mGa7k~{NPjhvJxU+SWUY&^AZ&=6*zgh9 zC@)!lpJX(QKTd0M;X=0Q_o^(AXY~^MM;HzeT3qw5IBit{)v{Rnn$mJ!}M~x{l&K%rT)Tg z0lk7}1B~5dO8A)sHuhQ_zyzaTKZbx{$beGdT*2-60`f|4nk9zO1YHNpf|@iqGdrz# zCH&jJdor&5ZawCP%Mt)xx3jBjmS!^p{PtcdC&<)0-v?H6t=4ZO)ud??Fg_t{TY*>s z^Td*@BH-crDwGCn=*Usw^V8z1!j+D@B05I6y)lp#z2xC~YwnW=IooCi%YAaZKB>ZR zFhVB64l{9(HkT3gV%hQ4I(GO`30!)8e+0)~8ybHQN)jPO^>p{;R!}L7K3=3Uus+G$ z;_Xs3L~dZ|{_mSj{grDqNkK1-my~T@?tZ$F`$Mg-En#@W;7%;wH@5uEZ|~~Xu`%s& zyah?mDi!9x19B?Jcl>z1t8DXx4|(m@2mLcIU#2cRyb&b4K=4L^ZOnG9-IBNtU2`?$ zOG3d>i<-R5o;kp4Mc4EugT_B)8_KCacuf`h8V zZ#q62y=h?5;^h8q8tX~6Zh_Zf^2!aRI4y>GNT1 zH(_+?s>S8bht`?t>%Y4Awj~m3FmN*9wBiuXLjO7?qh5`8Aeoxdp_ODLO93Ri*%h_$ z?-V4VVA8`?j;2JDd$p2k=K+6E^eDjKCGNjNUT`%2=A02r3ff5zvYE9e#R#3`cm$A- zwSye5vfk-3P)_JlTMd1e0o#UPZAcN#uV3Foqgb7OwW`TY!KDF(1NK zTQ+-$h*sylM2C~L*Rjd4AZq0@sGi{|^TPXDFK(cfrO>fYJ!<7a8JkFIkQPL^=pKBO z-jQ?FKb^%Uny3zqdWLA9~UK0?E(nhlD@TPl!ssRBTEO2_>*XA#H7XRP>LLng8NYbDpV!wSrj zp8SLjtR0BMSfMG_xee-*GDhtEs9lI=65O=lfzOI{-8pSQpV4nR1ESxnaUYA7Pluj| z`6FWf?$tv!pmxZBpfbg|R)A8d!sD&dlx|u_WoNCB7VVyH9*my>uFLkLsqdC6N}{!CNs44Jm->y(a6#L@x(SL{IA$2el!HipZz9!M@w?B-)Gn zWURBYQ^ff1hw`Tzh2;|5g4Y4^i<)M&Erjfil~Z9FSqkx5)&S^yG}dB_XmwhGNK7^- z3r$+EFuUx^YUH{$v{ajz%y*uobr>XRHZd6YUaA8L!MobB%I%nd&VeNoIo?Vp)wuyx z>gK}gc49`DKI`S(j++$fKKNhggCQ_+H5im*j<(+$0~9HB=?$Uw`nqC+Tx6 zlI5KJI=)^!8(k&#dt;;y@t%2tw+F@Oo+U|RFJmE`yBK8EV1@{|cGkytFCksvWogC} z#TU(sXAT?qS1}J2OE=;&*xN58qbZ#*sQ~6%*j%u~uZK~*o&LrZNt1Lxo2BBRW(}3> z4CGSVh+t9X@QVt3X#=a-(s0TXf*Cg}5sx(8=B%Aug_2V~8*vT6>r7B-Yh}Ewtlqvv z`3!Rx?t&0S;&V!5%rn_K-y_UECD;+lW-qyK?Yxu+QVh;G0fWv0 z7AD1K7>nGDFI=nq2u2ORI40C}zA;hj&vtnS{nr_)&=GK)1BkMlBplgDE|Y)823~T5 z{jN;H00$VJoN(OsS(WKX`P80%`c{S zmk&TqKLLsB3h+h^u_3a@>HfQj{KgLAJ{8@2uH)3bh;XRxShaT$0ly$HE@@aOXL5(vtbiWZ?ap>tUOp)C^8e$@56E<^ggJ%7w3P0Wq*INgW zYo2UJupcfO-9g8JV@5H+0jbW&at?l7PEmooY*%;MTfT10lM;Bc#i=5+# zJF`;>;r$n2s>QvssO;SB$HDT9fYnHmiuRlqyt|7#i)Ys zCz)S*A*QK5I-9wS$|=#F!V~Nj0^1Yu``8c$GFC%?`wg4*Grdw{n8Z-P7m`4yEqRIj zBa8tCy#uV%_8Ar%ySgq-G9;>JiCK08V;yr^wqEb7M$M9P$hTTx8#+*DjfzkG6pis< z#s;y&j`etNr`z~l8m>+!;GERP18t=7qql!xH8Lv0 z2_`3f@(OVCXqMj#YjdW4X%bshjp2s5444-g;tiKrv7an78GRlBGl{D)D2?eU9cl46od;1& zi=w~B#|G9*FV&{H;w7Jp5*NU+H7>8PAWnv_X&7A2SR%^vwq(a<9Y z4mCF9M(tu7-c_5&uXNIL90AFNq9)$?-t*Fif8tN^0C1?0!iR7U1jrKJ;rQ?RgE8^b z7n1S^I8!88(WE~um~u0Cj!7<1>6#jP!LPEQ_?B2|O*%{H7rWOp0oV8wY86M{vp zWCX==G$zvXt^IBQppLilj%F9f{DWop{CHo{)R{OPUO77Eo)quRg)?hyv@ISGPL%HP z911e_8KbY(4fCl_@RHt}P;}}(?K9q321n@@XR!-~wPJcHDQTn`>PrNQ84Hx^CQX4n z3bpylo5`Y*Xy206#A66Ykqa)PTB3T^Xw4u?wFJJc6#H98BLl!|qU;`=;2`Afgw(=1 z`@|G66gS@j2rztC;xI&rjIVI=JCM%plmm;n?NWDC3Hm5qQBH+mkAzA%rEcSNBs825 z2fF?GK{$dt+L-q?+XYb$Yy}OfKbV10r(fNofhF(XtOOfBvwm}wkJ6~#ACEnXq?uSy z`YJma2Np~2wpc-v@gpO%F7&sGduR!&q*9C!mfSqyI1-1e@Qh`%SAd{Nf1-g=(N1qO z+=O@$cwaGj*z^M*dQi~yd~1KAWWMmF_j$S5_GzM#c?$`DR2U0Wm*C|(i?>fD>tNuw zRA7PSArW`)EmC2I0rNTz3W{-AbQ}wHsbm{;o?@U9%xFf6ShQD&l^s>w`BD z&x|sk%W0&Ev`)CNl&LlzN48w2k_$nQg?~%FIAN0*y|R4^$eKuLkgqZM`={0 zEZqf#7Yp~Xn_U)#v!xO2GoZok%P4Z7gJg|JmdbB21mfuHQRgzu&Jjig1U> zibR#;>o5%#K+rT`CNK>LVhopuI(aNgW?82&6#b@610ziKB9!j?|W* zOfSYR_~hT|ai=2cB^X!C8v(%-RoHhao8}ri2eeHJYlwW`I1`A^Zma0M7U@Nj2UDD&>KVkiaiHR_K8S(O}mivFsN`DXS&?p~@+ zPimuW&@ExxOMTUQCoBN?X$%FFPz+*eZD~jfAC41nDflQJ5zj=wj4VcE_DgT?J1Y)? z(ItA#E3&B3joVCW9v#Q#cVMPCh#kIx{ZgviXrVhgFpA_fb^uMhp5j`_GLJ0kYR2Ot zPFJ)?f2X>xZ#&wQPPr4%6|VOQ1;LI8H+Ni)?@5g0Tq=ErSh&Y(ZxAt+ncICtT+~9T zrWr-GH1TXM-H;0w@D4oxJ|tW`iFP?Bd>a3`imBc7^!C8y2@*L;r<&;qT=cG%SfGyK z)B(%XXm9hQ5D*uQMf%RU!@lCnZ1iTJUW!u86ds`5ZutWvTkJixasOD}QXB5_Tf>bGV;fHx+4cWm&S*b9O_@p#CQ`nyu+L=C63#gXBOgg-^u%KZhU$Bcy z#ye2*<3Bi{|0|+3Wpg_3l*e|@Dt*6oIbm@{*ignhgD_JD>m6+T?%@cmDe+{fhL<5| zA4NMNf-G3OJFN;&j~P>#E%dn^iCN|4qnC}}?UOc^S;#V^0}0$aa+e7cJVc5olGw^f zmyKM2GXpO+SiJ6awvVG5bYu=?Ec;#5ouJmZ@s>i#9GXWBQ$yO{i5~P{v6`B<02tuUslM8p>unu16FFv|`cMGe2H}B$;!EB1|#xAkKpfgM>Q8aHPLU7RiamZMaWIowjD?#>fQ7LkS?(p{BKvHfiz03}+kJteQ1-XVo$E0eog8)#^vg_H)e-hQ?} z>HaFoox1}iFy1`Vp)RlR6#WOUEx!@VVFIIfy=ypl12W;*nproK;C(BF?qx*;nT#Y* zUP@eUF|hiUR!mH=586>O@VU zP;|WizFSqMf8g47NDI|W>p--8bLglf*M6L70K@m;#!r+X=o9DAcYY&^OZyt8tj8xB zH&)TP9X@F{YCV}USE_kUXiPp+`|1{28Y_}Ce#5jBml-9JsM-{jFvS*5#Jy_#3pzZj zugI#z!}Ls>-g!UK1JyByW!7bqh1jo>VuH0ATL7? z*PdG(b;pe4A}b=n*~5jnh`TDw`)y11iHA}_c+l%Aey15{gz`Jdy%CS8S(#O-ZBkAT z!h2+28~teRfx`8vGuvIRbl$sQ3Bc>7K0@lEsL3AL>6G#DAUSa{7G@GBAT_hqmlfDr zbY?TzAb36(&YOJ?M>Q4QGUGouBlh@WTSEWnxDTH;6W^_)~LzR>yA>=Eq%TsVyh<^mqC8-k#5q?~A%O z*%D{{ZIe!cqO+4qGHdB>(pz0D{V{n`+O0W$%Fk)(+J{e1-lu@59VSu`KKxWQeO~=A zK_FA6vPW_xRx3ri=twFadi5^c?<0TJDFCU^cZ?TIHbO@PfjS_mS#lvJ50f=AD~}WW!BHkCAyzie9#Ev z#3^RRYig1nYa@Io{{}rz&SF|*(u?yxF3NhzHdstj7moAFZX+{!grmLcBhahB4zFWh9o(F zgeU&b90z-%x-&fIQG$4AN6vtN5y?qHo#^e7zzA#|K|#s|te1Q$APnkcYiYH#?~EL- zXhdQXj;?!Y4-vFRWt#xxc$tKw%BLlX$nL_7Cr3I81iYSY@^zN`PM4LCQ)(*{A$fTP zB#Tk@ZJ(ze?2;wih!e~jj18!xciqDkt8_Kx@VLevIVXi%yj6oNa(^MldyRfPwv61& zyeCo$N-LoSKp6+6BrfL?ZHL!6;WIZS@Lj2o zf*kklLI7!%0@SW$wTGmJm2Y+Q;*hNLX`#A$k-k#5o(3y@fZG38VfSTxXo3j2hNXzV@${+jEI=V z)YduZNc6*m#MCO4WfK^8a9*3%i3wCWr$9A7Fvcn>CDk!(Cr$vDVEvAc<-cSW1XncM z;L;&*d=hPP$g3sklKaWtDttvLAiIh7{98ho@57xr@6&J)fzyDv=LYA&Ck3nc{q>(P z7IP<~zGHkF@TW(?D`wD8d2L!sRLxGKe}Cz6@GPCE9-;n%_A^P zzh~f75#N4nIf$Wvtph8GbYkDswXSWEvsGYX%6AQBU~fT6SmkY9JO(goDb+g{3a_{( zHp7(?Ic)jwdg4eP28-n1<~B5UUb5b(L&G;$02p-TD4Re6C)Fs^bijytC*`~;l3F#* z+XECSF2T5eL*E4_+I0589U9qAif$2U|=Cp`FKBfxaYI1QgwUyj6(=g@Nx zN?@=|XV~)YdPvJ$-R0_yh{z~vRZf9Yo{E)K`{)@X+au8WWMK#?^Zqq9S5`)h zXRG1BQFTt+NVFZvp^f8f5U2@-5V@m*-K$~}cAEt$m=D6 zsj$jKEu6b;gO((CEyn5=VLfQ7|3%ci$`0tFdRiii@S$VX>h3@znK|0R4KM=QVo1}- z(?`f#!^xalhtFZG{?MCHHsAE$@k?4D$Eo#ypoN^d^%DZ&0YYwstPCDK-e~f^0xZes z?0i13Jn4`pRpj@Eyu~s<~y;aUbLYat|p6 ziYd$ikY^R8+Mn5n*dOnVsYhXg$i(o}KdXf=x(=2LoF%5*Id-q$o?F(_0cEt_8#))D znSU0z@z4&|;5Iy~-Wqr+uPCp;aJc7((4}R7WSq&7G|{1B3hbU{sW0u0%B%DvV2MCx zbZ+g5`$lvwlQpoU#&OVAqTn)LXqD=~>)c>U!i?E3dMQL;(uR5av2J`>qNTuTlQnzS zY~*PQSM?!JxTQdC)IY*DMlu{8H1HSbM(kN5Qjfm&Gn~TT+XW~czAK|{&qg%tI;r`` z{?CosO!_J3pet=)+(9C4Hs5}L3~;me4-n2W2$(O2Nqkm6Q1ZPb6(8Q#nn`6Bz}qk( z9ck1Xc2}5R>CKPmX}8GkY~+>v8umK)8(`nwub~l3#o!zVQ#YVFiIUPi(#+tz%X4J# zicb9ue%eMseSJ69C6w&f+KdB9PBk%aQokrM&{0?Kp&rR3czbh8_ETTBs};ZpHH-_Z zcphHY=Vv3mMS`(H2C(<`{Mq5*GikJ_#xw6bTgvWcRcUg{dSpu1TdKJ9B*gPA7_gGn`f zP0{ljZ=K?K;X>_rQeKY-Hu#m#kSsP zTRExG+RDRw`s*;lTyrCV@uUM=xNoYPiSwTc2aFugqqM%cnc~5@(A3eGo#Yc%*tniQ zGL)lsX#5oAbP*h zv>(Y@8oUnO1nzM0?wMxs>fRq;gq_(J zmnk$n3!jB@c^YXTtQL4rT=QgpV2ij|-O-odqB7{n?d9CI;MUL4V_7e}8Bsk0BD;6z zt#WEP+aI!v$x}TSfOJ!nhnSOYRMr!U^H6B3ykn9=odt1L5i@)Si&x&}73Acj{bt6c z_E|GsrRnepb+FK}73sQJ$9SJem>3af^`oM{Nxo2*xz3N`MFQ+5++L+i>27(TtDQ-r zs7wnMXVD|z8vq0+d;qnotqTx6(QN$!KIQL*^}64!WevY7n_(L1baDhUl!R5QM|Lgl zp|EdkHc_=QDphf?3lW;1J_Di3CTmB~SjK=iq!;;# zJhm@5?UI|O_!fxBUVtkd#jZZrB$Ax)8|&Oo+7?$&U;f<6j@kF&0hLFkf~0v9VoCiN zs``0K?6OXrzjCO>as?bk(T(*D)0Bbk9CyD^hD4EIpt*;ZIhq1TtNeGTC`umM|aZ+iFT3Z;Ko0SvIWHPd_lr%7(5dY=f|P7rVp~+c*PH>9FOc zajpKe2#o@{ya#=!|Bc<7UoRV!`h=D-r$6d_EHdPzHrWR3LMPA506}bnO1}juG&!P~ zWZL@gm_JC&E#>@1bPUsalXIes^f6X-pvjsCE!~i>V}fm-N@&(gWRMrNqkqR2eLIc! z@n9!&GZY}A&rWCO*boSD%k%G@v_J4_xq4$sn^iMgTvwPDYT86~OI zZ!)Rt+Wdt>9O87aT2@3X&Q4O@m=jQTB7C8&xlcwp7D5y2+8LlAq=;i+5ulR(i zo{K^{Z1(?e_v^v;|5Z2WN%HMMg7*i}nY4iAiBv1&<8$fL0b&2a>x@#X+98-}8o6g&pGOk@_niZCFJnSz2k-E_og~2aAJSzRTv~(`Z#_Sg<$2pnnPkgZ%5tZ8RKBX zd%9#2z%rVl@!0J01+S_L*5CW^zq%iaOYVE+T1SFnO)fP32&oblwO*!IIr|{VpD3NW zk@;_7QuYEzH?{=%yKRoI@wyz7L%LSYX{li~Fc*qD#XSE`7mBx4v`QmE_zpL9+CfnT zxsxQ(mpjTs*Hfg*VkunFyDqQ4GB=KwrdSt(p>7{ArerIvSdavjyX|#iAta7n5P|*_ zOatYcUYv?%zl;ps(R$YH7@+Wit1;>t2wB!t63wahK!852ppAN)&}t^UBRD~3{YxA_ zp>xUO$YF;oD!SrYsWASe7{c!pQKcOJgwl+3eON(^-}S)D2?GgQW4B0GF3b$v*<6l_rbWBN!dEG;&7W-Sd){s@gv7F)dnG%( ztb?70oYcCBc=^Xj&Iwtm1hYP~N*j{6pdEF+Xq4;q|SM^CO)?Dr-c}La4X+%l% z1{vJ7rTB?vLKP9m9tC9LCuM8p!HkUpyRO=}JqOe*hXRVl(!&6?u1T&!QGpocG3jaK zBYlZj)%C`WXUa_`tQLO(k-F0^wi>l+;9ydmS+?ed-Q=F(|{165&Y!I{2 zujS>YFUun`S9$lt(txkmWqrb8r){%K4oOryt;RRkE3mQDGKp$Ob8D9y>TqILhzire zbS`b>;re%mr*|1^GjLmDX57{!Ct^~9vxZ>OHS>f7X_zJab(Ms-*=cj`0FXvW;z+B> zbV^yA;d_4<@7C4p#T}Q&qI8==Mk?<0K~-I}W81PceN3kJ zwaNPBI#52rxfs|g(%R}TZj}}b^PRuvIynWZ9@z~c&mT|3pjwzVJo6&+IVc#Ak6`+n zDN_)YaPd%b>XIjj84Q*X6IH+^77&i+?HL_Y%a?nVC2i?~UiS*s4RP;_zTF2%D*4)-sj zk$&y>03a^7GM$$=<&bOpO#$J^hOyH0@_1B1EFGn}%&VT&D*Qzke+O_0-W7 znSr5{Ra7u&f4Bowro9x)C>EJQWis1!Dao4N-Vc@WIap9`kj`?3qhccKrJ&ic_hXEA zUg^M4T?|8?q3p|8IP6a}j(z%MU$^cWEqGvaUe9kp{maFePi&Je1S}1vB=A!-LZ2;0 zV0m?cYV*`RVPVa_GU>1!8o&FD{BmNW`1jF}L5N(MWwVVPW^&Y|`y@QzbX>N06e~UY zAvy&n8XbV~)T$jw*0jHz;mx{za-v`V1yh7NZ`da&JB8U{?VGP|{<5O6+!KZP(T1&! zz{8dusS%3Rb^kszi4WWYWV~lM=7wWi%>|s%L&s0^2wNSTlY^^dldc>e;haVd{bt%i zIrh0YOB~Fl+86S${T<4&+b!w})+14(IS2*;7QDfr1G2opf!xi$Y$Tfov zh;6^B#xcG(artJ*bfJHEB^GkBSPFoKvilyJq%WWol5;EqDmjNw!e@^uvI36E*vZ2B zymd8hwfwz)R}f~qHx6}iX7}vc|Jk4Pu9TD(6Ot@Bnl^Z$V`!nMjvc*?zgZ2nGoj<^ zn6vE9dJH@wQ^0qd5(;&%Q6-3K0o;%xuBjhwX!}=as1liU{Tj=zPq3kVV(ctDN|l_}W<<@E!JER#M_8(8b^^X`?=BrV5; zp&)eaRq`XwIf?fL7ZU4oDpql- zpUij6SzX?pT~4gH?49kwd-H#B7P9`Y&O*ljXC`FCXJ@5n{J);U|6f_i!OY0~e~g9r zP;{ae*3Kr5_;jMy2F@nJCPsF~CQ!V*P)^Q{CI&W8?wd8PChEwRZLAQ1#mUU<&TY-f z&XR7h^!@NmMAP#mJLEg!Zjx+@h0bnafyK-ac%6Mey=R+e-<)SZ3{Epmw=K6QZ%w&Y z=;q5U?8VjjsQ4V@AhQEQ6Er~c3(HF2ob3OhK=LU6MA+v6@AXf|jP>JPfdCKm$%Vln zz#{;j`Bech;z|6|(E5p}siP+V;zI|wbNX3Z?E#*E!J)CRzWQkTbO2Cq{fOWaX7#Zk z{2va&pvM8BoInKj;gJ8X_-WuF0NOwSs|Wt!`#)Q`0E@7A05o-H{^Q350p#FeE{LtS z2haji?oY)JX9@?^hjjsB|8@aT7bH;K->czp;VnbHcNx3|bkOI-6@;e`u>3i&1Z5fVzO#sT9dHU50z3e327rAG_LnmS1X2&g zHH7Vd3)g`+t}naKXM&$S0H5Wj*8k5QXagXp8k>K17LFNiyRYo&ju-H+#0wwhbpMwO z^K3&S(e*kzJ1eTA zs{ds7dzFHOaMu9TajayiSSVj{NPQo@%IWv~aEf@W>bR@rYBzvc=K81TyviC493sTZzS zL$^Di1CWQ)9i$x)$9wYw-s-u|eSqG*>pL{cFUc` zuFRJpF?4;9=4TJ1rai&X`Ch{3#0_?f2nQ#x`McR){EV;nkCTo-0b2s;$##pfV)Hy5 zM@^`%2$D)Wg^^Qba(F2{gsPiDSKSyr(569lPG{A&#g7)Iutrz)!uFJU9@P+ zw&0nwu|3d8{A}qMe8f*qn3YkcatD|7*NA@wyIV+l6GcEsaJZqYmvpRvuqhOkW5raO;V zV-BH^HU_Yt4IiCV?fh6Yu;Lo0sSg}~Pc*Ri1c)l{N}4qIcvepqK1i3A67({ZL6yr$ zaX~Mk{URH$P?6I{*p$dMR%WRBx^C3)pJuCs0if3Uu7Z^%h64{iUF}@v(@V7SGpWkJRB52LRuMg`0B*hDQRO7YausIUAIq zLKZ`>9w+`*3D27xt4mZVv}gft_gaxWV;q8L*lR$Gs{ydpl9JnNyo5U)>2K`cI=OLE zsw9-JM80Xl#i5Jq9;>k^>p5j!ox)e1-nij?Hw9PSJ+K&`M1lW&_4Mi6Ew$skN8)@{ zIB*_Nn&~)=ls||PtpeW$zuFbdB-#_43FsPC<_ zP1F(XelAyxh)!y7>Sk}|$5|^jsDv{@zzcZCH&*#2nEi$sKE&%&4CX;)swd@`gU~b+ zgu+Oyt2Y7%Yxx9V2qr4SIf&FoYevXLc+tB|o$I5=j3WZCmm9L1Fo>aM#XU&6Uieg4Nn>A=>o0OH`Zr!%pusWzitizPFcC9&U1R!U6OHm+- zeA?1$OhlArme`)Pk1)RX86HPTNu5FOh~NN}xWUrO@3vDU8v(z(no&fd9X>Gr{qiUJ zx<{A>hpV$+RFK_nE}(#dsjhL?$ziyyGmd}{FLQ;&l}gDBJ+Gtr(8;Hfp2&COjN!y>heb9%4{)&WM~gFG#Gc;x0$qnJB&X^IotVa&+l~yC)oEfKna{=uDVjp3y;5=Ec zQjtcC!OYV#)(FH!r*>?$#bi`=#cZJO6WcyZ(-k^5lj~T<0YdpA-zmkx1@WgDc4DQ< zZLyN!#)R#%txr%u`Ym?o4J97O7spZ$L?g=lGN*p?J=3M;IJ?VeY<_ zezhi`1A-CXe7+t#(e86=A_5P2eQN$`h14dl@RxQjof%)~#FF3D8$z~)xEF~I3T=4F zayfzCk|=US8?3lHkm8V%368hlWu)TmuW+={;X9c%Mqy{wD6AG+vz39+UuF*z4)iIt-7alUi&2ipbHqFjcfLbVS%!!FFYI?_wW zAYp6ZV|4AUQwN%9nG-1GZuX7EMFmQH!mqF{gU62THKJVxs!;Gx)y!oAmax5W-7v@U zgo+=Oe;1iImm|%x0%llpT+{G3PIF!(=hEZy$tgxL9CK4CJLV?Er*0rAQTRu_Q$BTV zt(dBQn@Yzq9&&ZPAu9z=KKxa(jr;T*6y!uo!Snu55q);OP3+KYU*d^TX|!xI++-^{IQO)4jP=!5udWWokA>vb(r#k> z%J)-XSIvj~7HK8QJfHlklJX=7(pr#`l9*mejyKFL0}To*-f|c*r5PG&Gw4|X@CX?# ziEXIeD8_e&JgPgkiU^SP)cA9`84D}M;77}P<6&=fV(M3W0Kb0t8q)~=klvr4NSah~ zF9@I4V1s@P6s@%XqkY-0}upj0Qz_dd1RX*!?Rzf zUvCC#yPZF3&zPSCzp zAoiQBbCieT=P#M^##OI)OH}v{Q_Q$1aAXE`hvM;j>n8-2#kO)mjrNrOS|bw&d;Jt0 z+Z}aXa8i_FeO`ZfU|S!?O5TshFQybyD|fynckyOi0>U=P=chH-qPn@Tb5v4`++(9p z7i8`rMj2ts$d}uHpSjbe&bu2~&l!gzXMJRJBAbbIOZ_`Z7<2J>zk}ue{5;Ek7KB9*ZaxJNK{~yzxY%Q}{}F(~I_Z}8Q8EGL_8{)Xq==1K&h)OVxR?=s z=kg`t{*Bwvv{+s#TvIk=C1Q#^UCe`7W%l)>pw|B5n3F=wmH3uA_j~?&K}05?A;@F0 zyVEh>(|ELM^_XroKZkrjOuG839zbaUW&*#Or$G?hl}3PXPYQWpii_45nM(lIx9Z{jojexqpkp8&KsU$+Vumqw8F=!J zkV)z!Rll%|*f1PEo2Uy&r+ECCW_g)&fJ?`vKu=UiT##T6)p%T!Cg=8Ar3RB%CuuEJ z&O>ZO;8!^H!2doVw(8Si>Rtp#gUi$qXkW;EqL+maDMizbm0aD9-yl zXN|&HMmL%Lpr=Kzh2OY>;c$!>e0g zJ;^~MY0+Xs{9Xd2fFFCMN@4qIc*gEv3KNaW-TYqBtvJTv_W^)Q2I=2EQjWVoAV)_L z7ptM4Djd##hfRjZ){#gX9dLIoerabfN}o*{6!Y8yS-dq@&F2e=aav$Q?+BN3N~gms zGt(*a7m-#Lys#OIZWxu&SmBDf1#;Y&oH@qhT#J~9hQIZj7)$zA=9?I$EYS)MQCOwZ z;yZd!WrLujp8@y56pGaSHQUDwlXA^eZ;W_Gx|pOklWDBnF07UBHLGg4FLTi44GgnE zGjjwtQ6G)IZRgb!M>MlFsxCom9<^W;O)^V5$6^>FP*tLk>QUZLE6Kba#ZWor*7Ah9 zQquIR!QPFz8u0D&$&^tgCU-$rJHGEa;mXv&x^9v!Rlg4|w$%23Nwew|ucSN_H412* ztmjFav~kvD*d+~2Ro)FLNx}1RYH(Q`9Zso4obsX72=74(N0vGL@H`0WFu%RaPLbwr zCHWmUZo^F1a?h()(1X^F5ZnQ+8JwVVGu%%=>$P_v_a!Q-HdAiVrK52L2uy2tH|=gC zlvDBkGIXk(=nP8fw_O#a==2xf|$>ce_Thz$7`nj>1FG@ykV zgNfg{Iz#Q5hy-zuAojwrp!F=|e(hIJq+D zOn*$i_p!@Osf&6jaOb`C{!e%EKo+9&Z+aLL)dZGxi&M`ik6|Av*;LZwM}6aQewn7Q z;yniCtFMw3o;x6JrD$~|UUr4;Le=!m4n9W(32p47vYX-9yIl^u?F)LB{*OnO^xG~p z@{LedXV#G+an3dwvm6Pg1P5LT40L0@(112X1pK6fbVRUw{d3de$CXfPwn3C1qvtE- z83BNF1nl$CK_dF_7FN6$-lxk*+O}g?=8bH~*YBIV=|r#)ZRSUv*F+o58&6r^3_^ zGO|Yj3LQb5Jde^#%iYG6=Ei852%=o z$_p78hluYk)Pv6hn5!DP7v?Cf;A8FH2OLy|MS{6hxn^Fnv|JFhm)?oJ?kIuga)N59 zgTz&M(!~uQq&Y&WJ6rfeMJJ3<&O_?s2COSfzPyNv+-EQG71}C7R1~jcOEsCZQNTcwW+(blsW4OV!0ZD@v_r8A)y(^+ejw+WS886J`>i znWpR=>4^wrgER37bV zJVQKl^M?EcwxH(J@t(%+wA>7fDRpG-mC0VNdKy70-0h!5qc6f4Kp*+|M3q6v{tC(s z^_xz2k|pA#dQ||;Vai6&jZv1QrhbV?AbyZN1=Q{M1Um&*-L6;9I?VE{LQ5 zPEuG(^t7Jd*qOADl}Nwit5qSAct2Y(D}d&29b%R1#kdbURhHM@I6FN&!>e->SqrbD z9zSYGhEMkT8)bO8l6d&W(B58T1# z=+dhtd5x2)x(Wf8d327#S-7HUB!<;uPgW@{@_y8%t^4riaq1Xl?}6#l?L`qO9Jc5} z7=OzQ+CQt>1i#HnW0fb2lzzP1SDYQ(^unm0=5w{6EigkAPfItT0_Y2jwTX^p=*7ty z#wecks)JckCpo+Rt48ld0D7*0bf!t>lFq+0pz?;vTPZ&a0H3NOpgbvrVC@o#wMQ7T z;1i#?QJXSs*x@L=?|HeEuO}`Cuiqe@J$I1^lncr`dqZz}DyGemasj>z!EXs+ZIwkB zVZu*@-+2$8bW|iI?UBNuiAI_=_VO}D$EuX7=w91w91+g7euRy1x}%Yhoyzv5qkTId zZ^L34Ai?O_BFsYrXJ6wy5 zw1D`icVI=HInL#FsHoy0bBsAsijx3g|NeG!Fula#?$=VtRGJ6m`lboI z3T*>Oh+}Cpyc2T+m3MHv;U9p6IM(7z2ngVlW3naFh}}%TkRT7b)4T(n@vp19Waf6z zGO+~fc0ShdiX$EdxNp+<-@|?4oJEEnu3Uy@mG0C)W|O}idCJq3_W>Sq(vA?hdb=5 ziak+Sry#Zf_BYu4ad5Z(Xlk*>W|rZAD4#7qQmBlJMi9?t%E}?PwPgE7c;nFLVd1Z_ z8h~p~zqcOq<@?AaK02s4gz22GBEOJG(bjqL6&{VyFNVbo&Bq<9fDRSAB&?w;8rjVv z77h4g+g#gGe(4j7({Q01f&F-|=GXi}X$+Cp^u8n^QEN#Sy`$JKiq?JX=QE}s0VG% zz7L|q<$FBIs>9=XyjpU*tmI==81MeF!#n1bNg-Cn@2`!RRx+TcNOT|uzuxR$N$@Kx zzk<8n8jY`(hKC$R|4N|Uj~uSoCxKIi#_DVs|xskcl)zVIgg4Ed>6&{ip#-Uwr!PvB`4TJv-*p^k3{oS~0@ z_|W6RH+6igm@I1WKx@7w?nVK1hK;Cn8TqLFXR7L{*v1OyF6aeXNQH;hd&r<#N*>?t zanU`K16jb69)h2FZ*MOvLsgnIo1bzz?5jri&{GnNr~W%wGmeEu_Za)}gT-Anp3@j* z?@~_@DZ%9s7$xa8PL9Oz&(n_(bnOx5HMQ*Z?l7kyB<6>buxg-JR~%(IRU!LH9%<)e z<$my${)R7qh?C3^6a!|(G-o8Y zuEBiIHT8{_;!oBCh~~t3L0j2`Y8gzA-ecgL7g-%nh(xP+ltiXK9Fp+;hL@$NR5~jb3jrED9s;2s`yK=aW(;?v;_Xrkm3p-Nj?|7kAdF>VPYQJK1 zEGWhs3hs1m_D*JZ4bq(M70C~Yk{bu5TW*#nS53ns*u8tNS6SM6pwRZ`Ulb&4a9*~% z_#EV~j#n{8%EY*szg0VH=w?uY93O~Xm!VJc;B-q(^&}M-Cz7qNN+NxsWV{c&5nHC) zUaI>%$5@$ro>1C*+eHIccGbx>3GL`KS^zeCBG4YT^zWy>KA9^j>&D8iM`HoBwlf}c zdx^C2{6ntxaf2|17@$}M=emObtw)6(WxwjnF?A1 zNy`_h7ZFi6CXt@@X#0^qV!K#nFc2x^X=8QX+v}>37PAn*x#;tu03kw**X5JFyhSo6 z)~OjC=0tg5{fe|%*6F|wNfFlKG=OZ;>d;fY4HI72o)P5)+OEE7)>1k42qNW6rdt+d zjT&?})_DFX3RON}n3J`^**z5>nMMI>FtffEr!2;AnrN2Ja&6*t{5%TVdxIVRnwL1P z`O?&6+^}nE0kuEox5yKqknkv7OX*$>F||LLyBm|u*Hm9|Qc2W4q5=8r;sMcni)NYk z7=vs4y!sf$yCwsh25Yu~NcMKWO*l}=Hpk4yugsOWHO88BCq8j_mSh6%fcwZH2Ku|y zaQ3wdnZB^h(4HqTjV;zd6JIZCztwmBhIDU~J-!5AF!XF3jrQ~7sARl*w-rTncI*S6 zpJw@2<=k+-dQ4~PlQ+L`cP|M%1$TgW&0@NJhm@#BRYT;Fg&vFpJ%-oyXBlI(_Ry}V z#%k;`W;msmsDoyfd;?dY^YCjf%et(Uw}G%O#Dsbjtm862bgFmNY8HGalT=0D`D2v_ zD@76TxJHz z@Vbn#b&^MJ)Tk zfm%;dB}Vu0#C)O;3m$bxrpBt+K;K(bCvl2xpxVRKV+#rj(zx62otvNfsRpKp3nbuV z=U^pb4bB%5JLO?brW-iQ1r#uo0mYm~8_oFbw1wjQ0oM~iDj;0UPM{KQM}KpgYrm_` z8si1{&@e)$QixE2`AZo$hZZz7=4SQL)Qsd%upv%)GjK{AbW$06GZQOB`roxpsA>+N zY`z`hn30MMQG){jbzu{x`{Uw}KBF}D{tDo;1@L5thL3W>v`BXdZZqB?n;oW|7yE1# zBCZ8B;t}Itgd+yzAj=B7!Y=;BQ<1BBW}_+RWOGsDF|R>2=pLf>d~|Q+dk*9iN{R0~ zl!S~k1k0TLQc+y75KP!5dptq%ZeH&V&H+scKwY3a)n45(F9e!RgM%mhnC5^&ux!!+=l^ zD_qI3Z+IXW0^6%XX^d^#4!ybWxk zw*f{|)Wa7-o{mFp!nxV}ya-+55^2)MCANlUN*;d_o(K0h()D^BpAg?JTCXSq+l0m2G@pu=O?4?Xq|bOL zHrf|C?7FpAd=Nx#1v_i^yD2p*^D{e&xyhkSZvjw`6!z|}oE#V-g>XiRlS zCqu5R+*e580&@uiKS4jQ#O) z<}h~xX=#h^`U@;pz!^!=<^zqGg$TE>HVMLQ6Wc<}Y$=9OQT$>9E ziWTH+Tc3(I=IZ+H&D}-rS}-#Q!Fpr-eERosLb^Sv!4y+1&b38%B;6l-eiuyTG`}Z7 zj7m(>1_WbWf)oDUvW0Ks#$Eu{s(`9o@@lP`EXDc?H-G`f#Y=%-=@%(uUBB$`yqHLC zu4I&#?L07Ar6|bt%qy1woG>yQJo3BIYbOf~*};ShmjGwmwvH*xf0vHb*JFH@$O$lc z^5(Z+Fo)6`I6}**5qyU^xRrD|l}?C$u}_`b+R84HOSa)w@M$|XlUvkDU7(B#O^G?_ zu2MP-WV`;kKeytHQ5i4*Y3a+0>pCf1(Gry(>l^iwGwPx zK@^*~{FX#Q`f}i##|2^QQ3bl>Wz-vNp#~>C-#L5Gq0w;`WkwwT%j5d=027##rmZ9D z@}N!gvT+>=Jk2~fBuSDAOhB_TEZ4#Gw)dqjz0N-oH$y5|i>Co=;%#1|z=EmOX~eFA z#EsV8yDx?y>}9+mt?x>JjonL<)KW?JXs^q zd%!^NWStJQPKcFxQ;x{|lcP{tQ{$b}XbASOotH9Mg%r%ihH~KS_*)M~&F+#Bxlz(5 zzai9a_y43(F*30KA3Q1rM>}H|qaQvLg}t$rk1tqp!sg2mcZE-){T=?Xmr58UF*je_%vOFKy!CX6I<^MDg=D|1qY8ovp|ZZHs_Hgo}xR ziIIVofrXKYm4lUont_R&fr0!dPS(!&{}rO*Xkc$|V*JAaGq83tfudJX5ml!XbFsEI zG_bY(Hy0}A7ES~|$A8WV4Z$xHN2i~m37F{^Sr}P4nb=sFX_@HQ{(G{1I+&;v$XK|V z{1nG!Vx%OnvNv!xcQP>`aQ&~2Y;??Y%#{ClW+t}Ac7~QvO#jCksCd|$5YWpTS}Hr+ zK+($)aI*emsX0116R@-Vm@+1|X3pjW%*?DD|KA)oO%10F4kX`|+CHNuN=R}C>*5ls zmIG_HR3q*c5?_7e^<}XX9I0{RyNhS58w5$|2$tjqNGO5A_X}un$uW=x8EMlrmK4s9 zq)Fy%bFv>ff`JlqA+BfoZNOL%sT3orhM^05Z#G z4AJpIo=7CY$uiVrq+*s~@gvVHLlXcLaiz0mwAUDN0nIQnUYoRlKnPLHyJk^lU>`C7 zo;T8cL;iaE+B5#SssWfcjc8c@xyUJi#m-~`sGGnK0-d1>EMsvPDgJslMa0Sh&WsAG z;krPi#iIO8AcWF9%24`MeOr)V$w?tNABC8%eH@8-xM&QzOpy*~lQw-@m3Sc(^e|3w z!gshMpf^rnWDYs;V@=}xGI<8*;&g~@gD7yWLF7>)#Ol}=#xqs|p-dn;qyvkAJJ$Nl6kG?IpnU?i`2XxI&PW2DhF%}UJwkjQ5Wt~MXTGN{ z(2ICOo7c~q6A%V^p(9^_>R%?U%n|7IFwKOp^tRbo=Kv}mnVC=?-F@FYDo7%lgP*}7Ju??f+qH32=p7? zZv2QV zR^}b^*V6;04!kW|Wan!yXD=STZHit<;TmnP?EUN1O45!Tm=sLXC9nacqe(S9{&!G> z@NbF70eId4n~p3QIyMEe_<2rFlr(H#Sqqj$;Ut@U6)G5H86mNZ{3loN63qi!w*nQc zE;j;^aror*@C2L?if>lZ66U^#PK5ywL1z>$u`Z^FTO-La6|mMK3vCrt`9vEH#Xr^- z7gBkX^wbh|&cAq59DA$GGf<5{m0l(Ju(M6Vqz)(N7!OX?Vnx{-xW|gT*)x+q!Oxl+ zVjQ`_O(UD4WTFY?9jVJ3pag$gAON12tOnDf_2&;y_8^zzN;M)EKMH4jx)O@wEEv`S zQ!Yac&C4kuN3v|gS`{2k0|bRsyY5?d;Tzhlhc61yiagL2F{B`M0`{?BFBhF+DZy3= z{Y42{PtTWjRf48|pKZ%FRG0v{KakriuxA(ho_;lERc!jvGEHGsqrUwJB_@`8LmK3X z@x7O)_Z@SC5lU5zRkW4kSC%|y@PK+zX|1ooS`s1* zlz-o^r(4h(t$(>}6@BXhPgpt2+CW#hu?|X3T{PHUST>3xwhAJ;$j77G%xcim+9_S3 zKWh2E!uCDz>W4OC&a(#8oa+_RKD{1hVei``OzgYyOgQ^qDH)d1@5gTb}M*33!^n_thTmX1v(N;27eBN>}bF%d*mRkbXuXaH=8`+1=dz&nN# zc$0_ies~j26-31kL!=l9fjVR{I`vJU_%s*8DWE41pnn(U~LB*3_0P ztcwamQJtTLP(2{DcA#1C-oXOzn?|Jc(sT|!WUi=(dPsjbl zw?0!)&~MA=_Rpd!c?GcEmG~QgK1(Va63=3lN@7OiUgfu)tPc6Ex%@Jr7UYZ_EmXtnY;sqX&45*=`HdLBWPpCZ4&E2ke z&Mh_FyD?L%Eu_%lmnc5ZC=-kcUw(C|1SK!+n`5DB7rX9(D}otlsl)c-$Pte{cCaXb zHd`{QV$Us~&jwQHh3YTiO(j*)ElAv4qb6zwty?tTH(BYxjY7jmXSF`l4WJU&403ls zmI6&q3?*jKG8jSWk<`#vV6ZRE5Ktb|u)Ym?Sc0+pngLRd?NJA*Ghc zAQlXt>o+B3Ry2_vnIc~HudY`Zm;dB%VA;tXIiAns8zgfs+w+2@(|EN7^~rP%k-lD@ z$Kg*y2mqdVwEOp#g$R8hNQ5b~z~WfM7LvnUEuKt*;8}&%eB+~Tks7)7GpXAtjJ9+1< zaylAw>~V{)*70&9g`*1>k|TXz*6~|CgLQb{3NehD0mHHx3zTPoGd;8mkiCT`_=%U6 ziXY?Q2|KbWt778%qegXsj9BvGzQxCTW1WemGkM2rqq3eAePDp5$x8E8NmUO)^IoT% zaV7JMVbK{q`>h9Oj?;e|ym>lFere?B+`YcI@<`sN6qwSB#%}ZT^Ln@^d}VdZptA=C zt{pZAwCY+}?dpUcLC;;v47P`CHYsVcsQi+1Re?($nXYC*ll4JoUn8<9H+fdPIJjS_ z&G~XGUS>B;@fNW z9yj}lIq{xG_a5uL&y_t2Tor$X7blnJy?$TQ|9S4TLm%q*|=>)$!dkjg&%?E#z;xvpo@b< zIktphbwI);yvc!S5is#3;NT^^(FE2y7}E7{kmW#LdqIGrPz_TGU-ByUN(yO7AoW^| z6>6pK7nn9SyEd*$LnKuj7){X?RLTo%U5m^cuKx4DdPhq4(0Hsbxc)NyhQRphDnoIAfPtDs(?@^s- zuCd0ytHMnJBk^o1#MK*24N*mE557}ltk%|3BUL8I;x(Xo7x4|OOfO*m<0!!fR2*{* zq*?O}z*`3NR8Qe{^|c&mmsdXe;g#ZKT4LuRzLM&LBa7CHnry>=TmXz&=YyJ4D6K0p zQp$HlCX(#0HA2{g!-l}c8|QYdtf6xLeR*ce?@EL~i-(<4jDv%bl~IIKh@F{Dh+T|POpsHQNrYWcghPyl zgMp9W{~hu(&VQwWOf2mGnFaoTNSScwN0|lz5k_x!z8)#!PrFIDAm_N}0!|CWYIuHQ zq95!IIkmYX)gC|&xY6gnPV2gwnvs@cNc^76i70>pDr2R*Y(%062IdIzp$K#=^OyQF z0Cy<}=9&*BqyWom55ic+9L(pfg>g;@q-gFhW*%T_{`;4CpzEo>+-ZRA>2KZBK;N)I zRG2=3Lw$&lJtQ%G6gqvFkv$wT0zk94AW4p3N{N0*nL(Jz0i4M}Hkv*nn*IjLw}TaR zM$(<`U$SfLwXDi?f17QoNV?c$^mcSJOLo+1n>4tNnn6eHVcG4W-R$8#-2DUA4ko_E mdHl}d3wH79|L6KTIU6`SyF30YC?_ii2Qw5Ysi?dd)c*p!os#eX literal 0 HcmV?d00001 diff --git a/assignment_1/report_surname_name.pdf b/assignment_1/report_surname_name.pdf deleted file mode 100644 index 898b579e6cf4ecc981c1e41905009fbffd7c0ff2..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 93278 zcma&NW6&@#w{~~iwr$(CZR5FZ+qP}nwr$(Ct-h!2*O~TwGd=m0OnzV4D|;oR3L;{( zjC8C}r1Q%o>rku&3DUEsL6RgL;py%DCALzPRYm_-AS$9o_!C1Oy6iQv57(yCP@JmeXNp}_cD@VEf^ZtzHg^6HGyUdNX%l^ zW@XnVVbem^k*o;!LG-%kE@@K=s(@aE(&u zqB*R`t}q#*rcgX=LnKgAsO3aioL}$f=`!UFLwZ2Z0PKp9E*v1vgvU*ue16SGf2T!u z1C9dOM-O5$9N|$3qNWKwB%jkz1qy|TJYzXwnj~2E^oA`r33ujbm4!6&p-0zdJogpOib{;oWD@V>_nZa5f^E{LyZzhyQx+MfWGZ->bhrjN9qV zSFo`5g=aP*wri`?y0(XD7U?RTt>z?N_`CV1sK|Ttt+#2lx$3Lo8a#h9>0g@Q?+^C^ z%t^@1U~@Z$SDfwTCS9XDhv&G>TF=cuv(8mJqp(M<%#Gg4^smM$xz5Zf0G5sBZA22E z?$i%dBDz9)OTEuydj$@yKa4mt0gNcXd@=B#8D2em1`b=`gt~#f`HBiF)A2d`HB!}1Qw@^u?@MiPA_u|D`GHsCWL{Lx%sm@Z0oZZ20oQ9 z1YPl>B!IT6)8%Z?0LBV)$I$w1Ow3My6QhRaj`Yp7Rnw%Jgm~Ba=1wYgm5}d-5Cf!{J_GUfCBWcL<{@owMv(F-l5BevHr1gI ze+ccAWTj8b$2IdfA>Gkk*8o&useuc%I=_L5aDnR=4_v+e*zOT4DVOpFRDi^&GDTJr zD{U`sb_?p$DgX;QD;rinD^UtYy#Kv>b!3r#=w;!0G+eFyN^+^Qrrg?tm2{@8Ryk+b z%x!h}bm{GNRFK}t6 z#U!VL#4F9r#@@B7cIKEJn27B6Q%`&8%oipUJnn3AMwf(*pg-^!JL+up}ZYL5K3vKQ^2OxhXeP z!kRk5fUZ7d|E@Z#z{RSV<+yaXo(7k+m(TnhuBl|O%X#*MsIloNsvQ+NER2T+VG7}2 zOQIbTA6(!B?UXX)OfjvFK7HVdVS;gc4Jx-|$`im-gayAH_XsOmvF!mzwj@cIX`Iut z1IR@gut3q|%?&h?wLjBec~8Xw!Je62yb}79AxWa3BqCB1KcL2yiJbT&ln$Mq$qJUq z{xz;J*Pk<-mM z+a&A{##IFx__k=S?a8y^cWoxBbO&GJ{(3b*!!4CNLpR2bG&84xA0#DO?)v*yP zIzhl*_VP`r{FHRE=(<^yI-f6E#i|71mI*!N$$EYuokYn}q0mjsSCmUrMQt2xFlEf) z$LUM_qHkK#nKuh~>DfPwLGhKqd#T-wD;|19rc27&!uWnD6Hg8m?DZAkB@b>U-`MC8=96#D}+n3(=MJ#etI{9o`u@c&N_F{-k5 zTO0^IXX@t?fT+@ug(f*@<_T!D^E<*YD56c^n}x(gOc#+VO&@RE#|p7q5bL}T7T+A% zaqLHKU0H4T97mvM%}I@Pu46{jl*qaZwiqVZn%AF)+y~8c)DsvRDcMei-^Q9Nxa2M$ zZ?{id@Vd(OV%)0_=l-awu;`aycfD?_S$gvJMF}DsXAo@1<#MLpVny7C7CALy#x0Y_ zNmnoD34Qjt(uCnz%ts6yPV?bG!ljpA70DuAc{jpj|! z?*~qn4uQ-nZy>hezeJ>_tTQ-%HKDL79#soDH|?B~6V3C9EGIVQ#=;dI({fUJjrWz& z>~~KB^(y5;nAu$ed$x1%T9_by;5SJPyuR0zp=<@CC+oxhxezdYJUcm}CMCjbI&&4- zk?4q0=o2O5dN3IZ5Q9PNFEaPnQDs(B+Hts2ASq0pygnK&tfV~&$e#WHbO>-3Xd5v0b6{(((lY#!swsx&cIx@tOsTd;xp3{`2 ziXvMWDiE@^AL`0tlliTjE8|UY=zeWP0~+FmLNL+;=;bh7sw(J_Q}sdN`)WGlJOmAR zwB@sQ0D{61ka=A<^`Qh{dn2YPpdX z6`n{#8!SE6YF?!nsM}a#$n53Qdd@oNuqnpTb4QV*!ML|47D7gXimvx>exZ#qs6tP7 zYzX+wXH@(JkQLorN5kUHoTlp*+C}s#YqzD(`&r{H*sE9$)uG9JYfbJQKL$aPqc~*K z3A4r+r4WGwxK=w2(Wi|zA1cZ#V~zX+``P&Bi55);GCQurfsB=M?SZf`Nvd4n#(5P? zF?xCw2TG0igXBVEF5Ec!VBsNdmtc7SGsZ_RAEb|l>`Tpw`l8S2Ah8iPPenEByTPF3 z48a@f6V>r znsHlf2)=vz1#MF1(~rvwg&NNi0U)COEMlMYH$gN@Xo#9j&cj_lFSw2rn!Dp!z<`l_ z>qMN)$J6Y2rsa8S?0Y|{6aJD!|E7ap==P-sG(aU~AY)YPcftHZc(f>`hSnDLuF?z$ z=wKzLMFkX{=5_5dJB4M%H2X0ok{v6lQz;W4Xfy&82aWnT4Sl`D3RA*0+hZ||4YRT~ zm%q$Mn9+LU+>tI@vAMGQT&O%uT03~>xWN(>5*MO5$HEbyVvT}>{B9}4^pJV3K7JYk ze+-!ihI*G>2?mYKi%_KxSSEybe1Z;R=$<5o54@I|%h|CmyD1z>Hh4EH>9-_8w2mAt zUQIyz^z0P3FMu2zjhfMlSmEy|PQC_i=6Rb2Ky?yjiUA4;Ce2D_;X6GAcy7xJIlmjs z&OS`p=B{ou6*LCmZMRUbv#7x2dkd=}{yUW7p4N4a(=(b-V3TlepI>fqXN*aO>Pnb&oBOA+gEJ z8L~ISNs%+S9CS}`i-R{Wmb;s`b`G`_a^g_?*nNhDAj_9NT4Kk{c`JYLex6b#vE8VY z#&@~eEA}{FHLiMU2F>|3YxnfX(R`pZEdSx~x#0HH+JzP3Z*~uMkiL@}mx;L}bisEa zkS9JFkdhjDQ&}2E9rc3$*jna%1^*Ph)!cSc`-Fbt9W6adJ8_(E9@cn^HUdNI@b$hx zVGX|XX%Z5_0;`Wi)XeV3M4QnxE=Gt(z}#HnlxduvfzA8kQ_lVDYy6sli59sbO6v|$ z!o1&bwZ&M>-Yb((7I!@I7E?TV-YK)9jZ?aHl|GIbOLdcWZ3R&y$l#mn$oX1e``DtYfu%HYMi=4^u&!YK`g>IeIUnkxo5zV{Kim0)Wn# z_P-tvZeJFK@@Hv^OZqo+MyDa0Z+KYY?4T1%aumpTE7C-lr1lWW1;c|iGAVZz1!}RI zzgw~xI04gzk1sx$XZ?{zlaP2l&go%kWcRn&SqO*L=Cc2j#s=a=9<=!GV2`Sk4i>M~ zCYx^fa+q)e>nQZ*fy>sP2F{NU+zAFUiK-pqRlk>aU}s!|sZzHY??qg-Xi_g_Re9hSU3@0f=lK-#$P79{(iN zaJIsZuDs@Y^wreY*f9=3j43$DCo1Kj;1E+H#t}t0<<+u|;R)hPF~uRamC{XF#`dkW zv5M{xiBv6I_DcNJ`D^V+q!|K{B(GDp^^?gl2jUUXLKwP36ffMUAkW7JCI|sndl(T@ zP6cg(W7$-|aSyS$FuoCi=1*Y&UAdVb$`H5O&WCndp6h^|66ru zBw%D=;{0DdJ|+S-Cbs`)#Z18PzcvWinV8xCrw|b1463rcx5`E+5iSun?C%UuNjNjV zGXnq|4adyD%pws+5a>@qS;3G@1fi6Ol(-nfk{DP#%stxk_Oo}Vef70k{gUOB`*ZE{ z%J;PqmNe6^p)i4Y00Bt2Z!VZ09}XiRx&}c3gn)>MjD(0tdT`7VP-qz6#{gM|2@(-V zw9oVxl^+=Fzn~$58a?{xjA-wliVg#S0t`TE;;+O+LEa@69QUz?)PFP#4Im{g4f*W~PSGJ8uRzX#lMgM{CAi%{&J|z? zU>uB$68QQh4uQwX&ax>irm;RYCJu2OizGy#d*T5Kz^BlR-478MNYFz#>#q+A{M>&V z&z}OBU=Jj-onOx1&Nv8q11u&4paB5p64gv_3k0yiyhEsU=1n=hz9}h58VnOfv^l3_(KdS5YR&iz_JL9 zgmT{p`?s9{5CC9Sj*PVr;Se$?`HPGTEv)l<-7q6ALg7udd`Ddf7CiV^l1TrED5Lk#r1h7w^AZds$_y=PQ5c(^7Dw|B4)`puk*2UMj6;eW6b5w^bPd zW(+O}c?Nec=b5yUD|XtyxZzfm!s$ zqF7h)TpN&?CNVE;$8tZwG)Mac_yfKbr=7)-uj^umeJq#r-dyq7b1^9ODjHRTQKu$p zk(^`H2RV|(-wN)$5T+@c(NFL3(_IHl4c4xV-9Q!UKM4g z$`^CE&unem?MagDKgl-phq&F!D^E?@Lt9hWBHnnhpt`&{DxbF-!4pVd%hE|U!;YQS z(z)d~%S`-zyoF*AGQDWURN6wiZ<=&!?K(@^cUXSvOuEg?ElDMKT7$xclBwkr;A3UK zTFh&Z0YXHq>H@K8?~&m~;tbf! z14&W6yI`e_R)`+*rmz{R8zgw!P}toIqvRtS5Ydo7H;~RKnSSbVd%S(8-*1lbyU;fJ;%Od61fXv6 zpxxDjj!$vV4u$uc9AWE4N%Up#i#v0;E|Ipr$*zb~T0vRbicXM^|EQ_mwVHIRWsi(d zn0m9b0Dy|@U_Nt(`lzTIO>DZO|1_h_Z6I6Tr54{%nN`G}6iwZ3vS=MXNmo}5XZ#W4 zY4@c2xIRJGf6)@L|a)o902>8uddBNSoS(5on1i7N^j-M4Q6 zl|Uqu>Lu+!wq#ppTkq!NDrNNK{veQRZ$Be5-(CsBB}qu!f7;;)C9XfDLNTOR>s$TH zPIewYIPmJALCcqLAW+;)(fJAevQ?eA5INOp+uGHU8}{B1gHUvN$zsQZ+JS+C0#~ZY zYA$~5;RIQo%Y?iA#2SwP7SDjcEdZBeu`eB;_(!_Lw+u$u(&LY9#J?n~Y7dcr(X5Jf z-Z)uskWb9-nc6TFCP$Oa_LSR2$mZfwb@+L>YrTs3I+p3;VduK1n!V($mg`OAF{OI-AL8O)WdM5wnNm(fWY;%I z+)!rODZn&AVK{&hu>LC{XGP zB_O*#z=KP7j@XU`ME*)$W=H3`OIvS88}({>oLI^NdUD4chhwBnFTp;ylf+*4Zf+J& z9?iAmdMc>ZF^dB7Oo}0+@*%6*DxzM>(EP20f}u)d%HvsFlR@JNU|yD_$L+GL2137J zu;jIf0|&i5(JdH;EI}fL)~4*ad+N>1+dWPST~G@!VrTKIit*6g4CN_(MlM_82klj@ zzGP_fad(Rq4_Hx?W(3MhKvu_~CP)5VHRavNx5jNTEoZ{jWh{K9n}+VR)=^iQ-pU6& z4;UyilJX!!8R>P6*5gUM6|(6hnUviuJA8RsSnGmo!+aWUn3P@ z z=!Rgs7E#g8-flA|JHZ6pX8TfDF2)I$?~g-^B+YYV4EX7mZc?ks2Wic38toe{Qx=!! zrkS-U<@$EQ_*>aKVS$L}!ZJ<6o2y+R0i?;>0av`q4@t1^(!V9N!Yh*xD^Mn58Lo|A zm{xg;R|bj2^+6t)_O@J0WeO_giS1IIEh^VMmkhNUuixF>gzI((Ecuc@hk(23520v3XQw7GUXgqP<@gLfbT z=;+tyf*2P&=_+2-W|G|NOY0hVbZO&{(jMz5@9#_sT6C33>oZd2DQ`2?X+|{{-7?VbAJx71>zaLiccRy&2G^gcd z7UIabqCyfT7veZ9_gc~^OsM;s+*n7|?q}`ibhG=wJ?9A=H|*`4LyaFZdt!-(1^LW) zLW>b&p5P62_9p1PXk7ZKt-sr&vQ%9zd~<6E)NdE6w@oE*l@L@ge3c(5%{ncfKpByl z!o?e6xm!ZUZrtQChK~H@2!`|Py&NKlc+&xr*8lL4kgYh_;_=dU8zaRf#g81hX;K>E zZ3xSzVLZqjGWh&x0^d?=y}e~YVdhzn1x=);*#Sv<_6P?G`PDxl68(4-Ar0|YEue~_&ZLIfiju>KB!omHaf%AD|4zYc*bh* zb6t*TheAo;##!25dL*~pY@z?%k9%h_Y~%gH=u4BQr6z}yt0ojX(w;pTa7k*m;5qrT zm3#Vn&fN-z9_dhjZwYVOfagSdYZqGB2UyVEhQ<0nVMyJL=;nN6bgu9`9OL(+;|!=s zxRq4lE;C=Q%7cH|S9y5%Hh+4JjPaHa@rr=86dCm^_c1CFv7w@_wgYgH6A?ZcRK00; z(NqyR+b@EO$4RIs4?vs24G?A(MgAth(BX2%#jR0TO&F@M1M%}rmv?sgk}dD#e&+6# z^eyexjdN$eRQZ%N`gzDdPnF{rLhTa6iUhmw!C}FT6>ZVj4}4g=VTwU-ODdHWUFiCd zZPX?qBFsYMWDeA)%g$eyn4@NfS=4JHIYL+ZEo}6-@BMOI6$<-hAHjM6$XyrV_dmF1)Fh zm`Qy)y;GNst~G;jwbSF!_cGp1Ay>8|u@So=feG`~e(^QSXSU5GU8*GX<}%Xqv65qP zxwC$yB7ZqGUS$W4{)5u1kI*sCm@$RMau(m%R558Xi?SG^iO1ah-Y;0r_~#kZjb5Xv zuquGF%}T{$G4ZVH03@dzDAQx|XAI4UyeTEJTI|;wthPvuuuK?KHp;6`P@h-S(iE5N zS|V5Jn=boBDaf`Pa5A&+n$YU_yq!x@{NpnPV>Pm*h4hi^vMw$hSEd+E>M=0XJ)?Nn zBv%Ff7II`#hs|uiSN~;C(G=ZV`tsU)$Zolp=yqVqLv+d8_~XK|6q@TUAIYtZmu~O3 zKGjQ_MVof+fz8)&jT#wxQ4Wwqy9tQo6Fn!%lNa0OEuq@aKs~)_=`%KbYVn0Jq&=AmVvxMxluMxA{ z2wDX{gnFp=P%4Pey}7pOi-M?>1r)l@SEj|c^%?3k$re~8$zs%@#PXdenB}xnp-@xk z8g*he%6l@QC%d&pI2zn<+@BM4zy;No)w3F^$YuMVCqpUqVWZ>H{PiFLYyC<+?#>FS zqMuqkNjEKrgj~`%o9z;!5%I+vAB1>fiAmFCkHwlc2dq1lSZ_s7wzLK2@hpbD%oQY6 zLN$-dLB^=49l-FpY4QV`CLK!Dx8pUkC4C!VB#)giv_ap@IF?*iD37TuIrbQ2OMq{LQMjOGHlYOc8o^2;QLIZZ2Wzpq#1WZ-^&|v)*roIAQgtOz@2Hv zalKGoAQ3ZVrq;f`D;>kNdf8Hnt)n-EQCOXPgO-N2o`}xAD!R&68+y2Q;#f>fvmSkQ zNwP&2>~i`?k>y=?kX1hyUmP1R=aaub`(;sDExR4;)WSAqxAFEedSmhOPF3xc!BWK& zq8Lm13~P3NzDtj~j2+Q@Q5?8BTBt-4Ii)DqDA+B4!s$n97mwHE2t*E+dV3kJ82G{3 zVB2}F2++X?9?WUn%MMn9j&ydTqq8Irdx2 ze*Smys!d4^#}1CJMc1`ydobXR{4THi8R!wx@kwUbeIikN!mUx7TMN}qTjVp^?6RPf z_F40s-Bk*hF+bU4KjW_!xsG1pzUN@fA#;-tzS)GHWKk`5Bex4_+SYUwEbYoxq&f3Ya8aT-%))7- ztSDwk!n$CC^mxlykT#|`dhSkP&YjSTj&GRsEtRWpa)aNqninOB7EiVsc(E1T)K~U< z<*i=&1-GPzb-4~d#hys-m*kvU?+*|cCqmwLhjOzzP?@~R&M@It?;=+RZp z*x*l^ir}?1hqbpAL%};~@Ryt7jYy=ypnN%5FKel+3AtTTqDFL5hEJ&|3U!O|s~ab+ zKcfXZHT21;Tnwf8U9&b00-K)4 zEo-O=4_H0Tu1LZlqFoWLjO&5M8)GfpA3eV9FGRU^+ctBv_uhS0nLHKhuy1yf=iQ^` zY}~5gpq&jYPCPH_y2VVm=CaQfZP90T-4rc}7kj!^_!Q^kAimpmp`h|YnRaf6T<$p( zhm2r))H_Bcm{}2;by9!-*hxLS#5uO?&dY$^>C+xn(KV}GME$O5!{}vuEH^%C_@Ze+ zv<*_X*d2e=3%|ZZrGH+jCoi;>3782!YPJFzuUw zN)1%6{Se-&!1ST5!BUx<-c`pz&-qhRT0gqge`Yxug7dr#0qA=oPNl; zv!2AgC0UHoLwWV1o^f=EKFY8&Pl*~4uZJI!>SQCZzr)~k`Z`_%((*_=RRbJD7mqi~ zX=cAotr$y!+|9gU-F0il)eoW23R`O;4n?spd^|9ZzAjv8gL1hLL`+Vhmu`Z>*khrS z62VH2+uZq4af&Vak((YaBPWxK*V%zoilUE$MHkRJadY_P6shZkeEH&6o8J?T6ZNw> zgZtcB?H`izEFV)sHdn8fwRMH|dK+2cTN|D%WU-}ptaBUxRS+0yk+1jg%Z^UJm?&B3 zUV-^dSWb_@zlbC&C%?fdzc{LMkn~W;V9L@^;_YOV(yw{=lJ5R_n#mFZoB4m4U$x(` zV2GSqm)0_q_4kQI6;i79(P-2o*V4XLTXwDb1Yf@V+dvB zJ~-;S2`T>a)n#{N4K>;dM}M!l>%FZE)y0R{Fss%q^q;x7pdAYe*Qv%g=sM@gbS8JM zO6s1|-|HQdmtcTQAPqOdvzz0??p^p=l^(DXd6=v_Fun(JPbpMSDgGyFH^^!Yz-mW&nA1MukvA5zTFt9VSA&nd9iQsl z8PgI?9rJ2n`djSy5ZK2a=x+M0DqErbjdBm92(oR}YmVT8jcp*$?UC&j`6CT%b}um6 zEN`r0pT01SY}D!F*3@$Tt{1D%wGwsM+Rf9E-6_;3HE!Ar_{11dhm zW`Sc?W-<&U<4BNikevtwF%64VszsP813!umGM189b|L^3uXebco5)u0M#7K2Ks`Pl z79XmEgaL5R^L#^Xq-kC&#%|k0}*MP_@B3(wM%D;KNZeFxOOuF}8n)bbZW%t4(FtX8GE^~5=gVSIrfim|&Mo1BCy`3t9NM4%x2L>#= zRHxRU1}%4SP|+~ZlXh#EHB62 zYNa#N+*+wjr9N6^HI$$6Ps)!1gLCJlU;PF0m{L~bQyQ6%rv;DFp?b7;YJfJY0y>93 zmE!?srcMzN86@LY3;$SsbO)vB* z)GNxSuFty4(^)W^u+bn$YZC$P+SCRLSIpHrIy{P&v?NiRL z0R1rRf&{fm+Dc25@iwb%tFiA?1!8@Q0~ie<4f&~>ckM01`#1u6e80!R%Q%_Q>2f|~ z^lWkD0$9We1B=6BnJMi)h7Onr>t=yGEs49#1LFC@%k;OWhv!GE~qfPOruF%>3j?-tVEbEcDQkZlq;RS-q&)mT+i z2RiKighS7xdaM;uM~;HYtc*1I?3Uir+^SS4*irTbCv5~BOR3)PJ_=>arAZ3mKW#eL zwr%h)R1v$MFq-O9+o#sNZ60bAQ7oor%ONY=LyBU{uYq=jlSLR!R>lO^QlAsmbtYjb zGfPc%)t$9^aVNZCj$&^kpHB~YX``}u8xP2E25F3wi7?4Qv*OQq!%6~aluYQI?1foL zSaEM&JiyMHF*L^+9fE#}(~)H(+7$1wCUmO*6?_YHt_e;W z(zs^_lk=D6Uq-hdFXjwgCTuA3&|ST9?ezC^K1o@zceMkb37EH>CV76dW?{YJCc+Lo zK)I*{_$Y^wfwE@e_7~{?6BSXUnn{6N0|FULyhhni@ra5Nqagr(a;0Y8o_#TO3oy3I znICy6JIy$lj0bhp(EB)bHoDi7cS9rz(TU-DtM{-yy7~jSqJiT0-?+>F*vS9SkA(kn zm(2fWM*XhU&8YL8g=!QM3}J1S@_w>Uozt7>-3im=bem7w^g^EBIK}0a~nTUV@X!qPT&*}B!ujN)(llsH-G{d8e=ZTEkdRl;( zPn2O0uQ1fV=p*6v{zZ5YfKkPk^FJ z@OmC2ClVJ6cv-X`Q0tb#KORCrLPknLM@j*KfQEwNgB{_33{;`v$v+UV^BaH`1SgQl zNLh@aXD2^a&U~8Fj~|FbPzQieQqo~}?-oE*Jscb5A2|5=W7cr>J{`}Z2f@}&uMs(!)9+&uk>?IWiB^enN zh(8aQK(~M#P#+w_tC)~4wqF$^>-!fGqJ%$iDNH#3GGO2b!K3JghX8;%yIXkQogdaO zB_bpwV7~$amI1s&@Lk$8F4&jN**En4-};SC0mB_X1dP+pLOSh#{G}`4@16qlxPDa?G@$T~?tl5q)*bG`!b??Cw9MPWrt1$qb!2+^SIU!xg)&m{dXu%JOgf&bE&p#$!aP`_!gP5%hc zr)dKR6`tB412+o%a;u=g3H$p}Wi?b_49-qX&t!u$SjCV)-=Pd!kzgJ^WljA7_;CV8 z+W{C@KY?)&Y(@IOsObO^=D$ilX(53?bPDXdfa=w`vL%Z2=os>HA5u0P&i8~z&&e;e9ra0Dtecm z`p-L6w4a1R^VhdIpB!fhrj;^0>W#pv+t^~jv&lhnv!C;hx4E%yyq;M&Et!>ZVdIL| zIx5`96L=qf-x~-+AmVeJv5}=hHA*-nSd0m4S_fLr#2HiipR@u?I`aGed*<>yw^FFUStx*#g zzt3kfuY7*l<8pznHnD1|?8MYb@hDC=5{vj$E=KJt%#e{<63ghYuA$d0KU1yj#5ga0o zH_VE%K%{AIX1C8)t(1OP`LRq5IQ2^x92SJmR~}dM&W|}7BZxgDYgV%#q@Lz#TNch6YLRNB(BIY1A|TWzBJ@vWQDBh-LK%8fw;dae1KAFC)9|)I^X558BXP~{^(u}yyF!Wvi2P5j{W#^GpvUUY7h8c%bJB2H0GXs>~H9n|`#l zSZ`+${s|O$+JKQ!Xr3I9!k9cbrU-;Qa7S)UE^e>4D_?m7$Cv`!Q3*6(s;hvZDf-ou zx~T<*3*1PvI7$|0TI}ZkI;1xcS>qSmpxPG)!GF^PDkLMh#>NWAV{t=QAfD)Zs(Q zEC>sBi4Bnn%y@$9-!wETqUd5g{FaN#ivQ;J*N$DiJ4}7A;ycOEa#??VKyhPY5gtsm znV<#WIB3y}p#kwAnYn{&U~6Q{NI9R#U%DNqB_(V(6&&If-`$PV0fZ?0R$cy^fC}-H zEL;sEqEsBcdO?D-IRN0Y3pxysSM#Zz2TPO^e7K-jwk|eg7hZ{grcZ?N(Nn;~=eGV3 zlhIHv=kVc4(4@Yf8P`yh!raJx`Oh7lAukHabzgz+RZpj)1+zN0R;?b0QIceB;9?lx zDR|zuqX5_AqhD12b#~V!WUv~NpyHW0`VASO;M4hG_CH?74RgErFgVVEhM(c+E?1W& zZpKEAU#J;eyU)zVG)|MBudy)RzhtfJ5<*`)RBbVu)kffbXO2GAK{Cz>lO6bKLbMFa>r^$c@xSVzQ-HCQs2SD}e z+mvSr%YfBYN-6&8D41~P%_LKe9NUSRdql%q?DfJ&{joE-W5aOXX96BC8|izfw%rve zax}myM?bGA@bSjX8sxKCjjfRxZe2;#C4Q-`D}1%bG^1oEf|v5}0*fVy2XV=TO6YDK zP-2e7TW}+JF&wOL4Hdu1##cG@R8u|ZmmnXi2b0}uNo?duED9zNyJjCto7B&>_ZaIk zW|^m-Z4<<_;zrl5?A+R>$hR1Vw0|#t|10Y(zfo@%pXu!puF+aTeP&pivkxd&G15_; z+^Ml3@mS0eM5V{|13*WL9W1kE9EaL@0jGP`_8Zh=4QEbc{~iwU&U-TR$3zSFcC@h-L&Xj^}^vw?q>FM zX`-LcWvcX#5dA>n0p3|yhJ)1sC!3?7^~h9}?%KR-bvk1sZF-&+gwf}W?FO(`&)y4E$iTTT-RJwb8D{v2H z%3Ps#?o94AybGFs>?1hw!D*+z(d=zk52ecicrzam{#DkgPpPvfe&}b5SjDyhmV3YW ztB|1l;%1#uf)NTY1~Uvdg{nCezJPVq5IwP;nCZZ11TUABatCTC5r&9LeD~D=#b#-$+qYCumLO zM6jnhG4a#rm+NK3t8_75PLHRj$L*A0C{uPZqY<%|sW~OYSDW$J*W<~Dc)H7m z&i!~XCATRuMs3oLsi%g|CAR3%?GvmIf{YUlZE9Iw+~Yc3;9djG5kqFb2M^k!qwqTH z2VZ4JZI@=z+_{R+rX)1y(X}%B??TO_}al<>3vGHnIbyxCWa-u zV}Ep(Se-`<7Dzom7#PQXuAC?2U(964PhO?sDtqwjQGF4U$=_OoC}(}Gxzn=4<455t zFvm3~KD1Y7I)pS*1w1G;xi2=M92W#FrHnSQ0X+VG(gHQfxxVEtBJ~8QHt9XvXfZQ$ zgZq$#u7yQ6WT0StVbwF8L~*YzL|X1 zXw3^G98*ZVEs5YN)~D~Dhb!yx5s}%b6*t^+ZfpGGij(U)Q=6(ZHSImyAMYpc2M`-Q zCF)U0@K}(A8AMRXWUnEW0dQ`6JJmd=Ijom+$lRJY{l@OMY8plv?-wm$H)e;iqn-E- zZgQQ#-LuP@ey0mzXf|?PI)) znzM2A^#>7q=q3~kqZJJNe=JL3Aj^vt^HpQD7n!MF7a`f4PuOcH<7Gqh}v(@ zbCW<>Fj2ifEE2fj?TVpeN5*}TIHxwN3f;OlMs(t=@y7q~Na+#K?0Krk&Uv**8r9evbGxSHIMFyIZD-GOg^lS< z_KeCVRx6xq-~$4RD`HXek~mc5QP-NQfdY=;zCbQ_>!0&cO)3wI^33xDn^~eWQ@C$Z z%A&L5SSVauOyT{gSRw#~O}+qUhhcX~28$(hWT%uKTX?Em|Dva;8GT{p>1AA)rb z6~6CSM1QjZV=pJwnd4TWi4zZ3~LQfNJCEjDwA$`}c?3aA9R&TUu+ z@wyDV4gF|j#b3Bz{aQXbw1goB#qB9n6w+ln_y>N53=LOb)b`EFrq`>d&{ZS&*Js6X z9{#>8s>UpE?ip7t%p<#rg9yvVnWOPJC$OL!k5}19&}~!KEqz^C<9K1AfonTA=h9(n zh{AI?J8wZ{Uk*>=Bf2$osK6Ca)&GS(H()*Q6;biR2G#LFIiJU~K5R1+)UN3D>Rd5? zFP~GgRPM*h4c*XW6CW1-pyn#4?J7J-a|B7prK$j%Z|MClmknhli48Wk(#p-i_J(F` z*s`?qTx@4i#@R!yfMPAht|n;EGHcj`En}~1wSx0#cZYz>*3^jKS%ek%HN!6U^Nqf?47I6bQ!@*2FUz;H=uJTB+s^$AP=iOK^tN;WbEn<<@9J;#` zbseunn@wc&Aw+@$CxI8egGVleB~!+m`Go>g)F>c6o?(H%;hoV;f=*t1&xwg7hL3Q@ zR~(N??M#1ustnC#+|z%zp`^)|sL{!YJP@eC8fA`svN&j6%|kBjKF|05zO0^PIZ$~j z)GDOcl+|i0&-G%R(9NQ-f^L(f;40W%pra=cQ+U<|;5xd09WG36Z0{n0$|kEyzb|Lu2Pb4^x#^}0K7XG)*!+Q^GNq0#*~Bw3iUNEAPvI56Qbu6Tab*(|aSnY5@i zDEDdudBkyBujnaYjV~7tH{XDus3|vo4dEwl$8a6yNzzo6wv)~Zc7wjnUHwE1;7cDw5ZHq+${v#<;4z00qU+l+&E zBpKh+*ab)#es9%s^wjhIy_FuPdb)4sj@)drOZvp~)r)_kP&nZ|O-fjz02y1k1AATR zrmtkK^asCeHTM{JJV84n)sucR(H~SN+-7UK>|jldn@x7=0fycFCG#w-6)lT$j(bdP z0`fNu)Jb-La_4C)lygh@W`9~~z0w{H#6ZifC&r<+nSEu3@tfhBrob_;4X4h4uoAeJ z(%XWs`?o-?f9Jw)R}r;WhFVZbCcgh@gw}tOmby2XN^5dhUGSm~@&r@s^g4_T7mFra zGfJX5t`=&CZ95o~mv2U-c_VskY=`hAL;qr)1u1W=Yp67vJAw0aYA42SgikLBZcw;H zeZY%LNdJf#Vp}s^-Q^B_h{qu9cd z!K(HV$h~iUAJKW>H!Z|6mRd-gR<#m0CNsy)Z1VNc`_+bSMPU=-`PE>Wc(b)B(<*i@ zy1947RW&917rbag@WJ-+j%20fCgQrdvFBF<;`2#z5eLdC-LIAEaERmanQkJ2^_&X3 zu0FAzi>BWun0mGWt9}pGm42Q5<~myD_r7dyfzau`*i*Br`ZnA-df3vHsR4Q=wMwHU znPs?LZQ{X<_E`_T$gsIyVk@+U0G>6UBAW^cetPP6mzWW87rj+Em1&YCKozc#fYbJh zD`{|?WyR}S+Kn!e{^rGq%KYt-si09BwS(hmlJ_sFbsA*e>3t42{uKfdwaqZ^GoCjA z9grZ2c{2KKnObH5x*FoRO|2A}ri6T^u^WRil7s6^`Ju*zXnka-kycGtbh3hkuQ{^A zNb-J+)z*<^4L^PwgWkt!d25cU12kQFlrjGbwjNkbnD_I#oLD)W1gi~Gl$d->omQ=) zzlX0c1C7>69#1b#tZ8C5kvmBD$&9nI__1*=5DcyO68T?QlGk3I197o+aU*5WIiI`KLmsx!udb1Q&VVQLgsb z$&QdXq>7vZPVGdW=5Z#Ibiey^EDoCe+m;BbhA&vdGfw6zGTvm(?(H${DE+|JS5T3( zv*O@#G?0c$aLM@7Hb52KjYAiE9GJC}X`(#Uwh46SX6`d8j4aW5_JrjQUFz*O8$6jw zxqy-5-``fth!gZbZtjY3HFP7Cj)Es*Eb&&AoL15r1?BoUg|TKfCI?G>^)|(IL z?8yRWG?I_t`*#9p9<8O2gMC$z&AL)Ahb9asFZJ*2!ad>4P;Zb_VBUJ)+TgRVZ8qZT zyd~-Zbw$uwPHi{HAIhu~3=y9wwh`S68+ZNQCGTr`HGdEUcFezCmw$b&!5cXb%;!L{ z)N*F>hQ5#@zQZc=r4mq~Y4X&>)U3NSYHgG0kVtY}|m$0JyL!Qz$~ zGX9Fs)7jXGC04v8JFso_i1J&Eu&Qf92nuXWg9I$g*+-ZBMU3pRu3OXS%><>x56&@q z(=8}-yBX2P+8%jIf!*box4B_tYi@Ta{>nN-fbKgNC#M1~pp&7K%>U!h&{oXvg$K^? zjjpJITcat8=2MIy+qa3t+{ z)Hu$Z&eR`Xfr4jV`5((%*`DfHE)8YgwlY2({1Fn}02U?2(v5rDsmw7l$G-U>%q0Z* z%XTdXS_~I9A3Htj^J&H1?HqmWrVo-Y!h$Wo`k@8i8%m=TuI6p-l{4(Y6N%P4%OCzb zGVh1O;yP4~bc**=y?4JTAypXp2&ZLFilC4k`#796iL|B=8NWRbKBHSiOvly{n|_l5 z%-Y-Dd`n?>G-R*t;^`|)&G4*5Yh30Fk8~JoK%XSo!YMX8FyZ5Z!K{I%cByb^y0}y2sDy5bw|L%@%*o! zwDP6HTF?4>-<@?i_M2A%t^R&?y;^sh91<3F=LP{!!gQ?ZB%}*r3fkQi2z|=U+i_^= ztcsoOJ;=hILqF_836YlDB3sVlb`r56!yE)hHs_sD@uGb)=%v=r?t&ikZYh#mMX^W= zISMq{E4r*$;(gzH14f}tk-~x&9b$EQE1bv!ZmQ>vUSV60x%y z3`2Wp0i+C`LT}xpC+DV7Xvu!asNq~v{xetAWD);(fhTB;9+XhjH+kC%Mp6NP9P{}C zt=)^IoPqTC=F(_%%qZ0X_9+&PUsSs9;s%Rly%{Fn=iPY;c%X`pHnWe}FiD=o`J3gdrp8~TP*WL<%j^jVZi7S0^dH>k z|Cwq2=RTRaSpLg)vJf+~va$cy+kbbTEX-`&|F7=TO%+~C?gI-OZa`k4hWb%aT;-vH zvU^rEa=b{*yFPP`wQ=o=-(n``FRWyeDDn~AysTHH7}MYt3GCd(sPg&Yl3QU>Ys$$Q zYup9V$)-b(gZZ~j_0D_sla3AUxl^~?)te{GWsFG?P4sjVlrA-xN4QjCIe6T?o-~ZO zXW&?ot{m&%{CqM{QSx9D1r%5va0@Wd>jZ*2deCUIsfH$VCTLsAWO>N<$r#hnBb3Cz$jG);c0+qb2po$=M#YrDRo|vc0^;v`r9+{?3xUGGfS+dR2@q(c z6h;CG#=aRKMKDl|MEF7QF?|rBDj6tYBKB%3aw12ViAAe_`(TifOW~Pm2&qC5h{VJC z!IDTY3SCts7>mJuU;_ii5FSuyA?XkLjKj((g%Hs5BgED?NI^xw`Y|TSkx*j7W!`>@ zE3QGNSPRMRrU<6oE0wpkg+A`1Mr1&6fwn133kBvySw=wc5hN?wNr5otk-l*$;=%n3 zEefFhs}>_R!Y$v04f+R?gVf}up5y)bz^7>SZEF`(#lZ zY&=@i_07iPO|iAxQ0p{$qD@mA1;`>){jN4 zx(MLMtqmy-%dMR1m_egLAjuuVVMyaMtw7;`g+C$SjNlvc+{e8sc4JTz+!H~?+%6}% zWL_%4dCx*#PboqMJLBD9M!1uO&CR=fnWxp|xK^h58qd|PwWNY13_O(%>68mAzM(V9HqIa$GXS^Y~DL*c@5BURB!>rFtMvjSVk=?IW zh1jhqcpoOByq;=Trt!|THD~6_Vt5mpLw6@dYpC9yuwCheqo+MWRz=sdd?MGxIWOM_ z?zMyg<-aRA2cH(76l0vr$i7WJs$Ta4?KUfRgXyzxlTHH$YXu2i7uf-foEJ$Pg6Cpq zT|eGiTjGd#am!dlo3Gt8c}$*5QVY)5pHlrIXTU86E0FnD^iL0rDwWYs-u!c4(zd_s zaqwdj@ID-vK2P2b?!u?U-1oxb3p5Xl1~p;5-o?G%ro)%kubEtHZLgfM;~UXc3O#QS z*fyRN1z1-9C3jj2&{Z~0Y!^8%&dWO<6My}>LZ9{Yx2ovwa|c%JWvde-(*O-wee8>) zI}-Cp)D@L&_L?%RawtIiF7_pFbpAnbn$;b&U$Wo3O|$vBC%ePbzgi#$!V;sdp5q|I z`GFW6CSNmmeo3t5b2Fx~06y=anD|8!rW@}7cLYN2Mkf_}S^b{Q`c2aJV#k|MsfD6Q z#V1OG#wVplWW2;5RuMz7)lrpU_N|Hl)inoRB3@|rNXuR}XgL3zPPfSMa-%9*Z zj>A;a#LLR*9|^WH z@;_8@ekH?*?fEi-XsoyMl}(Mn2FgY;%|_dU-+pOm$)1gU+l*=k9=+QlB_15y5@h)_ zRa++WYItNe9m02&lfB)wTuuU@q=^3OPAzNHM)$|V!U)<$5g zh7}7*BhQXmJ9!N}{|V=~tel7c(E%s{QUO}SIA;2_1?_K|2wAHv%h(O4{#H+XE@ok6 zJ!zk361pRT-R=SGCEFaEfmyjCimo9V~g_gUw6E0jz4~QSyTB8H8tj3 z481XWKa|+#`!$RR#z1Sabrf4MbkmgD;Iem~onu3KUSu)a-!b_LxX~*=1XiAok54Z% zd|X#e;@AeHWIW8eWme2>u^$jB{r{7Jbb1+m7Mtmjrw@Ut;>^K`WEjuU+M4NsM}mR-R+xW+dumE?t`Mrq6)|DNH9GQ!iQJp5P-3_qOuyZ*RKYH2+O)u$y1oUDP$z z=ZVy`q$(c6_n;hC3hDATV4YVfl_$D4I4$UN-j=2h?|4_Nbnj`4%Zj@YtR?d9M1E)U z&~Ze6Fz4?7FrR1wF6WQWKh{`(Sl+B<+cnj&ozqCtxd}@smi%$#QSnYL^mh>%0)MK= zVmW#FZhyBrcky_Nb9If8&_B-2+%{CKZh;cWoiwXUT$BQor6oM=^Bwu!u^#J%9 zBmsQ@Fa9@Q+ddquWQEzEMW!sYl(5UN?!U!|(WI#cP&D?M0>vHWz=$JQMZt1nV+CVL z=_SxWVWOh~Glqq53ZUvxdh1}YqF!AY#a;=^^q947j5tG=y}`zJ`?1AqobDDQyMnZ0TRuqyf5=<3V8z zsnvp=Xp~YRid_qMz~G8ie@g6d41;jTqVSlfLEw<|rK+S9o?NmhunWzRpD6C}=~hT3 z85L5nNz?}x37ZDujQ-ROm(U_6f&Fb00$LO!DkB}q0(rE*^R5L!hSOU>t1*%sZd8!5y{&SxiyCe28*fu)cr!L42c`*ihLwH%)(J1nzoIq|_EZ#S6%^hkZ9sEKq7klRR}2 z&kJ?+J<1Ax@6g*9A?*(dK8XQv^3x_HB&cLN`*L~&&axF8J6Q~NZwf(8#_B~?xKg6gxeVuFpL;qdXU0y|Srd+TjyMx$pLC}NHB0+{vxrt~L@-Fy!01t(%R)??Qf-<<& z+ZsI*iX8kj2PPVGy3+LAWhi<(og)eqxswMUNkt@Y`nrnbW(-qK{H;17esp|Z!84=b zdUn0%^~1z(V%`d_6#qPwO_Y2=B44-?E z^6h5sO`R0aqRN*CH}+R;~G)aKz+da$>M&{{p?(dA$Ay(^d-kd|z#};0y4D)~%CXv-1xB0?; zf#}`|d=0%7HM;moS@`VrB>45@OSYvJyHaAHiP=39fw4=z%3Z0Li>~Mx=tk_73(&nM z$6hKUNU;Dx^gQH~j+at76OkjibiDHLZmDXbcU5z2;^n3GS>+%kvx1$-%_sa29xd#+e1+U>tXtE<-5Fq1`>uLPJ-t2Gf~-0{@k z?9gx{0vxY37}o3!Zug%rbZSKusje?!!bRn1|4CO~qPJf^%68M7X(DP;kha^IAd z6{tK6+n`{jF*q-}-M@30-%Wv8wVmOgn}g{s993<#*8#4<+3vNnY@arZ^<_|qz{1z~ z5%&}LXB$bVs7V=lCsp}#Gn;{a#@Kjmxsi!T-pWb;4W0zscHV{JydD|6M%?{0d5Mq3S=$KUECYDW~nh~q}b3a-1XuiA%2Y`;cMJgTwA zA*L4QGiEPMfgG)jCudg9ma4vG_8$!7O@%9ySw4(`S3$#7&b~Bj%w)<7UXUW$eoq--2t^b*QE% ziCRJlUrIM^?NPn@Rpw{xnHCwEc&H zkEmdlj%x=P9YyM6CR$`RB4>lfvBSVG09FPcGK_Xow*R}Npsea~cU9B!^M?h1g_VAa z=dH?cx#qbh)yLxZhwoe)*9>}MnnA>tRcgi{apPVhhWbq?LOhLXr>Ee-wMTV~vz|jJ z;53GygNSlEcSF@_R++`_k>r{U*dMeS3!a|lwx%MDOoU+FR8R3cd(GYKEJ(4#+wXut zZkmXYhe>&Y-TwwY4jS{iGOP0L&!j@FRW^p2ByFwl>_XdG*R#fSasTF@@L!Mx$oI=qT-&p4Xy9Rj zHp8o1;Pft}qXLn?aUH<$Eyuv6G@Q&_oc{@Fn7Np_{#VKV|GgzQ ztIfsraIS@cfQqp3pvZWm#f}$q<9gM7!aBNhK zLC^MI$184{9O3Dqt(C*b7n39^RbJvmE~YYBI^erTD3E#T+H|e*V`B96B~O zcJJx~fIeWKOXu$f=qM0e2;&s0sotXwa=m@_+rV-%CZ?(>U}x={jE`Rk5(c78>tDst zz~np>42rVSVp38%h?2}`B`A4dKvt|RNL0-*M;axFwk&#HHfsW$q4^C&-P_5bAd1}O zl^g@GVP6gz#Tg0*G>b5hGA#fkkcd(!902tz5PWuQdH#**4~VQqV0&_6HvH_Pppxz- zXqr1EM@>n9>gR#UbE!25G}VV-PfGxOfFb5pwqBNe7CoUZNC1m61}0GQ8VGA_ba>DC z!(u|P2E?aPuv6|zUKfb=$dnnKSe(t;3wgSC&slO80G9EKhj$gn3rrsP+tIP%Gn2A+ zX>ES`b4Pm)EGzI>LZO61=pAOaAK0mJfKv=wJ#D@w03+f=-%d?$ZPJYeH6QbsKzFeq?YODbM8C5b`H83oB@w zmNrNaFtY5m6aqLIakrCMd^vdustc6cTwK}%Bzb(4LV>0LXNfU)1rrai^uBN5^FBQu zE?63vzvm`%kxPKeND$b9N^I*c$Qu(*I@RuzQAUl1I+`*aa=l6BFf%6kBUo0!^I z9lQyGet9S&?g|2uQ?Kk|FTXpL$A?a5ghMYU?Y@_~(x&&*h=f$dWwFuW1OFsW<+6U8 z=uJ&yoSK?gL4T@72h4)xnHZaXI&i4N%c9$K0*dOt79g5fzZ^)0F6A!efoLWB#-|6((3JltPKH$NKQ8eag%z_Nd;5|k}SPp5@*54NQO`P#Pvv)`?h_pdpwp{CEP zD}`xTY&|G{9`r@}NCV@5*%WZ+Q5*}VW9oE2}{S?KfIC5+hRxlhT zZjg)cPA}aIVgR@(x6cGuU@}T_kXE zjO`AVD21WkxkHRo^Eg*qXQ_9F0ey!lM5nNiRW#WHwf{EjB-=^}+c30A0`IY=M|^|1 zKmMPIabNkllMUj6&A|^9ELJcHDeG8flBol}hzB9x# zFPNZNE{PLVBrdlr+KdaB2&;YG_o6N(dTQCn&a`MIwB{pW8LT!&<)>*_H9;rSp2i;- zqH*n4hY15*pQ+m+4mOtOB570L1oG$oyyTY-Ls6kaywOlACn{a_S1d0#P@+c(g5_$3 zs^Fm|&-Ahv`|~(ih#=i{NFbclxy}T~2vHJ!+57DG#C_mpS3@rOzNG~rA6NmUm$f!g z<^5|(49S6wt&Z;57^oJXg%(3d*?%VAd{$bT64iN+e%e@qSqRLurpQ!VJzZ>Jm`I`- zW=%GN_z5oQU#G*lvu0@_uqPfsadm{;@~!qMXE!eHU6{g$jWkOxfcW}^OyZQ=rYY*9Z@{Dx zT(pizto-203t+ZFm>n8B_R?J%_?`X8MR(oS<)PUE!5-lXp%v9qrO&{$W&@GXi2}9e zo;fOX8-0k5Ba{-5gUukmu<5b1%}%!Pt85ILU{7%0 zBPSEHkagxd+K z%APlS(5H24DdIeXGrhog0VY^1<|9j@^s}Bw(=WyyH($P6IYhAJTBR$AJO!gP_T=as z1uV8-ekmctObHrFRIy-7qP%Y(Wgl+QXdGth ziQP_B0vpC$5~S}XFZ83ZH1M4E-bgbHR{{&c4NC^l1dD2;+zl6H;LkqU`Vu!NPsB2L zg(mi_sx&xgLbP^B(d;*N( zQF&ROk-d-iosXtMO)s%#EuLE=VI~7IN_cKXC6S|J>IsYB^8UUx<2O3?_=Q+5w`<KsdYGB= zYzM(FA-g)K-SGfQEAo8yxIx6MEFXl266~f3vnD$enM?+^ ziR1zU4j>s8<1S~V7laKeuO2@^S3pFxdujE_h>{VftTs{c_sz2?Iz1%h;SU3s$jRX7 z%LC30MGln@*Sf&jE1w{rXdrR&!|19rv)dD_j#bA~zu)f= z8dQ~meZ+(e*8%F0p@q@Q&(BBwm*-XWhV0^wOS1TSMQT@~7jw#z0v;zlAs#(ru62(F z>oxPMG-UMHNf|C|yd9c2QvQb(^ZY$Rq}3pp$3X>Meu*CTKu)Zngg}ZFOmzd~WZ!<|fh6L`=TV^P$97TN0IUqt?Vm&P z6D5^SVJ8{R_3^6^Vlr+w?(dF*YFq8Qme@Hd9k;>iB^D*))uxb|rJI5?4xFu-e2$!n zB|LqCK8LYg&k`Ay(uMCs4S}O^(W3}4TDCJD9~3O!qnECHZkK zQ7xZ3RC+6aYID_EYlrz!YgSzkxMb+@XMU0C}`-`2Qsu)bfZWO z+kh1A=5J-#!2_{iq^M?6y27-uBH)-DlFmrsa)+&Wpejj5O0j|>D@UC!GiwTb_1N`} zy5&r?mWaN4NQOH2UUY@b9>=mUmnYlzvFH`hlR_Q#&Bw+}#)h5L$uQnthdTOoUNzGQ z4tQ_ujFc`H2-BltJ>N3vS)>2$$}9YY=v_HhE5;w!+oOk zIv_S2id8-t?VH%)nnqDu7UH1g=Zmm9W!qm=`eL4;vb`~Ow<~_#xJq{gK#y)0g)}x> z(#!untE&e&Q7MXVxKxJOrZ(V|>%TOi>@aFkJiM^3Mn>m^fN3v^kvMn_PIWg`aW!(B zZog|%3+#fHE628U4E znpItKW5tVKjLnyMmg0G03^@ORO_iZ3%<8#{77yfPw=5z6))1im$R z#=AwP4E}t*FZk(wDk-o-p{i9AT2#1Zo_^Tis%IP#j9U6Y18xb}OqE4g6dk;r9UsMWrhb`&k9pH0OX;;x)`s(cu zr({Ya$P)O&nLWIb=41zk%E#Xz;m~qCTAkN?d=nj3rFaZ7SWa0dxnoNnOZHoWtY~J> z7{wfOj%e7&v;d&wyQ7PmSNiE5Gr{jm3tUxN4H|wvYMk9DX^pzN@;j)nZwGALU(EMy z`*allm@~n=*`l++gNik%iKkbTR7rC*aRMc+B!8^o8dKI+s_uTaKzroT>{PTaP>@BH-P z6Xc`jpS?UTaJqzLoF7BqziN+V8O9dmjaGCVk%{Qnf4ZS4%x{*X?it^*jH4kx!Hyq$ z*NXjE#@{zxeo#U9VWs(KNg+Bj&p_upv1{bF$mX=b}5n?FcevUiQ0;rv(4tPy!PLnh^P7TbmerqE2JmUD8RMQ1+n5 zeZmwv_U@-*VIz-&_$~+xIZSnz(8swKr;)aM!DG5NjN*m}F$%weAzQw{kp*lmbIO#1 zP_w*>Fe^H5idFu#fBYa{erm0+Ou&YNcxH+%{m3=R3R3#qZ>F@QRg3mUWWTJ89|YSq zs>NqeL>xKg=a@4a`0I9z*f8mBrR4&N$^IxJ1FCQq^{-U0Wpm2Z#ddU=6)zf0()V|9 z!-zEO@h&#uAJ?n}D<6z#;`4^Cvp>^&%hD2-H)eWoMbiuOexcQa zUehhqrBuGELNJd35btjsvCRI&`tK>>xa4sp0}1TBoks~W)mRwzgv2hM6y3EYluNL& zBCD(9fh=TE4D=7?9qkN&NuMRd?@zHs8nyemWl=q+yY1&y+A|C^!1!G;J=^9;tJ~Lc z`l|ooW(vBh>JjuPYh499Gr?Sa!FRT$E{jy+B-3a@UXYebquB zBp4t(*70iCjD8)9Y^$xMe_lZj+Fs7F=G;(;<=z=aOfYZ6WXrOJZ7U&9V@ualbV`LjL=DyIZ zEvA_g=~-OdX^ah;HXp^zvkjvJzG$O=vvme9uW(JZ^1H0Q7_8(m9&KtiLv&hJ^yCF{ zk^j5e8vp7}*;fj{97+Q)5{7*LOX#pE)Cje$MnBfTpAIP||R*y;rC)E~Hko2ky0 z?KYF`LyQgQJiSqzPC^)q(u|G{qyPHD5Y6jxL<$p3#&h}I)L&a=a5Ce)J>X=_3 z-I3~;T=tg?rrE9dtz%WzflxM1x(_MFdgvXC)EMBPCsKAY1HQEXlmoL=qoaYZHyy4d`zjXm5I^ygP7GaZQP9M}~62Zus zV$8mW^efX=G|hnkj+?w69nE*1#WT%u0_0E7EEI5|F=%L+M*l36Z~RmsDXmi!J{;%rtl)YeXK95~lyz!PesX;cASjT%M5?J&@rD zK}&y|hMRBg7VrP;2dOzk7|{54iu+fHE|DVIZjE~KvfcjVuwRN0^T(^OB8P_3PL zAC>)4bL!rm_i!pM30RzMexXee94ozjy2&4Eb1gq<4Spg(8&+F&c%?H>)*6}OrjZ3@ zuV1}=K$oSJt~eCvUsNSQT!Ch0ZS~In*k_lrc(yNz?3$tax~OK2Ev8Oj)#fBShD-l} zR)eG;*M-y+PIYZIVmTgI zsPLmX2PzM4e-f$fka&Zx#BJPFU$`K(pG3kX6aA>0(5Qcayd1~`zruyc5n~6`fPCM$ z$LU3vltNIoxQAp=fH6Fw=ghWMp6@C`6H()ubHt4di}Y#Z@);uvn|b$uATO|)pRY?0p{J<&i0LtMm# zSmc~lsEZbMIb(`$<5uEdy}7aTO}DT$MvbI*7V2A1ad~u8jjrB&-9~w5&*vaCBq~3x zO@rZesMkk%TK8zMeC)0xL@3*8i$+O_z6*zUJHV?kE@PZ*mfWznENGRUqU|Y5Lx^eE zs{5pm&yLyNf->q_412k$`oFJ;M#IVGC*?6{7DrJ_?d?;_sS7iUMl5`jj#08>vl^5uW7H37b6(bYwxM0 z09~OgQtxU+vR>~3@qWiJ4ze-GP5z5~U1Dm1H3QST6VE4vHSrIM6Wk!p*rDhH4F-Kr zx$Am}wUwbRY<))UA{X2{Q_A4$sC~^H;R7Q5y~?_jUdF>PIuwm9iae2CVc;#ph`zFW zY44nJQGnNB{*5e*cmY6maKWApbulC5!47?#Yy91%!1tl%HsYi{o@LE}Gn)6@{0pTc z2^<+h>Lolc8sog)hOjuOUYVr@NqtqKUYl!#Jlu~RkC*ttEGWye^?<2 zFBrO3(n;)%Q~gLFN`X(U18-3_UY|@XJ_5Q|a~`s5P?Wm_82)DrI z<{H&?<>SD7_lqzri*Bva6HGetNgCE+-kUxPm3G?#see`;I>jf;$1)z}Z4Np-t|Q$B zTl(OGhd#L;>oO0Gtuj}VD)e^XRz^AbMCd)-pyglm@>HhylQ>to`B%paVdTiNS0kE> zvs_WMi;PEGPf?7O6||g)8jEean#0S1Ht_y?g0(nV9GOT3fBYaLL9*ghube?xsG(~3 z#TnUzEUvUUq1sw0y9BXmSyML+4E)d7>v4rw%FV&jN^#00Mlk7!- zr%%(`a5=F-{GB*wmND5@{o`J+FXiai27s|)ms~e}J_K!l@}1M0GsDvDaG4IYjx^_k ze)o1(48+x{!5ySYiRM2Zcq)G#X#`GIg(Fpe9L1JWtm`Lb%zCO<59i;3bKQ|y#hJW@ zJY<|{3V5bvhYYNk=-|GJWtKSXkt~mWNGR8vr+0OP5!><(tKA=%6%QC9-3A;E z!Y;tc(IxfxwQ$}N!xn$g3}3#Y1Qbrda>IWqsFp8YZsCJ49f02AAQTa z{IzJ3og*dS5vdF6{F>ANUhFMm8jwmor*c1z);Eeh6ne&ZqzdI4N)?TNUFPo>Nr+kS z=wldP8n>g_D}=;Qb%uxRh_!8zv%c-rSrFHAbDGPEogD$tV%e~Az8+<+V#e#jq!oB9 zacM56Es1?4rHZ&NI8+oEMvyVmt z=t(zM(HZQoA&`m~fxZH1i^#u>9uG|Gz*J!jgG`?rmuvrieGA38JRghozS7wQRG$q{ z5PHNA&*_fHAngn91^lu6eXCa+BlB$YLICGrVQ{FUYHf-tV8x5tzp+hVvFV*-h&!tG z3b*pQU}+v>exz1E$ny-Ab&V`O-~21z1pT-wRqI5uAWr%|Qi6#R8~CK@iU!=97s6CH z8H!owF!V66B8(s{qU}IiqvIR?xE8ZW`m_J5O|L1?qO*16A~zbF6?Qcq0~wo;Ukl%g z71?-*Mlx821?nPmzc74AMC@elc2r!u0yTtWg$yoKGs2AEB%-?4d(td6rm!;@?d+2& z-C1JqbAr)@?OG&wa!Qx$JkOQYJSCD&e_n+!JR$;l#U?{DrS#it_^)I88$_}~6R(P_ z*K^edx$W@pa*IRR?J={I5hl))M+oEZ(HZD0_6mb5YCaUTN+tTs5Qb8IOjT7jtttsl z&lvYR`Si;IGo9U!(kNEj3|prif}rKJ-|%NtwWS$CFZk~?t7ohfy1o1JWVnt>AThMY z1E)_VS;hK<6J3{!U0U9HLjJY~BC~ahCau*$dg8_Je>(`U6>J6+3F{xDsQI!1KyrxE z*|&3>-7S%x(R=g7n!?_t@Xrn*7o)yMSFeH3;APz*W6Y$_g z?nE+EY%=FyxZh+Tp+L zB7HVjxfkKCEPwF|v(>EZhP{16|QBT>t zYDw0?QReY%rM*&`R6{^r;;>OZGIuOngB2E81q!=;m!;x~9Vfa${F{q^ z{~ZFkCX&?wUg0e!B7f5xg-`~zGMh8c|Ix9irI!6w)l9*`p4di}<<+(vf@%)`%ISSYJ(ltQpg z+G(#Gr3leEfrFGft0#yB;p+Or+H%cV)gO<)E`hP+^W4S$ov8>75$oq}7`j9mlc*eh z?Y>$N+QXJ{fr%5=B2nz(S#7@=j&GQTPFNPLOVara_ zoF8Fl`BN&HX7it%*j=;>xIsi{)n4mwV?>Z=et1790!k@R0Dh(7vxM(pbm8!|+1)j& zXQ1m3;^%dFe!>9)_T()d9PyokNG(oo!PZfs0lcRpAbAOxn&p&CERoP?Q@dl*q2qo) ztaFyLcUSlnnMiNLrfO#MxyZ(PCYAwKyMUR7c+~Rf!kN9@%+KF1(Q+i`!FGgiU$xrO z0=~Bk{WJ_cFPX_;f&&>Myw#oiAPXp`RH|qM$tFqNi2Cz2{oXMHXOL9MO5sq?EMzF*dsGh$Y12*+suxDK6% zO1zlte}x)G{7YXY3<)j;@$4FLB8-;k0%fe?DE8nP0Lq7PUhwM2h z8w!|DX{*BqEQ-AXD&D9O)I5Dnmvz7yX z5&DncledW6tE))eoK&w{$p21#rxw-m4J0i;j*mKF0_Xmz4#ljpmW>XsJ|UnB*Hgn^ z;c(k_u#BhmYKFoBiSL&YKF zfd#VqeTJw@fdS-IuqC&$KLkk@&wk1D?e`@VY3)klS?|2{3MY{m9!Lq`vsjHO9$|c$ z6<`tsXJm+{JzM$!#*VUWz{g4f+e@O7C9_zcmV7hba`Skzn}3OpD59h5fNEtTFWd3D zy0krp^RoGIWcX)BBjyZ<+=Fmn+9GIx>aO+qS4S+mA7|+Y1NW#p9)wB!H#{#&WMmM9 z#!D;eV(Je3<}>{gA0*ksw&fj$>oMZd7IxXe&zdHYa;D?VTDx|pBq_kXOFEujP38X} z>>h%I(ZMbOx841O3deoo`Vdnn$y} z#qeU{${v;H*$Pa<7n^2Lb$(W@zggSk`|p zj1C2DN4m%jhpe}AW?yh_?{vUaCs=$#5BR>Z7<6TQ8Dj-@wP>4*eRPnj(>Tf%#~)gJmM{r4>=qFFuO2o&r9k2~YjfDCI>o_h>(+`nXw_N-#cx;5_F^so_qmu zgXBEpdJ*9;yRLB_uQ&}6qpRr4A9RiXov?!tr?tXaR=`@xJv#;>Zw$7Fx+ayadMf%> z=|Wjh?nw8fKV(AS)()}CO|iyGF-l*PLV?SQpYU=}@NgHLGi zMZ)9my$m#4Ys?qKwLH9`UlKht{D<>baPkO|ih`JKvdgaV zz-N9UKJnsGfSSckVi)5%<-#qJ#(=9{xYH2%F@OeTm9?$TZS7Fg#@EWxc` zmDZZ>_OLY|QF&mYxyt9xa4B$%HMPwn!+-zgLK#C)H(mT6>{!~&aGR#?%4vaCe=J5j zT!@+TGs0sVZ86=;S?W(K&Ni8>RM^GlNe&jns9%B3niO^=WFnJVL7eqCYN=zWK&D}F$Ze*Mm0`k$K;u8`OvD)5VAVzZjTCCt7*Gu!t>Gk zd8`X>wkMMZ-Gdcrz7WMV#j%u0otJz#RZk)KMoltonu^e$?%M)rb>-S%rnsO{FSIl$ z*Gt-pQo%%KpY|g`warF~<@bG=3yK`R1&kVq+-pW@ZQUlM(ndSiKCz%})t}~5HkR9n znlmSv#=CP>>um`b`oZcboEVrcxUmAV1}IK@k9+_V*Ru5t)xQPf$0+3e&JuX$Oot&8;i;Iw7o^bAih*5esw z74I1|rfjGM>RPj{X0?oo-kmKYm``D!m#%_y#7>xS%z1&ccWqS8tp-g+IYA3tjlFly z0+eD^cglK3$ow?=kWS-#`WypSB8JNad5bo*@PPCzo$m)GQ)8U-@dc|(o2?yeYIu+0 zs83&yntzwIV>P>-f0)Dz<ve@z`So^vH zV?Uq03idQ&wC_8XK)sTV-b)Kgc*rP>&7|tD48GDd;2Qq>s71*}K9i_rQeXYy{d28| zJv%+K~!7kO~u&hJPreIVz&Lcw6ZoJw&YKX`^f8@nxOd{c|4_(=ivP!=1^i4!> zw;{9}+|^;|DHM!t!cj_)Dcn7RV@~A=8aic!ibdFITg*_q>iQ^`WE`n8-Fh|$e|4Sy*N~@p+N4To0kJIW2EGm}ZW9QFGt8F4ztk zzli|K1ocHQO(EA&RrUIaEWi2Y5;dQd$47+ndQTGok862?6bujWofC363n@M>-&wRw zh=l((`V7Zk-+5O?{A1b8@w;XXeVsqrG-U|-^(~tx7#$8tcXuB84o{6ExIIlue<&(4 zo%{P(n`dx7R0DAkR^6FHA;vGPI7-lOF3;@l(mxqGFuqp_2=oGvB8Bz1CRsVu7cide zrnOe|Ycm)mQ`{^19J@t;Yg5$Rt??QgGQ%7Mc2&~pi$NT^oP#n3cGpuIMLM4}fcc&T zgH6}CPHe@*Q9gJ_#Npxq**uaHCtA}WhhufkYsHn_Y(*@|wvE5Dou{?jJo2u#;@0bf z>c+M2??i*jBL!$V5jupA8UdFShvIvn^?&k~u{A z!`>W8-@F;CeS}1+gg~5>&VoDnCLq3>KN8F@=p*f%22(sBg~ws!xs$*`V*N+#1Raq_ z6DvM%@j@NjU`?82rDLcp2dP9GcOPXb+(l~ zI4_?uved=jI78Y03zy0pM|-ioX3>9@dniG#sda}u7)7BV0|V9S+)QTfuhH_SuM9=$@hG6uYQ5vu_r(J-lTh&JN1(=Jm|y(a9cy*-lG-kvOX^ab^K*JsPT4FM6`R@cw5#Pd7Fkn6L0Li+cyPgx6sd=#DlXv{m2{* zU5W0>&Si{o{!W5s8WBkVD@shQfEF=~FTI@6(c211q#SNXTx}T}@%%6X((5_VX%%pXk&1>R(nVJ}*5JG6aPQ@{sNyvpTFNl)3elZNm!5Q+ za)#L!qK`<|;%*KacM=?TSHfZfSFt?IS%OZXgGR1aGW>y4)*-AJn3QN&4iYL**<<%z zGd!%5r^%6og@Q6(!(11iAgeaY_n(QQp?q_>wOzlEIU==cgs6*iN&1T@nfg z9ktegX4GLih}j?naBOAh=bS886ABW`Y3zs~b(xw1NCk{T^cLk^a~yl%1{Jr{K{wU1 zf?8>}Y9(+awT!nOv_;rn2NSo7+rF=99bFiTS>m6 zr9@F>$FX_7aa*;Ft4V$$MSrTrs8Sc49&Y0&ZNUl2422jdd|!f-^U8KY_Yo);Rc`gh zQGrpkU~ttix+Eg``r(K)Lp0wa^bm`dz474YJ|qcOYMN2w(K6~BpJ}`#8GyTeM(FmH%cF|))*FaP&$$3?(U0LR=^Fbqeb>C^>yFg$+MKPy9j7OTU%Mi+EPv{G+Cs4DYI( zt6)GP@KS&5XO~fo5h!0nV!k5=?4K^+gc(PCJ+%nY54}y9BWRz#B+64xG9Ey>i}c`y zx-BbW#gfH)$6yy9hM)ly4eB#RFq@e27R&JAs6B=XdwTd zncTOX5|m^~K$Far+WIT)SNMpF#6cM)jSc=q675|}N>(VH=9<@2sj)m}* zfD7Sj5p2rVvOj?7trlglAPqQV2zrf;={`{vqCnYt=2p~H@MHuF2d>Z zvtcjOR}RX0qS78e-24~BRSLK-DT~b7wM>{pT^OJG&7D}qsA?0ar+J71w6Sw^L;Z-m zGsQ8t#MU(?%@tCKh8Je6e6$TCfD?MYDdBxQKU^?a`2R=ir7~%5~V|dpp8MY0X{aQ1D;trwG5UWJ?AFME#rqkxS&tF zvzQ@k74aCmI#f#U=Z>;b^R|HJVIG(ON}D<>k2Y+6>f`?JA#U*^PFfSNgj|NW--PiNkdov*jUQT=m^Xoc|9$5S_7?kFwjjt$mdR!N8JIaTY{9e7L1yVNnEvK94h)DBcnbyd#;|0*6H91NB z(`9*7_v{%i>gOtB=*5(Tt8Os2?R|~ckZVyA{4c*K($D}pX~?A52_%RyJ^3Xn=NXu; zHPCQ~U${|u7s>;6qA%aD`6hK71L(3U7ND5)t>jl-K5;wEtc4ilw#POnebrK1Hg?9! z3;Tt~!kh=22>EeO4fR_|k%sCLeUQ`afm>vP>7=RzUs8_?HpFso1%SIPY_dbxv@!X!rUL(7a(=>$LPF|5Kiryj;4_%U>=9Y06 z&}hzWBtj94@n|dezF&rc?p1UX;b?DryJ!09vRZ_R7Vi1gIT3$pc|q}62;_wU)>z3T zRNnQ7KNjxp9TCt;ja7sKovJJl(x2oT4A)9ZN07};VpQxO>iZlFSs)7*B_{&@og5*> zhhsJSDu#cCI|Nhm%0zl+LCQpeRjKLNB(~Y}!aK@Yet8SvGOJE|g6ay3xlrUncpEed z@PCxr%|RJao)oVvAu&m@PeZ&lphw5q-XQIN%#HZ)Mx*6lvTODlZC7I2{PxfLT`85e z=2(+pSWIwh9+eYIvET z_s~f@OW)eoj3_y#@-AFlkWIG34Ce#^ukQsOwIO=`=!l%bC=serYwKWa5`eUuOzHE! zZsx(VdM(I>{wXRh6$`g4dx+O6MTJhO_UyWBGuSOeaJpjN#}u+%@$%Ssme&G@>(!=# z!3#k02g&V*iGn`~0^QH5NtzAOCX&|U{sKZj)bAJ&s9y)3M-SaIMg5;#VX(2Hi(&_k~h4Op-3=m80{{cS56geR!>S zJ1~`g&J82zeP*9d=mO5J44R%45DwBh=*o#fn?_7|8-#~AT!o@@c{GeE7qU{On|h(! z-m8O~>QLzxZR{NK#q|D^U#HweQOVI|OVS^Cd^=2mP|^H)#+T7sLNTLvkt5ky_h&og zviDEPxRq~}K7>ikso#<=_&gHGupoN%>HtnPPk(u6bGpQzC+arVPZg7&>=U;f{sBmZ z4(YE^T&VV;r=#pLn{*BTxw2zz%O{+ABRs|KsFjay%roXZRth!G|NHz*ulDu)D&4V% zjspF3Z@T=&A#%xUebULTKql%LRJisTk{pu>KjsnR;)ol`!0bP?G1_Cvj{0jXL*p>Hp{BlGOWzW_>*XfWVn)f279uR6Zu8q zwdh0rU+KDh&b=GEd{; z*riNv_PoLX-GJ-d?6FT!A^dKj`(CP3`7L3Gk$a+gA`qp4U#f9B;tlusHZlN5Wp>K! z75tv$@T|ph2}3?a3Qm>{#{pnEI#%$n3+yOZ3+)xXp=q!bnE=^h**FMI;FT2US|a(? zfmbz;v=y3OTHLpWML4@d7#y4g7oer<2Y% ziGN**Bjzxs>AsavAj3Dz+?bJ5@ji&)4Y2bI6+g6UzrjO^Vp=P6683(3Z-$5}{7<1s zLYGe1^{nS4RzVZt_lr+)UpcGi;PsRZV|ok9$(!MS%gp}dat<$t_sFUVVux&QG_iOls6jJWjxA`bE$TU=xA19<YXl^ zFE8+am2SHKP1e?tPU#*GfZ@9WpDs;feW$+0e3TmUxV*tE_*ek<%7)Ux6RBa17R3TD z)Kq;q&Esw57QBdbTB_hv;=w))4q@Q2bV@G?f_+gRXF(jSy_rSSE)?z!Aw9?P8riVr zIrao)=97J{id8S6Q3*iuR#9Q)L2o4R=l(JS3jY>jL%H+ZS~?FT!oz-1T;-mV#Z&I2 zj)MrmAGan4f0J_b-5bOl5#AkrtDUSt1KQJ9MAqIL z_kb_{m&ezZ0CrqW9d5u%m`evbmKdA%@A% z>#My^H>u>&L#D6Z5Lhz#vB`xsq8x!L{~?yOp;Gf9{^!op@VpC>VUCAQOFtPnpu zN^s=d?R+WZecYhvS33OkJ@*8~#NKq$!j`R{7J{Imrq%j5?y({uNWmc~`u>z3H^|CX z7`|38t!b9tM7kO3agben)>0U>WiLrih3JN$BoofTr`)6jDt+0S@S4kdhW0a~IO)|q zYa@1+D+oZXe1$w8THKHlr|^|o7-xku$%awMF@zcKn%u3edZbZueF#FaoVNWNZMiq{ ziOCep)Xt2P-MiU-j9Ac!zL6<0Pd8Wvh;`*+j19Ge!dm`}zEsTR{ST&l|JNzsre(?Sl1fj`?ZGaXOSI#r zmjAN~AB^pqh`N+5#CV)Godo_oqgt2o1hg8s6`Z%y!!Sr{dOB=@kn%@ievdAFP^+Vm zm<({kjt&$|T;>mh3r7(Zp)f0AG{J%|c&sNizg7h*8)FT3p*JKeDkG7@RE5L@d0NKd zA=BjMb%>Daij@w(mDD((x{V5h9Q0~?#tHx!J?$F zg#Dy)6=izcNhE4h=(3lZyZOi#cDnbu#H1qdu7&0gXZS#j4I=!LdhRFm;J%^|WSApI zBi}e&rlG1ym29q=7tT?)#iYy4zkZmIDl7K6z%Zg^-rlSh+M>_9*fOq_$h@0H!I_VI zGF&7u(5eODlsZ5G=Y%L}sjOCvI~mFJ*>iz6!@B-V=P{^!0rDJ(2I)L!?AbH)y8p8^ z<9-De2@)mUKBTKSTXhpdR$~`G}dqLyzyp+XdVzviQQ$a6qLIRR43X$4l{61ch zP|BZyw-vaZBRmbH%aZ36R^EVe2E_(%Rr-mRTg3{m?^vgP*}=^85pazE(3dFHi3Jmk zVg8zxv{uDl2{9!e>kf@i8@0G@bQ~WIZd^8)xOjIA&^*2&&Re+AH4rtq2+McXHfvYC zevoG#oMAA$x{8zH^oT3wusFkd)>g>0X8zUgW30ZeOIsL7hUW**eJMR;feT`Bj?Wvq zIdXKF_gJCKfta6-<^~8zZ>eeEluvCzsA1o-CMvQa`~a3YgNyXc0m8coL8fMOT1>1p z5uBx{(hU0QY0cTML2e`zxFLIXwM}a1JJ<2Uog$E=gk)fm=2RI^f*LsgQC=Q zQ1!5}fJ?a~Ui_^2#lwyBTbpx@t%1g!aL317w*^whMLZwFA`rn}@MPEM555NWwsq{V z^dpvlIDp3C+Y+Ta6@;(fc=had@I(HF)U)Y{A?LiT^DORx@YP1esWn`09 zyiTAqgB3*@NEZ(&jD-D}RrQGrx67GGfR6$FUerVje|J3BDflb~pclD0s)LFN2a{!J zv`C3POjy8w!X7`DzD66vl#}j3>4-Z6^UU-p$uin9|GsnVGSL12gtYIOV=D~}#t*B_ zZ;pGBq@`yo|KJ7n!f%)nPPK{?oUY+)v*ONX+YT~-@SF9&62mtWBsIR99Ncp#tkicN zMjhUmP%=po3}N2~>0!S^K>VTU*|G0FRSHFrh+@phkFhykCv*<%-!?B?NCls8bUI)m zUipBDK}RN{IZ3b@n>o|ctKL$AGM?mz7reBSHfU=TKT4`E0GNUMCL~d1lpzAsN9r$V zejmZ#3WMTZyw;@pqI}HJCC(lqR(1K!5j?RoeeDH43S-v!1Ce~XIAGw-`2{&E=(Y15 zJW7BA=84wOC{6B?fu9E4vP$hsiJTboYAWyf6aeo3zxED0!~bOOure_JUu@?;DVc?t z()8DX>d)-xrq!LxY=xGKIOIu+IY@LsC}|wgowzGUaFrUKk`@v;u$6yzQ$b4z0{`aV`0(mNFrq$`Gl2Tv7LYzjGfV4x z8H?CvpE^)10I+{iPDH}U9y1af5mJ|*_A&q$5;zvL*jV2l0JNBYMo>V_(jEpoARub1 z=<4j~AN;!&8|ZITd=BuvUGR+Fo*unNeo<0ULQqH!(!QOFhrxp1(S@}LOu-A$jqD;(-y;lZ`J zfz_)XOgSJNsVNxT=qhP!te?TJ;U81Z-zCz0pNpNonc2;6o%McS;crq}p z4=zjq<@~0C$ba`$NPqE>J^uL*{}BQG#f^Xck=^>Oo%?YO|Mi`H^a(|AYH3YjuBU%f zLEhuJ!SG|=&yhU&fncqxt9SkF4gPr*XHN7veD@WIvtxYY1pC))=rNpIT>QN>s9T*$K(X-V5a+UaPs949yU{}*v%luY;)CmBYqn}^=Wyx)94~|d1<~1~ZXH5;S zzV|8pQO);-FI7lTii=Mw{p7J-_8lJoQQj3_+rFi3_PG%PGyl$w@R0`w^0WDq!2&}Q z`G-d29^3_dO@#$TjC}nmKIrko{I#Sq*gMwS1DpTYeA%7y&HR1c^{I0H!HN#ALYRNg z=_)uf*0cO}_53c~$8C*o3>?%|{&7C|W&Osz^s#nEL}W!EY+oYIhf|F+(lG5*pmMpH z3#wPug#mh#uh%x~c9i$mfvw+Up|%bwRQ&x?rMDVHJ~gfQJWSsn@jsp&i2qAv@o4&!dfu^$g!m`{Or(7K6?p#W(_8#>bX3)4Gt`{o!~+qQ07Vko_=8} z!E2BTzyq5|!byx%xV%%JhD!#6Z{8eia%vn-IwN}wSU4ycxYZip1?H~IR##V~1-8yR zW*Q_WbMpxc^DL4ZS3^sEcU0H#W&?VKtfUd?$RC2ZP`ckng5~q055i`_*p3 z+#`+CO|0;F%@AT2gQAN2*Fgui8wiow1(EsT6DChQK<4lZhII1HS@cxk)Da&dCJQ6< z#|fEKl%fnzTS#1Xv+5#zDe=V6OG%(*$)DT1??i%dfXzg@%wKa;*?S&+ zrBh}A;mhL&)H7`yRh_)z7JR)lhM<^kA>4o;MfS}u$RIKfWk8+y;)xcb7R#U;aYeWi zln{bTae2hGP`8)-s~}3I^*ibe1gFPSrR}D8Ev_6<+Sz9Y$*%7yY&d-*jFK~5SYE+n zDzosteSX!5s3FO%KPOs)GzMjwIcTWSG9_GojCT?|OHYktH>mDW4&9ipZ*eCuT@?fy z{Pe`Ud|tpCqz}O;`gAB1h@=0y89%ZcX4n?i_b1;;u3U9G;rEraYP_OhXpF_v5hC_a zVH9kx4KgL-rSh*Er{$PR+ZV>+p@&gx-K%!qE|)kNo&$0R2JC@sH_TFn$RXq%7;Qvp zGa@Td9rrGCtwbn$_$pZozAP2BQM(}G?;MlPtC%)*Y3pQ}mg|wwvz~RP_9_}B_&snD5`m!4p-+QtJap)* z=)9k``c0yM*!<=6GIGH4CQGWSam*B@K@!0n)K;1t1>~uB3@vX)&+Iw8u86S9QYVnp z7ac^)_rl@xX$=~F1{%rW#BxzB3_BgHh6K9>Z|%6tnf>~!N|R=y#T2?Ben#WVAxNCV z$&JGccixx~#hrLQIx3>@-S_Latb;H?5_bgX4$)u^Oqjr~Lg}b5TfR~o`d|7r)EuSH z7flsV#-;zkQ=wq6TeTzC;)JMaiK2mA)cImH$p+uCkA?fQ&zc7~oeyMYiB153(K*AP zlX$p{3gOcV%d%h%PwLVNm!j~UM#Z7K^5$_tRGktbC|izmKZB?5Eyo9L6}bfb5t^Zx6axz% zu+k!Dd_}>KoD-FM6zVxIiTwUqA6!8eK0#L-As6_ZlZ|MMI;@PWVUZ=A4CD^pa79G= z?A4@L3`X=TCvv3O9=v6X7pp_iF+S-ikxqksZXgI_#_}-~KvN=Ok@F@zEJ(B#k5}%w za1f7KS5X{_8Z>TcPFs8qd+%beEnqdH0+F^oeGRm8R#5avV0ESw!m$YHa;`~?gq
JU;5uwBm!tRQ_1E<-2}&i(_q+gVq~2_P5P zgBQqf(803$AGnnsTG6mgD_)+vOIT+mLKH`KMpjM zXaK{WL@s_Bl*Utv;h(GXi+y@0Ztez{Cwnhbs`Vh~;Gnygp-e8?rtGIYQS78DCn_97 zGq!q+YR;rRjF02@y=&bTeFO@CBQ>-Y}uxY-&Av|+I z4@Mu$F<=%clw^D@89yxZO>cxEDT>mBgBA0LTj7)N&(7O2Vcm?Qqd5#(mWmg-Yu^Rn z3s$(8Jc%&mz3%iIx^2~!C3>Wmsj)1GII^4d^<=jl_a0j7hiWQqKgAZ{h1E9+LH1i! z`1j*bqAx9wMKEUo#7Tt3T>NpCZujfmIoYe!h54`WiJh%sPpVEXSC#l_i)6N0?4+wr z9Pv;derDG6L=;mw4Ik?{<8%#x&PPg zusC$b|C-lefIrH!2wbb5q#e@bE$}_VCB@T3^~5<|Jn>Xv{RDYfpPvn6cI?jG%|)dA ze!ENPV;+f{1TfDaSqqJDEbS25{n1@={`p|~PqBe5xb@qQgf*6sUv--=u5BfDg*l98 zt&A(JouHIevZK!Yh|MoU1Vx$-R&y-0jV|KVmgYvxRZT0}Ib?N5?sBsv?@llb>_lDe z8dN@1?F}9R*rAC|a=Dd2_8xHas2`2&zPw#zv13RA`bC>|)VFL4JI0~i%bsi>q(z>x zlmq?ZS-gn78_pZ5myWmDR;D16XGyp{jU8`}GFxy+BjiS9?KNgf_Pf$-+1qJ6md=*$ z22ek@%lv_l_{14Dz$2y&1(k7#+?!rrGZc@9;Bgqn8J| zDeLh&yQAkJo8^LL^C$X14JS_Gl?GGr8A75c6UE8OKsOP=XV8b_4ak?l>6@+N0=^jc zN>R&$8dPdn#*o*g#$dusC+7?WAV`pp^`V)6ZE~4BKsmbrBagrM_>PNs8|ogH&3Q<+ zc^hY17TsaxAU4eey6~<$l9GQFd--ImFPXpO>E1e?FO`;&p44K4po zSjU)@>WIg^*Ovo5aG$t*(d|0H0_WFGIVvoZBveHOc#U3aU}cDY3&__EzD&)3#RIbTI|Wxo&_Q|^B4AjoeU8@ z-{DwaCq4%(J9*YOwulHG$K4gu_8pI>XUAHxc6^84!09HwFX)w@cOc2FGGkaJpU08D z2lT!5Q~z0y#iN0N(geC-;h;76X+SX-<0tMr*pPOycGM5XF&$#M$NitZF6FSp9je)K9= zszt#yUMlWZZ$q7T1Vply|1YWfpAx+|g5jA$1*I^AN&SQ~K3H!NaYW2#kZB z8+}<+u^5uzd~9d|srOkg1E}{Sk#?|E@S*=$!4_tXK}j;E0tI{)CkK6pnlhC*rKp&A z=8@a;+m#h|g8c|4Z$WAeO9R{b#9SfCb5liCgeI#*(uNr6zPmmi+7^KDxyzZ4OY0)F zw6bAT#yq`aH6iXbiW$;h2L!;*(%~`Yn*Jlay zCi0yJ7);A7TeiQHw&4JS#MkwaBKbh^+oNzV_&)_68R{J85R<3y0JZnI#cmUM7|(xD zYNYnoY41PBcfTz$;#zq4k|)*)A`|{ad30d3+k9zt!o&4JDgVOg3NzuYW&Ed2KH9-` zd=LT4EV*DNfG9=GFoN=#X^aCwGv)WOJGR@HhiI8x$c{mw?v*Q%<({o{*sJy*1`3M# z_8zl~*AKeB#~bC$ZgE;OI!L+maRK2!m`OOSgN9H?20(~Ay@gl`c0ym#u`%<3l#q`) z!o@FsR3ixKx^nH4Odd88+JI8gAG2As73?KM?*b$X$q*6=qO`(bo;3ZYZISLYF}%x2 zUP{%PyJ>(L)~gfGwjv3g;jv&T97vfb4thn}#jB^GHXID9*aPwC= zpAQVEjT;_5S2`Dkuo;yR*m1@4c~lG@*N&XXw}>R#x{xyf?6_xiR;7ryDZ& z+cGAkg%VX(s-(WU&BlV>aKklh5yr#Ns>5gkDpJ z-&TO07Y^BBtc_#?NBCgYbzXP0`{j=6WC}KzOD(UI@YsO0OB(S_dz*)yMEnIL!8(qP zdN$=f4^^$T3e)9%6FBr6XdGa{v0NNR-nv{n84CNJG z%EFwnAR--TI^auEmww*TXLi{}x5uAN1?i0ALP!kJ3pO{{M0dDNJ{QX%7DN5fAlCl2 z3o8NuC*4g;xRZNlQ~Q_FHF>4baFTNOe_Xm*akaL`d;@EfL+`$9)>#@jP00;;Y@vQTMPX!d_hK?geNviPA|Z2N!B;aFHU)Sa zPBiLSWNN!-$9S+l3^480CyZ|NN23Js^*r*tcPX>Y>Zcqs@P4z(V5DKIDM zp*Bhn$7Ss8{&iPmrr`&xRf&c+<~k!IWjO$X7BB55xOKGLTq&`Bk~W zZ>;s+sYEv5M)s798?iJt3Ps~FTf#0eYvhXFJMya{Gio}(fWSSkxP-yKfjM&sk)35O zW>{mvcv`y8Y|e>=uXg~B`IDRJfbAU#Zn_P_dl=oS+?L>xAK{%G(coraae3Am$7f8X zEE?-7yz4_>FiDtn;S|(WJ?)mQLtIXWxIR%*y|GEZo@TrVf%!g0G=iMRH#3XoP3K9y zddNgjJ?crFNYC)TqK69XLE(heAEeEQ0Lxv-`I%(Xsf~Zrm@G^%yhCGz{6ZLan~6n8 z&jz>|9&`^ZP+Cshl~67*{5UPJR$UB^`8Gz))-0Gl11A7}W(}o~Pk4MprduHC4$`WO zJWMh9Dxm25CtuZ3I5dzDYvi1fNOl*b{Sy>13NZ`IF?5w8sK2PZR1yq%2|Z^ z1EG4=KYG^O%98YrfnLbJ0YR&PM&J~BmO-A8ukGjfFfZSG&45I-TxBE=3g5+GRDgjZ z;w;Xrm2+YJ&)n*1esI1EWnP4fYg9E zdVE%=M>>`!CAIia`&5Pw8IF$|nE&pfW3ZM!Oe%{_!vK-_*0LZI02C7{xSR&I(q z(bOutgv7$)VyT^lgjbh%iz{|Zl+ThI;yxyQvcG*qfS4<0Sw>GD%0d>+|HCh8>MZ(b zyliobc;Fsz$lPY2P&wCL^V3P&&M$gpnrN8Q8av}_TY*X-F=CmeP zB8+MABClL(c|9_oCx-d4#EkzRA~Fent`3S`(HYd)%1l4}0|Aih(ZmJd=Nn}f+NU#> z(oQX!=S5Jd)N**qgm`9lOS9LCrw|E}_j{VAkxe0jhfv_}O}5CQ{g1GsHL1CF6U7-A zr%uT}ikQ=8ujm3LPPFrSN>23HmK{_Q#DpCVTSsAy>loIVgtr$$>#pjck(6D2@WBh& zX~)f2DUp-INKM_mLu25n+oP-7+R0_;mr!+*2{Ixg?@gT?>iQ6p!j+h6G@A92K5mWf zmD?MLAcm=?0nEXwb)HjeI$vAe^vUaG;c$a(kBi*s07sny780C5x~M5sPQBUQ#?;@z zO`!3`y_zNXHXf4L8QBzD6l;?j0q4tiqv-JV`T~nt1`qO}rT+qds$i^8YN&DUgtl#v zC~19TRq}P>;jied zzb(@COPZ~l8Px%f8`l#BbK`@ERYV>i5U&IMLv}lOo6Ye=iGO;%)#+mBVW7`;=)y=w z^&2Tg6-7xRpp1>#w+w2hNFj`9yNey1OwYmRx@8epC3u{salinwULa6%lNkLyZhQ?t zTnjdrRixOqTL1`Obd~K zAdq!i-D;Rm9DXQ>Liwez@=3JG38>fp2ZrO67Nl0Bg0L00H7U<4&pIFvG7_o$!a>Wz z3)d**pMG)>|Ka8tqpRzzxvd=_GeQe0@H8quz=_VO%pxTlj4qBAghxk+K<;tb#>+q^ zpM>*ga`;z^Z>BU?XxcxWyP%9f_HQa(*X)sliQC)cRnv=h(Nbxx;bg|;lC~DR7cb4t z?qNZvHtr*0ZkTCAkQPD0F<1y#oS0H=dq@ZH5u8|ghmtX#+y*jVY0oO;lWPAl3bYkk zThJSN+%Kkc@6}@nJ30cf&WmhL=Qfx7lywT?@c~~)k&!J#6q6QcIe|xjA(5=r_9ihR zLmrWM>tY(;;h~wpBFzL>*JM?jt}JlPMdS@nDp%LK)W7vnv0rARkBYs}u5unTfuu3i z>)YXd6V)8G^ruueD2(466`K~;am@t4@Kxk*(_a6-0i@4aGv{M)=w!huQHvH7Y}ZM<*v5UMbAXVCZM4OfTR0%pe!|fD z=UCX#I!}%?t9a@VzswysZx?2&EgdZCjsf-05&O)ceMVlgPvNEy1{^E@ARsf`7ZprsF!3=VC|Auk02ZemxwN@Z?4RGPcTd}w?bOTt3m>EiRI@M}ktG`RywMc* z@avuiA0cCQ;uLfD;`?=a?9xiuZ}4pf?n`qC}IQI6%KXvU)WW;Wlh)7;(d8PB(QG}`Jd#9Kz)Z==K% zhT@Ppv$gVj_(i-=%HpVSK=9Qs1e_`cE3N}{@CA048Ab4M?>TxrNde#*FP1)8dsd{q zOyL5umW9ej+2~Tj8-|tP(2in?|8CMdb3d^WD@-J42j3uD3-+BNlrEcgGn8}HPoW;i zX75%)5|SL8cm4!f<2LAA6(?+oAX`Epk!;@zRaUyemuH>28;G701j5UXy|6$B$Mzi~ z0316vcmFPz7;-*85+UOCqa3_fkZr0KHcQ=t-5MyR7HFZCq7aEN^vfOFX5?N=(ZAQu zKS@m$>C;EEQh#%uAkHVJ?C!#Xd;I{Y;%vCm-zLWqTx5E|gpO*cGOvV_uI0Mt=@5m< z1a4P(fA;okCkJ+(AN38)`S_dH+#NptHf$7?X`v2<(S@l~-V#OjKAICF_&Gs-HiYXd zd^y0H`l{nxWqll5DauISw^7&PXmvi9|HarjvkAim*|u%l?ta_0ZQHhO+qP}nwr$%s z=S${B6Wr_s^#e}rr`FmP8(P0OIOV6{&c$h6FIcos-8LNv7-O112^n*TV2#+fmXrvI z3l7}gvve`jgXc!=(vx>Spf#+BjK<~cLZ?lexi6)@k0zK#-F`<$61I(_bIRB>AI z4CO@q!GBC+{9&{!|9P_@;Ffh)wD8)0hMy3c?rIEuj(=Q`|BiGICPPa(iD8~5!Mo0Pp6t2>--Ks|G@pss<49)!T}asvOjxP}C>3&xL-Bpu$5F(1 zH?*%Va@P^s)PB$2?ndru-db`>V!8n8*RVsW7SkUi@F-so2=u8(Ez zVJGX`wWCY(svDDutjuJb9ImldjjLiwhyJe7pjz*)pTU3P{;tK}(NqgTFTfJCtTtPv zk|vhwxW+7DI|{Sm+hU`4^4q9<=n! zE#mw000fy8PE|2h$gBr14~ohkt^6xElLfBgL>Kr5b_dP$DVvoRtA!ZQk;~`XiCqqS z&W-?d?3F;Z8Aws}9VLIHO#1%0DY{oqW{qAE>5LyGsqkRTw93^0a)~F_MCc;~Qw`~B z6VCV9GI5eRS6Evt3b3gn`;h17=C1Xr#m5~Gv{(Rw9G!LL-k6M+L>~%gwQSC#?fcT< zF1DJq2+7X;M-gmPGiFiF0Qt!J9vhq8uH)crQ*S%LMD38s?3R<+^^Abiqbmv!|NOrC z%|3S&%9EJWVOk#dI0t9Pb*LCgdXOl+0PUf9nFp&0zP^XN6*Tl2l+p4H5s9J3N8+t$ zDrxR95J!Wboy)<=^TWV)lW_xbCa}H0eN3hYNGvU+3+AAmt+v zvyLz)s$aX@cobt{ui`pSrYd3rmFU6;ZSVG$80=!g_i?aftx2h9$ST9T zvEZyJ+h>;-StoMl9VDZPLsPq-_b$j;%f2$r5oKq3U_0t-z2ZJZ;^lIFJKNm2Lrd&YFtUQqS+wtG}ywF0*-uKvQGGRYaI-U2{G*O3Ho&f z;(KD$r-RB5nDd%VY3GA#az2iJ?$+F*Sa7>&n!S;V7Fl5qdW@5fYD-*w04D46;a9F5yUuO4}r^ z%+o&m7(`=~x#ZsC*7dZuZ>HJtiEvHadT)sz#RcjrD-JDqTn|3JWu)Hc@^Cg?7PLic ziYAH5giLZN?+f~G^bqvY*UFCzojsa>$O78VRp;ZBO`7f|)yP-lZU2aF_duE;8)a

@wXk{JTFCjAfEk>)pdwB0I|1?r`3lJQ!4?7`0IN!n{!;%Tgp9L4C(KY;_%+Wr1_k z8Zb8>;m5-ttRd1J!6HakBwE}QwY)_G!bREaDrlx?@8<3>E#x7!`tamMIY}slRFh8` zVrsgZj)Z|#NC+xf(w2jthnU_=Mir-I!xhWLL;|^Ci#$>WmHDq@)BtOg>YX22=m%~q zj17{N5RT-GuO2!yawY|kb)ueO_|XR{!pG`^KnE@W$Eq;xBae>Ai$P<6=O?>5gWb** z)IPD9_^TUkKi_hqj)HtKW`t)H>JC4xJ*(T=@o;GxC5_?j8>Xl57YA<<`N6eQMajl?eg6L8@2}W+eP%rufo(6J9;U{)l*1!M9LXC+q(v3WIHG~vT1G2*3jmI}qDOE9VulbTlo(2H=Kc?gy$cV=}% zGJr3EHez{8FVqXGtwqQ!Q#S&pn_I>gqH9%z+7YAk%k8cd9mx^_pRnr$WQ}@aD}U|L zU4E7zfgkpKU7VnI(exha<*cwdY*@??dOY=O>urDKQR$~7Zph;@^9?$l7KO@>hbJW5 z!O>*Jo13Mec$6lU#^ITqNk}Bw=J&U-& z*b<%jBsTVF}Ep^KS%4eI#yggRXXQ!@_H z{<(i`p|!JL9rntluZk#VvlvtozmNR2S(zS3OVIEqK+)XI&u7jFxEUGYJ_Q9Z=aj5V zmJFxnsH3ZOcQ1r1gXmG|S5G(*Q&(*PM>SP`Y13N5?v_i|oU-nkVTF^Mhhgh>L)PM3 zIrTo5d%>T-$5{bhBcfi0{#C0(qD?^m)y)a9IFLUy^oAK@DmwSe^Q5xu*kgxb%yb`^ z8UDdQ0e?lsK#SaBeCmb+x*x>%@jo2XOd z*}I);4q6K083~}GWHoPNGg#=BgFc9uhgYMG#2cs@+H~>RMOnGrV3D1k)BF@$rANQP z&Y$>826R8)uD1K}w8PfhWI1TFnq2d4tS;bti8o5K7VS~=EBVYE7w(k;=)b&P%-;b#g(le@Ph93_+ z?-u=<+A%G$2R&OJj`K2k2a|9)47bJ&9Pv3qw4ktqH;dK_YeUy9u&q@>b^{I6?8&PS zD=lmFpca$dp|pY2+Ao%~3v-!7C^Juad^#rND9@#k%!j*1*>>*#ZXy)nKi9ack;kRb zxz_S=tJH{J`_TSw6Y*`E%wsZ4@~0+I-eAru+xZpi#tHvi9PYA8k1FL}d`i;&%TRR8%{W?5&EqPE7GYy)#uKZsgd|}RRNBj@ zv;2ACHW;HsmGRF!s>dw=1%v``;--eCx(Yq#mUIr>_ckW4 z@=^*MBTmm({Xso!&+J;UFZRz?__xI++QYDsVHabtLcLg8gox!E7s(^6dSrLva%vqi zcI@{Tw(o~`mhvPPATT!fX_|6Y79R-15HkTHIgvF{OuU;gDqztMLNwq*nfFnzcLkk1 z$sCB`Gd*&v$m?R4h>w7_19O)uTY~AG43Gf|O~XCf+?MVQk-?&V={b2gL)L1!2|)|- zmcDpT^*P(Z&xQx?vOZ1sZFo>8aQi&Kn;F`;f zFW{=b3935f`@ER%{d^N|MMqpzlu`@^X#WAsi@K|$ruT-;iO*R)DIfkEaS+9a<{W*t zL{LO5xgEYzd}>DBo$qG+fdKs^gcj83SEC4CP7#V05k&DSx|QAl<*55M697W!`afgD}RQ-21(==>smP6m!f62f=f2IP*B`av(pDb=m&APQ^QLqfA@n0821 zK=p-YXR9_==*1+3I3;=tF8)86SM7w983bF4xb&O{lh~zg2K1P9?%r>E&C)L1sgkbE z2?(qUX)jvMD9b_HNLgCXr%8`^uVN}OxdDYlG-zsYgFuHsFDtX=x{Tqb{uQXgBj@Lj zV^gPG>e6EC?d7%d3_0A@hj`<{@4#j8b9vzdKveOVfB+{->Jx}W!yH(T5ghE_5sjLl z`4}tsfL@;$O4G1n?wl&SsY-==7+XX49KJN6A?|^Hly0OtX4Ap0#J1 zbyj_{-%1X@t%+wxFnFGf_1+EAfcSWA-%Zv2D`}k9B0L>p;+#cUPjCTq!8M1;iu|rT9h+C&@LTl1mY#Jyn52tWciWGaOV- zo&Fm%ud3rKtA;Oy9d@^j-l^vA<96#aNhRu45ZL~ayy;0g*SjM&5k6&$V@|G$bv8xf z+L_iH%g1<+*QQca9VB~in>GelslQdwirHTGu>Thji`!akVxaB$B0#k=`raJUZWl#? zZSy=NX6Wnh0HJt79>|1nQ>v+D;Maj9{=4304DY0qdb-wjd<)8&I~3)8`132VH=Zk@#wc#k&2>&piVLG8X^N z37NBFaBIj+sJr+(BsEJsS(nzxd<2&^cHu!~R@A8VoTio$v-{_sL%2#C#Bg{u)EVYr8?fJbT*V1TW;zT+H;hMv{N40QByq!o6u<6x-PewAwR}$|8i} zDMT<|9HD1#FZg3z73CusvawS<>LNQF?QWbS9GE?)gGj)eb;#}+on%~P6N6oG2w=&hbx>Svj|VZyp_e&KUv#ncvmFHP|_?c;E#&&sUwuVt%gZ%95 zSm$rog{k15=g`1l?A|3&(~Nnk1(GbOStRK3@kCtxi`FZAe=x1?)GnZ&)^tUTxaVT7 zWD#Vy&9kEV<5qO3znWe%D8|J}uH@dR0(Dx`!Zzn;i7X49R5Gt*61;U&X>msy$31DG zElVI^*F9o-Jtp}zwM^la`ZwyhjE+kLz~}gHM~3iouqEx!9sMXl>v_}ZT)exKe%?yD z+o6pOlL|q`20zEors+>PsG^u5;H`g=VqEd}UCe6dIU`!5w@>}tduu&}scaLW7MxE} zuTJ~uqw<1Qp9ybCaonq%APp-u6-)P#xJnCPW=Ke?SqPJj5(~RLTa3?JKXFPy?jb_7 zPm_GaV2I8ZvCl&|-r&so{H4fSMwFcS_{6EKdwZCi8(upeWI$I|CU3!O=h$^nhL1_aULxHl}{ zxs4;;n5@8C9SiMxjcHlO(7LsYG0X8|?YG72K7^H-3HxEwSRS`6Eh|~JAqaD>)6799CT%`ji29a>RWKTE> z&r4qE%r%O1eF$W&Esf%{gDsoV=t|9VeowJx?3+F@1&xO^MRAy%4VfrUwSWz$#N;0m zk|x9QIhQ`|dZ9T1xI3G%?P|@dIUWug5l%6nv!g@2Z0*}^rOSl^5WoA+K7v5ULGcRU zX}H3g!hR-N1opn^DM!OLj&hnRc~hLGyN_d1ZQLsJjwfLhEu`i3T-3h={w%mX6V8Dg5%M73e+MM`scx&;iYXjt$rvbn6$I+f{h z|LtPb2N|_qZIvDkaoXF;QVx2(&&iiweILnBh z(Z~3ma+4BMmH2++>{JO0$<%`<*S%`SL&GV}G%!nL>E~kX1eS{+dwYSZKIjGm8Vvbe zp=L;|kmU@TP-=CaDzJEnsfy8lCu6*hobw%=YPub27!dirtGoF8JYJhoe;SaBU;Kq( zXV5LcrgD(!ekOWODZTMA{t^p$asQ=EJ%6b3G>Jd4ndl%Ak{JuDp3!l^d4{#V7mJvZeDO)p=?Q(=@U3zUCJiHXlZ~~ z!c$@q)+qXzx4s6jc?$3GfbhuMeN1vvp9?I=RnDNy6f&Jr)u$BfTE2|+1 zfO)To;{S5dAhFx=XsSRi!BTa{R{KFk21qRE2Wx3jG?C?&XyO8vT5TbjB;8|{gz`;d zfm54jw1&4%MEdozXhrWQ`497ZET>geZI(!B`5)T<=>cbK04Y{ECHqXpR^TmTQhin^ z{I~ZJY;A0P%qlXXBqHQcESdWnHVEefWF)0=OP)FFFKX3%2gh(V7Md50!%n5uIbMWj zK01*B^(@K;`DdI~h#K*6dW*+?x4vqfhkG>K8eDw2{93Lyj@KfDe?Y zJ5L1fVKs+O?h-1~)4#m(Z(o=Ybf*hT>x-4$L@6kA-aKdW0M<+?J(wrkQK!(*xDZ~8 z;`drZpSVyvnzVkHvb{-_=?D$P!lCq;fnw@c14OUmJ#SBwVrUQyk}IAc_Z zpn-i5%A1btNT#N(+hrzTQ&q^W%8~GRnu9HO&1VbDUlCe$VcRNJP)wK09ZL#YG#owp z!HRgih%rS@41rT07Ec~4ie_rGeyNUB6(+PL)K#($4>>>qK3DVjA`qk}dSq*iBOz^I zTS}=E(MLslaMlQ7bB~wJPV-q;Gy(`2W;!@XX;d@hDh)u;TAf2C=p%X$A?32XadQ6K zbqpFpmI+t>(sT=TEa|P4+?i#neDXaweVPIWd^Es>rr|*!&NLN{M5BID?fM%s^c19^XMfs$}M_9;`I?T zaT+Hvk^)j)am&n1zUeZl#o66w(5OXvl{SoCU09=n4yIXYFZ8K->ut@X!LCl7;QfY_ z6DCcc{r0EIBP}yr?Un&%d&gp55Ab)3M!xqc89PWIOXU_51hzWtVbV4?U7BYX?Ge}R z{%Rgt!a8;9|2)2U)&_rieV)G+!{9J2I;y#)z3C_{xf{OVJke0D4o|qRvUb%(cxNIj z6Vw>f+y{1^G@$*&nh>rj6NEVWj2UNT(L0~qMPC83_H6FnLZ?f<6-Hkqiea&w%@noRW|*0V3g3 z&v(fq3deAXVR3R~lkQJN@#M2@u7K?-O}tvKs$ooyIC(W|^X10~n$z`8%kjUeGs^A6 zjc2Gm(MQ{C!yIzN%38dL*W^>3k2@Aas78Sdm#ACS3wNo8l_F4t=-9}z&!Q(DY+W?h zTw5h2+0p`K+~Wq35ffdKaZGPQrc&SbS=QGdtpDYv1;solH<8HxS>mzbgKH5Z6Hz}d z(k#6cF7V^owc>)-!8#ht!>q@uGJg5x37`5mbgel~TEB!VK)Ch|@X}v&!=Z>uyRy-T zA46stn(~MHEFCCz(|?1UJe-aAxliFvCf*P0$$=G%;)}1_#A&RH7@`mKTrM?e=Q-Lk zK><^jZF7&OmT5%=W|iH`!~tW(GIQR+@Dqo55w&rnULUPMrm4O8RE~FAro1t%8IMlA zO!u<35LYe_q-Er_Yj3-Hq6(h|NJcUR^-1{$%6}@cGhB( zDAp;3{kV=Qnq%Qxbr@xjD<3LnlJ*=NH#$wEAaT~c0aAUvjq!%MTe4ZrYO8bYSx~4H z{w3iqO>z)Ye~n1s6o^&+p~`WPWHLe^!)_+#ZLn9rpOv)`9^c{ff5OPt{P^X7nzlVUVW7Y!gS^6mr& zib?gAtn*e)z!?@ct&G6#WAhieyJDK{x2VedT8sQ!JZr48pgY>*n+(o8*86_IMcmWi zSK<)U97a>40gh8T0B+dTY8#ES!7{XfJe8I0C#A%lLVA63Cm;34Yi$h*PYN|!E=+lB zU23lF7u7M>5pFED4Yw9W3FjL-V_CBjZ9Ud$$t_L9-H+}886V(aG(AyXFAA( zQ^38eN@Y$BUzwFF)6DI6)O1j6_i_8`<|r@r_ZzN(oh)dZ3q#GJq7sMTRmxSfJ9*ao zuvgg8z}&cY#eQ-N2CyDivENW*faam?9ryUm&GF3*!OU0zkob$E@g%8GgVCZruU@Aj z#Jgr;CaV%BQMGT4&$2dt;7{19c}$Ssm@n!rQCPeR3MILg3ya#bUhlM%LxBMml!DS8 zh8X@M%$*0SPoc1BEcz5Y!35P3wGQDS`|c6z3F;CFv_)Y-a$1q;Hv)X)8RK=hoHCv3Y;V zeIO8uLFSOI_-ii(r8d|UqIW*PZ;zl<>k5}AT|Rf}f^m0v$%J-j@oYWn9F^6sJx>d6 zSLs_dBjkoLJjyPudtUAQ>1zMJ(bPWAdI{JI<#do=JIG>f*|G=(MR0Hyc25=Le|(_#oB)>Q(4Iodye9(i9O;_3 z#n0UO{l99~{D9{I=~~x&UySn9R3NaHj8nYD_{`nln3tIrj|IWBn^K1E3HL=VP)x^%8g63$}mtJ^F#QZwg@yq!Eq0D z6;)O${wt`^HD>!K2^RT9?U_`RFU{FOYT^~R|E!O|vm>yzNnhNScibhr-)6d5B_mb@ zYoiT3pZFGuSW*C1puek#NR+KD=z}dBSsc%Adr0ho(hJ-wCl|wwxegVXAc{@5ER_N$ z0)5L@V0V4R%XxvqlE$Ry8R#Hc`>RCY`VIN4ph_PjHb!4gT0_Rd7o{q3nFP4B{AV&> zcy2j|XdH&PLJ5HfJA$SouhgrouTMv-=+1G5k(i{QP@l3x$!y|)@H>kVS-l&q+Q3xV zOKxQ%H3mF-DH6ErRaaa^J5tVgA2s9qY#x;zs*yxLi}iju;_xxRVW2PeIx$6=1FDI} z7$~ogE31?RteO}_O9bS~!I1}VPY_xnHRRv*ar6D{il0Gr|A#Mt z>Hqcx{69eeBLO2lGc*1F>I428|KBG8BLgEV+yAF8pt{w_xkRg(EIZQ1X{_}|*?LRX z)%rhcKpADLiUVcqO=MEtY=_U+Yx_>$=M}zJw3`e!@?5qRoui=$s;7ZcenSSx{BB5Y zMnD93era`qxv`a%u_b77i5l1@Cg5-6hQY*yNX~S$cD4Vjp(w2>HvlY?l7D&zq<;u# z|MbiZtP~sqD5pE8hK714K>4qs{Lg2`N2H{Ug&uCwc0lrT|J* zX5d=HbA1hefgJ1_KUtwwO({JiekT0j_KZ#Rj*KlVPOiVuPv~EHx8G_x{(mK&#Ngms zbACMmf0{pYIMv$OGuAVh`WYI(qs$H;*js~>c&QJ03JHyD;6Ujaze2W`m-l&`Y)oZ- z*upP!)AD~ZgX1XXc2|(}EKFf0$>5#eu#owmeMT7vf4CEW@Z`UKg7<&Oo_~J{Uwa&% zda3V!cf5aY=8$SyS{}q)O@285e;#81#(;m?jIV!LEeSa(HD`YlzkOPk=|5tLe_|LE z=tX@s2(4}JQsBtIOMVbF*`(Fn)6%Fl+S1g3r=qQXU(a>gGrP;v6RVTE*K~P*tw{WH z)5Fhu&XuXEWUQ}$%(*{&%BHWSe>`t}C_h;oMVZ~<(VZYSf4*hER%P#LUg#=vVSN=p zaf-+OrGHQN@R8vV^T7KubN@-%^UV$nf4Us0rvYqPRrmgchW!H4|E{Rbjt`Ab0Ovon zSdpLlM*iaV{BoXuv7_62Am^X+EEF6V8rgoh^#7FZ<2Hv^CNAje{%*hb3jdzI@5-|> zJkm4zYk$Eq??ctijLkZk^-toYBQ9W`8G>ShIg{C{Qc*yc0lj{hh+NyNVE3+sFny(; zyj#6!b2z+l#FublUko-CUrRG|P!GQn72nVctQDOd7xBOtF4KsObFGHm_2?#TgRGqB zEAVe+DJZVedW4Xq-5NOs^!OCO<2zA7^OJrY_@9|1>>|g`1%CkpH|4!uWfQy~pTiu@ zy`7EQ-_Q#G0ODBb@ItfKAg1VEqS;4AmgX-CHja@GS7LY$HrNvyq>37OmaZsUBbE)f z#&E3v;kY81Nr{vQFxN(@Xb@=a_U0wpxB6TD+Rc?>WO*ry$e%(V*hijTn`B#^4L~gb zP1R!0wi;}AkZ9zMsPx#LvLKT#M6w|Hl)1&8-eHg6>Y}fO=FlX1^~-P{lBxus31gML zkRu?OqtJo2vo&E5m8rBO>=<=MJ!2Q(POL^Wmi|-DG}Y(#y4NI32BRKjxf0NBTD~w% z60aPGMS4ZR*ol}@?4z%4Q)vp^i`KR5Vnr;83yBnc6-2>x@%*T^5T3r<&h#|zzDDpF zr;9p!DGn)IxDY4IkrZF6zEPn|0NrNA(=t2xM#`)s_Fc7<%EKH1>PY$De4PsN7#%tY?m-`i# zbnIO3y3T3!G4sfD=6Yi$h?6|Ni_B#p18tcH8KMSgdi~_a0p4P@>xQfin5LRu0Zi0W z{sI3do`GPKUW51r$z;I=A@UJl!3hp-8)lzzu(R{7TCuhcoy;TSHor=87;0RhR8!zC z)P$+cXacJWVl--{wtBV;{u?B1+Smnb*;>08=}iBnnpAa4%$0nllKOF!4Z2}J<6?~C z#igUbeVTx^<9!v51Mz&k4A;rUH1^LlZ}lB{Elc!btCIxO?m=&Rm;)`L2tsg=*!V^l zJUgS45Tjmn@9=MtXF){Ad zyGE1hxfF$KZHq{r@I}y#92QvDct9#`*SpKC8Ke@;gJvMl_6Sd=?`AEIP^15#;9U*H zum|)5*yhECa*zBdrf0K6eiN^M&cWi;3* zZ>cJDd6}uQqcD%Rb7vELV$mpPG)Hlo7c-?X{uB8C*2>mT6MRJnnr~nZf;1dHX`dWJ z4u6#5)w;tBIuBF(0+8!sQ*lx92k6W?QF3~%pVYze8jZuY4#j~lmMB4hOE{0K|5cr_ z;dry_Mpe;V9P1yhHF+yM6ON15U&ktHpUFDxc@wu6bb! z`p-swKLcs-*B<@o;@J(^NO6aSdz~{jw+VQ{dnl~rV9a2D2)!k5Ho_%kw#2qq2YCgBQ@hZEXSpu zbmiRMG=qutkxIK3GuW8^pZdyzqAdcH)p-AT!KJr>%Ta2Q_xlv@cV}woDMSxH1dHUW z1a=ku-2EaQW!!d{L&Drc<2fcXy{uv}`AVLHTwV!O_zX!j925>52_5Yccj&8>Z%{r^ zf6#%K;dLg=73EkH(H9_IUM?*}NJ!?!BQ<~REOMpviVIL#?3aOxy^)|^!~$ygka|7X zTVCv7U*c7E$R73?hWy{zivQY9dW7=qirUQwEt2t7?GEuka7@#wyp>fEZYaN6PuDdk zzN71wyZ?rO2#(;oDraJ12%Kg=@4foIi5Cw;G>z;4{2zP`<`aNd$Ni^Z0zZo;tH;Nq zq#4yUn1o{HMYCJR z59{ANZ|?o93#I*%2vi zxee-)_ywwjMIj%_GbmdId1%51bdExco2nNxL6UReeCC?OVMi&&*+(9@!z>aUDxgpa zmQWKu6M;eS4d+kGBG$nW3d0JNFE)54S;dwKd1p6X&8C7` zaZob#DV*AY2fR=!(*%5qslkZTwoO?=`Jix13<9oTWwyIXajaqN1e}T{ixfGUqx=2| zl)-XeZlEr>9Yqz>HMP^swn#^Q8M0qNyL=g6@ zY*t;V^nB{YlfEWWOt7R6soiw0*?l10wPUcLQv{#k(|>4D*D8$D%^QgJVVYX&DX(}v z&7G?_aS$lru@lPbD)$N$`b|mXVL;*4iVP4xW3K5Fi;nX&EcR5ot=k3i-H!cHujB&1 zaXm-+0WQ(mhL>mTyUv7f-+jpJUO3Gsom(S*t19<~H-jjQlc~GVbjM=(mqtvIJ@Omg zQvwlgRa!D?vmdW7dPAVo$n*(UQEY&ir`J~nLf+W)3a0f$iCg&#opo~ijgU#BkL(3o zRCtDmU~!b1a>8|l_AuNB!%nN#R)!=zGp*1&wIJ?;2b9Cohf@iepCd@`9S3uv?F)vp zU*Wg)S}r9w;YGd2^M(2*y``=ny;tP7LpvLlgc5R4B>mTad+P}KjQjT=$tY{Lv=eK6 z!T%FN;${Sh4QrfzE)CI1U;q=54xb0CV8fm0ZZU}$w!rUuD)YqsWw>${rwP0!4_%Xj zt&Y5=v%@Oz6C^kcaaSTS&j~8eVe>!_$GN65v$fBW>>>rAq~x$ZBDNXRx6%n_{(&gN zB=VtaRblcNkPDwZ!^=?T{65Z|9bCQF^sNw;4mL4gW;dWkx|MA*R6d>){mOjXL`Izm zWwezW5=q4h6lEa7a465m^M2oUtX27&uBVJf3CdrqROYtui0(*5&Ldd9?Tr?k8;xsM z#=II_fQd$WI0VQ!juf)h_o5IG|G^EXq~*asUtxERi?k=g6EVLoARn|JhtNH<~3Q6N1zLm8u% zj6t@ol({&Qd%=`CgkV<~M+1xzHJ=WeZb)qbVB+nyMT@HBm~>@V@6ER=pc{aEdXA@6 zNbQ<{kMM9_g2Fg@J7fHxvBBK|b@K#@PnhbA`LR2jF>1)z3KPCROgqce0GHE>4CQEz5Vh2%2K28*d~v zIJzCbgZDZMGpHG%1q%fn6JTG2Z}mLcuHt?(a&SOfqQ$DOEo)b{FDufL9T!61ZY1!F z+7UlWKBQ=G%E{bS_ zaLvjn!Sikd9Hlg()%k9-9~c#2(C~qjP%>)TSKRV^kyltmw}ar*7gP<{Vk*<6A-<@@7bCorElg0 z_|znh>ARB6630I=A`SGBOgEmNUtBl)U_)||=&~e@dvmOI8`PK2{KS>G0`={h&f+uZsBsEtS4=@p>gD4-q-wuEY;vSh?))=g{2lXF z6q^gF>_N)NbPI)663`$n-Z3hS^vX#AulUY$mNypJs``zrTL#A%K_K>rc6L702+Va1 zC6VY`*>C?^Z#NMF$rj`g)Zt#gL>YuU9(O%2mg^ba^P~FVV84tYBre9PNfV*(Vd$T4 zRe-s|@2t#r8H){}m8M4OdwIoHiFI_BdOyi4#q!0M$h7M~%MnPVIH?X5(WbhNFMjb% zu$piy(BRj@-VQI3yGTwQC&=v{p(imNEmB4r==tKFM4@&eH+mk;9}0*nPqJTZtQ*;^ zyO14mMyKgo)vGOmYh%vP`Baj6O^i?y{^`)5e=c0~2g?`Xd(C+QmbP&rN!ye@C<`@wpgggo*2x{D}IU4!|@NBS)bA5873B2(tbJI$)Wt&hWhpUmYxQYmW5svh> zaaC4XY_Vyb<;!@zg3?;Iq2l2n!DnhxOOf)cQUEm4PW^>#x$&)5!WevQc76h-VgQf3 zEk8taSbOHAOo$Zjb>cN?2q@0UB3>%L-!_d`cSE#}hsgDGFO&~juo=&y%$12a(RZZo zwz8Uy19%cQN`XR06RYjO*lYvy-@nRf7Nhd2P;=MJ-Ol&aiU$r=1MEL6$TMOmzo#F+ z*nwztFa9ZGv!9&fj%xm9u%km;SMj>bw!*YB4$*s;J(-!f=-g!FAQ`EpUAE$}L|I z21L(Q=CgNdspU)5`kl@W_eAKHu~|#19>Ks0sNQnKaKLF8aydsMOqYRh(LQs;rJBmv zteYr@xQk`N5Q>AU%`)AN=U61tuuChDxnhHI3x#e)3V7(cP8a)Cd|uQuc8Rz#1pcsd zZu<<0g3O)CXc9`Q4UDtIBOC773wCE~#6E{ACJztKlBWtSqYd~jZ;4NB4>+h?l&Nr- z=FDkUH@4yWhJ-Hk%5s`{ju^<;%K^b6u2x9KK)NU;E`0`xn_jsh44TKCB0_Jdm2@az z(X=-6G_xiD4275$tCRHo4Tz3GgdVx01emc`R;VM@Y6BGe;Xjr}jmp{L3DZ7Lxb5pd%D`qo`5hN%x-kWVLAvmyF(+FIsN&Qqh>X|?( z03n=ivZ%DokV@qX8F0;ME4ZmzCcrnPMW$vuH<5A;<5q<1Af>)uYf;2Dxlrkh6lv=Pm}`X}Nu~Wri`iz^Mt^4jO%0 zn*A_K_;9_#F$kD;-x7&>$?={#wV9wZ$Cc!hX4R9Ap%Q(KCR#~w^i(whdo{hH*1>Fs zr_{FxUAE7fFVQudX4GRtGlWSvrFxFNut0x9`Z61u<+!)UF977HR!Gs!nK}c!DVk4^I|RaNDkXbl~f!F(u?beE0p)JP4*4A1}{i z>@<2uj#G^#smXwpT4?@(Y!2(tGMIgYPK({y;FF!U`1EhgO@(PAGd6NsB3bW6KhctX zV0Y@%mPa-=c4hIyQD=c!xxl_0i}gx81j#fdKQre!L1m=k^?M@SLW5(QuPTKuoqX=o zDb}Mi$p=eokk%ycf(hHW_3m9hNk&c)CbkrbBtbkfwYPwmoE^-{a}KG{FEoDG$4`dGm)jB!Mv2=@lW4%cz4DP2=CXOi?yPVp;r%4GOH zcKLqMQXnzDpz|VbO=5Z#t_)YU;7(YFZXU{F9RKPka<9xNybMs2IGRv$_aN5LYPGp7 z;A)~&q+@h3ttB9uPFL*GBTD%)E>i!Q-2kP$PfVw3jaS5-ztk^`f4&ehA!3U!3TfRT zo7(EXVn%GAxx!e6ih_2}z&C93r~^LAOsB*uep=D_xio5Ln%V;{Z5Xo!%sGIL{?-p~;MMO>@f@IfCT zF7#;Z#KAFn`YY|m=%eSt)y`SQem5!Kf3aLC$uA+DRZ$mbtW@nHY9}%|n-8rh6lp;uZNIqK|>`lH!UvEP)7-CI`c8@X&`-)jyk355ZzixMEMwI zOK{Rn%7+0zoVE#8*oT2XTZ6duZ|QKIZy^*vu3~!temJ7!?A`nbl|?AZ&PA!I74$pl}?#Hf|NI|4EYQYLMT}DBUCgq zpf6(=O)Bk;mMZ zb&3n&O}5!T8ON+fmj5G76op}?If^%iDS!|5S?S&O$Cy4Ik75;=J+Fn+Dfl02m26K< z+ti3s9j)?ovj*G%ceBijHtSb!%qySI<(GL{>FJU)ZsgYbJ=p%OS19yi_fS}(ytab@ zT-JB_+KEx2tHxH!(Ez z!E$mxJGS`6ple=w{-IhGDOxD->-6g)nr+PlyYLE-^-7~wV;)7QaEZ`Jue*`Y>$?VqbI9Td9j;cQEHIkJ+TJ`Q}A9)Ux=2y zR(7`FUv)Eo{rvqNHVXk&+cD5GFdlIwcRCAgT&~coN?#fM@Sj`EjH$W z8Guw*yYh#&L7(oxal#fGmf|Fxn9)WyZ!Ho&h*!aMge5rXX_oy&)}Np+E{3W+dwMnb0V+qGk<*Z0FJ* z*hkubsm9lzaAkt6z!ltzR(MhQr*yF)@N%CRK_#(4PKU@50I^kcR61Uv$}S>L%H&nV zDeDZ2<3%TM`2mVMw>UdmOii1)XpoZ#_IXNW%kc2R=5vB{@{PuI>%mNn5exT z+qP}n)_rW-wr$(CZQHhO+vw9YZTjK;4Uii<9+ z)K3mumcm#!xgIZMp_MC=gTKS-`XqjRwLnr!d(YDBT2pj!d+hWp^y6uDkFc+`!u4KX z4~3yd*Du}k4uI6~)-ttXGo7)}vgdf?+R%a-Vj_-)THWU<(6N86Qwr_fy4+j<6x_KT z@*{cCD^_%}3d*f9Y*p5Ao+?1eTBF78z|B5cTuO6mTUKI3RCzVt;GY>!8YT!`PSeZT zn0eFO1DbZEvL>x|lHFj&R8jE*iHGR&{yp8nM?1Bw#EJMc=Q<|8!&!?h%aMB8i+!)L zVY*%A&0CF66k0q3u22g5VlnO5Sz$TNpjq4+a7aK+wQ1L2+(b8VLp%XOU-4qwAFa+d zB0W>Q7U%h-azRp~xYK(g+7(|oA5V0coU^cw>CuaMH>65cy$RyQ314z_-f-fLAw*%s zb6D}N!VvAzrLZW(_d<5|!Yv2;G$OO?9E%$+nQ$g3rltui`H^F)tBNcamOsX;t#z^w zrD6Sm4KggcDI|JI?y%;akoW*hep|wYs4iYr{(fp^iOJlvB*>04P8Ydpjo5Pp1%A4e z0ZD!_nTKy_tcm4YY8>mHfV??4Ur=~AdJi4F_uSjU6Jj7LQ`OzEL;>LpFvUe@RG)CC z(oK^?UI-jwP!}Dw2dyK;-jbirRr8)U!Cm&qY`4`|s`A#s5?o~Ke9l^6BT-iK7LIu( zx~28l=6p2-%3My?K!l0Qx01_}wwVObttJ)nzvWW>T9fhlw4b1Vc1rQt?=J_A7PLGraDf(i{A zIcnEe<-J8#0BM+aIhI5#JT{eNiGL>I^DMjQ!YS=1VBjr{a-${0z+}B*CEb2NGbQ9? z$+X6`T@pUUYQbRBxvJ-{4Hv-TcT~VePt)$HgjxF?Vf*M0*aWqe2fSyhpg3X7yyjXE z;AuMbElt*+bxG5eWV%7LDGd3sba*n08P^dX$x7@(Ztn{N!B}EGbsOR^dYqY?hn(r# zI>yuJC!Lg}ljz)*U7X4Bx#AT3s8y|EnwO{JEwF2E_##19w4A*Z5VzpvFQLgv7&G-* zCoXm^(zeaW74vyZht7=?SR+I$LxR=0ezp*gHZ5wKv`LK)^{x zBMeomye1+Y5pW_xCH5rd(h)k|X*-cP|1uN%#zm--%z#XKrHW#WZayk4Oe)iKvsPD2 zCGsJWGhR~T1nB_(Gofo0lIH(_VUeD!yqWc-M=`B&r=L*20ftd799<+XR$plY$fi!w z2abUo_^sR_M>WmXL~FMwtH1pO>+-X-BzItx!Q`~uhjjFnNAzEtVgnD8v=&E$ZsJBv z$%SYTdC?dBL|tTGYK**aL;4e90 zZ~m@CLJkZkPa36U@(MXvL5gSx+woUK6_0v_Dac}Kk_RkmK)wr2W%m1G)31^`0zYB* zvkFH1#+rY4v%N4UYlYU!UH@nm}BA)cOeCOFLnI6MaOC2KKK>hoULu`Rh?VC2P{ zI?I|w5TZH2muW?Q)LQB;S14?3pV27O&x%Pn53EsO@)e)=u|z!g8MAQ0)ooAN#A^%V zF+~ReHdUs|X>kcsJpT$uv8#e;G#@LzSDm83-LwmK@>7IgFjXS;*n1 z!tcU8b`pC@r43OhbI<=hJJi?Z2aF>-xsB;hB$D)dciVIHwRO6h32axw`DMi{?gH!G z7{F(eQWVb)^8}~WIPt2WybYlds{x*yE@O1s)DFIYC94l(As;`~Uy>z|k_U~#O-=I; zZ^UCI`eEmp{2;qF7b$TLn&J$J1rQnHZ_~95^RI91GVyrQBEs8FDZ0T%H(q$s$Dgs* z*q`d3CMpfz6$x?777CMF#CjR&&jB1zTQM!Sm3>i6lPF_E_2Dzv36Txw`uL!+*P|qi z3|U_ygHfjjggPlzjeRl71mJ?!b+FBRYH3H@5NcJY=XknFQxuwaQQgT-`B>IpC!M9B zRZYzeh;I!vO(+2=*BdCSqxFhk0Wlg@&jGX%>*DyJ5EXNRneAU7FopUV=x)Iq_*R}R>d3$%04Ex9u?BrQ#x5IwNQ1isHD z7=Ji$%;GYJr+CUPdRJ5yFV|ayTq`9#-a9t5OS~uDEv6=|_P>j-N{Y^GW+CbRw6rEX$0s zDFd`jj>JxL!Mtg#grw2oRX(4i$8kJukTnfZApvo0@U7tq_{);+7oqs}@JuPxU(<8r zTj>CJ(`cqdq>s;l>tSJpNP{xZjdVx&W!L;2QFGPMGOm`DdrsUycQdj$-nl;!3w zv(72kHPIRT0ZH5M&}YjdpOasFrpW_N1=iw7Dk!8PDl??L&rQ%DCiWxrY$ncMRxYjk zpS);8=0u@*$?}vbq^h2mbZ^L10x$CBCnodYmdHQP4vkU-I0uZ(-enGn$*Xb3a4ol3 z@wgYQRaMVT+JUy%?M^U1pnC2DfvIvCHI?{@%jQ@Qvy%E@kwTEqTU$7!FG zeoU~Sl91h!^4db3ZLIiIxp{5Qt96g3wr{e2Gf$Vj&%g_V%h!@Ya!e?iMwX;PLK#8F zi!{1!*Adw1l5})`b1-UQ?`#8JTWPLl@OfSWGF19Z*Z&$F5IGX*N^YP?(6fikR6OwM zi<-7{w#eE{wP9n^{dzQB&69AAJdUh#OMHTW8JMnlXh_Ep5fR;wL@Kspu3*43AI%bV zM7Kic4@VU_$po2LBY5H%xT0FI%(KF_oE-57F7x?WL1p4kh+ z(Q^VxkO0pR)JGUaMk$Q1P)z~xcG**0-Oa%*l1Ss{8v`|z5xY_EpoZjY)$7z-wEeq{K&mzJFi;U>;FOJ!oz2cc z*G$kX0dXq1y0+G!xRCjqY;nke&^9b6c_%3F%CpLUhyCl=N(OZj-4>W6gE-KQZbJ~} zlr`2Ie>ajqz$a7LyPl3K?$NAjnM;K0HK)Wun}IpVrt8xLmvu@iC;#>AmCa-SKH0-p`Jlk1j-Vg7vqXRi>=S^dPm08-ZQKy?NAbJkVvCQW}mA@`2X5z@H9b9 zkbnHI)*TK}&}?o-Nl#~6Zc>uapfxHLkiBCx<^@jm%s78b3qUjfCbX*~vmTfmAG13A z&7W}#-f30iChu8kuOii{evXMQ>Gn1wP1$xrkh;dUBI_nx_9spo#Dbt(-XX~;ED)pz!ehco3WpEABk!{TEyaThvDM0jk)A(FN zpqo4WJ8RMFlQmTtYE)~-p=1V^rWQYaH8w0M(!T>wsvjf1MvjE_(ePvuM>LEp85QH& z2obRo5+M*X#^8cqn7a6hmMmQkv!P$TYY#^Xtoy&4$?b$iC+Lsf+Py|i^_pjqhzjVl z#|i~kB$QYp&}~~rvXumH4TpJL=T_5c!n+2`(|%_nF0w@ERnTmKTZ!G5-e9r>ZbmcUQI6GG=kgx?(%@4WNwkDiGRvV2 z@JY+4ZJ`g8R6okpLr}30N@nXwe5#A|dZ{p-`Hy5-&NIrKXDfpos|ejrFmNm)F5O;< zd)=b5YAO37U5hbF3H~ERhmkGY`)b0t8W96y)KuJu9P%+N(!RfOtppo|iOO^%E)n#` z$Yj;wtRzt8U{0E#;aez!gagvkF1);m-KXFT_s2!;6Is(v@0OoO@U8MT>%Xv{rY;e3 z9M-ezoW7AL~0@a-AQb@bo46eacMbRl9>RQ=D0LI2;V9)c2H1VW72 zpysh~WEX1YB-I!J@mQMbb!j=koi3;W59WEy`X%n9!|CcGkv$p0mSyIWvH+2?E<`f# zjKFujG5%!q1rMJrqemlfim5Kq1vwMp|M~UHdGIaBR;qNKox#JTA%bNI4f7mwC|7)R z-*?rpC<#mZ%UDl5V2zU`)Y(ZM5rx5Q*PUHg^XpAf5(4&?PZqv6eWE0O9IIO1vdW=g03pp{a@(uENzmh4il7*z~gSVB_@kiT%+VoLjDc8>KuX2v$4^ zi}vn>W%t~4_a1x;`Zr!n5)xJjQJF6W;ZEM^e*iOAgWTJ_HUEOB;HxddKuX?9cs6Cg zN~ViK85icAS9Td}V+@j%)IYSVGVpH^e>3|4e{fRNWH}lEvM+B(V!ftamZQ6n4X2A& za7ym-L+kDQWVsKIcSo&)-4SdbeYzX=)v%{SFkc>(=i8XiDhB`qT#=;7qyRvn`*aPni6e)kMJ?6hqOW!yxqY3EzKyA%ZH^1(B@o2C% zBLK1%0`E?`{5xQREWlYaaqegrs_9VJBKK)%S;CoWA^bAKnNF`?lU;ZCMD0!`>kDUlQ%eS z{(Rg{49%-zvuHhuDhu1URSG~}l>dTj1R2jVh!4|>TQCe~2@MMIRZHQ&Zs6M{s+^Qq ztYL;?lZ0hJ3^2+knMTlb2(fM}*5h}4rjZM)yGt!^0oKJtUot5#DOx#+HW3re7NJBR z=1ef1Q5D{Sz;^zNpI*CYCxqnDY=?KnU5CNJ7Cn|D552OTy%Te#){i5Gp;fDbchaRz zvkZDJV*Ib`!N6Ton!F78_2%N%F($_PX|kOkxaCrTdI>VLhSUaPe!-lr?|L>f@p1!` zC*de)VS;qalZ@Wx+Ggt4HNr8PZ+9Gcbi?E^(}3`=q;egQwOTaeebx8ZHiq&78Y5sO z#e64d0Ba;>#=&qhmgjuwu#pxz1Itu+IgFe0=gMjN0aVfER3jb)<&*O$}35E@QajgU1F zDTqG94*_b99nYTqhF}(Fx&Aztfq;iH|F%yYbsK$0`4dh;fVVf|id18c9Ojfc5!%V9 z&T=6ph({eb?^m0z3|mg4)eIhzccF&<-Qz8+01+JwUh6-Ly^(QfOCP&2S~b@kcO@}f z!1hQS8+Y3Z$C>di-DpwXr`6rKtovY2rSXAl)+{|5{M0=xX3>bF79`OK$<4G*+=`>; z4E>IhCx}y4s70!oFv_vzSF=#=q{G!b6R_LHpVG3JnVrThY2AAbXzi1JF9wgNMHHIo zuDecyvV^Ut@aLqiZe{YN2sJ`%r%1an$Urwa{~ zvHqJaViG0eIoUO70Z$Yz#0yrMnXGiB*Nz$KE-#8D*PTnxEtkc`U44_x_p(Zqo(7Vd zT}!k4<JeQ}zo7G+W?=3PU< zD1wKD*7AbeIIBc#@Dujwwy7d$<)dw;3bXk+ z$eFz_4M-l)9X5gCmQPSwf0&F=)0x0R)RMQ3{-TV#*(cWJbqYfe$b!C?R8|{zky-+WW(!7(f!8}{+65` z=eaYGzokofijhygl%Z;EKu`NLD#y|x!7Lg6$R7h2X{W<>6N=WR$e9E0pI-2_*F*Q8 zM;gAq2PB^6PN9uqQts8fb~#YV=vO~0tkfq%QCWgl&DAg?*-+W|wuYLSK4za=;a@5F z)R{*fj9M%HlZ5XQcCa@tQ;K}xy(CqPM46jwZacfDg5R-9Za$JDs9$uWxj#2(VR^#L z##wjfK-6-z1qguHKQlq!X!6mXQKR8us+t{VRC*I{tQMbB>Nw~14caO1Wg~Zb3mIq< z!U$)5={lxt(2FPD0R)Ldy0gN&A|A)NmU%N;SUer6>KH@FlU2EGHiXf&evg;Bm4?dQ zQzRun(XJUt1~0BxYKP(G!kcc54MO?u5E&l1Lx#%7i`T=z9sbioLOLMx+yl6ddoYjA zb9AWvNsPcHUmJX>1E}-{9+y75tRxzJ#3n0-ybo0`pC>>1K2`Wqb4u6FyQ-bwL0dl# zbO7os7mhEUXt%OLgQL7m5^?fpEkE)w8w!E{!2VfqQ!eshC=l)j?+^i_Mj#P5;ub<; zhu}-^>$Qg(Vr5%5Ra7n14;yh7!g658Nx=O2YlA&n&|~o@?a?v(qx4w>iE?IBsm=Z% zUQRSwgJHhQ)*k)ji913K?r^K5dAK(UFr>%C3GrWo+j!uv;YZQe4CkaJ9hH#WA*Rm1 zP^9bR2Dn_g&msPP06z&U{Ok7%$(?FvO}+SIvH6-`0*x)(f=6g?67iy4>Sp+g_)T;R zL-4$p7nwv_UAXxP!XaD~_l_bCFYeiYmJYyT9EL!>D#VFhC1W_I6y!3_4Kb6chUn&I z^idOR3*kSKCZnI>@v;x9<@y=0nKU!<)3M{m?86@C)=NA^rq*)F{na%%>+P$e$fSNG z-=F^3L1rsr-u0P1hnFN+=CA>eN9 zDK(O-1HDm7)tni0o4UO_89Y&!$GEzEBr*O4x-93kj_{A^_G9&M$q0H*bHNhG9eeqH z&sc7X5#^^T?yw4z##_#mn~D5W*3FLtA~0@{9hz1@`Du+&L60F#?TB%3UDW2j#ia3)gy#u&PJ{OblIGR9W3$p7vND;ZJ^W3rTuy%e7P70J^ za6E5L-@SUr7;Wm8eCgBtVwcLT5h1gnyui-jy{!;__k_hJhW(@E;r!?{Gah9X&Dn|p z?thU1a^(nX#UO|NId*7hbv2gyfVmqtau4aqK1-8j$mdO&rmc#p0aFYL86p#E@;8?% zgpMV+@q!{s`HvMvX^FlAV{vjZEyRshs7Xx?`5wm1$?B3;LgmYFSh+II{RH;Qy_%R# zM=?-p2|Y2pL|0?9*fWgIM!z7!TJ^@gj|QP7ND+UTWHubF8WTGy2SPHrAy5xE76$d4 z5LMFZ)W(5la6;OzNEn0QB2n|<87I9o_8cjeO`ZR2IIgyCxt`Mdez)rQ2LxGHtVTW4 zRlKx)2_b^whBfGhC+HPTmj0#b=TdQuvJD7?%-?8v{Wh{{4*^SW;ZSd~6p)`Mwc-~~ zHaS-FwGxX9N5G6KYv1g6^?z$EPlk1I>JRm<&v|vprSIKtPGroc%2|&UjC`EpOdOJL^d?&Pu53~45E++ntS_*Twg}+7FW;l#fSN%A0UexDQB#BmF9RtHT=*5Sa(^1|$Q)vgfy*(It1WJbb)zy1!omOTjqwJ1 z#j{4HBy7{0ql1P)$+6#(>%%P>_ZFU8uSp{LF8ucRPnemX3VBcqC)En?S{2hI=IeGD zT%-niyTf z^H&W8N82*Z9x?oJM#_rvd7Tx6uE}+xT zu>$M+5-kPd;n?Cc6CT{`w4(yMoXAEW2vzsuAE{^a`-GE9v_0rwwSohAn#NKrHdU8BHq zNWh2A)XUnjS~b5YS3@NOr=kvNalbqN!P{6ah4uEtV#ARuCMHv0_xiMi5GwKjAy%jyGzjY8yCe8bOPGqYF^wQq}jTCoIF zv>!=e@QcSsl6v#k!J>)8ItcAYcCFrO*wj+ zj4E&*K2^s_J)?n#ESli_d|X#V*z425v2I)(>}omKOWP@kXe)yb@A8@z!CpWi)% zb$dfr(_RTv>@PcPP|a{J&C-Ng4K@w~)>M(1&zjX54!*QBJOu4aYM+R&JIW|j>T&IC%zAnn0b^l_p>l_vjrO z_@dA8lDP4xO{wK$7Bzgf8{MFATWRdFqqi8{9pB0u@->K50Ew-VNtUN_-3GL%1Ph06 z(wPct<=W0s)lJMXG;C@95l+YEDl;iPbh6M!&*5NWhW4 zN$S|iZN#W=pJ9Q)85oh=*6{_*xjb-khN~Z0`0~xes~L#t*qveFeNC@#SBkl^2DOBs*L`nopE${ z#KPB@G(wvo?ZNq>`fRU&Qe)tgbH(4=*o&NhdQsWY)MJC>Qm9wO1E6A7&J&r3wHx({ z8}58~{X5-b7f*WC0!RNZa+*k2jj9?lQ9(DKdnweEGeUv`98HoHQ7XTw$E#6_8JTf2 zX}`r~ybD1-KP{0QLpT6PZF-_JM6D81*B9`p*w^iJ=(TrQBmJIZgyD2wWROgx3{M=( zu?RE)^%lm7?e9hn#B1kyq2{>mU0rG4TsAM$bI#nmnJOg6)}G^u>#9OVpb}uKN}mKE zfrtatG>hpGKT9ppxxJ&EP6L5b&60PrJH+U#qm^~KOL_Ui%XDKGhlx)dnlVs>WAu>= z{1kADuX+-@04X`I*CYQRzouyo|7i-Lw+!h&wo>I81tT@|D(FrSic0+#eMY@BnAU8I zI&tI^7ax***W^G4+fri^H_je|I`#U2a#)i^hk+@f?^MR0^>yB)>!+H{+4hvrHF-Ad zQx%Bm0OGS7peJPd7ja;3mJNk9W>ms9%QB)$H`$#?%L=k)EErIKnL0mW(?(GSdJPBg z&C(|Q=g?My;}Lt;Ntxj8uf19*Zx%6RnY7VECA2Ba$FL4v zaN=!%8P6egq-nkl;xj{ZiU#X#5zV_O06tC8$4J1C*PJHsK2*WO7|35$iisx-y3igY zh*n1HFhl3SivZReSHpIWA-4Wc62D-me=dI;vtKwOzDrLywJi=-=N*AM=qsKj zg(D%%MAX5q+@c1Xu?>0-qh4oNQUK?s;SWb*xsM2#>LLhYUHbW@RIXYCS zo{`6U>-CdvEdYdY-KIG}pxs%~z^QZLIoCokr)a$Fp~xdccShsD5#frZuqwD=Uj;i0 zRHMhe)3A%*+H?xSh5FH3Zr*3R8{?e(hD$ML{{9aX66y6Oi_kz)%mx%Boe-W&(c~$f zp3ESdV_TUOX&o!C!*3IdH2X)Nh92{;F#lnLE=lj;Y6)d1nX_$cC;0hwSSz09eQzpA z$+wIveLxMB{=>s-iES`w5H-gLFtEr1rI2we++fLXiT)s=yLW4$F3KP4oaZa_rMr#- zn_AGm@aEL9;Kyr6&67NHTRkdrb)2!8x}1Sn>0??8yx@x{E0E`j-h~Q_krp=iU3DA0 zRVb62#DEB`+t<2V^Mln5WC|Ials{40%G`jfwC&kFTd}DkI#Me%(|}gB+F;4|l#NFw zh?$z#@7ca5)Sp=(Qw(!qV}6coBK(AITU*{#14`zu+rT82k$N*+uB7J9mxNLeI?Q|b z#{I$>Okm?7aHUjKG{)rcI-%3r&lp{F($q#1H zk@P~=kgO?ef~|LPoc1hd`dYj~OU`{ZX*>0KdU{qXW~fpUBZY?+R-ofG$ZgE$H)ouE zSc|u@1-%DKNGYTI zz)m}J!zKS=f*k6dQ-YI2Xxs;su_ws7&VAX&3E)nkgeid=V+T6863P$$Nn7IY^U4uRbt&B$BT*%bDBwjW=6<@5>Uf6T6m z%iM*(F|NOc8FsK&WBOHh;oZLqP?QgAt(c!*=N7~4N47PG$c+WkW;nL59y;dw+_;<$ zH;)KAM+xc;WG7o)G4UztCZyr-wqX8DLq^p=$@4Ngn=KK9Y&spHQ0Y-H(NA+trgO=Q zKgX9uafE2YMh|$~SlDf7a>sg|Qg~j4bSla^ok?5TA~fzdOyx>^3qBsmiQu6O*2An$ zo3EwPlq<~HblRty+90gM2?9wiEW5fmOgXT45yq`H3dKIWX z0O)Hux|O7b7E(+#29#IgLP{FYCDb=1Id7%n>FXBUGrfCmJ9Jc0(Jw~y(B!rQ9yPh= za#;;|MFqa%Vy~4^j8p|Igtvm)ftBpYTa}*c;}pz;&;i*v$Kwn8bon&vTq=1hfOPc2 zXbK!Yl99o~z_XrQ^^PaqHF~a=X)5s^GtBxilgy%woah3l1@nImk5;s?&Dj_ja|R}P zI!w%nO-v~)Pjx}(<}gC(#C?q#7C!<*YuhXc^=m7;OK?JB1n!&bN?!I0d7y{d@p;+b z$BSiUXzD)7G>k_i*sRRAzslz;Vu`%#Urhf|v2HWB6ScOU=WhjU8_8oL4Y z|BQ=fGZIn`AJ1s=P2g=?i?|n;tDG_}AYpLRD7U>(ElG&>Vm|t8 zE4seL;C|9?M+|LUub(};Vj4xW=^F{=Uhdl{)lLk;iW9jQl7Q?@@Dpv0?o&6Gc+3)V zpNg(tG(2JC*;3`>-E%IH%d!J^SaKYeMJ%eGU5ZrSoid@Eb7Q@>3Fehr87(PWhbmQ% z)f^}I#jas!3cZzia%^pkz|SF+k~yN=Y@=_|lV1_HqI23~tmdsmbbbjvrRhNt)fMoxSik%=!1F;${&a*0?ZqVUeC zget#gYn9qqHYekqsmzM6#k8cmLiNvku8rh>SbhwQNQ;8jNiiqaQ^VMiXGxL3dX^zy zw`-kliy@2%7XBe01xHtW=%j%7BOcxZ!YP3xxuOl2Cp^0#VSHGB*=-{2B(G4mEvNz0 zX7o$t`TH3QlC=0)K)9jG##u$Q4lJ;?p3{Tys2*l`inb|r)vAISI8o$^YkIq#8%GF+ z8o`#C)<({xh5l@T&P0eLBg%Fhc6=rJ7K_q_9lz#vTAcNjPJ|Bc;VOukw|JBYXr=R7 zOGHQ0IFMC<7_2ErN2R}4Fd*3EWO>YG$j_Nab^x9040Xv zRGlhnXg5oPI_b&+3FXFRF!2rZ3saFpUm&VB(7M0t#znZ^Z`*7lzp z$;#xGI0j}q{$ye5v?eIY-84T*rY2M-_uu;9mGhTpSH+6>lIL3&b0&qp(`VIPCYJDF zSr&UqNu*vwd4ZaqIRE9R&IS$g35h^B+XKC^F#{pAKvbNG8e;3NL~uh|9wWxPhhE5< zDIp3`9Z*E!b@dxH!7~M-q}#e`{!aF=75w&9J|Cw~ZN|=8zv#OA4plX0<@3Spwsf^V zA6CktVCw~>E&`IpMKQv#2Eb5p39-+hcS;^knG0yFcFo(8=or?r-chi=)So%Lr&pOy zVQ+UV*3+i@=evH z`;61XhqzV(_NEw3A@B#!S_^7_VVc8qKn@VXP7cc3d-r4wZkFnx)2J1^f2=p3*}`>^ zzM9wnYdUOki_wyx!Y%*Dz<}5{eVty@J_crCa#W$$8`-Ux4fOQEwGXpY(rO6C)Mt(> z!14a~?Fq%CTZvI4{O5Pk&^2fFqaGp%1GVL1p)}Ur0}zO{U|@;r&WjafopC)Q~1&aXdH^VR8(AM|GY7K2fxwDhF zQ~d`6w1T|2?N$Se3)-=;X>-@pN8j2x)XLhxK}L913jV)Gj30blT|;`W;tTrE)kj-4 z%hZ=ALhi5;Sm$BqtMB|9JTSa3Mx#EO-La=5@^dgKG*b3i58<#*LoNl1|4v+$4d!bd z3U2e%XW71uG4sn0^6Nzg>&IM**w+W2Vm!PufdPSkLMqHp$@V9AZ7>sarQC`f75nze zi~j6;eGOzH=sLszus&EOd1&v-BXSk3pl{Z;SFec(>QTmJ4C`puS$3!QEPv~DlSr$+Op;6SfzbB$2kOszqWRS8V3jMK?xF}r;FB{bx9p-T(1HvxggR4C| z37th$?a|1jNY>)B2;EpefiHh4#OBr_@UD~DQvL`~Xsn3g;o8EPWTASJy|axZbljrC z^n`uoeD(I3!SE7wKf&7yKw{x$#4X8iL@aXyxG2a?(IR^@1wi9j6^z9V(u6uDfR4KKznFNq0T1 zD5K;sr9G6ybCTKpHJ<{~R?l@^ek$%z)q_NXTDP;zxgtRnmzXBto{|X+r$;4d# zf+bH%CJ~~lo$pSV4_18dj~8j~OOv2CADj(!9H576=K`A$Au(?*AQI{({o6}gR%jga z?Jm+nci8T(j^!^gRYRbfmN8j5JpwKbpZpmY;d2+oNfHx7^3~uu60gqk`ROHQI{I?0 z_#0Vzh_5Hc;l%O`GbGF|g@4ve)dI5@eYb(cyjDpFrAQyN!uyN9T+aFK(3jDIcm;wm zJHpv_0TzBSx+}9Pu0X~(9`Xa(5O4SSZS)jwLAl~Q0S4;%h=Nkt6g8JGqe>O%%o`3W z&EvYzOW(V~mht=!?jC)sdn=unDWWhdCh>)J_KRs{12Yk0{Wc}5<4a|7h>~Y`b;H!K#Mokp^ z<3j>Mlftdyv>+m*;nc=nrSo+QA2DcirYArq_Zi>lDY=%whGwFJ&M`t0T<9+OPeC)i zL6PKpE>6+a3{uE+F174|4XKqZW7eWM;oib!gQ9$(IRRU^;h~gY)CY2iC1HA{;U))E|6zfRVZnR?)FWmPJPUDOL^*b^q zuYa>i&behaDNV%Z1Md?dg~06suSsz=bVI_%s-TR>@w5WgWm!r3=PsfyhtcL+V|emA zlHR+k@Exmiq|vUc|a-OpI(s+SUROV`K3LjMe*`U0FJBSMZiQ0v-MMRez8{K zIb9?{IQ@1meg!Zd-a=>vqGn%Ed$lF@5$Do~uG%FWE9m~g?ltQ_U z;tGostCEMDZn7+TGyzf9EwSg(H>V=NMqZ39D7I;*7;rQInpif?ePZo0R7Ugh}>&ZaL%t6!(=!9Ce&a%@i$G{I%!F zRI?>qm4SnUb6}lR;v$|A3oJ1nivboc|ZU z`TvtRIXD>p4~UZhieAjZ+S$aBfL_enz}ZB^#K_Lr1d5Lj%E{T$#J~p1eY3{dL_OK2 zjg54XQYXkc%{i>uIZP2adKhLJK-kSK%D>p31!<9%aEEp$CO8rQ(|hjg_Gsg4ZTBuN zfIhbMcR2tbF{2iD2U%ZVC6Jw+JO)E3^I<;jSF zVVnzi#(8U^)(m#@hP&ul3s% zP`&*xhDS_DkS+GVlZ02x=fyY#a1Q2G{H_CT2@n97MuVsa+W-b^yu=EXvV;OK1!dLo z2bxDb|6UIcjSAr%N6Lq41mO}2paHO|XYT*41MWwy02d$>ke)Zf zK(K`j{tjISM96OfhJf<<2J_Dcz&3LdUq6D;*9RD1Slk`CbOVfYwYtv>B$(Y7hYu6K zPLKhH2@#~t5k$b)XRHd%{?>CDw4O2Oa}pMeV*s%JIky09b^h2{#J^5BMGVOZ!YKg2 zK!E$onF4~S2NEQFJ-vXZG-G^yrbZcz{7b=KjiQDcgd%EKT z{44Qtf*9WYkz;v}TkEp~7|0j!vXX_t+a1eJtsmQFBM^tF-BS~tSipkWKlq)pJpuZ_ zb^_)4!$f$x;~sic5AHx+U)aUf2W=kRR|FoyQvyo=bE9(lJrntbm-xm+`}?=; zXZifU`J0_{f5oY84Q*=7ZUDcKK;J*30Lp-U_?Yo0eopLe02^I@a)5u&%izB%C1~@b zBfHxldG~tHi?M8Rk@gTykAEhh|ABJt^HabeOf8`6+1mWFSMa-Pi%{n`@Qxw8m!Ic2 z0C9M>xBvQ`tp!tEWBbD9{?I|3n?KDy;+TFYbES18l{O_(Zu zFY`-RuL8A{D-X!{%$kp=(fGO6wEN7S(-3g*rjVY^~$R5qGj3u4(< z_R#45CEhej3qFbT5|oe@`tl3v-L2dR29*$UUUfskp_j9m`2dh)f=Sc*Y!vNH^GNkM z`@%g#gI6U^mYCGb+Zg%^=qAkmg9*jNj<<#gUE6uDDFt#S8tf|@;{5})F-TY=Bl1R(rdrCvVDzr zqP2b^T+czfyAR}5;=vx0m5un3VP#L6z8BJ!j;#oDe0pUH-K2HV`YfJtT2HBVgoTtZgG-gy!-j zzh|lTlT2ibE+#VZ9th;25-@^LBQ%YuUMx{1H(pY!u|5^%AWTKJnivPVZ|%5Nj8?JZ z;9q1!ZnjtrecD( zTBCl3Rht!BPBwDUZ$#o zFi)F)5fzkd`G}IUA=$N4!*EhS3cU&3^qO*K?V}+rgkMA^z)Ku|hPzyyktn^!rtnk9 zH+(H2IfE3vAubNbefVT^wSM=&C$Lo?PUfbGSaL?J#O`!$Qx$CPvSi5x)VAGq<>lA8 z_)xS9N_X1Ps1I-evoBOZ%t)?VDz4_oG)>m0oX;Gxt4_--`1v@oTr$KrOL3l%u&pu@ z%p34#iV}xp4Hc+UiN3%*;K|yaql7Ea-o>YL94Qff5`86_C2-6dRmFOXIjfK)%*;wc z37J|*$FEA*cZRn)MBLwSp@Zu5h$1s4P58Y5&8yOj_JW>3I)eOwJv<|7u|sBloo}yo z=Ck%```{VzeSqTIsWGh6f=e-IP+wj~Ul|(1EzU(Nx=yZI{?{FAvoh<@&!7IZATNu0 zOy)ddwiUi(Ihlp+6Lk_gw|Vb7o?-S~L!H-No}Y91FI$}Bw2_b70+5vBafN!fsmisu zn4M<2qxdOzm0!Hf(heFAXPv1p&)2#A*=@E*b%$z5cS*U92-Wv0fw0!WR`b1t#oRgT zq6W85oI_kbVd{0E8Z5x?^u5O}V)Bhq2-B8e)V(9R)ax>6&UrEBhJo`e`{?C-AFi87 z!{`$#7%Rh3rFM|$MAs{5#yVl)Qi0*4!`Xepb=k4rPPM$46fbO^;K=ar3MoHq%BSc) z_`luKG#DtstX0ftX9HFa-x;T!oCj7ofgCEh`IL2K1{MWEZfxm@J-*O*-R#(Te=XbT_?n z$3BvOgTu~%t}uQ?I+reVM_Z{pK_JJWB@vw*@sk&h^>$K!iYd`}3a#l0^J)3?U8%1R z!Ky7$BSz_1eAQu=TI^Xs_C-!E8XH z2pp08R$*o+((57coK1b@Wgm_D^y=EqhCv5SAb`po=q>*JZ{+yVvKN7^6F(e!PHc{+ zN@I%Jms9U=#q;7N-K@n)vwDN#9(G7=u zYD2sxN?yss9Em4+avWu+I4l!LH4)IA^CBS-0RPjr4tUk$!IPi152=5Y$+b*=btE*_ zKO=#h)b91DK`z~GW?7$1gh1Dcdt8`N42ZUD))XJF{-`WEL&T~>yrS|juYJiAb{_1J zuw@)28wEX+rv9(#ozazeG_99Z?#JXJ(XGJ$e)Wvwq@w@YT8Orxp&mw?t)Ng?R&`xd z+Uz}5;O_1^xDGNn zgS)%C4erkJ|KHvGWH;GOI_c`}Q(b+#l1`nQbNetu(XO!bSzYQRh4b@JDA1mfFlKQZkzAenaRX-t(Ht-dzFkj;fY`ZoGnn`Jz zR~Wk6`Pl8ain~{|0}&_coVcAZ4mJ6#WddWK2q}`WfO7gwGUQqm%bm&5X&wqj$3gO= zzkzkNej5-gYKZ#2c|T)Bh6cUI4^#hD$NOf*E#YpHn;}B@=!w(VJ*@=<_~*)X2d4IG z<36|pPD%E>m-TX!SGpU$WvcHpH~3%LBq9=uY0JVrb2&ZktUL_rLG!USymB@makJdh zb2p@gNPrQldk3X*i7SDBCb8FrXdy4Bl?E;D{8r+0INi4JBb0GqpBhVkCTyxs{p7kgQ`onJ$BP-+sjCuJA zsamVFUz%H~^*zB4Zz>$;_A7@~e-Ri1iFUQk^t=pn9S)7yuZ%kDN&A+3$$H+`Zqz_e z6~~eVlfR4c^OXdm-WC_q|DvX(R+=7O$Pw|ZZth;Y*}+qKR;`YkLd~vUla!ju`;?mL zLU+=gI8}TsoepR_S^VWJON@`ZLrsWF+tY#bXmL~Iw7!P}#I9@^^_e9zEJ$VCqJbwP zB;-*|X0owViDh&B7r8zyHfh}gwQmuWc@nB682J;TT#GiUOwXWZ30d#u+aT_i`vM8H z6(h+eIxOzV(&DjqLrgOta^N$MmT>u-&ruAhHR2OhW`H#F2dR{#v%dCu3>GtsQ$Ftd zQo z&DAoad#TddWY?@}E#h*$esuZ=dRBGv*@e(gnf{P~LL4qWD=zjdghe%MJGZnWnVjcn zmp^o-SmDMLjY~M+$mDRn{e{OX5cRb8WU#5AfSTVyw;PC@FXSf5F;xm8$?A7DZJQZE=*!hk(xG4o|b;ZNyvTIm<~ICUmWI$VMw z0PTCr^)XL=B)W6%y)nKn=&rPdc{7{4VVd}VJ zhFNfv1qjfZdp{e=GK9}e@ato<`Wf)nasE~udY6?SmIVJo!(gNmSm!ZDHh^w=s{z<( zxp)7rM{|r)W7Zn2kxr4$qtRznQ{+y;NoT*f6|fr(#B!}hz*@8e7aM8n{Cf5*0F=dp8C5uRs;SN`f|>dv{G((k+B9+#sxq^MGpJ%~vaF8<7{m+3%V zdFn9T8UZ8q_6oVLwedGfy@^VC{$E`T>235sMnP(R4H_cTsoHT$=)X&@hu+dsf<<9V z0xiBW3V0!UqkX}?w97bBHO{5C>Z$;62ZLVmT12Gq3%Yskqp@4V4)>{0`FKrQpk{kC z0O%a=AywDSzA8<&?ci>jFm$$*hpiHr#Jo#UWcOF%PHlMY@{+CBE(b!BZN@TUbw0H) z-fWq6f%liYGt65ig4*EFQgmnehKo_zWfH~bB(4)G1coo zQ2kPh@pD}Nbc)V1iE!v^n-nPgC*uB7sey#lIcG3RQ$>P+*q;20ve`1ct?EUYuTu14 z?vC2GcP{n7r32+6L`I}$ii(M#TwBrGls6v3S%#@zLu{x%Q>`jc%Vl!@$4yhV-Op}&rVbWl};)(l=2 zn9`k6yNV2(bL9HtEUkDeA6F4zoefKB1EuG1=i5fW%Gz|4OkuKqXi|^bqSGzR53(_w za#@@F)>IgmO-sJYU8HQb&FJJH_lXwFyJZwl;MIrH#PG{5eTf8wIMZe-x6QQMN{R)R z(PduwpFF8-5Y-iIC3}KV2)dP&yw9$qlb5%zR|!(7p`fXu^;ZoIEZ<$TP7Ip;Ca~65 z&2L3-5~Cf*LtA@;s-x5hA;h%H6NAu`6c4*Qa5ae&tc(SWD5Wm-4=HT1_I(w}zjJC) zZ{*h#!e1;qqj(wrEEyu)vh&}t9Q9P9)G<%C!Bwrnn$dq#z{HwvT1LQ1NFDGj0d&8L zpGM4gOu*ems@WrD-+r-E%vg8#4?2p7M0^*4d(sHvf+ZDGH?&~*P~w52+mX8YC9jK=SFWkh<^8~r%GjkxWGJUKmI$H_L%_XwkKGGW2_~$>IH3WJutq5 zLtn|zu8k#2UK_a~muJDybMhYHTjA>7)W2eSLzF34vAAUFoxwVk%A|q^Ap*_)>S;ivnybCtV-uF(;N7rgdU2agM z5cs*o;(gTdHO1wbRxG^Vglk|9L7HK<+k|Mrx8qN1b&f>mTH!-NMsTBlr7av1)q&*qX;Jzq3z#ec~J1%ns z@hx13SGB(}VMfHG+OlYfgJZY&52-+xgQAk$rU{W9t8d@(OL`5D^~E#3qZ#UKccVue zSv~H4i~734X@-#Mll#ce%A+^OlQ;uBgF$-?Em+s1`@1P*ZP$xt&{^#zYf zpZ3Xd9r++M%UUk2+05YHstk>#D)!UCbs?v1^fb`0YTOl-MG?^bnNzyvi{BPj6-he^ zwo^`K_|XP*o;aowXb52B!adOSS%sS0*j@I>uYrcTzG*eOfs!x!(mB zZP~w=gFVbi-V-abN!1_f8hJ%QM7SCvkw@Q&8578VPM4z#IB=;ZV)YL@X}+bm`Db$%cvN|nn>f>EwZM2EZ53@GU~ zc{m0iv9YeSNQ#HO{VbBa*XFfqSwgv~2>Y5DFFzjcJ~*w9bzse<-ZEG!dcQwnMR70J zFTZJh87-uC7}6Y=gG_NcjD^7eI`?L_rs8|700pKQ8W&fuLb{5$rCIdb5lg7Px)-l6 zyyR5Y%=b1)e*8%WiP$1lV#xWTlS#ai;b>EsZY#C4jel<{rYuIG(ShMh0K-d^ z{H(;5K{*~d{w{ovTTdi)CkfPn9chiu?F;MG73M8OZhSrF&xwN<(j))(ZW9go4KvW4t;;i#cDtN=L@ zQBxxJCKmM%*CUhQdpnfA>}$qy#X6J5d@B1OqK7gDFSt<-;&q?1NqZas! zc6#zaE5#x?!?f3+He{pQa+Syw5CVS<`kCR1X-F{8gG+R`?J~VqLa1pJPTFf+kM#?W z9YOTXA`sY*VkNNLES!<4cPy=5QC}6SBMh!)S)%wcCn&l&zWe1Q;VI)hR2kN`jgA}{ zJL7D!g3JzXq-A&YhQ-QSkIdKMJSdS?^M0*~Z13VICS^lXG(HTm{$Mr>vw2-xjAnOO zmKvt6ibDErpu?dfUrL+8W6XUtzIAD-bi()XiQc@BIBdBiw?jn0H>x{%Fn#2Z$637Z z{tqUZhj7EeLN87>px{ed4>n86h+VWSi?QGIc+!f6;Achvz*>f}rn2u7EjmQNQ4ZU8 zo)W3$uNbjDQQX#vrRVLRo{sIZPoQF~ZWpNDIkUnA>tkIGLyrm0A_?u=U)T}aJl5;X zr0jEi{+5wyf#2ok<#9E_5udWk_qnVkKnw^Hd}ytG>M-6SSP>79SeZhPmV25rJPEl2 zqofm#*7vOClJa9p+FnqT>r~~;j@LtF8}1zcYlfTubthGiY{M?xH1{R8&Iu>L3D-MO z?&jIE7IQ|fQ1l6n@WmbbywEko9lrI1yxM{2DUi#nA$nQI_Le}P%a7m9hO{la;KsS( z4^xo`gRJ}?rFLgnJbThVWIPiW{^b#6quw+U-s+w0`T>bwCc{&w0ws?VEOm*kBR|+5 zxx6Q$PYcQ_G{+dv0#q}gQk5<`z8qw;#5%pcaE6jOPfY3~U72Xh(P&y}Zt4Wg05bt;g+dY92J!){I8)pd*5>p?k){UbW;*$T#2c==-|@hOD3KA zk{(m&CYlB&Z`%cHI;PUfdaVIuqlaKu9^Nsjjr%c84*qn$t^4N~;_f)KE-u~+ z6S6X5V$A9+`K|dIe%wXn7P0CpH?4)ANvb zk6p9lN$Od!=JSFaak+i>UGLulPBQ~XWCRCXy%U3(=Q;^OohPw(;-+iy5WZuUW%i!t z0OJAFqDb;5h}O9Hqwb!Ab(;kAf0zv?)$A4M0O7ih51+{}MZcs6GOT+7&U5!7RpUTemWJMZ|h`N&NKq)h9S>DC&e?`l%&}_QI zBn+S}^%UBC@Md*tBfAZ1XtRD8NS{Hn9ZkRW=s2G-A>p0h#mQMpu%co_2K>7;rh^iv z^x=ZT@AATH$I$u{5N*~r)sYTD%vJ95Q_&hewz)f5rkdo8@JtozaQ}KKJu7UCzRKso zv*V^zM>ubck>Qc@P8W|huRkV^Pa-~U=hei(TmDC}1*8IlZG*CnqWQa1uNbP4IX+(i2SN*15ga?iTW zebYpQ*3fFsM_-HoCGGTXQLz}rYrS#wDRRnVr3Qg`%Z@hrB64R;^uA)hRU#`Li%2cC zmkmO;>p*RQ?jFoQ*BvL@%C(8kx6 z=ORb-Se|Bd5FqhW0oX;4GQ^bhU|xjBX64aw`O|O{-&p=k*G_+ug5{OGLv(w zqe+PrX_73^?QD_sXW%lNCJ=VCC!fjq6*whu!SFWv7pLbfoTH%5ya;X`@gOijYPBU~ zV(<8jK0VBKFIMitVdU-V3uPtVkmzS-$q^&mq8OSZWxHIoy^$m#w5B%G00tSy?{fIB z34tkJbre!1hX$JoS%V&$|A4VMI_unoQK&!~&jJztmPglmelCOm=m|FZ%8Ca0WGB+< zY5%)|1TZoi14cMNP;e?{zZNrFej=8-=_TF_9r{W5by$9WCBYMotV!S_x&5%wKx~ca zWB=^j%7{({oy5%}PuBt}E&5+5S?77F!*CjGrM1JNcGeO*?^mkJd-Llh zipzv{8F$)89c#tMX3jH*AW6bW=&KSq`V_+9n%V?Ghx#1_`Vyl_S@Ao7f(>5eVw4FJ zQiWIwtZQ|?xv;bPZ|Z)_Vmof>#plxjFAZ;Hwu2w7iD^4E$d~7ZYN5UuZO?9U$i634 z@nZyv4Wl;I3V&ln6jXh1cdu?-N$`n54HXab=ImO!G9uz8nln z=NS#|ON8wI&*S^F(>WD_W*<8|`&`F(wcJqEg%RxYmaIp*Sfi(9Z$a9!ulN-5 znYlraD|=ygep_QXnd}#C(r2#;2}9*iy?NJN%yypL96cmt#y4OZS$BZBn_8iEt_b51 zUz8_TAgCoH-FH6Cop$Ai?%(swm*$vJisR4^_!a#w(*IN4!p;8Q)GbO*_GYf8pDGm^ z2ea>LU@b-#CUzhbD+?_Wv#_g+g}oCEEwh@Xiw*d5uj*=I1vYj0Y>9p5 zv4QA;tkggt^(Ri=-t7McQFAhOZ~&Wq%4v*koWV%UN^0U-OcJg(HYUb)cK;E8nuVn^ z;B))0Ko|fTU?=C#p#f}6EbJ^C+^irDMph=!{|fLE|M}>0mTurrTU}NlEx_8r*u}yb zYz%PwpZ!2gY)q`Q|Do6c+nL#$SRt|gxA&&@87_cX(ZovC#TJQK0l@XC4U({Qa&`fL zSpK(TFMySsjr~7udH;XZKsw7#s{@!mhni!B>P(IrV<>hlDwMt%;ZHKoba1sfKztU62Sj+gF<#_%UnaR+}0derYr$sPQ zrA_Ayr-@@oWN=f$jR4I#O4GikVUJ~|(GHq~sjwtMJ>Xx%1eu`HQZ57-Nt4wUM4A3V zP1KQqj;@Oju`~i=JhCUoLy+J$l9|9cRSw`dF+8H?tbQv+F~%M9-<)=y`I`nACv^z% z)tl*_p{JGj580(BLL`}Skm=u^P-@NotD&V{L4&!GoP za0`lEt|CU(*r9XE+4apMTu{rdX$gh-@#esJ@$Bbc=rbLbv9 z*{clNpQT_v@1*eNS=KZ$9R4iN^TJlYs)L*-T_;wymSSXgQm{u#QjlsW_=Q6xcw*VL zWBF2}qSP{&ImW+XW-TSpeoJE<3z&~5vBJL1O$m|rb#=Oi*U!_8$XocRM#>mW6~5v6 zdWs!EAAB;sUwT7+T_hz6g|<)p`Cko1`B?3AX@Rbb`H|%@ehc)(oCWS{XF<4e#M}Dc4C|C~(9!Aa&V7gg2Z0JwoXMt0N*F zTB*F1Q+-E@FIO-p7Pj#F?&Bz31E13^hxJSelbp%z$K=k4ar4hDW8;t zPn=vRXUPh5QC-a~IsFtrQKPF>Z1A@lk{KBNz=|QICTuCmWR!DZ5(%(Zvd+v&GReQR z(ki9R#9*tWM)$CsM_0u_qo3%zje8mN9=Qen130Y;FlugPmeysidvm6Tt)A11^|v0p zRJ`EOp(2WOkKzRjv*YASB6<#E+q!Ofy}Al@CLcgK#3|E4cg<3G;#xKR?wry;Zq-Q) z+rlqjyt-<7YI4xNN2Gk_#7AD<$SE4a2tqkxW~-gIl5tj~ywvr%5j4Y^a!$9Xj7ujH zU{Njv<4$DhY1&JzTKFxK-B%Me9;qxF6Gw|Uz}*drDI)c`4UJ!YWoA@bupMi) zu%c3~Rn!-X+8F}*K}~gZ+H`tVXu{^jb|dEs+yvsS!`iz#ce52nHpQc-D%;3Ezud%= zLO@s__loqPw93c>FibF392NOy7PLL)t>Vizy+5@$-rj0{Hy`$uU0qD8>$^>SxX zD77=YR$<`s83h>Kk43SBq#Lx=rO78D8}>)m$;vqQ^7bED`sEL+KI-G~_V&^6giS?U zi(9DLU6wxXWxH7tm7Am6-s4EDQqL>P#2mWsFLlL}p109M;4)Yri#4z@9)9|+s#s2|Xmc;Ca#wS>*_G8<{NwGCJ(QNLviRC4(Bb`Z&~Go>*i^Ph zW0Y;m!UJ96Doa@dsxad$Gb@y=*mF}p-r2ue9$ubxKfWj#HcQZp{jK@(Rq~&D0dqmO z#SsCEdQpr@H9=N=amspJz(xZU+k$NsX3pBdaC4I10lDwEs_*Eh~Cz0gb8_RqvCp=oylyaCq44X)b*MdrkghXY|1Rg|@mKz6# zPfu*EYrxVq_Xme}uy?;<;b{k|TZcb*^CtFH6}+wt8vf3uSR!5P^6bMd{VVzJVA#OG ziM!wCW-;5h55K>!v-*UW$$nLxcw1DW{itZejN&{*soz?^=!{j*wtoYAA{oA^ds)vL z@~R&-Q=7y4wVymkqO|=rR2y%|doT^3;;i3io~JbjEo4t^>J|Eo8s}3q`6e@Mp(EY4 z87&i1J#Hww%Fn;Mf<~$bf9qBXbhiART#6EC)u-e7;v>H=^tHVzqx_da)qvDZU3RcE*BOv@=F+EjGt-qU0yNSi zIlk*?Fg6^Rzv_{!2JQ4Qcy;$$ombV|xZPrV?AtY`yL!85$1H!P&RpedbZko`hZcIa z8>iA77o?2ZfBFS%x;P!U?e3rN9$L3QSdZLS(-&mbt5lU%3RrBBefh<^yK+4`+Y4^m zRY7H<_JyjB&Q?cDJ}QjRN5-9Tv#frk?p{%O{L!t^lc7=$X0C%dAcl+rNg=I}YAbbd zZ7~lnig$GA*ygCW@$J8h*T{9~k5QM_h{J|~8hbNf!rZ!h^RTP&C$0#)aGSh5g#4(` z&&&B!GXAkEc1{2CB5>M@^6s^4cF=IV3%Td3)FP*{>N{#QfjZQIDBs2=Qn=88uu@G5 zDcgqWRdb;0J^fehfwj03{V%MB67Gsh2ll&7uVs@%d5Z5q4MrgWi&Irvf-@0>va?m! z0&B56c$JkS%P1XbA_82>FQO;lnG=1_d>}2bX$n>oXpw}N1;yB+&J(|Bk2_U99NAl> znEoDg5#L;SOsGe3ct>Jhx!JH{?5PkaUHJ69PF~tLNK>;uK>Vf6rszZXKS zbHEHZ(P=&PaYoBxX&3E(?GS!18%c#opcp!2MYa08sf4_;-82 ze=@EAI1mHq@&Vad#YI7E9IPO25g@xLkd2$0gN2iuon1^!l!cv5LICjphJ2192evc+ zq+6_Ptp7zU{y&%n(X=!xv=VmkwsQc2h{&z}tq&Ie^n+N>SkzcmcXuBX3Q81%xOP}Q zjOwfV_58<4N2_Z^4#gW)QPAnjSLKkRVmU%ACFr(VcwQxB*IKkpr6Aj-0B9*;{F5p* z?hud=IlC|cyY8{sT9Xi5{S;Dm-0%9_t0E$vJY=SP0k z0~9$BX%Gmv>i~lVL{tT$veiQV2EyOe8tr$Q9Ew+5;;Pru)hNp@oSDwmt22sMX$;IQ7lOl1ma(+%0 LC8fBc1k(QiSQpEE diff --git a/assignment_1/report_surname_name.tex b/assignment_1/report_surname_name.tex deleted file mode 100644 index c8eaf16..0000000 --- a/assignment_1/report_surname_name.tex +++ /dev/null @@ -1,155 +0,0 @@ - -%---------------------------------------------------------------------------------------- -% Machine Learning Assignment Template -%---------------------------------------------------------------------------------------- - -\documentclass[11pt]{scrartcl} -\newcommand*\student[1]{\newcommand{\thestudent}{{#1}}} - -%---------------------------------------------------------------------------------------- -% INSERT HERE YOUR NAME -%---------------------------------------------------------------------------------------- - -\student{Surname Name} - -%---------------------------------------------------------------------------------------- -% PACKAGES AND OTHER DOCUMENT CONFIGURATIONS -%---------------------------------------------------------------------------------------- - -\usepackage[utf8]{inputenc} % Required for inputting international characters -\usepackage[T1]{fontenc} % Use 8-bit encoding -\usepackage[sc]{mathpazo} -\usepackage{caption, subcaption} -\usepackage{hyperref} -\usepackage{inconsolata} - -\usepackage[english]{babel} % English language hyphenation -\usepackage{amsmath, amsfonts} % Math packages -\usepackage{listings} % Code listings, with syntax highlighting -\usepackage{graphicx} % Required for inserting images -\graphicspath{{Figures/}{./}} % Specifies where to look for included images (trailing slash required) -\usepackage{float} - -%---------------------------------------------------------------------------------------- -% DOCUMENT MARGINS -%---------------------------------------------------------------------------------------- - -\usepackage{geometry} % For page dimensions and margins -\geometry{ - paper=a4paper, - top=2.5cm, % Top margin - bottom=3cm, % Bottom margin - left=3cm, % Left margin - right=3cm, % Right margin -} - -%---------------------------------------------------------------------------------------- -% SECTION TITLES -%---------------------------------------------------------------------------------------- - -\usepackage{sectsty} -\sectionfont{\vspace{6pt}\centering\normalfont\scshape} -\subsectionfont{\normalfont\bfseries} % \subsection{} styling -\subsubsectionfont{\normalfont\itshape} % \subsubsection{} styling -\paragraphfont{\normalfont\scshape} % \paragraph{} styling - -%---------------------------------------------------------------------------------------- -% HEADERS AND FOOTERS -%---------------------------------------------------------------------------------------- - -\usepackage{scrlayer-scrpage} -\ofoot*{\pagemark} % Right footer -\ifoot*{\thestudent} % Left footer -\cfoot*{} % Centre footer - -%---------------------------------------------------------------------------------------- -% TITLE SECTION -%---------------------------------------------------------------------------------------- - -\title{ - \normalfont\normalsize - \textsc{Machine Learning\\% - Universit\`a della Svizzera italiana}\\ - \vspace{25pt} - \rule{\linewidth}{0.5pt}\\ - \vspace{20pt} - {\huge Assignment 1}\\ - \vspace{12pt} - \rule{\linewidth}{1pt}\\ - \vspace{12pt} -} - -\author{\LARGE \thestudent} - -\date{\normalsize\today} - -\begin{document} - -\maketitle - -The assignment is split into two parts: you are asked to solve a regression problem, and answer some questions. You can use all the books, material, and help you need. Bear in mind that the questions you are asked are similar to those you may find in the final exam, and are related to very important and fundamental machine learning concepts. As such, sooner or later you will need to learn them to pass the course. We will give you some feedback afterwards.\\ - -\noindent !! Note that this file is just meant as a template for the report, in which we reported \textbf{part of} the assignment text for convenience. You must always refer to the text in the README.md file as the assignment requirements. - -%---------------------------------------------------------------------------------------- -% Tasks -%---------------------------------------------------------------------------------------- - -\section{Regression problem} - -This section should contain a detailed description of how you solved the assignment, including all required statistical analyses of the models' performance and a comparison between the linear regression and the model of your choice. Limit the assignment to 2500 words (formulas, tables, figures, etc., do not count as words) and do not include any code in the report. - -\subsection{Task 1} -Use the family of models $f(\mathbf{x}, \boldsymbol{\theta}) = \theta_0 + \theta_1 \cdot x_1 + \theta_2 \cdot x_2 + \theta_3 \cdot x_1 \cdot x_2 + \theta_4 \cdot \sin(x_1)$ to fit the data. Write in the report the formula of the model substituting parameters $\theta_0, \ldots, \theta_4$ with the estimates you've found: -$$f(\mathbf{x}, \boldsymbol{\theta}) = \_ + \_ \cdot x_1 + \_ \cdot x_2 + \_ \cdot x_1 \cdot x_2 + \_ \cdot \sin(x_1)$$ -Evaluate the test performance of your model using the mean squared error as performance measure. - -\subsection{Task 2} -Consider any family of non-linear models of your choice to address the above regression problem. Evaluate the test performance of your model using the mean squared error as performance measure. Compare your model with the linear regression of Task 1. Which one is \textbf{statistically} better? - -\subsection{Task 3 (Bonus)} -In the \href{https://github.com/marshka/ml-20-21}{\textbf{Github repository of the course}}, you will find a trained Scikit-learn model that we built using the same dataset you are given. This baseline model is able to achieve a MSE of \textbf{0.0194}, when evaluated on the test set. You will get extra points if the test performance of your model is better (i.e., the MSE is lower) than ours. Of course, you also have to tell us why you think that your model is better. - - -%---------------------------------------------------------------------------------------- -% Questions -%---------------------------------------------------------------------------------------- -\newpage -\section{Questions} - -\subsection{Q1. Training versus Validation} -\begin{itemize} -\item[1.Q.] Explain the curves' behavior in each of the three highlighted sections of the figures, namely (a), (b), and (c); -\item[1.A.] ~\\ -\item[2.Q.] Is any of the three section associated with the concepts of overfitting and underfitting? If yes, explain it. -\item[2.A.] ~\\ -\item[3.Q.] Is there any evidence of high approximation risk? Why? If yes, in which of the below subfigures? -\item[3.A.] ~\\ -\item[4.Q.] Do you think that by further increasing the model complexity you will be able to bring the training error to zero? -\item[4.A.] ~\\ -\item[5.Q.] Do you think that by further increasing the model complexity you will be able to bring the structural risk to zero? -\item[5.A.] ~\\ -\end{itemize} - -\subsection{Q2. Linear Regression} -Comment and compare how the (a.) training error, (b.) test error and (c.) coefficients would change in the following cases: -\begin{itemize} -\item[1.Q.] $x_3$ is a normally distributed independent random variable $x_3 \sim \mathcal{N}(1, 2)$ -\item[1.A.] ~\\ -\item[2.Q.] $x_3 = 2.5 \cdot x_1 + x_2$ -\item[2.A.] ~\\ -\item[3.Q.] $x_3 = x_1 \cdot x_2$ -\item[3.A.] ~\\ -\end{itemize} - -\subsection{Q3. Classification} -\begin{itemize} -\item[1.Q.] Your boss asked you to solve the problem using a perceptron and now he's upset because you are getting poor results. How would you justify the poor performance of your perceptron classifier to your boss? -\item[1.A.] ~\\ -\item[2.Q.] Would you expect to have better luck with a neural network with activation function $h(x) = - x \cdot e^{-2}$ for the hidden units? -\item[2.A.] ~\\ -\item[3.Q.] What are the main differences and similarities between the perceptron and the logistic regression neuron? -\item[3.A.] ~\\ -\end{itemize} - -\end{document}