From 598519d94dca50d2e7d576009741145143fed347 Mon Sep 17 00:00:00 2001 From: "Ryan C. Cooper" Date: Tue, 4 Apr 2017 12:56:30 -0400 Subject: [PATCH] added hw6 --- HW6/.~lock.Primary_Energy_monthly.csv# | 1 + HW6/README.md | 86 +++++ HW6/README.pdf | Bin 0 -> 168643 bytes HW6/boussinesq_lookup.m | 22 ++ HW6/cost_logistic.m | 27 ++ HW6/problem_1_data.m | 15 + lecture_18/lecture_18.ipynb | 90 +++--- lecture_18/octave-workspace | Bin 7470 -> 2001 bytes lecture_19/lecture 19.ipynb | 426 ++++++++++++++++++++++--- lecture_19/octave-workspace | Bin 0 -> 10815 bytes 10 files changed, 588 insertions(+), 79 deletions(-) create mode 100644 HW6/.~lock.Primary_Energy_monthly.csv# create mode 100644 HW6/README.md create mode 100644 HW6/README.pdf create mode 100644 HW6/boussinesq_lookup.m create mode 100644 HW6/cost_logistic.m create mode 100644 HW6/problem_1_data.m create mode 100644 lecture_19/octave-workspace diff --git a/HW6/.~lock.Primary_Energy_monthly.csv# b/HW6/.~lock.Primary_Energy_monthly.csv# new file mode 100644 index 0000000..eef216f --- /dev/null +++ b/HW6/.~lock.Primary_Energy_monthly.csv# @@ -0,0 +1 @@ +,ryan,fermi,31.03.2017 16:47,file:///home/ryan/.config/libreoffice/4; \ No newline at end of file diff --git a/HW6/README.md b/HW6/README.md new file mode 100644 index 0000000..1f3c86c --- /dev/null +++ b/HW6/README.md @@ -0,0 +1,86 @@ +# Homework #6 +## due 4/14 by 11:59pm + + +0. Create a new github repository called 'curve_fitting'. + + a. Add rcc02007 and pez16103 as collaborators. + + b. Clone the repository to your computer. + + +1. Create a least-squares function called `least_squares.m` that accepts a Z-matrix and +dependent variable y as input and returns the vector of best-fit constants, a, the +best-fit function evaluated at each point $f(x_{i})$, and the coefficient of +determination, r2. + +```matlab +[a,fx,r2]=least_squares(Z,y); +``` + + Test your function on the sets of data in script `problem_1_data.m` and show that the + following functions are the best fit lines: + + a. y=0.3745+0.98644x+0.84564/x + + b. y=-11.4887+7.143817x-1.04121 x^2+0.046676 x^3 + + c. y=4.0046e^(-1.5x)+2.9213e^(-0.3x)+1.5647e^(-0.05x) + + +2. Use the Temperature and failure data from the Challenger O-rings in lecture_18 +(challenger_oring.csv). Your independent variable is temerature and your dependent +variable is failure (1=fail, 0=pass). Create a function called `cost_logistic.m` that +takes the vector `a`, and independent variable `x` and dependent variable `y`. Use the +function, $\sigma(t)=\frac{1}{1+e^{-t}}$ where $t=a_{0}+a_{1}x$. Use the cost function, + + $J(a_{0},a_{1})=\sum_{i=1}^{n}\left[-y_{i}\log(\sigma(t_{i}))-(1-y_{i})\log((1-\sigma(t_{i})))\right]$ + + and gradient + + $\frac{\partial J}{\partial a_{i}}= + 1/m\sum_{k=1}^{N}\left(\sigma(t_{k})-y_{k}\right)t_{k}$ + + a. edit `cost_logistic.m` so that the output is `[J,grad]` or [cost, gradient] + + b. use the following code to solve for a0 and a1 + +```matlab +% Set options for fminunc +options = optimset('GradObj', 'on', 'MaxIter', 400); +% Run fminunc to obtain the optimal theta +% This function will return theta and the cost +[theta, cost] = ... +fminunc(@(a)(costFunction(a, x, y)), initial_a, options); +``` + + c. plot the data and the best-fit logistic regression model + +```matlab +plot(x,y, x, sigma(a(1)+a(2)*x)) +``` + +3. The vertical stress under a corner of a rectangular area subjected to a uniform load of +intensity $q$ is given by the solution of the Boussinesq's equation: + + $\sigma_{z} = + \frac{q}{4\pi}\left(\frac{2mn\sqrt{m^{2}+n^{2}+1}}{m^{2}+n^{2}+1+m^{2}n^{2}}\frac{m^{2}+n^{2}+2}{m^{2}+n^{2}+1}+sin^{-1}\left(\frac{2mn\sqrt{m^{2}+n^{2}+1}}{m^{2}+n^{2}+1+m^{2}n^{2}}\right)\right)$ + + Typically, this equation is solved as a table of values where: + + $\sigma_{z}=q f(m,n)$ + + where $f(m,n)$ is the influence value, q is the uniform load, m=a/z, n=b/z, a and b are + width and length of the rectangular area and z is the depth below the area. + + a. Finish the function `boussinesq_lookup.m` so that when you enter a force, q, + dimensions of rectangular area a, b, and depth, z, it uses a third-order polynomial + interpolation of the four closest values of m to determine the stress in the vertical + direction, sigma_z=$\sigma_{z}$. Use a $0^{th}$-order, polynomial interpolation for + the value of n (i.e. round to the closest value of n). + + b. Copy the `boussinesq_lookup.m` to a file called `boussinesq_spline.m` and use a + cubic spline to interpolate in two dimensions, both m and n, that returns sigma_z. + + + diff --git a/HW6/README.pdf b/HW6/README.pdf new file mode 100644 index 0000000000000000000000000000000000000000..3cc89911b274f1e5fcca0d59039ce6695c387b84 GIT binary patch literal 168643 zcma&NL$EMh(4={7+qP}nwr$(CZQI6sZQHhOYret1>WSz+tE|;oRaHEhQKSkYVzi8O ztWc!$%OmShjLZZK1olQ&P&_Vgh{SNIo>L(cp`fDake746G!!PS+wu(3v8@%MB1JyKoIk;^C< zqT=J`$GYTGhDoY&zVTt@#`ssZdHhBmG*kU~Ga+65c#6D@Gdml=R~CslxR5S-@kJe^?fL%VB*|I2nV6pHx1pHY zXC9?^5WnbgS@puz<)X5Nsjwr{Ktmykgs9|%dA8h1#aq0Y?E^2qIl1r_QKG)pS#09m zW&7k6g|9)F0t0D~ESr*nQYT<;CWa{dBBLm00rlAwc#{j`nNT@cG5&!wYcNi$Z0AwT6Ki@Ad(ysiI5EXH5yEc{pMBRNvsqq5h+L3(#EcNMX5{o zwAJSLY-V>eHbQ27bvQs@6yWH2vXPTs-7Qk*g>WZ_w62Q2al$38<#iY+EmhV$tT32B zH*8Zn?kYC&6ZbX;O<}AWi zj`w>ZVq0Wib8*n5)N| zv-DFrb=aK-YUx z@-XHD^+2_DsQA?7A1c@E_z8khvVQn5Qp$k`A(rOHclqE)gWQON!OE{uZs&-xtxbMM zt3d)O(~(a77cUrfb=THRfUid|VGYPM$5^tYA<>&WpY{sDP%L+2+5kfl9imQl8rQe+ zDAKBIVCUR5dn%t;nr!!RoWl%!9L9qS87N5>*4v1`5n#?}QzV7j1Sp=o3!~IVI|#fW z<~83Mr!DNaty64ipSd`?Rzs(2q2(Re zF3DsnP;N8Av~b`ONm#t_stHf7EF95MtvLY|lGG%HHH)JazbtpzbJVN|6?elgMj->C ze+D~X)gFso(T+NIC|4{=5hVbF4TRc=L`h~8_b%cjEI)Z{Syd!r@c|6eJBuHgdsbo{ z@Zl|hR*(*>+u^WhMt^ReNI7#ZqJt@-sFao{kS$vugJUv~mG`9qroe%n2Gn z6>H7-df!`X*?_%pD4=20b#5M*6O#=TxFm@z_#8)xl^mq;-V-_jXeD5yu%3nTU3lNtDq3-1smoMd>>W`#jA$n7$E_*P2J4C>^n3IhHBdf*sgZo zI59~;53B@3l{3gDG3{~7AE5|?iIxV%hV=kcH}XI_UY7xw9silfU}s%el-ag*fRkKg zF)>6mEo|f~*aLaM7$$PN08$o-Hr8SAmQ&miI~T{#!7K5npc1EIKuH7CzFARj1G@)` zZtqYAK`427PVfOT={ipKS^vn{;gEEcKB1EW?S`lOW2ihl5?R?(Dtdq8I^;mtQ5uIP ziyf)!an?1jCW7xIG0sB6u&0~^l%m$R^Yv>|nD(4vh_M#TP)v9)1-bT-M;H^5YGjB4 zxA2zOhezTR%N7M{7^s5pN*g`ji2=SFh4~z=^W$}{V?ayP0Q$z&Ss^>6CAev2dKBV0f>n2r@Ix)1*jOjUHM7%sY4V7on0FSL}cg&aa>|Q{{AXi8!n`@i_w)+K^ zG!jHgia3_Q#w*@hQ3UuCsWl520~%rZ>iqqvieRk<2?yyazi^nzU@CIGd(5h`9_kcw zOp#LET6GV$z4%6HMl=~0rSIhxRY!6bP~d42lt{h%(I==Z_p1Q1kMl~YFFyjHux&NH zs`x^|m$1pc;23P5fBwe94y%hM>w2Xyx>1sti!9UX%37z@H%xDQ9YV!&(LNY#kM2hf z2p?h=(qpTxH&0HzQ@m%gC>M%R@nJIlXtp-~Noc<<>U@di>+TSux*jQ`XoSV8T1gh$ zsi?>8=fpO!&+5LB`2l?$3e=JaquqH$7>ME)Nr1s1a=}06kF0=LZP|IM7aZTy{XKL8 zbpS!ZmH}~a%e8^Ie-^$lvv9uF=&WWEasnCVOWGJK{6LuC&GI*a_qTuYLa+a*C)vJa zo##T>t@XL1K}3;J;$oclbCs+I2;`d^})>!6on8?N??aCk4L^` z8F?YQdY8;MY5EhcU%Ts*beT8 z`(35%r|-zc?DS-O3hWJUqlJd3#ddG5Yg)k|&;9~*(ql{Tb=*12pjnKT<2X(n4e|LG zZ6ZRvN~#dV#OgU#s(s|vY+65hi|?*o2c2G;l3S&{DfAPrV#XaayAvq}xr@Gn#?m*P z-6bEuAM2g9XM4l&zO+7$lf&R4Xj&FJoNUPsueATRU^SO+R-H$3px`P*O43u` z>8<6;1XqdTgfJ-w+3}m#$xPZ-u)e~LM!#tK@V z$ORt})C687xXEea2XQi5PNEPUQ!ysj3i9gya&8-j5n~^W{jA>h#CGCiE|&ZK~jFwsNNW ztL>2L8)FN-zV=VX^4a#ZE16_~Ue~#A$&Up=c8V}HFUH+3d-;399ju3L2QZTA^M}Td zD4EB)q2a;#jtOiA0ZqX8tD5?oPqu8mLMHQ%$Z4$|U6>P46%Af5GS6CI5G34(*u!|u z<)1$=uxNzIU8DGT(lDDY`8wQvAY}#90NR+n=FIZ+T5y(dCA3wt&COY`bl)m9VHKyv zSFZP1&z3KI-I!{Nn`+BmALo=_Py3pWUY_o!b@^+<(u)nid}&`j@9vk;$}WsI(F%jd zoQkXde)`&ttOalHWNM;apa{!GN$TG&FJ+jNhXvzFJFd%~q85DqO&kN^^2OgpK@>&8 zppXzq+QmC?g&q8G`XBI|$qNINsh!FH2VMWE{~Op?{(s1got5qX1vi5KJ-NlIO51NS z!1TVUzn=p{R<)N7(P6Iwa+{aCQsih@#%!orZBTFO^G~|qu`P~C7D@R2O8BK%K4#1x zkHO~F>aVf4yUUQLY0S7b?UKe=3DwFli9w=jHqj;RS<0dLuky>cBZ*OjDlhtmyc|NVHbNUDY$nAFeYy&nmukCMIB8aQ;Fa8IiK4PHVJb* zHxOC>=*4|39>(I8pSKu%*SNGj2~;v6m-)0Wbjecx=|{WJjKAM5sk@oHNl+1?G7cn+C*3Ucsd)c-`$ME@Nw(cD%d z9O2$0WJ4m~Q54lmsKrQRBpdSS)mJ<;i78PRh2#|>r>xX7oF>LAKafSV4qI@87OKDF zIxDfj0S;>?O(=Tq`~p`+IU1dXVx%n7DQ-RWnkO~bgv3)ZA;&^8T1?}xn$fX<@nKMH z$K0ftx9)RBiI%{6-BlKmI)cD!@4+7--hE-thJuWssN@L(#?9=up(2N5ukXcZ5H<{C zYa*yjZ+a4@km+d9472-3NcQc&5mmP5^ORwxY|8-hy&da5?rR~{E~9`=1>FIWz(l33 zGzxgCb{yjB1!)uQ9-zXZ+VCBdf|9$;Lg%w0=F?%=y9**kykK)sw_6;j%gOdq2~rlC zA|=*W%;dU6P&`a{$0-(@&DOso!LxawhM6*0>&WF~pD0>?RMfA!`fh=+jGmeO&auqn z6(^;Z;eeAtMau{E*4zIAw+tVy{;xg6#__+nAB+TyoXiaW2Ggu^+^78b)iuFCvc*=(B0kL>EZBq&horp zH;#UP#Ka!WW=x-SA4xC?iIo(}kXhPTL83M`ITjcfn4JJkOj2!XVQn%pE<$W-V*sb0 zV`B98$Hzl(1Hj}?+t`S}M<76ALF$HyVX!4SYV0dV^!Bk%}J z4NNSrE-ftK7#bMCBo?L?fsbu;`30N-N^4>J5iHCMOo19$0V@Dl0jeg8q$U9zNj+6T zO{qTP`zL4J+}hy&hD0?qMOAaq2#6@kiJ$LYmK&MfLO8U#Hh}o(;0CDm_dy-m7=J6uku&f20exFS3XE<; zSR6roACZ`S(U-o6Q}XBVIh6mAzA8eL^E1}|n!-7N0R2(NW(FSV_cB32F#%WuJ7bd< z#0JJLgcl|UCN~rBU+J%pAzR2i&<6NH{sd0YWXZb6mH~su$#-*0G2VV1c zo9-XoSU9q8{kYp=Yif05ad&b0Ru>`YAKr#~5AQk3&&%BU4xNCSl#Gg`s-Bn-&iQTnMV40(34`t*7zZ;r{01`k#!ynkHa66@zJgzkbMT)eH~Lj1C)Wmd z5A&C4Esd?Mjy>a7M0UnDPUcr-cWX0NXk~172a}5Wj=up1dBdMZIR`NS0k{DaU?*k{ z)VGX`&0Xo|DycUQmTrFWo>J1bOOf!mfgoVw#nrS3w->W zi~Au?&uC6f%?V^pc^K;0cmLbDFyOd z-pBXhhx!Yr4G>h)5Yf<$J;gtIOi!$cO{{I~h@}k3OocVr-#6HY8+&I2p023@kS~i@ zWCQE`VI=_o^TO6Hher>{ZBAzIA6^B#l_%cF1cX8IFX$tYg98XY_>-!^PfDy^0sr$S zmWhc006Xf7lmP(S_rKNzfFV1j^9SY&%3kN<{+?Z3x|`tOV4jxGOg{v<9fOpdId znFC;_-|Tn9y%&C>Cvm5@zTv;yw84Di%X(UqZ~3p^v+rMNH8-b*R*tS4z#Bb)3WpNh&CYYp{&&+nflSENQc%_%Fo66*sR zW#Z0Y)T%8aC_C=mLlf?br7vQyXZK*d0n*FNdQZZP|AwU7PA)~(J3C1uNr*IR`h@Rp zx~v}Vk;m^b5nn3C=*|u)3_3smm9fe)RYH~URGd9ol?gp~1ShDM2yc6 zwleZcOG3k7gI7+nj4A_V-80GU80Svnxk)M3YB4beWC^KnM>1s7pP!k5&cPU$7y|x* z6yG4*;)kj4x@(%$2}8^^OV|lckLkW+uOQvOtBj|hsStzq$XPZeN@Wv?m-6{fyHH9P z%Sc+3(lY|T_mPQ;#MIlOsk7YUE(F{owbp)I@hP*XGUBfXRGcwfn#q&Hm<~2#h2?Sx) z4M39W^Fp1alA{o^%vJ1@C(pF0Emw@IQjj8-DQ1PX-!UVsmT4w|77|Jf$Oax>B9wJu zPVg}IV8JK9cg(6X2isV4ExB->Ss&MBoUQ7?J>j(QS8kHPFJ(!y@0P7dVTtd^B1#%l z7bZ~!E*7jsrlW=G!Ke8Y!W!pynC~WQ9tmh0bJ!wpl|DYx5%2MdF1CIrk&`~NGa+*J z<62&0No0h&4NKi5XBB2q9A@=7qg5|5A(&9tK890mowd%xOv|ay?lLTB*@$W}-P=qW z;=E!n)6yC|SjRi9pS)Vl+3M|L{={%U0C?HM);em~#|XlYi3WNi{pKv2V`Sa0ABVchn` zyEA4lRG=>o2rgHpoWHX#$tC?=?GZin<7;PIKI6Sr=xE)RyOfb$s$Ob~#?5B6zo znbUBDG^I2F4@5RwLM7muLAmcIZ@n1zehO{gDzyg>KsIq$9+VG*`za!fi2-A0>y(x%FE)g*+E+{Hnv!DKwXDhlkh^xQACHPK*msAp z@5S zIM(cwX7+fbl;rxNgLzG|`)5Mh%W(ZR@sE#uuaEe7!vI?H1(69)PO(gsMK|~_u0WJr z;iP-%LylE$@b9*{j~=gO5nOs+yJHOTE{37hM@kK4w65N;1nJQnV3KfC^NbC!0+;Mp zz@j!a>g@^H4j8c9zWHm+>y8s>)vJ;tiRdE6}!qoe#aKOhB&>MSE=iB(?8IE zh@e$PlunqM6gskW!kMv`_7-h^ z_BO`dc?i5BaC_anIuTPZH6EW!7`tI!^vGl4RN_%xlwski7u!VB!~BVJj1=TqYwXt1 zr=~};q+5KO|6GVQI##s$>xzhPk*w}3g9q+T+vi-h%^~>Rxbk_TGxrbP%>wMqEl!&5 zrtkiW8$?Z0NYuU+OoYzri#?T(96FH!cL)>JPl{310LdHR5N4Az^9tBe=H=C>ox6** zQ-C~9oM?uZhfi4Rfc1R^NuvydC?$dN8dcjed9+~D>VOMmA9f6m1krbro&D>ow}mz} z7oa3z67HhughWt1m+fl><7O6rvcG8`h3g<$b_L7Mhv`_Hm;}WG(orB`F=v(qyq~hM zEdlVqxJt-o{@q+3EwNsC%9uWNOcJ(zM>U8;&8XXI<9}c z4ryVAaUph%(`J1o#g2VzI3#JN%X2R9jJQ_08cfOMF$9dyINs_*YMw>}M}T8730hvT z8@}utx4FaHv}M}N(Ro^2=xdu9Z29k9U6*JRN&6`MV~HJ&ka=(n?aPjuSFPgQhik-(fz6 zy+?x!D_AwtLsE_1*uXDP+-Y+@9}uQYW1xgVw4cZ6Xa3<5BB{*pjL@raub4kQoJx%b zP{;L;Rr)$wF?Qg+cXqk2u6~xkfwUb?&0xL)Yf+J4uxO&&#i&VR+0h3nZ2>8<&?&X= z^@Xc%4fOfFA^TX+8yHm(>?pA*3bmY##A`-RE8yK)=XY=L+?rF)lC`S_B5_gHVOf!i zyN$^~~k}<-q*sG- zGW-`cn9FBZFL|{M9!o;LSw+pcc7a_Pl#M;&#Fyc4->kZ6>e<-)uTp*;gSOi8}UBM3j|?_C*`}K0;xQkysM83m3#|U9n3puUh8{_ z+EYC7Fp?uBT&fGCFSaD!D|7O#y^d;$Qof{#VR9RDM|sfEuzLW}Ig!kA!LHkq#i3C# zQ9!bwY?!wyW_}4h(`4>=ngzj8!VYtX=^T7o)pRqhl0>hk{K~X zsA?c}L)q~ z8Fg1rM9)c1s%1F?NBA%AyD~H$8H+yP43_hT&VA}ZnypmbJJY3lCCkQ&j9oj6{XXp> z0aQg4iugivvAkxTJs=^5A%vFUZLGTI;bFV{n~i)rLxh?*ysK?@U=M^Mwri;Q*0|hs zTu8hxI-P$>4QNhJpx_>sUHIG7X*D8y@x$n;&65_Ea$7&C+$#p;!4eB!+gwx*e2-2F z#F|p%M(s_(jj8riZE+5Qi8LoVmD`IudE%w#9E&J}Fe&URbP9el{>8f|6k8=>$g#+5 z(_b#b6XcQ(x_|?v#$whHrv?pISkfV3|H%73r0C_(XT~G+b-Z{`Ij5-GcXq*hIjlgP;AjQ4$M`X3CLGQ0#T5)>X)p+CxI!be?Kdgt zst1qtL=roF>>7mIhM+V_ud*Zl7v6-zdOdGVvhRWv--%IC+8uuOYH5Hn-^**Rqc0`) zVj1Zg+p1YaYmYc=rMT#1z1SK+I0_d@!NmqL|0L0Qz+IGweQRERvOSMSiDu@qn zZ+tsLc@SZk)JsfesVtqV_qbl^6iBn{u9=1^+P`+P^}IcHVxW1j)o94pY*Sy1WEld| z#*;={GQI}am%%|z%{fD3U0NsWdV2>bm+aWjxBjf z>n$g)6clv_q<9I8qg#rzXu?S!tG-nQO5-DDxrf}X_AXHr$1t42fRxenpEj42kW7R< z?C>4&umc#>QM|+Pq9`@g=D!y>#^r8?J)l0tA;U+nzySAQ+jrr`2=LcrmOxS54d?bQ z4%CJfrdDwL19Pr8HjMbSGAt6!iKgju#wX)LC}u36^uk|{aDhTL`vtA9!vg>cxPQg8 z>!riXlS#{2BHF2x(Q$%Dt~c_jf+nV2wxIM#kfrYg_vM37Dx055CJ!yhriV7xC%BXVQH*4nxkO#&-7!+%JNQTh!9P>ayn^EB#J6(I- zjtby=){W&I`%f8~0c!uPfku<@wIp-ctIQA0OGUK$L$Mi*`>w2pTDFSLM-lYaA$h;K+Fs1Fb4aKa6?^IDu7#-3ZhNvH}KNr&c>4 zLKsLtNuC$YuPT5LuB{p*pY8q3l`q2mK2LWkPMlmipSwSAdE7p(GyPJ;T)x9z=b1dz9@??>Qjw{$j&ay76K3xFNn zKlZhz?c*)?4lBC6Z%u9WI!%5eZV*+ad@|-BBzF9_ zdgQ*_eypd$7zHjKz6%;4s)-#s!XbHll8WNyF^$bBhQzE1!pbMsTW-k1jweL!CWV3Uo^wAPnL@qH$1NUwMO7n zZN>U?R%RciJc%nO=4S2Qngwia!(O__i_6zvspGmaj`0)t1{PtQ=qJObcMvLes$46L zBohbRyrr4uYsR6J?tM`Hl~Hf6mC1aEUF&m48nfww;wgRDL5G!s)1VUt)6jnGF=-(5Kiz28v`q%bmp1>`Vz0g$VzR$R2OU}V9gH~{` zq8_CfHTZg=>A(=nC=M-1~h2KYj^H8j$$eWvK$Wspu+0!H>|Gh{_+?dTk3H;jJb&6D&cd?mKzvQ z#YF~vxH0gHXv{qe+hB2&qTp_zw3r@NGKinVmP)00Pi|Zfl3S8E9O1Xn{va~4>5F5* zB|bmNlXYn71vu-$PVVaSf`EmXVG%>+Y z;M_9iue|!+C^U*>O3Uq3!G5uisd=?jR+hgqBy8I^7k|DQF8{#r)p1uU2>jviiSG=B z6&yJv(I|06@sO}@BRjpCs`6qs(f5&WK5TE5ehZ~l1MXVKr~QzQ_{X>l-FVgib`M+9 zeR+F4iSY1XKwC%Xn)Bb$f9rJ%mZ>J!{B>L@7d~j2e9o=N*BQkb$|_oS1*;b{p$5`C zCdXRunk%{BjTd^Qmf~FkZ-s`Nc_|l$M5i^s_`VD*=*U16C6-Nv`5*!uFJzIk5ZwFG z$RKN(JgGSqGyxq^w?>g~WpjDCP_NQ67gK4LIwIG*y6!91jNNONEF7z~*eR1aHyA7_ zO84od&iw=W1Rg?HhIb9OQ_LsnOBtfs9Z2d!=+WagvJ`Go7=C!C0)ZQd?CNNU`H*Fd zFnLPwB_Z=dTJf;1U4A9SyM2|;**H6pK;LcCdlqV{G%?*SZd8}oAg2#|P$&N?37Ou@ z^C8q-01NGtXyR(M$p4apD38$PXm4SKi#iLPI~ZJSe+m9T)AFtK4Bk}X%ei76(!AMl&Qv^@&MRQSR!Ql$7lbB9e0)!%?{f;+mKQDOTLOak`hk?|q&S{=+wjm425cRZku+z~sDWY5ysDydn4UF@gs@2c&r~=MZ&QfI*rEC zwZ=bfPM+~~?S+J=dy^x|{(&KbQy94AI~ds#8CFJ_w1b&Vi_7B^F+zII!VBkV z$bd7`5_^p}E{emlnGHQZ#=LzuysM z>pm;uV%4{Bp48dV$cH4xMUCI=xzxfxqezU+M2JX1&mYRqUUO7{%_;&e#%35{=Vt&v z(a>R!we}JF@YV(!D;Fo)S7;j|b4duDYD|DPr{nH$Gs$;KnZwLhM}^%>5QH7DXM0py zX^bXTw&*~*4O?wWcf5iuZ#qWO*n&9+Eo$bT^BC>>HwzO(W z$GeqFt28@|&$cpJ{S2{@%!zSbTf8Jt zTss8)-i{Z(Ph=4<*vjh9vMem&AD$dO4yRAvIEcf%+I}4-8ISep*p5z%mGprZVPKP# zcSzs9$%;iVWS`aKZ`3(iOTeRbm>etIu_;5duinXL*V8@IT*^pw70kcCN)N@&8oqti zx^R1&Y%617CFGiDosX`A$*1OK3`Zcb{~0H^YR;Ig8v-!iN@{5HaLzD{iaY;|gvlC` z{;~e7edtwlhw39TtUZ)(;h~tr3d zNl&KMy&M)n^zmk z=H$QSwUM>?gORaXijJGzODQJe;Mtta8o+TIRhhv5D(g#JNCTX5-VyF*L*hvdP3`dS z#a|vcnSli|X12qU)^g;8~iHIloE zKJ|`Z2Mhasc~sd5D3Dj`9d1W%q^6<8LE4pCW|$Gw2@IXYv;sbsm2`z6&lAakg0?vf z6-jO%4?;2ZjuLZ>O2;~~b{QW#r=1%WAa|<6q)$OlNfE!~94HxH;gZr;N6csGMj%Pq z7ww*RSR}T_mVy06LbP8sIbDwxh$#P@XR^%XdDG`I9$F7BMjUd9I3Bs0YRlf(?b+CH z`9dRGk78rqBUg{n&@Z8(eEs{u9sFlD)L)uJArDoTAA*Zd>TgHNGEfyAJ+Y&?<9)-? znYD*0S2-2O6#5SphbDt&c>yc*YS#Sm*4)$x?qP-CVJqaoVKFeG_SU(zUr>qx~{8IDdyFupZ zZ_(W&I|b3)Eq@JKG$I9}$LNMDp6Y6wBpK-8s5-pzinLGGD5 zsl=)OONjH?c-NV+2>0{G(x2_@Lpaoh;PONnAZ&FtN6*I54ej>IBfflht+3{`m6@wt zs^7*IX_!RuzZqE%eg{u^j4O+)iyy{2NvJw|VNRfK*dvW>*b7xA3d=k;W z{HVNdG${X)aWBu(sM~eSoxzI49qyM1Hp^rx=6y`*&{h$-!zE{}%EB!bNI(FCp3rTN zY1Z zxIx9+OflqZWg8O*sdS5@96R{<{)nHj8P4_oI&DLnR>+vR>7uA2P;p@uhQCM46#t06 z9X0&U5Wm%}{**`4WZrlvjnP57rPXlL+bj+Zp{0jtrFOC}?0E>;qhPvUpd0`S*!Avy zQfuH5->uUbcy1pIuS#}mF|=tB>BhUaDCy3>72pALhmeQXB%K2?AhH=FS?3i6rF2t2 z5a2INO$GPJLbjO3s78 zdgyzS;Bo7QE!^WzN>`9%UIiT_p5b%a!aZ0Yl59ut*@WYhaoX~7WRV-<4Qss8UAxy7oOjgq62VNq$B zVwI_TVVf}ND3pkyk|eTh=O2$`$jF39h;LNagv3;5E4LeXK_-tEdwa|1oYJ>Q2Hkv> zvTo=tzh}BHixVM5@5ng>Xq%Gnuq;6QK7nbdEq1~0tiaSh*y?ykLNUEgD)uR#@WY28 zDk}J8TI+tJZCLI> zM$*-QAQQ8*{KalREIXSVwKhr&z(#2I>n}8Swc*gj#2RlN^c`WsH1_r!!Fb%vlq?-z1U1cTwBxkd1eK}QDyndE$hW;HCyk4w0W&7OZX3w5jsu&`i>xFj$BRl z`K7@H!}ZW#3W5Ar^f9aA$DYxYZVD6GAe9jM9yB(Nw2#wql-Xliy)1>4eRdN{q2lqTu74MA->#62IgA1 zyyxWfA4(I9I&MHKl2N!@5NM&EaHM>@EEBLOk9OXC$|7#bRVDbjRS2>|AR4KhLiJe@ z;s>%FY2^UpUfbUZfCp;8ZlovfA>{40b7AFr_tdcRw2*2Sd)fxzEHNdopCscUn7j0bTne9xWT?JCVU z=Zx8?XQye7B-4f0`j_0bU~kADaa@mN#d;~2B_2$aVv1YUbi&KhV|OSu4pg7tKynGo zTIdw!dRC}eZPE6qiA#)_p%+8JJKhrSGbL=KRnXq!Pk8!`^c2%p`D)U!C?@DzMu#A) zhxq~Zo01nH$^&oe96LG5v_e&cIxArYPxsjHgO94Uyzbv5tA9P<*D0Y;Ib9=TV#d|2 zyrwWqO8QnAiUmGQG4@0tV93HGurf^l_}@YXr=BPZ-xxi#qi07@20hlcnv5SAPPy8K zMfc`{puW-~(ZVnBc<-F`yI-c#atEr`P9I~$hWor<`#d}w)P<6CD9#{u+ql(Yxm&0b zgfRmIWr6rER2Zryh`ug-6Tc>^u@0)`N-lm&*yt_ZGG|$RbilU&Bjd*kxjM-}H}Qx@ zGV$Q`#oG)@f0h<4QCowQNl5=X?&RXw;n!btl!6jQVcT#@5eA-4?&>AvL3SBN5HYF@ z;xAhzj=?D9j&KK+P5R(tzej@ea+JxF^$vrs%l9fwzH#9#Q3iAEKlRI^(iF`5{&{$Z zO_hvk>X;Jj2B+j)mIV&hwyG=4uK!l8FDj+)tY9in8BNEA?JX_~TDI;zwQ_T1yXuo? zHD<&YcK?bI98CsxNt>g8G_ZelPKu_5xH(k${?aDd|p4kU-o;JCPlds>FFVPgV>_4w~Nl{%*7~YZ^kMj{xFDn9Mh` z$`{uJdttZc_ZYg+T9tahb6P?jx#=^mq_r@yh&)T0r=*v&uQk3$m!eELctsz0O3)Kc z)6z*CyI!sybq=`KxD0kEtJtINvq+S#)}N`ttbbWK;+KXjzR+FSy_PzCN`B?q8N z$Zzj52RWRrpg&!5>m>GEE{m$sGt1hT18{2juNv+AguaraV4Q>2`Ibl~^$#bue1de( zNwLAvh~w}HwI$Sdy8eEiJAur(068R^sH4I;28mxV%lRQO4EZ7Npk8prPlbT6;bOv< z3Ws4-yd!VUXMp98>GSWr=o7`GOOL#LET_Vn8#%+mQR}o&7FY?x4^YBXeg` zg!2;<<`8g2J_&gCBF1>_0z{VGiI4ml2zLP)gH6qyG)MDKd~DW^3Ms$*GV4{2Sp8_x zcs9QS(r(i4A>Q7zqcO>ZCJ9UZzB)HPKy<9HfjTWuhSu{y^1)~!lPRg$Pu@i(Y5g0E ziSoZQw}{>~5v(*_6%6OTzJ&kUcy?{mepRVkq!gekr0(=S!WfoLKX%AE$2BJf{{PtT##5Z$$=xoq>T^Plm0W^{-|HPjs0 zE0u)UnF#U|S(_64qzB_=%R*pAK=} zJ6&-p8V2-EyNw)(BvtJ&q|{T{R|*f>aHOGeF3)E8$t6+n|L!*qMYGxLKtH8|z;KNNj(iFeg{GT1|Q=o1C%MuS&%A2110U97bY9Vfvl3s+mcmc(29=5u_D!rrP4|sSRz_ScHg1y zW@9pgAE%BDsTpZS45E|4KBGV&W7|->kGzv}&tY%4Agi|9#!lUg<$23dn2sP1G?Sn!O=;(#EPNcnr|B#8kYYzL}1pB&}Dn(xgfc=5^^g%b*Cx`R(xO>=M)=Nl*CDXifPT8e%f)LoptLmAn zKA1}tlrfovrd~~rR*-xpokV(ZRXZ}n%ly$VP!mf}M4j{`+94^bu!pFI(&0xpKGI*^XTwdW_0WTRgguj&KI*P$< zb{J2jQkcZ;E%;j%%wFhGm?l_!0Xk zn~^~lDT9IjQ~IpdBd$&k1R3d7ed~T$yhwf#jtD-*as07_4WIUC$xanx>cG1}qNT4% zudwI_S8e%SWcS_eWF9&lr8=z^7E}^AgLbjR^rSYWYl7Ta-X{Xnreim>#rc=PQYnCWNPxAW-)Y3buwH??(0k5}cu*8Af*sTHH`m)7QpClB4 z&#X@z#!=PZ7wq}!T|k9w$VWi!ueubQUf+ZQ9V0yr)w4CX%A=OsYT4~dK$tQSKhq&Wnx~#5^QgKxbMHdYpir#&V0Jy-tJ1IXXJ@hw zXX)ih1{}4IDj-x(g*l*u6}tH%F8Ml_zxmq)#E#lh`glSob}_v&Wtz3vrrw!4AB-l* zU>8(89V2`ZDq^3U6^tGq@fBRug3;M!-|3+44+<{ubpNBpt$B%_Wz%=Xaa~Vfb&BuX zSg@0T>?`EOxtNMBx$elAtv(!`oP`EyR$P_s!Kye|h_y&K8Nf+tduiWV+}9T&Fv8Hes$# z);#!zzqa|+^qLM1Z!^lHlBoxEuYa_pCZW|Zc#eR)neu$|o;)oRU<;Nc9MUEtAV5fz ziYNU~mfn-x#)(fAgr~Nxur%K(DN?akqUAd#r4N3VF(6%tLp~6uj-0BXij(vYkz|lx z0(qPi7BftGlIm)CY!R^`1^(EdtcK@ea8#k^@!X5t=+^FW?yrr{qYFQyML#!0{A_s` zZAkQHbbNDN?L&+Zv6Y{AtbxVBJle!aUSjL`mH+d!fPryhmo^ zV0;hoH#Pj5t5DwkdVIZ6v2-KM)7yTX$?C3g72rRm3ZyzA!b{n^jb;9Hn`Q{fL-`d3 zwi;mt46*B-q~AvGdqasFKzhPFIt*3Zl^ls9lGf7stx2K<-Dp^N^honaI(+$ZHZ3dd zrUQOnoifj|L6q5&0&9jTJfNN+F(Sf)bd8PhdRWeX96peVA7S?VM204mpx9%83pG~j z#VKg%TyA4ymLTDKudNK4Z%7GWrX8qPqR8v?>cHANO7CMbM4cn?(15)uiMlZpEjjRM z*nJ^S{xA(-Xp}z0sW_tq1S{c$>AX77U0|88MR+)&g-RmU`p2w~_b5^^yVboA&^GhX z@#6H_xl9}_L1G9$+9vX_Es(vTbM`bl`iuSjQEq0BPvI;;N^ku+!k4$-PS_*6Ol@i^ zbxJ3a=!`~}8k>d1u6|1o1_VOk`ZA3d+3M zYy;tCDNce_%8~is$PT8&vn&&HIIk^pfwGuvmDSlKDxpREuNARSg8M8Qe|+(2lH zn#gIJCubPUmnm*pzH6Ph$GM@Rg^!fz7O&vIK|98Saf?oV+S_C!lzF9`U-u5}@6O}t z43RI&-!F<@AMnCx55d~dMrRZ{@1O^%rI0^p@#P!vr-Sp1kXCu9(@+8=9{f>1Sov&7^-t~Cr_@Ebt2^n$A z1H6rNOs^CfnrR#8yHMZ~2KVyPdJ}#YzLi=WQ=CG5iXOe63Fw&^;Ka2jv;lq&e5XBm z1FzEpR(~v`PRy0@Y?R_t6()u$m{y0T0fUjvN?Lv1Yq&E#eeir9p{7Mpq`6rXb_fX9U&k zH8CzE3xpwUlUUs(E@LdOKabliM{``27~EbsDGgOgUP)p3v_)g912h?wQ`u|Q6`?FG zcpsyQP3?K^G_XoesmQWpD!%-fAkVy)pVgh)}mEp+3LrpZWnoIwQ)~t*qOya;KhrgRRc(&v!SKW zHW*N6r%?HR@O@)9R0m!vRw<@3mgI#9$XsS*c!nZ0PGZ5=h?_E9M zU8+qQL^Q0#j(bd&;GgP*xWuKr{%oYarIU*H0OH{Bof;|nP?#yd9cv5bBDhyfn*mw5 z5Cp2!9Naxf17A!s2iH(O!2LBQqnwb_gM zXE?Z$NJJXs{>pa%+@w6NqkXjM>TFp{O$$C*q}xL8iz6ye=@1Y;M%Tm*2@RZN#T zAx2~%7fP4*mtR}8UNhv7XWu-b+@3!#E=*W?a~^Es2D^Hf0pnjE{zV&FY!7enO3UkH z#Z((3NOVxM$)H}^qELgpFa=7YaT&Rs-5C)gfKnYa?Gjeb+5%9Q%5k80cORZWE{@!ln?q#)rZ z97*)bE9CDGy9Sk$X$dWn@BY=s5KuO1ep%7wXjirfm{ zfWDpTRmHl>Xny=GwqlC#hEIELP4Z&p>O!rMK|%?6AQ>6y-taxMHQT+>8-FJ(xC(6| zbV!WF`pBVP?X9QFP#Ppqp*@vIzv6KQ9z_^8&MjQ-IHbj=!Ab-gOe_C>m0A=0et=_$ zko#lR_+ZQOCx!LAfmxURqg!>37V%xW`$?L%Ab{c)VJ|8~mB3dTC6W6@}(&iQnAV2)BVioQ>SM=9w@ z3gFLBH7J#@noO81Ihf4idqGVJCJ=6X+4-|g%jKe#EB|J*bU}QBA*5DsDNwe){(E42 zg$tzYT-y4{s|jK9K)Qac6c*Y+|6Q0Ho<W)A%^!juq>X{7uZ#R?0SwYHwWB*_f!s!>t7iA(E$!`^m*znkR_H~-_`n;$Uqd|SIK~@svhH64D7%kpuoYK zxq4jcYT2}u0;s=)%ORIuzb@IsUPQC&!I%crZ5uA>psTWGi`UglX0|(Df-^cduiQ-J z)`0w{sNj{)k6Lmy>6aLD`;Eu3A)k@jBag|v1>s2GCN^>d&6>M|^NN!PGx20XZt+F3 zygr1mKj6IunqS$sw>(0&&1f*XOOgL3xk4g2TfzBBQHlmmEg3E1AWK!9iG@~2>*DZb zh*N=V6&p=P|9Y-JHYRr>Ve0@ONlspgFXFr-vln0iL75AHnFaA21du`B@SHOZ5mP`* z_K>4p;#Z3=FN*YTM?Dd&nh2q?7XU6^ z-o``ZqV(BR1&3$VJ-^JMDafZsRw(V6Iwh2=QWRyO^JX(JrE1E)E44tSVsDU{U+G`n zKNtIy81K(C7fth`b2FZ}#ge=MbL)p4)lA!wsZ1$3j16ol8<{D!O=hI7-MhtsL)@c>ab?G$-4BV<;&WK#n!Q`m<)x3Jky~1*`M;q zjPm{knZ{0qv?S+kT!ycg+kR8&N7n8=#HUbz;ADb#xZ<+Y)-#+lGT^+%Cr4|? zRHk;>2O=@|j*$>dabZaDpAzO;N9FcJOnR~NdT6Rbm*RgjOOy6kNh%}rG*k3wa5U;0 z0*2t%2VvD^|AH2;{=m7sSlB6t@5V&)jnlT2&$M3x#5?Vn7U5EMgTwa}ZPFMQkbJ@{ zJd}0NNnFh38U;NT7-`8Ws&t8^GWv+cDy!?U*zH`LJqtHpO{;Arsf?Du#T%vIW#7g_ z3B5#gD6RF&9#!Ee>eRT{Gp-5cGvG?)m~r?hkDxdU|J_Ow1 z>#U;UoD}$BE8m!vOtE_sRBWb$HeGJb)4H3OsM(Hy%lXq2rwCPHt{?P+?#eg_%8-~AY zT(jH!b3DU6zrPfr;vuF2%D9# zq0%nD28og$qzQXG81S30r;I72Ia;wpZ&HxkcQb-747iV(>b#&1dry=$F$yrqZ64f& zYB>jhTD5Uokn4s<4RFZp?|zif#~>sFKzpDTEM8N~!zd3@BTvYCZyOP{2DupF0Z^^# zBRF9C_x0q)WBD7@d%(L1AI)tEt7a!^#DJ*5cVB6*w&r}vpwOb(*#!=ukJ?9Q&7pH% z^H8sQxUR%ht{Qfa4sf{vJ~zflk}IB$RzP>p%qi}6%F0~WU|IfOK;|#_l+sBVKaL!e z{wsJh`Mf)0jLwVhGPf2~g{nWuPZ*flAs$T0tRaoW0XAhq{ z$wh7aWZPK-OkqnV$IPbRx3;n_#JJ-I;}ZAA*odr=5rS5!QxkIgd7RrL<($@Vl9Z?I z^eu6qg$4aYdUvnQZM>U)=1L61!|9otSANGM|0ZP;Ar5S%xukZ=V1k#WwPT&6@E#Z$ z!Bbt5PxQmF#&gJV=jU`SP=)4A$c&9~L1ttN=0eg79Og3 zjUFl%Opfg^C~Vk~5|Qm->TOE%!j}je0a<7I{^mz;^t9V3#g&@2!wJW3d%{n&eTcf9 zj#t$dhJ)z+^fr<^(4;LwL~cSN?ULrl=-sMKqV)A8y+!QbrEZiU3bTX6p2#B~O&#|z zjs>iwz2*{M0n7Rk)woQ7l51$Vewa^)PfHPL5$dLGgWl~x=Y~FdxQ1Cc?4)Q3sV6D7 zCAQ=?<5AVnCEXb*GWW_eXVmLDhs^CiTfzc297WyMF$1vL+ldsi+}g0XQgRCLKNYJ7 zXh|*rio@;2cuDuG{5bI>%6^UYJ;OaodZl>lW=YTaH{aU&FRa_#K=_78Q1NdzTmTau z%mc|x@h#>8iX-2{%f|}s;Wg^qN}#KAm@p7{6uZF>^;Da@SYTG9lvkD;RyW+^rS(2e3nvr%3E~w ztqEg1b*l`ZK5y#vLTCc`OiKz&XHsD>V>*C2i;-|8Jk`}X#$=uu-^3iwEX)?| zUQ3W-3^fJp`>2^RXSU@2>IPpiNQcG!7> zllg@Fe1%oeq{8vCs0?>C^M*JxuGUmtrmx4+ti*g(HoCwFc*a5-`y(@P?wnH@cwYjrxt0w?5cGtO3FP zid-_RDP%fJos4rFKDMPO>*iTW69!bZLN0@Rxq`pa{HyLf%Cay5ZII#i=9$FH>c5kW z9T&gKLZX-Y>oqFC`N0Qdwgpm*?p*9C?(I3-*}wYs_;TK+Er@AvU^YvMz_?f%5Bz(u z_rV|O9Y(Qu!qwBjkEBGt)xHcwI{~)E=29auL2k$NQ>!F)T)kkW%chVeQj< z0yQl^In&%1G288c1=*|}#L!5ND@~!>qFitnxWL3`b`U0yZDlUWUZ(99EK>R~_!^t} z`8i2FLvGz=mi_?D`__G9u61*c7agtF>0O^QAHOt_R`+U2e{@yn6jX?YB-Y&7+K+UA z=7OWw{-y&Uuasr=?$K}?$q2(9BYxY3r?bzTmYewbl((eniniKzW_t&=eOBrk`(@RqUmMq?;bm%~Ul# zn?`xhZ=y7&@}^OgeWK~Ky26i!r)4|tgZev4uDaVMC(GWiTdnOhB_Z3l&-jFGZ}3-V z!7W-HDXWy97L(48Z@b#9=x}B&$#Xs-%7EF^kWNy?Frre9xW3mvD89{I1LYXNe0PM) z;d4F}aM~(?fl~yxwEoU3*5))6M}J1b4@n1~TSR339vR4Y6)6Jt1fGyF#kyqzBlq~V6#{PLLW=r53TBzOHiRdU8 zWaalml&?RArW=I6->S)cvs>750}=9bWuHg9dyw9hU7ZuLif+8bU5`0Dhl316fNDkkkdhJMA0XP-M=9Eqrcp@3d(WqThOp)yNqH?o`?@EB;(SmCo3L&-bT1 z*_1RyE&(6j5h+y2bzm(Ea9~OwV_=udCr$EhTmtud(Rl?{2A+U-JenLpXZq*THd!$k z*0b@}+_k`!Mq>}`q(};|Oq%f+^JhCE7gh5$ZPGx?-OrwN8fJ&yDd>n@@8Wdr{&M5S zR6Af28ybyum+7=)|(_tdtn>CR2H3qj|cCsLN({1g8H%eRYfG$&UdCK3XeC>Mj4b}Bi0MKl6TSN za^~ggnE_!TqvVJn##(S1OSPX5>zLRz9^dPUTv*)0%%257GfM^9ms|`09~374naKqd zJo>RoUg&@WM#kmw-7wu+E##x@0bm$TO*VFx>7;9(QD<|+=Z8|pmz1r_AH#D6aJwIxK9fDO(yu-sjd&xmo9MQHI z0S1~K+2@Djm54Ex_8GY2hnGKt04EgGm0ktX&`}7ZB4mIQ6b7j78u+dK<*_e*8$$Un z<>*P3*!-GI|7M8IhIhcNt+91&4WjMx+$ay9QQoN|!OYxkbisgnCs-=j`s^Hbh_Hx_ z5iz;-WoRbXW`e)K;<4x=U0b+G+X7{sq@&C=8CRbEX=;C`t7f#?9O1~C{I0Yr)Dg+7fl5HE{n>>kxxiE$V zH!sMldV6v_g`d4+dK}czql6na`sRM?8ygRGGF+8r92LEk4%mYxgBe@PCbeb?esfVpAJ#=pAl3+pU-k{Y>I|DJCNdP1Fj%ws?d2&Cu)RLZN-x=ob=`aVg+k!CST-;u(B66P>ej?KO zWyy|5(4+kk=4asw>&3j~je&(n`&`(XFco_Sl2Mp;U(NEPz37}soP0OO+OVj9lg(|o z?rmxdW+8cwmc?t2xx7VCO_LZPBWUnsc+Ebsw0VZVzC8scUt9JK;?@%5eWuj}o^Lrn z!N6s0Qmy+4{=>d$VlMZrMLbz(H0_8g$zeG54B(;7hF*=ODJq0O^9}X2W=?fHfmqR@ zOs;d&_7z#9gQlEK_ds5BP$(0}#iZUl%*h8&J_6Zn3P{uhkpQsXGR`-4NT!PV{#v^A zm9}-QmILi!KM|63{2uYsg&bdwWw1fl!%Aj1rKuFvR2&>vIIrmed57Q%Ynufip)Up!FQ~Sz0}90c-_oZ)%{=pYZh>x)6q$rBrM67N>`}<=?10Kv%0wW7Uk_ zc-=w(z?>{ujzGe>ZeBN_v3rfh3GbEZF19+r& z-7dW^C8dnxQi80e5}VA*gLBsM+OMD$l^H;zDU+l@Tr+H~(#iQK_*{5a9)$`fsFjMQ z9Y(qRJXl5EH;HJsW8flGMkNwnv;*ei_M$*$zbC1a>`e6WcO% z-{fM;`haU?G8MpC^YvL|@FQLIRfXYBz@T9OpLy~O_C!GRRZTrTGh}z09`vzh{v#IL zbN<1nKpYe;E#n8^4kg5RrAf5x=)En<+4pSq?KGS)aOWvpcK@fBnO9_u*nz!UK{G0# zcZLUdjb~=LZoWpyg^;lm^U**If>e7V;S6$bl-RGGPAbXLtCl%XyF%W&#Hcx34mMxI zxfZn4(5vXvuS?|vu5t99uil!dY()e zq{B-JOyg$$h96va8v*5_aAzSf4jOaUDx|P+5ZU0jJcfzBRB#wHD5nN3>s+4nrgZUk zj;uH%Sr{B{=_YA(k9(?)l=B^Q=o*Ai78m{B7+-2;H`tY>6^d+!#Ze>Czyqs!_;j%T zbO4K7@1LJXlk>vTOJ446u#9McK+(TpRca%&GcOTzsQG5v-Pn2acCW@0b26lZQ(c}N z!!9rGUDd?}AP%J63R+b&;m>qyn&Ys%n1Vw9=M-89*)7=Pb2j#Ixw#&?7y zowlMQqjNQ8OH;ybbx)0tSg3L3#q8Q}E-mJ4^7v}REa|IUs7(;$Y~Um$z))Tj{G_88 zYmw1(#D4BqD&mu1S<^|FVC7jlhxu>1A;z7fO@CvaH;bKl!=gPfMpmli8u=$BLhya^ z)I6%dqR!Q?m4K>Zj#cq3BUofcBb;{vEn7YWR^`xr@-F)?c2lNHZlsm$*^J~h17G3E zfspmEm#*Ij85czE&^5BWsod1YX*ytWvmYZ?muA=512)Zehv(;CnGx`VH_m z?>>c(KW@R!9&DDGJg%BmuF;pEE59ukyaW4zol~)K^h(|SCTfYV7t#P0J~2ug1+(b7 zEZ~!}b^Wf`c%TMmMj7~VgB|L>?!O!}u6SV^Wuw-^b7}ejX`)E;23n>tq#I(Lnx=gN zT?!9~rr(;P=Q`CpD`TuTgaJnt3hXIyD zvgTb04>_{yPexfK8#6Sd_l`Fx_xF5B470yPZndxi(^jgQ_Hb>A?=bj^s1-4E{uRLR zjj)+NGONk+8n&_KK#_ZC%ms0S;3Ym=NA=!TPgq0C)B1)-76vjKu#J6UoUNXp3PlW(oX?H9;5l|Il03^3 z+3bpU*f9`>l^Nx~HTlvQ{dUxi8Egzw*7^5kqUZ%Gf{GdOl$oO~s#2h8X3W6~bg*bS z(L7ZId~%cB^IIiYa_>!yX&85~7p_m-xC>9Anbe8IY%y6Qc39b;xHYyNkD>51HALcq`FBAJ}8byvmz^AciOd?L$uv053jh#VTK z9a?m-s}zi}0afNGE*BO~6GCTISa+%7*-;8FgysIYoiy;Q^>;mgK(&S*AV@`{RR>fcpMo-yB}EAVVd1C+7Gzrzq;T^Y^=T!DsN{+ zG%vjE=TwR&9e(oMO1AwFIwrAv1@mz0tO6qiq9pH>z0NeL?QZv|5R}IB66o6c0@Bth zRFNEscpVz=-q$h?5!KvTw|m>O+keGL^m~WVb0A~AjUYqW@~q`Yj{6!C+%qEmT-r0B zl~P`XN_aQS@dAxnN$8i7m`h_B;PvnlSa&pk*R;$`^^=OBNPt9Q#&$0Z!gvY=EW^e> z`5F&L+3!G#rRix(4KDLB`1s)O_9fj^MjHEv-_e*s}s%P>Dil`2x zl^(5YS%WfL$%TywYnuu$d9|7beYa2#B(=x{mOk2zs%N}-Y)C5$o0JHvraoqxJFv7DZp zSo{Me)UW{$-lgQ74XTT-{Ye2Ny%QPYE07H)K#B~aNa#%__jySUol6nsb^ zB@^Yb`xwd)g7Gi1UzJiiM`3lJ#uXQDvn0{BxDcg zH#L)i|4NNu*inrz%oSC8$!=M)ZaZLInhcI#CH7 zfQoJ|vXh;s;!%6s`#NdI*nY}&x^>qbd+g~VeheMo>lTr;0arB6&I1)*w zAWb~V5JSU+5xqi*2xPDB+S0Gb&GoaS&dK4B^ofRphwFl&(xlxe*BZ zg;)<1yGVWn&`;8rJ8b4pzzv6W?B{Pp0F_KANzqr#A4CgAD5zV9@CHH$fe2BpPG2uy zsd_l%MVlk25Ecu2=LnB<4}fI}>@65XbfFbw80Xsr3xOn%wE@nlxbK}arh`Jd=diYf z2>@Qj4_U$Z+dqxO2#jCeFHhlL>5L5!5=F91YwfD7jYFkbNvOe&IIT$K@+HjJ4mPwO z1k}goPpP0|(3A#}l9-eq2w4W^&)<&W3R)b{buS)Fo z5)CtdW(W)#z@I00gmJ|Z5S~vQ9;XQ#wzR$%C}|3ZB^R!(3A8%>#;in9_v6b|yjXQl1G@1VZ$ zYachk5T0}qEL>?Cs{f!)b8-623zK1vZ!=F0X$^=4J?CB@C4)G39?IxM&O|LO`7g@= zOi{3uN8v~TrPo9P+W-Vgk}sl^zzfQ&H_zVaFHB3C|Fr)$=e+(+PXU(&J{>m>e%4Kn z;Y!V}qH6E_hrL7^07+TW2z;L;3F7dV$wTPnVTCeTAPman%g81ajDWJ8albbd#z7}Y z@d{IbJzp?Mh`xP93olj@#8HtNoBBC#J63qlyUl1`5~W4L3@Tq#7P1-kmW;z?5Ri1# zp9>_g0hNkgxeyR8(14tJ3gM&<8^x{moLN*%O%^?hA-#x8@EggS^`KdFY*ZK4gM}1nwyF+ zR?iX|bkyJV?fs7Gs}c4L-|RTi93GyVH{9YBAkB3~TOABs44mGpMQ6e+|Db&EY<)DQ&CqJXFaexLJhwY^G|aFi{)*(++p1t@0(HyneNZ)oID* z_hLb%ljil%zlV0eoTIWHA8m0FCizy=XTzuJq}X`>%atTK*V3}jsdfi@0!pJX)7MUA zUc{+#^v4T&0FHC%nz!|NOBq4&duZ`p&_l0eyV~D@&NYpWiqnnHS9r^xD=Q&9$kF?& zyPnjf|x$MW^U zpK1{U(8uSZgAudMRI{|)m<$9D2ldCmOsAdm&8`-V#QK+6fP13#s-dKuFbRflTkMyr z!;mhoELE6>Su;vSuS_r5m5f{+oMZQlcs9eC)e(49opNL&?;y9$&t$-ek%HEhS+sZF zE!EWfkGRL7@SAp}?b<3dvy{|Ub40lEcNyJRWzL>AZ&DIC|@2Z8WZirf0ZP zkMemqnT5lkiF2LdOglz6rdurMTJgU@RS>Ik6_zbqg@nGTJMG4)s9e(pBpsAnW+UpS zc&lQCc1s)5`*t*p5SxGvdd26D)f+@Yv6xdCuEha458AgN>Fdj?;+OUwjD^1ulU7#e z?I{W|ksrFM&xO0s>!0emYv#P(l5c0NH}N&_#ouCyY^){`T+^1D8`>UfR5F6YxT}t7 zQA(E&bf42RFuxsbUHScoKeg?$HQkaH3+usLYIH9gi!MIx={pU(@298j+hw>qda3V^ z9Ud~(rM174gXnK4)wggiwwkU-hH5NsT~4y+qPLr{qkpj}>({Cr26n!Qw~^c(^t3O< zm6Kw~?ISEKne|=mkX1%PW37`|L=s#71Zn0eKx3TrjqYNN)2nrdC>f_ zRU)ir)p~8GVuzuLS=;B8nRn~TgNj)yW9YLgi<98jec*bq*gLBSowg;DV=%0ssh>qY zV)g95ON<)m4Xn%39nKtEAw~;LHDqY+2{{l2B7M4VxU*8moFh!|plXj#~9xi*!@=3g)W1#W1jvKSrNbsC2qhWFHS9 zu46uOB_Q7y8fZ*-v=yo9@}j792NMq77%wv|8D1#u>TwPxzx^Au;UC z-RiiCCm_3~^nR@UbR0^yD?cuxtFxH4UT_A}S1&ZxTr$O`53J8Ev>Ek!tM?HWw(XUC zEla=7G&FRpm4@=Kpu|GydaBviu^B$Ejy{hfc_ska%odd*y-rc9mQI^vvGKG#x3B)~ z?*1CVC`GUGei)|y>q2c~&ZDG=2UV-Y7-^_y%WqueSmMNjQeKv>sFcj2jJqP$P0D5* z_K`MkZ&@b9^L}%-662P=smKbfH9qQW8&g1aB6DQ)+$>J?tYF@Wsbt{OpoFvSFnkf* zP$I5xs=Sa~q(@E~biiM{mV{>{sMmRF>E343wn~AElRXjjeoI<783g!lj317oMIT`j zr>TZo-z$A|-U@Rz)10V?j=V00G2ca`#CSID?(UXTTcx)Tv*!;ehU%M`xYS%;;F)x{ zRctKE)*L5GIV*ewbUg>VBRBM|`I!u>f1w*SNY#)oe+ZU-RyR}adiz~%$j>V9)0=<% z{V+4Ho%y(}4R_j_nre_FJc=*2w{{I@d%W>0u;`D~m_#%Uz@f9I8Wj)z{|HUhLQbNLjGW$5YO3rTo9EFG3P_8-15_3phq zuXmE;&l>0AwnDM{qVRm+= z|0rNa0%j%-#{X3Rw;pC;Vf|m|VK?sO&tEc4lyu1RM4B0nnR-s~mHO8d5BA(coERtP z5JU-6*72|jC=+GM(lPN!lypLo{3&A=@!-Dvhzq~;c8-h)rji0kce^&CA+V=>#5rRCI1zG6M{$YscmZZqIiicg z@;puewc-N+EqXtwf140vzxaToI3O4SB5~6p20t|jeK^H=S3*DnoH!9XOjQyn)Pvv> z`T>G@a5<1;j6a@5eh7>^;9@2(@&Wv5*=fri@_iuJ*J4lwZ~K7Eh`?$5)A@d&6k+>A zzzrlsd!Pq%Ak_Q=K(2Yn`gV~G^`I~|)YsM4$NvC|Elqv^Nbhvio-M8~Ay9rjF~PV{ z0JtasLS9;2C#AUJ#(S>{0Mu6)4ktLGM2%ZGCZ$HF*1-XTX|n)*{`_&${Y;}j{xTW< zFmK>kg(y;_?{=^N#tzDsew;99C@3J$`3hz7NbBHO{A&Ydp@T|(1W4=f`re5GKy4y0 z(P0L262tzzSoCt>^n+f3!cb$>j0E3MA53M&C=6dqzW_!E0wymcUy|VD1aGwr?93*W zD^n8_Fn3~y;mUDgq@GMj<>r*pK<>8h7r+0QAEp<6l!};sOgqxq1z{LG3B7#4EWv>ixx6|3$jQQR{@?Ka zpNJ9yLvz2V!w2CQ)Q>3iO#o>;h`tG6SeL&lgZ2(zhmU~eenbE{Abt9FI8hv)QXJB3 zS?8wmj-1SXC;scH#=pL*YFcR zZic^8qMwJ5guj1&W4XoR!nIZcgkQvvf5P@Dz~1x`jDkx&4}IdlCVwlF;pRgDfDqak zl@%mV@2L!Dw^)IMR-!5)XS=r29G3YEVTL_F5e1+?L;jg3qX ztpEJ-4K*c45qT!kyBEOw$t!@)88dPQ3B~6l1Vun0K$$_{1B2N~K==uSlTa3dK;$XN z0jndW2YO6dP5?{=oo_V6SpvX(<4dI@KAML8;=^kr0`}GQrc(mI{APxO=>Pnt*^2;( zeoZR_>67^~VKyiIra^!hVSwH~Zql28VL$=O^na@sLiLsXdmr)J+m&VqfL>?(oi0Uv z>{#Ex8}^0xxy0M~2a_{Sz&{HcrT+=`kur#r9RcqoXDos@d&8{l^=<#Q@>}B5`qXN! zp`~C)DF^}}fIuAyC#S>*T~bDo`>kB~Tn%n(c80Y|<$o@;;+Ndim-m9;S!|n5Y^&Q52UP;14?9zHS)i|U`R&EYB zFk*ilT%k6JVRg;m+~&~+fi8I}(gVE2%Q)*zP|&5IZ975IJJv4U&Q(j>EeliU%TOI! zWv3}2>TLZ$Z5rO0vf53vg{Qm#-8(8rdItu7g=~v}d1kF&Y+G|zN}7*<4uf}oPaT2k zZO}lR*B)+{#ZrFsrde?1o^x>2LXu^5aY8IZ`<_Wg*j|#DHB>m;tIOg8Zo#&4v}a_H z&F2oyxnZ8%w8Y&?1@1*Kz@R{9g^JfOgf%uu5o@8NmU;9ih&w%Ce!IY>bWUdi{3;;HAQ^-4~A z6!zsbv)7M0=M4X;=hR*_Ja~GIS{NYxGN(zy`JXS?bpP?3OX7z+0a*M2@C~)0H zZfc_p8dFC()Y|FCINi3UVEGT%wRkq^Fl?>cGJ5XZJmtCDDsE-}#)-na-Hq-Nx4RLK zjzq|hA??!OY;4RU`+kk7@aA0{ zn=8ABbOd4xURmRl4yRh{JF$lri|hGR4t#gF-yL~84}s@XV@d^j_8*_ApOKMlYN5hX zKIPmpo~7cLvQ_O7?!9>h4c-YQW7W z5n~T>He%yDM13wBol!Ql`h-WEwrv9F@(Zw4Pn>*4*BL7UGGe_nybt$2%LtiNfez z%>>*AF&(Q9LNRV4MvxiEX-`QU>|TPL1(&L3AZ(=ql6Pc~{2JE}> zsuZD_`A(QX(3Ic`*wJodpL<&q)Ht$n2l@wEMbiWCy*Q0B5E5;qzzu692M=^g^ zqV~oAsqQv|?#5G8@YTv5R8rjRU#l_m~T@n4T4A;|ez2DQi{R(I@U4^Rg~<=y9^?!+ zscN%D4lM>`hgxOkpA zNZM2cnPI2Vcp{j=ZYrL&0yS3P#arI)x-O8u(mKmKnG6miY7Zt?d2?xZw0(qk~G zHSzrWCDU!duu@*Panc*E`uRf53&p1s;cjAyG&k>+U*{?1#n4%By{qNC%g_ZRSUVVV zQX`Y~`671-i({MgV4;M**`7DLwr10!hu*zMQ*ozuu&o16uHxs{u73C$N@|%D35g|` z4FhLIg=Id5yb0!aYo9FvYwI-d$s?6(^zeCVw2xT!MdAR|$+K%0i*jROPXBQb?GoqF zENA4&lmqWM5acz-u6wf<@`~4 zcqmDElgYA}H|=&i&bQZ9u%4bc_x82hgXi>N{)%+i*1U}v2j|dAc!{#eMc~x`F8_Q9 zB-NVpy&6|8|GJr@k`+3SD@)P(bk?`Sv9h%SIe}$O1uOS?S^r&tckFoWbdJ-+or;A_ z@I*)~B+a=x?`c!~p%9Z~*n{9jVo2PkV5`-3&|*YIR2{Lf+{w1}ZeQ?MAr$Hpf6%b|4YVkb7Bj>eV#Wvd=HGSL3=yLVAlQ<`7X!wtM?uwRuix1at zt;0^HORI`c(As5LmQ^pR7kkh{btxrSfulHS9^Es@yn=zSa#6eQHfx#8)r|Zq)$m+6 zY^tjfZPw#-3zqm}%BMne2OQ-J6?3|6+r6z!5{CWv_Hnw%*@=TE7gRP@?%&#- zHExOp%pW?M10{!&iAk?J3Imst>Z!t_tPv4j&K_EFzi-dmxQhT*FP$A4P!tp~84OY5 zi9w1G8(w1(;w5i1I8;Q7p|u7!!pyUuQF#rMZ58cAtTHVi0NR5B-WNcN2m zjnQEWyC7KJ^-p84H90cJqK85L60?w|p*%wo%~_Ggr>#Qj;XOooxh{EhUY_nrDG39i z4|_QY0T)E0_Wp{xJHFWQzGZ~l*zaqeE{dwv3=>R%1Z{1cVKUN1YX8bcP?}6T$!lM_ z!yJ!Bl0shvD6Cq^l&W;-&Q=qVb@7~CgV-b+I&r-gKN)l<}zkqIxi;Qokk{e6+j?<@* zI)lKNPai>uwm9%UvS@d4u~jbgw(Uj#vYWNKq^jH^gV|v?$A{CbTj!niDMbfN9FmKY z)-_M@53TYGnU^8DqhZLwOT8cJbj8d_L=}XJ@#fJzF7LR~1fOb`Rc!3~lTzWBm01T} zG+|k1-krU`#;%613rJtTosu{z73AB|h*@4dHUwJ?*_Brup8}H40WjStC7n=-$#V)tzU}FtZU_$g80!ormh!Gi29bsVNC3KHa1 z-_vavD}#=I5l5xYf9fz7@|RkORWGlh*Ym$rZB0VTP}3Yu^rEzJeB>6;WfI+&eMmaJ zz$J4fm&C#}+joN~p@DVD)%8hClqbx!vD3w!?TAMxw*Ll8mw?IE=`x?7X)rcP##Kn+ zxLXU1TUolc|Cp=0>Z^Uya?Ia`lrFnJvkAExD@B$1L9`}7do~R^xcJTh;v2C7W zw5UJ(^aW2_!f=;T3&2FzCsM~p^r0NH|D*Y&Wc)h^KFDJQ(9F8k%+mr}z1Uk{) zp{?5t58O$q#9#!Gw(vKB$xF=vcUNV$_S?RiG0sY@kmDL|x{Fo!_9+En(09YX-eTud zOQ^N2x9E0DeBxo1Hr&G@`e*^P>jie936Q`??-xY!w>LmZ&d^RI~1>yxJbso}JOi zE6k?MdFTMaIqm||b-@7k_cPqA_0})7_{*+Nh2bJyG|2bdrp~!?F{>LjDMR$_II%ib zNBN`l5hDPL`NyRsS9@CSbOg0J_NHqjb8Xf`o_!CS!5s`0&fU^UuFC7IJ+ennt=Q*p zlw}tp9)eLA97|#UtIG+qLzBB_ZXa}`1s9w)+m#X4t?jdvd=hk@J9TCFRHqm_mU%Cs z?>u|g2A-J2?A)KjT~~_8b`6ae;=WQ>-~`KY0sEZJ?D5#rBBIL~8q_i6DW#Oxl*Q)#Ql zJ=F-s;A!)aSe&P`mb?ukt}*4Uk#Q>jVb;|JcKubA3&*1C;Vn6wS8JOxoYYM4b=YW> zQww-Id**R9pA{z4C`NTz&D2{2hQC3|m`XW^*qjK5ig-EZP8(}Mj7{}66B9AV5yYmG zpg{f%N#`}0Q>;^^a_J*HA&am>I6joaPA zQh1Oc&HhvKtY{+>)*cnP6`Z}WZRVSToM1RcPi_}-np?n>=EnXy$fgstb7BxS5>iq& zAGEwq4VO*i$P9IslE`Xt>*q4_k6F!6Uq#Vjt1Z3(g6C9xCjCD=_dK~I~v48`I7v)zl=OP`+nt@C$`3Vf1I5pTn7(H<0nFGtV& z(5!Nf(0Z1JYs8d++vn{bZe?S6R9Y=E5U(rV+*yZL^E`j=r(XEOw{9Tj${Kr+h(YBm zmlmt%lW^ym{XaW7=mR=04}Jt8mJMFsBk~&rvIN#tAKQxZJ|FeaX%2LhgEe!iNE5oH z!^6Y5>vhmCo*u>}+5b?Cng5q!%*y`%ASf7E|CeIS$jb76>cH_K=|nB8olP9^=|rs! zoK1vHjO>g}AbEKqotzy_3~V6XH(Qh~)REROYoTZrkP#vU6NJctAT_|F)KP@Mk)gc? z6$QA6$&B%*gN+HLj1>?f6=}%T1vHSg;p;R}LIM{hRUm;jB{iByA|qQzO3V?2Igy$v z+uqK6PA8;i+j`Gi3sFOkIPaU|kc&w-H=k8#ADxRRy|RYF`^mi4}d5FzdZA?!9G9mK8KZ2xMT+9{R@hp zI?xbg7+zW$6cM~YH9)R~^%0Cj)d+xKzamAlGHlK&?JPH3AqOhkyL;$EBAR3rnfZ9kgrlql9+Imv@F`-&v9}-{Wm@++DlHjAj zLV27M9J~aR)N0qYyQ{DvCjbNmsrYcBqQIic%RmvkJvu{zxK5|8S>I+3KWrj2TOA^H z0x1AQ(n4A<8$ZS1=MSUZp@)0fv4ai~s^%|c?O{Nino{oj?%u(GAYRbsCW^`k;e#Eo z@{u1Ye;AKsxRD`p?Aj=$T|F5ah^rMiXvCor?Oo$1myY}dz{M- zOWVJZkn$~?>wZnUAel=1_>zff3}66+yu`WX@E~@v&{fF@TXz4}rgE;{N$*?d?I%+1 zHhVl9*s7W2aZA#-SYWjg+GG&|HDy0ACPk$9$f^$}NV5cULg!bz>(T7Ok68c6ns}IG z$QU(eLkVjd&Wif!T&$8^w6*<4yNl*Jf1qg~BRd0xZ|T|ZRKfH2?evwpz#;c|ae%_Y zCh2lGcn47n_j5fUnx#S3u7AUk+hDC#Cf#)TIl_boCxU&9>5T`(X)A&=i(5N0 zm1dtOyZei4Y7Ho0^GRLZp-TVtF(QOjc^nv^a92Pb6E@o<)AVzSHiNjDnv=)C?YT6( zZZN@GAZGPeU~h0@T9@=Q(@Iz+qx9xT{B;*AtKP61u(g+ed7#S7zWYgY9Wj#et&rL| zUJQ?Vk#*+XP*~QQLBu*azNPG34*%p9-REPoYPQx=BDd#feWHVetbot!uC$?|6P=~*gv zH?nHQ2TG@Xxl`uGJYChK*lBV+vLrEz0Y`S~$8g}>r|WVnfOQ=-mzc@o#9FJtM(|y) zd%8oMRYnvB!sPg5k>F)a(KB`4vbazC1}pQIpTg2tI^tQbuKZV^^M@RkxfDgYazaoMsd1D;dS?e@ndpY6kMr@l?Uq^ub|`Y^H3}Mn|)tCMsg5CC8}NZ zH!l8hy1L3d1tF~KQ(kx8(N4)Mz%txx2MuZt2rK^dfwHn2g>?yZm&0y~c`efQD8H?L#VEtpM~f_sIsC3bgbi_4?JYbWuN=+#*oRhJ6J=6dfE7F9}Z zh1cEft@N7YCCeHCces9{D)aSE?d|Bm`fI*@z}geS5Atj7Is!p7=*@HHSNG z&67s+u`YOzS+2uCp>fN86Yi-{DKRyJ8AM-alq3h#9*GHIYbEO|$#emVOto#R)1oPC z^-GT$(W$!*rtG}cB$OnQSwTgMHk;yWLMM|BTuGOUCG z@_rNi4EfHa6ZL!X60?IdN$0e)Pi4ee&vvj8(Wh@W-Nc^6Dr#>nk}r?}06d_^0W1pA&N}nw%1-;EEm0OO|4^vKS?RqVa%xZetdp4B{zGp9vT%aD-<#s zBNEu+X-DW56h#@jv`wnjV*@+gYP&t%c9KcjbmMX&=8`uXgRO11(BY(4PNZ*(?yKWd z_X@2-CMnkjmU??3yRuI{1+{7agoV)7=)!)5a<60U_IxFSq;^EL#IJWM>$Zq*tk9x= zU|BtnR~he*{{GC2hE5P{Sxoj+1`8s(%A93e|2If?1-esdKws6ymf?$g)3x+(Jg`M? z@i~C@jw!Io==ifTYop=E>U9&i<;gRa-VxUhxhIZ+pX< z{SN7Gj6BKGwWO`wAx@axlDqFt=4O$ZS(d6A`%)|()Uy@Nwcn$a*Chwj+8)XCMg}TM zqKzA+AZ^x$V_x?;q(%}JQO{In_kGnEUE(4SFs=jL$xXK%pF;chTI;|K(^?7239jmu zu&yP2*JqZk=oNLW9Yah@&#H=}W}l0zfK{RCJ?q^i*x4g1nlLs@9hYMzHT|$3u9eEn z6!=$~-${B+Lg=GOOW(Qo@hPiOs->y5+Oo3()fLykW_&iyWuNug+k~G5n;?hjk;+u0Dln-d9n27IWJ=~RQ)UA4kTvmr$AO1(JMni() zffky3s#B%$@Zjb9EQ=1WmHX5msOY*V&i~kJS^w8w%g*+HZ?gZ95X}ECBm^rf^ZySr zm^;~KYc|mufXaY~c0;u>MHw$Y4= zM3T}+=@91LdaMKY%^~NErEqM9+PIls*i1f8Jb%2upwZGlqJkpw&{A07 zz`@)E!)bm5Dvl7)zC62{x~aSz7D8CTUO1385~vc;o+Oe=AJ9{t-_0x@L|#ZaLj({w z9w4#Y7kd91EIkl8xg-w^9E@1rt3O)2bez3tT$xSWegJ`A!ZH$eVJI%x$)V(WH9jq2 zqoz5l2Ie0;c{A2R*mWqdJP5SEf2JTH@j{s8Fd(8Z&^~l$;k~+l_&;g^to}*CxoseN zdOjl)Qv!$*)YkjQd;G-TA(64c#mRk;{Hl=VW#E1%G5}yIsHq(}sd)aAJ4YaXO~s!s zpYnjNi&D>2&D67*=l%K}Gk|@6HgUou*R9_HndnLA_b^Nr6e+^aI~D+9Z3<*K7WC<{ zF|f-+ky8E$VzhEF-?+RIs#xfEcnMp8mn@LO0Um>HaP-P-WVL&>fSn;gX?yc{eo(ih z=ZL=STV;w031zMmJ40mx@-CK#zCl1n@ZYK!s>tp%D??LLp!Onr5J+);g!yHD$jCzx z(Ck<1WwvmHKM{Bk=Wg-h9o$mC4spM>kEl-8giqtwcYplkxjeE^LidCpzopZ?xENBz zadyU#?evLY!x!dgk!L;yQdpb{7-nGUpO*Uv3`BGIe?=R zz$U_d?jC-koxfsvnd!fEZGK36DF0l5^C;Jl8`j;dEFC8AHE9%L^8TQ6Kz#*wM)csJ zz-78q0LDoy5OQKVdh&g@u|5PQZH)f?dF0D+rL|Cxx=sW@DG+79j0)*r#~(9v;^X{f zo5bQ;>QM3iFF zRYY;Z37n9>p)jJWBX5CdjMzZeACd>UuR2Lh5HxP^@qU#2#z#rVK5o^ntkAMp<`>Pu z8(nMVzUw^R%jUuzaQqDDajNSM{z_WE_%hs4S{DG*^13Q3ebS#jG7CD@IDb+@dk{2! zSp^9G1aWdcQ;kdaaSBQxK>N#SBmTXf4?ul+paek~K<;jG0f1C-!(ARDlYaoA>nuNl z|B(+LY>FzN`sIBH+NiMo{d@QE1k zi2uR{jqKI0`CvIXDv#PK?L7caKd_2V6@CM{7Jj|%_Z%~CcA34Zh`!=_|2hKS>i>lZ zI|J7^pkLz6+Yuk`rP5!3V)W|%;#0LN~Iz}!72T%4bPeiRA?L-QV(n_~+Awo8n@T7Oo7@m9B~*gI%4xrCp<`gw&=A$Zp^t zUX0nkusu9oo=$@YWd2LL4JnO6ftP_^!46EKL$KWn4|O_n)7_J!^y>}a@bW}OvBsR9 zD=k||@`1H<;n;CzZayxEKSm_vy7NvL)b}*PGxuYHIXP3ST}NLws$r-=ll4G|#{~%zvzj^xsU96sVjAA( zZF(!1QVNvaMYeBv(;P6M*(Fs~KRX-%kFX9+9wX`w2U!=lzA8!4(lud4lF^$|too9d z+eKwCl5V3d(n%>HG=>`%L2!TXG26w~bHA;vLwoLyPJPm@{#~M3bZ~@@slVEhdxnPu z?vI!ffGJMdhTw{KX3CyjyBMzjY=^iDUh=t%QNefFGnT@ZIF|?%5-P;{yRK{ zib`3;S>-Ob%SSmAIc((Lk@;CLW;OAMYkGb>cTaKYt*?Fxy3a2h#PvE-Cz0eg7^FOuYQqd5! z!#TpKTkNRVt!q?}?d$6T0* zmus@+am|<$06-MPgpC&RbUo)}P2>9|_*=+dTVF@Pk(S$x9LPlsUV(V4$xcMqt0+|J zb1^{_T<>^|pm<(cm5p?ozhSstarZpfaNFC6e!4>wgGxtHU4Fs}LX=>e6vK#v zQ007Vin;uGuT+9ILFuw+nkSJjo)^s)goAA*{2uWoM&SB>fSYUk!om3{t!H|@u?cm_ z>hnsW+dJoPS&T)s@F3w==ZgFd?=+QCjCsYBKfQA)PdkZS0py!0VlrZWaJmXrHHfF& zA4oJK5bo`GbE+JW{AU&EwU-PiiS zoN**}+}5XV04`(S<565qBXo9HHVvj;J-0<%3h?ii%+!-U=i_+AAPo1d_j^J`a#Cq2#p;_eb11^* z!dVMn4Lg$P*pgqoikDA!-9cswntj4R2wM~qO0M1A9+ z(|6>!#y{e}_!3utj?sre*}0tVr~GsRBg)?8q9A(!wd!3^nvB@K_lQch#M1_nY=yI_ zsczDx8DeJ5V7J&S&;x*S)4jmdcz){zaxnCI_&GzV@0nNW zesF=l)d`0$IN2(2E!DWzxv+8^JUlE^xXJr>7{zET@4O)5(ef~q{*zYSF_?{_`9)Pg z|8-Ggq;|3ZHMwx85%)O|Grn#M_uRVG3Vx59rQR_Ce0upxuC>uWZ5(4lz?# z$)sI7AX$Zs=5~i}J>y8e6LIM`e*ANZDAmiXTQ7c>2{D+L#`Q=;Ib;C5rT)1eb6L3@ zfR)Gbw4IT9hnBI_wP8}34U^p1Rg-==Jz2|P&({*!EqhXzYDbKAP z!xgizNI)_p#WAg`AEOVw_^~070jQ}lWdg86ICByUZFaPkN-S37`5~78;tA*lqwK>g zkTgm@?T#$2<;{o7?OG$t<-Y`7eJ-HLaMh2Q5>!I(L-Y0+bP^Opt+(Dxv*Jyuh zu$BERNR4@WkCVxo)}9}NVTJ+0G}Q)$kD!difT!p9u+CCZD0Y>|peEf5p7>YF{(Hy` z6E^B;c5D|ec%CwOg{pDa#;HmKIrh3~VH53Q%JoGnPW52gK$(67mdk6H>!%&`=`&+~ zCLLYile2GxFj%(yEF|&AmklW8uqt0Oy?3-^;Gax`d27=WpRn#IkLs3nKA$c$3EXa2 zr*%G2OSrhCP1>vst!iu~S`p4+Tn5zLuFReVGhKzHFTF{^0J8<}jn_Qsh0b7+dam6< zny30QcJ@>?T*C;;WT#NpisPqw5X|}GYVAcgos;0^^5i<^+6f_thhqBN435?MaIb#@ z9O~0L?apBL1B{)H)hK_@xhwPNRCYsJBnn5x1?#LAO>L}g#=ccH7_uce*Lh}>D z=U&}`rM@;-3ek8u9fV$KbTPY*#}cgJJ==NuOIBu2_lde!o$^QY)RV`$+=uVXPd!jv zGsheL-Lh;h2Yg^ z$8L#n#5|Tb@aET)A&S64jfMyJiei)PM7Qp1icJ5;e5O^iHC_#SiRqR`=EC;Q05=|& z5^rkCMR?t!A!e+xY2k<@CmZrB-TCl~o z9IV8k;f@X4;E&W6mCWJQqZ!qGZB2!nv|zy%PHCK4LF+Eb+XgzOoOZkAj*+NYHPPg6 zcZP4q>i)wvdZ?DSlRqke!ScD9L|yV9-mY=6;PgE9Vcdc$MID@cREqjj^%&3_y~7! zdhLXhqvJYUxQ4r4&d#cH#9*sx0LwDuE9z;EDzP|Nd|pEQ#{%OMTSZenn=(i9X1!&h zxb1>NVNZ2%f@C|=W`~&Wg}YuHG27i;DYTpjZ|_Y)MhSDLpImj4ea!@cgMkGcM2kO? zA)bzt$tSRcv@n*>s&pGlMxvjyg0$cL0`tSl1cho<)fHuwG(7o>R!QVO2l8iV?v%Vl-!)TC|; zTTM~t4HVf^_%Qzkn_Yl;cu5NJ8OQ(hAgy&PU#?ULRd*j~wh^s&bYQjhQfRxe*D#P8 z&qRB%*NaBYXE>tA;mVRn6|?8lltl8Cp6GAV$V&_-mi3<)J+(~Y`i;i;GKxc3U{Pe9Vh+l_M$1-Z$4_`v8@WLQ|gA5?#R zchODWOlw0wx>SPM2E(E6DqJ+|rs4$|El`Vk01mEEvDg%u89zVqPI8{rVm>b4(lOFN zPc5I!O>myP8G*B6gu_I69W>TyWr{91Rj#j;4Nzn_Y%dtD)B%vE>6%k#rp(9CHlKO~#YOgaBsFoE8tRJ-Ji2)!PMe6y{Y zo0Y7x+uQ%DC-QSZx9#S;$_=OtQlOvChvs?8Kz+~cXLJ^!{Fq7z&506~{rPMl7fKNm ztN?TDM+3z#L-L6fU&pOazOTR-)79$?m-NAgk<>8>0gnbk?wvO`MR zspt{VZT2S8a!O+R_zVHVfG>TT3SVQ}5nBy5!`50=l%6V)Gv+LL(0De_5-ri1n%rr% zb3&4m_cwn-yE?Ax=|=NYKQcgQs+%JE*kTdGic6E$ZWGzIJzzq;SU4(OE7UoU`J`Ww z%IchpZYXiTJ6!6B2zyKHZ4aW52-I^t%XabDs0fT_GzAGSAbIkQvR( zVCC8&cwn%{aZpn=_!z<|t36llVzt0T9MlgjtH5R*=)l$SFeVCBtwk=&^HTj4A!+8;rsQnShZnb3K6)eAIdY?3p-!UrfRcz z?0&NpTsSUU1e{F;QzMgOTCB|7709N>BW70d?Q51>b1N_yRU>Jupig)4HDsXh`S(%U z?rB6uY{P%B|EiHV;yV`Wwc3&d4VfyXWeN?X^Jax)(>1(zYqfNT?f&^du9WE;@KG?2 zH=VAkg)5Sk&wYb2*_x4UwvkFMEY#xpy*@9n_k}ap!+dOvr`uZPO*u10Twd#}m~1+5f4#y4R~VkaetbFr?Kn>@8#i^o?@T)oxfYO43y zY?80zckxisGNj@GzT*rCm^v5x#Wx1)3w~fG0Q2SK4EFDhEhoaUDt%mkWVNq|s^ity z!hr-V6l*479_6bd36>e1lsEJ#fB(9d8r1gnH^4;Gb&D|$j>lbO%@ogOy(sN&qYz<8 zwZr-KkgLH>cg~5dWhtSi4C~!kr{@y)-=IA9zQri83);+8vwqL4LA1@DD&>r;J3K%pYO@E*Hon=PLS+ z*0&)jjg~BeG@5I%EVzi_a2J~jHuX*1ggt7Y)X=67Ij$WHVs6j-_&goaJ&Sv316y|q z5%~&(!eyel_?E)+^+ku;s+Tz3qR*z8yz;fj_Z@=-r-H3M+_{v(%B(JvKeDEc>M#_vo39);)W`CETx_bC-Oq>zBw+YQxM4f0Q2k_ zqaXKGjV7h0Gkamd;Q#s}jYUd(KMX63k(#ppivzTIrx|i|5NX$$tqC2h5~zwVb1~!^ z^jNtl)u1H8-ciGDGm6n`f5c^NS@C-n-6LzoVB~P?-9@t&Bpm&gjl7ya^$}f!z-SSH zwIeS_#E{$xlxCrb+)_Xd@i#4OFMj%mR|Nb0i(nu;VDEJpIY|0J?hKgWT+>i2+sb&Y zz54rPmfvrv{-yXwFlYR<>mK!SQtp-b1Dj1%bc!lIfkZ-7DQTvI+ai0H?KmKpsnJpm z@hOG3J4V_4uApjWM4o+fu1=zn{Hh6SDlJpdw{Xw-UGX#-jQw`hRTyZ2mH`E#J}rmq z(>GyL81Geap7C)^6trT3hcvx}?RW6@;da^9(ySE74UQyP!R0t!%H*O@wM3q~J*(cV zTwj3XH?uRPa5pwm+{`rzOv=v3a1VBZwyZA8J6PE!UuUZvWBiuB=hf}P96{*1&OBe{Qtr8c~J_#x)&{9oY{ zXc(UAT`%FN!|Y~+3Z}wC&u+xq&H9cD;2v9RE?dtcnM6S)4&UhO+b`VJHuS~+kfquG zhb+y=!v23-@)+?MIarw3{}*q;M9;zYe=K_c-@HY0n~Acv)+S3NsM{Oiz|Ma!2!vvL zXGg-G%-r714G0A87It9gM|Jk%Hv9JN%L@!R^5b0FiO1?j=eSt1@_CTdRg@osOUumD z6qFR#Kf60JC#Hag38@EietKkc9-)7*e|Q*FPL}o(oY}dxz6piN8T1i=J!j@WXZLKr zwmb+D5*s%MKcYF5GYE$afG942M}AX5W*ARA2EWNWntY>^V<{V>Gf+oBt0`(LzomR+ zc}`DQQAkF|(;a5@^K&27&n&6|z&JXl)Rg{e477q^KkeDV2=NGz>wd$bab_4)Md0JvNImuFaf3k)bfjxM($ewhGKw* zq3^>m$yb&aW>4!t0Vti!%)D?#McLTcK$+0U%s{!sm_WU*`ra!twAcZ+ud!M)Bqe&NBOnL_V0)xy83ch@hJo(@VlP;!UKZse|45V@9h1N z;NSIZreSh^CsULZ6M@&!HP<i)upmIqgdpW9wZXa-9&H(^Av9g$cZQs|rzge07Sc8J^9~#@5z|t`_xd45rr33Qe-08@K z)bRT^7XFEWfwu8i{u5jJgJEuNsDFLGoBxAY0QohQ zD$zePH!}a>I6fSoXuCu$sRPyv6(P zkcsA>n-O#5=bhic+}ik$lLK)5R~9%h_#JN)|Hbd=AN`~ig@ifP((hiw2bJvh>iX>P z;3{ZXi32JF7__~=^N|=KRa?T zE`NphwhOyqKz-zoAa=m$!asp*X#mj(zHqGm@^`%95m0^QuONPwl|Ov>;#WU-w(`hX zJdjKMcQ6M)^q60KQ+P)ZnSb*enC6$?W3!)lUwcn4cwprT4}S1m<>?JMEaHEDTI=h+ zTGrOT%*Lib4GbS(AT1!j6#$69?|L}wzF#=n&^3PvgFyPsKfoIN*wQq=`l|B4OMan2 z<5@qzf#ex~1mKG^+e5q9=3jB(@i%xc{A_SVCw%zgd{ut@^O=7e(88mqaK@kxA7Un^ z^M=>I&!8il8$f>tpfuCJaahS#cHo`ae^ylM>3=3acQF7lTtz(d3xl_D&DQxYTUtT2 zKYT9&s9}8fZ<{#U*VzGoEBkK~A6wshIO!PzgB-uWfsKF5rhhU1wSVymILNog2ftyk z;%sDALS#>V$p9{&Oa3^`jAl+^`+TK<#r{oMJA8=zEZV=&c;#n$a!O=ITw{Kd;G2kR ze*E#%w*L|8@(OQ${PJpX|4onT{(Asjc?{wFoi*UMha%aRm*&R_#9`AfWYNO=gB%BzSQI& z%ff^ujxfJ&|M{&}`>;3n+?R`=uXVfk{sxQ!0MZE@bAWbs9qkcBql76Wow;}6KmD==zOP-E5f1M|gU`IwaQgoJutglrrf*Wn})47_c&fs8E zNZo96PIV{cPfg36STm51n@-TTuebS;`^itrCD#>hLs`U9n}VLt>qtJiv-@%%V)6}h z!}!r-YjGt>+pIMJ?SxcX#M1c%MCl7QFgOQmf7S*zojw=ZGZ@9Zl=mpuAZEO~@#buB z?e9km?;TsXIkDd{24CiBudb!Y=l_9zupGb-E_y5`s%}XNkuN&?wt%8RrgPS&<$c3sHc2xK+ZOGS-o(6%BNI>;S>%{tP zB-wJ@Y?xN`zKLT!M7xeF;c*bdsx~(d3ikfbQYy*@ih;3U)!L9H21}y8FL)=CDXkm? zXb!6uBP=cgaaMI99z{|M!qzlX7lYYigk!^qtBT{sk(@cT7ngPvwNBddI&hM42EQlj zd;+Z%PwV1B!eTCKc8ka8m!kpmDd>;;JEcL2Gp$=_DIvUo; zqV%?chgeL(JYK6VVo^QXJ2$pZH_>GC`mVu?G@OLrpdO!?!fJDxxf+F&Z37P#7LD5%VWUg~5l^zDG;IwmH#M{jFb3Ls> z>g1P}XBy*+wMd2!PZUMs;+~~rs_|>F<~^&FigrwPlf>fSQhJ+R}Dm?HKHr=9$Za6o(@JhC(kGU0|NTCFe+@IZqz2Ch~?kQn-{PK zcyZP{)4yKdJK!a*#IIB|bP+rjRazgNk8=Rn8aQ;R8nE!Gp(T$g$EH@W2Hb?8xsa)bx+zf9WVjR(dZ-_Q0Td%Zkb zx(`sd^4q@M3+om^+2^sO)Q%x|=B2;Q*Sus%@mfEh-{Mn1+*`0%&0s8Fbvx&=!U!St?GO?QO*tj$kMof7G zZ*mOodo(tMFo-?0{v`Ia#_-%xS|US z7yMmoyauig8d)6{{ZMx@FwgLNGW57IG5juGV1e(@8J#sDcWp?`Ru-1@34n=70 zjU#!AAQq|RSS^>;#mzy0B*^s3nYVX z(^c-MT22brEtB#}KS4|8#r-yg%&YZjBqH@PrM62Krnv1#53E1HHbBP0%NGK5F^fps zTT62cw_#?9n;#zOc>{ARcSD_xPSVr!I%e-!OWj2v+|tiW2;asrK5TDH8}XI9T!^)m z&w^uJ==Tzv}rLtk!#nFnv)4dCXv*T3BsGa~$3xF6+GQE$^i_|Vi3^y5(e$b@#5d+y0RLAnpmF!Y-@AVcS zd8?k%DXCv}OB`kHPyEj1#TaZ~(>Q4pK=JM|;aL^xjkxXEAz9TIB}m_dARWVP5@UWM zAc72wkj{k2boj1^?Dfwm)|?=sb|j5u6th_op|rH!4Am031Za}q^lVUao&ZL55PQ0U z-xg|tPQ;U)H^|^)DqAu=F$hnZ*bsDKjwM&|g;E?Osz9{=VbYDeEVu&TUW6%vg5hQ2 zQLJBpS0ha9S}t>1UUehyi$e~niCP>atT@lNTFJ_npSF-v@XyGP7SETD`E_RY?TRq&GcRNJOCwfnNe z7Eh%(`quq=ERuubA0i5qAr!c#3wAPyl(6AQ&Jii2wKU#e$=-NTSPBFQiH_D2ZUAiy z97}q=m$zv_3EGFdxrJ|uP;e7h*DSH(?b)k$9s!Hho;PY+bMaL+?{_Vio*!;lxIh3K ziz>GYKDbU}A0JpF{Z$px#0d{I*J0u20?*PY7AYcWFC&PBW4I0hFHjal0d9Z&StUV} zvZsW)N=#9<7G*2k{)zHyc0%vT_)4$6nz1X#K0@_5X8;H0f0!0|CW!{8&=`W%z;syz zq*r8O$Z}D3ZW0umw>OE$3n0)6n~C_?Nut zhUmPer67ZDCuYdggrReoQfom{3b3m4#4`0Sh=}mhLzR&s)A8w%VPB#9%nt$(+~FuRk%QpM=X{?2mBvt z_I#JV%auOj55hC4(t7_v7iqKS{2eK!__%31vi|tWYf;8h(h>bA@%@iyI%%YK48e`Y zZMYEEL6sTW!=(p1(7{}@Srk+_i89e4#l?3;VF0XA1*+EOvpf<<9K6M|H8LpD?lv70 z`>*I%5{%uzZD1gQZFCh}W7MoU1k}A}Dl7Cb@@#5^2yU6+yMiZ6@VE5oJGuc1`z3Ll zjXB#{B}1EfHlpY#xxLO#x3@=SDf0LyCHI`q21T8;+Wt~bSPUGjD6Lol$0vhr;jDSE z)Z~J&v5oI{Dz`%vcQrAFI-}C#W&n{b7{^vF8yH0I6_!M?brnCrjj>Zm_CWxLUJ#S7 zqx5o^Sew-%<|@rgi3G5^W2lQw94<%1_G5x;*W~h$ZXQS{YyNzik}d^#fp7vZEW2x? zVn|t3o)fNvY(`x}Peg?WwXNN7b<{R`&jtBc%mI;J2Sq$>FSSbBB{<1uIZ->)Sq`Hx zr&QtIw$FUR>-A7A;1Q;Ojb08Il)qKrKR0hl-^vhfyYOUi~7WGPChT5mC?RuPF_P9g~?RBHyP3N0+S=0 zW5gXuy3-1TmWI=gb?638gPZ3V+qJlah>x&JQOynBB`mYeNs!-pCYPuD2Z0j6>ZF7P zm)8E^`y-OU2dN+IjxH0;^M%CN(;McrB~}&ulVblbHIHwi6GI`&$`*@;oE2G1Gw1s% z&d9rY24n3g#|!Zg1*`hG2%DEFoviNcI-hT~mcSq#vOU(970;TN1&(C6EytCb&>jfY zNLil51(`C{g!YguhAg$W1Y-2wz8(b*4QFgaX;siSNQ^j;5I|F$EwNiVZv17@G(Xy<}eJzFIxDTLgYSTiQ6W7TZDJ6 zQ}T9Pp3AO%h#iQ|+*W3QhQ39v?m~DF7J(&k!B|e8^2;)Qv(4YpQui9d2N*m-k~cF~>s@9WqZLpaz_id<8Y{i+jPcWmomvBDz zXdS+8olZDs^M<;Vy%ZV;yN~|$^nf2(jH}c50ch{d7tX)INO(qfnst&6rD8@IoSaXV zW9i{&sd*KPRXfUVCnOxFmCO20LMX4LIvdQSpogW3gA5}t>ZVR|bBs7K>j$Fs$|1Yr zoT$T~Si8?g@AI4TF-J|IoU^Lwmm`|9A8!)5+9m7 zouE2;U?@zGad>lvwKFM5_qsc8bSySd$FdjuV$w}L6U!ZleV+e`%#tXNQmPVv&N?Y! zId?=;h(F!5oQ;2CFr8%-3!iy7hyp7yYma|C1Gjv1K6IcC*Rhzc>Zcno9Lpk6hnx&A zn$4^$lyF@du0|<~djv$4^1?tSm%qx8-)(*Tm>l?11^TpChTAWWkPQnVr2LwK7Q-hC zrAjp>oJXo1Ar7fFyp>;5-`&?Lpv0ZLCulwatH#YVEjnnILz$!e?%`+Jtz~hJmMk`! zyojyD%Z~l5dAkfwz6|p(qUL}eJqT^q@cmtE6R+Ym4IdnZAvkd%xsS0lDN{FT=)zc; zbCu+0ai?|tguJ3>IKnx!ba-~js$xWXX>-FS6cLiF;aopwOw3^rkK!h)2olg!(h%YQ{5 z@fL4SLWrJxB<&SX{Ane%jRT^h((-9OnB0BTN6*;+=@%Vjm|i&vX@PJY<#t>#%T@T7 zZE~-Zi!f)xcLR*8yDOB5_CA9Q-|S5ErIojfQj5HPw4k{!P(&Ev z&gk}*=o=67O&=;0eh%vBDZoRQ6Y0i9{t189szc+Iar{yKX>cJO`=n#aWY+7`AT{5W zQNCt%_%5bUd6n&KZRB~O)2+m#oSLUQ&5+l&b#ek6zcfbV5@i1m-c1a@Mrs93$tus} zJvFu3!-CZPnbIw)877~@3&c|QaRdybjO0T67c~TH4Aa{R%NP7wQ6-wtCtO)RpGa&e zKO}|E4BoJ$$SZ)KfKa3GALh=r3`)h7@V$Go)uJqLYuKaQ6{Rkl9iBvlD0*0|lA{O2 zM9RoH9uVtzE5jn+m1VuS0$LJ_iU;3lIJp4^O!N)@l%6(-J>_d2XeRsj8i()9ta!?V zF4q+-r%RXY$gqmrXNSTXEnFc?)cPqFGOQ%1m8PCU1Fc}iJx`$FHy+7nL))-2~H;fx;>ZX8p8@#LW_HdQG|? z&x|trNuvynf^{YM$xXE3P9Ssfr96+LjD29GD;L{9^8SVvChSPozU#0lzxALn_qO}+HT*k-%^$dOg~+W#C0n?#RVnKV*b3z4Z-rxvO@;Saax^7sYb z@r0}iUYtN{87lX(2?oZiC&n1hfy+UOuH%S1@LrQX1h0dvG42U1SMT%)4e4kqYIMGy zflS?FDie3U{TMQ&w%m4Vd=0`QlOr8Gf!EV*f!#u!6LF!)%-U;xi|t*%-t=R%)k0=d znyOvwtaJTEp1^g;`D$O-&Ph)9uk3PHYq_HoSyqqi&rtG?3c~6 z6l=rZUb#)w5G0;6#L}>pUzl65jvz*)5@Z}nB!MQ(FcDv&%5v^5Ep{D^-|HFGLr+FqNWB=v-nk%J4I5_@A%cb ze6#9VVZ}x)uk>h2&}?b7pF@5|$FdO!V+0nY+LG|E>l}Wt&!lM%XJHuE#{@Ud3m_@jp8+i>p)wcm+L< z?9h7fI*ZF5Iiiw>V`mvgThV;jVPr3KR&}I?WJ}IU08~XgG39-I%|#AV;HhK7cnZGy z$OncEn{F*{b_k}FBQUI6ehQz`fazWm8!U+Sur;J$hC069LjSFNuLTSX-pM&0$BBGZ=3W$~IfY4|7%*ZuR|urH;qFniaHy zscVJol^$lFUH>Nv-89vQ&_2B0n%*Ld$FJ9~e?uE|YYpJ~}@-z&3X?!ve5HW3*8esE zg&6@R=8(A!Xgsgc@aQUuAEu8GuZxtuZ`w^`mosJDhue!hr%sb*#$av^ZPqaT&c%|)D!zuNwc1g9KXT}uH*M+Tb=P$c| zE;UkCbK#Al<_HN6J5ts=ar)DGEpFu*t#GM}tvn8w;yQ4ps6&3VWHOb5uDBQ~%Bf3u|cc#izMbtTHP78Kgfrpu++>6BzU=8^0{VSdxp(Xxq5fr5w_Ue zxiON}OV|c)ehIwX3Yah2nIan!Kv1!xjv#@BatSxggJ`ObS&-^2pk?mfh2yESG{U8^ zj7U=tdyiKL8GPjl7e9Xp zjE4tn4uS2{3A65LZ&9{>KSR@LM6=LbN?Cn0nn>>+rVHG{n`fPNOdj7v3o?pTG-B+f z(0C|IE%q9EKvhvVmAFu3&|CJ#^T}WxCOoYsfjp`hcyf1Qh(zCSHIUhy6}-^6zw^`| z*tTy`#4C{FS-SIjexC=!5+BONyE+cxM+}EHiKaanpY%<+HKTJHKnnpceuOp>2;<~f zKdc`wu&l01W+eu{{GoA9<(Ch$*e`@4eX$omt0F^9Y)?`}v|g$<5)6QBabD2Mv8f6w zJ~}rKMjCOard!oo3N*UViOg9rv|qVWFXa^faFSz6qN5Mpbs^fegqxu(vF|cU1bd#fB=rAO5aIpceC!tTVEdUShrT5mkxSf zBF3h|lS%@#LTW3RFWz)v-Z6{P)LJKSFv6 zl>~l8W~&gN1tf&qV@TGwsZ@I-Co_sW{sWT37k60cw4|~eO>2qeJ0>;-&IbY(y3W8# zZ&%%t@HzKiOEpIupbbgkJkI%5 zdHNvo%(~}}-}YJO(Ns#9K=0@S(&_z1W@jwP1*QHPv4Tw+$Lj#tHRdv%O?+AEm88{5 z=|YL>K=XSoFa(?Ms^gURkichQ(s=e=w*eMle>U$dPk7)0H8qZ-aRT9btw>#>5R#2g z4`&IK^!afClYW!;kEt@RSAPR|9D{nJKnOmSG2-AXK?5A5Rha^9YUq#jp6@UogmLIR z*s1*-j=mNsHK&Jkm+432C}*q}gs8!>M=D@jT!p;; zG{BMS$FP9sfbVe;&(s8)%|m5vuYHrWW_oJh7ya$u-%PT;m>+8b55zJ>D4{sFudw}+ zWtM_DT*-A%#aO=rI48{6jzp4i`Z!GUP!iQOm%3t57g#Pk_&%;R>H!x;PSmz7ZB|+; zTfR|t2zXaa0VnuH_Uf;LV0}t5fwtU*wh^%26Pm8cT6jA3H6eY^$q(d=H4c+bnljDhJqSSsxM8QZp@K8Yj5H{4_;( zX|!q`llo-)DAxvK&o9uBYRkxFk{t2o9m_tSA_5=>Kc*EJHB7gLm%)Y+BO%|`zGW!U#5n+ewB>0?mMmVo3OT4$;8W@Y zLzcqE7fMu+O#Qa2M0<3{O$s&pMVDM<@C=buO(Ga)Lj-2!NudmLeJ;4J7Hff@57{E_7Q;DBRgdq5yg2_q%m13QP#7KLyOOGqZt}~h%+-zcdiEafm1Wl zJ@{I?63EQf_HL?5{F;7e^+|ykQJYPA8^6G)-WlI2JV-vwh-5?iaB(k`v~2YjGi#(z z-w_TogOTiH@Ay&SMY0y1n`8NIZo}~QWO_4g(+df1%=t7?i<>W?Xxy`tHiF9zM zwca?2ACD8?)yQb7CQtvV5E`*8^4;yW#k7hOY8RN!$#!rnB6T-}@$5XC6cLM0h|At6 zy@yrdFhRn{GgZ9C=m03KEf>rE&Uu6OlRWv&&crs#`{jp>VBqJiYmeQn@mO2A`lz6p zp7U(H`_=yJUtY+~;#*q+*#6bvndYNu$Gv%Uxiv6=?* z&9hg-#>&AJ`J+vq6>u7oM!gU`p0?*C)P8zl#%T);PbrsVc ztfSsvr((8#IJoo_b}63&-@6jDr16T;*HRfTC706Fw0@+!#;q4K<7SSI(kD)zE88;i zeWlBQZ4bA&+Db>*3Lu<$+j_^aoFN{(P-%dH;fVIxNWOr{hc^Z-xykDe)>(qyCW)Y5 z-f(X1vMwr^XNIdr4X!LUh%d=20>V{Y>ckS>qCxIMQ9TJ45u>C+43yBqSZjh&`gYq55sGtQlpb}o&Vj(^^y+3Xf7X?12oN6JH;N(e!?=$dm5-9l zuZ`6TCQ2ope^8$el&f(Oao?XeLrda)wjOq0Mue07!SMaOJwAx%s81RCJ*#g1J>J^+ z04h&utOZJt9KdUg?tN+Ond4lZL}an9v4)qKqU{n>Vk-Bn%?ptkA?)U!fm>3aK)C*D zf03$DF`MTD>i1M7d;9`0{!SMkbdn zD;58&yO;8f(p+n|34?)=(C`Xf#4$aqGt5iPB6&asygvp(L#J^$Ad_aRjkm(v&Ap$O zBGjD&V)j^4!TVQLv~D`<^-k>Qy|D!;xG0HCqfn)D^CHsEPToWA-WaQ|OuKYbA_WsL z*{2Z)@6n}RHtMO4pkJn}PS?3bCrNm_zf9<38pS>cOdL1bl8R>XU(VkKCOi_ZngX-u z@1=T+Hdf><8a>znqS>_WIm^pX}U42G~$;r(+bwhS0TJuP0@DMU_%1Mo8$$woZcV4RHXl3mIi8Z8%N8tyn7+Qck;oWCF0qIX zH=Tf61JpYxFeO6C@A)WM4t3q$4=!6UxO^PGEsOb>6yp`grLT;*)EjpA*+2thYzJY< z102iKU}JvJHY!&o;w+s{S_5lT(u^(zR&1f%EmRZ2E&KAQ^1Csbhpap3;DKYhSOxYb z)4KmubqjjGS^{bEU4rq;T|+o`bm7nfLw{a$@x(LKD>;4VLfohQVe((|zkad|M$g-) zvtZen-4)I^+@WpN6=Pb}N>AvR2qqbbcrjl@n$a^a@jZUitEE{(N2O>s`#{)wNnZL% zKz-Da>ikgTRX@#GrVp0*wJG8r{ilY3?4VHPrR}SjFP%|KW03AZO8X%(FaL${IM`|} zYEs^pZ8ZT6&KQ}TY$4?96s(T1vYE4-4q%_hsGHPq`1?f(R7tI=h{1`-C9sgK^76+i&BH{|Kc#M7&uij;CKrPF2$(vJ)(?F#T(FwwBn z>(M3E{a-NdBg`$#Fl$&B3Fgie>7(L*$&EwZ0{jV&kpB-w3BIx%1MGg#Qh62ZY3Ge+M;;Bn$`VJ}0RVNp89d4AE;L7P%XgRAJBze$LMuWVzLZ6;+sd2K zW4sgcvAAX39c=n~;QPo*!HNggS|uMv5RZ7~qY2mkX{(9Ife%ed`zln7pWi&mzEQ#W zzVYp;J*A@#_R}&{V;|ny8p9y}PPPz6&WbNXf)fS{#`gel@(n@T7J>p)4Ib%H0ohUk z<)~|~L>-R!#BCU+{&JMfFwG-?&T$;=wWPbSY#ym2ia2J!|A{obl8Vv`(vmFrtLH7f zhPLc9uJ~&7tq)On3iJ=6($so0gKAAv)NfvPNhIIj$w!$=qEXjP2l?IvqN`x+y}f>< z$h|Z#=Msv# zO-&ZaN4BSOUaQg#)jNErM1a!I?m+5vxuF`exLEJFv*l73AuC_u7q9s;m@PQ{4Mh=L zcP%wxcFx*g5fTAvReOpE&e-P5tMr`?$)R60R|nIPt1v79Vo<-or5=rW&ioqR9poh! z*L|rkYF__pp~NupNw>O(i|Q6BgfqnqE~X0jH|!VNKF0V^4Nuc>v^_R~M`V0(*mEjq#iGu&G&yXIEvQm^D zgKYZsfz@j6_SD)}wNx=vU#iYAu z{>q(o6E;kum!JStjb-BVZZDEeEI7J7-V2T`*}o7}T4W)EUd!*DrDXsG+&$*7>d{64}^(?!a!^uT-{PqF*ad=1XM z(7Yv8=6brhA6V_=t+{2p=~CCGL6!0L;WZkS5#Dg2v zth7>-3J0ZS@NNo*E$<$1R*l{P`>*VL{7wiO>!ZMryBR!KH@_|=>%=g8br1$lay%;r zS!5njt$@KgSxQg7l};tluKRd=>zE9WC28d3M?AHXaPV&N>RSqvfIw*08>*}~WK3!B zxWK`I+*!Iu*Hq95T#diYt4G9bg$l51mm#E*lf>aQ22OUFGwySy$mSQT4-}7GDZg0w zCRXLAZ-$P_5#htQ3Crcw9VgVWL$6DIsouBJKe zY6xD`Sns|ancPFT7L{^&)L1)6HY5V@ih=`2>8!>v!Ba6P z(BW!3KUUQ~2$Gy6p_9-12~kj5 z!t*U9GH?q=>8CU+$V2)x|D#1+T zHwSZ4tiqt+9t)@$RU{UXA|2M^rgBge{Pyz;Y)@gbn}$|@gHCy30hpJfE5*kjVXE;B z?6T8eR?vrompZ5nWD8$RGPdMm$#!$uz6>^(`ae(%Xw|_%H&~Caab7u?Jx%0|re7sK zG4(5$!i`)PtbkY8v4dSvHXv8)zQc+Rc=x4C<#W&-#O2BLjvmU9-wa=`i=tAPo>O_i zKy*9pm#nmR*A2UVTO&9aLk;YfUl%@8V2i>-so?RkbHIN4)hQF-X%%*yZsTJlrg|KH`Hgoip~3UO z_)Q?9U0;!(f%-He1i?HOI?F{P*wisfLft(whDmUsn^P;@i4@0?CQ#SZ*Q+Q_`OC{2 zzv<%viT<0}TfuG15+hUKs!PzTZ1=Zs@1&)y!DydS&CAZKTPd;86>WHWf;*aHb5`ZO zjcW9|SsKc-KTN2{Lqq&*_kEfj!9<4WFaELb7P1w7W0CFo?L0D_*zXeyj+s*T7xh<> zl4^k&c05n7Lcg!}B0)i(u5VCXDhE28i{lSaC&#{B)xY49CQLLZP_*1sX&3?Ff8!w4m>yRaFwW5alc1V}KIz*5rA=c*F(3l=H2aYSIvQKXr?2 zaO>}wxToZS=wGkGEIcrUFDB>Lkl{G^MD|%M!Sm>nqkir>L;*53T}aT3xfLp`Q?ewr ze$tmWi3U@h=j7B3&j+TYbakCh{y7^Tz2w)ad0iqf9j&YTM1ZY{4yR85dX~=sib0u{ zLFPOP`~&u$iUMKYJEC)8zqGzDL&lZe9K7K}grVrNhz3nDdHbc7iL8`#A5`Ve_t$tC z_{HJ7H0}L#&kyURqeGmnLN=cBqa41>DfBu)w^3P**R%AP?MyXYj*FVkl$9Z?r*Ez$CE(}GYc|}(`t<-E9l;Z6XSIpaIAnY zT#61BNn?XyXN}Z+U5frbg%0m>|MaVRPTm8~h}FCWmE@4rB_I@r`am&cr~UOw2;z`` zHg!YZimW}a=UrH8bY|$mXD|3e=l>tL;nWpU)GUOG7ZYDWdtwB2yUrjDlkj_#P! zGm*M4+uT)Cd@i|H_RSG)n}4B*ek<<%d&pXUegO595LbkXR`?qRXf-z=SYWQFB>vSV z6w4+#ohlw;ci4OJ?I$FBCF3@AEt2wp5}1Ru`?kvUG7W*iDwDEm^Wnn81hZt|wZ8;^)aQHg93vH3hv(8V ztv{-NzGdHb)<|US@_oV9x)p?~?vwU0wGhKQ_)<^@3t%KD?o}RJf zaA=;rf9eMc6AI z{fG5a>l<3u!)jn9tcBRSuCbbZ?5rKz$rtFvG@?Xq8~Qr{R#>4itYP!6X$}jzM)A%t zHxVkOkv0idRwIHmtlEQOBRv8gQ|~Tv!I6yvuS{a)Zx4drns1mZ zyMj(Iy-dI(+|qPs{9xBhoo)RIlA{Z%&ou7DQ&Oeah_&EJ@G5JU-x_x~fbe=4`zVp; zT*t;s>hrN%BJqB4@3iPLWaA2^iao)t-xbo^mIuXMJIBn0NQIW6xjHKc%ow_NE`>Tw z)^6`%ZpTF6=)Odg+_&^Y8vN=c+8<|`+FiiH>V0QV{D3Mn&68ITZ}4iX8r<>`=U4kF zosiB(BxMs9BJryLA%F6*EgQ-oowWFM-%E$8Lh9|l{$xleFi|&tj;q`bm_O5HG_&I> zGE8zu!RSdWUYr+=6LxXwu6z1~7|H&TSK*}aBOc#!qf_C9!u(cJ(T*>683`+6*U zNi16@qgRSODIUZ0@Kt-&_*5^wWMGH^spTJxA^1FD^jT@KJcR;Z(0i^nVwwhb$>Q;D zXm!NK2A~b}ney^GBb@>s(;r5TJ~#}lwHVsBOE9XmxaFtBsfy$VFR4dt#-B$yNRM=e z-T7}LhUyJPtJa}>-z7qH;F_k_%t@+Di3xAEWPvVc`0mX8mL-$PFwOuE-t{q!l&T+S zlUe5%YWVcwr&a)^P=j|OeVLyVlr~f4(|hZ|H-pqUs7Jt-gAZ}_7QJ-2LZ(2Fg`lnY zY&Y33i_L*J=5-4SkhBL8O-^x-%vvYzmS)aN`m!%qNxBUBK;z=RxpT}5&01^p-nWGc zXCigyGdS7D;EDRzeOTH(?s}?gyB1P}MMso*>(`iGbLe{YdTd6Z`i5i~IiZ;^(Ng@k zU!S_UZ%0{NaT0feV4>f=rdu9~da7e;OKdzG+o`mNAllk2B&3YHzW(|Wy6JPjE zUu^1pT+x7C6uS>43C#S~YMhAut0d^HBW-60n)rp+8}7+b)j-MO0){1c#=)GrHN(Fd8f@d)UtBjF){fTd!OzA!8*LZ%NK;C)7;@4v|f%4o+8?x9JWv zhrZGau9lneRquMuP+QBipLx)&n~LDBRX#a#m?HIY0h{)Eb%A3a0y>gI-AB0YCX>8`#E?0 z@NEnVuYV)@2PT`$Gii#|B;PeYa0^8^yUCp|GT?atVsyq&_Jw?RrdF<4gM`R%J_TEP zB^g$X{)0kTO<$&$Bb(O==EQl05&#~{LHW)|-G7ldT*TItyWk=x7@z8l%01%=4U{49+GY9?7dxWm$?NfW>f)hT;p}8Y54z+~i zivA0bnJ^u<*_OPM`C}Du`|(xk@!KC(57*BM&i=nPzG+DmMOm_K+qP{Rt8Lr1ZQHhO z+qP}nn*DMfCgT1=RYq2pvYopXg#!I)O&J_3YeDH8!T}~y9Zj%$E#5(|>&|!+K1fDf z#wrb{8?dRP*g*M_ff~5r*-2z}TSrVRG13Kd*TZZ-VS#S-_#>I}_)9lw3eA|XL@do` zF=DoY({TI+z(boIb;P@%Z8G@w{_{%gzPUXhvCFc-CCWD5xyDXWFB8y{r697Z=bGTm z9xU`XuGklPwH>>U^y(;_I!FPAi7EJ#LuQ@6Crn+Dq&hyf8G^71dKetHD7#R5$6 zwIcM%A^mrH2s?$Q%XJ&v3-Nj{RQ5xbMPIA;hYslaT0w=;6=lge?FmWdFi^dQQL!?- zXVxhyqdf}Th3+}A7uPTb6q+qyNG7p!SDsB|6N1{ca&Nf9*x>WOriTdd!$}iVttjgS zlz}0u^$yWy=;4H9XUt;x08Hb8Mn#yF0a>aa!Zr)J zq4<6RUs~G^Km7D>g;t4lz^<(d3Pm~{W)Qa?Wh-ksEsTKfg`sCT#2e?d`iJ+PqJ}ktd$17g-wSq%dMXj-q7ND{S|<-QAriuAX6&Ix|a9;SfBY9WC5d zka*;Ro`B#JqfLpaPirBniSBba!SlDw?RR-L0h}<`$(P7+0iSZybH?pGe@BgRE?+Yg zKuIzex92l7KTuA*+=IEmu@H%VJI@z8PH|Z&zfNk=EHE2d#Z%P`R%qN{))G0kn}+Ev z8kUiIIpGbT=?LN})lr*3+!X{=LiAZk1h?*wK4u}fx0{O!%l~#MID8bj71Oq{4fdA8 z8c97%>?=8O2)Sm@!D3z~ZR&{|kYTFWLTWEQD-fK=?4qwCfiD-`wNp7+k9Kv2ikRAG z|K#77iZE9TLJ$Bb^%?ojQLB%E{|0J=PNXe5AD(1j^;$==*Iy5J=u_70@zjII`uw0? zw@8@h|1XgNPy+ig-X~r|^OY0@wJpqsr0jI|Y1doj(5zgRXz{rF#Gh;tFH(#Rs?cqv zgh$BVHmi#_msJ3hc!2ttt|u$=Om3JruntVq#5cTx%q<}=9!9=gss*`;1F=G0$(Wi7 z9Z-(qRkV`3TUA!f76=Ero((z6_n#cmpZ)~9uK1XwN@q@XvIU$=&D%&%k$#}S z_w$_`C!E~r3Gf&rI385=KI84omG`$Fxsw<>Vq2@mympay_^S1=h-?7`tAC+C*aXN; zrog)Zk>Kzd)x);cNtIw(N)H(2_#z)5)$PZ!i62Q;EH4#Pcn$u6(m$pq2&vdjJFi6QTqa_tE~_~2PljM+mrMiRR~4T0-`h% zHSv;v=;Yxol8uDOs+~?b1anb}W`n|Gq+_i*sTWI#(lkrnHFv}h+h=tsH2xc(n7i6y z%n)yuP~hylP1kc$_JA_0tEl4l+%H;GcaG2gX)vJbV-Ul`PDNtc17|` z5eYGqy`LCy90rw%i;M2sJ`a_V2l5xzndE9Nhth^snu3s7UW|i|DbKx1IP@}J@DS$j zYi^PXORiLR5Gr4B=x$}Wm8nQYY0ODKxsm8nmkoU$@HZd^wE%xhU^x27L18zJ5a*-( z)C9~JJu}@XGFr!w(r^FU6!G33G(@uQPm{wZW=tz^5WonBK;=KsCpGhx$BV~{$P=sx z>wU~12jtq*gL+v{miekUT^Ogi zuDIR}zXka{FRd`$fMYq=(yMX*(bhTBv3*dde-~o@_4v$)`eTbMoxl$A!F5+3zc!r~ zoyMPjpkKf90b)*zv?@D}t{^JqBO?afM#53GmY(4^3JxRXi6|WjV|yiL#+g=~?bqQF zNwz31>l6nML|7*k7gd(K(Xg7J-mV=R&)J6wv)9I?m>QS%OWa;B=3}vkqG2vP&(N9k z!-Lus`#H%P#4yT@G@I$OUqmVV3FLBr+3(>{pgE`QNCtAldW->rOSmVo+66|;H$9>= zF?}JL*u7zh);Aci$!kAM>!?}2pPmls)gRms7vnsndoUC*XgOU6$AOGX>xL zN|%UF>DOepRnbjA_b!QfB4-@vO=}b8Y~Rz_12g=S`7Fam&cpl4%nXynz8Ja}q?*@B zMG1+H^W{jACc0*H`u(8*9*rIfm}kwAZN{$-c#uh+SN7}K_wcX+y)n}ta-h# z(R+Ivl3m|#9840R1cpJ?;i9iI4nueT>fVrQeY2}I-<{H>^d&@eyj5V=T)J&l)TQfg zfKxe-2-E^k479|p{u#XN{nsBvA{S_IrGh)UgQO8FMw=tnhpXEG#urfJJn-bIx)_dOI{+TA691UM{Nu!7}g%>p% zcB-PvgUS0|SFs}KR9J>7soe6-9z$%c;mW&28F=XPCfZ=_sn_U-kd90_c9hCIF%l+Y zmoW>F59rXp9brKc^mSkbqbV`B7XW}e)*EmoqxUnI6mu4T?x5bh1|MxLwGgO*f4H++ zVmczxD8hnZ9ve)JYgKfM>({b- zyJgRJPYStpBGKELu3ap2n(EJoTz;Wwp|O(v5)MN*H23kRjQNK59|E)?2z{mLO;}OX z9o^mxMz!(9M1LQa;jPiaR6YcCq<*-^`osMg^a5jo0QCNJZay-pn+@M-)=$?i*QNh? z8sJ7#nirk(_X7w&`r$dX+M|_#%DHC%5k1=GEA_^I@My{Rc2|oS;@kL??b*$`phPR^ zdz9~3;#vfc>LNX=V&zEumLWL*1@@L|*+WLygxr|9!9%%auR zzM3+%^k=(<7@A+`?OI1$0SI~ z$!8^9)PzNQ6}W;v_l{j#t4I)%7s$%PD~W1NRLnF$pKBs79gDyt1mqgyk|NoR;)@{k zx@P?0)>*8VBoo575CE$6-xCY`tRg4&W}IMPJ8Cr@WuYqLDM~y2JQ8B zEnQ_V5eD&Y{a)}<^51`}JIPKY5e8|3+RpQVfB+zdD~>xZCpxLcHBrnv$gytMfce&G zncX4Do4_rsMdl|WLjv#P@U_{vH`#rppFl39%dlf;dknA`;pPEq~r-~X+=y8vU zBf~W0ztyKdw5bnOq7&rLw8WV02~08VdH*@$W6);gq*HeK>KSRh++E&Zu7e_CuwTx{kwirXn_%i@B(gI2Q%sLIk8 z*Ok-PrOg^wNZ4G1-;657tlWj&paEvM|3n;BDzax~`_G#(C`1%ZpeA0$tNev0ZGtST z)^o)05iLa=o=NLjU|^)U>%AcYy>sm*Si^%NGG6|69vy+M{rrP}DDqc^Zvm02E^}XN z)K&s=lJ9C;M7)a!l4*hJBc_Lf?L1FmQs~3!B=p+OIp9r;5&nq788U(}9ImOAl&Yv% zmOrf-U!Q!^V*ElTSbg`zi143w5z6C3?^B6=j?dit=vX95%MtmoUhNl`(&4642;`pV zLhp?rhxfs)wx6#MZH>EV7PIcv=9*k|Z17aO9GK8ufPtHtAvd{X{w+b&=CLnrxZgeQ z$3M2Uvt;Th3-45-jTf0n;08X-soPE+E={dOpDmrEv^!M zHpAeIoMkjQM!v6>39WviZ`T62XTCZ}?Y9{B_R>G;PRmR${9|P?WjxAt(ds7&QlRWk zV=+D^2sfs${z;hMa-M}ohmDdJb2&*j%1h*a4BTBs66y9iR*W@URbqXg9^QIa^DZA0 zl70hL#R04=8P0-AgQ?6GE9KEHgn$rZA~I>9pVnfjDUUrF9L(n8ZO;Rd3?3c3ZXRBhGsaMs&9w9*_&V0|A0HC`@jE)2PY{= zO+4hZilfgjvvl7nfoAzR;)cZ>IY233D7YUl>dOr{tCS^SqH&*d&&MJvy8Yq_bF@Tl zR9u`XEx5K-y~1k62;Rd?dIpM0oJ@$q72=(OYRU_?#l*h~h!TQCs^}xYeBh&D&-iZ! zWp=f%M}pZ9Mr9)zBC)$Dkbw{pth~=S6rw2;odhKaQu8pg>a5vHq(yz=ejCWbV}L=q zlFMHgCp-m3op1vrv@jF#PC)KBWG}Er9(WbTlUI1c76z9_*6zNS-S{*OgJ!wY_Z4a) zz<*m*6^sv6gWQ&e+bHkqtPx{sHTK8yq9+Z_p`7ozxmWLPOy{2&ErQgdhvZ4IMVwpR zW?KiPA_N)^?H*xV0Q>;%2tbX$lmpKoLso(Vs8W$m;$wDQ45JT~UZCA7HVg7Q2Qvv~ z^%pV9Gi+zJ4LHQ3C?C{gXN=i=gr0i-fx9Du^SAM`{31g4R381-an~c$J1HI;EEvhC z&2}^^{_#h*OR(!Yc6?#;ec+TzNE4zC0h*Ay4l6wceQ)QK)9xXNH@tBHH+NtTTrkp# z#=zzf4G0xVRYa-q zY9johV1K1E!M_`K`&Ix1Y$>Q3^*Kg;A{ak9R?5IkSZB7YVP12JWmKK;^Zr zk2y=p+cISn%=2jhOgl&M^<<(eYNHy*=o<(fH;SBEh6wu-bhrkM=9I#%6ex$*?+<(+ zPj;L-Cw2fkBpOJr8SaMvRT1k*m3S!gS!0BiwcL^cq?%eNGfB z0p>hMeEq}=q|4#j3^n>r6JY!VB#BE0qsg~VDI>BJoA7Q}xbwmAG4zPf4!k~(*;CWx5&$$~EW1$ior-7}*o3$P{NZQHhO+qSKM(nhnUdM1gh?~n~!(p_!CBjbfM-{msqz5b^C)VUtD8PJW31t7M=8i4d zFMpoQYnRXxt)|#U0@2MiA8Y!noRuRCL`~mT!QU;B=a@oWvev!vN%m&pB67LsGjI}J z@8mDW&{qK{E{Ls)d{DuFk@xPuf9RQ{JJ7PScTa3PtEY>FdvQ?eg1|x5zRc-li#`Ic zoP~BFSCqtxu385Xe`t*77|vZ32I(hM(Q~AAOP-!{ydzDm*2A7y`wqCO2gtd3Z5F^M z0DkIAJknk|mg{@#Xq;*8Q3%QlCfVjb*5UDtAqrpmoXWi^rwtC%0=yvQFTqhFw|2X& z6x(lLEKV1G9MyUBYT>siks1+pG=Wi^%;n9x=C_GKITp0s(@^u&Kj{|iD^c4`l?}aU zwtBE(e?m$1TUll;%hcw&hk>f;cdLJ4@&H`W}|W8ooj zf0LQg8zBh0?qs(AbKt`4z)RkRgli?QKdLdgH^+m_Ckz&zcb=#{RWPeJ3&xWg$ZYi# z&=-2IFXtqXm7Tax8Q#8>Fa*u0k5d;Ny3OaE;_RcDQ1H^q;mqdpKXu6XVkMqUv&n|X zH&DeG5D$+fi}{#!J6EIjvfuc?tH83mxU7=->!QAY16j5Vea zOl~|e4L~_@R*bcUhsDb>H{-FgTemB&iD%SM&k$|&g9JQ&3d}FN;s-Dn4UuaTS<6a7p@`+m7khL%iBydU>(1OX=|MMI=6-r~7UF9H|nt(hN&g9hGo z3@K!{G@yK~0c3(8hfRW;q7@HD9k<>)q>8*vo;QgFrV!}VQ32o(TRDrP43JMKcPK+; zcR?mc3Y%lIHL{pyGFbwIu;MW@i(gd|0n|)VJ@y3VTh!LfbLEKeFH&c$0=A-`Q6cki z6;{;}b7E%(-1d7D3SPdaJ6Kyqu>=D9YLdUtzXINYJfj#xr(K)R?*mFa_RaqBzs)7+ zX*U+@T7|y-D%hz)N9c?azh3`K)ou zc68n~csLkgO}=ny_UqE%Faxc)gPWV!kf>h@$WkFZWc4DET;N}{5YXIwOn zM$c#nIKI)Pku;yFR95mCI$0|f({5klYbvc)B zB#Dc9U><)@cQVP?n0+H(=iGA7P+1}t2Ygq?xgY^jJ?&4)#u8vo%GtPQQ%gx9Il(zU z_|U_m+PL6_o~C<*ox1W380%_G50b6}_YEjqTLe;CV&ip%d}B2T$o!OQFaKO-LW0-l zXD(fp-!X!wdPw}WihyMEoXMuEV64Fij?JFk)l>;Mf+`C!@k z%=Wisw=w@hI7IB0e(R$03tm>WcnwOjpI=Ap+G1vD(}Ifb>o~LK=2QxZNc*Is`XshA z14Mj|RZt9fs(=i`M3bQ}E>xL^C&^QHK08hJ`W+y5Uv+o#XiZS)SrIryR6xh2Y+N{% zC4N?oq7`M)3<j8kyVlWZl+$zY z!9JgI3~Zpwjq}!lU_xi_sn#jWSVP?guOc?335Sv6trOYVgtbZ6#Rj^$SqAM8x z>ON@wyK5qiZm-BD+AmkzxF7h-&ndzCD!fI*+r3mwuoI}z&mbYtJ^q%UiUVM5I8PXw zc8OK}dK=Gl4`;fC|2{Mj!IXDw4)Vwb8BUWq0ag20>9E9dIAz^1T&H(wB)w5%IxAjK zJPW@cJHcRHFN3kFP9npTAm`{Eh=E7g(}1y4gH}6-V=W4P z4i2$r*m`IVamS>s4fE#aJw~To2_zx2ix67K;W+hIpa9||^8zsz$(^=6OmG^2GX?}t zP&%&sB=(I7%zXp02A&)#(6oyZd83+LR|(;2pi~&+&M6x^)3DMQ=+0#TL73aiFLG_o zb@xEjyKnN7kTtan>^uSciU|>GCD6JW8yz9tPXX*No>rh)oM(_8_KB%VJ`@LY_w0sG z?1EoH*>&=|!#*zCKx&P5r%}J3bJjjS(m27z#%6)9(1*+-sOv-{K97fN!Fo;5c76OK zMr=fExnQTfscD)bAWsMRA>3K>H>3R>cgbZZ$cIiRcqBtaSjp}TkRZrgyfwPD4mntj ze)oq;eBAb>$H!islej<=?k5hrRnxP_|vwBZ{zkM{3|Fi76$D@$CXDm z1g7fh{N6m2TUOU;0gke_ik0{Ik8@2dHBk?+OVd{vBQ@pY{2CAG<}FI!o+O{I{-=Sd@7(a;vud58ti6ads+3U`kc?0S0fDjKv}pA|GDv^xCNp&2qsM-+AMq{- z6IbPhH!j?O)%3!tT1MAxkAIP=FO0N17&mM07OrP6eT@JqUvz8I$;7uTl+{tdFnLS^RrY!f=ugFGpX7e+sFEfeu-XHWA)4uC3E9w9 z%@-kBSrDQFO9OUlBxXwfz}3!ypO;E$0fP*$smeDL_S0AmN09-z(HZEN0a|(;%(;r~ zX8fr)D`rBjV#S|}@RyhJl_qXa{xacDiUx8>(m6`T2EX>O){cBso*DT`GM$)aBu565 zO?l<*h(G+f)hcbc18M&RPHY!w)X@hZ6xrBf(fc-%oVxvT1CU<5uc#dBy$D$g=olD~ zetmv3lP22)lvet;uca$O8^GNZYiY1342=kS6XD!Y>7`?!*4Z?jLq{>^=>f)QTa$VY z8S2|f_eBWu-%;QJ!c|feZAApt>Qif|?dAtJqP%;9J@l1Kc~i8>tH+z*4IA#xv-1Ja zT~y1_c)H)3+Z%1sT%qkeXblvY$@0;QzsZEKn@QobrY(z=v1-HA0IQM4(-jw0V8E6O z=0kIHDSk7k)jIXr;9#{?>;ArQD>Zr0S})cuPl@iF>Z&G}0Wc;DI!s&gc$}f^Qpl-j zMF#e9Zmu#u-^A{Bb1Uz!j%%UP7_OlogN0a`XN#oT+{W&%mQy0$;M;}cF zyT55)4VL%X4knyr4{?kj{@<*Eq~;uumchS2cGMbsn~APRrW$lJxtv+l*fJgY{LDDK z`S6nP{&-p=8hDJ;-cp}Qdbti4N(Oq7j-Nh?2ObI3M0-p9{QB1}b<6D5+t;1el?FJK z&D%w6^;R;WUG(GHq4k#X4h6tClDGxQq9W}H5w+I*tfh>8vDYBmeH4P#_qHKKlOetG zZg5%PY=)|nGy%5d6$D##x1#~#kgVjt|I zyPeO$Rgeu)T+h$5iLR=0zdz!A%ea<5Co-QSPXBVFm^+fOo*q8(!5@7`y8s$Tuo~Z% z=VXKrlRi8gE<-iGlQa^LI##jk>tjM8x>vANF)V|SwSok6M{MHNohcOUv>#=$ZCg!7 zP9!(yvWECq?pE8yW7P)C9o3r~(az;-1{gLy3(d4HOP^Lb_PEoenMgZ;p#26T4jh8|6zgaAS>=s6>V>><#4= zXtBA7VIDs(jOIVxq-DEM#!s`fnlx*x|GRzDnwJ-ifT3iO0d#;D^it!f5jNNqj*`Ve zHgP0#pomeggpg~PxTLajNKiZR{QdRMo(id)q}4)hTCDy{t@o;J=xKo{H8Hv$D*lb& za9{FRJvC-_P4xizm;X9HmUkq`(Gf{8Vb?V&{UtgmJ<@-7~1xkVX@5kp9bR({K$^hCtO^kiW$WP%l>%$3w$r zsMREa&ToxS4aaqX06FB93gG)XRTL5OX%zKf+Qkkn#vBC5TX~2+y}kvxe%XG2XHLW6 ziKJxyX)ECEBYp$AmRo-Vpr|RO77bhJ7kbhQ;2cMHeOr>Yw%oKM;{y3UlliXJ1>TQ; zL=?+MyJF2ntfX0J8gisUdquZYoqyA-s!7L_o*~BVps};KUWe9}*Z2w?3vEmU3Uj1c0^q+7`iZ%eRndV#G z4$$!Y=U7Dh@?HJ;`wvS^2ALTKDW!`aO;WSnnR?VPz$*W|zW{MC07uyyO!UUKE*Z-( zCz{ZG*ih{{v%EVv@y%u%SP%a3a<$|G0RxXl{6w}aU5Ez6i5(rtf@65UzA?{p1Y;6xe)EeRgUti*YFwfxGNOg z?M85?Xu4PG>cLHqOOYn~hNpNO=pa?zX+pVMD@=XeZf^qss*{GSCUJ;*kj~^?92FV7 zHmJ(D)bQm+GCGPldK-hIkl0+9PYW)B+_s?{qm{u~sL(VnS>j$Bv+9sxn*09HkfATZ zNI&&`{gKzl75akih@c7UoKUxeOpFSxa!A@3F*aIN>? zA&!W8M1><3+^JXk-0;Tb3T~vq-U2K|QeH&`4@NaXcT5SRg_5jGFx?TkDZ`L1FrvBV z3TKkNy)|Tb!z1@&I*s=Qsvy}plPU#PnwA2A;>|e~}4rg7%CPET8zUwRtAvII`lfNV%9`$U`8xe1tQZdk)ixr^cG%xAh zD(`tG*^eJEo-fn3eW}*A(&N&?6W~2>sYJUN**gCdbW+ivLz!=uD~m_GNc(Z6{{!zm zRy#!6=UXzpg1g{yfNM*}=c)sWEFxoPhMYcMT7=Is^tpGA$zbCr?t>}u{aOabe;ZP# zv4@KphRumJt&u;2XQR(( zd-ut=Kvn?aGZwaq0J;RGzX`^7I zidO_+g5pnVO_ijhSk{gMuq+V8g$L~*@u;!qfIteT zak8>TvS>-&oj`Z(h!el%6|`htPqmohLD!Q#A(m<9@gZ+GAu9%1F1D#qDa5wSRX`srDl1C}oL;#tb|<1gE)D2^vD0|&0! z+>}zaMqIq9_q+-{70Rnl_{SF2AfyD{c{pYs7mobR0{JXY3y6CDcjQbW!v;Q4Ey`&C zOnco&yT10%o8VtmAyGYrs|`+}TUq8MX86Q zOJk3nq=v(v6WPn%%=Oo27?o&>gGx`n8pCh?F&z*`48PgcUQ`r`fi-Er4iUr~ z9!QLn(^XO<3CWrnv!$D!#GPAH>%yD)kN223rk{wch?a?F7UeNewO5gHHyFPz)4d3} zZHKP4xmXX92+xFcJlsfc*d45p<1`+G%>lXPqzkB4P0gdbznQx;TBW-@EHx^}%gM;Y zr`rn`jB|wVAC-L)5DtuNA^lIyG~F-g#HQCWt=^*{!dTFV&(06lqmZA!EqW*L1Odpt zHvcbda7oD>L~MWoPk%8*ydO0+WAk9<=7P7rPDCYk7wP~rK&U`|3%E>?VY}z_LhC22 zUu>>P_COf(irLeT^v&2 zm8Ed39SLmj;)7P(yh+Pex`_=l(GYJ(K`k0Nu__kKDioEaaT-%?HWZ z(S*C9M<_NStI{F6I4fSOVUgKha|!!l)w>`WWnWz%F&{?G!ok@zzV^P(!)v-;=@zpl z3_KjS^XR4*!^k{lsK^TkC9{EG1p>2`U+#$(^klqXR+pmWE!4!pto9nJIuZ&z-p7J&C3`5mi zDreaUQc9<=cM382q`L;lsr*lV{gxv5A4hQ@hIJ0s2>93sLq?AaK z<)eqa$*uvA|0Ey@z>kN?6e`UpZ6w=(Pd`Nvdr~h^v*((P3B)YxlCWX?v1u*7q^0H+ zuMaE!)*Qa0T{!qk*`OudBTS~mqiD4t$Y_GMEsyRcTX8C0D>`r`$|Tx|A|K%e<=VvT zz?yZdwNSzZxVsJqbG4Uf>P)(^+-yo8zNK9cc(;%X)g|&Ym#Z2#a*Q0mN3ioT6P8!2 z*{Pbz%88`UXqahT!Ja!I&T2;zdCMCsCKtexAa;QGJJ*pUHdBh7@N4A8yXKS*qa{nz z(Nk~^n(Cc~92TOH=}O81o>bT+J6c%0a*D#_O&_KGKe9I%oS75tmUmHs@o)q_dN0yM zf~4745J$XH^ugGMFRSuBDfU7!YG?W;o-XvFQLL*H^hl=v!f4MD*_AI0N!n`X#Th;j z{gi?Xe24==70aKH9XVDH3TctYb$>X@B6N89Hq=sQOh)kVFWPcH%-7$Mash!c3vff} zC!1(ugl~>9x?5x)r*XK(B$Lg zHoL9xnzZ|md87uz(LW#?96BqluTU(G+w96W>$AjFNm^=L@p-=0{~e z!u-=|`8$a5yIOesr8%4IH!s_zFlLd3u1iA-4zzLH;k~mz4z6s|WAJ6zrG-RVh^No! zng?fMhl4@9s(s>dX2Z?Y=iNfq+NFF(E0HwOj7(otd520K5%V(K3#w7S?M{1)2 z&m;LWNlke~JO6}!M&Q6x@=zNAB% z6B~zRAGto*@c^3i?Un0Jsy4Q}g8vM5Iay}!V-JNzT*bmH+Ml(fKf*zo#w`+O!;1eF zoLEgfLy+r#l3=}jlI+28Esv`*5_$zDIO}?)*)6}#6|8cBTG0otf9Qcr1$xTgshA{f zKk)#oDm2tP?aG>Vpah}S9tE`-1DY9nMB~BMU}I2V^+Yg2-zQc9x1Gg}6w zca^X1r!XfCnp!-j&C6UZ#_MebO+5UlLcNQ`z@4uWiS%6Ik6E}I*|n|W5hhl*&9YzL z4_}K6wEffm8y|aY?O%;f&e(kRG)@TiOa!`)E`||y!S$zfV8flOOV{`3IIBlQr7Fea zg9ooigd^&_xn)7~iY089Wn)vW4($--U6iC;5zX8j7)$-yS*&82}NAI0#wp0 zY9k;gJdVP)6qZA5%eXlfB zzXZ0xh;mJ}M&pEg9;G{YLF@(4hzWJuAMOo8>PEZN;4Xj1VQwOx#S2i6mh+cu>cOtm z?o`fu5Ah+L5S_758k}#^k6ZjB;rM3*NDAM%a=x6{&E>-j|8g%xUZtAXM1rt~OL=cw zg}(>0856@0G#ve(s<}Ylnss;|hjI@noUYH*z*Q7a+qdDb+j2zl@*yj3B}PVH5D>xV zqA_?nCRAO}DjHvDO;jjTqmoBxZuNahYPUq=`DOe(3u3zYp(HPw+!4!hYDPMVz)zHS zD8z{~1g<=vu!^Z!ktnszc|&e;l_!g9z&Cgx&-!C)x}M6%r4=Z;EPku_12_skDiI}@ zl&gD;ZcNW1vu+)K2{-PUG}tH(N+dn_0-c?6^oxyhLj$C1(Ih%myzvZ#=q)_aQuWU;N|5e3y+Yn1?xvn8AWSppT11>EjA0 zsIn0vDciF!7K>USp<#N6qdpOW)>q_!E1<}E(QftmVe})j#aqo*KVGA5X1l!YxcE7y zg7}FB&*#H2pMd&STX-BxKjB_Fgm%f>+~v&&WvZ5WnPmVHod1y-(M;dZ24af!Y=}pa z9UR888CWR6C=QrO_YS_I2>0%O{(P#eE?6rc;9r&?=t&0LyJ!SviK`0@;2*&= zT;kJ(w#r#=;+)ir8Od z&o=dz8Bk-PN;t|C@~m8ghAbL0w(~Ixw!i}Obn=&#UN4RK6Y`jUwNJeG9#Dma3O;yp zW~;&6^=vaGtqUD=bdu`Q8j9w`t`ms-s;mT`GW2W0wfls?!9q=}1TWaO5z&6r*?E=n4&%zvX&Uhz|t z9yv(|j`#UtMu)#S{WR#_&ein5X`}8jeg=#h1~{L;PC9%2yRu=IZ4KR4<6kW8qFB#G znu&{=LMz=;qsR3ZSXwBABeC9i7&Dlu*JXvbU*)4x_Fa~ZjpOd$mWr>@-L-7!D=%HnYfr zHZmJOkxY5neIJ=AF9;L13zQYu77%)+Kfd>3)!lJRWb2T+AeTB;_Z!4ZL)1M`BE1aXT|ngwSa zE#f~yE0tdJMBP{Deg$?fL1|o0o=mu#++#+r7K+5eW*!`DD-1yq< zt5dDgVhwv;F~e_aL4raeRRu$2j)zo0GPxV<9~_^Cj!#kt+`!y&Vkifo)v<}m0jQ3i zp1!_EK{1jOFh-}2?`dyA#(0Qw=csY6^fU<{{<}H2yPW4w?_P0W9O6I@)>)5YH(9TMnwAo}!=#Dp5gENnNqX z;EST>;$jcL`GbzesLJX>>FM7d9+(LNP%a1`ucWT}^;HSh{MTBY<#pR)sQY4+at9HH%Ve+=aKX!60pOXg#q?wI z7N_-_srj49Z+`#c3cv|49b=Od(5rUZ9|zst*3^KFuzz?A_5AX?7we}#&}0udT`i-_ z7yQdebN{E3*2)eJ=>GffSKx84_Ae3Og+EB@iLu0#z)M@+A9Mb{%s1fiBO%1)pWo>< zzo%s9<|Y-!7GT9+(&AqkoWhN>gzP_`J--9?`cAGcg9e&-K|SM@KRE&v!^>z}<3#p3cP-uX3*!O8C! z=(oWE|GlrmA3CkSGoYAv6Ox=fK~N44f%IQWW=j9pdla7xfQrpI`FGH^2Yy zmCmPG&E+9TBcP>LhEMjyAGOHt`pCqjaN3738V&wy+?ZeA(q9`G%3sm>UkWW1)Z@MB z{{ArtLp@^?phkPU1|SVhb$0Jxs?}#5@gcsXFT>m3Ro@dN01&T#>3tuXV5v9ZY6Y#~ zi7!&f5~>0UPqdlpdY~2)WPBe}DL173$dju?fRJc_4PZvHC_x8(_owe3(2aC6g;2fq z9@}P8Rhe%VCG;KE*TfehfpmEEi6uiN_`gYda24mIMVzT)H1o8^Ia6QxcR3IRd~U>} zi))Wa!yIq%E=j_bs`uVh_!B*zxy8r}lc?K<=*T_MdY&E7+sEHv%(sVSV^fy!SPuf;IEY9+_Qn7|2WVu^7}BV~ib%GrHh8gW%ueJZhR^02N8k`}JE) z;75)<0;1CR0p!T+E?r>g;e^|LE9pp?GcRKiOzbrTx>zMYN5*j?K@I@Y-NRD>> zIV@Gr6Y}GBDD`3^q4SJX@C$XqXhm^rgvDs|7 z`{5LmX}=uQ%&O94$lfkx`Mb11^4+EM|91LWu$Z$oJ%+tzKX_Kabq8j+&Mu>4(&G&$ z#aalC2&0KWPdAk2GLx_sXJ~VF4UKRTeV6RIT&pakNQc3RTILkLZU7$HwI`-0$wi?@ zhx_C2w{DeDU>Ql6>)BSlpYv*hW)VD_f|Eeh;+XvR6+&oQG7w+K-{3K+bV^VKzyqwkmPKWDxHZx(-5_eMqkyb9?mPqS@psA*BwWZIl-Y9 z$zvITmw6~SK&*a<{u_8P0h-!HO^=G5%j>_(?0@57#IB8z zxg18X#F^fB2zJ%(;s_4T2Mw98O41&&j;jmm8u@D$ZGhP{nWS%iM*d>Z(pUCvqqvrM zB}zt_u|P3xY2Xo%i$SKBd|rN6D2ORiqFtJUxXzPFk}wZVVs_px<=)6?@oXC_g$~3~ zj%TzGID|FYvF$3^-F3sfn)4PRk1m4lH;}PwCaU+bnR6Cc!)_|BWPu%~Nn`kr??+x9 zda;cSX}?_fx@KuV?@NW`DSw@&-1aE`nzvtvKuvC)m2KAOeW>8MYwXj1Z^RWMay`|y z2PRUi15$5Fn*?kI=c8QXPu5;uD@M1HC=yXj>2GaT)sGzUN{S|=lX?1F42CRO-0~VT zF-lK$VJY}2Nq~?^QBbpm5cPNx0(Z?Vo1|0Nu!HI8JaWmc3Ee>67r5{@>65$Z3+=wO z+eqSoPL3-yD;_AB$Sl=SiKD}+jVb#2ULisg4^gMmpPaBwyEpgk^$-)DlVwf5krT~` zzJ$1`V_&-g)5uvW51-LJ&^f96VXZcQIGS#%0Qxvmm+AFhlx+3FdmW{bHE}|u1;uE& z>aIjQmo_+LO>3Xvr)M%_4HHR?EODdIHsP%nxh~?!-C0yrvEVtYRlbaBP1-leQf%ae z+Ub{u8JdgOlDn`0oj_FV3ph5QM1(|or%mfl(mzH)BBkkmI6fOpymOl=Z|oEKP7*wq zZrfyFsIlpXh~Z9W(gse}Wj~CmH0h4jxuHsPtCXS**Q&M(Zs+o0Ac@EmbAxD#y)}~P zJXvHrfG2kp$heG2kx)3_^MB;li5xg&#rH7|h8VuqL7{#@2{Xn8PVVgNY~nQ2qQV~} z(D*KF=^jE5l`B*D5Yzny6rugMD!2fYsTcCFs=NyI*^@**>R0JFoO#nU{1rT@0vUhy7Xc$l;AzBq0AW7d)j* zAHMiJ4y0u()9V`$Rb|C-6MNc=8c(7L(%Pf9yVWvI!rcB39Hi;D7?KTM5vRz$S0gQAKFFanw|A;E?`_G$v+ziChn z60{@Zw*a+0xJQ_NZDT0%(t>8{a*cO+CYXQGVen?A;Br+<8kCjtGr`pUm)luP+cT7D z%kYqtb{in1H&8(8M&@idQa*?hXOiq!5o^dOvN)cmBhFq{eoOhzAX@8EyuUl4%2Wr`n^u00JNPd40@~}LyTi5f#6%Dr%-&u90^0A0ICG_yu=R1; z8bAr{{hV6shH%D|bIN^91nk?ZgX*$=RH_pJzloXbCaX72Gwga9j8vMj02cRB48w!s zJxOlL;i3xv7)&JN;!^exNW3Wi%4(gWDp1X^hCnH?^ZkKL`<;X9W?IwKb^$Ql@R_R| zZmJCA_m-cUg^~$&hiiboD|_mPxf%>1u(iY`7(x!ZM+=e_NHbpuU8 z-%93&!xYG>PepE^VKstx4Nmz#?!tG-sbwx3WB$L2Q`@``OUhRDYM)^P{ddMO>yH32 zCA&;op<#;|9$vP%S!<}F6^i1wiIW#v1!Jjc3Li4*wHn56GWCrYy!Mf`6%F9tz?dG+ z4>;#?7q9X4K|1R?OcK|jmZUtF-W@+W%9j;0#H0W##po~5LGqImf`M~l=cO&NQ=vE6 zOD{`d+*3Ii7L+DOOe0=!J14aT`vLri_madg7(N{mM-z|GmBNpqc#6oZq4C~zQ%vO) zYjOEYqdc)V@_KQ=2!_X{phXLFe!lK^%<-kmS5yu)7BdIS@``qjEFNP2Ht49AZ52%U zgP5cjZhB&zlGWV;KASIf9x5x94*ReUV9&lJl^f35Z*iu584m0eI6SvtT;aVkf}T-n zt+mBLv#J_?K@X+Pr*#byUNjzzch!rUIcU`m-feGd(-{dZv9S-+)rgZpvcI??sku$e zP*PW>{++4%bTFU+WpX>F(SLcRvlU}yMgFw6t6SbKkc-<5etygY^kF5QmCizKu&kgS zK&#p-7wD|_x5)+dk=E`@ z)?MX4fcE_H)!HP-iY9r7(``D(b>rXo%-Oc`I|5zfw{o( zeF(FFAQ7wSYB9S2W>rR)hq%BUTKsnL9BZ8FK3S598hNH(_-) zPkTYq)1LfrDz50XXUOa-PXDf9uT-oUPTy*9t?*U_L}&c|bS$H0Ef`w@OB7R6A5$+x z{N6Qlif;*j2xwK9eNngN-|0PMpW01#8UD0DDbeAWk>FEKXR^{fRc9feq5J4%>-Ty9ctMw5DuO2S!(i*VGV45A|? zLRJd2v%}ealZ!=vJ(Gl;e0hH;RT_xpV18iSD=ek&dbaMOMI}nw1P3-nP9V=YvXU44 zA5=!1$nT;Q5VPKo`{Cq}IOr<@&7wCam)R#ow zMh1Jwgyme)v+N*gCQxo7Kdy{dUxr3JaF$@?GdXc2sh(O0-ruL>G8P`2XsvBmoyUE# zgN|~5VyBpNHg3Gqep0$GbDyIuz{r#kb49e2NC|L=GEq@OOo9~C96U=(fkRUhA`RxG zbqxC9I(y5NOIwqbwApM(n!Qn5f<{o(HbWP{q>n0)#PMQY8|PNHEar6E^d1}LV3@4K zv4X$T1KU8iZ7||CZ$OY$N1j;;quYNsNU8YwuK=9+TQc=RYL@)Fc%uYPJboQaFT~a^ zer`7)K@R{0<<`_LcNT#B(H1M)|P-3XG?T33>60xXo_#B z2u|~0_KX@DbWAit;>k=?AiAWhOn{DxpNVuf%tMg14(9GqKoY%*WM`Sc!}9NKA24b1 zTC-|-sV5_dY9Rr$5_{6b5^$_JO)ioefrOSuo9VyDlMd{)n}|MvTawuu_xbOFB484i zEYGxYCfyDd`(AR26Wm)Y75d)1HO+^TamZ)^66b)#w!U%7&F;X(sg<@);X7Il&+&QX z*DS~%<#XKVi*IS3vX*V4UwC!DsFI2Wh3Mo≫j@Qe*(Spi}5uG1!dfm_MYRJ&nB-4WH+eDdiiX*IU`03OSks5 zJbG`vXe4N3mvR6GZFW5D!`4cy<(w!1&)MFbQiaHDo;B>4dJ%ee7;e-{31s+3r{eEi zWUSCqeS2AlkD$RC!Nuc?nplh^c=~#RLbkV^+pvZ2?b@mCVTf3-;_t>zDl&?oDAS5^a-!S>cyE#A z98^;>CuU3kn3<4te+QYmDwVW_B79hF)SYWD`criq{Bk(M3d+@5Bkh(}pv^^zSjz88QAlM+Vk}nb5os&2nXPaP3ISc% z`f}9d)}_u3Osp_`ciOF9P|ig+6H;t6zO=5lP8ZTi;}A?U#0SbyB1 z7R?*jBf0AA91KwTW9KsIClf%laeb%kA4hm4=Q3W7m67I@{fj5d6^M(SMd5rxk4W}L zK<;MFEIuN~AYWi>xZT5sU*NYw`;_YiIY~7@b(-Dn5HG3^n*Zyq?Zr7=&s41n^u!;f ztoXTXQmk3O&t~3iN||K_=E^RE98zt<`^*#3Ti~IRE<9w#DP9$wCwZxa-h;qB^2bJ> z%>HD)t{;q9x+6IWUA2E7;&u!1!1+{XGYO7?SewJvkAy|dCpbm&ADN~p^aLB$DO|;7 zBw$d)$%Op~#oiNPW-~@L?=0&LBRu~+(4?8%|6tFGntO9f0WUV8>MQB4bhL zpF#44xqUj4X-=S2L$hi`i0pZC+#Mn!^rJiME;d)T3(KIl<*ZQOJK2vD;zKVvRU!uA{`CnQ#H7d(0-ai6hP8%mA+17?U04 z;8g~v=)%leD9KBhLPN+Hq;Oc0En$v(&AXy3@*SBo(})9pa6Rq^ctu5RuMB_OApQdp zbL5z9D?_^8%dWZQfmjS_eEa$s^p&8woa_k&jQ$TQie#-baL}hkdWj~LTn;=^s-r!C zNl2q}wa`_TET&Tq4NmL2rqIKPr~NB;aDJ;XYUk_g;6vG*u=jOZ2X7Pd_+p4Eud!`j zcF3%uS=#p_QVDQ0TfSxp-p3J7Vd!CD;956QybyXfzEEhXs@o_H>%UvS8DFF7HmgrC zrFr2()D{&s=q;x{l-Z3HaRmrYHwaZIg*`FY6d3`M%_N`0E3*ea?LJCX5b8HPoDn(n zFsp=Byo~q8ko!j^VV)8d!|L+9!ESaU$1_A*?+x2^QBs`Hz>0kkNKdhl%!m$_VBBr< z`uf1@rRTUtnD}hnE!fZF?73^bCcW7l`Ly`fjS)O@me|we1b0kZlFbn3e7W`}>T-$7 zYn$DHdb#x2_@ZihCR3`P?DzmR0H?wG5>zAOnGwm>=}nQ}+jMwV zqE@Q8Th@oWyFP^keRH6`R_aJ3^kqYMuNPzy!y9E6w(&I!DkYQqqA5B!-0u`1(Em0H z8<*baWM6=YW1n`{6s6?@N0R_?leecZsx={(6QwXa>%e93%1DjGPo5@0&lNlsEOn zl#Z0KBRO&yHvvbq;Q65I>16|{eV)nS6fCe9A=}|KS-<{))@FI6{MWFE&4~G}^Q;Ww zi6c(B|1V2dl%`E#Npc5zxt)SiQh@+C-~fbw0t*jI^q^P^Do5h-+pIgygImgZ-t9BP zT>Zo;vuH5iu_Rzpcc0;TPKz=(FlS1qlIK2J+g()sL|7@3kLz#q^+d0cA;Nb>IQk~C zHiMGCJY_m*Q5b~t|1fqBL4s}3f`-$!ZQFKM+O}=mw(YF6ZQHhO+vvIx{RSQJ27P9G zdPaLkto8kWx<>$dPjj0~#bz)aqeB<~Vt7F4(p#+*2O?+YDY+wkuD7zk!SeCm(}72|qnP3- z&>5AqW$uXxnSp5MqI-UP1?~|~IoS|eg|xzbL!CDvmKV&bB9>4d_ zO!9hq-0IteI?K?6gYsy5Jc|m`a=8f6uZ7IR#EVLQ?k31+Uu-2q%hK-Xb1M>Z z&0K~II8P=;_^&-&cqbMz9O9Oe39lekwK_86bkyH zbJy~kf54;qqdQ7x`neY_R(cR>yobB+;+4I%wg&}SJ6NKcc1_}vjD-0xQ%Tg5*EMjX zqLs0gP_pXMHZ^Aq%oS#z|wrM^W^$h754Y6N$#*w_N1hr3c5Y@$VxdBPN zcT%zsQk&bx6ZsfOcsa*%{ZU*L0T#D4R|G^3MD|N!9P>YQPT7*C#9U&BY$|sq5z3U( z5b%I1+e0IeZD8uy+S53uF=lyRRQM$4$|M1v&DcZI)P3r?3pQwQVEoF@IPK(i87 zWbmn5e{u<2TqPRQIm6_itjZz|Xgb8PEo61#6k0%eo{Ixi*un!YTi%ZPH2lo&YWm%* zVHdKtZ7PaG2p7w=0KyU=4`yh9&1Y&i9`;+Rp~xijaYP8oFq8s->ziD{Ia=CEJfM6?c;P+Oa4}4K_|B zS_Igh&!F*tDtq&riTMQ|Om8=N{eK@*hB8)Dd)%lvMItlH&LBpb-P zp=_CAx@09SDL86s*1qRv?0oVyFasZQ=PTA6FTMfjK8<9B{(D4^B8qAau7a~W zPYA4*KIMQKmaH?`E^8}u7g~qo+C`YRJCV>OXHP+spBc3&f zC&?Y3J1kcy;9#NuSKwBZFpZ&Cz5FUQfbAfle2g8U)kcFTZPPn*W1JO9zQCc1cGg0D z(ur=IBuQ3W8QOpV?6~?V#qfCjb`@GF7|?tL6kkp*fp$!7bR*k~teh0-eeaoYHM*P2 zf+RuTV1S*hNX1`#qFPZcBIX%OPb^a8mFSgAkyv6(uIpD5DUu_omai!{rJLyPI5AJi z03~kvNE&K(z-_^q`_p)EB@ZNSU(x~U>RZ)Az;d?oxaO7e32v(1tDylBqc$YUX#oF* z{ssjp%J4Z;5OELQJ`b_%>}ia&`AsHfWonCqO*TVk;cA}PXK%yL$uBqvRWCMEv#MbS zGh7v^?A=TRWVI%AFie=Ly`&rN;#lY!9G%BsZc~%btF%t*IfVPx!>c20LH17oXtUld zsfJh6J2^;j(2YSEsD5QIUR6fvqSLB8#SG~y~=(A1WB;0>18>+*;VBAA0RQGVp zu7DgTqLf1W{!2UJxB^)aaNZjG0r`i|N~FF@R+-8^WA^0-H_w zC^mk*a;z!_TlK^_U+f@(_`NiIkKu2)6PsS?B~Y=4v?`L~u#Y%R?cxc`%`1XKCLJH` zx>quKt1$_StVgC)$OugnLvk;OFjxK zs*Id1?7_{SdQe|BKP^Oe*ZPbk=isn%NE1{qm!1}O+>CIK$~*a7C7abc$8FiRbqL_6Kt*wvu-rOQX@3n zlKq$lyhNJo=~_T>{%_XQ`ZH(?`XkVyku31la!4B;nmKhU{S z986?xM8wn!{;&)AXswElsH9nFh9(JG-!-#gciRx3T}_g6T(!~qGb`u5P$m&0e!$Mf zLWoT{iClYv_|qy}(uPHb&W&Ma5KHow3p_Q|x*R|jb_&k6X-Rol8%_^}MtpTMr*Nuv zTiP=T(WJJV2Qqq4Fg^HhpR*kF=42*_L?Bcx{qp#yvM#>-U;14EoVnwMmfEr!7S?c!l> z&4+VA&*uJyX#ErTl^Qx!b7q09D^wF<$m}D;tv$blQy@<8=|elF!?L}j={^bSkBHMk zfV0A>2cglFT+5%e#b@mbzz6dzMdJIH)ba^*|Iuz>_6%3hC`f7~?!-n}bzSS{D+t+a z4bbJNq*G??NQKNwBI>zbhcd-lmQwSn*>t4}?J`sKpdjLb+{{qbWE2QPnJlQ;(_*cXf(+03t=${S?&W0pvLL-1O)T~We9d-Q+|RHpC(OzR~asn|Ln8m8kjdn|tY z4G5Ms>TPmRv!)9Hq)GU{=BRBF78;Vu4O%dpky`OJ|{6=G@zdvYdeYAZ-U@NShXq_ZMJ;4G=i@Reru`Mjo~BacCjjcG4iWmaJa z{5{`KU_sX>|0Zd5uTv{Ke7Je$kdjAE;yQA@-roXDPly+4Z4^kv5^f+>)#jpeLt;>l z6mZ(+t*$^VYOo%>EH4(#I?YE-^PX_GAJpc;YRW&#LYv892fU`|fk94K!nwS*>fYEc z8>3u8q&ffCSeG21oiF{ju%PCL5bv5@gGSamSTjcjl8te>lN8&{cruQ|K@8zcra|jzZ~S{Ffg8qxhA8I6B$(`wm+FzJ zSbQJw8Xi&76!!4@0*NE-A$%(y!?kLa3v1Htloe*bFVg!AwF{H94_Bc8__!c90FJM0tE?v{NVY+|#+Oz8+S zc0K9b&Mv;=onskm;TmO4Us1K|z0~a&VX7^C(`50rWcf zaCezWNr4^3sYJ9Pul^uN$5Of5qsq-a>{M-1Ql#*UZGT?%fZkI<95YCHzK>oT59gnY z3>W7Hfq~3{cA3D(Usi_O5Mw%rya?8fGkyPFuUV+3H7F-%;M0cI#IYfBM|Sd5QXyf{BK~?4M=qla#taCOY$$vmt*L`JpTD=mH1RY zPbgzW6AnfS6R6}_GMY@4%cA$Na4=pkvdL7hpLwLXM8Q{&hD4ImIbZD7RO`#r#Yu=3 zy)bY_(s)})ksW(|fM1bHMBUz2?tm;MmmTOkO;v!jM?QA z-bpiKwiCM78MC4j)e8jaI!%htL{&#&UI9%n>fc$lY)g9l-MDi>dz;9FcCStw^B<t!h|Detz#}Hs{sleS?I_GXJ`!?xM_!TkH5--^7gRj)@NTEn2NlA>W zAm#KF85>v+&3c5VKBg+afMc??jIXZKAoK? zG`!y10EpdN(B(1y5hX4UBcT@c61#a<8iO~qr4ALLkXyPndAo=5{f=%{XT7}01?bdP z6@I)%9kZC{OM#T8K80V@^K)iX!3rIk#tB(j;I&#^)L%PW;=+eQ>FUAK?SK>)WOI~n zmtDbh3@OU)I#4rcu(_wKtSowMBWr}=SP2ihV$Vt3nFkpA_{>Ql84hlGnnF&|scSg& zoGN!wjS%Bm4gfAm!drta(RzX}4T{y39;L1EASGXTF0`ttD^4o^n+7HUq@T;3clT1(`dWno;t;VhTo4+Tg+9_snlrcK|`=T zp_8@88S;FraygP}=qsz&Rg$U-A=-y-o0N$X6+}8)Acywu1sNp#>1SUHw~dcMA8a%G>`Vn&}r=um2ad0}Xk}fGe8>l7etMxqgN1KUcg~)B~ z@^9C}+huozi!Zy#s1_#RN9&#IE zFH-9$M&cYXYx}XYwzq~SI<^^|d{*e$ zt53O^@fFmGBAd%In{ z6p3AA2!ve4e(v{-%#v${R&&+$a5e5)CZKW`|Ev-acoNIJDNR$;{4TzyeyV}Z z-fZb%XCC5kgf5MKSQK9Gz-fd>o<{Jk^T_j?C?|GK7}0Gg=qWxI;KXw; zhdFYU{pBn_mycKq-FyQulS+HgL~baM6gj@-%7eiEDF^!n7+(ei9r8jij&D|Wy7su;I>frXyb6bxOZlFib{m^`GFnvE%?j^7e!9~zF2Wk%4y8ilotHo4C z%3*02(qb=f!SrF$d(0gnwoOwi5gV}KY|)irZC`(2n)rq{bXc-&eR4BAs%1^Fuc?Bx z=Z`!;PB{nCmgw(6kMD~;>Vpn7V?__eV1Edf>%)$HBWTOQ^KHNr(*E4lmfkBkw9E+i7y zq5lK_;AjXqpHhN7ANAvp3CA+BcbW9ZtkbUE+_ZsEfxwSi3#@)UPXgc||H{m;Q616GpF}i| zX&z!kh3}r@?rlT&n(mfMOmf+Z>lyC0c^-|H1Ijq5lhB_59daT_RFT>T>c%j9Ogo{y zfp1mT3SijVOuwX&+9*@~9ELu3Yh564t~p|bXC?eZ!jqz{ms<3iFb3P6w{&qPL_W$z z#(HU0E9;UjiMfkhlC;T@69L1bCzlyeXT2R?c3C)fNfp6#gZSZDD>bjd_2}34`X;%<8yLNV+T9Qix89SSb3W#njPytoPGI;FKR8OkIJI;oZlUZ}PH` zO<5zD)y@nTU@76*e7~t4!Ul>TA*OkpS!gV!XjTxz^OM$BU z%A`RLmp0$ zuv?cFsWknFI}^r@Y^%4qnhYg|jg}HcS%0|QMSn;s`Z002qPH<747LN_$QQ{u(1l%H ztUr5kvIJ|DVp->v};6zvA0 zyPP`g{aK#!pYPr2O&^ym|3%ic8@g4%NQgb;s!2@}-~|jz0nFHm2b;Fb115g1^wHU{ z$JFfU3bf0A-a*Jh^z~tX%ESVgJOX6in!L-Fp5d~aA1*k}*vJ_z)@L5p0enot%cq7i zJP4aZRg}zdA|J2G*%|EN7}$N#_U(UHiety`Rmr6RUj^C6(2!@Rg=0q}YRBXyexKPB zG_l2Ptj$Fo>m{fV9NP3&i;ze7V-o#c6r}Vc5%&i1GAb3ES6WVSO6Vv|&2Yl!U9|MP z3fY?!5)Fnoi?4{QFxp3QeU;6EpAFzy!+U$-Ky`_V~(`QVi_ zp*1psMNX#jY>gifE$Ds>E{jvd#5V25Hki~_;WiJLL^vgmB2ka>42!kO@0gdx0ku;tf?9>%}uHY)73(bA{`pyMz4hIgJCsYBTjBZ#!ys&2*N4 zVIhCWh#$;Z2+Y@!dd~!vY3d&c>kHl~7Hw8n_AChj;@oi+)_t@&b;9qcZF0 zld#k)8h)bBrq7+>_63HBJvkVQT*wQ}L}l!GE-R%`8VAM>7k@A7xyeq#m@2-+QkO3& zeFtCbje7oDf`ClmPy~<5a@a2IKWX9nz)%A^Wt+lOSnl~dB0M!&22+O`I(Wh}oOtK+ zHddQhRnRi~hCr^|o7L~aND~>28sA&>x7~Cso@M;xLO&_bDlb20_zjpOYr`OaLGC~o zP$3XCwK%a~qL^l!GY;5*qjDkMLhI4x+Fbws`{O}&AAwLG`(q`o<3aqx2p!=X%G}{o z{PQv8ALv{7^gb4(eoJ^G3a5?i0gnOba7woOUfRH4+B{{YR4`-R8g&O|Pl->(RGPZb@7Y{YKS@eHvzyF9O4z znERfARahA+_bvn8i+fTeWG#;OqL8GEfdv$WzwFC=k!Cu*EBV;#VNR?W*Yt_8fL28k zvjH#xe7fPEUg7V8{R>cl;_btou3!cX^SezxL?@`xJ}@c?*2Cg4>D)uW zm{hXdK>4*Swuw=ZTD(E*kPb>fpV8vY@b2;)4K;@Zjv17kD9i8m3C#(06mmVXApPxp z6A6pu57>&DUYNmdhiIl9xFo>{=+yT2-ZydUPohvQ4k;hq9v^$wl_> zI!-`+ArQVS)^-w8)Z!@ZedZl*$>@~nlhC08^G^YvUC(28HZ4qlJeCthIvFsVSJX9) zd-qzM&Y`ti{2xrr*#mWxOxzh*Y^4h8(s<=DBc;=DXK^6ORvidqtM83>!zz4>pZNqy z2{9#8p=Bv!H}LWFbk15=%Rf>lRnOm#zJakSMjLUnrpv)8Ry(JS53^1#Uh#IOriTsc zWQ;tCROH=V;D2hN#)@GDA|dRw4#zZ>4pmH)h6sy(XyYz1xm$Y!uJm)?oERJCq1-1r zXdIU)Gn__{b4;o7@osGz)mku?m&Y;=gFS+6UJXrlIyRJsGk#XaA*a1I#t>0ad5D|w zI++;7Y=*-4!Aqvb1Cbsw%@};Lqe*HC0mKkV_F>2y>p@}?TyUOLf1G5qs;cLe%?mEV(R7^2j9Tg#$tzv~(l zr?VzSK<4aLBx`r&{&X!(-k)sd96M<(nyYX`GX^&ly%ff$FvNY*>J#NE>^)=YjBWdn z5D7(WUoOfH=DW8l%(ej(*m6iwtztjn!nVRXwN~qcwfBehBQ^C%g(xX=4VQ6s(G>{- zF-=MN-Qjg%kD#`8y>{aPaiL4p|^lByUGr;eHII7$e4da91g{rFcg}W!b z`i}D~s8Tw#(tcv;w+=Y|3;UoLygwj!OGRHjDZP+8v(WuyR76ZrZZkXvj-OSkZv)b6 zO*P~0L3>qeH^}aHys^J7vN9l&C5~meeF7fsZz~ZNwlhk0Z}w4_U<@`FiLS*H z2A45z-*JiP_P>De)pmN8j{zXUxjA}}$BRl0@*CkBM)wi9H{heDE^c8MQP9Eo{hC#Q zVDAay0JikCtX0-&5*q#Z4t=mpo_hK`mjoHlPiir3x_uI+(O@&QV+zeGv#vH$c~6@P zcbl0z>*zi>Wl{x|#>qVHQmQGj6BhFIFmY+s&nlC9Ua{g{02&EoA-G{V^wiz*WsU0E z{`ji7RjfQnZA_}QEXfe3NHNFG5Rw^Ih%YHZ3L5rDiImaT&f8NyNA!}>^GNku5W?b{ zlRxf!feCLMovx;Nory@hDw0Y%ZaG9Bx}`0TyUU-y#(Eo<{g(gPxA>^|qsg zH_M?fhGoZ-xqlCC;;(v^ygYNWp7nQO1>Z38944gPKgz6h)b&auQYGPW>cD}TjClQ& z#n;MH7VjE5d?wF)p>MM`xsGkVrw_5F$f30y^NoQ$jTeo3ic5Cuc;t#*8)0g)WNkQhE)WtD`;&J!=Te;ex5?w5a6{&QH?wl!MK1nr$Ml){ZX zjja8;aCwTep&@L|5dP?tqoW4T4vm3~gM#gCUAGbF4aA;w8WUJDeL7uMxkz25Rp)er zkKtZ1Sn$;xe49un$n~LU#eKPve>ga9liQj8Y<$EsN7xW#J0D*rFlfYcv}?9k#O{o& z!|g=#8kSZvGHHNwkS2hB0P)0*_!o9fe^yE{S2#~3CkF()%5(A$zXjC4!Y)zfr@IRF z?B@}mXhn8>u8~{2JbPCqT@{+sEkvYhn&%u_37cFP6X8i*=NJ2U;T*()9C}z;=LO!` zO=7>SF^y}+?t&rUW*Eq!s1@zXjaYdqnqnpmuMvE%1niG-&~n`DWXlTVKmFwwums#`8@a7@&E-Hs1z%(u#*W-O&4^2{jMwh>#CBc zoHu0rBe$UsH;WW;y83vd3h`@h#EX#HS1=N9vb8n~yLu0))6Wu%gfQ=LoUH3_psqQF zh8PRN4VrLvq>`IZ{;0__7gY7kGUhVY%EZh1AEM-{=Oc)@Fot}3D2sfzd)`bcazS?~ z+IWGwJKI!xMEQbl@{q@PWl|)S+zm4+WQTL`A5y z!`AYBN`71PscxR^(oksU{ zjk;i>%t%Wi!566MO}_DDG3czr={l7+;I8%MaRYM#{W5C~DCKp*OZnE9wYHfw7WYau z#4O7Iw|(j?*zrKLD;|=~t@eMV(~Fo&yq1LBKB$=cE(PnMjr)Z(cZFD1wfjnL2`L71 zOogz^nu4!%_1NVW@y+aN z_n_3}tfrtGCU{^D`Oud0^y_R~5I6yG+r@-tYZZ7|=NqmB={T5E-rG+{tfmSuBJS9f zDZDv^RFE;RT-1ETrMO<}?j&Im214L}M$W4!4 zEw7uXT4?oI5T~o&@gc{UzP&OZP?948A(A2a8|4%j4x?fx$13K*coKrrV^Peou-)7X z?e0rA#*bvyvW{gT@IIT`p4R~W=-NgLzmaDOaS9cCTx?b{0ob?z8+FO@LlXJ!x%%p82qgQttYc zh?rIwy#z`ywi%d-dd7?5D4c=#h_!nu+~{A|y9R?-mAZ_D$S)dTNey#xSK^4}JlJl# z3sTq6nv&bQ>b+!`j8`;KiYNYSz*@aj1yR=k>&&b7TKz#Vz8_m(R;0O6NCFvS@J|Se zyNmHuybb9AxnAk4Zj_RiPT{IlK+k&aAp1K8o?^M6M6tn4^(h&BQH8I)claF>Uw7X zl!S~7+}J>&B~0@x%VT|d(<`VipgqTC5Q@wW-%MXi2Ij{;1ptzO7lBi`znFbP&;;<# ztg4TWAPoRzF~1rVoNaAP=@^~fk^k3bkwaDh7o#_$hL&3G*934;aX?k^FN!SaNTh;2 zEHzSL7ZU?N{hbg|R*}(3#3LZ9$|r*Zu$%)XSyoy8(Ovd`$$QtD14dcmJN7&Drutz` zLsvsqT~tLfGx+EP2Y~LwJ-ae|X20?~5`E9W+}kbp$;{;DUi(J=4`;c!cngUb9~=yt zADA9aneSf@oS%Qm`&y!@)&{_Xn_=^x?PQ)qdy_NRx|-&jJhz1WN(<@@1B!2C0^R5Y z_{Eao_>wYz)tHbgl-qjtL;9o%zSPTW`BemO0|@vfk1npCX{L(u9--!eLNK&8fc{MH9N%VWtp5g$LsN@Og;!QEj`<+X<_hlY zH*&p1*W}jxn*TnN(~!M__DxSg>hBwXGx#McZ|z7g_0QZeTcNl09wRq?R3%jgHKH&6 z4q9P*fx~;{{i3tCHn21QYI!iT|Eq#|QIoUhH?8?u_zBtnj?nnm0GI;IK>|FnG#h_l z-{7}=g=qW?dq+@S(0DM~`F;G-M45%evu!=9Z!_JaPpfsPJTK+60rox8zcDBMqJ5)-mi<~NXU@{GI@Ps41Em8_@28{SX!An~e*fn2 zea5LH*|xMmjkpS2{L-BJU0`l%tb2arPyf#S^I4`-H2eG4XVzZ$jaBK8RC5KGNvYM8 zCjC%f^xB##@5x_7u4%0U^1>eAi+);jtoc1YIsf@Av2*~y(9D;9V|kN713=@{3z+WayAv9>k708Zd$ZM~)A<3RdATea0l&J9fay3k{GG3UH0glSHF$8ps(WAz9>6)jpkKQ(l;8hiXKxcm$o zO`rcnmy0WX;H4&}&+MmPDUqGE<@E`rwD%-yn!LBu(_X*x-#h@6-%*PZ|fXOJu*S{lv_$FTLX7GJ6t z^tt>xU=sa(xo)^@kt*Aw|OYWdPO3Lffk=V z>xt@|E>Dq z|3H^7fo=)1Woj#(*^noSY%_}i`xcQ$ZPEVAKE2!<0GDs~f$%7{8&uuDIm{EEp{!)U z$7_orzUj-JGIIQ@IhRbgoWBZ^i}D!&See4d<^CheIBH&$Uok(FhKuxjmpN zERI1WKx&~2)u2M*1Wvoxl{FJa!9gUX_w%7-X#8o5W~;opkG_1lJZm`NL2&G{*a(+z z9$rMdb%SCDV3;ki^?Ds&aqiaM`h+l;1jyphz@vPD7TYDTQgv&a)cQilhI(R^eLA?# z6Yd!`{Wx*YGq5f;kk8Um@AT00`m;(Yw8uM6fWiprIf(W7Q4$i?6CCFZp*I@iDNfxg%(TCa+{joSt@rj6a?}L(AJ0Q@FTJ71BsK_DP6$MKq%|y;qk@>+UH?KPoR{m zZ0}W@i%}>p3;5fQwa7bv^9`5BvP9f@*x;23=aCL`p3lo_>m1MDCPdZ~8UeB1pYAcr zDGUMs1q4Gdbc7tW&H}6fiF$VtA6Pl{%3sSA0m??oDKh9-Co;ueISp%6+vMR(YuX+W zEG=fdWFKOZ6HY{t7<8V11*U0SPuq1P^LDPW3(QIxRYy<9VpWK1LRZ1GCiMd44j!p9 zPpLqo%ayv45(}rgCB}9pwAE}K_uFk);E=HSwjG) zRj>4j`hk%kp%n+;MW>d+&BEmX?d}TXR%HXL_M`Q5e2A7M#C_g*g06UM>fNezq-3XX z)cJqI<4n(=ft!+Xj?19oUlqRsDt{a4ZjS%V?xLLVSvl*95c56G5OG!Hq)RPHP2!|% z{UOx$!%B(N8$V`pU*^%%lsM?lE!pVTVTSV^Y80Uc_7ljrCpEG)VgY|HGk;x`YNk$mY(Iz7f+ZaqzXY2vh3E+`rUQKc20Q5Wr3*M4T{Wmv>>p>)6v)Vt&A z8^)m>?xKw2I|MmC{u|A=I!N!B&;9*kd61?;-xv<>G=_I}Jq7Q@moNih>cK9hjtN^R zO(Px63FY@Wh}comZTYV3U-W01$a z8coQ!;foL7!!F2xdn7{g5B{Ebt3$%fw{u7rMniwmD9mh_l#vyLbh5&<4*n7)bUGT) z!`h@CW&%bW=PE_R?Dj=nV`pR~nGStMbIW(la$IotFIm3$58mbC=FpfLRY+f^Q~}@qrkQ%Q{~^Pd|S< zW}txsmbu&7hzAebS}~GMNwZ_9jgNRs?AFKMqIEsxeNL*wWxpV~&eY0ApL!a_P^~Kn z?sI{cUxlM0AGab4=_HSv#xiUS+w}hZiBwbR{?Un@Vt@R3$gL;AGQFHKq8mTyu};ac z-PMqWS*}1F7)io03Z^ZZ=UY$E>e?M>Pr8}+ix>_kE@1dm+OxJ3C|K@cD9cn*R7j?L zvc&7J@XMd@gSqWXzUWJc>5gmqs9ePMrQj@2yfyN^;9#m3EV zvGHOc^My_`SXUYKi#XuFtdSdya9ooA6skf4_6 zvKegcuwwC7Pki*))}O1i>?Jfo#H)K0)5!hm*$BIUT}R=T>>gBF%44&{SZVAf z#pF1uXw36jdG^_r&I?;zBI5~%z|4@earg@<)?R_s$4xQ+G}c4(pRb$?R?75=-JvIc zH{zpIGR!Ty>_5?e4&p3lLQ8aoENs`noPaR0wZqrbQmNQN*f9{GN1FtG^1fT=Ck`c+q(?W zWkWO{YeC#HBm=*0;l{~HMDCL5$gDKDPcq$Hmo3kh;`mTlBoLm7(0NvB#cf)70`CRb zLyDKG>3=!627v~Hh0RMb%UJrFZWqf(6gz4iVfEr1_9WeQJ|aZS*xUE=TEmxAesH1H z``(39yGN%ib`62y2mULIMsnYc`S&;gvm<`wok?0f9$CzC15U5HuV6H>W=S0|a&rL5 z=8QllxwF*%epgzcbr7j$ZA`pS8Y6>I&5tL9sMz4rC&%&XjW4PDmc8U|dK$MRac&!d z+Ln!-#T|}7s-|3}-ey*SeHI<~mR>Qz@|d_%t0aHsQ|MvwC+pF$7=UTxC|zrz&tMOa zQTb6-`^xUUrPf8brYa49K07UJ$`GK+(3pfX~C*6d+ErLt#^6iQ%#$lp}vBOog zCetj8_0I#q-@6uPa`Ss7@hE};oRgVO-{j{lOhfo0S5fArBOqhW+<$%31MOy1nctD9 zG;3-4CE+)rS5#J){D^J5~ei9-%dN86;a7mB!#7|!0*D`-u$)9&`>K1sP{<TcIYda?nCJ$hAKKD(@UhYdl~HPn3}O#DQU@XK@_|iL}uT>MeOAb z*m7Kz&Ze1O#~)+X=$uBowwQBE&8s7?nJo$`etY`MFsv z8}D#W#ZHm;8lsdF|{?(m$AS4(>%_fnyC!=)jiCx#*|&zjV5%1I8BS$e#gSA zZ0>v)8$O&{Fu~xg5ZZ;aZT5AqK2{0hnXB-yHHNDmQjqAEVH8(n2w%&6U8$zijbJ== zTW?71fRIt*oyK(8-N@6&^k|)`xKo1b2D))D5njc0pQ9xrJcEL5H9v~0%1Icf5L^JS zo#Xy08*W94xo7ZsS&WxxLRWyb^bQ(Y2Bx`e^K4Nj*asb%it!)c*(dlSjqrN;EaKI) zBp4ns4G8&vGeAIbLaEWl>NT1VWfGW;qqS3FDM@tu+t5H2T@lxtP2OD}zc=%72(|5? zb3ue~d7I=gYePC6oUcbF)#1K(K0p$;N7A}Ybr0ovE$N^AAnX6?-oqpgjVpoklShCC zdnQ`@sxV@$h@(Hh-`DgcCy)?zp{?s>D3FqUBwwN;VdT{youlcn@j)WIJCcw z;&oCjhJEKUfwJnS;fE@EJ%uI3-PXdU??n^0=60_0Sf2~i1X>Y|xa7jWyWaUvJ8hMh z=we8l9FjrqqT4!nbKwG!B#v>nzv<}^T2tX*a*FZcsc$6|8#JFpIfoFsyP;mngx%R+ ziX?`y2@dtEG0t*RYFJp6KV>#Pa!>JTOf2*ZEL};H^*2>h3Lq*W$^Y71TiP@T0}*&3j;~&N0NnG+i5*4wVGeqAr&})Gu~C!zP;!Z;*0|(t&I{ zHh(C}d0hp*weoRHsA0@gm#v^;UCHj<3$+BC>Urk|8tan?R3zEcJyN3=q?sp<-&|m1WhOqA zn9-SD6<34^XR>TDctl3faqA^NLf30IXB9M1m_Gl-5&k7Q3d_(mW3-#(b9)_B?Wmj% z@`(M4bH&E4MAoSOrWU+QQIv~6Sdq~DfGJ3F6VeZOuN&^4G zihHP2yTn9DpZdIiQGh4Awv^yS_{#1HwLaFS)AROMe=xe44X{9j|-PMk*e#fh}w z^X=Fbg-k7|svk7!;3whsP&r34o@GA(|B|$=yB-=|iaLMrTs4%f*~XNp-||oCF6q`c z-T*I?C9>`8XI%*~*Fjz4YyEnqzoDaSf=9^nD%T;xF_9*~`frz>Cw_@6e%~4TTEq5Q zL?F3DF=iD8%k8yb4W#6w!gr14Ka88v+DGz`dLb-ZEZheEk8FE+y+K#zlq)uq;v zI2+{nSf;jy)Q9Z2?wr$(SJMSeoxr2Z5MxCB@ zI@O)kRkgk@^fu_v^!3UU-F}syYuq)xTify3R~{y23=~#NO!)C4vi{RO1z>C1a%+}L z-c*&eRZ}uOSy+Z_YSf5A}n9@_%B;0~1*Up~+efu@bqGUzFa~yhWAutIamhWp$Af}lJ;C;q! ze1gk;EaI?zsn8HZAD1m@kf=)K!_l*xPzdb866 z)Dm6U3!HvgU_$j{7VE?k3kx=nniBQ`T}Ma85Rf(HC28di5WVv`9v2yV*$x>{z#NLD zr=OeT-yT2&tSM$5o# z7pMruN{Ds%Iq;YJ@&fA5jepD0VC~-v0f+-*V!V=&o1E|zD6*fDN?r^J{1%B1s>dk~ z`$NNMc2FW@n4wH4Wb)2d;Y*L6XzfXd9{u?~KCX=LUfjft&i8N$4u_PBp5;`)bUkHT z*ryPS)OM^~ersCOr;hkWB9EwB%Vtt1LvVS)O>K8hIg8e&uT5!4%@3VP$*k=X&hy?8 z@8#s;ot}wYZcJxK`O2(3>V<&ZC8vl@A$X~I3Lq5%2_3Ou4CY=@Q3UhqJYe2Z>jz=b z8M|5B&_*ldyO*N*3wjL|EuMANOqtde2>$y9d1r*IT3&bttGuZDiiq*JP`dzwivztf zVlM4wu!`98Bn;OQ2DDwHon#)O%`xWqQ*ehZro!=h8#_<}7O4y9DW}aSNq2BNwZMk& zQ->yNAr)E=bT=y5^!^kQxVSG?&}!<7#+3H$4zvK5)xF&=2Qd^0|5%p{%)O2uF4y^4 zZTep66J!#$PKU+8GGclsJa)M$@D*@JcnoC@@BXDUpHPK;Fu9x|6NTSnumqpZfvPc zkN#Kc9c+;JY12afIMv6x(p4{>&L4#!044RZ9hWGF!n+=f5gLaYgvhb2A2Bo99CSHO z)H+UjFHXQk&QDZ3TQk}PDfO9LIVx*FFTlL;rJ)4j&_}%HPGAuj}-Z15ZAKao=^|264sSlZvOdWRuQ6E_Bbh!BjoR%(~@oOmyx*yh30T zF#V{!VP1ASgy5*G`{E6G+GN>@5C{8}+330tdqdsYXF*m=-P5n1&tO;~esh)FCGfCI zP$ez$SkD=D5-uGtpv7Q`7;9my7c!d}jMvONd8%W#Gl)XhmfF%E<9 ziOG-y7m`x-L8|ABXJ-|{y_(0QESp&*W7gKEtC4_WA!*l zY~asLNqlvEX=BmbKU7lGOm`;oW8`k4XNIyyN z*QcPRtTG6H1qLYu%T)fHcz|Eg%%+2($_B7!%+c-4yT|b>#Iz*fT1auz0YiJZi~2f{ zY?nAG#dS_iNUfO$RFbl!ESx<_cfV{`j|os{oMk{T;}KxQR5vC6|Yi1P{Y03Bt!79Zkm2Ta7kBE)>%r7ip~r1 zw?VsEyZC{`Yo+3SU<2_jDjD5p2Ub3vug?y(kBaMmsyKJUU_y7B=|i9`f_h^BRn!#haNcGX%& z2hnx=j0YSz)o`6gXe2B4$mrkgBuRl4M>!s)^vga!BoU@nH@#c~PDWL9->MX9n(}kB z{diwiXAnlJ=_#B_^|cwx3J%WBCy+-v+1JTS;tN4tJ7CidUD9J>ngTi7^CYroWx6}$ zul(q_AwB~0OHqXo`Dz~A{x*zsYpLBTV*Y za2DP}M~jn$^R~sSh;k2D%l8pl>yH~vzK#{^jl86Y{ksVdbA^7w-o7;9{Ka)og*vLb zf-z5&P8@?1vvxa>*pdzp)~n%chtjc3EruVb(d6arZ?ZNR5vjy7#rvR%hJq0(QhbH> z7iH_fawlWePy7^IGq^rjBi0P|xuLh)J!xTw;8`Ty%F$o^HT5hD(qDD!=PJ4vGVi$7 z1;o;kCG>Mx2r?hu7HrWKi;X`7{@1aYr^uIC;LLsFnEVHrqf_=-)4$~~$j@YZkNq!_ z-Gk1Ov~xxuiGw8`bJ7qs3?w_?vi*CgjUV9?@oyW`c|@uCQ2?6@72oV#WCE*Y7e|% z-l(s}P)wIYEFSBsX2xecX&gy+S_n;j_N%e76fME&<9ciBNX)AM=gqbw(#&R?18#2d zks(*W0!NMtB`!1O3#9RA=)}Qu0&ljWpnp->a$nY5q`V{r^uWP@IT-l<@p+chf?EZ> zdo)&#>*OOe0dp|vh0QQEd2GD8o&MB1@4q@yfIZs603Va16^x9P-D#gvO(nYH+KK}r4*Z^s&oB%kgQbZYm; z6ITJ6?S|YOGKj#uP;4IKH**|lA=RIi`h;frh&VY-GS3S;Z&foV6yF#EQ{9eN8%@kG z?mf1pv(DK55epf_CCF2#4B<})oplc^@1|}y%VPl;Mz#*TCsJ8@yNG8F>8XiC5+mJF zGO~=~1}aK6D1CDNf>JFYg)CBq3<`^Mtx2>b}yDfKGhiMoMn*>PHYeA6c5k@*~rf0sCWl{ruf`E4}`7st=*;@f9evgEK+&G+!&Lx^%

>DHb5VHy!C)Fuhy_N^;@*7f$F)b&r8WQ#FXdsddRK+Uk7pqGqU z@)wX5rm3>1eFsjaiT|nadMYiOhx$@jtC56@`HRr&6QV7kZKEFQH6`Rl3Z!k0DBnbqd{zrWStNG1rqm?*s2YH)9g{B?diOEu03G-PX2mAk40o8_7a7V zW?RNx*vC7uva0=NJ^q2um@A?3d*3}%c@O;SToAryXI>7pKEP4x%m;}c%cjY06ptKM z*^#%`rNfOdm9(`#I3GXkeIF+5R055H?+GU=*Y?hN3VcfHLZLRuRcQ23mV z=)4IH=udZ{kG}9Oa!4-U)1a;jj)#SXwnx&)+1OMG~3#=z0$5 zrcsw|+UC$Tw&p_Q#fZoDd9_r5HP3lgwub7wcjP!Kp8H`ZTSBD%9@L%m?x%T{wB1_E zS1yn4z>3P^X8sYfX~q9+SH)k@_7#fzdUADcKF!-Yq6Ze}F~TLOiM`WW_S1rg;PN{Z zFNUHCZ5Oon8GK7YkkA(utken!hj>q&l3_l;Rf~?3K@3@xfig^pOf$a}sxZ4D4ts=u zr2@;OU@}|)1|I!_D*e&Dk5Yrke*W!o&omw9z4Df4{wuXoVs^;Rko!bzo(N!+ipie>}RsEyEpGJ{FguMDiOu;t(#pBE1)^6;ueQZPNl)!^blF!!g23)+hmsLkMDo` zG2;H5xhs88yZRk|8Bj)VxGBq<`X<1gdy%{GW-CuHgzr2@q&CMX1~)ae-PDe(*(|Y2 z*o4;7;KQz?eP2(yJ1fbjx=daeLhA!1k{sKBGr@Al_$GZfk}Y9tBy8GUUQo?B3rWA! z%p-GOhEsim?LRLkP?yeMu>TD%_KE%o0Gh^s%!k5p^kK-E(PChNDai}v4usosMt|C~ zu0tlzcC|u%IvHx3xzqk`zWf8AP5oO7cEN7mO*BvkDd=Aism7K}P0_z1tTn;=akZ z(dr{L8g96>DvWN$cui`gipZYTczkX`N9EJLyNzwDzZ$#^w?CSTZU15$kH5eZB$=gE z6O8S=JmNWG0evTolgE_t&;QzXAk^f3bv1}mNc&!&EG|q!GKv1eD=cj))qa%#0|yRc~qt-kj&=?<>9r zi=5!ediwy$wISBu0=)bSqcIf@GZGrsc?#SSg6Id>rn?7G4#4W=QXQK)NA1M4!W5b- zTbA+XSLSLnFBXbYlQ-VPgap;HBv98ZG^V>8c!ZywRb~rqKh)D-olK8iV{q&iS+RqR z!*=gO+pgpM;_!w90rL%M<}DV?FsR+Uz;oqil|b@&;<_r^b9wj!Bt?~QKquB)17_Ue z#(bibubYs^*9sJ7krWBHk&9=YPE9Xgf``?{zZ||rR5~oiG`Zx%bA_1P5iETq{2=BI zuy?UgdeXmg_-5g!=2#qCp`blh9sYkgiQ#7fmMkiz$-D^&onXW0xvNI1G}V0XwG3Uh zAu-`JyB=uWQO83dwROo}%YM_rl15#uPH`cjrIsE!6i)-b zt~2PbYt}Ctw33Ku@S@Cs*)6$z#NJ&s|57Uj;NNFFh!z0zhX)JXLNc@xNbS5>k5no) z-RvWWhDVfZG#-f0QRBkF-O(5E%{hA8zuQP8gf7;Sq*0yDu5-GNu0%*6t&y! zR;xKtTDnT7F}*YH1VwDIgyz}(lMUubdMa9V(NqG;#UiW)>FvU;`Vv*vo7$ zJ0Ees4<%8EuhcJID(y?A2hv8k&g#|#Wq7B`>y$n^@! zV>u};^MSY}kP#(OOEm%1nJQcJN>*6?+4zQ7{Jm)&{g={I;%%;mkfv6i2>`BK@`$>& z4v+xZ#El~6Ry$iiklP9lfDY&5DB!AuQ1<*K^KP}q2*2q;K!VJbJ@N|5X z-ECDZiI12@O-;(Bq=|$42u#5;DtzY=Nna~DU5|fx^&>szKB@o&)cqr%EOaLw&lowz;!b*SV9)Ku#gLK?Q}5?$L3DQ|p}n7B%46ByBcpxe2k^&z z*L-TFZpZo_w@`NX4_Fxlv){{Pa9M_LTe_Tp^2^(sCR>%!#4Yj93QdW?Xh75?6II;= z@ZD}sum|1}WY~RL!HxLK?XH$eLPP+?4fG3GpP*NWc$YFX-r+pwr;9u?)v^=n&lBo)(lZ(5Fo2?o?j z6@uDH$sf@gX|TG{p-2*6_;Bj+dTzlbnPJ7#L1}l*RB#?Dq!gvl&4KMe6CMSA%cv^$UE*$h32`3}3kZX`>XRF;$dGABzJk&f~-{KHMsTdvpOw*=G zHnv&oFWPZ0(%Zn0WQb!!J`#Alg#HCX#p*g9J5{e$>`22>t|Yxz#h6vl`f-wOnkOtq zG>x{oY1;$oXs0`AjtS485CW@Cwl?egY7Xk9j@GZe4vx6OD92W+(>STgaK-LdG=!hn z6k9d$dDax@?(B2S;{*0gXby;Po6lA9c48T**rI$e5zsbLI=9v4h$|+n+zBWQlJT^6 zcjQgOvh9)Rp!tW!c0+gwLw5I-?Mjsu|kL-Kek^1`({BP2Y!)rxfFH#+J~F3HCZAsJ0%;BYb_17H$NH%auy2wRsnsQ!MokY z!g_GSh9o+^7<6Kl=P8dY|0aXq{Igy%ZO0ECr-E$JO2t4Z%J-9k%KhG0r$4#z3NJ_D zg&O2}YiP?kr(rzenDZS*wQg4nKeh1C=!lL;V_&wyjZa-HD)@Og4R99U6626=KXZCz zC^CA8!VYd^Vs4id?*T@_8loJsS`b0_bv8qBIl9{Lt`L5fY+cU+1AECve?g*9OL_jF z9s+E34GS?C5j&H4iKKOg(Y2oG_xE3$hS!dcV6%-n@gS_#F(_&)cY*!R-2piwA5xNH zd4Q74>?t>HlPD+(1zz@Pz%J`Dm1L0*!Ouh`Za9H#w8OyMz>TIfVuHeNhSd}7T%FC2 z>;N^AafO8BVPI`}Zh)-4el##RwOiq}h0*I>USFfJl1c}O7*Pj>!akODE#J4*+J(N8 zH1q&AGb0Zs>4|)X<7x;V&a}V5-lw95F}Z=BL17xYS)SnaM_4wYKRhmB>3cpCxWR?c zpgk(tPikNzq}BWM=PL@r*dQvT3JL4%XZc2&Xd}~NjPQSw&taGF zbgX+TWtgIbiP|`n;CewUeyqzDEjc*KFDgAZ6&KIbfN%;9+TZPMk1KQ%bhde$;S->f z{O0o-0_j2bn!P+NQpv&te~{((n8N^dQx}p;A{R(jxzOuX$HZdGc?dh#>n=UnOjr(N z6Bj_k9`3O(EUK6Hp%I;nU^8tb6jUKbh>OJ%=Z)SSqz`FRiXaG)WE@^&c`ul@*xBW1 zFBoJJVQ#b&1J-!nqL<-1-T^6?gkUW8btZ|->*_#pTecyphyXVZoAwJPnHZ*Rt1p1nwl5x;gMrvgK*ms<&u4V6Kp zBnTt=3=`R9mzg=Ud{fx(Vh+v`j$a$^2hc}+Pt+n>xRgvDC1u{pg9O`vMM^Rrz!(x1 zNWVrpr1hI4sA!Wb$YdlgJLtm6fe~@&_kD zb@|h2nb%9v{RMPOb<5I2xW(4JdJ0}nlyPar^IdVHHq92bh16X^7#tbRn8jTpQQ`+# zHqWdXuU-bQ;Ot4g6~#ZZ7*{&*2MH%n?dpua((!1ca3SlujUZxA1NVhr8A|@=_6OT- z#pH>DXP6SvQy}C>;ZqSY;mKneJG0Z536Ol}!+rI=2@5mp zDkPmjaQP{pk?y3C0JH%TMJWpiH$L(8UXEA zIVbFY8{CAPtK4`~^7R6oW;EF4EP{5$icQg}C}5D7Tnf(ob0NkIYV0l51iF?(RQXu) zA>urmD*1aCqf#&dQ_Pv=!}{DP)jZ5#Ji!sZW!Fa?$ihrNKbUDX*ar6?r=Q#>S4XvB-;_wi8O&&mq-i$;F}4!*RiR!O;!DO15VB35OG`a zR(Q)T`|tZ$4Jlibmbi8YY(FYPBhD0Aau;RM=rXKM4}Wcz>)MZubaqx z^$2ztY|?f^zk6WW4j4V2aot^vz`_PrUijg$SJD!xkw7fz*A$&?)xwWc)ax>-860nr zfB#;_oB<{xY^JGGNLdL`1Lf(qUQwhfaO&@2{F0mpeRwms9cMHzh!`?K6{Bm5j>=oW zbd8Kt`mYy?EL_Wka!<}mZ!!OBzM&FB&%PbMq(vq~YljRys{t>y` z*pr$SQTjqhNg&sgdz3oi2%#?_^NRY^35elM>j-wiGW(Ro+S$A9grX0$+ts{ud*H_2 ze$b|?5_i2`1!6B4CUJ0&C6%6x-W>TJ1L8Z?I=+^}FU&3PVwZxi`?J81+>w}vhcQOE z?a2?5%ed8WH~wIrh;y`F3xtO|JFq3VK7P^+7F(4GaTzA#=w##|x>Ipue~X(k3IVRg zea>jI4$9|6E?pJ_{>lUIVt53y-Rc-J*!}$ucuf$U3cfZss)igR%pG)eX_O&)~q$@Bx#6k76IPWomWhkO{?lbr{HJ1 zrA9K)4FfpOZ~?yRJP$~)0WsF?T^5@uH4K7#LEFhC4QTy>L(~VUGw?4+k^kclkWNo& zy!Y#lxRucLHkRuY?GCc0|CtEiHIbb;{G{XO$X$1pUuwcp2uo11VxUOj^Q5nKsgyM` zA#%48d8R3fE1HEQ;6to`I!hKzLminuh%nh@{8c&NL<0ehQ-9{rgA7M`%3>EqEM~SQ z5hdWMpbx8$-ka8a0$EgF`f1JNwn~JC|8}tE?o9`cLZ$F}){&gX@5w`&A!Arw{c9&T|7p`L6XEQ`L|Pz$+*kjI0jNwP|sN0j;+17hBRvOjU$E?p_T0YV1(3gFJu!UUUNCleqE^sx)ycKmoZnLUX$e z&IEkPyr&{36^%8eNl?@ojDyKp*E(W@40sfaK}U;$)d8@uN)?von7nhUF^}9M6=w0z zlA|&_mVfTUG#8cj_Xl(s{#q?1Cs&^~Ew{x~QEb2FJPR`484qG${AJa>l{5EMvhDbR zpj_OOc6D2?Ex5$$*6fJZ0F#LHq2T2~CvRqSJ&$pKg7g{bWX0)6gE98Ei2`?5Y|r0L zm8!JoEgit|mn_6fm>OWb64q-URnMs|qi-h#h`bITVfI3!!xd4|+w9MQgp%htb5?62 zwz?c7Y=k=LNK-2i-Ug*%mD0<;uad(>_uiwCOj|#VCPTZymyYMBq;d(;r?R|B>xCGN zhs}4=k-zuv#C0}Bq4%((f?V+fBkT8J1_WGn3#0!&V3;8Uc@@-D=HMTM-|#MoQpfUVJC2F>nV4C+Rkp6H^%wwQDmLsBv0(1&X!!I6vGbwg!HP`Gl4oV-Ejvuk~|y#TWa;EF9$An zNCd%KQ);&0b&raOisglwAlq4Zz|{_z6unyM4GgvZThQ3kVmb7uKhgF&>7Grwp#Gz_ zs3XgHmgD`FKe24YO7w1mPhMHz9KuNjUmx}w5d-+MRH$JZyJ)l>bg8c{a($M%_xsMs z2e0N?ln|Fvz)+<-13pn#&$AOvS%nX0CcJ+m6=Y3_d56o;aPJ~Kbx)p--RueHv`Y|- zLe2I)#u=_b84I$z1f1$5lI!Gx@&jV>PFW94fcMaoFD<6rfl4g`#ZIC$Ds68H`5Z#4 zhsnQeJAK2%hrGU;IZRNkq?bgN7#gX^#v5vX%EHntm7C;d(HZ%JQDDiofjGy&*KnEF zXCf6|#Qz5?s+?{QAL#Wo8IDrSF)J`PIfKb&|86Jxd9HJhlBTtgU510hf(B6;zy@*m z`ijvD4F%8#FXs#XuFy%V4;w`=g=Bm6?oZ^t<7jJplQsc!1hcwbT9+FG7QHhWg-a)V zcU1U#HF@ZcAHGpExHMY2(WU;-6M0=Y<9Oia&1!~myf-D&QC)s9Bx>%X!KL=R$_&F# zN-EZtphR!&jwMESep`&;>fh!f#p&yd_mP0^tW^`(jenuupxFq0K#_@GiM>7uj7aHt zF`*YrKj!Y2H69^W`|M=+wgsWImw$iiWgg(`L66X~J*IHK~h| z;ApCvW6Sk(6#II|ud|fV3BC)B4pOa2(H>`+{Q>usb_^|hJU=*|?K&~3$0Yt@nr!Q- z+uhJBeeKJEDF~N`eCfd-W6i(8B!Lh)yW>Le#}9hJ*J~e4hFOweelh3IRM}%Cm*}r{ zxGeZ6*_;6_!3#|mhP&aC^wOc4;sZzrgMB9|H6W-krHaH5#o^{Gn6Uh60E0Oo zd?oZS0vo;kAQJDTOJWzWE_|zR(E48PJ`tmL zPGuDcbYtqTxsl4mcE2|%x;6l;0Xi6;K_F>EBB3$b%@0viDMXJ+rthWQ)TC)r#)711 zb(Yxbj7rBnD-&}F_9JN0INQlD->XFE7)m7(B|li{($E63nU(lLpZJfC4IgLzqEsit zG|)WHn{#;Bktch-i78mz8QF7YtS)kNOG^EBQJ&JR`nlVX5a>LQGDzZpD3 z?9PzOUh3B`kO@TQ>)gBQsvGzr3$pKZ?5*0hS0ZUbgeNxsnRvvCEDFlNmoBs zF{+<;KVriA2F3{Cnnp6OJ#1pl9|V~&RJ^O~dMkE^`+7`pcIQEUHt0{6Rs_T}^8$mn z0apW2MH3wa2DHS^dCoNo5P2d0tcsk~7IuGHQ!fAKTBo$@HjRq+LbW2(S&B&VN9xWd zm@fCone+Rc=`VUbR2!X@@8rCUFR6=8H%|=X$jW^m4#DWq)r||SS=b$dU>SeO}8kpI#d|!-!tJ4?Ec#c666E1)EGmsSOayDni zHrSAzBrG2w8qLL+M9?HuCrS07P%% z!dSr9uKxW@DC8TP<2U7ZlrKQUvnV+R=oEShlPjE2R<~x)%OPQ0C#@Qvk=A>M-#muv z2sXsAR=o1+%mo>`zdh~L*jNtL+D>xcQ}pT<`2>Jsen=A&cC+n zxoqKqRV(|fy-QQwcvG^`J?Zi5lVzb(OSMGl^p+$z>d5O5yRXBDt|lW~UOwkq8H-7m z6Qz&aHds{RQvwvPSDw}>jp1VCoO}|?!ih&J6wj<;61Cud;+l#y&NQAcvx(ZEKX}j> z(mA^?12zEv{3I1FW0*e`sWw zoy<~7PK;aDK9<|uelu`bF^a{7} z=8DbfKxD##?JX-#X6Cj*}#C1{}Jn$Zg(fL*>417ej={IKWl4Ha>!QW>0?i z$2feU<4w(1zE&IF1pByV0mDjMa;D&D4+ zd6YQ5&G?oy*kP=m8}{VQyE}?s0qEXUUFlHyZp9Q7ReTV9D~n5vjz0@2=Jd7*S-=xD z_x+G9Jgnh-64)2b0>szroyn)}us0=cHPw&*iWguuVUx0hFSKME#c*dV)9^chW6qT^ z0i(hWk69YELb(Z?NFjja2a z(1q+wM-+mMy>`p+SZZ##c*%tp=$sr|B=itSBGkwF0KZj+41^!;Zku(#4&jVf=oi#OmS zLNBqd(H{paiVrv*i)SL*j_E9iy)30Hci`d8$q}1{S7MQU@T{DH5xem4cAmGFZeO@MlVC;DxNc!SeCB`2K+miv0UZxA z8eUj=O5vM5;cw-Vd{6A2gM{dlHn9j{EYLeGLC&&8<-PXn{}NR6)b568PuMtlxPCV8 zd;ZD8_yKq@LQB8R)8@~{%b{q+BC!JDIg&Mbo^AlfXg9rdPoPYj2>;_C;YyqWxcYTH zOb_*@#&G1$mPB;^Xy0!F_6ct(jt0VWCK+B5*#A0o7K3Pf5MoFk2AOFpiqn$JI z+wJZ<%IavgVen*ChR}VPGw4^{&abi*(?HHEatD>0LjN@BthvZrqepXZhET$z_w{1| zV8%fH?HvKgu72(~Lj5Q)2Eh7UiHRnVO~i1GQG&2DOSR4NbHVb+3ho_3V)7NV_=z4 zEEO8yLb+V{)>`$Vr!SDfnV!_T`I|u>(b{@t>~jBKq_FDsBIwZHGppLB9zYsa6Q`5xQ@3xv-P2F6YFc;i(lUg& zkRA>(CQce~cmx!j==gi@5*D;H1RQWv3KVLRa2$K}SU5NsD=Rxr5ebx0Zv-SyfLLlw z_&0emAq$#hV5*@U1K2MDu;XMs2*VTtjKpvO${-y5sB$!(Y=Vpi2*GwjGBHMT@e=n# zrV<>~(IjVBa46enL0PS>xM4;hQt?C1q7WkGAPZ-Z zA5-!&CeSZ18kdvD(CLE7FASy(vJF8EW6FxCe^wu#ARho~Z)W_3d7EV0)90|$q$rm_ zf=Xw>OWcVZ+7rL&LdXr>p;CWjTOo#ni9T?Gp)k2&gp*M0Yi1`&CWhQ?kcE*r0MbG9 zEwy>FY-<s&(i47453f;!4#9%WaU{oc zv2a5xKQv{6fnP0{Lyl4|O9-rSHI_uy6^y8d7$cA%3c~y0`X#0CT7L5?vgRk%2or({ z6wN>3OwB@x6_pFW^dOmm1_@)f*g(>x5yxThrQQlFwRn9*c-dM?v|WOi@5bWIu*6{?X?54vZP0}G8`6HBc$q4{vp?&Xn-M< z3~-7%k>j*-lj>hTw=!jJ`mviYR&J_$W3j3uAt-$7I={raBNAqRe5Kny=2n!nsQ7q- z!QZ_^%u=m~d!p-SGzdH#UY~O7Hb#OkS78V;`ZLJ5v}dVRu+&Mlby?`KX$sD|r{41bC05w6gJ^j*+^TYTrj-$#mGU zOcVU%&e2bZ(Rn)4wxTO$Slf{D3Az1Te@e+q1DZ=BghQ^8#n4?lo>rH9wq1Q=S1#-# zg@m)Bbm-Z)KG=q~R;cDDM{yC!CzO`mJ3!Xp-1WNNPvVbI|9ZG&dRSg^Zha{eBG zsmZnR>nipbSR`i{O{%Z7i)=?1Y6JH;v^1XPS}UX`_>l}$Ph>1$GT-QVEM+X9Ns?%l?%+h3~+|k2h40F@n z;#9~tGkp$Q6}{ZK3Q!#k-puOx>lC>|>8*ZeQWq1YLAEBXAA8 zUEE}cflIBXTr7II_v*{|)OdIK$8hAJ;nLOjz9#RMtjB1BuF5P%M%|>z=RQDcyOi%* zr!i@R8kElpXy=uQ^;%wT`2wmYR^91a_OiR`usdwERJk;x{r2PSslFhl{a)!a#5OMz z9gG3}fh$A$d$mSk7CMd=woXV#%DTF3s)o$?{kF7$VcgrBkH2hn2qe0f)=+v(ws@?+| zf~%%UardkKXF{TU71JxwQealWyl(m~w}pbv0ABkB@9&uEXAI5aX6DpGbn34*4XqIz zp8A!>1M8F`TMbHem-)l!g0F_lUr=)H_b0T(^q{CHKPWAP1|6gJi0SQ5N>d*>ajU>M z99mgj$xXIR_C~urPcy*igRgOVk&G<3(YfsMy&BPcI`02~?nS2z z9utcZ26_BFb~J{JgMC((L86~bw`AlkA8)H4!dyiKMORbHm)v1oZq;7$`uGCwIA6); z&>yUvdCUmMc+K8Ke>gq9%5l9ka4+W*uf=;To8XC=7k-#`o&Vk=B}F)WZxta{g*nz1 zl*P1Z(Bi4FsfD@g;!)ITkhwk&7M<*L8Em<}i>HB|4t4c)``NyHySqLAt(JT7!?v?a zt#z?RyYk-mDY=wfY5`w;S`*h9t+MsoVtM#1tekylwAqR_+$sgTgpqOeFT95(b#0G| z<+Wq|HAWRK3r#7pQs#dV43bt(n~fRw?nOS>Cx>qFQB%`WV{EV4KCitE-L1{#x5UBQ zJmdc%vHP_i>0Rt4^wS~{X4dc%{A?4iEk0UFjeTr_gM+K_)phqp^oy$5s%LDL3`%l& z%=UcuFyaLSO@wdfvnMBU!*Hrv?UsvfzKIU2 zqFF!;{1J=V^QCpH$+wfa--z}1nke?Nem_o368klb&Go7sE|T>H@8Y}>Udv&HTBaTT zI*EFuwqJAIrYh;n%1kewll~Bd_fogz)ogl><+%rYohh$fi)j&A-23bg^kX6^#eZm1 zw*S-nXC}d3*Fm4Fq2LtR8)o67hBvI&=7&v4p1CIP9jTkXdxc}9; zVfGiafV<)%Hol~Slqm-!ZvB=_z#!0Zec@PT$sATBChLqr>^1D+gK#2rUi%|^-giGinbq8i+23lI<%o6zV>(RwwNtnZzI5Gs{CWn$AWSTeTmdWLF z+dH~~TB`|6ETN;i8!1u(Y6=prKMF!*+RN0I{zml-Q0SieK`X?b0%J5J~LQw#M zwP{0=llz>%eTW!z009n+LQW%l3C}CPiicq6$E8D((3S-zp5%FZ!X6d20Z$F_}oY}>YN+cxg8ZQHhO+qP}KJCn>LlQ+rB z`_rW9zulx+UEN)uWH>QI!obU~^wpWUc!c=UF9IK>Ers+!3;e*5qB!G3DEU{MusTA( zp7%V&IFYL#&L7nQ~33Oh^IaXhp(?|6C{4{tb%Ls!+f^WNL_AO+A?!K2F2X zjerQ7{ES2Zs>YFsGDS!*Kyp2JJlC62gT3Od{EoDyqoZaB2Q0HTGwXA9bp@`mHhoa@ z_=?vOCQ=FLku!4)281CS@Rt09jpB2&@!k)2DW>T0(tBF8>soI%+c9aZfx+&kta}78i=Cu4OQMLVq5=^w72e6m4ub-wd- z>{M9I=?_J|=(@Np{d9ckGI^cdz}j!K#=2Z(D}OdDJj!x0-72?Q!hJPfDMyPeB)FJq zzJ=*1?U6^vOg*9HbWeBi(cfDZddx7LOnmlhX(iP$^Z=1J%4Ev<@(?A=NNuv1d>lOg zl#0|Xx^8~p{;BBYO107Eu$p~b!>sKm`+cVNs_K3A*(P_W=n}+*?X>nUv|3wRq zk{0zl*LkA7AJ9p)Rr~KW`-lBuR)!>6qlh$mO3&0)pPF*3_l3wdgwYMM-L2ft8$r($ zVGVvJy+E5e=B=cgGA_zU{$)4#q7m{iml0U0TzOaow81~pTIKcnU^W=9O_b@u+=^Q` zH2;>>ShG;;^WS#=jB<7vT?fR%A!WS$N%G}dY*0X#B-?}A^(E@R3p`C z=j$^#Y^0F|ui^&!Rc`Av3-^0JsB)=BBC-N*NITWL)_wS~op$EH;Ug8(>u^NMM-Sf< z?{g=rB5jl6GDBZjW3U{=6%rFG!`5Q)o3pvlb$!I9NMtc&JW5p+FfH_}!?Z%Qzda{x zF#`I1upXJrIH}{5I5NMA+nYYlq-&TY?6&^Ta{L(YvQGIr&Jv@!esaCf!q=u0axYPM z?k-_T`np7a4@NG^M(yV_Y4~o=$>OoVu_Ar+#2mY^;a<*Dx;v0RkNA+(m9>~q_?^R)=(=*w24)2p$%(K zN_BYVcd!sGo|&VJeA&h7D(s@acGPmHS5>L4BMzHiMUaH`==F23;Ou7elqj}dIGl>X z)$|d~S39!(0nex?EBJYU3%z=*wZc1jd_DxC4Z@Oc&aQ2i>iyHSF~z(*q62=@1Y5bv zGNSd>QfFtBrAB_Hvu9>scb~-|-aOIz;Xp+2R$~O|-z3EZ5JneIPd4*o}RLzxX zTaiMy8d3nq3~Q^lc&4%|R{R31ouTi@jr)^YXVjZ*cV}#`ZBtRcWwZH1>xQ z?Z-FC^yvVd=i3T4volI??R-KHtNV{)NQ2d5s&2dYrs=q-)GvGKOjUG!h{vUo$2}bW z2th5U9CQnVs+M+A{<6`6S-Pq>^l0eM8y_F10@nYcaoPVjjmt*=->UYX|H{hp-?RVW zzp^nf{(op(ZRvCT9qVAic4hM8X)K*nO{IwB8%ZXaX=%&J3udPh+375%Y>q|d4ae}K z1R5x+2@(;}3;QHkKd-Ur$1VOW*VIc9cn4uI)H&OQNx`qDseFl!})>zp$k%I_-^~>;u|2@ea ziV_1LR{ha8!HEK17!DK#|4R>bSfm4X;Oq~N9H(9yz|n`dKo^vjp+6*Gxd2mm4*|s$ zN7$1l8A@~y36eY*+@Hs&FwZNE03(q|U(E>#h(HP4FU^Y#K~Dqurw>m^04EE8;s_uS zm;ncp_|LCBA_NS4GK2`6G-JJZp`yVX7j4g`9S z{1qfx5@7x~9OxMu6G2dx8usCq8N4MjLdI$0WB)-30U!y=1BntWOL8VA5G(|%_l)}L zXY2$Fpubz*V^<0M-3j{DI^l7_kJ{3R`a^@e0LRM!v0R4kyOb%{N;53aQb4){jA=k1 zhC)BAE0c{GaKX^iNQ-#Ak+5Og=q}6Et0PI3Z8G0SxZJ3tdRC30|FB z8i3V55ipBVMqi=$c_LpQ4m6QQLQctmk{}etk{vgG@F+B;Bt%i4e-DeD=h|qnlnQGU zcMO3-AR-3`Cxh1ufpXM;6hNBM!_Jco+>16biwxY++ytXy4iJ;Nv>pUQAY$<6m&qy6 z64V?83a}{X`nR(_u$z#iVD3Bgm!Q{!et1*Ye_v9ZVJxH!I8IreR2afyfIkuZjsWP7 z*#LI5TAzQvgGqzVRvR!HB#RA{;>yu-kbEk(g&BNHd_*#7ew`+)w)Qh=+SL@n%aMcp z7N8XQ6Xeq&myf8lrU|e%s%r)8pjQ-f3fh`e1SdBkjp&)HO`-80E(x*(yO4QyNl+rAO6?v>Jq(32pp+^ zQ$ofE+266?Eufep(MAbE2k|WLo!`t~3BZp~%s29lQE(|4BYSuM{r*D$xYSY5o5l9? zTwzJ@8uad<@tPhzrAAnNcGQ%GnpXV<%t<6RyvdEk{ocm%t+1PZZ+Qa-Dn|C%yN{C+ z%SuS!&5n{jT@ooubaYv&e!&y>nOSo6fE3Y%)O4zyCj8l5xA$^tYge|U{@FULvys$jAQ*);$Oqug4t=ki{sw$z;%j|Kxt>G$xKYtaoI zH4eV?{fPSV>OvZ;D$Ptwn6OsAOrKt`ipQRtHJnbO$pVHob(fE&vop2ClN3Agj@R$x zQ{)TP$BvgP9{cyFyLer2r@=vN>Q^>8wBHIAbuqsba-4bOOr57e^}w0Afi;Xo3JMXM zgPbngrS8(-ojI)Bjg9i3FWgxkU3S|T`-u9J9G{LdRtsrQ+mzrjMx|9(Ef$aYAPxnD zLihFE!VVhzOV;S^MD(^#^q1yTy5BqHobiZV#S`U0XquNbO78p3_KsR@6gc-TnEiPoOYS}QxM`v@&$ zwgQIJRwZ0)Y@N6%{5<(eAQ!=#?Rp6twVDVjl0{iMz3kyK+Xg5rRwaJb8ZT1UEJ$+) z&9wQBWIc|K#jI0(9=penk0v_F>_48r5B@tlxSOp_hwiNrXUVvmEk{+Z!wd0V8=PpY z_{`kR^Uhn-ce%j0xloKB(jaoM&{h*G>&K%w_bzNo;a!&@m@?fjE6QC3%Oz!v#C_f- zx+_h=Zava_~Q;TnTIcscyYd+9 zjG|@!sPK%#H^d})Uu#(8Tt_~MrJUFoYI5Pi<%(|kBda3d3>{VFu~_GHaao`tWE6bU5Mra)}IhGj}C37zXSoHH{zowUMl3@KD!bC#?0FzUfXPtDcgokWSP} zZ}K4ye4Orba~>&o>8sAx4$q#%I$khldG9aXF4uOUxsCM*afaeu;JPfG1#L%)Og{om z5_fJbRBEBUxtLI7YJBfDsl2mL=Q?lSOzjw-0!OY5h7LJP<1~}lb3R-P<;sq(Y0c6N zt=FO!WtgUC6SW*+I~l3o(&%9_jQi;1Re5E;2pB);?W6z8s4+@ptzVY<=E=of?DVf& zYdemxru}xCL>-8M!Bu7;o?^zjMtS>%cn;oj_o3-HISQ;L9)X7II#;QpHPXG-_H`;e z9O`0qw>n|2#gqe@s-@LVpEuj;@ptNZP;IN2it%O2qodgIC^1-GFxXoWR-Pll&HX;y zcZpVuvQ#zs%F%GtiYI^I zvoj$Z$+MDbLNRP|bJH6NwA8Hkf~K8!hDgao8{v6w-PGr@u;5K+<&k#Y=~_{6y1l2M z;CPrt4@OG%^I_@uk;Clj4~765mA2?_d3w|I>(5HyJ9I}0cndmFm6xtusU|C5n28r@ zkA@ClS3kgZauO z5VF*^w#qBrFL2Ggve5r6hdJo~7dgzx!o>DpCNCoaBP#rygeIVEs=){QvGp zXlip&N3nh3m1Yx%LSl4gTlhz(Vqu2aCfHtpSfC;K4_4LocD4Tym+wnwWoK{iZX|Tb z;%j^EBZzz)c{w9Q=3i-lBmyt=f21l?JpZgN?lHWffvG&8Ci`XA9aOc#}Q1AGf=^yF4<668mM-=sssxOBf+g=}m(zmt) zi!(?v10na{>X)PfU>W-_PL=-@pd~+ze@8`I1SP+sh=PtpatLCU`tou=;L($xy0FUf z63IEB;Q*B70YDxY55J<0%Jr)pOCAqKFDMVc0Ic<|4*1m@m$t69jJk}LL{{**8$1A- zKla@C`i0y2Z@(y{DA*e?ERN+3NW*6-fd9tA@bKTz@bT^K?D>J^^wp2>3=1;(}VP-gW{i=Krz3C`NAaz{79XLlO|z@sB(LU zr>94x?RDDtnZ(_L0r^qGlrlQ?Gdxa8Is$MVQGKE1_cHQQsw<4FkE~?+$Ed=6!!{Rv zrt|;DsH#j{yv2I>W##xTo$Aex^zX|)U-$gP>ioTpz})QQ^!gs2_G`6)YH(|DbanVq z6D8=|nm~KQ?tZ*wX>9lvBcrP#pdtKcvJrseaeIMzAf(}XiK4@&`gQr8BBLb&$NnKh z_fJkn?SsKnbns$Qh|9*sXl7cl`xvU~<8JrQ;!gj`ZEvXuZ{PI#?e%n`@?v`2oyu(I zq%Ysp;^+V>9{!odt`htxYy{{4NCV^-1DG3JN;r3G_bWMW%{Xqwk`AnG1s(&`x3#{6 zd1__^58#XI%8uUl2S6uN%d36e4f#!pQ)dS>RV|_269BhEEAnfQ+RO|D*!oorjQ`qv z@+0E^o)s+yyj5h1>#ip2gE5a8Dgtl>ga>*4<@>zyvy^Dt*r3GN1T6neUHE-wYH4hE z{-T@xz5j=&8j-99aBN^|`Nq#oZVXBWpOYS+7+!k7NBb>Kab*CD?WyYyra|Z;{ViMa zyCv1STMLNAtK9upkH5izkABvB;mpnT;GA5*>}|gcfc?~8@VfNRz4Jh6MKkS#iE}q-0F~5(ljpdPvaz5)ZLMVEPF^MD@UF#y{d&`r3ZPwg8C-|3-V+Y(Av5 z#kW|H8N(}UOA`~zW8(|US9~6>OS^99x$%kh6F$k9-5FXx!*&2^Qa@sPRb;ZeApjlg zzbAek_1|K@wdvM(Wuy`4(SlHRv+PE?l?UFvwxDGdgTC%cT@NHPPra)jrM~8)YeC-vK`E`-|b)xf+t@WGirIYx_`2u7X(foj8JcezNwSb_xN1n~43@+X? z<)-nY`VY=mV-oAKs6Sasqs)JBzRVxwN~ro=(*GOEOPj&v(!r!brm$?s)_U)T1 ztx-OgX8jt=Vcjas+D^x`yk1lp>8JhBL4pQNfO*H ze_}3;Lw!=GqL^0}w2rz(7C-CCJlEeskk^XR9|e@NaNLTBX#YD~<8PW}rYU&bRr};y~q{K1MfmO}XpRyUSvT3zX^Lx^m#RB#^O5$9a zt}q;BNeqFg-4yQwZHYPmBXs_m%$uk9K=L}#Pc+}7W=f^|<<_-&s1}JHo#(iajz|~B z<)sS^z408R{FfJH%Pn5A}HTNk+HUt%Z(QUynKy5=&uHvXdGLYKN~ z*?DGiznq6S8}Au$=*hCWi{q?__5`H~!}v-zWMWbvA;BN9Qc-{?O3kW8wG4|yvg$Uv zcs))U@zq`KV7?Z2lvjde{c#=Wp;Lx_rk?X0a>sPGQ{&Xw&8RVpb^E7`?7voDFeN6J&fwt0J0!0m}$CxuGhNOsd7S)qe)TfFVYMuo- zoiq_lJ+<+FHIc$cqaun?XX|HN-5F?=zrC+H2`s6NmtV&@9;6RNP0_J4fP`eZhIE76 zHJI64qqWY0N?F`*F@Vb>&`AcsRBJaE10djDCts(nXiv`e&; z((+|joezbB1f}XU-`qeptM+gx3RQe7L5F~!XW(=uUW?)CXCwz39`4rj3qtq^FTGMr zw3;m>iIcN31|b}S8KXTLJ&)J`Adb%EzS!^ z^L&<+U~Vui%x^+pIbhjjoQ#zo3lGoG`9nIuc;yI60_oukJ$}dEf5l_~aa}!#aQm+F zyFmpvDpqY$SfaPzEp^STI}x(EZ)lxYcEj10+3fiqm*^u0ac*9s>^kdy0n2Glkqmgc zxP#!+YtvNQjsaS*0F@aESDtCXBs$*-fUS)L9qqWPK%BY8!AoPoO!G!16;w2oJ<|Ub z)1-M|wgggf2xpXBG||cywD2AJpsrW&mJh_|s`ap_PUcBT+@$JL9G*ksqlU2RiS_Yp z<{t+CNS7ay02|LN+ioS-@VAy7v+$L?{&I`Fsy!^N6Xb>`N@r1pO}%`%E8u-c4oO_C zg;PaGR^MGk3*TEV$sM5ugCDPrEVt#B-7-^RmPuv*W&d{7gDFQEbm%#3;mTx|aNvuX zz_CtSk@l;))bcq|AW2vAhM;sq9DuM`#0g_sB-*e32NNjKCj0X0Y;-fy@sG4uw)Vw` zF@mOr(HHdq{oVCtYKOjDE|Tb;L%nsK7+~F`YI2#!eiH#qgRgA*+m3dX;Nc20CWyC* z7)P)?E&H!R9L`vR{T{qGtC-xCKeZ=OE?{nNH)h_AQ-mGr`(+l+ZD+}t6OSSS;X;9X zJf!FiOsu|OBCU=VSOg!4a<&xa8}*P?RGg^T>zD3X<|aFmx9|JEwpfi-l(;!doog&m zq{{Qn#);~upNIKz#oi{TO$t&@Vl=tc z+8w@xGf#2Ro{XoPI;Lm!RLkl0tey%tJMQVbC2vXNuC|qBw>FglDgMk@GrvwZ3aNug+-4YD)Z8d3lYu?56Dn_Qe{jZM=KlrumA?71+L41vjtj%MhXBNMxA=f z7O2fATd(^<<|~O~K~QlOVw)qAbOupnV|6VKX_Vh#ScJE3L+~hiuC?RdE~^O$&;&5ddX^5=V(XRO|NV0(rgPvqH7sPR25gl(|+ zzKgdFiaIy{BCsAjX;Sw+y)|U5rkJZeXa8mwea0}AR$T2fY$`VVsPO73`aVW%4;Y-- z_<NiEaQy029M$!_t?@}x6~v~5)CF$R>Gf9VmPy;w(G z+7;UZCs<2|vcnX}6TkT7sNrhnvV9U0!7YyIM2)01lBeIY2scuc4om1Zz62@v%Nd=A z)|0J6ntF7mGkCv}3fU>?&#@Vc1;ziY(f`@uoP75Y9K&(pEAToN_vC%Zd4NO=7|K(_ z^H?{PNq!jqa<-0oV&<3|Sl0~j9i`0OoMv=ToVn=(*x)PEu6?l5MP+IAEpV3zdUV~a z^T(5cJ#Dh+sCVI?R*iG+%`dfXfczF}A}wDaQo4z!p#9vXYC+4s{>%=fGvG1<= z7LgWT@!5K(RB~)RsQL4XMX+kf;8gH(u}ER&r$O6aK0PAU{FgX75r{AAWTH>DU&8O0 z*~}=BcjyGm14JsZ zd)RCzy?|G*=9LiRVUa#gXk!rVuz+o~&aKH4AA6SAK-PC^<3a$glAiXevVed!`>BJ5vmE%HjL{F0SjRxTPtH71bOEL!T_1EIcGxC75l!+M*tsE@(< z*+uh$)$rbPy-4a8!jFfMuvBy~eSUZ1@<8@bxZcH(KmrLp0b@UraQ>S|Wo@ciff8o! zMW={J+|(&Zv@(Q~xF6}XV5i(J+>H_|&0UsQiHgP-dmO@;-x)g665fD4pdfvLi z1Nd$ju07&1oOao$vs0ZHk4Hnw!t9iq_eVtHhG?PbR(f<&KVxmI{0%uA2+^oouTG!! zs{6LwF=|9TomrI7gJJpB3;E7o7y?25HB^xDoNGZY*)(vmx;gkLEg@Rskq}~4m^(8> zyuB?c-vQGi3F~(+(aZBIWdgR77r2;uM5TWnEg>B7pq^1YwELGFhpnKQ?fp+fr*!9Fgj8xBgA-d0ba z*X?ZtG73heoL2$4M;qH`%-C~T88M`Lwr_85#mV?V4}%26Ez?+e9m8WXx@QlMNqqN! z;wTVGX!UG*if>AjafdRO_6S>Tt2{MkV=r1;b1GRO8ekaF&$E{^dDznFLKMsKQ`~1% zURx@<$9G4+9j<}Xwskogw#JACJS;-Up2v1TqG}ZaimWKDs>oTXX*(yKnfKSUp$M+b z-tI~^8S-PFk_{&xIu=)19~{L|VOd)nQC?dvS!>xS(r6U144e~dO(}gxl`}a339&S9 z+&ZzKN=88iF)v^JWUbtArpT+LJDeqZ1c6CqNA9k>{3CZ;0>ciy>gjZ16kdC&=dIAL ze)BNBx4gFSdYGpKfk)fcAOuAQRr!ms%^T`MP2|;O1W?J7e{CW}H~?lXZ9f>6INfsL zm*c90tYiQVg*$>-P=r;L+GsKD&L5EL{7u?eO#4&01qZI*oD=r+tl5sxLXoo$DQj#m zvSxF9p@Q1%zamJDo)aA3>gcRb*7~z{$IjD_t7)ki!|M;Ln;T7DrrM^abXLN+C zq+lG+uv8hWZMv$8UBt4eLRK*ga1qaq><=IfDGupTVmHRf^75Y@a^C&5v67xs4--(9 zGoWjFu0j(kAF%PC;LwXgt8fEk!^3F$#H41|Z?{NmGl66sGvZuW92;^wcW@ru<*$xH zSlDgY%m(Vk#B=;;dL_!tVtvXn+Yc)MZQ|zPtMfXSxAQ1^0&DrZ#XAov&v!mLi(!bL%Odt|SvAzHMa8FSiQR zpZRpx>`A-))_>F0>Vrukjk*P$?>-1<(>^4dF3@9o>O^qT82A-G6TbJNN%2B_-W7FM zHpWLM6O=bRtfyqlw*A9HOZd-30~E>L5&~EY6Ab+K2qXZq$aM*Y>0mKo=3PzR4DI-2ibNpeUK<(E5U7Emc(#0VQb2v75qWkOGD3XckGJ7xst-JM5Awmn%rXj-#+O1& z;BY8EGx&UTdK0-m7Fy^E%%Z!zbjWR0(k!s39!9$CA#?Q+9}1+)M;SRZ_%rN$#W<{v zh7M3<)Qoo)8uf4HRe!HZ=2@E{ZiLu%%ZSmpRgFM=?HiNv&lB(4OFA6BBit?z){?$r zj^N@s1p@uWaZT+&#$6|e7zh6F9nx6F!fMQma4i9u;Zu>SL9hj>ek zYzW0A#2O1Lv#0os)@)j3-LAnz;VPXIjSlK( zrXh3V!Pge`Sk$?7OKN|{FH%)f`e)M=v;fPjYz2o$?Fzin{t>J$o0BLYreWi+kDj_^ zu44YSV+uj}<^0uE`N#vAl_sk}10~eZCCvSmtf9X@gu>dcy(#1w*zTz$Tt5I+%$(d}(WXkt-UKz+us^9q--qe_{6RMmUyCv!)Vz+qpwZmGwekd|&8(GDxzG3cgrS!V^DR ziw>RGOFc`U!rz{Y$mQ%(#%j9e9cXpiz8rhByd@A}+4em3c&7_}Z70r2j#6)HN{ zhJwokvR#+wp5*71m+Wgxf^4d|ozwUbe5Wx$F&mWR`gwx+9a^To+x`o)ES4*dneW){dYbi7vgBrdy$r9_mtzUTQ&3U8q@#`}C6? z$V^r+dV12|A0YcL+n3D&4>FYhWfXFlPUqv>=rOXP+Edf5~P|` z#wzu2pR>=3ZiXh@;n1I#(j9Y3I6pgJj`l_oWfipq4Y_>3AmLd>G+wf`IIRZ ziQ)2C!SE^KRp$fp8d+WOF$?tb=~H%%-c5sXLr)?;X;xq9A;5v)0+I$}jtL zMiX-n)?-A0?k$HM{Nn+aOexk2Jdzd<+Gk0D(d@P+0GSuOU!u-Sz9BctwUXP!dCJV& zDi_}wy^zrVo1n(JA za5Wv_ifCG8`soAHlo-0xa{-G%Cl<}>zRMxaNq=N%< zce_sLk^*Gqv;rDbc-Y)VCO053`-Y-s)WUyq)o7j>&$YMnQ-Y=t^vsK^ z;B?1)vq~v!<0b7=sMd*_tPu&~-IUM_=jiNA^mdMd9{7Zaoo=j_+4QY`14Qos8b<%U zM(oc}Q5usCX}@(bCkhk*wOZ?}{VfZUaCD&ueqQUHO+|-HaEA)IH zR!T!!Y0cIR7!Qc8|GaiK^v!Jj_IGvyk^|zpl{&=G&1yIzsKsG{#r|S3l5y^e!AvKI z$AgKHgLZ;id zy%O1reMo#H|GRfe073V=N;4-`#HNsqX#ZRu{6-xp<#jENj|!O2i1`oN&Y5YszE=FPDBH^`j~Rm*)%S6Par zCCT>>R3%3UI!kFA?37mVFbh+=EZcHEm%av%$bW2>p~*Gn$4{_g=J66nj_sV ztuVcesidm>Hyi~t`5(|>qaEJtRD|(TzEL$v~;pvc1PlFPq z@ID$LlRm_haj{?)R2r;n!=!nLg3!{?KG+8pvs81KugH`1# zSA-*0N{+^L99ita7K@Sd{YzC$KGmxsc>pjZRzVuwH0jtQCw8WrZ4Y{2a=&YrUXGxn zlFg|wp4z@ZUOKMd;9XI-+5)}TgKHMS1O1rMN@LJ!a{k~xQ&ZOa#lnlQu8cT8at1{n zY?W6}57{+|?!ITdb)`CXQ?p^7FSThht3>#}50&lbMIcdn$%y#VGnFwBT8fMgzLK0h z(Rx=uEu*<5N2#^lU)#T(O>J($QoMts4oyb~%Lp(T1MiQ2O?hQ_;QH<0THUnn)q zpZs`|I?tAFr-z1}4!TvV>zeO++hK3b5v;dHo$OKjFe;DWt|p$Ig#;~a-7W7=;A`3^ z0d^)N1QG|NwaJRZxG%zIie5}z)gchx+blkspDuiy?LXwBttdtBV_v|S)jWDA#|yk; zMZ@5J7tNn%pBe+s76{Wn2;yHW^~!-sM$u+tkAe}Xgz%Dx|5l#H%2t9@_3vC*Cwxi| z#_z^DF&!mYxXFDTQZFF99!AnwKZOks-K_Ee+khmJnggzSBZ71H)>HtsS3A%R=IOVr zhGoiy3>OT{w^a`bH1?&~h?wm^nzdoN_jY+BVrJO$ZLR#(}~`tEw-yA-+T z6Mt$bMvJ0+Uq!3i8dN=q)1{X;8w_jTm&jP77Wh?m#Hz#H`Z$(EjQsJ!G= zB4g^R0tRet&%dIHDV*&v_N?Fn0;V!}Q5Pg%Rhn(2o%+!rkap#Z%w@lcmoD+&*_$9@ zik3}_PtUu;vMuMNHgO&Yv$}OO>LJ?tb3Ipl3(u=ma>;~B9vX(yfy`dd6A}kg1N2a+ z@J^~{Ilp(ii*T@JE`pG@kVW#Y)8-I@za5N*^@fRyis>DU5?3}r5Wa?Id`-Sv4z6WP zODqBDl>Q~WDIp0+$RP3VMG4@?xJA+O2*yD$#DCbPI>v)n>|3~o@6G5wNWE8XSGu@L zyK?El0O>R2Ueu+8+Jz%n8IZTe7F1=U%Q=Anml%%cw#2#`VR5hqM=9K^2OZ^?Sn?8R zXzG_>?KHmli*=peH6~3u+jA^hMA{mZp)0i8r1M_B#AbOl&O^wi-k~YeL%ed0qc2|0 z>2JRywK}>?>%x-tNeg&yz{_5VyEL4B7lN};htkCKsC&B&H30rPj)eP`Z+;}hd0aHK z|A=e|grgveW9@{PkA@Gg$Q7K%pp&&|8-B++Vh211Tl9emOSGR;wA@B!-eX+1#LMN} z=b)YF|JOM+owJG5Z z51!$gha?~4lqIQjGq<6MeWBMc@`+jTuOCtA`K{^}JvinsrDHy0@xNxZzIAo(VkwaM zGNg(5eow{(soF;ed{JOJxP7SP>4Mw*Lf`7*`+HzX@dLVkJ*0|%dFfl>b`PezjV0E^ zF=*MfE^bXEPR^gc&Wc_q>2`d9mw3aG(>}UXbQTQ@cP~OT_^bpns)lew3okRhg1%mh zKwia*XRZ){R(gJj=x6$CTdbs~tWX+Pyuvf?JyB6byf6qNvTilPbD1LQt1qu-AQuB0 z+`d8oeonBtW1x%X;eQh%WD%ko`*Xx2?+7DXm>xVMsRtbN`TgzKaVaUT*61lB#C1{k zc?5JRecS!L^L+^Nj>5H*pnopj-B)98{}RPUWB;j}>?!CRCufb!MM3tr4jq>HVu55( zMG);~>avf5M)DFV%kUPjdW@%|n`FkKvUAKiM~fqqB7B>XI(0-CK!Es0^Uw)>f^PA8 zexkM~Rz<*Pb)hH-x{-*K25lSZSUDm3iBa*hGKDut6V>JEb7w)zd^^wqkXNTs*$ft< zwt5thR-4%!@}q~9b%%*_yrZ6g#Q9CZ!T={|=@uYc}{bD%Cd8I`PlNfx+EpO4uO(cQl?C5$DCWJkC+SDw+dPI`*cSiouY=g5z~)%_Zv8UUbU*>8oT;Uhf(0(`C}dOf}Gte?+| z!snAc(8_L*9jNCOVZ;o0l6A0KB^-9SPSEN(%7;M0mLBw*q!AaC%qm|dD*}FKa1UNK z2{EuypL^qa@w*&8#cW{| zS4kUNzju*;H%6S*5O_*U{;r|Z2_PT!NY-zaW>rEQpgIBgU|l{&YbZ72(1hWl6rAdL zu*8u-uIK)c$RmLj>7orNh_RDZ#WY(FgOjw|-yY3qv{5W8(Plg00Fv{A;LEL*SPcw4 zkb{_m5*4@bZ;bGX&2!p+B|Vs0&8A;{8lCA+i*g;7RGXz=G&=zn^F~F{OxA0BZL~Qt z$j6@p!)+JBxG@|MvlPWB1QSva6%+=RdhU5)H`7-FEdy;``}B(z%*P9>nKKZIHYfnn zgx*19cuF(m`Is1_#Y^78Gw(C?QG70s*=+I0-`%Q^D7CujbOGs^+y%aXoAM^q#kpKy zAolUFl}E5Rl6Y0SmqA05n>SIXw*;O`5Lgl-gGof~`CG~Rxr6Vy`i#Od@+%+~KiheZ zigbBuaL*!w#(OgRCebKy8$4^An_iLDSf!{?2|FEwCbr4AQ$>lOyNo%?Ky%-kMC!bW zRdA2KZ+Cxls1RG8?S#u1p&6g#fenn4nMlj-ELbDkGX zRFBI#RNpg7CSCfwLVh~!8kl2y2lYD6evrgCx(Z8lat;vviPTQq`52u-W+_w=!b=j+_aMKSm-?O@Wx_{r9nSrg9BB)NuwC;_^8$ISSUjof( zDZK?_Lr8BDyK<`4wI&0&WW?cFohRUAG=(l7U)%_^^LMi}`8blJ&zpU%#kdf34}nvUV7<3)~l)FpZ`^SbEs(OrLqn?BY6 z5d(l}YsmKPf}Zibg*QOczkNW*EgxNpYd@MsC$MAObc zlP==tM%rd#eryMpq5wqJO}+`YAirP zR$3h70V{Px@(l?(Do|b?5i>`u__J){E#-Yxt7*4sbN*aXk5cFeqNsvh-{L*nTR-0Q zNHtFweS!(a=2Ygc7&XG(vVZlthAliuR+v_;mggj03O468^&R`iuG=bMPDFxF%wXq= zELno*4CCne(V}gCTZ?&|YhT07@N_|>Mg59>Xd7jt|NEkXiqzQ4j28so)kuCMk$DBj z=XC0HQ+_PFNjBNBs;D=jh=ftMsh5m|3n{M9agmvo@^$C>kvXpT&U+=L9mT9qcH3b7 zgFk0__rfNLLa*u8+qb%6`T6W+U;@>#v5#=D(M{lOt!cd9 z?jw-tvZFUIIRAZAm#JzJ^ti#{3kB=xxMejjK5_l5a~Xk@mgY!ueVz?8aY*;oIfX zdskCsv`XlG-G0xQVA5&62HIMg3*w$fZGy>i(b`j)iktAz1_hOb{BfTcdST+DC+V$g zWIM?KC3c%XR&v~59D)9r@BwCJJwQ~4Ym9%h{=4WdU>TZEoB+pb?cJqrvY6{1n9z3m3qAQMEs`;audy*g^ z4SB&2g0Kb0Rm8GyrO*7|X=-MAzF`#X{Tw`D>@SCC3C6Lkqb4T4TqShg&*&A*zot_~ zI1X?PEUX0wxN9oekBmOrYbd$@W@|DhgF7E12`Fd?v&SCJk+Shp>PM<#O>7lY_&T1r zT40D!hyvSn72lbuZB-swk&3LJ ze(6VvTTrI>3@WC@9fKbv=GW~fytUERR6_cwX>tJM6I=fl~>4P8Ev3^Ik zt+?5ttHNqP_~_h;hNjVFL`KFlRlPq%k`o&Z1B3cFCG{(_sml|%E zCv@+a1;jK5R(LWo7TXo~ME_n}4K}^lJ2xbcfV;8=uJ^K*tml`Vh{Ilwz;+RphF({v zwnS8w-B1v5RAc_!HA0c3p>B8aIvjv%jhRbC5SxIsd3M0a<;QBNQe@|NHNW66$xRza zNxtXfNE^Vn`_31@_*E}Vptw{rUS(Cs>2R-Ffh-CU|0S)efI_p%Ivshi22_OLcvIt+ zmc%(ZGch2u47+ZiBjMzE${i5qXqovKWh0&8t5xOZGbf#JM=@X&DHROC{%CCP~A3dZJPMt|HM-B-XOKIk| z$a{H8p5G7&YrY<;`!#Mgp*Uh2>i7CTQdp@8>H$_91xD3(N2k>2_00KravNHT=J>j< zRl!p9a)>^7@;Ainuw zgmJM2f03W8BL5o}!@|1v!7Lwhu`VO%ojGTyiZbdt-Da(w+vUZ?lCy`68+ryyURFql z%KRp#-C5RZ5PC$HwA)Mk>tOyQydPSz?s27=`xMQ}58b=PrL^RgsTznI^vKU*AUs^A z1MenRG^SO2nas*{@MVAKE}l2#&!WkqRWpyabV(-Ha_TpGxJ_c5GVtyAv~gb$b}5dz z*yQ@jQzc_)V`K&r&tX`&KMJa}p~m6t=V9h(J@iG+KUSUZZEDo^bawZ9^eCBYXmVE1 zDdi#;)r^cNpfPPhPwWbdo<1?B-Y{dzBBK0pcF-h zuxJZeL-lJ>(L_oU)$}#Lo}A~W5xVTsreoh^>oa$AteS4h>%RPVP)S2t*1_eh5pL*= zuz1I&6wS5{C70(&_e6U+E75H@7uKsF;_HO2W_&pFZMGt}J{195=^7aEvbM5PyQ8-N z>dg-RcIc?C(6p|nOJmMa=Dg%+Db?Ymj8PKt&nm%b^g!UlP)UWMrn>lhyO!m*x66^N zn$(T%t(-7KL`T7H+k%(vD1StQg2tRt93b;#?BZdy4Xef)JWR8nX{IW93SE{1O>0-hil%80 z8P__9474^lL@!yIZ#-UDbgw7WaAk%G@rl3|Vat09zI$2T-U9|JB8Y02PTnGty|m2% zQ0?p8`(L|FFy!6DheIj`L5y#Y$Z4BUZnW01;;ZL=k@2q)MrMLK);}iHv>^puA>K7d zyH+!Ac0O+J=&m&dq8w(kPE{0xPz(7r75O5B;jE`Akl)wnY)M5;r=YSi9Nyv4@$%`HfB zPpRbH$z1!F5WxzYI?+K8&GH)^Q4deFM9&^*6zY*u`z;;DSJ`@S^qx?NJxMx^ znac2P+^ZHMa9_X88`Bq0Uda`6ai3P)u1nZcA%z&#XWF`I4t*lXjvRClh^F39FVE#! zS2xE?#T?GX8mOGsD29ZEVSCGTZCLZbbRyEVT@BLndHuTjyrQ2K&z+0d{5~ehAg;49 z>Zv2y5{NoU25QW63)1&3&E?Z(dNRb~TMMa7UvnUE=uQ=) zQ_k0I4`ZqJrvd*Jm!`QBi73LPi~RjE^77kwEeRtCLDAZd zeS13*T1H)WwM{f*e`ynO964C3Rrtu9sU&jls(|i|@?}5O`e0r`>}0s2CSK_|nTcDb z_(uFd1{z1eSAWV%7jHrb-qo)A{phlSGEfs!G1r96_Q>d96D6B4Ac^=ODl?C2lAENBfP_A>kT!+ft zz=>euL5~xcsVsH3|FU)nhySYK#KVD|!>RiRbOndQh08XU0!O+caRe*>!#N3IytFy= z%2dFVm%q(UaryeYtC`G+Kg#o#at}|bq)Wg`TH*q$*G+nDYO|i^rLIci6zoe_ z*YTK#7+{~5YV{IYCXX}>kFqer`7)DIKN$do?|j;%syb(o)2W*&+6@GdZB_VVCllRw zRj50l;W|D2b#~ye1OHy#@}>8OmdrEC_judfr;7AYSO$EyP;iG{d(=)?#O0-hPcx^( zuBaQWDhg}((a79cq@j^~>$`_cHdW&VeSg@3h`J&ZPV-jfA~zurU)3G47(LOxMP$>F z`E7b~qmZA19Tp>S?|X0J#RX)B0bz^g_SRTpNL#eA`ZQO$UP4k_)zbq&PH)K5m>-9v zI3O_UWwVPC0Y>+POU^@|n#al3nTg~W^G3&c=+Y9S+{#Jmj-jAf9j6j+pRs7xtTWJc zH2J&dI^EFTQK;Jyt!HB;<{RdfJ%orhAa3G7>HYM>r(lx!xS~ltvl~7!#b8w!Eo{ja zR$?i@cXH#Ml4!z~oD!&42FJ3_At3C11J+$SsG=Ww7tUjT3HG0aA?b{x{qv{NFvR|3 zv4wM|5k;#57~66fKN2Y(l#=8gAf7H2P}QKEZsy>(gUI)M^XCW z$mY>pP(uviqiEXd-rpiWv^Q>OP1o*83hA6G4Jx6_xg-G7iSl@(eW!&fRH~+)j8r{9+#T;DQ(|} zS65|N@j7jkW%=~j;^e zODs>jl~z83W_mcs`zf3G|31y(LJER!n$(HIzFM89{?qBIN%0DRw*+$dO#{IDkr-Cq z<$k60Lq7!|rYm;6)ILs%waBGEvPGpPLU`};3N2dsd5%r6lLX8rZxH1sY9mw?$G=9l z>7C>2JG);XXz=jV2cgegd&w5N$I!^jgF0%?%w8(CU&iCU;4!Eo=$VaXx%c{UQRQ68 z_~U$_&6IQ~G&bbJ(YHK9^37S1)FXAzt08ud+z}s`bSivBmhDW<{rb2 zZg^c5zzyj$w|-sN-ZX(Y{L+DVt?H+zb#b@;rjt*Mf!*{|7N4_<&)nu0M#qqogOM-c z)Ow1ulyUx& z(WHgu3N?tjO5{f&JTYHYecmQV@E2%bkm)pcDVmAx>(pX@8|`wf(rl1q#%lClU>7wC z`>=y!uCMi)N+moSR&%jIMm49Xf0C1K)@D=y)nwKz$Svy5^WX7r8E(pr_D6bC+jBvR zmN8OVk$jHh{f9^k?i0XPy5U4!ruo!2))hrOZP@EPirA#9I^|%VN_3;{i z?&(lV&fVk6NbMOcg-r?tyNyV?1-awT3FS3Sn8?5f+R8h#uHSD|_M(ub&WtrnTZ-hk z`BR)jNPp^K4b0qw>+>-OAq_o&@4Hhk?ETT=6P=53jozsQgxx`($igqP)NFy zV(bV{ky)<*Sbv-9(xDq1cwi|(R!6YN+;RZv;)J41=*3CT4u#>|8HD&R)^S$}1O508 zEX}@Yh~BdVPqK|lGaC6k$vMefH>bs^!}y%5Zq=oqBe9{c;`%FU^N*sp zDGt~yi3n;fbI!kNFrN*pYW*8~<8lmKEUb7QonX#qJ7}|(g4o!GY2D^6%f*~1V?I!%cDlun-uLJeiP;JNN40+;^gQV#JWKnTC6>z-dw$oz&~Rqc*Nz+k(WEvV%zU*%W(FnIC{a8 z2UFyMx~KWM!c5uT&La9f9U{1b4KOsqCDqtw9NXeH{LdCdSj1x2R6WG=YL46Xtidpw zTk=zpSz6KU8nMy(vGs2@FBR{GcWW=jFHDCvtEbQ>a+f&ud-w>kS@i~i2Ny&((p^Q9 zzSg7y*r_$O8N~n1|ANEyHrA)m(UUcwkfLW$;~SE=tn$$X2=Ig*`}v)I~eY)jeg zq53W@{#4i(MU`VO_L0}@)!bJcB;+TM1x-S$0(Q@KeQHg%q9scn`*60{U>!VMi;x9I znbuWWuoYhLNA7CugvG;h=brOw;`Dw&Wi6-*d{(qGONx942?vcVRU^NV&8l$!XzrTm z-j26R9&_>*S9V7mB&+~O{Gu|3k1E9>iv{#-8Ku@`%Px@w)0X|PP3S%BQF!MwpQ+V) zSQFKIBP!Yj^`5~@x-`j^497$ilazRFaL?wJn?W7_3yf?Ynz6+sr>qNg2pS0WcDQ()clq zOfzvthR0&vT$@&$ZnAfnz|Amv>eO%aJ! zewQ|4?grh6cud%eyk2>6Libyzn$HWMHKWAWu7b%6jM>ZISm-MugxghyyQiEG4n-D! zT0yPs6r6s1-zPC2weGMlpR?GXk-vyjXL~=Z-=dShn3UKPnJkLC?qn0l`;6ytJ0lsK z-J+-7t*?Y&apc2X_~hlp7x@^Qsj@r2qK}F=*Du3Vas^d}>92Z3ma(XL7gF~ZAr+ZB zMi-vJJ<1PGA%MsOM_a_gS9r2itq`oe0EuLe__6V`w?f~W6kwl9iaM>r?T{v|u%shhB+ydGsGPBSiR2Mn2hiEticcTh(DOU3h zhzRQc!P}W!CadQ5bFVr2FdbX#lq?rL^ygpcW5zv7ksW7S#1Cuwp6{4RqK=}}tF!|5 zVgTCDAJ_Q?AX_H~N*PMp6LySUS=2)0uMIC9R+oP|yE(Pq+4^!yBNTZBHEju?-Wc(v z`==C<7`nFqO5B*G(&7IN`JgIu%0k4|b0N$M%RJk?Y-#b?hmmSFYBn(16QYH=O=QQ>Tuq$GsvzHx@Wv7lF*=`+f#l-^KUU4ZD>h<^*e2nEW1q zvz7%GT9{3%=IRabN@p;v z9*!|oI!N&&>|%BxAL6Ob6SRZ;Y!2-7Iqv+a>qE5t2u^>VQnDkf>@sz&Xd1ZBW zjnn_7inVnI>iAqf^>xU<>PGGEM54IdFZVgpr&573M3dhfH&BS!MQ3YMSC+NPHlXTn z$^IynL_2@Hjko5jYQf1JizL@&MebPxvLQVRM1rbCwdj7{1*-Ct83`<&A*K0NUbOM$ zW7C1vO;8a{)}=CY^cjrK_yJvX5wcG$$WJ!w1Ch>wzx76p*Au8XuC54!a%aC#v%NK>69m`6b2*>O8XZMmVY9PS1rlrZ*O1LN+9k!s}Gp$Q8_Cnr1WkhUGhp` zWYyOyMSirNXzjrq(|w==%5HPh?qKaa0Bwga(Is$v`;(@OCv|BbZKn|x;>L+VO=nhbcoczy%|V| zbT%Yw>MN7W3(@(fDi4x=YFrq6`(bmnqRtK$AGw=^?O5^ScJPmf3^ED(`Z@{b|JtwHjf#HfFRd9 zqtE|%!Acr3+M8hAdsm7>e9RX-Yt?*Q31ZWLpRz|Im0}BjSd8=EiHfLPmkDROl61pX zxr1aVX9FSqM_2+F3|RbuzI{+<^otKhJB1_S7NtwK%&2?}2fW z`iU>uc{Th}-7|<*PnKT(g50lt{HsN1A*`m{E{aZ|L)TjV;k{j%&^sk`_S_bfd*b)8 z*i~ME`g0=#tbw(>J?@ivK}g~RsoPLI49d!sFiBn4I!w8oBTFAT@%zj0)dVkNnap(K z%qe8O*nC^wQ!4RkYJbvIptOb-jD=*9x?tjO_~o&J&x{n?-`^9UsQO3~b5&_^mKdDr zdDDE++0&vBIR*v|WUex9MAEJF^*XI0ro@Zws$^Q^m6c;s2v;k8D$ZuNxC?ueP6$Gv z38Ea5a7O)mo8d}ho`fjaN-G8G(WJ2@niD1h|1#54J;rp|;RTo>oFeHFNz`V`3Y0iE zKDC~+_L@S`ZPRHSk6}L(#Lvv^xvVQTAM0GbS8&EnECzPYHf5bXdq#o414a=?NpgZ!i8 zR3gIx0R>lq+zq9$^i@b6FIMbsSqY)ylr<4fcj{|5yg!pA;88u&c)J&Sg! zlPFxDl!dxrt3PZEzESXyaa()2VCnVnE@Wj%zKCkEjH0bH7m^>>Y*s~?Kj!GsJ?huy z{1nb`G!(P#jGRG!VdtZR_GMG*TX7$$%!Op;v#xMi_y=I)0x)2OIhD)}$CS*pKG~viXXY!4 zZYwQdUvgH~I0xRuCYJu`7SIz4Y^Xvo7Fq zVFoHUt0YSQgNbz8r;WF6i)O4Ff*IrtR%Rg5d&NV@Ix!rIaBe!IhGckZYAJBytiIIt zT`i2`BDK4q08<-hPbsd`@QpB7ky$#66yd~Z;s&&OJtSN*gIc+kkw5CPcX6FgZ{I~% zKzp>RjY0l#zMy^cw*_uw5kyuLrBa;eh(F}0)hb60-^Kogrl%lcPfPAm==n^=6?HEY zhKNA^q_P)g!G~D6H_jEI#=ez+=O(p+-|p=#j62w_xim;;=O6>L%$d6HMARnE5Y8}N z8KxSwxO%|-p@S*IKzY&dn3wQ2Z-TM5WC~?GK;^{uHR`VvC<;vOs>MqD9BLdNb4B8g276&`F7?<`-!7P{}Qp{1RjYo%RZLlQb zV4>&HxC2ME;-D=ajc2(;bdE~j%!@-eGT}u1VrzC(b`!4<1_&|uNyxteR1eaJPGo^A zSUnp}yZ9+Y5mu#gxf#H6>+KI1%dHABNpdjYO2&m4?X=4m122men2znK zRHn*R_3JAphFXerX+_GsSqCpGc{VQ+;<$Ts6+kPbfA82L=F2*%SP8dw;$c{wc?8pF z(AE=pE0(rqXxTd^QMKMOYHfLGJlG!{a{$&3IH|;~osFWMCi37Ni0JN4u3ma1bUC=c z)`M9TS&5~|Rx!yJkji!m;WHJG2v$O+Dd?;TyY_4Z!L}9MI>*>mPPE%>U1~yef~fO0 zFH4jRyHnwKq*~nmRX`dc*`RrG7{l%lZuK z)%Zjm2cFi#N;m8tNe0Y8yo^$8?wVg`swYHbt3E+2srMDKuRkSg3U>}ps%$X1uF~N} z7x2EndNCmNV&FZP6g?qc;`A_ePAJhKcW)k}mgFJ)@r33T#B4wun%H{UrFl$Xd{6vh z#o^tkJJ2|=(%!^|5~?rEnb2T76P{lch^Q$A^#wr1PDx=RtEvLLt3-sLRltq~`{%&7 zm|A+G9`7Yz{&fs_Df;=#CXH8n$ZzGow-d>ao}aM$*ya0Qt5uSL6W>}shGF2PE}x<+ z$$}&u50eqJf(}L_mTEBvN7Un6ba2DIOgJzzhNsdaDOrP zsc?whXf%31DS{Ge#6&k*7%X&Ew=h~^2|(9mqSXh_fS`K6O43KUCw6J$-)^m85c>^o zV7dZjk{wGvpdv-ypHW8@p*D#bDGpK(B&<&J6Dq1%Bkk1(ZMmW-|N*nz}oS_kn@1JOQyG`7fzadkE-nvCT zFRZ+jxB8uw42>T@D941jA;Nk})}UPExwi}oFn(Iv7E8c{di&8MF~+lmQSlsj>(Ka7 zn1kNC;%8Y)8r>*PHqmA~U2t`vB$X`G%L^h+fnj#c-c58jW;p~?}3e&6x|9EOG{eae*`jX}) z{UtWa>hhpf@hK;QIW-%`;nx9kA^S(U#+>|GB$-3ss};TuOm^sA+j*`!mCtR_-r_+q z+}?cC04X?7kPV<&%WHU@V7enHy8d%Pvbjga?k5D%9mq+YRLaWhJR)gN=Y0j9FX?n8 zNMhASk^KvcJuos?;a^PMeRDF8953$>UG9;VaX7-~+N^-ykj!om7bo8fNF4hWbON~- zhx7xXdTJ0D!%iPyg*tJH@_;YLMoW_w^%*%neQAO z4ytL>O_&8b?R_?Gw4yy*eAHq5a+S4F#>}eG@dAj|wT*A`?`dXQ+j(BwcaB3~u#a+U z$B)Ly_Di8+Nx7Er;pQj-+ihkhhtIlBs<{;TZzVy2;XFJI*J*(UQ^zdNlLq!45mXyO zNAXPNjaq7xO2ahDl$B@#RFv8Y`yURWcJnj#*1R+=q%5?cWa&Y!z<;G#vn`BXkk%kt z*P1f(3upL34Ct<1-GBHE{<)z->AIDOV>(lJ8G{mDaTnfM-9JHNQM7?pyt8KB0pAE= zn>(N1?-8ja)??!0G5#b5P4a7@JF5Z_$Xz_iyIk7@Fg9fC%EtIJzC!VImFapQdu3`g znxjMU-YXoTSs}&4mRT5mZA&w#a?{b|X}+HY?YjPmu(gsq`cDAy&bu-@rP1M8$Hm0Y zyF5`b_UDh+?DG;|@6Y_N^tCGgmaE6*2feki)ymV|BOCKBcvJu9 zj}(kyPAXP=@;zSwf&sQ(`r*5%V!7p(W7sk`fICKaca|LO%|ngakDm zakj~^tdOZtGZO^N|L00eq8c;#f`SU*)k z`hp)@i?lnm1ihEm31r%CGtJ0T2xt%c#AkXt$I50kgQY^bdo#3IT=m|v zoyo-T=p~tmOmo{=pNf)Evo@q2f;!b6MFBpu_s3~uwb^k>rPk<=#wQ+Z zjhPnl!JFqilj^z&+wyx64T??vwGpDk&y}IxCv(z8D;Ad06Icx@*!X>+C2%CTE?7bD z+k~Q za9>3j(N30Q)D+1}4__)q!ZuyXaSjt$8v-7Myi1l8cIn9<-+sb|{IiW=2DB7ds$tNH zXR9@-)OXjQc951D3PJf>h151;MtWr@r1kEX(EFf;O@kW?SO`CX)Sbt#6lMYUflKI8 z62$^Mj2)j6`aF$6@=R7lYmKgWfW;kufyPG=XWg(IT6T$=qm8bJ{tEjqhKbwrQNY#Z zHpfxHV1@Lc|HkuLRNIweCS*z5EMM0X%d^+H@i}e?4gsftg0<)rvv5QUWq7N9+OF($M9;8jkz? zKM?BZ;?NVQ)G0pe-|#kHVCyv*cbdBhk;Gl9l2;+xJY%Qh)XVm(-pm62y-Y}pp$Ndj zfqRuPg@zz{Wv@j-JainsW8tnys{8d0fFM0#+Fx>d@HD8mWBfm1!!93`=%8y&3 z{mscX1vs;m79=m}8~XZUl*3U%Exo~Xrp2oX^2pNOpuAf&)&?l2t>A9jyruz1PpYGCzntqjJfoouULE< zrgSx&i$IYQd`hvSR{ubSAgN8mybX7Iu(pS%Av9hUQ~jCS5s}6E{cOn~VY%1S%Uhyh zF=Or){?exTb+*4XN8S-F4g}EWEX8MwMEe6c$QmFA=8VwS}ggof&;`x^boV+mxJkB^Z7F4 zw#clUZCRv27$r(zC!`}>C5yNT zbmT4_cD+5I?&s28+Z82>>2L7%-*U@Z+Ya&3zy9D#WSzmZEca*5W>)yXlthq#`$x!b z)2b6Ujkt`3IB}x6G!L60ie2liZ25>CB3Y(<;oKWZcGA)EMRZdj?M!QuQN$`rlI!ZZ zxH93Y)M&)p@I((oJUIHQpZh{S{;!j|(J%qHunH-qvLD(Qzpl900}m{WeZ~XwCuB1b zxkc6>Awn^8h5@)aSD?RWMaLzp*dHNms9WHBcXc9`))SMij%ZU|Uu{B>-=rY0qO9$T zO$rylfH-p>HzfRD_HmgLc$#E>5^^dt_eVI_inlKtyzx^gF_p{o{^o$*G)9O{rm4@f zB))We58K<$iQk_gNjz(Hwwo%v-8kY@bCe9<)?e$&sV-LnAG3wFq+g$$yUo)7;wpU# zm1;>6a}py1lrIKQ`DL2JSQ!8EQ}!cgA+fAf$^x|gEuhur)*mv22t>F;^uv_>=0`pG z8b?$oBWr==_S)&;5;TtT07s;jfWm(AEd@}ok`0Gix@y1xBnyJwX7sJOiXk`0vy+r4 za|?NYEd*phZ5k;|UXL2KXCvuQEJ?;St~p!HKZF>5GV2f>wzsl|o7*V>4-gwJH)K|> zryPr~H4#EA#U@y^xNkzFEo%7AC?LdWi3{l`JUvi%pHB9a=WLCCRe!Q5yg49o%&4Wb zb3y8-$>W=FIU_+FnhD_4j59UPSY-@eFz&3Ab9$x{euDi<{EMgibH&hBF-k*nS|XxY z83M{gY+%F6?(;FM*F@cnf>UIjlGnblg?e@$9|fz)JO!8R7K8Z|6uHU=SSrxYIndy5 zFR86X^h2b!u(1dl9mr;YXaR=&GjEs%`*br*Q1THmQd4+rPUSA%P&c-`0WsMo8!aW& z=)OnnqRLc3ms`%HVxg(H=Xs4SVk|<_S(=#2nc+_cK2B|y9ivB(7;bKYqOW}I|09a7 zWgGnDnKp`3fzwa_S*FA4iGhHx@WxR?6o>~`8p_v3doRgi-{{Oh15jEG((9syLocL5 zKtEc=lR98x?{AKpX{0GJVlJj-RZ!I%t*$U_n64KS%-hd1i$2(PEfn=S`lKK!!=+ldAHnypn#9sf!}=sW!cM-TK1_eO{?i?Qdly@x(OUx5bwCx~^YQ+hw-{gmtr@ z^cHUd9JZ(&qs`9*mMR0b?c#tN1Ezp1^hpEHUXnQx0GS&P(5i7sMqaSVQ|$J`AIHLD(5*8SfcX zrd!{w5HJ(-Jn0CTbg28JB5*CNj-g#3xI+#_Pe&C>)OB$7<|i7fV5|&6BdLzX=8A>l z3(sjS4l!)*)RRQgX=2WJLFpyrU(OOX+GOwT(qCx;3&-fVV}|`4aQ~;Y_d55j@$6dN zoC@)yKR1qc-l{Z@cxjd z%PWDWIb#pVl+{Auv_ZYGSOg%)3F{0-L&d)O%C>;KR#WUmJ~lUg^Evi~6CB@6Nq03f(3*(>jTDM*#BGV2 z1sMHRK&bj{FsEN4sTR_i$Jg4AjPCqscS|C-kgpqu|f{SJw!c%$EP<)vbe40o^$O3U7N1<&3&2NA( zx}$sR!sWLT)X-C?2b>p@re!|k!t7sDwa7bPbGunG!KQ1qGl>8LPz>}*J zif)RR*b)l8i-FfsnKnb48iQB;TwFQ2#c^4Uk5WntkLA%ZnQ>eGwjQvW4<18SNhvhQ z#$_li8QXX{yS+f%2P`F1a*rzLvkdY*N{KQXU(6tGNm4v;nX~!{SvGB#gz@>0Fd^$U ztvxe|Qn^GGqc>^nj&_8WD8TKZBsD1=f}&J)#|GWu?!ASC)s+{)ykoISNV_(FsRw!FylB7pJ5^C+q%LFjHk>wl&{w!#~9T8 z^1r_M&L?>LCWws%tAy07K>K8Rv#gB@E*-I6%`h5U8|sGMfDE{L~Iq2L^5wbrsiWNTgE zwBN+%R2BP6FUdhu`Cl)Ui1<*&-nu24Teey4y9WQSd{pE`lh=H7dMMINs)iME!3gB} zt?H@wpVY~(W}CiK{@LD183T6Nr>e_G<9Dq2QDRG45jsKps^-`s4Qk&_H&S(T~ z`EPi^HU=uKS~;DQT@P2r5_Y=Vc3+wM$^Od+9vay?Ow3%_K5W|!ydmgx^@tp#cRV(T zrvW0C5@$=mK4MReXa*_S18KrW5hqaEnsophT<3{mDYhZpz&+Mv;BgIIl03M5QM_{j zOaK?luJ~EuA}h9#`UK<2qZ#^exCxKA3fAIu@`Qu>X5-(AHipB~3|B!1qm1&Lf)*X% zV2^WIrT4~IfDd67peyu>{)Clet^67G>fcmv^#x;M0dh7ho^>%h7VdLYi7uHYq`jv) zYy{E^8}*#kS=-~1#1Xfh4_kdH*q-bl*!8#k%w~}xMhokwgGsC^WWG3zS`uDiSxhdV zqpl6hlm;4a84)4D?Xy9N`iOgfLckQg7CAq@xl$6JIrl4{5V^~_o>kt3x-o+yNa>n` zcmS&Ixh6Y6*p@-rU!$i#m2Yfx@l?mKExm>-!y*w%v7dn~s}|259b$5>AAV*{CMGfW z=0}Vw#Pr~!xG3HoMq0Kb&bs`{Qr*t3;Ck&FB5gaA45GG8PHgNRvUVxV>V~f&0(iIW z0!ZJBujO*AA{&@xvlf_%Hp-nJw2<~&O$X~zAy>{k`vxBm)PK>NkMEj;X=5v_-?`+8 z@Zhbg5~RSE@xN1XNFSEsFPdJEzGml3^09@vqXNuFb>%Rp({_UW&p18dhx6pR9verO zW{%oe6_#EKFey3V=3)Ekus6V}6}||sU>;!jV4ix)zl4WxHPI5gcw?n>!*`N`w0Sl$ zr`R++`u(bz(QlOb z&)UhGbBEybmAOXI)d8LA=UR|ZNIPRn!VeD4Q1l<60qExzdk8-s+#z|73uoO;xfWw2 zyOy#a+_IV?cb{W08D6nnEH50ZR_Nb`>wHZKUnuY)p~l>~2#S-kG`VblLuKzH8gs6V zE|2gns^orStwU3 zg@EQ9HNiDcs?893KNfQ5nhY1jX8YqY1|q}=BUWZt+;`z);cn7b z`y)yI>R zQJIy{!qYLR;=0U>F?s9uPf?K*3fd*uA+J*6`9ZEs1rW*#`<*m#UK5aDFO8~(io$j! z(VS7qe&F(rkp>w3@Yx)kYhN5nh`av;`VVajx}`^itZJ~*%zMn8&MG|^1`D`g>BB4! zF278khP|xH;|7%63?NE~m0RQ@yGv|{Y#0Ks@J$0fkdGBG^-4YhyeRr~g;R*jNI?PA zPmcMKS>t9WHE4_zWZK0G)XWeQXx*|qr_(M{_Oa+1#z80;S)r=X|3sc$&D?P_;I(mZ zOni-K#lQjG;9MX(oK)oeTQtuaq-&$+LRil|%Vb%lMYt7n^AWnYAu$c)>5~RfC~6WE zfz;P>K>Nn|D7rqZKb(0nIwO0as(tH<*v2XtI65q_6BdPwOBB|!-jWXHrVjM4eoy~& zk-iL|lkRS4s1Dt7+SNS*bNIm^KTKp;nT*b2a7pv0X8Tnixe+uTa*(D z4a*ZQDg@+!M8)rb7(eRnyW$6oOf&MPsAn+WNktNCdro`D`mQl$SgBdhrfuD0vPCb| zIh}h1lcX|wvx(B54EmVE)UafecEw3}U|Ws^cn^%;`2(VDtLC%z+{m9go6FP>L8*Bb zJl0BMk*+m;f`ocinpghyk8#zvO&Wf9x}UgN9Jmh@Kq-9mYMNNRYrsvKoN2@E|00}F zF~tOPr}x07VG$Z`I|e+;XDc)_vlDU-J%J1BPp zB##aNxyP>+)V{sytSy(2z{3e{&Ncc6jOwIWz1|!Gvua(@aJ(-)OA{+cNzo4&fJQ?8 zfTC0Yms^OYgX937RejK^s6op&ct(%a{fMv}53bBSqA;U6lD^+7p=h9*o5SD83XGAk za)mrK(^`sLD4@(GQD*>BesjZbPj-EYG|x$G)bi8@2}6z?5P0mepx0;nZ(%;lMfg-4 z-!tY{kpDw#o>sF$Q+B`<1oCv+V5nLzM{#K_O>>2BCnp@mf->?rbm{9m`n4`B8W1c}S}^m&%u zWlD}Oc($^0Q^V*nLjJFCg_XGJRk z#||K{tld%Xv)oTw5zuGF&M@LX=lTs=c)ffw0APV}Hko7SjlIOPmf6Mq)ZK?6=`_r= z8Z2f4x6%)HCvPr*_mMCgleu33x<3ic&-J7%#OlU5=Lb{~XNJmUz5WbnF_w5InbUAG zko?R^PAK~!8w2_))@&-~`~cK~%nUbwLS{Uof#=6;krJzw{mj%J&$Og?D|GMNw|>W^ zzhuVuWMI^Yh9!_(UuSgc?_#)bYZqSg+)AZ7>fzmt9fiW6V6WDk{^ePiUbAx;VC%@k z6hqz{DD{d2ASzrxB6r=Br@~rzUP<=T?VqP+BH;sl#kTcjx*zqeODIBWaa(YZ$YKa{ zQu?KzQU^YRI)NM`MCJkHmP-M_mU3f|k}5O(1a5JBF3q5oG0<;Pn6m~Rsi1Yzs;9Zx ztkl^J*}-e%Kfzh*A=yP@L1m-^PzbkPf}fW}Nr6r0_F8d;)Z%=sKJzI*y*iBp$LW!R zJZUK#V$f_`aIG7+&UJ>qM5XF4T=E)g*i79@N*T01Th<6jTq|I6XG4ePH&Ks{j`#+{ zY4d8E12XYNe9gf~(Je2R2EZaQc&7(b; z0`nvsivZm257Jq>=k5N@!#3~_AJS`b&GKcpSj%Mf@2g_ozOBZ7(G0r#= zzT)}+KK2RudcVY*BP-4+RVs9xwVYAhNZ)F$ur?Ni(>xm=scAc&?Lt1G%MWY5u1!BY z{<{q|A4fnGyYG35&zYq?=NWg#nl*hgAk4@*c*Yi&_L$UC;a730Qr z2MFV;Oe$`@+K95=)NKlM6(VKiVOrz-W2_~FhoM@vlkgj%EWEb=l+~B(RR?;)fmO(D zr*|^n=Dqf^c1_gJIiM3r!|D71N9F?Bc(#@M*u-NCh?7unTnJ#t5EvU6bUyAvVP;*- zmCN8eq(<@^0-BdG*dCNC;y29#ut@ZmWZJ4;!^@KOj^&&XpPVm$DljLXab3whNwZ8j zB_D8*;j>uc5TCgksDV*kVp%E}7{%>)3&5o6l)p)o2fCWr*)OOQoZ&#);5W>-Vk9mx z=g2`}PG)YuPuS^AfpR|DnLVo<9OzF>3PUY7y@-YX<^9!U@A;Pf>Hs%AMNK(Pp6<|u z`Byz~!*>T!T=5_$U5G|Pz1p{25*v+}c-pa&@nGpP5rnENCF zETMz=svs=0pB~E$6s3+XST|{U>PWXIvM`4K6rC|(Fy}2$uWE-p>JEdN&@#!w+q?cm z6Gi*rKLy|BpR=^U2%SYFaW16q<89;}Z_@q@4;zJxz&)jatDg|7>J*;^kGEWop!Olw zM}zZNhFF-IKSu}_dqrOW-(#)~pfR4myFp^bxgJ=H zb&hFo3t|idan7~-7`mqu5&yWiWFCMs4Z$Qez!sf73^sPPxsi(S?k>7$i4r?hHp^Ju zocAJZV}0d;>x&1j>H4k7Ji}Mq09-Cf;hLS3c6PZJyL^)k6mRR$o~K7l(n{-YUFITu||=0bfe$hA(3=&4;BUp1$B3K3p<1hIJmoqA7Jg!cKDZk z3Ki_fJ9)O@YB7FVQ>MK z0L%%bx@#jy17LNaFR(Z^m^g@VaeoJ-Vq>#=Gb=lb^S5GPZ1AppDgSCN z7QnJFF*G(hID`Yx!UiV6JjDofVym+kdj?>IZ5=>30b^ka)W8T>5yS#uMP)Qa1psLZ z$|{PAHTE_{CD+!*_WD;WDk7>X8-zzdMN>}&22i;SOtPY)^7pL@s@Z?dUJ5=@-S_o( z-vjn%KX$Q@?=OBFr@!l_KmM%0)c+yun`4BDo-N0= zZQJHIw!g7$+xW(|ZQHhO+qUP;Z{P0bCHu!Fo$lMY)wioF>7=XroI2lY$6sSkG`yXD zbU%EIxlIXyAN(EMn@EphT?0AH%q`y&WaKpTq;$pk;{+dk zZp$zZY&TnVCQeSypVaSiy!r}jFA9hIV72x2K&d++%9HDAgTv$J+D*WlInQC~JuhQ( z!`o43JBHT!)&~YxcR!37shZdspJyF)3A736O>J4o;*yWP0Xs5wKXqvVIDnG?vA6(- z7DmI5A(u7kZ-ypshCa3dDIrx+w7no^X8`w1?0{W8z3v7waW#RV zh@%*BLr?l^%bP8kzNL~B!ml)0R$N+C!jo;xdJeYn8(;g)#mMK(v&W00!`H+MUy>-= zG66U^0QrnA-K;15H|fV0z;`GZL)fU4nMB3xm#58lI8p;!JtJES8)&VA9gyGivj98C z@r%CR(Jp{nZKqrlxZk&vw4Di5aN9g`Xpj>;}LLWuM@` zVr9xd@OO5AseV6#n*d}3KLmIH33ES$XeK5A33vPi(0-7Q@UODw_wcXN2G8)nB5+JU z;9e(npWt5P_3!XT?&S5~{~5mhXZOWF`dqz(X7sZH_8~XQ-S)-5%iT7>PeAT>meY5G zn)wa5)71J2`tz}g@>5yeb4~i-3wQ79@~*2kG`Bqr^f?cr7K-^m7j!oR%TSE!kN4jnBrc{Ja;f5hMUJJrfc#xYsU%Y;6FYMSXE*Jpn zBh!7B2+CF;-`Tz`;j=7)h2o!@TyrrMc9gI(Ecs_cz?Re2i-d7+&dOPo^~b4AWM>{u zFjf#so(xi9F z{GqS%{QsoRq(rT*r|jM1URVwkgfAM~DFIZ8N>QfMJ0?p)_C=@47{DpXtkq(8&Z~U~ zso#)%*1KW)zW0EyQ^f-*N(c-6lt8kY zr{=wLMg&j{?JDm~jE;6g-CXZYo;hoNr4(IB5vq`|HfEnLhQ=W-t;J?Zo!6Q$4`*u* zr32F&*rLzm!RsSHm#T{Z*tCuS$dOAX72@(p{)qxBYd9wtz-R?2h+!aBHr8emfXWR5 zj3JfIFh9&F+hzy%>?gDo#Mt;+^AHo0Q;Fo?#~ez*y4njimW;hPMQadx>_m`<$a+9s z#>_ZdbDP`m>|7x?82XS>NtS6QggAShPkiJinr}?vVTJSg%sw2OrYBSe3{Itl3jnrV6J!{o4lPG_l!>!i6@*YZ9 z+iqc2I>^G0^VjBY*BzI0FBFb_* zsz=N$B~;p*T}y?ec#)z`zO{2oK$2*ABB&#kE#_k~>67O_f4^fl$+(mq z6PvN|qgx_-G2DPgAgsS+>=G?f4lgg6a4Y~T>{nXm!4Xs%F;-B+;cSBdY{}O0=aVR{Md%TYj$CmKx!-#{M5Hb0_w0Ia=+Lg%HWp!gQh4Oi zz|O)0_z|(AHBAz6sACPLg;jJG)A`*E51E#xud!DYxx`=;01FpSR(+0AiLfH+yomaL zz_7>%ggMRfmlinXv%diYacEPKMnhyGa`(D40qNtPaCXx)#NNHKwfJBCW-vCAZFV|l zbD}K*htd}-tJYpb5KrP4znG)i|DRSDY687Mk(9ieWZF zri+fzfQOS3)Q&83Qg{l7jz?r!CgGH={$4_-&y9Bc_CWRu?W++E4skw6%(J!60V%>8 zK}Y&ZwqtnT+F<`Cu-a(5Hsan!B6JyEQuWSUn5UMC~=XCOtf5_W4c6WRBsJ zlo>z*jUsHd--2jJw}I@tjpHuEScluN-j(FL@HX{`G{?>R!@~T3rVE*dl^t~A4^#Kd zt^-pZ$wv;7aLDvI&i*$qth7wHKq7B zVcgcYv>+N=e`m9IiXGqCf_(CQ1puisXyQgvDU@r4RLLkrJ?d>seVWz-9U)t*gejm)D)v0@&Hnsb{<-}7%< zf?f0|J80Udwjj%OG@FEtdMYcV=PGjhYp^T0`E%>-RteHoNK~T@=qa5IByEw{H3ccT zReJlAL;W}BjN5}aAt@-vXAyjFiqHoE`O@iGIlqqrE1b|gLv^pdcHvw9+t9HM4k+7k z3R%ueU2sc;Ee<$;LRVengWp(#4gbCv?v~F3Jqv<*4HNrb05(x**(`_A)A$Q3F8NDr zB2_sUa>&%CtVcvysR9xjlQFaiHInR2!zH4>97wC{?6O;1fShpZElTr`u*(1wJ0)zq z2X8A>_fm0QE|X-;WMVgsC4`X3!Xv5k{V2S@WnIyJlq)c`n0BxEu2sH+n;P(LEHyA8 zqUB}f#P6cHpVHlI*;F>reyA4@DKZELl9wh6AZd@$Kn)2jB!v+^<3eTZN#F%2C-2XI zke39mq`Po?oR<~=>UTE_%vGrdz1r~kL!BSf3;f@Xe$lQll=!UP@SBU6#^{Q-P#j>$ zsiQ=Y&z9I3nQ2J??TLz44cq{rSK-S|)X%-Ke+J`Q1bsQdFWTC%MKcLHpk2i$v*YIk zc0IJ+c=To3J7s1HCdge&$Q>$puxWinCn&^f5y>sb@CQUBlrzZVt3nH#QazV=sLNu8 z1Ix}H%UHY0!u}oFMq66Q_hS*6U(R6O2~NQp9;^O>=PQ9suk#9@p+{W;$4;wxD4rF7 zH1i*AiE*aJam4%m2JTg$+sr4SF@%K=OJT*c#wD7DO&jNy>^hwur`towL+Fe zY$kk)$89QO=|kzYsa1lp>}=sdmXM+wL1^|7inP;Zcl{}iv;^7`~Ry%l%k29tz9wXf`L zvQFYo7WcXaIH5rpDWNnfFeBs~prNVbw>XSaqImD}b=!r6?V>`BWKNkU1B47OFcg!> z4^%4agKN0r*7n|THzd0B=0N;cf|^3E2Z7Xg%1N}CiVo`mau^J`2Kk{1)&W?J*>t## z3LRFa&UelepfX3&lmnMt(oN%{`rQ+jomUvfxi<;t)Jvn@D0_W_KDs#pDwm!s$z4I( z7fWJ9B}Y4U`1vmeX6pcD_-L9}su+bk)`Ge8IhGmZH`g#94E0ZFD0$IU%BCVkBu{8@ z5a1Xe8L7kC1jz*rrF;hs5q$no8u(MK%(#W(T7u$poIwZ!Z8LOKlCxU+Gb{0-ha#oF z+?{~h^0>ebyk!$+f3m$g&~SJ8NVpqlX5hVl^X?=2<6od!5O0zpt^3cBBm%WiX=jw5 zkk4nNGAU1vgI7=8gcpu2zP@a(b?&f2t}+ksh~69M==`Nf*Iq@Il@iCmo*qU6ZNnTA zXULl4Z=$<+G@pHmSDJYN6}LppZ>@d~8@C-`K~4Uf+0fx5ABW#H)!?CRVd!u18Kz(R zby{EDQL6%oQ<|zDV}>{@$Wnzakzh}{jO(Z3}`L9d<>vCk6ZJU62otT#gOmrzEjYsYSkcRs>(bhHD=@Q_U_ z7V$uEz?iGsl6R1F{R{Zq-LSq7B{?BLRx3|zV2kt6(Guw=e7!%tuy6OV@YPoE37=`J ze*n?Ja&`i`)xkq579pRJLEnk-)8?zpQVyf;z~X`#hvq(n?zV}6ACS;orQJw`3b_VX zZbeb!(5{8{GDH)>rFRT6BYG4xJmm7{XqtM{xL~YP_KnFPH=J;aK#^pslVAG!O79d5 zll7|W%S0s8$lD>{AklS@%&%Us@+MHZ%f>OLUZ=z=2cZhLaVL+(U zP0CrGjp@OR=eW+pl~&n2_NH$&7O1qXBl+*#!bqA=HfTW*IHnD@!gwGe>`|OuJT}iC z;^rJNwbbZN`T^?6`}@HGhUxrqqjlR^X6f-N8Cu->5Til~3a7#*ps~`Z2GP z$qXPVt-K=6qtoTfajkj(Nq9o6d|rzZ~_4B4LrLJvcWk)*}G+ zO|w;NRhmAXk>XQ`C9PB)^$xD_y^L$gBt_Zv*dZ9x)2PKzHWS;v4nq%uqC`HbIApA) zsk4;%YH%o;mgj2Y)2fiDnk4_0o%<>3!HZoRW3Z*2&#La{a z!_g^e^X;?|8A6N|hBHR!xc=Pd~?5zf-S4u@cqHaFTN8x>*Z__nhi=sb8SEJ-pG;XhodKmWv zp*~J0)}1Hg@-5aelja_QTQ+gLWnBJJsT+Q2<3NV(Q+C2pTE`dh+Hh+HcF`MEtW|Td z@3E3K2|@3Z3yE>0w;i_w=)pprvORfBT<7Js)O8=_Ed{N>E4=z|8|49-p!$j^&{kt| zN|Rh)b2Lt4l$$;~(^5r%~i_Ptgm4Iejxtt2H!;who@}~Yd0muB)!eMH?Mb$#R z4gCa>B6U;8+H-SNiBM6Tq=2(GqaKfg;Em2YI4wi#FEO?Hnu16UOm38smGqVpu&OFV z?D@EBEx!84L!r1Mof$PzLfu51j(D~D5jW$XGALRgF{PDGk3;L?75&+d;)=+`2MZlx|&mx851#9yN72!7SFgi+7NMEqKmkEIVO z=zC=S4@nv4>hE*@L58M%hQ~&B%xl9Oo6Ihg4jqWm!B^9uNHVQyTO~W0H02d(>~TPY*FEuE`*2m1!OI| zKg;JWH-TleSm+2g3Q=d*u!6WRELJ;B;doCcYc zh#x^~n%Zc%>QF?M1Bp~sdLZ~GTd5KEevy#=8-88hb{s9z}w(cAD%bU`T(*_2*Lg{6f#= zb;!rf6n9M2^2q2<9mRA8jb_fWDzLsXY*hNV6^#YwCUquKLsG7F$ZS<=rN-aYO^60F zhD1A+NMy6-DcA?pNBORRt-!1cggRF@fMT3OxPdcX~EA^ zx1j7KZE<+2;Eqdv{XtV%xQ=s^xyf7KaVGpyoS4ICX^XB~Yp`sr-gYsPECnIDv9Uz| z?2V`N^qCceit=%DUc6;IMm+N*Gb8hU)>%Drg~lo9asoZ5zvo*pv%k+wL#Ua2vp$dH zwBRTj4)xyJS+9idCEa(xLRwKN>i?>Kylt*a(psBpl2pZfuUT3Tb~gsaTcbF$=9CVGJo=g*^>{jP8w> zNF88DU1BZ5CV09droLt{gRRCw>x@Fia`XxM4biNGAjdhAwJ(n_2=ei9K$&0%l)Fa* z1^e)ZdA27sWGhpZ!2z4761r>tv>PPZD0yXd&Cp0`;1Q5w3jZ^pqAC>Jn`i1TC-UkC z=)e=wufB&7gZBBye87DYfC6y+HYRP)1d9mPSbwS!VZoAq@ruy_#58?UGN)}f3<$aQ zL(B!|^EQ~1|DA&K5}Xopz}cmR#@vIrro2{lvc6wL2Ho&jtWIoEdE_9&`V)#1b}yV5 za-D?MJRU{U$xPxK(yd@Ao;U&nV)V@HSDWTJ7gn<%TM0M&Q$;q?RsAvY!}we9x}gGL zoNftJh+vWnozFQH5k8WWJzU*~kx=&tB1UTqjI!=3Lh~q*z+`&ix4F3Hpp%*ps({;onnU@jhyE_)cdJ+CKHL*MGi)R^84I>J-nZ}z-E9R4- z0rF7u%?j(NK&&Eb=lG+hppRN!Wi|Fdg?$Uaz<5y%i-pG16HV6$lxCp^+h!`laXv=$ zCXY6^B}%o_yRo&JF?h!UFyKM5+qi_fWkRBoEMc)+H7u()zl}ne#Lsb6vD<4^hf{A# zfS421J>oS?Bhouor`a;Jw*K+pI4E8W`l3_NjZ#tR4nkyFT6;10beS02?y1w}KFyvY zdHDFt^;!|KXwr=m4#)7Z5Qak2VGAIeh#CL7^#__GFJ8N~R@FRw;PjEo-@<;vN~9H{ z$AbBshwUw{$Y+#8^~$`wZ^{1Ij0O2_-8fCMLLqYg5O6b;Mb$Jf&L`DDIUzBYXYtlyI2NYOP8*o} zbG@QRq>^Ep}|CSMCIGq?pYmDz?#=>NHa;pbQzpct! zi+Z==-m_fhk4!e63LIAqGg7|ID@+`>8%bk9yff{9hX!l z8vV))8&#EiiGySILqD4wav@`2%#ykx8r>^+W|OoduF%fqd_heI{N3q?VqJ0TOE5u_ zOqH(|cz9(LYTGS%(Ll=CE{Ar4@J<|r+;i9~Fd0PS999#)fF0s^N~A8U!tWE9y%)B3 zXFK_JHYDu0ns2KE0GmCdIaoY|psTySu zwr0#?*&OxF8xr;qqajkwN(i$&ym>@C_=4NH`B$sKZ1=U?4}N+-POJ$|{T}1z&4q{j zFApb#AsgDjwB$lr{z`<;V9@uPQ>kVNjVp)4C^y16mQ0sRU}K9VGKeJ;Y6>w3>jSa$ zw&kQDVj3eBZhFj{LfRaq=CJoVVsn7{m{t?CyWtc2*pgsSVX}_KtX{ExND)9twK)n? z-96M2o2Ys}&98oCpM*II`K|ZmX^j;>38A9$L6VrtGi_T`Bi*@dP^d(t zuP;*@KX%0EAARPS6Q8oszco!=wh~&^i;_Q2v7ACQ)KU~lQ^JxM0wup4I^+x^7rwa# z8UFtLsb8v&b3h1ZMxJGBCozRK>`?Ipf*)>3b4dwm?dJ(HfFYeoCdRfai(?uRdd?M48E7x6Id|pRS zlMs0v9}Na#DmwGC1r5{J=S%X_(J6hA-`6C{HqxZMbiNkFiGwuo>5b zpk0466WY{26=lszTL#7*+qmVrG4T5eQakUS&?=!Jz#pzKceaf8ah9=V&}EY1?TyX6 zNi*4or`&0qt$aWle-duDt>_c=CVRkOzw)bJV1mwas{!`l0J!k1*tWX%N;@qMp7|IU z%>-1dRmfs11z_o_p&tXh)y(qGgP)DIF45qo{2a#&l(VdTCHmis)L1lwEX(c1|>E4s8u{$+Fnq_woky`?+Y)OWI~ z)etWPj6DaBDq7F2(9X~1jELwaOABZOTis}Sm1L165XN7UHH2<+^Utb=Tm*LMWcw}a zvdLoUgtQd!QHpZ!-@u zmvccKYToA@qURo!w+Hl@Jm?=p*K-sON);5_@uRvsca!qh4XHN{N z7p66>_w)t%QClv;2^jS^a^e0bU?B9-`frgHRj~n}=qI8II;p-|~k*#x{>O|Di+N4^T zy;TjK%Hy}L=Z|F_vsaMOY^^ibjDvqH6hk*>Rl7#FQ)p`KT>lZ#3+?vnh(K#-b0y>~ zO3;8@f_f>_v!>B;QE9cYD9`5#{Jgu``Nb!!T!!Ch(&eDNs~fgc*jR{_RSQiBXS7@r#-yb6yoKKcbO-I4 zzLvB2{6eQW_V2x6p=46J8BpEmMD!t;EXkf>Cb$vp!Ebbe0lSW`yA|o9vBQOWlJSIVpC1Snw9360WP|7c1Kqr+C9W`! zsoHB(qi<<|jf63BtV|tM*}rf|U%2OB1DKVQ0~wMmi-kHPhij|gT(_3FRgmD+wARe6 zw&uvzto3>oTsb3=< zkKG!tif`T^pst0^nIpQ;IaeLwps4^1_4^X6q5>mLL@+Htwl*OaA6o%sL@Dp}Ub29_ zz)8||G0|dXcSjeWawC`3=i$l-173~5*=qyDGwWkQ4n6m}_uV__`x8dS+t^ENjfTN7 zu{`vf=RTKWA|Q@=;0*=AB27iK;}%@(`wQtwbyi+Q?Jw9rM+=ii?@H?X+b{J2d^8z# z#e<)4p$C<>c+b|3k!yt8Oq7LDh3FBLa;&W~`u4HMk=?|9^^=enP|sybplngkg=M0B&y~9csY)C>ALwcC<%(w;${Mg`sF;$Wt(&)*vS>m(DW(9%RFY^+6 zN03;gMP>&e`HYN;u67~XD0p9NPfx^ho_@_T=tz35th|8w7A|mHraF^i?&-Q>dDo~* zaT5wwu7SeG>yX}4YmC&BVH+rSwTbGtuJLvE$<~%VG~t0I*pS;2`IBVBH98XF-%#=8r zWvsL|a;YO1&==oA_FbNNuPv%39NEr|H*OVjnZH0H9cBvxj|O zs8(c5Ie|)atx43e2j|Fg0_pyRIo!Xv@jQjobavSI#!DhdDLp#yqCVhqOvHdVG^=;j3R^>s(r?u zJ0w;-?VS4e?+<+Oqa=moiIIEVA)s|2QxO?!H`TjXZ~l zjvk=I#9aRdx~xc-V@!zrGP;`jmYx9vAe4|Rt9r_(*sPsjqIglqr`mZ{HQrD<@5#h% zaDJf87e{GOwo{4>=^lL5h70RCY_6Kwd)ejL;Ti!&x6gyn6YVWRfI^Jt1gZz#>Cf_C z7hMDJy_cz2PeL`U4dC?8ZM|8LOyW3)9yhMX0`70-LyMV)!TkhzkH4&j2}$Bn_X9hx z&f7{;!cJ?mTT+s*AYmM15(pEOCZvF&YiB!BSSGalkvbPre>^MD`q8Dt&IdE9JiNnt zHqPLY`S%q~2Txqmgf(OQ&Qdr6-j$@NvUKloW5Jn#C^YA#X!cejq7Sgrr^S5GXdM`2 z(v9oUmHFiVQ5qPUZ|$%#<;WeH0}+VALnAxsGT63%9S5%R^%N%ceFyyLrOQU!KmUrR zSKj50#VFojp&FwYP|tEQAhpNhBo($Lf?%+C>NJFzQmoyy@xkOIE@xzDGYx%~Nq?+_ zK)mo>m`Xn#*jsx%2GtT1SxL5}8^X+KZ)B05e^7PC&HQz?HoM@L7r%m?4%Xda0f|kx zZo7Z5dGDj4LyzaE z{c=n!H@iI{d@nE$z=q3{Y|f8m$W~Ok?f&?{k(xNy(sD*htJq%9$J_3dy1A8O6|hd& zmL-F<&E*WqR;`*h*cQ?bNq)FTO&tdjpLocK6tTXHB22o0pB$O#@x_*V&7}1Km4o3j zUGqnqlIZE-K}cs_Y0^%TflPW%QO>CIq*C%8XFf8m?s+w+Myy`sXx-LoxMaB8(P=*c zTU+E$mc;FK;Vb8?04W26@6Isgn?;^Ve%(@MgBGL5Xbw7d{36MkBjMBSEbW_5Ahnh& zeD)uYam*-_J9(UqN8Y}Obui42)K559o~ z>D#~!S`aL9*DlJ3eJ_)=GDYDi_1>J=bA4Hwqf%T~JH7NJOE+Kn0213aBJQ^P)T~}v zyWz51Vr$fAPH@b;pafk5Mjh_U(@(bD-L;(F?9v6o)$S9rA{cxZItv;J7$P@!aNibG z7=Mx+-UNx7e7sSAVR6#u=W`USEQic8H&AA;GVm%TjeyNJMUVP2o(JGkS@2dV8YPyG z@-z&_*7Z{+dVwE{Oh^Y?$QhyEU$*zR@3Ncj8nqu!kS+`E5_;TP=!rx8f%M;2b4l3v z){+`diFFusE$7MddVcmauQ4aO-wR(a^ddR6m-dqR6I%1?-o8D+q_`Ux?#;C_y>T#O zWJV^G!^=n_$+78AWNlPky3mKy1_L*tMiNySMk}j3QjjuF;R*y(_J5ITEHuhZO+`DlTu$ zrxt7FLNFQdD}Q*UdtUokkW~LA`BV}?#R%*YlU{mLgmOwzkz&?HtzQgQUT-XvOOXry zh-tlFNA92cL8BF^_wDx7`{1Amx*}6&chLft&n)nj=iG}|d)MrnM~gGsy48zH`krwd zVe3F4hZ7i^BqDox-Y~8@v~8Qm_j5*MCfu03oI5zaFi8SK+se~|)BeTkE3y!8&qgC? zqz%F9215mcC^&5%THPRMwV@{qR)B42*>>&I#Bw2DO_sBI>82 z*S=0YM`Q(2l!dUK_|-O6%Oh-mZHQp{!htR8VnB{_O2v^KIC!r^H(y{_!&%8;7htsT4N?dDaYY`gWknI9 zu#HB;gNI-uYyYd$a{|t4B<};GE*)(zVM!g?M$)G}&ZHi4LVR8@GXr>>Q{5qHaL(;X5427cxv{iyvnVfF;;VR+7WSSfm{GuMc&Bejtu&lS)igDVBu-=%`{9nBks|mbMp~tVnvo>#rv9 zVw1oILOe)CUG|7T@<>bfKqZ}18Nvb0u})$v=}f}kT3v)K;?-VWj#f`IQAyiSyWa3++Li(eGT^4ztNW+&eY9x{6ktLFwI z2*eItNhoLg_BcBnC%veW0(-O;IjTcn-w>amSML0WmX{Ny1~EfCe1gS6`?jt z5OiVDFj&KWG!4$?cDb}P&yyT&O;T|0B_BsEL5K^MihUQvq{ylkp!(>~pj_2T+)^B> zKVMv?RHt~Zht6jLoDysWvuX9{LMZ1KQ=^hsETK|vO?}W!dggrzi3Sa7W-SKL*}t_% zgsR%wQ@Hs7>37hGjUQ?ch(K+u$%HjInb5_%ojoq1Ql0YBkk6FGVcC z=r|-(a!c>%Zeyry^DgFQ3eCR+nG4xtHW=jwl}c)3OA7jPHB@}GNm^U(EsFPORxt1P zNSc4-GV}BA!5xrbr2SEgi#?>^TGoWQKT#XAP3BfDTEWli?sQ=~pU(iXH958|K&!G0?6m$0szcHg5W5&47DJqI`{UU40CE;EnXNW2*hj#=}H3~S0;f8(^jGYON2f8^^O47Y)cb?>$_M>Ly%~a^7 zRes=czOMNMV<&!K0+jnKLl(w1Dj-Q1g(3H{Y5~~_%z;#~1){6=0h7No4+ToHR^Fn; zXwH0|mbC8aOLAnw_lamKr`Yvb=x}Kb1~5DAp{cf7%PA}ZEZ7=HPMl45%uwAv>DYfP zUa^4uLx;>-Iyd1RF2tT%2p;hv1td)p?C0ra>M+glPq7Pr7JADk@T`@Oy=aLF)^(R+yU3)9w|JB2Q`(Y%z1FgJ+EDb>6rbK`<>?f;u#Qs;TdJk#uS5ERJnK zU5Z{>Ev}C+RvW}Zve8S*8%yI+8@w%KU(mF4)Z8l5Z!Z#&>R$2;1gQBx*%RyHcHEe3NB#1~r{m-kb}R2qzArxj z#wWZB|1Uw7k%94lFk}Utoy=?6d29z{0@7$i&LZz(&i!Le9WI{%a>=YxMs!QFhR` zvokg#pcmD*ax{jbmsb{1qZ4(uvNF)Ou`zZapink5cO>}T{@WiKg1^QNj=#4iV5Vba zVPxfGVq>LcqGS6%e*W73KAW_;i!s5kQ>^sD#s=p4Hk1UGcKS|cj>h@~F8}*-HaaG{ zU%)OO-+uyXYhVHOKWWCwzhNPumou_bIjKn%vuqh`tEo~h zx1z4kQfpoj!x_2*rtL#oK`FZxzx;gvY6m9)R3s76EL#t$iU$i6EGU_=^$-w%Che@% z0Le>2RX4ksMIO$p_$Q%ZMsC&k$8)a{@h=Cu2nyX>baX#4ut1Tt!JpvAFusM^MHH^4Y+KN!IGBODRGfb3yl z$`E2TwNZ2ik$yc8YMFLT#aSW3*Z_&aDoVi_7$ilR14Sr#g+UPa1at|(wje38L)men zwo1@%MV4C5Zx)+-4leMofKf=DTL~jAghR+8A{fNEIk5d+qH&T{|1J|Da3c*)X^YX+ zzW&?8;n3g0*f07dRnk%hk7xyp37Q60iR`{-84n8cb`G(Gt&aIm$fqUBAds9j%O}W+ znIR!e$E>k<>8MgHGqSy(oLx&;En$|}DjTwSKS(S7G)r-ypf#&kz(*5nT%yQGd`eQj zj(FBhH}ZW_Y>a4)*dM$w&xCWUb$r;Lxh3%Zj~nh6p9aQV{_o;M59z7UbZQGKi*K#S zsIoWVDckX~ce67LI5s)MSFZ1YAkq3GU9@eyU%Vb}f zd{+opQXMGw&75xXxbBZ?VqM?1>L9PVj#94sJu{A~;04G_(IDKn`t(SXg9eK~>chn3 zOYS`{dXMUzN*KAlF>9SSetj6O@$g}l$6KlQDGR!kk8#~wL5rBvV1X|gqrJ!!wFx9H zdtbQ9gdNqQJXb^!>HlDlQ{#ITL98*uVZK!IrG>_y<63|~IXH<@9x3rQU z+LUY3Y-Wc}_zR7LMy52+E*{rn(VREu38!&itcp+qaR><-Dx;Gsk83LvaXBf-0i@xm z5MzunIuk#LmBqs-5XH-P8(AnEW8yH$gB}Inr}CA-5MlNGkrj!|&j^Sh$)&TVgZl8G zo1crz95yH{yMeVH2*7(hD{kJy3Z7}Fom=VDc-Zr4OV@XdaT9@5)wuil;eHEYH4OR~ zE9WF4k;JAI(K7D}yA-lXFrKMwMs)Ukz<;9pC+kh2puT>r?ayr9B@+(h+9lE^@n

    kq>xta0~r^U?jJ^jT1F1xOAOk)^^&pys!+!L({##|R}V;W^k;2FFI zV1lH+M{W>-!rHtC#CT37v&k$Dsj)yGG444TnpEba(FTOLYP3D*y40|ekfm;n(NAF~ zv413+bjwsBJoY-Q#YxTGe^byI* zmIuX1O)SRNJcEb5Dnu}$E@5V||FBm_=I_|Dy)Xik*n!_<&~|mOehrWqkHBg|HzHp? ztuCR$VKxeeQ=AzKVHz2z2z0=FBZRQna0Ck8V#$`i(eC| z=$zG_Py75!;zp$i{tPZv#Kz$0O*3PtA1i3Y&=LnGQiR!Zo=N6ZZ$0m@xFt5*(YkA{ zGxan4O=cM=s6OEFvnXVx=+k8 z%77sR+P?-Zgp3W07nX<_R8Ap~w@1TzndMbdY#21eI3|E@-a{3^=GnYx?S zVu`%!F`5E6r>*|tDZ8;J)GPZkP1bl#27|Gcv6Qi0J@@0i&vWm$bIxht@(PZ#%@2mX{pb9;JlST zdHddW6XApChnl-$vDrz0DD%rduhaF$Aut{8BiBfEiSf!8lTV{sxcFH6Rmk=dJvMTv z7AMy_6wj#_jpRBX#>Y(oP+8E#o*&g9P>Aa3wKcLf23P7W83X?F(yKvyu|t?CHcPaP}MoyMXcG`(8e z3)tKukxH773&G!3ZQ#SE#orOl?oBOwe-_yG8@l(OGZod?_<3geC=Emn0u>exblR-O zqsBD%soh(&PQKdaYn89WdtHxHaxugP47jdTO4eTV}(pxOXym)J8`x4(~lTi3kID|m&y zG(WMl-R$RZjW4+arC{|~-{hUMv^$byV2pa` z&S=tTk*8SLE_JobUH)t9kgI=Rg>0f?B?0{whM}!}=<{}Pt7de4#h1=Gm_0q&?WYlm zGk{GyJ%#qxd3T;+21moTBj?5*;tL;GSWQ*c!>id#eCu->84e+vQBZv3!I|BR1#;*~ zCET6X$~RXa)Okdsfbq-j%G0e6wc2zH>u&pgl$!mJZ)`bdl^NMfe-R#4N@q1>yK$+# z-?}qm0#r0y{aG@kFg(4TR^9E?MW~Z%fy)ZoMSpJ#He%rIpQw^{3I5~YipeTIE(f)H zOp@PYYdMS58N0n!hNisrzJAWtS6=>_Eqi?p!y95l7_nxWC^1yssTKmdO`0pl*U{srduI-B z0JGe{pib}6ma~D`vzU#(vUY~9;E(Vb%_0Yrl?`)=S3skh2r_%}41Ssb^91rvvO?dA z=UM}JHxacdGJdwzl~&Z^=}p(@{hJuCg)qX^Z2N7e$BCue2-)wOT9vkHA8fXk^JW9x z*>lItI~tXN2ZPOPTVE3Wye6Rj85Wb3IeR%iy(L9Fl*2sgT^ap;4048g6XVl6n$JU< z&!Zi_R)ake`Df&Uz3ux3*Y~bXN>M&AD|_;TCi|y#Jf!&zUEnH*?o8tgn~OJmxi1*5 zfAM)D`VU+d;QeDfMXj+Ss{4p-=1|DJ+revYDL-Jp6l(vDrA|q++xnu{g^2?1=R5)v zU!I6eOoDMr@K1!4QqK#Jop<+lqIP1)m_luK-6hkb?f&`QExIS&fVLB^bmbwR{M%bx zFnk8b>0M%$=sk3ikXU;0ls?eu>!21hH79=GhkD=z|(huQ>1 zHe2D5)0QO7s|fors_HE1xgwv#P^Z1tsfJ^bAt z0$J6OWqHFw>{T1|XFh>Dcw=NyWuEuGBexlex+T883Kg@#Kmu!>H+=*cmDtA literal 0 HcmV?d00001 diff --git a/HW6/boussinesq_lookup.m b/HW6/boussinesq_lookup.m new file mode 100644 index 0000000..004c91c --- /dev/null +++ b/HW6/boussinesq_lookup.m @@ -0,0 +1,22 @@ +function sigma_z=boussinesq_lookup(q,a,b,z) + % function that determines stress under corner of an a by b rectangular platform + % z-meters below the platform. The calculated solutions are in the fmn data + % m=fmn(:,1) + % in column 2, fmn(:,2), n=1.2 + % in column 3, fmn(:,2), n=1.4 + % in column 4, fmn(:,2), n=1.6 + + fmn= [0.1,0.02926,0.03007,0.03058 + 0.2,0.05733,0.05894,0.05994 + 0.3,0.08323,0.08561,0.08709 + 0.4,0.10631,0.10941,0.11135 + 0.5,0.12626,0.13003,0.13241 + 0.6,0.14309,0.14749,0.15027 + 0.7,0.15703,0.16199,0.16515 + 0.8,0.16843,0.17389,0.17739]; + + m=a/z; + n=b/z; + + %... +end diff --git a/HW6/cost_logistic.m b/HW6/cost_logistic.m new file mode 100644 index 0000000..169718f --- /dev/null +++ b/HW6/cost_logistic.m @@ -0,0 +1,27 @@ +function [J, grad] = cost_logistic(a, x, y) +% cost_logistic Compute cost and gradient for logistic regression +% J = cost_logistic(theta, X, y) computes the cost of using theta as the +% parameter for logistic regression and the gradient of the cost +% w.r.t. to the parameters. + +% Initialize some useful values +N = length(y); % number of training examples + +% You need to return the following variables correctly +J = 0; +grad = zeros(size(theta)); + +% ====================== YOUR CODE HERE ====================== +% Instructions: Compute the cost of a particular choice of a. +% Compute the partial derivatives and set grad to the partial +% derivatives of the cost w.r.t. each parameter in theta +% +% Note: grad should have the same dimensions as theta +% + + + +% ============================================================= + +end + diff --git a/HW6/problem_1_data.m b/HW6/problem_1_data.m new file mode 100644 index 0000000..6af2956 --- /dev/null +++ b/HW6/problem_1_data.m @@ -0,0 +1,15 @@ + +% part a +xa=[1 2 3 4 5]'; +yb=[2.2 2.8 3.6 4.5 5.5]'; + +% part b + +xb=[3 4 5 7 8 9 11 12]'; +yb=[1.6 3.6 4.4 3.4 2.2 2.8 3.8 4.6]'; + +% part c + +xc=[0.5 1 2 3 4 5 6 7 9]; +yc=[6 4.4 3.2 2.7 2.2 1.9 1.7 1.4 1.1]; + diff --git a/lecture_18/lecture_18.ipynb b/lecture_18/lecture_18.ipynb index bf7731c..f1fd1b3 100644 --- a/lecture_18/lecture_18.ipynb +++ b/lecture_18/lecture_18.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 146, + "execution_count": 2, "metadata": { "collapsed": true }, @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 3, "metadata": { "collapsed": true }, @@ -1959,7 +1959,7 @@ }, { "cell_type": "code", - "execution_count": 162, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -1969,7 +1969,7 @@ "output_type": "stream", "text": [ "ln(2)=0.693147\n", - "ln(2)~0.366349\n" + "ln(2)~0.693147\n" ] }, { @@ -2014,113 +2014,117 @@ "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t-2\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t0\n", + "\t\t\n", + "\t\t-1.5\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t2\n", + "\t\t\n", + "\t\t-1\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t4\n", + "\t\t\n", + "\t\t-0.5\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t6\n", + "\t\t\n", + "\t\t0\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t8\n", + "\t\t\n", + "\t\t0.5\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t10\n", + "\t\t\n", + "\t\t1\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t0\n", + "\t\t\n", + "\t\t1.5\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t10\n", + "\t\t\n", + "\t\t2\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t20\n", + "\t\t\n", + "\t\t0\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t30\n", + "\t\t\n", + "\t\t1\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t40\n", + "\t\t\n", + "\t\t2\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t50\n", + "\t\t\n", + "\t\t3\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t4\n", "\t\n", "\n", "\n", "\t\t\n", - "\t\t60\n", + "\t\t5\n", "\t\n", "\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\n", "\n", "\tgnuplot_plot_1a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_2a\n", "\n", "\t \n", - "\t\n", + "\t\n", "\n", "\t\n", "\tgnuplot_plot_3a\n", "\n", "\t \n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", "\n", "\t\n", "\tgnuplot_plot_4a\n", "\n", - "\t\n", + "\t\n", "\t\n", "\n", "\n", @@ -2144,9 +2148,9 @@ "source": [ "\n", "\n", - "x=[0.2,3,10,20,50,60]; % define independent var's\n", + "x=[0.2,1,2,3,4]; % define independent var's\n", "y=log(x); % define dependent var's\n", - "xx=linspace(min(x),max(x));\n", + "xx=linspace(min(x),max(x)+1);\n", "yy=zeros(size(xx));\n", "for i=1:length(xx)\n", " yy(i)=Newtint(x,y,xx(i));\n", diff --git a/lecture_18/octave-workspace b/lecture_18/octave-workspace index c65169697346d5d351f3f9767bf0ba8da01d8669..d40f9acca1ca8de96bef3f1163fd0113738bc80b 100644 GIT binary patch literal 2001 zcmb7DdpMM76dz`Cn=r^DMcHjtDpGp1UC+yQu~AYzr8X6ktT7peR6OajC0#bDNTTh& zl?UmzwS2k=u|+Bok%rM2ncFumVfKB$sr_sBk3G-xzTf4%@A;i`e!t@zEDDSbah~Gr z!(y{otUy6D-dQXy2XDb4eEy(TtJTBr`gob)HJki&4&jGHga|})@eh2~7;n+S_0giJ zFhS_o3naiMz9{^ET{6U%LIp9A{4F8^8ip5+Z-BSx;6Q$06!BwQjfgjnd1t&4ffzgP zEA$ZTFw8hbtQ?p_Ecurw3+cX%zC3w|6c+cNp*CXgKcSvyxAw1o_8jzUhPxits{y;$ zMS-0oUxRzy#?-~`b>P=vQj)W@0m7T|G^XKA@PlyTusfdbp(<){lH_>{1c<8V+XRR~ z8gpUYLTM|+Z6ziF&bCEIFLOS^vF-N1*QQ9pAzuE#aI_4rCp@a3e!UZB?mVdqozVrs z#nTLYg5@y5Bg<0kqyPmz6)#u79Zv$J1m<{x3g$7U1}@3Qga(2ts-_|RNn+U0bPZr| zoIy7@mMz~s+pz~^UWG?qcJ#oF^0BA+H+q3dXImdYMQ=eSd`^;1I-= zSuzAU5!mqt=#UFRHb7mUh#8>exnt;=%M8)&E&iYP-7-YBguUTLD1o#&-Uu}_bQvKX zU&iRtlno=;myD4KuFBWg1Vu27F+n;WP0%zqVqBDlS=o7#i~4YvDtfs{$L~<|fY4Mt z6n%$LbH|vX{kI6PDe7Q&H$_Vr!I+_ZqLMr_WX%w0j&yo3M{lQ-g3S>o7bnO=I$iM) zCJQshLpKRr0S~odHDb`TkDw?I1mSfF=}#4HeRZcp%g)&@O;v#ITLWYmxBX`*W*EPQ@-7Q|*dNwSnZ>vT z40od`kIOYDmW)tQMNT_g){jz9J^hm&kB$FC85DZojgU*J_UNa(=A=m|>&VDuJ_0c{ zQLr{AAo@L}m}2~FuU8`_w~SbnKTt~*9d;?Q(XXKtwueQ_&sS1gbN>*xRXw6O3mjAe zlRMO4_S^9uPtH(J$2S^pZOnuRf`A!`gEv8&Zd*~-Qw(9DePX#;DeTxUw4Yd33Flro z2-jFwgF(H-**mKSCT&e|uhx4FcHzp^_dVZ$e}?Ph!r*$aH+?iH3~d1D63SODeFr1F zt_e2tnjt+uqTqOEGel||OG=C1L*o(sm)wIb@ODY^y@16Zz@xa5lVc=?Kk0JW+d?rs zOr7u(710WrRUjE<+Xg`*cJ0mLHZZBP8SN4x0bglp&;-MFC~`DZ&$`?W1sTE`$^4HH zEA`I1_~9e;FWl4KlqiMaaXCpU`wrM!ZRF#6zXP&n$7jCrm%%f)v}50N%fS9o3O)5? zC+th|nKjP+6Fe+fn#8UB1nUf{a+~71pegKyZH1{EQdmykCa;$RwR=}{dcGVQ)Fr1I z*b10>VVcryr2@F)Hq^ylQNaGSle1#`6p+Vn6c2bS;XqmMm8wi7h@Cdixh_+}iPQ}~ z3umdo$8SrmUy=&Wc8jLR)Tn^B@siyNJ2ea|Jai;ENDXq~5LwPeHE3pfcKEcaVWw^Q zsV)Z^Uau6bwehFn@xG|8xydxt?_IE|{x%IQF{Kk%HPVn#>Y#5oK*Lej7y1XRHLxTv zH>=xG1G9g9f99UE25zhqj~+Ei19VT)=}-p^jNGMu_sUoUi-OOZ|0ba!XvLbVeRpYC zwrt)W(*zpC=Uw01-{`baHle@%PN&1 zD|Jr@AE5+f+QFT?Tmi23FD~oF%HhzNe7iJu7ZmSFywV_*!P%l&6$i4V;Gch+yKr={72*QaC4-3Q@TYu|LVJ`?(Z`&|Q&|l8U!U?q-nUCz^RD#x<7^ zxpy`%5;ZffgJH%sxBLc;OS!#!t-Vg>70>T7&+m`l^St|c_W7Q**7v@?Ypu^-A<=1( z>9O5Bx&=yFN+c4W@lmmnlZ8JL$ve`X9GNyXA>-}4ckhgZ7I_VXmpq`qlE+$+{?*?m zJ^$7#rt;r;_$f*YF2SnEdCf0FeG`QI)?T|P^PxzzJ3~4rg z^!m8Naeur3kq&)7`hIniff(UstJ4p9d$QM~n;-NizVV+m+7GQd&U}1iz8{RvH?ENF z@q_8Y%>KSN{a`lm<@MRE{b5m`KJS>fKdd%A>!Lr=AJ${j&J0=Uk9KsxANG|g_LWck zLDU#@41j}2@`T}m0dTB+WU??b0G*2xcU5f&fUEN1NTc%s=t>Mr1L1z)-rBF+13}oU z#{{A$6$nJ{%P|E(<$?Ho$*sOiZUw^IH|p0P%z{AO85jhgZR1^)lY&6H^9qA7lsI%e z2*ay?v9+iVLcpxiTD3eF!BkN&sM)MwXo@eET5bwP7>VOft2 zK?HGhQ3$B|y&;G#2en9>wz!j8ZlpeG`KCyTHj!e zn70@WXc^4VAf8N6z6SS&SwFBz16qDs4M%B)*=jK8ppeafi4<^(G@hBHazb4A+3*F$VK zSox4887aKYPEs-;6J7&z>|9@G?vB6N#8+39)o6+N$fQ)^x0y@}p^M1rPG5@xNG1K1UA=T297ad+`1+kyyPh!d1HjLUcDreMzQAd=VubVX@ z;tCgQdvla^AALS(O?|tAmhSj&Nu^2X2}^Xao0TzETdUP@$!_XMR~R@|?|$Po01xg4 z4RIS4gctcI;@jUH0jpcDgIxB-!ePsp0ULWvp%oD;Ap;$V9ogxi-O` z#f@&hBM$H8tOq3CtWllk>VwUt|7cswZA`Z>c)0s1chdc}v&+<1T+zK*bq|Niu;o}v z??vldV(`|3Tu7D?!ZUXHo|tBeuA6FutVXw{X5-$QjhmJfotBWCB#)0wib;(9Oc;T8 zWKwcc=H%pQsRQM`$gIF6!&M&TA@3rO@|3&DT{7g|{${}X3774t%>r^OpgnrZj5$i)Sb~DjCwHY$*32jJsIuA zXm3XQh&0Ea(LmN8#M&W@D&a+*GNst&m8hvE4{J+QVn0+OpKy9oet}ZHuisM%ebkJf zQT{!pa>A)c~{qORLM@T9ar+eK8 zn~sSv^5;#*hO}MMT;(2e_wI5RvhT!ZOp&{EOLKK4b(xwlVKO@l$jnIuNG^X zz|-tpBxhob@Um0Kkr(k|C!W9rg-0iz;;1SIp5omo2cF`@Mg>pcUQB_4r?{w#f){bF zoEPz-oF}M3`LH8TahZKbUc{Llc#5mC+w&ApmfG_a7hSjGDekeb<0-E3ZO4na#g?bI zWW5bf;A-(jYo6k818bhb-o9;l5pP@Z1U@?#S@INDSGVCQ41Z(6cc(zpf~R*tIeVK>bf?9CiI+E zLIK@=9pzX*$M`rV$C-(GIHs3lb~t92lZ$?E%rB1l3FbGh5`5~_0zVPldq!Wx)5!)R zPB$^cRxuCwM$8Kcw~!~WyfNHvhTRk(nzQc|3$VP4-#685uv(lK2CVo#D zSR+TASG*?pbG;42tG1{k_|~_bh=(ogK;Y`j>vjmI9|ra!KF@BCK>GdC0VfImx9{R&VsQ4ZqwLX`tp-D5EQu;~P0Z3vGeJ?_%!{||6) z6Tm5|+BW9_U%{2u%zQ4*t>Gqb^*LSj-FdEHyQ=QO*-PB);&m!hy#4=8twMlbg=^ z%Nbt=lZ#{a7c;(iW_K0yC!6uDXL5&`{V$nc*-URL)3fYfc^k>%n8ft273H+^m|e!lvG}x=OwR_Ue+ILw%j165U(EF9F}*p=&Uq&9 z&8V97k7s<@Ol~F96T|#i!rD52(^(!TGW*OAZY`5vz~X!;%4vUP_Q+9_@v#*|1_+Wf zSiOooRqV@AhrS#^g(Nx@>309FU^HB@fa#w~n95qDYiJSzJ!p~r`vCWC4<>sh<5I53RVTrHl zB~M!fPBqQy`rHO48nU2o;>c5=|8LaD&qnB8BW4mjjoHc|9MfgzRin`k;y=;#(hf z=j4O^R*S~0={pD>*}E4%ojVAdYk$@Ho*M*(5Y=+IuQDdAmN@06zkb02*m8z*dQ!ed7)RQU0fjp zUt;mw@vAa)x##uj@p&2gl@~?U?~q|-z<}B_nKG<1RctubM+OtQq4SuhQY`qxDrM*n zDJEQ**r#Z^6sjd>>-Gmpaic2w?&v;J3_s_Ty}Yj!dZv3i-w2f=WA5ETr=?O9%}cpe zeqV|`PK%aD#K~~#?9y`+Tk2uiy{$RLr}S{X|4dC-Sqo^kY-^ar>%*tCq*wTpmUwor z-VGQG9#vOYOueCL52vn@39XeKaJ9w!gjlX4R*r9f z>|JX)>_-G$)XR|L!S>X!s~6?yH~qk-9Rf<+yzcG6vS|uz?VCB@X}1C`V&hka)+*pv zy073nV+WX6ZLdu4loS92`~W;(!&WEW^%NIpEIe{u|HME1)`ERQcmk z1!N0ipC8Rt;I7w^>Z4u?950-HOi!@)vR{$*a)KN~Uq{JPf9r^W%l5uY`>6veLZqeL zH?>FI-TO5$@%9M3>u2lO#tzw%8CgG+*uqg$($?0~21m-=#+hwxi!1df?Ck8V5bk0* z=gr(UF#qEpgRed^M^g3k0&bKUS}w5vvg>kF3@Cn^k+RGP!A^dOm&y!q4~qV$4fJs@ zpHEq}T86}8n9&8EAIM|Y@?BqcU+I!sJrty8Hyi{GoIF\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1000\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1000\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2000\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t3000\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t4000\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5000\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t6000\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t \n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "% for linear regression\n", + "x=linspace(0,20)';\n", + "y=x.^2 +10*exp(-2*x)+0.5*sinh(x/2)+rand(size(x))*200-100;\n", + "Z=[x.^2 exp(-2*x) sinh(x/2)];\n", + "a=Z\\y\n", + "\n", + "plot(x,y,'o',x,a(1)*x.^2+a(2)*exp(-2*x)+a(3)*sinh(x/2))" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -51,6 +328,8 @@ "source": [ "![q4](q4.png)\n", "\n", + "# Answer: It depends\n", + "\n", "#### Other:\n", "\n", "Twice the amount of points needed\n", @@ -101,7 +380,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Splines (Brief introduction before next section)\n", + "# Splines (Brief introduction before integrals)\n", "\n", "Following interpolation discussion, instead of estimating 9 data points with an eighth-order polynomial, it makes more sense to fit sections of the curve to lower-order polynomials:\n", "\n", @@ -315,7 +594,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 75, "metadata": { "collapsed": false }, @@ -532,12 +811,12 @@ "source": [ "### Example: Accelerate then hold velocity\n", "\n", - "Here the time is given as vector t in seconds and the velocity is in mph. " + "Test driving a car, the accelerator is pressed, then released, then pressed again for 20-second intervals, until speed is 120 mph. Here the time is given as vector t in seconds and the velocity is in mph. " ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 82, "metadata": { "collapsed": false }, @@ -683,12 +962,12 @@ "\n", "\n", "\n", - "\t\n", + "\t\n", "\tdata\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\tdata\n", "\t\n", "\n", @@ -696,7 +975,6 @@ "\t\n", "\t\n", "\t\n", - "\t\n", "\t\n", "\t\n", "\t\n", @@ -706,34 +984,45 @@ "\t\n", "\n", "\t\n", - "\tlinear\n", + "\tremoved data point\n", "\n", - "\t\n", + "\t\n", + "\t\tremoved data point\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tlinear\n", + "\n", + "\t\n", "\t\tlinear\n", "\t\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", - "\tcubic spline\n", + "\tcubic spline\n", "\n", - "\t\n", + "\t\n", "\t\tcubic spline\n", "\t\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", - "\tpiecewise cubic\n", + "\tpiecewise cubic\n", "\n", - "\t\n", + "\t\n", "\t\tpiecewise cubic\n", "\t\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", - "\n", + "\n", "\n", "\n", "\n", @@ -753,22 +1042,22 @@ } ], "source": [ - "t=[0 20 40 56 68 80 84 96 104 110]';\n", - "v=[0 20 20 38 80 80 100 100 125 125]';\n", + "t=[0 20 40 68 80 84 96 104 110]';\n", + "v=[0 20 20 80 80 100 100 125 125]';\n", "tt=linspace(0,110)';\n", "v_lin=interp1(t,v,tt);\n", "v_spl=interp1(t,v,tt,'spline');\n", "v_cub=interp1(t,v,tt,'cubic');\n", "\n", - "plot(t,v,'o',tt,v_lin,tt,v_spl,tt,v_cub)\n", + "plot(t,v,'o',56,38,'s',tt,v_lin,tt,v_spl,tt,v_cub)\n", "xlabel('t (s)')\n", "ylabel('v (mph)')\n", - "legend('data','linear','cubic spline','piecewise cubic','Location','NorthWest')" + "legend('data','removed data point','linear','cubic spline','piecewise cubic','Location','NorthWest')" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 83, "metadata": { "collapsed": false }, @@ -1206,7 +1495,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 86, "metadata": { "collapsed": false }, @@ -1215,21 +1504,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "For 5 steps\n", - "trapezoid approximation of integral is 0.79 \n", + "For 70 steps\n", + "trapezoid approximation of integral is 0.99 \n", " actual integral is 1.00\n" ] } ], "source": [ - "N=5;\n", + "N=70;\n", "I_trap=trap(@(x) sin(x),0,pi/2,N);\n", "fprintf('For %i steps\\ntrapezoid approximation of integral is %1.2f \\n actual integral is %1.2f',N,I_trap,I_act)" ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 92, "metadata": { "collapsed": false }, @@ -1365,11 +1654,76 @@ "\t\n", "\tgnuplot_plot_2a\n", "\n", - "\t \n", + "\t\t \n", "\t\n", - "\t\n", - "\t\n", - "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", "\t\n", "\n", "\t\n", @@ -1393,8 +1747,8 @@ } ], "source": [ - "\n", - "plot(x,sin(x),linspace(0,pi/2,N),sin(linspace(0,pi/2,N)),'o')" + "x=linspace(0,pi);\n", + "plot(x,sin(x),linspace(0,pi/2,N),sin(linspace(0,pi/2,N)),'-o')" ] }, { @@ -1425,7 +1779,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 93, "metadata": { "collapsed": false }, diff --git a/lecture_19/octave-workspace b/lecture_19/octave-workspace new file mode 100644 index 0000000000000000000000000000000000000000..4bd89dd249beee3bc2d071dccd02246ca43bf138 GIT binary patch literal 10815 zcmd5?2{_f;+TT=)CWS;qDn*gl=DqiN31ukrJY_5m=CL}_s8dpDq>0i&8ih2j-5jMs zsfdouGpW$TxA$Jl>D+VfeeQj}@A;nR?x(E&Yj}s>`}@8B6|DUteWC-@=BrsTMlcu* zb8jENNZ!a`42tl+MELov@(CX~DEM?C{*<|QWVlZ#f5$&;xhUnb{P^}RH0qBn-dca# z1TsbmDyA*OPK5XTf3hXa{L^tK(QYKfJG|s?1_Tocw!mL?`?Co()Jc7PY9KW}mv z@9#*#BJYd&Etgh@hD=1pyC|aKWa8k4*Yvp_2|G(UtJ-(d`99R&^jbu9aFDJKhjfQS zu_#;&$Ubo>YD_dO;Yt9pBMn;fg5*mMOaXFE0p1JsXYBG+0^)B5XlW)_)gPEe?Wn@; z*)cc$W7McU4Okn_4`@EMs|ER&6j?n7w5fev_~1NYcFzWV>cy?!B}eD2q&TgFu8k6_HS$(byjH^^nb@n^D460F z0*or#ytA)DD1M=k9AKkrbv=~g7zUORdC%6Qgi$=hKwsMWaqa4GifcGH+A7O$UJ^m^ zjeyK)dUw2-krd}hn7(cE&2WV%igy&0Z5}vWOG3C#8l4)Wb;GLD|u@bx?l+<)}vpbm39eT=T;Y^AJ;5fzI@>#-%Cg0 z8%`G@-J;x&`X=X4QgFU`1v3*#9M2lx_caZ@Sm@xOJuC&S(Keeldh9kNYGTVu8kc~2 zjGa7oghruXw;oVfpS}uB+50LjUCs|-QI&_Kn_W?~fpJKXs4X&&(JR=1&Cu`zQ5`qE zIp~B?$O*lLOcZJS%d~ijImk?}U-*E85>j~h)VW1zGPXJu==e8t&mRod>c_6di5=h*pd z*Snk(2Lm?9&%MSOd5*h(#Ed*nZcRk!TfJtC z?I8B)=mgU;_Q^Wvux{A{?!|NPqORe zGnC|NQ`yH|PkZMt+{1pgHtq1aiHU5lOXA(7Pu8<9dP<%4+!M*Jn|1}_qgS$Rv<|7C zbM$44<;q@HS?j_s-E4kW+{K2iqEW9_P-e? zfBQZrWrg!J_Ne@F^_*GK>__?CEzerVvFAD`PMeT9oGmLEkr}h=8%zC{7Zt97JuHXJ z0~1&6X=YWkW=eDf*05OFzGX>`<*bTNA775+l(HUK7)h0FxxWkVyl@|@^o95Jt=T(RzwGomD;cwqRhg~x+wH7a z*6lMR8eT<(vYM~0*%19TfR$&h7IMnPlQl#3uzAWsdlu0NgHf{9DQSGu6|_CMTc~YR z2{I18SgwBY1&T9?eBryN5^;`=P1y3b25D_K&|jHWkLoq#9MyI;BZaHVKGW~EBQc}r zOO;P_Bk!E@qQbEskvt>WcT(7$y$t*+mm( zvnN8$Dd&Q0JxMrq)@_bR&?LxUm$-j8BljUbC*$-GCWT#KC<0P1?GPDKiNAl2XrKqx2Jqnhl`1cru(PQ zhg9=Hi}SsjFxuBC*y9@$;!3yr)amF#s@^FB+4K6)D^pYuwSol)?^;U9h9dBo^`WuX z&j{KpwoY~`{42u0gHT<;wk-7jV&U~q?tGgWDUr_8*C|Lns7G35OPOb*kRk1MuVQNRH$llENoo!EYVtZElfE5bzkh*^|0|m z#m7U(6F@_u^iZqcMrd9sb=KNtGgx(Qv#Z~*6>Kw}x0$@%4NJpfPj;M2feV}Lu~WuAXb2E;JXdxAR?b;bc^;*L`^Eh?^EwYh#lhcx zTx~oCdl!Dbc27D3Oq=@UtD8@N$5@Yber=iHyVk5Fbw(E4Ia;>bCM^f#tR+~V?asjB z-*>G)<#-+xP51RHI9>$tQ;e(E=U#%w2KlBqodR%O$_UPlxeS(drk^;TWsom42!ex`Z?{r1{)%wnwHtG$bPeKf@ClCid6r%>TXOrUiD|7!~Xn z859z%xZEe$e^tO3-W0HWfB{}vn=?X&7n0sc&mpBR6`$h1`crx-ozv#&dK z_!D~ag#V9Wu$xA87yUW1;WPuDf69VQ5l%V|@4 zI^g8U|L9V?dQi^~Ct07`F`#w~sT~%z!=e5VwFh)RP`gI-oDsEeOwSurKMSZG6Y9@| z+A*beOsO3+YR8P)SxD_Hq;?ijJLc4mIkjU!?O4zot0lE#N$prsJ66=rVrpjzwX=lg zXHD%`Q@b|goSzMyw;|_0*wA<>g?RtBBK5T;_Qu&!zjnmV5j*PNj@VJPr*YU5J4N<1 z9tUD)p#zP}f!HZ`pz%1;cpPawjx-)e8jlmPli)<-aiZ}!(|DX|JkB&8XBv+SjmL%H zS2QF6R~nBijmMS7<4WUkqw%=Wc-&|_ZnO^WG#+*sP-k9esSqS^#bb^{+Q;5j%{btp9t) zV`g_($15-)=jw$9y|qjTdz`N}V!Sp$J05-Gl{PHje#=zMePgzW|;+ea&C$MjCUI-mUio-t+n8PoRePrFTtiWlJ9&@X+H8@KR zAGYa}4b&9LD&@=CLH*d2=klZNVZFqWm5F)w@bKXZi=rPtbtb46V~9on_fg3tSZDPI z2l&XRORE!1sDkxa6;V;_#n~MJ1-hKr2{~i_buL=y% z20>g2I)bjq;OdfRhCUg=Kycw;Bp8xsE{p7AaOgUsBapF%jtNF&pQ16D=NiLV{^di} zgudO(pppN!A2;+CwScLD%Zeqi1hlHJiVXO1_&GwP z;1=Zs=LGTp|EWlD8`|Ouh62BCpuoq&h`zOWDiYj|20SPZo&?XUUKIcTTunqp5uvLX z{LjBrk+oOagbEe|wlHiM-$KVj{lEuxld?&0yl~9B=OOa2sbX&1;gV_a8hKt=aB>Dn zI*h7oUN8%WR~?(R@0<#R9^Ip~q+t#ydD+G)w5maU-I7vqJP%;a4_~QE8t_ilZ`ifa z`EaRGJna`5O*koz;(X3&!k*E}A6IB-fxp3k>#_8o?;;EAr@POZ3A5h%*m>_}!rDU3 zlL2>_FeiW9y4)5f$my!j(;lu3S|^Ifjg-^|2N#*uGi9~G|GMLmebU;nX#V9+m$BN= zAQN2}{hbMl6(y!U4NRzd-qHEAgs0AB(!(XsFd^hy{OjA>nJ})$`&!L1CfqsOB@}ML zgz!Dfeyo}HQ^gt6;vPrWYQbZzye8S_TCh-m;=-}rRffyNm1yW4i#!xU*dS>`8ua9!Tz zd_%$kl84J4dfIOfx4yPbt;pxStL!H2wsp0K7)gs=7y9hr)IvS(>I^%W@oCR}#&SD& zG;NgGdk;GZd1G0-b&nm?DU3rw(mz$XHLGt-&k{#ytMT?a`OFFS9(|~hwZH|;o!#uC zm$?EP&C&~;>IP3jT&_#SxQ1P*CiArmSi0|iH@DFR@{-b%mvdY}Dd2MJv1(U{oiodKbsq0s z^wz6;Y_2;yzb9Ao)Pen=2MHj7hd&A0EX9^1^FNGtbY7^g? zE`>qsNkLc4mI6Cg;Yz^7rGKc6-#ugb0{W|h_zV1Z(H}p**duGX&Kad6GG0KHS)m5Q zyo=~F7iquubXT*!OXnY=^}(BDDuN%=^=GK=mzOJz7nad|FHxdNlf`7`S9JdyGTsGn9;e*I=f-HJBquN}=&T(sv&cn9^{iQ+arPq?zCi~8?I zfe~tYcDK4|93Rm5nLXzh-upn~=|M%W3TLs4duUuAkf2Vo=K;L3j7Z-o}LGv9znW|lP zZ}tz+ya&}S|nY!(87ix9-w z){Qk45e8CsVOV_nUNPDx37Uia-r+DXHJ;5G~%<*)iNZ`^Po zyyE@*YpnGZ)!oB^;5Zy21LsH0oHznV-A8~qmYA=&Zv+rrM}Yj~-genZB0zX10zIK` zvZW4*0Kr)V?iXM67ndCggeN26u+mY*(MLuC!JYU0&9(7WBc_f5!t+sJ^3vxJBYhN* zI*fwJY9&dgxfEhf?2UAL6CqgxRmQWB6C)C95 zgt9n~P#KF7isPk(`uH-D1Rh7Eg8hkva4eA)o7|_;5&!J}8s;FJ0L0i*M zOJdPhG}MA>XzLkjIh$##p?RU%w6)N@(Q?{K#Ayo|Y8@0eG={c{eA*(0S_8!$U7)SN zg|>hp>1R{PJ5Z^ArxG8Mwhfi^cPix}2@gqk4VCN?D%By04oUMdmE@2Vha^aO3R9`% zhNLzmu_IJkp;S^sQW}yF|6LRJuM{N8TNpXgLsComw~XthhVg;N(i^d0Gou?n{)cA< zgFYj=j_7_w&$IZy6c880{|-iwpJ2~l?u~!E^@bcO6#ed=nU{yJ-Q7`E7IhmNiy7`Z zZ1o6RuFn(pYkiLUqV(DdgkNC=$vWE?trfVM5jb+uv1&Xy+#uK{sRmEF^xmdGwHB{9 zC@d+HU5DjA_9_?)H(-sl$<@6&jo4>nrbx9_6JAkexmnJ)8Lv0mq_!cd1?RX9lpWmI ziu)gjns#h%!x0OT9mmDCW90y`mx<0DcuM7=J&jX4v4=&6*X80)-0OL5Orm`k?zvvL zvi5Qpb|1gj%BiOddlYp9M-6mgy`9zT(<{4hqROba)7!f+yWvWbh(s5*os3#$#dhM$ zvh_DM-0Z;qCZF{aTida9$IYZ%Mmt`ydS`>rh&Fs)?renoj}|=Menp^ddo$j+d_qU) z>n8jyzf-5{b|cPk{6ml z@z)EqBtXpJECAzDWyOX`YfolzL6 zJL)4mK$I7V@&pAE-XL$nBQ%fj3ds?kp=E@3NP_SXQC^~Vgr`WF@D_Cu9wQ6FYothc zjwE~Y5tXE@w$sHEYB5QE7U|%ghY&*DjK&~EJ2=+JN6z>W7 zk7b&0=^-D#3vZjSNZG}S`;Ina7%hA|#=8ZtHL(kGpVo>Ce>tIu>RNGkVb4>gQ*Bta z+c;iiSvw9;*{j| z?ZT}19R=936APIcid6mDfgg-%bLxN4j+0)bWl4&(W4knqehrg0JlW^#qQyKJSIs(| z8pLhECp%qRw+uAnyOMVi7wijo3wl#1HZ$e$j0b2cmHyV-hE#aidQp z4@C1qK_pK^^G3fD9FPpb1=$mv5XB7@6CBYnf-9mpBZ@n^MCyPfNL>)E6G|s_Lw=-= zh}IR+I-`72ceIA^08w6`k%T9xgzyIKCOkrvSBUZq5j<;=4&fo9yhP^-PtgLxThu^! zOxH`1o?!kS>KEXD12F{npQSQNXYpTdJQ?x6ixCtY@E^U9UK#ve79oBSSK3dV?Ay%6 zJ--_KrX^R5N7;XQmA~s54obY5`Fr$BY$X+29AoqbGc?T0+&bRkOJb&0fw8}1w^c^9 zhN18A;l?rkg%j#9cc*yxp5yg6;M?o6Ym*!Cyy8x)8S9$x)!j9}U3u7yPqyi0t>88O zoe`TPm1Wwn%x%kpO4)W?7b81ec<=ljO5u%$@5t zrP`tzzdPmH`1Du>zQ5aas!~NcKC4FB(tcK+YsCbcDo-bV%H&k>r7- zNM6X8