From 24b1020a2ac1e9dd278ca4494ae4c4c6aa364d5f Mon Sep 17 00:00:00 2001 From: David Zeng Date: Wed, 10 Sep 2014 23:45:14 -0700 Subject: [PATCH] minor bug fixes and more unit tests. --- .travis.yml | 5 +- REQUIRE | 2 +- examples/regression.jl | 45 --- examples/regression/data.jl | 22 ++ examples/regression/data.png | Bin 0 -> 24049 bytes examples/regression/linear_regression.jl | 35 ++ examples/regression/linear_regression.png | Bin 0 -> 31715 bytes .../quadratic_regression.jl | 32 +- examples/regression/quadratic_regression.png | Bin 0 -> 31780 bytes examples/simple_classifier.jl | 34 -- examples/simple_lin_and_quad_reg/data.jl | 18 - examples/simple_lin_and_quad_reg/data.png | Bin 16722 -> 0 bytes examples/simple_lin_and_quad_reg/linear.png | Bin 22561 -> 0 bytes .../linear_regression.jl | 34 -- .../simple_lin_and_quad_reg/quadratic.png | Bin 24521 -> 0 bytes examples/temperature/CRUTEM4v-gl.dat | 328 ------------------ examples/temperature/temperature.jl | 45 --- examples/time_series/ar_fit.png | Bin 0 -> 59988 bytes examples/time_series/melbourne.png | Bin 0 -> 54098 bytes examples/time_series/residuals.png | Bin 0 -> 40931 bytes examples/time_series/time_series.jl | 75 ++-- examples/time_series/total_fit.png | Bin 0 -> 72784 bytes examples/time_series/yearly_fit.png | Bin 0 -> 63913 bytes examples/tomography/tomography.jl | 41 ++- examples/tomography/tomography.png | Bin 0 -> 52619 bytes src/atoms/add_subtract.jl | 6 +- src/atoms/diag.jl | 28 +- src/atoms/index.jl | 19 +- src/atoms/multiply_divide.jl | 40 ++- src/atoms/stack.jl | 8 +- src/atoms/transpose.jl | 15 +- src/solve.jl | 14 +- src/solvers/backslash_solver.jl | 34 +- src/types/expressions.jl | 27 +- test/runtests.jl | 1 + test/unit_tests/add_subtract.jl | 19 + test/unit_tests/compound.jl | 22 ++ test/unit_tests/constraints.jl | 9 + test/unit_tests/diag.jl | 20 ++ test/unit_tests/helpers.jl | 46 +++ test/unit_tests/index.jl | 8 + test/unit_tests/multiply_divide.jl | 19 + test/unit_tests/problems.jl | 47 +++ test/unit_tests/repmat.jl | 19 + test/unit_tests/reshape.jl | 10 + test/unit_tests/stack.jl | 21 ++ test/unit_tests/sum_squares.jl | 15 + test/unit_tests/transpose.jl | 9 + {tests => test}/unit_tests/unit_tests.jl | 7 + tests/test.jl | 46 --- tests/unit_tests/add_subtract.jl | 9 - tests/unit_tests/diag.jl | 33 -- tests/unit_tests/helpers.jl | 20 -- tests/unit_tests/index.jl | 13 - tests/unit_tests/multiply_divide.jl | 9 - tests/unit_tests/repmat.jl | 32 -- tests/unit_tests/stack.jl | 29 -- 57 files changed, 536 insertions(+), 834 deletions(-) delete mode 100644 examples/regression.jl create mode 100644 examples/regression/data.jl create mode 100644 examples/regression/data.png create mode 100644 examples/regression/linear_regression.jl create mode 100644 examples/regression/linear_regression.png rename examples/{simple_lin_and_quad_reg => regression}/quadratic_regression.jl (54%) create mode 100644 examples/regression/quadratic_regression.png delete mode 100644 examples/simple_classifier.jl delete mode 100644 examples/simple_lin_and_quad_reg/data.jl delete mode 100644 examples/simple_lin_and_quad_reg/data.png delete mode 100644 examples/simple_lin_and_quad_reg/linear.png delete mode 100644 examples/simple_lin_and_quad_reg/linear_regression.jl delete mode 100644 examples/simple_lin_and_quad_reg/quadratic.png delete mode 100644 examples/temperature/CRUTEM4v-gl.dat delete mode 100644 examples/temperature/temperature.jl create mode 100644 examples/time_series/ar_fit.png create mode 100644 examples/time_series/melbourne.png create mode 100644 examples/time_series/residuals.png create mode 100644 examples/time_series/total_fit.png create mode 100644 examples/time_series/yearly_fit.png create mode 100644 examples/tomography/tomography.png create mode 100644 test/runtests.jl create mode 100644 test/unit_tests/add_subtract.jl create mode 100644 test/unit_tests/compound.jl create mode 100644 test/unit_tests/constraints.jl create mode 100644 test/unit_tests/diag.jl create mode 100644 test/unit_tests/helpers.jl create mode 100644 test/unit_tests/index.jl create mode 100644 test/unit_tests/multiply_divide.jl create mode 100644 test/unit_tests/problems.jl create mode 100644 test/unit_tests/repmat.jl create mode 100644 test/unit_tests/reshape.jl create mode 100644 test/unit_tests/stack.jl create mode 100644 test/unit_tests/sum_squares.jl create mode 100644 test/unit_tests/transpose.jl rename {tests => test}/unit_tests/unit_tests.jl (56%) delete mode 100644 tests/test.jl delete mode 100644 tests/unit_tests/add_subtract.jl delete mode 100644 tests/unit_tests/diag.jl delete mode 100644 tests/unit_tests/helpers.jl delete mode 100644 tests/unit_tests/index.jl delete mode 100644 tests/unit_tests/multiply_divide.jl delete mode 100644 tests/unit_tests/repmat.jl delete mode 100644 tests/unit_tests/stack.jl diff --git a/.travis.yml b/.travis.yml index 53574a9..8a39511 100644 --- a/.travis.yml +++ b/.travis.yml @@ -5,9 +5,12 @@ notifications: email: false before_install: - sudo add-apt-repository ppa:staticfloat/julia-deps -y - - sudo add-apt-repository ppa:staticfloat/julianightlies -y + - sudo add-apt-repository ppa:staticfloat/juliareleases -y - sudo apt-get update -qq -y - sudo apt-get install libpcre3-dev julia -y script: - julia -e 'Pkg.init(); run(`ln -s $(pwd()) $(Pkg.dir("LinearLeastSquares"))`); Pkg.pin("LinearLeastSquares"); Pkg.resolve()' - julia -e 'using LinearLeastSquares; @assert isdefined(:LinearLeastSquares); @assert typeof(LinearLeastSquares) === Module' + - julia --code-coverage test/runtests.jl +after_success: + - julia -e 'cd(Pkg.dir("LinearLeastSquares")); Pkg.add("Coverage"); using Coverage; Coveralls.submit(Coveralls.process_folder())' diff --git a/REQUIRE b/REQUIRE index 93db550..e3edc9e 100644 --- a/REQUIRE +++ b/REQUIRE @@ -1,2 +1,2 @@ -julia 0.2+ +julia 0.3 diff --git a/examples/regression.jl b/examples/regression.jl deleted file mode 100644 index aeb26a1..0000000 --- a/examples/regression.jl +++ /dev/null @@ -1,45 +0,0 @@ -# Regression problem -# Originally written by Keegan Go for lsqpy -# Translated into LinearLeastSquares.jl by Karanveer Mohan and David Zeng - -""" -Fit a large polynomial to some given data -Play with regularization to understand -Question: Why does increasing regularization not help very much -near the end of the polynomial (farther from zero)? -""" - -using LinearLeastSquares -import PyPlot.plt - -# Set the random seed to get consistent data -srand(1); - -# Number of examples to use -n = 50 - -# Generate data -x_data = rand(n, 1) * 18; -y_data = sin(x_data * 2) + cos(x_data)- 4 * cos(x_data) / 4 + 3 * sin(x_data / 3) + 0.2 * rand(n, 1); - -num_powers = 20; - -t_vals = 0 : 0.1 : 18; -t = reshape(t_vals, length(t_vals), 1); -T = hcat([t .^ i for i in 1 : num_powers]...); - -# We will regress using different powers of x -X = hcat([x_data .^ i for i in 1 : num_powers]...); - -# Solve the problem -mu = 0; -a = Variable(num_powers); -optval = minimize!(sum_squares(X * a - y_data) + mu * sum_squares(a)); - -# Plot our regressed function -plt.plot(x_data, y_data, "bo"); -plt.plot(t, T * a.value, "r"); -plt.xlabel("x"); -plt.ylabel("y"); -plt.ylim([-5, 5]); -plt.show(); diff --git a/examples/regression/data.jl b/examples/regression/data.jl new file mode 100644 index 0000000..b9b73de --- /dev/null +++ b/examples/regression/data.jl @@ -0,0 +1,22 @@ +using Gadfly + +# Set the random seed to get consistent data +srand(1) + +# Number of examples to use +n = 100 + +# Specify the true value of the variable +true_coeffs = [2; -2; 0.5]; + +# Generate data +x_data = rand(n, 1) * 5; +x_data_expanded = hcat([x_data .^ i for i in 1 : 3]...) +y_data = x_data_expanded * true_coeffs + 0.5 * rand(n, 1) + + +p = plot( + x=x_data, y=y_data, Geom.point, + Theme(panel_fill=color("white")) +) +draw(PNG("data.png", 16cm, 12cm), p) diff --git a/examples/regression/data.png b/examples/regression/data.png new file mode 100644 index 0000000000000000000000000000000000000000..7ae7d09464405f7e56b7783446b09650cc78b8a7 GIT binary patch literal 24049 zcmdSBWmuG56gE1;5Yi$_ha!T3lyoZ~B3+_1(gR3$%^08}AR>$)-8l$I*C-_-UD5+c z4c!gjGx+KY`hIn;bABBC;pH&Te)e8_?X~XvUTgD0RauUdh>i#Z0+Gt!kx>VMaP&bS zaQ!KK;1lI02?5|A{D%s1GN423-}uV3Fc9cGNM7cqrhD|4}3MM9&jdmxm3k0$=v7XKI%$4A07@;LU5@ThE-XJC{q$nGU^DO`G z|AC&18i3e8v5JzzX`7dze!&{SVKB(^WA3>n+Z+pJ`IlNw-n>9Xe&?A^z8uYvft8-| zyHRbFpvgX;hu&gAb%CM`Ok~YZ^-UjAM}C)Oa}CY#=WGJaeO*l>D|fdaYMYUtByp`gQBNecZ>XfL|Kb~q@K85Gm6zdK(tPY z7nClT@(#S_>HK8;&!m92JLW5BAZI$nC!hIe3{}qr>kdOe^gY>%$Gvg;iWqF={Hx2~jy1 z&O+*JM&{+c9q#V-_pW+gRb^~ifamP|^n;h%*^3tmL3Fn+Ncsmf@bK~ZOQFc)S_>9e zV`6N%mEzObADi+9w6t*ZMvCq1%Bfzav9u;WPo-eII7}nPM2-Vy#wTbv{i3$Lhw5oV zQc|%SP2PPXeSO=@XYWqW(%)uFst>(mnrESMHkI({E#FtKSh zb~H&zP=>mPgq4-y4y<7h=7t%c8K-Nz-*3pX2%(dclcOm^8c($}j$bwc2Kupj>0>bg zMMxSCH+PvGgS51R42#3lTN4hijGX!4NTlo8KzvWHi+9pi-wASkTy(vAiE`8))NXm^ z$rGL}Z-cFU0}_&2ZZWao;Na8F`VB2H6t94>{Cw#hh53W^koWn?lsZq7>`=U@<>5Ok zclk#^@9Za}{>A6FDc?y}Gx{gghu+O_NLCjHW;rAn+}_T*u@LlWcAe#P`m3Z$aoi9& zITaP$^-hp2tX1REDABYK-9GyS@G0fzCpo-P6Is=JFiIyWnaU->MV*;g;wFyUAjhFusN%DS8-ie?7bXgMFp4H;o+q z1Ep=uogT#jQUb?b59#Myq z`u103wC^x$A7--uYqEMjL!dZv2Kx3s$Hd0zFZd@SiqK5{^V?yM$l*300)Nk3xbImQ zXW+tu>))?GGM-H5cogzBEdztoU+;@{e!vU^uLGl%ien*ovUj>cusI z(byP8p%h|WMwgOnSNmV9Q@i|jkO`;H=y+HrCg(bH^jrWn{WHH8|0J9vd%od^4RhEV zp8X!K#Vkn2u1_U4$@x1a&9TT0<4SyByuZx7l$r*+$c!&hMEQl^eXLF%A$uO}a&lEk zf)H;f5I4Jo0NC4Bko&dW+`MClS)R8?@yT6f5Y68}EPmtLa21}(zr&Vx0kl(Smf;&w<-VF^SN(|G4^28NIkvZ0Pv#PhgK&yk(P|~yNd5U5&Jdl zq*D|`hfeN>egCnG8MxIbvyBj4b52`R5~; zakT52($q`_HfJTy|Hc$Y>6;kX|AAuiQgPh;Pyc@Thbgsk8OIjl`ES1m&Xw1tHz<#l&3`R-{Lx&-1Km!WBZT6SFBOZMBs+8xY6wiY=+9N z%Ob7{N{Qv=LnjVu-2++3)(9nBAr8#xL02+*2VEeSAsr+FI;?%f&R)JGhK;*??B^6w zN#JFcwgt7c;8V>9G|a7?-It#{G5KRrt5(p&&IzqUJHb)MBcnE&ww!pKEE_Q9QlhL# zjGWM%o4X7j<%!VWHNV8dj(y|LU^O#K?{M;11CdYR&QowP|_S?~qM`f|c8oJE#Vei6u9;=nYF7mY)$QEAC%vdaEpee8DDs|}iv1bXV zQE|%PmN;^b4M?soNX(wdDC&k^ZWwm&X&7FWpEwnK%Blng!}xm}tVYv%=(H?Y(v!j% zfzOScN?x$-{ll$;OSkjvLldm>9_QMR00@&9v=nNMoVgQzi`ptGVl&0Nx@so&J#Rtj za7&A-3BDr1v){SXiX+$GCouJK!S|FOrifI%&O!h?4@Cvbfme++I$f>VIEiN?wM-1` zdg3;1`IRb?t#oix^Bl)xiYt0{_J1Zae&{^Eepy3B8}7o0d&6~Yn=+ry0FX`d+sBA4 z;)CLw(j%#&g8D_v!9lYLR>Xo8)-`GXq_^a2k5}vbbRu^sXegHv$&Q0_dv|j|_Cqec zc#1|^?R>?bYF}^{vTyh#WQeDE1a$&PJnud!`}+9?AUOQW)WUr!SJ?GON_Oc(bA4v5 zrF(NqH*9V^@VxV6qegeJY+e4{OAVJYW0;@6;4UWO z>B;iEpl_;_Td?e#Ni13KL4MTG|k)3riZ2XwB6*Hm~ICwD@1uTfY zT6=9~I=n3|jEy~2U$1F0D-d_bl+67-S2)R|Rnq>+oPmCuB9BhK(q=)+_mb~MR-;lK z-rKba_;FWHRT}tI4~W5X2i?bm8a==1M>$>Ck6O>gvzKN)Cwv&|wb18w^&^%a;_9xYrfDN@*+4f%wcdB4zqHU_}qx_2bGPuJv|=?CqDEqi`P4(doOID59%?D6#! zX>P9~Lv^yPL#sdkY`1LGcIl@dZN(8EuhW%1YTmidW?y1HwkoL0rguX=ZIzUkmyzM$ zU<|}*zKK|5q)mx=O+I(W3$78@_wx#8Hj2}-R4;!5KyVV$iRyRqVbLJf#}uVmD=U|o ze_s8`U3GTF^n*VB&tUYpRb!0b*vaF0sTjm$zzP6qy5*&ZNk1I%PJ)@pBOop7cbI-M zNn+D~a#LcZIQk?w0jPILYT)zd&n-RmfNV8BPWzwZvGOkb^&AjnrxzZ%orw9^!+#u@ zfBM98Vmw5j0s>}Ac;_vs#^#%?P+#5b_v`#GOnIkHjIJ))iJQ;1wCIBxmyaJH_TIUJ zet!OR_UZ!5|1>eCxZ+WkOv|GW?oZ?kkbl_cFtUnS{7hH21Q=-veBob!to}Y5TpNhZ zOLxLyhqO3%T_nCu9|4Pdk*UOvf0;+&6~(#cy9ijw9Ej;TB!Hmn*3L5t^wRm$nd3wE zrKyoKSZ-9>ke1OYJt%%ETlB0uh6KGZ4%g_1AHLw*9A*Ik-Cr3tLkaqjymz+1~}?-wo#8Vx=VCQB`4DRm!F{bVcy3RJ9LD50c^Sakjdrk^Akzxn4g}lO4bHs zx?_4Az&byL^)~(#`i`!UM$9z1VEC^m{agh?R;=Y& z@R<|w=~)2vbs$N#rm&no8Tee?L&N?R0M^!n{&V~OJYYxLH!4e9!yP{x9eB6qUygG` zh=4fA0%Zf%H8&_ccfvifnj&B)fJptl-eY!pqdfHo+xrR0A&`@C>(_!UEWZ4`O-k79 zY+u8I;J?TT5O=Yhg4BNBtT%wj_L-nvg~_=1L{m@BgH3!!Pr2>!3dzH;=J$fs(8?A| zz86SjktcaL*_nThcO;H>6fO+SMo@nntd{C*!Tn&@k#e*A9JimrflyrQA%j$N7_u(V zqf3qDgb(x0Co2ek)Qz_y26u887GW`ITU){MhSH*F+iZ+r2r=WOe`!2c3+_bD^t(@` z1}fF;8FfEnVn~Xd?*CxEZ`YIi;4o%gJ6F=LsJ98R_Vw7QsMWa5aK5>%f^JEBx}WY{ ziGHVjYk#3NwN5osllP-~BPf0&Ec`A$iS#_TLfWbpGrj){^+uR*o^*~Tuj+xpY(uKm zJs-R6@s-VcNNdbygroq;?rhYM5c<0iNlm1~x2}}-@pniElX{+ATU(4!>S1ImeFNOa zx`%Uc((F|dlYU8a@8PC*3URTA{P<||6CVs};k$l_PVz5yYrS49# z&4A}fL_;xakwjkMRCc#T?2qdnIJ!l)KHe*v`cBO*f^27KRV*xM00|WUoGfu%K(;)k z1OfEl1S`77H<@qCh0)N;pFh3yX=>HT-k!w7Y(HhbwvB z-o^hs3aW3o@mywX$zALeZUqe!Q^U0789+c~3JC^;Odg5Yo4|{n-SS|-s<5HTQ&{;| z3G(=+vZe}@ed_ag`{@_2 zYWS3}Qgu)YfWpb*T8ROvI^hC;@W#e@XMH(8zq1*dRI8KE)GnX>sVFy^Qb|iM`vfJm zvnICVKEBBxT|P;8M!x6E#X`|tl5_o3h+M03{arENx<^@$Vc`Ko^OIbg3ZKqW(1%eB>0&#dQ+KnQ zO_}d}f1!lm@MgL>1~KS8)hr4WBwCLoN&Yd9vN_x!^rjN2g{}K$+3uc)A9MVEpU7yG zyoyS)T20au)W2~IOBj9DSwJ>r)}7Lzmg|0dac+keM5xje;_e_lBM@WMWHp!##8ky9 z?f~SUe{8hw_LZ}D|Bi1!Jg=(yue5`Z1@wgfC0<)ze)V7JljRKU-_I%e0CL+jhUhrW z*0|x;NH5ib>rHn$+N9hX0Ha4@nQ0Rryn+zW8r=m*8K^)=Ns?33uwobU(^$+|Q!}`K zjpA3pYyO^c3cap^vp9leGl;{0l|68|2bu0O{zM_}(Z_;T25tG;6io8Lu7|I4P7ZLBx z4X>8I{0Cs9nomEBf-Z}J-1!QP4xVx^AvC(O&XH1Heh0Pd)f+uR65J$^GKqkqRN=?J zP|1uw2_?-HkewgdmI=uz518KrGVhgBg$Qe8W`e>H8CT0_xdVXGfy$p|juDQXyCdcr z<>3@Axe*{$>We8$goY5+TR!Bfppk zzHd~}Q9eL0?c~md2-BZj8WIve;u)C{Jg^`y0Jo;=^~~VKN=R4ks}KVs`IEeAd2Osh zH7LT)Y(@1;K;V}~M1%Ki8MbUmPR*eD&7=Y>9#!hJXZi!Qp!+fe;xt`JI(hn6nuXe#EH2)V(9HP7*`TSM#(hn#n6Ch2JaT_NV0t$H zx5EE_BuRU0_Ernz0skP4$6b#N^wqD-f5aJwyMCUpHwxLrRko*rs9x?+QLdVMDQM{V zX~M2zjR2wV`ryk8o-U|;+obsEFD}1UFOPY11*|PW@KGG(yhrOk9wwEY&SsKR-^dxP zSjIO*1Nj(Y=)GJwx?<)JFN75>0W`Kzh{s>&(#gWYn~qERI1+u3J@*pFzI`5a8KTQH zyBlCjq4L^QsykqiU;5dyQ=lHb4{WED%I`nfW@LZlClJA9c!J!ims!#+r8oC4S6_mu z634`4eLI@Q!hUllh2<8hq8<@wMsxA>%rLMtk!GIq5(Js9Y zgWF}}lC49U_MkD^Sq}MuPPqnrg^N;xBNda6`EM%S;Od06AF5^i>II1N-P9gober3- z?&_pG0Y$Iq-x9GOS3|uoho|_W=L6x?EjW+79#~hEwE*)|D&vj)rUE|S8Q~pBsApqY zGLSJ48>F6b4ngs?;h(4(_LftYa_biJhqasN{J#hFp*!>tBMs+fv>-dNtp&!6jbJ6WNhUhhV1^BGN_lcF98?NfG&;Z6LeNjydV z#AwmNiRZ$s}P7OBP-=dcEZG15xe)^Ao zfWd_~H$V{7vMq{P8?xxjG~Jj<*egd)Afmh0mKdhbP#Q>$N6na%vQ&{_9EiU!t~@vi z*D13SQxG_Nn?EK114+)4}= z1{|_{$DjTYca-sGJP?31j#C}Sf~NT=8;C+Q;dGjPzCs|=rx*imZTCqomfwQo4`;+) zEgf=DXLl5^Rpgz{QT~+QL8X7$g=9OKqM4?t`(O&}KhxB;EWtNy;y*!%N4rhqn zerAPHV~0gW86)bS(E^Yl*kGhwIMN>IdIR*30^AOXdw?W%mt|jCH-T+3*RSgV%XfFv ztvxArIOYecKn&iMl%{E*GD2{GTGeJSfv?Y*53Z3rbdE*X@`nP#wd@${1fcoK?R9xo zH*;9A1jO3`A;P5%YdzQ%>PxvaRqDM6$k|a%KqNebz|A@Rp!% z^Y(CHbNnCGB7iMGQ4Sa4r)-R7tx!ds@CIc95%=KdR~Y8Uuu6%Z@{e8nVzFQGGkQT? z;;Flc;kPoNb}{-7PZ|VYCjFI7=dhxayL+D67VPzJcKfr|i^EZ5$9$4_|5R_xMpqre z6J&nHH2!>rMol{#Qjjm{k^|yybF_EG&zMQsM2ph6g09|yzXI!3(UjPPdg5K|mL2MG zc2Gh5Q@rq^G5uAS(zsYg17cFbnG#PuU?K=ZJ`~jnpLg?LvjcFS^TAI2ZG?E zA&p4;@cm5#nKrI|{9PxCea|+MCBF1oE?5=NY__;?d$FWN4ZD*iNpi8Ax zxwlv@yqp;x7J|)ye-JhPL}2eZ^-m4vt5+6}HGM|ylHom)hzOvz{`uC#_T=LUlRq=i zkf4VHk4c!(eTM{1d<}L!ZpeBPm|(8K$3H}|)Z4C+724Onb$)Dq85V+w5DO&u7bk+y zJ55OPbNxhi!|o0BUSAPD*v1|8ls4I@)Cr#}Be`~EQ>ou-w7u zE=|O?rCd@sa=8qPT<3KR`%mrDqRc=Bx~Ham1qNo7*qqiG*t!Y-^@yK@GKIeXI?T7{ zN7EkO;Xr(XU1!XD&H-Q!>un#O(GM4nruXSBu1pYPL{&41f4LiwjIo_c$=2h*mjy^y zpJ-7>2~nhO$V`~b3pZOw3%s8t#r0mNJ>Pxq&)1nX@gXd^y_%SzQKi%<^;yKks;qb% zm$G-@3!w4lRst?)dYQ-)W$SypmTd)kIqHWm=I|8-Cz;X)sI3ZJ?d9(jN*$TJ1~5rMC<8%$^X7Up5}=b7 zzO9II`}etrM{;!9tU8mNcyoq4B4bpZax!5egwzOr@AHkG+(4Q7{hFF_kY?8%)?jxr zQV_tx0OofmrHf}+h9&S0YZX@uK>h$Z-{1H%pOOsAvd`4km#OZ};E=4s-3(1K;3s`H zOdxK7h}*1ZMyMT4S>Y=}cQ5e==kd6_DY6j=0mcPtUp&DiETKY&Sze-ZlSO%A=3Oz z%&nUIOte=W z)cBp&_~jAi7cxaq-6m5at)QlX{-q_M)PczxkvPR3@BwcRUD4OJRo;H~?-7N~h-$=u z_kQvAlWlRsgW;K?ZBHmh<92p6bYD1%z_8DKH`NJjRMSmw0B+u!s}~i}cb^wU&UftZ zm~h+gq?QZFvimWs(B8z7qs)OT7bm-7kqK*UH85f4p{R9TG2eaRp<1OL!d}I%1rBfi zE#G0oo>FC+wFo`3?*qpx=dq^Zp@a`z-6-NO8TbfQ#ecU?b@KDRr5a_r2Pt9(A9(){s9Bso-`uVd^{-RF(KaFF_H**|q9JM0?w)`WE z1M=|yrnd1*BjkA8g)P)&@9!`qIfQ#gN9(m^(MD} zxyb#pkDbTYx?SD=^=Z~zDc^@1kctd1*R)qaVII&xfEF>JxO>bwF;nU1?RWS@Z<>1r za~{nC*eal*@)-RRw#TF7R&=@VV8^sHgW6|@REyHy$7mZmdEaN$iN5~pp_83-WQyC} zFN7)G7XwlG1aJ*zaIibgod{SQ5=Vf6NX!`n*Oxppdo1tgL~Mm}+}iI~Z-+29Eo5uw z5&HY-r5=k+$zl|NObgx${%H|Zd4#@cW&*JaZTn?!sb8IFyk7oyh@q;&fuQU)QmX?*HhO8f!P3@z&F6 z)|E?jF-iHCM_AgCAB$P)?-Rj$rswSS?)%L3!u>?glzhnIv9>#!_z{LK%uXbnj`BQb zBBjB8o7BM#SL>+#kh%5vAfmacv8SZVqP+PXKiB<==yyzyowB3O!6W6XeQ4iXo&1?Oj4{xVi}Mk$i{hM?C{X zs=-lN(*7Knhrza?MBL`L$=%(Z+jRVVBBze>Y}Z}=eEg+ZHS|&dwsXs175Bpq#d&@8 z0LL|}4f9fmcWL2ee3b0v-!jDYXLEH%NJ+)%?MBwBAeF(l5;R*csKp%de~oJ{0D&MV z%96j=S8xTL>Wem!18H;OKbp=t*qfyS*%s_LRY>S$DBN(!Z;I9ddVhvyTRRlJA*c_8 zGDZ(qfwmoSqy4h|oEcuM;y2|A5)eNE)X)@8Hqb~M?2Vc6UU>wlI9t;qda)5FZUO8% z1tXq>#EG0a1%*v6-7vc5V#UVqJbLBgoTdL{H>~>_cfN&X>ayzP+#veduy0Kz~4O`^5hp7%f9H9)QdL9fZSH?k5M!9VZ_3_K$ zU9E5LDly85@_u2^xf*{@!(ez3zS|>-LApJ&RkX#u0pM0Uuf`-+SPVjizQWp`@N4NXfa_7aG10XW(*L`uB$+*nR2T3tQ&9+y`PJ0UkR1Q7Kyjs82r2z z1dK$8K}nBmaQPW!du+NkKjU<9#N37fS*gPUpx#pp(BCEJA}VA+Q>@ zfIJIOR7#duqvInmelQC1-!Nk*%n7ltQ4z+Q|o&i$_&{XTAdi+)u)JzpaT~@{bBlLigDl z8YBG{9-!|o!J;NCnP7lSecf`e|Lp>fNq`0YiBaM;DCT-tVg?zz@?<-VcuHk|n0PX) z(#VOCnd=`?b*FZ+x#}P7A5b#0!FwZ@?YE>+6Rn`!Vf^TW%dZO*%N~m?eVRZOHo-o~ z#W>AgCx$CsgR2sY(JwD!sgb*TI}1?b&B|*2eR-g922d|2$iZHY-3UJiJo|lP*a&aJ zSDJA7do7j=l(8-NzytvPiM<#=e(Im=Wuf}K{vtN_`MRGr;u^ivVAlhExIujOTLwa9 zIIH_AB_}Kd3(Puhz4x;94=CN${@Eu0)x_3nR*9vyTBWAJXy#b(n5@eeQ!{r=Z|uz8<+)pf- zUl~vBnuG!NjE#7;KkUor{Jm8fYWhqc`z|b@g-)-eSL*m!K=y?T?^F#m5hBk0vMq6J zh4RmSoJ=>w=h_)&-~{+S3RUr`st}lcr>bw~sXRLVt4-Q)*W$s;prO^vB`9O#LZx`1P$I9D{tV^F5Q3|x^H8S*U14y(5 zUw}NFun&s^adOs)YM*>+z*2Ur#)}KPqACbunl_gM{80a+h=XZ2O9nA4bH9#V^Zv*I zT8kzf6wMy)nCjL?g?@U%U_%T{6?^YzUQB-wTfEcQGymub=;aV$bRO9HG za33f@35S5SCCSC!fbQXX7$6~aM^?l(A{K{cu=})A?ts+NLS#I`lL1?JoJdBULm)93ZjxQ9FgQl;1hk z$AlG7iKV9#{z{fpP;G&$Gzc z6Zs>-{NUL&9PR5l2mSQHxFXjZNFgHj0}fJ?-s^U&4&AwW$vfjmC-dVEYt4;KOr0JQ zCWV^%wGkyX+;GaG%yr$cN?__wD7!q7ri9-^@$MBvRx2?Tx<5F9paGCg!^-c!$)+fP z;`@;qh-zQB&eZx&TGtLTkO~yAB|Q4(amW#A2}qPxQTcthYLH?Bbm;NX6N2$DFoKhB zEjgl}1Y}SmBpk1z$L-u4embr9Itzsw3FT$;!D?!C1q0wdXxo_!+z{6=7w2S__c$0HIsEP;V?JhS#>S9<7+L~yx9(c#3 zqNxJt4Krt#dP|}%KWYVyFn}ano<@mzva@N1l>;aKhOb%i&Y^ZI0n#9|%9XcMbMc}@ z6!ezmJ51FVT9gsfRwqr{DBkc#DW59KO!ga2V*>7vk|O23EBMqKajS0NR=maMG|Vm% z&rM}h66scA~>+m-w{#=9he0~(Nxa7 z!sPNNurV6gVpz@Co|f~OfIy7F*xw7_pTWk>Jn$eAxP)hS8y+VISD~NoM00v39NFyP)F`V1p2gku5hMK36o7VEWjEr(;7OBys{C@wYQX3K5$oogURw2~v z*-(gqh(e{|=;lSJXqj(mzd#XdX0_`B(ANID{@4XZwE@2P2;eqkiVpA6bcyGCruP>E zcis8X;sGG*h|C75`y+?36TiKAX{IJIt7%fDL*%O>$N9q%i#kG?oX!B-lLmX3uppfO||42tD?h7IQsqUo=}MFU`~%mfkxX=F_d`+`Q_k`A(4 z-@@WHy2a2|1eJHtoVa%S@3w>KG*YD<;G~=n;)Hnd@Js#b9W2u zIN!}l(c@kwXk+(;g%xMo&f_$_SE_!iM!C6Jb;^6u9bI|@E*Xb2Cqf{UrZL~`!;8m3 z_|5ydSbP@0p>1p=`9!fg0(+kkko&C57&N)Njh_d`YAy!ig95!#Bg&9qlJAEs&GeX+ zl_(@-KP)E=e7N?wzh)JkfzeVlEX<}ZJ>Xu~US77vaIIv6^{Vw5={R)9v{i8Q`R5k- zzzA6nk%%RXDC5DCYLl7iKCcz4fJr^i(EG9ONd!#f7n|b-OlB z6O(3GT%&|N%~EMn7i$N|e(}Rj?D#;}(|ODk9FR<76>%)Yh<+I0F>G^xxTfnPo;#z? z9;UZ!zdq5+fCFSo`%!`Q<%g2o_GBL%14Z5n_Z`M0lV#vQJ9dg4&^_R8%)A1um_u`O zThY-!YHx@?*>^aQDqZ@HcjxHLIYpO|2=?ZTH&NN|CFWJEhl=rYbP4mak$K3l^*N3t2yIc zre;;t_YcRq7I(*KmY$spH~c}DNj-)G-S4&af^RYktgNT_o6+;lVth(fLokdMOwL5 z<&K0)L*w21yYA}ZH&Yc*XGXf@d(TwwM0d~3V?LPmwcq3?n|(^Gx;dXUnU!|{J?lQ( z8NPaH{}P$A7kqU}rMmeo`Eu%Aj8fo5O3H73i(16_lCCBFN$n(l6iU7o4A~XN)x{0( z+zZj<7g0c$PlYo2Gw1rcVL#s96(m`?-w%6!tDMb1IYi}@5amu3i@y%qGR4>I>Hv*GI{V)(TS^1j|7p|*Ir z>OP;JW^qWiThlNDbm=9087xdPRrLG;; zK3vhV#Z1iDG8G8@rLn!68c;+V+%Oc6Jh)^4w9j=>4!Wxi z1+XhKcviZ}R7TmX)Ta525jrH03wd^o?p{Nri|ebT!N@rYdN?6e?(h~X<(fQ>c%-0R zra1FN`C{`BG$$k#EV!r^c4O8f`YRWXJ8J^jby*ItH6VQGq(%K;csbF~bf75V40U5^ zdz{gtUFZ<9le;c)15`2Qz%RdT6Q>hWyn(mw0*o+|Ks@9!zQZ0#C`fLxVIN28yN0Jn zavyy&tSWTAF!fWE2QGw~HI=;g|ifF0Uv3A#mfy%o>S;*g$i2Xbs6|eLof%G z4|$dn7*UHV_(d_u*w;_W%J%ABiB$L902b}JS`jYW$SkVIc-3Y#U0e%KdMG4rA!o4V zb|$H5T)u>;i z?0=EQMX)mp=}s}d)70hBMr?r-!q)xND1R{~KK8P?PN2yWxz#>+ zn9!J=&{D;CU6WIH8nV+GdGMlL#w<5lP9yB)N^3_LUa&`rC%H)g0gYI(BeOZF(fM4e z%{Wn&eeV#qE`wxd@~l}&j`$6zez~GgtKCD?xmL}MuhCs(V&0jaFq_tNampB`Li47q zj5uKv#b~bVWH!6VcS_ux!pePeM!g+9yVgyq6aJ(qSy}pud~4c()#4Ch;@x zRKs40;&)#_0_VKjcH)Iwqh?sc?W>U(`w_f>t3C)kSb(zHVKW`3jwI~R9Sl1ZqWf;2 zjyZHDa^Jq^vh%e0TKBkdMKam@DU$AmjY?%sS8z=O1qgVqjK7}Jag;OmwgFd`UK7$Iq>2i78BmioX=;GOMnQelxw&*43W~+F_mOI6W5uMptY@hla#*%VL~F;frw~ zu{eC+bw`(ogS^CjgHLZVTADUgxIpiL82)KHBx}}Vw*abQn8>%zG3ol19UYTXkwI3i z601u70~WHGzRNq8;k$0xXLtMBINi4_gUz^X-(h5RrldQWhpLa=u;yl%%Z=H!Ot%~E zk2+>Famt{ko9?`dE~h+)0x{3%(j;*9yiE^t8G4MW>$5AG;{>bohi{y>`K;wzf$j7F zwf=o z`l26Bnu>^1Ihn<vJ1>kJD z`3P&o+^fNq*iQ_a>M+Te~#OdD|5LyQl}mN-HK z8s6(V=w+BBS^xZ`bt6NPp`$?T*&QhjFQyz%Hs!F_f?Z74vbKl6?iZEmE7dBnEe%t5 z)t*uf%L7^?&yp5uJ9g%UQ%7+SgEphnJ-sI^U7qj0d4`fsyT?>~?^62ub2qZgnkOnL zUB)X7XELi}KFC$xsoi<}96;ZVOQE0YD|J?k!kM{PiLs?egm7`{?8RQa&d{sRI6L^R zFDh*N`gDp5Hbb8c0!?eG+;GFVWU2*Ut7jtQU81oX)#)lE5JM3iMo!OWN=)PU;dRaG zuEy9@Ew&5-&o9<>FJ*TRsw=2-_i!FZvf1AxEt#R=|8%)JYI*wfQr$Ud^E<1|O)qZ= z{e7RTf%%b$6w^$?7E|(Cc&HeleL!&{{1cMpr*7C$*?Z8D;&r-m!t;@<30 zMdU$blFv$xeHT+Cp|z~Pk~c1p>_9^JJ^!2K!}&~qzITci{h3N*Bvv>sg}hy6dt)Jd zC7rxdZ@~UiHg~|3=|duIMkbKKC%qVvcKb@Kgs_7CYt znU>-D(CE2&P3buP8oh}JD(kO@{F1vsJ1q`qR3U0@Y$@+rH$%w-<9Hor&)8MD z(>>>kR+D$p<5$ajN(jh167Q+Na>cZG#&J4@suA(o8WfYS6qiP@7=p@WQEiiFc{kMe@U%cQ=rnKvFMY08$s5MrXLKO zA`c5;O#~B*C^(Rfe<2bwJTK+S;<^`YlsrDR&4b6G@>k?%$2%5MAHPS~I z4HG+z7z}at1_nc$_*1j|T@Moqp5Keo^l8ZLX2>tyg|{-QUg1T)4425>H=rejcpbcY zsM36?W-dceRE(QR8l=)nfC7S5o*p9!BX*3ovtL|K62d^K_wba`ZL!=3oZ z6}<>c*5jifQ|G83a^$Eo-aYUhk<8Za9Z$3FdPKy&!{1TH$R99o^PvBFM$y;| zS0>o4H>j#1m9vZC^V5U&zWe*Pa;dM9|MEg{{nzh^pF>g_#;#MWP(g$|kpbMV;Bo2~ zNdvZZ9rV6rN{hHXX_|PrDyc}#dizip%>QF!m^71seKx~5?W+E|xsP>ll*)t(cXcY! zcfQ@h$-D{i!ZN#|fs}1i=8#Meg?(yq89pPc!mq@WqFQtMWk{kDk26c!h?sqxYNV&- zRsZ(@4_vC5AQb(cHOT|cT>d!9h>qO8Ky!OLhB8c02Ovex4F!Ky0iSiL|sB)2DBd zVQqbpvaAo!pW*p%9(m>w69zGYq2wu?2zV={txZ+Nsj7AE*?7tH{B;zc^z%B!AFBc@ z9`t$d2s=qGgk3=u>1%4q#?R7~m36&SR8k^|Wp5vfk-nUKA@n&apTV@?o*_eN^s`%^ zZi+Ga8&6NqG}gF?cXi2Jcq(NvW$!TkyzcYmvo=2*1rpULN0-`!%F3NytCP_O*ouBJ z<&a^yAj2~GTFBFD)t-U8yIajN>ZNoiZe~^z@ZZYHZR0WS(`58OpTq|a>K8J&39nz) ztg^Bx(b38251Bfbvi-<;BQY18{))1Qa?|pBr_xXK$`^!G-ti8_OYoE3E+Gnlb z`GxoAD%*0(xk)c)GY62`^HTw_cAt8IPjjjnw4}8SFNh-u-_tos#V%=(Wo0Q zhO~I9)IG$HZ4%swY&YARY8~Zt1)JZ9+S*$9(8&o9-ieavdVE{K;dl`tGP$1>C_1<3 z(Ag_>TSLso{~3ROh2b&EC}ZE~k%;|{`m!1G+1a3i`H{Q-7lNvcb^oBI7P3pSy7c>( zPs=aTLN4ZimbP;|Z51qfX7Ogu+`uf=y7nR61I)v-E#~YbNiZZ@JXo~eJv8ULYKCzrXGW6t9?;jJ;mOD ziIEF#ofJ!r0=x{vju7r7t#=5`Ri`!LCP0*a8g`l{9&10)9JRAJbGjrnXOAUt1lE%z zjUrtMVt4yST~a-wu1Gp-MysTOnbsr!q2HNwX4&7B({6@r?FIXeh7u47hKy5z05 z-p~}TV`wygqdu&C<9j?`DpRjIEc?pCOVWw1so1BHN+WpZF+$uX#<1@7`L7OEZO<(T z3A4f|P9`PofssN4j+WcI?<3L6G0^hFlF$2jTr?M7>$*ID9j=s}k?HdWtywd_wJaf4 zfz}VZ5b-^6Xeh=cY@iy<>w~O52oLC2>sx7w*DVhp5gwr$A2r5lO4QBf> z++Jbp^3pOXJ3IwnJ zP;c*ux->5PL3Pes5Eu?|eJe^`i!Sw*x8lE`xJSR4dn_l-PhE>L;e|gl_sVpt&(V4A zAB&kR=TxW1=$%XG_B;->N+corW6o6n^2@j`cUUEBbc~#Wfy87De5Rd|q>gIJ^=t1P zH4s%Sp8DZg_FX#3ZbJIJ{}~_Y*~DAryw;l1%f0+NBKK{p!*js!o&d}MFD{)~*YGZ9 zas0d-${@9Lh#Q6O3OFG@SZjPcxFc_nms9^wPpkx^f_H6>_3NyFM3a<}EhZSed+n5Z zQ@x5r&Yc`LF@#~O&HbvmZ^|T&yXKRk&PpZ1VZA=Z&4+{%3eiDFJP4@zoFk1dBIzvaF-R%6#i0fLj zf+k)YX(1Q-7v1L|hZ^MC5BFi}g5j)*X&)1ge0^j2)Tt?M#rMKHGmzzuw#xj zKNc!1?p+mosSTQi2lzam$v&C}-O_+G7O-=5AYpyX9O@3^xhnXrgH}*ipa)tw@>-i}3*2cl++F3u(qdZ(3n6nDN)U z34W#^dBKMxD&;rF@JxkbD*LXUV!Y zh<2B2!Wj3`teKW3o`$4$DA zDvW&Zu=#NdU**EbPM7k@)3dba2bn;E9yvnN^fkXXn_AD~9;w%-YAwVw<01|K2G4ub zsF~kBCXnis-5=W~l;4TImXr*GVZnUD0}^~w@P3TE-wn#6tuD`r9FYSP6AIE^5u%4{ zCrtzjB{Z47-nP{+3pu>M{Mkn*z38<(^p+cK{mbpvrUu`)lzFv1o%Y3{y0UG=?60~@ zWCO4<S7!Xi{cgk+up;=MfX>p|KG3B&r03Rbi!(j)0&&Wy;b8jS&rJ=W) zR@ld?qDL~N(uq2b1lI1?YoD>^@utGQU^ueOqV?N!OHjZ_lFoKM=*?+rEJ&D>E0{ n)YQ~<`UhR>|Fsmq6$o91-^oi+S-T2wxPzSRT+me1rHp?8u*OSP literal 0 HcmV?d00001 diff --git a/examples/regression/linear_regression.jl b/examples/regression/linear_regression.jl new file mode 100644 index 0000000..7a26a5e --- /dev/null +++ b/examples/regression/linear_regression.jl @@ -0,0 +1,35 @@ +# Simple Linear Regression +# Originally written by Keegan Go for lsqpy +# Translated into LinearLeastSquares.jl by Karanveer Mohan and David Zeng + +using LinearLeastSquares +using Gadfly +# Set the random seed to get consistent data +srand(1) + +# Number of examples to use +n = 100 + +# Specify the true value of the variable +true_coeffs = [2; -2; 0.5] + +# Generate data +x_data = rand(n) * 5 +x_data_expanded = hcat([x_data .^ i for i in 1 : 3]...) +y_data = x_data_expanded * true_coeffs + 0.5 * rand(n) + +slope = Variable() +offset = Variable() +line = offset + x_data * slope +residuals = line - y_data +error = sum_squares(residuals) +optval = minimize!(error) + +# plot the data and the line +t = [0; 5; 0.1] +p = plot( + layer(x=x_data, y=y_data, Geom.point), + layer(x=t, y=evaluate(slope) * t + evaluate(offset), Geom.line), + Theme(panel_fill=color("white")) +) +# draw(PNG("linear_regression.png", 16cm, 12cm), p) diff --git a/examples/regression/linear_regression.png b/examples/regression/linear_regression.png new file mode 100644 index 0000000000000000000000000000000000000000..f20a214fd47cbfb5a6ddc657a8beedbeab9b866e GIT binary patch literal 31715 zcmb@uby$>dyEQy82uLF-(#p^!-Aaf^Nh6&i-O?~fH-dC2-K8|b2vQ;-ASDPxr-Vq? zdky}c=h^#x_dbsAk53N);hwp#`-<~iYn|&P;;D)}J`NQQ1OmZVcr2?9fuI{gAZXp# znBY4q{gQ&<6Q-G>ye#Aj_4n<^qC^OU9-<)oP}4JW>!(+yg_f7l?wnz1X_>dN)u%Ky zO0+LI+$a+XG*TL0utBSxj$7W?$ERT&n%Ck{mfQ@e+3_8&2Q3RT8^TINMbt0H>KMw3gQ^3JBR zD4tDqB(DfALRPGeBC(SE{%w-bPd6VX<*UQovdnXDjedWvvj0n#sk!o9Srj3xv~O7$ zRvO`|B)T%_zUVHLZIAPd>03-tXVSc5o9$eSIK=bJed1ueW6LtV(5pmmgMDZ2$iL;p zHjm|$EjewSk&!VM{}+ey=#TrO1r3XG35WF!ZT3YB(T?)3FL7UE8%s?~_z*&7oI3GY z6)oCtm{7n|PDGAei%x&k|6;(CYmq7BLwcc!b3XSRsXWqv{*cuc`eA389^)UpbXnxkW!+E;utr{7>D#IeG3dA8!9}ozBj9 zYkjw6uJw$y==YBhY5dCmJFQRH$TEaTx+d%6)FaNQG;d)rJhx&;y+4e(X+l=OIaWcQ z)O4%Keh3Qyl8g&X5Tn2N7izC>=?0wV-V=j?}sgyG|Y z=tC^!BF+qDnNiW_maTX5M=|+16Wu7kBY52Y94sdg1f}Bp`=VOq$r*)UQp%U}8yG9556}Q^HA8Vq51a4m4e( zq(tHy33PVOG!>@{_vGI#bb4vra3(V3z5TwGaPD;8@#j_E&fI0ImE=)O=sS_ug-L-g zmM-c1t}-CIGgcBi_|1rkwxe%HgaZB-2NQGWDevDW1!iY+QHI6_VHK&dJ)@*t>)x`v zK|*q)(E&a?%k`#TFqS3*`j#O>+5CB7bV&*0{WN}cR;Ya3%IhJWZ*y}oEa(KZnUCr= za@(b_rVpL|tZ}@0@U}%PNcvsqVh=749u$nfCys)bPeaSI zshJ#R-p#=VT+mT|r?qc*D=Qn$!NR_tnDv~C#o9E{ajUA4ce7L&vIL#Cbj_)$!0@CC z7T$v4_3Sw>^>T=F%c`nUM9Sfkkhp$xr!h2SRZ>nO?{YrgHZem=KYdP$bH4gYuCTYyd+-u00;P8bFL`+4gEqNh^E4BjU;J1Qu6=g9=k?w9 zy{qhC4g-nM!w8gf!t=CUc_p*uDZdD>tdt7-w>mM#Mns@LfBt1{y|07Ejas-lVI5-?EPm+Sn0h#c!lsu`cdm? zUHz%8zjw2*8P?sZlSAYEpdbnCS43e11LddbQr`S=eSM6Wm@cg=6UcO_pGPOm*{RYs zx{Ctsm=ovgZ9_V2f~8tkQ?^EKFCPj4Tm$Q)h0n5RQ0UK@m9lu>w)a6xqCweZ~miH3{Oo$ViW{gdA%P6PN~Sji(^a(2x5u95g$)tqeVJZZL@mJzk@ z;1M+&dMIDKV_;#-;*Rk!oStZHW8qdFTW~m1m^NjROrt_{ZGHX8-&klmQuju`vfXmj z#Jc+F&ahU)S@TbQ*J`$%rh{>&BCM&RsPORcS>g~ld6qw2=Nd)C%qISZF7*Tfx zf$YvW8w~I6vA_OcP=R1XZn$zV+2^*n4G?LCM?;dVnuEjNT2oDuKcP{(muPahp^nuf zt1K-mUZlw@jlCwiDyCT*$!k5WM8W=AA9*L)+tXZ!5M1GVrA|n~b?{jPMtwmJgW*(j zR2?v@+xdbY@6e*D5I;)^OVoVX+n)lBmaJ9N9-4?)W8U)b(yY^)s0a*5o#AbN<%a$&nE z^9lU#^?=$%e&<^lhmIQR`uwsG-?lHDZIP@goSJ1SsI=7o`zcHHpbFDNA~WxF_m`z< zsVw(s&;`K5H~Q3s*a_l~S~!#@xc#tDPBBww&B6~R%iE-igQ!1M1rG`0@lD%iL^>D9 zEqdg(%?s)kqUChz(e^&&T58d&H;Tt*z}+!TS)OuDqk?!NURAbmPq2ax?s6^ukoic# zEw4ekC^fBxX0**MQj*YD7h9xnhIA4M0@J~~m9N{ptKyDwOZU^#Oz5|qL^I?~i|+G( z8Oe)B1GY2j4MW4cSXynse6=aQ5-IgarvnAlB1k zOMe~IM#Xw174m;>q13EbZBO_Ru~N*o*9vJHlGSBu<8Ewv$SW;d%^{gtT&TC4S_~WH zo&U|KZDjQ4B7T*d4TdfKf@QurE-c$1-u7(B^R|ZSr-|^ZAq=516 zUBt@|vaIdSPvy(Jg@FmC3(_m*&WINcCNk;4t^>C;@$8aS``kT<^V=^r0`>5-&4^^; z>xZw84p$_?mL;}o*6f&)KX58klu*MMbYl(YGeqs@RJS@F3By|MYG3~|hqQ@nLY3*t4un6zMbrNY4ahQ4zysxoWzQBzLC`@7sb1}4fB#Kgp$ zQ38g}HTH3JY>|7daCtsfFfH}kYItHJWhHv<34d1*OfL(mjg#RlQcJyLvNesRyWTJR zV=*Q8SJ>C5KEm)c5p0L3e$GFC+-kJtc&F^BsP4G4GGz(AwN69roX~f9Rop3H@hqI; z&2vFc4ff!wF1(HcUFnsLApM<{vUJxPOxB|=Lb&^lm$Ja{ZbZs)os`0IRuigF(*w?u zW*I>u7eEzQ6PCmEPe6*P=oS@A3VvrIC3b@hhni&U?{+hFs?PZ6Ksq{|p)87FlQ2-I zdsa+2%FlCuBm*^u{gumq*5rKzdF_-N7(WT@(+00Hw6HH<5#Th2l*JXyG4L=<{~V## z$&Rl|X%}In8f?#sHMdZYl)P-_P??Sz?UBs&Mhr>^!ATX|@78K6&$`X0BN^Jt@>F{4 zscLOrQ_7k{HC{E+nuzLGlSgV2U_0nPGFeV0en@XZNp&X8dJpdgzw+Wq6b>C&{|U_4?`%u(#o|q=_sIw8KCxs z=aG%6SuUjCOqC^RX`hTVstz^Mq{yHWR$9m0TSK@`OTBg=S|nba75!&vdGNCObt8w} zX_^NWb->d*W2*C}7djUzKFnNK{~MmfF+so%Pwp~@FLeBj+L+&#I|zP<+?MNdI?7G= zOb_+`yFAsZDc+MsiW14oHL59Q;45YMxWRwT;dK}qpoxxDC{iAGV}&J+438zDLN_Az zkIlyV{Ph7fRi@A#l|zL>Gi4ovQZ1~92tBf-$@(59<1SAlxZVH?Z4-r}FW*m@*V16A z{u%Sn&H!6TJWe6y2}gg(Vzo#569b_KbsP6+Fa@w>KKZ}I`Lg=#429*uDdGHcUF>rNRmmE44fXktvFZm{G-zl_`=@mYTG{N$LCNXWj?cpKhCy38Q;{N3T4;=`?r**SR3| zoWYzCprr-p790@MX>pfFOs=k4hr#MfbsGR%W}*(yJ~}{>i6EF$3-ctpVPlB&A9P>^ zR#CvAf=)x3=lgn6h2StTB;EIHjWAOhMXHE&QHFLK7NC;oI)DF5tg^v_AIgWT{V21Y~-JU|pv{OOIsb##9#_T3N>ae)lwJ^LOvmJDLnI3;Sj?nE)Jb9^_S1V6&vpuq?7q0*K)@*^PrE zuxO^8uE|sHbn#Q{Zx0KWucO;GgVQJ&$&+BuNFatw*S~>yrwFepV81t6#Ll%`J3!D8 zS;LWHFHXAHELo~mgu*KwPv7b;fjIixi|Yi&84bVkCf|)THQ~TF_(6Ey^Bz7+DQM#A zRTE+}7HCa1Lr_IDeP}`{n)04>!Ha>Tf7vBj8oYx+JwW4%qNFxYS#&9BCB1y8yO=AW z)Atd~+!)Pn2>iQi&7qojwgDhtP*QKLaEWyNIjn_A3ryKX62c-ue7$?OwW;j+b^N98 z{ZUbQa<9K((Z|F>a2VZ6<9p{lU5P?#1b>=aiR^?xebiGTtDr>FoAd=}Qe|jAF?W}^ zo*7%d*h66zJwO1Q45a|rde~(5-v2Rg{jYaVidbozQ8) z?T^rgF43H}kKo4MPNo#**BI)?1U^xyIKMVi8y!7101HeH=~ehEm;}CO_}6)a=Iyw7P~SFlec&L{5S}-6+ApbLEcv= zP_p|enu^LZJ+ZIzWhQx=-H>!WmMJGW+%>O{h!wXjqOUW!NxCS1%&)JSW|X3Y3_8)3 zw&HAxyy=+ZQ>@{4R2J?sBH!M%dY|3=`LfK_wYHEQ0F4$4K&Eb}V6nq;s^02aT*L#G zjisR>J}b+VO@ZuvJ%x%HXGf|`G##PDXrA6ey8(r8!flMuJLDBy8#gXJTkImKR#Tns z=;Ah429g-s02uQ=4xA*XL$!zET#6E*pXL&Ue|n+qZpNVpG}CyVpCAa??w_27IHbKn z1M@CVcby1|NlsoHjFbgGXdrmdxz7J^nfHM+z^l?A89aGKFH6bgYR1aMh<78dUtNh* zZbq$?zMfvs$G?+Pte~&C0*&PHx+1f|-%trSniKV9LUF!k?bDJ;00r?m`a5R~1W-JD zCk${<7+6vfZ#S-WBGF`K_|BU^!WgJAckdFrURNeiDLT?CK?dhnN^B~5GGd(wP>e!> zo11%0UF4I=*G9?`64Z%x$eT#cICKvsZr`nC8N_PNu;?(zmAa!h#@zq_s<4u$HtF$D zy*&2tCvME&i8js#h^S=D;H8vK^x`oJ0PloV+XGA#LG-G}lC{|2x%FqgRHH(iwO%&= z8w=ElvCoWJmrwNtBM|LMFZ4dCo*196$xCfO5z|#Il?~+2xkvd26vxz!y{_7haz<1e zG;4Wyz74>Fa7xCg0XYb&B3lra1ZNCw59cO&U{eztp|1AVKW?}E{1n|b^7&l+33_kC z$9Uw;ULcq*D%u4HdDp{R#+4nLtcCGj?VufV!S_C-oc1&rd;A=YDqPn!+R%s4V)6W1 zoymZ-ZfP2|T!ZhMDX4sR1`=-~?^KZ@Z|FO7lec0hwzBJ_I>O*~PXl^r2r)Qv_3Acj zXT6gfTao*nA9X8_zKnofS6QKu3>Ty_|S zKm6`=)mqPu8nLocRW+75`=m=`7^62 z828H+EYPR#5UQ65Gv5lPCo0y=B=Kt(=YCMIkokhmdYU#l3J3^EUw%6`ZZ8OPl+lLy zR&)z@IMq3Szf$S%A;!2*Fkv5iSNxYSxqtorSns>vPlv|$(LJ-zB@bMADHe89B0BZu zs1I`NUBN+chSZ`JM0Xm(VolVj6=R$$w6CTj$$E~zFAzm7yjZQP|1Q8CAn$9mUvyi( z%+`O8vT8fMYRrQ1tF6C%<;kdD4tENT(Y~$QK+g7=Z{0?vXGNWc{5?ZR_1TYxkDRYA z(O#V5`#4PROQF$^>@H#tKRXyAM#PgZSPd9&3i}V%e$GB&}&t~7M z`2SjHAMJDIxcsr=yuR80u0`zq!cgAjd&BTfGzk0Tmi&Ug2_5abpJiYNV!4JXl~>TnB`@Ykt^D z;>lRNxBmAm1q8%SoKqR@7oADAyKf>RCw#@+WtAtCCuaZLhwP+RD!0FwYx841!Fs{rp4d%hxh!VpRyP3mL@64r?xxGjatw?w z(z`QSr8nvrw#EtwVk6Rn!zZPb!OOB~$^h>GRD}o?D49W82NAilj{sBD?|%exIqEmr zyO4;$w7>XSLH@g2MSjuhCjFKOl9P?L%?dHX@U(Rji@naJ z@k2VQZq-ZzZ~Dh07TF%-ColgS4G@iv7NGJX2}wx4j4s6%QDXzfRwJS3uOWDf6o!G5 z)Ki0?Y3IM93QFu;ic>&Av3358vC?}<_u~f&0Xn5xYmUv%u0*}h#f9C*OeDl)13^av zVZ)E2Qk_K1(V~?L4!s0XsC>=V)Pz384f}hr(5(YE_X1CwATuS6o^MZ8Q4oB1xGi7i zX*LPE2voTB^Q&$KEbQr-Dshn8NmYQB^51}4iZ2;SD0&y8epxXrM`}4pO_16UYJetg z8(|e{bp&~y(E#Zdfq^vvYAnn!(pua-`#aK$!A3v`g^DO~-t;RqYih7KDe3jCA@Z?W z1DLDdn=bE^5+md4p;LlZTp$CdQ0TAi3^8OqzhX#o^YB2iw&rH_az9PH6pAr^!S3ZQ z?Q$Z|9kn#4i=`$Pg_>!Ii)j2XL<(KqzV!y!K;Z6c+k+^f$@Evew>oRkfErn+w70;) zK~22B06(O?fzES?7&-OvKC#avI*j|qAHfMXFipPv_6#{yPOOT&;GqFYnH1E2RQ#wu z8ab>~YT6$@?tp9{Ze35pyOMEwmakrEhLHv917b!q5g=GM^#SherR21?poT1?b z4dJrgL>H9Tim{9Rg3nxP>iT`0AELU0*>+%ubR>WlKpM?3jxU(&+QVtXJ(P4QgOcLV zaL~~@zrD3SS1SQHgixVmCXa{6eqBmT6Ay|6XgKa`8s1jR&cAquq3?JB@E8y?H{;Mutl3ftFsW8D*&axqCsB znAnB7p?qBJpbARt^Wd(J?@Q(R@iQW3@G+ZZtzj_Or1GKzfPDf8Us>sf+N=h#|ASQX z-G=KGypD~{nK}n08C}FzXp!Cx2FDbKE#(>2I~2tRvS2~N4U{aHpf?bBT~@-U?pYm> z<$Xx6YgI&_9ae%;59KKTVd6p6|7PNyqGDs9ND>&hjT&xer^G)p>VKC7bw8l+fz4RN zfu^TTOh3>geghT4Ao(8^LN_^z-sG-IQe!3IkogXOQgytM1V_G(M#<-}e+xvOjabjA zdoo8$4-S?Q30!qcF4h+JeZ|xwtf@drPZfv^weFiH{|H+<37i)9OHeVbgf!6v43MA` z`MK$dg{x*;KuPF;+BISR%f92#)Ro>nHNS{A0|6XVeZXU2w$YiP*a+qKrT>V5R?T`q zn1EK1fw}vgYxcjy=44`N*>C(YLS7-Vua#a+l_}CtlL*`-t_est3nu#J&UL@Ug3P?* zS~Ha0L@5tI{GY+8N(C752@{~HD8l;NlLV!l?CtrY))b2M{J#l5qx(Sk$-4d+(?UU( zXH7NzlO?>R3iU`l8IU+MRJHMcjmu^&cW&%q^Py4+hy=Z>Wk4cS(p2Zt2b6^Oe~7_b zS%s*T_XF21-{(-=Y>#rZ8QQ6EQ1N5_)Pe&zj_h+R_yBKEa@3#PZZ zg%7nML5M_s0^v@X?w@d1F(mCR4=FjZGL%AZ7G1jy=-T>Qy6GR+GUa!B#rR&c;_}D`&p}(vMh*y-4P-Mtg3b}&Wg@Kll zSNcd$-tt$T&A7g+COgLE7QNG1e&+n|yT~hLsG}6*yXca=FiPJx!_CX{6W37Ty|@s0 zK^4`U?DsD(fNe8S-wS}Cn5y{&u`&Qf>F)LRcbN4Vo;H;^yngtL>>}@D?Z^M*;KOnf(l#If|vyi zAge3{)Wht2{FJdgn*ZxQGL;Zg|GZg{um*Xq;6DF zpb zmJP=?WdWrGDp}&jew~MHRokhQRNq=;tqTdJQrHVTo_COeQZh2G>SJM%VzvF@y1GJ* zu1wR{bgm>22>%LyV3BlFB;JYsobP|I1KR;wM6=O`>K-aVa8CvfO1 zdY&oa%kDoCV!J(_8`tva2Lv%Ze96VE=$-*1dYeXa#JJV-KpBGFTz`|JX9(LzI_D!G zf9wr^2+FEYPIOHUDp%r83CxTB%yBw1RJ7*58au&*=hmlz3rj|_v{Y#s33pBgbPYI zO3kF|WgYvia$evUz{}(Vha{kljXO(eEnwQfyL)>#Pg?7Pazc6!gcbHbRTG}Z z@D2+g<)ji;nIo}1J23rE0p1^KF@Ns8+Zm};dpH1z`wmw;3uF%qWDgC*ZJ9o; z&>ba9F&mcVN?B1)mIm5%b0vE_?u)z5)O6VtEH!r0>O|OY`pN&6EvdeKeZwpI1C%o; zpP>142dWNvD0+5MI&FF(;%xi6>k_;f&f9Jyx1X8J+%S^Fm~lxyKZ+eSP>2I~R^bDv z=#E&ESkKNS%{NQp1p!^#S1Q=v2h1~LFwnJmK*%hyV9s_MlSaz)z@n-$&tixq(E9JNL^I*|fZZ2k^n!t1_W zU{5KuHnA&5DQbP=6+sGN@N%?#0TX>p;SDa|^H^(Sg?>U*StWIEGQrt%_!Y|+-70EK z2MIdQb^3UF*MVo?oO<+;-%k_FAO5aAGx?Ub^P4H1sG%w+@coI6|5(zd zkC{Dzb-v|=*b&D(pJP3_O5B3_&p@{`lPhT23={Ztt7vY_*3dNOJKCE^{VjFzX*_at zOm;NFVNK!y@MPAA%d(`S)<8IRsDL8`=-dBydAPGCz*q;e0CM z`uVjyq$|xs;yIefK*P(%DvZn&Xyt9FWcB-BA-n96*Y`r6F%ar#D-i`}YN;tvK6*m8 z)Iuz$hB1VTsy8+|w3;tq(}%-1d}(y@s=oFGZ_-RJeH|&2Usj*hi=emdk<3Yn(Dv(@ zuT(=G?gzdn@s0)jME7=3lKvxX;)kRB<3z0YA}wxxH8R`)(MKUXeDw|6BWyIoxYc*V zWC*No%l*+i^$>2)-KC+X17GBXP+wMHngBL?INXucGT~tAnTeTy&wNrR!m_irlEWI* zz=0l*J6HX^^G=JmFwAD*EX8}_Nh8GMM~WCJ_b;r$p+0mseU8h_s5AJR(0Y|m{M*9k z3qV#clZPK=-;JBStzNE&IuKOKC}~kQ8C8CxN2!aNjcH#oHA{q3)7em}>TWAUKK3gL zO-{83u+{GzjHVlmv{YeGJ1v!uBhEDyA7Ncy+99_Dvun>zLGlR|erWE~WsRT0)brec6hY%a;y)_dXsj_OV& zh3?>ucbu|_OLw+e1aX}6|NU;L?4bC@`I)b67#2I?X1^)9OsLmQp+D5A(SB>3F}N*vmh0wRW`ZMpguwJ1xkn!^y6U<17w$G&7d)oszb zsfwhR)J7tiGqIg7^}154<0ZLHe91s41Vs*p<=Pva-*|bxHN|Od##nk)b5LXm)$4wSSm*d0N9|yTG;oDD+!b=Y@10FpR8x9sR0SOcbRlDPBrS! zpAP{_udsX15RMnr$2Mq`3TOe%&_;*;jWY)=8L#^JpYIVAD-dHy6&2d7N36KFRdvw& zkUGl5WhXD<>&SQjwj6~7_Kc3v`JPWUD@oz9!=En5@yz+{Fk^1W1!)iY9V}=qBTK zB3+U}T@P;A1mfT=K#k2}6jIE7pV&-0?y@Sww6#YS44|;Lwunvv8h)kch7ujMOP|EQC>pj-1LFZv-atBvmtw*!!fDD!_CUgijb*(e&v1jy6-x(?K>BT zC9Th|fguUkH7)i?H(RpfnPAj3OBW@i*ZDT7Ydmc{8Uvr3LO<_3?&vvH0^t!ZC4udW zWN}hx7spuxESuHdCj1BMxS3M&D6hiAwEw>S^m*?E^u>>T$QBfS$DxtI(yPP~&667O zA;;AbeYaM_%TThZER4@!L!lsA_YR)AZF6N_QJ9C$Sb5i1b8W24Lp!7nCI!xV)lWQX zces^1RD(O7F0Y_Va*kVaxYxHHw@ILFF)#A!9ed}wq#V(o~+kEbIf{6iS|WjV_0 zmkTCg`j7}C7ge*e7#1WkO*(FaFCL@7aB#TEGhbmfymC}5bkdiN8)WPrhd+_)J3|jgfrTQ$fNQ|gxGP^BQ_ztXWtXhA zpZ>-gFrY?p?A96E=~{~@lV6JMR6Mh&5zlHHy`4BprYPtpAc(~i*aL3a@^4Pdl=W|bq*te_%R%+BI=L^EI zblfJszT2NwM!={Fi!7;uUg;|yXI4WSHbyGn#2PC?EydL{xo<&z(n`H(qt&fe(#xBj zQD){VPB>A~!_Y$+FZS7jx}Z>ai8AHM{n*p!&actY<|VcjwDK2v`jWAURRRo4l&Z=} z$*toX&flx*k`{I^oYbhxnpWcIxDovBM*F%MKm)I~kzbqS z3MekpX~U)b#6LI9-K<%ZOmq6kzdE07FDL#7SMqY(4q2jdlcdLUAZPu|7nZ2Em+n|J z`Fqipt9=FkTW;Kn&Ck4-m502LZW`m6qtloEaT&8NqfF_6S9Pn4KHN9pKig~0Zv1a< zy^DJ^Jy(T=^C`f>nO>MhdG7Y(Gca6&N^g?^RiX6*>_B=V9z2@RcXzR+v57zN_Rr26L0UQM(5kZ^t>Em;~#@K&(9W(~ZlHPVUM- zud$!rt#vk$5R|XOKYRad_&}|t<+PM#q%xYn)wH60^^L&6PvxI^8YnyD1#z`u)UFVn z4FE9oiM$k?Yl5^t^snT~hAM&l>gH|ws=6saXP=<5dt$`hemG~7;-^d1*l|;Op}my}C_BzJmmZzvF!$RVf!Pc<1a8JaPWx zGjZr}r1J-ja`sOkzz#6O*V@q@tLpPv`7Pd=3ooGZK5}nqSTWI>b=|B`bXcC}1#WoK zFc*mLb8TAK#n>zH%+pd+lL^Y*gut$!iwd_l9SdaqY8JM@mcWTw%X9Xh_9vaa%plKdH1c=tOgSWQ4ss=nrdZD*9hf+ znFeQI{{jMZOS?JA1UHsDBa8Jj&Ym7d+rqv!MeYD4d!4E!Bw?HmH!KJIf^B@@Qz-#*=@N}P=Q22V_H)hqXQGPQC4TrlpjL183U@9EQg;&tI>ChcSaF6R4OwMi<@!0HPUUL3sM-;d3`7jo(#O9pT(T+WlOW9y za4en0mt4f9>az^cW;7s&%24BUC^edaAV%w1AA+p2*2tD=thAGlmkdZ{P6;IJJ4TtQ zEY*dIyeGaP0)~+#n$*DM)V&WxCawa=@m9Hk;CUQl{PJS46|HzN4 zz0${@DCZW099N$Iqu^d!U__PoV>^wYp3C8On@*)-1lFDAz%+)keg7J$y^5Cx;skKB zbt^I?FLyZma#^x|K9T{pIJ;T#csG`sG$+f1I>$$}AKwe$w>IO85lpYI4T}RsOa)~z zyEb_M4<9!1KctL4O`z+gOFAj^bIsY7_OFRHZ zQ#JY>)!8TgQ7HWu-wwARmL)-f$H%=S$UGOukQ*yj^r3ChX)apn1Hlw1>ep6uCUx4r zU#!kT$-0vKr6^fV9wLW4dTGM) zHj7V#ZUWv%O%m(>f3di7)ZmLXse$z#rE&os7{ug6g2fM7G9noV$@1`lIW+$ZVgy0p zQ5ICm5NGBB56PJ^q0@1r_pa4rPO#KKsOG`@Xr4_j7E-zCtEUM_#$Tq!GjK50ZT_?;oib(7De7Nwqn19)YR?D0q+SIZ(_Is$<#1 zVDDMJ9vQWH%A*{lx`zV{BX#fwH)@el$z|`q0Fj5RJzGw(t++T*>1i9bw8W$Q*w|tLv)8J z!pwaMWSUgG7?I;7I&~}M@h3S%OLnW|EiN5UM?7!Dp{`yI$a$jkE+V4i#|`-+CP0bJ zt^cwtV9i?p(3j2yU|@3sAKRTY6wMkxrvF3+1coPQlR}&x)X6eP%Y88dZaU0I3F^V+8gE};Z`5XVJd#h1ozbt1or_njo`5?H5&C1 zTuO{3g*0al>%89!xZsw1{I#JST3o#3sHTz1AouV1_pY@f=_Wgw33r$wP7Mb|=%;0l zq(%owze}1M%CH*Q^&|bB;hBBY;_i0qjB_I&ZmYl2;IViM*4hUyF>P$|{WBLBVSK=< zBWd7S0P*oRUgXTohR3s&eJxP0{A*+WHjyGHIuNYL)MOA!^NlRAFLleRi1L~}x83O@ zWWV3{LkKFa4(0ll(zETh5i4UW`RU6V;wg@>6Yp+H7+j(Ug7$10h<&ZrB)dID)gOe# zzsk&Op&X2cw@^&h2F8dKvrM!2DS-BH~}ENFM+dn{>LuHQ{3gs&tUdF=+JQj zGe1rHR2n?F$YWkw-42ihcC)nL0#Bh|7WQT93zn~v5-UNo&Gt6l86j)F`fJ5DgD>h~ zi=LpX?U6z07i66NZC03PF(jVkLI=i>qq1UX_^=KipE7Z1>j2in_!xsCKO}cH`g!-t=$X-2sZaNwx(`rMKmmu6=9jsUcNefC z0Pd3txK9i|uv0}_=FBpqpvKgX`DvzS@7)eqc4L3t*;%8}hXlNY9EUk0e+>MlWE4X8 zPJS#X0D;1G$2p7UXw9bU-|$gIrymfz zr!e!8G6h8_VnU{IZpxr3k4{Ew0NZMKZg_@@nL3U|d$AuMB7oF#_^9j=JT8Z@)$J*{ zmprP>4I!Vdke#r|bzi+vtIhsO$zXzQ{`Ww|;yS&PoQ)4GQXjWLs&Hnx_L3KQQY~| zA=2+KC-6}@Oq1>Kd=Hk7GkvJWRx{{OXY-EZRY3n;MDh*<6u_!w03d=Srl5OBK|T9d zM!^P3!*+ZlDn{dSyMF2_JK@U6hIRbglIfUpMkYtsm9n)QNaIB~dZ0batRm73xFtOj z*{+KzSyFi}ut>DsrV|>Js^+5y?nkZmyP-YkET z8S&{;3@>aGHDs}Cr@rlCDz2}~-$IM(dV>2S9X!WYK7xq^PI!O_!OZXDg}8|niWawL z7E;S-J>n)-WsJ;`{6no&r8hpw6xz^xCdZ?Wss-bPj-S61HSC0%5r(65h zXAW=I3BR#e2llLN%6U=+v>=rTgU-M6w4`!^nMN|o`zc)cSW7D1zYP04mWM!BAnl6t zGq%4+^=XADz!m_Kf;?%u21LVaFZ0iM1sx#Kx7~h*7to8zwT|U5iEbdkXw{H_>MN+N zV@Tk70MluC6gUyx%gb9A0+Lh6tFC-SUNDWI28@Z-(xj*Yfa{D)HBw=T}i(u9?;*slTnYxk%Rs=cqbfg{BO0 zbpQP`W9~1V1;!$HTU5}?X~?&a&Mt$xBGRy?ob=Z%l2uf%73^=x?S3#t*`xUQEdLxn zp9*-)06Z3k6T*uHME^9)nK^iW=q{8%^1ZKBTc5yv(0T}MXD&(FA*dQAq3jBVpo304}k zrdH@<0jwIWe8L=HH=^JEOYr3urNVz2Z1_d;a;XMgO5|xDwE1tp8W1Ch6GlW~0YOeD z_TFeo>rZ}V^3f`*P)vgv_KYur&H1Y1-W5H|T`?c#Ek1_3Dvi%G-Khe7q8$B-0Mi2t z*;5WK=Ts`DLUm^zfr7(5Sa$sTXO3PNlWyF*BVlkTiVUBtBg=*`9K6)6?is+v^Zo$S z^>|JyJsRTH{hLNlQV7mJy+jUVkgK0k`~hi&@NrcRb-?TYblZT&i%&d%PKrF$0h$I# zpSu_s-I=WD*#Qnbw;P|p`3(ygG!bOGedAZ2N~`2axZ27(@O>uQ$Jj7PkaD8r> zha-c=ko!4%fv&-lu%cxjZ1X{m-BVuV&LC#?&-eaTa)Yv@psejIZO z;=|?pYTphEy9l)&=*;{`A~$B@KK_)Q9WI!b2ds2YD&o!++RL#Jp?<9-O` zxW2;L0Rer*Uym{1=a`;l64$Fu%MfSJxDjHTec})(bM}YPYv~hYH#D!r7QpzBj$)>QdNgCb4R7 zZ$HrLpnOP>==&b36n$NCc`{}A;LdA%A7B##Z4aOK(Lp_Qdz&x7j04Lh!UjZ7I=LpF zUtdg-<6ut_{QmlJ3`Zsqm;#KAed78@1ds_>@Xpxt{UJ`IJ`?g=mm;&0^{*wSS>UZ6 z)QS7@S+oM$Hc2V>=elaM`C-u^>~EbEG=hF}&jO(p^jn#hU$~H0WN%_ta~yq0tX!mZ zvI64xJn8NaHLpK|On#dUXPybD{*&@LruAF#^1mSu7~&N}V^(~T@lb>I8-N(3Js!JQ zAwOAN2`;}}{d(Rm1cC?T#5d{Ra=~@a7T>(O0#^zU)FS&VzG}?QpQYZI5eP{AYy} zcv&^wAxIMw8YZ^+^jHP3{#_k3uxODo7i(EVtCqQ1Qj1O##Rih%Eg#EFzGKG5S5Q~_ zxy_r4!nvhLJR333xBX9QIIWQpQOhG$;qY`w?&Co-OTk_|a(Di}9jw5`OyW~@N6)B$ zF~xUUO-lCHyf7^=_yk-n{IYt8;hV>jSUxm}P67l7?mL+E&e#*6`piPk86Ev6`_ML( zYBx?fWDgx7MFW-mqnY+#XAS-GH!H3pq8am#3+VhtsdXql1C(t6&V~&G!*#EP`s1R+ z*x(Iu?o`L`-)Hq!T_AMT8bFG2+-|4OOnxh; z{_=U_?&_DJ+X|e1!Gu}mdhY*ev8ANlHYNUOc6#b!qL89@?nY(IQs6Y93IZ-I)N?G{ z4vL@&>*G;|f)H=@hbk6gB#6D`xFL7`n_(*RFtAkoUgph-4WP%R0(&f=m-AIPAPKsO z!VIRyP3NLP6;hGPa{yEr0heskeMenIpAZHYBFMT6&!EHF&V1b;(_SaX#f2EB^TE0RrdlpXYclbWf>2^CYz3&4DCkAR&NzJ}`yQwRsmJL)rI|X!Yw=v&2(0 z|DBsi!iGL0{nm)gbkIUqW8U)^IO#w~{Y~8UMRlp(lJU?@cAjP!@JdF(a3^Tnfg1#S?g#NbcY_SUD{@QoEyipA{op4=xtm_GcUigA|KPB z;aR=Q?w#6l{p=6N)Us&ESu1G3Zt%=KXKl>mv-eYS{+yQgTYr_Jn#fV^q1?ekCuN7D zIib5(XSqgAn|2c{L&64*259+iZ;}1Cdx;R=8dOzUw_BfP2MMqDNqdW7%vLL8hcs%c zR_L)zKg4)#@MMV(f0z-afuSVmffItYeDtA2&RQ@2(UA=?f};U$KAPG<#nV7w2?13V z)peVzBfRUbL_JHg4aLApNb@Q)mO!uJD|Ug`?ijmc=uSWL5aon;sffEniH7qTpngo9 zoO9G*1>F(RZ}Wd-><@cSi#6n_>w}^m*#gH*`J?0@43T3Ddf1UWXB z?=Yu$@3DugKu<8=u17IcEGXF+C|!G4X1EuLLwAI@iK><=e{eGE<;||$m7_(B+h+s& zU};Yz=!%=gv7&lZDSRvoX$v9ubpHT5A5r7T4Kc6$V$V);JfFjo;`HhQA9>y|+lOW( z2ot`osa1Ki&*vh36%)+GK`|=T`0>tSKV2@NPHt69Jl#(7Dbm)+u{qZK?qg5cJ3|B` zF`TycC-d2mNw-Wq=N37ls}6lmDS6h~LKMPZCnhlTVWQF*t0UFJ$vm$6SpEWWTM>Nr z^jf6`(aK-AG-OB9v2C7~V*-~7--g;yxB( z!n4j9_KC79n8nhx)J)`n;LyD+N+y|9WbXSY!4GMi?BoI?hFf)SNECyRi(VSJW(pq8$xagevH^>_=Qa)%K3DY!*)q{f{gB8#^#FPNqY%=|gOTItN4@2^-idu1iH z)@}Oqd>eCry-5;|6BZ`oX;Jy*9Vplxbwg~0iWIuYMCkIRS0`1jr?XXm6r+8((>g!S zHZmH-k66ndr1<_@JK~1A*PfBiS0ChSU@5M>f12idBQywJrfJM?nTCG5>s|0smEF2O zsP3n`;(QZ(;!}mIPN&{;+m^Q+z?E?rHK2XDD((3(GNn`0ezDmge@sW zvkwe;%Gn;s9gozWI)v8mJ^$43dAGtp)YJ}`G!%Nsz73WKhIL#oQ3s-7NmaJyZ zHE0p5XB|m5a9**=pNkj`<6ijXvn$$JZsLp)U|w^i`Ic&-S~&D8eVt2W7rqayeQt)# zZ)c2)Wy%Q&gvMlX{OoPuA^WIeYXW~<#J~KVA~z4rn?@aRb=um-C|?b?#Qs`Fs0-vy ziAL{b>r(_SjYjH)btJplG7?8TdG>+YgvME&sKEZH@QEAS~c?9c)|4H=z)#TJCO zfiaprjO#wl@9`$97j#G0|J;|V=?%%zGG5K`wPyHkA${dXZsM1_IqcJ0qvxIe84lf+ zlhQ#9Lr3-G>4d2+j-$oR_0vB+^+tq8-`+Db=(oMrgFtWvKs+ugzqHJ@(FKlnr)yrh zJd$KSpkww@z*Hb@RXK8cXr>=<4Bf8WHx?c7&L!~l#>F58-%PCc%VN^RFkc64O=`X0 zj%T2s@}*=_Hb>IrZIa1+3-8FI?9+A}Vl`Rfb`guL?$C3u`Cc3il2T8Pxjlo^zo@&( zDA^x3m@1kYQZza57N>VEr&Lg|2&VpgEB^SmBpzxyie2^luyYojrQf}SG9b|{OV+5L zYV72Yvd;dV`!edGeQ67qRd^>O1n%;Tfy-;V?scjrU_dAHG3{VTNHN zOj_w*&pqFX?dIm56|M)Cw$y`E-RKX~I)^bGdo<=LJ{XTe3KOXYJ#nZanvA zRV^s6qWhUZ!+OGN#9@{icT69XxS7s2%Ne5YOmDlSM}~ z3gn#4Hu3g{`i%ya4oFJZ53iF#WJPey&Ypc-3KSuPxo4lvT_U}_llG0%Wt3%}h~S>b zk8LzXecZYu%pcCgG<(g~EXbyY`SwWn88>ENb((9ko zWZPf>F6t^0ha5N1TK{*mM7An_u`Q7}`Y2W$5g8!Av?PNRf-{#%EvP|1vDN!s&ZmTrGSGMkUdD7=C?w2Y6I#ElH!5A&j*`foi@%*~ey&M+M;?FneCerW!fFens;akfO~msV>GdrJ6*V=NEx|V} zSWy_&nEX-iQW7L{VhS07QhVw@;)>WM`zZ`IKOoFT!ICh)m~ktZ^V?bWRTVp_%_xcT zp&cmdaQQ;MH)VWVf5ENad&G^`zLSsEAPv?bgbxc*jE9Zz`n49WuevKXj9>c0ymLj1*)`$} z`BYS>t_yQ@uJ?bl<8(w22)GljszC#fS=*wi=0z+eZf+(GLLLbg^4;t7!LNDE)KqFj zk&>UK`6N$_J@TZV8&htF=wx8~5UFD6+*lEi8|t4;pW^-GzQ3VFrUZ`f=SV?NBii7w z<3i|a((+O#1;0uiM=(~GQQ~ZHjADB$)PS<@kS~j-ahI{^Y}Uaano=N<%N&S<8Hy~| z>{$t}A1?WMc(y5EvUB#cZauq--_qW*dWMyb#M%DWh-qeRmWV@#Mu??{C1QmGi5t(55)3v~TyDpWS3@q}9X2t&N2% z5c5hIrl)V`$IkcvxMf;4cG^UMv>q4gz>V}ev5AldKDzUYC%ILh@GgQ|#vMXK6x}Oy z3*}q!%4Q{<5m~tfS$&%U*Z=4SIrZ?m*%bXLd%!njZ`{Go+i*D>pE5`^?mAz7D^!Dh zK(f8^=3w2L>uE5KK66z@lr{HM$DaJj$~)QKOR2{cp9YXVP$$G=f#Hq-P{75RE5#$z zh<~)+pGIAH!ByT};p-)XnY)D(jnh>6HhBRp zL$|l~ErK7v87^=}_AqPXN$0d=Z#@HIEhQcA!>&hq|2l8JU3y<7 zV|woA%XTW`LufgrYu+ON$|xCBCc!`<;BNjG9o_5oI$N3443yLgd5-mqSj6YgAp z5gXZ*mW6j2{Bibr_``?U8T+>7zaH}M6rXO}8DwuAyloq5XA{_GsC}C1iIXmB?c}pM z7rPR$zcPPs#IG?s2r{!r8O>hGq@a2caBl~JRU+Cp=*UT7++UlJj&oL?ck)v0=w+46 zFEEb#4g=;>oEnzdnBmLAOa$#GTewl2ws?#@Rzqx6q-qPgF`Ru+l zK?r?%Ds>D!DuAZ>1yfPRT*_N9b#JkyzAtOhHxPsQ5po9|Kqr1sS~0215!N=)>T~^G zoWm{~@p*H^Q#)(9JY$!g=iD1TPAvi-7hx#MxX`!!gRc{83@@mEI5MM2YumeSiYs#U zWcYdduG(6#X+oWc9Ha>-ipvXf6D|L?p7~Y=3wHl3-RrWx0KYl#ssMCY_#G$_{!XOCI@xUvTHlIJAY;{^) zTs@Xm=9Sr;V{Tfne4g7GB10@9)3Cmh-ajXK61mHi%`vR(bg=!>9)%Qqksr`3nN4OD zQt z^6)(}?cR2eum+WyIm+}Lk%a88+c+rxA`uo?er66l$&U|?mb^{k(Y3ZV-LG)l)~k0! z!({p7-gz^6o(t=%8R_{ST}_x6*l*T;gaWA5FM@c4t=S-I*G&hlMb z4yimjnecRJ&%mPN+Lcwgvo(czGRWJ`y_HL=qoZS`luNIWl}Ym;yGasU+-2>gBn?2P zHk5xVB%P;Z3S=S|NJ)uiMkO(v1gV-OWqSfLtv&<#vsG)Cq$FI0Bd>05nplp00WAj8_p1yIO z2qvMnoKAYeUp?Weg=v-zFGGF?J9^=^|CPc?;x^g!rSEP80h+U>V|mwPsP-DsKI?!zuIF`cdL!+ry8- zogDbQMuAGiXN*isB05^3vh41icgdG*UZm{D@~Jfwz*+18!m?T4J3Y{tII0$jGR9o zed4d%^!9}|S?A8qc1cG)Cw=c_^n=2cK0|`0c1&cl0$*R&ypV;6c~WiPRlnJvG-tC{ z!PH$SD95`i_2l(5AMzyftO`I_r;`!)A}{k1A(y1q!A#4M;Mg8z>b&p5 zod@=f^N)T{F+D(haOk6O=C^>*@1lNQqi3#llk!D;`#UdA@$UV5o;AK( zruVo{^1x(1eV6$C*rSlS-%`o8@Qu4X_}^rG0|w<9HsjkIjMFxP9_0F&h+F!b%+m8%;; zdpbD-Zjx1FK`$P`W6g%Ux}Mj|$h1a&5t6zww~@=u0IOObqjYK6`)k!`Ouh`fIv#3z z=o40#)=$k!K2PpTk)UElJrb@3Rgc*YiH>ZIiPV;II`o{rhl1bI*rL#`Zc~0-Sg^xN zKoK|H9wI2%nMKLZX%<5uGqzFwI?|>%KRCJnWzKrVilTGNFU%@|eyi_c&A8K6?FxOX z=1i%<5k&_h1^KAq%k_$Ev*CNPjMklWNmL1>*OZ1@9&xPoleV?S{JeCt95y;jS$=c9 zBQqR-Bp+menv?ajXD|9Kp33h8tkOKiqRU`_P?>Y zna+;R_gQb+bd{zX-X;|vibJ*XOFau*e)Y0oiX3-dmg(s07+VPPHR;lJpS%o=$1LW_ z2O_!ftt}Gk7{!O61z0AYOADz({thDGwm*I0*cG#}VTKrGW#6wgWtA3S9jd=w-t;Sp zgCIr@jE^pi@eb{@Tm>Nxpvu+VjEHaf{(bIv6}qgI;%2EE{@jL3EsVXrJ2{fo!kc>U z?pZES-{f~DlDSp^0z=lE50qY8WhYBtkx6SFB#J0X>~o#aRgI9BN#3QEh3z>`d)+At zB~V(sBOk9qI8;C5`=9_gD6n}b;*BQPbk)Ptgm>_N$L!%@MIL&kjuEpwmfX#hq+S^# z*)Vwb`62Kb6ti@kvKF5)g3nlzf#LmsM_d(&6dxanAc2Le2RoiW zF(hRVn}MQa1k-jQTq$wZ6jgNJ#7Ng`wR}<77i`V{olIA96j*bBz=mXna`1S`&vDNf zaajop7+j%&noh{YX>D&at@_bXdO$?l;F9#y`zA3y;HIVp+|*B>(hOHQ+5_cIA1an& zKc?|dJB4fAhfiy|?-a{s;{LhK@mO~y!a!4ow9~t5)1UsNBgIKtRWBB%5V3Y_9dq|a z6m!HzF!m@iMXrbMFl>`xJ)C5T>}X|J5^h+Wgj6h@M^ z4u%}$_s6WPc{VxjlURVi_lZ;{vAgRT;p{YF+m?paC^`~2MQfc6P--c{rqdq8NuC3Zlx*;KC<>m5;LVRbVo~2H?a-MzO&8g&w+ z(0p&i^iZ1ZkUw(q)6YAM8PNO*=g+&az`~K-8%alDz-*cRqbhpbHe_L*2jU-JwzQty zjE?zG!zZ~Z^m~{rg0MHzMG_Y&f92)zyG=#2R_ZB#P7H!)Op`ZJsZ=yqwr={#dAQIJ zcTuCTblz1U@~9R@0)pOd(x(-B2g%V4(1)N^jGGe)sQ-D%h{t_|*qDjf zNWlR?j344b-SjDH%`1;ZN8iQSrlIHko=_9e(gs4?-1G9M$4w-`_#Z7;xlj7qnMnmZ zEHh&&g_(;ZBtL2jpShSuP#IxjV;$W=ifa2m`$=rh4v&gRU=E73nesvcqQ>Et(!pz0 zoQQGR8zXD{+@*Iu6q65n1D<||M`BAs@|>LUj!qiS8HgWJ|J@@2c|iY4>$EHRi`bwk zF7xm~+y&lx|D*0Zn637b+goS<4ufa(|{U!R+KO95!m&qI7SrkM%a)o*G2hCf08%P(_k<5DLdHq zB#)zZbaA-?=CRJ|uE7+GUM7G{wAmeR=ayN>(S8oQi2^;;-xLJQ#(pezNm%i4u>k5@ zQtYd@3k-ykkPv-d&U2lsd~%G?1?vjU@FGRf8CTvvk)C_5%wcLolhYu=np?om>5X2^ z13qa-H1USrB52H=@%8KTYlEcFJ;-Plw5ScMu_Q8)*;omj*?1J**>1-?imITpV~P&ju5w zE_aHtl`Z(CU7;1h{C`E0%q~Jj7{$L^s=DC`FhwY+kgSwyqeTpmm_;#LiB!E{hRBXA z_mkv#(W7e?a{S)p_T+d5)mn7%k%mc=!CJ?EEY=cPsXR`r5=x#QCGyxjd4ZRsQKJ)R zm{pkLx&HQ_eXfoUVKK?KzsCx#${1p@`SJb)k1n<^W2|Ut`n$wP#3X%q+XU*SS&8xK zcGm!LE?^maV#WOQR@*Cn0Oef`Zn(w`u3!T6p8wsPNtMFEq?2oW{6mLxFooE797)EH zBj8N9$`tt=16aC!$R~02F0;s`bp2`P+n(1JZ20px*2HQ4jZ5DxCQ{WKA~so?*PHR=HzU&2Yj}DwkHQe8Lp0+T&FL7A^m6o>GOeuN8H?C@)r%z&E~^))NmUqfbG<0SiU0R#`+D=fUMDc990Wrv>8z%eUm6 z)>+dNtC~#$-!u!D5d;JxVB^hT zM0nA>GP+ionCS;&Pl{^9JC?W!2A`jaO6H~d+h0@cip!V0CZ^YW#YjGWtVuPL+}f&= z`YY2wDelrO8_N=(VR{hL+7LAF;<9Ue81O(H7{zV!K=QuW_>Tc)V=Qa-w6Yz? zAz(53<(cNKY1dl#+b#pQp5muk(QdN7`W6=K?bk@{yGSD|z$E7Qeoq}S1$54vLhqvN zq-wU-CS;OGNs!xm+(P6NabP0s6R=vb7kRv@jBOuIIR15hUdV2Z^?7wU4}O;KI!9(a z3**{goDT5Muig~Hs-pE@jwCX875ZSrm9`|Z@Vg4K&Z-K4>BE?FNF7kOg{=eXwteh` zfXnCS%Ol6s%+g}O6slqx(-Ls7c64OL_GdZp*A@c_7NBg9djA5HLyI#v(@)J4OlZ+y zLf-Z{q!9T-tpM*XWOBa?D1tkr$iLm3Z>hPoi2&MNKVC8@2``fU6X4e*OO7i95`HN* zbksrCjbcsLu@~kf+@fYqmIV}m4;ZirTJ4c&x+pICSJldcPTa$4+KBTQ-zPHy!NJj3 zWdk^-sr|1Qmi}Gzph*0VTs2L%(BI#Bv+eI_N~vb%908FVc7WCrk>`_GhQZO7y?OB9 zTE3XpIZ+Gih|x z4B!I(pUl>Rn*VMz5|?JrO>5II1CCV1*VNVyAd8 zA@9ujHzDIX=(OFZsInTRSGR!_fqaZN-?p*;#3_qmjTSNIy7dx!WA*B{Wt=z1HbA7j ztFcV{8ksJl4iFBeYn35N`G%;7U1?s^InjJ7$@T5d`n#X@kKPEhz_$O%%go*VYvM+o zRE7H+soO40e%-6@u$yi*LIkHCG$8kL#Bw}wBUmrq;d~t!CP!fi4%H+eI>_zo3AORc zTv;p3j1FfY3zY4JC-td=sU>j(Vmc^1q`7xUKAmxX1AiSy~=>3QonX$$fG> zAU5gVqY~@j$f&?VCU6(a6@+;Qtv5X|(*7~Xsi~>eUL)kqrD^B}S<jws%|rk+JQ9 zyaf;)gb$XbNZ0ZaHVn->Nn5kDhhc?h+pFUr$P_mh|JW$WOo5#!5PAYhvlja0)Jt9+ zFMqL92-jNO^}#+oIeFsWadq6ExSpcc4M5S;=4qJLw+JWiB{Qxu`pjy}7Hc2Fa{!e` zw@tcHRs=n)*>%1m@`cFHcyE9CrHz;Z%t{1EwLyn9N$Wt+?%&l0x=D{*UL45tGEa%& zb?M!OGXAX01$6gB>PlHXf320Du@#9ymlcOx1s{Dh4jJa?28&wVhw^$~X1A&H*s1x9 zp1RKlF3TIRpSsX2p5kQaSFwz#UsuPHSe>A9e)S*X78+ClkHeb!CHiYWU+*)1whD8f z6>-g%ANP6Qq0U!E-kY~dM*gw%z6?kgxeSW5?@Q*}G zJyBi2eCLnwQe9blqO-ZBH&q+fee!TFz&GGtd60RwA3w+|+S+0OvNi-3rj;w-Eg(tY z(39AUi*2CSiGew@HvAf^;qxUAWB$?b^uiiOhtd1l1Ywv+o}z0t6p_KO9h-U$l`{jf zpI+MEP^~IM)X|>;5`b*>%q8SKxL-S$6y0?C7&s#7-F0@#lfU6UuRUoYUj~Oym-gwZ zi^6W-zH;;SbHV|p+c!3GYTlg;isZs7(YV^$L;&*u9}46Zu!4hjX@!L!JX<>k&NT=P z0|-@SjR!xl`DnLRN5@z;3Sn?PVhtYz=b))&E@kCkr*fWc1ozqVe||##Mqe0cao{7D z8(yn5#%q3wkK6{=Bb;=Sx(`EbMO2ha2*%bw%X?7~OJJ+<8Pq^>Qv*Mipuk%I;c8l1XXJ~an~NgRC6PImE{1xZUecG5}^(S;o5}G?lSz(T-wulF4Od?AL6Z=?m9vz}!2I zD@(U~0G=28nS-xiQx(}oXw)<{iSJ&|=$%ruu>s|(EZH9pdLPL3e)j?^_x1Rm*JjB3 z%;k3-6Z#NRzGM&476&2pbjWn9W$ej##xWgUSI>8Zs`lDS1$7n=0Lb;=_pa+;h5^1@trE}Z5rEz#vS;3lD^hhP?p@8icj4V_0%jacfwo|Y5o`ZXKL2Yq5U_d>rA#c|~`J(NI9xVJ6u6-yfhz7@*sg`4PCSPJXaEI#y)X3IZ3Ut7^ zME154Ip{@SivPRY3yES5WQw5dPJRlUhmX4~rQ^m^cd^{-|NV@<1SejcH~k;@Y{Rmd zb0zS9qj-1n^9Yv(pRIcfegZq0w0_0I?Tz!nl?JD+zw}yyhrT0KVf&A%R~ruE4o)3p zi?V*hH{#(wkXIo}hv+Wsy^kz?UgMP1p4BpZ=nUt!>~5NK1k`!(q}B7E9ynD{&yMuE zFlv7-JhT6W_14IHifbzcTZJ3)RFGTHK)Wx=?j6|9<}Ikld=WP?|1i5ZL>Pq#)If!x zsqd4Wi*4qpx1r};Zt>zR5PG^#)u!s{Swf?XvMwEF4p`ib0C|LHtW<5I628pDLT%U$ zi0}J9u&RwZxZRv3dj6)rt55D?rRl42S*br+UG_Pjg2G;f)m|i(Fg*hV%x59B5V+SV&2_hT4l=-IRuls>^oQ|z_Yiw8$UgxLF+eaQaR&yVi+dPCPLK?wIMa`LoMmJ3W1`AHP4BRjwas!Idj0fsD>%^7$U|P`E!in z(2xG$ODD)RX2kmq$*Rsvy$f{#!C`iwVen=K|IskqZ4t41yDQb= z=rH!pz||JGxcS>@@{o|j_j8TVruvO|m#~|06`G$o7BELm7I%B3jRL~V@r`L96}tn& za~mF(oh+MQSL?>?qj#dC=lv>W&qQ$-yuc(-zgEnB#?}Gj>3(*+YGV~ zo)3R7SR>R!{~jTE`7M-=Qh2RiH0Sk$W)!C}v1@DzHU((HUYi@O}?u4(k5c{kh7;L?R>b@1s}SGzHtmR=S%g5r^oL(EtVL zyOFLd@}0i{T6ZNU#U|5hwZu9OYaYjqK#Wnr^U{!s# zl8OwH3J@p|;oF7&?tS--ao=BG_vmiGL!EQ>UVE*%=A5ge9%`wQlQ5A$AQ18g_wVXL zAUI|a2(*WY0Q^L2KtU4xhrn80^)BQB`*(J0egXu-0eNuuj=pdD)~sIu%+OB?J#Y5! zxT{|b&8?_}ml^-q+B@+*>@)qSOB6nGn}}1q%R%k>n`B)kl5i!{$4G)X2q*DF4&fTN z>kpOuNQuRnqcUcrSj($QT*Onihs=fpFQi|~F%2}mmTx+~e;TOBuFzE_{rCFijfVMLuz*ZMXb?mMn+zuR{m^C=etfmdZ+C|eYKkU{L&9L zoP{Rd)or`>P0a_n;JbczOa0=Now>OorP0cfJIcz5j|2>#knyk*vWmx~Z+#ILdfa_{ z!*q`$25AN{mzcF^D8rqXdZpFNLd}{)h10eRwba$8j=+gq;$|g~7!hZ$O^unG`@ofR zZ>1_cQQ+2Vif2rpukrTcth;p|TYsVBOc1kTgi+}~;I~tncuSL*k{9Qds?E#)#hZLe za6YAgC(B+-pT=H`eo$b7d}6L*j`q7i4s-KUf!5=>suOw!h(f@2Eo&`@Ph*~gYf;ka z6oX`N&fHn872`Qer18eJYuDa!ZyRZjnN*GD)-T?9eRO`@a$&2?*iNDRJ3NPIPI6Sz zgAxJ@{(X2|eR&5L&W$ki_gkA^JDogiis7ItrFa_`x_JsWQ``_O2-zj9aG5jLkD}rf z9C#p0=BQix{Xyhy&Bf3C@A#U2-o6MVU+8(^9Mr?vPE466%hIdLZ58>7H@+gXZ&HSR_u7EJB z4%|9A64br^{_xHi^}x#LNR5i8eSpsWeDcR8JlNN;T3_G#%nP<>W5ept;;MX+;3WGP zlM^nY%y=pV^H!$(2v5vgn4k$RcUXWzir4m2GBU=rUT5R290a%EmZB?}v1 z|9*;Yg}@gY8CuO4Fy(~o{=Pm-6Ba(RnprGY3%%;=?X4JPpKLQJ724)BHb`J%=!BMxVBdj?}4`UsO~yLW3t<|I=NIdA@u1K7qAU9?OgGJg{Z4v61+B%pPlF zX-TH6%)NYYH6<@(wmDKvR+d^7A@3idQ$8SF^oThyFkE@@e!kxQe9f)-dB(^Hvt|OF z!pZd?pTNzwW^dt4kdMq|c2A~+pP%cjH^n(ihIe#~zL7rKy4tb+7{BlhaqnJba4*)xuZ|R_rzAu;S9{kV(-Bh8@-D6Kidg$L#2y{7kST)?A}p_s zl4j{u_5ao3q&c=MT$97;S87+SS6;ibBS}PUeZ0d7K124_L4_dUuOn8bNCz#L6OB8| z)4}GQu3E`oPC<_g2<3TOSI_ zvW=O5*}>wcYVzGtSIuZ7Va-;WYz8Zy_45kb`y6Xt)YQ~ptSZ(WbKgdnEm-*lr|hD} zb@+`(yvbQvXO^=`20SdM*^-2uv}I|T*8HGgyA8^Bv}9==E8HxgP80jiJc%IVvcxel z43l!)P4QyT(gDrM>wF>>O0Wo)wYzg5vPsT=LqS|$qks7q-vIo_FG5H)P^!>S`U zQ`+<6mMRFVk5x14+8-uqN$6rC>u9fRSE3V3&I|G1n~;cmq!XLxAUdcbcJWkaq0-|=)J@(J9^@=xK>%G9Zr|^|ZL}aA3dlkS7=^8D`BiFr08ja35CbbFRDU6b0 ztX~B_;otiWQC8ln*3%3Q7TcgIc#tl$u+vS{2xH3Y|E|xyQPZC(-2FjUmXJsQJPRB2 zL-x^=)w>ezt6}nHmf8$pTUhD+n-)P4*kae!Xx*tYR1quNd~e{1eN()U+l?@75KSMa z(SIM~&471Sx$fHHwr^CK-hCz7m6{tLaN!TgCL#9me z#Ng$c7;h2S)_@Hh)q7Ofli_ZA7ZzZ_LDo2$d!hhUu)%ogowl;Jr{hMfCt6gPb$YC6_)zY_NWb!%X zk7#BXf737e=Uyu~{!IX+tyfHr(Ir2fwJVRdhE1$}(TLvrjd=fvwlnIdW0Ar32jy%Y z@QNyiVb+xdy$hr*YW#_^78{=0DPZi78O;_yYy?c}3 zQ#hy?nU{nt#%W1fR*F->0emN*RO?v1jt$I@?vpj8S0>0G7FP~q4~g`!)}8Kap6{@i zWtI_v(wFZ2J|!*=Hp=-h0Vdo%r`in)*~$PGtfiKi&nEs2oYdzp2XYg@4pk5t#5*vF zYSNowaoUNTlvF`pt9;s@%g{&GVW2XvQC`o}uX!1OmAz_pT}N`p8|TJg|Iwgz8m{yKWW!-^vTq8p?( z&SZ5@!uQsr4hiyR(GPOHY^w{g1ta}_dEWn)hR}gWMFk(sef$Ot|7RllJdG~8PA{`_ z51YI|e0nreOxS(Ny@IVA=^1$-6@jt~k}-McZFpuzC<*?NLJ^3&|0@}xjd;3kZ}6;5 zUGEX~^75(2F4xAki}s)FjS(b1`ctYZ^96*vtzT5T(&`m{ol^Y3IQ;~aE9}Sr7qBJn z^(_EfQ1PEsw5b38PDS!&)KC4V{es?F1KeS$o@}yzB7WnlLPkNCIC%+dDiIq`gQ=N+ z&(`p3>Kj)n0`$o#V;{v^t;?ZJ#G1<7ElWf9PrUwyoP9shvuE6Mk~$iH@+LquzanXu z{Gg}5Vz5;SK(7aX-m77hj*|$Fvc({lDzu(~j_YopavvQ{1SjDwf#-ys#n?c~C1tsK z=kDE_uXvoOh}&9(KXCdUBdvPKJwRp(Bck@mQNM1*c+FP#%|}ooi+}#04i)&wUx8mS zh*Rc^BfW74^+FqGdJ}PTcmtcP0GK?KjZfFCigTyTqt%NP9doUsnquZA|ApMVn;xj4_jAeE+}<&ciDPSFM2@>*p|!ZCvg}}; z**Lr=nklmq;g(J!=cRyNst!?v5y$!>-PZgRsfvj!@?)Mqe_Tk#i3&p|ALGUwgd|iU z*~_6pawO>!6tEHZzT}#c{1|SZu&1*svMwHWDx5UEH}=e0WI=ViyAAWO_PpkSw0H=>gOydgqzDlCB6#1|{5mod@BYb>uWs@e>i>|NyDN6s z)T?l-8@;6>K~DDOHHB6G^sa_b10;JM8f2b+F&zx!fBtgV-ZHgB^U>@6580caqttY- z<2JJJx)k4?@GdLhD<~F7_99Zx3`}8-9!FJhahXK?E!1Chslz-py4Zf9dOc(-e(74S z{A9h74sy9i;}G%3=t{vz8#&q~X||$Aw@zuUOWxrSmFzKXE4ohWJ0Rt7hv@7F40Y@u zlIVcyHbY+AVpxA}g)8YMa<9O^B_*$88%frlesbj1wu}K&JLAJpU z+2`lhqnv`*y*YUY-AW-&yM#l(gwUacA;~T>4KZSu=M*Ka5Q>QGDe5{1z$k!x-*w!* zJYu5T*#+0vjjJL6vtL%_vR2QZ`rz%il|h*OFPUBa9ucZU5_RhtvXmFMm0YTHXcwYTrA49g0wiJr`a2U6@Emoa)I9e? z9kEn`G6nwUy>^AYq8R@x`OU+S^T*8SCMYTZC4%~Gb$Nia(zYJyXz=H9rL8=sON3u*P5nOo zHsJ(Cg36di>{7CxO*$n(FWjGa<$#W0at!}6wF}w$yPz}_-yA1QyEYHvA}B5VT~vko%*q^6(~5F~j=~2mQpU9F^{Yl^XL~rGkra+QgA?|w zoX&chO>kfVx<|4X81m%{Kc$hu=aGk30Xd=Z&M7kvo99R;EvtJ z-(KvtR7#;O!Y>breR!gz(7Q?RC>dnDYMVuQRRuS zjyz0LM;oNm6&;YRJylfh$jb|cttlH22GtX;2a7#KBg|>wN+)}7ol9}zCtZBC<*bC` zGKGg3j#KkabRZ2Id1*H|;YsWfrqqiXVc%^MvKSqQALmI23&)!Ye#4$JwcI$9L2MIX zIW4S~>!9@}w+qDHt5<3OkkQ2Lr6?Mk(Mt&EBFg%?g8r>)rD!>FM@7BDJY{E4`Eoe! z7U;eHt$beAcT7SGcE#Y?FNw!K!7F9ua&e-tT+SK!J-<|XHb_O&$)=M;^LyP&-pFi& z;v-w!BD+Su3FH~-mSc?cNs*p0?h@Opc8Tjulccy!k^RP9Ix?y=>q@VeOxZY3 zP@Q!T%dilI7?ZdS#90+%BHu^esZ?C53fjFW+qF3VoJ+ofW^*eY6Dz;IP%QoEnn|mPrD=@ z)jRAZRGeLyiPI$u0d}XwQ1|r0c)RI2TNWjaz!DBBy+!!!M*EY+2RYa)Pov5+8rFHw zH310|P!g5Z+adi?G=1NwP4RGkxoN+WM|dVGc&rN{ds3@+p&8jDcIcFLFgo>C)ztLg zo~+)k;Ui0yxte&1L;G8=7{r!_JL_g6vU(SS>h#Lv!7p~Si1#dLM!i2-`;xu{zSoe+ zZ1~2*=H#kKDYmjEmgb~Dru_5ga)(n;P}xb3^uPXtgm(}y;X$XM%(4@%z|7qrpAJ&9 z@|}X}h7Sl~s9NnGzAAIQyzvJW|7s4$P6U7z9GYM*Z`>P)xLz$HZw)wD9Zc|NkZf`4 zRL>62`tIACXE*~NCzpR}5=@K3;N0Y-m$SDia|u@Vm=6&Hb)RPA=H-=l;OXH>gBvC+ z8Rbmo@57}7A5DKUV=imd3A#^u@g!RobNI+bfWWP3wI@=^GJ}3`%)*hs;T;)8(#Uw? zT8&FMZH$B@u|S@IC+Loi+FG~(UzEOv&&VchbBQc-2>g#?QJAG({_MqtqC#jPD&Z2;wqv^GoM@)F3gysVGh@e`r4`Zk} zDLD-_7$aD=N;ufavdB~+ZclaTO%$bR?n{Xqc7x{E%W8ExMk#DW{DsIq$=h}Eg%V+J zQC`O@*Ot%3yNNh`pE!RGrE1u}ZkbGecHDT|XUtSKVxhan09U~8AusrbQ>H21x9;raL<=W7~2W2B&g(jK? zds@s1X^6zz4MhNL;kg1z{C03ZbFsYs^nxBy@ejJ7QgNr|?Y)8E+uiv50H)B)(69|b z7kh>r-rQ;il`3H6Ph&2`<3j=2ou@ea>5N*LRs9VY+T2*&?k0*`ayLu@Z5pafup2J~ zXLLdGNVW+@7riDu3%^0_^1TP^38-l#PZINKBI%sNh9%iKL zYB=&Gm-a95-zNv0s8I>F6G3CioLp>{{{6cfybRS3C_3#5{OmU}Eepr|fDzuKj5O*R z*gK9yC{97oHs9_;wx*t6R#q%=%M+}@-*2mXKVPQAfV=Qb2uwHw;G^3U-k?hd9c-$X zw|jvnEfo1RgmN2?pIk~Jvm7^Tiqt65c>B~H+Hhoyx|NUHUhjM~F9Pt=dl4lc9|gcE z5nJ5>-fxCL$9~W4%Cl3ng%87fbv?Ig1(eO$dAp8Ou7s-nhu`(lle}MAv5x! zZs|+#6Y#d&=|n3Y88l&ZHpUdazI;9Ia&!BDwIhms;a(H%ND?l?9$U4%o|?`Pyd%DQ zb;ybEbDj|5I1w?S2o2bvMF|P4p8p2Tb4(f0c+ucHb+H%uLkUbUsoSNi|9}M}!U^$s ztCH*(t+M)$+C4%77>bk^mse`$#Q(PkN_i6jQ(oD>kKeFJjJmlQ;$*-+bsTe(x22Ua zr&u7~EA=2!fAm|@3Mh}Z)z^;{_#^5W#%nyd0V=M9IwCV{Gr$E{C?I7=V(wOd?LGdZQ(qFm0`#kN>=wLzds7g(B}W1*0HSig=96Ja2h>5e`pY*}?jg;Jo7^h}#SCWhg& z1v!2GI;H}0%O3L{!chK6MdZN!GHWY9MahXEsAgIVuFO+X;YG^qy}3e-7s@Ne2bj7Y zzDHE5RD)VpEht$o#S3hT#P+tn4P?`+B2j8;+@y(W^4J_?*T~3P%7Z<>EfDbR*atk? zw#hPk6BW8yBZn>>TMG^s0EtM;FifK->=i1Nhm}9^MkCz`1^P?=8rUlT= z>*1TcH?OjaG{g<}=)s|Tt6}A^OP*F|l!v6O*4Xmk>TQz@e|IcfTDpon2ISk7=_5d% zF%FYTo2ZEWH)b6xBtSA};yu+x9$O1H{5e9ouko>*$!n9r2s;_@nB>mWOEFQ_0Tva2 zO_QTMcxcDoaON&UcBpC(ZA=ls@>)ExL>U<}AI8!-N?r#jbn4;ICiH`=B_eX(H#ZA` zw}0T~=0D2GXV-;mE^}I`F&F01%F!K`{zv5m4F}M|VGq-vIhcYF=gJea`=(X$)!W#Zuuk zwRtJN%cT5|7vS5i%<5&KZYcp1IJEi`;2!~{_o^wg0NP$n*WkzvFMfwDu3jpjxGov^ zcE`pU{H3^x9!2)1@%4BI{ye0+BoAj~(!Gc(F`C4_C-f+hctQmq-O(?f1wlw3TjO<( zG|H7TnoT5s-9J;x-emF-;lDQ~9@nfhqB|KFILwD$%|`^w5jO;Bj()id(k~D{Y_NU- zlZD7mtPN3N7Z(z_57rS{1#2K%^GFxr?}?BchvTRtv$gI)Z}A+2BEp{P|>Wc*N4 zr#8cD5YQk>P67xn)seRv(U-g=*|LYa&uCq=mzk=+za%!M4Go1is7!X)kD*yJxM#gn zNOcBOzaF^lf5@0um_98OGa=$4fD<013KoO;$g4Zoq!v(xDgPnYRsU0?I+m(vYm8hw zBO$KeDFXbd8jf4S&EOzu)0*=BIB|Wp& z<wErd|5Q5?90|!;;tPSynG{BqL6M{@7j3uj0(^NNn*O8RdAYFE08%W! z^@!g1@kx1%e(YCCxCl7DX_{DI1o%L};bYN^?e=%O2a%#uOz7fDWyOG9#+Szbh`a!u z>#MWARZxB_98AUX94e>`Vy)KI7dhs`?~aLo7z?l{P1U&fTZ*?1!sCj53@I}XT;J}Z zbC}X^XT(Z19@s;m+}c)=^o*hTvhE0gFu3!-6`re8IG71)R81s;t{pn}^B?r-3esL% z79$fu5a5+@cG1lN7*!W6gARpc)**c4gzVj+$l-e-6Y@~Gr)@K>k4aHQi5|HEwfCdT zr1w+_;$k_jUGu<0zimbGK4Cxgc`t(h-P<@eH+fF}MqKRkm|fDag=>xOt@p9o6(9`( zBa3$p`-F_4%>i`FevYem!;oBbGQq`fDL9I8uLru*gF|9VeU344x)hE)oAhr;8Ynk@ z&J<1rJn_AI{Mhs_H*E3pW)6MxrD(N4l?d_OUP8`xRynlQ7nYxy6*Kr$0>T5NY^=jY zFv+z;mt{<-N>NNnMaDEG;f3Trgiy@xW ziYq;D6I9M@(&e!<%op8*5`5UXG~5bQeh0lZ*D0kr4~@;3W>hLSHuelWCxMbReI)%G z282;S`C5lz>7_d>9`YMh5J>xVs1F&0vV{mUceUzHoBNJ|L2|LVdd^>#>5Urw<(YDn zU`|@W!o&&}?Y9gxuLCSBy=qcH5Zw(w5Zz_N0W|Vv9CYqL5dP^I(us|*&HxkzT`XA? zMxE0tKk#5Wx_@O3oFWuhS z@@=Cy8#1um<@QK)x{g)&{-|z`-Dx<{A!{MKWH=X|Y$FbzOe0;EoJi={G1Y4!1Ihh8 zeyKnPb-&77jiovq$Kww5eWQD(V}2}bt4MIW!;%Hk_DA1vD6@vIP5|EZt zv6J?}PULnzPQGwQ_ZM)Ur(>uE2kywaTr2%1JkLGoF2@*AHuG&W*ZJM6w(6V7z%bzY z?p4rK)zJs#9D-b3RsjRAo}=H<3h1PKgcU=>g$i=d*iU^={a46E>j7%*ciul~8}qHQ zbt7-6v6?zvPJKP=TQVoTM6V~SU*7ZV#h7=n@73I{AT&Hj*|LvcS27pi73=cLw(q5~-hUoR12phkPRqLG7dLe}$uzFoZ z@O|#274UBmJpWB9hWlNxSpr|40i@)6}( zBqhui(B^*+M`z3!RJC}}r4D!i={8gW0U7n>YppyjDPiF zfAEwA)#}s}e`fqn#QPvIVFTXC5nASCIhaeYIc7v85Fw*OLm6QhUsiu^=aYroVoUlE zy+T%|*CRzu>E{u-7$*xiF=um}-FmIXk*g{1<6ihSKAq*rzxybIzTo`)n!VEXOTxJX zyQ|r{m15FHSW5}2N#SUR6-&WY+4Nefv+ur&c1{VlVulZsuDE<8*8aBqg zAf^%dpkRUbxLIbDC2RN4No%$|py}!m^=dQKk1gA*Y`dBB7_C8O-9AI>gD_ zVho?J;g5);&02uQ!9j#)?|uC)QKSE>>ZY&O#ydKL;YIjJiRopR?%-RbzE)jr*G&6N zV{Qrhbqy06m$^!$sc88gS;I)e9ZRMkTsQfDSu*yXw?9cHZ}9~?fQTH29a`; zM583!>D4XqMCrI;pojsIMD7+o9ZB`A_g*9T<|ir6DHq!(NcColi^l8ZecILK1=Dg~ zv3RVGbutd&D&vd?Ap(jo55BidxU|?TtwzNMV!k`wa=f$Sp*c3AFLYQf;(Y!weeTp7 zi+((l)78FzuL2@)inHV&;eUv$nzqKn&VG4K&J1@B^AB8&4HG{WQuf@?kr(eA!-zTv zBvkz7@ae?N_}t`Ps-~8S-4|N3-QeS26Hjvv?mYgk0+GZ;9!^+fRn2@2gw)|O?(Yx1 zfSAiC_qsUQa1}XDR+MJye|qkXZuets*fB=s*@U#qSUnMV zB*TjN{1lZqu*~^wKo3dogm`kUHl(JnWpX{~-DYWW`(b%@6nZD?Y#^UU;izt+bp`O? z%9D9!)qV%7?_K3a!jJ48fA?r~H&FB6Pz{->DL}=hv`suv1ksd}P-Zw5p5A(cfrnRarSm@r0`UM$no<-ve5Y&MHo}hNMveiF-%Cz~( z)EmVM>wxobjoZl9H5{i#1bg#p`saM3=(6C}HH*mX1-39>QizevW-XCbs?{pt!AYR< zU(UN4lH>r*bUbgtCG7cjcu2>is=PI?C~K$W5_|z1l>88c$>1Fe3o8$SCt&Hp7yD-C zz!-?NC3aF-F}^D=M}&lkK@cwf>ze`^uG&J$o0nhIvR^ICE-!}+llHW`QU5xQ$9Y*# z0)7i{wAxYc^{et;*uX2o+S+i!q{S(EU%AJ|ePU%!jE=RjKAyVEQnsm06Pa=)(oXY* zjk87%@Mg}2D=XiK<9Jyd9vFzvA}vZCIZqoY&mE^^<;Vh@kzXdHWc|*xEi9ne%Yfz$ zzOu2QaW~R*f0MSz*d2mT! z-$!w8^MjNur=TCTlFd#*z73%{IakV0{F<J~{qmsDO`TCnCc53vlm;7yzV_G#CB>6TlI{!Mf| zb9>`PH>6_0jM*ILe{ocv{o^v-Y&eFl(*K0Wb4cjd&esIiNzSZcjx6m?adIL~;Bbt{ z=@j+C1VK2JQu3f?6DU6@5Fxgpo@VT+d7OziIPMb7Q-TgxV=P6kd`R4T{j{SuRX9$R ztaq3t-M3^_8ZV40vg?)F+mV_mX@veKIcJu^i@d3BPIf0@cX7pUuqB|j18;1Ag8bmH zL8L)!;<`Q&*E3O$kv!5TfVJc>2)qU0c6b@zES17goyy9 z2@_A2q!mls523YA$v}~ayj&}v9hSRmKg?nEV_i0nQ2ruBaC84Yr#AeFvsahq*>7dr z^3E(q&k4;f+`H*c()%bJiRPIjzPsc^)VrPUt+Lne`-?M}8Jhd$Ru;K*`-nf@RQ{tb zG(0zg}!<9Yj8BWpNnO4g&jDU_b0rC zcd}q@{YAe!&YlD|gDoT7t`IBBu=?(k!1$h#hs1}n^&g9Eol7D-rm#5ZVX;htX5R;b z;e&i6r*um8BP5zPG(ME5!&v@?iOm_~-rEmyjx zs#yoBm!r3$6Ka_1!kO4cv)g&&cBlATThmudQl;aav!_6_(zk-Kes^U|+*)2Qjv_Th zxZRJaVN)D+NbY|X%X|rorW&NnMCGo_9=yI;@8<6{T{-{jc(?WgwU8DtRCs;2Ess`8 zt=oT%b7_a6xMJ|v4m0eK=KkH7aPCz6xi%_u8-%Maqm5=w=^xLSgSOCTR&I4HVb zm>(&l1I+ph0u0hv9WCxNo9WOT(_sjECUN?wR7Ww#sdQmUeicUMY99aR_sPeL$Ok;I zKEBC1DL*aN!VX~m@beK@blt`s@@4eZAw>6`R0}ll4Bh<48&Cp(ngNu|ZVZ-C0;thj z=9VURCW8i>thytWk_H>UMybRPsGA=NW|3J^+j3{*_1b_Ocr5iTA2t&1Zjoiq2{ERrKsO9nqOEF|)RUj`5uUuq{$u)4<~UU(iql za1;}VQe`q+iYuKj(-0=8>1Q5C-(1=8lH zDKrv$C!2j|O?WL%%y118wiQoZ(&L>9)TQXfvjU=b4l<4<-Ow$@P}QQ zI0Ul+_eZS+`D!7)^Pb3+c--Jh`i9+>Z}c!o1?WqshllTq$JZai%*fE$rB;f=O zkHu97en3%lyUPLJln?N5v_Mh`Kud9-iU^=wGKp{^P9KqffzeS}=i4`a_~Ff}zNaV^ zMXiQ>DE*m<2YmK9|~~QCuUTwovWAtd_t_7D2O-Uq5h}O49MM-RUFw z>I)MQJhoz-^583sEb|uL?!4$2Peh%ua7%st&A&e3Xk<0R_}G_M%BIX&py&_gU1CTw zNATnPE1VVXis+A#A$EBzUb4xd0%R-v6AxriJ2w$h!pZEx6=Y|f3fT$+euDsD4$J$d z8Ukt$bmxxa_axJ-FJ3Bv;R4X|0oPsGX6FG8eJ2SqP6z-}_PmtO=S}cI7tVMX5-daG zJ6P2i*eZm;6-HN@?I$gEXCNoE62~?a>qvczc-)MK?g7xHtxYy)Bklz5An=z*?M*A_ zs$!Xx1VTaAUmCURb(Z}a35x4hh&o$h__v!3L#-$rhyY~B&qymjIGb$dJ7LQYF_f}X z$Rh_7z8^AWC9YQ~#QqJ|JBn3~FOBSmjry;L?WLh+VsB&n{hmYvbzpW@-A85R3kiD1 zenqImA|1EogOjU;+l%&zp><>xZN`+I1pSxzE6OL0UZS`Dxe`!(9Z7wHV*Sa50!J zM0<-MS^;i;t6~Em`CSm5v$nGKuQ$qb(~erww57HHJGlUepy+NUSTYxvKIjK@ivNl| zDuuRxW#&tr;`w-j1S;1Q5zGqRks-u1gSM*S>><5r6TwUq`=rglRrBdhJ~Wugc>ky%@ip}v8eG}@U< ztm91(g*qBc06Top(K3)8u9O{^YG6)&yPmjZEv0d`%DLvrHnrFOSPKyPLAL#%OTZjP z*J<8$2j?lcqRRiVRNz;&stcx>}YQqqjOU$MZgjS{bea6P!f#^M_QC5bbs5;wR-VA2+Nr zats>Ye;qe2UfNDa*_BuZ3{k-5&RkD-1rG855zJ zpCK)_-qc?S4rGJ7#;h6rNENKvQBaR)!rbe$Zd+bbyYI>)G_!`*i|77TKnzLuG@%_*3W&ulG735Opob|J>*fn#II z1GN#eY7U3)hi~~SM+TiuKij_;PG6O?QBJVu?QyZproE8Lz4}M6`aWHawOtA)uj<=( ze;6b9{{5?kjZR+1wEy`CNOc%8KFHubg79>g*V4DwfIGuTlIvj{U7u&?aVCB1QJw*j~f3e~L zo?mwuCU-wAh04Za($*b1{*ID>;%C@QYi&#cJmSL1U}}tMO_~i1Q2;CpJj}Y4UuH{t zK7A_hK~O4C{=9{pFC{#GoS6PN_ADNzh zf`jtI+!Jc}mQKxY;yy0_e`PPwk15~Bb^aI!8a8%Tm$*2J2v{yDV=NC-@+!0A(~M)i z%+zgRVeB~d>=1=E(;bSla!*7uOSe<1&@x#WI~i{6?IVPcHuo6bJPC~403bNy>|~dK zh{%Bo7dG4vuXX#Ca&@r-JK*Jj$?8%a5X`zjY$#xAEKHH{cgBab+kH zPJiULS;`iF<_fD@73WY?{`*L_rRs-U(}wr|&K%fMbsXRjQD2IIzY(2|bToLJaw7M^ zEvO6E#;VXSn;p>6Mjk_vSN7>wysBi;9p1?C zVhXMOpa%@-7kVK-aRTRS0fPOn@uH7@ej)L!yl5Z)kTEu#7!mySCJM8)+~O-`UWKY- zHA$sj+f^Z(S&5qavdf>o_2?nS^Q<$I{^JEu^;MN2TG6>Z&x)r|O^BIVU&t~XV}ef? zA`U&Wf8IbPui>;7ej_({!ED%seKq=ZyJ?eZ83H~ctZ0?>9T)GV@_CuL#KC9AYwyCh zPGr#=tw=>moZt!^%z!uY>KF@~yrDT!`h}@qn#V`>GQ1tx(!+YbD3ffvUdY~loM@&0 zmyu;eyS)g(`Gze@JrEg138_C4nwbj?|8$It2Mu25C&uZRjfs{?osEe%KnP?)hJqL$ zOD$WD?WQXC&wS(h9}jxud5Q+P?}Q`jZ49Da zmJKs4k1V8wT5Kn4%ZUe%I?xo-=4TZAlQ{ZnFb}vWm_FNG`wi@4Mfo8IK?3okem|5@ zY57oI_SLRZDvyXH#)}KlH|+iuWG&kcsKQhh$J0S5YFiuEe9Uuk*Na_t-^!RoTJuG9 zuW9vUm zaLQ9i`<#c&1Hdg-uA|OW5n6g}QD>)x$kVHFQr_X|3Etb)$g7l4LwQ^|w*k7+!OqB_ zb8S^hp$daM#BK(Z<>uV;U=udX-c;m#cSFjhApd9Jlbq$I)F>!ARa0L}e4zL_0gESF z=9cl~GhQt4u}Y7^Oq2KKK42Et(13QaNdaVLv67b@R0ZQKUQe`2vy~u<*ZZU*DBr9^ zWK)*oYQ0^N*$*O0Kg$jXN&`~oRvR8BZ5FAxm3Dd}!&=aKHp0Mc+V_eo?&aV?rV*3o z&&$bop~)Awg>J^ASG-aXUh!ZpyY-7(KpA(g?#iSG6uoOd5brKE_{y3F&-#tPXIxq+^nZb$s5=$H*Ebx$p zyt!f>%1Ia8305vQZONy{Vq^6%+g?SH_XDBM*J)vphkO;sI@k%d7h=@1w>1Occ@D zfmObzV@n7i`PI|dchVy}=`0UkroTAc8Am1^gfO_h{f?R2#Sz)XVQao!_GBCfRppBM zZX<1yuj3|?b@m9GpNbJvgBy68fD{c3}EAnho%mHnmM7~QDj;YaBE zDs?wmE`Zxs3DK-YnAw8vqj)bVfr|N+AEW`n><0m~w0tn>9|vV?M4{4D&2VMO8ejK> zZa(y6UAl7sjHzhDYf4y+!Soic^&=(>h8TISzLGtD!3Plt=E~yBT74Dz%69CD6N!~0 z`7n*%>Xc54Gj!$~Wy^X!vY0JFz|?e@96kF;1@^^%xn7)%oKO3p*nq;;>TsN)Z%igB zpMJ;qxqGp}NyOzo{+Ze{eG+7R(=6ecLHRm8fOas~WCC z6$M`_Enf?s?K=|Ow+?Ku32^zEseum29%2Hge@II3&sGX2{T>F|q=+I{%sGzEk~ z4kvw{qQ&inV4sJ2jV-+r`skf?7?B^*iJafJ*8=lCaq~(oLFDM)HT}HhY}p$XBAg$Qe@JldNjvFH{4&$Gh03=8r)6I(dl}b80lq>a zvli1H;o19a0sDUoz}&*Ebrl)v#0(7{^rn27C0S@@4?2|jiYpTux`HVl~tp5pL`m3&A5_}+%^f# zE9n{<^e8w221urEH&2G=!2FgG`oKM3x@Sv{1;nPf$mklunz`CjbnkOuMd}cR&sOiZ zLyZLkFUY2tzi-)h7YZy#nsyzhDJbkoFnkVp!!;NR{DDK!kGMf@dK(X@!HB13rCj#n zeXJ^J!*5zG$}NO>Z?hjLBAe@=7xGUqykp(KEc5B@L*Ub7B_mHvps=~af9iqQ$c_JG zUV4WC(_xIPi?Q|Z&{(TuN`(zpG4E`h!;Ru{PFn3EgM#wK4j*pld3bbcy%(nO-4?e{ zFRk=k6VDITdk4yvVH0S(BS6PnqBZbfjNOD(PM=_h1#j-`L%?DHD5x35h{I~Rz9%`N znzf!)v{xe{^c{%>tLvUKe3~n4CP1*$A*#PG@BV1dA}>kll-a@8&WxPgieiFqJ5J&4 zO6VI)vGWe!NpFzg<4D_6#I(#%`#BR}ww_W*WN5RLzQZykhQfmBnPpQXN{!#WCm?8% zPUKaWs^lfs;(voCH0~bo;(?h|bjBS^e^#Re0^#k~nj5`#{~j~OL3Cvw{kR`HZ$&ByGU{BMm?6AmB6)0~#XzGLybde~{xc9WFG^`Z$gK=6<) z{eQiERZv__yY37cf@NM6q#2ux1s*H13{3v5A-`@;9aU8vnl+rz;t z@X@<$VmkS-3X9$Yd+_M?`uOwYPE`PORC%dn)MwPqFwN=yhIN$`aYDqU1i7t6@g~6F z=XJL~zn*9c6TybCj6ri1>g@R^InMIxS*t;xa?;zayjxN&xpL%1)QRN5SIF~p0*i5* zb=Y^N7&>P>oco{y+||;0+E3-xJ2%@=ryfQE@0P8Z20FcR&PY1^I%1UQaXpFNnqirB z7w$=9uJ~d^-Q|tk2HAWFq@|cKA$^%m2S56+vFjMi#NfE6euYx*naQJ+c@>ajw4u)ja7Dq zR7T`BrpaNT%WM=@Rk_J&pJX@6KoPD6rgi;|TL0D3{HY{m?@4}>ticbc`d`r^R}gyx zP}}z8qi+3G!TlnjUv;t%`YaUjF9zc+KO(G@!mHCZi;D17o@mTAFv4IBwgKqN~w1C7Px%OIopLG+uzYz)>&Q-xb}e$b8m z4)UKJhl$u5$aUA^Hn`e4(_ipK&@U=>Km7m{DmIpmRy={u_LEbKK}2XSqT@mC&2>Bn z^70fNd7aS;n%^aD`aSclMn9ghD_`FJaO^>Wo_Xv25YKUuS9`!IZz5IKI)y}KF46n0(e zEH%#L;&;kW%5xNbWtqa^E8|HxV;d{ibook8sHa+7D}!csQ6C{LySQYg zhr@yeH9s_l+h7DToQ!4Lv`~kQA>=ywIGXqD>&)2x6tiX=LTLxFm?#bRTg@XKs<4*X z!vw;6URA~X(}UzLn5P`Rv_#5@y^)Z?%2&O{(iJZf=h#cvNccR?trCbj!ERcm<~C zm9j;Z%Mo!}-!73OJe(Sj%{QD%TqcZCn5wmqRF4LGr10L$wUBq|O&2mdU;j$0saTwj zp^umN!66m74eGz0+bTj0W0`rc95EH8+<)d56JOu((NRXmTR+7yLy%qxN-_W&_D!tX z9jVz=J@7d56AWg(C-)IQUM>mp5&>6@jbK3QSHyK~rNnBbQ>a$j(5~V|UC$VA zC$ewSZQ>;M>n{vYO6&Yq%h)9P{ZCi4Z#Q967th`iB`!+`)+1fbtWIsERno1Bs)ENO zTfA(}F2JjQ9zTsyW+Mfhny!wcT^n$CV+c?q+t0BL>Lz2aaxa=k``uS`&)yV!UXMYO z3CL6tXD^3h7AWgZ{eGn;_n#uPxI9eq$z$mqB8xR>RwYBk-B!Nt+81sOAHCmx1hG)2 z^wwm2XvdjrjClP`h$>z)XX~=j@A_7JD_AsnuVz!RebOr;$O(JMd*q_eB2c%(-K$fa zzs3C!MI+)oLmccBh;VheQAm0RWWYKX+m4uU9YG=nkkC@Q_@gM&E?!y0c*4T%)9%ro zy_eu?ugCV}u6QGiyS;HPxBIg}hDF|Ni2u%3RwoE{Z zK=5=EbuvrxohZX-7;Tw&Y5Gnp2aA71oC2sIZYsk=#+<&|u#>IR%GZ21<+hGPUTa75 z)bIW!$Nf*+K$Ynxlr5>CNC@nzgUlGYtCawhEBy3o47@ttMq5v*&pMnvt=r{VL{Qbl zigsn8sw#HKElmX*RB37)`0;%jDo0-sNoQK)Cr`^7=xQdLe1O>MKpbtB=;}Xf$e=}+ zesh=*Gq|NlORX{`V$?~Fx_nsXckhVDU2GYRU`R!y7{^Z!B!B!28{B*o* zPy~ZH!Ii3yp#A$_$(z4#84&GqKiRE*Mq6F?;j+6kR{1#poPLG%mnePMA8b`n=2*%e z^f#E$6C9o2HB5MxhNYc?^KhZdgrNEhv29m9T|K=rt(Cc~FucsLn%Av1 z+eYryp??YDk--xYbtDyeMC=^);g3%zJI{Ejk9y0aeyw6CU&v7SL_Fc@1cM(sN+!lWj)M!h;EyJ?B86qp#T>6vf? zS{71GkwhIuh99{rSFTGA>~UQEXcg@C$awBPt(%rj;5bRKx2pZ9Z4M8uH8ewx`PSN`v9?w%y1BN4GsDs}SVGT!2XP*BH;@yL%ta z??XzPp@O<0fm;Qx(4JIZif}x|15m5JKjneQWBQv%RCXfDGi?^w`*~@$paJwBIv`U+#LYP7ZGwTshitp*bU_ zzk==)3v%);uOfflA0{|8@Q9ivW=lJ%kVTfKR~a6#Pt$PaelHJ%L3I2HUK~ko#N|qK zR@^h}1?_DPD~{8ZxTOWQ<}O>sr?Y3ls*d0Q@46piu>!6e13q1tt-;z~73%7}(CjgI}OH`)M@JI#tEIlN!Xc9Y4X1Ci2a_d^fJJ7xe{Uxkb$u zdgw2|rQbS)u|~|+#nwMOcDu>dasuw!mF|)?qLscAW~NgJyd*omxbBJ|KzwYp+a0@} z)9{JOu?p6^954%f-}0mD&eYykKVE4d_P&CE_;&G@PS7KCr#gAJu69e2%UMaIPs?O? zWF9lfjWRo{g$JbX8)Hwj^$ciq)V#(NtJ-5mDdIaKJjy}k9ytHlRZd%uOCfv&>X z28ZL^3X{LFD_Y){*&FTVEx(yB%I2i~bUj;86!9xP5Q$=JxS{^=3GrElut!w$uBs1l zF1baz$50CdY2?qk)*ti63t!38th)oe)j*C^UDyX||Edm;3G<$b5LA8cnj^^LWq8n{ zY63r6iIuq}s{=x=@Vma>+8pUw$lA#(Cm|~7OCOoj4VK=5;*3%RS*=aGPH|w488ZkSiHaiF}__U zHtLYF=_NX&6L=XKCEdZH5S=-gDYq{+9Dkq4 z>}|SGRi+Ye*0KCG8fbs&HhYLfA!^38bBeH<8TuymWBIx5lI+0I^>+YUudfS=jp`cx z(!aIaM%#bTAxoSeIuka}@*m*(9Z54-h9-|AG7#gqfOJTjtJGYEV&785M(ORD(IjMH zwEGw*ub^Ri-Su2nuI|D+;Pmp=wOU`&>30%8*7?$Gd?l+(wIR~o*{80>oCJPsN6^$v zWqix2x3)v+{L4LX?h3WyPp@_zJ})IJsF-IlgkLmQP@^jJaT@$fZQe)c{?aIrOXFbg zbsv(UC(ar53bq>io`)kV`1^}~DgF^M{1F!E2QJani#Eb1T9ut1Jw{-OvE4)2wbG`_ zPP6;Qh3d>oiw^)(1twyu2(_Y_KWwOO+{rd&kc<8p#=Vt&+Jw4QeAAomrfBRpFyi$y zB|ZB>;eOOeh;zE=d39Z^KQvROg)7tK8d5R$aAp^*rkuCCQhFOa#l0j-Keogzy?Xej zNVAupC2GPV+G4(59U`~|^AStZ;KTqTQogsIYV?@twE|+i=ORnSV&E_HK^$c=*j0tn-M8>F#mY1#eil zvQD^K3<#P$zX&N3a2GOJwgXY(!-___i9$N}QC>ygoAOn8jhlv!(wCe1r4~YbXd(jC zfq|!zt_KyBzRN0u12L0LC>8{NmH-M@vv68gJ%z5F_yM=;umXz;XtAKYwTn_!Ef8${ z&ZNv?ZP0r3|M){+R0HrWJxgfy#VJsrhlo}4O!exIHDq%>qx*`#xDDPv?HW>Wm|fgf z#J%sN016{n`q*s6y_Ij^Uctx*MRBF(KY(W~SeQzPi-exs?LRHf{Cpo=V;xA5{~kk4 zk2yS^Ejc4~#~bWyiGIA9etMXz%zgP>eWEdc2)i)t%1c)l(pIJI_@~68u;!tHKwd1a za*dA!;g@!mOE}XM}9!M77!t6>V<_`f1h4 z+=87jL9>)J!&QsJT#HwO7NPtx z$RJU^I{soKrl~b!#ONr2cMf)mPG5g~+-l+1Zad*1%zki5qa1{D4NSR$(DrCEUvzz` z7|a`uK-7WV!&&2?DE@RF0V>3OOpdD8gw@@s@7_qK{#8_euIPC6!|P7A^U&GK1j{;H zWcw8{;DkTfwwHyoVQcpa2j=nT?|>*WnJY2r8>ORkv>`Ota7#RnQUg?@-Xb5D4O?d3 z>AlfO;W{oqDJ2z}VgE#c>fgxPKO-c>B)=>^vyUUvi73Fbvp$`Tvix&*-GYhG!3E!Q z{&n=xI)n~423nWYCcut%;hU48^mfcHwb0V|@`+(BW3VRrGXj95q>qh3j;qn6HI%_s zY=(^=R|0auagafxrzd6kBc%^vf1&P(*9i%1C?p;Sz?0pW9V%bW6INc)KaM^>KO}=d zqz&*p0w`Y#k>{RdG!5}>HVtQNfK_d+5)?v%B*}?EZ4V7whQoU3(6Lj zH6}s z`+ME5jl~xo9dYr5KgT}>Tga28(7Bk`OYi>@#3*_Ow0Cpc4;*L-H`iGIVtAIFO$;!A zjbz?_8q>3OQvIw}!|ZY;SAtJO{7E2xd?3j#06Ob4>{{!w2O6^Q@vrOy10m5%3=DIi ziR+tpu>}P*^()n9h={s?B4cIFURxTSHB_IuwQoBtzG~V3;XT3R~UPbpN(x>{#zQW6#w(3{Y#+)*gHD6x&i zD!$2Jm%t0PiiQMXqp=v8IC5dSevB#|jMwuKe{Wdkzz-apbJhvtdWwvW zPN?GPdBF@rb7azdU>UBv%Y+twa%#vqtW{WVV`b+~$!?=0$Enzvz_)|`;f{D|GT}ir zlHwj4`#eFVAJ~9SgO5)~6dvpjb!j?iV;G#Pr?b&LQQF$DicSU8LSTIcZ zorSW$#EDuW5ygQ?e?@4`)NQ%nvA3p(Req+i?ne@NauV#axzPTjK$UCS^^1;p!7uu= zJy+hJWWhGYfDMTz7;&u=7sj)13oFk zEQ52n$ukt_X0GnTcVB3+BPL?fw-gN`Lr3&zPJgk+Dr$Jx zYos8?D=TErD6uI6FJeE!FrKZ>ND^!OF8^u((8+?6vm>NO9p8+h2ywPbsPX-rRD z&P7!FPXLU9$g3FbbYJ>Ei{=} zc{CW4OfvdjDMMovdKTzhR`+!~*g>3c6NAndHKs)OLHJdFY8T!?9M61I@iN*_V>BU| zH*Pd`7C+{_%!Iym$gWR)WcG<^jGQtmVn#DQ->CZXL#myJW^lSqVM2g|Ij~8*^=8Nd z^?UyJLPeUYJu`Qnu|h@e&`?2ogA5=y!?|Od*T5U46N8qjqERX^rNj`zpB_TXjGkjv zrG8;S@HAn*VWA-Eba|irrd(dLGBP7e*>1beP=sRMDuN@dJfI$J2Vk_q_k8lUB;BlA zTfU|kI1m$Q*;`MTX<=UhTFhD7r+oUoR|+jGWEvjw4_T1T@AFups9OV4b9@Z8$yY{I z0}6>79Qnnzf5-E-ZVehRXQGC==(#4K^uc3YKy1i@0VslnAE7c5TyIP9UyJ+=7iZjg z0roi)+;&UA_Wdj@jAqs-C0cjs$ofr-_p;XbmEHzNVez}VLYjS?FDl&qAF3gk$IU4B zJVLhN8Dl({Y4i-E9;QT3qmYa`-FqgL;coC+xj7<$%j}ufmi84v`c=<>dLm#ubi@mZ z`%iw(@)H2xt@`8EY9#Z7fPi(>op;qo%r7v-|8~l~yC6VgMDzu)* zwLnb(>+finp`5&k{Suc+i}*xR9zX8A0@5hZbD?vA4#&gOx_M8Oy|Jvd(u zZhHcJbpVwrf{??jn!wWKsAUYo*f6lRyRkxTfqgB@%b#j`@`M0aB8(hi8d%So;__hY zsm(uamM?JQq8ydp0Q|+4NkYvL-IHfMGtBUG-0>*#KisNP+@{Lf^*Sj%2D%w8Wbv(a zJR3e@@xv1_N2vB*1)ohnZ81atN{F#JE%xyGh!jJMKJK-jAg~fLwbo|#6*$1CdOSn{ zcd!R5bhpMU1Mbi2>pN1xtCS{=Wr^M*Lu|7dQ8LQ3iThtG@q0KE25Etj?|yBd>%j`% z1rokGlgKmw&|b&rOir`5=tq%%;C;jT&VJ)F@vv+2W;yZL*-Np}8D=Ok@tTY7zvBU_ zKioSLN~PvKbvjfP_=^{6j5;O}uXshqWZC-*75UA~$ncl`X?$8jPw#0h(Jl54ZMI5{ zYN{n(6r&v_FMbpea1F@^a+GP^nmpcrg+pE&amQT*{^bQOrZ7?&P}j7NDH5q<#4|JO5&TFj8F2eCd7^7@W zfIYLow$EdpOp||tESXfry=VIid<|+iQRJP|2Md~^)farq8Y&5_$fucjtdq`UYXu+0v75GJ69~343hHz_3 z<-rdRE*Bpre*Ctkm}hM=*rUzmFtd(4mlUdXAOzeUV3s@@9Y`^N*8^nTWCBi0Hie{* z4Fb}h0A&{O2~nP<3mJCD*iy8Rive~HECQILW0712erx(C2#1W*IC?lca78aH5B~g_ zY{=q)W?Y_6ueVo<>0haE=b?m4g^S3a%Xs)d&o@MSc*5rn;A=uW@kS~h)YQqAD!^@w z{;5Q3N=2|S9HoLGN&P7@40u?+NPzyIc^>`mQV|yN{ScM`K>JLYH9+Fms5KsQbPG_j zNVbqE(!h&CCKJ;Ve0m=o0HKiotOm#?ye-C5@?|BS4XD`OK2Pr%=Q;d2Tp7g5O8H*X zeX5GYx6Gqv={)%H^`k2M#Ws2EqHrB6`JbRHqso$)lA|s_j{DlLrL?5`jhVjT6m}}% zdGAIY95UeD*IIw`n2&tJ0N>m5ayk+PFDh05nq1BjD))icK*+{H zIhfAiy?l{rWdF5mej*STg&;e?mnMaE=gHrtfy2;=HxFDId4_0pfDv}_2)b0^+r$mc zaxB#dmcdocFWKJMm}=N8h=-d`%NP(xz)R@q!H25?S-+&wiVgsx+2q3E|LPi0TnU0* z1Jqvt)cggiV;t8Jq*q;iqa^F!j^T27JQFsrCj%TqE_&v4N&=MpL*~mBDar6fuLHUs zY%)&#DZ{@>(`N&gY>q1g!1>={9{{zvzu)-vv^sr!T%>N^6zDV7Z+ZQMKI0#eqxnbV z9Lb;lN93l1Y)GRt$htQAG7D20%@3l z8ul#Pz+0|S)kZ9ROZMrB+nem(4fPp!8+sDnPfB%@jVc&D67-31jh&oH`Hyla6YBg! z+xHJlZk}1pVA}vUGU%4)69a_&{{bABi!RAJ7f{UjTQ}ZPsBxe-5Mm-=OB!aCnU1n( zsi>cffn5_(!Y~c_X=twhH5+il1wx4(fi0i@PfWU#iLD8X08D47@D`65;221;0zLpAh?XXRNfUzd8r<#>|k=R(F)xNwet`yU4Ke}+we)c+q~ z6Ba+;Z{V!(KYrAU5%uevB2qrtY53~^o)!k?mKwVolOn^sJuW_eR{pGft#vH`qH!Ca zI|D_4S0Al10MOw-Gv!PcAHibR=OIc_RY44p9wk&;hET22Q(@{7{Np|)N|teL)0B%r z+$Tn*_nh=(a}X7|7q9mr|?3;KfQkg9W1etoj5Z?YwRTtL2jw{}px zyyR_f;Ld|cl?{ns(-&fZUe!^ZJN$FAuR6B^6C4V?jP?MNd>Ud;JYElli7;k?L1(9D z9j@ou+N$Eupa1uq?w5yQ*A~-=Bft!z0kNQc;}ejzoubKd8-bEi(wdLh#Et-+UJjg9Z^E&_4UufNHNP`u(IE{~!Kx8|wikDHmH#W1ra%Ym7h z=Eqo1NeQ((k$ulcUc3NYQJg5HK7dQ?H4akpOTM2I5FnIid{)u!G8OOQPXf-+@) z$Lu@axEnh*WaGzm#%Dv$WPuBI9WG>(MrQ^F=^3!l*}LGj?Zw5**n)9hCtWO!(yL`C zyWtt?Lq?!j_1W2WgRx)RfZYR?{@K{2N5J)|Pd)JC1UgW?iXz(rj2ytM4gfqiQ`PQ5Prz^yz~ zprqGZFqPN>p-^o~+4I^m@z#rt-MBAQX(SPMaq7)gB3fL;$j03+Z9_-uq!B=)=Ptdb zZ#IBQE{7{KY2w=#4;Gyk=nKbf3xM^4D3v`>LiE{j*bV z^Go928 zjx+ZUhp9~XkBtvAm@ov1G1T{lSkL_&?;S`-JMWfKy@+0J#2>r#g)j0e*$lm0Jp2yi zrGXnf=YOiu{MW|L8p+Qe0S)~q4dhzt5TWdVD*VmY6M8bfHT&N;W402)O!EYeK{yx{ zdQ0~S#N0Vt2>M33&b$z%z6;Cg!U!GK5bHn4g7UrtA7wB-#Q}#0$N`?fqqTI5e*w+5 z*pB|c=ZFBxk@}H;q9K!mpb>X+0(os3AiHtxM;s-U)EdO2!91__5jM2b+h_n-VfT!q zbq_#i0jICBau66hiJ2KPa0d#{YX&zWe0B~#MRx5Fhcj>d>}SygLlze*lYlz{m|Qse zh>Tf@3uDH{9LH$<6DSc)0)dk4Q5?mDq)@i;5zokgJ?Bc#4iH5HWd=0B^wb-_vYVq; z%Le>|BYjW^)fHzDeotH|-~xU2A&Wkq zYZM4OFRC$nvHHKE_*^ZH^A>8g{_ob&unr9~m8q7!?Mx?6l0ZUorPS({yWf%3hUh)N zW_ZUv#$sTT8k6UKd9W=|O~A&@N(4DNSi7QQ9TO!cWjFUA?LIX0nxyYQhFhoA)8XrH zh9l$}pg@$BbY1}O_M>98&Te5PhXgVunlJ$ZbY*2}tK~2he2fCBj+q}Hfm@S_W73_x zmi0Oot+WmwBOIajtcwLiy8CjCKeK)kb@KcKgr1$zUN3Mjywh%G%zT135yS#MpWDoxe#5-p`3#g;g;TlGytcmk zZQG>(bfsXDEk2JP5{M;S)iV#+trZYxZ>B<+_c*laHL_lsbC}c8 z?qR3w>SG`OTP0-HgYl54=gbnaKsmk@(HIBpxLo7XBZ_(^>+0h||Eflfdd~2^K;s() zD7qUxQcm2cb;B-{-|s#=*rS|7oMFKClI6=$!1+bB7=@=k5|W`aA5I(It5w5?!(rj> zIGFQHeK9OX0vWc_d{Vpz%q~5Xk@T};Um{yxgkNRP4)t3-586VnxdkVALnYQ+s08wF ztSEo;h~CluNQ-ozs=xWjg7D>1vb15($>33L?u6{{{mh>%6WRTPJtxCJ?x0LxG3W0b zFVsC=HgA$rP-?S$(Yf3`6n-0&49!JX&Hqqa`uVfT(c^M#!}HGw z$Wc&7JdxXgTP^rKkyf5h>p)r&M5BfKlRbD z_Hs<2;TsQS=7I0;)sI~VXnA7!c~zQS)!<(RNjK7SF64*r#eTZYL#LN!5$k-|L53k+ zS4-dS(zA9lzDc;O28ZojBkpN=i9h?B^=|X;k(+bDwUJ&!c)r>jwu8L*UdwB^~NS76zTQc+p)HkONMvI2`-oR1@AWJ#5S@;`8 zQsV}F$i4Cu)VPrzE7Jajyy%S%d)u`WL+e6rfEyuf>+Wp;e zp>kf70Y?kpDGl$}E^0Oa#@PScPrhzx4I|x#0pd2DrOn>9s zi-Q1QGRHrM4g(iHJP&?~0s=ji?7Tm4T1x1l&X>fn0= 0, 1], X[y[:, 1] .>= 0, 2], "ro"); -plt.plot(X[y[:, 1] .< 0, 1], X[y[:, 1] .< 0, 2], "bo"); - -t = [-5 : 0.1 : 5]; -plt.plot(t, -a.value[1, 1] * t / a.value[2, 1]); -plt.xlabel("x"); -plt.ylabel("y"); -plt.xlim([0, 2]); -plt.ylim([0, 2]); diff --git a/examples/simple_lin_and_quad_reg/data.jl b/examples/simple_lin_and_quad_reg/data.jl deleted file mode 100644 index 174f83c..0000000 --- a/examples/simple_lin_and_quad_reg/data.jl +++ /dev/null @@ -1,18 +0,0 @@ -import PyPlot.plt - -# Set the random seed to get consistent data -srand(1) - -# Number of examples to use -n = 100 - -# Specify the true value of the variable -true_coeffs = [2; -2; 0.5]; - -# Generate data -x_data = rand(n, 1) * 5; -x_data_expanded = hcat([x_data .^ i for i in 1 : 3]...); -y_data = x_data_expanded * true_coeffs + 0.5 * rand(n, 1); - -plt.plot(x_data, y_data, "ro"); -plt.show() diff --git a/examples/simple_lin_and_quad_reg/data.png b/examples/simple_lin_and_quad_reg/data.png deleted file mode 100644 index 1f124f047016bf57cda22dd11c758c1fcd233233..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 16722 zcmeHvXINC((rzOv27-Mp6~m0?|rV%Gq&vBti4yQT2=MF^{#n#`<5KdffEN%C=?Cm z#x-RWit;21wd>x#y>KPM>CprD*lm9Wqq-0Nc98njLg^7+CS-+AOf_O*7m_Z`#vz<>L{?oDiBlo7c+6;y*R*IsQ9sXl^y8 zucu@xN6W?TB$vP~+Z)|n-_fHFZpO4*vWet=(0Lk2e`O;c&7Q#1TzoRsazF}w#_Cah z0-ENx0&iD^%d3)De@i2cxEH)zvZ38G%q+bX3)<4caj(4=h(i&{o#q$dHTQ(IPVPdX zyr-_BC{U;ar@i6Ylf#$b%IAG2QK(A>yAPpIZv}SkL!oXnQ0zvb&iJF?{-d)0|MuOl z?i7=^NlRIQo;(NX`5Fg`?CtB%CXW4h!QVVTSVC7cQ0zD(WLWKARj#R}#iS~RLY>#O zk2@G zwmC}ddMGstbwpMrPcu!V_-S2yNr?nkv_l(vjjro>Fwecrlky=vb)IX3q48amc58#q z_=Heh^K0QKlmI*9qYF1FtK@Kv(GsFBj`P;HE6I4)+V;|-P_!K0{txxG38B4Z?#}Qc z9<_^Q?rRfiHl7v{k&#RJ1!cUk>tDDCpAYh%|9BIHx-V&esk$;)T{j$VGa0RZNfj9F z*rg#xn$5{Es>7k{0$3yna@b|LBE&9R3s@O@e6!T7Q;g?oug6-+aMLDnsp%L6D$ILz zelU_N#^n?~+F5sq5K?fyII1qG{tmIxR9eN#+&tN9oLi4^HCvCo(Ve2GsMr~4Q||h0 zwcnSW9r(1v*Y|l zV>{C>ahf}kyESKnb;pgtC@t@=zo^bt|r0*@b;wc!qnFpsWO+c#6ULk zdJS<>PR8wL>C4t5mjb?hP>iJY^4w^TWo>nYjkCHitXHt5j$Kg?LL(Lx!$%2oItpd6 zU^f?aXUx9*8iqb&ZQ1@ij3B&!YoEuweQW~^W4E=^jo+BbU|U?7FP=%C9V`*$R!e25 znMR@Xf3#5w-4q>kP}%-TM;5@xV!ikZzdw@P{8{Cf3v-rKk|r8SZ?pzZRIzP87+MT) zj@L|^a33b=mT!*po7Ukti0d^nLvN=kP;avk=fuajw{>*9abGACT^n*=V7CHG_7>Ra z1xU;nMme-$db5q?V_YY~XZs8Im+&nuchz-*XVOcW52&M13R=5r&q#s$Rq0Nwj|R4M zS8T8BN;b&WDsi%klYe{ZFKZc$HBvm>OQ5oFTXa+6-?>b4n(P1UFcQI}17S|VK}t$0 z=}m(fd1&o~PJKM`(v^pbOG@mC^})RZoxu%3n`|%n?&E}aA4H*iGmWc!E$64}324Qa zd?p7DU4j+c7tO+=(KUJM!yzOz`U>O}sJGNG{I>HIDI!wE%HgoeQzTwqy>DgFkSt zx@|N|bhJi}y=i_yfoS39q)&%R4VahH_;jS5b858)>1RdVn zucd!iB^0bzncLOd`q~(?%8}Gn)VPf%MJUFy9{lxNjYC7{Im{HZQ<{yPILxdpxYIwL zRe*%2ui4){5M_?D!_DAw6T3!VmoLz9_V%>l>=N4E9!NY6PT*~pmY2p`f_sCrRI+o% zbz=B#63Wp`^gOkzt4<_u|HHrT(M}pG4hhNS3J*1s$5q@UP+{8Ia1v~8H`W=hnzVt3 zqy^thu(YvJO3-emp>(=5Y)!Q+h&ZUg9P&kPabByj!a-ks$l3o&wyu^2FHt!7%ipJ% zGkf)WO?;jpei}yjo5SD4eL$0f92}fXnwq0~hlcnbAN{hk7NxvQB1ZP=>LH28rEz`F zeiG24PL2u6e4^=vW=JKVUq3TDS(`0x)v(cb))%qv8_}GCHT{;FOTvF$Daa@i>lC*l zk^a1;yRR!m$Fa|8B~OJKG0WMEKg{yWv~w7d{M>l$r1Qu_^p2oVD!SmKtE;Q3_2UBq z`fRV}Rw>TD*;&fl;Mm49U9zEqbBvGn?35>r38aMz88%W+P4qos)^jXd+axUrnrEz60<@F4g3BCZ-{ zdj*`)R9k}BTy8rdf#372-uh?y0~stR)Conp+A}oNY#1Tu`2ily+%rltTMoE**f(nf z_DXyuv)Mi)r!lvrRytBO^Ue*gSBoAbKt^`I5_~WotZuR}RMuN)Yls_zS<2(0Tz))*+rJ!9 zQpnS6I>=vo`~FLC%EMulc5l)vwl_THEc6<7<~f_w!Wz_Hx-p$%zqwe$W@kCqm!|=F zIBY-~g{tb$x6;bD>UXNmqSy1ty4dapZAvf%{UEC_c)*nUVB}0>zN^Ng6c-B}@pPPT$+-ANF3&{9DSF zj!#QS;IN-)tUDbjY1gyjwO++Gk=uT&VYWBt#kpf(9BPWOf0v(SQp<{p#8T8Vng^YS zqov$enI*S7RFuYH*=wP+(ljc9X&W#=Y4u+uY)qQp82F8;^!g{diT2oS2c+z2@mkFh zn~D!2Bq@0&A5Ne|U8>rDGR~nzYArq~=`18_oB6V}p{son5fRxo!{z9@sl?bA76~V# zDqkAnH$Uk&6B84qYh?>fq2;_yO}lfL2;8hvc1n)0h0}Z^#6@}TKQuwL8%Iag}u3XT*UScUo*k1DGCUe%99W-pF_CB&EB#KJANec z&zE$r<#5ppyTCnuGocoDao5hfd@i4uU=RJir4Hrm%>?Dw9Jaf6O!@?@Je%B}&t1pJ zt$tjCR_+E8iIvZ&pDRjF;FuG0*gv$2X42B6u82VMK=`bTN5UlJ|6n^YQ3nSj6C0b= z3!;gTuKKx;Rb_DQM`AE0PW7B|Ls!~MKA$-KeaHVl>iZY=kKOLo+1?<#q9{6#@04eQ zZ-xsR$^sT~=o#-y(+Xu2Hep`v?Cb0EPKLO;2(@RW(K1BGi4?sp^JejxRBgLDj-r(= zt@e(N^OMGSNCH%>F5fc^!9iK}pOn+z-Xyw?JfX*-Aw+0fm#uUahenIpo4||cs6z%QphgS0o#*YAs`!obD5N1vN>4cnVw4++H zG-;McBO8s$HmnKQY-QWJGhad8_8^mnTL8y0X@ip=l}9nksq1;Ju#>TnDI;@Qq$Suk zzWLeBq!mmgr=%ylmyHI>Y`-$J=uU6y%d@CSQv*nuXVsr?*`Gi6%8?_ZzGhC;-7BD{NMpC?{oxQ;uc6c?)JC59nP#syBmeK&F1E+bE-ppcf6*=Y5E zSl=uGP)RkV(*x$v5L&T0j!YXtcuX3QiOxSp**#7#{PA3pI2MG#efaPJN#jLJ%@VL2 zZ=fEKtYLB1z9l{tZ`qs8(IUB|usYWtN?gL@!2rWHfBHzq2#~Knn=8(MBP?bQc^lMZYM4wE(DPaphP>=N_Gi2<)n^DLfB(u|L^UD zN~A$Oy>TKvT@`npqc=7_?jI5L@tvKBdfBQslRdKJ&jOnD9|iPRK{Et8P$%caoo<-U z<(;wcYefn|h7PEHeWchZn65#S=@f(4_i}NirmZZJ-G*A zzdk(sFEGkMc7KVhnaEB5R2J8L|3_JT@dFJ+Q~d}e&i^Wl4N4Jnw}1JYbr(5d<_bp; zpqSR4Uy;F5jpP9V#oYWnWA*5K9nU#|p)cA1DSrG2#7b7!ljgz)`y=%f37R-p%(fve zBR|*3J)x~S47EJm zRS*1>Rau!I@28Seb+PIxy@l2~Rpy3nJM(^shl00ZCYKi$`xJsz+bd_y9U&{3s?Vea z?lF{y922%z*TVdS-TtBOi0Q9K7_=ZuRh}1E=ulaD5S{Nw>U+0u=gLp6;Z2jS3!?aU z9d43sYg_NoGe9aK7e}8PYGzUMqbiSfwzmh}EQ)Fl2!M3m)bBOdO~5)in+~UBOeiMN zltegBClMQLyo7;eF?T3ZID!m(wBv7%PpB?uW5J|bnAIWp%In)9WbqX)Yl&Fa!oH|l z-MSYuRt+1Ze!TivP414tFC(B`EzwFtPvZO|#NgKvF0OB7#(w0-SK?PCtoT?to3Ok4 z3mzI;Au3qK0}L1Oqdu7Ay0`2`Se$3mElM+LDKL#nWu+Kf8pf%!Xf_?4W@YuHbMF?i z$UE1^(cK(oE$>KPxqs{ioe)>rLIHp-T#K)-B~Jh+aF6s;qLinZsiji z*|rM54Gs<#d5qTsF>;dwqhekX?ff_N_{Ym&EdMD8O@#b~;=g{{hZrpA8i4kYPBX2p zZrUT!$dX{d9i)1e1i$&0JB3Xm-i`SkxP)ZKzSXt7s%r=mR`?CE*WE-bbv+3M2gEVZ zchXhubmZmxRAv@$46p4JKR`X4P-pgkT+5d+1s68{+o5MA3C&sp3Nd-&>Lh4%f<(hr_&r#&}=TM9NI0SWhuW4+Pdc{U( z>GsA9(2?>uw4$Ql0%l_kOI{NL)YjhLA1Sd=DvVt<#fBhI(-oM~Xwz8F{K;$><4Wd% zt}{)sGBW(7KdC2{6Ne%iQf61#8e4fIkuKwZ6e&+&jH|W11P5 zP(NmbEbL0x>3{nif@Lfe2F8H<{FvPrztS_QHg&Lj`}?>qO>kghu-n9{KIHH77cPtg z82{+L1&lA02=>i|om8mGpLpo*d5<>d_*Hoe8_I`+D%@9&_F z={6(e^$?U0Es)qbZY$FRz>D|hn6`WxRgzj!h1%+&w%b$!O)4dby zPwbQu{wTZMf0YvEC2xoSO(g+bg840(t>xLCtkX;op!}ql-<=l~#g{F3+5nd0XNfuu z#ZCK57={(>cUWg0=8us2qRpNE^LhgE(ErO#n;kCqQtN*OL8(+CAf_mA|8uOuZDGX4 zC2~yg%@8Q*ujn%)fm4C|kIccN#Os01JMw-UV?8^4GeO&0+g5-EVnt+9+&ykc+ySY@EW$X}KyX>Um?5x$~BIgnZkNWarJ zADdM{u-30e!Wi&w~!(0aW(XUx^CFPqn5+iX+>VVC=5i_0+3#<2?B4Tx(cD*YxZ#`ReCjtcTQ}cA-A_ zZ#T?2aXPA(YrY;E3sPzZM)?WdnJ~osj9a1o(c#oZgia`det*7;7D*sMeGi{a(DUg= z>1{42QeCYn|5C3mK;ep~Kn1Ch#n^(;Yzn*%2p4PhnMk;tZaU6=pBYkbWqc>LS&sbe zHF_t_D(ztOeibcZvL)QH51DN4Mho!O5V3?6z~^?WsTxK4BcBJ#taX5Bj`X0V z`5geRfLRly8l(5FXY;<@!C37d(rb(e#(MUdX+XuDJ?><11z8h}g`WM=CowiE;B_%p zg`NM%#uPqCp&gbBG&gNCk)igQeOMUeEB&@}J2?C+{Co{D4QJXvYT$Qqr=h;c0X`H- zVb;x53O68s2_*eR?V?T_{R`L|X&QuO{^9vz`hkJjQquZuP*;2JPXZz(G($VQNk=CM zZFbWtbSVJ%m);`b{{H?ahr%B3yixo=m9Nhl{#L$ze+qfI@^QyMd_5=-B^2N^+w&Um zEcHg`NGK<&T^lOrbe#%mWC35?l956_ExI${suB+9g@sQD>Asvt85AgXa?koEUMBW# ziW-ZZ<>HU8G|78WCv4D55(otmL4D#1vN>kY@8vwbFt97isn5*J!otFV5jeKx*kRks zN+Jtls?J{5T4UOt;P}pAwXiqTpUz#%)3kEfj}mz2Z{+n?$K#hb1X)^|VTzQ`zE{=v z-+yvXA)%gI*rF?y*?GWL3>d|w?>=-Q#c0(1kFOgS&II2Cx;v(%JFQ{5t4llgfq_~< z{=~fF49};7L1FCoMkkRTSf{#PG$c?_U?m%rup8|NB822?T@F}#oRV$*Qk?v5Z(oL~ z%>Y7g;kU1NGF{Kq-h5oY0$B3l3B=bjCM!d*tSeb$WJ9&g!)FTG#iMe?E zktn@>`ml{b1~Jorf)XePH_0~n`h1|LGuRj^>%Lgc^`4%#-=7{k60(#Rmq-==Fd}05 zrPm(sq`At?0I12C#Q%;x=YpUAq)-V%DQD8_y0Am%6B~^10gzR#9mG)I1SXs-m(kw- zae*FVr(H??!!dyHxuC=QyBBm#Cq6`4-vp=F{=vWfzIB`ebqVNYTZf5oQxnqa9I;-# z90v^R7_iEX2yH%KTf>56`nU#4sKoZ49K8?L>CH5_8rOgV->#B<)T*zLgusB5^O<yDk~pSV@YMjyp*5Sth% z$8U0U=jFyr<*^1Xd)g>vXC-g|<7fMo;>h#u+o(!>!r$*lH@;@g%^AruozZK{xxv!8?zQ6r55O7gBi^RS* za>X%~6a%Bnq|PkBu`|j)AX8;45)XZ#xyL$7WVkP@C-KJ>WFu=PT4DdVp#OYkYN{@8 zrW^nH>kIqVsl=U6NQ#hd#AdU1YInR7^nNIrY1j+_)rs`oO{)*S*)=;54o}bK$x}MF z2JI&30U;pwsUL*`J2WKq4=~LotAQCHklC*lJ8BH}MZ7r9*9hAd0(&%v%R|9;kPts) z0;KGi$+;IY=6hK!?;Py!Y{!|xu00BRJA>pT9}{Suq@eJ|q$ehF0U-(#`~xLHzfZnM zS*$R*Q=k1yvf8E7>uHpzpq>Xojr0{u(GY^d$9=TBkuMmaVA%O$jcbQ-P1+NLtftl7 zl+(68jFIqTgR-UjVS|NtDf{`h9Mqbvl zUh}4GnDb(<8^n}%I(uMoorzJWJWxk)V#t%J3kIxBE69-~3I!v?Zoh%AODx-!B&~SN z-n8<$Y%k;e>?R7VsE>fNU--Djw5cA_qdag#P#O5@Q5*?@O%ZenerBDYZG3*YkM$M~ zBGo{?q2G531(ykLKyJ6wRSB^HQX+H-&{ZwX8kjf5dDynZ0BrZ|q!Lixc{T*;vt=u3 z#Oelqd^Ox-Z24nWG z(27hN^NU^)amS*9p1_;YbOEr1tkv@51wH|LxxiqCRQ1zxPeO9+(aO2id-Nh^;dI6ik-^wg%E9$9uoJ&5B0<36D#M zvluadf@3k*=Tbdt=Yna8GL=TquBc=Dr_b1Bv>4Ndwm>rFLEZ}_U_ zG?~Ef`Xeck(A=%p(uHPIlI@IZMf$SQ(SD5-VwEtADjJ44(-A%TdW_IXk< z=l`}sf6O^tjA_gq_ z=f1(~#|aE1->rxkEAIGQd&B)aPuf8RE+~imKR-xOYq~`k#;M{4UX8^<#j8cnlc{m? z5)uk!M=F!=I^tc>XMrAxm#Q0N+s+)K@%CzjJ$(n_ZHh$A=mRKbAaEglI5wbN8P^qOQ15f!+H5xH?!UaVQ+?Tib zhRwwunfq_Jk1dI#0$#z8J|9a)^i546Zkf3pt3+tcFy+0gnx!FQom-@KNkiG8H_UA> z1XaB!D@MLkP>C|{;EAq-yB;8IoDcqPWyec!mI{PK%!IK~8AFxTMVG5`H9ayw)m=gv zXj5OXb~{I-!H}Y)`B0R(X(6yh$MLQ;Lwxt|*Ucq@)Rp^V4beNlbup*F`As0T_cfFO z^(F{`niupO?!>rHCpD(4Es;5T_0lF<+}#tG3#YO+5i>{+1k`KXn))#wbmCjVY{@EWCx5KTsgS^>OyfIBUv@HzQL#5Wvkt; zM;g@l(QT6VRlf){z7)Y%^*u~eR%qe9?hT?Jnv3)5s%9f5o3n1U!|jaU^jBzuA(9e6 zZ}r*bq>DWby#S+}E>c}QwQHZ;cu``EIFDsx<9F<40lGKple_HmN%oJTBAYiBusw?- zTiax9Tr9NK`Ls(5tr;%jyjA&)QY%*bHudOr&QDr--meMZ(Evr3B;l$4=g0QnJv)Om z`F}SxUr6x8Xa+5pZ)7>KpY2iZTAp5?bAPDGq^|!v5$1vUtz8esk`)+a zpf8+^Nk%?Efb=w4*g`EYf|=lWS$RhW-?gpbK$c~$=kfVjThnz;eNR3is%a|8xNgJ4Zp?C<&eB$ zQ>RO2%PG2bzAdaZB~vWOc)yPD$6Fj}@|UGLc_IU{ZFjm}>_K||=IhYcMn0iNNK8yL z?U^a>>UcBlZJ3tixvN*t85f%%B03g>9#$Zzdy@5nH0dsrvwGxI+VznVEl3aRsi2+< z$y#F8mNk<*56_;ovN;ge$CXVrkJWFHS7vg{PHmopzQzJHgCdS`+x1!%jL*hyqP5^x zzx8kN^H)TX@8I**;#a2#l`|g6Dcqs_S|JVACA@16P7{$bM9g+_j&SIplNJb!Y`?Tf z`G0x1wka$_(okDtA-Um9N!y<$5>$LkAsxQzgV9EgxECAcSgE>5 zLiIpknT=P@6L!>zFNadi=I`ULH%hE@NN)BRYP2rg6U)18d)1sPUs#!G{%2y6@aDNX z`laf7vx_~Rh0vMF5nAr~Iii-!XjwPt9w^4CH;}`H$G==0q2nSdm~&kw1#P}vSfu+v z9(XmRuBRyGM<;eR(W&h`h;LqHEyObYa8i#K8L$$d^z&o+c?l=uN*q5-bBC#r&}*Tn z7>=;(LBH7bWcwB$Vf6%C&U*V{D3gaZ^Lg|s5|Aky+2?@n+BcG>ny*Yl&>AA_no-9_1J{n~Y3|1n_*;!V6IcOY95Z`vZE8p<;>Xl~1 zBi+IE(sc_n-G)9t>0INv_uwZPHi24b1+mFz2>&pn^B}!iEQnZ&tCG|>I`x)m4$sKU zTC5x@5L0z0j~JY06c>H)v@g(WId1y%#Kh&;7f+g+IzfzZxPosbru$)4`$ab@-+2}W z-L;2L4yMQlhSyH;WnV4l*XTgTo zUb0i=VufOIMXTuM^nI^Dlxm8v{>wcSM!U?u&@E>!F~|z=zlUwK5wquDvb;%4dJJrE z$GX|xoq5#mZ=8N|&`(lB8c?YZSES*ccKyJmN^Sp#T)cE2MAAJz1`WpTzkb?P685j? z*#4e{)j>Hj-nOtZGx=7(k5AOMmuJ55Xy1bkj*NHP^ZwI*ua-x9u9hF)QhMCtwiG!d zJzp_b!plB3NptKiJ!hv4o!w@mVIa#Ie!H^eb49e^Xr`;d%C4n{YmJqc9KU-y=(D!F zf;n3vE~G#t@j7SIxaD%@Gw%b3-LK+I_jT>Q+wtvbR?n1k>-+1yi|w(ruHhph%Nw9e zAbqO2z*<6Ake@fsCLxg{m1iI?I`-1wmJNmw8LA^Pwj_>Axa?QFFtYj^!~Cj@w1t|J z>NySP`68;=8cKVs>9o})BNY|aRJEK_Hq>+$N_JK_vh%B%S&Z!YYgU=TEgKp4mNyLp z#{o)EZMm{sES>kMW3O7<(0XlDZ5U|W^!!-6b?WwwVe;v+f!pp~mWqUzXtH(XBAGyF z7%djk8GIKa=Frnw$?iinB%Gj}WNk$iu!i;8_Bob{;tY`GIyv;<!Gy=1=!2-4F)ZSWu0EEvl82J z9cm@!5DDEb%ge7k>gt*%I}*n`K|!6iQ6lDWA$wRcIn5s5HP<^yK0%{ROdUF>N4M(v ze5iuU@_Wmt8@{g<6GntiyAB69-0QpVoAJ`&YyP4ena-qVct7QIyE}!#QMXG0F({#j z%+SW_rlAq_xz0G(=bL%Fbq$aM9YZv{ZorRts z8Ob^@K5C492$Gx<#DRTd=xle}C-~BQTM3{$oEq45<7z8piYJPSN9I>{f8eJWo7{i$ zNbN(mN$0YyxvSd-+bg31OgTrEsX4mw*pki9?uel3(Glxw1}- z>aZ4m+pq8ZyeMw^m?u|_X-kaMSWD$?uC*<$K~cLWX(KVD1Wz^|e+NNt$_(P|tKVrQ zn<2q6*^PLAI?mxDAeS#Ra3gkjBqop}iH63bdz0uUg^&n4?;_O3`U=<+*4F(83@zaK zhvE4qeDY;Mo3B%=9rc5=K3R`eCa&REp9CMoO$TFEbbO*zyCsTP=D0RbPvxDM>2@!~ zZ_k#~9hWU;COoW>wB%RTYcgeZpEYPOmI>=ScW;f_&ZF>R1uQ(X3n)x|&wpKH1M!cT=nG zXUc1ul^hkDg!HZs5j|$h3n@C75YD3Ym2Q=@p(^RB*+8QIB9_t~oae9Oz?An6M9ECg zH4!l)@%gU@Zirl0kj=E~^ERwX(-vWkG=K%Hh#65Aogr(ox->}$Z_0)Oq)#X)zcB1V z93Kd~Dq6hR&>^xPdL_NCq)p;!-Lup8)qLfJCR;vlm)E#>%FEA3nsCQbC~yg%(5Y0- zhqciLHKQ1aIE3NcL=+r2=q>joWpU>HODM8A z4SUXUD@z#g{)fCF(@fVmKbtF>ZkeURd3E-(Qe{wIofY0YsGpK+&8IiEug(cu#fu-n z_V#`7>Yifr2I2;37Zg2M{GsizF}3qq;^pb)wzr(y0*GZok@#8xcU_~Hy|UsQv6xS6 zHqS%AuRMfGcd1**)u=DLFOx?tdjBCDjc0of4Zb^&V6!)P1NRDeVy^jbf=+{)@eo|hx7J|z9%M@ zU&Om<(njx=dT=4Vm70cm?snE|zA5pZ+aFq`yF8Pc%#uXOBcc;68M?N_aUbhfq6>;P z$)o{2_{onaOY(s;;gg8*?EHK>pVWNe9VN{SQ5&Q4ONP%iKf4PtHLQsqiS2gZ5ZFC4 z$(SO1s~k>s;BB@iY_eeuQ#EopF@%`4QZD4EM0(k3A96+5q+`KbT!0z>IUpc)eVm`F ztdW2w+pf-T8Xc|T3@erudOTB^*o>&+sC!DS3uB|-`MPcy;tZ8%5+raVI+QP+KHe)E zk=!Y{BKuaHl056GAWYKqu|NujzL0x0S$?n z&4rpiH&<25v?bDtuTIm1~)i@|>g)a|0oB z5Zl(IoJQ{bR)aET(PXYBYh2;r#HXAGWrP{F9CdQmjBKe6YVsz^4cH#sS1mJ(kY+wRjQd@o{?H zkM6OQY*%NXAui*&wK5Pg7VlLsSP}Z8(ot3@^gVfe+jVs|E}}v(g0#o`VN_W_5b*JQ z2aoeyoLzqg>~p5)TM)2azz{~^Dc`ePd3lL1nwz5pYds~~y35_y<^_|&f0V8Nco8(e zqD6Y9#OyR1yFC?)Lo?YFabOAK{P;e$tuw-_a}C?!!b<@h^4W{YDFh|*vJw@)=x>IO zS}W5m(;Il~avbr?@TOwA$Ho*-9n;lfuQy}diBUKWVUsZ`{xVhPr#(xUz3z9R0WY`d zRsd?cqSEHM#%YTMtk!AIC<~dzXSr~Z_-Qn-JA=H^EvJotEm_h2)yM;DKUO-_Uh{A% z7fxJ>6yoYqk~Gu0NZ!$LnV@P%&V3DUuNKgWZMTp&Taf6tL~OxILv#6J{2UzfsYOI^ zry6#nzV93GBFzzN<)qstg*Z8+PL3K4mAd+@+9BdZTlft{DtB-7!U+<4tk73*Oa!mHKwwjPuxw#(p8OD!@o z3s^E~iBv%*xlSd7w!vu#@bmEu@=svxf+ z698Ylv;CcJ`((vdf5qTr8;r}22p!?{SyPkfa8xXL6YsjxslMclU32#F4Mds^(CxPeIV(dr&JDu>8OE?0<)i^Iv7ctfbKAHdWnkPsZq55YyF@PWa6;b=gr zPKgLX%GRI;Tb_O#$ns z7fnQLMq-z22yOEG7mAsy>+mvUVwIOOziw$E2={e;^)K`kRBX+8K)b0CJR{qrDZ;0w z1tcw!8WtN<}}?h@usFGG0<7sck4iW2-UN8!1%udar~Glc1d*SBD|%QgIG|EaQ|LX zwP^WkIMpChv7%K0&bI>12zYr{P@#6dt!J>wCU=MmK$rhr_#ek22fd%)e+-J0grZ(= zpQKsjq+oNj#8PmE$Jd3`v&}OSBD-JhCA9{6y}AD4I7?Rph+|CA7*@~aR@pau{DY9= zAw+V23HDX;woJgNO&0D^Oya$d6W;G-*b56`}e2_%$coE1c}{OJSrMOW7q7x>PIP@e@2a8*eJ!v*bkL^ z&fvBrMWm!yAPWcz3H_#?q5Bfw5?hm`l9(NHJ;q~mT@ZvXadB~{)iQLWSC|Q@aIWAu zpEkqSuV3%LLDUSrie|UAs4?zvf6tBOv!GF43mh%dww{m_z=HnfYj=j;Ae}(q1rd>I zu-NHS?=v$6#3dx+va$q6?~cjCQ!RTk*#lUmB36zP?!zI%)`0=$3l}cjQC9xV$H&JO zj%I#LN_xhn6!QfU?Z#Y8+;_iuECS<6KRaaM=G*jB^L73Gpe8A49Tgp%qz|sJZQdLtsZftCPc#)Kld$?kB z>E}pQmfd(gPom%pPEO7r>x-kdKfXLW!^`_}adGkKQ}|i#+U9oA_@g}se}~wn(Tom! z{^CVkdOBaaPRa4%3T)u}_wQ4=ni%IP>U#9BTgNCVDHmtDGh_lPuw>~|r$np=!oKq8 zAI~c&Xz>6AQP2wWZz<{N0ZBXrK`f=W+za#26bw z`2&5Z=uD)7u1PABD{S|m4Z#q$aMX5kW`;D%@dP$?7HqJdVn++#8E44@(Y5ZGSs>E#?99p8k6R8LOcAE>~}xVgKJE>E?4DND2*J$CFXSb5vF6oLcH#1Nj$ zn0iW&migkL@$vC2*q^oIc7hi#GU({&ApS3EGt}rd6g7JNF`0^!i)$3l^|bc)GZ`8h zW_fLG+_$pY8hyTRNzT=k*m$t+z<~oMF=use-#!HIkp+=}2QT=-X<>*ZL$_?B8(&R- z^yrtCSQ+7a*ULc_dJT9|YHI2)>+3E&I>qO~2}f&RpUwhtdMf^P?YpafKRyAY;49st zUF>icmXIC>6%-UaT%^qhQi;Q9X=z!;4I!!cCb3-=$CD~Tlc%ssPb=Gxb__fB5i*HWP*XCjBeV3caA z$~rI@0XqzaZ$L^6-bwQca|JJi9=Fu=NWs4VQtRj7Z!%X^Lk}2?+7f!;eNoJ@gTdHg zYRWhDeBQ53`v)YT($CID!#kAKjcF4K3+~?ebeZby?L-R)%3-4h)`92F#$WTt7C4ZF zM#g(8!$RwM(|HfQ%ZEmaK7A^i$GcisH9};3r%&DK`aSqS*4@g7v}l9t_uS90RTtdZ z$;dbl(o=oq*<$4$6*`C=DxI%GdYEReY7yR~VONXeRHMBXT?>Q$6VVFe0I$4a#5B;K zZ$(2?!AtZjJZ12rV@<&hUg9{cU~j?8MMi?>;05uMK?%HY-f8>)oBlsxroi1lpJUw@ zQ*GUUUWpQM9241}bWzO9&o`{~a*AsIl_CG`)2C0DXWC*eGwY(DRXK@sqkrSzT(@;s z(s}Bq?^1eumD|EtmD^Rgd7uOx9i7|>y7gYBLg2Ag6xHRBKnF=F++vbmyi^$v{8RxHsiNiAl;b&mYSHW z(qiwy5*iO0-N5p7;l>m9D7Vsd@X^p)JOo?a;o`fmrnO0K3vHeZ$Qn=nJ}$6zFyjOR)QdgoT_Xj?hcgEam4S})-(TEIyZ&Npp`D=E9i?7a zy~xBGxceX@=*TXTlDVRFrw)6x3QdW{XEt;{8f;I>TgH{nsNP_#c;@lc(wP5d{elpW z6w!nry?KD!8&%FQX6Gu)oY?xM4F51?4q6lc^>Wi5VWYBZuz;OkQpmqg%)eb;UJ_i{ z?CK1gBme1~q8O}@Z0g0BY#wyOHZyQvi!FG&gGU_9cjT+#AnN2M$z{T(Pj_Cb<_w-1 z^2%P`jJW<;5rcO6h335;n~lAf9Y(&JYW4iR z+y9B{KwL__7uoquj5{Ggge&pUEj6-48yjn})GCcGW>#wfF#NFO4r}Qhk4&o_4dD{f z6mm{d7lo?qhK!YM_oR`LHe>4yS0czm5fu~`#(+258g|cD63~Uu5wyHS*)<7{3wY$^ zJ<1o$1GZ&4p!D)P?eswL)+I#F@%$15#)+sU{&5;^JKCZKDgnb22|;m6mxNn`rJ zw;Qq$A}om<|Gd(LKGW|{h?y=-|G2Oh@wY{R=v#JJ8@@x0Z@0aLwVmD5J19}y0+CPr z9MI7xpoi^*@Q}gfp7@>-y6TH{gr%jW@O2C0R+_GiNJ64pi`$S|fOvyQ3t!<}01L+1 zj#tCMK`m#{Eh$y1jv8{ZME zTZEh7L3f^c2liWwV-k4_8gDKFeSJ2`G3my`hg)=T3mjwU^nb_1^ySav!cR74{UXp7 z<=xB*vpDWlvArX>6CH`Oqi>Pu+YhzR`=`W;p5T@#;oxpk(zlv-)x-b3#^t6aWof*c zK5d~--*yn)Kjy?l^NSF_QSjUCSGlp%Eq>$oo7)VMjts}^m2BWh0$1b})m{i3l2xpH z5_RC8+iT^cX7AlQc^$`!uSDj76Gm?QUv@U{j~^^a>Y^^)46(DXQx5Q!KQp`3y?xCr zI>EH>cq&b zT+0aDH{74`-%L5<1bZ}sD_yJ9{q(4+>zWT3bPaH408jOzN*Ki-i#+aT5NbTxUdQ`A zpdoDYr|+YHam6d@AoMfXy;QM?Z{NfUYgYJzc0aS-F{=eDd{OFu@Wf)UamOT^t|Yfk z-W*42Hdt0x7I6OQkPH6i2Z2fRch~^+Ou&xjNTF#LU-LDhbptwcjxi>7lgor z!z+8i^Qf5b_HV4P0l0Vl$nd!)htWct&IDf3hY4&`VdXCudovqP*FU`!S`qO^Hm!ND6-2dF>{Fs4qfo?ezZX#6Y^c;^#zl%h5E;`Q9NuT8g`7$s18~tlqUq{`)_!-y`~H5b zLR`!QKH#k!Blv%X!{6YF@3?QM-xeNsJ{zHP?;7vNZ(m>CHdM}a})oDXzhBO zxX{spTo_*X+-H8ertHW_QvQL$zreu*{O0WKvVwr8`hQQ>XMVF#hZ)7?eHOs05@yZ>B!RYT*D86DenA)KGJtj?Usgn~ltY2{6g zXMZvM#@tEfNw{EBY)Dp09tdF*uo$Hm7Dw*kKJ2_kyyz}d=>n&oWZI1rn9S4 z*;&oMaPA%zu1QIGZ}qV=ADUuLQjpU5pGhOaKD1x;F(=u`%Y9MIu}%($JZHiMrVB4v zV`rU>*hSR1D+1LUCw#!xDIsSQYe!M-$$Iq|c_-IEdFWxUbu~W*zr%&4+N)u!Hm5 zR8ZoDH5>+O0V*m`P+$Yh3cyyC2oF#QFiS%t-G%*p7E4_79&pWH4^hTE6$ZfI{}+1y z8&T`kEW26PNbL)2Pr(i91Yk&t0N;4@+_37d5Tu$FyQ zztzSp`Y>LRf}K|O@OL~TaI*lOQcVN7R_ridN@Vb;#yJ;k3 ztaAja-!~eLohzKDJIm|_=Y{ToIYhrVF81obO)dYucC(>t(xs77$<*{Rq;Oz7?_KeW z>i3y|n3Bm!_hS0263b1B&+5M>T3EXw(-zCtJKC^cF5Q(3I)7vd8@~fIo1}09h6DCO zISlf~)*a`8-(Z$>wCI&TupavIz{D4oSa-CN53ts4Hk8D@=f;wV%Z%J+q!2{)tU(vx z;<06`jq0TgQa&i$;T|Rbe>eJ(Yy7|BR=P3U3Q%t=I$(<8JX*g;9FzV>#O!{^H(G@c zkx!vt1%;0-B{hgFF(K%AHzrpN$*%W#d6;P39x(_~b2a|WuvYkS?6W3;JZznxEuF5s zTO-g0cm9)^E|Ar{WcVexqhpTa?L%2_v$DQ!Ja+c%svCmi5ED<9wYqle2mPTKntd*s zL~s+1XUi22)WC}ZeUwn_Tq4+u2Pzx*XR!C?Cfy<}PVj$FhPG~k3)h3Ew0q^l)wi{k zcso?mA&IM_?Yi%`qj8M%_uJZk1OaPx{@=LK|KzRjVQEZ{dE&peT=kYHmLq~ZC6E_@ z=!@m#MFVU_gf(6Du0?n9yTRWa;{YAMg=YRit*QU+1L^&-s{EhS&ds1vT#eh#uQ#e? z5wRRa8Q$-LBfxt)vNvJKV>1T1hNEFuf%M4N%yY{*3k8B~ILgWSp@g;p9pRd|u-(;K zlE*hzLpM_Jto|UTvLWCvgx;L|M#QZd7I)s@8z;;0e&xqpvW-Tz{jsYvN87J8|A0I2 zsWMA8g_EH-YMrbUPkFmjFPLjaG(nyLfggv{jaES6=<4tSxdYtkUGDf7wPioQ8eZ7< ze#JU{Nr5#$WbITWfI<%EAIO#ebAyDTA3t+gSB`2)9}BQ} z8OZHjr!(LD#I)q5%q?-$DyPD`6*Mv^{jC!!CxQn^gzQco0o${(<1wKW3&iSrzK>^e7# z15uw#KP4TS9BkCO&c7&jx0xJ+H{eUnkg630kPtOe0&5V>zg~RI7pkd5{)F%@{<)Cb zp>4|ETh{2~Rr9&$S6d1m76k2HtwOh8>~%(QOGz|~J>HDU<_;pf%-k1hKYQHtb6|jh ze@dcPo&<%u+#YnOftjaY$W@WWX;?lO^2VOtrJGT#Z`LXQG}$%X1_wH!LIb;_IOmbM zD!u>xg6r?MTSK2`O36&YIe}d)e;+iQNdAG)eV%kC^GwcBz=e{{e+_SMZ|;SDWbBj$ zbW-?WTzysqern<6yANr?c?`MEqkp+XTA@(Ib{8C{$w}B)Tmn~^D=h%j(S;m@h7{gb z_2@dW*ufs7vxJ)mvYf2MZCld4Z*^E`-CKFf51n*hzW>IaqC>4hHu0Hd<((z^(3OkJDZq@A#<+I^uBDfMb<4pjb zzW14b;g&!ao&yhD(Y@RbnW{ANbq*_~00bO5tP?|hee1dK!H_t;=%tz1%AEyxBe}oa zg#X4321SJozl)T(pu)EDaYn4Nl~rtxSymW(=Rn0d{HpnAv~vCk`hgL7@S%pZE#_x1 zj{KlPd*s=826l4cuU~A;cQpNc+-epRac;6L<_0l1K9Q6!%P#)t#+?zlzJ{f%c(1q| zr8hfqa+=e#{?uy>`M_lAk^**%tyO7z)tp%YxKQBtc&VRm99F?nNaWP2=5KZ#KWu_X zk-a@}Sw^yXWNZMT!pU552g__Hf2))Jxl2uNt`HodB%W78n8Hg92wAIFejsV=#HlD+ zxJg6ljk@T!vV<%N3B=$sUhcxUt>pkB#_C||!i>^=e4K5}fbRDCb2vs)73YdtD8^IR zTT#RkXi0xu7+V<@@mvWBR6||E?F&@sKhVnVuMl)Jh%?L99Cd3X<(xi$YgEl6XrFZw zfWfAu-}@FFx_S7-IdZ4x+_Uzn>bbGs9mO{1>JGVCd@LFRc~MvX>GG+}FTkZ2^&Xbw zehk&4=}S@Fb?9yP-)zp!X?aFn@j7tprR${A8};@5!F(kgqHQY!Ws5r6JH^%&HBx1s zZ~{FsIrf9Tl{$!~FibV@FRCS*`QQyKyLLUyH+BvkFSX)V^KHTfJ*a|qn5B>Y#8|~D zkY^s=liR!2I2I0EBqwa6>gtrvutLCBWBQCIHkkXtxKsh^%{}hhHinEB)YVhs)I~oc z!a-a|EVWxm-khfC@UT4ij~K(8Cds={iM>6& zRH{^Fwk0qajI2E8;1CVT#K#G{YKKa9HR5FRbhHYTx0o_?K%;S7(`qQYQ?@DlVhHv&5EbG zjY-$m6L8y01rZjq;avM*NDMhH-rK~Z(C@Z}J^o1ll4~FYCr41vfxdv%P+S2%wZPtf zb|-TalY%^@%D%_=lRPWElmvILR|0}Io>Ct9#*0O@LUR3i5&^Fm@Pr!}Aj9=p;1H*i z_Fp@}^~bZMgV^}l@b7za`i&VLy_D_ze6zo#EC;!-3BJy?$UO&nSp>^ltsFxm^ZBYpFgdpPwwgwh*G3>H1tkn-OpxZ2y#VNi~1(aAo;vnz?*KhPUFrLhobb z@AO$|_PSIH5AmrW*^Bh;CWs*dT)5F)nVZ0>-HWC6biYD2MWecj4un>g(!Hx@!_G-> zR4t4Fa&?W5?-7v7rV3u`6Xh)aYb61HZnHfC6m331SIZJ?a#}c8R`=;>I!i0xWAxUT zm8Dhn-0f;^VS=BVK?k*X{u}?I%8rv2uK`tN3{ig6-ipRz+7)#S4b>#y*>uElO@ZKi z9lGTli|5b-DDF?7p9u~P+d2Bk<^}OgGDTJ~LhNy4>+IIDcDqqpS=Y8$2#ecyT0K3z z;wSwa6;6{QMZJN5-T{q$N&l-sGacNde|-Up%S3`y2zWOI1juPzo$#kRJ+e)Fs4O4N7b%(7Z=7Xg#1H;appd!!dA_L0HC zLJgQlWIR6H)dDTi@zVx3D&!kZa zx&|eWeuM;{DxNND*B#9GCnP6tibz?u5U#AQ+BrJ1pk+AK24)Z1nCB?*HPmMdYgz_VR0j@oc3ZCuHQWmM9q?Si5IS9a>A6ok=S#PJi>v zsXtGMC7)-QiHkcAY^=_g$U%xf6L?_Sqj2nqMVVtG038=`nkcK%Sepfj0UMAXxZL*m zSK1FCI3DEzD!Z4QlM$8+aT*LeOK^bP-WUIu^umv~=6_snoAFtAos!qV=6hKQ3!*iy zt&~!(U}t`Fnv{fsB$ot@z7OT<<`xv7n2{J_WM$#FS15G6(an-RKN%hLPD$ky*K0A)yDT_Kt+cNi4|F{Ko~PHNxk zs)H_bY~1GG2J3n!`cTN&#+uIpfJNlY+uFt?xnCoIBfj8Y{JRClCKPBHsJ0=HDOfZ|4tYBTJMSiOIT#xKW1ZP7H!eogYqExc)q@rG<{MY&~DF{`; z(%#Kw_*1YAY`860)SX7;KZBtqmuhOnUzkpaYI091KRqbz^L4c;BXs- zuI~Mz8=J6+BjMx&rrr^+QR}TLPEKP_oiT5SV<5Lh_liA)zYwr@`bLHr5CaD(qB)bL zcjW3T!8l#yTa-)IutiyQxL8rLJUAChVlh^XS%IPwpfRezdnR-tHVTQYa9U$VhGb$d zMpC>e63Tr8DMp={L*!Y6b^yMaZOT>myX zPw0w;=)&=utK$IYSRLa`5Hpp`wV5N%y>3Ae@8#vGJ75i%J2%%~UC@9gsyg*j&6>~G z&_Uw#GI9B+dDK&;NGhjuZ1m<7zkZ?f%^4LCCJWGNFeQu>MU_}xdFRAjd-zy-^()3c zt_-Im?d~70yUYz{ZbEmI6`wNlA1Rd+Dtl* zVXz=fE7%u@U2|i9`sXfpKVt_=!`oN|QOr9+?7gl#vt4aq<)!zoYtOIFzLv7Uk&H?OwP!CO!9E}~UPJe|Cmhu^ z+17AkQ-w-GC-AGSL_>-uSKG{=vh5XFY_}67+u2F)ochmCcOt3PlDnk8H_QP-Brg9`ll$OSeaY`c$@tvQnXlAr+5)K}h^lBk1wkD&v z%w%pFw;c-&kggagQ5TvN_40^VkKTxEZi9+$^p)H*Xdm+_2{(}XZ;<(~6ZOhnh%pTg ztRh-XbNFzrw}=KL?Lqz##J4Tg`F?<4H(yuhPirx^WNwr^M8oxzGJ<64G<^NLk|HJx z$nX58KL4*F@AO{gq#>8>lRZkcI6_xsAdU)^csW(gKTw?`uyFR2I9F=ON7_mfPOm%| zV*Jez5c?nS_j)jBK~W`utW&Ux+eWg*G7$;aUnGuIi=QtL6#93dXP^n<+zGa6X%;>2 z0aXbOlHSkNZZ>vl&M#^SI{sm7KK0*3y002RJFve_24)gDTbdbReLiTv)YWl+4gGu? ziM^z-`_Z85rK!Whq3mSE1ETk^0Q#}94bfjpR-bBpIC2#s(ytTakD^PFp_|xbsaX@l zoM9VX>6E9XG8BmdXfbrf)Wu97Bgtg`Q3ns&T?wC8RxD01F;?C)WTlUP==NHSG;Gy9 zq_ymAw`pp`7Y{9sQ%f2d`u^aPo(OKfDduM~Q})9%3$d*{ij3Ow)gN-&c5<5>XT7c3 zip#RwuKHx*L5WUYm8k&nfW3Stwj7-~zMm@g@|9DWnm?*CdO!7B~vY6e%*xZ$p}?z$wsRxDy&78$!4M4$GqwKkPm!EdBt{DiLs z-G3Ofw9ecMrBSro#3X*!-1p^GC%> zP&mi4p?Q|5Np4ncR#xz=J{l)nBr`O&+#!cZ@H^dmHvGb@RHGg9@zJPdGd_bD@QB-L zOUx7-w|(k1V#(h1nd4zY(P6d*VjUHqI6$`7uib<9E+lV`#?7(#QEaRYE_+31k82_W2pdVnzd9b8S!G8(@<1DD}>pkP{-;r)jcDj^Jl4m|JKfm`jAW+-Oy) z`&&AZ6;>gePLKB=sD&_n4Dt&6@Iu6wFJHPUb29w+Hnur)Eo@3%7gK@Gp*LrV3EVFQ zVbNksf`H#wK_u~-S4F)&RBkaH;C!d64l%WG=_{#;+YdUBu&!?f6>JNS^6tiwk50O@ zzG5u4e>gcdZrj>;=Ff2VV)~3@kvdWHeqwA-bch~}vVIW)YXy6uWN63;gpKl)jjB$w z-=R&)buzQydZ#rW#n7FemqppPMuYqx=J!nIgFra`AF=T31W-Kc1){lo)SrU}L;jlc z$NWJf^|9lzC3dYXquUKitS=9sCA1cyTC01 z#8A-LG15E5xYkQhH~Ze)m(MYeARV^&j}H4J@G#E(mWM}G`U(3d+!+H$L8X)`U7d50oMIVz+l|M`~I8ot={2vGFO$I-% z1r5Id!DoKD0-pk6v~H(I_7#I@7$gwEf<5Ea&HfG=QrcG{8x~gXa+fafJqP)D1|{OY z2zs-h;KAU{7?&U(#=eHaG*eHsb#~5fwObB-8S4Z(_$r7v@_GS=vo;Pyu9Hb4lT0}OfLu3^(yrB(fp-1nx_spK+96eXYk_ zu@er(XV|TgoY1%b&TyTF@N|VI_?S5WyMtaeuY8^E%RTk<0_SO?=8VHVPSOuuGy_v& z!fLZX0@z8_AMvp~rJ-OR0WoEic}wD(h;x)|5s#o6xY|_XX>c7BGh6@Ux!U5SAAI1A zUQ&z#OonmaJ7Cj)?mcldTV^Q@+`+)^Wg%Y|-)9-QV)$Rny6oJG#c=@7P`f zajU&tpOyaEH~*Ux%H;$lGxj=vNwvZoC-woR3=Q8jGz^fia|LB!e^d6Hl z${Rt8dI{8FWv)vyDR8OI#e9{P=}bs8NpP_+-g)b;Nbp>i18d)xoAtYcai~ zL?|4~n|l$&WI%9gB^8!KYq#2w_5!E zVk+&ISR&eB`mu#(p!_fj1&R#HGj9(#LuBZCBqh3;y5%{o)0|avnCrQbL^zWIdB;D= zr#>(3*#ENf3G|>|41r(aCvorHh}+u7D2ujNJ}VDS0A$_o|78Mv0OvXta8|jnX%FqH zynclMxnswwc}vVs#lYodRic~8-r`Z{Pgm#&35@a)Cy=(Ld&6H8eopAgG3GN{L{26Z zl3#JJJm)hg$qNyJk~07F$lEI+(Ja*f%Eka|(+*|=Y7%=8Ov!dwSR{Y>FHP_$a86A| zOoM)!XLg{xX+_hD2mjt?B+tc9gN$h>MOG zoLE$9;|UaJpQ|H5ZJpD_Mw##YPRi@MP-Z-4;q zOo}LLGk>l*w2yt~tCv310i*)*Uh1MAcET`L#huGH;vYI*lcgN$dPB=f2zuK4_fG(jysQ2MDX^< zJ_`nzJf*!Z)f&eY8GCCGTb6GKs*U>{lO9|6O2t;T-yX2|4c3zK*500oGs|_!ir3Rm zb$!^V>9U=*Yw;gnC=Ban53ng=^f`}F7wgdRm*b>_zM#OQoZ*8HP8Y~d$l4ci~v!2vBLwjk{z{7SL`_0J9v5zz4D#&E+@5cxR^s3PZR?$NGgB99?AqpEp}!a&3M#cI*jC0t zZD_{Y;|;Z0E_TWpxw2}}Y#tA4HIC`Mel?S~B@vjD}9 zwoO#t*MrYj5&96SX6XQAm_dV8^Z<;T@(uEgm0Np5+H14kb-M$^FQ<~Uav0O@xtmLN z*_5SwNnCbAEVI3GY4}t^#&sLRh0r{ zf_6h(f-b0$LMV(?iOQ)TM9@#P2~`s=_EN)dB0vT8W3Bf;3&sU>$&Mw`fcy#lJ#TGfQ8y`C|~ph{$I6L@e6wur*h z==P3@8O_eHeKes5Au{r7*T5qLAQ@701oKUrRn^g@}OP0Nw3r37zU$0EwS{Ha84!z0n%= z!K(M}v7kO(lTA~;lDESpQzG)%kwm>GKu40#R5)4AUgHZ3#xA)!wo!m^!G{Kgwc|HN zdqbt7iLMUKY0itaqI$3D25SJ1K1$8 zT=oy5Z$TY5FC6L31_+%?)D}t2_#-Ygdr+B}00+U__a3uHfOTeTK0|fQwX($&3Ej!5 z?JNEeJNKdXIPhz3k?np5Pi@T=wc4LB4qoAtbr*0R(V1r;NY%!OKEtwco+cMsJf&yS zA071=7%QRB~T$`CC6N8KW^ER7|2gLHS?Gh)nqI7`lnFX=nXs zhV|Z5)?xwNJfi=z z{rlX+_KpvpD)1RCazRw0-`Tjrk?d;m&1 zV?h;)ljHAHr%4~@NlE9f$A^C^oCJ^+1*7ybE46?&wQV;Z%Yyo9mfD4w;*yg%jg}jz zjKZLznj`rYK9KJ<>RhFyG|kW=vV3CD9+S^7JwAS_pmWpvKsK3k?>p?%v^z+zc=V|8 zxcN(Vv4tAVidrDExeL!$&AqEaq}^HwW8`K-#=<%_>b^}F9E|3|{s{8(#;wj!;rj0+e~z#$1-+$=V`JM} zJ^G?Xn+N@gi%Gs}I!H#PGUEo1m0W=^D*AJ90>$O)`h+YL0f^ienb)uHVmcRxT#TU*(1ul~t_#@_KEWTa?o@Fg*qGitb{+1xy%-V|xR*Poz`B&#;>!J}jPkU$b)A z_8w2_dS5{iSrG0rFh$~Q{Da#ChHPa1-p^46=|}@cg1S!AzDg zY!S`mdOW#h`ih9=J!Lba;0{lD-5C{O(M>cVp-L>H_=j>WenHBNKc5OM=o_)W=jVko z^Y_*fUT3FFgf=vyokN*y`ePL(Rn`ZhZ6EQP0=_*6F3lQ*~5Rv84H z4_l_G8(6+&;cdUtxznr2mf(5em65~p@+}1av?*b^0&;5|yEa%$M!qim$ZJ1fK{t2y za4D0T3Jjjd-|eI4U24lkS<_d-&t_-Mh8QCbkknzq0UxbiJbZYw*wew9>)NA&#+|6L zlZ{sqv)xI^%zed|B$eTB3WF+m$_bN~1!J97cB`$77L9`y{dZb!2cH>p@*XfMd1c~R z)4W(9sW~NDFEn|&??v<*M8!%sS3Z5*8~zDwf2yMkk6{((maceLgghEK+N&Kry!HD{ z(#w-kKa6-ecHF=8o2WwS+BO|>bYgfkC=pScnB9Z-rP5>R04=`~@NpmLSwgG0j#(N~ zZY5VzLMtQv`$u`FNC#i{O^ev?6IABdNhDQRcD90IfuCiuiHRae%iT1j=l3cQzF&5B z+5f#OT~U7KDX-vyX+g$&>YKi`?X0!TXBnz|j>K=KZDEYc^O(?$^@_}mS8Cken3F=Y z)XiT%+*irJZ;T8jZsiVXIsCCBLe$>hB_tdqg}Y9~mYZFdxOsp4Wzq4;POo?MQJ-(b zms379IKSpP(l2e(zOXV_Q6pK1@~-y-ht>VUhVVBdjidfI*fH!bo|tc+qkHz}i`hJ> zn5|yEeD;jpU~2hM{rRwGN0`7VQ@Z2L#zFdP6K4Xfw?;o=&jtdY2i4g$oO)n(xa{Bz zz}}jFp6Ti3Tv^|^aWFdN&6Y!uPs%KZ*FX@!?DJ`QjK)tPHT!KvWKXEHzakysE25F7 z;%A)lQVCw8yMCOmHeJWyTORkW2`zS8$2DH07ypbS3zGdineudm-35hP8xCfLqR5Xyr{+@71WE%Niow)-l4Va|!tL=}&cH6^qt`E6#c`r9M|`U#Fg= zdShr{)b4V4WE)Oc-iNH_Q=ezBvi;L<`@LaE5(NSQ0{ak^P}vX z38^$5M#w2guQ`T9<|1BeoEoTsyo{Z;BYq4!Q)&vf5fuNB$|q7FL+1e~(do zIemJ$oE0HbQ6Hv@m2%f#4_mz!8DGZ{w+7oq=?~+39hC$|G-~ zug9Nq&V6XVlA>=U^Fg9K=(KP@G83i?!o+&!F{fYS zx^wZa_%1^6*&Xu=zWx2C@X({vO?B>J1mK2u$#-fix% zj-@~M+28l$7&Ae?OMhYmi|q{>iS-S)wAu^Nemmv<$0zBTs}e16Z~iON6k)ynBULj@ z6?|my?6w@8n?JC}BqVfnp4CQf_a8jCFKMkB>se@ADa4@Jjuwl^fNRBMUmH7U_4Z1U ziEa<8WE{z#`7mQbdhoPANCX1q_8`28cNQhi(`U$;^e7d>83&d|o=`$%!}BzR7l=3{ z-&hz}7dQ$s+{yi}aqW}7fX-DTtE>+?dNBpJXuD9f#^K}~R|MSbXo&K;_>89J!;~g1 zXlazc6?5_6#nmmvf-l$o>MIt%xm2^Ql3}>r)lHaj99WUAKb3kgI=R%iV%w%$ zyupoBp>r@2)*F4zxUzk8#1#Gh>h)J=_pIq_9bX_c7XrrlNQX{hn7o~pDhSbf-4D$!;~{?C+cqYf-8M0KFCiyXIP!o_+d-+W{_Y+n%1rU)w;W=xbJRRfVNdjMHre_N zYVr+0*-z$hwTEr~otKyNb#&s&L7bIobJLDe)hTK$z5f1SvKD7gdgJZ4ia$Pw8N*=o z`OxnIst{6a_3i2K+RNKdIQvXCLQ#F`y8lXUWoB8NMsm_KMNUb9vwg-+^nH$1ru-&Prb8 zxm;pt8+TA&dYM7=ulPTEBB+`K5A%kKbMS_cGzoTd!%~LQ-#aC zHK|fbck(WcaqrVLdBI4eL6^g(+;nZWon23Vbl#lBQct?s*=tv9MuYR*+UlKGkz)mg zC7R`gF!R4g{ z9j*;_M0I7bdKOM@>DQZ^s-)N-$q_yxk%v8T1e>Gck@yE@=u$-q_$qv?xfRF3u{+)ozgI}#EUchlHeOwAwz)F_H|O=7lBQdm z%pvU>;ElT7UsB>H$e-U9|4}<5fuklU`(v#!ydvw5O~Jsg&VJr$q1=1>FSc*X$pyW$ zSG2=Ag6k(L{43>7BYgaXv>V~Mh`7O=y~emty;DW=-3vL_9kNHieX~C~oWX9Sjk>slV-;Iu1!u(evzIYULeoMm$&U@K2&~{*k?iG zz8jxFLL_x^1J)>R4NW_^A#88@G_xTw3y&)5lhr~3>LY<^Ce?EFQ)l^8vs$lpos}v# zzhWv&jcu&Aw|bt$hXns8)bT^N^7hJ$m_9vSNqEGymr$nfg>hx#96xxw`SIJzX#=vp zcH~I=hJ7@T&=S*QJQ#b(^;>p!cJ`AM1)RJB+;=}W9^P#%7x+aBXQX9723+OhRL#mN ztjN;H%GKpsE)+K(me7kT`zTZCNoM@e_ncCHx~#)wL!bn4LI&$Z;PM!}pwe79Trxvp zeJjW|RtIzBFS98%|E-JZcS{@aRWKR>F)^`(w{Pc0ymtRQxIG+B1rCX_ii$rA>Y9MS z*SdOc@UsRw$c8}vMsKqpzkc&wJy~m|&iZ(JdUD23gGqj(vR%qLYRGzN#26MQ7rTF= zJK(}~`m5Dr#Pj>WyM6MX++W|nrmBkqyIWVO`hzadsq1Wr zdsi1-!I9_M>5bF4WnCC7o|HXEEa=2X(6mMmpiCMl-Lg3bKUOi6r9n^0BHd@<8B%ZB zU*|i}N?kkg$STWe67f<<3=S{;!uvs5MPPNZ017)S8u!2?#UGai=OPSjr)O+ot}Zg7YxRyz_7H{b*W*n5M>zNt)6!->Z4|>ARP1Vdjkm!_Cb_%Cx{-_Jlh+b z#6ktfJef9{C~covk4EFcU`*%mNol?dbeVO{xvF|2ohtX%`7ht#xGc+U>X+NU4Ss$m z&yxHSO}M&77TE;^C9{ds1s-*NxH>KE;tDkErz@!ty;X};qoW&0 zlL!Z+>BETP;}eFSowQT2($N)Gpt`aqU8MBS!(dG}u7to|j~#Dnv_@7}*6+jwy5E4o zltdnpU+N<*Fmnzn}oUe-&IEZle~f=u8sZ5x))!2-hxj3wC9M5y4zvj7Kaeu*Wt)QsJ@e|o^Y(t^Hx+r%;J!FM>3tI83f0ed zfkBT8uRErs`hoYuD0PcrY;~AV^~F<+3N0;&;Iqk@e%#W}%7P{YU2%)uCC}Q|D<_?j z&4o}XH55uGmi2BI0Src}ey7)}_(!z?>!uXM*WTP?>I6au(H48#Q>4iTJ za)X0;Ia+{m8t~<)BFRru4U`{;z`)|yFVKg<8vOf{a2%4Z`<>lQ! zxGbxFd@$L3mAAvu32H@zM|h>6&O}|a{8>8z^_Y_)wxoV$q3_D_{7amf`-X~%39sZ< z88As{9knZ(IC)Q95j5nGSbz?U1%;_-c*5-{L?}U4;IWC5w%iqY%m;aLu(e^Or0k?* zvRR=<3 zJ-MHTQH3h&3zPVU?|rM?SsBq z>-1YS_lxR8qj}9Aj=wW#G$05IxyBdQ7Lz#R-#aYnl(swNq2p79n*oghAq{3Ylwcqc zu8s`ev^OqRN)v50(FEfZiGtxbVpjN%DPr@)#Iu-Pu0zWLVX%g~fLek|AzKtxfvvUpHn0 zpWhtyRv@0 zBZJzasqZSKrJNpTH3Vjz1i&XVv7A|1srh8!BTW)K#EYLDZ;$poT)>YtE!!%JQSZNgxquY9i%10Q{4G8{ z#PLSyv-bLf2`2(#Rh3wEA|f5fuj5DH0$8?1L`dBELlDdf{~%?trSbLUNWfYh+- zmtKVsmek2Df9qNk^hlpuC~04N`{rRjuHz>Gr0h4ZDI%$u=*_Ny!&6ycVpp{3v-`lG z{1Rx}#~@0?|2*KhV0U+L;G50WNJhbP;A1o+9w%wQVb*TDqPoMVy3?e3 z>ErRa&w>7fiQs_2JX%BAZtf6 z9^b)`QZh0!W@{+Hwt}Pt>yVn~Hl+YkKF^c~Us|33K6MgaWL9q<*e$!MNuxhE$Xsath1HQYO1{Ow(JDL#->RX_$>1 zCasFnN~jIvyrL9q24%&poOVCYUi<6&2fXvkbImhzeV^xhpYQv7-=BxE5f`h~%}+U| zr>AGISY5!O@R<-zPcz;`wQQLwQNhbBRflwLb}F#wWvJ~+Cx()Cr>+#BpJ!4~i?I+- z#K<9!EKN-4`>z_fIyj_jZQS@Kyyf-lZp>7~2yW+;0Cr@iL=Ef6msM4{pB9a`0VL(F z==%A{1IsnVM&vXBMv{@1w#^$}olta<{4YU``jGaOl2T{6pM8R;_XN9zWV1MnHp&FD zhkwjOA3b4SM0a=3ii(crMZU8g9v%+HgaDg#Yy{feXB|EbJm#I6IJCv*(LoxGmXVRs zPWSY_ja`v3DkBbmOI&qbVo0|#@Rb`###(1~6L2kKsq2|8fr0GCNmqCGTUAxY$Rug# z8FB|sS{0U)pg$YLTE@{Mju+I7?9{0Y7swp?y+UgYW}AQuP()7o3)_lP5Ai~716Awb z&i+V=!!aowOr6{MHL^N&a*o`@>5+3=TN`DEe;UG0r<@eR>wZ{XeSJOSsnnWWLn(O! zbMwQ#zP=iDR!g&f{9!3|I~&UPSy{>nbAmhh)@N(ur$-C16{mb-#A7P?#=(~bQ>}?p zpFi^$0ypqFcwzRBLs$~lQc&?$m*k6&Pr=8!znC+^&i!$5afcp67A}*g+)MwRS|<$$;sPY zR5Fm6brkNFwiNaFkwLU$j)b-8nb~_Js!8?zp`qgq4Gnr5Htah4*ZiP7J;jD%@!h?Z z8WtQR75RozOvd6&Hy4mGWHzt#-JpEnFC1Klkg(^_M$J==u$fjboT;F>+bun8spx zR0cYlE)U>(+-*m(xvb&*n$HoZ)7~$hRFzbGR=YG8iobiV9p3Bcn58|@Q~qp^7qRf6 zr`)f(smb?+)j6-Lw}Bx8i4si>%!zBagEhqdxe zLaz$iTc3dFGjn5QW0+_%_Lf;N(9?6kCwovqo$5|n1k@Q&%Ayg)8^zOnA?X_SW-_v} z`VrEK3(ys=H3mZBhthQ!D1eb7q^zV=l$)#S;07zGZGL6|GgHFW!lb75)Tx1_7Tn=Ja~WM9yDPx+w=|MUX|7R4`K?B(l7 z$#*5HcEP-17I8oHBz)qx>WCa|9c}I0O|mu;`R1|V!`&cxP|Z5Yo@`H_Vz6zZx3ZC; z7i9D0%NKI*1@S^XXab#y{LT(S8PZ+)WBB744}O4_O^;h$xT@IpFjCiQ7{#E8iEsV6 zW|4}%2M3266w}BXPlZHB_xp?1r9Vgi9s(-o8=YVYqK=WsNXi--Wcqmx+CB;-qITTs zrxsidAf+Q7bm0Z_zve{@4jfCKtlntP3c~E9kbmc*mX?-djuMK9DUg@Y>Cv`*PEMV` z=<9rZIyS)He-!%a79USdr%FBs+TvzI!_xkZ%tn@a^UIf6+85N#Jz&g?y)-DT^~tg` zzyR5dgcuMVcQF$=a%%p@t|U47va`7e@WA{cG@81>F}O3CwOwUL%P_kZj7c)bV)^Zt zE?uGkxQQnMHj%!C#Sy%nk&DVgz|@B(VIPk>Cz{}LIGct?Mnc}zCpWjW@SC&sopRPN zOw;bI+GJ?hHQrmv3x7jZS-pBQDozTBoqtPPZfoCN>aDM!9c{WU`*eo+x|LvteR+BL z*DbpxC}vT&0F`BVasD}e$j-@G%aK{CINl($ek$}pyiD^vh<# zTux*6!F;xpu%q~j0Ga!;RW<~{BmrXd;4IK)>_Vd@YcOYh7pL!7n|QA#o@`4E@VY9{ zB8Wl(-`Tn|QA|QvO|5uw{!cD^Cwsp*p=yT>&eFd9wtVi-Pg|RO60Oe6Mm`qxg{E-D ziQMO#ZHUC9{jer;A0K`qOCF3VE!ZRZvh0GpP?=>gnm# z07b?)w96m?(3qr0R{cfUfUrsGt4(-F`kZtnT_IXrIbqf@LL@M1HzD4mII;B{>$)rN yv4V_2$plUF7&8BVuFExXA;eSuz5Rdjb!ola7TZUjQJKo*yF1Vh>?yT9_QT)sMvn#n diff --git a/examples/simple_lin_and_quad_reg/linear_regression.jl b/examples/simple_lin_and_quad_reg/linear_regression.jl deleted file mode 100644 index 2507014..0000000 --- a/examples/simple_lin_and_quad_reg/linear_regression.jl +++ /dev/null @@ -1,34 +0,0 @@ -# Simple Linear Regression -# Originally written by Keegan Go for lsqpy -# Translated into LinearLeastSquares.jl by Karanveer Mohan and David Zeng - -using LinearLeastSquares -import PyPlot.plt -# Set the random seed to get consistent data -srand(1) - -# Number of examples to use -n = 100 - -# Specify the true value of the variable -true_coeffs = [2; -2; 0.5]; - -# Generate data -x_data = rand(n, 1) * 5; -x_data_expanded = hcat([x_data .^ i for i in 1 : 3]...); -y_data = x_data_expanded * true_coeffs + 0.5 * rand(n, 1); - -slope = Variable(); -offset = Variable(); -line = offset + x_data * slope; -residuals = line - y_data; -error = sum_squares(residuals); -optval = minimize!(error); - -# plot the data and the line -t = [0; 5; 0.1]; -plt.plot(x_data, y_data, "ro"); -plt.plot(t, evaluate(slope) .* t .+ evaluate(offset)); -plt.xlabel("x"); -plt.ylabel("y"); -plt.show(); diff --git a/examples/simple_lin_and_quad_reg/quadratic.png b/examples/simple_lin_and_quad_reg/quadratic.png deleted file mode 100644 index 01eb799b802751a2636d4d0b3166100daaa72ad4..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 24521 zcmeEuWmr{R*Y2jJF=#0zr9nCsl@39=ML>}5PDw$!OFE^yL+MbuL!@KV9cS*%^M3F9 zUFTfq{5cjp+$P>vmfj}rBlCNI8b4uQxb4?yK zoV(qhAQwfKeI?Er(~94uy@y=IWH&N|L=qGqi0<^612?=Ti(?Dh=YHubB%g++CV=Mk z{TEEHe};Q05UOPQ);Uj0l#i03;NwNkr7TeBz9LZ5o0>ZxTsn3WTrK0DaBM!@D0^_2 zx^JV)T2eBc)Byqfj4Tg8cm;kc4ikxjPt-J_|NrCv9cyGo5HM@}FpSgg zWbb+`HdAfR_b2cv@9C_qdYz47)0RIDnUsaaE>2i`dwck^IIvgkaTE>+8%7sL8$Xt< zJIi_ITp%E!{;D?DR4Gy`8`+mj;YVPzU6uJN zuv=^NT{++6Z+FD3$K{TGTsrmsX^QrhyD_2X!ql>*=OrnjuG{|jkh!TKQnwC?h{x4< zS18YXt$2wf^@Gu|F)rR_X!9ka)vR^b@9&y5M)^wl-?bYYZi*`cTcF#2paKnNmxID- z?iNbRQ=gj&X=UPD&-Ryz1ss?Ry1vdWPYk38!~xR{R~Qcw6v6B-r9J5Ne0VfpsqTC= zX=A2_)i}kTpf8TKghxk9t6$Ty>E};E-F`npo$j~dWUrq@=xq#VgO`&5bI0_twg_fz z(nv;TSrLnpnA}{Q|NZ;7RId$@fJsfkl8KHkV0u~uhj$Tz!}k}DRz9`g71|_jZq7_5 z;P7|)Q;Ffx`tMyU*yBZp5R?n`lmE9q(u!;&g4t!gBMj>bdYu`~s!ig+ zU@`=s>&{DidoEwsxP4i@@>I%H|Em}$Qr8k%So<+oUWKWodNvUy2>iwz3u zZ(oF!e(9z}#RCg9Av`cOO+Nql=ATcdhli4%wO^r@p=-lO_)3@DTG}i1r?tNHOAiEo zQ$E7j*w~f*xs3&i3&az-K0r&Uo)bPccD$Bi`}f;3w4eHfkuSCpBEXbM7ID-D?k39B zN>-Yf1`qJ2UIKbtB1qsIMUHy4XFO2>@APNC8zivveFzKvx5s&y4e?m|5cnW?L9gPq zbp{*L#Wr-+y1Q}6+F2NO>aa_|^Ocwp5}$hv4IxEZb&OR|hi9 z4vpT6;W~bX;gW;$QrjHn=zTnmTiF{e@JCW_W+v^qO{?$xZTwTT}fzw@4bY!o8x8i;4K6`fuMJ z1o!H}7jIYvGcM$<-g5;xw&k|iv>_w|3=CjlD&=_fe+K=n7V;Yfr4hX!aTVd(o6~Dq zv+B=Mn{R@)&MqJ2zz;t&;0V2@z{p^!$2gSKB56^G31x8%dX`=sL@C5ZQUb2nO zTlJoAhJAt`*@EuO9Kv&FzF_orG-Qg;U%Vxim49UX-V5&IxLb8&Z!m_-bGC7VzS_u+ zyFuerl`8C44P5IqJ7XUIbJz5h+XL*7F>_*78#w%k-pBY7toFNgGMIT;3J1RT96HYl z4D4PYtRQoeo1LrUgfP%kl6>(~)rw^Y5ijHQm)h;}KHk-MgO4-S%;Jx&k=IgPSr}D| zXP2g97*&UJIu)D&VlzzR|v=X>t*Z?pTQ4amPr8XEOn zULmABU%Abv**tIDPG&4cAoY$=xwXNR1P((Ck@Ft;NSy|-&nNRKj_nIK1P=HcLo{lk zmF{N{m=(In93NX+CPWqH=j(%Lj`f(=>eCry{Z~3tZmP?(FrgE*;msJ3Ku5moU>kI{ zq7Z)8mb~EfdhQ!0d=UsU8o&{df`Wp{N|T3l$yV(+6Xc#(`;8#8xLs`I_OK`ce{`ja z@LK9f*A^gRf3j^loQCk9`J4zMe71-LnXa*H>8RS7siBLICelkx>pLjk0Jy~Ypyq+FVdpIb-cm6jjX(jck_}46u5RX$yIX>JI^T#rYy#xW( z4qSYAI=HVvyU%*KqmQDIw!U z>J=TIz~5qWayV$@PI|tlO#ldNjDOcWBm_t(ONjeJH(o3Y*~_i*ybHyY|ryPT?eN*kThk$ewfVF+m}lLV-D*$?efJ7 zljX=_wg)5z2vNG~w|_HS-vjjR=gYFN<}jco>l+o(`mm zq$MXm25G(32L*F8bmi|~1x-!N*0L`0zDOErdIpB2tHU8W5s|bJd65(br5v-J`ylu$ zZaVL9#Xm>Sc*}cpR$AC2h#LMzqtR)fTzBTXCJ%s$lRjf0vE}oPjiE@F@Y{JMSzt6I z_J4o}{c3tf--TOp0%jj>bFd`Nx(rz`ImCHaT#H%+mIf?20p@K}jyQN6Lwxh~^OajX z2hFw=M-n`cMIWbnkdS*2kvlP?8 ztR|(`lX#p8boZcx85qN6pg68k_rRh7TS|HwgHF@;l-Y<7iH@g^zrR6b>$YWZW zdku-(%MakdI>t#*j)^3@Jj16kkpv`j2Bv3ENWR<;dgX9=(Xi`d*rx}4x1BIjp>z|T zZW+wqsi<&d)y8jZjo(MI@#5EeZAjxA%WUA_e9j`)y*Z|!h^VTAo|_z*m7yGVXBC2i z!b0NFOf<*un&R*bhh#3V_g)#l>|_eFtXPc zp1}!vY2{Z{MOha$XF_9;P9HFhT=e^(>=o*^HJ!G{wInz4SA811GYo(ozbd@T$Xlg+ z3^gEI<0!@+M;k~T{xpSPqQ-Zl0f6REhXS2e`3~|nIsu3>PSu-nWJc~oFt24!^)j&_`#sSbGB+k-ey%+Zi~-QcU+faABro= zgfSEOJM2M_QAU)Bi9w%xL(sU=8t;P$J}-B5Y>vHHb}mk{Q;Ph@0YEOP=<5SORHi78 zvLweJm>guzc(N~LF7}@pl=Rw>&q{7F8Z@}>;7%p*zj!T`>W;(Pb6hMk47y|p&usWr z{Xd{v%2nisz43&k@#sONDZT^OH2&QdO@Co+m-l$^IsBpAy#|tB$4muSz)T^;9T7=X*?6=GG zRWm#PdA!pfo6U^qXcJ{ZhZM|}^lm53Vf)f@i!Cp*GhAqA2tWE7YURitH@3CQIP0@~ z+oqK@cjzU$#>2hzXp?lo3)p_!bo9~P2rI8M@xnSXUWad~uA2-{B^zcOQ>oUsJl%Q*{TWcG-@zoNe&4j zIWAz2=+nRHQ`Xwiq7QVH; zTd!ho2X04^`re|i)!zu%5UW@))UMdsa)Y9(i|vcr7ET2&$KK6BDz6YzPT;nkaFMXZ zYC}2apE1A+O0D!uFO@G(VE6uk5ApJJvk)(|9oGY5oJ#D#Whx2xWo&drZVoRi-1uY?kqx@qRa;0LxTH|wZu7ECA4$tb z5>N0=7)}ET%@?@KJ_;ta@bbJRO?7*4aQ!Zk>q;5qbB2vn7mVF{OpkMEfZ)KAIqvEv z$>W>Ly*X%mO*4wB4w#t~H+^-rmJEk<&_B_d(+DroEd>sO{;TqwTOH9lKsDWVddO+=hhrb*^j@Hky1V#CWo#`rw+g=;mtnH8xwoX!9ocPlzN>ox)Cd;28f<8UqT$s7h|zz+cK#m818%X|uHxE+RN^#jP> zcz6hllRHySXxR>oPdx-@T}DXD=w;zLpc!BmA~nYuJndVekS#y`ocSZkh)_U78!mTAHUY z;Jk1rbX?7SOFm5$Yd5X=V-dH9Q;BI5sepIqkgy{PpHcGe2#O#H8xAINeNnG48gt!+ z0m1yl{s@FyldQOZ(>A{sxoQ?X1OQBveyBs7UWHO_X`u{EJ!&|0l7J%%DUU^#@ldLM z90+`)ACh>`+$qo~utswHv_przrAtqS0e%|r$0k(+z5pp{JixGB8$+mYV~#ujN?&w<4ffbyEefIUjtOcZCX>e)_aAS@sl|kU3L4 z?Bux}s6I|&S^OlUKwh9{fq5+^prtgbOvfxroI%MEr4R%h;NZJ9>5<#fE;i3R?45Kc zund|1_5u3Y&8hyii_;=PcOPcMlkA7^v^YxNaz!I}LEoQ(Nyh&fEIbsBpr#D~e7f2T zXiN7+Lh}cgBjBOU^}`&0?IPm(FiMULI(R=L{M4A#JV3AAeCD)9rdIdhWR7P$IJy{K z6HkA?-1QA0#~@D;0O4^s0Ukm|zc~pGmfBkW35Hr`bs$tE@Rea^`eQ#O4-3#v9FD$w zeg5XAX|s|W|E<ITWR=Nj4pS5#_L;krN@H1}KV-oY3 zPb-Lj5Kc<4C}7DH6g(ja_1DfA4u?-&plYusfGrKm9(w=LL5+)nkXLVTuoZ@q2Apy+ zK`UuO^>jCW9CyIze^5x)X$xlz2y;M50z;odq&%o=?%Ok)Lc1S+$d%+HnI4+csVu`| z$-5!@iMFkhj&t`uCqHa~CL4qO54c&`Bh#sv&jxM3Fhv3UDAEircJzwk44`_27yurq1F1P8^=Az3i0_Gx+qF&rA zOfSGtDe@A-y=M1SVfvt`j4yPrIlK7jJqkdb#P7s5n9{<+c@~r1>73Q=HJdH1-3|tx zzJoJg*~jQ0eEh#-qqQr=8lPcHWatB+M$1-~4aw&B>ogIHpjWe|s?30YggswwB>U^s z`cDubn?W=(`wPp8im`cxzS1n-_FH-zij&4^rHqQ)a1d=6q-o)uo93UJ>QmxIvuzsv z9iD)qQ9x~Dy{xybwm!oHt`5NWj(B&cM!y?xeT42Fm16wejcvl$k63Cc*H4}HUZ_>j z!m0$DhVKrU7FC7R@KV6A^yBkMhtt!Rfckn<)YHw^Cd&BilmUySZNa@#sLYz3+Xpsc zff~v1)4(zMG^~}(u~ps^azypw|=)C z3sr|mGsAICv_42`-bhQ`PnUKZsEqsU!~y;vPYBytu^^7qNECwAT*TB7UQkbpc^6C_ zxBDkE(8Ds^Po}&mfN{Wf!+4B*^?;WkZ{RdDT_g221|&qo@O-7Er2yZXu;s6pSLdoa z&VG(6-~S-^tf-`MeJg)X zb4psX@lF*bwo>;HX8rNLhfzhn559L;rKZZitUNl2*{uJ3U8X3~(PnisDyxLded}0y-o75tD{U7s5fWq+{vL;ix?8d8`ET%ue$;EvWe} zPXt_C5tTEJ*LWPIA;YnlJHA6$ItNr6H&|d*DCsQ|$O(N_k@fs|yW+)&vt-X#*)_n_V(pH70aWAr(S>7EJhmh~%=wkp(knNQ z>$Bw^W*zlD7}AXPSNZPq!uOjzMf`JG!Pn2#;zo7cypbe#M7hJ2@>Mu`3+e2zRQfQ!TXZ7JsvkgYC# z-=83B?sR$uwKja$*v}qJ0TuLn2c|dF4T$$7*@m0z z9sPRZM!y0_pA0D1=R;OKG;CIsvu=mGC1J0g!14w`C`Z}9YWkgXgFSN$Xe@e>!g;jl7j}FpqTfGoUojC<>cq`3G9bPLQ-bKjQ)DNtF z;+NXcFll3mKfVw9AMlit9oQ4KbaT1XhL$cKHmA#){S-cF45vTnwfk>~gh*H#OP98Q zBZ6qxyF)UN$(_h33#U(Co*eYOSm!;}if2n-+Jcb;vxS7&fSSFBLso?J>=`3*r5Q1( z8?mXRoVn8h0QaLO53n8d_VLj>A1iifOw>|*31ZGqH;+Hg|CI@=-P#l%!UOlqgNVMsC9#_sF5p9;P73lK<75|su=Q5Byl>Bobz^1BWsBeq-aP zXxPmsB%r{*+cKwZ1e2`)70yr5X|P$50`zeQ!16=hXyo0k-bm_Irpl3wV2%0>yZrIn z_jWt}r3Db7FdFiYlEY{qVbCHb7S(at$R=nwy@a+5%{eX%tPUg*gGdJ9;}fv(2US~% zO)o>Pf|624GM{ZN=p;H_A5Uxm${E^n>+xlb4pfJIAT36wkRXb`aK^fTAY4lmj-cZOzy`l27Ogn)|X0A)w2+kqskp`0UQ zGM)%F#`I#qaxp;UGbrT>i(ymc`tSjgz;1wQZ*Q*!X8hRsZ^W$Kh-@QZSO;!En0=o+ zG%-2~Be7xRJ7|^G9G~Nm@mp=?=N?QNgmJktgA85Oc=iN~7;!BHt!5rnk&2t$-4L6N z>^Q}@Z`%%5`e5Y~jP_39w|~Fb>J7@D+Mf$81qH!iuGa17blYqWSNmOufFlL&nO5yY z28MhLT3|;|T)NbIxPp*6;`1QsX#wKvuJpXTKw#1|&zr+E7&RNG;}Rt7e(?)*ym#xj zSODKX`UH9jI?0eVYMhch#qrHR-2b17s@7;GDa#&tC)2( z3<+QU%8@12sIia*cX#+>V^Ihv2R)?Y0Q~@$lWk&$pyQCoe35_wA9JfP%e6zj{nmI97dREMF%qpYs_me{X!o;%(JNUw(^G`4pmCDrdb&%c98Ju@ z;U##r*8zJkD9TbLsN3x)w7bSsbq7FASbd!MP>$Docvx{z@UY*=^VY`)ak|o^Vnpu{ zR52rUw#L93bK6ixAXDJ9e$pS0z-iph(|jMcy}jM!;h3zA;qt=gpUcZRZqA2150)uz zYjw`f`c<0`@L8JA{(up$uG}t8p+k+%hiWYz*W+udB{~CtetzMDHXbHk3(-g_IvEXq z2EeNwxpqCHv@k+Z^Ua_alXiXde3L8mq#jHN2n&9%Uy58GjhIcA0zfy8u-D62!sfWE z1-Urh5>MhbhxPk)FQ+GXFSje|_B% z`ViuWumynAR8F^)$>5JmF$h}gD9E|rh7vdf_-t2U#s)1WSgWOr+?7c>mMJ|e>+|7| zNE%p;oXE9Zj!Z&%l{mnq*)?&x{+6BsYBpT%{C`1vI3oH2SiG_l)N?z(?Lob2u+;9y ztQ881_6|+U7Yoh5@*nmmp;bFdxzav$g%Oh)!)O$(JT2&#+eq>v*t%EmC-EgWI^YQ8 z&15OUpfKrpk@s3!0INI0c5v3wdssa(EtbU7@$JP6Xcvgjb+)i4x?uRD5=~g(<6eTX z-i_PYrfNsAgp@oSLJ3)o$SSCy;tJv&c}h$Rz>~&K=a45(b~c+cM`bHZkRN@rmVN!)X{Ty2`Y`h=M#B>ZPFVU<9G__4b~I7Cy$1k1#| zQbEWdJpoqF&=AHh;Y&`nnL7c8R7vE$pCjj&c8%qagAJmiD=aB1j@K>Y5b@y9%6NS$ z2Bj}U1N^EA1EX)m(87T>T0SCw!`OkGf6wJkTO#MB* zv!AS36pCsv+cGROYodan>3-QBLL44P2=K!RtWe1cISCLEZSnY3VQe)n4r^mj8}h*C ztrip0w&dgIx0kfg+I;D+9YGDhEK$;ok(+`VK!GDKgmSq928wKj`2@$WtrE1QZ-BNJh?ny&mphbh)DKEOpg(s001Q73uN|bMZ*Lq+$97i-O2J88VFV+Y$iuBX z?Yx#k>1H-d^f~M+8Em9fxP>YY=3T8WHcBnD@r1wfKidwb=JJQnD0Fj^(#`Em|JR}Q z(Qnv<%HWn}ey1vyCJacq7iWN{Y-&*zBnNm<5nyf|S!@76K_PQL^k<-xUHxbV{DGD0 zE!`JqXL}us;cd4UCE$sFD@2IGkwy{ztzGcP%SUm>0d6H_0z%0x^tR0(d+%~VOkaOw z_rG=71B3tRvgb5;XKBON5v{C@vT%kvI)<{8X}gxQPyxf+*dfQ094z@Oa05uW9FI}D zZ8uor2`7FkoCEm!J150V-`s!Q(Cd7@qBk|>jfSeZLvHq#oQyJ5Bx5>NDJLK8G($y6{L>6HrW4$JtrjFh-kRPvdNMB%eybHZ&%Ya%gFB9tS~b(8Y0W29 zr;{nYb7k8p?d5aM@0zgYe9dA^WGjq-X0ZE0(8jkW8b-c%wp_a4G2nVT$Cc{1IT-<@ zCj*x`kq&V2!pq}PC4f-@!eFx`uQVB{yfk<1bsor(Z9Hv5Gt;Q~>Y>?*=}rG)2yN1d zg(k^!8l2FN9!^S za9DrB$k86cane98BwKH}F8V!u(>Hc&kyx6ESel;Sd-7d_YskIEoVx^>bSV1~ycH@L zCDA%r#%4neV#nz`rmT6(*|t}khj#tmE~%wi%1*bhkf|V#n?#QxF3cN(r!|P!5p(1N z)R^v3%2r(?_!=Xj`z*d~7!a`>>a=ALgf%U)2u?wDvDjvHI@eYtZu=Q`a^I`%rB9Ac z_2t^mloN{|Jh*F&*4ta1Ozr)6xVN4Ocy;cDrWz4FHjEJ3k1Q?veIhNQaAgX2s`Qf0 z?%PP}s`%3d-0Dg9V`a5ch#X(GGqeS~{=UzSy#cc9I&^J~v(a4hz*`JgnCN6G0Kjvj zuJ&86kVR1D!jp%`uh5)f69 zIsmnt+w~SmNryuxVC#Si^Sq^%&zcj7Fu z0dKJ6Pcdl`C7XHt2?7Q8S!w>_ndUj&4Nqt5J(mY7OelZr`Yj`5L0S}=hJ9Cb{BLljw%pbXL$7?iJ-T$j> z>(Atlmo|YH|0FAxo|uSTxoPd?hE~Ip%!k7N!5Sb3V2}T|aKV5*1#3^7Ob%!NDkR)) z5n5cvynsxrQV~%bIG+j(SHO_(>9hY`9Fz7HGYBqe)qt@+(u?b#*^&>pf!j_ zqxj4@=vCr@pX!RkZ})Nf`rp(>vh8-+(bllv+YWyq&O*p5%KIjcRI*cMsHJ#ejjr-w z)~1g+*<~~TICTqXMI=D?f0Q=}IXbpomIu}uyuGHVw3w@O-R(Ij_*cY10Zr6ImCsoU zM52-303H4aAKy>gpIS1s+L;rJ0_SuVN#x>w2q_vLcDB!(NeAaK<7!FV;lT9WCiu15hx1vQ-C6!0SU+93fA14D9y*$Yqv7y!LzGN`;B1AyHK(4tJLU;<3~1Ns(`oI`?~+Ye|Y zr`s@DLAej=fnR1GSNp*IUCSGv0XJ)C1iVY{kDWn;gdILg#pzzjT4DNpm}K^=$c+;Y z(5l=3DeE|?W}OWU(4XWwLgy<%`(u6*bUuhUK1gs#$50!l6LT*1GNy~;Ivu_Jm_Kv| zs3?QQ5aMGOQDG&Vep3Eu5DS?PSBJ?Hxjqq87!4Gh&IV9;be9|U0eSEZIF55K3z(XS zMPFJSkEwFHU)aG~Ji-9{9-j{(2Hw7qj*J9YDC6zfhCIL_`qPy;P`fHdKpDLda^(OL zIvZ{Bke=zR3Zsr#E^Y}!QPAdMPTuSv0-uw-Q7VrH1$o*p3bJWe>z+Hey~rW&bO zN+QeS5U6{`i?#b6$_s+Fahl9l?3F3l1fji7(l$9&XcOV{q|=S4#?!B_p0HFzmWLx` zp=jIver>lo8U$ojznk4%=be_ZbL3K_fDRCp)3^Tn68vxHy`YX;1#^P#;R%Z?mb08oxV-S;}OT-jn01w@|M<3imR*6fv*xU9{S zHcOyq!D%|lc45EK&eugQ-NK?x1aj`aQ={R$f}#d2cV=N7gUAj5_0a~b6Pn`qGKrh{ zQ0G4a1JFRW`P|`%eqR(C^A#9-P5klLbbU@>{kZnhqV{w?7Lx)JB`pPnd>QeSZlZfs znMCpLlwUKEnAh>dMXSKlmSH?V!}a!E+yzw_E_XtS1Rgv3YfMbOwRnSdAYTP4);S+lMIn}MnHMSiZ5z30TaI0!zKxB*iKw$9 zdFH*^e3xQWLBeafoGWF-c=hByZCnh9S6PqNup}@Nxv@LL0)ig;QXZ6e`T-ctpbX@N zr9XGODA0r`@*fBT_(?3PsGy_6c3I|Ry~jKuNrxiq7n!wPWkIIpVzNiX2D$+2&ldNbQXaJ+t5V_l{zj$Y>eQGqGP3XM+Nu1=8lwz?@xQ zpV-#q@>WCnb%>tk9RIhB^2ir`u~S1-`8~-9lGdO@38ef=x$Quf0-Xo+`J^&XTLT&2 zjD>Hi(9#!OEF&Qe4mSvp3Z(-f^Lt^Dk*9?8sIEjyTbSOwq-T(+X8^1v7QV67JyQ7`5{n;KEg*?@JO*ng&`<6 zr&8=pYK96X4P-#kur?DNLF7`VD_3elH#WL~XKk3Q;<$?WNnJ|Yl$E*#e;33vy2elFC%w+0UI2UPEg0I<0lh1%fX|ny}p>N9DHz8ht5*v~8 z1qBTV5{d@Y57=ytel48tHUM2gbTsm{=RkUy5ZV8dsTA~+?A1UGe_jJ^-Wy442ep&u zt-xbX!K+QxHr9)mj z(gLzBk0g6f4ZN#-4i!%d6PY&;3lJiUR1D&zR9{@r^i2&% zf2h|Rt!FYG>`wr6f{8zKWZ6vL?X3)@2cQOE;84t0?v?FWs4ncz5*HNYArU;cY7!!k zRE$8Nmj1hjmb=w_^kBOJ_h=hkJ(g0&Gp8fOUv&5(GDgGN*j(U4NV)CgzfZB(CW-pLlZ@$ zVgdqn-^$yf$^?wuPH< z!8Mm{DIg+T!48Q*xqRtjX3fv^-Wjp(FbalAY%eZtj0(xH{!AB}~tPZpl zt8`J|f&<2+1_9J?&sh;g=+85qLY2nWuXKrFC*ub1ogPB z=wGA-QfKoc1(MiZY_!R#^UUIz&1k9-JujTeVqr*vX<=NM9}%K8+-p92^5Z?INDe;r zEI8`EcWa&*i)#Hq*}j&WDy>++>Gd(Lc@HI?m;EfKq?GNWg2)zAoS|f|o4x&usPnR} zcA?YOXa*3(lHF{axbO+^%QC##9h)PgS+FRlpQZ?OM9HIaQkFE6Y}<<%h0x_o_sZbo z1A6G!2ak)5z3ER@bM{~tr31T`LrAzoKt*abSk^UMB2D-PoAiw!d5NR;KN9@yNwhzM zs*%HfwpG&xe0%`wprH}o{H1FvFG3@S<&nd|Pg8Tc)C|Nx-}@%aABZ@jfSs60^jbwnH_1zU-6;{ z|LT#~)QPizA~33;AP~qWSr}*d34&g2UN=x@lg8bAZ8c40n6TwEIn&pl-&e2Ng-Gv17UzLL1d?!}bB^fvb1dv8q?Ddu&2#`iJLur*jz zimRSUgiR<-XDU{W6DiD!=H*={_%OYB!AO1eOv8$qdK-1>u+GzsL*1AoN@n$P;J_{U zP)O3K&()|o%1vis=wQq~C@3*Lxk%M`prHIc0pvL<7Srp=*W%KS^9%#YCILc%C-Fz4 zN)B~>nidfm8MDQBq6SfMbaRer+S!(iq7B1iW2zGa2Ci#nXBbrTtz}Zf4ZQp{#l z$XM#Krfuy@D_Oj9K9l3|($c2*ltg*N~;N5j{sCi^0%}=SsCzAX78i(g=8gX&C*+at8mZ*?G2qK}~&a>+kRtNf5 z6UD=Sdro9Jpv}^F2nqt?UnLR}9OBoKET?JO9HG?@`=4%}iKMjfktWexL-Xj}rwa+i z@*v+xu-be+4G(A4EL6{Aymnx|VJxW>t0=B7Fe)5|d`t`u&RXf)*&D1d-sw?*)`^>r zv*Gq3D-sQN{GjU7aepMug?V-#&js;&6bQW-#Jf#5 zWLwST+J#j3O<1fyZX5w??C{7OFrd5LRV_9-K)6ujq3X3Ko5Mf-{cl~3$9{#YcUUPX zD10;N@ZWIMbxWryw-pYiSy^5Cw3{P)WC0OnW=F<6_UU>m8?V=8TB6OE!mIE4;!S8d z-903TB)`i$m%SGa8DmJelT<2co)#SvaV*O64{BE{hAO#5bfeN-<(~fe^PELk=i$Z4 zScyfwq@SPP*iEtN&?(UNX+$OvkFQ}sLh*$t^8iu2G5yJ$NWEd4n{9Z+98bMbjfA~@ z2ZOOdP;faUOX=s&;E+HC>HKkV9q*j}iPGHExSYb*vzaaz8!G(n)2TyGIhBIH6gn-S zLF=Vkn9;Fy?nnAdUK~zUxa=(4j%SuP5h)=Zz5lzm+Pgr^>o0L(Zeh_qgbzu4f_U#` zwd<+HK;14s*~KQ~Ytl?k^04V2KN(hrrH^-v)5c8ieeQay?U?f1I-}Ak6#L0j@oAk1 zH1blh%Gp&*r%tqTY0DdR2byF(5`IWgZ(5;P@EG)1`nu&xcRiZ!rAW&T8neczVnl?p zm{gd@_0c?I$vV17*p85r^NJ3ZXWs%U|AKgh?b=JXYRIqW_eJp{8yf{>C8bAn2UAAy zrrw-+NGhG|jt#h;#_Ft+@d)wJiC+icjJ1edKhM+qvo9fX5rO^GvQfXIEAT#d;H+y& z3aesN&*lwn^mtA{#?>BH$vw%qK5m;>35|k968@z;+>e2cX@xqQS+4eBv7d^mH*lCI z?p4U}(b46pSBP^R9~3Nkx_C5atXy6_j=Xjwk9|js;c-4^h;7Z{i_U zf`Cb6s(@qh%cpJ$Sqsw2B&$u-_|TbL;>#0dbXsqhd%z`!v&tzC7JVK5Tx7>d9j?t- zFM7*;RGa%eJbk2q{5bXP`5L5y%T!6%-urdr(3Ztu|0t()ES`-5tNFrJc1Y}|d}8K3 z{4F`5^oC${O-hcPzNf|| zFTy=IWV|9T!IdgTgN*vTXex8Rba>ihw$MDcqv#X+fXqC2XG1`$W?wO;FXV$oT>p?% zahlqJee(wl>WbGKhsFaK7pDY-q(Ik78Wo{WaT6&W;=Ijn@RjV)Gff~zmNUtH)X;SQ zGL+ru{rilet^meqEnXBZ?+_q!Qy$fH;np_h0dwPU#JF}u^I~Ug0uOqi=qTPg8 zVOKpqJ)@^*0|OaJ_n7y2ejQ$3KG%ZCz7sPm8RJ0?clq(1YT@d=!vLBSk3=9&f^oT1>i+k$KOtQNf_zXl&nePn;} z{FU4O#Jy+kjW$C@I z?_Fw6e;?4s`~Jqa|x;>vX;OgX^Q0c^gTV zW@jH~#{DA_IL&$4J5N|b_75+meU*Bkr@1y_AM|8G64Zyk?Vlz$4!KL)4>e^WJg-(| z<^k4*s**SjT5nacKI1Stw=r-zt!|k7_99nSF?Xh)mg~^jE91&|+r3ANF7xLeWBfaC|DZXGebT zDIRPgVvMN&V8Nl5`;Oh7fgUY? zFAl=mZcx5)|FbPCjvsTs%Aj&?=kfy!(Xw+4o2g7$1zgjF9-Q`R6XcZ%Y8bXX8BJ^) zOlDs#@#LcA8k=v*6y`czcd(T)cjJ~Tz~mnDdjh>b6%-U?r1d_7I3ZlGSWbq?eZe1m z)quMK{l-*YF~UhjikaxR-ZMRzSDv`VqM`IZZ-kUY_ac#KEP5#!U4XH<36k z^)HE{H>I9*S13))k&@8`{pizA1Rj?Z>s*ovgw*Z7nckip$mh z{=PDK-@=EPfpT%z68iJz1N)$eh*ebO#}v1mJ=8U(_@i1ey_mS~2tRZ8;jHcNM#boU z(esZ$ajmSU>Zi%?(|a409^A$fuRxeqrQHxxx5XmRFU3JCG#4MI!?C(O6amIaYu2pr)^u#$J0T5X2t5?vII)Rrk6=RzbB8czI+I4uK@B08CnuS7lZzg=doR7AL+x*nsSU7$V;o{vk(bbQ=VMZQ zw6R(*oyPolp@&5l5lEi4qTH9xp~1l+;OkHfST-xWBs%SWd-l7#bh{PnaJjf6HIXxv ziy@V)|MvZb@J)xx>+@I0gEtF6(pa}u+|Uoc3dD>BG&rMTV~xP~wQQW8G_QJ{3DnoU zR;DvW9SMA8<*-}Hc&z1=?r!q%VW@iPx9EC;?1&`-quJD3<4GHH2v z&uo3><767Qlc}H>?=F?gPJa*ycp7w|x>}@gn}_T>g=|ckMyY@ASq*ve>9JAY1hmis z+G}G$aSs8a3-^`JzvI~rWG+v32EZ5G7=qu2>EE8J2<=*CXKg;q7@Bc)Tz6b>uQ~d7 zCWK*S#~Ij3Yzm#_Gnn_7VWFBXh;dISscnxJx$cP<3z#h~mMImheYt_KKjC$9^8TI9 zMWver%L3lX*vN9q;}$tXAp)-a3U0BGm+HLV>isCe;n258#j?cJcJ)_wQ_P zmiW`*OO3B5wllp$6<0wlUDCos&v&)&@1B^9^m`+r09wLex3(jGFlDEMhL+?oX@Tev z>KV|ikrLG*g7A&yzUWJF2znGyr~&nbQg)ZY_GB3?3(H`#h-Y)JyITqx^`aZ@jkQ2d zUN_F~`c)ExM6Qap=kd>b;#GCZI%;MgnHjJ|*D;N89h^$%)Lfu<6U>zjV>J;vg}Js-m(dm9b2E#L6BdF3}o`S@6a9L>7L@<_bvRqxCimxk%kL34VG_64o7b|+9QToB9>y9O`d;5dF zl{NR!NV3>!-74L$HCH>&PT8(Ch5Dg(C6d2$-*C`A`;%99tYTne6S8kzl=Y^C5JEzV zD6xKzQlG=yX*dnB?Knh`egu-~`Ujs58HUYl9_@YVnk7u7f7=)k|et6^ljrMu?N=+oY6`C1!?Ti(8kmr@6iF zN5UnFiZxouS^sFz8OF1kpKDekDWE{>Dc#d~J*SEJ@9Nf~7~9YxI1}T=LT0GhMVtdwGZLNuqn-1NYHHi|_y#8g{r^AJF7vBJ%=^34KJ6%QPuS}Fck~v_Sz}~#W}`SR zTAOtLJ|#MOLy>b`?VC{$q(<)8wd*PDE?*GZd6RXk zOFd+r$YsNIQ|oB5tGSGsy|_$?jYAa`pazM$`#V3@hBJ0wHY=$^U+VRANPHV>p0e+& z(w^5dTc(^`Tpp*p{iA50asCrb7+0Fi6kz)EQNhCdRW@@J_vIX%&v%NbmR=naLRo!j z!}c5ARK<;+KrQM?f1btIa#VXE;+B~sbzDrCHoe81oUd4Sjht@0y^&J%G+CJ&&`dnYjKzbNlGu|9H>VboEerH$fQY%KHYoS=$z8{goH1TjpC?|5rCFrOsxfjF!|7QdtYpK z!wFQWjfiT4WvE_=SrFU3>gJ|P0zWFc$j9%Ho!3rGvd-6V?7cpUPsAT03!(9}q4vPZ z&Vp8n;=q*)6)Wt*O203}k0;ldjbo>Y`4P)5X;Ec1j1qbJ;IN88a;ok%e7oACq`Rs2 zMt=HZ{hJqS!xqy}l0Hl`EiJ}_qt++l7v{4qw(mc2bCX4!h=SMTXt2cZcU$!Z(wDUO zF=sVE2yiM}pZ>OkTEIN(YfBMjNGK2AO53hjPVYFg+)q++Evv_yXS_bvjCDy`9 zZFszmCyG1r`sSixL~WZ>`kc$RaVyqaPXGF)s!W}{CNr-QGp`Bj-P$3XXREzbp$n4T z2ok;B==qzGqN+Xy5U?shQqRV}Mdgt^+}sW*E1z)=Urf`@if>e>-_AhO^WTaeR6Y~3 zgr$v+bVo5B-wgO-<9?ldUb%UA%2IPOvqnPu+hy_YQ13jNa*g5Jr@stYl@*7~pZr}X5MU`ezO-EG zkE|1s(SJrJlNI&$VuCw52nU#H=TB_am6bB^i|e{3&>SzuA?(7+qofp3f4SB<5gv3> z(+cx)Ma1R8=MxqN;|Q#pij+#f@Dm=b-7aCc;tH2xY9YD7n12(Jrrr}C3ub+xtCy-a0BNj6HZuPEqpLGOZGr%{|pT1-N(BX_Z$FBI$eDD!W9?^Kjj zICn0B9}|uVRSH;$LQrO7tpw|z4YxUC^J96xewAU${BsvZQaENIG(u$@IdZ+s#VLH% z?9)RUS2BY-+?aPpzd&4_Gh5MBaakE9AYXHDBPIpF8JS*8$zdASV}wecfszM~{t zHMEjG-L1lUxfn})c6ef{q{XkFR;8CQivooX=aGDbZQyZ~I4-n+@V&SuoLfXcb!R7| z{yN9;@4n}vGHrN81oPQ2MZnX|)%AmI+nhGxV{s)2|G#!YC7_ z6xaY!3;y#2&a=$Ip9bq^Roq6#EKC!-S;i(k7fGpZBsR@nVDqYB$I4?^^0z9-6iJc>S4yFG_E6pP?999UhrW~1~Deg;2E!qc`1k&+ab+kj79J6IsqO=mXHm5%J&iC4s z*33hpchi+-${Mk>9_c6k!_!Obny+b;njnuWnh2t1i11k+pJG;)va3qIPeICFoh&R% zw!YvQdP+pP+&O6WFn6U}r9Wx#XZPlxyBsgpt#W_g5F%3!?B3FvrNp&g;eIfH@=~uL zSJ}#nFcd^1aD2ENj;@59Noox0JF`}A{wVwbYSB93J)HaH-tKRW&ZVw><Z;-gXXOzn%Cf(pZ&GE>jR>gH`9Z0 zGE81!=^M`F1kw(7ZvXYx8%{pl+4ns^W@)#e6PfjgDuEul#2k2ilZ_UD$4S{W&bRp} z?k-D#_iz_C^2vYv)|y#Jp&WSE&~QLb4m=Q-2{d^)SFa}gdP@ozbG-Uq1xu)Tr@G>B z6&`KUO4yonxh4q=u*;|dyGe0LD{wLu@Kdww(5Y)G=li>V`H?zgMKL#?N3KUexus8GozBv=1CG{G=o%QlAf29>ge!T& zJ;zLmNb6F7+(|J_lJ@R+a@ z_sm@3g~n7ABN;H#BnmpYGuWDd4yb3?=uL0}FPYN*)(!4t^6QJI8->Mlz_jJrmZfK3 z>H7ev6^nq0qG6@sg9BUsr&{p-Lbb844XciikMDeJw24;*+S%DjXyS8NqrCoCJfJJ< zQU=7KneI{}(?rRRuP;0T2kQBXoaj9s%Lfz{8Q}Bb6_kLCphT|!2F+%gkd0g~{9fvV z2L-^;;?;~$jI@IVh>aFXbS-E#nFI_)NA%|Ho%GP4 z3g55RrKP13>c02O%F24tC=t6-*OU&%1cBxof(9 zq!=JDH1D^$aDf80EYc*assw@sw{Qd{rG0L$Ubg@TOOJLcnP zhq?%QF`Z)%Rf!K&jCrJ_-5RHZgM%S|m+TNVG_}D6jJNNBV$yu8?vJQh@CR147>e)M zv4a94Trsqc|4{UwfBuXD|^y?gh(yNWYy zOPq?pV%RrBw2XT-7VSU}sQ^RM5J3wit>i$Wb9#JWgD;`D?)T~zQa|_rS7&M87r;*U z^4wo<5~ll?ZA4^gu-l?g?vpeslsG50Gljfm%9tIaIEZ z>!2Yhi)K~$kcdPgb>YeaG*V(Ji8N+nhrAhqp43x{+l1vL+*dJy^7Jgs2Y3QnZ?NC- zqQ-LHb5cZ7Gbecd+XPIVI$+IXnxG~4qWbEXqN3sn6%~~aO-=3Kt7M}K42P2Mwm=If zM@L61l7hg!wGe_NH1<|s4V)V>|0ba73apI|SZYu(_hvqOARRib^6A0R#!>1vGz8J+ z%9S!6?1UGq3ZJgi;I8~kvC7@Cdv~E;D8~~(tGvVlyt${)ifgd0H;=)H6nEIZ+>Ezc z@f!q{yaw+_y7{-=OZ;O$`l7Aajvbz#GSq6gvov^c2bC^7ub*L9Hu9pc(I0kp{nwZQ z8~uk%I<&rWnCE1dfdB6lWC)f3=5lFWrr>!}I4zI42N{5W^ zS(^>2`wZplECeGLSS?i07=vZ#t}qlHePQ#Tpbe!w%zG>%CMGrkoZEK56BeMcHRIzQ zxkNJbH?y+0N^){?(A^Jdv>1y+LiGgBT?jP$z|{pWwab0IGeimDZ&5D~tEt)0g1+1O z`}@bV1kLsy1QwFHf9_!<&=Xk1c`W);-xNU$4_gU0LE5i1!=`o3Sc8oo(ivFy^f=wP z$##H^Rzk&}sp)?VvR@YvbjJw~@PZbTUBY^@=!d$&WmyrcUXVlVHG1(z6QiK>dNc%E zvq1FQRVc8Hx=AL?5(s-tphT7fOSr1#x)6_#0dlMzKp1@eAsKHaV(O{>JJ!dxXn--nxC614_Wj!XYf+eljA}fEk;tjJQ@MZK)k^S z2!ma`0nX6?mM2JxMw-1LQ$_K&Z+AdsI)TI}rF+d%x$ajPSb`PY|M}+#x$+*2R@Ekn zl6IqW9@*ix&{RI(5|wkLY#BU)doR2={q?NCMqvo0R5@=bbErHC`_mzyd}pIeUJn{a zFV=%Mm6v7c3k(bGu;u5_zXG7g+l-4E4#Ns_8)G{$ST~EI_D)Yai8ISC1Pykzo%AFx zdx2hj{3`oeQe*D?SR2h!?9FKPSk~tkZTf|vS)YPN;?1t9U@#Z~ElO46`wdoZvqoR< z(O?IpI0cW2wZ`@}>8_6F@{&96cOmZuj<*{^6YUCLVn4kuu&D;?bo1W@+rG!VvHbsD z&QZ=jJ(F#_{(CJgIoWd1QINazy$gUwl)~bg6EKlQ+X^E1?NA$9KF!d$TugF~u!FGF zz_y=)Ih@YhKO73X_hO>2>tqm5Dop1QqC=hd+OkWAhFsTHyXu$_4H&7Afg?#O?_Xj!AUXc<-;-3Y z{kRC-#L+o&tpZTi;{H3-n0-11(8h9_%AFEC(*Dwk$QJ1WHFfzFt))kS01)<1yZcnhtz{L!-+cO zFzkX@GtQ5+3BijRJx7p0Z^)Pu+5r@h)Kh^Ip1&{$UE8z!xr_Fdkz4w|mvI%BSj=~d ne2Cw_i)!B2{uArwZ|ef~Prly3Ds4*T{Q>jir;Uq`UA*xxqY;{K diff --git a/examples/temperature/CRUTEM4v-gl.dat b/examples/temperature/CRUTEM4v-gl.dat deleted file mode 100644 index 6c2b99e..0000000 --- a/examples/temperature/CRUTEM4v-gl.dat +++ /dev/null @@ -1,328 +0,0 @@ -1851 0.757 0.333 -0.511 0.464 0.056 0.079 0.342 0.277 0.196 0.643 -0.109 -0.181 0.196 -1851 3 3 3 3 3 3 3 3 3 3 3 3 -1852 0.166 0.186 -0.042 -0.813 0.409 0.459 0.517 0.095 0.166 -0.201 0.126 1.686 0.230 -1852 3 3 3 3 3 3 3 3 3 3 3 3 -1853 0.675 -0.596 -1.249 -0.460 -0.194 -0.174 0.362 0.282 -0.317 0.062 -0.500 -1.150 -0.272 -1853 3 3 3 3 3 3 3 3 3 3 3 3 -1854 -0.427 0.207 0.175 -0.330 0.383 0.082 0.552 0.334 0.131 0.617 -0.487 0.310 0.129 -1854 3 3 3 3 3 3 3 3 3 3 3 3 -1855 0.020 -1.295 -0.523 0.379 0.180 0.142 0.221 0.083 -0.301 0.287 -0.431 -1.540 -0.231 -1855 3 3 3 3 3 3 3 3 3 3 3 3 -1856 -0.277 -0.713 -1.209 -0.061 -0.574 0.183 -0.395 -0.300 -0.575 -0.572 -1.397 -0.153 -0.504 -1856 4 4 3 3 3 3 3 3 3 3 3 3 -1857 -1.081 0.203 -0.685 -1.363 -0.964 -0.320 -0.036 0.101 -0.329 -0.398 -0.717 0.560 -0.419 -1857 3 4 3 4 4 4 4 4 4 4 4 4 -1858 -0.003 -1.310 -0.723 -0.395 -0.377 0.111 -0.168 -0.348 -0.351 -0.080 -1.719 -0.371 -0.478 -1858 4 4 4 4 4 4 4 4 4 4 4 4 -1859 -0.156 0.148 -0.034 -0.176 -0.021 -0.187 0.018 0.008 -0.535 -0.180 -0.316 -1.036 -0.206 -1859 4 4 4 4 4 4 4 4 4 4 4 4 -1860 0.106 -1.067 -1.486 -0.533 -0.296 0.001 -0.280 -0.068 -0.282 -0.348 -1.218 -1.536 -0.584 -1860 4 4 4 4 4 4 4 4 4 4 4 4 -1861 -1.899 0.202 0.048 -0.774 -0.980 0.113 -0.141 0.029 -0.323 -0.277 -0.691 -0.438 -0.428 -1861 4 4 4 4 4 4 4 4 4 4 4 4 -1862 -1.221 -1.272 -0.444 -0.318 -0.180 -0.395 -0.457 -0.702 -0.367 -0.517 -0.972 -1.115 -0.663 -1862 4 4 4 3 3 3 4 4 4 4 4 4 -1863 1.068 0.418 -0.369 -0.308 -0.230 -0.381 -0.471 -0.255 -0.470 -0.578 -0.367 -0.363 -0.192 -1863 3 4 4 4 4 4 4 3 3 3 3 3 -1864 -1.350 -0.583 -0.494 -0.738 -0.621 0.097 -0.077 -0.477 -0.304 -1.297 -1.263 -1.225 -0.694 -1864 4 4 4 4 4 4 4 4 4 4 4 4 -1865 -0.131 -1.306 -1.385 -0.179 -0.168 -0.211 0.106 -0.351 0.236 -0.595 0.023 -0.542 -0.375 -1865 4 4 4 4 4 4 4 4 4 4 4 4 -1866 0.547 -0.509 -0.897 -0.226 -0.729 0.034 -0.037 -0.506 -0.042 -0.818 -0.628 -0.374 -0.349 -1866 4 4 4 4 4 4 4 4 4 4 4 4 -1867 -0.711 0.560 -1.827 -0.492 -1.138 -0.270 -0.341 -0.184 -0.104 -0.109 -0.631 -0.962 -0.517 -1867 4 4 4 4 4 4 4 4 4 4 4 4 -1868 -1.348 -0.833 -0.208 -0.664 0.159 0.089 0.423 0.098 -0.354 -0.153 -0.980 -0.203 -0.331 -1868 4 4 4 5 5 4 5 5 5 4 5 5 -1869 -0.166 0.827 -1.125 -0.352 -0.444 -0.345 -0.167 0.192 -0.071 -0.972 -0.613 -0.415 -0.304 -1869 5 5 5 5 5 5 4 4 5 5 4 4 -1870 0.103 -0.959 -1.112 -0.446 -0.018 0.185 0.123 -0.704 -0.318 -0.482 -0.149 -1.758 -0.461 -1870 5 5 5 5 5 5 5 5 5 5 5 5 -1871 -0.997 -1.155 -0.007 -0.335 -0.556 -0.396 0.008 0.110 -0.593 -0.604 -1.268 -1.203 -0.583 -1871 5 5 5 5 5 5 5 5 5 5 5 5 -1872 -0.124 -0.498 -0.624 -0.124 -0.044 -0.089 -0.132 -0.422 -0.194 -0.177 -0.504 -0.789 -0.310 -1872 5 5 6 5 6 6 5 5 5 5 6 5 -1873 -0.031 -0.629 -0.530 -0.988 -0.587 0.203 -0.155 0.004 -0.398 -0.422 -0.918 -0.020 -0.373 -1873 6 6 6 6 6 6 6 6 6 6 6 6 -1874 0.256 -0.469 -1.071 -0.670 -0.840 -0.404 -0.248 -0.388 -0.201 -0.250 -0.806 -0.388 -0.457 -1874 6 6 6 6 6 6 6 6 6 6 6 6 -1875 -1.212 -1.581 -1.624 -1.047 -0.254 -0.195 -0.324 -0.298 -0.640 -0.814 -1.263 -0.888 -0.845 -1875 6 7 7 6 7 7 7 7 7 7 7 7 -1876 -0.270 -0.228 -0.458 -0.374 -0.745 -0.082 0.090 -0.172 -0.216 -0.446 -1.265 -1.450 -0.468 -1876 7 7 7 7 7 7 7 7 7 7 7 7 -1877 -0.317 -0.046 -0.637 -0.739 -0.885 -0.069 0.146 0.185 -0.384 -0.561 0.058 0.098 -0.263 -1877 7 7 7 7 7 7 7 7 7 7 7 7 -1878 -0.342 0.404 0.598 0.369 -0.435 -0.114 -0.095 -0.026 0.240 0.107 -0.155 -0.965 -0.034 -1878 7 7 7 7 7 7 7 7 7 7 7 7 -1879 -0.483 -0.482 -0.455 -0.625 -0.527 -0.587 -0.377 -0.368 -0.346 -0.124 -0.876 -1.181 -0.536 -1879 8 8 8 8 8 8 8 8 8 8 8 8 -1880 0.086 -0.266 -0.499 -0.343 -0.110 -0.128 -0.201 0.121 -0.181 -0.975 -1.041 -0.616 -0.346 -1880 8 8 8 8 8 8 8 8 8 8 8 8 -1881 -1.244 -0.620 -0.721 -0.477 -0.054 -0.602 -0.294 -0.163 -0.148 -0.666 -0.689 0.092 -0.465 -1881 8 8 8 9 9 9 9 8 8 9 8 8 -1882 0.598 0.080 0.099 -0.693 -0.720 -0.664 -0.538 -0.118 -0.122 -0.391 -0.758 -0.894 -0.343 -1882 9 9 9 9 9 9 9 9 9 9 9 9 -1883 -1.072 -0.913 -1.105 -0.710 -0.566 0.011 -0.279 -0.449 -0.548 -0.561 -0.573 -0.362 -0.594 -1883 9 9 9 9 9 9 9 9 9 9 9 9 -1884 -0.601 -0.415 -0.808 -1.056 -0.993 -0.684 -0.717 -0.269 -0.421 -0.515 -0.996 -0.637 -0.676 -1884 9 9 9 9 9 9 9 9 9 9 9 9 -1885 -1.315 -0.794 -1.034 -0.883 -0.882 -0.703 -0.367 -0.633 -0.373 -0.526 -0.462 -0.012 -0.665 -1885 9 9 9 9 9 9 9 9 9 9 10 10 -1886 -0.785 -1.042 -0.964 -0.311 -0.413 -0.647 -0.337 -0.399 -0.225 -0.567 -0.494 -0.302 -0.541 -1886 10 10 10 10 10 10 10 10 10 10 10 10 -1887 -0.712 -0.779 -0.577 -0.658 -0.434 -0.425 -0.299 -0.464 -0.315 -0.879 -0.669 -0.610 -0.569 -1887 10 10 10 10 10 10 10 10 10 10 10 10 -1888 -1.170 -1.003 -1.434 -0.344 -0.747 -0.469 -0.417 -0.452 -0.241 -0.416 -0.498 -0.318 -0.626 -1888 10 11 10 11 11 10 10 10 10 10 11 11 -1889 -0.446 -0.458 -0.304 -0.012 0.108 -0.171 -0.368 -0.400 -0.566 -0.353 -0.693 0.024 -0.303 -1889 11 11 11 11 11 11 11 11 11 11 11 11 -1890 -0.152 -0.372 -0.509 -0.270 -0.617 -0.299 -0.433 -0.440 -0.263 -0.531 -0.801 -0.705 -0.449 -1890 11 11 11 11 11 11 11 11 11 11 11 11 -1891 -0.935 -0.834 -0.691 -0.721 -0.474 -0.502 -0.519 -0.529 -0.232 -0.513 -0.922 0.160 -0.559 -1891 12 12 12 12 12 12 12 12 12 12 12 11 -1892 -0.726 -0.082 -0.884 -0.865 -0.805 -0.436 -0.494 -0.361 -0.280 -0.478 -0.784 -1.325 -0.627 -1892 12 12 12 12 12 12 12 12 12 12 12 12 -1893 -2.046 -1.506 -0.603 -0.677 -0.759 -0.487 -0.205 -0.390 -0.496 -0.265 -0.535 -0.387 -0.696 -1893 12 12 12 12 12 12 12 12 12 12 12 12 -1894 -0.552 -0.457 -0.212 -0.419 -0.538 -0.591 -0.425 -0.391 -0.741 -0.439 -0.443 -0.411 -0.468 -1894 12 12 12 12 12 12 12 12 12 12 12 12 -1895 -1.076 -1.525 -0.761 -0.458 -0.488 -0.377 -0.652 -0.356 -0.183 -0.345 -0.459 -0.277 -0.580 -1895 12 12 12 12 12 12 12 13 12 13 13 13 -1896 -0.348 -0.353 -0.842 -0.797 -0.371 -0.256 -0.244 -0.342 -0.313 -0.055 -0.950 -0.142 -0.418 -1896 13 13 13 13 13 13 13 13 13 13 13 13 -1897 -0.599 -0.375 -0.802 -0.089 -0.059 -0.172 -0.131 -0.273 -0.063 -0.294 -0.502 -0.580 -0.328 -1897 13 13 13 13 13 13 13 13 13 13 13 13 -1898 0.324 -0.394 -1.290 -0.659 -0.613 -0.213 -0.330 -0.134 -0.134 -0.570 -0.416 -0.135 -0.380 -1898 14 14 14 14 14 14 14 14 14 14 14 14 -1899 -0.124 -0.730 -0.809 -0.245 -0.466 -0.554 -0.266 -0.224 -0.005 -0.199 0.318 -0.610 -0.326 -1899 14 14 14 14 14 14 14 14 14 14 14 14 -1900 -0.397 -0.426 -0.470 -0.409 -0.279 -0.030 -0.284 -0.157 -0.236 0.288 -0.193 0.139 -0.204 -1900 14 14 14 14 14 14 14 14 14 14 14 14 -1901 -0.179 -0.545 -0.178 -0.070 -0.144 0.057 -0.020 -0.090 -0.152 -0.178 -0.329 -0.457 -0.190 -1901 14 14 14 14 14 14 14 14 14 14 14 14 -1902 0.045 -0.102 -0.311 -0.480 -0.455 -0.371 -0.445 -0.497 -0.465 -0.542 -0.604 -0.842 -0.422 -1902 15 15 15 15 15 15 14 15 15 15 15 15 -1903 -0.115 0.110 -0.120 -0.523 -0.556 -0.583 -0.527 -0.488 -0.400 -0.556 -0.591 -0.732 -0.424 -1903 15 15 15 15 15 15 15 15 15 15 15 15 -1904 -0.783 -0.696 -0.883 -0.535 -0.523 -0.505 -0.538 -0.467 -0.572 -0.389 -0.283 -0.484 -0.555 -1904 15 15 15 15 15 15 15 15 15 15 15 15 -1905 -0.568 -1.229 -0.518 -0.696 -0.397 -0.231 -0.336 -0.345 -0.250 -0.544 -0.067 -0.029 -0.434 -1905 15 15 15 15 16 15 15 15 15 15 15 15 -1906 0.100 -0.471 -0.604 0.122 -0.023 -0.134 -0.194 -0.216 -0.333 -0.252 -0.621 -0.154 -0.232 -1906 15 16 16 16 16 15 15 16 15 15 16 16 -1907 -0.700 -0.785 -0.528 -0.917 -0.967 -0.706 -0.496 -0.602 -0.420 -0.147 -0.782 -0.546 -0.633 -1907 16 16 16 16 16 16 16 16 16 16 16 16 -1908 -0.207 -0.393 -0.867 -0.567 -0.457 -0.398 -0.418 -0.576 -0.314 -0.595 -0.726 -0.410 -0.494 -1908 16 16 16 16 16 16 16 16 16 16 16 16 -1909 -0.631 -0.661 -0.872 -0.838 -0.797 -0.408 -0.437 -0.078 -0.152 -0.139 -0.091 -0.686 -0.482 -1909 16 16 16 16 16 16 16 16 17 16 16 16 -1910 -0.094 -0.377 -0.244 -0.224 -0.347 -0.312 -0.222 -0.259 -0.224 -0.413 -0.786 -0.662 -0.347 -1910 17 17 17 17 17 17 17 17 17 17 17 17 -1911 -0.587 -0.914 -0.799 -0.715 -0.410 -0.434 -0.282 -0.264 -0.296 -0.388 -0.202 -0.075 -0.447 -1911 17 18 18 18 18 17 17 17 17 18 17 18 -1912 -0.485 -0.099 -0.588 -0.442 -0.331 -0.144 -0.603 -0.693 -0.686 -0.810 -0.572 -0.275 -0.477 -1912 18 18 18 18 18 18 18 18 18 18 18 18 -1913 -0.257 -0.723 -0.638 -0.244 -0.828 -0.669 -0.379 -0.211 -0.339 -0.372 0.187 0.271 -0.350 -1913 18 18 18 18 18 18 18 18 18 18 18 18 -1914 0.454 0.138 -0.149 -0.309 -0.127 -0.115 -0.195 -0.155 -0.211 -0.000 -0.336 -0.344 -0.112 -1914 18 18 18 18 18 18 17 18 18 18 18 18 -1915 -0.088 0.302 -0.660 0.063 -0.340 -0.242 -0.034 -0.215 -0.075 -0.250 -0.034 -0.106 -0.140 -1915 17 17 17 17 17 17 17 17 17 17 17 17 -1916 0.017 -0.115 -0.726 -0.357 -0.381 -0.525 -0.227 -0.259 -0.330 -0.381 -0.466 -0.930 -0.390 -1916 18 18 18 18 18 18 17 17 18 18 18 18 -1917 -0.629 -1.340 -1.214 -0.765 -1.183 -0.440 -0.107 -0.330 -0.173 -0.609 -0.333 -1.267 -0.699 -1917 18 18 18 18 18 18 18 18 18 18 18 18 -1918 -0.788 -0.565 -0.510 -0.614 -0.736 -0.415 -0.466 -0.371 -0.306 0.121 -0.302 -0.319 -0.439 -1918 18 18 18 18 18 18 18 18 18 18 18 17 -1919 -0.080 -0.317 -0.599 -0.115 -0.467 -0.145 -0.234 -0.200 -0.072 -0.294 -0.835 -0.559 -0.326 -1919 17 17 17 17 17 17 17 17 17 17 17 17 -1920 -0.130 -0.417 -0.112 -0.346 -0.210 -0.280 -0.157 -0.225 -0.106 -0.374 -0.546 -0.495 -0.283 -1920 17 17 17 17 17 18 17 17 17 17 17 17 -1921 0.357 -0.118 -0.005 -0.033 0.053 0.064 -0.024 -0.369 -0.199 -0.211 -0.609 -0.145 -0.103 -1921 18 18 18 18 18 18 18 18 18 19 19 19 -1922 -0.631 -0.513 -0.367 -0.117 -0.165 -0.163 -0.281 -0.274 -0.202 -0.286 -0.161 -0.191 -0.279 -1922 19 19 19 19 19 19 19 19 19 19 19 19 -1923 0.071 -0.602 -0.376 -0.709 -0.377 -0.298 -0.433 -0.467 -0.189 -0.060 0.137 0.200 -0.259 -1923 19 19 19 19 19 19 19 19 19 19 20 19 -1924 -0.488 -0.492 -0.497 -0.630 -0.331 -0.207 -0.212 -0.237 -0.091 -0.166 -0.146 -0.583 -0.340 -1924 20 20 20 20 20 19 20 20 20 20 20 20 -1925 -0.327 -0.055 -0.287 -0.125 -0.395 -0.314 -0.395 -0.120 -0.245 -0.541 -0.084 0.170 -0.226 -1925 20 20 20 20 20 20 20 20 20 20 20 20 -1926 0.388 0.475 0.017 -0.372 -0.509 -0.211 -0.250 -0.077 -0.042 -0.089 0.074 -0.447 -0.087 -1926 20 20 20 20 20 20 20 20 20 20 20 20 -1927 -0.267 -0.174 -0.392 -0.429 -0.501 -0.259 -0.079 -0.171 0.020 0.215 -0.067 -0.860 -0.247 -1927 20 20 20 20 20 20 20 20 20 20 20 20 -1928 0.099 -0.113 -0.501 -0.305 -0.341 -0.569 -0.107 -0.130 -0.042 -0.069 0.104 -0.007 -0.165 -1928 20 20 20 20 21 20 20 20 20 20 20 20 -1929 -0.700 -1.366 -0.481 -0.695 -0.443 -0.431 -0.417 -0.164 -0.277 0.023 0.009 -0.699 -0.470 -1929 21 21 21 21 21 21 21 21 21 21 21 21 -1930 -0.347 -0.122 -0.057 -0.151 -0.315 -0.053 -0.007 0.037 -0.162 -0.219 0.104 -0.115 -0.117 -1930 21 21 21 21 21 21 21 21 21 21 21 21 -1931 0.024 -0.414 -0.330 -0.402 -0.342 -0.001 0.093 0.046 -0.053 0.154 -0.116 0.121 -0.102 -1931 21 21 21 22 22 22 22 22 22 22 21 21 -1932 0.878 -0.422 -0.676 0.030 -0.221 -0.195 -0.084 -0.041 0.080 0.057 -0.272 -0.147 -0.084 -1932 22 22 22 22 22 22 22 22 22 22 22 22 -1933 -0.450 -0.639 -0.541 -0.297 -0.257 -0.230 -0.055 -0.080 -0.072 -0.034 -0.365 -0.874 -0.325 -1933 22 22 23 23 23 23 23 23 23 23 23 23 -1934 -0.005 0.201 -0.399 -0.350 0.217 -0.036 0.014 -0.014 -0.141 0.035 0.219 0.122 -0.011 -1934 23 23 23 23 23 23 23 23 23 23 23 23 -1935 -0.435 0.723 -0.071 -0.563 -0.483 -0.200 -0.064 -0.040 -0.144 0.124 -0.508 -0.305 -0.164 -1935 23 23 23 23 23 23 23 23 23 23 23 23 -1936 -0.311 -0.909 -0.366 -0.326 -0.118 -0.023 0.282 0.114 -0.014 0.031 0.063 0.255 -0.110 -1936 24 24 24 24 24 24 24 24 24 24 24 24 -1937 -0.253 0.105 -0.689 -0.314 -0.029 0.085 0.002 0.215 0.245 0.322 0.112 -0.301 -0.042 -1937 24 24 24 24 24 24 24 24 24 24 24 24 -1938 0.157 0.162 0.369 0.331 0.045 -0.034 0.076 0.113 0.274 0.448 0.336 -0.357 0.160 -1938 24 24 24 24 24 24 24 24 24 24 24 24 -1939 0.128 0.058 -0.464 -0.175 0.052 0.109 -0.022 0.069 -0.139 -0.282 -0.008 0.697 0.002 -1939 25 25 25 25 25 25 25 25 25 25 25 25 -1940 -0.796 -0.111 -0.151 0.006 -0.160 0.152 0.119 0.024 0.158 -0.029 -0.038 0.279 -0.046 -1940 25 25 25 25 25 25 25 25 25 25 25 25 -1941 -0.212 0.085 -0.377 -0.036 -0.049 0.107 0.174 0.021 -0.190 0.192 -0.204 -0.164 -0.054 -1941 26 26 26 26 26 26 26 26 26 26 26 26 -1942 0.076 -0.428 -0.294 -0.111 -0.110 0.082 -0.099 -0.008 0.104 0.103 0.071 0.033 -0.049 -1942 27 27 27 27 27 27 26 27 27 27 27 27 -1943 -0.375 0.286 -0.247 0.176 0.056 -0.243 -0.003 -0.148 0.040 0.386 -0.010 0.283 0.017 -1943 27 27 27 27 27 27 27 27 27 27 27 27 -1944 0.719 0.299 0.035 -0.146 -0.042 -0.025 0.049 0.139 0.397 0.325 -0.055 -0.358 0.111 -1944 27 27 27 27 27 27 27 27 27 27 27 27 -1945 -0.256 -0.426 -0.186 0.189 -0.275 -0.118 -0.187 0.398 0.136 0.125 -0.130 -0.674 -0.117 -1945 27 27 27 27 27 27 27 27 27 27 27 27 -1946 0.121 0.134 -0.291 0.184 -0.098 -0.246 0.007 -0.026 0.053 -0.162 0.006 -0.553 -0.073 -1946 28 28 27 27 27 27 27 27 27 28 28 27 -1947 -0.293 -0.332 -0.003 0.147 -0.039 0.050 -0.056 0.076 0.060 0.413 0.072 -0.236 -0.011 -1947 28 28 28 28 28 28 28 28 28 28 28 28 -1948 0.416 -0.090 -0.399 -0.008 0.156 0.124 -0.104 -0.051 0.019 0.139 0.047 -0.223 0.002 -1948 28 28 29 29 29 29 28 28 28 29 29 29 -1949 0.366 -0.338 -0.392 -0.098 -0.110 -0.240 -0.173 -0.045 -0.084 0.125 -0.011 -0.349 -0.112 -1949 29 29 29 29 29 29 29 29 29 29 29 29 -1950 -0.626 -0.366 -0.244 -0.294 -0.151 -0.093 -0.230 -0.284 -0.145 -0.184 -0.670 -0.308 -0.300 -1950 30 30 30 31 31 30 30 31 31 31 31 30 -1951 -0.517 -0.795 -0.427 -0.078 -0.031 -0.102 -0.046 0.108 0.187 0.133 -0.033 0.393 -0.101 -1951 34 35 35 35 35 34 35 35 35 35 35 35 -1952 0.278 0.063 -0.408 -0.036 -0.054 -0.020 0.104 0.078 0.110 -0.147 -0.540 -0.208 -0.065 -1952 35 35 35 35 35 35 35 35 35 35 35 35 -1953 0.153 0.170 0.201 0.201 0.038 0.162 -0.018 0.130 0.099 0.181 -0.148 0.241 0.117 -1953 36 35 36 36 36 36 36 36 36 36 36 36 -1954 -0.494 -0.227 -0.361 -0.204 -0.297 -0.101 -0.178 -0.062 -0.004 0.071 0.231 -0.186 -0.151 -1954 36 36 36 36 36 36 36 36 36 36 36 36 -1955 0.393 -0.130 -0.773 -0.346 -0.196 -0.107 -0.200 0.033 -0.035 0.006 -0.373 -0.480 -0.184 -1955 36 37 37 37 37 37 37 37 36 37 36 36 -1956 -0.322 -0.686 -0.560 -0.518 -0.413 -0.249 -0.283 -0.371 -0.401 -0.305 -0.466 -0.359 -0.411 -1956 37 37 37 37 37 37 37 37 37 37 37 37 -1957 -0.265 -0.217 -0.449 -0.167 -0.114 0.055 -0.175 0.025 0.049 -0.066 0.130 0.345 -0.071 -1957 37 37 37 37 37 37 37 37 37 37 37 37 -1958 0.480 0.227 -0.088 0.008 0.040 -0.083 0.009 -0.040 -0.127 0.004 0.075 -0.016 0.041 -1958 37 37 37 37 37 37 37 37 37 37 37 37 -1959 0.120 0.057 0.193 0.060 -0.120 0.117 0.047 0.023 0.046 -0.164 -0.176 -0.017 0.016 -1959 38 37 38 37 38 37 38 38 38 38 37 37 -1960 0.029 0.333 -0.693 -0.292 -0.322 0.052 -0.092 -0.021 0.037 0.011 -0.213 0.299 -0.073 -1960 37 38 37 37 37 38 38 37 38 38 38 37 -1961 0.090 0.278 0.106 0.092 0.077 0.083 -0.034 -0.009 0.046 -0.050 0.006 -0.178 0.042 -1961 38 38 38 38 38 39 38 38 38 38 38 38 -1962 0.186 0.263 -0.018 0.046 -0.083 -0.145 -0.076 -0.071 -0.021 0.111 0.071 0.042 0.025 -1962 39 39 39 38 39 39 39 39 39 39 39 39 -1963 -0.086 0.388 -0.309 -0.228 -0.170 -0.135 0.059 0.042 0.132 0.384 0.266 -0.133 0.018 -1963 39 39 39 39 39 39 39 39 39 39 39 39 -1964 -0.036 -0.288 -0.515 -0.369 -0.178 -0.235 -0.194 -0.275 -0.279 -0.394 -0.282 -0.426 -0.289 -1964 39 39 39 39 39 39 39 39 39 39 39 39 -1965 -0.066 -0.443 -0.282 -0.455 -0.225 -0.106 -0.283 -0.218 -0.202 -0.062 -0.257 -0.151 -0.229 -1965 39 39 39 39 39 39 39 39 39 39 39 39 -1966 -0.230 -0.169 -0.134 -0.297 -0.193 0.032 -0.015 -0.028 -0.035 -0.180 -0.163 -0.391 -0.150 -1966 39 39 39 39 39 39 39 39 39 39 39 39 -1967 -0.276 -0.434 -0.097 -0.079 0.099 -0.242 -0.121 -0.091 -0.132 0.333 0.014 -0.124 -0.096 -1967 39 39 39 39 39 39 39 39 39 39 39 39 -1968 -0.359 -0.249 0.351 -0.203 -0.316 -0.294 -0.217 -0.203 -0.206 -0.134 -0.257 -0.441 -0.211 -1968 39 39 39 39 39 39 39 39 39 39 39 39 -1969 -0.648 -0.734 -0.331 -0.028 -0.035 -0.108 0.028 -0.033 -0.092 -0.070 0.171 0.226 -0.138 -1969 39 39 39 39 39 39 39 39 39 39 39 39 -1970 -0.068 0.279 -0.266 0.001 -0.113 0.076 -0.014 -0.078 0.003 -0.182 -0.118 -0.318 -0.067 -1970 39 39 39 39 39 39 39 39 39 39 39 39 -1971 -0.063 -0.421 -0.473 -0.365 -0.289 -0.301 -0.167 -0.108 -0.001 -0.064 0.006 -0.079 -0.194 -1971 38 38 38 38 38 38 38 38 39 38 38 38 -1972 -0.779 -0.630 -0.280 -0.168 -0.185 -0.039 -0.082 -0.083 -0.232 -0.108 -0.280 0.057 -0.234 -1972 38 38 38 38 38 38 38 38 38 38 38 38 -1973 0.150 0.505 0.362 0.245 0.140 0.237 0.069 0.021 -0.049 -0.011 -0.138 -0.062 0.122 -1973 38 38 38 38 38 38 38 38 38 38 38 38 -1974 -0.460 -0.605 -0.194 -0.155 -0.234 -0.188 -0.079 -0.120 -0.246 -0.347 -0.319 -0.326 -0.273 -1974 38 38 38 38 38 38 38 38 38 38 38 38 -1975 0.133 -0.034 0.028 0.030 0.015 -0.005 -0.018 -0.139 0.049 -0.173 -0.271 -0.261 -0.054 -1975 38 38 38 38 38 38 38 38 38 38 38 38 -1976 -0.060 -0.339 -0.718 -0.168 -0.307 -0.274 -0.297 -0.277 -0.222 -0.691 -0.447 -0.296 -0.341 -1976 38 38 38 38 38 38 38 38 38 38 38 38 -1977 -0.441 0.101 0.259 0.261 0.105 0.201 0.063 -0.009 0.018 -0.056 0.381 0.023 0.075 -1977 38 38 38 38 38 38 38 38 38 38 38 38 -1978 0.045 -0.046 0.136 0.003 -0.076 -0.165 -0.075 -0.258 -0.069 -0.060 0.149 -0.172 -0.049 -1978 38 38 38 38 38 38 38 38 38 38 38 38 -1979 -0.157 -0.301 0.019 -0.261 -0.076 0.097 0.028 0.054 0.088 0.187 0.124 0.630 0.036 -1979 38 38 38 38 38 38 38 38 38 38 38 38 -1980 0.101 0.252 -0.113 0.168 0.243 0.139 0.063 0.082 0.104 0.122 0.266 0.139 0.131 -1980 38 38 38 38 38 38 38 38 38 38 38 38 -1981 0.756 0.611 0.506 0.415 0.118 0.150 0.099 0.252 0.113 0.034 0.158 0.508 0.310 -1981 37 37 37 37 37 37 37 37 37 37 37 37 -1982 -0.200 0.102 -0.242 0.072 0.032 -0.114 0.041 0.027 0.106 -0.116 -0.093 0.461 0.006 -1982 36 36 36 36 36 36 36 37 37 37 37 37 -1983 0.744 0.490 0.368 0.138 0.142 0.107 0.246 0.333 0.379 0.216 0.560 0.139 0.322 -1983 36 37 37 37 37 37 37 37 37 37 37 37 -1984 0.179 -0.076 0.020 -0.133 0.218 0.035 0.005 0.044 -0.125 0.084 -0.203 -0.505 -0.038 -1984 37 36 37 37 37 37 37 37 36 36 37 37 -1985 -0.003 -0.309 -0.087 0.017 0.073 -0.051 -0.115 0.120 -0.020 0.048 -0.044 0.035 -0.028 -1985 37 37 37 37 37 37 37 37 37 37 37 37 -1986 0.448 0.192 0.237 0.293 0.203 0.161 -0.030 0.032 -0.053 0.011 -0.024 0.036 0.126 -1986 37 37 37 37 37 36 37 36 37 37 37 37 -1987 0.170 0.662 -0.118 0.183 0.171 0.212 0.356 0.184 0.298 0.227 0.098 0.516 0.247 -1987 37 37 37 37 37 37 37 37 37 37 37 37 -1988 0.621 0.250 0.402 0.324 0.360 0.418 0.342 0.326 0.381 0.373 0.122 0.507 0.369 -1988 37 37 37 37 37 36 36 37 36 37 37 36 -1989 0.180 0.455 0.424 0.249 0.191 0.167 0.222 0.220 0.217 0.304 0.076 0.314 0.252 -1989 36 36 36 36 36 36 36 36 36 36 36 36 -1990 0.393 0.536 1.160 0.603 0.400 0.418 0.283 0.351 0.196 0.477 0.571 0.413 0.483 -1990 36 36 36 36 36 36 36 36 36 36 36 36 -1991 0.510 0.523 0.247 0.581 0.328 0.566 0.438 0.364 0.381 0.362 0.260 0.117 0.390 -1991 35 34 34 34 33 34 33 34 34 34 33 33 -1992 0.723 0.568 0.431 0.080 0.173 0.063 -0.224 -0.058 -0.204 -0.192 -0.218 0.192 0.111 -1992 34 33 33 33 34 34 34 34 34 33 34 34 -1993 0.495 0.458 0.366 0.214 0.261 0.205 0.178 0.129 -0.109 0.111 -0.352 0.251 0.184 -1993 34 34 34 34 33 33 34 34 34 33 33 34 -1994 0.351 -0.176 0.338 0.424 0.387 0.440 0.280 0.278 0.350 0.508 0.500 0.420 0.342 -1994 34 34 34 34 34 34 34 34 34 35 35 34 -1995 0.879 1.223 0.511 0.513 0.362 0.522 0.423 0.605 0.477 0.678 0.572 0.221 0.582 -1995 34 34 35 35 34 35 34 35 34 35 34 34 -1996 0.202 0.455 0.138 0.008 0.307 0.284 0.303 0.242 0.090 0.184 0.245 0.411 0.239 -1996 34 34 34 34 34 34 34 34 34 34 34 34 -1997 0.428 0.657 0.554 0.422 0.359 0.528 0.405 0.501 0.576 0.656 0.535 0.626 0.521 -1997 34 34 34 34 34 33 34 34 33 34 34 33 -1998 0.722 1.318 0.768 0.927 0.810 0.858 0.954 0.894 0.687 0.682 0.275 0.854 0.812 -1998 34 34 34 34 34 34 34 35 34 34 34 34 -1999 0.767 1.163 0.218 0.492 0.404 0.476 0.514 0.445 0.573 0.555 0.390 0.819 0.568 -1999 34 34 34 34 34 34 34 34 34 34 34 34 -2000 0.347 0.984 0.778 0.946 0.516 0.448 0.405 0.560 0.415 0.292 0.073 0.204 0.497 -2000 34 34 34 34 34 34 34 34 34 34 33 33 -2001 0.725 0.520 0.789 0.673 0.706 0.576 0.652 0.804 0.556 0.612 1.019 0.542 0.681 -2001 31 31 32 32 31 31 31 32 32 32 31 31 -2002 1.198 1.358 1.144 0.692 0.600 0.664 0.784 0.624 0.697 0.498 0.734 0.278 0.773 -2002 32 32 33 32 32 32 32 32 33 33 33 33 -2003 0.988 0.573 0.578 0.613 0.845 0.713 0.640 0.799 0.753 0.915 0.668 1.113 0.766 -2003 33 32 32 32 32 33 32 32 32 33 32 33 -2004 0.805 1.060 0.911 0.706 0.371 0.543 0.422 0.481 0.573 0.775 1.065 0.475 0.682 -2004 33 33 33 32 32 32 32 32 32 32 32 32 -2005 0.957 0.562 0.853 1.009 0.762 0.867 0.829 0.716 0.902 1.077 1.186 0.782 0.875 -2005 32 32 32 32 32 32 32 32 32 31 32 32 -2006 0.618 0.907 0.767 0.580 0.523 0.869 0.801 0.736 0.772 0.950 0.874 1.303 0.808 -2006 31 32 32 32 32 32 33 32 32 32 33 31 -2007 1.670 0.886 1.009 1.109 0.790 0.594 0.633 0.792 0.832 0.987 0.784 0.804 0.907 -2007 32 32 32 32 32 33 33 32 33 32 32 32 -2008 0.418 0.531 1.194 0.572 0.495 0.624 0.741 0.589 0.576 1.001 1.057 0.671 0.706 -2008 32 32 32 33 33 32 32 33 33 33 33 32 -2009 0.778 0.790 0.639 0.826 0.598 0.665 0.596 0.867 0.965 0.718 0.853 0.484 0.731 -2009 32 33 32 31 32 32 33 32 32 32 32 32 -2010 0.767 0.804 1.087 1.040 0.917 0.982 0.965 0.859 0.730 0.874 1.170 0.454 0.887 -2010 33 32 33 32 32 32 33 33 33 33 33 33 -2011 0.482 0.398 0.596 0.836 0.536 0.777 0.778 0.775 0.851 0.933 0.621 0.832 0.701 -2011 31 32 31 31 31 31 31 31 31 31 31 31 -2012 0.589 0.352 0.679 1.019 0.953 0.934 0.799 0.884 0.896 0.834 0.838 0.290 0.756 -2012 31 30 29 29 29 29 29 29 30 29 29 29 -2013 0.919 0.938 0.663 0.588 0.768 0.818 0.680 0.706 0.771 0.810 0.969 0.786 0.784 -2013 28 28 28 28 29 29 28 28 28 28 29 28 -2014 0.930 0.421 0.921 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.757 -2014 27 28 28 0 0 0 0 0 0 0 0 0 diff --git a/examples/temperature/temperature.jl b/examples/temperature/temperature.jl deleted file mode 100644 index e041e46..0000000 --- a/examples/temperature/temperature.jl +++ /dev/null @@ -1,45 +0,0 @@ -""" -Reads a temperature data file as taken from -http://www.cru.uea.ac.uk/cru/data/temperature/ -""" -import PyPlot.plt -using LinearLeastSquares - -data = readdlm("CRUTEM4v-gl.dat", ' '); - -# We only want to extract the odd lines (1-indexed) -data = vcat([data[i, :] for i in 1 : 2 : size(data, 1)]...); -data = float(data); -years = data[:, 1]; -temperatures = vec(data[:, 2 : end - 1]'); - -num_samples = size(temperatures, 1) - -yearly_tread = Variable(num_samples); -a = Variable(); -b = Variable(); - - -equality_constraints = EqConstraint[]; -for i in 13 : num_samples - push!(equality_constraints, yearly_tread[i] == yearly_tread[i - 12]) -end - -t = [0 : num_samples - 1]; -t2 = t .^ 2; - - -smoothing = 0.01; -objective = sum_squares(yearly_tread + t * a + t2 * b - temperatures); -objective += smoothing * sum_squares(yearly_tread[1 : num_samples - 1] - yearly_tread[2 : num_samples]); - -optval = minimize!(objective, equality_constraints); - -plt.figure(0) -plt.plot(temperatures) -plt.plot(yearly_tread.value + t*a.value + t2*b.value, color="r") -plt.show() - -# plt.figure(1) -# plt.plot(yearly_tread.value + t*b.value + t2*a.value - temperatures) -# plt.show() diff --git a/examples/time_series/ar_fit.png b/examples/time_series/ar_fit.png new file mode 100644 index 0000000000000000000000000000000000000000..5fc81fcdca34e2af7ccf3c103e1ab179412af83b GIT binary patch literal 59988 zcmc$_g;$hc*fu(JOG}4@BH+*=rASJMAP5LEG*Xg7N=ZlzAqb4L3?-nX)X=SrfH=|( z5<_>#_n`0ZJ>NP1z*(}EYt77lo*j2w_jTPn>gf|T3Q}fL5C}x^SY25U1j2=YKsepR zguo|H&wh1c3g3f3oS?_biuyho>rLKCJl?)r7hhI4i~B8X?`-z> zJJJ0@20!H?)%r>y%{n{U%m_&raN_Zgt(bXzgTczJG+Wn^}G61ly$=ZGGtNQp^)t%ZTA{g67&qRw_lsJd=kJB z%t;*b|KH!d-W%*8t{;vz<~9ibM_^4&O1xU`v|Nu{A{xy_tj6=ceRRdnI)7q~lUPiz z$aHjhFS*?UJhM?v6~=VKaz(I1*x}AJdLk;69At*KeY1)~J&{;tCuG4CO06i(^ZvUP zO#Ih|4OQ6Pd_9tAF1(MN8vD0_an2xkrjHN}L~^^4ft`{UKWdtnF;7Sg>AiE(Xl@*x zqr5e5OV0MGB`m(_$O`8^&(-;qS<{(WOwVQZ%yF#x6N<+77L4B!d-B^SK_~t>hn{H# z0hBjW!GCuWZ0{vTj!DpB0H(E%%W+c1k(#J9pB*x&U@PY}@v8P@H@`I=)X30kviR|M z!#3W8PyOkT-W`Mn6&r8*J+Id!_!dz-ci-{kPoO!8H78?o@VHT@9Hika&{`(Y8x_1NcDJY?$(e-i| z2R)BwruM*J@-Co5q0Dg)t+J*rrS`ZM?lqxO7v6RR9{XqY3np@U1uJunZtzlt@xB2O zWgU6GW&$RZE&?lO!AiV}vDp5wqw{t!1r#IY5o!1P_u~*wzqfN1*rQk3K(y?1f8cYnBfMmnR#|7Je)W<7V8Nj2920`bd;6z%E8vh78nG~j&dji z_Jh8BA=z;qrHqg03MYG{hfuNuh$efDU)d7L8O5HD{cSVlZnpliwNf*~^hi8M%c%m64S4FfyHl_U!K7PW&z&qR0*{BVrIL zwY2ImiijQ?GoT|qm8l%#T3Q}i8*Xz`aLr&KBTHU0cb#h|#m|W}5{$Ie?M4fgDJJTN zbp$#&FICjl;iTBi9i5d|CYHYFSzl+Cl*H$uvEYl2hBFu@3}{BG){f}%+Y=M|elA;E z+dgSDSc_D~H8;MwJW$5@{w^0gp! z5to+Ko!Nn{%U=01oM2f6pB~3HyC8qS+I=xDSF0{}jN$@Fc}=|sMmCMh{2{qha5(&K z=R!{NOv=^!`s`Uxvp}{aoxA3#Z;JS7LH${fwzg2KYcKdv*$i%7u%M2QKsC{Y2zM!x z=TE_(7=150r~CO_!EbFN{%JYt8M*;*}lrpj0%$31t%!fCG6a@MGBB3iD-95l_ za21VcqVPX;s_%ahVihQidK^2?dRb%lq6thF$D^59&T^ISCZJx)kkx zlth2)I?6^oEhu5yyxg6FKMz624Gob;tJGsO-Psg>1zlt$IUYC0wiCX+oVoRR$#BZ( z<{-|}QkupzO;`!w3dFcJqfygceT;sOBTK#B+0f@F4sY0e)kb|fd-vy0H&XK*eqQul zI(pH`b%t+haVs`-D!ifg$U--#PO?^y(iqoT-McR7lAJaN@3R_ z>H8@vxUa8U>NWnLHV`FvP)^%EM&(XdGxNCE6ych}MMHfrg1RMHjq}Tt%vLs~$;16SOMiYf1aUV5P?YcM5?e#9I^ui>R z@80FJ&(Hb>y9X{nHQ|Sp16hPSotKOm=?(0qp6}q>hryvE6IbKn+_u6@sbBkGB*ob%;xBC?*{9gox5 z2Zx75Jkt{bb6g7^%b1x_%>V>bZ#fFP3!ruEs zl`GVx-2P@a-a#8Bab{4@K`musg-1d!JTn*33-9OEu3G1LGWP|!f6t!Z5i$i1jZ~L_n6h-^F*dcYMFea_=opc^NQ$Q4>JMZahX1Yy zSaGUW&VLCTFzcs7G#b2L0B?Zz?jon&EqzYva&`S63Xx3e0UbOn&`dd-P>W-90>ZII z{^cf|myiXpa9|!EGPD3kdBq+1sJ@YSMV4;i^0a~o$^Yo?T}D#!TM(^=rXS5ngeZiF zGVZV4f8Tb!_TI?1bxcZkF*c#dq>uJ^iP&8%l;?ThzG};eYp^K9YhO=?!3GrxwWTU1 z=rjkMic<(VQ?_YleFE2m{a{FXm#sHD(e>d@I^sr=1 zjB-O$SWOWPM8UDF^mCF*B-xvzZQx-!fXzL7*74s#H2@B07nv@S)C-rSBc;)=Ztx&IlR zmaKNvvAP@`LIR6xi4P#g@D)6YLM0cU05DG_Q}ac1`U zi{6+rrL>@spO1R+?<280-igp&SYO|lzo7H6OlAZp9jb{ur2IOOAkl=z&(HjfN<_Q| zIXjI_RR8b<9C2+e<|wX32|g+NrI}h9c$C0R$fBZqHf^59=mfkg>8RQQCQcY%7$k4& zAO^7jJK4vjC08zHfk9LT)ER{>=n~oRPto%4v1wV;Lx25m$0yPs6`2LB@H%xhLTk$K zR0V+4Wv6R~kN~#vNBCK3EEB62P8~~TMvbW6QQ)LE+J~i^WAQ*7= z!-x!kiKS5gzmk^r9*ca)3cz?tNET*{r)jKR#tqT&7GX+;J`{%qJoX0Sg<5%cNVFp!bf4ZM5 z)6yrTBk|N^2F({F1o<+= z8pZnk(;y(sc8oTCQd~oAlSZ7BHa}1l4_Rp3KKb+>$OOQ8_YvkwEl1oRk{NL1OX&9r z(D5t*&?Kz8YW~AyP0>cDqsyf3o(0Hjmyq&MTOpdJxO9=PLC>VY34J$n_#A2xgQB*n zU_z~_8>+bj0)H^!_{($OM3Fe%n<^m4)|y7XovgyOZR?rU+EInZ1I`H~=Tt46L~&^( z+{Wm*=@MmonvsOJJlEU(NgwJIQ}LSm;fS|zX<52U3}+;iGn+wI@D~N^U<0tsqDH%a zS*?sRk@NW(495ftaStd!Q&EEeU_oV2VG3RM(iz!ytt;8mp^7CYJZa8aRU}vV=j}j9 z0KDBs;{}QFU6VVgN2cF^bJ+L50d^>tA2YPLYuR$dMiZ*d`Ebu9YWmvP04LNdV&y41 zs{wuCRL2#!J3yihw}xzDK%yVD5E8s!@bmNZC4PCoUtH|_yR(mgD746z@-GSj3k?s! zS8LK0ww_Z|7B&q?GzS+XNa{hm^0EmaI`ja`k-x5p%LKO4-@6-q6a4BKGoA@2v|a2P zSM{rmDKF4~`T9c!U<9GR#Q@V5f0w!9dF`%%ecSL((Z{C(;j#Ebu}7Q>p}?R`^=klB z^nap*K!+y|v_{s~Ul`70b22ArEWZ2xlacc;oB}4UXrKvU@_ChXbu+vxCEmi80q4UO z^auLnjdPwEx@@jv=EPMk%sPK%Ue0vn9=COUP{5zawnBaW9DU@Qk^hiP#~*8?z#vO+h z^00!(fZyfGiZXZ8r|9F7JC~#pEk2A#3cfCwvO+=JL9|^O;TIOgBu-W!F90dG11J$m z368qd3PmB$WB02UyIy1i2STCm>(--e$P&AsRxp>fa5Vdq;l^BP_H=kjPg%Fla?tp` zTYt9ME9?bHJB6fVrF!Ase>FV-b0m-b*~>qlaSOWZ-3TmeY03hBZ!BEXbIRN5(lUI~ zKNokl*@~FH;Pu~5qnz&%x?co;XE`ehoZ#oGyuGb0<(}3kQA>54rl=r+uok55rz2P zkN+rSbX1pof0a|}7Ynk4Hg-Re|IN`Z=x2&e7$?bgB^1B$ltHhRr8U{gaDMc>q9E>l z-%S(0pb%HQ$9kt;Nz88cv;P3ib^b?j2m>2I^!CQrd#D(peT^SpLQ8+z`eFH9;*7#Z z-#t}fCr0vTSgU}0CaT29r?n0Hr{CAy{C9kw^#HUxM>n+}A9qFum|<(H$BH$$6U{Mn^AKVaHj1?43DFcn_s}D z?x@J4a53F9*!lZE78I65siscpOjE=C&!t&$8Hs)az8W$j!GBH-WPL z(HgOJqb(afh|Y4zlS0F$zAoREYdVKL3-Pwj3#`Id+$WtY&sH^{mXG}}RaA#Rd1!3=7QIHV$(^km&rj*;*wvD_E6A%pLEBpUKFAaN-fsper z+Varc8VPt86Ik+2C@gAQd0Ay7rB1XnQ`dp@&lo(tOPf`lH5hSF(-f-vd@;@%g|GXm z7tCzha^}Zs20Rr2H;&kg2^$45v*x$N?a@H}Wd3gJ|1vdPoEz-%4TX2_EVhaY;!cAO zm5;v4k@5*GmsA=Ob~7~H+Kjp4fO-7RX{G9ZWcBK`XH+rqG=>RHEVehEel!`AyVswN z?XU>a+?oN``XAi%U*7jd?M^FSwYp80?sw6IJ^N=JMrI7AIb`?p2OVfX zbO7Z3eE?1ikdc^|i$c;0Zrv-OKI#!+XLpgs7)+?oJVq0P>f8om>)xSeN2e{_M23Ey z)xtSRULhQ!+U~r+`wqc6i1}wGoYAEELsJ%C?%y@+f2yr|+r&AqmIeZ%+9xOxg;WpI zgeGBodyV;c^951kuL`!Txtoj&fHEisPl;&zxP2im?)`vw;bUW}@X8VeMWb72Qo63G zW}^^0!hasAs%AxuKY8$>NSuF)ZE8xdKvQ3ZkGD$?W^kjav>FZ~6u{Wj4fdRi$YX{I z6dig5xwZUJ;nY0l^! zQT@DMD7-Kya$-% zhPm})j0(RHP3(@35wnl>f0$elTwp3R^XJd%uB9j{6uWV63Jiu+G=Qf;O?>1KJx&ON6VoiaYpt? z-qh>J=D2YAs;Ifp(eXzgr**?GOJwmCLFUig!{jz001c96xb|)$h)Xz2n4&Q=AW?5rHvVCtuN(uR+n#Fus%6IB>DSR z9iayhgqw(R7pFMJ&=w_g3#Du`!8(NYla+ZrXwD}b7W2W4XXS8%1;`i^Z$u$s&j4m8 zvg=bJ{J(PhFMWh=U|2LYSSm_xE>)FfpfGydMO1nUdNSokn(g0lrzFsJRE_+RSiqMR zjip3@5lM+Rl-NdfR54J{T;hw{snc&%L8e^KBt-#kLUA;Qk6*v~phYTV^gmn;>HBB| z8!Ifay)mD)l2!1E`$yWsm+cCL$;RcS;+~kwKb+Pmy>L3YiR%6357^Ui`OMeStjaKyospHecodR^tk=keCL=fdd z&Mub)SBUIMrLUn~hg=6C90rW_W!Yw6W@P((mFEQm{Z@BS(ZZ0<^~CxC`ObmXc@ zd}56vudqzU;_f$t@1&OQ?9^>|$i#Azeu&Z1^Gzt{r6J*@Lyp1!gDOhkJE+Y9Q&}-L zF44jL#)o(0Azs_iKu)jgAWgkcOOzHD-XoKOb?`hya*~?2iuc1#Xyg1)qD)7cQXzS8 zz$Q3|O{guG`EJ^%(?GcYK9}t{V@u8X;+w2d`J%H;)cebe>DODH=l4>dECX!k>;dX! z)^pjEm)_Rim{i~aWmRwNZuWO5p7*p6#eK$ed2M3SvwB-L6$^kYpzc?sp_+eW&a`&M zUYJ^HEgEX~+plo-$vbMX57F9lqwONro#bzEl>j(9$3DQD-I1JYSaW`AT1p%rk)Jc7 zJaDZw9BVP)EeYXl9CTmtJa*8KSINb3&1i_5sn*{95`(*{UV!dUI={qg9n5{jRygrH zy3|VzC#v`wQVjL0ger5+slzBJOP zkiZ<4>i>91*SeK{u>#ImovQD8rR!PvXG$;XkeH3ISw^`&8u6#D8(uE@uUSi7RQ-#L3d3%kLt zBt{{;b4EcA0dfCui*2FWDKC>L=^fKjM(QxjF?@;idtB-Fa6!AiB&k}|;UUvc!DxQ` z9HX0-T}a?rk90LmdT4GDtJpDrv=8Q_L*uCFYES_Kk2DkMh#yf`ewJEgAf*8YOgGtm z1~MG=K0!reg>C%}-Oo_90?yVFx1Zt{-o>U7#VPNC=9%aWrI<@Yk6fwX_xZ3|C;mwq z%=i{({(RBRzyL@D%JVX2&!YK8)m}w_^MNO0cXW3>0Z1D&V)3JE5*lGz8`n2~`wqh_-li+J z)Y6xE$A!JQeu){Zw9bhCmg(Nu=h5vKYdm=OP@9(x4MFE!Wz!x#Q)bPtcd}XWE+B0#{)_Yy2URe4j}RC z&v5T1YnYT7)Idu(&~@g@x(`z3)XfBY7d^x3g(WM~7p;mMiX7My^_y|kSy3cn# z2x&M(lf(cGt4#cSni=EC*fXyos2ooy@%~-8KB-^l*t)md{!Ls~R@Of#+>SUVP9<;2s@p8lSgV|p7NE$HY zkZEiG|2d!c@1szAy1sq1H|iHcz0a4_0C(L3xn66sn{@|=v>X?+YLvefbTD7H?B(&V zT6{LFcddu4h%Q_3#zU9cVg4~k7wEIE1LrGZ!#c;Ecf>co-(g{2&_0^{c(GCa^Q(7b z2jJAqWT^xc-jC4elU=K-^eSeLJGu19mYO{o$LnE-xnmsmX$AIIJHLYL3@1Ip3!0YY z(?ojnh5qXWI2^8(QRprV+P2>qX+ChI$llAu%nX8C&URCV>oBHn1N7syW~ViWHDxW@ zXYhrf!Hq>K+29v?)w9|75|bpaa?7tjQI<+wPXaToXdznuT&cyj#d@EQ#837-o)m07 zUx5c5brql<89x728i%8&L8@%OQFKWa`R&0>81X9b(p0 zf_1)caIaowTjtIhZsD-FSi4&9-e!im0IEN;iUCqdI0$dP2}$-~pzxuLSLS@fYeDjC zu&5yZF8};tt7E*5)Vo*iRf?)V^fx|T^JmP6 z=m31W&TD==CGHu2a;q>KlvNQ%b)8Y*;LwK4fu?)17IE=CZFP(y?ulSmhcCCdOz}g0 zD-L=tk(W15Z!?;-P@Z{t*qoP=C_j z*5T8u@RX44o)GvRmaFXvjGjI+O5Myv_4l|6W6WFCiZp-^_)w5S9Ri}u+=993LB%_f z?`d+=>5_2uwN*Zly!_w7&}d;tAM}%{Agf<`jhyX3}dT|z*F<<@3_^j z;-nd~JWzX^-K6VVo$3i6;ICM&)Z80fcb-3)Ev_hWbzR}?cg}cqBF(~LoQJu1Rjzfd z*!6YfuSYrv|<;nw7! zGBnJF3^X9+XHWlx6^rvSH`r%->VcIa-K>Qiv0rH9iPazV2f=j7T>VZNZ2&#Ml|j1T zzv_?f+4Y->&A}fO{8wlKv<4)gWxO6vXaSDN|GYQ+HAJucCgkM+uArj;sxAcIO^)!J zDCcAC1Hl7QEP&pdn;SPgTue|(7&e|gAde0Qy`(QZV&rEbMJH(>F0FdxUO;&tu)+b{Y&&)QeXq(%Mk zg9BrAx(Z%owSD;h2fbiJjAQ_u9N_nEG5(o5KzXMD#a*8@YPWLwtHbT-r~FuUh}5)Q zHkM|W>OSS{UVUZgPQ%NViD6C$F}?648y!OdidldMvN7^8ZW7(H3IKt|@F1>_552WC z9xFooW%-2wlIN8eq{8Uq+<>gMK>>PZ+?U5MqA{ZsB;rD{u>%G#&^jm(sH#7Cpl_2umTu#wA@f2~DG3DNC=b36BO{eC*5z9RDBb z-DXhx0#qG6bijP-vmM;+W&YZfB=FF@-B}%=M6l*kKc&napywp zWw262u=1msHai1LQxm)a0?y(@0puERbigh+B1;Ui!MgM%%7~qr=vye(b#pppoW=<6 zue44;S$g2VAnMA$SW2V^SWvkTIZ$%ZSaIxahexNN^A{m@H~*QjWd)~n|HAm0@rI03LF4F8a61)*ostS}EQKj64WU#$ zsMO{Ax*!js%nTw{dXp0eFNKM`O2si+kUv%biDA5&22P_{Ypj!ILZ~C$`&~&oVXvB3Z?CH07 z^Plw*Y>IXN!@}iIQI?IU4B8}M0cDvkDP)txMyZ4P;oBA5;GA2IgVi;J3UovFXuRqQ zOY)Mp0gKvh=H6QSv;t7l1o`ImuSJBGJ*7@=ztb;rP<~dQpg{MtPd76XOys;z2xO9p ztWvw*i>iJ_eiyn58iYjwy*uFxfSf2T>W<&yIpuPzS8Ycv{+zm$wV`s=_l))oAQFu1 z+xW(|j_Su5H2;<=*97z_YSzI)?hc^Cfn1X|Dm`-__#0hq&CPW$cDb6?s*ld?&cD~x zd8Du0xLkPz(}yuFDq*JJCQa&nDP2EAA>@qT5;$j%WCesYLb&6>52e(qCz@7JHep7Y zMY$*N3v_N({QLo?46xm8VfM+3DsOIX+v3xD(1jQ~N!-^zTG`*}zKMpc*aHGk1eFRw z@wmT6lR>54@YjUt<3uk#8Z_G1qk&ijr$5^}3mbj=seUwI>6;Hc9t7H64Vde|bb3?} z@dv3#-`uFn$tS)V341IaI*|YQXvP4!Aqsh-2Ey?x5a70Dww0ceRO^dOE!HwDIb=~j z^8M4!?SuJ|-g^}|H9ayn?CAWZ5-uz)4Evbh3^soLjWrpV6Kiz@BU|h(D%Sz4?q1P$ zvYUZrGrD2{fWEe6nvssDPd{3#b5$F=GS9VXjbfL%qMEL}y2nTni~K|MaR+o2l7qm!3r6bFBJkds8iZ{o`u4_ z2VHB0W@ZP++2=p9^~Y2g*LBuizH>@kb7}dy5C0<$LPyYPTey?A+!K9u7_x%c|8_~( z@J_m(ikEwD9hxrzrx?3mVbPSJz&c%_dJ0rfas3=!1MH{9n+L48w^PB)ep3j!=56V7=z~)B2Gr_K z)OHy5z?XCIMFD!j!hTlbKYp^ju@PI`qxGa_rANk#oEkj;sj!68WF7k12}!iCWtf{) z+6it-2qY4N#P=&i7p>48b{zrmMh2ky97d}Z1(=xYc}AkZ+1(FsY{$JueO_`*1IRJw zcjM+n3*ls$Q#^^sAj=?4!lJ(jV{<%>3IYCNZ8de> zQRGLC7W!k=!}{9Om{dw^aEK2hA&z>*RH1}iyA(TG$c&gazC1GW`D}$0Fwjc9(IEME zL%4ig4i3GuNxvyh?`(G2ib8^`az>o>8ZH?D#1{A`0X}qL>h*OTqeA7pbKPVn6n|v{ zNSjnZk3dX(4>fU}R6Cc@vNj9WZT*8)S!tXN>aD6*V4>PCRN8!H)qPBDMnAv6}D*yd0@zGJ1?fb zl&Bq4qoicfY55zYvM!hH_ve|<{R?+YnaAH8tC(Vtq_MdH6|aurOAdZkNM(Ts?4+Oy z!h!+E=m=KC|4!r0gaqN^{7Neuh^S|=FaNsd@HacsJ{wyIVw%DVx^x5nM4;^Y?O`F z$Oow?8riaLK|j+%D#?HJ;}YF)dSGh+og4*e@NPGBuAoAE=Z|?9$%q_+Qcb9NBDjJNeaMM;iXlvvm*ZBe%KU zD54Poh$VU8M_kAypo4=SW&09Gd!hyof(<5XU{k+p3=f0i@HjXKL6M5iYNC+urZl-Z zt6!Z9RS-5?Nqk&OWdlD)Emi^Y_$i?MOQvEq@R?ci2tzlMTl(I5j%4)!XeB7?WT0T` zlEnM3ei(E*nmyk!5>Qt(vct|!&KTekOOf2{u8=)4RK(ty-y>yqe*0#)ivQuO>@E#2 z0)qVe30wc9#cfx7xve;$;Hd#nGZWAc$eNxz994SaYi^0VZEz0m=0wM6) zz}-5)19i57qD$2{RFdGZ&O-DZ1m{_R>@dbgiqy{imtWPxLJ^i>h%DjC@w^*=uy2Zz zm41Pj7XrC!hv-4v)yei%XF!V=$F#@T>oh<44&hn33_z*YZN}fH7MLqh_!FduO`%Aqg(FB{d;&*7=8Eq$n;VqU>0L&&^FXV@B`YP7J z_6Rw}_ff06=~ry3`R99>OY6-$pr3ka*`xQTulkM_CWHc5)PnZ-rll{sQ{v{1P7m1n zB+p$BBNnf~0GXP2@dJ=W!pr3L==pdFI8cX5=1e!Qi_0_AKcxo{Uf=N`lo1AajS1Kn z3@?O)z(ROdRzvX>pTUg|Ku1C;E;lzoahH>miIj^W1yVIF1x=f7k0_6%ibXpA8F$GW zu=PX}PfsM-DBoehzJGi)Ioqd^TOGUqcEuq-CwY`f5}tlMOg7Vgq_8c|%C6vag-hlm zw8e)x=$xlr{1E^)R90{i`b~_azdW+KV)34KzvKTI+LanLVD42_&!X@TARz}q(*2o% zVHrtcwQwU7JfyDjbFqFep)`s{sBsYkq}9vJkaum(4@(VNp5t`SVzbYy8}4eySLfyleW*J(zF*BD4MzThv3O1^2~vxmd12VdEOhR{P%fW$hr_ zWGp};xVzr~)a#W=-SwzVdzo!&*&Ym9$4XG{ZR)X>Nzcyf3xLDU(o`@6M-hd}od+KI z*+yzcocxfpm3q0eiJpc8I>{(Z?NgW)TG?@{1I;Qo&LEDsecx|#2PZzBMXgamU$_Ju zA&q^he|8zXDsX&7!N`R3QEDK%QEltOU3k8L>9aDTxX5V0 z!Sx3SnIYB#*kZDrzP7{w>|(7YE#=OJC?qN@>ZuF0HpX=(^=um`V+tNf^}$|^xdZ(6 zbw$S{5^C0bjsV&ymE@}T=}I%}YBmow4wS#!;p1*7S{Qn zeSJkz@o%s`?Br0oy`=>kiju0z0=G^k2bLtTkD{s;YryYG0eN{(y4tH4yKBlTFm?*8 ze!%O?pXVbWm}^4kI1%*gU^X{#ls2O3CTHgP8Nqw^(z zQ6hXScSsuj=7(N!^gPxXsS+5#eRyA1AX=0sYF#OEXPVXAS*@X6p=B>iII?r{#N?^kQw`>7j6r%`MXF&gwc5K zynZB@`(usFrV2(Jqw4ojtZzRgFWo0Cx)i9Uo)TAxc|4V2*U+LEn>mr2$&7g%&6E#P&q$zR z2h702gb}G88=DE`s_*bK#-uS7S_p{Fh=+jR;RK(MYAztS+R<=dN~}qF-c3O4`PiN? zP0AT$V$*;K^4Q3Ie=5&`zj=Qj;X2`2yYX9e4KQ20fwS42I*&9#7Odg(;6dH6I|T^_ zELYUUX{11B5vjXtk_qnSFNL@eOd* zW;b4%GUA<(wXx-TUPbn;hs&ZK1rKV+@u`xHO_LI(n*y1oHtI>9Ron#_>cw^Uo?+Fm z-5vr1x8`)rU7TDddfb0uY@FJKHLMh}BYxN_;?qFbl`zi8xQ6R{oFvXY%XkK{^5T>y>qJ6Nt(OCzKY%10R zIDaIH=K2*D;=gLZzI?&9qdzy=rC`S^V?g{NPSTTuT84l^9kF9>=xR7MAd`rtA;1q% z+!MJ2Fsvh{cvs)>rH4oK#hUUoY_3EvV)2iSmKRmHF$O(F&su-PfG3;xd1psOW?e1| z&KDBi9dK@sjY;&Z)pmS?86Q}YBmx-z`Oodvr=+i~URTIgvfMHw=5C|r7dZs!+>;MC z)RxY!7$v^5*tMKEU;*sLebqd@`-TDU2;aCDpbHv}erX(^(FVo8Ov!e$GM4Wetk12p zAJFzRz!O^Q%35Jpt5|l)J~cT%9cqco_pOXsVbZVuGv4Zm(Hc2LDKx*d#-A&~`^hLS zC<2&rGCe0FKG$utLm-*eXE;;pj;WVL`W2LPARP@|5%z3Nv`BP67?+3=_w0z9Fz8t- z7_*CvcPUPo7RMa?(rmRsV6WswasB7WS~LnqVw?^;iCJ@ZvUu^$4~je#b!tE|(O<37irs$7xZH~tsVFNjz< zFj){6xH2Z-A@J-3Q9xr6IU|1Kn++mF$`4KW!vNo%ik{%9hBx0IgXmLB({?TIC?kw% z;$(hPuU@v$-4uARt>-u$EK> z1qDRa7yvIgn?IX9I@PX%JWnmPQ&k?PY`pE4cRmVpO7jvv1Z7sjLHj;GS6nUumP8oP z#^&Za7H@{-ml8cLS=g=Te!tcF|^q&S`^5^B3HZ3X!1tsmA zL)(K62C#cC5!&f1IOc+K!!;`!aC?uzWUbYz+mvj-#2{R0V4>kdm~TMi^wH8o*dh;^ zP))BEqHS4$XwsWw`=`<@ znSQj7!im3{7Z~@@DmV+`d($u;@=6vJZKvgXgw!r55kyIX?+tn?c(RwA7-$Yw3r$NO z0wBI6aJMX-{dAfH2+BY`8uh4+EuIOJ8ugt=7?n&t-oRi%LIqX8Y%_YwGOz%pS;U(@ z?WSci5W7E>&)Ed}!IHd52p6m5t32=dC$G94oQJ+fvHxVj$_`>|jJsJ_Fg+Y>GGTVl zoy!{eh_~GW_>+H6Q~;y zn=ouK1qAm_~yg(0XN4Hhitao{! z_fIu=aHHJ0FS=E4Vqwd7UXY8H)EktOJEmhrUx2_)P*=c=J1WAh00OAfe}QR#6vKzU z9G$c>`d&JV5W2DfWya=sy<4elTd-)WjJcqd4Yn^R(S!LmMSg->n<+T@l51M&muQV_ zmpdDl*B7;nMA5dIOzT~`g~hM5c>s4t0Q&>fhb#pO*6B2P?`=-Y^sa(lxF=p&mGQBE zU{k`hq7K4-W_mpBvc<3wc}c)=#`sR%{75O@#1`e>+`mDN)-VR-$pS0P5)%Dc4)rzc zlTZvxrHIe_3GIs~r~Id>5B&d7R`3Y|cXB9v9k6#z#R9co%0-G(T=rx;_~d$8E{1_o z{Nw?~DFosI(0h5y(No!hMk%akvX8pLaTgBQ6-XDyk+$}#e_5Wcq-yMIFr;+egpDTK}5 z`T6vMtPwg}+EBjCaupSxeWlNMLmB`wb!%r!WSu*!8YoU$1$5# zx|Mmx4h`5U*;!f7oq|U5X1XJZK#kkD$N2_ym?dr$(0zQzP-nikLZDzT1$a!{CWaIwSb`Xrlnjnw$DKYM zF6Jr<}Ap&5y1>f?qJiKkc`PfEvs?||3IG#)#fi0%*Dtwaq zvYveUSaqE}tIfe}YTvo$J@@mNBI4&*-)GsS`Mk-g~4xXSjHx zcz3q?Sy|V>#l^tfK>Vfev-cE}$oJa&KC?K-^bbu%ggnef8-qhkTN4tv4N?J)E{AV( zOQMbsqpZ=iA+mz@FN`g|ymwX)GUt~epm+iCoLxEB^`9GM*gh~j z^&9G|O1CP$jttFN;e4Ct>s^V@+x>0XF%{TV4yXD-7Ug5U%C+It)B+WT@{OT`pGpS# zDj!v0Lq@8A!A%GVz5P+;(iouz2r?y|qfcRMGWwS<1*OAa#Z6iW1f`RS>L-3qlQYz! z_50mHOc3L(e`0YukJR0@JRK4!Kcr=(aE;ugdz zq99p5RthwLMwDJqv7a79Y@g(2_iQO_H%vkG=rta<0g7cNEre2mIBN%4XY1^9HreYT zE$&YoSjG|c5Etmf4o%ui;-p*xhQ0g5! z?Vc+|96>`R`5Drz%~G8iS(>YM@b*lqrG8b-X3)kmPKGJf$r$$K&yQvBaFYxCLp0c6 zNFK%SMWVW3_02ltrKJ`N_M+_-n)std)Sx)Vz>&csWNX*ZQvV?R(6h@jQ(!9THEJGn zDq)NMs})l{$Vyz)n`*m4A$>O6_SByNM_S#@Jm~u19k>K0U4oqB~eopkg?8? zj)BmDM{Lqh1Nmg+qP~XSnkOufhxofr09+d%N-H8QeN5%I`?2t$wK0$+xVdizT4$tZ znEuxbaL+ulRDMt%5Mg~oNfJRR7HcCdjWG#>0jGU!4hIaoTK=}?Vi1CQP>UhM_#&iP zz7wco=A#n?W-VlX@|=%awQdU^vzWmx!C!QGKg|KMbDg^u10*9t=>r+Jfz~b7LvNV= z(8p&tA=AO!=tw?}t~WV&h?tcZG%3Q=HKVa+ii@*rLH?Hnc8A>T% zyyg8qY7|i580;;4Gnorl;o`+EaCd+E%l+HcU&JmjA0JucmBm5FS5| z`o6YmrhgYDDOv0{PUuTyr8w3POD5{@eiQWIV5=ZLdrBG}szjt6G%QXj2Wq_7n5_qO z+Noz#yif#U^m_N0djZ))V3>js(rCTE{$z=4X1({UrURfKt#T@W4MHTXIB;P+Z7;|J z4@_F3k2riEOuz1WeJ^|BJEOyO-E^(kIWNo0f%CxTX8vXep^he5YRQW#3b?nZ@xf4W z`6roe4%`jIp~{bHyZC&$c|M_)8i^1HHMfWAs&M(c=G^bNqDpCtd z+KzMgrWIzk4S!$iQGSY2=hy8QYw)XRGt@bv*bI=QdAlk^E|wl*iu)G<&*F?_NlwJg z&r9lg<;LDGy6_bNe{Fpq^qOSBbP&vt3YR&ik4YVq`pn22r`^$U9zkx!-js)X&|U?-!SNeu7n zd4Ssw5*L;7*)lU}v=?d$$XXUgxnoY(jq27?$f@8kry&9>gOG^;jISguox;$sWoB8! z%<0~P%q#nW^pP}+PPLX17Zx+1Es~g_4Y+b_s!lOY@#G$QY|+n=m-evxuzl-b!LjAI z+992Tc5**~`>((W(w#h!HNxy#YCm8A0SGiKnCOGpQA#l_L_pvW>1g-u>sLErW@eRN z&prc91O#u3L)%*}ShhD@qyjmt9!ttH;F!zFP47a|3+$h2Z3=2Q-o0Fy{nf1Oo=z6;{b0e+xJ4Zw6 z{Kp&i?D!Fe%|;}ngp;+h-ZZ)qR+Z@mzEVgsNvg&BhiKpuBut-5t>g^B4Zu{afhNJV z%REz>f{&kS;X&7h7|$76>97AWaVoG?NyIVEE)oK}<>w?!3v%BDhU%cz30-gh*jT`J zBo{&lD5=3@evbS?`l&>^H>1%wre4HB-R|{CO=LDefQ9_3Tj%U<0`bI`>QuR>1fwpR z$m6BER`qRXx;$RgbEbX@@%STr1cLM;vx8JxDkP(LHE<`OWRPDeOLS*G*Fw0X<_0Wm zTTM#_$%GOSL~eoyM<-WPdxcn2|>c-Z~BXTq#pJC@?w2EV|L4twwC zopv_}3rFkZis0Dkt52-GyZHo>f23<$dGp|qywsn9RAd;(W-hG(qkA)R&QJF?m-8VC z!;f`l#KolGeqMlj-V3in&7G?pGkn1-N{)Tn6FjMP>4A{lNVi#G5J3FD>ub*KUwIA$t zwAi3PLZgU*s=HS#&eUs=E2C%lUD?6DEWyMWWk0p%Cn9*T&CLc5=QEssjB&8wuTDIs zWFR~;|4m-M0qu`}Yu+}mnc*6nDg5(Z{0Pq3YHeCbwv!z@l+&2`gPendWultkvFbiQ zPM$BWWZ>;CU@L#9%ID5h-v2mxo8efdJg2j@?dPGce_vFr`cAYDaCIHu`U+j`*`=us zYA_}2?ZX3PNN@K*_dQhx|FnD?nw!$Q6YUC~BBT~}I#%EC980JJ&=F}_oc26>tcwn| zYaLShRnpg`wTJFSPFHUbUN!^aPJD>Uw%|-8E@Wm7RHHu)JPN$GcAeraCc+v>TzaUpb zLAnUwEO@@Jg26({*6(ffT*X8UfFP|KDbp4Zp%r&K!+RX-&hG<8FN@;(;L^iu%&9Uy zkm(CFfTQ~&cP`#ntXE(m2=R<;=viA-3?ZL^6pXsd7p))kG#S7vk}oGIq=UjL%FPDXdwn*2t;XsmC3|BZJ&Ur zdTBet3Tn9O-n&7l^J6$|dzQ^kzu3;rNw6|=#5$W;jU8|H#zYp29IS~=5FNj$o&Y>b zr@t!~fS}k7z;^P!z3&PDoV%^AKco^`eDqr_RxB-F=lrm^o>gBlbU+3SqU8%8mTzY< z)jT=hDwkVSyaBj{0%iu=-@lGcz#<4}i%!@?*KyfVkSeZU+g49%&2nu5%14ib03T|c zRM_pODX8y34F%X7*-~3hXuu`inrDDKmpvRnk%r#sTsZBNZ4Z_*C{Gb=7b~b^E=56r zpow=YUC@z=z9U_itapRcu?0qvy}Fxs7xw$K^P$ad3$h( zYDmTG^;A*#nG5LMR zWf_V(As#8H(gP1r5X!*a1o$|ylWpXmI1$$$tbZHLV_HSnh_Jr1F? z^eZk8j2Z26KvhaezZm|3-~n{Hfu#$d@R8tuNi`rZjEQXbIoiQ#-)f|~j#KiR%^~j2 z`4xkXXx1_8d?F*eIhm4rl}68#j*imRo#A@Kk6jVjGc9B*9MS1C1_O&2UWsF^@ZCY$?Ez z3(OAxc4{VMg-_pnHF@TUu>}o9RQnm|r1ti0e!Bf1==8G%cS*MoMpPCSGfYf)k4LBi z$=lXZIQCB^ktNLcOjR6|qa)$aJ=Tc9640+#AT@W}I7+?XD z!P2jyIC-kMu=#SyT8uhI$h%@dr!UG|S$z#KBpSIe^sof9BLqa0gSsC0yuq-Yz@LQ7 z%*g-jA70DwD`NsX0J89I&;pa}Hc=A=70UJ>sWsx?%o@2NRI) z%A79~jNz4G5Pc&c6c?QaXW`}C;TF^VV!n?J+1M+m`xV0{!dr~EM@_rAR)Elm#vEOM zMju>HPeb#8sY{2e`NYG%=P%U>XkTyTH?$g>?Ch2|B(DV;t*tVBI&R+;Kk@d^8|XMB zC{a$Bl6~V%M*_l<8n0OAg|4~pCB)0)smiA+5^3lkotHn3Fy60pSg{hpVb%yEQYven z#|T93bPydyex9@~?dt9ldN^+4$*<5^M5qkP0qbf*t30?^SwQ1yL<>2=Bp6HrTyT2_ z?)+Eea~kiUj{(NVJm0q=e z&F47XAx9a7=mA3}YZ9IN%kvO3Eg~>85F_aBy3n zE)l|Qw1n)~_+|KwzPgCS`0@O`7Ouu(1Brfy^ZWx}V}vYrp|aA^YKP;9#H6TCL7$x2 zQpTb#$7DXAHD$$0ryn3WIYqOxnex4=m3F;RF98zeS49ZsM0d$vIbE8Kq(@lm{rdG1 zlelEJtg>^M+e1;m(&k+_payDh3u_?e_M>G4U3Tw?p%av_k(T}r;3yrf>C>(h7dpwi z;HJn9m(&$@VoE^owPI!Y_sceqL@!x}CC&1~_Q~b6P`}*tFs>3tH~%Qe8%s-kpO0gd zPDV_ksR!NJQOMOvb)dtPZoTun%q7L_-Je@@8yQ@zd&Om|$0Q}~Wj7vU$Cb>rx9Zq!*`d|btg*XqO>?7I<+IW9Yezv06*@eoJ$gT z?j3*D`?t$-(*%_pyIR~+81;MXk)kTSF~*JYRu<l&a`_}^42Y8z{Pi#g zGvaVJ-|qpub6F}LiVIXsFOjh;WNa@51>h?q-$E3`iRT@tD{DAt;#boBh8xT3U#I%b zrP&W{_cgB`4}6~q=;9KiW<7&KFj7-E0Z2ouU&2`|vR)C*!6g!_MjUN7MxM|Jh*v+( zr}hiq!(Pv?4J&w*Dzk)3N5*<>698ZzPKUKdpmFNsf7w7OR~!r=In*62R_*}P@pq@S-$!S-HaiP11_GCXXqpo2oWZ|QDM<4p zQg)nnfO+OL!RWwN9wd_llgUHKdbjuJ!*7f?G^8cD);^}w5eWJfrY4U&g7CT6w%CL&WLJB5RrNV%t^aBN8jhK!(ZHXHy-_Tr>*7;@mfhD zRZ_fsi!v*69A>GV#*3E!VC8?6W+wR3zlPgXhRI4XZHG-vT+lZpfS`p~2}c?5VD7N| zP4zkAJ^W&8T?n|6M8L;9to)~O6?&=i@Ltt4w)4z#f>o5)Mo+Ng6IB9KfFRCvYNnJ? zfY)?vK^IE+!2~G?esN8hK9MM*Sm5Y3s-(IagP4M0TKBk?O>hbWSA^KqKlSx5c<$oj z#lwZQ<^>|_GWBgO;5fD&iMOt&_1ObEbOysGPp|NgLcABbNJXNrhx`oXfHe<6?)MD) znvH7@&_Vq~Pu*wlv*Qk;Qa5b&j;C>Sj>*k z@GsZSz3Kt)b&L2WO5C@qt!S2E{HN+KGEH9PWkK<#e_J*=hZLuEQQu}a)Rt7+?QXS|&RC zCR_4aTj=fgc@SAv5ZvU6(br7><-rBl_L``hhr8AM&8UaEUVqtm;ZI!)pS? z3*FI$_j*LmfJ(`Y*~0Db<=E-X5VDPSrssd<0g}f zC@ij3(w7c^IQt<2z`<;k@V-?}`eRKVXNSVWd}~n0F+#wz`kyjJ*msK05f26_H~IkvCQk*^02{|J}Q4QGvMuwI1e%W<~2Zt*b+` zGSnkSG3{}4;JKNcO#o^1JVBYS)xNC564JL2S^Y!MSTwC03eH^$WYp`>ONN~nYxg_bt)Amc>yFqW%j$-J}G)Ig`V}9 z2Gm4N+64S@xmFrUk{;>F`7$ZhL#%ir*>)!#B3shRqxaowK7BE{+@Ih>}`s3@4w zv80{_;82L45*pI&dqb_QgPsF0m-RPn9U6TUYq8K8XmX}J!)$DMC(&*Fn|{NSXn#J^DpDMI(DQ%9)tolS>QilzkwWY3U^j0%xfC>8KhQ1#BB}cH3ZTpVEc@kIUnKhdv3;(t@ak9QVkmWshxEb451D$#3yBTr%hj7&d3ZaN!*Ova}9jh zH=D8c31&tw8O<4?$uzh><1J;zk(U+2&Q*&3lcqW<2c7q*{TB&*nhy}BLE1xltTs*T z^GXDIgHT*@JbcvPfOipgF=C$%T3B~Cv}82-!L;BBFjmB$|Y1W1Qz57~l4 zn_N3(kB$1A)_#yZf!K=N+R=|8c-;huU6hKjUM)f#WhxtJin-pND8vDmT&U95)hA1- zNLt#hwE9=Cy(SDDsp716wv+0BOYI5cah^MN>8~V$C2!Qxuch~d9lM^J6#gf0a5YE9 z(Q4XEor=zb{>VDIP&g~Tr!7klI)8dvZ9w?ns=4XQ*{=6&Xh*CXkLjR(;loWPOzR0_6j&nitLB&D}W z&jCw}v=4am!*@n#|CU67R!3z-QC}n;%p^%#KEhm}AQFOlEnZ-3goH0jgp9d}vgZ0J z`?nNf4RE7|ei{*#KmKA9YOoHRPqPWMF(;#7clKagNgr^lI$%yBJQ>4rZxHu&=y#Ic zI9Laj=j&l!`;OiaezW74|Ewg@?&R*N`d3ADT0n$VANpgc^2;s6Q&%GKG=q0~u*NWS zTtdLa_v!1sb0bovF}hKz-eb;q1OMxNgi}4o?c!Xs3x}|B1yH0%;G$bS_w^s&jHBs6hqOvnN2X z+ix}9K8=VDhK7xTy;1YrWZAlm_1O}gq$F8$?f$^(?(+~?ib6V18iMGea!FxlrvWhh zdqskU!(C@r{^YeAd|AX5QOzZGjnnwbvvAMC>3-I}?}~S`BEQ=o&8hX=p<&UvO9^G( z8jV6w3ooXWKYjS9Q2wDKDB!f4%FJ=sNX%^wZ}IASBupm)EF6QqPpHYv6_v-CAD_aD zoIm@1?QI9%S`r#H10CpIhwu}Vx=R%^=;o*$$6jP%Ek**l$%0yHpaC65`VGtCcZR(I zOlfy!n6NRLjVp~57I>$;cDk-4xj_DVbMSv&fQFB~BdKuA+**Sb`)r_g-ctME5)3#e zq0N~#-!~E85qkzM!Sx#_9oC-a?kConJ*CUjSk6VSN~^(`y6w|f)ux(vAHL3F?AwvR zLX^TdjJZrC&&z$B)lo7P$$}WtfSE%pCG8b~l0Hzuj3UUjk$y?`)H3|AgwUUG#uH_ zb-dnO2#f(xmrH*d88==gZiHC+=G>D0l=FdnzV5Rqk#(tD_Y>BBf{7)nl_(8vx)yOL zPkn!A%F<%R^fvJiO>OH>sSq$RP$obA;^CcXHGi65uuCCw?#b1G*dZ=+bzt7EoCF2l z5k)02cjQk~{^rb~2YDon5@@iuK#+~Eeq;;1{0Qt5{PiM|_p*3#8u*io>MNgw8vXj? zMYV){^LbH?eO(v;mlX8jWy#;BFoVcZrCFoDg$9nZCgS~Dul&W!SKCahUD>PhshG9! z%Ww!){L`qU+5%rV#a;O}+Oql~RtC-J8F}H$YqX_o#3j|m(h;nonoNwAtMIOS9$mwc zgv=l~m+dUJL>}1bY+giStZv-!l0b(tI|uq+!zDiiTsm_J($j`gdKKIo^U-i$QJhrV z&V0%}XkePo$uxOuff6K~B%_7lGO7TzT(4*+?`@p?gvF1tT@?LW32OOQTL{zdrlZ$; z7k((t9JC;^eZIj~2WOM3>-~UGuyCrBu7qq*s}Sa|!Dr_xqX9%q$HEg&9D8R{FD0V(c|t_k9BEU3sto!g6nofb^&>Zr6=GK8_1{I#DX) zCt`mZE$HFr#^{ukTB|0aCPSzKDRFQ8M`9EDM6qxDN-ix4vb5Pj{cF7$_Ax1tzmH|x z4A*x9oo?P|IDrKxS6t6U_n};!35U2w9Q7XdgZX@!rDWOQe?y_VI%>=hLZx{7dAPbR zl*bJsIBGss1nN}#i=8YAxw)9j#^XUkz#b}NfoUg>O`7CleQULO(U-tN?YOBPsha`` z?F$w1Er?1l3D3t^L)0Q6uojC2H4pOgR1g!e8$FlcqvHkJegW4Sz~e{nq1*KB7}8Th z^PP4T^#w{Xg80!Z)P$lt+_kBWQSsC4s+3wN(9SJ}yb~qiYW0Er@q;3qo;`!{cc6AbjB9CH(==0xuLJ>DRnde7o0?Nfr ztSJ@4t%+Z`-1{mDncptGt8{p$2~^X+m`{vNA}6V#hMRLAlJ~Uxw@r}{D!j{D@V-Fb)&MfF+_gATQsz3B>CH?N3S{a)DA|1!^} z^D<$Lcd0u3S6ZO7TF#p%RatR+@ZVf|x5BwEhIpeUsYZqq-?iEWd=0n3k3OU;f1lwy z`Q}2ct(s_3M`qqT3?Sk#D_!!Ykmw={Ij%&0iXMKs@$c=&SqQ+U+;+!SeW#U{WRuhF z&<#N^9kmQmD=rr((3=ra&`b0G0B`s$LJIJ1AL!+L-u&Btp8S#|Spc+x0(!vE=kT`v zYrU96D3ur1q>1iUR0j6#9xc$W0p>JCb8w=d3-%{_vet9`W4XUd=fpkaYH_!k+?kIg zS0)ncU;DkIx;{qkz7b!1kjEWoiuaw?#oK>8ALYKr98qcy$pi+I(DA0}CvVC0Al+Z) z^{44xy2dkV{{~0&MdGj<*~j3p2#}7jU}7P_YKynPfT~WL#5Hf zyyU`KT?mtQ|N32lUUh+1v(`R>2d@9aajYd~z~(h66yOCHO07fTfYZkpH-xrMoWN5n4*#;~8m_GiB{r z<=-8(7Ry_OF1QD!#PimB6Cy)2^1)BntvXdzdPevz$L&#qqOoc&Yq-zHwP26mK@Em_ zChUZTaRX*LWC=p{GmVLyhC-}$hqiM@T2MHxZ_6@J%k4ok4ML9M6(6ivF&14RBULDp zI+2u;J}tYyWM_}622=!-!mO7%EgB&-R97)wa9uW{5K%-R7avuC^YQoAxg z(^=)JsPx*x5+FVV3JWrp@7urKo{w&Ud~Z6wF3$EQ_@mAAbKVEfDH=Mxf{FOxufP+o zdY(%M>(|Lqi!dcZekwxG$%%2P$}~UO#lb6C!;skX*gwcXA;#_uA}i9j@xITbx9d2; z@d5aCDvs%`znEV4f;A$q{1-`T zRSLj{YZ08~C(qD>{d+Z5xiS1`;CL!HtV)&GllXxeU1q(=>y22-tH(>&fblz5T^U`z zavFKk`T0AB>;!XAS~3J(U7wZpCE#`$z7cg10PS;?Sta%oJX|Lm&*RQ6_tEmU>RSy{ zU3iILq`Zur3br&tCdMFCDkP`wc3umcOuwKj>ZS;M^j@G6)*4~G9YXc|eFQKsQ`|ab z;8-C!?qf?r87SqSmjanfQYjXg1u@D;QbBAFUJiXItI8!gs@R>SE}Jx;L4(DauWRvt z7>MMbg&MZWBxm_AnUEhSD0@iYWk-)EV}wJWjxiO}ttbV{H;%ec=omSBomu>*-pkDn z52nS#>UTEAwJti-BjvNJ3=n!=Pq9o5m7dAq^89Cf0DT@~NW!K4q9+Y+je7e#u)u8gy5QhfFh>uSGN&~y!)~v*tNkL>kvgW zF(nvYt5AAWbi9Dn@}oaMA9<1gD8%~&)|Zb^fNqf7j|s5Gf?uZ3i#`&>?P~*PE}p`# zW~Z&*O=cRe;T{35n1nAb=dFU?7eaw#W@~WQH7RIucJI;|pQ9CbuJ<3a+Gkeee^hef z$Hc<(^7OZNNJ35`6UV=zFk%Fcb_^Xp})U(0O`-Q#I5e*gHac0u%C(+ zbVTJ+3P>hbEIK4D(a*+^q6h>QIpG11$7rf0>N9s)gH%Q&LSJka>#)};9x95_25C>9 zP7qCR5uhp{0F{pgK2%@+mb_2ACI9MxAXlpy#ldq+a!!C?lLFMwt{6}g}soxD`o+9VHvIBoi3)KZ?3 zPP`-*y|8PN?#YRQfFE*K$~AR>K~zCO0d^Srq^HlXZ4r~7h49CTSoN(UjFpW`&k~%< ze9|9hu7V%JeEgS5d$nDJh_dO-@GxhIrOO%--~@$YUc*Q+c!b3E;bMNIJ?#MG1XW;; z+@sFfCxOtVrPHGPV$FXA(~N(=VCvi1$9))0S+^sZx7+@0Hc|>|3A!}s2t~A#z0d3b zP_dn0Q9E_d=-i~{F3{}~w#<~&XvSiOk8w$gv~ZG-=GvL>LR;RkvKV_?NtaXu_l^yt zQNxR6?i+O}DwR@^No%C0#avo3`V@>Q;OL|fhhd9_oA0@sEu|%LX3s@Bo7}4UJq$W; zGB~})t|h3JxDeRS^F8FD4Whb3(}_U`?QnW6!G$3oC#(DvnAt;)iJ9zdl+EkSm19ce z43ZcU;oD$U(3eL|C2D%56-mYb3bf-)X(mNChF^NGrv*)`@5~rxEYLoXIZ394H7+au z?0k7nOD7EGRZkxe*Lho+A;;AVAjZ7txhwFiYvg~P*%6l6Pc1&pLLc!9UT>P5m?R3V zT>KCx_K4f~cAVsY5huz_7f0nyPlgO8e}G#0F3jR{^CK1iV6IfN+Lm1!v}&K8Yd~MJ zz~)1IYxfJ`^!#$v%c`ZOsTnh#(hpx2vY0YWVBHUJ3RgO>BVySHe|)PL*i*k_o4!9A zc*DWMfe`a(rpLaJ<0eP)qp`w>!h6lh|b@S z_Yoi+*x|n@g<%^)hJ^8EC8$!{C4KL*=;o1791u^Lo)kr#ktF(y#y&M&4loF>!>SbIqT9Cg#zmip=3u!J|qaOnQ-!=`5Mi-qtaHfYf>ynAf zyUmh=K_a4nNe0|`UvGpCwOYCjtZ%8{pWWrWbX{nL18wd$ql)Qc!1I1W#~Di}ib~uy zrOF4x@QLbFp-QO`pvrBc+IFR;5DT^mnw2I=!iL zg9p=)j-O&F53#^T@Oc$>XOfuosX<1?jnlfMF(a=hcpu34)33k zr$9eFylbD`nvQ6}3LpwyOK_$Nuc<6sf$pd6FFQNgz;(qzdk4U$0I=mp*&+0Egq6=^ zr`ueDI$G?qbP7A-mz1;1s zNiy#IgBzGjF9Dc8F$#vU>(bp`jB3G^fDm^s7r|RPTGT+3uqF=rij;~oO3e!5<10}> zFFBZa$=NZWEUHM3y^!t9&3gYFCb^a#*oi0$iL`%f4BYK3elr<1^RUXa3Z`WS5&XD? z!Jta%UVqIJuCrfHBcD>lWb4DLiv`z7zIXs)c?#!excik9>KyD%oHv2JR&?nCAQSxZ z6t6DgY?a>hS2R#_ow7166oP~2pG=i_)#W4XKN#__Tgzt*Uj6eG3|O!?E^Q`&Uu_RI z+XtVy4!rJbxo^kk;YA3YXLjsGLBxBN2Ue9YFSO9vYrRI4d=Z{oJ=hjy0h}AIbHA%k z`}G4W3@q4P9&h+0;}@y&LL9?!G_M}M>hMcL;nt!}WzyS~X+cY9n8+w;#hpYl?_kpv z{3T!>%&rNy>ACOi(c5S!iiUnKiw~~Xy-PAsa%|p7=ViH<@#3Lr=?fxxd6>anawa=R z{$`3eNNS}lLT-(>oe*TgZ$CbZx9_GY9onk)OHD$(j*i}w3*q~#N^9>aOCytMEB>S# zwNeB%$*$5N>I?AFk;3*;R*CY&9-jITtb;e3V2)E0c0b4!G=egf`EP2v<@tHau+ z;eJyPo)ina`-RZ0>n6-iRUEvC8?Ii%=E%dy*VpW4Ap@Q*nO| zsAfV2AQ&sf=c6+?LgldULWjgZyz=ox(UaRQQbp^#?ZpvT0-VL%zDQKR77N&O{U;X0 zYKkvDbp)5^GfwO5hREreh=I|Z>~Ri#M6v6>HLJl`$IB3hC+28VF%qsPOM72#N)D8l zTMQ*H8YUi>Z0cSPbpxBOoMW!2Xd+geLeyHpB$To5JAFR1zn(n6%NAnBk#lUwuO_vG z%?7c*wE*G~682R58k$2Js)8K1CH|w{t!w4Z&-km#6EuS%l0UnJu4w01y9whZE^&Ix zR3m8+m*WGJ40W2CzzFpQ`(nN%D5#%$Jz3%6Hf@hB-l-!oWYTMWfPh~$5y1~Gq8Xmr zMk}T-bL4J0b)D*cdYoWLAEr~3lCIl*b0MQM4#bF}*K~Pj*RwZ^k9SI#00B#25foQt2pCLtEuu^_&2bf8Mg(FhXHu4_Hd7`KxV1zl?vHAg1#CpmRL92kStbFN)s z0XSk(TlZP^mN?Fp(^p%`7=aF0Ix5r5XW*};-2e>D%vb(5L_HMC*E?2Y2UfS^+Ti5G znnmeDyRT}|lOOt>C1a}9+eyogIud*iu-0bs8J+(yq|b_dHuOH5q%m{Ad};|8yD_SC z*E8ogZb~>(&%_KXYN5_omV#0Kc6tm{g-Tpis(;d!-OPt`Kz8}`E2T0YVu;dYh!eYW zO9!&>)+|MsuayR$Cv2e_u$E#pE2i5P1s?K<7;=8c`Bv(Q@rz6Z=Wo7GkQ#mKpO8y& z&-LUNf2{ei*|z8Am*^Y+)v%xDL=NeuSe-XrvouRJBZK{ppXojf(X9fP1B=F` zaJU+oFZ&!haXjCD`Ta92;O`UXY2dTE?2^e2jP<90F)pQ_%X)k*e5N>3f-m&kLkwgE zOe^6O{a#zWblisIx99GLZ7Q6sT$Ca*sS!y_k$}Xb9xEAEyEQoX+qnfgPvsX+z zRgLoBHM_Di01RmyMp{cBG%QlQp(fs8*NYq<2%kC;lx`+Je^gXh$nQFtcs|JoJ+IfL zu6`azmGJBP_m8R53bfhrL@#~D9|@E3^N*is2^x$g3M>2O+= z+8MvGx)qBIH(U7kJf74)JDO4>l#woZYxn;7CU_z+U`qdwsqhI~+r^wH-qRzN6nEqY z(_2E7i+5s|B?PE-_u}{SxnUm@Kh`@wVX#)O_+5l3ruVM}$(06k!HQ!zi<94`e0@bK zs`<8BnSUBlHx=?Zm1uX@-Z`pt@2#iu1<^ts(e?}a^xTr+8RZ9LpsrIVtu9p>Tl`U; zf}4X9h4mV?twfbL#(Ux%FS}Dcee}zD4s1|bNTkD$sbX1bNo(`fq(4bSWBD?tkglh^ z?-s2ofx;YStXit9J4^lRJUqPOx|a)S0EW&I z!%*ZJnHgl%OepC;kvsW#rtVT%t7Fo6rMDKtXUnyDfs{`ghz_vLIZl+pJV|i&YhmGW z*s?e#EF+`Q23@3j0Q}h_%!FB?pIq|GK74Ztw6n$mv8R0j^HfGyFNbAtUHTaGDP#22?-Vn4sTR=0B|ECNWk`8xTrlSDFDx;AXX z-DBX_;M2p0*Jhr5BN#493oN(m3dGK<9&FE!?2-9@&UyJoO~W3>FwT4EKL)1^Qw<@flWf0;aObyAA8y~s1z*T-9`Z2oK^nhKG5@7>$-8p^S<1w*iv zX4izuXf5ts(XnwM%=v?G#F3`lOAl^_0^(0PFDdTjt5YC0`KhSI z2(;=cZwPm7c5PQ|Gn{9ZR>ay#tb4UsA78aWUhLNrp<+~xz0r!6vf2fK6 z(>W!s(Ij7h`bSHxt&Jt#LNdV1=9`)NaG{}l zVmq?j+^Tjf@qsEMG%p~r$Lsz!yCdD+TOk!zaV^$WrUMs+EfaX)@MgZ30}itUI}0eY zO-0od(~^kHv3`QTDT0$w`8~9;{W}-@UJUZ)1Kip@21GE(9AehHvM^7y)8>To=gX;j z`1%eU|J?E9oR$3qae-`+F)T{13%Ii4wKvoro(>T3VA;e zR)fVK90uWzwWgbyOAqW#i_bG&n-uynkN`&Dy^=*s!BY#(W0*yAkR~$<^EPV$w23Aa}b|OsiPYdh)5o;-MJDtw_cFR3q8=x7T5fQ_cV#LL_*c>&E&IiPj z?)-Mu?qA*}Ky0Dx#2zlVX2hX+K?}GcffDdlhOY|%1|}te+%jY(0{4=fcH&Ps z)+MQY9JT(~`k8e6=6Q?^?T$-0tU{6=TEC#FYVF;8Rb)^j7N-&(M~7cjz3Y_|N0+ED z8Yj(MJrZBcEQ-CQt6*g)f(<7eil-S*#GX9}+?Y;51DN6Q|HvSS=TYzMeAygMr;s=L zOx{=UD73TlebLf~383VF%Q0`a_F_-(_Jj=HV#G5=Dtw8fd#%{VM~32yf=qw!#{+yY z*OKI+H{bt|`wuO#Q^<2G{B@;$H?+B`sDMf>#3Z=<25E-Ae<*m%ko9r(VQZ&8}&F?%G#$HvH`{1hv|wXcR~Y6RAWHe8MD3pEgc zmt@BH)xyA}_|caXzFnGw&5Yy`sjk$y>YI@^q?EO>A{;oBU$|Z)r57f>H+Q0BiSBZ= zmmsskoft@D+rdQ}z&km7=lWRTSKD>Z$}OyTK%=^z{nHXfI1r@Li1|M+04_@|o^>us zq7FXrhTi2Er*~^ta#r>MtlZMw@^F6=>4qJChx|#g>9d#MK0-F}c{OE8Zl}fu@#Z89 zbUPl9bsyYwgP<{|N7Os~c}o(bu2G59@a{GA3|l^Ald^{)T$^5MC_ z$*T~nCJd8{RC`sSxX8Ah<`_bUxUdN#WEI8|FlJ*nJ#8XAZfwXL>Dn1mqS92io$_+OJ5T=L-)PR9TsJazQBx;s-X} z7tfwp2OO5mLCoAD|3cg&$vZJ?Y&DvZq_fq7SXxhq*T$x%gRYiM-d;8zzs&xPQ@d0U)} z_8nyUXN*`*`bX<@EcXJU8zKS3I7O7sw14+X;G$C0~vvQep1Vy)I+bW~VoB-Bo#68-XEREv_iw7T6G zvMJPnF?iGx{Zc#gY3=iJq1IH-xV1PYN^OSM-zoF=4Yv3%D@!bj+jh-L*T&)$pvYYd z?o5v$e>lx16nl4Bbhj%Xb4n9A2ytvRjNaZ+YCgayM?) zXFCiN^3@wu{3$x#3kn+zo~it2ti3Nn&gmdy4G@c4=18Rki+C)#?g3V&fzA45)q11S zO_%mPq3-A7x{s4@zr1VxAcoy#GAcH zaPHn7xAdFnND_lm``X{GX!#N2)?WrKm<{a-UC6n4)`vz?k6G(n^UN?Al}s z;Ks+^zkw8Ou(B$9lVZ)n{>k8wx6*%+PY(7)c5^p;r)_nt@=`E}iqwj(VseP#!?8`ns z24K9mbLTT(ol7rn|2oynlZ~g2hJKd`9ot?S<0Mfu&`z6gORIEP_rOU~2CGZVe&$LO zrCL0Vfz@-YuInt~`Y?YIxo3m)pJBB6GQ9ax5oL%x5wGH;VhB?vP*qKFG~8Z3Q$#4* z$h0JcaW|@4wZd1@TWgzap$peU5%ytTBC0&?+Fc5@K&r>?Sp(I-6)H~X9{5&%CSOT& zy44Q&GED>iu)?2Yxxi`rLvC;)&7z%u(jGiaba8n{7OSz#+qkQACJZvF%@Sh}gBgwO z7S2ukV<4-E#o6V{!`$1)osgyj942dt{6Uq?ii@#Y-bVhvKS^cJcaClZ0Y@PcOH-vc zgFjHS^W^$SssRl&$;CKbt;0%93cm^dUSpLw!T@^~7Y~}ycO_rv2XV+VV)y2%Nk1K5 z1XHapP1;o7c9Dy~;YTY(baLCpUf${e&)F{Y5H7gcPvo$K2|4IBbS|EH9^Qn$Lb41b zdhz{CIJSkPb%$T$BSONx&b{XLmFYyU=1xumr#Ow1dzSQGvmA_BykbTW#`@|-t}?GLqJkO~u}#eQQ|-H>W6T{?qiE{y&4JlE0Dq-C)CNg|nCQ=k z!*oLC2-+@h?VL6!5XJ9ogNKGxwG6T>CGBOe$MET6zGCy0TsKs&qINyS6M0T^qo-9? zT$JsLj@bf)460?d46vk56A@lUgY0>Z%v?7uq1ElmIbG3U`>aG$p?>@vFoU9ok&OLQ zmM5s^&pB|LLRK6GoV?`v%8FK&cG&r(z&^X6Qz#+f$U9zfy4NqMxdaf`lDeal7}kU@ z@nwNAojO)20;3D7D0@$02tk@qX*BEl9Z2l(UC?zeV;XnV+NGa!?)?wREAFy!(OllS z?9mQ7fV(ricr(dPCoE8-H99$@ROO6PX{QWN)m80+n1Y#zDioe3WBZs5Y zzZBhyOsMCh7{ehhFd7U+MeiwLt=ynz7~T?mRn)2RXcY>smIY2oye|m4hsIB^;GX7ISL# z;~q`*aX~BsHD`KKUlbqLvY(CVfj>=GcJflL> zMa0p+VtHJe>?5G^yhtP&{F9w2EJQ>nKg{jclLjIvfbMBa1|mFG5L3_1p5=^1Loc%8 z(Q6GYX96fbi*XA?1=1eXG%4>W&qP5IWHsMJJh9iUh;iBy{f4WHFM7|E92cgjr}9Yf ziLvNrkwZobc�XV-63}66-YZGu`sfgC9*EDW~Rq&(?f_QuUs6+9!WK>S@kgH1hbY z%gGbK-@{fzM1#NmUD-~Yo*f;Vx@fRxc zHL}o5@nZAeiKM|cYZvsa#e4JoGKC>-uGByyPgDIS49bC3h@S8P5soYu+^wXvc33_t z#ZRG3hTC3E^qH&t7^O0C4YA#ut5VdE^>|EucbPxHDBeb1z4$0$&Bg9*9jyXNk&LIv zJoj|6$E=_k7sOXaXx=rbV!-{(2AVyn3Twev>Q(9vVJ&uWROc_mf6qcEOp=$ZiLc`J zZS#mhExrg!NQ6#_Pv)2+(n#wJn)`|-;#6_}G&-C+l_78Z^?Z7hOX(lK`+Mavy|!Q# z2NvNGXB=v5pkQvXj8iqi##l0yLnO64otKCPgtk2$9FweJ%gZH}tiYMv_fOe9T9MeM zD_XbUpi3oI#L|9oES^Py^BEbjqV;Iv(dTCtXWYx_L17OfqDpKpI@;JxFL>R3__MY2 zT%Y%Lrz@+~qElD}b1QEfm0N0SB9cs@RDY)YvXl+_?i6HSSA}F;69B|y%7&CjurhL$ zshsCxZsMRxZSxeHWaK;hJ2&UJoK8STUI6Xug?2wpqsn4}08E?Ane6S&DxrG9l*a~c z%?Gv^Y!bL7ww0?NjPj9;K`$V|HAW^vH@2Su521^u{vKy4 zIKRz1lne65k^wt51ozXJqO}ZKU0a>6szJ0`XF$MMc9}I=IRVDkw@L=d@e+7O`c{A7C5hW$>>C?Z{ zx&4`NXr-@ZuQ~(#RNz82PGGa|Aa2{F5g@H(w{n2$kA6>171~Rs8W>Pf*@{5% zLB`Z}q9ODu5yjoy#!{y6G9p30bnear4SlRi3heaV&d91YpHQayV3EmX3TC z)El$`@c#s_X?9{m`+IXe{+80paOe=WDaKeL z91a%GA01~M#O@9WlSVyHdM|>Zr)Ql`S}Y) zTnwerl}ZeD*Vpn|RMPIX5_WAyTo}$i#;fq^QIX!vpNWA26w(kOsN@&O1;X zj;?N3T;?(DZrZK-P|QVVdd#hxfmpEVmE1MQo@C<_AmB9SrJXVO^ zA8%DioUNK1^ws3keMl3j)G;<`JOvk^GOl5+_MaCv3nZJVwx^E~;+@9Av69EMQ$g(> zIH{r@)iOV=!y{i_R(fdakSdzS111w|n{pqR&g>24zK()wC_YDp7N-ECc7K23Pk1zO zlH>EN8ETv}+ODqX8~k@{ThRQBTi@KAL>U&Uo2sQ}r1O-B4X}Tm_f&lAp|(KT7P&OZmkA^=}L7n!I(sBR9*i8g?XI<|U4hOA#Q@YfOTPGRsXDhD! z0=3&*iawFo-i4Z||L-`~*2!ihhq)l3NgQ0fb9<)0YB9ua9Zx*-ThrIYjHhYFLTBOn zU^ZUf#t^7*YZMq;&Av#QREOrj15gyy0g9V45yv8F?)*~xJi_MsmmEM_oB7GoM(&mL zJSB1kMh0BPfEorB$!Ypk7%rTyHkw!jut~$?z6n1{Eq*@Ga6pcHwAA7!*Z5{T_3(VF z+K->L6%0I+Qp{@Hw1@KT&2Lc5Qh^~tkmWo!N07@kLIe|caS&TTrL zdYrj(9qG@t42-r}WK>~g;y({Q7Wc?c2s|-911Ol{&AyF6CbEh)ebWsJi{!bPFH^4- z5rEfp6M!x2-(6mU)1iG4&lvNZ{;P=osS&$u1sR%(D)muyC?_Zz5qI^J%{PmMlrR;C z&=HuJ1t3cVoJ+c1nuI_PVlio?d;kcrN*YbEKzx!9DMiioB*l0?Vu1o985T)QtN|~q zd|T*@8mvt!-Q$5^t__6&y)dO9U%7YC6KOA<;ICmi-P4=EjEIjmq;6@BWg6@dSrJ@p z0-y*=v~qcj+TAM*K@uFDar5$0s>YlVLitKQaIhGL1goRSq-b@3|9|x%Jy4A@J3=bj z(#IGV zFnQQYhr7FPRFMk}MKmxN^-(J^&}13C`QmB<=sGP6aE4h}_dPKMNp)9BOFmAVUkIO) zf>uXv*fteha_KpVc4l7gH2=9TXDKPjOw1wd?S7)%&ZUO{DR;oJv#3&-^t=`~{wwSM z31vRY>;6_RTPF-Htqg_oe47$>K|>H`pR>M{1xRjy7TOW;m~Ch5<@+bD(mqZA2EM)c zwDBN{2BLhoS3LnzcITr7Oz^?7RwMxsyh39{k_k(*`so-W2FCmnVR%3?8DI%W6xcKW zeQmw-ECtN`c8pY+#hS}5+zz-04KMI>ncQ z?awf-iWD3N!61=6!_1?`AtBZNwApI}=(|bI8$b@`GC((gusw%Fp#QU>|1~?kHhhMi zZLG9g4k!jGpG;1M6yjRV^Q#y4g`gSZ5cb$4(W16r67Hy@Wr})EyPYJ8)yd3psv0D6 z0WOBF7gA~~<*Qj6jMcC0*vybDqvryw0a+>kD>7G~qAJ4lIm7%Pu7##xoDk3U>_EEv z`;kg$#u#q;6DZ1O{5u{T3h`R-Xto@qAYAgAdGVPwpY`9LP6B z%@$yL_KcV01uK48G20h_FWRO=OEH>q-pXB2U))C z9?bNSOHZ`K=N;)YGBKQf5>;42oT3Wyc14SjI&@&K8^=!a{7UZ*m-wXM$@@WN>GC)| zY|CW8X_f+?TFE9>ftCt)>1j=xj(PE9)jvZCS0=!{MdHv6WCmzmM)bjGb)a>H?~3~J ziuEB-9&2I<`@hh26&sz{gE@n}1xX|!sIv3IrDivy6mYGdPI2gX{wvsm;zRi3FHlJ9 znsM8^B7WkzboUr#13RCSZk$B_BZVa1a>5-{IX7x1Af^~+ea&tE?5HkbbcUvd50nh`3iPio$#m>w4gj_d z;8_a_^AxP1GUsQ-vBuPvZK1CLA^!)3jp(~QVPyn*Ifzs-1d0^~%LxDWG>JoUb(F=nHYlqcEC}rPD(AoT!16Xh>nwr^Ep`=;7L=bR4vO9Rh1 z9RI}gG;hcH9mDgz8rB9YUL6nN87%p=%}i1>j+}Mt65*>qF|~_RL@!xH3!>38#y{ zoP*a%Vs2~t8?YaCxKr70Z-Bi3y-90YcO%qPXep^w9=77lN-PvlARs~_c*z%Tpa>1V zR0ZjNs;wq&K2=?XC#|t}{*`n+=>rwTfaecf?`NqJxVE06uX#>KycQ>m1*KCLnBsH8OP z;z&O-sPk@x|F+Mls57lUpO$#-kn6~~H}Q4U>vs{FRgc@%{M!7?!x$`*+f35xvdk@g zHp@npd1-x@mNX6?{C{!|Vy{`MyN*UCu-BZ{nS}up0Gd6%*L^%!4QHy->n7RKdd8MW zDlWXKBMdk*Rbl2uq8Xqp!ft(#!%JijV@C1g+L4IxX>_1hA&fEA1R5jWIv>hsVX1LL z>pI-Ps3VRYeczT3WU=UfB!KdT1H$IUbO2m6z`ulBgw)lG)n&iprvb~rbZ9|-)j}Ll z=@1r0VG^+3umq7IMOk>HNKNHA``oICt=n_vY%(&Wz7X~1H|W~k#Rzhmj#PYWY;4=P zn0mK@tz*ILwxTNrDAYWd2{uO;qV<^)3L2}s<;e6)u8X};5~#LKOj^r933-z!sg}{_ z^Z$Eci?c>%2*Sz603%SQb|-;U{D-McLCQ&rAzh=5poFPeD^!SvORoi3W;td%2Ls-L zI8eM;Tf13G9bi?}LwSuK^<$N`5wAItD`?uAsAPEX4O}OCR2?crGEennp@7jnCTIMH zI7<0CcJEW-gRxWLGMvGh?HHP7bQW3lI5oR01c48K$p3xE*&!6!-TQ~|__};=vc5|X zW+Qbgz;1jkzF@F;g^jzRbGXIC#k>>>j$+P$CvM<6hV0~tle?YFwe1| zK0WoMyz8GVUi_PZkVsc89}@#|KsG{9x(%-0m%2R`MW@~+3EgWG7Hxa=Tsj+{KiU*s z9;E2JdMJlxJ{a(n;*-3jKI@YJMDZrA#33)%V}_f96;t8*BtHy^F2B%_RzV|jY#;IY z{voQVllKMOv4*SyEU9X;l~XL~u@ik{e`f5!%!Y@|g1-|H!WYrv)JB9h8(Kc=i0mJYhL`uI*`&10e2JR~VTocYx<39|nRj z!R`8OKF_4W0<(&y44$?ibrIoHEb&V)=kFcvYNvl9qsrTcVLb}P4&w}~GkRP(b?4u* zVl*ribn*9Bw4U0cv9_8#D-WB5o#*?_V&7;EvoOjh5wIu0fk6{-=DM}+r0jxIw6XR5 zRN9v0yvB>lh_nyHlKftKY~S}Csmt~6FHbi^dw05^j=n}J1`0kpSqjL+pMP~YVZr=J z>O?ST9zh{<%lagau3X^Np;%NN^x*0!%Cu@At%C#zzV}Qr~s$d5w0B15B zn)HUW0ZkG1`h=_aAC+I5a?f@Y;OSwnolKIT_rOdJe$tGDmG^w0pnGIJgQ}uAurPJa zbwo~q|NQSl>(!3(j~mVFl?r%={t7Q*Od)4-)Z70m=Ab*>m0wJT5`B%ZJK>e#BDDnm zsP(6BD$8H)PC9DTJVk#JKFxBgJMj}q=YF9!=U1oFd`+Fk7R_%?E75o|U#rAA_F7lX zzTsvWvIMz!(5ZOSbfddOQ(o~jKziG?Mrf%@Nf(7OyU$rU^Mg-@tx#mBD!OD@?VC8B z%3n}$KdM@JSuoj8)UP;_OJxd*qqC#+axa`Z8`-Yy+@EHADbfhPS=s_*#i#DnOCD9r zVQ|z&LIeBl)qA?T zpRGdS6~+q2`h0g?Vkv<0K4V@Xh8dNocPB zxHBjmtDaF}S624=TK9?MvC-rA&5*;n%|3<n&g|IF^BbhKU%QCJ+ z=En$&`-LGcA508>C2NGSJ>sd)#k&dS9WsU5h66Ov_w~Wj^A*{eue;I%8gSGC)z2vW z5vqm1Yxz;|T*o5LWunxP*WM$izl%rNB-}1P#d*A05x=dPD^`&q9)07ZMa|kaIDr#JOTr!7nqG+L<#H&@Qc%gjBkqsYv6@0g_obuKl5!`=jS&?Q&J<=}8FuVP!hRN>1}Z zeZuA(Wp9lLj*~UurUVv2+K+t!9xo5-Lb6-#wVCljjZjPCGt0;6ra8`kqa^*#5n$Lu zf2*O1eEFLmZ|e)OoH$_!jJLXxoul~JfcN3`;=hmC6A!*GbDwC?MW%ARBQYJ^t^Ub; z>?nof#wi(r$5X+p058m`{NtyxmF$WKZhvu*d1n6BlNX&{5aK@MJ}>N_=Mc7>wy9ta z0Vu$WM-}!S(+-HQUtT?dW|Zkylp(W!CNdZvNUx`4!XtXn?_7J$`r-%>M190-CTnEJ zBb~plP4bQBXST{TO&<>Xa3f7~f}Q{&4E)&r{&lT!xHS0@HMC(CT1AJI0t6{Ly7%_W z3uMY$vv0ZZb5)3}<`DDAv;k@RnN#dGEwY7Iyy)FZ+p;2+i}~hVpOhDGn*GhxFYTr1 zzUy6qN!^JEZ=Dr>N&Sf$>PeTIQ&onL>oV3ys4NG>opaE*xdk7vD^Zz%`4DhCp5z*QFd%Woc_aEfzZdTj(&U@(s?hn@oyW;qOoA_$$e;mU zyRBso7ngaJ<>^vyhgc+%cMZp}cGLp;#}DPU&@WX!c?c^)Zrh*Yt9;)SGYQ4_UR+%0 zC^2HbH(~x%>)^b9im}--IG~Ch{MXS&$BFd ziTNRdkXO-tvw4+zCHOln$-{=KG&IXm^C7gfBgy@=z_<}LV#FNglQ3HZdJZVE(wSTS z%{NqZU1YvGh4$+hYy0%8Jv2igAjR60f_lfS=_X6nj+A+?Mu9art;uaErF-iE?ma_*lwuXy;4 z=W*!`F@3Or`%SQ+E?%elVhOf9p*ud9f>~7yObf$ur^nkd&*iR&%)aHnnh@sN;BUOT zftx+wz-w^)Y^0?DJGojKggOCE*Hm}*F!1BL{g9_Gt_C*3)nQtv`MT4796aQdeB4#) zT`&2jh4&eOB-uZcKg+Uh+0a}bao(MWypts&hpl^ioV@0yq@vA$m+>y>2EDFGWg1XC zUov(Ogp9r8MfWXn2xKTn8IX*>32AC8KFQ?C00W!PY!7visX%U>HaYIRhkW#A)!u!i z+CVnkAb^Q`9CtX`bX|?=I;32}5LUWqy;mj=(RcNTGx~re8E5a>9Pup~DO@=RR_cbb z`i1DKn9Y4q)-Yh5X2Ycq1Ae(&7wvlp{PRHKIByj;B+CQ{DWvRoTD!&WvKb1AhvD_u z_-gCwdh$sOdI5;c2vNU2Kb8*3Ndqffu~S%M`uM_R&la@GP58;W$~jv zM})izX!(!kckBDT5;eONd$#MR0585I2#H;aeim`A*d>r+P`mS%$3hv;CIBc{?Ff(( zhGn~il4q(6-Gem@jw(|nNSO=E6!Q8RC>DAwqRciwA?Bm>jH$Aj@>}4AK5ry-@Z#%0 zTysj@T}Pc9CleP|yjfgO0MP^a&3D4%k{fjI>*KY<-XRSa@eRq&c^PZM7G>742GjXU z`BqQ~hiE6_dbVOY@!^6&7FP5w-_*z(3;2S}3U316>=7c~bii8fz5pAFahw7W1(Rv& z2KKgOuc`PvU->=veWjKQHiyU>6l$o7RQ~00(w(r`q#Mo~k(V-4tP=62f>eIrpnj^e zFeB1QiyXfX z3uJg;*AUdnP&7X;Gco84SSZ7L>A#tPv^hBvR_(^2so&CYAh(6LZp_oh$P3+5HWOGg z(TdcS)338szvH|8GoF`JAw;cIX!jp;JMYx;OqD9qdk$35U4{pa8(^K-AaBc4ykCND z#FychGQks>2Md5|K&Xt0m#KP#6y72(qKI|=^>H3f)Z@udvz=icho(YA?ap)}%P5CT zZs3Z(p}P}CTdO?`F&p8R0mdq7v)3Pl?ibhM**R-=PEs#?3H1VE85{Df?k5>}UyH24 z43)y*<52T6%wI{UM+AF8Oj-30hfw4*c;CjD+`F6S{K;9}i^8_207%HoJcQjFe#*2@*o5uGKwRU+`yu&Vp6n~@-#2kaa(Tkj4blj+aZbg;y&q7b zKT!#KADUCzXN0F`fr$njJDJ(Oc&#bRY9Dw8Kxj9@Tq77Ztu&%E?(R1lv(KCwYd-v| za#`ro)=tElh;>J)zBNEFCupE!R9pQ1tCa08Jzy%G04ylxiq4lfcy?bm8UrUG!#5noB>;1;fG3-x`-l;ytZOw67c3AU*vH#JgOpru^&ksXII zf>!2ws-ja?R^srNs&YK- zDeOw+qW*m3WMoR<8|pi~q!n0qb@gp%!B~+_9Mk_ejGmEegdzOC`%>MYJv>iA3G@VE zgNSj^Cc(Vh$_jjZ)PC8{6Mv#2h50Mw5&_o=cqA4;Q(ioxY@)&{<;J?~z9V@}wQ@}* z_C@R$?(%}CG&-<|bkI}+-^imoKUDo#V1$VEi}``q%7#^{#R$zBc)GV~lHPLk2vt z>*E+}9n#|!a;;Z1fO^Gm)i1VncuYtX85A2ny-#$|PxwkyNXmJc%~t*9AyM+i?YYBp zdO#9!5_`j}2hXrEtDr@jt>#b__N#0FH33NdE|+`CT6 zGvLA_(WXO-z>S6g^HWwTTt~kqh?eF4+Q#gV8Cg6<7Flq!7f*0BAZLNLX>24dFhGlb z*g@-k+Jy;@6+FgWh$J#vt6oR|J(_{>?%6_oMQ4)9+hS$xB4e~FT2@BC>FB>WSV zXK#&<8a3?!M1WaM;HeIx0)8ILI%8}5=G#bC*YJxJS=gtwwVJ|sv=8X4I~C=^z+ANU zguo~VqNgH@*Ujx0k_PJsw=2u1Zt8K&dP6d^`s9@g&6qHTwujrGm6KSzgM4JhOBV%= zO3`I~5Ys+hFI)2{jM~PiT1^~ydDdjq((0-bmJjBFUd@?=Ui>8)a#`>f#Fvm}s&$*`aqCAqC6-X706EH8Mg4{Y{* z!m}1Q`#7^y(t2v$L=Zpn?-mP)ojvzUd`yB>yGK~ZJ)|v6vFWRq=ZFb8J4-)%!!Hu} zYG7N$;bo9pS6=0$!0(KA#y|Rhz5g!-HZOsd7`+cLrG{{d;pX|xpx1g{{v{*!rblz_ z9PjZF{`_T`pEplW?SrR#7hYBC9knVE8~aygJeDO{$b@@dOva-R#4)oKvbj2pK+(F^ zdI6DHa#|W`mpy;Lzq{jM6TK%<$J>Mf=pYg~i%BjN)@WvrcKh1bm9HPCYifz6>1B64 z|3f32Vl=^~0(8{&4KqnEhHlv~DGdJ=rH(K+x(OLs1DHB&l6n?51#K1o${&pZR(j%w z%mljxNmAOV^b03CFg>C@OOxDSl#|nhw&%ojw#F%;X=qx4fA`D}qD@!3H*E7#rl5y< zz&h48owAxRe*G6P)&gN4T9kNjyPyBblkMHyw;4>@Pj5ZR{@oL?Jdi2&bM5j~%*wpix~SWi^5EfhG>3txyB0#0#)-ApqYiOjOX+@l1S#dyaz(yXt^6k^-izL z11T(i?}Ghbxwq>dWzu!|Eb>pOTZh2XPv?HI&vR*MJYQsigLo!S9^|_d9QZOQ;_~|C_tMrOfax7Z! zJ@2)hReD^_sr67CN?4Hol{SOZOj|Sk*Ae5z(j70{ldc}&@@$>6#&Q!No)tV6>-1+( zh5V}m#KhRx#V-JO-tUTzaUFTYgTmv+$o8vl%5_WJl9l4@%Df#Zn&5EVz5N zR@VMxpKGvrZ=OPk(QEPa_jU8KW|`7ogsl%-{A$Ecjj<1CbN{>g_m}CzR*v|CR*7tX zU6}qbJ-m)o%G#UAKbQ@lE6cSPTHd!f_!C`jSyB9PdBXF-l6Yj(rYv&-DCTslzk+!^ zCv=sGp@fLx3juwNh#-q6)K4a1aMkj-b;e8L^`28K;A@(y{LK=@|BS|zh-)E~AEY&w zk=%xZ`=jK1zaWCg7XHa33_k;3tQAUG!1P=DF5yq|#O9sCSD|mI>#le zN2soh`6>GGWz*Hg^+nzPYRiH*dT+g4wP}r#m}SgMMxHHlOk;huExvid?th>o6Z^H7 zW@(x4r3!^!f;^tikv-FdiSi29&aRiwq#+sM(`ly+c*8m)5y862&6mPZ@cO$6t%=vw zmB$}_6~F$`ka%8>Ynp>xbT*t<_F)kT0T4;kbU!pv!j&1X>@UEw$EdX~*MV(Y%Ru=| z`)!U$$ zzAf5zGJ*_E!Ax1R-_igmqc(E2?}ZvLK514RIdaCkzLl6YmRnQsmN}qw#i(?f(*x_L zYUAb^5R^T2g0w0l&Mj8V0U!PdDBiZUIKO1106Di3iUlC5x2e*$Nk0;}*tg;a3q#_1 zmZI+y*)lS~S>EkG<|i9S=`)i(kp+Ssm&>FX$r-ibWnObzjFrVOykhwe?X#pUm3+UJ`J(P8jUJD6!B zBiGC4SFYCk$}8iozzf_{-Spn@_D;Ra=9b@isotYFUNI!-=J}{H+y3VZuX#@ZD2D*6 zGOPw}#-W?KxTeSz#i&Y)|MlXSx6q3LE+3<5o8*&|u_IrX;5LNalIkrseE!0Mez=?QI+p5`!Ar2rGQy34imS^f?; zVgo<|icMuHJTSR3H)W9tLAYpMpz$#Yefl*C0 z@$er0EX>_8Pdgai)SlqP{dH1;rX(fyUy`0ep>tB?w7*wOvj%z&7?l&BD2yNY^i#ib zy184Yf0gcy_B@f0zLk)2y~kN#5Pi>lzYtTU=E}TJXeA=r%G^qYA9O2`wFU1GZoE!?G*({Wa3{S`sMR+H2$GQ_7h=RCEb`8atK;WyzF{d+7ESA>J_eR}KL|nqfD^gr zOt(O=BMTefj8KaJvX<=U9YO$c;m^)-{$nCN0<2SUpZ!+;jhZm#ayD_9$U#(!+DUTj zZi#rb`#hu?ahrPd$j}FbZYfjkQZ!GCTvK`W1tIQ zl5zcYT7cXBrN$H*9twCNUs4P_&y*_}f2F zN-`e0?0Ls^%Wrx8d&4{fsVAxE;NWS+i56?=L)+sa4pFjU29ys3nU@>s-*I~I#S-TfNk1l2Jcc22(syh%YB{ac5h9|F^l?p%Iq#G$Dy&Y zD6EU6H0r-6jERh~vSh_MK`ylamrV@0YyS7Bb2qFcVH*AYUs^W(+Y36_KTrgeSLJ@A z;f*Uf0N}#C`*8$Px_x=;%1Zx{-p~N;RvubV zT*CEQz5D3$ih}y3rA8 zszc)Tck=dRd;H#K9Ql@gmr&J(rltH~B}Uz#TBa9z^&40R<>LKnfHm&l7ZQAC;X=&- z`}QOF0?`&gG36&gCc#i%Wg|aGiynC86|z^g(k{BeXb+ub{2nro_QgzUWoLHQr4@JG zfkxIqqiPMPIjp?E==8wkqft7^d9O752^iIxYR8$5uZwrs!_~ylV=bn??gQK-hsFS# znaNjMlc3NtY85=nH*J%v23v@K_H(!=hY#SF1Y0sXG7HhWUU^Aa-yn#W9!MUxrSHe% zAbo_@+-;$dd8bD37PB%)%o4-mY>(eKSW1py_dfo!ARe*EFl9-&w=2McUE9?FS4 z4^;MHJ8E7^zn`aCipn(ZP2Hye-BV3s+#Dgr6nE}UeabR-=NTX}QUA^&tPleWBCADG zQBq*ISL2VYN`LtEV)f34+_}BG&f)uip>N+n^m;P{30zU}FR7gBmTm^|LMPszOpKrY z&Kg*WVJ+NJnEZ#Nz4TlP;q5%$gvY-S48j&AY! zl{|xzkxvY_oeaGL@qxe2-5QMPFAxhYB@WSvY)@L{TKQ6Q(D}T9_)(Re7HZ4!rGGq$ zH(o76@CS4gf^>jsGPE6Z!vp#o1z>97?2nwrbh76x zI?Zq_apqD{pKl5Ph8XC2=~oKzcTE2Ab$hLl@b0p`-JSa*VB=Fb1SYrc=F)ASWsKFF|SscSwvVCac-IR7s2lm0nwj||qNDU9l0)M`rlRjhY* zrudidF%QPd`6h4nrR8xopO)yb3w_=}JD&}6Y*jA)U}!q$FyDA{$^u}?7k{=U>~+kPa&lLt3F~{ zg;+`#hBDw6*WV9vyPC!WXkm3QW2s#3rvORPPuMF8^*1$%W8I3rAUG9oi~*g$sy6t% z6Ov5<{ZxRfL%x>mf55}qn77qPde4Antvq<6Bl8aSUy=EOO$A#7oi$VlJvUw$vSIQP2xLj3exlzw zpZtzDr>n3o-ffMWYk6xS=N^j^t$Zy0>xWk`5wPIs@MO(%@2}s*Yjd9`%?BbN8QI!H z!anC(L(p0cKy3_jwD8bEtC~viC-x9OcykAU7kS_vLY#*e{(O42fvbJZig9`|(*MvM zC@=9lL7+4+Z(YfVY_nhD7r5@vKpu^l{cc;Eu)}tg>0PhG--*)}*tXdrqJF-*aZ^Et zwM?{x{Nex~F;`OhLh(m?*dwYi`XaLu>@;A^5*x?SNYO>6&xOjh#`rx&r+=+GY z=rDBUVBq}pTqfc?I0tpJR?H|KxXlurHu@B#UR+9YqKJJs@cthfLvZ|Dy8K-muzv}< z>{w^?pRggphWP0x>1Q9{=B~#-7Bs1ntw^xkAdueMTCQgNf5&j7832G429&1Vgs-yq zT5dKyTk>Tcs`q@iG8*$7O05AQFP?ML%p9FZB{n3KX*F|DI9*kXS?>pd$+QQDA0Dzl z8#0cSSByx9-@B@(&)D;9|8A{-u9lG36T@kwKr)JXrvBX$&09hOI1~p*Zu=_| z5tC7>Fz%tO1^8w_)JhaEgnC`DBGal< zIq5LhAI0_2svYxvra*zS$1@E#G8v5PwVEzeXgeA3Ok;;%GU{Lrpk<%vs{y}VcC1e^r^nLA;`to`yfLE9?kMXxd7b`; z&7usD_XGj9dmQ3J^p5h!zb9>w9pDyyqq*IvjvN!kkZMnEPdxZJEIYvTx$n`i4OZP- zGt;j#T-v+CX+NMq$~I(;Y{ zSkui&<6`-eZF=*{j~N$zqk@3Yc)jbS%6J-UM;0mPX0bZD1GI%QL3k1ib#V}!s` z`JD_fnw%f={Xvtc6gN8-F3Bp)Q*nZAgyGu%P%+_!SvpS5MHm=_!Kf{@&)9!BambUn z`524TbSPT4AzZaR6adNgDp0D|k7H&0NZxoBHT}omWrJmOzP=3k@?P8BeZ-U4V#N2V z+iM-rocRCkxoY(+U<_x%O^`2_oNoAVM+`Iy)>m83WUfg-=OvdvB_?H;UjxeB2z%RCtcki3pJGbfMSwIy_PgB&t-o;aCRG&QqMhB4>N7^@FSC8Q9 zkko3M%ugACWmXbJ_Zb<)rYSDN-OdKbvVYa zX4uU$bfYAGv-B0R5eHkM??eP&P-K{BE-hO;SwaP|&s%L$DvCXtqCw~TrX^owH4cLM z-v1Al=BJ^9Adz$_|NUXpYFaQ=koty6VCTS{?96N{aR)8X=ZSLPZg{r5eXH13e4*i4 zYJ>RYY)}Y(<2ho;4R(&s&U#$?2~hliTme8$#6l>m*Ui_PX%9Y6*Hv{Y(0=s3U{Jy<>XGPVwdB2p7C>uI;XE0uU;CG>|K}aIXM|_f z-dy8^BNyBheR52406P z?!Bg!0CcRFk8lSFx?p)r;YynsXe`!%Bi&@b7_~GmtfqYt4OuhNj`uuRTZV>+)&y#RooDFNYvIg5BL ze6z1gKF#{eTk$B>s=7l!07ErRT-TP){gj9B|Fm%FS#K4~X9CdK>K12aLYH3UJp&N^ zhJ?V_?8dg{`V^&Sg;<*&~4fO~psepCUlpI+6aiK*QbA`1EFg7|Dz zeF6R$g8%p-5-49g_K|zuAuurDnwyh^jRXpD^_Z;MblI#jQ3!TJP@oVYAZeNgxu8y? zq&)mJQjS%bpAhPwDRF($bT{zpGLIGmLFxC!K`|w5hnT#6t2?yK7d)NMeeTsT)J4)# zn-Q$N{xj!t19daM^({*~W_nu8n>Hj(gfJkSayiGSAAMi+TN^7l>UNyd)Vc-6;C6jR z4UiW^9MOm~@4uhDW8rkSizyNZ9R=w{9)&2ieo9<;E;R2^xF*24?s70)hzN1ZH0$hA zepoRDsGBonq501?j{!U~4`J*6PpQ4Hw9__S;T?t4vdn(5R%su4qsI)k1&)p)Vu^+* zf<()@g;+MSpXC{Gs;RhKh7x3&0#|jbxBTAw0xD|x?$FgYb-{j%p*~sU_j-rpqfDZ{ zFR2W%H_xNe!meC11}WSK0nM7mcc-v=#^>b|lpDftY7EmfnpwUc@JzZ(CCqd%^CNNd z4NF*A>5t)^>YX;{?7DekB;E~JrQSRf0V{C!4xnP8_9*;XTEr*vRo@*;-WfLbs3AED zhraHwQ3(6(++H~O`1((Sjbz7fRXpJz*lqO+Ui<}G%*(q&Uq|0ek><5*>eX>ouX~5k zxX3g|8(ffVKqa`NLBhrKD|iRUdc#2+Kc<}jb_tr)%&vV*HFKRda5_7Zj@`tX5xwq% zmj7+HJ<=ngQ^XOf$kk{jsmgDgmU?I7q4#NXp2sClH5A&6bkx7uBv3rGKG&AT!Gsr) z=ChT2q-6v8zDTY<*!mIq+4J1{GOr$w?HFmlEI%=em@U?Gh_lY})#%c{vhJiM=oaMy zrc#K(-|Zz(0}iE?#x3f^u7MSr+X$+;(u`ZRUOiqvn;Fhf{w=>XrE)ms|G?7f5_w9L z?X?7tr4cDBNSoy+%9H9t(~L*76%EDNo^a246fPzMC?415d@y+H;$}lwZ|o~z_nrX{ zcHtc7#oO-5yZ#(u6QMnamS0a&X;#3gRfr19WR5HWeA)jGF$5YehI#At445*oZ+vo{ zSdEd4eZJWDsK*++4A4i9Gm~d#;P~VS&-eux^;GyFA-7)WOz5w70#rxLUQ4GGTPCn* zuJ?1jDqN_=Z3$bOzKGi=R`=x6rCf7ML}XIia&8UY)9FW*rmGVjLOCdS0`CeT@ zck}9KZI;}D(=vu7J3VNk7x5@*9=`JSnygR#t{>OYPJ1vyA^S|Yl9(x+J~7b)3@k)o z!*DigMn$9`|i?iDSq6*m`k}j7_)VZ3|Z)~I{^&bwq3H_awrBZFIA~O52 zPlq!FUK(p@BM|fTt2JqQ<*csmoh$I^cvTAR(m}(|Iouq-_)-Yi9Q)7GRnUb&p5#P7 zjbdSmSGS>yoK>T??e5}DzskdW_LW{AHb=I23#uK52GzP zqoVF#I?vPZ;03Bs?JL3&$bH;Y2M~;`xR{4-)xunnD;zuVoOt<1Uw(gw^gf+3J#^~C zUaU6UP*g&KR=J3WF`=^2wB=LOUlF;K_kTU~_GW$i)_&)}3^bk9HM=d%d7^w}pZcRd zO-^!9J);7>@%3FXu(vmx%Fvc>qT%?Il<_syRsXTNK$&M440Wq{@Px4mXw5L6&D8AVVd<=p*2thuRU!X=(Qq|w3aX!b*;ifu< zurl?62-7mFZ4sQ!0b`#a38R#2RzoiPY;$aX&5$b-wc=s@_2b3pNjorc3{qyISpy3w zC(LDKUDhHNr`A;Il)G{esMc%|+IpuU3?)b+%Mq^@9NH`pwkh<^8kUyYP#*EWdhKww z4-Fx^E1dC7Y29Z3WM1YGtT0*}lYS^E6@~hMVvey(0$KWzf;uA=6IdY$E=%I`*#+mA zJmoy5SR36|*sp?vJEnvg^KBrZ-DGI;%Qj_8Ka{EeN${!a^e$W8anzr}j!Fs;+V% z1m}|Hez$+otdMFXCQmUSb`Q*U0-fMZ1dOs&Xx78-i_zXEQ6N{mnG>U@{=LXauC4h7 z;hF5BNW7ln^R18f)uY?Iy|(oga^LY?Tn#f0_o-@P*J*N}66d1|GgmEIau9Tqdh=$-*Bui-eYeN|5mO zwT~6O9JsMZ5y^{qbU$f$t9UNWG_CE!-*Sq_Cc~S1Zqj?s>(y=112DzG-C%8+UH7fa zoc?Q>AwHr#{|?6st}0*Tpkg^LSozRrwCe?-PZ2Zs+3e&i!;g+(c}B#ko3229-_ ztz4in@wS%v05U(yVfOdMMj@#t2-uP zM7)Bf;98yR4rVR;;gJ^L=2j2?-~?%9{v%)yFxH>vygs9#|M-#uek!*V4x{2ogyD@e$-Xk060=s&|T^g zKS#h5uHG*N%K~h9xLU>QrU>A2DJ&X#!utISqkgvlxN+YdDGJTvj*aI0u-pTTz#`qD zI@UM_;dCaBpOr|9LK8e*o5%-CdNG4Z<7#_oL10+(A00nEVcFKu3`ZLQ=WV)(`VN~Y z+zcqQ!#IB8hUgomw=M89UHRQ#jggN?M9fprT)VV}Mg9TDg_p~T=g{GT0ddQ?S^7qi zZ6)yatC??0Q4}D!L6x5Pd^q-FpOia%@M1#Z$uN0NedTj1*w~++tQ-sQ%ia*l1myTH z%v)GuQQ2C9=y&y86oT8pEh-DSnsoI`>f$gDO{Dx=fS-V=G^n2y#c?&$hW3(sna&-> z{MHS}J5uK_d@ypQR!Bc$g&llRCJS|*fs-Gv6v-RpEBnjIl7AkHqf7xc0XZ4heo#4x z#;0X&c)!yodb!MTfZdKm?sfPA4i1!iymaGMie1b!Z{xBu@H3Y5a@9A)>g&ULm;K?8 z5TJZ3(u*x}a~H3P<`%@;s5!AJUX6{uXwOI(8H1BQ#8avi={XbA*O%tPnJ6myD>W8tlh<)pLxWF^FS5#oLhPO1K=Bejill~!hzOhx)Cmz3%x)_i zhwog<9{X5H4Gayq>Jk(w85sB=t1a=BwcDn{g}97(u~Q9@f2)`|=S};mkF+NP4i}3% z#-b)oo$QtF8I%lYmzO~1G(FgB!b6q2q(+h-+&Odh?ERPcKwZ9>dQbayXu(PCjPdxS zMb1+)>Ntj0K+uhV{uEH2shRkXt-G!m3TPjbzOMi#28qIqokzxd2vs*YFG~LT9xx+- zt)TEnSRNCF{%1lL<+=ckxFJau;gmANGo@!^FWY;o?!(98Jd*JGLU%hMf4_JUF&~iz zc_x_C7faHo>&D45sB$RqS#(tkPjijiZ zO!NS$hLYT|z7X|gCb|!*=D^uPKV%Z##ncoSU3m!kSAw<6Cb#WdchccgQ@jiGxL#)F zx<=Kmr0x{$E9*iM?tjDpRH1`}%OzLsDY*s!3pBX;h810hdxZ2}>(@e7XgJI7lycprZ&$JSCG{ zTui4dP}-gW_0H=@wM=s6-Dpp9?anLN81Y1ysP^Sc`{zlR$yfyvwUBzzZkcW!k!d z=u7lii(qoE`V-dLF~>x?YW{kmp6@SS8R8f9VUihjGJ|4xiSv}UAu#Gif_3Z4wo<}{ z^aKxO-m0-%-18j^UT+JcI69AWmtFrOpcj8OP8yPXgeqo3-)RSbtmP5_&>2!t-yEP* zxaW)YbbMd3$)p|c@>i!bB+PO-se^PRiQ0Af#XSR-2HA#c8!bBgaU2eF`!=LrCd!?m zg}DD*^=1peIT8L;;rD@Rr#3Jo=K|saTL<^yX%$s)hGaxt<-@fD+S%lGT;B05dfG+( zTIG(wn+h*Ws_+Yz7&wkbBS~5U2J!Kud7WvrMmy#+c7o)iKmf&u8Z0t@FqW+P-x*yC z)}7QcDVN-6_#qp#rouwu;VwV?dz{CA1&9}+EYvU%)+>1A2CB5ZKi(8D+iQ1t!?E^t*B$m)nZ|h@BpXK%guOz7%N+Dv(LR4XJ_p;sHHzaLo3FR5R8Iq&UErY^2!J7BNX60o$ z8RIL{wNM0UuL{S);{WU{Jq^ftAR8ljL5UwxzrNQ5{VE7H0B|B;aIK0ngu~f91P{X6 zZXoL?UbGG$q-O};8NGRBpi45hRO+*H?HJ)CVa8`oG$i|koGzYHDZz-K+*KXm^98a` zCYrqu32=9@6B#+seGxhf#PsMLL7XM1Wn%(cpApYai0Q#BX$vaJ!aYQc+5(wOf z!_*<7Gt?QCZ7kcNpjK;zk4U7=2t-hDoOqJ6-xK_MbRv5p<3-;)ZN(PaXxfvC=_f^M zewlxD5-ljcDZLmb^a5w~0`^3;4V{xi=Z+Br6TBf$SYGJdsw`}o@%T97k!Pg$N=Skt z%uF@mEXMTAR{e8Tq=LLq;$L7ykdCUoa9|!cb9vSG(#`?rOT0e#2Yvv|1~A;>fg4IZ zT&87%ZiU4!oNB0RO_1EOLMfe#<%XqS!)ucWnCNcKTEfov*r%ni1kM)!wsL0EGcpK$j4e#k}DVSUD#Ai zFa{LIaL0-fQfTrPAV+ev?4vE0R(zMFK}w{^*^nMCm$2k0B@Rmvsn5yAD&<5w=r8$p zrlZ4%vgNynVCkh8P zXV?yI7Z0$39ZEYzNp8^WvLGEz{cYIoLb-L|()7`wxbxJ+pxf;CJof6eL*uH&Q{zh2 z#t(Mo)37}68V85nd}T`~wDixxS=f%6)<>2^V+V+R*pLD@JJ{3Yaz|OB5Tb}!o#b{w z!NjX`CI7kq*pAs9}9g%gE&hjw21q$1IdmW+M6izPr2mxy=$XC z`j%D`jW?tj^S`a7No6^XOLRLPI+X3YV_q0*1nZ6!IyMueeLFYO9;`?_xFRf9z8mwd zbg=W@sLxN0(6hmw^LX?=2P~uUXfmD0?t%2y5Z}tqri#Kv2DzUbT5gN+@BRPD|4XHO zEDBI;$UHL1SC_D98R|cKazJUX*sm>|6o%*LWji+{$Cw-Y`|n$rfJ&}*i*@Xi6TC4@L>lGVkm@NrNQvuTNS%?bQGUZt_r*P*!Ox> z0qXDGKAsNg-oH+7f!i@!6AA{eM?)LL<7EdK(4A z42x!0#WhC(7PcYk#ok{qTe2^P2T2UDZ`KFBBZ$#f;but+V5rW?$~}VF`jy$ zNViO}D&6y#W@_}V_pB#$DzVx5R^6>Yics$#@mNj_3k;%d!-cS=#|7L zjQLgOy;1A_{HH4%z~Ds^m|;i)+DhL0>W3G45}*s%qBz&|wLhkC?v|+Nc%!4d z;o0+hX#(Rhf(nPJkNgq+Mgf7?hpp9y&m|HC~ zu#D7eS4V>n_x%Qz-ROINeV9__&1Fh^#ZLw!XFgoxI;ynUaE-7_HwRdZvZcIv+wfbV z;=UT?@X9R)`5;10x^1_5mfyGIW7S#cmwZ=(kM<6P+uoC}`WzjkA59#QJym#G_;~Hx z_IHH&_E3b~-oqYcBqHm<)&bd*c;lwS1y~%xJv;olTH(ay?7h($Y0dNW|Ia_pbw^xk WCRQcJI~W-l_}o#xhb&Wi82Ud#2UN2F literal 0 HcmV?d00001 diff --git a/examples/time_series/melbourne.png b/examples/time_series/melbourne.png new file mode 100644 index 0000000000000000000000000000000000000000..c9ad5dd6f915bd51111d278be89ea0f2c32997a0 GIT binary patch literal 54098 zcmc$Fg;$jC6YtUp(&Eyfh@^BkDj^|V!h(o&!_qAx4F*ex(nw1$AtBvMEZwzqcib2K z{_eT|!99B99GCZb=b8A-%x7l9)LzRI;8Ed$Kp=uw3NJN4Aan=_gw~FW4gAmR9!Wvq z2lhK9`In&EyFcF>a=(E<44_vpWwbm}wi-NBIP~?`t|K~&stjCri|Sm3R9*xzTt5EJ zSF(P_)*rf9b3ad*W%w~3lxX7&9QhpZc=EnZAsaZC81N)y!2R(5 z@vmd$d}JNyTY$y}6{x&wU~DWY1Pt!!v#y+cR-^ZUn>d~eshTG2w2r9hd4ww{C`g45 zQ)JT9%MK78k{?d|JoRZcKugYg>b zUZ|Nkv;HDVO^VwKPd0Kg6>)4Nu}Aef`<^qFcp`1!pgm2Y8ED?ZfM3Lt@Qh;SL9Y&l%8rcUpDSc1c|lW>kkytEar5u0IGdIv>|iyGYR3(bS&z-<`agoC7uW z7~dQy@+Dle1c1>!j2wy&XH5oXtX&r_oAV+#a2ZW4awT>i<34AbDGsqmQoHkDK7u{I z9L(p28_r$p;B1T;%=v9TtDe1?;=&jqGrInzn_hVGa}EP%&EEUcj;sFo#K0JgXdu?{y^84@?!WRjKoJP}B?j*ozUJb$K<$OEufOp8A{LmyBcHP{rZX^NO*P`Nb z^QC>6X^xwy=Pufngnl2bGNbk9UW&1;N#@e{kO%MurFol}V8axxj)EV4Byn2qoUVyr zz|HUN*I5wOBfXs(=4!E!xdVw5tCiht!Q3SKUfHa%>|6{LoyDtyb7&mA9%Y zN!Z7O&c?>Iu+aAV@V?{v;Qgv<1CR9|>>wII@G>|&N-17Yy+B(%Kh|-fMRW|gsrM!+ zM58H@FTSjNxEX<o3X}MXZcZSS>ZR(i7=V zHE4ygyV8jK0u3BGoouls^>ID~XF6jBwoDrmY;MA7V2UC-(Jw;G7vP+)(;Gi-ZwnIA zr@hD}xP%4@X@%+|A&$Tl@6|MN$yr_?H{8BfJR{UyD z?l%oPJGCBUroE+wLy-xbt15p=1EF+BtDYfKC1&ZPyKD^v&C7=e%L=@J`9DmC)ry9%L$;p%-tB*gk;b{o0 zgW zAP-3}t*6_FKWaURN#XADNaMPf6C9S)DXA69`JNpj^L<{J@JU}JcRr>J2npN&#+}HL zjZ^fsKq)~Bd;Nuc4)oP~Q^H?r1>C66W+r9cceeMwz5e2xcQht)7i$w+tGg_?ri(Y1 zTv2tnA3k?qc+n;&N8O2|0YEKzCVPlR7kQ;pg5~=}Hj}ST5Zw_ylZ?AhY|y{*KL2|! zt@kJI)S;phiJpwg{EIgapC%d&gshz}aeiXR(s)nLCZ|idxhclWWSn5Bqa)Z3!IV)j z^R5d^O+C3w0r?LmLb|uwXv{4NSmN6R$)Cmt2T%S*EUf~wFcj(2q{o+PVW|AliG7lAHCE@gfI;@&}5N=v!<{vw`ybZ^XG z-E7&qPRkO1R1V*I(bkaA+AfDNQ=An^{4_oSEYxv#t!yKQA4BVrbrc^yD*`&EfQVGQ zfq0}nkq2&-O6&Rk-Z!P{%^%2bfd$;Pz_r7@c|w*t!0K#ac5KR=NMnEK-SJv+ajQ>q z0FB?hX1!bHA=$&Hsc(vS|BATs>*zu{yLM}<;-9{zj^DEi{PQQk)1soV zMQKsoAG=l-+lrjPGQ=ABNCQhjvwXI{c^~%nGYt@cPuLr{hiF82h5jm}yj)u!Tj8&= zWKrEFPEI%h z{T_|pz73Lpe-l79%S!nF>%3xOc0BNphUnS1?al3JGC*Md=L(~vb`?{Pqwpur@F91db=9+stfCDRLYnNADehUmV&_W#9f zI8deKFSoeLQvIIPzo2kbl{?Uss;Fr<@d!fzPEx$t;<}>FsLYuGRUu|p4WvSxRVT;eoU~aRHS05X__-|1UU(U_o{#i(DyKvz1AH zy%MhTm%CGQ&iC3#88pgmBQ;T9ZRc8^FqVUZU*!T|7+FkX>k0S4y1K@8?5Mh?c*V`* ziz&imu*47NG_2wM(Xk{#g|PYwdqcown9dwNm?4tKFid`H5;nmiIfFFYMIRytKv% zhHr|BIkKPrU(9Kkd0w6T4w^0gv28v{@&iq_P0CK&@o}W#!w=l%NqvNqc3rM4_f=KV zrmzYJ|GP>=M0uXhl8E?$R@B?b2zva>pq96aNZ}1%PtPA`T;w0o5&`Eo&$)AcoX@94 z7z5WMH~y;s92Wq&Z{u;)!?68C$30wZM_OzV&b8}558YXCzqM=?QW&=EsA1is01z<) z2$`}W>1t}E(50g8CvWx0V$^~i_}C@~LEae6n6tUq7Hd`Ufg5dP^BF%?Dv&{h10Ec6 zJo}eKbPDhXBBT_VKHqFCj-GBJdlQOz;9z&R<-n)PoIn|ER1(lcW3s`rq5lT3&rTan zTs&BflbQ#zU}N5mTL#a;hGp8KFR4U(ZCA?wvkg#%IKDrBV*-9Kn*I<7ufJWxE889y zE^Oj#o22h>8U@tkZi`+*^0x#^6X!2j6TveYTKzqMC7rld9Z`rlS4sxy=?Go?_qGHT z^T&SR_Lf=~8`Co#8Hz{%imIy3C>cyV9)#~xkpssgU_rY$VOS+hjMt;Ga}5b)1Hz_o zF9|7sW*G`H8RAfH^>K39znTKTtnheFqjOVU*fL-0caJJv}r>dUG_(_fp ze4QGC@ji=QzS7wL`hcQQn;6^F%E}%{HH0j($GL!0EE@IxxI^`j9tHYPZzpRt*4t!E zj2ed1h}2ZKePcFU48*oqSoR2}32`{y=zj&pUzj)DZrjtIju<8?F*Wf0eImYhXwklD zRPW(rbAOHvH%PstdeF98L%U_~LG{Tyr@y(hw{KL9vx93`dZ*3z8BFa#J)K>mp^kUc z%8tiOgpyLZ>DgF8j2npm3De}@h&8!ZK^IH{^HEI3#W0`*0P%p5kZ{ym{Kzgr93oNH zNXTD*VSBvIPWx8sb#@Qn@sVl9zd=`n;0{Q5P)AEkB!@QBR(J+xQqQ;qe4DNNNFr=>n!L}P`HP!8F}6(pyNi+ko}RE` zjw(i*jtKB0{(ZdQ%brv^;NwA76H(cwoE>q}C9>wLGJn0v$o97LF2%5+tD2Q4GK^bQ z!q=f*=VEvtWYiUP0cQb9iaQMIT;TcaP0}=Hhi?3NZ6R>wR43q+7o+PZR0etceW%TT z9CLPW-m+UhMYNKCk_=DBOUCVbww9pYEW31(hJuhbscqWO4k#)K8DuFTfE~Z)vWHAe zyys~7j&J1u7J}|T#4CAV!9}=fbTqm?tjNL98+r2a136dbj+@Us%oy9;aDD~((4hEL zM`RfJM;TT{Jx;(ov)MzAkG-B#scH(`c;cT$4}7xWV*8%?XI-@Oj7`#%M<543Xu#;` z^bx0}nVIPyiwCwxTJXyn6h?X>2CY6eU-OBZl5^L+x{N&WJE4F$8bo>Qy=$W>#5uLM5@b@S#r+k_$u&I-ODMr? zNW&TUHk8XPE?cy7SN6dj2$^4V{Ln&dev%j&5=q28G}_Y^Ze^|L&kwRclUC`S!jNxS z|Fw<5m}3JvUCa~vLTxWBc&9+%Ohp1ljKU{CL(}T?ep}YWBRm{+7m}I`Ahp;3TnKo0}-BeJaL{B6ai6#J~+iR#*5*oB;p0rPMd7#CXO_Hu&y1)~3j;}JW z$aO>c{W3&#j7f?O`4{={1Z!;0aDIb)<`s`9DfQ#w@J8g57thm=k3|KA zsDTo~5yZ-tQ}8ce8Y0nHmt-htRL7?yAmmK)$AF;*6Zi=1M3Oo~75U)n5;OSvPBL}D z({n912vgU!f*O+7a$th)_OiY6tVQAI8gMW~J=VMI-*K-~MW$2kY|b6#JA|)M@Gi^~DmI8f~lL z!d_4`B_)^tME%_O?`)v`lo_wXZdZPJXuhW{9{5=x- zZb0CC#?|5{3^((Fqhuz|`#f)zNT7I!+G!xH-?H0tV`O0{MWOSf>Id$bKRF09&PT2SK=sM7 zx@Pv4;l8T6+<)j%fBhjO-bXSV)!jP`%YdG@OTL5B-X~>cJRu%#gY=;VxI?fTPY*L$ z*G{Tx?85_?veeBXgW|jR4}5(1&9O1#)jJz@ z7?ysmMERwX#cgt{P5tSs1|LsqpsZmOP5%5T7nG!D&!#Vd)f=C2#C`dNYWX|DvI1!F zf9+Lr^DC0`-8mqXEw)(qx~U+}ccAVC+AU#|OTkR{wUq0yN{G?TLA-8K^OihXJ#o{a zmrLp?q4!Sk1Ri>~LQH4F*=`J=+)pLVi8WBo+kXv zq`a>*;Yp1;oFzqam*EI<9wFV>ZT(i)3-*uzw%FiGAP<{ugr#g5w(Ho)v zEEJlF@v+5$O-!(vo3jP`&ViGgHaTDJ`lC1;;gE48K4TV3CJ^?3WW{M}qd04t8MKyR&BAE8%lF8&vUw(|+Mw^IT-u4!u|>K7$s zSxzwu#XB7lEAAdkv;q_(^3bP`@Qdx8f>L(y8}k}GcMbdgR)B4qy=W)?lX1E3Zgj$_qhD;f-pAAUG8AS&at6GbQtHx&z^Ykq2!fB3@C+#4FiiP8r>n>;k8gQBl zPIIkjBSjH7Mr=@V5oZW}UV_OC9(zJOqnh*p(I9>aYz?c-Sq)O%>V@(`6E|+w#0x~Y zPFoIE67X&&>Fmvd6`lg;HHP+dq450MvMmCG|Xm^j(s^edz7fc<_=dVwGC3$*! z)x5bDBrU^QxqEum|C;&Gh?)ste9@ZvxO`XG$)|6zI(*NIs^>27LEmYn3%(a;`l8S0 zEiJjMmTkK^6pwD4P|FmIZqL~&;cI&+{uth$$5{UaLt&z!uZItJV1M~Se(|+aa`U5* zCov{&tlu6wT&D8P%niXX>g5_<&nTBXv1MzFz2F?tptb8ILEcm)y;AD)y91A)95Y90 zU@mzmC!9`QBvzx$#gh)!iXSt&mO&lwN5(37F@ENt7{};WSY(t(V}%SVwga@hQJZ12 z8Qihql4y-ZIlb)$EiCySmFFnW_1%U#t`%R5)f|eY*o=RKYZ#vy?O2VOF=|+Nnj0i%c0bfp&3b^+1_`Q89;SaPV zyu0V>yyOL+8#l5`yyyauhW3UxaQB8yi0|%9pOnYpEr$GcH=ywog1=;YjrOTMrpK7w zZq2hQ=@5;L7of&2x1G~swAEb$Drj3j^mY%(ox!RycT}Z4`(YCx)o_3MuyD~Yrc{W| z9fx}f{Zx`#_(ru!)rjcoh%wNA0{dokrb&nv?Z)lJu9z{p(KYV8Zb&!-xm>e1G9ca$ zt>&Qe;`&Dny8qS7nVXM6Z8ifKC1OOjKHD`)A2w+^^t@l=IH{1J*O|%&31HWyRPtCB7ejSX4w}b(iup(&-2KTqd-XseB zZ6V;jb_Hc*MJY0&SO;`997jiNrv9E@lw3|%*mR#+Q}Sju z*#Uk&DZ;;5;y*RD@giMZ?HZe!g_d|*^n&Zz=UM*7ceDYR<8&0*i46*y`vjHq0&>Y^ zDOqkN{`bb0aef}s*BR%AdyL$7{PlB5V4cruHHiUt{=vE?PgJ2a6Zi?35ZfE#?Uaon zzB?Rndwh|YD)+^AU5f(ZIek%O;QkChO)pKplx_ue5WAyCo0S{6PTBs@F88&8ToVq4 zW>G06q+-v>x*K;XZI8SM=;CK`4eq)EDIXO-5r_JHkDJ#mX$w}5JsO12x7~bJ(f3YD zO+QaWkjTe8OqPG0pM^O7K`<}N?B?J9j7X0+Ep8Wr5v{wlfZ1X>VMCT7Ii@Ks(E1m< zlcX=MTV$6-4-ye=GZ7BH6drS473o&C$1q;efyVeZ6j+jru4V#oVzUICuc?^s@xX0>Wf3Ki$nJ_9#g(**02bxuk;zppA*{+QWv#ks=0$6@dAV=^Wejq@x?<$E8lFhRq1QhFShK+;7@~OCFy-Zi+45^PNFP zO-3#p!1^_w$swCRmZYyW896LFcPmAA6FB455Ago{bg!ahv^bn4u&foSl6~c03U6jzy!`PhJf3K;vHAFxwfmoJ|4IT9dj7NP9JmkKLm%uoQAobK{kW zZ;WZ^yWH+J9J46v(NrV;SpcY}g`s&hSQE8yn$kuOE)Tq#4sQ6LU~$n00R#g(tm9nS z5sjKZ#{Y6?SH0TO$XcwZKT^yO1$5EsnUKt!G&1Qd9vUW=5{1A;Ot*Xesj#@k!fyGlO z-xf_ob4^h?8R0NjJ_OtEE%IJ)cZ=A*W4eEo&AenDEEv(m5VYX3_cp;GnsX6i)P?_P z@Nnd|Nb29wKrPB8d=P{yps2K!k=@}h4Nu8ht}z0u@bAJvPn>RuC&+E6^$h8-2??74OcA+EU}u5i#lMOVD;QL zr%OAs_IgJT{r|TM0ClQ6) zV(GJox0l#%+26KQ6JUuR%mSJC%R#_e8e`ZY)3hmq??F*!ur`u!3sAdaZQ8C@aJw zM!>OgSqTP|?AxB#UL9_aWWgr^R?xm*It-qBU=nwr@e(x`JFl=@BjkC&c4Z|4j+9Qj?PbGZC{T)Zwr){U1L!6Y8 zRj-3?r7VG5fa{t%K0yzY zl_b?|>4a?Lo3iGqQMVhlIFWI0gQYtB9S@|AZU2aePZKEHrq5;t zy}!&J-rib_yW_AD`MjQMU{OS-omZct@7B}IjTy`JX~9QALx~L2Xwz3;*x-912``4<=r!my}CN1VuSH#KFiw90UaOh5L@ptUSc2paCY{U zGuxWN&v?6~&I-{r?GAkn@^KE}zK?b3x>_D}=+Qp|1f%TQ;wkp%7l9llx=v8Q_O{Ls zRz`r`UzZrtl3LggBh$i~b41e=HZw{%YL>=^;6 z{#dXj^?=Ys?ITX^#pc6=Xk0w7G{C0o$#ly^=Rimvn zRQLIfjM&i~B{d$c`SQ(tQCPPl7vW@~56IvF)Q$}Tkn*v`cMO%OlT&f&uIAQkr!$xH zQsl{6`jpnM1aFcP?{!lHuZ&M`<@G0x-VpXQ2>y^Uh5sX)ei*u`J1-K%0ZhXeyiwCs zZyg5TzEPsRKv=Of01taTYXNm`Jk$wNdbLAlInfmh*5J)5R2FxGx!W6G9wbQdnR%NH|AUyRV`=dk@Qj^57k6&cq43MwiZdfnxK z(-a{Ij;VW`_olYn>S_Ke(Tz+jXY#M4F}bPcS@I;SPeg{HzDkrbYXcX`I> z+YzE4`SzJ+JwYtycvQL(Vdlcst|6CIG2~V%Bic@a69w(R1~7sKmt(GxpSezzbKzikxmgk6>nCdRL7~*!O}tHPptal%c&ub+=Yk#3V+-fA7-$ z?lIS!sU=9U=^*&^4{z3weT3O=xLungIjuWc%YT^PKV4inm{$a6X9BaH(*&X!X*BAz z1|F&LA-hyLD5H*GkY?i+h<*->z6p&j^Vv060g^J_n|~V zn26-dBMw@p*;B!ZE!pA^PYryIkCF`?o*QTx)94r1yNE)?(mp;ak>R&(noL^DtUyvt}X}~qi|St;j>OWc%jVQ(Z!oDmBCXX zT;VE2TVNl#5)6y4@nvZ)3oWo_H}Uzw<8^ElRFKAS`d0d;u*f4h&$e~+ ze-q*M9-10QN4oCEE$zf|dnwOMS+S!)Gm1cF@9=N{xXPMYhe<@EkCJ zbtj6l4y_2zN0lr67-|#K<;&TO;bNW%B1hUo_jh?_G|(!N|D5az1^Jc(V|c<+WOGOz zxX&YnUqO3$PiBxI;Z*G#&M38FeC>Q?4LDFSJJQ*+qP*3T!Md)Zq6pl7 z;GqLXhMP>L#ca{V-kPJKl#n=QfENs+A_qAF-Tr}l68gnX8-sn5Ii0EccO0NRS?1kS zV;03JL1McIto9i_$X4Pi`vq)}AY3%k6E= zgEX&ew5RVcbd=o`PFvOe&n1hjFMPCt@&g!B1G`qZS{%1u@mG!BXF3>LAs^+gZuDQ4 zl&n*)VRZzE=&sEzUiD$`4HNyTPPM^6>f{=rE{^eAxx~fqn=|;PAy)LMta=;r9)roG zHrqDZsx|8c)x(!MvI8AU0HWD1Ih|=@D&z+*ks5`shRcN z;qeBsphW7(;Z%%DH3Bx~6t#6#N-b7ZHEsG6vxJUMgpJauep*|Iu26{u6q7czR!Zp~ zaJ?X9`CS-f*y!V$^*cxOkv3)LZ+F{?5^oVCU1)(pj`#j;G4sH;xG!mA76Rb2h9pb= zNnpo=QDTij5vf!2@y$KB(b>!UAJ`$?mg%*DN2RBXq{HMLTA1X#K*@8Ieg$*+LDnaz zdTp=dPscK!TF``3@^TLHZ;Rk=^d4(i@xi0i_BjgAqA)=b>9Zd1^1ELu57D;dU>kTu__%f4@Uy52 z3Qw!XHrA92=j{NvP2LYkw2dceBk7^QF6OXQ%HwyQ@D@9?3XC*W^yTESwDeGSB)Q@jaJZoT=0A++qf8y~<`;Ys=rhg?7x{o1P1I*!*?UVTyjw z9+dC{v?($F&2>I7?lm6<$iahqlDTM?_XSb0o3iX@y3D)D)K7e;n+f4hq} zOfD%X`=+Xwo|#WnP+o_4dj#p>yVNdRzf9L<6glPaegTj1pJtHVOrWFkBcD#^S)NTE zr?hWuj4l{u_4BS8-QPS-dypAHI^;a&wLdW27*UYXu(!~6xHA!3tOv}XX4l~(v_5k| zEdT}Hw`%FHHP_HtB{7HydTW$zh?+cs&M>2+G-Hd4_S*BysVzrq+!0zE1v3pEKgcKr z0-YotWSlOGC?pHVy3%^m`{WdD-oRtzcl;TC4y!!WQ0P$W{2cS{?`#~12uJi_x9?(x z(o#OJh7KM${`~2XCFmkUD$llW$0W}VNw)&U)G{XO*OoxByreiIR2i-K0^~gXHl69% zW)l$>@1c;lk65&P?`1~N8n|u;9^p+oy4?@r;3^Jvf9|O?W@`t51Rj+w=M5qSR8YTW zj2%3MdB0xm>A8qd+H-&LE?fR+lfUyEHA%xAU7!2))1^%AFzUyY%7wqw)ZnKvhm@pU-kAA{(cIeq!V{85!20 z|8*gD)2PA+Ck7{nqP}P5j3FXAf)ZFOnOoQR50UEY1FU5MW{n*ZO7#q6NcM@n0%N{? z;%uJ@)T6xZ{KFLP)*`kvyJuqZG{oktsh+yFA_wM6l%=W;_aPreYo_HB% z9=h+9zfuG4ODL9^i5M|4qlD-xb>q@04A94BL0!>P-GbTGVngGGk229>iLL``rno0N z2Q}Ve{Nx53NU7Wx6_w+QQiXX_@B#b`EA)hTtp1p6aDZT79t->Hd zuXYX;ze+h5-v?@kWYb+Tl{Dm(iGfvTrVg1NWH%Wx8>Dw#l$;7u1Uf@T>@PuZguC7; zDE;vMA~$wqJ!`mZv|NTe9NHp@gJ|6uJLHf96J@RO$yr&&lNPw}nfeH5N%74@u*&Ja zQIqmD|7rbHSIK!quN(IT>f#-l9txf7B4q*nIU>)FXEaIcrKZ!5!-Ln}?W66L&jeXi zQB>{gNrKr08m#)?GFMq^1Y;3MgfgW}Nh-rlz)t>PL+3k33G(2;@mNmyjc;be40Q&S zKn_$Sdfgs8So#k9@$}s19Vu<@cT?)>ac8^yz@vrRG;}(`1~PLmT+sMBQ?+_Au=yft zVhFDYZX&t>3P+-OMWlxQ?<$OWFH`BY$GqL^zHKV)PZ9`zlYHcXfch%}km>X*B}p{B z3_a?mY_z`F_`v1PM2z20L%GmVtc+fY9dSp$>3?{WPy+iRg@lig)#JC zkATtgWXH=#?kyk42>MvmA_*~yzv#-hgl^myYrA7qksZmPja37O6*J%xV|L-sGy0xb zZq&y18!LSKOsW_!YqqEerfh+s0mRqLD<1e++3MQxRw@PNtV1Fze+|i)E_~d3=Vp@~ zvUNsOh~fV`Q45|Y(eCUVTmrjKOPs@&da1yT>5?MVFyjzkqvJ^uec0cLO+|3 zM<2i)4*0An=k&-N)bJtAdA<`C>LL{s2O%% z_~$i9oF_$AIdgH1K5EwnKWlD3(B1IeZ`HB{&MJSS;yj?;o=8255~3S8gL=*X#P%OY zRA#{WVZ|YJUTruTD2&@xM`(Qs0>)YVUTvDL88Rq%x>(f_S&VjhWYzoD|7aZ@SOg}W z>f02Ov-Ma9Y^+O_z$y6 zXh_YC&B+_{*>1JUm}mtarB8>w<6f_SPm#?EkzPjL4)+X&R)MJ?E+!D2XG9|vu_Qzl zP!5bA#O_>(>t-0y)b3ijr*iAQb+9oRpBW}GrA!rSp%Hzy4qNojDK&IQC(%s#8J@2bI%cY7B4F+I@8G>kmTVB+`m9F)A8V|Sjv~1x0?nPCpY40@ zw9#LGjh0zVkMQQPE?NDhfVVI0RW7kc3CW5~RE&Q%L-bp!zw)l1(rB;vaK^EkK@6-E z0|V+G;`G`=&IDfA<&|nKqYIk%qDBYwTp_K;kO}Kz6a+#n+*zBE1$IcxZ!6SM%M|PC+E?*JvQ3T}yR8gItd6PH>uDoCe0K>2hfnhfL8f8V1ZrVEju3e{U9 zv`caDg4-)`RDGRe{O!f*HDJ1HZ9j6-XIg`h9i^7`2UB_oW^O8r8C4HcDBOnWV9j~m z+P=HA$3XR+`qz&_p>^oej5?H_}0PM)+B)OzcI(FJ&S)Arrwt#t}TQY zx26bom(ON{w09~zO3E;FSz@fPdJi~y*jtsCJd9PbBv1)&wxoQICtB=M^^{bQh1Rd4 zmctF5Vjsd6oNqjY>l9_E*X%taH=lrItFLbWh6Lc^KK-sm7w4Z82xcau-t1?5VT zsgvgQ%cG)#EFbWZ-~Zr{&hri~%rw?`uJM*yL=IW&R&O|*2kq+{_(QE4ny6_-+&d$I z1q=Yyd6!_XM^12yfl0lT17CJeO?-fde>08(;g%v;h^`iK+>R4y;PUW&nhr0FlOph_ zo=_`%sBNHV5ksBNfzCMfLpstheN(*inX}&<=+6XnH6-Lf zXZ(1)24I|^vp#%vkMa(vp-2DvGgiqxIRd5-~SJkNF+x(xsEVb8Urb7lDp!i?YkQ0Cw#*Jjv* zBmGHI%0J!R*j_RkSP4(O6pe3X;#(ixbkwqtzqEZLavd|n3VD!hTM4-j=^2pAqsP~s*D_e4OQ+n{LA5oJGTo~>o zoNV*N%e%I7J-#(C!#&U zDS9ZY_vO-Ya?ZOLDquqvpl5z)IP=a#RH~u87E|2#;-2l~;c0euzxKf-{PWCf16mR{ z5#fDpMLYKPa!oeYBA?n)Xuv=x<4-np=GIwdz!38>Q_x~P>5lA4s>S3wvk`~L(3b3n zNY3E1E!hHu*;U${!B7|$%3WCLCZnWll(**tJoJqynAHGj?Lt1gPn(rg?-Gxi5?drpM`<6JS zoF3cw>1SfSTe1xKP^S_c|H{gOa0a(O4oQ}3VT<3mfWOO;} zTL3JMZbyO5D4|RUSu!G9YlOsI&+#Dsd1lX;etfDW|J1z-Z?w|f$nQrFqRCh(#p9UG zp@EbT3>L_H7KDW-Q6BKcpUd*Sr{u%It@@j2w-qqwly`FADf0-_uUc@emkAq$v*JQ7 z{c!im+1KZ)NfDyv)=TAu#ta_vX%^5#MI=7}%Qo69%znd%O(_1Gb<#bu(~j!I%hQ<% zO6JADqif#a-P_hRXoiZPz2f#FgQU}kkm%1p+F(?46;SSZF4?uxf=@z-8clo?%3y;1)tNG+ zCOh`+&zJM%aI5gT$<;4GhmdQM*C8#y{GWpEmwo1}`tWqlelz0N{% zH&4yR_D?WSkoiP>^=v!8XM5Tqi)+!3f?LQ*Wr20 z!EcP4c{Q2k$@PrqhKfh-HOlwaP)1vMBy=!MN3;vP`U5R<8Ty@r&~{o(HBLgbkGnv?9I6m1)6XYEE-j`y~JX(j+f?z1P~-6wC_#5=L+3P zrZpzQ#dwLqxC8Te`ON61>CA>&?rzcyGZMeIDHFo3L(3=_fscPJ4v9k>#a4pau$h%j zL_BQ0l#_v1}e?~~bm4O(qlT92-UVi|_nuH=UT z)sv`CSMKtG;PjM6psBSXR-mG+Yo<~dsB-_1rzsf4=`yrvP2nKa<6Q2<*kv0}_&Bqt z5D9WR%>aK?jCZ>AdH>Cou)U3eF(rOt`A=BTl2HX#yLmQ2SQ|8WN^))_VgY?$kAQE1 z+m|q_14?4W12IG`{=kB&a=-!|L`ijJ)+L3t5T|eNiR{QO)eXlM&v^?whtNIw$*0Yd zxw5Q6h}N>ux)S!kU4X>Yc0sIp3p&a)^hp4m5FX^%3@6?Z?!J*oQm#s3Bd3aduQ!*MjjIB8_XM zl@#ul5!P&2;+N!frOaN|6uqkr_gQ@es$YKKc&RJ5Hou31-c^u;@AAfwFb9o<#oOXg z+GbC-(GFl*L=@v!#2*Y}Su!TkrHNzr(D2lmNF*zQiB}GszmFD!oU$W~gzBLJ5iu0Q zqI+#^6J0`Z=h)(kxps2Q$+c>_kxy)?T&k#_!oc@J!Yafe@dT$Cl*6vS@O;*-z9fH< zOePv8V7X7MFyPOHnDR1eth!#6u=yh9MxnT(kueKw@IDL1n5INZdJp}{fjVVQnM3!( zG_}DV3r=stMtOcCI~}8oK7RkCL^+h;nC+$K@!OuT(2f#SyWRv0UJ-2skS0kR9r)h*F{tF)}pc_JNK{#C=`*JtAYOhy^XizL}ywF zgDPm({1{haIdZ5B-4o)fe0usRbieKCw`yzKg>EmzB#4iGK82Srlo0myC-!Gs zZr|)46{B%F0=&s=(bzO?#H)ak_aI3J3( z|NXo-mSoWGOC4igKVmw9Cp)4J{H2~b&6h=gRZ+O?)BW;7pmvWf<_Idp^}C6D%^}JW zr6VMe!`{PUr62nk>uoLi-45N#!P|1MouY1V<*VeO<9hCG`H7*q!+vJeE|W((8O!_* zZK_scyh}nXiMXW?)qIdF!%PDO#pS_mb>f8uHsWw1Vx;=en?d^hM+tMm8MEEz)R3<8 z%F7TS(4eApK5nObB+f~7#Gw}7gm_MWkBknl26h_T!MStWW(IQ2{5|++`t(ltg1Gnw ztWuJz)H^)#@vn9iuPCNk3$|X`2PX`{vY|lDl_70_Gt@Bu>oTM+>m&m@Nm9drA5{td~!^G`SF#*fo@9~aQ1 z;Az6GIVSRJy8|$a4AD`6M@O{4f{3U`THY7;Me_~fMu}ZC*A0@3douLDH+q`p9L7&) z9BNu9rtIsT&mx(ooWzGXn!n+%t)P;emYf)UXtf@zpwI(Kq-bc7LJ6(#WUfce-_`=@ zg~?}#poVW4eBb>anyxx3%J1nfts*7hilicv(taYW zEG*p}OZU>e&-Xp&_ZQ1@4zTw=ckax5Vrp4DeYHgHXFepr&f_uEXliD5#695m+iJQC ze1FfeR6Q}FLRDQ*YVK9*v3T}bGj(`z=4T}nsAhU^gaXm=KAEvx;JyJ9de!enNf0Vf zr$YQ9>(rmSWy|wd{{6W zb(O8J^Wd3rl{ve#6ahuQF?a+yUe%YAt}|rtHQwHIO8nm&htp5 zgsc=_T~pjOAL>=VfIQUUG@36saB$cBEX}c$mSgMX-S}6hDZ-S!^bn&c@)=6SG#vpE zWtewWNCaSPT6M6WiIC}uud$^b|&h0qX zcM6J+6ienxwhvg%`M-|8#n^aWU+;HsI_rWl{LFp1wZRBiW#9UO1*jx&E#h%{qhHUB z?zur21%rw=>%ccb0z7a~ISga8$rWy@Z|Z-5GMo=n&w~b5lpIJE8jQZLVvvdG5~SSX zPddkp4IV@gXGv0JB3=$bfiQ2aM zET+AWsE@7+N#&$lE}8EE!hjoGytFH&l z5r%?KPjpK?pqba2ONBxf!9pzRtfL z%Zv?gJmjN(^EK9`a-w*qJ~aLX*hm4ltw&?;%8y*$5&dl3Z4>&LN@+?7RQD5cim2aQ zdCBol=>&{+u&w|91;>7Kk)s?PQp)ow(Y23!ICtgfKr=^-WhgkwRAMi(K1H z`U+=m$yuMDV-oQU&6Dk>-HIC1~p_DB+>0g6m^b#uz=)gOq939C#n!L7l7Vy zcCRiZnD9vX>;o(rRyI>)Iscb5=y9u@Fq6pVIdr&Z&+`x%F>PyfT1u%VZ*+=d-o_O2 z1X^(S*6QZ7>9T-L)z1>>F~dS@zgelyYRy(&iVHTaE)~?qJB9l`svfLZ5aui0^Wx6W z_HD(C9gzMFI2bd07y8wX$z@0ZhP`pO6!Vo%_s{WmsZ~#sjtqpv3G|y0; zI9mT<&Zlu~OI|CYE5w8uQmAVBcBFChyU4r5@bN@3vw{IN$Hq8CsyyUwm{_>G(29$l z9xYETg7@d&`7l0)UpvL?lDN|mJgr#z)XLc|3 z2WT(_FJ*fTEeP@>_jJqkm7(q}v<5fmfJ=ke(v?Ok_ENDl*0h~om)woaK|E?Vj@j(m zhfGGShmC8Ch7xE>>F1G~<`_$Xe-(az_b+R!FAIKzD563MLK0{cfPJX3*P%+HP&?iD zG9F}eAoUk_x+7#P z55G;(>!u;k0}zt_HHB;~vslfCAU66o^Fk9-ZF_=cy*=|hzNd)|JI7uhr>3I)^uH%%d^~UYnNy2J47^t*oiy0#J~#^aYY&Z>Hm6dc^#2 zZ4qxxOLf*i4GN*+uXIo^XPbHjR}zP|tAxt{$=GYw=tZ;fXx2(9_z&t%f@5BmpwS8Z z!z-Y?=hN{(8GZ_#PArPcy`PwEQ-za_=rgq86Kxt212HRXhgPT}log_1`=&AfLY_#o z6uDu>N@wYjR=g}f!B1P4bSqgQprZ@UKa;wG*e|j^TfQ)o*Qy)h`)+qNdXXhWjd-e* zY;8Ac>V;-G;$X`fQ4Leh64Mhyid8}yUSBTfi+PeH z*3sq(TS`ya#j|tQ1#!XMrGaKoz+&@GN92mj!qZ%Y2)S~u4)5JHrNe_B@dPBV#N1`% z5O0G&c_|kuVGjA2-4%fLRiR>Ta!5cv+9N8`aopZbn$njVRTUP-tX?h z7`~|gr)(kAEV^*NLEeA|HeGzf2%8!ZNl=4zrBfcd*LlWJ;w4bnF0d95#PQZxwtU@1 z3DVOu1A+2enOI%1Ow$)By7`OacaW`jUo0zI=i=9h6B#GAjpnK*kJ5OMErSWTJaFLD z>7!Dt8q*7rQggC1ry93JBSibOS8BRC+JRq45X7n|3L^L9kdN%+%Ly;WAI4E z{@|*Gv%5xJGC!P(UuQmvV29TxdLEaYI#zaQ@S5u`{6i$=-WbEMHNv#rNr1pv)#&x8 zCe{1;M_dlndn4UjsBJfy70Wvh|5%H3P66gvA0N~PfOED*V37T{QT7*3e^sz7SkC?h*|81((qf&q<9(1KE`O~we# zT;$Q;e`O$-&+ve|*5@2aI9go44Ilbw<6SQ19;u^p;gEgQ((L1fgvNI>*$h6ieX?my zb(95RJJl6X(|T~i0%x}1Z7cb*ziYK^Y63e?1ipdEIg!}f{*1=oYw4s7o_4A?X)YSh z=TET2$@E#dAf(cHqyAen1wCv9tO&bJeoVJCl_L916n7;BWX*}0;M3xs6bWO3nO6rTF&?fg#C!mH-?K`_QTt+<$rssF5xt?;ZeM{C~mMUFpn+LtZO8SL0Ew^~b4`nXK^n zFfm6l2N*SneoF?~_~uRJ`;}cHAB@YT#G1WFFe7O4Zcu2$zEl?JCN_y0?`88m&=A*9 zoi`DS&LoJ}J7rpy70`eq!?Jeu_MRF*nWq;v`LN!oXlW^c0S3z`x6!<;mi*EU(0VT< zA$s*np3ouI@(p=jrujV6o1ac^eWtjU6{9%K`1a_5XA|&lko;%O52xDm$x-mpRX{z_ zcTQlx5Oe8l?$2DP-Y+oUeD`EY?Tg+UE0YXyRw~{hF_o3QLb{!hF-#P2;=jn;3MTiF zMQP>^pHtu;12CY>z&F_TU1`uOa9UHyC02(N6ry)$dMBukoExH3PaCbNg%#D~u&Bv| zYKUAhX|`ob@+dN^?ul+=qXv$n9ZmJFL4Cq@VNRs$O@V~% zk@W%Y!EERgxsAef%kij%%5q3=<9_Up#0_o;9vXWKH_jE2uA^Ud&cdcS4%Pd9OEkBMw~+5ksbM@KR$gWIDa7Ai{T@LJ*fT3QQf9^#d=q zW#uEX$%3VM^Dx`##5j~2cE!g1J?ngei$8}F;v!gR*IA?b1cxVDROQ$kPYq5iqEcT< z5_0{64Q=$r)oBNO0%Y%|oj<5WO0S&>_F48Hx{nfAv+$^a*1T#H0MhlSnB51e3BUXK zaeNE%Wb7@(ENqmN0i>K9wV39ACU*a5xkGvC;nc+;imLAy-pg12J+O5j(yX8Y(|0Er zx8dLX&n&6K09~9g*zqvZ?r12xF2?cYovELO7xa@u0e(p7*QSx}Bh5(QQfL3%Vap!=Do&&|-&_5GfXjS9NCYe`vIB z)9&x51^9x|K8qIitkmUjhnGQ|``m7oC7hUWrMnS#9Uikj!c}R7HCYBh-x-VpTSF&aDql{Xb+?>`6z=?0y7_HOUs!0#7pLVfHiY!i(>8TKZ# zZ(3pJ-qQ^L=iTWTabUgkfER(vP2f>b{=_Dxc|AqLREFlcN#~n0qq7fsa^yzyi7onm zc;CXIYr-fl7VCD8{#%t*UJEJ~GL}yYMdO5dXI%GX!7{f5X|~w4&||5R?;1J(&4nl2%ti z$xosVpSXgB`L@3OtS@Hm=Ja7n$!^qeY{5(MAvR9sm~QJGfmnA7VZ?OKf@FMFBa~`^@*O z6)2U2(!?6d^l#+B5kVT&d}&ecw?s?k3t?L=D+f7SY&-MXn?L6EKIl8XJ9;Ox-?Dq` z+-hxK?c047X}otEB6ta=`aE2?O0;sW$E*FB3DOUP+6Mcd`G6;XaRx#sF=b^e$L4Ut5X=d}XF|O~Zk48g9`CH7C3DzpBXj(nush8bo zixSiqmB*RLLkz`JFebIW_fa`-iWfMbUt6~T)D@bO*38H=T4iq_we&lhnQjjCp)axa zYO^M7)(+7`VIHwY;b!u-@E73AMxlP!JD#I?gaoA#X8%bJ?aiSLwACyR>s6WOLM3O1 zBm;atQE6O|;QrZdwUF_x`{j=WlSQhL>~JD?x;uKS*1sv)UBw|4Q{Hst1G3SXtEHP`ax}LGpbMG&P;E3eXTD@nGgs@aZIkx0ogt=E;5+9 z@}23=qUtl{qq5QWVE2uhzBC`Pm;M5|t6U5KVBzG~GB;95qxYfTbLM?wGW#3ScFfkw zH8|r6K<%KhXjx|YqAd#3D8QFi&T5WTwd$)dwe|mmu<#i z$5);J51C=j5Woxv8>M$eGRC5eSs;0Kh{MLG^Vcd)4JF+%r5q8{%Rr4?zuPB8#;ZuA zk$IW)yeW$LwF0V2lR(+)vwYIp^vxKg3z{OGG#Xh7@Y?ZSo5ku7(lQae90Qab%UPkM zW~wxA#UNCc$dwja{t=c+nUeD^!E@{1G+O9v@-0oM|9n&X&Bxt z$K}sQUH4mn1Pw@6$j1uW54q+j3AkC z@pL^qG4t;Dxv&QOx1k{)T^m^^P`>qgM7oz9U|D#Qt*w|ksz13;0cB>zo@N_bmt(U@ zd={gdLr3(|U5Vw(2A@|1z{u<-vfsHZv$kse1ZlFL`Gtpcd)l@vQxW02<+7q?Zvw3+ zJVIInYpz=l_J>!l$V?ZMeR7cHjv z_#+bc;^IdQ*N)6`tvu1Zi5oc~fgFUcfrfF|>Uh#psU~mg1<8 z3f1hAgZ;96*&)N)$|3rsQsLO^;Z6fSXl>M8TnCDzL|~3FJcM#!_@>8jSbw##4M~bA zb@uxA1>{v_mnAZ{38-vJiKsuL9b`%yy+D&2XsmD-K9U+8wTw(*+IJetws()6TaC@% z{RI;g4Cp4E&m{&!IZj*&slOjNM}-q{+jv~GiXO5;5)Z9$T8$4v%=R#@ulHn5X(pbj zf7zImbs#D~;8zS+0zhIcEcPg#N8I7HcXtq`W(9Koy*FgqE4 zxjq0%{pY;X|Hr7A?Avrl>{enm4pNIMBitEg(g{7je4O_l$yQuWLIGLwr9Ddhdv)W% zOpRqfO+7jKtngzTpeyY00f>-)*Ekc{>EI~2uIVV<&O)HPbiaMoie5Nc-2lSoA7H0v z0;Ux82hOD45n*+jXQz~a9?i*4c`ZF&J?KtGl24YG2#?aOrLr86|GgF*6Va#@rW<UNNu4hQ&$MC#A@4BB( zZ#XoU^=5NHgqoWj`K3*u=K*cfk|pxsn=G2-Z}M7E6lQng*CWI^!GP&r*Bg^3?QbVa z?0=G@^d!B0njQ=c7!Qm|JvcM0jKBYmbm&n=$AVw^oDQo6*3B_+$BwG5yb#hN< zjNr2?=wqB!6sPkN1^+h=FWi$0Q5MLin);K`L!pJp#JZJfwPzzXbzkioNJRav%8ZmA za{6|<`M&OG?+i0Ds!LzWvqH|q?9oJjlFgnlEHBCJqgCp-Ta5%30wsg^MDi8$Zh|;b z?`&Zoel&ospQB&5pUlLH&&Bqg*iK4VUG7lqn}~I5_(Cmtf7AdH#1C_NypIhBlvyBe zPrGI7_bdv+{}Vu4!xoo#dp*Rw)*`UpEK>egyD!6)cE(qmRGiLY-?Us7#~%{tQ|JA~ zCDx&%2%+Q#Sm56uMfNvMD^fg8dzuTaNs*As?}kcH8i=^+rPiBuLme;ox_)!bmUGj) zjwb_JZ&`qvZ`@O*1vHfI5EXHxZ?iOVetVRum3hWYS!$~|0B}LrOjd!JD!g}@mo}uD z=)A4*6OYh0`3{L_38kLN`q7PUee@Gw>16-21#!k9-u?AZYpu>9_r5YsrXU8DKBo~^ zIvD(fJ9$94fZ$2}laH(tm-0&p#8XIHg&5+3f7p@*Vn)eV0cPmQ7q`~S060HSG`}nX zrIoSy%=%OQuI-P)!!fYHq3zY6X2qte^7udcT#!0$e|G#l+u16o)0B|DQnLI*lMZ$SGq0`@fCcQ(8oKt zULlgvd72M&iVpjl#BWAB?r;VKY16K#J=-+k3V9ou8QbU+)WPNsj<^~|uhrP04&J?G z2)R;Sm6cu5p>!P)|1+Qu(Pdz#GpTn*qQ&}B^yoL|htvle8a%0kxA6F|f?|Tx=9n=p zc=)a2*~77XJR5nh7Cf^df9ea)8CPS*X*6+~=O}3~w#D%kAQE-qC}e_QRDZnES!o)eou^*IAXSG)1HF-9See8VE@Ku_z&Q?d z^Z+56zxY5MLO@0;O9aZYmu^XF;2ThK!olGQxwA8-cr%=(iz~`2sZ`XM47=|j4Kg%k zf;dk7>9~&)1tjt^Qs*g~aETos7D$B{(d}vC0Z-NBSas#v+?c_U7Jy`bbpd30;`*LEe8AQD`uyaD z&iP6S{%C5kS%avqGX>9Jp%lqXrQj!s&S4$wh#Wc2)JlW!5Z=aarQTQW{*Z1mF_|@wC}^bu8X8GlE`Zvx+d7Ie$n^Y*E*Eo(uw(Rc7(g6DdZ2TW8Caut zP8|e2DrEnaN>>jvo~N9BRaHutZU;@3W+v-j5^A8D925A{il6vLc*DXY{GLQb6!SiL z8c@9dC!)2O>Dv1TCGAq(Q3Q02dnwp&jbA)0vOPOMkZ?7`&xYkGRDEG00g{lQS6h*LJ1ue%Z05;?qT(rNnT+VEgmqeew}RPaQjxa+WzyG*`2}P$@2WV zX|(1%_(ccTvT2#sN~Z^VC~}_@GJ92z;%AJ1ok_mH0czZiX4_hSvOy%fJR0Vwz;#Tm zoj@`SC1?+1di({|-+FQ~Dc&LXi_m*bvtNSLAo9#ce;B%7rTJLPgh~B)C<{lliAJ+H zQ{X?dWI*7(j#hfUO_T5RPhKmQ)Fc(v4y8>$FUDgDpZ_`W{3wEYIW^#=gU0Vq%F@>r zQJ{)P)=Y%RMp+y!>ROTKO?7yMVex4?VtBWz7DeZ;=Bo3c1ktFIwn6`(K7KPj6GSU@ z+m+AtRh?hqTH*BT0t+>GJ0iC2anp8ZPn=$E@UUDFjdcGb@e6O-Q41ZT6+0G;7T2a( zEpxclK3PF2k-`*=NcgLI3)c3V^YpvwvV>_aj-a0A^J>A&B#c#2LsLc6>&=w3c}z)f zF@dqJm5GGhyemd-tj^3@s)o#XlOxKAucp8+)&eRkQZfSdX^>QcYhE1|i)%zy6We!j&%& z7Pfb&u;f;l^eD>~e5`y@c!P^kl{fw@9wyW7^>*N$K(cI%BS^T3C2%b;h_`RFStJE~ zcR+>GdECAT-TR^w^fc`S|Lm7j^1F=uv*W$>Gxom5-UKR)K8L~YPRI-;14<6O47oY3 z4@ms{H1Lf18)dM%2{U;wzm+&EBQ4#dbs;+E@sVWqVXGHkS?)8E$wp0e|( z+waAHXa>@p9Y!lbM`MisVned-iZ{>3&YObQxeDV+=J664mkI($eVg)Y3%=n(3wOoX zLBK_Mbtlt8c)N$1&Vd;BB)#3S-^(9xjhoTu&?P(r;4~hCVGKRmRFEQy`fLqU!j{%p z31esZNdMStUW>(3p{^e9YXK`34-aYY79J;SFx`IhI@9d!hRmCD0t;5>>+uBkS|Y7Z zChG>j!Er?fDKAiqGvVb*#lT@xGWcBWot!KSmWf*Dy%YK6vKrjOk^T*3U*lza{blo; zbdS_W+C$r$QnOnLGS~c-PTM3F>A(7TIo@(Yys8%L27din!O~NG5)Lx_sqcQ*jBqToCVg52Uh2uw{8xZxt-p)>ezMQubH|W>~xl{f6iX}maYGkfENX&l#@DWlvCiKz=h-{ z&umFm>pBDa-<{qMeAO@gA@~H#e<^pU$C541r@IAZDb~x}Yt@p4f!SJdi!Ii8g zPy3^3k8vdUF^(+IkPA|HU!%3dmri)Sw^#*Cf#I@XAJkQ%8p_;9c7 zDh$dISjGI|oR8<{Oi(}4|M)!&dYa3c&)t4{o{|icaouQ_)L+2cR=nbq;&2Ka4mPT> zuxZ}h?XT!tADcMA8cEy#fc(S^(b-o)J#*r?bA2#RK3UBf>9n+pbxYsbIS%g?s0zgz z$?z>Y7~6PKG8prbF`JBZ!Nkp5u1fx`spvq=eM<#Ki<5NITI4gbJ#YVsC%OFwv$_UG za0PPiZT$ttxCiNFGjXRbQ104>2ag)_{dMH*Bo~Fy0(1Y{Bb?!#9X>O&w@9LGQns-K zfF}L&WklOsk<_!?7%-gq>FfpX>1(ad5LBu|K2p;xjtdOC7QZ?9;w179#)G8yMY(1j2Q613~zXUN)l)PCjx^{KC{Je`+WUk%_72#WV~(b{s#_ zBo2(s9106bOMb1O1$eB9L$cC40dcmz0t3ME(tfX)jq%1=u7u;7`m#L*X7^SS?$h?` z8i(Y=Sb+@oqNhUSQsW9ml^1+gf>-L(kGtBb99R*td>n-w2K#N@l3>yN7x;UQlUSXz z`>Sd1)5pu?r=x4zTfeZyn(SI{=1!dC7ZXI+#JM2$&09kSo06vuhn`E`L?g9XK10@T z|IHPEAH8~6zdx_vxa;pWfgH{;w)!3Ja+IiAe1p{S%rw#N#hjHy*E4 zRxVEHjxob!pQRC}kxihs(0J*#+v*7}NKu#JP)M@m-0sO_!Hk+H;PjXZxcV+0k2)c# zki%noz*K{uq@$2zGwC5ykX=Uik6)TodAJ~4GT&XZ(owm9`La_i{acxJ=hjH07(s<8 zPy#z`I7ul)+6TU%|pjERzlDU5Zrwgl_?z2RDZ^PbhVPIo=&5;Jr9(H`*anC^Q*eFj=eipO9JC>T)s?}VvrTtCoR6nYU{ShZxAGtoZ zfmbyItwlaAfz_wWGxKcp9V<=k{v8fXkA6BXr0mj@3ROV7KFE4Z7t8%xoR?gQIsDH& zK46ZL>%y02bGx4~F&Sr$?uTAUoc+@m$ipO1*z5u*n-=GI>ZTapG4gYMBSpJTfJgSj z)z!|TQWYN6i-KJjK+qUBlzo3l*Et3f27%Cvp7wS{F*iCOBFwK=iMtheN4I*zLR?(# zcnw;#30Wo|LoR6pAMhmu9f!1TP<$6l`cG3}AO}ofA4(;)Sm1HoJ+O*o2I>WqeBY@6 zg{5q*06d_6C4dpJccBY*F;bPah!xGIpOOPxr#ia zD>3zh7Jl}`GwFZj`pRJ=C=y9dBW7`Gq@A<)FC&q4+&=5qL7osY?b(f*?=A5_q&Jt% zoINuZnkunG$-N)rK$e5(0yX`APN!C*Es!z41bo31GDZ>dilUN zRB5oW<;|64O6`7EOlH(*&yHH5%2Hmeh~Er2zNneb!J}>L@rT#HB~Rs!Wc8RKV>GW* zP&c-jR}s4mYu=hkxtVF;CFsWp8BBAyUon<9vj&@jLQ=_H-TU_7lOn9#!ltI@t&@sJ z3rvuG&}Gfvs(r70ewvUr<%w@5mRpD2jlByzpuT%#z*SW|d$Dop1O}{?V2b*K-gQ9I zJuQd#%4eTU`Z+HIJ2QypfTlQ z=mg`YBTUV}j6nuxoMo$Y?(q~p(eyf}GI3xb4DczGEQy{l z0ySG!`(W6|g)}?q99ITXXSK7}HFE44OmYTxL7P&~+&`JapH5v(SFx=RqVY7Aco{yg zD`<7_YbhrWVf+iSwbg)soXiCW;z!3B82TYc)@7HT3@S|Fo2|V%Y;1VTtS0BrniR(! zz@n|PG-uVrs2y1-@yezk8C)MlLkpfC7h3CEl6`*G@ch7S(6zz=L-q79Lo)%ILPxC0 zTR-zJ51Nw9-f=TN6h`uw`^L5czf3QlohIcrP;r@6M-}(8zKSFCg_5n1Ra(CAnA0{ilAECb06811EjT&bkqqX;*`PJ z*!l}e0ioD0lv7hWp%dN$#H1-Ob}x8wBT-BDr}rsiG6=z}jba6K?Ls0#0wGn_*{AaL z%gmcOL-@1!QbSG%4xW2|zFL*wrW6T*Cay^X4To$?LL;fE@YNgHQr%biY7(YWt{wLR z(893F=W;jO4`ZhzT#c-bg`cyYK5A^lO93yrMwA_aKpa_k_g+LF>z1E>L9L1!kAqWR zjY)|@%IU0v_$CsuV>8wi=P>vDQASJ5hcElEVB*{U9E5|vgy@wf70l{Y;uwitu$Ika zey8y>6_#o_oaR0jHpR}C*TXQJjs0odz{TMN9SnOsXwE;<^G!<>;vc`Ji?M~aP@6Aa zIIj|oi6<$$b2)wOtFLQVURQOC&}&@~uC0A0FZdMn3Dpu|cJm2zQs9ch0Uhl$=s|uG zyWwL$cw~bK1L!f^=+87mmWBN?!*PR&wD8n$d$HTF+5N}LzYn#(DGd7w*se6H$E_MU zsp0xP910(mnr~#w_oo3&dsQfb`Pj?mGnu+#0ytYi*ujc2dx>1wlx3c>UE$HsK@H(J z9(4rZssE@tb>{AoOBiWrV!tX$%xTSuhfF+K* z>etAM*h0x`z_ZEhjQ+l*Iv>(KKWY+9c9}vOShLtU0rjvlTaqduIz0DsYRqC3K;jp>y&Gu> zSydK(><&q0US98;Im@^S$zg){-u@EP3ut8|USSn5}ud562J-7qt#EG%Le*Jo&lGM9(?+Y01GBHCSc#OaYGG zpGC(eC+$oaJS~eR>Z5vSbTH^}mR!q!g@H|XZZa|i?~mFD(jhThIy!URc1$(ipwFLo zfxj#*;#K=sNA=gptRhFth(X>g{<^@9=yG63T_wHkSJO+9FGn3yd&?Ad1no&ZZ0~Fh zfX}yIOZ3XG{G2*njAO2D)WQ&WYha)%;$N+6<)1&{LyA`ltgJdG6z%=kTZjQZTtC-2 zV4MkeVxozzXZd6+@N#nUqi4yXv8^foYn!oz4aKqw+fP4VqKu=;myxS1ziF1~TL0p^ z+}=BS(E2n)EQw7?^LS-Z=J1j}Qi1y6r&TRgw=*tHm*t@FGVUGi9Bam=fH7;Yz4uq8 zu0$2Qn`dl*T@a{2{F}qrdDT%1w|iTPRV>;<0(;|TMNn3D2vtxTN?g_KZFIk1HOoc1 z+*g`nyUduU2i-nxck^5c*t2e?rS&|AH%29pGoSPGTW5$8f$SOxMr~YlAG>GS*O*YA zinahB_1uM`qq+92sd)L@!{BS-1R@<^L4BO@mjv+VRUgy2ZoJpQ@S|((KEZX>!AKQd z#y-&|T;I9Bz0zc3E0Y`y11J3pCq29VuGkPoFutQ$4g9h{e`060D2MoJXIp)}H8QR9 z*q8Rd7avP1L}?d9{wB>{!Lp_lirN28HV3R$_M}A{dFxuJ&v@YLMlFQaU2grH-y=+3 zEQ9{X4#&4ofa#`(1ANU65|JX1=8FbITsmWygR{#3(^i@xEq4luxs%_KcUifOs|m=L zzx<03a;mn&!_>KmL}%}Q2C$P2d}njW*RfuRv3RT8;J&N1acXvc1q{MG?k%uY5Rj0G z$=Sgu6xGMiyPU)LGh?xabR|{%^7?SFU7n5j#|R-NFyXK3q)))WS-fFF)k2G-gqj1Q z+arDX6bG-^{?N!aqI*%P3?b8_=bE)NUzVfNThM>yW8@xr=6{KB2w3tyhg7gnc3y~p z?$?R#_lWp#J>*D25E9Et7`I4k{rg!8kXy|wAGIZW*IFluNAv4&r=L`!WmJBNN&Kqi ziK^@aM;U6&!Mb)&st?yqNJvQom1rvJ>*at+g(S!?r>E)}52qePz*mR%%=cWXkDUGb zoa+q@r*+*AJ_VadlqhFLn|k*b2p1NKkWE{ywAdv6A-k9<((+d>Dqn~_1 zND%_>t4-e>P>c~{V^H<@V;Ov}3aJS=&_HU!|l*d$oAG^`CUhL3XKqgyl*icaSerw+07j1JuMl`oW zp!g!jtboS@vS{E_rG~iYr~9`c1;iJwZ;3q`EM2lLfhf!Wj@jZV)xLMK)oBe#ud8k*($v*nI-AYD#YUKCV9mOEWh1QSxRu2#~`8<4NP5CVP~Zf_s+a- zy}c!C#%~QfiM{hi&j|l{zFFmry=l%kqD_Kqd~w0JMIz7!%b*>&SrXNMdNuLsmKE5u+<&8w^&n%=t)VXxYE=eb{DnVUIb z4uP1G!eVZaq~cZ!2?RP7m&2!O*PqLqB$I1(U?JmQe|C+9Y8T>i<)!SB7I)zK0 z2=6)&CWOXXZ#an}xAKfR8W0VzAHlSG?R|01znq%0UZf&5ovnSZd+Ral(<#4+G##h?9;4;xe-JX0S;@w!H!5_# zD@AdV*5)a#;-4#cRnZ@WL^Al_EW=v$?cweR;f+(NMA+?*mx4(h>+;c~gc-jP@ACo* zqe;HE`Ko=BqGoq$&5^dsVE54!4qzoWlT+;@)LuY_9j;y0``um}I+ zOHr4%nB*~yXv$?Z2{0lN71&3w=ZjHhCFNigS9Cy|RgQ_ zN9h(LxP9*GS&Vwl^~{QeimzT%j}3WHdu%+OX!&u3aD;ft=@o`)`b3{6q4Lb3^`cby|%&%~}rqYmhZeaWy_wJ^rn?euTM zeDv4uiRK^B=)1)`ME)U>@R9gUGrDOD4@;)8Zg1Sq3w?9=FrRz-@l69qILE>f0Ne8viVT^3YXevm9U#{eXTazx0uscP8eL{2c8= z#ztGM490^5sY%y;jMQ8x3PZbzn0D%U!+j16muc1Z@ZrYLa_T#g)v*nkj@u%Uzw{z9 zt=AaJ7YbRhXdjR7)kXAvf6wo$&o^@EgVnv@AP)qGQJ;IM;j_Je>G37XXC3u_>uFwH zrw~w(l>N9_zVbH-qm;u^>#+JPoqD<)Z|4PXh7;UYP*cpuugfYs6V_;fQg~g|ca_&= zv)tObAuIQoWtWXA&Wm*NwHU1g{4ZkF2p@e?hlA*%BTpHLv1u>UTCUPo)(t@pOP+^9 zXxhb_#h*JSD2o~|Y){1iB)#B|i6crPd&QS~Tm_$#AGc-F0%3$I3(Ic79t#7&&~QPk8k%+qb}X;J{2xDgq6eXRF2c^N1ZrAT5$HDu0**PBh4|fw77+zWt0`bo}7E0@&DrjH0S0$%f@t4S$v+l z988`vjqmhYyS5u!#PT;**Xtb=)=8vVG_xsojj>n?jKdCN>7L+Lc~{_BtrlU- z8{BMT&i~W{OfZ%(HEKOllZA8QVQOM#E28v_gSOpmT4x}^4awP;I?Tk}5HgGxN`3i9 zNXcoULhB|RFDnQ$4)qvUzQ+4Lh9Aify7Zw8k@1JR#7;8Z_6 zxBw2&>FdG6h^ecaoyfC=byE5Qb_?9rA3{N-bj>erZVLxr$t_oeJ?G6+F3`*Z*w3rW6OlJsQfJ0C46WIX<0mu%qTDay>hOP z&xVfP`)QNC_v&+R-gtG&h5ho!8!g4R-9Z%!0bB+6qqUoT5vL05V>M^yAM{i7mCP*>QiX}Vj9&LPe3bkb1wuYPh`nq&@VzA$9PoL?cS*$Q(| zA?bkVO>|~a>1JvFzU8JA-QY_Y7i2ywdr1L|7GVSqvsdQ$i=QZ%S z3)&TnBiP?4JDN-IR2YDB-BE~NeCKFU=z!n6u2yz?R zFF4q9q_`a+J-XVfNzka*6#N;>V>oBQ6OFn@;b(70j5xzk-{;=9Qo=&*@Uy#xHBDuW z53riE{f&UgSsu&C=nqVm4O8%Hj1Y5r?5@-c<@cT;ic4lc*o+>VWd;4o6(9pHkJskT z{R=wbwpz-V-_QGKvi@&CBFb72;UQ%*fqgwsnrLP0xTA`Lxr8oVfi5H4S@avT^sSR(C zM^u*YlcRCYDltYARK`qtDzEh8%xP0kTpQ!4pgiA8zO|+0%l_1pTpPvCqJgL?6)C*S@zj%>wMSklQKfy? zKT8z{&)8wC6u_jKhZqC6#c|r}1|}{R+Ec+XQ$akgexK~c39l!QQ>Ct(*3AcBf< z;7b8txsPWUJAb@Nap+8j`3WF{=iFr-VvTw#wN7&ZnwhYsmgzkWgV(@Mw)S*f(Rxso zw@x!zCft`ON^cLF%VM)DO1Iyv0YGjmIqf1NkrT1Dw+$;y2WAu>ZGjHLGOHo%YcqER z-i-Xzd#UAbhWX6rXnK$3C90(NQdbuPZOZ8&J?juAYV2a>wC0yn`Qc7kFxfV1SFdMd zU8PdM^uuqq!_W*^R|=juO~*iZ%@2zu`nc8oglN>qcvS99$bwEDc^`{%xFE4+bEXiM zuzk0Io=N|<4}IxV;_L$eN-R>sL~w=s-ceDXz8-H7Ow5Jia0(&qYxD4zm$(O;sk7K6 zQ`kdQeE#6xPW(Pwx<(!y(%A3$h3Z z!V(e!(!vtb9SahY0wVu|et&PCSI@qZ&${=0?wL7r=AOCcn)16he}HuRV5%dmFlZzd zX~7X@NQ8?pv7hPx{*skg_t(^NYcj_`_bvxakmUD_80I`Zou6r#h*%l;Tv2=&Kf?euZ@s)I zH9~EMO1pLzkXeMv60%$urF}16;8+yLH8ms;$@9`~;Zr>*5TZE28H6{)82|b8>U9ZE zPZLf0w3s7Ic@$5%#iT;Ch^OiGI_Da29bd=ZCclvQz5On^+KQbEO4dFC;x)Ad(Ahq@ z5rjP&#QZoYB_9IC{ynJOD&%_yA1ek!oF~M^@Ny8IxId7=55+9?=8{u46Haz%-^-L< zvg_k!e(;%EZb+o8HQrSNBG9R#|E>@Y`g#kn{?;;p!@r6X+I+&qdDu9JZsT`;EY@=cPEOwiktJAYeonmotCXkJwfq zlQj>xNMqxQu?jKT2Bn7fWft0Pv0}u=7X9s*GZ&$C)+ZVUsKb*ErQB}XkJ7AOY>}$= z`}X1V(&%gHRNT3vDKv?!8`qvhM)_v84lsUnS-<8DDgbLy=9o-C^VFcu{+og0oARSjM;1y5aT!klOG z_YcJfnOZ?U)>~Sp6?_+RSObZ3@!Zgy8`e+^@w0m8>_nCj{jJ(KNg55){u0E+PzFDC z%?&G8bvmms?H|!ZA9|wT>}ZuWm0|@ySJ)_;1Zy}O%GAsnf(To&uQk&d9m>K+@^^iT z7lwb93q&$lX~TxHU!Adc36F3HLS-`?ffe1(?CmKOhAN)IfBx*s;J4lMKfi%XE#uiZ zJLxIb#1Gn13N^lEAa!&qg=p75O7co^cOr-;s2wf`s($unAoFo&2G!EDG^)qh!n3y2 zVTQ&2E}jN0b?^h*U+;LJmrZ=h#Xdy{OWGzqfP65z2ftyAG6!P`hDeI)^<^NWAo{_^ zE!>?L7Kk?^VrP2a0VibR}Q8u5Nk7OAm3snwMf=ta;*`L8!92~*?e-ivA41Bjp;a#HsE67x+$$j$jSq~8;Qvu9KAkzbU~PKG&g((K5Ypk@wAv!Zn65ZL?RXNl(XmMIP|!y3jaX{r{xDXo?}PaDc;UJ#W|;~+6*U%rk=2o1?F00V4_mCMODwd@t%^-nu_RSY^Ucx5&m9c`56Mt+3V?n zP_fs2;a3W>AzzUKR9=HxKh+O?vwZSnG9Z&8dW9mhEKa3Q4{7$21UHI@A3dH*tP#Sp zGymS~ojg%`3irdcMPX%dv-9ETGn+@3T*s8FB(8)Bi*0F5-18`VCXj(pZ@>sb7oRkL z|G0zhyqxGR1x>d0epsC@6aa5kevvyKeQs=b@MALN#*TakH&#&_W~e2tko&szWi|NNtQM!g1vITP$4o>EfIp)OOk+n2&LAyZzu2oWZTb6tZ1fc&gD@k75kcV~J!n!+F77L**xVhUMl%|MdRz5i{g z&3th8#tA0>+8RBeGOqHJ5@5;+5>;KEuMxO z`Xk+}O2p@S_i$MAG>ySg7f1GxLY6noKU{$nsakH)I39 zHo&GL_Ya%ag&O$&o-eu;-5E%83prfqvTj=VJrw6Pwc(yP7=Rt5)I6id9N8VFj)KY5 z6GD$!e?L{c-6q?>{zj`mOq6OMl+K@A(+dSD-tuYJNCGcelG;NTuUJ}77&M*~GO4m= zK(M)RW4fcx3BS;i;M5K)KAcbZG$)O{gl9`g03WCc|R3xcn9F2yLxI(dQ zy2jq*6XoF4G>DJ2Z{G8V4L5K>P(oxEj+e(D%1DV`{YnTi%;l&1RnC{%Lz6&kJb7LF zMch>Jy=0E1$dsEHfMz2|#pH{B%i!l<0jG@47J)qy%ie=sL5NN66i%CtG-VWGOnPNv z{rKZrZ$5`TvQ{D|!Dd-;+G&Qu26cnMbw228FzI%Z?^26YR5TKPpD$Rx#mySkZWnrP z3D0VIai{A+80hiy`~ngXO!4p?$p$!lDZFE+es1rK(sxH%g2=_;rCiNSH&|}{LEYpUbWB{CvJRozq9N2)*}vfD*+>{ zMf4f{T_YJso>X#h&*%;aVHai^jDP%KH9FiD(V-68)zquMmXyISXU6&Vb{?`RSr7jO z13Ee!Lu@J?czAbct7Z##eRK1BQ$pk=!Fo6tGU2h@J5oWpe`=>?>Mxf`3Rf8rbCV&w zkuY>#Oi5Q0#@~-ve1c?^%a@w+Dc(YFwZ?}+O_==0E)CYvh7Y`+%^Hofl9I;`mCVwhxB+cRurEDBgmT%e3_KTLaOj%x>dB9AKxbDb*eph#Xf3)hh z-m=tg)IOezaFN=2oDZ9k)gqXjrPF-y841r|Kif>tf*h^XIeSI5HPK{-9;u`NXsl4j zZ^w5GUj=rx7=A^vO_D#(7%9s7q!~?O=~i|y68ig(_FAU}`x4RT1D&+B&J-tlJjTF{ z_HRf(tdg=n?S2fBN=A)VqE2&2nHijF+%1hX#>u1<;RyDnhyn)&Cwb^^*}%d+&Gpqc z#baW5*$p2Si7j;0*cMUw``!!h$1HWYb6_3{m8zOXq}jl>Svu}eeNDv{ z^>7*k#tvE3r7`_E#`s|_I|?RCxBaE=%;h#mq#)BCAxKc32BN2S45G!Z`~)-9$4@N#BLcClj!Fmm)|b^kS3c8 ztq4BOc?|G`D!fHEPQOyxThU6Wp25=ju{(*+2zl;-qicn1%^6L>1=THoK(!OWLc62- zWVmOj#OX!Jr8*|?ytdVwPxUp|W_A~Ect7GZJcm1X@WK$p&}3N{I+HQl)-_D;mqeBh z?I$^-cPGCrLb#;;YIsE~cPt{i!Kqp^}Be-h(fKqcCEL(E23}a!&#vPlZU;AXwb~+UjB@&4P5-TL&n6$HI5YThFMS zV5fJ(`Vlxj;YTZa4ZNv7k}1i{a6?1XK2AE?G2dC2`vwQ`@E<{b&@GWMh_{Iwr&p}< zN_xwUWMj4<;D;xWJhF&wnI;ZY${s?Q1n2)c-; z$CBu68J_iYSman&@XaEp3D*)II3PC5tX|e5dw6PMEf2ZJ{u1!U?aRtOMf>IHcW-F$ z15PB&W;#TPEllKAg~D-nUPERNg%#}mCJxWQ22D!XM{Y8u1M z;LKceLDcio2d=+>FzQ5+J8i>vHQ3~LMOFL8e zv8+fhmFg_(y#YNoOA2=uUan*2&B2BD$dEDPeWlfhHx;Un* z;R0?9mWKI6m&@X(>O|IvIAK++UPx4SVr<;u;`ybccFW1C9%iZKULpMF8zSa8iPphS zrbXqng;^>`XIYBV>&(nc1uP@JhuB}W<-D?2(8Az| z2yALWQUYG)6|_v_=_!mQlUh`|V-#ERJg71*x-2SpLanent%sMo$X9;JJ_wD~%L}H+ zCn!o-UG{?IE^mot@ULKut=%BBeM&V}PL_?`Ee_zmyXU>-f^( zTVB5yEvJmXjeTWd?^2$x#}2uU3`D4dX%_w7#R#9Ojq=3DSiwRuu*G+b{R}a=tikj;7<)KAqD%)RmGUlc;$d+ z-QEYbvuQjFso&Df(eA5x)*8$5O8Eyq$@l;wD! zif0hHr{rz73&>t+JrOP53RdD%ZXl9&m%YU>*`k~N0)Nvwty{<(Zv**4m|p zbM*pNp`g>XE6a9LNiZCOy^8MK9k7QLZYADq&07{QT_zjujQHUnTGcO}S5-36h8nL~l$iGm3dJD^3n~VNyN%=&bsEQ=xtsB1E z#GUeI3D^X;Iw$o}mOVG~xHE7C{C~R0Y2^HwcSKL}QMN+0=DnUZ;e%0EI)|S?RopY@ ze8S#`8_gz|Bo8ewpH^xd|D`8+9tCG1+_CDpuO3Pach>eSt$?u64S;628f+@bQCMpoD9n$$+%AksR?aaB(7;ZkKk+w0{^p)c~tuAt|;id14w^rZ%HA1nr z%vQq(H%d{smlws=S{IA2B(G5Q$v(5+2IU_rY943!_G>|^k^&7hQQCBk+a@Goh;oGR zLpuSj34gVPx%&u9RZa-`y@cvi8k@j)+2^k@RQs}~*_fqagv|Td_|+n}JIcVNZ>sGQ zFZ^^kvRKa)g%&e&&c>XS4I9o%M`zC?B@RIPuiWkzj-8y)>PatlgioK zE9%Tw_Y&6QtIgl2Ynjfbv4#DTM-g>=g*&%r#_8IkEG;wEI`gE7f`7l{1#IRya}-?n z596!?ShM{pj8QN@qcug`d@WNRJ<#@Hr)X$nWyoJYBLK7kn4+DV(4hAryFof09CP^JYU)3lbUWceIcx=A)4hLS?q-6@GqWC+5>>X{5 z-_5sj>H`wbt$xy#ub?~UYj&o69VK`VC_~q^OkqwatQoUwf3{z8qE!aUWJVzE&$d{3 zcF`n{iPcxQY+V`TX@vX^qVF`YerB0T_fl zWQ~gji>v;qzi+0gz73Ys)AZ2Gz9-G77_oi1bKCg!G7m+Hu%g64QhR4eGhY6CD)*9? z4Lv4fUmn+qIh4EWq0GSqHG`xfC!>r2p|?Zn1`p_sQZfvySW@y#>3-Qi$;X;8FzLqC z0%)<}Biw_ZYL2Q{x6KzZPEYk8^mq0nUYwmsCYF0 zqa2n*)!Ws2? zODCo9?_)H?1eSWOQCJNNi*6&9@fs6-@mRY=1NRPlos$M-dP}xcd_ksGs6fVjft#93 zw?!UKwCS`0GRMn5&+hIuWo(2h9RB_tB$M)X70^!<{j)uN{fkHfX)u(5)oHDIY$b7m;j!{)V-a$@#ZMXvJ>QJ zco?2&tI{H5DX$9MBTZk@NSoYlf$DF#R{274F??)la!p0z){j7HSH-r(b$5blce%GI zGT5skibN9R(!KqoOZhUzi1>SQ*-YR15eZKj4O^sSsF*Vqqh<)fCg^he(nOe1|7+T5 zv;l6#AF`iEn5?-)8Td)^Yuq6oL7AxGY}$5F7DR*rgGo-ARXAP9Na1g0fXP>;Jgs)T z#gJinbcjU7XR|wj78jRB{a6M00H4Q?CaMq2@O`A7lwPYm#~y@d7(DR0g?H5*dmwYe ziFxCD@-=mmgZoNmn5PSZd;Nk&IVnP+ZtLbm&D(=zS{thVy{voDdMh) zi^zVdD)zog7)+vK`!061bF}~P)}mHDCLGeQ-tv3%C~_uUA>nLLu2E>MN4e% zHyacw7t3MWn{&GX*Y{Kxmfp)ebaW{K*|;!Yqd%2tDGO>OFW2iG6b*L5vTq@yi0Vz@ z`H;!NN1zzIRMb>!y!&&% zk&wgq&QdLeoVzz>IOxK7_}c~RH<{2e{e_oW>RW=)nI^*1G~fOJ6qc{vt3=FA{bEF9 zi6ACBujTpqkLcQMPASJBt+YiH!F42-{Abz_9Xj8*gg>>iLojZT1RTLpmk`LL;fZ+H za#!jsD~>XucZ;_{(;D%=)_ zSv@6)6p-<9ZDtVD3{>RSzGX0&)1KUqpeW|ajwP!G_%r`RT zhKIH?dTfpIUUzbJU3&%DF{8Iev6OwqG0Vd?(}(I-+vWbRlk8eN=*X&BqHIxs&5^`98H|D{dcQ#8rK>#6oK(Uyb6iNg*PjqFrYp0lWm+TEgtuWD z;nv7Ye@|W{sS}B2egl}yQz*sUVlT_CmFJHon;z}CT zz><@7EhAL>u6;`%$yhY3G}!9Vmq<&kA0k8iLuT=;Oqv=2SgbN5rtG(3O&^DI9Mimg z%2rQ%DfAIK>75+f7zy^=dxvUVbU1~Bfab|Egegx=du zgyjqg54)TaMhMxVm^s>B-*HgB&v`GrqXC3roPk0T?>NnQo~pjMB;4k;qailD|C&{EdW|K)6es&7~B4qfZ%eWt(^Zw!&7 z-852ZpR{HKK%K zF@`fdh5zDX(DgSo)Vydh#fRqRsukjn@=!%?sL|YW@>hmz3)4!53zvS}@*j>AzmOGH zD?2l2X+TWtNBR*#HYkrutZwr953?ktqMEACLNWGtSe1@gtm1iE|8qsvcA%Y>KvOvw zMH-RHz6YJpHf~(Ou?j5X{Tf`fz)%wQ35uQ;V(4o9mTO8iN}~ztHGjgSNaXXhw249K zy=DEzUZO?*`39v=MX};O`Kmo*D{K#BjtN?dKG}6$55yT|omW$Id2qIuEHmO;gh&Cy zw96>aogpXiPC9F?w8y_;2Q}A8Iu0?_Tr9$ZuZIyYgrV%OBcJ-D)aIPJ05XU}HEIpq zHILHvYqVCZygGU1O;%s^Y~Ht3EOJBid?@y zc2(Ed*5<)Y^eW+kHitdFH?s$fbweXj9Ros4bd~ecUWQ>ShiSn&7S@pd^LlIi032T{qq@%94eKX>g3}Eo(sl43A2Ds3zo84#xzuNiC|LNso~e|3e%n%yjV5 zxYDT?ZF1wT7DPsz3nSE>rORm=_0><~6*6?(=(i-v5fa4E(XBsHF-z$smX>m$B5O)_ zYW3&rsEkmY8BIK^FP08b&BjOv_;`R*FP|T`)*N^H*x#Y>^3>Jdd*QVJ0W=BCSArm7 zKgfsWKYPOi1$JU%>@j>#&muFbB+MXJOUqP*5KZ*q6<%!Ah6>iN9jSo92h`|PYgl1w zWA1`J^Nz)%E1@5CQ40H{uG@)ZKuF9RQyC%^2dT{-9N2dGvp>NN&3SA=Tb5@Q%U~Nm zm%(4aA}5rw2nu9d?vJVLlpDi6VDPAbKMUtRF{qK++FF^9u4eja;h>9jbZgl-=;w8t zK_({dk(h!GI8o$?gEh*3MV%V$@XCdDEd23}gf+B^8})p=0nTrBz*;UotnPKB|r8qlGyeYyMnQP8-Y zPv>d6tmC*eT|{xHzr!5?x^dJZ4x zC#@v@WQ-Elt9adIfZ4QrYE9@R{uN__HSExM&8L}v z+B1iQvfM=jlELN&9v{12C`N60t&>ByS8Hk}5xj@c+khthVKXeY--A31;fY9Yb+nLJ4A>beZR{n&q4d0CI$&ALOC4cOl%R>iusLF}AyPhW8R% zZnN9Vdmq@*j;@Xaj33g`e{uC#MV{E z6|IKXQLi|b);i00BA-4;#hAn9=%;Gmm-e-ekMBI>fu3C|_#7@xSH_MXMQ3&tSS>{6TL8SF zmM3>lupYa;5R}Y*@OARDT#wm&f9}abgi3RCipW3j!9x1*Ix_N;E(0q8Yu0Y^-~)!QhWPmv_43 z-u-ls=qYg>^#(A6{q&eTaUuH@jpYoo9G-iqgdc)8p`4(M(fj$M>z;0?yy@3$K3&G# zhTpH0%yY|Mu!OXG16%O&fC+;40D{(aaVnNxj$K;vUpZM}Pvp7#+Gou58(J+nnW$Vf zW@K7|bpANp*;RY0)A~bAH>=((UBN0(iYi`o6k@`j-j9&-{QcYZd2AEAZcQuYx6M?1 zs5lGnY&zG?ERnJ%{ePLfhP^C->EOMt5!&3KZY>qK^>lKlO zpHK82O##G=5ark97nWbuq+f6wqga|-^l*%_=EV5=cD?-XTIj6c*`eCq8{d;AJfmeO zF7GqT$PBmO^|v4?752&r5x5i=u@M%ClOD{4GEUWA@rgLrT%TvEjF<@Pg0m5hB^4yu z;0*ha%_^My6qFjVc#3R`FiD{#(n{;e$P6vmcGt%A$|%$@IG}pzeD7}u<}(kNHD%=N zwd~~L=86;j4k;}hj`GYvwnfg>mTQMSDAtq_k1hIkA+GIzKm>dV@o$>mZ#H(7S`gE0 zhV3V?Jvy4WNl*F#L`Q$8Gbrcw59zisj3pp$!8_qn!#yTX@`rG)BgxQ3L@S~k!H7T1 zu^1m~orIovmIqNMkrB9VpHe4<)=Q1-6F$w!)vyYipTKC2V&!`IoH4EnuZ{T67QceyiUwaUAhD#Val^fWPGA5r5Q#iJDY} zr+5#DJ&%6O$MZ*cA%N^lJ#8t4adZ;0U!R^7A4syM3X5|Aw%w$0I;}r z;5`#$DYZ2cqIa*c!ZrhG6UM<&R2SN(e)=c8G{CzTQRg&8S97~q^EuXsX5+2xH#|44 z6%#&*WC>{a-dodI1L{qlUytdF1H9>fep7+~$+*J$!?vWoqT71Nu#kE-bM(QhnmDIi z$*q?0`m=$24`9C66BOrcKd9NE{B!w3j{3J)J!*?y{(Q(-DrWzOQ9*j-6Hbp$q5;Rp zIyX~;yGnovh%U-Q zU|koH^pQq34iYwBk0N4j5nPBnbiPWKYSD7dQh5NlW+F^MXHG&F{xtrHQ7Y2}B}bS@ z<1CYFmBdCZxnGf{6K?=rd}tPg0UNJ{ys=AHwG!~X1s4FQzZ<6ulcxGbf%tD zqK{q$ER3m+Nd>ttTbNNFRg=h8jZFWfZdMxVURAI|eI&}Qi3dqsMyFUSDHNiic%((Jw^%c&Rp?Bqel{pTy0QitZ;#9huQ-uW|IKzAmqQIENc9m3|2`F$`1a%W=F9eRW*j) zJ3Ibs()8^7&oRP|g-&^j(~cA>Nu&&TU1$$+WutPom4jtWyq=FeUM87p=`F0ZWpvRp zhdT@z(l(QAW}q9?I_ZTy0lFr{<1%pRp zm}tz@BN405UZ1h_AAAvpF5?b{ZG4-q0zwwxOm#DR<>BS7@0hWBZ72i3Y>^i^F)1np zeY}zR*FO8i9j*QRZpU`*aVMNmvTDhWby*5kK3PmNLE1V+h_ygFLj4 z5kOWezV^V$Z_i+o!I&4hTDFFSzzJikR($g32gkFr#N0e5&Vxp9U%<@3K=ii-BcG`C z-h~ln&sMK>!dZL1-EXbCkMB~8Z_Y<)C3?o$KoobV7t>Wp(sbk^lNcvbSJzKD^|2&< zP`Q}r2La_2;;=r$XZLoyZ3QJmgS+ZOlKiIM%R*NL9h5;E+&L<9 z#DVJYr^21iOP!N}a|ux0dNx}+KVVVux_e67&hpJUT<*@tbSY36R{pDX!z`M+(Z+Pv zH`IFFf-6#=5)iLePf|qHSV+qh5$J&-1&~UFlQ6*&C^mKN!vem_^myPt(Zb0Ks6Go- zQm2+BIP-+jI|?oG&`P8IEUx|PK#Z4^-~KBc?v|^hVu+h>KdTUwnt;S<&{EigqjPg^ zxiy{v@u!%hlef`;_8wy~mN)4+m;!(!=&=5+N})|3TSWR5nOAJxuO-_4^OxX75Nw3A zU=tDs--ZoEMDQ24!~gb329osSw0!Wr@4M6ADLr_xYk$I3Yc{Y4iZg=lI`oMC+|(~W zled)gJy@!ISabNDSs=wqSAr&msP`m9W|AD6e3tfNP9J4GfH3>tJ{Q!o@cjIfI!j{f z73kBX7xLKUgyK8)0w~wjGb~3cz6uzQx?gq2*Ejh>?yZVxeHrug=Z%L4w$y(&E!8~f zuh1}S*_ZqX9=sOMVi9#S;VK5yNYQTc3fPkJUlE`lN)(xy9?7g={cNL!nZsV1#v(|F z;eQ*08Zx0*K6#Uxx&VPL5up2I6&ElJHbHzu0kuZJN)v)5fTT7g4$Am2Mli`B6K)6Ve_s4NJs{Df>qA7KrM_3#OW-uItM24FIc$W2 zjPI;Xy7OBAJ`C@8UVa`zLQVZnGQelBUT&aiqk2eJo=CDtr8?2;m=_{n_Z2ahfxNHP zYiPKNojsO+yT0(sPjUaxPmQ`NSI;`iG6t`ITcF1 z{QTVGM@3**t91%LcfsqSX^i7{=3)dYoMF)MudTS;q`fLYHG612d>F$Iq!2s(az&6z zd|B%2h-bn`0+^f1C2ZDDZ}Fw{>Z`{l5z_+F5}l2)V?5Rao;#}=IQs9QVdP;Zk>DN zm4}YbtQc?4H{})Zr2A9?=4+^7G&1b3y&v&ov(b}>0x*BpW2d~~m#~ljE%B;3!os4_ z1Prxuevi!bW%lcU7oGY`wsS*GZ{j<^-jC6hPIT9VZr{Jp5$OHY)6V{{YXebOYkz-K zEUJpenO;uXVJ5c=J`mXY+!H%)C245u&8H0s#Luob{fOk`j)Sx+!N_QDfm+E*)_>Ba zq~%QA|EFZN{R~XXnUGdt9M+Chb|_3W-Aot}NrY`CUOfK+F@B+Ho^Ov>JY!(|HN1ze z3>a8>+<1s{N15eQ&Nm_>JX0Q8f;a4$!%(Orn#z&CGH@WkX zqP3vb#Ni=cnQ>O2(>;*N`0LFVtR?P;S=@LbP` zv|E4SJb~Tzb|@6%n}-u7;}JB~N6+;1l-%mi3`_85ray}kO?J-C&C*h45nIyW!Yc2P z9(IrGA^@TRFd1E;%4*Hq&(6pgLk@3Zh5JawlR(D3cV@U>b;|AskjKmVP-tr2PS1G9 zOc+MMWcg)njlZ~r;{yl}I>@b*%U25wxUR5PfPHCC7Sd@;7B5#9(b*|x#LecP8|fK( zfCIdcpp3=+g5h?F&jHxAnN9KF&Y+@#r|_EF+}ym|F8Sr}hVAHbF^#cX3!%V6pv~pO&_^0%14-lkC-fL4rfCyyyIp=u~<(uPq1w zoQC*2{1|Q_0swQ;uAObfjvY}Nzq_@E$IS|p+vIX^Y#EvBz&lhmG$2Hr_}fo#wX|+| z{mgHQ50-zf*w!&w)3+FsvM5Q$7`!JtKCv3|V@KTk?C>TyrP(<&9|B^hf_VN8Z~7Ds zaD&g$2kWN#{E&pc2LE4+Y*!h8$w_r^EHMT?qL`irD^0Beup3pzh8K@5=DLeCvj7{^ zefeF$!gEFFgg|VSn)Kzg)Ya9+W@Hd=`UNlnLL~A{S4Bc_c~GTZ1i0Q5jeYsj%7ENR zm)fZ3jOJg)O&HK<2N0c9d9B^_NQeLY(ING|;_La>)eU)jE0Lqqz~*P*_*l5-ZsO%` zw$O;E8?qt_33U&k)J=!)MLAbihFp;&y|0`Ql#?6&B!5rFB7B#iN?u^Mqx*|8MPFa@ z$?5EDB+vS;)t+~d-Sv3`Vz<1BmEeNmFFPJ0RYN4<^S_>1{d(47uP66y>$^nL=JlZn z!qC%}liADciI(5BB06)YIKi?24Kf7p2uKHrE_`>%>ayXp*w!ja|U!*rI{g=zFF3lu%g9nKA_@Rrv ziZzqbyVDygh~dsR)gkK@x@js*-&|^kJOa1s?#`jM&a@qF!?WpABXG) z4Uyx=`Fl^koBg$OGJl!XoV&c#dHu)E)ZcTq#>o`lXU=)(3~pvA5BRMDw81I z+Ug09M&ahsQ(^4{?S=#uU(*DX(7Os-#ng6j8j;$^@3F9MepXk$Z{#4@H<6L;fa2w6 zI&C88u43r1g$r@gy0lZhg+s}JbsnEn^YR*iq}HLrplb#{BD8fJ49fN+)riitPGh3| zK8Kuk>!oIijg4(f_b8Ujq90q@uWFoDE*PHLo&NAa?aLec(!Y$~U`NwkF9#tr|LfP{ zVAZ?#@PfO4DCoF*U$Y4cg2>1mU9?;$K`8&d@&JOi)I{^^Iyqcg1R>NtW9h)We$mo_ zD^<}+746etT^{%_Miie-N&8u1JA%Qdi4qjHCbY5WNNE3#PGA-^YNxfLL)TAq_s-efEg|iZ%-EO*}|kiX!9((^K1J_h{g1vtvv;v&#;TH zpIHnyD&egu(Vb(hjd|9wnF-|J3%(5sXf_Lz=2 z1phmS!Szoa4OBGC{iC^f`}jY}fj2=AUA%>TV&mm~00F1%&XsCdZSCv`Kp+9Eo|^jQ z)s+XCX*ttK_GHVm%wzbAi#7fUi1U_@c+tyFH9Me5@C@m>{Qoq&w70nVSL1iNQ~y(a zG?&u$J`3*c+hSQir)>+XnwlEsKUv!(zR1ZzX*b&a6C!wftE+olG2$RJ@(@}pl>n9m z%1TG53M*G3)YUQo0tfiK#G(IImYxT4>0q;dQ665qig`$Zgg^*HNeT8lFaRT?^6|tu zTev>&+CRnrXDbh3b00_RJJmXhV?NM0fH=#omk^QoKP##H^v#3d-;;mn(dTL3yZNB;t9oT=^K(f{|tH~*eP?@4QEp#LpFT&S$GlqIbuoRPYKWTIAh)b``m z%~h4~LHy|!M+yQwF*l1%E&>;v1{@d7d zbDe`aA)h@v+LxYwdUCJIJNtyTJMYQyC4a*$KC{OToZ;9fEA+&yrNj7yBl*~L-J3=F z^myvZJXqKWBb%bq_zL2Wgg4(%O(pOzMDjIU8!?f?t3|gCbUt%sRtvu+v_SXBaykNg zGDQo~IFmD*^VE}k)WG~z2Zcqz8rA7VcD<(0uY_~7?(X3Epv=4dA8+4ddcS!{7*$j+ zOU(G~Ef@_`gc%Ju#!h3kIR_l;;X`SQi#JtNu^x-cOmj=)B$N#=D3aIn4Kel}+D6xk z9}*aM=wcPGVFxj^L%}tR zAtLm$l0`llVo&i z=_KXhVer7kD}ka8ZLU^1fjpYjB+~)E@hRp}qUV^|qthW#I!=siOk%YOq`3NGU-!Pu zJU*xT`xqh7>ykX`Hvn?fx8Zp)=iV_{=q&1loW9eyoDie1P5A%y#+ z`Qmsip9Slk{8?#Bjmc>B>S#(;&Lo`jfjeey97jS2sXGt(xaP zY|to_0im749Uh6ha;MQ|wL?WjVz0h;sU>zrEqweZQ35hi1Q5%{T+sBD$h5V`uKwf% zE1QldZJtZGQbn!n#ntcdBf~7-{ZE0Y+3<+4`;eJh)D#cUVDE`49a+P7+?`$^?B;YE z$KrP`sUZmq$d2b3u&74!3TdFH|8#F&VGbnCP&>_A_`GrRNaN~{)k&ocSU)(kki##) zEg=>US{-J0!uVMJx6T6nLdiOnZY+Z;DQ-*ZXbM1^b9FhO_L(40i=vx$hV@$;!$CmB zg_#-7y)@(Swkxv$@~O`dv@|WRa>U=^PQ$$Yt9C<4TKQkr+L73339kv6T}v+T1e*o% zft&E(`F2=W226^=!ou=tRc>T;-PUEj&>5D(!V2?c6zsBWp#+%~(`Zf&dp=WOpf+Dq zZM;nBIW%qta?YeWkvn`#UF=Pb!^b_wL^Se4&pvDrDwNgMwxFQ@tq2M0*DFso<`yC$ zc_Nne*CM!6g+F0Opuuf_Yu<1LcUIsAIxm`Ms>%}19^WRrdMG+FrEB+%;H1pPz&7ri zM(cE&-Voe~Xhd3Ks2Q-;#&*e9&kO!rJlK7LV#ZFUfs*cz>&)PI%*F-!tKtfO%?kYV zaicyQ&svp$TnA*Y)yCY$ulB{2#{WMyAKR4*{G_im_n<)Uek<&`m+8NK1TOc^(oq{S z?49md0Xn+~jnDi04TyD*fWBI^dsxz!UYd?fynowtH*ewp*{1G(n=cJjJH|I; zgpd1wHJqNFzRDAYrNS)%PLdMHhR?~gT|+`jC3Qw!#%|#y2H(?bhUquM5_buRBh(BH#Zvp&Dk{lub(@HY-2Ozq z2?wd(nBtP#uks%@^Mm<>1@ci5CJ3L4dz8P}Sde7>^ro@g?^v_Q{`UW*-=ts9)1l5Lyx5?})nsYnKrWr~t zk442&a|$MIbH5Vzp|Sf|x7K$MGqoL^N2(Zr@&ps!zHGAXW_^pHW)%Qa3gW^|XJ zY^>Ksv`k{Pw9J6ZbM4Wm+xtyD^xoNzz{6=26`E{~(}VNj#+S^@vU1DZew&KsKXgH0 zp**B^N9P3t^cGgj6;jd+R$Xp+%j4#^*VEtE>IN@;L;4<`D?R(aTCO!J$s`O@r)_tm za!tj|EH^>aP0UJ@6kONT(2~5Qrji*Y=6RoYX5Q!hG3WJv6!Mldl0RIk_*BjTcQbHI zhc8e&l%W5%nc?3`vU7kzq{^h%Y_y1g9(7D_$4qb#7w1Y2Z#D#I3E29-cgQOB$rUQsjtlXlkE#TYo=yYP8 z_`GuQX{z4GnH@+q4s3(AXQG0VZ_nJH3L3!XkRzzNH@R$uY?10R+pYvkhHo^TaCt0a zjORU2OkO^*HpUr_xBgH$JXMG>3w<*EHc_$ea$z-B_mtN9G&{MbR)NGM*~47- z25c%xrPqyABic*%wGyTCS9v3JAIaadmU(0AA&}*69m_V3$wtB{@{Y*)7~75sjY~0G zNQBzXuFrej4u!Ry`Ke`lRrQliVQ)j`KqZR}+5Z-Ef)xE5Yx2BkJ35ET4d0W?l zhJo6oRzN_`J+N3B>Tujs!dg@=J4q_HwOC7g@`IZ0zxNTrW7_51`GW$D=V<+N1&-GkJfN z5UX9>fs9J7%SBU)Ri88pGT)gHc3N{k)fAqVg?D>1?H1i&qLRNDjB>fn&`BIWJrWU2 zg~8+R_j!G|ar=$r=t8qhs{6y~Tn3|yJdf+$V^Tu5h&uR~X`OD$M~xMviw{LF$C>g~ z7jh;8ACFSNY{t%vg+&ofj2V7d6fQXe3RKHen!nFlC6DD5RQUs5^5I4sEnd}}a%Ojr zQaPZO>?e7M)flg8H=gN33~OmcT#$CQX^WNuya}%5a*GhQi{_HyJ!Wxbj8~^};01BE z*boVpFIQb)(su3ls9Hm)*~guZh9Y5Dq#+Mm>N9xm-_Tn9g{f&xk-g4n$>ti7S1cnn zK3e&H`*MBZax(Ofl@@q$aADVAHu@AM^fv09P`KNXjUR{Eb%%iHEve8IFhf-T^1Sy^ za*r;ipXIrq)BkMkq?vg-ZLWL%MiyRZT;~fl;%61MlLktU^%fXhj6c9em3j`oOr(Id zQq*7M0C(SnI*HQ!VlR7$Mu^#6P-wH*>^Nx4r8i+1U&|>W9qa|N& z*SGtgjAO0qAo&;k6e3UO7X3S!jv0x&>*Uu}5MwfjI|&XR4c1Ee07E@b<(aroLk9v$ zf_XG$!Dp-C)Ky2?EDC~scX83ffMi2NWHy??Lf zRm)QMNC+gXL7T5E2Ugq5v2pJ9Bm^(~eAxW++Nt_`>UmIb`P?3eFDZqP3fCgU4`p~3 zT$4gRfS+Z*gV5@iMyIUL4q=c)z_-&%Hf_s@0aCbP`IXjc$Y-70vGo;GI+kQsc1x^{ zNCl8N0CNJGf^M~(CAg!LP%#<|S=hRf09oJ#xB?Fgn_PA>G7F<>S4$qn;44wNnAlA0 hkKgvw|2Nwc4nQ$BtJCI~8z0wDaCXi|9{zUb+CK^wTh9Oh literal 0 HcmV?d00001 diff --git a/examples/time_series/residuals.png b/examples/time_series/residuals.png new file mode 100644 index 0000000000000000000000000000000000000000..4e98d7a95336fa769bd904f7099196ae054120cf GIT binary patch literal 40931 zcmc$_g;!PE`#lUum!PDSQqtWiNSAaUL^`DoNJ@inKtLKKBn~AYARvd9l8!?+0>Yt1 zQi*qQKjZuR7v3Rbc*kYC*WPPAF`qf-j?vaqCc=M&kA{Xuq^hEzi-v{)K|@3D#l;5y zM{7_<1pI|0GhUuX@3CD0}!cmA z8AFcbk$}`5(xuWM8HL#Y(-@ydyEl`+eiPBYKW*kFyjjt(g&s)Q5uoOCwxyde$fu~! z!My+YUA;U{U)cILEw}K;xbZ*i2(l{cox*s649~$-G+1|6Z0~x>SC{0&9#7+&IyD*@2>ot=xY10ZJi0o&sskC&&dkpm zJVJJ5eJ@g9-s{L!UpZqBB7e~yxRENTo_Ai%yYySOa6E1X_4T{un6;A=dYL}GMfJUL z2W&4dye}@)Jn7^pq42pmF*G`GD2z!$-`AMAC7>?o&|3V}BHXC?_>?SQv&v;ZngH5?mTWGBam?%G~V4v`5O=KOZ9xnRDsh+nWg5 z<`X7YV$}=jvsV73{e7-ZhYUt8mSf1A>^C&r^J!-HRecr-aY@>~wZBBHuhhM~(HPIB zFz~cLwqWkfynBVFo0g4cB(N!q`^o*^To`!LiTqpXlatr}Or!aH**gv@(yb5Lh7O*; zs+&6VICCMZF~+v2emLbsZa>1sb-<62vhUYaGyPA6gOSD$>UOezOQg{x;mol?6p1qps^8iW1V_`@}lQ?U{~ z{v*%%N@i#D(ke-IX8MY<=|T*;h`YY$5GG?B#VL=!wpeKvT`3Q1UbZ!^=-GU*#g6z{Pq@y-Zvj( zHThrL7q{8>fxm7qJMS}>;JAtmxW}+$C19X^h_s1*BTurw?rtp6iWT-)s2lawsbRW& z1p0gLw)3XR2ZIOgox%hgnVOoLqrroIMKrV+`GCx-``7=Xk8+IK3pdhmvA*>lsBla=t9jNCakA+| zO)c_V&M4sn@1_o$vuL}9CLB)Tu*@O%`3X1x=LQNa2nL9=znh#NA{Q}4&Rt)tr>C+p zcZ3$^S17+yBb*gjK)JGEXy$|J7nzplhmXLdqB`nu6883|k(Oho?4-C&YY>72stOnl zu(xu{-^&oV*H9}FR^`2WWfP}H;{2|r=I!uw0VfQN%d9{*T!rz{bZkn?FX{dy8*(c9 zGyIsbi>xdl>G3p)soFcX?FWx32A$@$<_8r#NnOs|lxlQSKGytH|3C&kWvwV{p~7eB zF9Ai3#LH`5Q|D8@I$HKHVPTR5E5E`Y9hcv3=#N{&J!)Evi;k^$YqJJm#L=lPR=8F~ zYfvZA$gl!D^gtP$A-h_^hhddpevk z5EAV@s#@kn8| z|62%@?;*S6eNx5`u*a*V@wyIAk*RExVLY{Q+nR=Yel^vjs+)@7$u6$7hNl^8KA>rp z)FaKd@fa_0G0y(T8PQ}`i9PHq4ItBqLGSZmwmIO>5D2#_{>HH^nb5b4;wHiT^h74_ zd0jmllI0m=((@XXG*bB=BjBmxzA1Nv-qW+2oMrsPc&STID@In)Dl6dp>WSumD@Mpq zw6ZKjg3SQM+%r=uAVQlFSwGTBjOOQk%BWFB!B&mUAH-wy_=z-#ty+`)B2uskB)H!k z2@`QsCZOm-_@$IigQaf!p};aF02dXKcM5YykW*>4w#;q!SA%ZTvNhkOtWWsL>54(uhvZoK#1$YxtRP3;oTi}wIDh_#~v5- zSQQ-HMVB$xJbNX`#gITmgozU+x+VYalZNo50a&YMTT1k>LwJva3HfHv+AD@jC@Cnx z(8=mKQ>ZOz$g5a=ClbptevX8hozxUm!Lilh_Y`VSiVXBDhBl2SJV3!_%$_{+&}Po>l= zlfpxRI7?D-IL~q!ne)s zTKAYFko5|qScyzQym#jyI0rJpNYQWHfmzTd%vjyQF+__r5)E|LjXymgrJWron{X!u zAd#MON9w+gTa3?SAg#E1ri?`|u{L`Ey3A_4>o9sH-~V?W*x|YJeP&~&UZfobhiTdk z&SlD!+5~q6p`11db&6jxTmtKT3tDEF00h$A5rSh_QHEUDHqEj{fLg(Y4a=``w)Go- zT^oK62R_8sW+YE%n4S1`Nn!$oxv9LmCMCoKGykAxT4)f89x}5-o{BOxwSZ>Op*=%X z(T6q08FO2Q#P$ey-vN^_+xoglkiTfhC?`!J2GBHAj}#4s@W)-I^{!8$ zw6|a1K!Obi0Qu+t-a;fhQ-aEjq+fIt8iTSlH?a`fCj3Ihm4e!NVrb?!zV_t<(_M-E zs0FigPO^;v@l^;~fD>a=Zx&B}s|MvW3rK6P?vraLHeT%T11-1E$GAk)v?utoDo@xV znVyN5J!>*Yoro|Orjkf!B^0bI8%J!{`zLWRo5{$UsPKSS1I_jUZQmzto({Y6yLz+S zXrx+vys9z@o-;~8UQ(O@6y72vVQkMb0m33PNHN))!jnLA5Ej%R)15h8f1D}jrSPJ(O^cZ_)S@JM<-pCiJrQ0p zV31^oEJE$Px;T&F<*ka+Nbj?L`d?T2I{8{}?0&Mp8C7oTOQ zpz-0lPc)5c6BSY`KET!GzE11&vtaw@&{KqC*@aX0sMTzpY7-DR{s%l6$($;s4Ih9; zVwu4>u(^D^r%Lg`SMV=zxz1D6c0?`IxIH zLD0ju(qh|t@Wu1!ez{+zuE$q%Tf&fp^KA?#Im(dS8E+zD|4%c>Vt}XcySil7aM&?H z$bK=_kQR-OALS{7Sh)ye;F3&3D`|a(pJ!H`iBpKP&bH(;U+TW~hz;q{7Npwq4%Y{u z>H`S*`Oep(&JBiciVx`?(`ubAQazR#(`oLWb;2ak=HwNyg_nKvFQ$=B=-LCgR8xMA zM62h8W5eTHVfFzd?D4$4zeM@}Do~kzfR_FsY{p;|y2+#&uM?V; zNdF8eU|*+^KI{OXk>>X~KGuiHS(S}nTO1~`0Wb?_Ycb|H&E;i~BiS$9w9f@qH!3

+7Al z$z&v$<1*PIL=FuUU}s7V#ZOF`^uS)5-HJ@LB20%N8^29kHHDQtSeL)HsJuU!DDyM` z#m_aoiUr&&i@GSP_Q}=Y;B8n%TQIp&yEuo~dHShxA5RPr5V(;aEHjp! zLSImPxOlO9^H8hzMZx#7bP@8}I5bljN>!zrYdnx_)5!#x?_8EhA5xB87U_w;B6|{K z9=vi&b^VKtUhE7_CaAxpX1tM9R`$17&va()`$YI1@=Z=A1swn+L300?7n9tBNX)ai zJ-H^+UZ|&Oy|*b*^DoEEDaB1iTRhw6XkVNLVSR;tHHYItv(0|ItnC6ZTe7!OXRWRb zGH=KGey{$0aG%(qI_@$HSdFvKXb;&GQ9 zMbGiDLn_M2(4r{6Li&3XA1x~mIIUVmSL|<2CKhqO3aLEeSKA?%D||cjke2ITbfW8J z$QMtB;p8UvzO%|QciaROovYM<7SZ+qBU%?(K-FZ28UG&cUdQik4})oyI!E`_i0~?k z%qpd>Ds%y5*YwLFDIem!2;^RO|AngNG$@E)skq8hDVdsjmuk~7c{?NAFcMl$-!blP zcyftPJp2!0jQolMLGmDm*0`b1jyHEk&2@jJJS#)SKt&FRZjs{6U|$kkT@r*Wc20Q4 zk*0&8)!ls`Rf7APrPjGEdkE4?!8Kw$UOiE?y6d|U@;h2?CU=1IKYpS0k3edLtqsfs zq@&BJn?Yqu1{d?1kYqM7*#4(TThY0)fEpsOKj8MWlZ~p)`RZNAR&g=H_Yn;%aeXhO ztA6;cd(P$mZ)A|7&prw#D|k~7L%eo6|4QV1WUt5O2_7+Rpa?_5shb}6wptCl?`QhX zKH)(qIj7==nz(0?QKGg;1o{@5$f@gh)Pu2_)a}=%C zyu(Fg*&uvpuIx4y8-@x7PSet=kP&sS2*t4Z*0MWL5lV9DX_-}lpI_OfY&|!VjmT@g z6r9`bUN`w)b)*;s83wisa0`h1U51wz%7N!ohdvI)C1ql9 zmVKX1OAtpFZ$+G()3;GFTr}Q?`qN;JC;t!lf$TKqx|hby-RwFmyjb7PL1T;1$3t}E zqbg-URFH8FDzgjM!O+lJweDApt7Y=wacxj^gm&e7kx1kaueW(NOEwv7lB=xr+I zPxoAaJ=`4;Wsi{W&qYFeGBSRKx8qq=@`;wT95hjbXz8f6)#n)G?dYmntK#NmCFr;9 zj5DQ+E0b6I3Wu%C=$hIh(2jRLsIk$6_5BQ;GXB>CPj$uAv)dWcnPR)!vM=O@eA@`8 z6OLI;AE|&}a}6_A8CIi?2&+pf#wL}~{p`nx&_Ijk%K@+$38BAb9XG>0p}j{+A7h*g zGL!HRl}78P+Q~~EmgtnHnM$ck^vmn&`;9w#elHcB_U5Zv+)`uP{($WkH&9pRmdr{Q zXPQcBeMto!t0$ZcHBCF|T9Dy#rdZ!DZP(Hr+XsCOVxjO zU;;f(DJZ9nX&YC*8p%scb--%qL;m{cb%;etpN*C7xc7vM=~z5{DaxhA&<%oPU2)9# zOfFp?fF3G$Vy>IuLbpPZES~s?6Mk0g>M4Rki&?=#rUjX>yu1s)g)}B5Yv-<&*UY`$ zXp>4TV0a};R&5@Y0?9En%(A1Kz}kw39+1!J4dD!@E?j=68I(=NfWvHv#F~Uc-Y~QU z%+acR(x4oEnbJF;G1J=?Kc7NrWP_NTfX0k_{ciEv%fYqp%1|BsT0cEGDL*=F7XPad z08*YXhw%T0jQv}Q;~!;4LAo+Vp?OsmN#x;=5Ii*ir5%kPUfYATHb2W5{IV``W2y#wH9nsQ+fMPd7x=9`R7yF>?E# z-kDYVq5EPK;_%r=E|H3DDU=Wkmu`@QAdBGVl0(D-%BdX#`2=Vp|3oVU;zOcG0UozpD~WSN15q3p3`z|Hl#xBVO+5JK3jZzG?8+I#08`F{0~xf;m8LU=8cc6gP)dp5NiN>lDJc3@ ziPG0Hl&9Ed=}i@e!M;_2<}V|y?-7)E1w{W17I)+J=vK&_`3ihFKC4QDKb*s;auC`y z#6#E=MaIbw$7iR4VvA{>c9o}of90t?#_}PMJwYhj!j2k!(uHYq&vGdJc<{tL#DBBL zSO&XY6R>^sFkZ3Tb)~@?wscPK#y5qWL1C)Ta3EcT zDIe(K*hR3?dy1VzLIfZ`K^p*3Fo>W;KZT$&Cp<;{pDi61=xZ7^Z}w6=;f(^VB&6l0;`>jX?(u=crF_e&6zD!DRm}pSL|V6;4;%TsxK6A$%AO=~AKi z0L~P4FH2IhATea{r>Wt=noe!FPAo*Bc~(Q@81+C^j52EFSG6GV(qto^{ReyP@-)kd z>@2C~Aj3z67)!`jHf1mBcsn2i2)Qz)KaY#y#)jBX%aKf&7^`&cH{i)?qZ@ z(GPO2+O2BX`u(T(8#-O8g4M=IBjoJ2IgI`qc8*cpQuHWH>FzPkM-IS#;@Nk37c1tA z#D}bleN@lUvt3HrcZE}nTCAZvALyr6Z3 zIUdg?JY`7G{!+SZNX^h2zI!IyvUHygeg>#~hQH3YJyu+_Sdd+*Wpzu{YHXiPXOk}RoZX|7j= zzj<~0@4N!>ezXKq@8oTdAe=2)UtKtFTF7g;_G-M{J~MmWZo2aXptsl_&#r$_AD=@2 z=G;&k75qil1$8ndt&F9}jBE5cVT(Ii@*|8cp&E%=;{QQmJEf+($MTwiZ zh!YFwdf_9T4Qg=&1gNOxz$N@VEU4Kc7^f#YRX#tmkUD3y$PF?%^_G9KkKI$fldoawx0Lz`W!{ZsN-ZLH}&c>8M0~>)z#g%HSnm7$OC{3)B z_8E*>`#?ZS>=#>`nBihD8_?T(i+6cak%G!Fg* z>$x&;1-xRYpDCPhXHb8cVD}F!?w&#S>N9_r; z+0jcjFMUSL2%&U z3X-0b*mACR)j1Y#PmIrBS-zjfJ!SVDzBPJieVY3RD0YyB`@$oaufL5nN^JFfbhfJg zv*bP^>;0FVmWV--G1<|xirp(`)NU?qE9=AOoqXrp)_*Ts{^T~F?ca$r%?GW!A;iAl zb%lc5H`nnaKjgfMg)v}6vGe4*$m9`idfNWB;Y{ZQGr3x^TIF*N;pllUXE(CJv=Q0# zdmW+R;-@P0rqZ{I^EGP4^EDR_qihEU-y5){P@L;j^2iz%>p~WBv?Y@Y=Vq<2V}p5u zb-w8DgSzvMzouvFc>cS+_5XPRo=V?}{sw!02{yMcGRU1a+L#ADdfe}(Y48?qRpY~T z)4h4iD%07^*VB`ndz-xjUVR8E9Pm=C>U6iWz2WX`{67;^bKkb3OfSFRUZIUSaNc+WuP|t>>S?{urD0;lf`(y_KHx zyz^Ew(9Z)U?#7?d8Tve}pI0*NqnAtyapB7H%F#!+6Z4yo3}5d5bU9v(Jy*Q=$Uu8i zpj|qd<9y{@F)iMHbxIOEqWp*S!u2f>uue>_aqTG#uf<2(`{GCZZj7Bif+Nat^Bxg> z`*OZ{F0ZOF{dWAadgDOS^JUk+w`adbztO$f*S1}{z23bY4mvK$ zGxu4Le;wMj60Tn7*fZU9_#P`v-?d?{Vd2lFTEJx8b=9SG?Ixhb@0|wA@NAFUVp(?`WjgJ6*rgif%mocjcOp z1^ear?EEU{e3@N!^#O6oqxa|-2sbiq&L`4n7p^xwNl!dMN6ErP^$W<;4o94H_!<4Z zaMb_iUoGCWp?(xO;lvHZ$dmCymJ`=wcKILo)__;JI-9l46(ptV_YWntizwx;DOU%lc$vEh5ccY{Y+tq+8CUGOzB9UnnW;tk`z zDYW~nOvJD65_G^drM%qQh($eJ4ib+ z=LG2%N#)qOLi_Js^b)OfoOSrLkopy_B}f%#WQ>hi*&5g*ChdNh2wD!MA_@svQ$mjy zuHOkBmz0&v2`y4I?yY|f<2BQ1s1ROrp;BtC*);!-w}LssJj&MQQwPhRvosVzvUnUY zjwV*vp}wDvsW6mvXHb2#+p>yEGDpQsbu^ube^kxwoU%5uPIh|;=#KYM2|oU2u>k+0 zebTOV#CZ-{xT>2|KyUU0Gd|wQ+~2I_>LR%M{xKsK=FW*71KCS=vNggcEn*7PJOs*Pf-61|E%+hP~WX@EjIuXv<0~f+WK*y3Y zEJ6(ZdFbnF8RD@m?rlX|aGG1VJl*!pgt%uyJ_M7QaIuz(4MKDZF1KsBEIa7)H7Ljb z&}K-4ym`?Q@cTAE>1?&}PrHGuG)z&lm>i5Nm>92(D~F@8-oUCjjRrm$vzJ$)tOf`H z0N7aqf*HMGVJc9pBWgdvU!O=h#Z+XcQl{p%&%PeR`g(pzOMfO;eHgE9U8rFcrkbzs zy6B-vvP9hHA;#y2c1Yh&0^O(AHPVok;DEG^@w9r_q8@XZIhiFWMj-4Q`4;%`4PIm|g zhl_3-ZSi!DS#3&p;oirYrWw_SK|lz?-mff;3}~cxZG?1fJYK*pu=m?J(ev%wmP~_~ z0Zesd5_GY2b*OLR^_u6?fCtST$oFZ+QnLP&uIf^CW=>ZM*KYe-v87u32mT z%ncI)gxZ%uHx+bdvLA^+pfv<)bbPY%tI>h0cOF{-6eMTwVD?;WBV}1()pIUuz8gvt zFCjTK;PN0sSA&)H_xyKfqQii*p}KEASM!JkUK)f(eg5FOPG4-ne_Zq(86`?NN7NjZ zoyH49)myO}1}9fnYAXr+YY|z`;*X!XA}Ht~Qa;J8&U<26zmsQz!p#C!UeNtYGSQb|yx`B1e|DK7 zfzL)iDv~2V?keQDTSBZ16e5H2%lD$_eK~;aW{S$R|{Ihc|T#QsQ z6ll@#4|-YEqaL*1O*T0%j zTZwi^-`_A^tM8(r_ir}BEe8lgvJARGCF&}zuIAaNpN|(UbYnCd;%FbL zzU=ITPt-m{OlCuj!|?Pa3pUE5qwM>fxe$k_3=K;6Wf6HTIA9|Sx;D0*@~WX#J8 zQ;>eq`H5jwFg*~PIQgFJ^~H-%Gbj&a`%;8e@w*Z&*~oL3z!zOxmFJ)PLad*qKCtFf z+3cz6T>H}D;6e|*bbXsa^h*LV6Iyl;crmi@P(60}S3Z6g5J!0 z(%gUbniiU)N&CF-eY}5t2N{w8C0Z&Fo;0M>{LXUhUUuar)#Lo-)SEfM(eEyN>(|*U z)nzZzOOFdQb2)>uG^_pcs_yCGfFQoO-fzE;M#s&IAG7U;L2N5I4@^RIP%wmfpR?~H zSwy#;Y;mZ7Q;Y49r_y z-#|<_=b(0!{ulJqON~6(v=7_xhV1Of>5jRgF85mUA($`5NK=ZOA27Zg=(74MbTYaF zKTuq~+R~GUSENSOWxxAXNR&+oY8GGwYtBO+r>rh_o&QAq-UWJx>)#9|2uz*YllWCm zK+aDVrT?S(BIH&1G*J!|%SL3sS&Rc!0d!8*&~OLMbd4w1rspV$WT|kV z4ZOdt{nyU5+yKlq*g0~7FGO$lAbGaCkVBFM~SiccOnK7!1$jB?BiISSyydKS?Pm(%A5 zaeoSj4j5e26rVBq!nnBUy|G@XV5 ziDfb9;`Pefna_`7H3t1GWgD0CSitrrBaXUV7|({r4t!3|JF< zkt15Q@sANP4DDyufxZjTG^Rr;n-iVt9zucop%92=V9V*1DGTa`Q#~3C?_vAvSBk9z z2EWI$0ezV;x}ztJ?7{K2YNlM^=JljC`h%KqKeH0Wg0$z}2$!3aAFf>8ApZ3Rt!Fh) z@Pc9p93PQnvE;T0=y7r2pho%w{{jaY{K942YDEh>1E(qXD?S`q)e;SztGLb9CHl>_C}iUx9AIDWkd1i%4^-Fu15jP7r5 zTGoP0?GZr41m2Yb2UFbaaqRTDV&fPcf+wx!qW-!0Ot^*1Y^EA+b(xYsRf5H!#uMw8 z`Cmzg1t37z{M}V3>*5@Y`6M#=ck;zpdoXVB@5z^|6^A!YU0Pc{fE2M*(=dw(x0~Is zWKmGN1I=&S2`JQ^^LTQ!qMyu=%S#k)RCyrN@-TFSfn^W3T7o_`|`g zn+S)^SJN6u@7vw;_2KR8*wjosD;A)#1)pu?z1nJgW7WYQ(sjHO$7WDAr_K2tZM;-h58t zdylri=X3H$;;krj-38>k4W=Iyby<5XA1cJ_)%$<2J%TzuE;8Z(<^UF@8aX4@E@*d> z%t$v2Uc|yUbm_MDn$0j)j9z;AOa`xjIw8-W*6d(0Y-Qw@f;Z?lOW+~=@X5BeVbKAf zBwD^JO0_Vm1Zpao!vr$9NY{@H_FZl!(F^y#ba;6SbfBW`&-3I+XGcnOU|0k*pgFg5 zgB>T(V{qugzfikodGj?0(ku7pSEMFduzTsVg!8al{dEvRCe7VBC91hwSa)gwTMo}~ zEJK-IS}@=-bY^Z)yX>w+0Z3VUu1>;v`OB>>h8J?fBIPwG_zilbYcTzV=8l{J_NTYd z6J_s4Zmy!u*XlxmPzLTVOA&(RDdOfRk3VPGyRT>DRr0u)71Jq0&sq^*g_N*(t_o05 zE=F0JOugM%X_Vd)bRxc@4)ERB4aR~~b1AiS%4{bD8E_HM`Lw2_{?RcT2X-+PKOHqV z>~?&TYujmK&&MFBM;^h^+v!^VrTL<-epDOu$cC;2M+A~oUPSERS%G3j^? zOiImP^wivMoV%@M`}eFQ4c?Y_$4$~zM$Ee2r>ot2zoe)sJYYDV|x>4w9 zY$E-3(lKLlN6im@oy`+NAJS*s9V6+-u$LOuBki&7B5~ObixH6U=F%1wwvoc8zzF55 zeJ^@$JnijS#|AoDX)}caqrS!7qhmjc&02S7C&8M0a~xlOm0{@V!oL7{Wbq6N7{wH> z3&bDEl$Yl^3Gm0nx5aZa2m%!v0M>eGF54%Kk4^F)K`}{3*ac4{UJf*#pmszwXWltu z0;s2xu%D7B)7uS-ZVPpg-cd~;lcFHT8QO`&_0PmV!2$a#M{BMOQA;*`#o_6USqW7G z<0=aFt760nAAK=JU7J*sPia||%{F_UzL3R3^VSX5j|KHBeC05rXTty3j}xd#A0msw zB+HeZ_$FVU7o>sN*GiIVOTeq#hd38d2iS*EX$jPS-aE1uxjlUh6pGk1%7C5{f>K)q zAlD1R%Cc-D&eD}+m~Q@l-wjJ}1qPkc;d`g1tstMlW89|?AYoYgt%D}Kka3!OTC~eZ zw!Zycr)W0C3cFNZY-nN-MqU-R1q{7ZMT9lLKVy)b>ay|$`aP02`rFFfPX2r}tMdMc~L_zH1 z1KN9&_<6(803vDd7p_*NA+_KYIUh=<<^A(1pm@Wv74GC<`T$K(c-MRbZ0Hlcp|9j) zYQ;GkMjiBMdUj;ulxBFS;i!2m4Xqgd&PgQ$_EgldvDA@iYk@$Lpdi0K$9w`hpvS)X z?>XsYRvBA}5zM+BDgzh$y*~O5O|#cws==Kbmmfma6&CbJB1m3*e2XFKf{?2_ohO}; z6+9(eZo0_<1{X^i!S=m2l;dgjoD?WE+GYB-F-}2-4A8MMCz>QSW?&3{cu_EZH=L$G~g`el)vJlFSuq;hd|bsKAsTK6sZ<^h6eT!Uhun zM6uYHk{FWiT%H<79>pKNQomD6QC!e-`NXy(ho|4}jF*ajcl0Tr?lfNG z`0<5WQvl3dM2$V%mwuikg{Ys3Nox1yHi6(~Irupr4s=Ri(bB42wK_+j=6k{i^9A!q zr%T>dRZMj_!)ioW)!tWuIgRByk)#Xgx&;b5*4F4IAHsZAWfKm~Z?%Ss>@mIb`ITn7 zxPaZGbNzn7fWh5s3?4MwtUhQV4^U5v!m)DwGr6HROFA3sec+u{$!?&M2LMoZ=E~~) zZ)g4u+V6oresE_id1~r#Dz@zjG+||Q76MiGRpx(C@&T-Vx!CD6(vWZY&OCxRty2~*x-%NNSV#?kt7T#(@xRhMbvvcH0lR&LYW{chV&s2{pnJPI(a z5N;ElDIN;_vg*Vsg|bh|8swT7wd~xn$L{o{@C*Rh1jBstnN@(n5Xz>QgksUj1-kV0 zW!Wk8XIhBElaUu!U3q;yw_8?ME21}U%0u3gouI4r5M{p((OGFrx0Mtd`Y8wj{=Vqv z(UgJ^u(ia=)+R9?E*jJi?f3x*KpRZ6Nq;ms1kHJuLqbQwr3fCJEIW)?0=S>RINCWh z?&41Y%vflp5230YynlQ7b3Q7i>QzgT_p9bL|3EsB)anD8^OLzlISONgrl?%UVsiIn zc4vj7bk{0_@$1cqc@}D3{L8~?-j?MPSoWb5MIq{Mch70DB0ayYhCD40j+>)>*55ZS zh2H+X2<|yJ-0$UmaZ`(2(9L<-cB;O&^wsE(Hy!KmCD`akKWwvWGyb2COj=yQ*fu1> zm}k@`KS2n9!@HhZOOrJdhssqV-KkZF3pO93y$@GXWtmkV=%eR8UGipmvj<)k zB&^rn{x;dWt~o=GF$9(^ccDPC0MR#(w?8~C3idxn^>9&+4w!uQ^4b|uw)lURzGDkk zFs@`J-l%Nj`VcjcLRE*M-W^orrK!6=HE7vIrcU_lP$odeSQU~azmEXc=DDHI+b#ve z4qYK$&!!#}E^4GN=EK;hhMWQ_TW~)fTE;buK%2}P(!z(QEX!tcryP2IwGC_5X6SD7rTmX|_NeCyXD4yl zRX`Jxz7(p;`}TIul{1_tq2#h&<8Er~*sbq!NlRbSsb~T9+&5^=8x-`MFEBKxN6Y~C z0Y|JI5-@C39u*Ivnomn!jZriEjl~5_kt1Q$=tx4AFrK#TuLkf68Ze`B!P4>>kcPfg24`<?uLu#?O^#CEE#62!-b!6X< zVQ86&g%qjecVPv(goP6|`d50SU|x=qi`2wOXbv;nD19(v%-WqS|wUzsU#~+KLiixjHXg$KBOC2a2XBO4lK#vL0}}y zo3nyPn?1nHrCnxdYR9<#`}61Vm-}D727tSu5dX%OVq?-l0W3H!z~JKMJqA`2fVpA~ z_7&#uIz3h;FNivTxc8`+3&*R{n0(HD>Q=lf{!BK}XSFlD55WUtn6H#i#_+L})TDs2 zG_6FOIu5VvZWDld{Y$XBkwRGR$i}L6EvPPYu4f`|@TacSwnUB?xA=C}k>)D&>TAJ2 z;{o~Ca>t8`^m$V_uujH`?%4sVROPA{>86{C$;%PkH{9GkC*W4S8MC$d&NCf6KyogZ z%nSBAP6vjw)r6`GCdKJiK!M&h@v)E$2hGA`##`z&;l$SO2`~Tg6Av>uU1or7=Rcq^ z`aHx>khnOeG@Nd~s`;H~@o$cfAT7XXD*Io(oi| zVefIpv><4Y%DE@G;9oWQ?28_NgQrr@Wsq1Z&P)`8U_{grq)e~vY(__xIVzracBN2n zsQZ~vHiO>9wScRW$wR%_qgx+g&R=3GZsve(tsHSObo|(BQW`&f&fw|a+rPKx-hqCj z=~$AKJ+;fN^x(s&UiAJV6F<^tqp1Jp%8S#JYBQN%Q%y!5K!SU;UrK*-<(7KhG#~$e zUV!~94Gl&U6%npb;-)B)fhY>~_Sd3#sOG5u+?xFoQKLK00Rght;T+Ahb_Q63EI91^ zAL;Yh{Wv&*LuFFd@Q_tE2b9bK-d{_dia;{rEYP;Lx(8o;+R65BRd5YL_yd0+r) zIkuAgqfq?VhDN6@Zmg=sxI7JnOFE#RBp^!}x#{*VdqL^=w(k0dt)W4yqymLd(cpzC zZ7RxaTMe`(qa>(hV<<=4-r0{zEgXAP54BFz0Mp*XiF*!Zy8s#kXD(5FNmtb?(Crm6 z=ifXwQG$|knJE=B9%Ag(O!uC!mF>pz^8-jXKLWkne_MoKmWG-uF2ZM5{X>@;F#{ET zP;~4=il&c*#++{dr2Z4vY4vrra@H*N0IL+$BxU%*OhSgfNsdyFVg%aH4jiSbRM05I zP^d2MoYLfwPCWtQfd&TcH(NPMZKO9h9nQ%M-m8ag(93i(UQ}Y0x=j24P#P^78g!fw z!~^dG;mr4D?+>>(qfMkI^=GC)2We0abOKBX2&iN*W9=0^=Ybn1r+ z!-@YsPdq?vV)wn-)djUdPk!I0B^@Oj+?U7Mb^}IEd?(*`(?T2|UHOBm9S|JmSm(5D zI4j@QXwX7dhHtCZ)<=p*pL|Gw3IRiCEu^yQTwY?M7*RDo-Ud(5yK_AAWfI1|b4qQ9 zPb}QRa7t>Mv!vjL9~LDpzw!kBo0Tu?E;5qsr6^qqP+B!QZGG@YzBxxwJsj~NagLjd z4SBwN)g#~ZxV&ZdHC&yWRC*M2sUN_+7x7h{KRbR*cLF#XiGs(>AGFx;yWjSzuXH@+ zz1gVMVO6Vf{*s1zkbTO!(@#<7oyqg;#s-^P9LTxAxfCFJ*ps?j&Heo-(2)Pw=NWBYIEUK3JQ69a1nT?U zM;ME>yA;4KX)gMfE;rL3zP4_W>qqUzfQply(TyO~jm&CK^Y_-&>=%qn1CRgclM(>F zq3SktU2cD1JiPeVPTJW@baB9MK->4~hcM=|OARAQz~cZIkCijJAQz)yG)Ahx{Io7W z2YiKF*ixz(!aLbn$}%hvpjGz}7$g>Nw)bb79eG9m7Ns`z6aY!B3r=&i-LGsQe&bXE zK5ydP43I#kaxwq@5u<#BBYBI4=6*Um<-4{=K;#W+&$;FHxqmqA5Ay~e_Ex$V&)|a? zp`tzcZs+{+>rkN$yh5LQ&3MDuY&|&bXCv%Q@nMlIrn`kkdqKDdz-n&;Zmr(LPRONy z)R+OW{!!~=+NQx2t~j7IvK$bIZ!NfAiDPG~52HKtE8!I;b_t@Y*N5%rD+Wtl@n)~P zd6)l2mOFno1j3t`J5hL*#s8Q_;F)b>GieIk_HW)YU~7?GoFbUn9EW47_Oz5PK1C3(}fYkuUEHhY!Cxv784=+YD6 zR-lCx&Tg}$L@&)p0o<_ow9+fdeo+#9Ll6hp*w}rX#4V-KhhGMfP~e>czI!v7UaJ&) z>Q6p!XJt!ez2Th2nwPpJD5drk&|o~4F1*Xry_TDQw~Eop#_RpoE3c}1)c=JVtrYn8 z|38|(JD%$QecvjIL@KgNL{^f$8uliebIizI#}*=#W6PeISx3?_jukp&Z^sBB<5>JXTIrq13u|#dZcd; zN72c-|Li{f8&Dh;O2{(g;L#Ib5oeN__Eb_Rr)*c`dvNj&n9M<)(~rzgY3k~hjW+MP zJ3s}Q;WWHAn5y71V-~qfZx1Se;kFf6yQeCy%RkjmM+=gWq_9I>%exsJFaUUh%c3>y{g(ui z$*He-hjkZAfOUMTx{zG6C`2o66TO@IU7paZFooLxT-En#Ue;hzOx$bei1P3qON$$s zM~=c(h0%MTUglzFPqLzLEglOP+wU=W=KvXIiK7&|4%)P3OsN%oLawSW(I9FJ!Owqw zh-6tHHkQ`Jzgh<3#P<9IZE~Y?bLI(H1Rl`-D?qxs{sskVlz?>OS?_->&fpR-EV4!`v~$fL-LCd;;x^k&FIFoA60)=w4>NO9LAmNM%)`B~v{iR2 zFHfd*neWVG`dtIUzBqh}+dWfA4iXU?3;n(H_P5vv0BPPzN6eXT_zZzVtX zz&h_;RNbyj<71}~TeJ{P5twH-i@eJN-za3smVYp5Lxqc1XR`;ZJ z;u|Q*W{1ft|BNA?Hx&1x{`&5ts7r)ZeN*7d$t9g<*m1cKz>1CVcmlL7m%q2~5z~Al z-P+J^j_SSme(zE4qpj8Qiur!Tv0zKin#n37BS*MdENhXjw4tKi(2qeL8erjmmf1L7 z;-_UlvTDJjs{(?c_X^F;x&0|G@f63}kkqpsSXL7X&$4c&ajG!TaoI4PvnjZFbTciHU?-Ctfv|V)Z>{5 z`RWdz%nBVKNwV1kP{?BD9V@*(VX#%L=UY{JJc`W1iWNW1)v z<$3sqNr6j>RXT-eCFFZ8YiSvU{<6t{`ONv+fZ38PL3|R51>|o&w};Y=sReyw=+b zc{1&Qg9mkxWQcmaxOdZ1%cz&>G|U>p2ENcW>V_eK$Tw2sruL-KD*r31xYFo!q#r%B zFev__aNI<3b|a1NOAZ|4A?39s*6?&n>Va<#GFG~`u;o3CKD4KY?beqa3ruW(6=(7y zdDXPF2!(jax~Ydko5CB3!QDN>6EgvWyEo?326fXAyNl>VfOy=NE_LS9UctZ+=RaFF zS_DKaE-NcKRrT3;u95>=Kfvu4;57l-)JUCWR4lT22{s- z!(p_Z0Z0W~f-ZpL;qPEV%zV^u21xQ{_3FPs#cN5l5af=b_R%B&CQcS$#sO4VfbB2ZHIZO%vq%b}+KkoE=Q zbE$jYa$ExTxSKfe)AXzQ?Knr4xcX5!zU$EZ6l>6Ss3gnP;n{*4mqj;RFArJ1V*$K` z-ShE|r`$<_zWp+D{n@9xZzd3FZ)De07Wy?#8G-a zE}xj?4#PY8vH-(oOAe;JB?r?A=fMMnJL zsoAwHrbysYvJR0XmIf30gTX}Ew_C{2JtN=(lJ?jx+Nx+i(Ldb~41_y3RxD|8JhMlF zum@nS>xBZYqTV^rnJr6n|HI0DJ(|yg3$zvhyV0G1?J@puILDLQV%CEF53@&Wdi*MA zJ8ui#2qYky-WUd{3LqL?Qs^1#cT9x6?*R`L;CNmRU!}R9VQmB48L?U9wF8Y`3&b9S zAOqTL)tU$!l&{{)KleSx9L^~Od|Z2kFl{I|;F0Xi-;1oI`HsHS zd8%toKk8jpYoQ%{^-Kode9LLo1(ie(KXoH_R*bsN@wkr5$h*vcA_<7p);}ghAt70X z6Nt-X9q{2^(T!D`O;PU{*x#Uj&}~jrHh6r{eu1&$=Re3TRB`y(zlP#tL79X=K6RKo z#bIxy)c+Rz$M}+yp>=P9tbNS>b?;@Rns#w+ij78|D(2JpwO^nWMN#a8Sv$G~eu+rs z#+<@53+?aM5HP_aykBv()H?eM40`}*xVGv1XvO#NS6hm@+Crxnm-F>buP4lK#sn4^ z7iYe6JFsySQ~66v!~p3Is5ikKmGtEV1l2vQR(Dxowu^(v&!DboyTkdy^3Or{)K=@V zDd4~dl!x|rX=FNPdi@x#CIAJJx>vzIm5JJEXBxE12x?3}n0L-TGS;b$cyO1nw+mkS zLUH!HUnN`!qTSbMFKiN0eqR0MJGRpyul?Q6c1R){N7Pk-s z`d)E=U~nB5Y*3)a6?js0UCNw)tBxMlw3edfXXSwn7Qipt!$sWF`dIVOWm3My0(bs7 z;&d6-)nqLR6UGLExE74jXP;!xj|eMqv8Wt2&XUfb7G=HI&n0WCpS4zIA-i5=Z(bd4 zIyb{BD+wsVmXh1UXZ*=nW)9}U@HfOs=bqLB>$~y@s?xs78s z4`#94>?sJcVmAuS8aq%Io3fI#1`K6efT`5?Q5XV*E2pjsaB6tquSF5eSEjE6tMHS3 zE=x1st01u(So6>Efe%!B#|SDH?Rl2h#`8#zZA_mQC(onB5S zoU=nK*B$mS2ze!-%XU+b!f3x+zjtCgzc|>Ge2%D+q&ai9n@yh4M;gU@b(n1hXSUGs zUrYZ)Or{t{GNF3=+dr${YJdAakl1Ygd182V7S8_Em1CSEmBiu+VHF7@#ke^ELkMqo z(hHSR-BDu?Oq26+4@<%8l2t^>Yvb$^#O~>N{K&Ki)FZnjVC`%MclNJs(0F4_d*R!f zQQ1}Q^ZA43pDgc|W2idEDjFKTZ(lzZkO{EG@sFNmNX)9O+cH z3lNgfyhXHn$I713gXFiOj7U>%NI8$Asg$cw`^Lf)qn7=@mvZHp6YHyaT^x)w1}YxQ zy>fynFfIcqC0pX;G5J>}C*zgE*TJLH13m>p;;s6p~>*7}XKJ=SOA)^_romaXRYFEeiV4L&S%Fe%yv?_M~R(i84&nFQgB|4+a zVFf4dGzwL~vKA?B*^!7)>Uj9FF3KrfpEiN-%EH1XV%>zKS~yA?d3YOr?~i9NM?qA;eplejE`dM6FY`-vEVPG^2e6;9ZwcBCdaI-X9REN&5RG;i(D)A zNZDUZ_z zlUk}MCA;6^YV=k4ql&t1Rds|?xlumZ&~TVpHQU0l>{s)H>~l2H5cx4mf{wWJxoP>L zA1@R%PD0(GEl5}v@iX5DMW`KCC_GwmnfU#NiC4f0|Lj;fG2wz6`MrVca}u2w=%2D) zgE(e&nt3O9a4{Tk`xm)F(7Qz&)0R>WXsDRi0?_9yN4@ptO`)a;uQdKm{=u)3mFw7#MiE z9J8>I+yL2L!-K)lb|@}}W(6odT}$;;clIkFAD^&f`-e$GCGv&bxs_k7ZZqyg90wbn z5Y?>+|CXe*{ID-{lwqJdU*-L%U2w}lrgH+u&Acd@e<_52Y3gZqDJ}iJNBN@@d;9}U zMQ9WWydwJ`%z|($6*?@F6W#% zOdzbpPlM92e?MiKc3HN6#xVaBQGZ8_eMvtnz3bSpF<-+Ka29EQ71R$ETf&ZyXlH-e z)2mc&Za~ZMDlU(1Dn>2O4}bx;)cNP*aW;+_?Z-o_R++Ah*lA$og$FhURxO4KE=4-4 z)jkTticz?g^e5mHE4rKAs=J`Se+rQr@P2OBoKbIJJ0obiOU9bB{j;GrLYtcZ3RJsb z$m3{b(VJ`F{9dG;)7!7Q*d4idz%-izQx!fFwSKpjhzOwj@!F*cPyW$j zT*M=BnP<#1Pw-&~Nv9(E8;TH(a=b2^)Ij4RI-w`trQzk$?ftOc73gQ zzq$$9yNLF|N$Sy*>f-v|39uAGhIt*CoRM+Ti5mBfdkz|g?nD)KNr`$j9`pV2!DiOt z*YNYvDw}VQ*XtUgiwi+%QZBXn)+T~rn_$8lv+rEHU0{LXhVWN3n|Kk&8qH65PiMlP zpX9x+Hh#gwniK_kq|BB%JsZ*xD{?s$YMvT1tlTgI3*fE_Tk@Lv(Bcy@P|;1*_hEZv z{y0eRjVN=7-&<%2BZ6?r-e4E#_jH$zFbu9UU}Pm~kU%esWH(w(s7VHqk<-91fBt zUr+kbTQO+j`oS4jBzM{;qUY0HZLuC-%axP)m+ZYiq|(#(t`I4wzwNo|KD%KSY4sqM z^}pvpMeXtSV87Gxi27p{bo`hp{fGAB>T#aTz87D-SfpJJ`)=YczU>^br`Jvkr>JIT zOL6QPHHcOQ5IuVJX!{t_m@aEt4AszQy%z)>upA#V?fA^8i%QE>tk9!rTz8&17dhPC ziP^^VpLtC8ANg!8kK>Eq9hP?llJ}QO>VpKB8{+#S2C@m!Rf#N*h7%Z>LMd!o0q$Ou zPJ!OL=c?DcR7GEQ*jnElWW3~Tdn}Mv4BKxjBxDyv+&i?)+*przV|n@CudfS(`*PGB z_SZ7SEPX_l4%U(x$}syfDTgadD5R^Z9_yCNAA_aZkmBs?L(Pf2{q;>w0wRR;CjIN& zeOrPP!arFxZ<>czEyp*k=_nwos4}Sk5fH!@^OEts1B1TZa1a_O48u`we;q|O4%VGS zpXRdOP4kU=ErF%4rd*hlU}?t%uHm=4+PRITo2U$bmS;EKsoAW%llySKFx;utBha1c z{GcchzIgb(q|sx?RpqH^56103L=d3#GDCeW>CG>A7+*>HvymZ(g3?*;8`EzKW2_l) z5AD5t25EPNBt`UYC<7uU@W03Ui}X#0^5OK6^w`BNJ8r=n5Jb|Nfa7a+tS>%&_Dlg6 z&|NRBcjSzFH&yQxfH$7mKRP?XJ5ODVeHLjXCAu3U?FPGu3y)z8W{qS#k80a3my{RH zkmbW<#!)}VLZ-NC)Zz`1ta|V$mxV+$AUTVG*jj(K^cdh>za)-nqhhNBb&3db^sn* z>Ft8^z|S8_b!_iJG#29HRCM63H8x(OK_k^kw8k03clti~&B)#)=(JjH=5fr=m9M4t9R!30g<6C! zP1zwd(bqo4e?-deE3K_{o=??%mE~VC2mbv81T6;o>!V|S0X5mQ#aR0GP24Fdqt6mq z)7B2H%gO9?w0$9>CB#e8pytm7&htz{mm89vOgrV6Kl`a0K0N$t04wfi3)*O)XY3zqGvdvBI?JL1IYO-UGhiaN` z2L(C5Xsst;eWTWR?H0w=&QtV81LEP|6q4dUuDnFAUQ!!}v6q+0dLEs%?7aP0P(YQG z%-=x9!yo>wlA4s@VS?e|*^6Hm1&_2uGd|3+$b!x;x5^RnfAOUEm2N#$3Z7-*N#+ww zm5jW?ec*dw-YW3kfagZD%tx#5dvIGzHcIf(zsdU?WzNH!NUusB`r!1Obqr&v3z~x$ zr@5Au%gupbiZEXIZN0m75<(WL{7Ffgx5aViuj*eDT}JLo-N=a!Vf1}Hbeyto2lc1V z^NK|(DmL$*b5R~~vV$K_ydxIAk`ZRt|R+L$mYz+N*J&<4MKb_HBrr({nMYRZpx{e;){pRd+1yU07K z?3RvE*z_ks`(u|M&f4!UjQdu6vcTG7#&Q?^dT}=&Fe0K~HDUgV+D-3*{uBqNAfPEH z@|n6^>GZ$FJpEP$-(cu0|1=#DkvAyC(kW~99+K!M&8(q6ZSTfdXF|x4K*-IVIlJrE z;O8RlkJ^-CQ4aq*P>*u!Po7s4YFIuyr_$4F<(=ML80*w_8*Y(mW;6*=`Z3mkajPS8 z(_#uPHdDd-SI44_+-{IFz#;X^+}VCRjn#Ap?ZpGdD11XhL+z1A(^JX>vvxPLyyc4B zM7%#IQ!r$?42AKWT$3bNiI8{r)vAj>O?@L{vYddh#`#oDjBj}~rK1G*tM0{b;Rlp% zGS?mjvGYE}6Cdte9JgOgj^!<0QS!b^bj}@gvHYs}{62qBI-DvXaCiB}4Y4s2LfW(;lhSLY^0!`h<`GLq{b9x5$HpvP0{Pi+!9gNnbn z{&8r!_qd7rYP=61M=82HN; ztvMZ?$gwp;Ofg~PgmGCkG{M;$|ew0k~63m_iiV;l5N$Hbme zgZ1&~ax=@Qt3f#jDC(SdsVf7m_3yZfrbXoKoqfxY8GRmj?q?kFssb~&g$$4T{m>PM zY$gurBk1H5y3-Nr*Gs7Ma@w!llM%)1N-&CVXvt|C-PJc^Ym5fibbtMN2FIhq@b>;$ z``+nYP^Rz0rN19&2kQ?PG>@#4@2YgbOF0WObjPrFm_J)}-TZS^UIDTggY@giF-(RJ ze;KB$|9&9Fq8{!#@q1A>W^_}E|02>+`1Q13lUul675+5i3B2G?TLJG6O-85q)h;z! zKU=Nz^1Zul!YEffz9-fEdF#bzSrYd(I(oN^iy2SPe*HihW&C7!%YuPY*+}CuO&tjb zQ-Vj9-!e`p;f{PMLFuT0N5%fU2efIqE%iw|#PV`9aLCL9@tXwDdeSTR$*U&3r70yy zRH&WcYyOPjxyZ>0d-^Cb?=o>5qw$Cz(r0f<-}*dp)cC`t)XEeeWIDBJk0=-m5OrdK z)Z>4Cv3Y2g%sQvRa=1RoTUT* zXr5TGv@cpF6LLzm{9~vXv(ybJXC+H#ws&U~*SX7=IREvu9$L``aHDs&{q0^?MpK#SkP4~Va@P^xvR>EIqV#iIM28(O zWnQJ9tHXI+kFT|vkb$eP+uie8mij;SU8b|^QqBSfu|4eR=Q5$g=Id^_$ARabv%CBA zoOjVBrl%V-yMEyZ^L2~Mt24V_U}SC8U({ko&l{_m`Wx@zDPCf!uD?V`c6=T6lT3Z9ylK#pUOde zoAviEK_+5anhPE?EW4KNLa%}ANjdx*roLu%L1M#$nZQJkR6A5hEbb}&zT#cJjDP_L zMs)7TlV~SxN2^~8F)~@f4<$L2T1^QQD;{B*>!vaOdxHva1?KZTKlV(QBDLhEmG=tK z0VSgyDQP=Nr6$t=W1W;_tLWL2=A{vf)hpRPFL|gW$}BpQz;T@Ul8U6qXXzUiGzdU! zA5eFFoPh|KXcU!^(c4$~0#U9)dA>C5t$oKRpIMp56glXyz|2rHaicNExwxX6cHewb zEJ~5%d-<7m)7yp0+iEzdPF>O3NfS=w^iaJPpEmbI%uaZy=4l=|!NCRt&f4Hcv3QZn zW1+tO=kd}f)3|^dKX4Qg9=W@|z1i~8if}o1`N?vY{n1))*qFTh2f?#J z#o2PpW5vzt@5ZV$j1w{~@_r&ts#ND`(Z4 zW;$uUEdA|?Ui|cBB{7lScH6~a%{88_jhILy8f>Dl)5rrnrufBZzRJia8$w07#=V?0 z%!Vv0m7I8{{`oJCV%I)X2|(KDzQ)Qa{gSt{?BIYzJ%)6QMbFL8!HwxXi{*AG+dZve zgc}>s_3$`q>Dkb*zv>`^l6#Q+)5xuSsl%&_zv&)EwIh+Qz%;l#I%=!qbbMn1GPzQf zsiaT)7}7|0Z+rJ|e`Vav*OTo`Hyl^7SW#)zG#n1!Z`PkKR37r!?G<4-z|A@f-S%j{ zNjQ5ruixyg9ku59s(8-XMq|UVeJL;KK`PmGi!Zo7h=Y7N7djD2(eRPG1EC|3n`zr8 zrN4?5pJf>;$wW20MW&&i7EitLH2)1kl1s#uY@vO`*G`p9aK zPGC=r?ebod2z+`e=7_pec6FxXlSyuI9JSpeh)N|pkNn-W0DsMRKH#=U6oX7V+}F-k z9ul&pC}=a!&ZNpXEIe~DlRCs=sM3Usi(t{ZX(?n34> z5~c_kQaq2Gvyrv^d#|(RX7b!u8k($Br{}6^3TI;J92<7&(>ECHd8v`Sy0ojkE40 z4h=F4R7o&@%% zc>!Uu@-;cZsNQl)#r=-c6pvnuE-|Ddu{OKX<45WHh`|^ee)*@=zudP`iHNtt5y1v@ zAM?AN9y9H~uKPvTE4+EXOfKtQ;Z=aGPd4i{PXFjjW2Qh0vD=i7y4!}XPUKtO0s_q@ z@e0PBHhqv2tGtvT$|T*JUwRFYAYi04Z^Iq;VU2e4y1#Ef6}pL^;fd$Ep}iiitj|id zakwsL*r==zfXUQ+n7StDki|RPhYd?a@Hg))hMCUlXe6VjU~KOSV_SUPm_SaeDqd4D zgp8Yc4*t?$(_~%1ov87J^Ny~R-*#Q%^6ljH#cbWhPqz|VQ=gEKz1ucf`|RIjv3Sdp zhr#}+w`bMvN2#mO&_(|tb17qz@NW}qT2OCx#5A45ak+?E?6<3tCWS(I)moxz>X8!d zQ z$x8W>gH8UrB8}pq#Y*oq=;a(waZ!EFzaoGgZ<6=*A?~bw*RVu6;>|~ynZvDbyow#$ zv3O=&(#{!$Gl<}Q5u{mDRB9?;1%prPygRp$kb)$>-l|~$+;p5`i9g3kPN_de^lKtw zcy74X`_LkhZL;pb8*kP(d>qL)aidD)nLc(k&y<9LVH-3@-2~7F`EN4m#+4SBOUK@b zszlL!Ws6?B{?~Ag`w&G86Bl)_>=)WS7di&K)D6RMaKDnYQu+aGfX`lin<2;6^tIxT zh~C--bAP+J$mE?_PME!q7BsjbS+&z&fCWKUpKD%VKVB_ZQr7$RPdSu|TyZI$m!H4O zMz!RvN4JA5xvcT@yg$=`!OCYhBr}Y^RLK6-31(3!<(c& z>oX9gIGHH^0E$ImiVie3y8B>s6rsp5B%)M!3z)yPPTuzZTj~sbM401*0oy{PHSBcxBnp2au{I?U(BpI+X-lyS_#PJ!L|kwXTDvHLUY-3{ix2F3@%|U}~yg zYv3tL$wZ(@cB1>ZXYjQS*(0>QRGoBeH(V8ER5evqztHt}Ul6mPpdw>;D0ca#3D!N` z_5HdJeDU*`rbGLbW8CZ7O=m>g`#|ZS(O-|D68n<~h-JN+L{W_nN?4o0J7C|Z!F=^VGo83{=;WUhWCPZX`Q8&w?= zT1ex%DKf*8L3vYW=#2>UD-8WzU_7!qN#vR+W6}m$IfvtC7x8aR%pu@F4Rmf4Vezb@ zKk?5aWlRt+zxDNdfGLq!)f!5h&YJ#x$DK*49e|Ssh4XeLeHq>wUjA?afw?esOs0r2 zz8M>EdbAN34c@@(#JGTG8D!7Foe$QtJjXNh?pv+)%AP- z(5r%iw0UsAmcR4)>)kxLHa#_Fj!AS%X(YUu!Z$MnsBG$}oMm>IlTN(vHaIQhMpo>ATVFsA@s;b^*$PzEU z*ZiGPdjNRnKHMBv*7s4~E)=Z0%LY$z?S0Pw){;a~q_&4Ia!Nv_$yDOVsEi#$zxgyl zL4Gf!u1>4>$L(kKlXV{8KKuO{fU2nNb#&uxz)2HmFr{Uq!^jZVRYav6{sg#sE~Y#) znro9xUO{^R0tb9EWq4=hB7LuF9x2KI+a>F|y@h^)Rr5&4CeNz?VwUbZg?X}{es2~c z^BE%l9xz7R`CPKv1mjf-jk6y9Z?tlTudRd(z9>m?Q@@|8F>kf<5ESJYi#W@~&c17R z-!2I>{m5emmM%Qj^N0FL`ejIAsH2eC8f9UkR>${8mpBOx-i+@}L}XtH3K6*O$kxlJ(zu*N4WfeN-q7ssHqY12-2btD zyKT%I_`4a6C8{k;O`hAr>y?~K46&=Q;>gLo5mlDHz5aS!XlM{epRpqv$UZ=6cAMY& zg?;3*upR|E8GxrY=dBCN)%mmIQO?*o)KkW1IufqbVWsOlns51iEoyJ454|H~r!$-e zdNgqI@+-&2a(U`)#M49o(%j<&^;qQIGiB6OKpeWM>(_U~i_{&N0_q_^mUDhRqxJ9f`<9)6+~?@u7CWbgKjs-coB zR2Fgl88(za(^f$T{*C8LXk1v76UyEN(=;-sUZ~PtOBkE+s}gBRoC<;otr%af0wTMP z`BDnl<-C{E9G2JDLs3;^PZQor2vQ}mb2g-OB#>*&A2ikwbMj{U@MNWZ>i6W~cgkYG zd@U-2q;o?OL-OAIcPF)}(je$NIyDUmSu=$6zAc?>N$GhM$7@Z>jV&pIA?q4MMMQ=+ zzOBx4!-E}!D~b!ku62+AZO`&o;fz`>)4Kf0SU$WPF6EA1xkC_?JZ3t%BcOGQy1V_D z1FH;R>vW?i=f8*{_wN5X-v}jCa0Qml5De-)zS*mX62?hq!9EubdF2^Gs&5;&{@8t4 z6;Phf9jEe47yI;5%7-zUKBEckm~V-+FAQLNC-*0q)eI!Di8-CKvjK)(xUiB>dlTNq ziF`uFAHndEU8N~;dbEKAGWUGlVKfu%efP9XT_t@04Bh-wqxPgM2JX3Rj39;5v6d5b z5!#i`Gw&)8@~jb)K6#^MV8Z}$zRBk}z1FecQMW#*2x9CdLR7v#4m6C<+z_qVq(wB? zYTJqrH^wECEQSp8;+i_=z5<=z;fa?dt1c8;hAF+`P(IM>w^SOPbG z-rmqmVtgYBp`OojduROPBXt?A&E@#fwNjt~XjR5FweRGclosB&yj zY$n%O;P$c*z1?uQR^Q4h(zkanPL)JGp~^Wx*wT`(*CEUHaxDV%63N1QMplEXYh1N_ z-B+BZq`_TJn{Eg#)5Q{@Bodog?|!>wTI`fxF(@+TP(ThAf!ENm?tfru%RmyO8c7y^ z_RgZM^FA)mk1Amb^MbBE#g-UA9cqd|d3od5)&EmC%Z0c3fV2SQ>BYwei*@Bs zwQi+LKPJ_5%GdaJ3wRrJ8}+_BQ7S^z$}Zzbo*P)}ic1N)5`^g+SR!$mJ@K@tm%$`p zEu{~JnNMvcH6aQNY@e)t+;6qVFJ(rD2-DqJQ7_a7tNP~3V}$ANuem% z{lD7+oPPN^93VlT5n@eW8oQBurMK$!;`!h$Ls}a8 zU}X?|$G~0mj z+({jEHxE7zf^pkNGR}REGvLMm$@2DK;2Eb=N*!T`G|WL|F+VvhjL`&I_5xZx`3Lm9 zQTNSFR*-Uotv; zr&AU*Ht)K?8(Fg1ZLI&| z{o`a@@oGh7xKF#)eJ#tl#^0e!EEHrcxjH=fB>=$;Zs^f@^!AGBl)y%nA3v_R=ou1J zgD5C1mX#_es-)~Z%`=jMr28d$)_FN9J+((mVKYE;@Sk-nVkS@hueGLb{bh%6NXRP5 zK4FrD_SB3HFYZs)-2XmV+wc_}&+{O8xbHXF3#z|JZ?Dr$-ulkIMYQzZaUEtsrukfE z0f<~DPv?k&p0lB*N= zF^gVA8@?s%gx83>mN8m;*3ebwh|N6*pw3|M~e*O;tlJ ziXLmH8U^NMtopJhr;ByJ`s=z&kFts&N-|?`)Lx|LPtb`|Q-x$fJqvq6CX2e{N0Jvm zr}cr4&QdSr&a1KeJZOH979*SG)vvBbMSGunR{&|# zR5FnUH^!oUQNoWP=?X6h_Pspy`c|(O1`{X4CZasasJ=0phH2UGuxQUj$UdmQ5jWbN zuhO#eRpoUD!HtNn{BD-rS3$s4H3rd;O;^*n`J!k+#gZ3?I)!-1RQn|9mYxZLmR5H| z3Y<)nWtJ*V7_(edSu-fvjMq<-Z5rS7bQSNFUt-dWnrKgcCuK7mNR{pe4Z*kDrX}~h z-dtc<`S@2!n1I_^?-sY?zB}R1^)laCnx^lZPw4j@N~YgGPC$fi5rJT?hEIyEPF20S zzBRh-_)`Fc#mc@5*r`;5_I?a=Y^3XC@=pn`OQh z@9NdR84@rQ`c{>>aq?>H3#xZ7$`=J{tik+XV)4)9UZPUGx_SWXOho9l%Mn1n!rtWR zDq&I_DfB{+CM`h6|M+`m zl@p@Nm)WXI#>{jkYV-EsKD>2fL)-Gt@e1+;qe}XD1(8#j9qOyMDTFSmPC{YFZo!`(fvM%CvU5G1JwT_of5!hyc4$)sBE#tDx*98v48@pw{ zj-@C0(^xCm$^WrMhYApyJ$_<&@H9(dhB|Pz(T>h>gMn|tWZx$G{+ed*G(5^0rVDL$ z!&^xJ`CVv}LBdoG{>HK#aK1YkAnNPs=PA=_uCDny9o2<(S4pI{{o_>2bFM1tcF@DQ zFoRJOEwZ=yeor}sT*D!QfB@~)Df_*ci+>r0H186-q7>gXittRLT@xBQu|Sdr>Pecgqx_@13SWS7GN&4tBO>zlq+K`)KaDKP7lHBA7xgbB!=9I)uOk__qas|p&rCzWaUnTipk;H<3TE{L zKyapf6xVCFypDb`|3u8iVS_IDZZZ4&=btStCUquMXUiAS;aP!XEifuv{p!023}wM9 zrhRoG`k&WL=wc^V!AWXnwthYWsT#nz@)xP|NYy<{>^54vwcrQOW84h$p|XB@H@viT z&?#(~3M@Iw@GJ6pO&D`c20-XQjRHR{Jow7)RO8seayY}CsHD%su;%R}5KHm*X4WC` zpNnohcUG~;TuKltnQrfCIoSEf6&;_cLjMsK^Wvb-ewbn-tdzqAoYl>GeFfW@7QAiG z*k!A<(2H_rK?!`XZMxx5=e1>_YB*p+lDoU|?ZdyP1GkIvjau165WPXSL5{j*E{GzV zeh(7qr=|Xs;IE}d07XT*57TDDo;tchXf+Zfb~V!&};hSRx=`d8;J*Lgy1j%$12R|KbHn^R&5h2X8ZA zr=EfNqwIfWQ1v!Ac1!q`eYdci8@1xqt@?|d`op&LbIr>4P1=uo_j-GX7`!6cVkua& z;HAPvrGtC}AbSLOZUQBUvI1uYEgWpWS3`+A=HCo|Jxx(`A1t8;Xnl#G^!bFv-8q=SXcodZ5n+gNz^Zm}+#1%WY!3E_F@;uPI)_ra2^i$q5i;z;g=@tG$(F@7*MwonGnEcFpksGPcnl{|KkIjU8LoZ*r%wGtHD^a zDP2-vyR5HhV!)_Frgkut#^KxBBL0klTjesGEZ(z`I?|ym{1*lSSRzfQAI=`&h|ce5 zhhbAT`)9tdoMQFGlidcu8NnvfzG8bX{TeaSrr)}$M?3OWUPzn%>&as3vUU6ZDa$CS zcc~=_aR5{zRx%>>vh26@t1gS zHYqu*OXyP~qcVa*Ne0F!+uw2+H4iObCdI#jE1JFoCpL3{DHVe!0G78>K%`7hPuVlK z26{S{ELtB4{jC1|azD>=U;gl&kf%uDXjmD$bhifbsLO|>qAHhf> z4|QJa^5y(6{Auy+hmLL>H)LbaL#}E+*)F`i?XpK>1!*V`U(BsBt-2wBTv&DL?&!4@r15bKtT)R(s z)uavpcT@0~R+HZ9@$W;meisFs%lO$Iiv;e;UUL#jtijhnSKM*zMRJ&|rDYqV{9L zt3RNoAiop>pl5j&LY|F{;4cchCVmaBIayhD_rGunS2RvadYLgi`rd75bRmmxV$G|O z8BC{$i=%{#xLy6Ole!FDgB6O#JdS z)6T|97G#|214zl-U?UpJN4oz#1K9EF7!&v&l#_+t0`Z10ukYhuh2UDZ^)6_*_TrXD z`1Zfnghj6XIaN9t!=r1UO;q}0jB`;D_a*P->0alTekG(gdw7Biywb}om7{Ot{!ql1 z`=rUVqyu0h#5JsE9+ui%Tz_8Ng#>>0Dn5@sUWcM0mEuoXC`)gH#$GZ&rie1$WhQ@_ zf8VJlDlwGM1GkT#2Ws03P9|+foeyQxS%`quChuES5d$o zR|B0lwR4JJh#khUCN4{Yw#M{9obHAZxFd?25@y2gRwQwHfNahg-Y#&}JUcNx#Dfm8 zm#PT}B_$AyokK-jRw80UM5tg!-56}AJ=R(Eiuvr|Tx87s0pa)#1%MTG8=U~bbpR`F zwSJ8g>#uRYJ~oysdG({>E8w_`kgL8;@%?hnq~jY6N9~Pnj3qH(4YArC^YdZq}`S*_`mv?TU0KT4aosiIJECj&D$0tq-vZ}c&*1srs#SXE5OAFWAAG0q`qWxZ7 zvu5e1805@;w#juAfmTi?()#=}N>z5UrAye6v=6&#n)?+hK?o)>s5ZzSu7ifZkbP`u zVq&8~>jA0nAgCNdp7muI>i_pH=%Rd?uYu9AuA*jC)R-RI+%9psRs5m%ew_r|#+=Ko37&rF!=Z@htXt{`!9Ey@eftb8@4G4vZz0M#%7-fu6hC5AFZSf+zCno;QYR>E({;8Ra#K3R`Cu)iMU;_}yvKTz_5M)s=qOn!&TNX3_!JP-5?0GvxQ?5Jm1G?4P47J`TtTq+GQi#_9px zcS=WhSrUTc&%VptH(^5_D#kp7|(@qW@~n!c%f zF@ZS?fxEBh*3U4C{c@ZOMGxn`A?&sDw;v@fUe?~D- zj{9q&K=h$fG+P*O4EI>Gsd5naWlsH^G`j6n!xYT=_h09oUlz7NIL;p~5Ou42kfBcA zI``1OiFMDHiRUg2fJUz48*YsMueU1?hq7(^L)JpZ9%GxaMO29F+YBSwN=OKKl&y>{ z%h<)pI^vOsR7_D3LLpf~l!sxWlyySZkZnw4-fPBlyx(!W$M^m5{`1|3KP#4hQ#*I!AA9P4yf|A5I^u5+SbH7>R0tNC_&)`k;H&uJwZV^|WJX2Xd$DMhqo z{+P_DPd(&5E5-5kn4sN{^-){BCpt#4_a?qa>gV+!?!5o}W|o!d{_Y(E>Ye9jZN%ri z9<{F+>@pc;J;zRxOCJbKlM zC9zaf-ucWL6`si=P0Dh94&fn`{^%!lbM(!hv(y;bFignc4km5p#ZdCzBMytd8OS=0 zZH2VYm`UgdmJM||Ue1)hW4pp`jC@m9D-f@68&rANY-;pefMCftPU?a@>6ktAB(x&V zhfq07+u31v`1;%F*-(dg8dB8b)g>v817qPvdZeYo=aSTzMEAuLpf6MriQ-9)D7Co; zpI=D)>wuM4_r3gQ7ymS^?!z|I1jVi;#*|($M%es%tXx z)}uL=#iF7=Djek8(%4M!)Y3V zCB;biv#)jFeV2$tXsh4%mo5No@2(nx(kUY3KB@5e@#bBWit<+LV2%UeI|Vjw8a4TN zv_-l7dAdpeI5jAF1miKqA_PBFKb5UxmvP%q1K=xGr_{|~`NNf1oO;K~;bKQm3#O3E zpud;?X``w!hYICNKiCfZZ?s}y>soEo_Has9eeE#9M}M}Vsm#seZTpWYq^PQ<<_9g1 zau&o71Z!hOkF&XU+{+vPl2CSySY%5l7Q#>{{@_A-+BPZWIQely!3jU{Wg|NRz0VB< zC1^SU4u-RPQD5Izr1Dh=)Phr-nXL=MnY#{jRsZRnAY;D0Mr=;I+%WABAztKlPpjtn z*E&#;Z@o4cMCS|u!G>)ON8E=s(w@mzzGH9sWmMkbkflNZZ7@=2;CtkIwEo3ab&K9= z8>}~zlsSnX64s~yg+7rhM6DD@&sdn0J-z8PT!brPZqqqM zmINwV?5Uj{KEnPwm7RwwQE%D`?JgiV&0=9*8s&0bWGg#5E zA84A|)qr~6`sh7#R|L+Dd0hcmN>A!RT?q-@GXz-#qL9OiAX`$R0u05M0k(PQPez#bHUHO@5bG!q2km% z{m#CbL2U&e1rYp(Ck|&f9sKmOodxpEY~T}0;nhbLMkhqfGzvhS8cE0oprCS`&zlv@ zc)+wfhn2)!L0Ak0ET@5iK*CQ3Y5R z0DM~ofk<&S=o1+U>maxuJ_)3}eOvzrh7hFV48g1vpeZH;FS@H@j8Eb1K~8$`vAPrt zL{hRicq~1agD@To#-$p@Ub-e5A{EynetdpKogcz5Rh(<()VTxrB$0F&)Px`lU?Jb~0mhm>#@?cljf2^}-x~%E3DQ7Y z0Z~8@2M(o-1j30Wfzz`_HxiFl0`bp_Y90X0cxI+*-=n?M+TA8!rJ$7xt&~{$aMC2M zS0hiq)`f9pF=uvtV#o*tqK{!?QSlJq0e=Pv$nYHzI7p}If*?Zp3cx)gU{+5V&f!t5 z9;hV;f)Wa1Y6CncxcL6fkN79N?`Y5i%3Af?w4Xkl`-s^28+5sJkU_zL+i2ZeI5h+m zQ-kw@-YnqKyj<__z26yLLr_-*dI0IvhKEMU6evG%oIZ2{Z=aJ?vPO46A0D$Au(9@l zt?)*~_s8H0dU`DPGKk>}#(a(e4Xdk{;QlA`w_gA)=v8A2%0XZ-0fLacH_v1u2QSU` z`L8xzfOB7TdB&xvmS|4eq}k!Ko*9MMJ$U z^ee}Mia<_cyu=9F50)3eUrmIBHTSchR}E8yo`ZWz?OUHyM!egF@}z?Wy#xTPnoe!2 zRW%GLA}6QIKoIp)Ge9zx2OmYt)hzv#B4vf?_Uc=~xl=kx^q9^A4OO?CGt7nY_J9(G zZ^40)nNRK;x!s*?7eU88|0ST2cq>0Y{#pkVA(*ww@a6$94V7`J!KE=T5d1RP#wreT zbZFwE<5JHr?L6TfQ^j1=!`6H-Qf;OYaQ_t3Az#8QFfZAior`TN80y{Gk;twsK9R}i zed{j-0yyo7f^^1>d)7VGQ~)?+-AgW`=RQE(&jJDi{$njrq`3P}W_ZOaHGcmYu+80% zodE85t-DzW<3l}b7X1GdD|1(u9H+Vaju*v@fTmDgMcRnja`Q<3F{g=R9L9Zj)uY$< z%vL5yC*|pB<@&SDyTuAdyet8Jhw-4B35>aQ7`%cPW&0#Eh%r*mzHW*xl+h5P-+0k) z7MA(;wH9&Ru>QMz71jra4^M72DevUkOFEQZd5a>*o~_5#qI%QS4%`WzN0L9rF8}%v zqc&r?5*OQ9k_j7&nIs83XR{(4kguc*Wq|~Z{PSwmC zGjsztc+7L6D;FeXotezT$ZscZ@y8os{gpDGeO}z|%R`%lEeYdamQf2Q@CXEt;RW?I4%`uYzG7{HV-eoUdS zkARmku%M$nOas@Rn!+ML#s#UH@Nshr*LkKLZh=7q0e?ayIN)^76k0}ALEsDqtSEw( zVZCPs?i}?{3XbpgOKAtKYJM7@(o6(o!*oGE19>eSe2UU%yTu>rGhd zsLu0AI|XO=u|nEX+{RRMWF|$VEH7_sbIqr2FMKEV%%(o}u#Hz>))s%7@%z13&;XnG_#4qHVU{b8AINHy~ZI-w_sB*raM#i^6NEXw#+?RWC-jL ztps|@c)q&a9s$u?qkf~(%>IBG4_)!kX!m@Y0c<$8sX(LdTE8-a2}?W^U|0N>1>v~x zIk&}rc}z*@(K@Dk;u7W~@lmXY?OwFs-jUP`6TVcMTlHY3iN5p2y=Z5g$>@ff(6i+_ zXRv_?+XyUq*Rf!w?gP-G9=(ySdrtYEmcyyHV3T^pNLMjR({4=v!Xj2N*EfuK^P^!! zf%vap6HShYT?$>?Kp{LWwAJIrS$m5hfSZ5PyB90_2s@le=b()mvu8R;c~H^Gv+ zt~i8*i9$E~fb4u7nw}FA4jpjQ3Gw0H*-F>^C9v%3_s+@ZM{+D!Ju%LNIA__&ugyuh zVO5{wSn)W}-V&KWy#6Xj=_FEpn^C(Zbtv_aUmv#qk_BqTSM~WTH-DPus=(oJQtk5# zjq3Q|qux2evV2DzkC{qDSQ4NhajE3x4ynM?L7f2=VJjqx!SweLCow<9`mj zxUphx?DX>Md+&=kd*h|1)6AzdS7J8yf-A4Ui`jAnCaMQSs9)HZg>zt^eO z>W=zNwDwO;dbF2_!;;|wWi*{=o%=g}gvzPOwuEcOcB+m$rCgM04511>ZquegOMdwBT;xMjEhv)bAhwdDXr`P%iCZ6n4+HZC71SaJP2EGf9GuD0-k_jB3=9k{N`K?k%Rv63L-3%JN=yO zQe+Z2zB)8qh~xud_}B@mmrh>Znn+XJbetlP)si& z#6=#4HA*V@7vW=o1gA6Xjv;(@{*p^ha6`m zEv^_uZj}!&*5j@P1cc*pbGqhPpCAzCPc5K*P$&Y%1LYR6Z^YpsO%&yoCfE37HC_Tu zI6L68;LdaB@cBUtgZU8We=gqpdMZQ54<3AdU`2!c7fC!aNG0?iz~IT3}uC-YyL@&Enwg+|%|LcCX7i;e3J P1RUllE97%yxA=bn#!ENR literal 0 HcmV?d00001 diff --git a/examples/time_series/time_series.jl b/examples/time_series/time_series.jl index de50957..c3d49a8 100644 --- a/examples/time_series/time_series.jl +++ b/examples/time_series/time_series.jl @@ -1,34 +1,39 @@ using LinearLeastSquares -import PyPlot.plt -temps = readdlm("melbourne_temps.txt", ','); -plt.figure(0) -plt.plot(temps, color="b") -plt.title("Melbourne Daily Temperature") -n = size(temps, 1); -plt.xlim([0, n]) +using Gadfly -yearly = Variable(n) +temps = readdlm("melbourne_temps.txt", ',') +n = size(temps)[1] +p = plot( + x=1:1500, y=temps[1:1500], Geom.line, + Theme(panel_fill=color("white")) +) +# draw(PNG("melbourne.png", 16cm, 12cm), p) +yearly = Variable(n) eq_constraints = EqConstraint[] for i in 365 + 1 : n - eq_constraints += yearly[i] == yearly[i - 365]; + eq_constraints += yearly[i] == yearly[i - 365] end -smoothing = 100; -smooth_objective = sum_squares(yearly[1 : n - 1] - yearly[2 : n]); -optval = minimize!(sum_squares(temps - yearly) + smoothing * smooth_objective, eq_constraints); -residuals = temps - evaluate(yearly); +smoothing = 100 +smooth_objective = sum_squares(yearly[1 : n - 1] - yearly[2 : n]) +optval = minimize!(sum_squares(temps - yearly) + smoothing * smooth_objective, eq_constraints) +residuals = temps - evaluate(yearly) # Plot smooth fit -plt.figure(1) -plt.plot(temps) -plt.plot(evaluate(yearly), color="r") -plt.title("Smooth Fit of Data") -plt.xlim([0, n]) +p = plot( + layer(x=1:1500, y=evaluate(yearly)[1:1500], Geom.line, Theme(default_color=color("red"), line_width=2px)), + layer(x=1:1500, y=temps[1:1500], Geom.line), + Theme(panel_fill=color("white")) +) +# draw(PNG("yearly_fit.png", 16cm, 12cm), p) # Plot residuals for a few days -plt.figure(2) -plt.plot(residuals[1:100], color="g") +p = plot( + x=1:100, y=residuals[1:100], Geom.line, + Theme(default_color=color("green"), panel_fill=color("white")) +) +# draw(PNG("residuals.png", 16cm, 12cm), p) # Generate the residuals matrix ar_len = 5 @@ -41,19 +46,25 @@ end ar_coef = Variable(ar_len) optval2 = minimize!(sum_squares(residuals_mat * ar_coef - residuals[ar_len + 1 : end])) -# plot autoregressive fit of daily fluctuations for first few days -plt.figure(3) -plt.plot(residuals[ar_len + 1 : ar_len + 100], color="g") -plt.plot(residuals_mat[1:100, :] * evaluate(ar_coef), color="r") -plt.title("Autoregressive Fit of Residuals") +# plot autoregressive fit of daily fluctuations for a few days +ar_range = 1:145 +day_range = ar_range + ar_len +p = plot( + layer(x=day_range, y=residuals[day_range], Geom.line, Theme(default_color=color("green"))), + layer(x=day_range, y=residuals_mat[ar_range, :] * evaluate(ar_coef), Geom.line, Theme(default_color=color("red"))), + Theme(panel_fill=color("white")) +) +# draw(PNG("ar_fit.png", 16cm, 12cm), p) + -# plot final fit of data -plt.figure(4) -plt.plot(temps) total_estimate = evaluate(yearly) total_estimate[ar_len + 1 : end] += residuals_mat * evaluate(ar_coef) -plt.plot(total_estimate, color="r", alpha=0.5) -plt.title("Total Fit of Data") -plt.xlim([0, n]) -plt.show() +# plot final fit of data +p = plot( + layer(x=1:1500, y=total_estimate[1:1500], Geom.line, Theme(default_color=color("red"))), + layer(x=1:1500, y=temps[1:1500], Geom.line), + Theme(panel_fill=color("white")) +) +# draw(PNG("total_fit.png", 16cm, 12cm), p) + diff --git a/examples/time_series/total_fit.png b/examples/time_series/total_fit.png new file mode 100644 index 0000000000000000000000000000000000000000..030ed311ab0774a582c383856da52d3c8f2e4c79 GIT binary patch literal 72784 zcmc$GWmuF^*Y41bAR^s@NOzZX3rGnJjnX-ED=A%qq;wA;Qp3;<(jZDV3`lpMM}6P# zd_T_rbIGL_BeVB@*1Ffd*1FdoA~n<%@UY3TK_C#GlA^2@2!spqaT)Zal%@R*iPN?I8D&HGzzlJ8p) zy=mdCdzT&UtTHG*@7(JJ-kX5zcR9ZhP^ieH`%Yy;>w)hg2`%RP|Bqin#$4CpK`*5+ zU66x}rhMJprfU)sEcvt44Y?mh(ZbB%7Jc)dt6xC`#C@R6V}8mSs?E}a6AGzYvY?A# zhE?Z=<93<02e5;HbPNo%bAh_ zM5bxZh3E{+#x(s((nnuhj`CUcaU?3%`|jn$(aGUxQX{R>XR1l|%-oILHZp?WQ=B`z zNiwt7dsR%C@a;Jq?yoSa9=@P~4#W@OE7(JKt!AXUWr?triCxahP)XL1OKt;ZFzQPJ z)R&YqnbxH8uaY@xNkkEXB==XL@0h$+b?Lqr0&TfsEg7 zQ7pYdwA%6GL?0PH`b_I1-(+-fL4cXZ_-Uj4Yi7Ws53~l4i}4l+)Kdq(>yZ&Odz#eV zBrfQg9N|leU4ak0X3oE5-4l@tL9X~ybDD2<7Dzg{>WywcMZGc{XpQQ@CdcC;?Ox{L zubVocBal^5E+j9TmTwDxNx&XC8Ri&~30=@TXvGC_2p=RaJvM?YrIV^=a(f;oGUT+w(*1Jd?VtKV`d zIuTl!O!pMHN79%pMu$Z>y>#6kUG0@S{#^tLNWb+5BoyT7S(OO7+pE2KD~+C^r}{}u z{yCW8pEpZ)HeJG_a_*wH#JXU|ZhDKZH{zZ~z9UZJTWXOZnj~R0xDo6POKyFmNXx>b zLR+uYVkrXs52!HCM%&h?QvEC)p?tc`mI;b!Le8e>Dk?hBF?eQ<(2#)vdU8CBuC6z1 zoHNer{m3AcCL{9N+M%>;V_Bvod6ty+?ryQoEfrEKs`mu#!6>}UsT8DC!}+?kT-@9k zeJiBogJ1M3mbb_00nqS#eiBO!?*9Gzaah>85I%LLT#bIm!)?;lnPBoeQR-}f-wwP>U3G^tNn!jl<4@BY4WAoecRU5 zXRw&A@Ga9fxS`TdqoQvh>4qkQ^QnUsdJ-G%heLF;VIEW2qi zwvey<&`(ZWDND6^xMEjUC{-uB@9!q{jiDCyY;p1oLa~L6!uVa7u?(q6YeIfr_$Mcf z(J{pB!hIbdco&6OQqZXb{ive{T-ex>T~4jXDf-qe2?295KXFxjruuv7V3eOfR=(?H z?(!&q7gzjn5jQWxmVp38rd|Co@SV%yGA^)&y!>&AE=5|JHMIgy>1H~)!bxTW8~=>; z$YiGExp3g>YmCDx_qHg-jX>3goT#n_|OP+260UO2b^67F|au(C_zTXs$I%N$v;3 z#{4+FZ{z}p&=ONk+^)hGmYl+E?n6!UKr()ii|N$1%lCp{F2|zb=JuoCLscz)#t(kY z(@{xDasWWazxtV*{%ZClf0y0V@|Q9IBmmC={MVT;Gb*7HiNLpaW}f; zu(|5nmzhulT5on(7yb8}wwUT4Iou^8twE47%`yFczn(F=KUf)UaD&{ zu5Zkdq^bZ*YE$xa*k=U0jUSi+kzW!^$=xr6pN~A*Ek#s}$5@E7m%=fEhT8>7`AmmS zJR+=`l${gNA&Yr6rd$V$cv*-;G0R&R#X}(~6=M+jGMtjbJf7}d6e$FVRLe?HF5x$_ zb++z{@wC_7i!GCP)W|QtSq8L*^zF1bN8neDcQ1dj{yuj zkO4}G{+oaD7{B>&bCBa@=q?hV;DxqDzU-|hqYOXuB}E-i6mnn|22-Wwa84%rnSc45 z$#(9G3B0_q!7{kv^WR-2c6#vFU2UEvt!F&`ppqMp_{*LMNTMq&BA7{?LRlF6C6nWC zwlk0x2D@l-%)FopCbj-3XAt`em!mE{)MsJ;f(u|=ms!9SBGquC4^|12a=08PCmR8e zf@ux3Dg`vECe0t2I|G!drLKn|FYl^YT#EmgyU~8pX#4MeSAJn-6GSL#nF7g~Q2Zy@ zzy7>)mPbP3AMLs}LH@9%!=DAbYEXL2(LTvBGDLJ(+1l1D$=9AW{LSP-7^9i zsxBR^FL$-1ds&NP5-*0-h;1m?Ve$j(-wgEv{xi7JP$6D1-bopk0{}qj-$kNhH(wM3 z)&@MZ4sj1k$0GWm&XlzC_kaV>ercFj1N$e2Oa>zmjAh(1xP0OG!)Jd@YF_hxW5eLT zCQY1}M(Pz3BDteRfBCJuz7#-Cqw~niaXIsNV1bE3kS&VrUr4Hy;At2M;fE6xKnOqJ zya0F8%8VnMkNw#N@crk{j8nGBe=PauFP^9s=5Jc3efnFDKHw(Hp@zo*Gqo)G^djX~* zB^vKR-+a zpTC-{ZyM-Y$IZ7dc3gt$Gpz`(Smy2@kFf)AJZ2J+YQmHiz70pW9?wKO&N9Gk~b8e!uv89w7B4E7$#RG}RB6ykQ+r2nZwjCWApc|MXGzb{A7>$oC*<7MBVIBk z&{8Pl3IK`E3snw18i2oH^@rr3&YKgsZp7Ks; z`;M<~lbfjZBq=$y0J`brQ%hr7u#M;lO@<gCsN&d#f0AfdKYNsbq2-8S%?wZ##HAqkrUcW}a8rr2- zo3{-dd%899WtcAK;}7cpqEvPoVUFBbih1iJe9fzEYQEMXx^90qiAYb=-|o`H$`dV7 zC*j`yLs!7k9I1{59sQ_>AJCSIqsDU(@2)`R4%;P=CdnI@S)5Q+npkCmg#`8I3CiQr z-hY{5B4sT2=qR^n27a6MG>6dNXh6OKPx^989DBnO2Z?smokY|ly2n@Qy*|>EZ^B<* zEr7TK$mw#?U#?TneKx)+Ztg#!)S~T{NAsDrhn~IfIeMzWaGtL1KL!U#VrYn8Ul*si zyhkmK5*mYX@C9^7ON9U9eA0kP$?aEOS0SAJ4i z$IZ{%G<^zG*lXCe%c7tYM|Ysc`|U&k_x1vRaK9UWFpRlWXiIb1AUdAE4Fqk5I zRBa%~A%)}Ooun(QsK|gVpD_aIi*{MAmd&XzX}8ETsISdG&rI1qrF`ziS}1$H7Uj8@ zB00ASIpc=w|6d~Pi%*lW7g~j-_S(q&A;aMe97QG>VetNFJtIT^?kraX{vgxX(rSsQ zXY9pF3Fnm%aT_pz5ONm#)yxq&v zc)ud2AL|Vd0Y4i`BFZJ+^5hpf=9k0OqxY`$Fk7#dA0Hx@$8wt_C{t)*`T7;6-k)bd zgscj**(I95GbBUtxq36mjbF=MuiGU{z5D-A$^;}T|jQFQIFgeAP0PKXpSL7qK2}r76B!PZIoR^ZfiP zAPwplcU!$$`~V1oYGyfPeqMVZ*iM7h;DVj@eIfq@yrnZ{1Dqc0zwhv1edk4k>jI z`F*m&a(H(|jW<@PUqG(tvK(;^#)`21lV8FXyk*{F5~fZN|66KpO-7Ah42I2#d^tdW zh`I1+hW&vX%TK{Ao<4=6-)+Ic>!>)Yy)f?Lt=~r~QF-5H8T!W=4U%mQoG3Y2(GEhp zVL*3qe5DE$1{E@^t}uW=w1E>g8M$#tH{ewTa=nUd*d+@aDJRh*H@3{Xuwn!%TqjRO z+0}2to>u5am!$Fh!6%-*qR^MmGl^6P79OWoQ~s$v%TZ2F3Yl!+DP=Bmj}KuO^NUf) z)|jraAH1rldTjOI5z-gsB)`bl(bUwR`ob0Hu?@fB)98^ozr(WDp!m-8Db-F}C03u< zWg7AEU#%hEh2+*!A-RNNBt9(y*M|i84z@lU4Dl0Tl7UN@;gE|-1M^ln)||(((CMjCMP?(c8StUf#a?^8L%!lO%cW`tyf;ZogxNT% zjjWkQ2S#Mu*eE>fi%`+@OlXM%!QdZ9{j_8F3gpbi{rHH2tcgP9t}zr{UJDBuF5I0K zMPSXpc3a1W(0=9<|IiW27GGlR3Zu>OO7Vnd@0D3b%rN41WZ2JTa$H;-GCfT-dw%BQ zmD2)*;i*@g?336{E=eu4r@xndgT6iT{8S>5qfT$8)nx|&&YkQ(VZLrTo(vR@k_6V0TaPEBv z2h!`;ud?&8v8aJYkBvk3S{&D$>am`>-aj%COCNj1m z)yY>9)~w9rIBQPF**ku(8-*Q6WEWMLCCc<(9eC&|nKzQ;IgePv%rv|b0AGcY03`4y zw)$eZtL#x_6anfgf4miXE=qvQ8Q_ZSm2B%-iPKq5lFt#Kqbr@YdN{0m=V&LmYfOBuWzM6vY=5pan%NBe-Y31Z_XiDz}m%*B&YQJv<^&O%6yNMYX*k6E2z^!38J zOiWKjoMb6^_mZK`tGA<1gT)K1Q9wXb#+17`#p8lVDuED}#j-3i~#5O@J5EGI!~lcLAD(|&kfZ0A4bp2cy2?tA@D(IY(N4^ z^I8EA`~rRw#>#ea6K1Ags=O1XQq=~LTY~B|nAWm^P*g7&8L~yDnBdGo4fopy+9v19 z?LU7!F@9zNm%tS5uT++2e#hou=q!!ZRjJE){#9}3`*$9oUlX6D7{^us*_wIl4}3-A zNB6)gh{gF8^La>s`rlWj)B?&s?r&&nV&Mb;h5pU7K8yV z?U(f#pVNuX5G3)bWyoW%Oop-~4Q`BlYh!-_mH=d#U-qz*F!5C>s>|O64>$V^UqdNs z?ju;?r2jO)&jg%L+h2K@`1eq7KHP2uqAbUf54B1-6hEM% zHdZHfzaG#nASODaM2ns~pL06l+LyC}ie=0^p4 z0_u9q39YGu8$jVoy%%X6zK9;t<(UrD-#C*}2DL?YnsE*-i9>}6!$szzi`guPM_3OR zk7!WOXDmd;#{ZKd01@yj)%}Sj&s77+d4Mt167`TzA;OpTP#bg2*h$7r%>LO`EpRmX zIwZqs#QQ499&GI?95Hc$Q9tbldz|^QQE<6vI*OGHG%k3W37w4F@9R(KN|-B2B(&)} z9%+(ZC_srk-QH942D)bjU;5eHazmI5l)C%0=zPVmeeE-#5h*iDltxCq&7c@*V)%jK z@+VBj@KzxH*El)ZO~1>AiU7d~ZIsyRTm_}qUC-Ee!=J#s8OcS%;T`EJa}d?as2Q z16~V@Y^_=#Z zHIRl+_XtgSvi5Z}9y)$i+6-#Gnds|4Gv&q4a4T@Y5#z&mhwkos*HGezV+lzI;dsZg z5}z#`*Kg?$*BxGHatMAq$X^-e_or;hw7brn>B~LlJU!5j$v-ioxD_6qciR-gjmG)8 z@1n9l|H`HTLjm)k;f!xfbhvI=h@8E51+`bRbV`$D8hPtdf6MPwXuXwfE|}r=Kv&p| zZ)+weYs*Lqvu4w+)yVN%mR*abj1U;)d^E=i*J!_OIyaUN$TC1;RhC zG$M>aa@>p4k5i^w3&)zYzPxem+lcw#hPW&p=p|LCeCtgTZzUI~OBQM{e9Y8xU6Fno zOGFvo#(Cy{xkez3dcGlKOBs9friqi^WqPUL3C-27<)taH*yVTmBT?iE(%%?(ip9y_%_G8GE7(y)|>Oq}|MH`{KaB}Ti2`I`H1{+}t8A${Wx%_l! zi#rt74NMa0d!EU)2#FPbl)aYXPa}5dAJUgQ>g{i`)1)oQX=`E|P_ZTK#ES?KjfMZ9 zf@X4D@fOxOSs-iJvHY0MbUO0ic56NJq{yV%aZ+YVTD-h-p`6Q%6X{#b^c;=5mPnqE za|@uF_4aJ7Jj+~aa)a+>9xzgv3lGRSwQXA=d!49SZC=fo1h$a0@P@cx;QBpjSK#oP zL|X#|q;_0p9Bv6ZQD>t&*I)bZ{vbSP@nb?`K#Gppup-4m_ux=9yJ-zKb^ap~hlOvH zVYn~LGBKubc%r{O{wl8~l7%W5q%FTGh>K^1d}i0%`~GgA-k$9IK1VhEXZ>aG?6;W_jLRBnlbIEMM>YBUP;<2ICUa38$`WY-$kyV_E1^XWCN;bkE} zVy|~N>Cedd1SUV|4i9X5D6sUbl%qidiENNv>rtU^BFEf zb(N9&y|}!xv27&eu{;VvnD)SF(iY#C}u=<$$In~6KeuLhGw=qR1m)O}w@z2#1fCi~1PtSPUTK&Or)6uEY4 zS!=&DzvpVZ#q1@hlMG*-z1uP)4O%$}WZx1C`sCJ{YL8irgKlhwDdv4MR*yo`c1M4e zNO$j2CgwkVo?AJY3ct&nLv#K}cUbcZ?0fZ5BrheErP`Z12npYtyX`ub;_&-J;}fEH zVvN<5T5^`okVo!h&jXL>`0(WdG%2B$xbs-8p zxk4DskAG{9<%RIN*#ioEfW2My*aTkab2!0)X^iKlCcFQtTMlcb*OrkN2^$FyoycxK zMMcMZLH!nF|MKZ5pBxGEYR!R(qWA^_V&f^zyUWM*b6h$QW-_|lo+mA^7p$dO`i715 zmoF=&{4b2(u&hq8Rg1Hq@K5T&YqP9tpHe&6vgKaXlR$sF^}EY4}IJCX0^&QFch z*vi8B(ivQVB~}YEvH%f$^U-`xiEL;WVyz1cFhX6db~w8+at#_ETR0YVYyZJ_2v67^ zCFmQeF_s?e6+u>PaQV|3Q7|P0RC29^qkPta**E2NIP1ie$09FfTr|8^ihYl!BJY(O zSw|xKX?-U_C<)82kdC30`aCeU zD$LOOlK9JN$sIkVu_f~5$j3zG^rrIp-ylC1^2Smx`y0mD{Kp8rJ8vsbU!L?uDL|tB z6lK+>o_cedUTai5^V0%sBJh%n zmETOoc8tO=Z!ShX8t7b9oyRL6+;oNyma5ALnGOPZ$~~1IC^$G)Z0tIsPCpr@KEzX- z3H``~dQ%7y*wPlq%2ZJGrB4zEY&*#PYaJ}Ln9>frqCoL=I$oNKAu6iIQ`vcijw6{2 z4vCX>#+sq8bkz0U^KU^)hbb2u8O1^ZeA zfqx%64>2N3Q|$IEC!DP-a-8kkfp8p{I|C~8O?E5*nZ^D z&yGx}l|mSmc=4d7dlTw}ysTFO$CP`pK}$(z)JiB(5RE(!d&(p+e7bDu-ZsZb$>L<6 zWn%YACQImQeR#n^k&*~@T{7~B=<7w^AjvpUFCvVMjA|HTkg|dw2K&yB@mt>+)!DNj zkw@TqKmhuve!^e-NjX)dNDBUU7{E1jWMzB7UkE8ZT;;)G8Y#=^?$Dp(#!ABajLAdPRh7 zZ~bSzcwYR|b(Al%<%S#Ke#gWA<;%Tcpp}#i1^V!EW8cq0V_i|%C_gsM%XyZcQ*q>eTItb= zOB}<(p%8Jp+1F`b-SJ^4Q{mdlF6aFCpV2_B5jj7;pXZ{alCf99l`z=HYuvDatHnA~PhzoRYzry@%Ukh49VHDcy z7%Yc+E=1o1dSZUR`{MKPsW1)wRYkgUt|6@fVvx^P(Rp(V5}LxX_h3t`Bj^s(&4VEJ zR3m7c<3NJv+jIhYRqX_wyC+4-_)PPyQJjIo`}aw_)h$AMEwB1@*;hPR?UZPXReZsZ zxc~ITKfxNMnZ+K(L%ZeWpFzq62UL~G9J#+aO%@nbn`M0#=%W7V9|k>p9{9@*=kt+m zw@8?g0rA0>yY8mD)@Nkk+f*2Md5lGPiyzW2p<8|1}?8Uq=QFzT-^H1iukG-JU+{Ai_W?(Xocq1h3#M zj9^@Srs`Ah3H6&_t*-oJ#g_P8!g2GlwN95|p0SYPU3ST9Wb8T~@YzAf<(>>t@&E=1-K=+&eg9)&ZZm!n`H(Yx00;ZEhF_ z{OtdUH}#p1HVjaCDT4?UMW0T%dn2FhkFMksfwD31mx(>+gAxXLDwc!=$7oYY+0x>h ze3{+_cqQ=8KOWrrE?~*zTv{^mXnKa-4n&CXsI@g|krT_}6Df9-U#&&)h=^tfl{1^wQjyFd&xPdZUe957| zphw_1tPm1IW^nys7RMP63CIBVHK$|6mrUs5I8TBxWj-Kl1eRZT^jgax>X(8O=sria zhpHB+i+(DG1oQfJI!v!(wp;U=Vg^U=+HbIxLSiWWDTBnCI9qSt!Z%ZwLZ>$jR*VD6hFlV^4<^I0K)>v<5fH!8 z3(azp>4WQshn~6x_%xp6YHb08O0=r+QKKW%WqQN0?1AnmOIX< zRXi<(Fbc^?1Cn*cK>u5#K7$lOGeURRW240a;UFU$GMd}dn}o7t-y#TA93ulcWn*m= zA8znAMSkmSBhl78nxE&09xSaZ-h(ae`_agFWSltY`wiZ`diLiCwjy7#uW+NNI!jq? zz%R|6Po-ke8fLZzvdir6i0;`ofQK5wAHxLuvZp{T@Horv8oUoovy|m=pMLt_@Pdvt zi5G*cIk>=3qY7l>cf-z_)C$e*sidAaO|vJ_Q2G+D=M09 z!#G=MkEy)Bk@ZbV86qT;10Mk?q+->O)p1@F;HybYBNo8j1O?fu=EbJXwG*p=Frdw7A`b6vZx(z6&aY*v~y|@Ww1wtU~K zea*LJOPr_^nODsOEe<{u#msOO5BcxqJbLXi6}%cvB!B3;hHlTHQ&ypKkqkwB$CHY4 z49JEnXvD_a@*=s?uaFh1G!SJj*qqcjCOK&M6{~cjUw{;99x_q*RE1fmRtfRAb%GH@ zYHaa)Q^V@=a)JC5sCpp{E9iMvs}7jsOz@w3Ry`m#;X_?^-rjigj>FY{qw3iBL5ycX zH8ph6(d!nX*<+jX&4+pWnWcMY7x~&>rMw8o-L`))Hfel_ke4;`Ww+DsO`iOZm_ASt z8Dgj-f!KsF0@aN3tI&zAs5gMLvlyR**Y;cX(=WwJS;Q&;MI0Jo)Z4ej<-uo}9ItUW z!(Pb^wh%VpaHeP82!lUWLC#p15csdK=4I1 zqkW$ajB+#=M-XfIn$9G-^9IKf&Rg+*qp z>h=dB%8{pisE^1-9mi8R+UWgjMGCQteAM-1<*rdv2O}8PvGt{(LAyEw5hxgMMV!7N zrPT+;HP`JM{5ZqPy*3KFTIs~jQ10cQ;bRo|8ot{*fFxqX~`TTPV_uy!Di_^7382+ns`FDIWP zOnKMzmXQGj-wU&gUp#SM_ucvVH+8_;r;?#hYQ^1AK=z(mKamxiMs$o{!@TGtWxF16 zzNMtF>DyOsxxTJ|k3)995Dr(=3l*hK_B82H@()msGM9kM2okmU=R!%?_rput(`8bE z*Q%rtBF4*yLm&v1v8m8ZVLx&r;7;6gj7yENikanj~ zSBJ>qhpSJ`Ou7TfXhxDa+VtJBbOo^66b1naUM!>I;f2OSL%qul|4wW@oI+L>I4LvP z_$qm2RqLlMmk#A*4w=wxy{k}c(82Y!RsVu-!^P~fCqV#cKVw_>%==pZ#r8Pd7PCD#oPi!NL>Qs zik%fXg-wt2*bfB`7JZ$`Vq?>KT}lJ6fUgCp9~f@esH%kU?O+_SDK9o4a()dvFZ-PL z?0f6uT`Ht52rXKAFkC&aqjDW2o&!MNp6We@F3mx zP(NIh9GVL`$e3XQS?|L{51Hv)@Qn7mcpx1^GWGvn1M9a;R3tr?p4fGp&N+PoYWHq_ zz;|jrQn{R$<2*{IF2AJ)Ifr2@HmlFD244ARx-Juz`arnDKT-XfjM3$UQlDw(V@hu9 z2uW{_A?@d3^x;37!0D3etU1~sn|XmOMr{9$zC7+kL!AC>>h1>xv}e1aZT|)Mvn|=E z&#C$o)|mc`K%rj^R9AkmsLCIbK3+8$Og%wMTUrVWkY@i+nr@21VD~6*W!(vPSf=Vz zF15puHf-e=;67h3?i6ME&%gI}xXx(F&!({zDew%Tk6(#C&6cQp6hrpwR@d{rPQ>9s z+o9&OgVrHm@yyAT5?$x}3yG-H4wOZ^(dNByuM1I=X^0;-Cps4Ed(9m;Z6}qh&YI^F z&xHWKXZ(!PrdupKsD)7Q2ZtYAQ@knyn#mfD)f4IQ=u^R=7Uls%uAnGiO*iu5!c z%Eo|avYss}T9I|~Wmq~RH4Q7ell4v{7DEc>p=fUIPZ1FJU2RbNNY+}G;4H{%MXvRI zCI{gP#61_{Z-p*2ad?rd%ZVbj@YZ-BqQKB|bl}l|gW6J)hA_CVd4iuOQ6@Kj4D-xp147L*)v?>flWf7?Y;9TGH7g#fXc~{oSAfri4XXTv zoH|b)4Ir>P30+}hw|5YhSQgz3#VV-bT$?BFN-C}r4+fLlKO23~vH=-=>Aian1}Rz= zOj_}TWt}AT>$|5xLrOcNKZ0-aCDJU6001V>EG^Pk-3z-(f*hh9WviVTib1 z?;fOhR2AY(@Bh3|#Y7i?3A7tLym=H7slcsmeEyLYNS*Fv9*!jghzTm*j;3PBi{kRP za;dS~0)FWI0<3)~#$KA=5YtcZado#KErF7UUz&|KBX4NBiT2wTh7fR0Ns6%&qA1$aF(DElC6v8)EV8p80}>J_?WAUjuMR_NObGD%g)rxSMEx} z0;g}!R%Cr9!MG_RJ6p(Uv1{xFPfE)YDW zdNXxWXDCoVF>U+Hee^tTyKqTUe*9@iio+m6i>_N)w~UO*4W5XfJ*i{-o?mRjk`gtj zVE3C#uYciC76TS_CB!|086U*U+oy14=k8mp`voGW)26$1dDh@ZWY0ajwl!;XnV;iF z9O$$6yd@lJ!rtf(n>P{%Wlu2DCqok_=a(2Que zZEtQn4?H>=g^#|5C4LVcn~En{Iydp^*q}KH5L|F%ke_atV{*GqL?;JIyl0s=Ok+iO z8r$yqKr1WpZ6XJ>7BVD|{jM(VG;8C=p{vvjqUkS_h1uv+>#R*P$B~E_s_Y0D$XAKA zkabXBv=iuMlu2lP9g$lnts2EIrd%zhpw@NR3<)be1$JrPArr*Y28vWP+aq)f@TRdI z-Cde9@zQ7dXX)&DQI^Q<=lS8zKdKzD;YA}ydXl&DhyFMDacF_iXK5eo>wfDMc+P)3 zja@5cwpSd%10$531J71Re`pL-L5{C*zy4a>{QhkSaV&x)6q~B}=u$bAVg19=$dyur z?Q|QrUD-6zBe94i$7Zt8R-(qY*p0sR`+Khw0LAEy-7Rg?Vg%sgwug=U_J&OuGZ~@T zvu1=pVq?K}YY!`KKBn0JK}5_bW$TWy!Jo!Zb*Dv$>k0OoXKEYxy}!nISy=uwnRnXqwOdJNP%@I`@V;J6rNUIwron!jVWG-s zo2D>0=)g~>mM7%YQ}2!je*T&U=-Kh;Ok-kK&;*T0#99w=O0avyiTU>KRc$LRA*avV zOgKqp;m~LKhQlc<{G4pRKbz*qlXY4JT8e zsBZC#cRf zIR9~bXg=Z4P?XFuT{OIT+;NF^v4nk6lmX{T8lx=vHVta9pMQgVJ`HMS**kN zMt@@`^1d@lWF?bhVN=ow?QMmCFxd9Yyj!sBV9RqK-7(6mS`$H~>IMtASu{KvIq*a0 zXZPVxKiIpq#{lj~>l;-JCK6IAx{1S?bLLUENL}0-kFCfy$Fs`kH(i7xpBV=Z38E;I zlxx?RoHU1E-dFILGSlhhIj!Rem1!7r+7$j#ZQz&L%k>^V5w4?p6E(rI$T8nk(HFS| zBP)q+P_7I>rZEnkhZEAvk#E}dxk6pFGq+e%8J7;j+)9SEB_vNl+Agy(6c?gS@?n zNUw)2d9-M7%xG4gpT`|{M$OvY*nZv5(o)bS!JK{>qO+S;>tBcyWG{ALybHwL*BxWG z>&GW^e$#dHe3LHl!&H2tC&ro9mr;pc+c#tR6f7+T)17oOmFP}K;^ljfrZ$=+k5bzM zZ4eVIkomC@!_N8yj|!>5u}+AKd*C(;EpWF9xXO!8qJ=PTolO3&RLI&v7G_k;YG|`x zkvUpa&BymqZ{7t(zU+S3#ir>aZ@_}ln_sVCLh-NqiN39*KO;l3CzKt~`gguB;NA$pNYsaQO64dPAKUWMUV_yM)kE)_d=6-14*3YItJe zC`FNmITqV{(clG`>75$gmr-i8FvWz zV4$J#CVC+(2g|3+*p(OdPuv0(NI#a7&Y>ps}am+bkG*cx3)lj(3?T}FOWj5>IK_1vhrXf?-yUpk%GkQmF^XAsCKVY>yP;$&nvmG$9&2PrJ?u=+*Za#-C#`aM2f$Ey9gpE8g^H#!=$RwlB6<#%OSmp_koL_K}CC;S~NTJ zvj#ohlP-tfP#!Jk#oZQeK^!PXD_5(GsDNuZv`I>IW~3$Drj4715d{>+d}sG4!s#ZcV`z%P=K6)ssPlUo!a^oOAua=T|F(PDGA6rd;%U?MI8K9Xq4kXy^2}9 z`y0cl&%}gbIwtJ=NwOtf;ZRM%L}4h&8~VsQrw5g${P+oA_ZP*iyXOaf$1CB6OlK&q z6Vs0Pl$<@9D2xo!$}`z4TsBBfUK%WP*u3;`{k8T_i4{`pY!s?|tQ<^kra$Z7eN*@p z^>ramrBxFzgk*&UEJjudsq99~S}W_Zq(rdA!V-(tu<6!4$vDVz0|bP`idkn$=mzXx zA$;cWW|nsk{E#TY2y<0CVuq^M3jK~xu;x1VNHRZ=1Z+%ZPoROEyJDGMfZ12#%O=~@ z8)J3C5Ay=Var)iBp=h!tG6o>{ zCnr^wRX;_OmR-knMXHk5sp4ae#6wkz?JS!x-!V5Peph6walU?Y{IIWTIO~p%t%7qI zZYLR?aAQeq*&z&w(oT*#jTw``hvo1tW!>;v@m>lIe4W7@r-w(pEoQahueN!^gvuA9 zyAd0cw$_EhnIgHQroUZ6i&jAGTh|3h_+=MA-p#7c}wE7yq_X2`)~OW1}h2TxI z3V9E5Vq0Pchpb()l7kCbH7Iq45IeJoRSMwq1W#EL+~aj8robIYehyDBQz*1Cw~*gZ zW}BZiU)*YQIJ@5Zef4WWRxli+7jgn%Y*fft#O?q=NMxJ`d(Eiwz%7C zjmYkSwuyRKS^~AjDX@D-4hSFAs&`0NcWr@f-yQh0N7dPjcQf30oLIj===6UY&?vm; z{_S;&bii-*Xd)(k3!*Z z{S?Py(c>*kWbcb&pSBa;QQ4#D+G>j(u0`h)cjn*Tm>`Wbk@ul9j>yW#BbruHi^*Es z73|Mv<)4+sYH>CO=>BjXC&~*x2kNWoc10^JQ(Qd!Cyh*>3$(mu8<)Ndy{;o^!_! zJj>hcxi_V5w5fT6_=@WMqdVJFJ#|j>;xv5!)L5m_Yz?yD3Da+Ba9^K&3DCF4Z&DeN z&+T;&r@Hp(q91Jq9yv0_^Wdq*IrV9@yuZGDE9N?w*B#lTYWY(OX1N#X9h8%-@DFg(CYiI_C92$gwgj8lo4}9oV_)?k>58v|57(&FX-$Xa_Tcy;2+$UuQ zE6|xLK4;VK4^o=Yu<>0Fgu33M`*H)vi21E^330IK$js8QTEuGJ%vKHYpGp64GX(~C zdd#VQC$r3rOc&Np8c@KlUdFQ=f_0UJGuNx)*oI`$Fi$C@n<(5rJPdjyM&Jy~yd`L) z8-6Q|!%0rKA_r3Zq(aI`Y^K|6_`8~r^{3OUcKfzmYO%clc(APZ)ECuEhvc)n#}y`f@B!lCn;sR{(!b0 z{MZ(fABMy?fhP=IUQK74V82*(Q8={r*Ecf2yl}TBh0lz^e;MeGUebs=P$1 zME(|SZy8(GH$SBo?f)WV##}YF8+;5vA~TzNmLv*n-n0ZYg|h3?P0{u^S8h- zHLSo8{i9q36wLakYXqeDkhLleBg$W>pA_lMKqJ8YUl6%rL#`Gn8i*9phx!)yg#rJ5 zFTj^ctAfP#AC=aPq5Lu0*zy8v{DV3`=ohMlitsR1-)&MHLaR*b&B+2+Jp+ve}_HT=O7qF$WctFgA=P=9vtwO7#HsH=;{S(O@mBj9w>QR4`^BiXp zP*Z`}%{1p#%A%QPm!8Y-qr746U+s)(s?w+cs@L*4v^hn!V&>1n4Bn7 zC$+9N0oiYz!Umuz)D&pQE+i)PV}du>$(!_&mHoJpFbg_x#Y3GLGlDQE1y2$u;k5b} z&b)p#9B%lOPy?pgVO3?g7d*h667Qg`Irs=A`f4w5-tNq^^*-k^>n32|q0M6CpaB!) z)kP8X%75@RO!>PBK@Y0)_4u7ylW`vfj6nxy?kzjKBsH3OYLJT@&q;l%=_%60NNH>1 zHj&;fUU#;*F{#_kDcuul|DTed)<~+d%Xyzrd0l)^&4+G4(0u8t82^-A30w(W!Ehav z#T#SFUmiSZc97{~XS-bw{d}G{)(QyOz%x_QGzq1}iebwMUzQPmTSe`K=T-`Cu=$6# zYP5n^LdR!2VZ7ZRfvZ}AUSr-k%wTm5#4JoGY6YRh2KOMkyoDFXmlPZ7LTSrW9+r!+ zo?tI?2BP8b3lRt58g8^X*QLhqhLTJ-1)gLe?T543{(@`6=A+=tVI-5Wp+xkV96tqA zJ354SNsUzt)Ahm}WKZMsvQhGs*<`03m7O9rNq4)1j2CUMkhqv+h0N6gmQ;RJjG zQATq9ADX^0uF3!Vdz46nNS8`UcQ*yudW&=uUDJYVct^OUqc<2xp~Y zN7bx2?Nm;EyQ&Mrv!Nq>7maVf(tQt`p|ZU-trbr@$P3!3F0pP7Ti zzz{!8$^K1Nbh0^CKUhf4ISh8(i4t&{;4#wlqyFI4Zu8-H6OZt)QHqpCc@pW!%j3@I z6#yw-7)gp*X*dbcQjsmtnKBHk(+|za{i^f*_5$belsDK$Mol5g(s#q$se6u|j7)AR zwW;nAp|-O zPM(O^Lx&D(iHi9^-PgECyYTW*jm|?@N-PT)jOv@}{i2|-Dl;-oR)pOtK?_(f2p9EQ z{t8BpyhJDx5qmEsnHN34Y25k_DXj|PXImQQ0Zc3<2s$J?ITi!oka`^TbXvsevzgg1 zrnb@vlq8;imE`{C16J=m{&9*wRPSyTd#t_&eB2GMy>MC!nP0wMk=*=UkcX!PXO3}1 zc4-Mj5S?YtcJwmv>8}HXb&oYZst8-t+3mi766COtY$W`gv+aqpl_+1$vE8z0DgV;% zxGtbDHqM4OtAZM+?oZlF^XSud`{=rjB@KuPoBu=tz&#Nid+6l!9jGNu&9G6t!-BxfkRj_GS={iQu`PlGO9bmZ>wcWmtfJmCWXQJ+=_@8jCEuJ(OY5 zD}fu0H)PNoN0VyJ-&gD?DK12WLz1%h70HbBnyMe`%a_V zZ`Qr$foP=tVYnQal&z+9AKv03-~e=^4~@cex6t1W{=eZy%ntB8c5N@QX3UVbwV7h6OP_~Q{D|@}x+LWU&Ly*7 z2{hb3FfvBfcscdd+l8|IyIFG(q3n~OI#-ZFO-(_$oo87Md93!I(uS)mm8po=(R|Yr zhBA(c$Nr`1png#H4sOb!Ru0=K!s@RXVk^2gc6wr=Q|ujqtK;7G3^H((AjV8WhUN5~ zaQOLFE^o?Ce|qfU?18k(aRlF2D*$gQfbD|%3CeZDi?z+Iwv*+Bst*45lPTCT$Q#htBz^QkqgJ>GGvuCA3WzZKLFqp7Dw)BRNnBs zw91_}cZ}6xJNj1_=&KOKWTj?Lyw>i8m+qpWhUb)GNi8i-woCt4Qt_j=bV?cMGjf)J zC8B76cifJUiG}nVO>6*sTgJruuf}K8U6a_5HUC4$=uxFY_h}}Cnet}fnALN(3=x$W zd?YOf5mBxGPO4*aoGb4IR zh&`2m3s%_5a~UH707No+G^#tvTVn^+(ZH$Jc45homvq#hT1^7^b6K^sl!%=!-9|G0 zirEW>{x2JUtpUyt+^1G?p95lhRifuV{T#*mQo~T9@Irn`{{%LOcORLi%zkIUUcensPu@LbDs(}LNl9ixEq>&Lcs|JpLhn%1kNKYJr}C#8wD71%va>p9z&LaT0gvA&6M{14f|{o-j~2;Aws# zU>~syH$X|bCh~EY!PRDttQ(^utXjXcBx5EG4?QymE1t6&b zow*wIDw-yG9p3z;simB@#R&(&+f}tz*x1@`4^;v_xK!TcoPk9B*8Ki~a4^lyy)1qh z#L=gPAY5R_|7_xtZGh;BmmFDOV9-EQ9&)o7x!1T7o!CKT7wmjUq8+Ju?}J3!ppc1( zXaA~?YI;`xC{3GkIbUOF%%E+qd+%o^U>5GlfYsWy;Z5uBc8bM9KC(Hj*zuF+b9B!& z9r5GPhimBmK-m|(z#MOK=Ee8AUh{BneIei{{4!p32Gt?7gZ9Jwvm1b1G0RkhG89us zaTk#q{)JUyhZsp%5OX$~f5U+xZWiy#e;P$>8Phz85K&+5A|(dqL>y5_xGflYOGe&w z**QM2_t(!Vc%R9`jv_Mi-1D(KLp1e^Kw;{* zmk>~JmvZ@PE~;&!^M1hi>Lp#qfv@tq-Tw0PJ&1wo^%zq3Y)RGaChzHdL1x_qbc?}v z?}Fwu8&WgPr*G5~b^N3U>+obCHL9-@I?;C@X3K^|ameyX2)i_J7D!A{#@`- zx`4`W?G+v9-$y?RGQU~{!8Xt7sSv@9?$-9BWEU!24(;@65PU~BjZ z;CMMdc_#L}syN&CXd8bptRrqOFGw9S)vyW5hDa5(>GlidJp%Sy-kVsUYBOLFs6*et zd6kC&j8=fdzoA9%Qy`X2(WrpYoHL6yc;OnLf53A4yy)d0pH?lR^g81@lNnKFBA#Z& zzoM`60{z^i?7>96y<@66A;a5KH%XP+r!(kIH;8UxIcx#+^qU3bs~Yv#e8F3&ZEaJ&$@uUz__ zT!a~kOL|n+kyTd_0*Y7>;fV4d#e+aohbVhT*$Io83yZ9p4&8>&i^R>r8*B@x+p2wd$rFW*j z#9QFzI{)Jmy_@VE6T#ZvSj?zw`pBTcB;bSxxD(Z7j&XqmZk`I-3RU%GZM}n!CrLc^ z6z5L6Etaf?{${uy%!UyCAdzrG^@M#|acHGR3|rpMn>Zf>)4UU4|8>V(<@sNPE2n== zxbu|DbVt7p>f)rw9x(y?yF;a%6~Vp0>^AnM)XDA+1XRB1xy`mUrU;V7S=dOTp!NG z2${RkBwmq|GoB#hV+T}P;R;v;3A+^@hE5Y{F$1Ez@ulUTM$clcW+^y-1i~S>teUB{ zuKsTfNUS!Bcs}Ah?6L;*xF?_Y*0^R)ryyn_zZ5PYlZSW&PKj z5gT&SVriz?5u%f=#v@&oo4LC?QiCoU@T2LDq9^vtt*f^u7XsK(xN%SxBttfAG1^Su zBc$Ed_4#E)GSyC>3{aKE@UE3W^7Z;4!Q*vYC%ip()}<~Qgo%NYzFbE*0-4_a7k0`> zbNkZ0ddj%!ZvR=_ek{f@!J&9&H|;|*I{`@0At+U0K8@1En+kKa0g6NI($tE(~ipMj}@>$XD;L~EPj`n6zh>vLTL64Jh5aDiYmtnzlgUN_5EGD?a zyS6)IN=n0-!+viTu0GtbzIvq!vT*p+^66+JQs~?t0pQHsUzu;q6zw-icBDFE#nA|E z@H+EMol|?yw!9E#$z#dI!}v&}9jTEZ&!VT4UbT9Q+0~$oj%mI(ZzQo{e-hnMRLGvw za(MA|kt`SZ^Htc}j|Lg;P@np4+8e_Iv|dz6eyvX4rKdoMi;)2tHMuno3-WB=mul&j zOJ)d^BAwN3lE3t~uW9st`nVk?R*V&a%dvX(&$Y()FCjv=F_`d2q86Q1=@?_>2xfeP z4-P0>+?aK0jKOHg?Rnxx*eEa@+oi@ULZfK?vcC{}xpyU4>Ot9h5c6ToFcK%<35B!p zdEomTh|Cxqk&X0biMM~HJnR9*es7TxJ3!s*+Ih3xMVfj+Yw`{Gn>r#dw&IIC9IA#G zGvul9++^~E3&u}j^HWgu=BW4*J9_OzB~S5YqIXP`&OjQIiwzSdi~Dkm%d@he+;r zIy0g>{r^0$urO{ph9`=nO|Zj9=$Js;6Xj zLAhPJxmcXA_t4SN@zBb-$lmo^-PMvzo0|C}2SL+80@jU?_}G7g&ctcdHBe6%Bk3=jcFlPGC$&)-b3A z33e4nW%(>liam|AH>~w@bn%pO5s^)m47l|#B!HzT&u60#Z%@)F#Z>2AefM61PO3}8 zu6DN>FG{vlcC$wy8;gX>+t(rQO3co7zQsOFVK$Bu-gj*-qgCcL;mu54(j%38F`sN; zad36FTAs$5I0_!_=8Va_=%`TCsq3ykiP+a%Yoy?32p3jNOEju%^^<)o{={eQqdFFgU3(c;O8P}#)UT37=X_Y*5l%cB%9qI=3ZD*sV9tqOw?=}^^7tURQ|Y~qV4gFZ=cQiT#owq9#Hd9F z#Sr-U(P}aiAU`i*IBh{I9N*$$GZm@Kww)9ZuJ(*EcJTQ6N)ooUC_G9GfxH^W&h0u$ zL{EPuUV#~21M)UnCNGAaZa#!75?RccOB_=Lb2yN$i63wQr#B>Y*nbJ(0#5?)n*8s1 z#V=bc0$+m~m=x3Oia*w4Om36+{57YW4~7*5LQLFzH|})Kb5)F^s%@g{mAj|AF^|FN zLhS3A-=g92%GWLOT!$~j+`u4yB*tk_j1ActH)*|2bXSZUJ8bI5Wg(cP%o55y%iXw( z74|6@;*wyqB#=;*D#vt%suCfdo7x(Zsw9EQxnSKFG&kH1f+!z!%Kj0BZ z?mAEXYu*S-Pk3XG`I?|9M}8j2dxQ<+BY&3_eLLZH8mC|9IQlWU9ET5BSSwO2te8+f zh4SIzudSQrWXcSvr3`eKtJpuyv`G!&Z8B5I8*)mODj^DDm#ASdt_eh*HAlyPRIq^vvSfr>!fy@J2PFtj4SqJ>Ne_G>s#xZ+ete-NYpY{MxeSQ;X5 z%Fvfqc+6AlboS1g6-b~sFRAwk{!;0UAA$YVHDyoMO~d9`VkbrvdhIQ}BHlIh`M&GmW87KH78kB> zVH64+<@t;`kgpf&Wix2Nb_bwfSfrz#oFg4k_5n=TF3!sf%hz3eAtT>RDCG^Hk{XtB zd%S9$e?b2YdVdHsH@6>Has#uRWvAK?Z3(`IS@M0Vj_gRe1?hN$9k>Tv^%&4AU|GAbNf%F8NSf8NzNcd z75&w)_819h{%5AF%7UAqlsiH)t@;*3Pg@03O}Dak9+`5&rLk+IQkyM)!^G6=;27)k ziEmIyLKJzI_f*KcB~*ApJcA@eseMEYel-12*3gr|B-9)l6bK*I4(d)l z&}WhbkDDwdlO_LFN++*0tcjlP>D%BJ0V@u`Ks$UHqP4g0lw0;sNRieP^AEb8V%N{w zjfgr1cs3Pvm^clzG-4H;h=o5)gnK++39ourl23ij zQqngrB0Ftw3j;CmzOxPbDS#EgZ=JK_;oSBjmj?+2KI|#^G~aAFxdiW;^(P<=sn(O^dR{8wQJbj7Fp zE`|thZ)+$HoOg`-z4W!ozf_5XJXAE*u8>J_Ue%S&ynsxW5>z~0yP2AKR2iw^7;DBdGZj?EZ@vXc;`jgsTOv}kV(rbISkZK+Va##T90JU7Pu?#dWn-rxcwtFxwF&g)S*vXXn&7j$uud4JnMgn|- zB#iytn#V9$9IY0gJbuI_Rekp_A6*=h9~g=@{gNFH?DoxsY$1)%1Pvg2gn7?jUeJ4L zes?OJ0Le^vLdUbiPx@T!i65UhM&WSc0rEX=s@{M7TjTf?6tarF+h86 z{_0=(YIU*j{a!p=;=77cQ>3igt(6%xxYNZqkH0zO=K1ja)NSmdr@p{aXNr=sEwABS zyR{I1nY`a*F=M?Uw~Jf3ssfyq>fwlr8`!J#t9Z%8wG{vi0|4jfJ`{-M+eIU`I>)Os zW#%izaQ5YY&4Ymazz6v|nI(PKUnh$>f%*+Uwb&z(Osm_?6w`DX%Dj7AOsh7HX|wJ+ z-bhy&C8IdCf1+_}xteH<6N=d0J)g%<5NW zlP2ax@TsU(ij)reb^9?If17+!_*Fjh>~!G^itjd69=47agh0i?UauK7@RD2)Ms;{4j^mw(1NkouXlU@ht0$9lG<|2Qh+=-;Ny)IRBzdb~T_3dS{yWuw(W<@#P zzLL0|Sqf$ZJ_c@Evq!A4rW##}xwq}2EW57Po>7&kH{>5=Sgn_p*v1wJWo-_ghzEKM zGZoSG(l0?`xr47&a%8x22o-gNL$ukG^slhPS=LX+ZkGRaF1tG%J`DR5&4;bA^wDw9 z!?aWv`g3A@3!-;>p)R6YmCtBrE1Ip?OYXLOK$kbGb{umY%W;ik6bp72%B`7*JWsAtSjNqTjU zQ%|8^o{8F*OU6+>5p$$~?dtbovS+&D@fi7`yK1wb@`sd(vib2uqJZivcw*0foPV;2 zvNt+@18QOd-cM7}UVMK;D1m#Du7o+##P|{kM^682%wz=%St8t)XT!Nz_e0XipGJlI za~$R}rIE5ZP!^!sm)7^a8r`MKl*MtZ9D7XsXMaiQyM5?@}<1i$Op(C+DjP9A0##W(O&gJ<51!bE$vx;}{RH6O6`Xeo}$M{=H& z%Uo7u(H=E^6E5?;eAHVpjbC_AUFWlQ%iBoFBWCR~(tR9IjI)U@m&tD}qb%mV^B?@> zYAh*f8Z#)s7+#?H7zYKj8O0LGEPL(jPl{ragTCmhGc}GJC3D;09FSXxM6REyXD$!( zo^*D=o#Ah!fyPK%zIStFM#`s-(y;AU(hoRTH(QaG;ZaY2)vkUe+)}ekS*q07DwA7} zXR{2O(aW*5aB#u2INCqH%qei(BLGs$&0l$%hDu~;eLi!o`RCV*()|C{UUHJC?~?$) z?kE04yNyx`<3PXbNG{+L6>J?|azOownJ}WfA!1QKIfx`yPFIGmXXc0d4^2#g9I5IE za9f5MlCKieo6`Tw0?rj{eeodvTjN-pIt`X*-3q;p4OPr=2bXVsITEwJZBD&fACh9UEY9SX<6W z=v}NoxqV+F{{BS4_Q7bVfE!5j*h%w+3K==S*o(UH;7r#Dpt0gsU>m+9NBA#ei60YY z23Xs@OKg7LeiD0G6_M-zn-S%?RxE+lee&xXRGAb(Clc#~$BiEZW=YEwU1<1^2E}gm zF*BOMW!BrGs{7N$Dt7$HsBj&Vjp%Tpn)7zdL{mD$(Y&8r&Yzd}Z9i5jO`nVLw_OlT z%1YzbDFdMTQN6r3GpVg9{Ru|Ngz-nchpS^7W6fr$jj4ZLC{hwUu<3kpkiXo$yneNi zto|Bt4f^rY$ z?m)-S`6IJ9jiW}Wsi7pIyQB;u4mqd3Gv_5uRV<2XMJbvZbNDwF-zaHIio4Nh9{9zq z0`LXs)7e)VWrT}$vH5J7_iWj5u>xaCiBUH`2duh&n7x%Zh5Ej3r4#JV(jxoZd->}e z3A%gE;j!{&$;leYwfRh_>v2&R&h91%uX!W$G`$=3gztUNjW}$EyJfzYj?e{Nq=`0NBw{ZuZ{qHBx z>*4?)vfL5p*{$h@9#s8{<(j4%@N0MwKIpDvq6W*Z5jRZlr=Qb<(wLP~7B>q1#R1~| zn!H|$x$G@GK%5ihnO=8vkNoj+22aYs zVC;eTo2fn<(yOk^w~9{cl4&0R*oB!_LQG zkAQPOzNM69YptiU2DP6uI6{(39o8tc4j=rNQ0&fQTrY=qS^*^!%HIurP&3u_5v%f~ zTLl?QKt1o-kU?c?9PJAc@M)za+F+_dqT0&ID1P@dLynJ8I_d0|F8XV1q||zM+GqPw zi;T4W|{Tbipt( za7<4AzNg^4JX2DX7W*pb(4aTjLf;fhw@%Knr!V44aC}K72*>s=exs!w8@*1;kY8E1 zXFH4+#n2I}pthffA866#g(0PL>d{8y4-fXT<{wZbNS!nF)w{~%adl;xYl7+Uky4EWTodwF9yB1s z<|C7XF!GlDVe-YLZ}Hd9 z>6t&22bl~?!k*XEO7kNO(>8>k&ip->W+G-M3rv$nX$>e&T)i=O_yrsl00~r~!=U19 z<{MO|&#o(foehR=+ccSqb0SZ}=%7rqKk1f8D(^{vXCukqa2Sa2P z(`;kOn}MBv;O+zPt92+6ER>=O`N`xe&Hkr7T7K6}s9Y1l60h2nT@*sRbiXn?uknZC zI386=Y{&tGdDS=n9;sG+HsLKPB6&j1Dr;rW_T?5m4fM=bK3g5}9~VQXj;f&85K2{? zS6MstAMUm=80Wj_sq7Q2KiSyW7fe#_J2ZCbzm-gTq|`t`bak&02Hf_8o6VtwgwuyI zXkKc5U=NFq^h)m5z)Mhi{e%xY`E5F>H!;&=i16ir}>Fh~BaFg%;rwyOP zO!hIi#g~k5QfAGblX4$++Hlk-ys>-st?J{t^dz1$6z~Y2;$`5`?Mm%0ZqeeP>VxEI zJ^8XqITXSm_I4zgCDVQW>U9}kBQ0&!cQ95dfz8O;X%FA&p4{a!i^(muPHC6^jacUJ zG>mZ)bVnU_pnio0OR0}ecOSuFT|GyZWNqIQWS4FEb6G`k;18*`S$=uO%1C{)TWSmL zK`!~P0i|^ws85H<%9Cgf{3>65XC-M{N6t})Xar2(LFJmo=us)c?fdki&e{6}-9oz2P36alZ2wnj7x7YgmmQcw+_6F}MbxfvJ2^4X0 z#^)zRoM+b#eEkuv2CK~4%U>2yBe6b<#bn;j+w%!CMIG+;k4oSDmN5EeY`tsk$|Y~b zr|3j8DtGf~$1_gifbHp`l_Kct1q7a#DCp;-y%WyY<+nbH^W99T%|4vtpwLi82!*i5 z$fO~9z)0$8t;Cn?A~WG|yUYzC_o}xY;IpBN4rwl0$Av8MOQ!LbLvsJi{s0^n1=ynC z-f(Oh9J7%N;UbW^h%}z>F9opVQj%k4uxs7WvT(M`hnhK)mF^lCk;&*h?$B0jBjt2&6Qci)!P3DG(_PcXxq$iXA7Q(|!)(kT^95eM=YqS?5n4bzD7$A+c&={39x zGzbD-rN)J^L0N%{(Bfnh=&Rs*6QNTO4@D5W7+OKQ zX91%x%03PKV^hw*T^N`Gq$GzdE7*R6>cfmLhTKAr3(hNuPP@H<9+*O;TaX9C<3RE5205R20?}_pfj%j z?hxX3%<7#pIiY`$YG{E~<- zFbT?8MO(||@$!qg350N&S(nN+=+l5~cwYg{Lsyo2uByF61SkU-{HS2IMmPJMKpo@n z>@VM+<^`?C2otI?rX)r6*ZA>Ka-QC-Ejn)M;s`i?V?r> z7p0puS%_7Zb208Kfp$`XZYBXN2J4m4P}b*JtV3&(&ZbI>ubE5kdIT^xXIDd5ilGpF zA?(dk3G$?tvgK#B&j6@sFDjhmts;4c4JJjE@*s z)?%BjCLZq|JtHUGOfp$<${)o>%u4l&Qs`hQ6SA`$2$D8dtXpaVhNqfv4`AxanOpZn z^IW%gK5lcSu=dS~6NEIm6_MwTP>cA-eFEhrGr~m~C)Rd;;@=8jV%*31zSYKNiYi}k z4qu7b26#G?J~z7X7{AOc^*UG#ju zbLW*!hvho04+^cJ<(NaJOgFW2`Lt2dB6tM(cCzxU>HAzjGO@%To(Q2RhqxX`#R&fL zAC%-3u&Swi#Zs;|9c3O`&^@UxV1-pj7w*~=sjrsMFcfe_1LtT#K$}#=1WL`Xlr4UOlhSD^}$?RN5 z-1a9ALH8q8C!EWRa`a!*h!0CNrlT8(FJWs4*VgBMP|GN#5#4#a1LU}TAKEo|Z6tsU zT+!Gy$sz_*cMiSyb7pfjbjKC^(d*_1Gw36gajAco&STfGac3tJ9f?h6=d(?R3?T#0 zADQC5JXl}dYg|R2iw#|F-g7IG9q+~jJSlxF$Cc8VHPv1te%v77(%x%OoOi2^VaCLP znH@=eIWMGHmVc>V6g|&`_4sIiV`QbuHE50wzZT0@7pADyDZ}>Q2ms!a4avbz5r!S? zw~5oCCiz62nGw)?7?aIk{am=-0m|~L+}je#adrPSFlo16w;&+%@|~-fRrhZwoy!Ccmp};Bi<+gS14;%?d6{H#kArHU!Im912W{s@K_*Pyx;*-7)oJZ0NXt?q?g z3RP*EqbE0q5{1i}koJ=$G|{wtr@8QRB0Mn@V#^Tj^hZi(&=&{y+&E8^<-7sO+3-@; zLSLeN;V=8EC(^x4MKDW((GUIp1_Bs;cm1(Xv$7vpVK3Kkih_$knJJezel#T-2ew;? z4&UsU8;_R?vp(hFGtGQmGxbw){tHJN=90Z?uxRXF&95h)3_(QOb=(_baKN8Y_o~n@ z&c{=imE%= z`$1k(CE;ZPH_mHFU&8YWN-Aqa{)Dxso+V8n#2u@vz&kmnq_ea&FN~AUeanFYyR>eEqp#(q@&;FyB9(ru0d=_3IQUhQ|4nnRy~W+ zylU|f<9K`ht>7l3QtG~7!?S{%tenYAv%R#4B&5@v3rNe}tW|KsHA2t3_QjR*r=x?n z8aEJbhzbpJt$LhTe8C9h@sqWG_zmvfz$sVRE#44=9dv^G)v8WIe@pcGp;NMHYjz7| zi~nXRhbHc7aT`M@4tBLi`9gMoG1*|Y;+DcsNLaoSft0}UMh?4gx!*@RkPA(R!~428 z)fzsl9`W$56}C8i8MD&)`F(O0#;{i`UxVpyk@x8nj*78?)u^flZa)>+8gKK!djX2E z9@&Rp`!cpt=y#=7*ca$(CDp1|0hcF|ouu(rWhM5dp+t{+4LWLaq(`gPrpN@ji)q~z93M)X@Xh^2)!2as6&Fe3hArf69qivmnUI=N9g)XbDt5IOk9j!n|< zJsgY*+ZMt7;0Pyiu( z6Wlcvdrn- zb;c|JWa&zVYeSIFlIO7VmvF7ui{u61vHG}h{lbs6ia#M3R!fJT#zFq@&{?eDDOQ!+ ziV6ymjvp2UspFO&2K0Buv=5DFK_qr1Rg8hq#b9l=YzEFUY5Z?_Z>4Nun<&RJ=J}d=9oY ze73~|`+^;gU>~r~R}9#w=PuYApd@lsL*0(dVt6M2MXSFXF=H!?&a%Xljx2d`6uKY#&rTJ;=;m0rBM%UMyb9D^mjpRgNZ$+D=tA)I1#-@f zAdk5<&Sd1}Yb_QZ{%70^i)4K*IZ*k@AuCrM4Ec$^CjNx%@4WA|;p!i9X-4W^6>oIR zLbgJL)Hs|p2ol24?m6F*=rp2KcmrCQp;$vyO*H9yOT6WwoD=<@+V}#l%(`D~a?|VA z?xI-C^7L?~qwHb>P-rsf%Tw)Pzih$H_e#6cjyJm(IF`=Wib*jSp$?%-d<|jnY4Tef zoCdexgC8@kCxTp`bjg4keR99JfmfH3ghb3yvx9LJ?_p@3xpBm|r_uc&CHR^$J&{%P z=uZ=<_ump1cuSh=1OX$`>7IBvpyo_c%{^V60Z4ZKqM_*dZPkC-&xLMtRpOnvY*wHL zgXZKcMa_48aT+2eY`k!>U4XLx?Zl;yADCrv3{qg^|G4;DI`CENi~sW&?(O)F@PP5| z2_iCaCDYsGV$a@oCcpFa&nFPzz%-AG75tOklzf;irR8F)db@t9n$U^nE%_G-xjy-| z>f=6zyTyYwM)3)GwL#vgC2^wZUu(G*P+rSTEe)j@a39aJmdjUdrFUD-1>ZN85Uc!cbcQiiutRQFS{ASAsTC2FqUFaqwzTpe?= z4ML8$!`cd5V1*0OYoASje(L7zs+@$wZ~5&k*JKA)tR|&pF&l;~2j5u#g*%DRs7jI$ zETr!Gy6Xozkj19-I})4kR_c8}>5u#$VvsATQbkF|1}7m(~S|*nJS;re;({_WN zZd4=&3{F}wtV*vPDZiun;U%F%$*X>B7kN*_^NL*lnxp;$1bp=+D zvr#Zx1@7Mcj)0f@+NVi-ib7>?HKJ(+8ag7-EDS|Sv-Ehgd{RFKp=Ulpiq5B^AQFBKaCwN-*+qM3hQ_Ze$5#RprIp`%^+511g5~fL1$9FXE2@c>QH}& zR=XdHGOX8gHbE^0;xt^qIMFwR(-V7Z{nLCZoV^jsAOq8grstzqrP_?6+?#M@QB^Bx z6@7oY(6v|&OgCtVfr=$mREc(5Q|L65(Z>II@$^ZrM80g(d0)dUp=JWS`{%mvjRv~U z9x1WO2X9zJq?YN_}5Is_Y;rbZw0|U!g+V#{V`bGnUXxz)Wxe1zNs3VgTZ(HeVrBOsgE! zf<mcBdWrpOTijy&!IE z-fU@0Zbv)g{r?e(%S&tx_IVC1zuvdEy-04xlkkc?n2vBX5Q=QanYW#S>NBeO&Wu}-m($v$12hApet(RSkpO?99$ z629;6SheFs`nQ=&llCIaC64h%%Z)%q`CL3Sm0P*?w~F&pEWZva2w++&avWp$D{2|+ zdG=+JWlZdzO6W&{`aBFxlmOQd+!;iS;kV=52i(Iq&j#A><+%oe1-UY9Zyp4=+ourxj|Cb?*0qWlkc6e}e}H z_P^2NQInM!iy4$Hq(f+lKS|jRq18cRoR%KlB-;WO?^8A#Tr%o`?XaV@q`dA3d>?6z@ko9@Y@1ZuSAkiEKx0at`5k4hk8l|xP*8dohcRjzdxT1be;M8Q zZwDB3GibpM0omyBh$UVx5tZqZu|Asf8h3dnrJKx4gSPZ;LENv~8~cc1^6FUY)c9avb=-!N zvsA#nufhR^j*J}U<~dK*i79iPi}z6J{o~^KW{vBR8M>QrOsG_mCjNx~PICS-YP_V1 z^AEy?k@i!bcx=~wtRSfwl?<%Fn55T>jy(O4DsX|&j7PRgI!SPvon8w204C(34gV(N z;nN868x~}z@0I}>@xSY&d|BZL&C*T@o0riMWLMGlA&nS^-`4?dRrBEYPbJEht2dir zU5k(S=#@U0fPpJ%EQ~v9KB5FBqL15~`4we!qQlrQixc~LU3ji=ct~{s5*R~;pQ%)f z5hzw_mL#UGwZ`Ns5W?O&d3R;E7F0o@8S=JFTQwchMJiw+8rVB0-o4@R7@PHS!RCA9 z^U~e`CVJ}6CNO>kNN%+UZ2OFpr&Y_(FY``J>FdEW?e$LfHy%e zq(ARrVD+0Qfi}l0hSDi41p2v)ePgeDwDM*x(o|I|gPn)4(Yj743dbtoW22XBI7;Rg zT*ixSkVg$6x#m`Ax^F4*${zlg7>g!5viRMa=go_c63U#cmGFo{;!ljvDAyjO2Tk6X zW8x|lw4+0;ot4sAB}zK$azq9;3Um;ueF7`o1<>P9Bg}v5<$E~n_8gCWqds7n{IBF~ zS2Wv!&_2YV=fr=I%$ri$h zw+DRiW7C>!gt{YZ%}@5S*EPhoN_(%YEZtsc97M#eWD(5&-spp6)&&1N032=PV>E;L zZv(>us))0CmvOKl=tn)9pNI$=+^L9@DR3ZyhYsjmm+L@w~@(GoO&^ zoeZ%8`9()Jk9T`7%@iid@@MU{r4uDZbQs$!?Kmagz1xP(ktP!GweQhqK-OO}Wh;;7 zXO{hed&}_%*M*VltIeWseHYRJ z4D*o;7I(R%d(1>1S@I9=gnYiVer)+Q-PVrn!-@wMq6sy7u?R-C1bDz389N%Y81oC6%)IAN8VN zmr^EiyRP0l=;$>&P-Sj8pSB15;6Hs-esAMLTr0naFwqVIXY^4!4il-50jdWAdPfk?p4*G z=mW*NFn@Byp0xZJRkmn@a3t>)b<*7(O~OP7{+G`-Xv9`!J@!9&TgJCn*$b-5?4sMia7SWUe*yK)g5moHc}Ar?MNh@i#E=NO<{JDRZsfk)T-K>LEVM+u%F1# zxiNjpqfT6y772(c&eB`TkrAo4ET<<9$DIR)=DeTgKasK}_V5QK=25_(mcyR)YMj zZ{Dha$M?gPDdciX!Q=3EIdIs77=`HjakC1771;TW!ypJvz#-^s0{8IP-d)Ju$)2ziA|yr@9I30ZD8AgBlyBGfI{U`( zQK+RWQTl!_RDUF5;lV}dXAaU<@+3%0z2^~B+7k0KrGExBgkB}3Eb`(Pm}C}Bqg4+b zL?G7mZOrklY%IZl2j7%b_#X9NUeR2>0vfQ}r0)BDo3pbjAFu-)1la3cdn=CFX-Q@+C+X+&CRpI6W14Es%Fa1v?0a6rJj!0RegG zSUN|vKNe~z_<+p6nJN+-M9$y4Qu;2%20rsmJE+-}JkQtY7Dx zg2)wM#h7sOU9oP^&{5~b*u~u`o;W&chhg^<{4O2~aSDjSYLX9H_>2d%^f1OMCqT0o zO38{k5X5wZC4urfK0@02Cga7fF?3Ld3!4?O1Tk7xX#NXqP?1rggGD8EA=b*$KAOu# zlNDaUDoMPWly4$U&hlFw6+5*ixTSF<(h7_I^Kuaqo(j8gyi=aP)S%Ju9c<=DlaU=2 z7z=qa<(s9P^+yAHjU==6Yq%sZQ^@pwh$J1BGHTi|@(;z7zrKCuAcS}fjkM54q ztu#o8v^0z!U8AI>Bt~~gjP8zi-}e{)EdYC9CG2|6eE(2~d?z*;2G<-J zm{a#eZ{I!EXfgjCN-Xp?ml;ZcS^NWg4^cz+=mF9A;Bx?P9H7*k3{3c z{OYsS$uzxSp$;j}h?^I(8kEezA&v`Rl7yQgP;YB!bUGF+Fc+lnji}I zke_n3JN5f&(R(ph7Vgn7LE0bV2 zB97Ks5_;BkHrSZv(oV;@LSFfAR_|D4@hBaCd()AX*A*s%l$;&dTeNzN8H?38;YDM= zKIHAhP{R%@+$i0TB2!{(Qf?4S_c7?b~*p)>vnkt4U8;%Mq|9dU~fpR%V9-qol z-wbv2uhTk7J$U2tjm?R^KbINgM0o4pLV(2iW)1fwcP##%Qa+5iwYHA?=IaCWFq~xB zaG*o%H1=b)fGC+5g9r<0Oh8Mnb@=;WcKN@P`}TR5ktTh>pzGtj4ftIqdE0$%4=Bt@ zDd?eznTv6_{`gyJ+)cA^G z1VH+BMyRz1bFqOntN5hA@O#NJKVBT73rxoCRGnO%VixTduP?%}-!jvo(Z@oYl4D;H z96q}T^^Pd{kZa!4d@cFYgRge&QnadEI=0G~2)a4j)X3-TscqXxfNKSqILqDARLAZ|UjPnWH{_)A}>(y4B z#3Q}L%LqEdjN}w8_pWvgx)C=Z6=fe2&B9o~<=3HHrTL-}T;_5(Zw|3@-mHoGMZNYu z6b#3=cI-dSGKP#+nNR`C)rJW|yxNsN;_xLar|vd7A5Ca7q@koE0rj^%gsBAQPL zyI+`V{El3Iu4qWkyO=>nC`CA z7SxqE3t)eqcs7s6|E7Q?JQI=hmoZSBYH?59MeLw)P{g$umL&75``1 z2Cjrl#vN4Z#^n^E|8{VAbSdX}%wwh@wtLE7X%Lgm1<3KN4y$XpiJ^1Y)YRvd5y?E|*1DSGDc?@OS28 zB0X95?uqO~@(}mHJGj^KuuG!b^qeC!E>aGD>?5LYAi~Rvda!5TVMv5&{%vs5JX-#q$v&GV$yTU<{+^0MA!p7K62D7- zB6`=f#WQX1zXY<#*1h{Mvfi{>g$Maz)-oFV&0-j+V&$)q9_$X+U;Yu=+tz350k-iE zIPrc-7dZ$8=f}>TeLm=H%+3V=^F7l>d~j~P{c0(Au(!V1I%IBXp!|ZIpx?1Ws62mD zvClYVJd&cRZ{XL(H#9g;%TKGtRFG-25Ta`>L=Lss`Dz_nrpVR>8|NExc90$wWZ2BU z>kQh6&0n*yspvva59IjGu-98{Noq3cOb5N5V?U>y<(B3K1gRWjbF8ogx{5E8Kd8)p zcXxnvE#l-EaZtV3w3_GQkj@z=(;9`N)& z3>_Z*D{6?KK#%OXReR(_W}~ReZcDP=J0%H7?2yPlDE^7KYyDBWNTcjF$n%o@y~~O8 z|2{9|NM-~+r!-Z5C;*KLuq~l~qmP(%Sa?f@q2&hV z&}DDtxH$)XPvjOOWfk2(H`;iv9N5nJ!lCOU2i4j0Gf>5z)Feo$+V+RD6c=tkP(E4y z36=V3(&#MU^b6jpSq6=n2{QE0=7KL5Owf6zrzv%KG_p-*qJJ+eLVeczDIde!>Zs0HD5`_v)&^j@4ZRQvBzY|E4R#9kn%p~-= zupc)FBbPM$iiUCubId(J`w;|I=)V`nEOysjR!RepvIX{(&8NhmsIasIeFyaLO_=^{ zTpahu9b7XsR{abU?B+#)b11xsL$1y_SA-@hC3)hacYEQ7uO z+vEW!VR^28Io*6|$t4U>`vWAq&IC(PVK5|2scMW1j%Cyxen0l%|F0qaF^^+gaC_6+ zTg(tSMMA<1!mf@Ia`Dx}3wa`%7r?Y=I@t`T4G2kzbSboLr!H>tGEZ2!|RMOS{X;wQx)USR-R#|BC z0toU)|L|HbPKkd{HpU7T?z0S_8e^DvRK%Y7YQ_gwEZ%u9sM-5IwxPP2bB27t2qohF zK{yN?#zpB;0~>!T-^Qe|YPf3GyLPQQt@EqB7^U=ucz-)z4?ozBil_24`)~ChI+?9+n zU$i97cJEkeR(X?@UX4vSGzA>=BbF!(+(?;<%fLpijFaFJ=aaLZgRi<2wkwHQe`qL& z5>lxP*M9ci(r1Eu>Sac$T#>1bm?8jZ7hy>zH@V7qH&AV6WxMM_HD3Jy@s5*Z5#N6+ zGJZo8-2^oZ5m!A2^FCt6J4;&a_1}p<@d{K{B|eL>wAF-Y)YRg%SwYB zRAjadV1|=k=f=sH6(k^HxL;r}H)Qh7aYFQcGnrhOEH40E%-Y8U~mVp#C@Zd8X` z=;rh-b@9@B4c_35c^e3Bjp3yr!>W(b!gp#iksOm^{((=K>`<>ixHw68`W$caD@?5T z^0@)^>hx(QKb6y+w~dG+bR*0;RgMsh!C53FDHS%c%1O?(IF81@?QEs3A%i?LBNJ+e z?tmn0oHA142xUSYypif-Y+kITovH{GGlM&jfvLJgENJw4n;1uDrwPzGn?fvI^qq`m zUo%&$(g3lmMV1u-d%k+sl3#&?xKw#(+LL1_PlO}~K_4Avuv{xxzq+vs-D>|K;irY1 zv*ru`(T4}QbHL*Gxf&{jUHG!_=>AmXRr$J2EqDW&jY@2<$TsJ->vG*=DwE{9l;pge zkx_!SgN2wVdp3GhOYD`t__DF300IFpCX7LM>S|Ad$5Cd6z-9`I<$er`N^XiBse@vkqPg=I@Y){W22_-n0`t){&|bfvzyYo$@CHh-D%fR` ze?=|$1j!_$DML}QR)&aWJembf_Hp)+YkfbrRrnX)-(oJ-%LEsL zDy<*Wl8z7GAC#FGL2xdFfRx?kVm`n^m|@^!*hRl9W4af%gE zU)gI6BN+0EZ-;gG^0KjxjKG427T&Be@X&(+OpMwq*M`B@Anh9Z&bm{fWp z@r#$lv8Lyd0lTHm-#7?+xdC9ED#KfZ31pEYV|XG*Owlm|nTiS_M{R)V#<}m|;rck= zsM^jgvt&|LlzF)H!^O`#k4`U6BxbDUD(gqKkbbdUY-aI&@uL=NoW(Hlrzon8=vfi{ zFHiI;Yj)N(!4*h@dkU}LUGxp!T0@4_rSv?R3;|a<{U*zp?jjg{ge)LBpJ)8l+kMx} z-mBbk(Mzx=qj)#P5FF;REZJ|_%tTeP&k|z$^?6)!-@l_iKMghzgWdF?!sq;xRj-}` z=eKiBFyZZS2(QW;5X*;9@PL}wJ1{{UjC{8UUJp0FdpT4i{%?oq6yY2tl55Ebbl<#p zhYQ*XJcyDpJ8e?NyRm;eiV!Rdx^#5sAwjGH7`hE32-U3eC^TNh$gr~6{yGupGB~{Q z=_u6DT#*mII2A>d$TuTW{~DRdobr9l!MXNtK$;|aUj$-vg7!8zv$l^g+^ROrah8J` zl2pHeraZ6Cd20x*hq@>-|JhXRxJg{^jsoiA)x8_rK3ZXLcPgmUu*7}*p@Ad0Mzr23 z*g>!DoQSdrvD`KwR-^R#aY388pc}i^%q3{(aY>AEa~WUod}Vrn>u<8P1LajzZx z&wGWEt;4Z#^o2s0_Dll#5PY5wL)?~EwuN5K+yCgJb^Age&$E>TKWyKKO9E(~9jV$= zK$*g8=dM<8Kwc4Kq4&WIkACp}Jd}Mts>b;%KcP*H|1bL`C-C!Dz($m5&!uSu;ePW0 zH$c1*HBAEE`{fCFL<2%mBr2}bve-i@j-h8ug$an%9kc(w-phuu7v45Et8QR+{M}Ra z{dFDLAnrNGWcyV5up+Vs96Yzp@ff_e&Gp-Lxo?J)29aFR&g^M=9~|2`wH{g7 zU0WZ0SVJCyg{eC5mZN0&!JkL>zFa$z=s3q@^9}=3JAE%r`35Z${4McV1N~9EB_Q6{ z`Ap?#sk4R;W0-56k4;?EXyKJ5&6LSD@9j<`Z$&R2k0)@3a=ySCTP(7PVO6ADA%P?4 zZ7*>?B2+gXEMSwb-^734K=K`ZI}Xlbx@YfmPij zOCEs%P_M~AyrIkc?prFf4+4YJaRk8ewxexzbT`CC8x>rP-+_QhqFQ1RcYR8e=Av36}|o$_?o& zEUwsCtnMlLR*pN})UvpPf1|p0uH#oH!|JiW-}N@`_r%ggB|mBnc4+`(m#!^=i8~YG@#_+A*~_pes<|Ep zF3;rU791P&MV)?$;~~(RH5Hd;S!V3VvPH|SaJbe~F&ZOGS^v91_Bjz5Rkx;GZdUn6 zz<1u3a!!+Vg7ejTvAi@lD`moua_{S$S09eRPq~0o-))h3W3P(Sd#Xe+SOd0cz(@b8 z>S^WE$(%*ka_s?k@9Q6HZ3?lzv+#6zw~cd8m0x#F%YOdJ3N_(3_);AwR3RJ4ueX+I zD{eT==yCJaNb>{6E&PoHcKtvdQFmH?E6890>;R0x!44pkockGGnpkuvP|i}I+%z`i zdMB*JU!8Ew!UXv#jNvn=>>_dW`C=$9)H36)T)WYfja#$|9ZdfXrg-RPr-V|^iu$gs zWQ5w~$-rL2J$;(i8`{Ep2{^>ZIZ#SwA`)NeEBIO!SGl5f^h#LUt zhFUu(M(K47DxktX5&l;Zwj&*u}~)khj*LLtKU)3i?-(Jvp7bE!Jp^$d9i8u zfx7TBRi0u*x%YCTiHAyjmPr*!7BLlVcZmWYcNi{fYAafA89L+$bHTfH;=hKl{eWrV z)mGdjkWOm8l^4*pFPY>sa31_`_Y~d;ajVq10bG89<_5o8t(gFR7k#q(Gv}HmOd`n% z_?)^1zcz~w?GQ)4*#)QQ8;N#;iZR+e*U4#fBnwUOdd0B`UU9w44GzMo$V(6z@3A({ z>(ZNNv-LdiW)0jCWPBa-NPF7sU}o-(J+d~(KPw}()9uXUB=M3yim0xHm+-fj5e9LK zD}32$y__{BeiDXl@yC5v$5NO3vz7KtdydRm+LPDY)n~IRTc8SCIxb2Ty;(x!2+WL% z+(}yOwD%1haK55`@f(M?1VH=akER)O-?DiTA;ebseHChAYH0gEX!NuSl1yH-#9y!2 z^_z^zwW7%QjOOsa8dIPA!MXAo|Gj@&RBpU+CVzs-2Z)=mDdcuV464qtTg3_YYo`(2 zN_CjlG2sRWz9kH>%yhs`AZZN6dWf^A&L_ID}y zTCe)p0OKt7kCP>B>`*kHq-GZ1=5djiGcDZLom)5)n4GYel$820b+j)E-anb`(2S*# z)Vtbt_}twzvwf0qH!5|O{F}+_WW`XTBPR9>B0%7I2Sj1_gqp{L5WBc_c+RCF@w^=K zWNf(75MnOGv5Ec{bqd7?5ndN>E22Cx~YbH8J(5y&@RqR0*S;~UfIqjHs+>P@J zHlxkRN8(O@PNZ8BsdvgUh$f6@qh{MYsxvNLU18t{*6D8!?nN!maNGz8>gOLlSXEd9 z=dGP@UjBbZz)%7W{DR6*)~jvr2Jo|=*|v6*U{MZrapA9AUB`I-nn;J8oLE|YCU*=8F$s*y=jr+H1IVpldH9VG z@y5uJF4rz;Z%^#$$wyhdBt4plO3?{f$B_9JQTx^NayQt&1!vOXYr;ew46{3fC?g!g zehA>w!s8pjiHse0zLV+uHzHf5_@>YE+$mf3P)}pcl?<*-;q376@~y_fA+nq|R7<=Q zI{;iZA5X8Y3LNmALc~);5h+QTBg#?AVUP#Mz50Li5^rkmHv>`OBCJYW+D^n;Z*uit z!;axC7wtCEUw<73-Pc06uC6hImyeeRns)t~ZcR!)CKPp>7T3tjDQ@!Nea)P5V)#i= zHs7%w?OA1V`QLcs#GDEXG7g4nej!in*tLGFJvkBAr1ewHMH4a( zz{e-+J=>9`g~i`B!5)2Tkqklbip4O0HEz&043263@@YgK6>Y==wH)p*en_D1WYhp^y(X?pdUFcK*1UI=o<9+p{_7 zl4l@UkTf9MSFSS^lz4N4B=xqo;A58-jOvO@eWP#0$_#tSgWs#KSAe`ek}-^*kMSKh zE9}j}My%)RS}p?y5)dGdzGTP^92wyp3gM1)q{X#TpN zR3w4!mTpLM-rjNi2N~h%vHir9E|l|e;O5+Me3}naD30Gg*_BL~&p5ReS-u{gojrb|T0znmpq`y0;a<@qpKF%?K_IWm<^KDwr@xCG zgl}MU(A1jvI+?;`k5RVA#X7-GZ zzc)y$Kb|EDFc^SF?=TGo2itz-{NEMYVZL8w+!kZdAUu@w-zqim?{NAVf~x*Ev5P*G zC-8fv_qDAHt8>SPuisCFUIDkH%`X|0XFD~o`-eD_v+iRR&e<{9dTo=B!J+o=H}el5 zxxUodpfKm`O-aMFWVhNDXCCs;fcaWyo|Sa-{fkZu(*qj~LbWYHY-DViBhv)KRRxfk z*AQ-)K70upRBs^-AZ`Yguo-?5~c^Ew7kt%kb@nIf1AC<4`5eHRq-`D%Nkqe!pc7dr#lxtd)f4sYN(+ zK4_12nw?5cqN4diri3?94dSCpzakZA7w2{E;37U13wckz#ymJSO>O&ud==!GaFr8t zIy%!IPEHvGj<8%ofM8Y&7D;ou!ae=40;>#(#@)}bwf33c<*NZ4r|#`;a(?``qVgtR z_Wd&y)w9?Ug4~iu^Pp!cJiy%fAP$G{LkP__`XtY!@wb~04u2e-H{#XCX}`vBTK?>` z74Rk0J*cKB1LA#7%TIrD@z#U*H}4e^-GSmWZ4|G9TaWesGFm|qr5~)w;|z~XnvE_B z-RQG%)+_NBmG{H)%pguJgDck)`KVHT?)i@9h9k`?U3J6%+79mKJCN+e%?#;NsYiA) za^p_?$Zr=eI6Ln`@`ST%o`z7zmKx;(gYB`$C$q(Y+mBpuI@2^SjvfsFip@sK9XY6` zDwa;waTFMQ7sK+Ij^S+KhgS3b+VbLjhcKKxJYsA(9YX(jep~&IzG9_jq>IBi$zI1Q$ITUre(7WQS?QJ{(u|B zp8qoz{qLEC76!Jo z=8rS(nKDg~nLHI))cnSWsy@6&IvW9W5#F3pxOdhx`q$>DwWI)Tx*6MJx*68lu))R? z?-t*3yY}HU(AR`>Q?#4Mazt|edfwFZ<76-y%F>Rc-{r#Y`svZc-9utm@I2A_>x1U? zW7E9JA>jNQ%R1@)lB0+Jedz1U=6pB*)MNI*73`R1w5gJI2FN#Tz#(zM3x4RI4^z+< z{GrsWi$~6I1h8rI8mpKD?nI$)5axvnbiP@=6ubvH5BB!>^uqTsy+EUv`SjWk;?2tCeix>bJ|I zea1uku(mR^){XUtMo9^zSr?VmrBkJ`;CmCY_4W}tqBo%~- z$@vjpnd4N8F>krP3qUn2HtHb*!lbN$!*;-@-{LfhqJC|e#STDLD)&)9e1? z!SmeV!O2UV0|q(KvF1^CCy`O?Hig{NQJ*Y&IQhPVdW~)0#>%E15!bEv-A0^T>e}-n zVr0vee1zaB)Rug{fY5|0Oue)8zh-hZ^O|sa*c&TNBT}BHcm=-PJ?0duZwn-Yu=+DP zg?CT1e$p>cWuT((S?G+`p>pO%d9I87f+JCqP46*b=<+NptVZf%3mwFx)jU3{Ja2Gv zsiI>Cm+pK8@R7k~yaK%XcYEvZPqaSg1(h$BE5{__{v2_+e$mxL=|f7ril0oBH}xDB zu9*$1V#MCEXFRdgV4E5R|8XxQ01(D$7{SjeymwPDSDU*#!lK=v6)T-gXJ7`qantc?Er?;FDVXi{Uy)AF{kO zJ9IEGgfKM@zA`dj@Wy~3j5(mLU;l~!{@Z9BGmd22y53Go(z`ZqBIvQtPAciG+8{+N z6lxRLz8uw$1D4E!oF7U}e>V(cM?IP*V#~e}$scZUrUY9@9rIQx(^shnf&=Jfpthc6 z2SozI-~Hqm$bV-0X6I0(QR*yzCxOo(2wHmH>z9#C^1gaNED}|!G)uJ+-9GbhV8dzL zmkIZ9RU3wH;7a~pMW$hq%`geiC$_E4qkAbCfBfHMl>eURgUK%EBxIM^CgLRLixT;- z{bS`}g^z8iPe)K!lu!Gyod#ThfoaY-UGebU$6kgi z6D%^N_L!tDnhKqWg~Ic^T+vynuJ*@UYVyCnmP-NnViNS+#nsG}kr1{n z@02Vbj^<_xDxdqmdz_0dQMIOD);xWRj{y^88b%1QP`+9GSKF!CnRTXf83RdjQi^Xa zOfNzl^L=t9Z`^$Yay7u(*@Y}uIVqgZ0*I@8qv04&a`9P+Z-%iS_W1YdxGr#%Q)it} zec0m4()b9>v+pDAju)|j5Uv!72F)}W32^-YJ{BfSWI_dWok(Dz!5JtdqyaRMq!kE0w7Nip0EIGR1~qreFHyH- zoeCBH8nX7!awlo5b5Xj#Zv{THb%)mO?ZDSBF*3v`k-QI?>xEf)LiSeHHo7RU6_4$# zXn?5JyT{yWQ10xDpw1Z;HW#+Z=D_smx!1A5sZ2Fblj+1qMVm0k5GdWF(7+hdL&6}L+ zl{^juurn&)Ac*1RhGDGzGO^<*_rugzgpe{Jq6%UklhvIhoy3b>#~R5*z_)6u7wQ_w zp@3a3$yXOss0^`y3$6j2%|b!j2xWRd>{$r+esadl0P9pXD|bz)#xiBvq_G*<b@qEoOSkFTS%1ys;zI5 zvkQ?ermVNP0wRDXQ=2Ys@el1z4i z&>G`&aTE93Q-a5j`#odRFAkQ;ofxFZoD36kkIiNpu7b)rO@zoj3ti?aMnWWJ>SW!?Lq6;Y z+OnaFcVZIUe<(g|v*`hH??g+~5Y59Yuc*7|n^-_(s)Hgtopx$;`#*-3*Qdi+0-WcR z;}rGq1ai;Q+_LY^_YLD=9woFvmowzEj{>VU}=#~`mF@hUmvws zw3oe$7UU_h-I>a}PdQta7nDJ#(6g|2hncv1-D)8>Uw%!Q?>ZUNnbdsNiQ+SD3`P1g zY|`fJs5>pRq6QXK^!_v_^_h?7*7)kTt;z&zAVBRdx%_dNPZ=bV?B0k}d;sL*1YiP> z3j=@^pFVTS=2wb9#ne6&y|W_+7nlkY<+U{wHZ-6PWq!p>2HKKX4 zaSZ-xqFo8g!lR%yf-N(L8Dj&j9f)jPRQ=`eZ<>vy+S63nQc4_ztbm(C#q``PXb|DN zSHCtIR_8}(990Gxbo2|Tw0nVRNlM7#M_INm2INdOvzcJ}6nnB{AsJEc$yCRpJU63{ z5<8x+#b2Feje2*yX@v^8kJ;@PB**iudi!O zI@-6E$V|Qfe!~IudZ>lbqFVT%)%od%sS~zV%7`_-@}F{wzZAHdA@KDT8agRm?UN_M zdcEERc5h0Nx0(4zXF+G!|mE(l657e=@MCXn+i7SX4(1TKJ! z;|Ja9kp;jle<(P)i>xY}CEG}kS+GeFE_5`?||i2K#H`^A9v(;BjcnHeju z(()`98Jya?E`e<89rHnClGgz=K6qnd=e#r5mmc$q9BCx)d01H48P8V}+!`tUnD9S447I3{2MP^dx0%tOF~tV!s?ym|Cc!soD|21`hFH^p!%D(a` zvC{y2^Xo#Y)p;)-REUE34576DJe}JIdw8hEpb-~9u1cEsFHlS?vRVbiSM&zzbwmZW zTw5aA5){Q#`pQ0jD;rnQtXj9u@6Psc?JslSdAagUvMpY(a-oUY8?LIwNqF8Bn=yUx zFqy_JZ5Dvrwv&kG`&wl0)W%Y&{U%+@6>Cc zZGIFC&&SQ-Nx}Vb#gqu^b{AJVv_I9j028<|kC)}#RbAWS^_98sQ72ti6s7m@(E;ws zO|ied366BdviDB3OxSLyEcX>N$-f2h`2EYLy+7*?q*3fE_IN(cz?G-Z;q{L5^+OMI z`rE(EYYEXF#p&ZM&nA|Mm_vaQ`8eX;rrJTePXd(V=`J%l3;$%?EI1DU-#<_!7R_AdwW*6dN zn)xhXn1Azh2Oyq(FM{Xf0jCNOhpudN|9PQU|5l6@HeQU51YAAqQbXQQnj~s^y3)ffkJ4SG7>^+f)e-z%Ds zEZ~+?{R(za-X=6PpIGSN7gj)pJmnX#eO_&xWaX)FK)P~@WQP^zB3MQ;Rs7_Ni%wcA%w4pbwjx~q73u%xXO(2}MH$Io8Jf!R-D1{pro{Yw42;yR z@7=u5n=}W6(=S=B(W1hgRZLcHIZhRFNup0|XFE(1bJF)juyMM)sFkxN6W((JJpK$e z(AG8mDXsiDjIUj};K8-+{}smEk0+R}g{1W-?yzYE>0q_Lj+Vf6ZyJSx}u z8Is1E#jI&-CXnM~1R-S?a%g(+79hi8t)-Gkcg*NdBp7C;RODm={3Jm28oS>;%)A|!l28DE1Y66>%~ z)3nIYzALB4mg1WB;=f)ZsEvyvtaDBt@8&zQrpQbDGZQV3!pgccD<589u=qTPC2*5} z6BC$+ZBOC$+f$7z0DADHI~&O+YtLLeE0kRYPenb-b3lE<)_zK{C6nk+3vM`xO7hh4 z-`Lt1u^;$T{eA#(a=_5KghH{7PH`sqsX~rcyFqiSB18;_-#L~GppkMAi|5G?wwR1y z^E&6Ch%Mn1OV2mlnT$%;iiUY#Wq?@p@WnnK`f2oV^ElR)2l#7E?l}5mK)y=6Xmm)B zl#pyo&>&5xr5VQ`;pQvJWPE5*4!t4D(8bz3zcSss>8<};3>rG7;=%#kU zU409VV$0-Oy@ZFC9LQ&}(;<>6iw$;!x@q+L?M2i~yzZ!(0e?!7;2J)oAPjg__PGlL zCjRE_E3DRB$Ie{|F~18&g#cmRcxI!r7QbNi*Mq29qTd7kC=|2^9 zjC~HmueMkJoL?2j-hB_erjf>QI{1PJF<`>)51xNVUCCz)S&?kjMBX<--H%PDBVo2A zP33M0KGQZl>H1cI_j+;Y%6)i1g($5r5uj8htq}(Pk)bf>qguqO1;^>6c*fD-lx%#p z52+^F>qC;tzcXiaDo^S1E2W@BuOak(2f2$Y{&(Cjrz)p?>dJcjZy*ow2(kom!#f~8 z-?s#L_+4~1gJ}D6h2B0tu>|f%<=L10dVHqiSe>hh-VM-KnI4P8=K}P>y?^L5l~e}r zX1p_U>;r>*5*l69f@*$HA&!<*e{n7(n4VXO%cXk3s|j>3>IT^OMiZWPqRPoJj=Ilw zl0tX-wunM(JDuR6Z0d}E{+}-ZFZ`W7)LCYR6;B>rp=lzfT8cynYvdFgPgRzRBP39T zmJ?fa^>^Tr2ExS;SZt{_eEzU|all8}(MXyNw*itdKLiaqP7f3R67}6W9HaynL9Wv2 zu}$69Yqg%{7iFLRzLox-deVjs>18s3wNoRR7QwDQo;B4xSK4vihT(XIHl&+^XbA{*@WdwrK^3^~WY@vYW5U

ckVzW`scw?5T1b@&f zIrai!aHlxN^o-kaj<|XBX3R;V&-NhWYHX?B!?&-9aF?c7ywbH0tm6<82ttq@r#*5$ z{d#PM0(_51|6yf2onPr7BzkqxP}U63I(Q3Y088MIb4#&=b6$0sLv;5o zkPK}$qnXzVf-Od_g$hA4Trv=|WY3@{QH#oxN6GY6JJ{1;)3V%|o)_=}-sgJYNVq1C zFPVRv1W>%+{>JW108*-x0L=uKMb+uB)A0cyoSE@F0JzU#)27fv@QYU6@#Nb+_z;lT zGReu8qfPQP((!gX8RT7U_Iho$?Fruhz&iKJDYc=Ll;r|6f3uN;4O9={o^;$1IKW-+ zfnr_uk%Tn|Eu?q=c(jt5?k}ZJ`C1MFKbE1Xnq|BCj z&R0_})YkRTIvB~sWl9Xvs*4-T^#jX+0Sg$xu84rT*P-^eDDkfpUj0E7wh_<*(u0?} z_k#{kpncZr#JV z42#~ZNEia57GewvjJ*XqI}<^M*W@WT`nzB0g!>J3LY?iWkFw!QhO;OEQSuaxMqsjd zu^J79+wuG={+{*m9<$b&yz|`eHc+RW7*k6={S-B^0`MVQ08i^4J&V^>O&J9OKa{IT zrXv=Rl4WrMLTf(IpkfbSSpVneP0l@(_t?c+DLW9=hsWVT}~r<6?9eqc%YL#He> zHQ~y^G(wSYo>fHoxD2CsZWIshX5~*^MRQQ6P4k&4+Ib2%i@b>i94i`~db!!a{l?y) zIp_p}P2(Iy${G!B{EblZgY9%PxWXL+0Je0@%?>( z@^w5r*SvE!ECx@cD9?vE=Axi%fJ>JK_v5)d zCi499=2fB2`#$FMwqO|9%Ky;x)lpG?-`9jlw{!^x(jeV_KtL%8X@>5Op&O)A=?)oE zhOU93L!=qH8-_0Fcpty(_x{CNti>?Tz0W;o-*fiayV=Qly=lLwm$<^D^W>^I+M1V{ zV&XWG$H1Go0VvNIfbGa)6CTJ$$9S7Q?>6gGh{gBIlYsH<*6Z#Z$rnEJ4&Mp^qUwap z@(R|^-Yd^qEnny>HpX#LO~JBJSuDr!(76O=uEPdgG3okTfi@jq_F9hh{dJw7>fSDi z5!2u7jq}Vsfw7l`3|9-s2E>*ye|IceRmuQ8r5TpS2K8Dymz5_@%wOKLfkPP@i(W&e zMj2pTlka;X=~ZZSt5v!FnI47@hJl~nP$;}Ivo)7E{W2XJ%vtMEU*FmG{%WA>~04ar6~MlcQgb<+M@%LDx7Fn90K#U}NC? z>E&Zt_FAQ0?=#<7u7Gbe9gq8369TRLiwyxzF=Z53MGD?cU^~ya9dZUzaa#RU(T0eJ zNf)p8BG<}cTm3om!z7%OhQ8gHsGe3&GR7jEW2*?q$Jdn)7hKH;W$g*$uNeKPjaZ)B zIpXpQ3wx8gKkEeF%q0~K%JYH@(wG+ar1}q?wnVOnt|a~&benM?Mbxj=`&~RDukyLH zR=q@rz;h7QUpDFOqo5&aSBldMymXuaGo2OTSY1nxYxwA4=#0A(d*KSHY3l`3gm50x zhwnPT@s_fY%UiX3B{=E(csca?#ZpM745Vbo#G6xc_GMp6F?=lh@t2Vo}Y+zj*?*Ty}b~HBxUi+1{9y1|F#J4rs zL`?fuxE5{N5zEX6SS;dW{(vxt!}AK08=kI}y(y5CgX-wE6v(05@|He(O117~-oJk; z{%#_K->^`~lCwQl5-)=FVlap7pz(0J%Ygz#!_wqRwHItmIcX|&>rGmuz>8nB;ItKF z;xBQvA-UGj%dCV4oAhB8i^^tj-EsdiXL$%*fWAR()lEj8JNYxz#r>R{sqfRssQ_we zP%jnh2sPPj;km81im47&CzmBFCV-6nccvvwa;{#N{UO6UzS`qqL%-=MhA2B@sF4*_S1EwY{Be44>)>3{dLqt62JvhYZ0~NR) z#oYJqK5Xjn8F)K8n!_eHlPq9g8EP`DHwFQzsgtsBV{Q2Eoo5F{+h0ccCl7IySDfr# z7Y;*~S`LXtgQZ&4GnK$7<*03m@NDvMh;3RHyA0c6GLT-;K(X9AD& zA61H7S${SB!hB<|{FtLdq!ax88OhV+)V(;h(^BM9kGd;Uq9XrxBYj&802PSZmSJw{ zz^rbLLWA!1=^Xfyg+_*Dr|Dz&B z*!NFd&%=V^*uU{yIMK?@i+HV8krs@OF|~`6m3_&dGxJ{{Ezn8+>zTh@>A9j$MyB)i zB8tG7e#wqgHI|;R`)U^&@n;g?UJYm}5Ivhj6EZrtA<%tfe&j}(u_vzye)LxS#PySP z;a4ohU&SPYU;SxN-3DT?Ii9%jwI5=BVWpUgX>H1=I90@fbWM1q#RBdZzY?vNKYoRcf!-A0}800Ki^;9M8Im-V}(ogT`F z-BXW%krU3);T+Fdd^U-=z;iI^3DJi<%aOYZ;~#2&uy9}qZj@w%5w>of z?oz(k{bQ$}ivkku0x$VaTF-9r%-;&uKD7->-*@+<0_;IL24yG)j#@&O@r1fl$xnL|a{< zt!hBK0qEV#MolM7aiOB|X{5Gc&D2ycipWViGr$gz7A?frv|9hL19YFVld?dDztJB*%tV1e<;bOFbihg`2DD$G%gkAK#}HVo)(q+X20 zd{OkFK}=b9uASY+7gI2s$W98B@wFeANiSIp*O7`aaA0XSoe|@W;_EeLf%}h7%#ObX z0+s+Gnz$iTo&n0{g*ISWFJ*DIiRfg?g=8a`3E_&+uJ>7Qr3s9qJi#qw@RD@JPhk`< zM@Y!~LqFSBjd$%`hO{`AZpU6yw}-|szGrD)KX~LpvO5cep8jNXe*kYenId~TrS!Vn z3~qc>y(C=AC%5Bb$7}akIPdoEtmkUJE41G_(q7Dn0u2>++s{R8i4Y6i1aYT{=$pTT z%Sp5CY!q@q$rniP%Z}dGCy=4C-CgO;^QSgLu*A!Z{{HB(_a;&OUS+V64xrRweR0|F zV?Ysvxpm6<+mI{xYE-dp+X{f(L!t)4TrZUy<)++E?;DoO?c+DR zMn%!e{mVHnw0M3(%r<`n%!_ud_=e8}T)6_pURm3M`OoKKvf`*!nwme_lqPL>gCg_GZ%Kb-G7Ut*`+Z$nb?PKhrr)P z+`gcL7J31dvc|eA6sH>+PUF0Hnk!`@b3pIYL*X5K6WmberoOxK ztRtr7X=pz8G1$%vPdxYM0!fUnn9U7ZBORk!iL>Z4GS=)D9(kJmSw=85E&KB3tE!hs zp)w4Sp^_^L&3HAZmv32SxOF5wP>T)y)vsYYLSGMJ#=saxUT$aTdR0r*=eeE<`Z9sg zoFJuL=wJ!vp`O611KlUA@=_TVnKy-3=HAX`YsT0W@lkcgjwmMN^RRH-h+zt zm>a#{q)_lI&W$s+U9LR+F|Ew(we`QyI;9^qU7FkJI@|I^s;`h94_g3T3@TRH4~h_q z%DdkIp)X%%8;Avj5eJ8U@DD0LwXL;}^tnzD`xT9&gPN8ZTEP{y9WFjxZ2N>al&hUc zA7%m-^uTHf8@EH%LSw8Qdj|fT&{99E?Zz`XHMo7byIh7Buf{-1hXHG_`*7tKqnk|V z`^39=-9~{9+%KuHVOg|6iN@!3!fPhjt2qdRLAvmq1OP`Ap@0H%Thd%59@RBR(-yd| znA4#4q8#ef>Tei>{qk%lc8?jdCtM~DBS()2wdn9>=&0dEE>9YRfKfdldh{I_NOa*y zo1)w;i^<0z_^FRoL;>q0OypU$lPupn*ByI~GGO!UJFpv*_lR z^Qnk!IznGK#;2D_dl(T-NxbWVjtx^(m1%*STE83_Z9q%k5#`LrXUO8eaVN6o``>o1 z`4VeU?9|P&PDG0^DearrnoRg@utbki`|-rs=zF_pYt8 zim}&!vMX3wpaY;<5X;>!U~hl?wy;-p9Tip*Ik8*u7vn!iv1yPt_I!CUsTvR;0(F7D z1c2|)hIJ}k`B%V5kb&YP;2204)A#KnB@_a*2Gtfxu!;Crn6+5)cQ6pAL-&-_&lXd5 zjTard_;FtaRCD4ge<#66Hn`79crda$`962D-L^dy&Gk(MFF}5|kC|tNyHt42ESbV3 z%iLS_?;y=!J+~jiwJu5aL_c1bMk{~tVm)%u(PWLTeWwUF9$!+6Upn`3?BT_qpPsOw zV_ckJ9b-7~zzwK)3cx}pR9IWRXwmpW3W=UPC4>qse&%|3`*6_-2W?cUm@ z!@rD@jJUMq(_20B@FR%oeQtsJv5cDlcA-t!JA6(+-lj|vVR%^)-ywb#0WLICo9r3{ z+l^-o)N}{qCmT#2{??JmHuyOIu?g_Xl#C7=Be56UoiKvEijlo)P)SB+irl@UtBJ5p z&5pIC#Jd>DgGjS05${QyDMu#NJdzigdg+lsC~M@FH5yN z1%L4G&%pip3+J@46^( zNS}<|q|~wx|8D0x2GM!joh@!>f5=49jTMmFnC5m)5!P=X-wi&DOZ*!b1`FF*wUsJT z@V^>HSnvWUadv*hM*k^1Iyxu6aJgq0hs#Tt!ALGxT<9$uj(5;x- za3%4Jujhtxkiu)Xe@4~Cr73KHYx%-o*E@9j_tO{BTarcQnMU z4gO7A!&@BfgQ$p>ooWW`n7x}<|9k=XYz*YxJwYy|V}Gn{F(HZs!_HOa^Cts3m|+XB zFsk>UcF>vpy&Wg*XxWxZ1MT=nQGe~T;@Zq$Xj@xf!8Z^Ypa<28Fag&E?;jbtuIw!?y{Y^1hKmH4Zu0qB1LTr`Ri3Dh zZli<482Rqp?|LD6hXbLB{>-D6BKo%B$4e=Bt}+!g*IsZhKPbn6FPQUN8vn_|GX(!E zX+>Pc8Ko{!UJGY-yx6C!=~y$_E$QnyOVlwl^Ky-fJdB_*bEO1>U$g1X>70s*`Iin* zk#nZA>hv94$9p1=Y`36mG3w9@*V>Z|C_Eau_oJA@A+(A^QOmb8|NaOC&Fjn4W4)s# zXa+nD9;MDjPPqM{1MRkb;tE@Xby<8s9&OSZ2@7~|=>N%P&ITG+HS=E^e?3E(qr_vp z$DAD}E}{@;Qkt2jGlFGk2pw_cr`bw}bPAuNIDd)HP}c4(g(m)Dj3VB)_|I{IREQfd zjTh5#o-ZF#-a^?X_hu%T{(3iPjQI-B0cQn~5_`0^Z}^}oasGFus{^H@EkzC0fo2@-j>!2{yK-#B`Kjy|0E`#5SA6ZST8ZS8&iJpD76NpNpXqV&06 zDKi7RGQxEkC6MD{4 zqrq0PrvDvgz1A2r3Wn(Am++DDy$5miT&!o|(dr~*KmkK7puH%f!6+Stq&~_VP?F2# zTxLT}Ir0I^?-N=oN_>-(K`b>na}vD=DOW^o3#qCDIZ^-}WYaaRnE2Fk^2&Fo{+M8) zwIm`$M)Yr>z2MrJm(zfNjoIb5w3M@#i2C1e^L0uN*9jYA=pUeIp(!c9j9~ADJHfpl zQdLabdvr+}03)*ZSV$6kVnygAaB4{dHIW*5 z75CX_3uaaGo?n!ePs0B*A0$pt8WRKNn*~DwMYmlMWzKt-%oDs}mYW*^2z7!17jh;4!|Z2yvCkhRqjwL$$~DqS#VVo-|vG`%}J z|6tLN;ppv29?7-_vM*S39jh42!uee{`?r9t-zB|)YOns|Un_7o0*>PxIj_*Di{&xf`_MM;Z z_q_efZsqlXw&pcIlJ}r$npfP^TxlKL#v`=%5}n{RoT7482ptaiF98Lsg2e&_KE*U=98dHJ)^+0yn5-O~~C{d5qSTxgYoBwBAqk zof&sO(yhKFtVUY}+Gik-0PfKlyTAU?*Eni!tfc|{2^7<2G~lk)t#)iIKL!CC^AB!+ zV>>b$9(*c2)mE4MPxm>IxXQYqbvaeDMmy1~3M5YGg_>6W+r}C2e|h`Qaz+n4+OzfR zdsNzz6&2{UGznNW2TvBOP`zc_wo~5h0%Qh$g}M;cOX7?&qeP3=fAdsjhui=y&9>zk zx(J)&I-_sLL>}9Vq}n^>AyHnwyl(mT@Lue~pG9xg#iku5)5 zS8Cx3jHwjq5;RI)>ZPiuqIoI_a*L(5RnQdBL3Kkxm0`$UA%yw938P@ju)6E}-417& z>zVX{E&_CI{}X55J#oVq$1=Cz0pYqg)614VO!jFlf}tc6{pp;Nfjsft_zYLgYQ%iT z00Ce;S3s!_=?t2QNg<4r83YMZP~b3T9$BQgTeobEL-z%zszd6DjXv!C&P$peS!G9 zPijE-c(k2}wKC(jdr)}BwLS3vxd1Lh&cAL>%=Pd7+L8nig6Z(k6^bZO=|xttmamQ~ zzYV2*2a?XkkEKl;SMYb2v;<_7{nH925sbE-NLoj>r#wikyF&p&kvxq%DqW8K;qS24 z6K?Vwg_|YYNJ5ONFaa6kU&3~zeU983_xD& zsvVk=lPk4;2!>A915*GKDa1aunm=%Ku>=r~~%+Ds-F_jeJbo4WC02rL#{Ny(hp7%2(7k(Z4%kOj$qxR5@W+Hm*w|rT3W;XGPn@2Q0&2#1zE9PEY zV~4x&0)6Njtfg3Z&oke4-9qDSvVpCcLow6|v0mZBBCKJT69evY1;B+W zynR?SruwMuIdi}YcSrn(nPkhh#Q9T&0r?LpEP#vLj!9t}CxDY73G{hMq$L{U0~3;wv` zd5>S9!gNI#2!*@R3sq9I34QUEOg6v^26 zhQ1w}G*8oGCUuvjRnfF+mxg z{|$&Ux5n%jacwL8K$iVU5ucN1IR)rXNsiO_T#~6NQ*6Q;Bl|yNld2(QM($aF284rf zYm>Nz0WJCf(#DL=6R0A2VnzokOO7@2Us^E2ap;VTQC0r-`u$MmQhr-VsNSXKp7-sd zO`pAduh)k_A|*XDxBF8N)YY5mq*85$iZ12FTDttXGShGxH0+|_zPUy7(&XL0`vuxctB;NQxOvZzG6H`caMtw7^!llF9Mv>n`=;n?3EWx0{TE-?*cXqIH;_E7kQeB0>*7 zsd|iybB*tl82Rn+iG(%&Pzr)JDv@s26UBZHOY`6~T%r|2W{f2~+P`pMh%$%{pZE8` z0L9hfv*l#Jxcl_&v&lvuBWv>QCe4v-ej4=eMD?sA@ZCc1vUzH?e)(7sbz$h(4^5! zhv$`B;1uoua`>(Ld~U*Ox5ezU?8j=uZPNH|!$&EHJjulsQ@N~!Cif(U%wifb@NXV$ zaUHQqAHWFeV=y#}^A_>&;a1ez}q~8%4(p#;^Zx`VZ zk>mT*zCcY#k8Gn%?VjH)zKo~3LUs&jZ$u$$?Cr2&eeZ9asv%4c#w38Z#<5Fg)Pa5R z5RXS8{@C(k)qB1s$JaOF$t9qfkGA;@vnmjH)k}HdvR*fpO6G}ZR$%tC{C4}}OEL14 zlzZ&&W9`7W0HfNl7VS$|Sjo)93ckDHSiQ|u3Q%!@KZrbrcc1(EN~ZaCFTHz#sL!_* z;a^~kQ2Igrc?`1PzT1hW8ZyP5lnCx)`ov#X@#g}vEtEA$ZVP5--d`J`Z}aPuS-a#A z?I>?Z=Ze8Rxs+Y}PT%v|^KaKDOLQqj^1~gvan#9ZzczSq?HrGk1FLH?mm`+<+af`{S+LeUL*pIF$sA<#@FcfUXc&x6inQ>>Ti9~ z___Nw81;${L%h1N#J`DgH;V2j^+q>N)z_NJ4QrUY)|f`+mu!li|7AIo+Y5IWVV^U6 zkDmbI*cGK{k8o}C@Ib5kCiv=Pr(3zGZe`Jl49|!nlNVGWtQQEKjVguSZV40InNz1j zgO<}?Ohh zWGk|J_P?v2Yad@cGa5CcBly!6hewwD~lOo1%)(X1&&7o)jOjLAN z0=9a`AYYws%l?PHylOXfMh1?1m*?!uBRCHf!9yQrKI*D+e40cvYqi3GB^BW|H>KbL zeXy;q^F_~t!7g`YW|&SMYLEULd2`Vk>wOq>+^H( zd}n=`r^bX+|Mfhl>Afcf=rT>3*ZuAGGNMOEalnw`pL85~X=Sth;6vGJYXs5O89l(= zdbWFprivtQXW6z`i_mn&Y_&Ha(2KvICp->#*WFK_yO^Gpup+QvF&HB(20KVz%S|d$ z7!|Vm@FwvmJ-U;1RoyGa8DfmIw$v{Tq9kD{7qvFq6UQ{qGj{S*2hm=?d3@W)Zw6Bf zwk31-Vpsf+Iz8sZ`PH6#UZ0R-k62fR;;%5XMppkCG&ZP=_lcDdn9C(Qm;KR{(-%B) z31>FL%P6F<6dD(|$P{UVnl`(EnMnp`%r$3Ek$b$)` zL9&;;YPqC>E_7Te4LER3?fQ~9(dR^QY;D{V{R=cmALI99Tm2OQNhK0};9dyIe=*3i zS*l;;Ks9M-IUqBRV;IaLz4%J+$8D=l+%8)gq)!WVV99Nf&T=n?_EO0$@uP>wcSVc6 zKc78hcQZ~rPKoTaZl$!!8M!j0nQbgY#wM0ePH^oqqa|GN6*H$*+`bNO-|T$3=eodR z2;l%BnjUsjU&o=Z7Fat0*ZrjPw%JplLBzoMsc46q=`v3tgcIZU3)5s88iJ<=n5Fym zlVS|A#+3@-R10$Wdu=cD%JtNJ1On*?{SbG%g%ct&M7`tN`J$>mW4t7-AKpVEB6bJa z*nw->Yv{A7cyhnNI&X94#NZ_`^pXgg**J>hTx=kCB4V2Dzz^AD^Ve;D#M$Ku$PBYC z-^;x2>ydKKXG~xEnu^#)jQY}{QQ4g=5&K4Z6{1p%@Ou!FtDTRKyoYw1aHx}~_bsw_ zDGQmwUtZ010*&%hUwW;|Idjq~KKT7{!}X)9(G11^mPW8Bci7lU)!W%tK@Ob;VoNR9 zx@q@&i~8+aI0eT)eh>cD)5X0^>z!l({iB};7wIyMl+xtz+tGG<*z5ZM5qJqSD2km* z^7c{B%j$>;W%^|VK>%8OzJs>Px0fNj1^;=-vB5+Ng=L{*&1Jbs*z8h?FdZlOR{Fd9<%}fmFXN&*! zskPszZV7>okN?@EIV_wNoKhk|M>qXi?xT6!>!C2pz)*srME^U?1ZL(vUemmHao%(~ zoBBo@>(ibH^#s1lCBG@*qlE@X%YJNwV9&=4XgCEe-Qx;BkoWjSrSq(lYQ3Q1H+CqR z|CH0m?Sje|I z?EW>Q;w}@x!=Lv_v1(%IjhJS|`F&}X`Ge;Eb^;p^rtG%At`MqQJsZo8MK!RLv|~nG0Zg0`0#T zPVj5UB{U54LBTH@~86ZRp7& zn*!=!Ly1L=oy~FNVGq{T6u`4{mt;=k#6YX?i_aL4$}T6E^0OxSP^b$lRg{@>q4tBB zJu3o6?4DMZ;c}l{mj0qXE$hYmUtJswNz}1fzp)Lie$&n&JS)WWvVT_l1Bx*bWyQzY zmxmFv1ZkU_3BSdHgL*_dTb|Q0=(&)5Y8}BgB8}r_?l)45$u_Nu1S|y(ZR#fu#N6qZ z5XXDaKMYe-AdvbLKU@@~A%6alRcq<)ZQ>>b9@d=zld0=Qfg$?7lsj;4qGZ97vAv zmW-Sc|Ch{pJoq^m!7oa)#JMO&D)l1TRKg;W=pi|8_>g&ezFN;|;aDR2X?`JWlW_UM z@1gQW6Xsp%cL3>TjupffUAVjmm_GNbyOSM8lAyr6acpXX;snH6XaCI8v8y9gM#-v@ zbCJx)#Yf&W25zU0r`zohxU_Ash+;>7s>kc2#*L5(XoAKLfkQcXDUDjO#Ep=vtpTOg zjr@93%?YA_qX}~_3qXHy;&!EspdKYa1jY@&7Yo3nC|BO6+-E_N>B4GP#hnX|+HWm)@Y;pfpLnG^n$L+N%a z$vE<54~1*W;S@_xMSG3mB6{VuF0u?ORzg*9E*kC62)INRI@8L+yc+^5?DBJ4+r7>k z*W-`;MWGkl&$1=m(HI_sHq(|jjK+Vh(j^*GWSD3r} zzMD!2Ysitj)*JOeme)yY#O>}+qZ^HFfW61@GF66}8@?J!G@PRw1qEu3xu|hg#hNKi z76M_*5*W{^VWD<*^4F>yKySZuxeNMMb?j(e>YrQ#DZa&BfU$u?iUM7GWw+wNJCBZfBgQbA4%0@w z<3o&DX2)3-+0`sgci3Bp$&cRHEfW|<3nvBY$h|VSyjDX*QBGLCO^Le=ew2LN%52M12xA_+9lU$W%k67)|+G&iNhnB84bpdUs{)7ao0tjDHN^zsGbQqBh^IysG6~B zW~o1vvrdi4_~b~)HUEXyUA#N`FvixCC-GPdCUE{nTWU4kwDBs}{rv>eU+yzji}zjy z*m`1F?|f3Vg@kwIZl})OcN$?hqKy%r0tDg9CYn?c;(Kn`s}1xYi?)Jq9JhD z*LwHfBQB^mE^&c4v#b z#IR)=Hc9{P=!`$iZ@PAKe5w23C>3a{#Vc0}p6hx+qDBlW02**y%^6{JxUH3}W&^=D z?tCg$P*8nO-pr8iggY`kxb<3k@*vM{cIivai`jbiY%oHlEcVDhEq#UzigKAPs@2|= z%61$rda;2N>l3#OmD#B7skQgo3c=~_C$MmY~eNf?<*%J6QH(M@;S8918^vJ45y+iOrZ6-STZzF7(``F zNG5F2XNSKmOb@){!nw9JS@-F z8~!`~ViG3b%L`Y}9s66a<5;LL2!32qessLKXAB7Tm%f#oAh$mA2cB-)C;zFlU_ z=v(W3H?wXAY(~B`ugZ_x-@RC(W#G>~nJ>dVNc<>wHutn(t*)?HWJZ%}GA9sYraqZB z(1k0rhP1bC#B%d5EmJN{5vY-rxQ*w2ax{DY0QuOOT=C1~%c8q0=f%jpL_ocHdrFFX zChpSjRH$CSz;o0md97pDD~y)*;AVO;hzWCdwBw1QTmp)Vj%IV0&`z(iYtgyA_XmhV zlmVn%s03_JCZG1VZJg6*H1<;Y9b)tP^yc>?M^QUb87pIveIRvrc79$l1+UBXYj}!s z>J`gCzA&iccd`ENZL`+5D-x8P$IHewG;eng!4F#=f^owUPbS6Cae z)=Re-Yq^y-fr^)7kkpm4((AvOv^8_c zOqEKUmf$ryU6)a$n!d)=(h+#r7U9v)Yo8^(51J&eia%$#AL3dM;6jt!{=6B5^7z>2 z*tuiq%?nHM%Tk+I?(AshzG4H-Ev}j@-QB2WL)GODC69!%k}mhe*g&dIT*`Y{iN`Gi zj}Pb}tdXn-))-}!c+BB$u)YcdT$Fkn^t6f4qMtwJJMm)|jF;NxCP0Ft%kneLcTd7) zhXnpr9=1RD)Y_R0{p3%l@;5hajFnx@~W@RW(g{>ArYOX%MM4PhRlrZP?VwA zn_qz*T(Va=wt?B3)-|#ku-6CJryZ9qmOD+6iqumaJ`OARB4bty`&TF-ZvHWf1iaAZ z4@bEx*d9}Vr*4p$$2_r%t}v7qj?JYhxls%Q3TWg-i$1c3E&ISae7v95;68RC5Ld}) z2`deOvD(Ezj=p!=$a0NZZl{*g`93DaVH>!DLEYFqL!Seip83d`)`t#V#BQiO1!emt0 zFbr&cb2vqI{E>V^qe-d4%!$d{CZ;VvDKF-)*qi5B2r`RBHyDa&BOyMQH!EmF&Qf`1 zZ;i%-aRSc#M;P?$UjR6o)NBbRe-Hk*$)B%umjfo%fAD$9sdt1s2%y-t^CVE>9Y5EA zsgYQvyF-SM;2ltRbPCa~MeW0y0_xrR!`b49X=}MqTL0fav`(eX=eZEujitM>1>~6~ zyZX^u@6ZtemprO=5%%&%yucA6I`DypF5}bjO~&~+pp&(iZ#u)UOFwBt^$AkI0zF~J zs)p(QS8Lrv*T=8Ax@&f5p){D2{zebKnojEiVq2Ns^?QgOZ^{=`jQv z*&}VGtSIeX2Woh46%4;X_KPld#pzk7|C1I(yNo*NxHR2>I-zu+x^chA);f^a)KXRX zvU9Rc;-qDKk~8CzW%%c2l61%5JsK9h0oXBN=|^Jvr>72MTs2uiOAB4dYbPer<&&0Y zdA|eYQ+XY0uXb`D7yC~R#}D0kH411SEr7Upa6q~74x6-&r?kgtfpVv(HAQ}gBS$&) zEh;pK68=igH-#YFk_pcIy*y{c{lDt+9N07e2Z2>mt-v^yDxG)uhpaE1AF`n=w57Qs z%ApIw?g6J6Ya>t(WPB2sBTmG`Qx%{&UWB6g%!%gX`iyJ{nH_t6n%Q}%Y?incU;2dp zpD>uDsP-FazD<3kaxsku<;+Jy?Fg5WiLKjZXTK-0lbuQ`-;uRmPdmFwU&B-r?qW78 z&v9#pkpvT6G)(?ghU9}{id<2b{jt#~+ooN$3-GAYlvHOgofXX$LFk!`1| z9(0S=k#AmIROXdDi?H^DY4I&7Qtm4(YfWb7&blR!RsWjeWx_-08C@if z{`cj-s-6ZvjsGo%P%CADHc)6Sc9oElMJpQJSHlx%Y0D7?8AuMgHJk7V?&Ov#usSt+ zpf@JUYb{WNVTCCEmumrpsH>SrA4hDqC&$cBWTr(0x!we^xeBgQ(BHmcj}dBP@IziZ zo7I+69&nNdT!&_|HK+c7m@x92UMl)e~SW1o$R**;20!XcSpm15i$b!34VR)&YR zT2MJ$H9Pw&j1@Ga-@bgMLkW$jn&1~-BqQQFb_Rcuo;~c&98g?wpm%P1V_*4RGVb^t zYVWefV#{ceAtbsO+Wv0Gp?03q#PnyFyC{tAw}-kcL5{Mk>nM`7v;))dz1T`f(cr{H z(eZvQYt{HZ7=t5j4+>`KT83d$DvuoHa=beLE8$-0GjOeyYQxTZ9KJLx&)ei_+8!Qd z9{snW*^IKv95?G~8`P=xfxyEpx;y&kzo%K{!5X)!8%JJGMgQRX`Ao5}Kd(SlB`~)= z9hB3Ij)Fo1`TX&}uM`v3niaQ(WAb}>6I9yBz4{RSO5UxZ8D~S!CHtR+aqY^ay{3~V z1&tGsFI5v$4jx972(Jxl$o^7krykNpt3tR{NLPg*`&rQ_k*lj$p&CLMhlcO_V?P0U zJJ|N(bj*xaTx9>wyK~B}dm8!YG9_l$1E#-H?kNH~$ompL8FAyW-0UUk_oAtICdU2l zgd9+8$tmLD08q!#L2TM*O_3XF3kAa_DF^Yh|9hT^UH(8 zl*)KV$}{*ZMqx8!r3pVmFfCdqNQ91>Z(J&k+A;+MY=9Hgau40)FUDW75_avmzA$O} zcea4cuylXLDQs=@E}PTIlSlF2QoF;XJ_=8_EG+lC)n0~@G85djEgyq#z82lH zf*gRVLI!;)ad));TMhj5Otym~nu$1Cg}Hu74&heHx9`H0(L~!A6%oPw*`b{C%!-Ki zEF?JPzKm`eKu*aG-q+N)O0$EVPRG6D!7jV60XSe{ZA}{c zys;{86Xs+*b@g|j%D@a_dkfh#+KJ3g$cb+;_k%~dG`9^N%Zuh;iU3(Lmi%AP?~Z2V zQwrKVM17+@_T#N6mBFNsG~q%RMYgCZx9XSjq-QQ0Utw>*;;U+Gk2O^x>UmW;aeI}u zB0?~uox?xyO(+Qt-?T~Cc&a-4-7l60rh4X>x&EmAqkBC$(R-Z?{j8s4X;DM!sWp$? ziv&A+Iv4(5P_yEjA9Ev%>MAFEqh3FM0rH(_*=t>yd4cMiI$Fy#aqh?GH?kOyJa;rP?yX!UzyMnl(^IEa#3}j&uRVJwq@^czb({Ng!`nh1$Yxr z{rtW{%E$JKk+BHt0AfR z`=xQ*VV8-Y@wo)3?dxjo7;{o10%iJVv|CS}3LV9Rq`+5@p&HVRQyls{7Wnem$ zpf5|Pw9~;WS|+WapV^>N-f3VDZh5J0(c|J)KlG!W`Erb%;R}_i= zy>9NO*|@)-pC>=N;ZrLmeuG*-$-(Jx?Jy)!Hc?NyF5;h36#q;mt3#$)&H96UC-z^S zKUZ=4LO#w%%>OdY{c6GLDl_1rW=+#P*|Cgu{Spejjdn=DOl!;`K+Wfk7R`r zo#P%GG`VG634yJir{k6DC+YXckKVQU!;?892k-<{-(xElO=z%gsj#~svxTZB`2Pjb zZ*V^>_C-_$U;C40Pu-I3{XQ>TjbtLJb&m4nAY!;!`rd%wPQ0%X;7cws0 z`)Mp)IUh%bL683y_TVtdMkgHO*G|@#&?+d3(EAZRc20+ny56s;XKv01+bWM`AwYt- z3xAPV3a+TIH+HRUxN}rA9bo$f#=r)GVO8-R+ylOSq=#zzI2drAEQuM|V&HcbFHah9 zt7Uli$Mxvg=cF?;~_v#`>IPYIU1IZxFgy-2$E1-NAcme9<_0NRUD* z6s@X}Rab{)qn85HSsw-_V`DQXD{P=d-3&~Ya)Fm z@HI4?*1Fz94Ju3=I0?IVFW0SpY7d#%4#suYWC^i)0@9p?YSds*@A;@<@0kk~FRw5b zk4rEJEy8fwhJ zj_h`@^|x=E+FR`kHNP*e5OWy7Y2_UjXlIze-<~HwV*j+LqvlaRY}i~Ac|J=T;^mB?;oxH``PaPF=z7(Zzds@>e9jxr?*&p>kJIJ`ZV;{Vw4fHX=NqqNx zyB(|5>-lxAM;{$FF{rY5I!J3X@Mme$t91GPZ$!~8r?Nh<*(QC%$N$&NmB&N*w)>Ha zHzW8cc&Buk;O=DnX$ z=lz{?-p}Wp^WS;?@yByN_jTRZ_gcQ!HIIkmspu0*PoB3Y|Kiz(c_{uO5eD%Q~X!5+2c#WDQUwOzX zskByUKJZ1cS(gijg#}d%daL6rs$W@9ca%Euwvmxp&0e3acZYSyDeBEfXXSxnw^7AmBCKbW$`C-15oPLLqVUR>n zy20CtPevRHu<_3J_*0K)TlKd;3ks%uu%@UQ7oGtgI?i?v(FNoQvYoh(;6B~8a;`e# zh#rwh+(eGjnAr3uU2kQP94-&{+~aVC#H!c`|5)=L7G{rqcRLbyBlUrRA2af(cB&Sj z8i4PVH%J(5h=fW_n*hVZ4Z8U8N7>pdRtG6<`AAGySYHCkxeBsD^ovi-^ zio|8lHnnIMMI@dz0cJxG;{-BeRd(m9H`#G#eAK?kZO;Z~he!#06aOyqg#oFVHbcxU zUUw_;f!wwnxGn4JD)h9xI?gd!#)keFA0OdDpN0spIZg=&y3Ube(*Bp?WY&ALAB-@m z`J^#zR2jkxVXz05WPgXP?p*Md(|RnL%wqddQWQC2IlpL<{eVIdx)2-h#H6&G!aklx z^YFc%FD4=)5(5LLPfC&pBzpofTLeoX{hW02BLEp4Xapt(nv_EqNF|D*<`PYml=w@g zsakYh&vMEJ=<^&rcyP`cEJ`$MRWEPlqKXs0`mlvu#vIY%$z;oVg`bQ$63SNb0}A-bv{Vv(feC6NUJU2BV{9C1fbKb; z>+Jwods=2F5Th~%HYpbbZ`^)r z+)9rg$4h4Rjzi@h7#q-r7e%hG<@BT9iylRgfcWGG*+?w?pt(I?vxf+f8?y79#~(ZW zfDQbC?m^<98Reml^VyTi!9l8E>s^T;!`H*qJV958wTBei%|MQI0ID}|{w-oSb zY&D;ih9SLT5yhu`y$;C#56s|Ip5>+ zvQfK!gCNsKb}OZ5lL#fo(GWxgE6$Yw$=?fjB_H)93zW(i{Ybafy^Zsi~k5LCV9yf92C1P$7)$RRMN!yfTqd{Itw!Z-q@U zICzt^8G^+61gjru&~LosH~U_{G1D$=s^$?V0&YXME8h4#Veo+pYpyzQykZL1zYEC> zK(Ijw03A_y7btIfFJ3(fnQm%{3Pq?mF#OO%h>9;AM36z#0a@rN+0je#%%2BAybQYf zg3Q?4`<#B));(unvQdDZSV7)SNhN9a5!pcD$kBq^=1sOteMHax^~V>`GF%WSTv!Ou zM15zl13eD_I6<$_<>aZlOOyvV?6E=GPmFJqRSr5FO}{tR z#LjepI|uPC-54|CO$mdXT<&y21bYVXSCGr0xK!ZG&%1L>)%ne@GbbNa*A*!S$D=D(Lz4k!aS5yZZ( znEhUWp@(0)DOH^8aI+MG3z0x3?q~m#Bb)5Rz@|EB>5}xM?IKS{2RJ-bK)p&kpaNQ0 z2*LQ=EFE-}iM;gS1KD*YfF(1IUI1F`_45iQod~RDLjY*{@c}Ae81qzO#@h(Pe@>YX z(krG(N)eBZm)Z$!6BHI?l1Fb9B}9)1B6IV8r&#ctT)Wt%2^>24#7j_Njj}PsxFTt` zu*<)_{@P(1w_a3quhVyp1E^xaY~7NV?8J#6b_1RAwyJ5>3fCte_&vTo-ljA|ps6hz z=Jd8#*)WrPodz#I%nA$|lJ0xz8VaTl?03C55U+J9;kc@h+#4lQ8~KUOK1RlKLXj9g zp_k_cf+od|_N|*T&sKLh7wBhx{OT~x0-I-CG&?%9-st(s9Oe5KG0;Djd#u#mDiyh- zftdBB%R#&Ua`&js=UcB7@}Pc8xVfOR^e&acZWlZ@!crc$RD;Fxp|9WPnA=>NqWi>~ zHxcdaR=?4jPu1^BJ>EI$oZ7o_-?q$yN$NYHerEhuPTEVpnLAwCny68{5#~Ep7IjKo zwD2`lUAvy4PuY!4HdqTS2EbBYc5F{ypAlF(p>5fFO?Z)~qd?Qb90va$Y>hY0I-{3u zp{s?8#t_+HAV}?kYeI{P#42n!iRgWEzDz3te4yX)wgSD7PUVP(YS!K768&J#H$;#< zecfHqL`ESSu`5DzZ>By^j}uEpu}FFk*@YK$3O7oXy=}CMdhcHI2CYaAqR}%YKN^Mq zhhD;msgFbBVEo}oQ2sDw+$Dz>Eai_>C!%T5S{m}{nuYe+WahXh#<%K9Uf9C9L1Hm6 z70EjA@QIacF6H$EyXIA|Qa15DF-@!>(t4b{tl_B-K)13K+bAcELk&&HK45bq$Qz4u zr9POC(TdD}wxtNx=E38h44rvR=n2mk|1kBY8PLiuH@`=n1v$?fJuQ-YRNiw$X!71C z1C75nkDYrzst9Uk_~OIsf!1E*huxeNKAlzbg@Y1z|JwSSwME7L>49m#(Ox+{je_e9 zaz!@IOQ%m;!d#YImMSUJ4+XOX!EK6(Z-s8kty?4!*b9D37AY;uU00Z1T)&sq$biRo z2Gn-SRs@tg*UK@8pDdd*DC`liItA)D=-t-OO}Ld~eJdF$-I+9AtNNOed3Dpd%CnR* zpmR3D?n||?IAObV&bL7Ad$(-GR&9DdXY#3KTYY$D+*WBvz)@%*aJ``fCfv2*7dhb} z;XkUFLBsrVrG1ia{dz|g9=R3L-9_zRNF+JJ4jtAhr)_&Q3*R4Y<%=vn(0nb8`_P`P zT3XzEl;Yk6`(_4nI5+I%@`AG3tgZ^xx5yUWvCz8=PiCvInV|twO?NE}uBqiw>OB>g zY%)GI3$anW9<=AY>2(`2i0GMhy>V*L5Z)1ZdnipM&bM-QXgV{?=T&=Y`xS$9clrI^ z%0IPz$_J~iz#-%H4NlLl{QMwaoBp%=?Ep1Pam!V+K16XTy3~DlXap1Y=8sYWj@pJDzmi~@oj@&Cn zSGHH1%QtJlKt~&iL~aZgn^yePE|6?{s&7shL@F0~Qk+pQVq81G8rR^4I6?1PYq`sMrFbsozKiY zYwkQZ8l@sO7$Tsw_QCJchr3I+t=+eOomX2oI{NfZ$%wJZXdw7Me4P&e8E93I05tDTNm@lHFNJ`Z%SkCoeS!l+*j|sU#l8%3z_bI zc6re`%ccBKB0X(3I&HBqdn$x_se6pVX)FG}&X@JA63B0t#8qqYA>+&N-7=5Y-VJ1V*48Y3Zg{vsFgWbbIV7#Ekv4vm z-EMR=V2~T9aBom_NK!ApJXTCN3**@>#62G>S|h)TJ}YgqOXG6oc1`;I% zvpz}P#;k`?w%OG^Hf~hnqcU#)_*R{CtJ?ibljjh$PuCmyw9p{HRoPpWrLLZv36co+ z*;Dsubyx1zg%nM$Iv(Msix#Wl?23M0yPvJq{UrHb^5lg~WgH&=mjS4ibsVe8SNXkE z6~Y)%JXx`)fyq10-k!$7YWg?4zmpRRvQPxV!WqWF0`VMRcJ$pJ4u+LC0`Uk@;jEI6 zTE(2 zv7Cq}3n5=}G*|sN^g05AH@o*QD6Kt?r>*=ai75ur5Y7F+UHS1*Dln1Uw_A&}%|*sn zZGMOt-*uYmQlL4*XPbq$3+C5ywmxmI4%f!2sEQ2o-56$IKiJgX72COMTrh21| z-<{3_TTy#9;X>Pr^Zikd3s>>jDCWA#(eGLdWkRZqmo|@uuQ)d}oVS<~$sNgi#}7Mb z#1S-+TD!5K;$Ax;#(Z|~XFkc;9;U~E^Gc`Z-+~=JFNz#AdMNtB9u`{nbw+J_O}}l7 zoh;CZ0!?wK;O*uEHT8El6~k8~U%k8Mm+^L~MWG{PqR_Kh8yUzXX@e|V7ztdcw&eVg z01Mu}9I{LeVT`&GS*Gg!shT#z>*sl>TdIfYGu07j9~pGZ&YC{$>gSl ohv$ACUOEQaum9Hx?6c$9&yI=G04w3+QsaU^Ap94~@>(DeIs^nl>%qnZUI7nE zi2#2vEmW1{LAQ55xy{8NKp+Ot3wc=`@65d{pEO$CGN@R2i$-y1f8<)kd*>oQ?NRcY07RvkFV4{( z?u?yVLwm_oJQxCp6TOoqxfiullo#x5BY#Xn5J7~UfX`Y+A?;*0Y>Z<&ByL%gP~nFa zyz({9pqDFkv{mu}h+_ETWaiiop$-`<4LJ1HXW}YD>o+{6nqnm%N_$5vhHgSrPP5R2ePf+2zvg_E5IhJO^lg z3!y!dLEWzq7ygdi{a2Qt`w3#!R#tOL;_|HKDP4a(7A8rbRi7Erq^kb3Mp1?gQAL*p z2g`?am8T&L#)lK(Q}W>HJ)fF4m_hC~Sv43Fv&0%R6i=5u+)roOvYY905jmy_966kf z{A$HeR^!&YC3gd_h-$wM$P#L<1v~%sj~}^-F!^KTn1()ZjJ)PmZJsdWYUZ=u zJ*wrIO`6#zuhHv$qy1+8n}cDY!Z-@z~Z{y6^>$fIrhgAR#|cRL|w)=$_{>r10){&($I5 zsP)Q!C~#WWGCz80dAxJ;&QqSrT%L*1@4RS+;QnBW2lGSKg1S016qJBV|AaAPa_l=< z_lg-wR+a-X_C2E5@bSfGRt~+<g~je86E}++!PjdhVE#;{Y9* z5R*P}4>*y45`)P-ty%OF?{4lX0dzAlWo5zDbFRdJ)dop-w#BrMRQqf9_YV* ze)Md+tA=Ns>NyY)M-oTZM%ecPdW5F#g+YYhE@k?Uik`%r$gorqiQ5b{y#cp222_v3 zva&Gj92^SG&*dk-TD^E$KV$K_C_|Pg?$2p25gz8))RY106HzEL>&)2KSd()6;@u>7 z5sR__irjK61;U`!1AQ6_RtZrRHBrK03l9b8AHX^Z!DE%q-69b`0vAy@o_RUz3 z)!xOoea|GUQZNMoFtS8E2@|^DXfa50v!b6UHU8xS=R5XT-Om@*hdp%3&X}^I0zygh z47s^Y>6om!2q?!WNhvVE^RRMe@BqZv;IP-pDQfC9pUb z@4a)e27umM5`wY;fGA*2gSz>LtiS)gJfibY0JMD9xr3Hau0-WXH+W=O&r2E=F-UGE z&)>vnoR`Vd8reIM6fdJAjDaCUn^R(NJsIoFg?i77?s6whUVC!2{laWNJ{f`^~5zVoC;;CR-e zK@9bYyxnr-Fd&+nSQ)dD4lleSBp)U(ybj!56-@}A=&xT^j0wpEl>b+q6tXUd?(g09>HTi$;@)7Aa)1&0IH0sW0e6NExLnbQWZi6 z=>gI)ZX%G2X{4RlAvpg(n<*E49TO^3eyPKI=nem?uCK3>KWQO$Ww+0)vXI+-7D4fFNNfYD7z8a$K4}0V8uD ze#pMr=R?}R?}=Ko!z=ktmi1Zh_@Cr*axc0pO8++)d5XuazJ#(RK^1XT(U`uEF{lG)i5@r{-TBcJ1hVL z?&oYCc^OZclhgJq#t_E5y8d;~>njz;%26ZCeq!!wkx@1V^zm(Ci6@}SLZ}Z>d~sgc z$De|g8YEo5>G=5%wRq3PG^2)+gVCttfFLN#rCoE1FhKoXYo|?Ngz9w9hLzP*1 zSGTq*b3b@j!q;zwi4vL=XHf*lp>;|PjRE1y3OHvHW~EUa>()!7et{0wgH_a@baRnR7mDI zsv{ADKp;Gwb~yRCkwCPv2mryuk9N3gvhzo-i)FVdzh!U|YcQA7t!Tp3ly>TQ}*2#xi!q_wll&7{ir&BK|E z8eh{NRs|kBjN;jkUys}}F|l(G*5K$~^(r3^d=WJ3Z2;H$Yxf@DNjp0MT;zA7yo#be zx0ic?`Yki@=N(REDbqDvK?-4Dm9DY{-E{kS`uv_IBNS46z{JmaMZ)(lv{uM=x$XZj z`9Op*_6PFadG)H8t{)nyeQ7hn$rlnA2MU{e7Vp-ko$dr*RUm|Bk&9}WtSSIF%B?bh zdY^Jk3aJeJtVC4QPKi-atYJZRMlSptumRw=02$TdxFma+Ee0VoDd$k3YA(^|Lo`C| zD{m!OBS~I;6N$^qvjTFDn#>h0?|-x@N-NJ`_ENczqN8xFWcS{rly7xK9FJwbFHRV) z6T58EJJV8eAe()idZd=UpmmTwoy40op=-2}RYAgu)X$%Py3|;J{+2ZoY3Jlr0ws;a ziTQ$^Z=n7ya)flr`Q5HE-i}NEwJw0(*kOAS zrG*D;jrGw7531?2IGg@#1!X&0cf!7WIVPXkg)13ik?4>(b$y=?$krM1>dFnFeA5(AF=UyF#~W_@oSaXf0WPZcpM3 zZ&kw=qN2>DRu0Jhx>iF%G*YPb%1S_N|31$14&I`{e@ERRkg%i*E-(7oDZ>HPA|cxo zFHiKB*aYtjkoOBJRq=UmY>67}J$&YR(?!12A!t}=`%&GOr(euh;=s!v1CEhq8L`n7U)MUHY(J5Xbq0FxnTVM`t z={XqVAeSA?oBGdliS8CS`8ro5DS(Cns2f|R=St{V)QO!A59*W_*fz0}2~V65P8?73 z@5*-oQ>f54m&D4MXxMJcq&FywCR+YlT`$B$&|nA%;oG1A#a$VzQVeeE4itztfV?q$ z(9BCWnd*lH`#^rJcB7Gd^E$uCrxwhP>nD1tCd3g@oQ6!6W|OQhec0q0pJMg?ebRMq z8nWnPjxERb=OANnSQ&DH4RE24i+5ZPUWujssg{XSXbb;R!1BA*THp4&o*`oJC$ABF z=yQynzUC|!GEoS4P-fuHR0ht>0{$1in~Myq%KSyJ)bKp4^5=7N)OqYer%b@11E{-z z+Qg)=O!jBpJ~k5ZkiCoZbSrF zg9wEV99@?*X;pLw_mh24rxb#w;KGlo-7M%a;;~|wX=>s>#s!e%-^c=jZxgJ`p}ID) zF7K0hEY=uPvDrUPY`))~{(xbFcu*+haPCI)o>dk8_gH=*zYg2B8iz0YjUOhngfG6u zbFypz+}GTNPZJ>7q(rTMEe_CHB5d}Rfkx-Yz3!PEuva$ZO1k~1k7Iqz_*t)oT-gSO zQEU6>O&U*l?P?DWp7OVBgtkniE#hp0DFWF)cXe$~M(4AWnXmxTt}6V?)oK}2DZDg! zvRd#$Yo9eq(j|i3aJyh8B@BcicAA+Aw7Hd$`^;t0F+t({WLNy&7-H=b37F>Yg ze7*0g9so)IlC1(cs4_UU_Q}&O3wE5U~89# zf-@V|KSA%4oxUeNKgj z#0tb%vVG80791`woUu(1HLflE14&8oCMh*WfZ5Pc$VDXepc7Lu1cdKpjl+o z0o%@UThf6H)0J=y$na#o-HMa=)rZ!mP-7#^R(pX#uFxM&x*E77bo+^zZqZR3mih30 zu8gH#f8Jh4suo}FzD)Mcsm4xu!h7-wy6 zulfi0bNTI(BdFq$45Z2OOtEHsGNh)Y%;Efjig!uQ;Wu2QOjO-y2kS6c8V|JW3Q;tA;>vW+fl>T=eU zTDy^$l(4k}7BDyV(FKk!ThEJe^X%=CQ}0ld?MN7C32Z;k%+%C3u2E$%((GfGN>At{ZvIRC4G|eb{(tS7@Var5g_L$E;WGKV+xd(-K*zVMTdm zzDs?NzxF)8dj9fLEQ^-zWZsU<+?7;@E-|bqagb_XyY$JzT;48TwE=Z$5| z)ooH8L8{MmpaeA=B3M!T(6@jmDI+ve>Jz|4N5{Pj^La<>>vIIU!gGoJeLu$(7YS}M zkoE<1h$;&vbH@iDN}wmW-CYahJ$t44P|pKPhg!Lb^xM+tSv043Dsk1JDq{1=nj`17X6^zq)3%(U?_mJ$O#6;a!W8G`IU#z#g= z1pDq^E=GNZ_XKq(b5VF=?ydYs3xp3Eu#&50H<;~3{Di;D0JNipb zxi2-*_0)eABj>D%M%> z186a~qJciGU|`lWnkr&F=Af2JnN}}$$1l|p2_!Dmn!W0unj;GypcJ4Yrw%HgO^>dS zix_w9fx|bg(yLj1$ zyVFD3I38y_zRq~cf2)p&pEhl6&W-n2T%~9ml%x*w(*+NtMj9y@ozOR zMK6ssW^`+|hi6Y?EJy7K<e&&aBy}q^|ck^yg^7SM&(^dapp^UAWM68q}NtTLpk`p8GWHv%w;Pa{Fb>a z3f~l~#qiA^LC{q$hWCZTiFN&38aqNN#?1!HHU|l`x3vb#fkarI-dNsi4sDEdZR0s0 zpr-EM#R%L*dpLZse@bL&`T1$E9q7!A!tD3wwlEru)`ffCmXtG=j0cOJE2bDdUt?ug z5V1j@m6Bvtl0w)nf=Hz?rheHY-rVpWtkm}$E2%xHfZ!N6kWkLlAi3Maqw}G@yj$u{ zF{`=<{$b`BrLo#6S^jIUdX#X#!MT?Fr@!~~FK%agPZ{CO$eTBA>GiMvW|B&h0lxv| zQVygz>oDlANS-ojh`z4Q1y4r?GHBv#w5W(djRU9|j{Id6e2Dngf>%Db&7^{ggJI-v!PDMD)nb}dl*$a0cxNIkIl*r5*J0IL&?4x{B;$H; z3FSY`9wLTO!2SG(W@|>4a?$!{j=h%YXbyWkQd-SCY*^&6$ks=>6HPo@95I7P9NF-S zVoWxU4rA>)9FiI=#8T&?4izXcr4OWT&q)e&y7cqgzDFijwzn1xF33!KuuJvmSh1l9S%ViTq0-aTyF1%EU zA2PXb#GcOmxhKh=Fo_EQ@k_rwLxJbwY(kH}qd33r7jdjChqR4OojPyZWT>B*L{bV` zq+?evlfsET7fNv&r-kr@e8(-2EP=ay{CXwOWj7`Djtdokm_1((|HMJy-ge3yoUs{x$`Ad2BS;KcZ*Cu|7|Asz5z7_nOnK8WJ%%KIWPYnD0f~3(r`SLXMHZo3tP$ZBCFT8u@cYc%BGtF5MhTRp`T6~~(`o$2 zFCm~a--2hMtG$0%NrUSg)+wn~F6vvaLK4RGEr(G%qiBPLI2&gHk%yM$Vvyf*l{7#N z>;{)Cd4QG6&xOFoR!KdV`b0%hm)TjwU!Wo^1|cPNy^*{>a@`{bHtE(>h{$AHqHr%$ zd~au}-vGA4(V=x+(pi!=Mnz-d^>Q(AzXauJ5Vhw9Hc&q{cDVZVOs`ngvhA(wrENYb zIEK*D-(_4Cu??`7yH0iUNe@D(UxLr<=8)9FK)53gECwO&W<)4c?1akDHXBg5{CfIG zQ45mEv$VY(XdYA8k1EnFq&SK|%y?T;KiJ30zhD=ie=$5jK}_0%3U?fvn+w{qxqWO! zF=-8{>b8`%Ze!|401)pSkMc zu_~aSWb)mJX~ zPLMwGkOLC7;bz#vP)r}$KLI{kj>DXMfkGFX+GMIg`|uFdEOxnV=?RZsaJMXL8ZB@A z+gc{+d|?H(Oz{ms8!VuR&^dm}AP&fVJVLgkiNUjAN|PZ8GXiAbrLsx-Z*%2Xyg;e z$QX`9lev~iQTDsWIY5MCkBJMREByiAkmNzuI+h=wA=t$s76#FkFMAp<5|utqVL^C| zZC-v)jtxJ{mVgv}N3G$U7LCpAnEtTIKOC)Vi-`K|s5-QcUXDgq2qiDB*q|jG{_idT zPmD6l-u#Vxkt!b6w`Y45A`W8Ya@IX=A!Yv3Rs(}_QfyPKT6~7lVHDkdy#Few+6H;F znGcUK_&Q(+`Wm>ZcOuoQ!YkCpegdyLTTf8AiXtS5CxG+>sQpvi^;EJd64@ai*tGK) zp4tT3s}Bq6ZOD?Y_329O=NsTgKB~a`_%YwkF7m8iI$%Z@MNKLf^RygYN*GJWZM)RK zYjb;&d`%}w*;HyFsiOL!5_gI+uejB}08nNfnjKk{^i5orbnm#&13o7qR#7zmhV=G# zpGo~hYANFh-w9igBz7(b`1?-LB#Qb4SU>Q#kIm3PpZ$|d3_zG45GC>OBMh<^!QSut zhZ@yr_rfVn$SzHw@GVdD{fyP;)p(IKV3m4;oprbNc+22x=$WI?yvNtYe7UWE9TznL zjJALe8wC_V+;gZ*Tl)8KjqWm*rCvqq9tl(P?eJf3XkWTr*{4d(ffePhTEAyjB(k6g z@Xqux?DN~xY9@|*`1p2f5}gK1Z%FrAv$1M7nuo`=C} zvq^trd)`QMKsNIXvN{j7;AcwIS9N(hE4?8i?(g*uOH<-a$jAvya6wh33*$lLz9hUm z<<2<_sUUSln^fpeQ-E}IVXDHGkH<1qFdq_8z^7{#KCHXQ!7?HzIW`6fq> zxAP;jFba;umV}-jcJ%JYEnI^22l+5$vL$ep^c25Qo+H{IE~#QlJKh9Ip6QPjFHhj=@o80D_k?YG6_ zu&d^?TY9zmFW(jp6n?KNXu*4iPNhLNspL#qYUF*Y`!ILrSUG-lpy*jMu% zu&o~o$y9Yxpts;uZ`Wy#cSu%o2&>^nr!@MFP;`U1s%ty0s+IO z-*r}@+F3j|*&i%rRBCv6Po~!j`H$lfJe$ziEb}@Sl{yQR>9h`*-=#u}QTC_z#FGko z-AQ~k_^aCm6ll8}9A!{3<%uFr$crz3tfPK2KCE@ZN85I^L-4ZWv_HXua~S-9iiJ@$ zA$7}*l(YmaAW!1p0vJQy({IHZ4lKaDizsBeCMf;QOT>#Kr_fTXP_CxT9S7I%evL%k zov`{UroC&A-xilFvtZ$eFHqEU;<%Gs)ArwKrD(=mqS+w`{OJmy{i@r&wcB9U>e>BJ zWDOAOQdz-=nxU<4er@o_kcN5?GPxoNyxLuTpv+t4NJcoDpQvkgoS~i1=7q?h%j79O zuxJ6N_TH!p|G1+&bMJ&hjn=;4agmrjIsS?S;T;w_0HuEi48SAg)Kp|j3g+@jZ>W2L zfwv}fFHSPhRr(is8tg&27OiIIKNQ-u z^4#9J@}?-8Qt&yiuyR4fIUts+1LSQI1(f(tmJAe%Re#~qc@}Z$vLO1*wgQvI5R?R1 zs>W^>6Iu6pAU0Q~ETSNu>F*Vy0u@`?%FymWsU}_en)}(di zi8o17Rp=x5xL4Rec#w``^$Ugm=og*St^+;W@qjMM!g3JBX;`cpDf7?uaz8r|sZBWT z=*m=QJD%fDb0ZAc!YR^S+n7~QD*Eq9P`#l%RHItN$rVB92dYR8L|?;xA+$d{Q<^Td z#;WV9^|Pf1lc2>{E8;a%Sw;|gD$R5fALpOgnLOC53R`~KUggT8LDLbzraatE(scvC zegqzVvX^pzAy(YQOtx3|>LO=Zrd#6c!yeOUN%`DaE((}dY-f}?o ze%f7jt02J^Wrtk#>*>HVdD=?IOk(cEv}%3-tmGR@qh3lttr=+qj;F8yr=oK?c3q0T znF;gA1o|+=LQC;@o4W8Ra&LQrCQd(oN?d#%)7I}t&q`uQ}?XK5AsZ1klt1BdtA?#T|vMIhM zY&=$751h{Aai2}aEdPnoBM=8pJqXm}`@K1YnuAVo6mg5Tulm0y&*F*q$jtne*@<8K zLnIA?A~}T!C1#U{mrf}>R)786!NJEJK9%M(3cendzT`vm%dFa~+k^UWLaJI*Q(d(j zL0WKx%f~q-9>pwE&zMU$xAG-wOufRN1nK{JqrheXZq2e922mzY0OPlq@Mx8P@>1|B z$*N5MNPGhq#{g&!%*UgLl9OQOO*wAp0TYIvbxBAUI)|vZ91k^ zY&*a~Js-3UwBQRnH!~eD%5-FRP6bD?!=FB}XOLHBNc79DI@)BMo`owl%br*r9r&-^ zuOw??jNLzW-(~WcQvnJJ=#<)!vwS22cQH$^T%Ir_Cwpt2>H0eaJ&{pN&!Q4)fBecuJF`BiDtMvi!(1A|2e{Vo78lc36v4vkyLYz+^;epR?;M zjhkP|en*Y{9(CL5+YdtDn|;l?2m|wV_PN1vIgt{3IUO)hD}}Ka{+=J_NnA#<=*C;l zPhcF7A=AI4kB)9QG8FyfAYTrwKZVB|Uc^j|Px;dNsvkA~rN@>7b$A)lm`KSfP>%MY zqwWjz+2otBKRp6A((B*aZGJ{pD=gOq!L!W)e@Jp|*XFPFujxFpPYr;}Am}XH_%3(O=W{+I^`sUvP6jVqc;U^GgZ~|9??Mxi_koo;tD4uZ8v3y)e8MOM;lfTdw+o-3 zQDvo7_+p7BL+hlc>$SH@ir`e`U}RXw`j$ApMj}R&B))NThvhQz{X7tK+O)27 zExzr#hxQH58bOhR;$4U{Qt*|M{w&$P50__3R0M{2yCSNZ@bDpy@9+376lf#ciIaIA zLvpgC{D{A>R>RmZlkV0})TMH$ZQ5<2+iMyL3jBk9YwYlI{$G&+ETdp! zVJM?ctY*=R25GCAxFE4M#yj>C8d&6VsP|l{N5yCXzq^NOtU8sQBG`Z&;kNb(Dn{j? zt09Ez1`qwY>Ham;`nO6d;ID6IX2KiQGgf)GpiMUdu(-HSBq<-yB2~gD1BUsxnbLz` zNLE@M{o)6nlOIk~MKeN0DSLp_2T)GaM@qsCbM|&6azchnndw??@UL(x6JT>}{1M-( z`zzE=KlRburTO~^v!&bzZg5)a1iEdk{-|(mVBQmWaU0ZoflyTxU1VN}YjvVJ(k0*x zcn^{yS1kKCp2;och}MviHN@Ic$KqsXhqw-x$d7cw+`!WtRfhwyo+haGSv*I{IW#!K zjZsP%MWuA4B2+Lt+E`dp5mz9R=zD%h^`vOCt!IpU1(Ec6|FT-QKg-SxHIkW&wD5Sqb=p! z2=?;MH-(a2eIFdHiw3z7C24`+s6U8Ufqd=6v6!(Mn&#$RMejr!RU_~5y=4U+Fa@tX z7c#XbaKD~clYBV+>6_|b*&ptByalrt99~nzE1?N2#3?@>yet6N`)UoZR*ziOOi?~k zxSZPGG(mYkABvyO238Xd_APSnRWCA`?u307NYO4(?G0)79c9LH#)ycfQyRzQRi*K7 zUES3?qp!MvYAADT>>eaB;{OMB9t&zf!)u)>joTW}-4s-<+iD|SnTo=QSc;!H-aaXz zRGE&zF*|ztfQxH8nP<@eoYd_=+(0a|xzMr>eKh2(cJ8%+GGr~xJ^01t0uS|IM%$M6 z#q4y|V~H5zs#F$wZlXPfhyTSW>QDVz318gj4CE#>V6nQ#?Y)pY#7CTJ+_42nSat< zV|)Vn4W_Gs%Jwwfj%`6vDmnpaEjiXAV0Xn!&&EIcUILuGsu1BHdEO?8RmtWM*tfPj zo5^z|ybt9M{JW6^g$gl}h^Q!TB=ZW7R&&OSsjbaf0jQlXv?ThblTk;4aWNRz#ZO|_+@Q%@W<3K7KolD z<|vHNn`Dx6oY<@iw+aqS0i&msZ9bIf%75cg5QH0A-NTBc&Q9|u zx?3r-csQvv74CK`bjS*Y=TIU8yE- zZ_Ocv5(Ua0vBXCs=FcYEQ6!|OZsG#J*QvQ<+iu-wk);6-0h%NVaei@qCGkr4!z=yh zf;kmMWtHhQma+8vaTf--XnA9$>NsV>`oz}VVQ=(>=75UVSYi{?hXcaw3V*GR!i@-t z>(*>0GiIX{j4Lu0c-LwJy~G#q9XiNQ2>C3)h2Ql8wbm=W55?KWI3b z7gPeR3y+zuC2)N5Z0x?7nDv#vs7Bfc2GcW~#UT`W)sy?itzR=+%X||)JQ<8FhXRh$ zC<@s+U1M2y^CrIQ=vpc|zX-VH>x8lAL&;s?XWC}f856+f(J#{}qBUWrE$E@kI+M0A zan9@RV!JqXl!Z;!qtpW?)2F3WHL8Ba!-fE+v)fQaT4Skr!vD;Is{v%)WXK{b!Z*8ajOatU`}JE zSaT@ds_eXoG}Hs9kdvZrzxG^YazTQb#30Tu2d^Y}i@8$WX+rdk`X<=XQW7!C8CNj0 zkb50z{_#!1E`ahD9oV6d#pxyyyD3*D`mJ<&Rh_9h1~Q5!XV7k@q&tZ z3&rc_QrM+3C^wCC`68G^$0|t@&kePgE4<5NbKgNsToX5c@x7{DB-p?NMY052ZABni z%WoZ}57x}`klmF^M(R9Ax;#|v4WrBda-7**t%$su{S~jNa3+r!qR+h&#C*j-0&+Qg z+!kj;MO5+r5J4msoZU`o?mnzyX_Q}GqF{ycsl8gk=%jR)QlXTK?1oWRNkFJ;2w5L0 zvD!e*jNHli137QnSuVcBz-$=adSktf2@`X-bR}L}z z+p_yoOAkI}6-z}g`T~Cja0OG#Un;33RtJb@ag^^oad`>CP0VIy;{CIp?w~; zwmT>W0s0tOpU~V?3QzAgCUnsk5)?5~CRnLW$0^;59XeZh54$P}70zf(d-ZswVH}_4 zy0;GpU-U2qBKg-}_*>7-&@T@wyVF0$1qL*MPn|c-4t~1z_Nk-L%NuW&eaqSAGEq?B zG=D1B#=PjfM2?VWXWi$5)uRpdodl!O(T~ibk|EC!eWQe$=Pno5Yj%%jU5)jLuF|vPPc>4A>;<$Lg(~ur0ffdttH4pJY7CK^HU@-`6e1@~xNf_Ko z(3y7>3rl&!%tdK=nA{FWi&WA7f|<}&oL$Wzy((akJhnnq zq!gP1@%6Z%uJu=Ia-3r!If0bwFzNQI<&iF*z}E380ze#WDRe!@&&9}1S9e2r?ez5^ z^>dyAw3)2e0qSC6wVZ-dx1#o<(+j9IX0mRN3-=UUPR=|wDJUtyf|DxkX@}|Iq%MsA z^dsrv{M*W)jRvh5p* zdU{FpK44dj5|4qB=ruGwFv!}BIXdwP{g{WNdpoLeBiLc=J#Ej2WyyP@`;rW)o$2~n z!Lv_uVpojbFqV+1ik=QM?=ecpq^>4b7TWQ4CG$FmzVP;_;54=v?hcG_Q+13u4*| ziuCcm5{w&e>~tBy(k*xs^4z(|I}WIMd`DYb{gyUG_v0xTzSa{~I-RN;2dr(HX}Fvt z1`o%Qr4@G_DnW2(u9vx;GZbD2nVA*V_HUP`ESRq6OZf;4wM-Ar?MP9Zr?=Eqnc4c` zxRq?0z;=}k0A=<4^KL_?w~_O=-r}FW{OtH<^fSgZ$4&UV8FuSgZ*1e`8a+C1^SzSS z04FD>XcOIk$QIk`LHw%vedUYs@j4DjPz{o`RR5|`5PP~zo2mJ{tlfkx{mt#2;jX7? z<9l{1et*$X?aNtIGyVj2Qm{&H<|{M)VB6eHzuM6%9X|Z<>VfuhAXO>cm)7@~)Z4zt zD=&biZA3y&!v5iiuOq?13@vTTw%5V8Wl4fing=95sLB}!JkTyl4Y{={Ql3UDV_^5`f@`ba5hjNx>k@nc6D*o7tWOC)9vRd zaHK&ic)u~%$yU;3@}-8?=(DzGrz;6rUcG`(C4*(`zVg3U;jd@ga(bv<$SaHbDCPf5 zvi0Fi1@TN(MeVvUF)_V{d;xa^#bzNSmoJdrLL4Hw!M42vYO`@jvDl@cZzsLI;U)0- z`Qk?~gH)y<;qu&tD5!0B{%5cf?8BCh z>TZ=a#|xaf0U4*&=u=bj-UZW#epz!y`C+9Z?pEV>miw6)>>+8h8EvwvDds(EUcUz& zK8U-F6&)QS<1U#@NsrIgT@~z99bNZ-o}uz>t5@FzuIIrBdrvC@3E-s}o1HK5Vrr%#^49i$h-NMvUM#SB!^JSX)0~ zJAQ_7@H^L^O6m>g_V~+7m(GcXmD*&k@ukcTG>Cs%-Aeb>X}U6*?TsJ77QN(y5AS-u zt37C`XKV4;mJmJN5A5RKmx4{bl!H1`I98$v?DHRPqOW#!Unb?N(dX$h>V<$MZa zB%U=h1@8K`?JZ6No#$holhR7S6LMRn2_O!#{tVcX*FrZwzh92gKDC)zm@IR`k$k%75zh5s41LYBruS8 zrdjl`{MOCT@~0t4+*COR%+yez#_;wOsH`*S!B3=C7t7X7Yj@ z2tLceC(r)aW!8H<&|yzoI(vrqv^H1RDkcT5O@rAdiwCTNRka%KZT@T7R%vpKDN6m&tKbZBSXU#^6by4dF5A0@;* z$a%9D0`oE?YzQzf7j#$2LsII@S`a_`?=C=$6W0ee3;@sfYDrH5H^7eWD`IER3z2gx zNHIsg_hom$XN4jzN`i+edI@CPT8X2suQs92gI%+n4>w69y~fef1ZF~5=YPfQ5=!Dv z`xV@Wy+@;!_IV@OII6QZO;8>{n${KcKm^nI963io?;{C>$}cSX9$yKk_2#~^*Ocwbe5OJcbRM*uI#CywO;R)ge5E3eH+4PSbok!aS3?pP zk_%#|t}7cK4rkj14}X|Q%U6{WPcXH8vZ-Ki<&VaC%2J~D>~b%@x7CC4qn7I)-zgy| zRNl88yYfK+h0;+i*Loq8--c=}CL!}m+MOu*Lp1?Mo6YrS*CXC|dH=^@y3*-k7!_{` zDsO&RnQf`9C`os?glN)zNG;X~C1J`J>{e>__=&(WxoUq&G+bCU&#h0Rk_vUD(5ZVE zNP5&FtDe2^o<26eTDic`8}dki7pN>@ta59 zwTTS=103F$K?Mf~4S}I8Q^$_lxK7h%R5k&zN5;ts=w_EcgSB5O$mqIuBbL#FiYI^> zXorS!XH#3xOEjLQTipep zgVBQ!r??)-+Yx!MOC2M|VR5O;$SOL1`IIH7;DW%BAA8Jd+B{D~Rx#-J1bH&EsRt8N zINk$A-sdWXsYwn2&Mcu?r1kQ?!0>k@I9!cnAW{0BxJ0$@=^M-G`Q?sv=_@KJ@iV)j zWm}u2RrEa%;eJ#Z$@@3FU5QvfqwCwHR;oH(7JZ&FnfX4yT2UY~D-bWRc(!89&i{mE zC4y|li|qR==Skg_5lo7K5mn{|&&)Ou%MbRv06(!{=iL|e)igHsyC9c}Z@J+# z$*v<6d3Ak%X~~yjsCnlRgO#$2g^_$QSBb$>^8oNc`$L})|9)1Df@9I&n@W6^hZ4#- zs|rd*4@!KBxUzKfUMxjq8lk!dYL64T5-C#M;h8fhHDPDtr(PW=gHjz48UFaaS6gp1 z^24hGq|G-R(b|aVsXQ|Einy@`_2M}l? z*JRnHHa^1I#W=bAN}n*X*}n2UmU#BH>dHz;FxI30L(^47wbit1T#B_62<{Xu?poa4 zDg=tV2X}YZ7Ax*riUfDJpv4^m#U(f=-@n$m<0^|}_Uw7|oj`o-eH;#t3R=YPr5`G1 z(O@X<4owma7fxv3eLJ1Ta?YEd<0VangT&%jsVFMbk?MBm2dO!Q>^P3}v8u+2!#^64 z6PfCRvz1T}lOY4Jp{qT!QrnOhwQQgDq|AmUtpAWk{L>np6%V5%j)>q)cA&|G2DLDd ziZL)noX6kjK)Nl?9k$VmsqGm$X!8Nw|K0giZeRSejV%TZuICI3~2rq;%3MO$&SL{)%&}%`-K_fsGhIXb5 zQiNF8iInG8b^!HkcI;NT5qWqzq0#rPbdfFeMe&f&(mcHuE`DmwlUXemqHmAt2;OpK zw2oEwQnLuI96dGFeW=vaJwfcJ{24c0F_BWwE(TUqZu8X-gE ze9)3KHa5ULQ@@b&{VfQq_s7u+sFyg#0M9%DuZvBn4uELHaU&Ne8 zU#hr}XV23DzJ3m{+;M*cfr(Mqo(5D?#q#qzdmq#CbplMUedhF(xZ= zMcYpXMu^A^M9b(|Eh7T5ce?^tGC5qwZ2C0!R<5+bz0t)W)iXomxiM{mr_)ukeDqk> zarlf0glmN@S)o!}8x&7tbk=bUgdhbJiH@UpqQ28nR!Rf)Q;PDN$I9!j>P3J6j@8$;HOe#O7lCM#ydI6ZUmHUOpg)&?C6Fcy0YchnK2BR3jtB_te)n<1VVAPLc1h@r zrOH)f#Fz*?jL6keR9CL5y1^|EFuct)s=T1@>@g8FPh9`;r^E3&H$+`Dm-f zJ#^dB=<9+4csxu^NngC(s&ne-(>LF@zh7Jk5jG2EYvsAg2h#QxAm#5&>*hjwvs=h( zK=*`SQQ%CZ2(B%t3^ufz7@|+%xETpZ#11FNY9(i@7z* zhId6Mv~AtMEx+l6Nz{&pf@wB?5*FLf!gDzSv0_4-{#U^%j+<_+*ryMD%ovqI?e~Q# zbrvZf5fCPNq;!#)+P_~a>HnI(-&c2TSJR+fj>M{Y5qWX#=CV@7Ha^8E{hPjb(qu2q z$?kx*%0$9->utHWnL~VD*H87cm9`%$)x$q9@*A5e>2pPl zARfkcMCy>YxW!~ zFwu4lc+TQ6D`h2uz*OROX>y4}zEP+GzyG!EoPS(mODc4p{Iq3D2W2k1aP}}flh+U{ z5-%pu$5S&So$!^4Xifrd-II5C1_(GEe?0gOS*C1nS`)aqK1C-fT%0%)sP(}6i~d~@ z7`9_Oga_Y1!)7{Gy?^P#iFcjyBR{Je${BVlV{H#(y##NC!$0f>rNpz04L z14KDwe>S$y#pTj`#$IVuDF^js)!Hb6?3m2)5!L;*A45d+@zp;Mk98@##zYCQ zn#OL3D;=~6kK&Ja{&T->QXO2!GV1S)F+}3zFJ?_2CW;NNB)|#}Y+E4kKfUfBeHT|Z z>)lX@z2u5?WfKvyUCvYZ^0NZDZT+0g7q%9V-|Y9ssSl^A6Qm997bW{f+tGTOPZ4In zUQBW~0ooCkfUSN@{2Cx_*X&6noa?oE)f}T%6ie(~j`G|(Q_dx%OVt5k@EgoIw4LyF zgja!)5!n6DVS>IrrjdNSJLyIf>@5y-Qd`zuq?`zX!ys^Qodv;Ls?HYhqzd|Gwecq7 z5HMtl|1YT#@DH(%*wu7oZ;WEKdn)@{zN5VofQ_-@`>E_!fUZWrS@Bp&(VD+Vyw6sx zf-ITSGRI4{Q9SH;|K_yt8)2q)@cmu?e{tsjW{8mfp>*yq1^QF8!5x(-uge1xibLzH z;1xVE3WU02punEU2P#807kNJswCwXQ^+uXvk%PA(Eyi})Y96gkF=Sjgcl5?j9F(;6 zW}&gY#1?FxM0kd7Z2t*&T5dOYGlY0_E9*%DRc=!Cv+ym*%$cg(EtZrEf0b2zHS~Sf zabKXHYoGgw5QxUbE1~e|Gtrkg-u0 zclloYs$%x$x%oA!ttKywdn3i#s!u|fk3(L!C$pxy(>#pOfS8*@8DgO|ar~?;Gf_fKYD$2!gI^{>K;wZo zbXQq-b(?H^QpN^XDar^45$gddT;BCgv+?wDb#{OH+EfVMfS^7Xl3zp*>?;7So#;+J zT;^L@E%ysoPGfnKXxan@Pn9C)GbJkr8Dk>A8Cs_K+?^Kk^!}NA$akE-EQu`~k(Tc63LF-(*tJZai@qYQF^?iStA~cFHac zRf;llYBC}MhaOL66H!$D?8b+v%YMKgkaQG{`=}pqdX&19tOAUeq{eT0e$hvZ(=12} z?D_kbFd|f>T3ZF`@`lQlZd8N5R9V;g_@;EbGmk1TCAS0pt6=afM+-&m*_}OtlP-9d zOe~K~a~!%onVvE`u(h>6NtG8UV~Qng7=S7u(TcHH-I#6+dD+cBfq}lfj?qy(n|raDBl1J)hGtHw(fb-n}c&Q6c=|xq|As*WST(T)&dfifG_D zh~w!E3yD2e*8_|8#?YXbV%5EQymYm<9&M07I8X3PkWybEu)F>1v*b53Mh71_5DPKy z1cw7qQDa05)CM#M+CQ#@5SR+OpY91hOs_eg7B+t}#_kfkcr*UGu5NeoHjTYGLYUGJ zG&)B4pEUYk?zB8LZRs7p6!yK0H=x)yqNH~U5xsa!ltxb_C;pBmf-ZAxyW2}(`4*9w zQB6-kiJgs5&SW@@s*=R{xcn#SpnOlYjFfkP$5rR+?M-T@ zC1XKoxk&z^tn-a?*WkZWqU}>;%fAj~QM@3FaaE>>=mBxvAHXCh zE%2`IB00~flwH8(j9|cvDqOK|*|{?^8O+=0IpUcbnp4;cT?};VK$<*YJ!?xus^UnE z-c-x@Om@B#dgJ%OAfh!Q2N6LK)@e(gv)hQvmX1arIscDQ7(OtA0-ocm@)g>9++S2L zb?z}|+-g~=MZiLHo*locAF{9A8O<})`+fxh&lnwtZN1S4|GI|>!t2f$@8mhW86W|D z1JL9Q0LQ~001&B!X$h9!+I_j#6tuv?lUsqN)Am#2glj&FQWuIjN{lz zI#GY^st?ukb(f-U%I8(m=-69uXEMWi0JCf0fXqG$9H?t=pab@l5Ml<3!eSOZw&I(g z`cr4(&Sc^E&E*UeAc+(1wC#E|ebK5(QV)*^cV-j1AivQKNj(*9ZJ>%AO??vD%$?P> zyDpd=mam^`rAy|=>z~5|Ac_1#5WT{F_$GYbqs_4eNvZ9fqFX_9%H;~C>NBq9BkW2=!FJdK^#B9xQxdU?SR13S4u7`@V#GTE0!mTm4TNdqP!|4& zxj0#89#sUT9?pRItz~_9IEeXOPR|R%>`Rw=-Jzw(cI2xloLUi)J3YH*x}N^=bc}JN zCao(mN`WU!WV}l^`fHyT-quxeewNY$OGQ6t>mjVV?6xZK@tbZm=MF8d-+A;j)dHiQ zhK1Gs?3$$`m!h+Mcy`3%7*)!+qcDm6C6@1i=hLNMHrX3c?&pdcVfVt2W3=e;X!f+okd!YnQ z3tyVv?;9a6hz2#4`mezOScz8ohirI${!xKB>Y9}s9$Z$+IDdtkJKOcjctdE+a=@;@Uv=>``TKQYAFd_%lpkD`U}xq_yP1iOE!qZ{dY!m;=B3e z9%i!5l-U5pFs|&&HXa0E^E}JwtKk;da|8R2-&+CvKO(==;6NtJsQh2&bXlCvhDOF2 zW2g5zF2>ja=&`S;EIj69^LashE+Q}2my`eO35m+#me1F9()PbEe&t7?Q3YMxCCec; z1O*#CCOG0fnV25K(^JWo8D&@qwpol@`P%+C2!h8RrHHNB_9StLW3!MmlgY(F8F;>? zLF_Hhj$Q$Mhd1g#%XO zS2DxyQRb|rcq4`35%4r`or4fC+Pc5B{saRVW{*71nHO$eTFGdO$AN}g%!-eY+p%d= zWuF%dJ!3=2^(vt+W-VRGsnMAftavI+JtgP9Kn~wlT8!+A34W(0Bn0e*!MOxw+qDxf ztO~L7*?w~`quwlJ0_%aE%8)>u6`ttPFj3%=nt1aszJ<)V2l|G&yG^2t;CYsRP%rNz z%KnrGh1-}T|MPx_w*p^uf%snm=TvsIT}wrciL?P;j74~wctb7-GB9qdIO}vH%fn@T z!`*&0PqK8l6jI>YV^WP$B#BLNkZ5r0JaQQbW71J)6* z-n`zrx$2~p4v^1BPN(p<^C_%tnU!UrtBB0ar76-{NExlN?q1)w`tU-(*I#neof>)N zp-m^}LM7iWY1oW^=kuM^@TVIh!uOQ1mpuD5pNamjUPo_#xzH3Reb=^$2Zee+zWm5{F>58!x;EpH6l4>y3#IGR`&+)MtoceEhy@GmvGgfM`+e7^}4- zpri@K_UBzb-b!Tnxp;d4USEkrY$u7Kym98E$7H`BD^%4M8pWT$m2E$I;3E@|{; z0FG*7`gpqm5>#TJ?byK={kGQyaOAHohZ-VAKqH=|nw3>Iwu=(evCJ_i&Q zvPpj~j660tg}OOqG&RSKCxmLg7^`L?v+M^l*&4Wh<}s1t3jBh?V*%{@ISbxz#Najy zAK5B7Jxe$`s;OD=IK>{1eGtn&_;IifU1_aQ%kiG_nfzkzmdS-&plQdr^49QOkus?P zkPFNP`x*5aaaO%m#;*NbDmygNT_X=@f2=nW;Buy{TClQ$FK2bCpw+bD{;_&nXm)hB z0-RV>l=Hm{$F_lTwA@4Aiew_OikmQ%Ua&~HQj#Pok23j>v(4sebXFESkP zSfc|rwamKU3YY<(9R2a`_OTt%{dw( zzRmB=zz(+S5~?3%YISs#GHnTmtgF$&iacy(y;4yvT6${-RkWjG9X@j;b2wjcI-k>* zc+|ay2!BYzejXX>#D!P|)tyqv6Mtx(F3C+UW}dNtC>$|)Yj#yLV+~XY*!3o@h}*rj zUoYYP8t92tC34_1>9dVy*SA}bnIM^V>{5(esQh<96Q_&z_F@g*VO%%0 zjDL^#(3I4W0->&6^NcNGw4rQ)FfZK@V)KB`#U z#2UBg-ezUZmCv$hqP&G=D1!;;PX=lgp|UQ|hU~>P3Yk8d6e7%IAEqMAtv4oU(U&6P zf(@SBJ2sm~4%Dm<6#pV6cb@QTdfr_WPVQA2lcAnTOM{Eb6abO#T7`hZ=mv2Iglr!A zJKuN6FZDKcM5Xbd5y@tCs-)SG_#v;IR4hcMPQL;VgQT=L(8#MUQ%8l-57?6n{;BHR zZ}E@ID&fH%ks#}pS6%cx-l&6z0?haq@yE=(mCc+7C*(fK_JnU|f>~C=18a2Z#?19R0BOx9CtI!)}Fv`JxJQ5h(QU@+!Y0M*t=syeP0C zcD&rspCH5SBFn*!2Vq#5lLotx06(FHM5uvv>{@nkIi%E@w#LRb1K69DC+c1-Gkmkz z9i6ML-|0$}JvdyS05sPjpH@2QG9@m*ciP=1)z@{FaU|dHM`soEBHTSKr)AejWHvU^ zE0p%-55>dBUc3KZey7tMrSp)EnC(gHuKCW#|B|JW!EvGj|J%3O7e4|y3!P@U-YDSEdyUZVJH^#Pa1Bb2QRiJ|> zB-iB-*g;&1A?cNO?jO^DKzV7Kzlxfgv7y`Gq~?`O++08dvJ8De{%PA5Uf#@ED~X1| z_^zu1c1P2$s<(`{c|PdgMuWsTsRlP!AkT+u2D5Ms{@vXPa?NT-~LlKC5NaC3x4rwIA#$={b3Wu9eAKLvCM>I+NejN;HwBAQ=CC& zUq!U;jRRGIEdTYdDqirVg0wX2h*`^wdEHYO_xui$LdK&tl8(+a=jA7rq5T&95|sEw zW3OL*V0-FR{hIOi4u&6zKDv&IEcu}y-{StrUv^(T{IH_m-x_&c9^1F4&4IoNremiD z>SVi79r;YBEa}Pm?ST~)6K4rataPDdgpWhK((G?L6r6emf^I!&$emFTOby!;kd*Bf z6-$ie79qeg?Ya#>dt)U{o1yzQSp&47Y1ku8wX&n>DM{@yrmCQ?D`% z{jHJL{TF-xZ|sVwLxOjHVr=!6>XGaISNOdr8OlX7T{nR9FChUbmz`vPdatMi-T)fF zpA*X>Ru|DGThCl(tkooPz!gFHi}A$%-7&n~W?dwDOw;jYNjaRl(UO9y2S^OeP9!|L^659jav{@TgvS9kSy#Ht~fp$!QY5U$;n6sGfs!~bhLirBL{}5 zU5oMWqHfjvUnrH9fBwD=p~fqw3pKr(GPbZk-S7$dt4R0%SpezY!QoJHI+$&9NR44&=UIEtgV9q~@t*FgfA^11PFl$A%bAyL1Zy3F)}2nqmH3z> zJ7*5Gf`RwDiT*vVWipo{FdXgJ zC0;Z(ri|va>MVF6I5-Zt+v}3x`cjTuSs?Z5xEgb6IT?F>S{e-+F*UPznXu`!?9Wn9 zj)o6tI1KQdsiTI^k&VP&96(yoU04!M@?U-HIW|FL#&V+naFov6JWME# zJ!FrA>Q^pTtO5t2(&NI)<<`TB2Cyr$UR`y3885ik4bdgI zl8l)Jf+|VCx<^VuQi@zu`6sQ3Ogwz%p~(nZ44tUNdsMi354(A=1E!3J60f3 zt8X_N;?DQ&M_w6W)Ya*T09@T$6M<+Y9sKd^^p;O}#- z1gwuONB*SUvZghto3WOs)IW)SOA(i1^)jwt@;N<?6-i7FWd`*5CVz{pTF%Yo0lsWR4L+=7@Iatj%@FlYCFr-3>(CJGTDo~FY+$ww7 z>MC!jc4?0W*&F_(P&Fs*rE+D3>G z4|C>rCJCPz>{DMD8hzrK-o;X zCjl&_%J6LYLDCIYN<60u-u=Rq!bWNk{2`@(xR7T%5=jg@h(y{pj-j&tPGXhK4)Z|f z^4Dh_J~8|^e3<;aHE-UU#QuJxgXzjK$G_iv=|V7VN^~TVf$!xJA@>VQBD~|A`%I@S zpUr;r&aG(d({;#N?vGwHs&+MdFG5%@3lV+uLU#yh1Sgwcbk*DZ1zB7+C%z8W`H^G> z8kBm<bC#IMdh*Oubso z+Xf^yt^Tpj1J3>WQ%r$6TcMUE%Q|MDGy*g-pSZJVG4^)%b=WVwOE6@(|J%stcWQ!X z{t!L-P0Hm4mE8r%@5tlmt2xO!kG%7PuWcALWD8q`$aMi}F8;o#5(O+GKb6#aanEm$ zvd(AV+j(`l-{DM@Oa`3oR8%>`09lE5gqL-Q--vr^m@T&Dc`d%AkEgk$3U`Y;q;SP#@6iiE7)E=5?LAEGj-!dJV=Q|gjF#l zYU`@^uOUQTllFP}U9ClZc+Y7nN7Uo}WwiE@N!FurjVMdLBD>#DeG_$q zO3H9sf5>$rIdf<%jKCoLD%r1;Y$Kh-4*Q)T15V9a@7@cmikvBqE>>NDeDX7c74{D@ z=8ccq>SW;yJ?qRQ)tpjJsk4WR?3+6-uJ!SIt;QTBMEhvEiT$`MvKGp(hzeM-U)o(s zAolv_-w#nF9m*Z6T=_@#sT!pDenY8fjI-g!x@Lz4uT)t8+~`d18prNNLp!wHu31ox z=WiMA5ewEhVkiStli&)!%%}x$CV^GvvAd$d;&o1&2$=A7sqMzwoB?4CM zGLTFP44N@+%dQ_a#zWB;FS?|M6f!F2I(+TdifE8qHw}u$&@3E&Q;mEkU-v?{oZ0T? zVrC?M!IjkK0d zYp3Udm_mkr9dydblR1$4&a~;bDl;HAKnGJ9kFHI+`_M(8Qy0%%!f)ukl z)yJvBUU_iS>w{R0D2%!QNnw~F zt_#9J)%bYg2mXF-hlV;sLc!inGt-;2eafB`arK^y9SFqtJy+{zln_Ff4t}zQyQPFB zmvVC!f=@)c)o)gqye5t!=d2<*9$~H$k+Kg<#$`$Nd2h z9us0U!bO>yJ-u*l!nMliXwXE?ijVO#Yg~O*u(EP|A$kF3jov-_v8UD-)XAcSiUfRI zy?UebnLp#@GOB6PIc){=s|@S5)>ViqTyxR(rCQY=yT& zcCecmn}gu&%Wb~GFiJT(XFqnAUF1&>CCU|`T!ueK#mwb{+GC8Zm>8XtN)oE`$%FT3 zq^x4s1}LITF1QoeQPWwL>@9ml^(O#rS{aqOGWG$ZB-)8_B}JueTjPO$;qs{Ik?R?Z zuJG+0hp=9JPD7*@K0~Q8tuID6&iX{V^YUmrK3Y1+Ma$d{5MIXqBhMCeoLpPcGHPa8>@- z9e~@h>+J8k{l#=w;G>6i(t;f72fNSsAdaKGPN^hzk8iXy%Ec6)|5Kw7ky)77{`nuy zNHM+1VPa*##tks9?L%BTiGxm`!g}KcffFP%&d1=9L#4kt-`?%P4~jFF-hUWSCFbxS z@@Zjl5I-bjcgzsVPHjq!fTC#!{a9nSL2)s~qXl}GGo!!WpRV0fN6JNYypTR06QSPD zGQJ_f0i+Lfipa#V=nZ7?rZr)HV`GqBo{TgrjU5(5f+lawJ5y!(3Xn}aM4#ycGfdg@ zPnJ;{-bPH%`{?hY{>rYg3Kch>$_OSW4!Pz;ER<$j z*r=h9g#bvnf_e1bO#~(C`bg|>uheCRN{2v3FL+q6K*I6so3JSUg-j+Uq=P(=*hf^^ zAlD;>4Ds+A7(3H(*d5m&Ya*T zBEw}Hs?M*r@6SYyksaNz;C@ zm5rcL@uHCsj(vvF`;y z4HF+nM*L)qk`h$A2BRb6K~TA|2>BRizlYx*TIp67x3iUiPy9&JGnu(xu+BX4d!t6{ zXPd`tcTNjQF>_~%Ni5&Od$NnfOZrPQoiJY(knLnqiMvXV{e|Mk?<|+}& zSEw|ck$gx~#JYFqh9|tP-ivhi zl50Emzr{$;e|iN>bd<4Yn$?Kv>J%Mk7=e?Bf5`uD_cW-CQ=UsGntx3j>L@c5vO$n1 z@9CAS)VzOQZ1)NK{EY6BXZ7Z{ELjfgk^51VPd$%9Ml47RNc4b$pH9xVyf8Y#v5FkI z9Nj=3D%~{0pe+Yi;SQ{l&YGGNYdF>PBTi*uSA98h5Kdnp+T8f|c0?_v6S+>|Sagd5 zfW4HJWnJ5YmKwY&s&BRzPJTK-u8`VT1stGIF0{iCA$JZ^Oh>4lL#h1S^wyN zy4XP#G87$(##}jAx=8MX=FE(uN$+P=m1n5nv|%sTJix)J%eU!vzrE?6QipfZbyH&M zW~M!8ZuM5Uu+aObF(ezaT>M=__ZwG^T%Knl1WIvlQMfQUH@v^U#|@_U z{!*;tw^Y_&8T9F6f;##3=hBJ z2U?zkR}hyTz%iRyj=`0`$g`Qe+K=47CgcCeYvUI3aOa*HfND9`@)NES4Kiw^6e<iA6DO^&7`-_D@O4@P3YLrvBp65! zlu~)0>F|LcZUE)C6!PtT_yhK{+Ae2EcbyE6!uN^n=yx@!C2ZsC>Ws!Kxa1EDyn0_m zGk(r5ZtZ=9;Sx*QMCI096sUKH(J1KaXir*V6TP#)6cvNZ@)NT^gNomu(c8-k`VGq5 z-u>fq)Z&;EE;Hn|P!k!)V}8LZPzRX@PsV^+^T5ZYbVbV59c3T%by=m0?1&!*RTl0~ z(Dz|vy|FpCx3}6UR>ILf&Iw8_#+i4N&NFO&M~!dozYqt5fUQ42)f9wp8;*y7g771E z)RvPoDhsM@_Hf`xiP&dfX4w?g?)91g_YTIheg(xpGW=&zWV?)C|5j-kXjH~$+3=`L z45wnt9uH?Cb{Bo6bLsjQgPpV-`8J?Edt~XNkiYp-hYKm_(ar_z4)d<$pBV<-H_7jw z&F6J14?q6rWhKeb%6^!A{(kB`P^bGtVVwAbG2FDNQukO*u$0eHV*3&JUafoNj^~{1 zV|`7uul;9okjQ+AOx$lB0NPLbhJzINQKhw8QfK!dTsk(nME;QZ8OJE#?moz`%l@54 zGpQeaQcYb^q;YE&SoxZ;E`z&w7=BHV6jzBYsyFs#;D~xOlVr|wss40)VeHI5m7~+_3 z4x}pvglNO57=9+qGSs4qLl|1E5n%#sCZv7)hOm&p{Qy`R3*B*Y9ReB^w-(xOJ7 zF2vX>{Jm^8>2pL~%|d`=QRb3#C3gWWP)w3$l;J;=uJvtYwQ#ElA6Lw^PJJ3BOriFl zE%SR=KTnP6OJM%_2;;xo{+ZtV;2ylx*H$q<_rm%F-mlP|JQXXZht!Fs1vGifm> zf0K@B|B36&(QS3><+b-DwsvurzE+5~J--C`9YfBwS*u84=-F)Z`HXa86%ypo1&x1- zumZLg8R7{ItsAQeVD~4}X0;tLM_{UvIO-95kHCb0o+1XM$hL*E3VB zil5e#hTYlt`v4PqjLVu3tWQqOKFa?cbVYTXa`X__+VVNo1tHE;4}89ntVtZC8O?N} zbm#k)C7DIzr`|H-$9db-x(tz8nXld4Uj5w;lwNzafPb7m(7NGTa12 z6~VoCxD5OhG=iYAX3J|oBZ!;B30{3=rM(vdme_*I>c|u0L4VwMAjQWawcli9emwb=a>%Y1710q1SCcTn z#UU=fAC_`lZu6KzH7)K5?n5_)Z4`>yns1vDpH)bYjaBivP%@k&(*>L%U!8v2*5Ss6 z9c(5KA!Rqe5zS-V`m?G}3q;q6GVRrpD*P$m2z~rcK<1EAm3vi=eO>ul%r^D{O+OxIwRL8!^%bqX^PizMtqa%62-7%!J-Mut)sQ+B7%ks{f2PK3b!2+&O)1 zd`0(wbx78j*80R7THxm#@oc=|$87(3pD22k z`m2j#4fiMG@Fg<0^ZxDlwU{{T&-Pn(w|B6sq5>{|5ns?krPgl$o$mh4vC z2tpVbrOka8D z!;JJd1oGeykrDqRQyemHYj@WiG8JF+rQ~LU@eP3u33b|;DTzaF^@3cyuh$y{kCT9} z3u1rDpM#yuOeds>^)fqvX=lx$Cu6^xE9LYpH5_wh%}HnvmgL@8&Q&)2I#f<`^a)g^ zdGMciYc-z}f*&`>j=~>V9Yc={4N^nZNuNEkwTPHmx#x zJ2)`roc_Ig{O^33N*fZqBGiv&3^w zkZ%{jOZuk>m!W}*_0!R$FD=P_H``o`)1TKP_||=LCd9qP5^FiIp+DEyi9Ub@K@)el zF@{g-DFF^-RP)KES9erfhyt9nv9oDXLsO=TiYSB3B={{-<1VmOh$ z_`95SweX=0Wi>E48nNf1;al;hMCEpC?8GF=sBwV{_~__s`WgM0>zZL3Bu|HwY(?RN z&%z-~910x=NS}DwJqiT>@$Q@q#lK^x=WP8WX-4CwQ7)=nB9PNh;wGsa)upm}wVwn| zRnL+@M}k1suVdUw_WY}261(1)lmL#c{vWVyVl-_$DnRrng*_UaiWX=D?(v{)f8fbz zi0(m~cDv%r9=U>)d#RQj+%RZ+UW3rAg1WyT#O8?iRB}(VMO~j(e1$^+l8(c-hMn}| znOd(I&+OwJOpp1qb0{7d9!H@eL#Y0&`c;-`?~C-EhzX|n!IQuNd16o$v7|?F)Lnqg z#`$v_i?@r;+u^XN%)pe>erwuXb89a`bxKAg+4wAXTet}qUs!a4u6YPChtd9JFF}Cp zG0A1@7#St^_a(BsaTU`6&3}Xf*y=YMo%7$9g?wT+KZ-fU_0>$OnN*3qd~oI&#!7}G z7H^qNMdUDB&5w+8@MBkZ$bj~x^?tv*RcA_e5VOQ;T*E-^|FZxJEL|VZG#0fn+=_U5 ziFCY+wu|n??HR^8GDkE#3l)5Qj(aSTJK50|4_#pTL#Hh?PG)ZBhPzV(LZ03^?+Bq4 z)hE91P-z1rCB^7(`%B)1TsE$JcOK&dwa6|CSqBA zJH7dJ=3f$F(&!s>;nY*3lIL^Amhc6VZ@(vwdXSsUWAImo-+^I*#m{`h$ShA*1opXj zMr$el@MPFV1|{83-?EzQ4o$Qj^;x-1A7iq%-Jgd~cxc-qvz#wN&NHHptI3Q8S%=%r z4cD|S

}`)75u1R?sI(GHg{Rg!{D^Fy-ZFr|z!2e77x=dLxx_Vtm=l#2QLoupL1W z>(H6;tH`bg$8GD@*RtxpgNdet4YCu2?pK3UX*Z6Fo5kzYcXSWE<$u3hscE|MAyye; zc+@g*fANSol<|H$WefKKQvDA8gs6q~N})X;6Ds*X&WjkzgWFGpn%s)1%o;CpoHr|p zic3Dcc<4HMh6marRAgZ9fd0l?{hlpR{SJpaod#DNyr+L^7yWG@hnJC?0VBt5zb9np z-eSzT^$AD(^sKR@6ZNY8$=yqn`KEMwR1S?A!=frsw6jlGw7#7GMLlR9Zs-h~ntq4hvV-8$$tJX7r{--pg#sT0Xo&zpr)qZQLX zRw(HAzdanh(|vMPf|;mClRjIpET*K`M8MC#qA@?qIO|M(zD$p%m5k5Aim&J>0=@Mz zeco~zKECR001=ispBc70eV|joeK|h#rV;be|C;vMp$$_dg^TgN@`b@+rREz-p@Fo5 zs?aZdC=N>APUK5YKyDcc8~Yl^n<3o8r;B@f_|fd{OEBlkf#iV=m`bTC3k|_TTd}xH zZEN3gy=d%h`iPfgNKtr&9~@476U6oxdCNc}YN@>72#YVLdoy8uYy6QNeRFlzVUQQc z5nl%xorQK=48F#&BDXQpIu9zr0IP#r{k0fNyo<*|0zzmobx`LtADhW?rehp{%YLe` zU&3P@YOmk%j$b?vH@K!_?_(ga7J5HP3Rn&dGqo&U+?o4Q|r@rTtnjR`0J0R@Bqu9c!&mF7>)s?n1KmO&s*)6#( z_t)3gfgI@rqu%3@Vs*EWyyrZLJ*ZR{GC?9C#`@o?*NCp1{5!XB+wdi?BT<&Yt@9nx z>@nK&&FCxc+!Dxh+K4mdB#($u>qx5A2PVV@?+-^gr{KR5|0tAoVP9YlwoeUjqu%n~u*vNY7q@2^5ur_(By!~ks&3pfEY4?g5#l$E$ zs`DquBtRNJdq|LFuyt=AULS4G+4NcrVspdg$|ZXp*aTFbG-AZtqd)ORGWQ>9TI!2i zjOX1p^8eBFl~GZ3Z@hF#2uPQLfaDO;C6dw|!hke_ba%I;bSmAQLwAFebjL7s4=}*o zdH?s`53DsGSTpCGefG1T_{E>9*ydftxr~qL*=#^oM0H^;|;`)hGtd2ZMRoMPO#ZU zie9tFB3gv)1B7l4zDWSmEw)X-XigmC{{U@@~6|xmN8_cpPPqWma!>JCWUw zt@|`uBXK{ikOJDkfXA4;PEwS98i9=>D2yh3ZAm4QnxD@bccTrcqZC z;|#2m1#LodUm|D|j3C{kT9%Zr*(Tnc;c&GV};}A=!w`yp$YS&Pd(gP6?6j+cI0vM?o9Lk=^*`!I9zN}zC^BxKaqyk4v zrm#8ah!-fzE|yw%@wIigo(GsZAGF0ucJsnZKJi1aD{c|Vw{9I7#ozzL;$N4}lUdzr}TrYd1$ z*HGS+gLAIydiyoU(6xnk`$Dn1wF&lz4bF|95s zD_={43Y{1U&6^w>T0kB%)pL2B#ByW@Xv9?ti0f?1)K7B)HQdi zEWazJsIe|l=k+%~T9ni{3oAzE*J3(9y1PVGN4O=P$&A0=T=1?Zf_$yfLvt@R74fv2 z6oY=hl>vD=KG8c5~X*y$27y51On<%`PbMF;N>y zo6o|e-tP?L9gQ9fV;Bnw8lhlNJ(5#&EkF%wfBRc2D_5manr?Jh1mQMag8^m`jYO=H zB1TDNWscZbl;0H7vO|p_6Hr53K%ZZ8+oWV{f;|DC+wts|fD7X9SLBe;b_eW> z^sY3uQ(Pz>p>7kiK^Q>=mPjCuc$*E|s-7Krv!LbWj;xK1&8YbgT+~deullv08l8AD ziV=6d@^xlta`JS3etvfTeeU<=ddo{(dz*0dSJG6d<~;m-d`;{|>^m!~D@lld(J(%L zRJ6-_w3sBf&*H4G%m34b-rpn-o-`Pm4RcGD=@~GI@C=T? zM$PnVf5&BZ|4=+;t*ATbFup$~bEq$D7Mf46v9_K&D@bgXj{dp2Xk&xWowy#=3O~RV zg=GoqntkqA#aP_IZl!Hfps^^Hnhk#(`q$%ro4!3Qj=wu(lEsv_A)4_Hl{MrI4%CRD zIliT6`c-&Na2m1&0j)~6me zqrj7k;51G<)4N&HG38-ibMxE4TJg;T*-I;GYXwWal_dJ2#B{i{o{RnG4_$GeAI|gN+RX zZM=IaqI&cuD0BNM$CdLedoBv<;mTIW5QQF&$MfIqG2#v1zxfG7RuS8oSNI0T9nyXD z_j^ocFR$htt{*r)T&($7&YDQl*4!LbUr*1<8fw*8%cbDvCNwyR68C|F<2MMjruciM z#erpEVV^ua$b?)=H*Kz^Mo^cX^bZJ>J*z=juWLwMg810?+2q;aEE;gMA*Zd)B2}*F zCS6s>^Dv-93Aq%_EfjxkwpiyR|tP(11# zQ9KAr_$vH$J2INKcG1nT?tx6MejOGGN$`l8+Uwo>FpCMk!3PBeoGH=L{g?f74pfkT1_=ze_kb zE=9`yyRa~@s>1At@w>Zz9h>d;OGlG0ou;(o^zf}DoeJ@hr`w^B>LYp5H^2f;Wi*kVdQu)W{e=w4aOFP8kG zK7VYhK8`kb_4cn08BZ-P>W7!tZPrd7NsE4$A`NR-M~JzRc_@jZ2J%kl42&C` zDu3}(x4v{iC12{!=7CbMu1}{MaObP$B_-79?ljl65`0PLV2$?iqy7ECMuWN`QZ~eo zwx=E!>UZyF)aVohvzLKK4zI(UVI7b-FyhwlC^dTgZ2O0^dWZZ5_~!8SiY49hOlQO2 zt;N^}@BriVH@k|o2ugn+MD8L9ZWqB=IM{IAm`Om71KshamGWrAH1P`y7GAIplMHr+ zKFNjw-lBCY`BuE*eDd(s5{s3Tu~Nygp#1#c9>38q_pNCq7mJt7fp#v(OH}%`n?c#U z^B1ob=X$8f7;&OXTHi)nP!|4JY9Oc-`py1#$nP{=!i4iMk`aH0D^U z1@Cxhmu){HAoadw7M8WRADrBzOy;j}SGxS7MMIh#EU=$h2Y7$zVyxcAu$tApt(e9f zHhK{^)_Mb8G$!----ew$v}st$MYU$L-`ETyZ0_wB^P7~ZiV;V#n#m|og%3n$Y-ZsT zpZOk6vCr|*#=l2!0K-=iy@E(9>E&jr_oiNiKa0N;#mIC7QAO#Qz6GIvplm{+I5De> zEE!RrdrKPQ39e_K6Z;poSj09n(M2#9SZWb@%~s`p0LMK5ogGS|V?a;YFisA2i$4o1 zQ`VW1LJ3WVaq9Au7SU?);2HCyDyDK*;(Nd0ZR=ac%Bha==@@qWg5kb&mVu54czEOf zK}m2lQ}qL!)9+BBx*P0^OFfk5O&s4Y`~K6PeYTfY1M#vE?Wy`Lj#h+=&8P_~$CMG{ z5@-0U2Qq2p^L0vD&-Oz*>VFcr47yY?W^x3f-N`ZhF_da=8kRcx_OJxbe|lF(zI#*e zL0A0ltq=6UqVe~3GsG4%n$iu{`GPih%8{N5X)9Gitt{PNkJwmzf)d^-_5OF@p{~*K z8pbxRIGV)<(L`;v!pMt}Qz49ZGy(nk|1F>JBhlFgSQ^Qay}?uPy=wM;*D<|E_=i|l z+0uVQR~h;CQH6$Ps^XeK7HZ_&!oGCgRIqcYuGKZ@pIo-1=BP?ib@C?pwwV!iVh7Xs ztd}~Mc+uRS-|OH$(?oWa1Tr98UYIx+9szdzAidI8>OV}0?bC{=lNbo~uTvFAUksvc zQ#C?DbIaF~_$-*XZ0!=%@GDeN$No#{mDR122Cw@_ms-Sc$>xp){y~ue46vgT_maeZ zl`R=I@_>3h*zZ@7$oSEhdDErBUhqZ~?0DZ|FcSpdj#aWBg`92-6Z_Ce@fac1bbRix zqN<1*lpDJC_kI&2AN^P zyb)0pum~G5&&I#?^-!px00I!yUADN(#$9p&6g$PQsU0ipi>=pxL?k-Q#&TB2;3cYg zxou`gzzCt@x`4!G{--<4^Ny+tF!jgMr2Krn7n*iS#LPxs{YyX_R`wvNZ^xOAZ^I+T zO^v~Tx5MO{Y|f&T7Qi&qV)+{GLT71Bu6`G*8fDMDU|Y%=&9IGw0`CLE)Y z$?Mq5-uU1n(rfW2|RirC{EK1Ddrs( z_CzNxI)r7aH~mE|my0`H9o^$E38P#$QDuQ2nm+Ol%oRCb{E$O4fA4}PuY5F1KWm7m z0>LdgZYRC}qg~kd7d8%p!!ipvMQQt;?uW5;U5+--Nv6Z)Ggk_4nZFdqXV_klWX ztO|~2p%umK;QdS3oWJ;I7y?xJOmw>9J%oxZ!#Q0Aeo)6m5R~T&X6K(bY+s`qQhqlI z(%oNc!xhmklx#iAKKHsgV&JC9Vv{ukYy85@xn;@0oMsE;$s4HC)+R08KO z#n(C1dDAC&m2Udh5G#*X#<$40S;Dy6a*GXEKM#u=7yY(Q(|LbEf4@-VQ1;;IjILAq zD@Y+5kR_5O2M{9HV4)SdqNZKDUQz)XGwYMFD0s;*+M5>;i7^)Q^nP)bBT88CwRftT zv@l4M@C+!Gd|u%phbcN{b@kY^JpbG_$p<963e>FpV_{AoE2a;Xm-x2)Ik#)?6ArQ6 zTFW`PxWpOzxu}soFA0RcUC(PkEot+h>(+>vEgt#z(WMxPfAd#mNwN4h59MUDN&E5v+_BkiI+Q@SyA8Jb=!y(6>Ir8>t2hB!0%|@Vs?iqc9Kef*C>+mfN`6*rm0MLzmCjc9E%Bc&2mY$d9_{p6 zCrKQPp|Z9;{wz3x6AAh}D-(M%8s<9sCEGzFtm(kG`ro((ikp2#u% zB**zu&=zvDb6}(8razz@cl2VEY`y;wBga$fE`DwgVk^n>SZPEF@qQN6 z#^7RPO|FKqF5ETUJ?V#F_&avDJNN>0#~q`Ldo_W%<>I$TivW zvQlh#2>L^KYOpCS0xN(dqMUP>Q_`ML9saRnb&Co;_n3U!=*8IJOccmEo8r_{&wJvz zF^YS?FVdy&hw8aU$YTknQtS#rSwB1q-=;WLE*S4L&L|njbplwv17Z}?t24#Fp8000 zl$-8m)HJo}QN<-em`!eR6r7AI(PBx1Zw?p|w@s$DFxjpYMg2w3yy)`I3;gI z%a>Y*xG|!BsiJQo#(>_v8f|x&0qV((=sR9hfbC)V#9hs!1uinP**jpczARan;!PgZ zNPc@2Zfdmf%|7S;jl0Po4|^|;X9|o#KWP3(`TgUu&!EDY1u3(}mJiZ@6=ik1gZ*vE zIU0pA0=T)R&tq-f({4@;j$~wS8eP#Lv%1Q!U5%B=`S6Fimb_OwZ?Z(#9PuL7K4@i~ z>e`==bYhu)YPONrt$!u2`^A8lnXX-gLEJNFrM`>Wae=pS$OZPSbtW0aa>e~chE)4! zb=Uf|pP@+7z~$+-!<$K9t{cB7!7wiZ{jP zeZ^^SmG>AUeMZc!s8uWrW>mMIf9IE&9HE`VZmUy-B>i^IFq6P+N^MvlmJF!znDIxRH5+s? z%r#7MgV=#?{D`i*Ke!8ZdAE2GF<}z)VU{uXqI(U!U$(4mqY@(FlZNDo&wQ&}lZciU zh8WE=Q)M`ERgz{%Qv{H=Vj#dkp(!et11S-Nc6PlypyAFBt4;ijkE1O~^5^yeW&9m# zZQehIf=;X36a2*eqngFF*WAw)5jX)s=+t!H7au-GSm4Ut7FFFkH=%>!jth#h5W zh3yDBd5fd{t*`wyq3sC=ky7O#;=_M>EnSq&gmHE;8sZ9hwT)5wT`>!N7@B!`RscO z=G8V#PmK(Z<}R`meEeKH+Xg~s`z(!b-dv9rGCw#z+o7b8Xmv7%l(I`{9h0BX10!_% z8*c|3XcITEh#-;|yR1Iek{m8+x8XO@Gj0$2X{)ND@PVg|RviyTATTD4y{d$f4&f?R zV}uk?F{bm$yR(fYO*!9vlc{xwghTn8PX*6f z74BxXe000y!GC&ArpjnPc&wCw8AK1~gnf_Hwh?bUjuo!&Yt_E|S>0&8J9_rvY=TF+ z`9WaLvVJ*vRbD1v6n1F))EG6=p6Yl-1*{TyA1EveoXU$JcFtns__?^p28Q0TYT{;^V_rVj}H zmLSoXoczYKO~LysuFS(>zAV5Vh#^pws7$^XTOD36z9zAa{eum~V-1}9`M4r^#&6*VboMQ3P*0&Z@=bD6RFPJM=Erb);0%(oP3$NTiZ871- z9p|pyi&k>u^-h#N6U!0C;^)AVc!4H&!g>ZP+&fgsXDx`cfA{y41I4L z#)(w%3hefOVqKiVW;J4=kSlbymhY#zM*EtgXx=_5ssXYEF*xy1*tZ>1-wAIc;jSKx znQ>aoU}Skde;`aU`ji%lOon^g9Wvtf@jFKy51{^qoY+ZMdc$G%a#i#V1jh-0VvcB7 z<%z})<@4ZsLs{_sY%@K&5R)|)Iccu&l$bi2Zt9pVQVRwkH|ibaxSb3SEy8vQb5m4zPue;H*dYv@giRHF5GqWBR31xtWKzbgYQp-Lc_`316B6L?6W?sBD=bf<59BxlxjIopf{`` zI1%C;@cP^%hQ}#>3(&VwN&FaKgkn@l0+YiNAeoqF^E$Z6iDX>yeChe+X_n=O0&c=O zYA{t~UwfPWC}Yf3CMuC4zd5I&zwEPp@;{KRj?R*gY#J=1!sz#go-n2i7m;?WJEoDIL=-U3@Gg3>~20A0#9p?U;{FJz5LbC5VHry$b zZuUw1_A&FPsIrH-YujRUy0~*O12E}mi*W~i%KMR@Kg*LZHOJ)cJJ@kM3XYpCK-v^~ z=5$^)c^6yV2}9d_b$>3IzZy_@C^H`D^Dj7PJB%C&9paqFtt(7K14$Zckp>}|hG04k z>8Yzi|4W4O_$6S8u|%Db*1O3xN;KRJ{|F*yY8dmZvUmjbc|r3UhCHl%Ha%Sk>#Aj_ zk?hBuy+QR7F8IM}XERz_g*BQOF$rOJciEb`UvD8jumlgs{`gCx{;`kL{{XdJT?-Y% z|K{jpBe*`-AWR|h36?(dF8y{6_JPj7GU-9O-y<%U@N7re2+!WF$56=Oind*O`_`!q z6=2@OyyX!Pjkg7z;jX6$ftT#t8@s|PET4@R{6#u{|9>{zHV0?Pvxl>r@sw9jR-|ph z$@!ENHqynJ>}n~=s4cX<{J2y@7eW$TJN;yz@mTrF%A}>8ql_FE|F~2Sa`@jT`!T_Z z5jop&xNhs!J)09QgWBsB-m}5d?HbqqpVdD9h_D0TO7zT>RGVVpx1<8~bgKHR9u=Qo zBOc?tA1rRW+xExAR?)TKiLt6HC8S)ne>VAkPKIeGmK?#EXUbQ8Kg)Lrc4$39PCVFO zV$0iGWpkK{R!}bCF%tRLcBG{;FZ_qrS4!9hjf~;H)b`VR0sP$sg~XvoLoD!40L?Pp zoo*?8uFnkNxqy8i_p`|gXT*QKb9Dqm!$&;(h=%U%EStP;-<=S!N}>I~@@^}>hO0pF zE{6{ckAHRkMk|GvGqcYQo{m?$%qobORHAgr9qD_*?UPK>2~$lT$7 zq~XS9CixN(-pR^V@;%y-av$|*;e?VZ=Exo!BIPni-moyogAAlfzv<9Q_JyEXTFP1N zJp6D*gGl*b(UIg!!m|shguVn=DpRN%zG2MMt7-B~lXelY;O=8PY;!6_o_@C_!C%sk zC{>GNwYw7S=1vH<73-|U>*|5yx!3VB-?B&c0`7hqNa2+y=NDen17|x+$!#7CgGGFA z9X13#1oETY&uG1H;49{ff3txAc9J#vk(^3?x+w1!1@f;6ozL;?!Vaq9x)rCYzN@L2 zZBfFr79#m78

)uX>hBn35V(oXEpn+wh)aU{fN}Al$sUqBsE(h{AGhFEr0-g-`_1 zVUs?n?e}sjL6u@iIaM0+ITMD0Y?e8nDG;(0@6)nZ?AIM&7`v?8XehYuoyMBeC*0}gXY7^sDPV|k%eXDGYhFfw^jk; zb0t4i^TNN1Z#YTNZeFJcCUP=X{rI(N7VgkG>K+&I7RZW;iw3o|#*8%e_#!1`Fl{`L z@;_~oN_HmN^BiilVo9W8yeC=2@eHZWO2+Yz>DsAXU-)1)^hpvK)hKI}wfp(aCvvR< zHb^8k(7F3)4(;ef23PVMt^^#zVxsOZ8c!?%w{Z}4P;-orioS4(4R%D5}`VGyjp zsE$_}I#)+n1VVWyf+dya2KJqvcm*v$Xw4AZ31!z=Dd8Gw%792qo=)3Hsnq8Jh9pd9 zSN93s@)IMmBBMAKc@ZTZlIoc=RtzhwVRRa95~8|+sKd0(HM)+4?0@UneQnLrVqn3A zMB54vx}IB&1TQOzx;R81rCmNXGmNfzNTd?dmQlycbbzZBV_w(@ZN;M1*AcNZAQgL@ z=c%6mf#|$kk{G#g{8l)*)!XmjA52}u+-=MX-Zw&!iy18a$jD-%H`?(vX_`f%;U}jB z!du$3Wj(y0i>zp)aDWuBhd4pMbgzVUv_XtB9Q)0TB$8!8ZxGGS{I9dG=vS}yB)QC< zPY}j}_BtyfWri5IhhnWy)3Xr)0xax5z0g1Ve8qL90?H!zGS#vRQ-CiSOrPBNsD0SO z?Objc1i;duy-zK##~Re7K=jc>UzWsGrGX~nR<+0nQ(@`_k&R7PJCQTlzEfi9sVTh6 z!1)P&P&7wCmW6qNXz`58muqj$=&HBn33G=U{+dwZBvw5g97P(fwAZtS|Av#QERdU~qV(^scMz6q!YM_Q(zIixBId23oP63m zruWta9Z-u>I&s0t8{3Vr$OV*N{Z5MldG(_g_}&GHTtfNcL5seVys zBp3ae%g6V>syc@+x>pf=IcVH$wbwNLi<9N{F*VNBBKxPr9?QX8qs6Dot|HCLu z0PXB@J8rp?64Ms}7O*%9EX;OEfl>1@+u;KxHIJ|bZ7rZt07Cl2N}3+{R$~zN@a=Y+ zWG${LM(;vW;@(z!rUaFn=x9AoGwi^RAAZRz?r=rcH49{qr6PbN5f&iyIqS%2JE@@pJYsS15l}q@H_GENKo{W90Xqn{nPvPeVozRJ!33Dcqckj^>L$&$Q zwWQUzgV`cQVkpDV&`AW&v_Gk#A*UhojUV1MAD-3#hGcKh-w5!N-4LO?OHfK3HE%wH zR2@O(ZdY%0+_ZH)cz{5$>t|8b+%LKwy4~xy|H?EsT{c|UwH0@80kYK7iz4BtM|Evp zE;)>AbGSL2bkT!6H;_`EWh8a=VTiLPVqeR#zH?B|EK=+@5F5dyjih1D{V6RTL40;E zd+TP;$Uxs`sEodJUOZ3kCpifz?~o`#rAT&M=1AM_mT=^`SaV573}NpNLG20h%oPvv z+C}60B4za-18wMpy@*7#IVLS6c#*XyH2@%#e};~vhAHRE;sJC|7om&DgY?nHFkuz{ z`H3P5mSr{t7%MQPd)84Tg;ROaY4j8^Er52Dk2i~lNl?48tGqk`xDt%>m#WVwa0tu^P`NA^XwZ^to|N!i4MXnHr6mvIGo4+pOLdL zus*$b67t!uRbE)WkIV56+8vzN4JOAGeNYu`ep2&2$?BHva!}#hD-{MF#peH^TG&mW zTVEh40pYd2pKXVW{*lrK*&Bb~Zv&aU0thE_dWEpO559g=35he^1Q_8)b$PeG%e5`5 zNP#8O0{al%4PP-(F%$B9^Id|Qx4rMwnk7OVA-Q@p?jI{KCfAo5?!WTxe!eO#OY9Ax z9d~ilnc#&jO|k=lYuAN1V*|!AId~E`9%#Wi^GcG>RkrhqWAJurtJ<%I*WtXAp^tlM z-H}4O?X?wX6K!;@>MV{RW`(qyj8r>6oB*%$#MT2_x**HL)`Lm9-k5Gzx^Q09To}S4 zXMW)OL+2(xooD~I=l{1z>HIynVkwJQ^Q@$S3wO4+s@-uGp8Rc&`}LJw$LCwJw>qpl0IQn8I^zdarUQLXW{)wxlqhHz z6ZsZ||9AxHU=UT_V(Tm;SpIK>*TYp?kRK^xbA41s)5yl-Qslnz-aE0)zvBdOP7oVR zdev4r2TMUvxO`{XE)RPF(w3f7;+Ln>pL!Td6xZXkW{Wb|41ZLR$;n>C#;EkJF~g(q zVsy8f7T03s#BW&Mu#OL#WqMr=ziApP`#MOoiCJqy>J>(2RX)oYAEXJ$R=K0>$WVl2sxN)6p8v@UCv$h1&Bs+pvKfb@_Ov#vUU9| z^PH`0D)hzFh9seX4vMC!dfHTm5Y-x6TPS9hUNk$H4B4eLk(ED}BaHD*cITscX$e2M z=M}ZyYFjaU<=h5QNtmzdb~`_oDd;NjPOtjN2GX5yoi^jjl@HU~CtrrBb|Ev1I|JNr zCI^M++R?$jC!|k*ehfWVxErLK`SG83d8_xZr)}$8wC8?>90Xzp6{CZ3W*}E4RE3_S1wGM5Yy;zq&(x2T!xwW5#!(zzMUX;boi@ivGv@b8hjv0q zu}}hpdB5j>0MB8KGp6@bYGnfwA{*8neBC2r>9`B%jwOEa?pB7dlHaXOT70Q^Kaf}T zHS0h*Grt27HBHh2&;Xu0??l@?(eXPW+-rV2R25{JZL@7hhS;{%r3#B${Kn7Sa}Z~D zQ=}6GUFLAIoI$(ecT`KL3Z8XDkJ=9Td;WY#Xt|xW{){wQFqXJ9Rzlu38-b zvi|ILz@zu3kPGnT2sP0HtPopVlOJ)hC2vaD9KcH}miOw|$Pdu(`MP1;-o~yUr#fMl z$;4l>pX&^`Q>Q*Y`4!H&h3_7Gjx!L>JX*~BuCVwCSFnQzzHnhGW+81SwtL{p_;G7A zY~1lwKkXAa#y>wN4(T#IJemqH*EdcTr+-Vo;EUh>J-1)fz++$lQDnt#d(w|xTeAjS z*%Y-x`h19uECh^UjdPKnb6oa6@R&}uP2ntwN@0|K+3Y)T;WfMNe`!@$VTG^ae_>Dk^lKGa4||Gx zSY}$E2L*|A2-(gC=Un1k`~Ga-%4DkhC49Di-}CuaV)z>0ht}WEbH6jXF5b51NpH}p z^u$2S%c69G!YDcFhUd*LF5qSNaH>LKppaFe|3tM$!vwVt~DALgKsJEOiqjYfZ}9P9)#6D!Rd; zuyLoQU-3JI23=~M7v+fcJa|!JQAuMD{oZ3pU3cYo-jlWwfD;FUovURF(AB_i2re%E z4C@Y8veq0a2jT*7(gpMY)!AufTDT$H*VJ?#fNB1WLYRg2XoPStv5+UE~pb7dGXCgD!(W^6j4o1ACJ%TeG z5BNz%iefvD9Dyon1P{K1`_7$}X?K?$jb*{qMUAoL>L9f&faTi2qBFGzs8SQs*Wy$Y85%{AcIj+R! z4Xx!EATK%iYhV_rX7dmzW~a`*XF@l+rh~ZciKb6;qwj1?5Z0)kFTNpRifOu>MOzFD|5i zkAKP99<%6a!AJ3TtZkYscBN>Fxg)~svMn@2()>+b=r=Ay6`k#LL?f|dT`74#awRI84!IJ3^ zE?nF%C5q~xc^Trs2YA8Dtra!A$yWUzz2~X6MBm6tOrmlj^iVLF&Ew*>FMsMKtM4*1 zBalN*ZoXy)b18*0rF94Ei@*Oon-f@Z`jfLWwJ~UiCNfpAS#}o^sqJM*pSK#YE8*C) zkcSf5V^#CaDGqCnXGr8eKPp!tOTNh0ganfqC2bNQU8Q`D$SBo!Y+5#>2zr2hJQ``t zia&eh>luYueKtAGkft3qfeHH7R~AMLmEA|mBj>uESpTJ%?_X)&-)TF@d9XNa+~_1% z2kcKczr&u~;QUa73d0kNo%VY!I2g)uz!1O0R=T^<9w!)VT*BF1ai~Lu=A;SI_XYv1qvOs(nz5>vWtiKLlq7j8*z?=IG){3sBZ@8ZN zdAAhm$cCM3zSM+0!%*~%wjKmQ`^P8NPdpzhD7hax>{4|1{V*!m;-J14wo5q~A)03} z!Y;4V_JoRoU)n{A;c$e`&#-Py09~Uqwz2mv?6RkKc=hXNJ_PSBnbU2}DZ(W8d(_P* zJM2(zjvgc*`p#$rkq=0%)~94#!mUVvmus>6sgg~UD#OndJ+p=Sjanf^uE?qRUdw!B zpT<>@!MQOJDxQ2u$3q{geN&%0%4dsw21==B0v7%-D&|sboaUp!>3S+CP10Kb62FiVx#}i)y)HwZ2E-SAz%3h>VXh@Er#y6 zzKzW>oITb8eKZ-H45$)RpRUpibMU`x=h|^{t%4KzKVHryJnrD>)jlsD`M8$MHQCeb zz!A0ESLe4c$H0Rt*X2wE5?KnFr$#AmG)fd1s)z#6y-Gr3XQ+w$Z^ux*t|e6|9SbgZ zZRM!a?N^{8t?7|jd`8G9QGz%8c&Gk5FE2bK;$N)tnh{6stlJXQzAq6DB|G`r@do}< z&4&D8%;MMZyK4PcY}pl@+F*vWKdxajdgm-xEt)wsAcZtVJxsMJ!r?nG2HEZ-RRBVf z#3=hROT=k7li2C-(e`3&o7wT!`TEvtp$!oioG|0O?gc(f!k!sbfUk(@fCeTy^|19~j}Odp)zAwGp@8Xdv}q zaz4=yeVk)`vRD(%KyJ5jg1K+$rYtzxtE9~djzcTPOLL|ti!bt}nbH-D#xv#^@$xhw zNiLtR=GB?El5Nk15ci1re3sUFSCO_Atx3>#Tn!>G*}N9Be(2bDUH21EX`5v)hCLGi zV@-MRdOEEP7zWtFyGwl{$k1*2SI0GbjxnrK5v~@XQj@muWX^pL&Exga$)n&TJWRS+ z-fB3-f5+%dyjb9_#I?HbeiK^|pRMCad^ajXT1D3#W55H+MHdtqiT`C-`;&3rdR?$s zM=2{1cZeW3V+kmwR;pbwnGtOS?udMxcBUbmg!5mAYWqdnpkF7LDXx%pE=ioZw7 z_6us;sHf$Pi{js+94I*|X}zh71&E-h`5rrEKUAzbE&SVjhrpq=?%mlUBdvCK;nr-N zb5X-vFu6RS_(-45P|0?!O?gzXed9_Wq`A{WhQ*#tV3I*isGXGYGh) z>3D1gY%ScQxcggRPYG^WZ$)h)OG(KiwLT=fIBl{x$U0-Hu^Uv(Wx9i;ceiD3QC8{D ztJgPiIw#Obg>4eP_knsqe^P%YjGW;gT~8}!6-m(dX(_(A{;kvV8ke}(Fou(D+^tFJ zd4cVEVg+_$TL}R)dV!nOqWHt&FPQ8b-<$JVj|+JdykTCR;wPi4+><~^Qh8xRX%Tg? zsKc8NHV{n_VBU>iyD{)MZ#ZZT~(r zfT|t-gaxv1r?|F%#<1@f;Cfk*6m?uubo{#;&^v3Fg@oim=Y!+#bSHCPJA1rb?E3vq z`Y{qIH?KLjB988CP+fbiufW9A(-Y!W|vdoi?uD&E#kbMFkN5Fd}pg- zrXLk-%h?KPUt8GnJ7oQ+<1?U8z&Wo2b*6TO#nhaVbPrCR3X8&``LeL;{6+r2DfEN; zEfP2{p60kKoT2-YEBE=L=>EBP_>Yx2vytC9w9a*v=|^4zl0dc>w-Fpd_euKX7bpG6 z_F#>;>VxP$?=guSqR3uJu6|8B926ux$z4Lh3KVzsV171!!($$Wj<7$Anbj^A1Y%SY zpPkEfzS%T>(D1$T%j;K<--t(V55HL4kNCE{Jv|JJK&gvH7;Gz!Kk@`RL-AlZWuR@D zCF2rS;L(>As-|-7X<0;5?&|Z09M11+MgrExAKztAp?c>dUFp1x{6Yk)VIA67y6#;Y z!>5V!i<@85+XgiO;zSWN!SHpYNI46|wi>93KN8ye{k*@oCrnRf-6{7l z|B8$GS3zr1P57FHJ6Nm9oJhl#fzWfaJ8L)Ae^b(r()&YAa^KJAaHoRXc(D{?ccAv2g{8@AOX zWDBCKRcQqmO@#NW9-wgw7#aFKBlAqCdjXq&bjh7!mV}cHC)-fjZx4oAHv5)UxU$s1 zuaMok?%6-3{#4UNMNaJ}aU&N%buVK3qfd5_@2tzQFx5@tPJL#CvgXQ_pteyV3}mD$ zVf%w@|2+XPh7^!hDF~!RI2SWASh9X+EYl;_$<-B`M={OZ*lD_JJV6wzL=B z?I&y*e9Bt_n6x2%$irH?6Q^vpZIYp-A-kl6jWMn~n4M)h32g-L>3ocB_ zYyQpk1h-Ob9F8{M(#{5ifhRT$z^@~&(GPJ+0_&_KcJzRNrcfsm1TPX#H+%O zC?6!tW2@K#_I({)Kx2VbMhV0<3Tr$i751Kl4T#q51Qo5eGNtt_#QWHHYe?ZQEYgPZRD>E!_WD-jvtJbp%Gq%}n)QS_?TKH;PK>V@HY&7+=wxTx%R3*2f%q!G)V zl48u0unKwr_74q6i`PycQ9l$bPvm4tzMs|aD#Ms-P1!c$`OHYd{cFoYN)rr>^i7Y- zglXw!$b@}w1$#HTI_3T~@}ib=T~%Ev`f75?mb)+E3>~G-vE{r-v7yfaZnx9Y4<0f=uAbjw+hXDu~kqZqtpb=Ur)DX z(>aEcnY_fXPPLS)P}H*Kq88VqEcM4+WjBS9nUHc;lLB-Og41>uQut#-uY)%}@FHx@ z^LyD#kki2?%ZM=gPq8o!hE%y}jL107RMM^mJKX+HbKe=%WY?}6s#FC8Lq|H&K|lya zq)G3+N$*7Sh$qyli~zR1;d{+D?*hu%)_Wi>$JDAPba^1ltBh;hF@$_slykv!}=RB5NX$8UmU#Wm>~iRrlYookraoA}>~9 zC9?`?D1oceNm_Zg5q>Nb#@Xa?tc3JdrP)lTCI(LujDK@x*1259y7~{0fJpXd zitG%B*s-=DvaR|IFuqq-i#9BPPt{svChGe*ee;mJkbF4DSvL; z`0w_CNSgRhKLsX0Lwml}K-w(&51iCtF5Pmm9^B7%lP8zP-=}|@#QTII zTK_Y(Q3xFg(^@q#4a`lGwX>yl=_Pt)QH_9RCYFHjd=^1{b10aMyuO}CdgyVul?L`1 z^4JN2DiF_S)<42kJy>q>`bBv(?KHa_RdirZ)*TJnE6Knnj9+=0DQ%}@;&9{D`|p>3 zY!h`CC#0L2ASd@Zh8~F3PM>7mte-ETH7nBs(wnX&S|jk!H$RM|QRY%mqx5=FGhQAR ziii_EKu+#m8hv80o}V3^dfgO~^|IaDjH^;o zZ7-d2J~q3%+C7t;*!XH|B)l~i2(^)VYn&e$xU4`xHoteY)ovEJ{QR2ByPm8Nhi zC37*eNS?&ySk<*3th|5@>xlnjmtSC%SU=6(KBn$>#0#v~z{Y|<^2G#Z2+Jrm-_?Hs&;c00y-FTQdDwrp|!TP z$h3Y?=31~2R1$KOr!#V3VALuj@^ji#sF1s?{eh3Xi$6!F$|HtV6JN{CDXy9dxJhr~ z%M9TuY}$=(A6>KHx6O2$lp)3+Q=)2h&79}$7rXuF4yW4ZUkcdtIou^0bA9AJFK|U@ z^EQm-_vJ0?1Rqe_gQ<|vR=^7Up`bN z+UU^t3p6xluCr-!v&4+sgN>#{yMam}hEyukqV5Ir+6l>izYF|(X-8VqKw4^MyVSbC z13qvaZc>HbDjQ^B(1Z(^@{QY#L`#MeFIY;1C)ksuQ`V= ztDc~9M7Q+IBmz{ICL-ZI>&Bn%QO{ z21^B!c~-n8!YxnYs^c_4TrKPr2|p(x?9Y-l!L40^*ftb*2qlxQq9OaW z{cY~@{A`^0Bdp*+<3*q&ZKCWpdoK5XF~^Z(fFn;fRq{3_zy>+vHQFPx-Rlpy76KsU+F&7nk5^~KZ4+1tXYp!0LjDd3NR)FWI z8uljo?A5wnOxYs3FXpg(0iq(g1!2q2Wm#Es@f#dO+~x!{TU<#s>%_geEDvaMBEL&p z4I3Lm8aek=3k9spc1X7T^tc`dJa*fR$dSGA$VvPa=EX!5&(Kd{=gB%-LfQegC2&B# zYZ7T?s|mH+$T*@Q)H<{lrWUDdR{B2ig%!s=W0^lRd2|Ycc zb~9v_AOp#E6IjA~3>jaxEP~_gwTNUsK{ov0#epW$1mh5I6*4|sqPhx4dSnQvboh(k zd+&&Kks}h^7yx^OjG6xUnztW5?B7&{NPBlLxW3WDej^e2ARFu&bvtTqL1{HP8x6iT zc>RM(3v0erh}ep>kNa>RyO~d;b#J1=Mw9jp{hJlmt@u;@&K^rjV<5tNZZi?Gmmhb*KLik+SJtJ=!P1xmKoQ*^=EiJ(5G`NfX@S=4uFs#qh-X#4 zG`>>th+DA?VSq9fDH87=iZzm@d-WKK5qk>77|WNDS6aN`X**3a2wZ?Xe?AHGdcivD z^H8fcTYt8J0&%j5I`MH} zG2({5|Hk*Z%Y)@`nWb!hFMSrF`ZQ_}A82NsT~$Yz!Q=q;;VPUVXoCz=l!t%6u}P|8 zPz!6>IYuD~Sz1x8YLph?$*U|3e#;_Kp|y&D59~W&8Z4iiaInEL>(o4jW;2Abgzs_` zwqt+Qt{W>o2+vU8d&R&X`WZf)GOyM4qd^+4poXuC5u7X;8MYtAZtm%wzIMw4&3t8^ z^iA~&ge9qEeJQ;7RvDskhv@=-wqQe1z%aH1O~-d`OQMiyXduGBy-8%=tkswd0V@z@ z$b$3RoN`4H@C%?P_gBfohBW8ECa4h>O$eq`wFC*3s}JJmYnQee;rZr6WNDK50YUFC zKbdFizg)#tD17ttwfz#!A5$U~gFEgfWrW+5^(J7KiX%a-H*xbfCQ$kElCD|BW9S9q zyc+vP=-A|ms8kktb4)*+oj3Rm$YzTAFf_$G>o5`i)6ImBB00JhiJE5n@1F&w&|m@A zS%G5?EnRD>;q8-HL(iD1;4kjO1!f)`_ma>=>u^cUn$_oF*B;erW`CPEJ>~t-FAQ}$ z?5XXV(Q{5$d2E7I+U*##zs9(u_}lb0oZwFp3$vK+~Ve59u^MRlRBmYDnznWS4UhHe^bfHRhGe z5rXKKnaBr6^FZWLx72Bi6FB9SRT0UXLb*qFl$z>g_e`~7F!uNFIz`VAZRn=PcqJO+ zqWvseeCt;GN(J0q)U#DkLqZacCOo9U5@o1_UFx524>M4`qLbv2Rmv6Jfu@@nTFOH} zb2W#aqt^^Zt~2=igQHIJgdblIIOH~EX4-UHZNUZONj^bib2qG)giw3|Nb3UU_`CzG zmlreL?@e{>CZwMFX`1dh;z+p&ngmn&CMp<55Nw<!Cvo7 zpL`4^OBwg!rYpx;3E_Tc!lR(WZ}LnV*_SH+M7-rj(FY+r9$6V`9c=U_vpDADZPox{ zqrc*o3U6ei8xgdkU4|0vmI{ zC^k(cI+XY9=NnD8-YR%t&aGV)(0DR@v{>cOgO>HpfNbRyeROSIHi##CAWMBY0c|oX zRo0Bhu?sp@#PuJ(iB?jRADWY!dw;5~Up%${xq8KxLN@=#r3*(E#>fc1D}!T)BOW1? z(iy^+O7qY)4mpvXh02`L0dgSNa!02uKeISz$D%P=+CtCL=LauV2-M;AHQIn%>@vth zt&cTwRs;`4Jv03Z6(GzL1i!jgUks2dWY$e{KG=#|!~X(k$dZ*_+1+(-q~BKsO~4X9 z$&SSk4;S&}6U_cf1NUzTbbJ zjsVx8@bBb`5SO1cLQ1@XzBgXxrK1jH<&v;#^m@$Vm}jE-w#uuF(`B_a0W~I~oAc+l zsE?19$9lm5;-<<`k;ee>N-^Aowd0!2q3*0&Phvj|O)UYjapwv8$v&E>=3O3Pv7n3v zVz{R+p(QWz$ZwRI^14>`MI63AP*5plRH-1Uv=5F!3BS5Fe4l1Fegb37?LLTAs=dWK zk!VT16whe;-5+&1&;9D)%k{?;f53?)Nz}*g#SqJ;jEmitot325M*(nc#b1Nkp9Jtq z2KRj%FO9sHnUNJ1Tamh7k{$;sks$0+zui8o@-x~re}enZo{4x#rl2m|b|&horyu&) z$xG)!lEzu3j@X9V##%BV(OHJcJ#iB&@T!yxj_aGMXxQiCz$-08`a+RplQ0dBjvRmI z!xGd)7SzQ;v*(I!^yzP7Q<28BK#cTfIayS`rWsXbp9ZGk_a~Zz;|riQxKw!-GTqVd zrGoY6fN1M}&I_LqC#4m8bI7mK6b_g7sgLN8F>~{ooSkXV3he zZs@0cWUl%haqUbkSYXfB-)j0MGrb+|KOQL#gWgN~SZ#GmGC9gJHv*X{Y=nJLu@ei= zV3KdETV(qvO|;D)_8E@%V=3sj(l~PE(t?_)HSH0j!p_u`vW~RL@Q7PSdQu!k zk~7s>1#e-MMDhKp)@(IuFg|sjmVI0(kio=WjkmZsg#A`J3us+vjn|55ESmcdF@x>4 z%EKX0O)<(1=DX%CgNUcac@uPgV#wj`*Gv2w=&&o?kz2f%qO&G83afin=9T$T`SNvHX3@O-)A|Cjna28a5 zyXP!6U6bw*PAJ{n(SDr1 z?l--L{-lp&hK88j`%Wn$6*~3G;|(ow!uRGgbvHNUr79l&poP9FL*)cxBu7SA)(?C2if-q7}>{tamH@X7vlQ>@BKwDlB{1UL} zqxB+qh`?1?PtTd#)0&`ecGC2|?v7i|g z5aAI16x^|wu4D!cK>ms&zrNAHAYtF7XT)mu%;>i`%A8GvX^sr^bVbF)9vcqSUbp!X zA5L2W8U-Ib^D%*sx_wh#vKnDME^%_E*Ue8YCEBj2%G`8P7puYxaO~DP)hY5dv?GDHk4bs7+R5{gY@=VaB2G#N312cqUpl4qji)(R* zZ5$nCXvqq(@G=SCGA$l8#9`i%(;ux2rjO1V2W+HSD=VZkJJ%@b5!yCDt%fdia0WTU zZ#i?9PGIvcmL)b9<-7#avgBxsfbo(@owij#sX^ncTzNUHY1;njb`lz6nQD6?z&szv zf?Fi)y3duXx!Po3LtNK6Uq}QH=Y|~dR16NpT4W=HC@5Z8ZFcd!Z1*Rai9?%+ z3RY+_?v;#8>lSKSA9THk1spI^irhczUhhxU<%KmOZjWupqq(6f@gM$lX4HAyhhBOl zU@O&3H-`OI+|dzGmj5Dq;xX0$sV@CxFSver3`!JaS^`VrvvG9ho~i!^BM4HB)->CA z&VN<6pufSO%u`Rj>|<65^^sPd$$I{Z^F76Kf4bnKS-250WD|KFpi^pWYHB$^Q7gQ1%@s9-ajew|fR!*zd+j{)6X;RqcTYmct&z zNK%*EL13PGcqP;pQ1B$v7t5E)9@8ZBjiCG}(>ix1KN%y9r}9?%eum7BnJOM&d%G2H z(8P~C=?UXTzxGzx$2z}BiEWNiP5f!ocFZ?1U9W3~G!!oZC#dU_qzi;$UkY!P=>9Ie zeq--mVx*aI`8b?yNt=V(W&Q)-)M?1Uzuva%uLq^?@#vH1a~oKGF0V-L<9_8PT(q zzN`79qb>!SGb@YTg|aylQzYkZ{(1;nm*dH`Vryma)ZD&ua7Lp|tKZ|00oKXMiN?{f-F->GPn@c0 z*=>MXtj_lPx$%Ko&KQKj7u}9UkKzan73;1~jH_R!P28PJhi5Gaqee^+BQurnEGR{6 z`(DEPsi3B|dYsMtgk@VWkt4j9E9R$b)e}S@-}e8>w_ESRD)KKi`b^i@^(CCt&4b=Y zqBy1;UIm&FF9OsjNkx$3{E|*~&t1cU)fpZ9dgOj4Mx0@zVW@wV}gbCF$gaXdYqNp#* zf>)y6%@fc#pfvL&Xl$RDDP59WQ4MvaVBFLN$Z9jpXCq{&Tw*Xc7IdouA@)#^9H$rB z1Fr9|;@yZy>DxM^W2!w%5L*t=5wGK7z8ylx66TRyuQ&=yJ&LC-WuWLcZ_ z)P;eSH5fN2V+KI=#2QFp-K+}29|@p#aJM;kb5r%7i7Eo4$H!lT*>FuhdGcyT(L)7W zoxN5}3bSd7H+>8ZXvhC{GO~R~)~K@1)@x5x={!FvM1GDfFZY?;;F=UPAKOB97NI41 z$s&B|L~pKl-k}_>z0X;wgXl?=mw$s9qzeA*zMw5KG8>Ic?e9Dh>Se3vKK}Y4x2pB0 zU;9%JeCYt6vont#8*a|)m+_jshv2>W(?>@2`r@Qgdw1VGqhyoWLlq79Z_=`>uuCzV z&Qb<1JoQ{Z>+N0pva8FHTFFUDg;s0zV({}G0&DglY=G`@7se7_op_k|?W6g{Jf0l= zWi_Nge@m`yK@%yiu(*6@H}4D!6hu_)65Qp9Oi#rAO37cmt#C)FeaNMj3+2?btMOsv zcfznznP*TjDY(-7zC%N_VSH%Ajtb0X7|xfYgLAZKX<=Q6*!?SnQnjxG&vLhXEZT^b zDC+L@&p8iogQxV`zA!XyR}Zm3!pA`R@Y^t2UiRTwQF#tpr+4l^#Tl}e+g&p0#{k$T8OZ(E>40+AQeM{-anQP$6E ztK?{WAHw?Mz~^DEw;`otSLD~`2)^hBy6%TAK@HA>>d(=f?8A-ry;3tf6UA^blyvx* zif2aM%8K7MAUtQXJUZhn#c0f9oPVy*?aBX)bIihf_lb?|WWpEk)0f_q(8Th!><1y= z_4E++vd0T8&t|*sNlXBO!c}758^iwOiMGQ?fzOj9%uC09`fn#3;<>Z{6hhW>3n7GP ztaPh4Q(u-4r#jDCTz_fEPb|yFu6q<`XN#f~pW=CAL=_YscXbInHHFF@PF~E=gdsc9 z=~;`qn?^5kGA3QkeX`QN5oGV?b_3aA6sIOBck)?kdrmS+CID%`m$Cmjeg5fS?iz@D z`-$>G$dIY(d|S$D`$mnQ*Ie^u@VcbFo?J<~-=Nz_&--?Rxms{AO-GQ9-GPfIvsLR8 zyRGR(TnI5H*{!|v{@5OXPe8B;RBEOlEjT+Orr?v@EBaab9k~At+<5kuD&_Xqq3f~@ z-t&B6;T_<=f_gVyMYCNL{2f^Hp^!2587Uk ziHVA0&CqlP_ZCpjdf|0;x<5(L1G8os3nZ|yA>ICHp9~&%%bptNaIn7eK^i?KL8&L# zKv!D2E?r)p@bQ(OEU3p}VTK<&!)Zq4u2bktJk{)L2;B1VT7*4>!=lUuA6692C9}xB z6Lrm1WvYzeWU&P{H;hvLEOLl6Yau|ef zyQw86%{R`o5q`o?O zH|G%Lagjw>h)%&IEu)Mw>Ax0Q#Qqm05S^XO>5q`!H^WX`jd=`-rPTer<t<%+`I!>v0a@U?}RRiHw$pr41pl2B_(SJUn+B0~x z<0v${$8;geY{Y$_Za~n%-=A#Ot820M>f3bO9O-Spv!`pYvpyTg45`On7adznJL|Id z(F)RXVZg#4+Q_R{x@S@bJ_4Fyad9B%Qq)tV=-$)lTx0&F^J!l7<^!F303PCOQPFwD z#f!MAQ1m2aLsVv9ADH;ooIao+pZ$q4GzGVB_YA%z6mjE1(UNh~CZhbfSGd)gKJ1rV z0{I%JmW!KjiR#(;6`aJ~MavSSbHVk2Hl&F+?}$}Yw?VtF4?W$dN&H%#8J+)kXs>yx z4^oO;lK?527L~!Oz$rk*t*g{%K```R9>-*xu5TpRn9K}VR^4@!x{}UQsf-GINU!L9 zyiasKqgW&!J7E$rsSvWRsf~qHD8_!NxzQ9#DnR*htWPOUes`rtNlS->J(`LJcS8z2 z<6M$;-5Ac^1MiY#=i~{Mi*gDyRy(tFrk40JyGl|;n}zQpwXH1&N6o)vD! zGD_|h9JpAS?s25Z#ydbFel_ivDj^f@q;(U^Tq+oyR!SvG;` z-QOqt7TWsq>WVWsvJLD{rT6Y#Bj_J{9E*~CJsbfaPQ2B{<{#D7iS6q>cjUJT}{`QLfP zOJW*Q5kSpOjF`e;C)>tB9Bi5oNYAdEU*6ogxLnbw7Qob|C=TMwz4i@8wX!dUo8cTXkP_FD(* zFSmNMxRjVQdvN}CeRN4#xx>OSCOQuQEG~Fg2kLAt)3Z2RT&A%FK7*e-MF~GLDhToq z)W}~{0*;DK202^X-pfF;&-WC)Gn{ zQK4oaWaD^COD#Y)oUaAg#Q(75QoKqAZmAj-f6e{Y!Jrk717~g!8ber)Xey;R-XSbm z0)S=2wRHXKQt!qnNkxo|RB6e|{tdAInd9e<)7I5x&mV3Jr;iQ+!Q%`(j}zU}0{7GR z#X(}@maG9Qv}3wT<8i*;2v9Uz!%3ni%U-`moac^l0=c~UD=<%S)R*4fMT>RLr}|Bf z7kU%9P=JU7k}M$kkF6r!yBzRkntx1*&K@`5L4zF)ma$dsZvChTb}$-2Y|=0E79~q((|AQptR&9WUJH zfKE$m`FtK5h9IP@r)T%`qVpV513#;Wj0YC3sGcuJj!yqI<Er(-2sFo~oR zNmAbbmdpCU%)q!LST0=GMWUIho!JwhNu%Fd@_Akb?c{ZTacez?#=o$`K~0&bW>F9g zt-Hu+uQnkO^IGFPu=5qq3WRZ?G31dmK}UiD^% z(gs9Ri=wlg#HYbU472~DFU6%4&S$O)_@pBLPgxA*O#L^Dfk=!~`I4Wu-{>?@aBlyw z@CmAiGB*FoVwWDSZ7!OjT=xG0PfgPPSWsi$W9YlsS1?r-t!=pVHvZMGJFLX)Md!gq zjq?p5gkT3k(ffla(yTe08RvLXmc++YR^^Vjahn*KaC%}~A{z?&JJXYjU>Yxi=QN!c zBpmAP%->EOYych*`A-xc?`k|r601mz#x31UmSP-#Z!N5Fn6& z{>wSSa~0|~;}ZLy^4byXnwz4iG@Q&r0ah#y8jfCBwE(34f;7O4Qe*Ty4s97&oH^u4 zML39JFeW_TLbXSE&JE`9fGQS+j=%%8~l= zAEd^ySV>j)g6M3(rO%O?fo0esqJaJGzbFD&y4SR(l8(aYV^%KIIi3zBo_hgS%CQ4| z7V201(L~OBQD|%T>AZsfQmA}7X7ZX+oRXLLQ4`bdtK#)6ge}umn;Tc7?R4>R6$|%|S_w8Mqe}G9L2raveX{f6-+!rL(qv_jF}B*)L6UPk^N3T&&fB48(;>2lm@ zbUEq(`zruO^qcH^ThC1s6WiYqehl&x)WlnJV+?EX+K#|8Y>ZFDSnGH&-@zjg%Hh_pqi~T4Y+i}?4%^;(?FK@PH8}6fGPt~^z~(Y^hlnb?U_=0O({YkN~t*7t2NR| zJO=!N7vSIBUBZ%al6U<9eA$%WkMedN0p=d3LJ0H-U*-p(27q+oC`@()gtDrN1BkxW zuY5eb2f#^Ruo@gR4Jpbqflrcj*sn~CO=Z?F+!i)d1X|n748Otr1@j$VQndPVuyM8W>NvP5-p$NU54^V?~L{7Beeh6i8C;{ggypC1bdO*O-9 zemZ3i>HwD5I;JmM2o}K8dpjYRhjn5f2f&3dNHOn#uC^PLkpV>k_runIq01fxZv29yQ+2a1 z%2zR15<_C36yYEAW4aw98$O1yt*d~3pFULli8EHI1)N?B42ng>s7p4@J!dmc)@E}b_S)c za(5A#Kf`tb;yG#?E*I^GL0V0}-u~5Av|QiU68n6u^02M8jSf@U7Ul<@webBgumQqN zD#Rq^)tf+ffCDIN&=I@MRZ?7E5BLiE+e~6FfW%Tgt=p{^@EqqKZ`7PPa@EP#F}!+% zy?c_X*@v)|WVZ)&_q^`KGdOI&e@>Rm4QhmI1{%{hcQ7ri$tin(Sm#Dkhx{GAbME!N z#s%EqV6g%}F&M?2FH#a`aGda@u>{@!@#Rs##CQP*R*LiRp<}l%#RKZaK_B!?^!YOW z0w`;d+d0?CA9nOeXt}6?!&vdLU1iYeM3%%p6&3fj{aeE8>bL;H;;LcUg!8wX5Gkbm z_*5U4GmVdUuJL)9pb$uVIT1-YOe}UzLqP$z3+rwjJJ$+@FRk|du%LQZe%MxX^D<-_=e# z+cMPM^kgGjHfn9Yryh)KeSN^qUb|KTo)8=|E(1N3X$$`!?WP%zgGaswa4_Yt3kfm5trW<$25BcPD&Z)x-Nr z(`o&a15$A4>x!C%2;(((%*#tDy&sCw1RM(@y)}7V_xjcQ_{u2qo*xCGcR5XjmEOZ? z+>aq7>|7MT&f*{ZT7Gk(#u7hj5c2C@xKIDA-p#Y-rCmR2C6|j7A~Z_sM9TE@5D32P zZs+lmVScPKNv^#<4h$f^3WrJkjAK3zMe822kJz-VeyV-2ynh@!Cl7`=AKz&@;3u}C zBG9c3@5jpV?~M^X{8dJ`cZaS;_tzVPQj(~|13({!B=_*e;pYv=kU-`j6u5_sw6{rs&RN|GT=_$ zF!!O-K?haTmBm7Ygoa|Q+UT=iZ{sWn%fH;Vj8H1nZ1yZPt(6bSLK-2lv&1tMuUw7? z#3xitHszG~N`J`oWzTZdiB9g-`gJ{8m|yYr*;z#7$)@T1njDw)d>=zRFP&E=mHHD{ zZ1w7C$_8SXtI~;^en>f^B7BE}PtoWIX=M+3e*f72kAFVNekr!J8SN+Y70SX*%GBW; z-mT;o{3lFjyQBZ|=h*TU#R!L&IXOm!d!KdQ^^%neW%JATma!XCv3Z@!o*o)?l=axB zbDp$&Ur$DnR}^13yv$1Ret=2%D!9`zi56^&S;#YNOP%-RAK*b|NIH#p&l3Gfj|%SB z?8NHi86;fm`4uqZ$-fu%Ugs_Y?x$@X=41caXt@WMT&u^hCJyH((=cWGuc|y<;d(sT z-{wEhjL{uId1s7aw{HY(Cf9d4=?G-%Xty%We)7+gKsM}p#QT1QIq~F+BY{8v9 zCm9{EK1KGg80l1EZajaa@qA$UqP!{nCgxIYz!X_Xvv#kZj^$1CYXQ2&3xV-&@3u|` zM${g!d-Wlmo%{t8W9^!Gh>MQUTXCf(hx`R_qDCj=2%y0;yD}gjyTIEC3+$hFIiGQmb8UT* z=zB^?`}uFhmT)LF+_QQztIvKl`BY-EqUWxgqobHD9W>=y!7y%r6LEy@>uF@|1-T0s zT>tbb>YH^;A(h)MRZ~g9*Qx?ElUrc@&Jr=NaGH7)^#X!{bVR!DB+~P#qxU-`TT{c;)20fhpvA5i}hn-qi zt6S}|x$L@`7qHZ)LsPFtRlT^;Rp)2>>qnjUx_-4MRUM)h@;q|Zfg7{waCRbjJd3>N zd4JqMPBPOl)fTgN-+U^GN6`dg3JdzK!}f65m*@Q(9R_gkr-`J*o(Y6*&_{GK-J21I z^!^Z>9Nn!kzIc>)|63f6V7COlyEA%;0TKC($-IDx_oT&>kdJ5sD4W?FW{n(p(0&z8 zfaDyOk}#nOk|YyBq%dR)ecUYAUN$jT{tp`AKBiS=?OkWZttsR52tGrc> zSPTSjG}ZVt7pSUoBNvh{)t;&qiT*+q(sWaMrj_`iT3pjw{-ogeC*CoSfoH=@Ws+0h94gqb_#`g1^91Kh)^ml*?|a{c zo#D9_}CmyIGRMd*iV*P zu=w?go!v5(KJW>ni?ZK%eQiW|M8pmPI^UxRJ~3)H9pjomJM^igrPf5`$LE)AW@Xy^ z&oCd~BmALyAElx})>E@aZ$^9CDx(R_>sOi%qAwgq|`#m!OGhcrfF1Ep9zk z&@YE|Nk{&RQIt^o%f-^NGB1C@ZK%FEl%!)TN8rOhaVk%goHmSVUZC63_X!Tk7KS|0>!T>MrN&Z$A7Go|&e2FP3 z{xH0tYsMoe4<$w zI_Axmc!Yy^lhY?2JmLG&8LIv>f9;h^(@yVkxa=&lVJkllMI07GPWTsywMhiyVg?*W zw?! zv@lZE+HiHOL@bdra@@B_U&Q7{M${T*Zy{4FvDasNZT`Dw2a4OIQ_dMVGA1Qe62WxI%@RUp#T)l*I3OZ( z?XJSy5Itz?se(wn>IIB8+)(i=>GnW1j(}?w3FfsPnor8FB#8afE6z+jq{m)Xo7c_+E>CR{e0C_0Jg z=2VWI;JqHEJzxP>pM#SUl{)+650H}3qL7U`+&6PQ>ZftLQHGxJ$|$2#HPx=b@U~0W zPGa3gV#dbC#+xGN@ohiyv3Z_Muy1`4o zi^;S*&yQ$#8YAsPWne*X54fRF`3UAnfGRO+WalK6?$p&S%$#3=KzL0EjeCS;n zG_;h=9T~^FZRxEm_~)7HS$SDEvNjUJ-qT38ICj|2wKGH-@K|4dw0M~$j@22EjQa6o z&2OipVZW5a8XDzH8Jz2O*5v&J;{F1X&z&j{-PBG|=_T{+H|xe@N{&4Sf!E}2(tY}? zdms8RBXVA)mfZ8NMZ!-gQbhmt2=1rOX7ZEYi#~Y~oX&O8f4i5vrKQDC`Ox&w&#(3d zQS$uW$v6UHhQ*aDGVGe)t-{=3b=VzoFl2MpmbS|+*h1!`0UkV z`svNGsA9C(jAYxscM_RHjq}aJyRF9i!!oHtnv2^smtr26A`gXxv2}-GB<_eJ zg4ssgJH**^Z#|Uj#K@YZknD2w^<>*|w&C&kRV7l5(SQ;n1L-PD{NSYM>?p@gDiN#N z zziC{2@Y#>V;Awz{1Vki}hp{Oxca@*t#Tly7eMNB#LV0T%*3OC~3w}p4x;Lw7ZBS4P zcMmVXPoDAdPim1E+Q1Ju`iMxJVer=rmP~)>lBSmrCEl>KwA@pJs~eS&;0q+wC<%8pX2?0pGv2W@>rI3d{u}7YLqz~m@6bV#=f|gjzrRV}Jp`*`_z(21o zt;ak&T%2`}TQJ-^F8)b{G=&3kf(bw{{YUypJ%?t3?nE}IOg`C8N~30!?b6qZ3Y5EG zaaq|49P_})PnO3awOkyjq5jjkog0ypI1-1Zxp)o z-#Y2Pn*ZW^ ztpT2&4m%z7|J^}n&aC-WjiG)MF)6QanR)d~lUcRj{;`6=r6#|Re_s)21=En08T*ef zK(8<|kbvr=GJ6;FMEdiX|^tz{f7a@ z6u#gTegRYUeLi=oM9e`WKltXH5whed4*Tq**}F9c=wuoUm&HjbTWe{WRJ{^*$QSC{t}_GneE~Hb#TzwAS;h*&9!165-l?7 zBTF?)@Bh_Hxd}HWXhp=y-m$P2=SPwBlM7ud^84+5eXEy?Bm8c*@2t%9bouU#jP01t zOf-jHPL#IkIHJ1TDrjG=)cFFx;oow?^R;vJ(p4w3)AJs8U&<>f#n!-u>gN5#hT01w{>O3&+M?}8;L#x8X(1GDi@`HF0A)npt zjpvz9R#tj+2EzGJY)UG~3B$Y$|G+O4UxR`#Q?Aji6+$x~io#GNE*i&f-v`E-he{Mk z#Nf00YX)DtRbEKCkxWLil^&2LCFSZ|R8T-m#E-C_ zKkB`nQ8Jx$xZ^m&m=%FHME<$YPGNmahn+*3Zto1+TPL{Wy(__Itf9oiu+`{hfWD7L z=KvC6Hz%68cevYIObuZ;Ov_)XJD+Ez^k_M5s&X# zWnNE0g3}8d{1BIxxWl&kkBcq~1yb!see9=(5($>@ibF^$iDo#bneO3r_!CE>T33V% z;KS(i2-Jb`Hx?NBddB|nqTNKCg?=ncXe*=I0a)fVl95C89uWh(m0DnMxF9@RWGT`$ zl#4uEf$6k1UQ79-oj@S`Xl_=YU;k>4&kac@Vt1e7s`tK(X-4H2-zTOcUCW80Z6(IY zN(n1LNt)>%Tj4Q>~xe+9OUzX;|Z*h?4v&OPcA@7r;$ztxeh6~4(ZZOK`~?kEtrKZ zG~2lo!q@pY>nm$KPLFPBLhK2G`_NJTtaaY#jhG&jk#E7%3AN8!BqX^`PPkAN8GrAB z11#U&IFA7;iLS%^-PVmB119NL`>&0M+q(IWD+YMhBes$s{|D0mpu{nS{0)-M%h7@b z_X)wfzn>nbJ-{=4V(v(P@HDFJ3LG7 z-?X={O~Tv|b%L9M@4djt++A$$s2FFY+n@YFOWr|GLFrf>Ro9Kj*D7S_otqZzq@ZBi z>FTv1htL8;(P@WAkBSSL>Hava$yOS3cXTUnpTII*lF+Pd7q#rDAYM`@MEs+<8v@RXb_t#3XONwt;(0b z4gf*p5~l`dC{IZ1tq6wLy82`j=9gy;3gBF znCYy*DNg`mkm`IRNv=6x$|I@OgKdw+-BjyTW_S~l&elB`U2BL-FVsI&$AMshWrUEI z0rF8e{v(g~coE`JiuudMK0s20USMF3mFNe98*vl@ff+Jt)=g|b0CD&PCRE{MWE0J* z!>waU6$%mY*kger;UPGbAks!Qkv|7#i$Php5A?6S!Ye1!(A z>}s_&_)>AW&4zGX2fPy3hSpZDa(#MnHUYirMllMZD=)kAB+S%I?BU{g3guq|;f%13 z!0g{09zga>LTg&FzbltF98_*t1ou&_Fd6nbj zM1YCSI&Glk+W{#`^*&}%+rg?L#BG<}i#=iO)ue?G#zJWc79X;kL;Fs#M;>oCl1#M} z-93XaVQI|>I;XaAub$wJ{OX$8=Q`WXVf;$1+vsKiPfhB52STP@!m}gGO6IHxaWgZC z*cz^UVckc416^HRXGlp7c=StAOW5r=0&hW-3zQBSL`pkg?%&UN-p8ve5)H;e_Hm#X zDyJD9L>QEL-7zyCN=WS?@H)4*4~(wGN>eHclkeF4;4O`YwW_u=sm zJ(Xyfhrg(*DiBtVrGUlni}NE)`)6;NP+Xqke!?7}>%S{JD3)4hkf4WjV~;esgX-^T z|JrX)NN{26R&QpB!y5Xeo=ihGDTRNXVT(jJRp|Q2z0WUV8c$+#dGtWZT0hu|9noH= z@`<}YU={!P_lF-*K>gL62=N`M=|EB6S@)zr!}BQTu|}Roe)Uym8P^s+hDfG8pBX3n z=BG9+4ZoXpqq%qndD$H4YBjYKY|?T$JO!ndb@-AXa?}`6 zp&mM5E0Z$sQAIvDD5UxI3&liH-VTp8aIdT!Szssl_6>af`qkT714sZ05k9e&39K!OEK#+RR#f~x?WWM+l_>9$B8UVCOkd>0vy?4%gfcVCk&YVp z>Wd<2LmwURE;KPd8wPP3VnC`CK{T(lPzd?6ZYWZ(*=rK^Zs>~#2-30SLcs({M7&Vi zL9j7RzPeS0;L$N3&OqO&n{hsxp|Zar)2mlKsWbm5cQhSnIF`(J+= zzn@r0%g(-4JMvF_KEA$m+x*u*RuDNkp)&l>D=t0tulq-HH+uYpk*ai?PcUr&{yEb% zhqE;-of*tPrp$8rH ziRr~qdT;BvLr0!DCSg{=2ycJZY?vpT)ja2>aQIIDD<8G}>H2J>%9C*tMT+tv*BEhX zILYvof;)0_Ga)6V)^}+_9d8(+ymkkPY=~2C&?zuHOyJ{CW`M|kC+dA$GrMhj?-m%I zH>(<1NJ3%G0Kxtqbz!7*%GEeA9ithQjTeb+Lj{hTNJL+sO*omhkrG&RmA!3Zzy*iV zo^K)WiSnCbIv9K+ss1VPcytcWb7dlOv)I0;)Pd$=L0ogSXAZLDNf_7+e5xut$rEZt z>Q?fBK39s^BZXxXQ<6o(4~-Wyne(0t_dbgpJrc-_&~WcKfdEhpx&vD@>B^el-fxls zG>3m70Dv-Na*KhR=A>4Sjk?fT@X+iMLiakHdvO*ZE2{Z zVxJ~pyt%k)=;YaO1yJtOU0t`%n^l-NJAeP6#i=n;={|S+mTTRQ=e#L}19MUi{?Qj_ zz0Xt9(Mpiyg;J65*_r@`OSkx<<5}z|BAQVZGFk@vgW)>dfNCV@z=c=?zCM)aF>h6s zQ%KKej^0TOtR{H`-&PcN7%3@~4a}rCvz3c06|ASj4_%ta!!qZPyvXp7k5o2x4Ougd zr@hZCe^>9)Z=Mt!Tti*^CwB2#YUX|tOY;}_@aF=Y;LQmC?&W`Bm7fW2@QX9%0)?!eDDF zt}>>En(SIp{WVq?iM!_i;Elcr{`rd+eZy^2%R#tnt(jRbGp9zo9HBRQIoXsNbitWK zIj2KIudiot#gJ_O0NUK@uOx?vu(0e3qrAS;h>F}6Vv=a+wGSo!b_r*YY3+H|RuQ`R z4cytsdO9Q%Q}|9O;~UOMBMrq`{^PHy8F8|E2b8O5Po4|wdppqFKI!H zqecN$(A|4Ju`{RT3QYJjLAZRI=W}5guJsC>|F~Js)Zw8y{rg$&Ft|(;_IPHd4g+;W zPPq#7Bm1XCZBk3`t5H3_EG9H>Dj`sLzys>f=^LVw%^C;XDsu_>Q||sw)$Ww*GK$uP zY>~vg^gam6?VDw2kEPb;ZY+;xrSAN)>3bfqvpT>6q|`S>*E3wLZEdf$@BI1fFhCi} zg#auYfURCu@g9f6V5lRWo!;ap9%P@fEfLRAY!+9Mab6#wksejbpjUPcER0mW7~2}9 z=2mpJw=-Yvp7CC&Ac=&Ah9(qM;3|$nt2o&^-9(^c6^=OPDVP#`ujWPLj;QDJp1hJJ zs&(64i?zG?dIno5Q4wv1Wa|;=0nSt!H;VKexv7z_9XopiHVZ|`69`iHkVS(Y3+4+R z*y2FU@{T|0A8nQK=&voke-z>WXGnd~-*;2zzePLa#>x7&YT$Uvfrn>T6iCCg(u__} zAnpR z+`h#)devhqPuI#S<*TVuLB1yt*wa?G0GcSnJb7^WPb0wz*(jld_Wi*79Qxq&y{tmm zI3_1S`Nh%3f(`%wodr0NYg+5Oky{iQsWqTTy54R*xgA|x<3pAE^yyRYZ#GIF@`q!M zS&_K7xLrj#5VyrgzmM&%WdLnG{*QK`z1z22OCOWejM`2d+qS;-kQ)Mh-nf&ZH0`jr zyR#Z68_=mteFwW4_~e@K*DAMFX2BnQ9{d9Q3SUuC@dkhy+K=ym#4RVCdUz1*8?3k| z+3!!nYyx*=B~FI3lmWoD9aOHRtOBMqVkre~%YPNg~Pl!{s1CisOinQE+fzf8t7xGPQn zRwn$slYjV~Wy<8bPZXx9)}cxQAyHcODqP1^aw_dNa}`Xx4SnJ$Rl60=Qhx+tS_G&p z0p)qC7)3iyC(2mO2#JJzy@0SwENnzBH~jGu;~auJdKLxrO=P8UuqWu4`O&x}_l}V? z1~A<^0aZ=;<0W->5wsT%-<R??^^|iBo_GQ zqJ4!)cut=tY1j!}4en0utsMOYra^FLHF{)rZnb89pO?$Z%ml0-OiWcE6^-(ioQrMK z8FTB=qT1FvS4_nm=nqLBeZR~?8crwh5t4Cc^bf1Jil`0u16nhwSNW9W?Gid@ZZ+%D z@G-n;j~7nD%(d6Z-hYb&6yiSAAlpC?hKBJTzN=D-qz+o9!oE246xQDi9_1>TX-=eN z{iROWzKGbd2aCzjx%WhqHW0|oORdl2g@bLcP#DIeFbfBoiL8i%+oEXWNr%miPhk7i zH$3s_m^1vX;v921`kR3&ouF`j{0;LzCH@J-eVmY&YSdp}cLx21`>TrnhB5nEP;YM@ z`Cq`N{#V`T-@s>dISRqDLsY9f1hMQ*HAc|Y2W$_MuEs9^h(PG-nThNzwvFw$Znduq zP6TW-ytDfav1B{$diSi7Rk!N3P(SMqO?N^{yC5L(`mW}N6eLL(r>RlNLc2blxP($s z`9K^DMV8Q?JPV5;laCdDO&N)@=(be8HqbeT1;u5xmRhEKJBWIsFesCO&avZ5N$TKMInaSRlkLbPtI0WC# zQd3h~b*&(vmB@Yo|Jqe}T5Lw+vJ)^FdYYzB2>EM{KtEMLFrP!^0IMGl@I!$TQqKng z6y58bk@L;B$711koET?Zc4qUhU|WY;i>JAaG3Cpdp(T1#h`>G7S=qho=naAY+YCc~ zPfkux>cxlm$W$W+Pie%38r7m?Rp=h^DNaTaP;*b2#FP<+c5OHpfzjc7O&cwnf>t9cXq}pVY06yBzvq{CIe~^0>#Xa8ih5DgaUCe?=9-Px!c#dwW+@`BeR9 z0~jHamA}3Hra)$<_MRfNZ-0>=#P8m0_By*>-*qSMQP0(Nnn0z2)E{SqejGC=6sfjI zj*Akb7+9&R8~sd)tqHHZgTs&CmEn!dZo{0770oT0E38@?k*c-$xb!Je{^rqURFPR) z=>4{sf?3L}#bBA8TYKqRh%J@L>^`Z(w1K2V8%R}IUON(kR^(}HOe}W-?)$gm$x7t} ztqi>pj>#KOJsji+KS;c0k8!;(BBd=GiAOFC74Tnb+IokBSIgpT-d*UavhZ!L&!?{4 zf#3THZl9mb1mTMST!n@gEB1zS<@Hv6wk|Sadhg_T3&ejqE#Tza0NQDDntHM?(ene{ z`op8%AJ#Vk#?;Zi8Ro|Z9p$fHU3pBmrJ?{5AsW!hAgaK{_vCbd8+Oh>VG$9275aa^ z;*G6wlm9dHe+CjdeoQf$W29=|3}=s|^WSGT#%RhOCcV!dWSx;;q`j1ICbwvCFm#V^ zQuKK!cjt~Mvz+OFdFN`` z_jcwg8mzznTA1}KA=7zARR}_2wMriywb>WG`F}XjrACMrFbTSMuoFH7oP zZsfTI6<Jk5`kW2 z1_V}#o6JDIvrWPE-U!RkvkQ*zJXbs0fpU@%LqvLSl67XL z+F%X0bz6)$=9axdfuW5oFZAt$)7=&yfnNDaN{8ZH`KY%;mr+)aoeU52>UUctdU2Fd z6=r5(87Oxi;R%Zs(wwa^BIg;S(Ry>YBw}q|3F$iYy+R(Gtph&5veJNWpE_J4l$<$} zh9kUitfsnK_Y)sweV;$jDFs;>%iR@;E*mBx!&y2iOyD34s*{q??*IUf&}@nGZMY22 zgD0x5wB>`|i$o?2bTA{`E90=EJ_0Mv1kBJ9&84E0EHyb;|HY`PgnjXW_{YO;J4(OV z>C%#4su}7kEFapc{B{6EN}*>hqltMojq6R67uYB96qp0^>gPGq@SRp*%U)AdLBubO znhPMv#{!>RuNFiroz%_>jb~BIQAB7Vx@pACqJ&7*RQdh)@FEF=F6dAo_42-;CuXq6{9<#gH`?E$Cqk<5M(t)5q; z&Qze<7)ivML#)*meslc=5g_$ts!%_zcTR1vSu1VboGsxwOE58XA5aV@-SQW&Nx&5#i zue%wI*EwW={c=oo*z0 zWRxn+L-H3X1Zu1&4Xd`Slu89D4=6BR8hNPS6y}2H{eoMS5Y4zfaayKBr>%_*xe?;j z4;XDfe;yzT`c7e0>V}>xm4=~S7#*s;<8w($IuDOb138$@BqeKS5El3-*@?j$5{9ja z$Hhm1^gvWd)?PGrjFm7&+v3p;UZY#SKwIb3*!k9?B3I`yP?%SnL{WrWL#>ROF+DOh zzWaBa^37-L%puj*c-$-i3lxL8shGRHHiyn=>ItTeW0tRKXv|HyqK<+2_>*OCk>$yi z3~2Gs!;%CPNyfaiv9Zy9%Rq3SUA>+Y!k(*_gyOE2C+*E3E ztuP@6>p#EK>z#lp^Z|0v>is2xFKR-mQ)A^A@N}jK`N8QD@X8Php=o&3>iDR!$lLYp z?gI!r2Y21j7Q&6utvJ$;4mREQ+)@}VMR_C=XnQ@fEITznLEcm&6c2W!f#1m@ zX1?S8)STR}iUt>Ta4+jo8~%^NaHE+AuPTsI!VuB)U2F&~K77UoTO{dmws0$`Ar6h^ zl9HO3tuP!MoE~!R7BK3=^TUN7w%yIMI4Tvg@?roxB7(EM4g=6W`ie1V0&Izic*VUo-WEXCS@&;9!cC!Gwt+=7Ozw?(`%JTF1W0LW#KM}FCi zN7W64!>&3h2}nXox0`i~^P39W^HA1?&AL9kYz0SkU=T~vLmujQ0K!sd;Ge$}3ZryL z2Ui?I!@z-Iyc(Cy6S1G6;H;lSEWvPElkVFAKRxii^bxwvy6W#LyqV4B=S9suwZ`O~ zV!03Vfq{ABUpjrbfa>bTzj!!uLHb`;Bt0=T`#mEp8~?K1*9t2lM}IqClO&*ZFoX-F z?)Ln5i6{gE+`sb~YuY1>Ko~UAL(58J1(M8sqFmscqLiZ%Je?@{PC`TKJ$Bu@z=%H# zMg5@_@jQkb$aA0APiZ`z4wlGyW46+xpAxi%r$#OH8Z7*ZZQBe z27bq->$y72s;jJZ+u-mmmy;42 z7IX;XFsx*ExDKq(+$dU$bT#tvh+u#&n_edSy@)s3%*EY{V=^MCb|+vSYVB*w$dwuQ z=j9=-3te;G?27+MMqhH+%tHE#e`=!p!<&pB)=?k@$szSlr2#qVxVR(&RqC&7*B3`k zdF#vDM(82rpBUpqB#dZhrGEldd{?baRIA4bU+F_m1Yh2E zuk@H7a@P)x1PCrF<-zR3>{0nMF|= zm}m}3uf1Gk+B_Avi<_dP&A8Qc`+WYgA;5v+cl)($v9G5mk^iZ{KipnlVfk+ZcdGo4 z+<9=Hwyv+&ZvFHB4&BtM+3fgl34pCV#oN_RMUsF zX5)I_B=M4lEp&zr($(Oiv$aG)SC`P%JoJ05L^;{Y5od9$Mgsn7IwFizLlV>o&lY&2 zviO)qEG#_yfFGjUB1az>zspKGaj1&|-U?PjN@l>U;k3TlQ#O;7cyJJ)nz4BgJmys} zZit%VvrzG@xw-jG(fs#v$s;T*d6bVP5_v(XfND~15g&oIyvdSwOThVM3&fmC6w)O2 z$npWCcv}U=E-F z!Yd_QVK@tK-J5&d2wnHeB!IfPiu1RQJ;hZ*L03LW;n@)TGPRBU?22$dc6UMrqCPj% zfORfVwvbmq2ZmRU1)3io#I;h8t~PM>{&9qLg(gD7WMj#6&VHv^I0yyEb);s-)|teYr1^yoW?QAvq^`E9Rx`QlJmes^z{rQ z=obsH(p;IY>##>wfbA5LPJ1yyNb_L_5Z!>>(@-&>252>FDNzSJP*rvhWK#?+iA&hu zP2B2GV1Fn-<6_<^I%LR@TW~7^LKh`-Lr$^@#+3PR5~cxeBM9eWl2&ZfWzA_Y-;1ea3Tx!#qyTrxCRhac)>lPOj6nIwLCtu2E`cM}PFd$Ks%T!8L zdC9tH+9RNT9)7CbpbZYNlx3Q81{<>|o131cgv9q%Fa{=LW@FDFqpq&hX77IUA%Ar> z?-K}a4X&q)Dm?FCSA5_&(B@d*uF@~$B7#C5K)KUMXurhuNhX>AN%h5f!7}eQkVsiG zmxi1rZ)Ry*>Q&(V<-v$xoI30vb{d$x*TYU`;=*iOzTK7{@MYEjs6qr?of1_+6uo+j z4XI~l{DPCbVf2||q8v~&;2~4hie_$Z3XLaYQ(}Rt!ulMKX_sqB<$NY_{MNCJ-k!+qd@v+ z(_naipK=F|k*S*S`5eMu>Pq4F-Q)e;zyBYgcOx1kYV2=~aX-ji$^%4;IvCbJl>XDZkE;|MoF-9>D+TXr?djnk!qQGx2!}ve6%D)>-(p>9IRW17B0DyJ-DU0@f zOA9|#@}N!R_|vyF_4^a9}j zWC>khNCoPDuJ*uSsSPQw&%SE_xCqvG>=CiHrb`cr( z(UzJ~WuQmlXOr%Bc`G9DG&f%W`LUD205zDwFlNZ)p7klD!G)lB8$6mOdv%!wiFAU5 zITN2nFU393f9l~C5$$JSO8)KFUKAda3=eJ`9iUt-LX!y}y8X-$KdP0f)O}O_!Qs&HkM7L`y@R31$;V0HV z9Ory=@H}`@3NGn%+TAj*WNp%*Qs-EDlj5(MfpE!@YHVp`0_Q>evI}`99p)e?YxQuGh(s^|KwhqTBI&z8 z3AROX^wIPuUY8@E9OM!)s+-*r9`;Mxpqcdg2qZ}lfY!y{QL#!iLl|VW0sr@Uooh!j zYh;ySIF^NjWEt~d7TmwQ7iAc_ai#7`o`}5G630WA-UFYF-?PK6MflFCk6Tx9tqALW zUoG0WE?+4S)v7#Yr3UBqD|NfNa5sFZ-TdDv<$bX!<6nU1|B!;n3&gx{3;n&z_EVuE z56A0AW#zyA6)fGZ-rsjilRW`L|J<0Dp7y4;{U>^Ad@~Cyu|YR?#9S!NMy+V>p!@+R zZx4WqI1(#ywzU%Mx|z+5C5v`~RzSVsjz=BSfn$;|+-h?5CC3C_E3DA39Fo(g5jywn zxA&%>*H_5}h{R;l?M~)Eb!5Wf<3F*ZT_7SR9&eUz!9S1Eb$*%?o$)`l9||hPHnStL8{yM6D?MuT2TT zp`)))C2^6zX51)6FMzW&ce3?Gq$nbcto!NFfz4uY3I@mVJP)eOJCNH~iK8E|2O&|r z1bc_~KWb8$2cbZ!|J63-wvuNc4tqi%w(Y^{4R-R*6_{L=-@c!?KI3-3=YS#A^2HRT z!gb!Pr&IpJe{$4zkASO|j-yu>Q-8;B(zf(ZiTxaeJMz#bGL4yCV_x=z_~;Qt4ghDb z?eMf+CcH)81SXqwgKZxb6v^IH{|3ZCV5I=AEk3c{K?|&`#CBq-UBUrBzz#Bb0AZdig`L^4J=-uQRWMDjf5*8Zsg260cMeN5W} zK%(8;%1k975$p7wO)JVX> zO3=O=myM@=qcUjqJJr9>asP>|{z}7rlB5B{`Ix|%r};lY(__n)j_iS{zs!J9vEKo@ zv419vK%h?Jzs593$AKlN0wIKz#8$edInAks`i_U9# zKa_bIWVt#j6k-DW^PBHlS+^VAE}cQ750<_rRdBgnE}hu`{;hNCC!ev9McKOd?^%0a z(*_D@a#fBL#%z5B{XR%;bjuOM1x(wjJm&4ePI^-$);7Bz%c=C;SVqPKRPH?on+f#R z%jR|oW+1{ct1~9=GO8pXRfGolQQO-&`a^&S+yNP@nzuj!bhh<-t8o_&lJflZts9L- zAKJ7B{SDj;5PgZk1qozZ_E+O%XnOHpKp@r26KmsH^)_v<`97bCWP2U9I4X%H%bLs1 zuLC!ph&u~><+GWp{XjK$$%4=Df9QC<$>$VPzMmYTG zRv9)BpP;Z4?4DBhQ4Mxxt_jCk$Du&Juy2O;VK`34{DgRxXb#AI0~NKCmI>_8;~@6k z(@Z#wHY4~-O{{~1W6MgaET^eToxCH?@|lJP5QtFNlD+~lGG^UscII7F&2#k2Wa~J3B78PI8t@7GSyGCUYA0cKryc+ips;*Mk$m0u zK-}}b^=jkwgiQM)&PeYZ{g9cKT#(;Oe(7Z%f>`Ch^MBS|may}dW@BPv8! z6cENI)11Ibq%W{gcEnW}gJkP%K|~%vFyI5cvn%frl*mcn-!{#G*h^ZWvbj5AFn1lz zsRJuX&r|q?jfN1BB2e6eL8ZWZ3lLW_=5E<=kIX!D?9gBtx}YK>BV)V*%>8){ek{y6 z?pXdk)HsHL!XqG1{BTjs#sZ3mfwd)0BP1Erwa z83symy}{QC45Ebc=vCEi1rW)M7b`BrWX|}ekQ%T`($YQKSpl2E2A01x0D#a-$V|K< z2lis2iG+jl89OkQFh?LTmll!^_dkw5jB)W>sNHflNF>*8EhLUrU~JwSX6WTeUARz^ zt9oJbM8}VeXv<{nEasCR4S{aShp_X0aKifN+R=N)N<5bywkwi|@hC4}xM|;breISB zaM$vxym!5^&3u!5ft>g>Ey6cqQc{(|6`4|(v05Fwr30Mo8m4qLmdOn@@XFiqJX{L> zqDp%eE<5og0vm?&*9xXqYY5pJa-U0H{{d+!mM{c ziVDss0QvkVIIgf>v!DXy4Bz3{)%=I=WnjKfF+e~7SXK%E0>C{bgdJOC<)cR($_(Q*A?-b*TY&e2 zLl2vQFg;XaGi76j!0O+90$8f#{&F7TATR~a!uX%2s)4R~EF!*-B>=hvYtZbUa8-?b zFbEDaK<9zJ(lO;x<#$o*wv$#8^nUh9$=wAZ`9i+7l3!vRk9zkH7agj{l50f56EbIB z(%9#;F#pV#t@;lnA3NiHT|!hZ1WzB+T2khoA=cQ zOlP}qy5)HsEU)bQx|`qUF!OqC&}VPf$e>Q4&U~j<-QR(dW;`}p>F)5$EZn-iz@gUu z+>VQ)x&M#8(0GUQ!83<^bFMTQtsI>WNjn?jn)8r~_mnTHSnUvaGE)@a^`%Lbq3h3^ zV`n|4Qk~8FC2H#-XnubFz_{w#DE+`ibH^2JBRWwdiLGyLq&H{55{JgEjrLgKxg%Rt zrL8Y1rZ#Ql>iLf7d%w<=g>N%Ld-r*6SD$qI+E;&AlCMq;U&*1a%kjY5xW?Q4a0u~6 z({}7Cy9DI5Fhv5=`FyzKbuYwi|SpTf^ zVak-U1M7eODXqE@suiGH%~}U<+dytwvEV~UyD6yuuAD}xjc)H^_a51QW1}v6Z#aZl zXG7$Tn-M*5^X7_1PC+$e{l$u?Kb$;$YBr{&1bC( zr7?C1Ar%1=?5Wr0{Iuv1#a5Fwp5Snz^{M;_9Jl4|cB=~()fUBPKTHZ~rfuGnODqU) z4?S}JLxD}Hu@n^$<0|z~uHYsA&7RZ{ceEJS&iMG7Z={SQsQ#E>znWYk=XV7NgfyxT zT`t>tp}PHc+5!CVlLb0~^}vgtOu$cS$$1UrbF*1?_%+(0dD6k&o~MUV_)ioNfhXdu z!w>^jyp~N4+=1CDcX(|ir_onnecnW0Q{!KMdLEM-cyjD{`=ifm9f@RLfnyGz6BRuK zhVhKhf;Y)j@#3m*|8NO$fJVuq;ltBZa1Sd2o?z0RyCi_SbD<;u^kU=K=A1_DQHVu( z@g9j=W%XHe;p_t4Qn5zuUh5|`wneROr)&Ae-r5hr;##9ZlU?DL4`8cP1JS3_;x=yz zDO!gwalX3kR?TFtd9(VO`J|)$z|N=3O*e0y*-SW_6^FTfTZCl@OSTM`oE`4%UCS6b zXfg5VrV`|l=AGSMbJYpy7wm43*sCd5yp+~~d8&2hjM+S`_(n*3%_$=G`{ui*(Bjbi zylfQ#MU_wMSKzzh1V0mP(s4_R@JC-~L*j*hJz8qgDcj6` zNh6)0S7^Ui|J;)qL@Uhb(i%(|J>8SUzvBZ2<{X@BC>M|WGtQnd?f!66wMj_(W8iUx z8SnKimH>80W$$xm(Y;QA14}<#{Hck_;G^ksg64T;trRW=n=_yE{@U05Xk{|bP<*T5 zr%l2BZoe)TFGQh)h|+b89J&`Uxi^NLOE#yOtm!=AwP5tW$oledDEqhlTSA)FXQiBg{boT4*;~H(2d=%~HB;BQ|O?*mxnuVU;KpM1ba-$**7FSz`^=26|e`JoH zd?cBE<;f3x(~2IWU#?>K$!%FcHi_K{@a6e-vWZ=M5VNTGW8EMqe@OeJG zv(JS0=CAtK1+Mo3WgCZLMw4f*Itk;zW9R=Xj^X?2@0-E?KbwR1SA4h+4g^SanaMVG zD$E;jUr&-U13~zCyzs--u2CLU9Yw6~mHl8P{T}o|tY$Hw?^Aj@g%INU?g5i^DL z=DrhzlTC_eHf5upD%KkK)bf~qAxuQ?!zL4g*?!#dA^Oi9)-Ejh)RhL_!}M`g5KB6G z^wW;2>+U^(c(27AF}k6+e|4$g)e9huvnXoc@9|G#vsM}*e9>a_J21w%&w6C0h0QjO z2DYr7S8t$&()PD(=cw#_(%mWqjSEc=NOvj!fvj4?9g)Zq>k-YnMdll2@U-~--?*Nk zLv{%K{a{J(tx8-%ke^I4quY?p78Qh=roRz(D}42O%VefG|8mUgQ>^W81bg^H<~wsR zsjEf>tZqqp*02dqW+}abjN(fdc_LR?LtzOBR&@8xXKehQ`p?qf^;_ysaPfK&>Y>PI z35P4vOcq}``{$kujQXDs3{-KwA@^FligC)(F7NP_P2a?XIG(z@_LJZUm@*}UBSnh< z)A)q@1uGQeU=P)*>5CPNn>+cVseR>Yi-q`IiQOAZ*EwI#F(@CN;V4a2ulTsRd*b4D z231{Sh;4*yPuVPj|whlzG%aqxmGcUU!)`hY|fK;rCR zb(91ta=WJ}-g}>=(QK&Jxl4xejfrD$J$WW2Fv`0IIa-$;cyCws>Aj~FoC$kgQpn8+ zz2Rvnz1)IvU#2{+Ju=xdaG_?xpR19sVI^NmB2~Wf!{K`k3cPwgBt~_u{dtl7mHS(2 zfg}uDt)FbEecHGaE2t8#`^Bv+r;${T{A{f()U0>|DKkJllOyTPCreT!Bs+9ngg{;G z=xSCn`3zQJ!@#4uhb@zGvSq=xpjvXUuQPREOwJ7r+es|Yi_hK z-(=~Waeo-q_V(IyfBiI7uJ_`kx?glq(40?@?ZfV5#irV#>iKuX)(AGbm||d#QYu}| zpdQGn_b?|&lgCe*49piMcU}o*Pc+?*{r^0f2*abGW0iWbTMs>m~>dME}ZF4ZMRzfpK;(-S*HMuzenYw8mDSR_^ zk>mXNS33buajokwMx4AG*_oZ--Bqe{$tK3wuW1hU_P;@DZ&Gy|xMNIDA+d1vRlL_r zOwnnJgz;=O(uEJ2<`-|Uqq3^SgtYiK{2Z5fnP_%vJ@n7_L0f`aEi+e$nBMqJOTuvl z4|-|*(PFCZDsD&TKno7EJ~q$2JOo$sMhbc0n&lfW4*#P+)SBh?nFbmh%_ao6{=xv> zNQlq%CnC}w51C}(YS$4>zW4;=gzZ7BuV%=~5eLVma_rQC3?6&ZBnl=aO0XjOJryZT8xkH{s?6gRe^>xz;<5s0~jq}HllMK|9J9`HVn~F_x7ten;p z5vZEh(=a?XwtHHX2!ti|%!8v=NWEB_q<*@vUsOq9m!`d;KHXgK9YzdA#RG`|rH8>!j+_2zf?6%alK zuR0l0JY^eoCzmjka58vx^184E{d-fdIv4N1*}NkwGp>l%()VZOmboS6Cs<~#_G%eZ zBlepA&n47b;__9CDd#}=5p`jUDU&Mq5w=_2 z+8c{xs5%lh8RSLbTo!MtR<wGH+6_k;cv9|;RyHx8C5 zl!>FcV|SF9wr6K&6Ox3k87lLK&yxwtr>w>YmFVlw6<;`;o)vUxh7Pg__fiDENw|{>l`sE^(-Op8OHs?j8~~H>4+0CjKx!byV^xnA{C51uQKqoTJgr!x3rK_@0Isix zWgcN?N0LzDskoD{B{2=)Ak*UAN_dXD$D&y{BU;w$BI+|YeheNlnFl@NpTDp0k>NBo z`|Aw*_vCZmU+mH|y%dQ~6buuIc8FvegTXhC0Or<3cGTngk0XmAWpX(d;C6&@@d1o8 zc?Tw!{cUR^6|gQB3+xl|{Xk|osbkVzrH!&=-kOj2z~r-#2XlF!5)#W&tRWndt}x#+ z6kF23jJ+|gGUcuT9(%@Z9$lZ)lt(zDrDP-c9)|kP?|t2XtOo|28-P-B2eN8b;T%;+ zA~KY}&T;R%DYrCkbn5j@n(CZ_N3X@>gE7?}w86bM(W*eaw)Q8gkocrXYrmb0u|(;=kyj>uiX2X-p(jnJODsBQ$gsg@?)X7W$|74SWKdY<1e zxKr?E-!c#f%NfH2ORuS*xsNb@$~ORypng0Ioq)T5{LUoDn_)TYaZYrOPik8RAF2M; zE`MZQajvD>;RB4=cNOIuDfFUj5azM6KH1dN^wTh(C30wDV!}+~Y-{z$!PEYv=QO1+ zvHm36*;*FB;#xz?aO4*~cw;0pmD=l9RKX*?FlVK`g2*)c4zQqh3E$w4dr$!EE)qL*vW!DVN z=t9gT)B%~<0wl}ID{@(d`_3c;JLi&w?pFe-T1fS2U)=5rD0kg4~ zj^_by6~nhVmoP=f`Wm(pt{J9T&DMW$Y-bEPco79d+c-76Jzwg2A*0ukj>!V6AK&IH z8Vy5TV%isP6ow9Z;1`tX(gWY@NidLQA*2O{H0lS9mTGP2bjOP^zecL-yPin#j0z== znoQOqTL`hL-Re*1v3ZRI0LG)2qrXnA!d4k``vyd}-MhW+IbKhZ6e3e5G;|Kn9zRduib zw|jTVbSHb?gF^aIX)?C#ZvXFhcMC$9R-ak#q=Ux@JMUQyU9w9C+HJ{v3qKOy`bB8# zHFEp4G1XD8>hMA3v<5EkPyGzD=HsxNK31?h@0C zT&jDqYxPPW=uV}qYsEBLsNp_LOXEUn6m!M?SbsV>a!B74;A62nI!7fF zGEqN+EMFX}bj!TxJ*PBO7HlUUl8x9~*9_jUBjKYs(^B#RWIRq#4v)m7h=rVga%|N% zQ0Q@o6i7`y8>>64T<1a3tu)b-CO#<0s|^L;&2;R`(L3F!DL-EE^BjwG?e_1k=C^Ie(fHdk!hCMgL^1iO>lPl`4S|H`7IZ`9b`!s>&-kJ*3g zeYTTm)gwRhcRqsRPc}VX=JIcc5Nz&)jRMLc)S(ET19ym&F9j3|=(G`?vw*s2HPi8c zCu#Zo-&jOWP&nf5 zQ@a;xFno*M8Ox90ZBg+zl$E?Um*k=QAh1@aE7WHjd3+QCm2}2dT3LAvaB0KZu`^j` z4~{Cs8<;+>5;w0Ys6r1=y858h=dqf-`b8+NeGQZfJHB{KHJ+VYAkk;##})K!`q{3Z z&CfA0+$!e?fg6h>p#{dpXD75(d{?Y`F+AhJ1%~-puYu7~Q*$7ofQb^pgY*nk0)kgs z6Uu)Smcg!up#uD3Mj$hkozcoyb~s~SwBzHNri~YZS`E_?*gy7(sj<($)P8VIBh{Zrg3r;(6f=s*0Of)q16tTTBQ_AU) zaiEgimnZt7q=}7<>YyL1yTWG+{hFUY2WBCG>);QV{bIe=9UC?rGvp>xRWSa~pFa<+ z@0j`Xb!BD6Dsbd6jqybQ-d?suq9a9RJU$fH@5~qMKR?ZN0&n)g>Iwh~UHmTsQyKa1 zo_$uaf=wlP;2_PmKNs0X7#|%KoA=~EwJgML2Bn)8hFb&iN6~bhnqUiO9~~~AWkZi+6KOf^c7New0`wDP#$h0FjA5aW--?$$V4^ANWb{$201=31@|YV z$>5JpQTfs|76Mi_5TA`fH&&|?K*{i6mJOnek1}i{VWc9dQrn;!i2|w4Ir1blJ~C2; zvau0Nz}&vwR}Wyw;$tKIf6lamA$!uMD!Wu%d$P$VJ5Wwsb|u#C;}d*Npp|%&Ie|jl zfPkdup|p>BG_ZC_Wp_LFr74BY;3zfZ!bB+7*=Mo! zW?^hKC@iZ<*p_T^l4mM>3HTyMC-YD-Bc?Se*sO5|e*MagJLuD3&Qez99EWFjbas`D zXKpn>jp~+|jNbz)*wg>K!8pMYzOn*AElZnOpZ@suHP0iB-)Q@o5iE-Z)YQ~tS>D$X z!oca1!YJ4URMoS7q%`mD?*dhSh!Js;{Qk6!H8iEC(Uup0vK^FBgxbP-t|3rW_D4h? zUJdtp<6adY8v;WKGIjm(i;&E6P0yVA)%HJyIeIN}by7WzY9;h{_f<-LUu5&`l8Qb; zX`wUOW5;*(&*KJ_?;L+a`gOF2i)aYG?Hk;mD3cl2!2aH}Oqb*?N(uK%%>)|$bL7tn zo5Y*Os&S8sK(zlw2mXon8SPxq5dn7Q_ImJ)yPrmn8QSv?8#TI5^}8bF+TrfoZ$TX+ zjSs9YiNvWeX^B;GyJ=VHe=HpgmjitzErk67BPVr#XOGk9r^0^GS;dOHD{=@D$)-qsk3=T%ctn+t^&)W&Z#O-WN9f z5dEz1h`CBMTc2=?uPkRtkC~$dq9**Z{Ge$`5A#a})iVZbSAFNknfOQVf^h1kFTSAa zeyDjM@P!{oI;{qlZUm zSINp+w8vlI@67>+3?QDv>RYDBL}8q+Mx=4R5dt}AiYjCc1eV~Tyr(3dUTwP3W-Rua z;8e-hD>f^rMZ|*POz_E+UwfScBq0e3pBp=uG=f`Vvq=w*Ww1QF!o9 zVvbbfmW-55B0>ZsOahbJR!Y0| z3Gh>vl07s&QiUM*CfTelE?QLgYtL0xR17TxigZpWCauV8DR@wQV?lVTTs_(idhWsBcz@7Z+L-{ztVB%sTiEhP* z;gi}|qx3z0>jPvi|H0En-Hdl1{>fkQ+S#$1&E7uDb#;|L_c_m&>X7K(9!}qyV+KW5 z{*lIK7`abwa&6_Z>pQ-fDAg6S1 zMPkBna{e2etR7FhpojH;@~!93euMA(upe|&FELzV6>VT@RNDh23Z8H1hTGkgA=&K4 zSbS>ovN9!;&S>KmeUh=Mg;Ju&mf@w)CJ`M@C1Py{+5{ z6EKDQQ^vJ0Q4>@pe~=p1!83L+{4!r5M>H-{WOPyuQZMnEM#4W3nGd|*StE}j-aGy? zjZ4((^8_wNfyVpD#2l2%*#{qAFA0?dpMo|gf`d;tjzz&R$2~bY7L^>^o=`jau7mGs zJ|V~H+xjpnhP82Rldu*{E#f^_6D)J5MCw#Dk;;Pd4ZVuE2JGmHs;W5FgMmxKh<}o1 z@J?S*m)h8PRsH^f&q&61trj)nUTN3vm7o&3=+rWSo?J*m(RG^zmVMdc)B)*ez!Ad4 zFmQ~yP-Q>!?oMZr>pwl%EAbS^qN*IgKG_(Gr$2Q{!s(OQVS%F>9bQ;@FE?!~UO1Hw zLXR@w&ALaWdjq6hsYGy<0S*b@wBqFt^46cF%#d^+jGug)Idx+fT(&}vg$Fge^p*tk zXaEf})A=X2NQ0x6?QBf+oGAY+K+O3xn0jo)m$VB~RR=yHnI#7I9EyD61pE|(%S^eV zY$N$desYbW>)yZyaWZka)6cDYo!LMdbiWUSgAc8MW#Y#Xr!XADbEmUXmg9#T6%8sB zYl@7ryXHJU>UhcrPd{xYuOvTreuEq+w-T;v+fat$Cyr#7p2?K0dvH3kl1C&KnD2^_>+_+RH3YHm2R7`a~ z^=JJ^TG{?g7Fqc-!NO1(rOU1U&_WEpskL-MeP(B&m?0GfB`EnUTe-Tre&|w|+Yx^q zZek2R%$e(IuE3;$l5*(+XUN+>b%o%w*55}*FUzO(#Qb&zP~|b+VPjm?&2uqzo7rG4 z*>Db=8AHh6z{7dM?oKiPk}dGAk;UqUg}*8Jc0^=qo$ zN2Ghb5iUKo|LdyyP}wE%gOGQ{9mtcSV7AR1=b5b05VMzO8xz!4tq+{HYq3_>#1< z|LCfw1y@WLl$Q4CXfGf>HM4uTei72^3k3P@DGT7U*HIG)?iNS7QND~|%@6U1pf8jR59SHXLkrHlud3Ay(u8(^*Z=GHRacP;&Rt2BnOvL0{ zaFq`dMQF%GP`;WSEnQ+-)u`Pp&GH=_wSbmSj4<}P@S6&3^Jm-#28O%ai#5jP#;axR z*3v#`)h`5j%@z!6qaJ8->wH}zVRb|19$iO7xkFTNxH%(=<#%&63D=Ze% z^}9>vLR`^xy$F{q<iclawd-kMUVR{W=2A}S}P zjVu4GoeG#?OA^I-25xsEHy8)m&BYeKW2WJkR}CqL+V2Z`eFFG|-1$z==7r8vXtEo0 z`S;&f>{}Eo#ueq!fpAcb(HDDtlRbSX+?Vp`Z{zb@x>T5d;+CAtg9BYkU#82;_7~6T zU;%`|Q+ORL*45dvLl?)tuM3W)Ur4=wp(^tr3WoF5j8n&9@@?$O_YY-vS=y*?(K50m zfZhw)H+sC+F_Hoai$r;Hh1`mvKF!#dkZPUZT|zj1J)QePT59;)zA8H-Ye7Aybj11vA0fD|~{f z3g{#BK(h`Y8UAzOze5S;{24hOX(b8A0wE2yqZkr7R*DpOQ&&k2@5#x0pke`}pZ1B` zb3zlqLyrfXB0yZtaGIW;CeX{vi#`oJhlD_1-(e<$4;MGr)_|1palM9y#tvob0+Vxg z_8`hAD=TPVD{hIb!9c5X4t0WY^az|mVeZ7g!vgU6j_*)D=oiq=WmQ|xCHuAsgCb?A z@=cAe3jl0lv0`wxb369T>V;6uycNJFp9P!+6(5SQ@l3|zMzCU&E{~%G98a*FO&{hB zNj=6XT`Cf-jQ|3~JG{qu2R{&Z(}CN!yda>U0>-T4(u--J3It|?>`4JZ>`@aav_Z&S$pW2){ii@8aQ_B8P>Wvla!5c_Z&K{(>@HI<@5k<`BzaK@H8uQesMh?7f*L> zid1-}j7PoOqNAW*pZ*sw)(fCLu`pbgUA0^tM}%kUe=TCqyZyR2YQZ4OzWV%B>s{Nm ztNwwt!;MQ7QYlQ|&Qgm041xq;{itiUl{ojMg#Hr*p!)}KjQjh8V!$4a?=+wPHPuRs zH6eNa(`H;lka62P&t%;8=d&aK=_5xfWi9?*P4^;kS01YUdh3n;?aOhG!K=d+q_T=a z6SwA`TqOnyFk2N1P!ddbnPUC3l{oh;AbYWSFVeKV74As#!6QUinfbvm9l2a)rni3Cq1IC+kPsZXB#fr`1tMr@m5h z)yCouWRvX+?EuidAN+#tzRsd@08c_NqjxI5u3Tz+{z^*u(6-gADoXd3>*>Z1{lX4& z*UhIcI}X0Lv|sGBk)eLkLk}rHP37hiXX)TL-LGH?!*2kAokR7FUUqa-Rg*!V63DoM zezP`fJv#7E&syLMu-aDf8HBTyIH8Bfe z6o#b((}!6K_MB6!O7z=1AKeS+&mbE;Eu+o5l15(` zZubI`5by%$8jan2w`uteJsw)E-CV!jes;0e<&*l$6TK#Ga z0E&nRHYsjfxZ~Z01lS_rMW6Aiwg&I(=9!myee0mw!sK&Zkq7rq{)O;X_3>GHxqM)n0ga;WYDR-79T_s9FXrT0KvO`f)YbBwVJSRqBy&gGG>_>r}s4~3UrCk1^3;(Y7805JgHP5p4a=|lTB_*zyMNc-yx;Z=Kw z*Pl$NnU(vm&qwxD<|f!@+6E(G#>3~u(!?mlKrjL9t1+ki8yQeWT2f1+H|vS=9R4DLb9#5e~pez~ri4Bx(a{ROUt zSf^Pp^ACp5@mfDIM?TAbr+%lwy-IocdIXq*yr-LrSbuP|I_lI$%0A)W)e;XWn1?6t@uy6QgSRzf+F!pxtkCoShCwoO_DPm+D+dVR9^_ z9OV}p?@7j!p~w7h21kQLQ#b36rfY>)fHZtiUtgbIoT(YJk!3G7IAAuhb2qqN{?2^B z`q>jt(~CiUEe%4qmW2fTv?S%^<#|qyT#}dHw53cpPJrEDPgr^|Y6*f`w<-rQ6PgG^ zi?GMBjd_h=zM%FQSd?q5c<@KUsF~_P)tK>1GUTnP3t!7PPEjM7oia+R*{lbgfJ}U;I5~zP?w(=dI{W9$u9Xe&a#G%1ETy)y3x)B2f~?xr=I+X7{Oe$#A9dAp4)~JvedKN*VfsF3kX*dZdtt zE?B#?GViA>#bssd^p4KA&JUQ@=v|gauw00CDE!XwBjs^17n9co%YLd5oX?R;Gi=3k zto5M$8U$p~GNmTQ&}nLrT`6-D6l$*w4toD)j(Pu$+XD&*YLg~^m6~+b(T>1zY zu!hkNOJrQ6h#nG(gi zdz4rx9d`qzE=Z`LT710#3pykJv-Uw}`9-A#XL;w*X(+(6IgqpH3RQDb8c~@N`V@Na zyE{V-|MurBGhL%R4WBBDU9Rsg{I7!YwNXTy<{D;wZrbL@pfjORPwmsS5< zpFxxi*V2R#m;NoJF%9hWj`4k$QhLd6I8ydnA7!#_Q%ZzzcQ>n9Nr-N~6Z=K)-!j0Y z%wdG|Z@KKAeY@~(@#n3IH`o1=b#NR?zjr?8)_)kz9oSVd2$sDaIH@$TtrSPrZVc<_8ed~i`qhjDVHWdfX7$VYXV>}N0SdrJ0 z_Z&M35_o}(kDID?Z3OGu#MCI@(1g_LGkRAb#uQb;$KOn-e=DI83~JR3U*;yl^?ZGS z1?{!lr3JbgKs+n$A;)i7#>WkVGxgfl!96m&wgXuC7Y*C-?6)6343MpHN9+POPywjL zcnK9il}A}vqH*q1?x_%%^LI>|w(~1&#=KY#z$1NKAQr~AUAB?=h-ucbA~EQ(GY*HE zcQBvemw7f4lkbDlHE=M7p_G_dncQ3ws?Na9-Vwk%8R*j~l-_*n88A4S=j{|3HczIn z&)YCYl4wK+0fQvjQ)MfRj;-?2cbXsfpkiBb+~MByw7uyuy4WnEJe$-b509xEmu2tq zhU`ibYPL_D8w5@i9*BOi02meT2(a0Dnbr52GQv+#WaE$$27T%iTqw|B$Odn%+=med z3(ZQOUgfg`F4?g-H87xdB-Z*(HeN+&CFWc~f>e(KKtseTHt*i$9^!6`qHszQS~NGY z_&tl%EHD_6(*V=8G~5^Ceb-*gEFnj$Ojtw)sZvEbzL>g^ltEW4Ycx=nn6;$I)}k_#Fvo={LdJt z_pg1F*Txtw25-6YL=#oU*@G6XXa3>Xo+s`;00N5n&UXXvwy4R58nr5ZqK10=8-iK~ z?0~hq-80ATi|MFkiyUjbRE<$cIDKnU%5HOoRs2mLDz@(qC3t5(=R+cchk$V7*PY!B zezE&Q4g19w6MM_@N`UNVJJBlOBK#<54|y=#ut-O?KEk8osM(SWMUJV|W=?(i2>3jm z(2tpTWcTt!@Zz(%G&O%&XmQME`sD5=PtEMT$ta$zd+ldBI(N7|h* zfC4ShHp;Hn4*0?@*b;zok7#FqGe0ygyqj5cJzfm%{*8u0_O9xI5e}(k(t-fz`H%-{ ze6oLv`@2#PHM#xg44!o6=VsW-E_6$xTylkYXdrZrhYCWILpBd$65OO9_PG6Yk4aTD zoBA4!;^I@7kIY{3Dr@Qb%i3FUh(EIVRaJK)*>r^B!u+T%SfB5>9%Vn+p{6i4I(u|8 zxQ?;5O)#3rz!8huBdB;pz21zjJ&$|oSj`>qqiL6YtHNTt2;;CTLIq)eD>72@>;KSa zYn~UISM8m&Jq&E)>eQ#&B8>D94mKAiEX}L_>@=u&{`#s3nO^3o8X|W4^{wka;YK*A zbInB{saxn1J7M)ZyO@}3!^f&_ePJm7^aYTg%~G49?}@Rtey9F+sSw*Fy^~|bh?3?X zOHf7BO*i`eeqLO*_HI*o*=0#86c+G`Bks~_th`H16Z?F0T9$VG79*o-{f@kBbN$1k z?uX&uPV!$p{&{jm!S|bYhcqo%WpxK@jA&6TGU~8kl#7x)OU|W|h!233hCYN_+1Pv# zPwF~R)n<@yq|Kxl7E^lS=^pQ-r8-kv0+G1feDUIto?%+s{n-_vfz=g8^{%)dxwbPM zGifiEAkw~LncgQ&82;DQ9nt42RMz7kE7#u%fXC+tj(<{3MdjP}_y3*U00usa@#jXs{%Yccz)VXz zml|HX=3+dF8aB10UiX?&DLV3kJ#^bXnW`rtv5k4QYSD@Izvw zUAz@@pQ|Av5<^ht-M(s*W;^@oVCDqc1Ky|^=DXH=SJz?yA*qxNFm-8sEoEXK5txb< z>sEB@0_SiaFJsW6OC$#nzeL7ZnvT0f{?>^_bOb7-^=uBrccs)=%`~c$h_rpNo2tXc zeV16LI8fTaCJ*2{D?|oP)MJ!Ewjl@m`SUEh0n>>hZUHv4d~@S3rm@%#CaEa^RS^=p zBA?=|K1J7UPI@g!06r%pJ6x47uKkysdOR~>tpqQ_Z%TWg*@@r(Y-5e!A)ejsB9Nn9 zN06ADEbq^nU6U)Tjb=1>c##I~3M}JR73Zn}ye3-22WDOW@Kzm{;3G~O-`5|6hSq`l zGOFTb-KP~ry*@5{0_GYpdRhdU7gN3&m%_kM?BfWNy3H}L1E^XCpZsAkJfb?xPA$ae zgq%_W&=o@OfPX7KAq84i-Sk^)2+Ecuazhz}6HM#sCN*^GPR4`)_QohfWrz-&=ce=m zpIi8==K z(Drj|Ijq#v#UFelM|@EPfPetz@Ze|)A;9NLj>aAT0Gr5>D~Kl5pUIdKBeA;7`o*>1 z@*&UMl=b?U2|wAS9pc_tfv4uCOzGCuGfYclB3)aCd)1!j+gp{wz+RywuE-V?>o$!9 zuI{Qku>y|H!c1BV&G-RUrp5r5E*>U}F9&!JC^CQOlAaf5dS}>}D{@C?;=*l84twCf zLTqq}^sBFz(7V0*;E4_gptFAMb#od6#U@?wz(2!fAUd>2%K6Q;{($*6uS=!vHBQ^U z-KO$yMlL(;IVnk!c0DusHu!l@3kj?csm$qb`6lFPNd=F=a3o*eb?6YB*88DG~1>YsXlx$Xv%k`3!-4YEFfN{*VA0M>K$ zzw&caFB_|a+1Qf8=F6Lp>H&tdSbs1&XWuGP zd;jm)3-|846btyuKDf{PQL~o-C=Vojbpkb83#!-K#v+TFmVLIqOI&aMoI7_;jO7FkY*UF;+jnKyXshuN^;6)*k`8!xm-+_= zF5t<;O>GSMf|lW{=olO(Ic|Lyz^P2mIqdguUmqt1`HA{~iNpZ}cqFG`rEAY_wVR4> z&p(JB)eVHM@~jcrvV95W(i%jCMC>0ho+8}PwctRVAe@i1j|@}np+>O4@oTN0#E-RU zBCd@%l`{fx7|g@HO~Qu;23|J+3nbJ|dR|`{@Fn>S)T?Z317l-KTipFhgG~N_dO6(5SOp;%mWl7bbG;)UkF~Ll zROAN}p<}>UGc)y-yY1|4nDg6mvbq^CI0zQ}Y|QPp^zQsijBXl97LNsP4*eHeO9$(@ zM_gOVfkw?!*CA7Ozz3GP$<5>q^Lo(BJE_Q2X2F~#=da9fxhTmZEQo~s`JH~$0isMM zer?-Mk?t@3f%u{=fxg(|q^*kCVz*C`Gt* z{jc`yzrf6ZgVJyg?mt`r*;brvLFO%I@;6-gJb21|NH2^3L-FNp!nK912g5i6ksm3{ z)&#xX|6YZ-n~9jaROw(Od?}TW!ZJhe0DjD0#(a?{sN-e$t1IdW7#@KbkM;~e#QV!& zivkt-ZRj#3d{oB~T;2!gG&={!DzHyET5r=H`v~~w(*}Y2!uV1u7|R|dYRxixj!DS140-)H2NdESxj&vBJVJm=>UtGf9P?hwdAOir#3$ApZ`4}@0uQ*pk z`$23?gg7rO}>||{Z4|1U)aMz87Oe7QNfzHFK7S!~u1b_ew z#rZt~e81Yw>!dmpV?gB0&>!k}Elvhu`zr#sNoB%EdA6ypcGu4J0-r z0t35XvZM_tdzmK2Qgv&wB5S*o5mK|+{x@T%TfrTCZmgcYXeu~w0@$Svz`%wEED_Q_ zhXTmAlUz*<_A%;ZSvl{3Fx&%Zg+_CnnJ0&)hTYn|VA&PB55ze(vi?k2Tw zNjcAVcR+5bGya4H4T?R^&bSc32(9wwy5$q&{ z%F?I5D1IcUl{HSW-)WKc=k3Sn{W5$HR2>4?#q$$(rz~9=<+-KtHv)rR;OGP<=@sYv zX-cV%RWTbVCUu2h{diM(6#*C-u3v`$|FZ`yb#1BU=hs9ul`qzjK*f0l2^g7axRdJ- zbl%j?4EE(t_-2DjsSl+0VdF46-uO znyF*nl1>?p|ysd=x~8j!s?XT zpos=z=t!l`)_f_2#D4^cE#ARqMfqa`>W-)b8Yh5b2iQxyz>qV(bEXMf3+|RI=%Bqd_~; zY5>PYDyW(|0vB3DlqRW8q(8acCiM;e62CR&iebNSSk+#>u#zL7-U6bS^0!6NQ5<@! z^Ouvv{l9;rOgw>hRsO%EZ@2C`4aC@dXYHl|r=@Ex2IawLX0i!1BJwF0#~$`Plk3je z40X=VA76_DKGCegVo8frd76M-@RzUvOd1Y1{*{dw%K*O)TK;pTRDjG)YKSvFk|EA3#D)NT%#TU5}M^`!ImC{$R7Df)zS#m z^RMi4%q8c*^LDd2ZEIulO`+Lf=xXbZ%#rUJw7cCw=+9LA0U0Hcdi{xm$a9owayaWy zjM zV8y-t)g ztw`cbA$;PA?5*g-*{Q%pi zn@N}lSk(oTjrU1)HpY)$)RcLH5DYWDh11Qki#)#5VIwmGL>>;;5H^v{9+F&{&HbaJ z^9lF9E#?ECDN3d@JkP;i88cpZRi%PQ+T+Sj@QPaA)~m$mgOK(NY}v0w@0}cI8iO zC0vJ!B&AAvhW1+4wwdyK;2yG9I}0Whg%cpGBfMlPQ-tFR0_JtcZqZCnud7ridols` z4ExL)ubH3bPXaO0e@Q3S#@v#5_*GJ3VpcLjF~!uzh zb*T?gSXCOZ)y!i##!d!&60!c9)v3cfEoxL-!hrdDnEZVETu5GFux?2cfo9i|^y?R+2W3gbo!EKL zrpGjg!I(|%3qyA%!VY%F=8Wz%tiN$uxOnnD>izPYD!F0yNIx4Wsmgp({l<~#YspV9 zAiq3mpN_$}ez6e8y?!rfE_CLo@U=yo?;n;$;%pi@VyT2~Y&rKcaF~@pC_u)(4^n%# z;MYxT*wu`mo;P$njE-|*mE2c#^t-s(TfA{Fpo&Q&TEtAWe=0B6cAkk#22|PrjYRl; z_MB$vSEJ$J*lcxOYjI0%`ZkxdzIVuuN{pNCKAA;M*1t7pKYK>;;+dmO3H?aMqt?NM zWH2)FssZcpN9ZTtdGAH zP;nlB6^KIl7rnc~ys82JcdJJ5RP!59LJE=;w_tYoRyuXpbG@Wtw`t-+Hwk%F-a>X`X-w$u8DnkH?Eag@ znlZ{df+1!-hXG)6aPr4(p4}g9MOQ%YqIR%E_VK(oKOEkxXB<^u-=tYn?LB^nr2NWI zTePgUe!tEYx%RokuVy~)CdG_78hMWPfXZLG=1^?>c;I?a_&uPkw4$9TP z-~BXSxmD*u`C+3ea8-JK)w`tglfBSEY*ye&wp%sN7H9trLCe+@@Q;^eGd7%iaX5IeASgstHws8R)tUD$Z zE-5|)D&DwuEUFdQm@ftf;n{5?wG2hvXhVFWX|G7@APTa|J7zwbypT=NzsZ5BMa?94 zY8p%zni;n{5`n`C={~zY)yjq@qQpb8y`sEzT^H;>6)f^|bZ#LKM{i$Y#8$z{${~V| zsy7itm`c#z)^w*-gT#P}cmwcBV~bdpAv+1ht#;#b(}MhGaki;UZ4PKO9#-lD>?vc( zV3AmuV=68Jss;A$EKGj8C!0T1Vm4j!xyJqGQbvG65<>QUm2mPtd%fPgR9X)Mzyf6hffw4B{{B~++u41;Vf>>a>vPEq z_h$pI5}2Q6!rYNkza)_Gbxzt6Y$}fUA56XxLNw`3*!O5#G2^@x-KKwks*- z=oQ|mfiECMR%q|jTzQy`-Pp07R0xuYMv=%s!9a6?s*#;62yf_Qn@Uy!CN{2H+6d;# ztyH_RXvUX5?;~NwGUPJDU`U^_cfB4$t7-!@(RvnlZ@d!nO~kn}S*P-4Br$(_U3f9N z`bj2KTSe{5)aYesJ2(owu{TnxCZ1qBnFQlD;#@V$|>hmsWI;~Q6IPu1ofDU zfV&(sN8TQLl3Zyb5iXSo7P~1kJ$t)p+DWJbn#lZ%P$ndI+?ngqO3j(Z&f_}{COaF} z^m89FDj-Un^uN}Uw_y9}+OI^N4FW}$`@84BuVv!u(0cb35LJdznjoNecInoau2WvW zs03br7`s?y{0-QLeq;fRP5us@6qrW| zI$Cl7$=9A(+&?RBr1Fve#}UYk^|pJrmUGuN6EjF!R`&Jl(eSBCiLN@&%PM2vzF7yt zfMc59?;T&T+k~wc&>#gJrJt=}?9pg+uX6np^Q9`VZ`|^Z#94GfOj&t(w>FJhO-+ps z;CZiYus!=ppm0yz=)rRNh(GUS6&3HDKX)#67Dji4cknl0N$SB)U2`>ieWZ1ga+$u zm9mZ&J{;SvwGY(5bDD@SiuJsug_soDv-aRnIabg|qE=fHtR$ZUc`j*soUzyDvFyt? zqx=~NiXaU7Q^}wWW4#C6X*J-;tD+TD?16G(*K7+@bQl4-ivI+JrEo(K=QeqdSq4%& zepQOcRf#s4vtREbi=RE2r$U?lsiow)VZKqUEW5B@5MeK||17k+egFQMup~)-hu9s| zEc|%!QnFRx06|pJlN28y2QtikJaUQiDaPSHEKuk;lP^1MsUGlV$ zkdP36{#hdcoP6p>vRv=W%*-Sk26M{)zv8|#s;PbZc2lHUKon5wK}D1rBhmy!Q3L@6 z3rLZYBd8HDgx&=~kR~7!`T<3x%fV2TVk5DHAYFPV6zRQ%x8iyCUhf!hy!Ze1{NPYZ z%FbTDwbq<-&E-frHeW7pw>aK{hOI^OaO`ixQ2uHb3(!S+N(r9Fq6TvXxd=E}-Wm%L zfshQ-V-it=w4UxE4(9-Bw;4Qh5Ut7Ah&8Qo~i;BOGvjtV;p^G*mK+ zO7LXk&Jw6Z8T;deb+ivYZL=N;W1YVv%t?Bb_{~(R0YP5zx3MvuL!Q)&;i+|S_7=R~ zXO}i#i=0wTO~Z^Fv5G+1ozR+s#V{^WHU)dhUj@oipcf;!9vKny?XRry$_C@WzY$|mbr%SDX z9^pB?>*vq>l}z1?ON2X)j!#G8J?b=ig#-Su3Lv_b+KHB_=wKuIW9Gpw#3HbI|5NyQ z1wZ!YsGm?#so3_eu9_Sf5pmLW;1j3Qc4SZZ*uh$`GnQ8NSp2^IMh`!TbId` z1n~#o&nHJ@p3iR@PEk9j-J=3p=d`%QXC8GR0b`&mfFRp7$> z%@!CZYBVIx0vL@upv7~(B7NIEqe$|hxp8~DY2s(I^>UZZ=t088bdA*KhHZS0X;WAw{PE`Ers(q8=xodYQm!m zagNI1-RMM0K1`viTgfHpJP?G0g_D>o-OKvkB};S<`0BCHlv!pnGw&Pi2@BqRIj1=S zMd}pejRb7P^efbePU(jwocgP!9@*8Ws0>a*L0`ALxEQ%=i-<=Ja!Ne%LHYXn!d`~? zh=mO>QqaQ5)&K*Ydam{HfXm6n6m5DpTRbBy8cnIBE&eEf=N}Fx%c8D{-%LYXAGDnb|zGLRaEw zo3P`D(?-2_u1m}nUd2%Io5j%eYP3&*pJ97AY+N*Z?YFs><2uo*yIBEm!FwQF5sDw1HYPgEfQvbub)(+q+slvm`o*-3ab5hVwiXo@Qbd7!rA9uBp2>aO?`VKSN)m{ zf6@I*3dd3nHTQ;OtQ@^=Zk}u^Ow7qSBEMJYE*8ue;`PE9^S>-eB_pHU7>`aQGqMKL z0y4u7R^5jqP~mIn5JaYMQGg64HHzCml6Mcu@gHOj(3ixAgu-tD8c72%s7w<($$=Du z%215GPc|y4&Q2^m^K)l9O7bgh-WC>{d;RU!B~8xr-@|Rm9DtY8#a+SO*oWB-PNk2Z zE8mGq%&Jh>C2oYf!hx+e4p#qSdNb^$CC9fzqw?@I3`LsqQ#NWpdA1S{2Q=O>HnA28 zVnH00ry=gV!nJrSYEOkQtJWVJ%ws1t*{yR1UWO~vJ`we_=O5SCU6P;kRFVu5CD;@!g)6 zO0Hi*t!ij($Pry&u^%_4bjk%C@DaJUwYi)-pF01h$o$6SZ zFD)x`M`rw5^B`E2;cic7KOixiX_aF+a-JvY>+Amj=G5q?6Lb|HR1VkW zT?V+f(c@gSCcV6TtOI=MzIPC@RSpG~ZiLB?fGlT2vj1p z(tt}a)=&V88hVR^lZuy&<5jY3?YIn$L1%8WAm2Jbkk{U5@Q2sNHJ0=7f+jF7KNnRt{@{Z)l2S+a|% zxG1UJ*tjM>$fmGZLr16n_1(&~fySk|fy#ULG9=b8XhL@nW>?VVrGNT^TM|5w_ zY9=rltK!wRyBhdP+f$7!!ucV#Ykg-UEsuWOIvh1^jfWseyPxXkoa`?87JkNQgrH|BIk!sD%%hWPaA7Xm*y9~G7IdDlnLE! zT0f4GS#|4+SN5rlXs18BaQwwL75m412TpKa#DBmh`9#{hxM@CLP~f0jIH@c9Z3A-- zf3f~M`_pFyO3y+%Tu}YWLGoQ{^-S0=1FId%5|z;$)8;F;t6Kz@nKFadx9$J9^&b9- z6_{cdU@h0!ep%?Ltj=msKWAsg&5fIfwgR<27zhm27Y3*_?0Cp`PwDSjwgQ+!M@GLDjX(>xn+(r@LGPaWurLW3HQ z?^+05Jmc^tbnJS-6l*}e|Jpnj>9WxxV+Wy$rMsE5QG3~-7U;%UTB`ZymEg(#Y>1tU ztLx-O!PL}buX$+qY}u;M(kJKPTiZQrX5;tpUX;~Q<94X%XSE5NI}t+tyg6$TTZ+hd zmNh5QojE&npLhp4jRYjlbDAaTHiD7;?#?8Fppbs!wZG|H2fnrN^Y(l%3zYAs&eaWy z|8<|$W*~(b!92D$_ze4LLdE@96t1hizAJVLVjW|wFRW90(1Evj#o;*S{Lftoq5TlN zYo%>*;-_P21Z(QS>K9?X$l-yE2M%G9hsg;A1;a`H+Jy1(j#YE*C%0rzB*CW`Iii!! z?6L6Pds&n3c^&7+m9H5!Cl^BarO=xsz2R&|;U(RcT>2*~BE0tP%thw%#f^H1vrJS{yxf>X?bZT#~5a32a3-`wfy{fH>0TN;zoXB89-!rGcL`H>?P0YS6D1jrR_$*?++*I zKY~tAY_Ig34=xR*m<2G~srk`O!APhpNfG;LR~MKRoL@86f?82RV%iki-PMZ6(!&v` zMxS&^iD_6Kge@?b+gEcP^GTjSk$6vYBB)4uZHBW`ZP)|aB0M)8bg+}JiLJ@rIaj{I zw%>37;GkBYrlo;FrMjYq#+14eiEs+gOcA@A&FRW#T@_i)<^hGr^ zp$;Q{g@!0bIjX9@UJ%W8N(M$Af%&Tk$jv)2)UiOrj$f|CJU9BPMsI%=qDB)vkm=5? zvWUiK%d;VnHO^=!`=Yd64stM0n-a^)q5))efG$ZjRbwipb0Rz}a}-cO8TA^eRKxHZ zVQ`dP{1XHRZM9o-Yd6KAPof?=T5{|?rN?Q}3>z&7;Oe%%tJeJ&q%~{=(~x^r@?g^N zB(Zle+-3wYh#+x~{qJN?|3H%n$yuc-_;A05Ya?q*NrY!q6{jhfzN;M@8=H7ehj%1R zsWcB&i3Jb~D1OOb1z3oUM?~mzmHC4KhempAal!zoG>t7_09R#xhbIw)@?giInx$nE zNYJLuVBh#alKn`DE?3)bBTZzQ7@8=?elPj^o}wF7W?e3@=fd@(GR<+ZmQq)@n5Ke% zVSWb-+ghI_R@EAT?ji;>30b6EugIFpPc>Gk{o`oMZy6O8_e_2R!y{oi`qU2po%)Qt zq{k@Zs;bWDjHd=MD!2X7&?@n)PCqV$?;Tl`&wy{k@#a_kp8_%O+{OACwg3A0S+ReY zi3LqpgFbJ*S~BHfJ&W{sV^wIGr!&NR{3l?J($j9K#~(XLiZlY;xfCFW5F04~GFJ88 zH(mg_MVRJYef02$u{0TKo;XLQi)!khJM0oG z)->?95#HRXF(pk+`5T(>EaAN?B&APu$EwBFz~fUO9*A*Ci$pQHYr45G`4Bvc?-OU{ z00`1z!vwrs?An3Mf!+8&SY)b6KogCKTdl|Duda%7#CG`?AFMM%Zej}-HY_0Ytd2t) z_3dn1hZ#;dp=YhN>`?_oDD{lgpBu0~NgFVn76+)~2r9X%Plx;}c3gn=mDZ#;$G`sZSe>-Q?!1pC1N^B%W^Z2GW)|n(O-aDyo5{_a?n4-@ zj-IY()qTZ_<>g$fnVQx|lZA2$UK|8AqfXcP;w#6@gPXiD%J#7lv{j8i?!I|Ev*r;- zOUMaJHn=x=!Pz(EqC#32iHkegIY)EWQAD>>B2)jvyv5@V=6emEg&S2yRo5>#AC3>n za*}U_8fnAjKX-83+0nM~)cgOwT?K>w8x?4;*i`$yuU}hZ^UMD2{$(qvc=oUV-ue={ zpY&rL8(mjlA8m?FUr+~wQiBIJqtNCv<^Vz~2Sr2rukf(;08~=KC}KBJK&s%Y2~e@` zc-JY076==?nxiQJ2YyaL*f>1}&q|0uNwvN{5qNSE2$_OQBT#>!FT3tY zjf#rODJ?yL6D_iQTWWg5d;oo*ZX3o8b{_bN(5;nzRkw->hvCwMjr9*B%rHl%gN!g|XiG>ZlS76dkhZNp9;vCIh}LGE4dlkWaOQp)plMH&X3<2Knl|jsYM+|GP(G9jML(H+D_sj=}43YzYQ}~d=0A z&&4~rR6FEcaR8iiJ0Yv3SrG5EsOD&5C@5NrI~8tJfa1)Q&Sx3h)>TM75{(w8`}=mc2bx7!wbM9RN7UCGbeFxa>#$er~DUKVA8746;W zOkF&NFKccE$J=vEcjs!KH;plpdAzg#bp|ES8LkKcB=$SI`d+`M=KQZlpMHq(k-ha^ z_n!DIe=IC)KkR9B<5%Ca;}`u(zxJQ-{Vz6_@#}e5a!ua9U_Ay;>R8POgvlUaYNN9j|+Rg=_DP$IlG~(DkQ3rzVm?u;k&`IObAnT)r3^ zfxYE{p(dR<03dn)P zBXNViTq7UV0)~Ba2$ciXK2CoMCBO^mZ9Y}7AxyG>c+)C^=;r9%@lz5o~*9`@Lr3b zhqvah!NKg5F}XwN1f}45$%|ZBF622ughCe+TSQjdcWXI84dL?$Jq&NwaEXFukHV187 z@PS#>?71Aq7Y-beU7+}5(wzqk5DbZeazObG59{?Df&^LzY=dP0C&Ou^8d}|&*zmY~ zwdJ$aqbS&`g3IR${=kYj;hI63)6~%LM?td5M}_x0vkWjf!SdAiBT0{k#ZI(Hj`P(M#@!kv zMAz4H4ZZnK1bFMrvGSi3;+Q;k@JeD&*Cwg!l5*$bopAY~w~|6DiGKx(e@2%yw;l{I z1+dlrx#!*xn?i866T%ckf<0pS(;#sIP_8UjHI?{ca-Pg6_x4)2QnL1N1{XS!+?2TD-O z%QE~UDfp!g6wN~P!#tX#A7VrJv+g3$PAv}7=j-du)WkwE%1Bm+imu-lPQmLI-hTJt z%`7nO`i4m`fYYGZsgke6#;1sji;oqkrhihLPDzde)+6KTw_&?1oDzwm#)y?wpBolR zT0BF>IZw(8fW~hJd%!T7Bw&jBF>|L)Crz`Mj@x8x-wjLtK6yn)>I1c&p-$9+q~3b! zrE5z=1FECBc_@+zf%^dj&UmXPP5!sjCZ6Am% zZav5FB|iiL6~VjP~r!@)Tx$ ze?Ab87CRfmK*FPg`u2}9yjNSs9`S_qk0;U3o$|c3?So7qW;LsX&lr#Xa+#~53Bnr zFrBe@*VfL-9P)>`)E-G66mqZIwQX9onN7_o#u-IiH{H_ zcO6Z6ofs-GJeGplee~@$t|Tv*`BDKwmEV0-0MSB3@zo5M9w{_#<7L%$Zhp{5>BRY6|B4Y8iKKtNs1FE>`O{8 zIAN=oCZ8ym8!K%`EOM^wk6ZH|%Sv$89@@M+4nky?3X7+tTp-XIjs1a~we24QatquX zm9HVfyt?vi`YN>Nis`VP!n6)GS6vf2x9|in^-m_$2u3@AZdmgq0FQ zk&KI@$24}K14b?udaAs$XyjiSBzA@F#>N2$>Fpn{a|B08fBMjqbLCFMVoYLkVuQ{0 z$ZH~ew0j4de$g7K0^Qy?h>y<1RrP8zs7+2PqENF?V=_85P#cSZ!*FLXL4dI8V9elP zPaU=ROwkGbyuLwzwSJHgYy_8h8Z@BjRJVz!a1Ha%scS-&EHgvIV2~c!g*K;x$%R@Z zfVdQK1+>$67<`Xx`9&KA3{oqqPE#-p!50GUC(u+Da+=qr_Vg^S#e6u60x*Gq8UZz) zT^a)UhT(j19pEAp-xpLGsF!Z0=(hOU*$wW{h0f!Zdy2#fcTP+BKiZBJ({1h)2 zo|~D%$A>{)jjEXV8R=pcZH39e<-%~vFZ~fnpbs>fg7=XwBN@dfMx#oO+o!out1g7z z#~aFkV*0}0Bk6c*clnB7pRiNW?F$xpAc517Jbbtc1LPldCje8mMnxbNpab98mI=x$ zO}{$Dwl2xzwLl9Dynv73Fd~C1D7X_^A#kd!nV%Qfw@6gDU&58mx{cOcjQj;(#bXRc z*J-*h`?tzb?sUzy>Fo^Up~b_c$(5IWt_uBc5ntrgl!(9OZvvxdMNWP0zvB=J$^QjQ z2x6v-ev40_j|&s-M7z4Xlaa60WN=6}SQ7B-2kioK4^|i+dw`SY4}Y3iI@LkE zK-nBgc9OeLQAQ+IxTwn3N#p#O5#Cy3f2s;7I+Vas0u;x#?=K<)rl^wmHI@K4VR8Ad zF70U+g3fIaEMu3JqqkO~i;1m5N+3ua5hdeR8+61#;RM?`MU|A4yaxltUqP_gnp1?C z9*_K8?g+VSAmN6W?$7B7t1YkV`|}w4gCGiS7bf^GyZf8`WZ2e3W#P(N&7cpodfa!G zkCviHI?uRBhu>&O5}t(>MlPE#A3H2H5QNyjXUc8^ru z-AtY4|6pP0?6`a6fu34|11R>sDPD^RE{uNUIK$#Oc4Bbv1t_%M>)T$n zVdRAzB|XN$|F*2A?DxX!Vzkee%zwTgx?=ttydcmoy|#0dQD&L#W2g!kMb*D=>6Q2< zY1mo+?{;SBOB~F6H!UmMr5z*X$9JTsr$_(sWIS}xBPI02ifyJ;l5D(Q-g7#*i$;Z- z1rrW#!pN3wTyyV_A3s1RLzI^U4FEEcx6?@QMaQ6WQeG6Es$#c9x48#6~I&`Me?B3`VgtqGg{?_oC5j7c3#~! ziPG6LEa12`JmThc>3KTD{T_pyl6a9K&;5O5#|}#XJK`;nfEO&!9$C zO9503i*j9SBXG8u+= z=f6N!bmz1IMUj%O14v{$BIk`g!{#3)THPGMX3;}OSpz15Up;FCa@!LV;eN(=_IQB# z1A;x$C8OBf&=9k&uUiH+Z^Y3iXy+FbS_p4th6_Etw2gs5{G%3gn`_RwJa8^2Cuhv` zX#5;C5riA+6}OutZ%@Izy-dena>KR25$k_dPp;EYI)2>cS#vL0W2qPrh{6`ITsZ*p z&8Mw>?XV7Kma*u?&+aKbz+d=-g}B5CQmA|qPXiwUxV8em2nC?_H#0Ro?c@jas8gRs z-tFDw6@_d81=hsx^%~&P|0OtO%ZOUzZ(0!Z zK*et5|10Ki;hKM8;&2ei=Qb_E2}rlMTWakC6yXQ>NZm;f{YsJ9YcG79^pnT-Tmi8s z=}0{N1&Fym1d|9%@RM^AnKJ0`;C-oh`$$xe7c2m~9U59{LUbV9M)#e|9c0M5gfo4h5$q~Px)Ek4n$S} z@!I}8?X$sQw;~d&TnE5ajH+^5H2kckv_qsat#UCL3=3g9^z%|=PvYun8ymY0{RgOk zXStQ16a`^6fp{%HUPn7ld#IpD5k#^)(B4I26d&O5_G38x*=2IM zb+zj#x7a=M$A64jzIEG-XtsI=2!kSFjFzBW853F=d_EPAH`YI!7W(|oa2)cfGDsES>N#y&T(cs!RsXEf&}0#q9|LqcV0s-} zuTZj_paTYmU|-nzDD&3AM-l)m@UY@|SdFJHkGXURozXTr8qW~p5YDy;^3ASp74$sj ze{4O)M1Uu};}+|=c$6U_LI5&W9@h?}kAz9-;+pfD`O)=jRvWjqyUBlrlUuNC42uv6}&5E&PXO)>?evON!q z;a#}pxbm@vN5f&j3lU!sVxug#2vFd4nnmouOQS#)wCth|cesg9!-GV5*Mfp;ddkrZ zpha$fUhr!5s2T3;wA#XC?f&&82Q~BGtFAKl(euBxMLQ%~P2Mm{Hsa6!4dxlAk1??M zCu=5*fsX&%XvXdGB1ig&?=q2gcm846%apHK^fBp&HO3wXq7OT3S`5tOA!|O-cq-U- zC;6cE+NO$2sLC#q!7$~kvAy7iP*K|KQa%dy9+&dm8e9DP?!&<6KqmG zhKRqrW$^M)=Bd$(!g+dzGN0ZFqHh<72-q@OEk0AJ^?q2!6aTkh!cfYEV*<7Z&A)v_ zlC1oN&BCmaKl5zan9gH%B6y_IH7o*U4=vIZ?ao@wm9E{~6?-F?0y-5iBz|SGE#5nMa?w^EJ5K0f~@r87KiGT(@T6))( zg{nw?jyu1JC_Ip(mUS6#|Hs9_3a23i*}kHyt#ySun5~QPeG%@-$1AF~b%3{qtuNEN zb8%_sMiKJ8yJ~(q-D~_$9mzO)qWG(4-pf;}TzyX7-Vdk#_`q#x*_p2C=QApaEtXDo z(|pq(l1f`!GxQBrF^xB@-zqCEE~{wCd#LFc@y*R`YJ*HmQzIUU3R*^v|LCroY{!t< zij+cnL_?bKgOQy#CMSfvl+cB2UCVFYx>MopZkS7OF>r#(`TA&L{I}p;=(okb>u#cB zV=BZ{sq%I~)rR(p$-|qQLF*~cu!&={pn^!99NV{s@V34t#@AHAt9@DIw8E$LZXW)* z;&`$C%MR@^wFunD)Ks-}4L_egRcu`(HL)kzv13gS+NA=-VJEYX|8&n})8^(Gcb3nf zYu!qw)A0q=c#YGa_#i3LS1V{Y+V_)l+(R;a$4El%BGZ#1qs$cZ2+lN^e06>Unz2o) zjYEdDC=izg!96`0-U!v*eR}0#cDhEDTxzNN{=svqYVH~>ZOh}LBd_A5rl!Z=EDh7? z_uWFIeN&D`ABU9~yGcQFD?E#JP4cz?y7wj{Q&oZd5#;w#W+=;l8C z6Xu{Udk-pmU>luJP~Vr%_If%a@PzIM_Er9OozoiQLuO7;}$^cAHIuL&5|si zZEmt`kyM&A&?S@8Cmem=Kl$dc_4G5<&2@533biV0Tu{`2FMYa+1RK zm44GF+4B#D(-JtkjaGNr{791gAV&+#L8=}C54SgjY<)DV}^dFV@d5rWzfZlyqXL#hVR(@mcAA4EL z*^of-yN5r>WqLRqieA+IQCoSh_nbsoFvnXvd-I@=54E`K@0T&1I(pWC+mjH<9bF3# zqnFi{t0$Vwzvi46>`$Ad%68pVdgR=HT9e!J$u}GG;nkwNp-RV$NoQ=Idb6soYSEUWK0M%dRIKcP#|P?wEP(tc>S)yHkv< zj#|pb9c@`&j6xG-PPP_Ug+{i?4efm`n^FdkC!12^-$niE8G<@t`DHLSc-6L3Ks5Yo zo+vk7HY#WCKBfb%Z{t5GR6CE#?+UZ(E+XBXGEMy1oF#Z!pUK6%YQDTt@M9;T4u}Wbwm17Y zDy;@hzFjPuOz8cP_j-!tMVoDUo}tm?`p?WK`;^)}1MazY&6N?Q+BHogVNB_oxZ<#p z)K9AYv7jyce;#gY`*UOG=Vmt+*0HUZ91K*69~L_NR?o($@v=JCoo4jmjIq!0384*O z70Vmp*f2GR(;%IZOnxP%HP7&GMMX|C(Q9kxPJH|KdlVUk-&xxQ*(Y1~jPDDqib9j( zBDG&Hu8x{C-|J|cuqy_Ov6F4|Ty?l7cjslaTjjn{xHxDwg8*~$f5uV&dGcSc;9q~` zWL>J_Te&@#yxiTER#GPhjquTgwd^8cx?V<)iem2XD(K34Te2cs@r%LrzBX~;&vvP0 zj!Es^Tz)9(CB^L0Wzs>LUf(GE-mq>Hc;B_%Rj0;h<=f3ukrg!gkc53V# zB^148pYrYN6(lUpYbG=e!)c!JP(oz6ZA|Ib(W#m(`jzUGHQsi!{`Mx2-B&+F{Fnsi*|EaXcU!Nij^gyfvmY{dRg1ZDZPuvr^f$@s;Im zq@qsZtX2O{S-t|kE%pF4m+GQQdHTSniTO+~dUT6vraWr(>w)iWOmymMI*5$jF?KJF55?Gk7*c|*l?A(yr$G@CfNx(yJv@q{ZF z)s@c~Z_pRR806x1vltagSM4h85; zpYJZWzXzj(R$7Yat0p?Ty1Y-(*15bOG_084`n!cReu|H77*({px$TERgd+P?_m-xh zAj@FJnP_3vTo6`NH@b?>OET|D+lmRbVtH*%yZH>Bm%dO$clnv;Pj6{ppWfV1^X$>k z{cCG(v1VfpC$ju4NVb=GX3{!JlM&wy@QFa^%rFp7N7THruuFAB`jK!j>&cyG zmIG%6w3U589$wUjv(mR3%eDT13y|+h`pAT33D=oOY>L+=`wxqhFW+YuT-e9c?LQ;G zlP>rjXLXzLpi$1Iq9<3rzki6Fbm=SE9JTz3%L@r$Aw3*K;zCoa@1WVPCwu86)vTQ_a%n`Ye2HBoQp zRPXiP$NJ4zuXhZeC+>FHm^efBz3JPJxB9U#>|LEws9reew>m~B%KsHH{f2gXTXgqGvPt#b#r*C@;)693a%BtrJIFXehovGDm>nB?^ z)1vfAFB-^mcVC`nePVnxOiDzZ>$`VKWDOURzA;+w_vpU=F2Z!Hno`yiz0+3Eu2tRk znLD8AEf7@A^1_N~cA9SxyLL3ec)U*Hr8~3Uk@)8M!&V-vlTH;j(i~Q7GaIHh8zn(O zL4`e@&`s=S%vp^a1c&J`ArEH7=ra#-sZBMZNh0VDg zZ+qz-^F=3nFHcv(Yvc6Ix^QIi#XWHTDN`oYu+A)R4U5r7wwOnES+7J-SFER{E>aDS zWW|0rfY)P?QLDJA5fE8S+{JwAX-N$Wi9<$obuOVMzwOxn@Dlz{FZKVwpX<3o_kXIX VIPrMS`Yr;0bk7=U7oN5b{9h#{A{+n! literal 0 HcmV?d00001 diff --git a/src/atoms/add_subtract.jl b/src/atoms/add_subtract.jl index 9dbb79b..ad022c6 100644 --- a/src/atoms/add_subtract.jl +++ b/src/atoms/add_subtract.jl @@ -12,7 +12,7 @@ function -(x::AffineExpr) vars_to_coeffs_map[v] = -c end this = AffineExpr(:-, (x,), vars_to_coeffs_map, -x.constant, x.size) - this.evaluate = ()-> -this.value; + this.evaluate = ()->(-x.evaluate()) return this end @@ -78,8 +78,10 @@ end function +(x::SumSquaresExpr, y::SumSquaresExpr) affines = copy(x.affines) + multipliers = copy(x.multipliers) append!(affines, y.affines) - this = SumSquaresExpr(:+, affines) + append!(multipliers, y.multipliers) + this = SumSquaresExpr(:+, affines, multipliers) return this end diff --git a/src/atoms/diag.jl b/src/atoms/diag.jl index 3677011..9cf21dd 100644 --- a/src/atoms/diag.jl +++ b/src/atoms/diag.jl @@ -14,10 +14,16 @@ function diag(x::AffineExpr, num::Int64) end len = min(x.size[1] - start_row + 1, x.size[2] - start_col + 1) start_ind = (start_col - 1) * x.size[1] + start_row - indexer = Constant(spzeros(len, x.size[1] * x.size[2])) - for i = 1 : len - indexer.value[i, start_ind + (i - 1) * (x.size[1] + 1)] = 1 - end + + indexer = Constant( + sparse( + 1 : len, + start_ind : x.size[1] + 1 : start_ind + (len - 1) * (x.size[1] + 1), + 1.0, + len, + x.size[1] * x.size[2] + ) + ) vars_to_coeffs_map = Dict{Uint64, Constant}() for (v, c) in x.vars_to_coeffs_map @@ -35,10 +41,16 @@ function diagm(x::AffineExpr) if x.size[2] != 1 error("Can only call diagm on column vectors") end - indexer = Constant(spzeros(x.size[1] * x.size[1], x.size[1])) - for i = 1 : x.size[1] - indexer.value[1 + (i - 1) * (x.size[1] + 1), i] = 1 - end + + indexer = Constant( + sparse( + 1 : x.size[1] + 1 : 1 + (x.size[1] - 1) * (x.size[1] + 1), + 1 : x.size[1], + 1.0, + x.size[1] * x.size[1], + x.size[1] + ) + ) vars_to_coeffs_map = Dict{Uint64, Constant}() for (v, c) in x.vars_to_coeffs_map diff --git a/src/atoms/index.jl b/src/atoms/index.jl index b5e0eb9..57ed627 100644 --- a/src/atoms/index.jl +++ b/src/atoms/index.jl @@ -6,19 +6,17 @@ getindex{T <: Real}(x::Constant, inds::AbstractArray{T, 1}) = Constant(getindex( getindex{T <: Real}(x::Constant, rows::AbstractArray{T, 1}, cols::AbstractArray{T, 1}) = Constant(getindex(x.value, rows, cols)) function getindex{T <: Real}(x::AffineExpr, inds::AbstractArray{T, 1}) - indexer = Constant(spzeros(length(inds), x.size[1] * x.size[2])) - k = 1 - for i in inds - indexer.value[k, i] = 1 - k += 1 - end + # number of rows/cols in the coefficient for x in our canonical form + num_rows_coeff = length(inds) + num_cols_coeff = x.size[1] * x.size[2] + indexer = Constant(sparse(1:length(inds), inds, 1.0, num_rows_coeff, num_cols_coeff)) vars_to_coeffs_map = Dict{Uint64, Constant}() for (v, c) in x.vars_to_coeffs_map vars_to_coeffs_map[v] = indexer * c end constant = indexer * x.constant - this = AffineExpr(:index, (x,), vars_to_coeffs_map, constant, (length(inds), 1)) + this = AffineExpr(:index, (x,), vars_to_coeffs_map, constant, (num_rows_coeff, 1)) this.evaluate = ()->x.evaluate()[inds] return this end @@ -28,18 +26,17 @@ function getindex{T <: Real}(x::AffineExpr, rows::AbstractArray{T, 1}, cols::Abs num_rows_coeff = length(rows) * length(cols) num_cols_coeff = x.size[1] * x.size[2] - indexer = Constant(spzeros(num_rows_coeff, num_cols_coeff)) - # Create the indexing matrix such that indexer * vec(x) = vec(x[rows, cols]) + J = Array(Int64, num_rows_coeff) k = 1 num_rows = x.size[1] for c in cols for r in rows - idx = num_rows * (convert(Int64, c) - 1) + convert(Int64, r) - indexer.value[k, idx] = 1 + J[k] = num_rows * (convert(Int64, c) - 1) + convert(Int64, r) k += 1 end end + indexer = Constant(sparse(1:num_rows_coeff, J, 1.0, num_rows_coeff, num_cols_coeff)) vars_to_coeffs_map = Dict{Uint64, Constant}() for (v, c) in x.vars_to_coeffs_map diff --git a/src/atoms/multiply_divide.jl b/src/atoms/multiply_divide.jl index c49d2a3..8c196c9 100644 --- a/src/atoms/multiply_divide.jl +++ b/src/atoms/multiply_divide.jl @@ -92,38 +92,40 @@ end # Only support scalar division function /(x::AffineExpr, y::Constant) - if y.size == (1, 1) - return x ./ y + if y.value == 0 + error("Cannot divide an affine expression by 0") else - error("Cannot divide by an expression whose size is not 1 by 1") + return x ./ y end end -./(x::AffineExpr, y::Numeric) = ./(x, convert(Constant, y)) -/(x::AffineExpr, y::Numeric) = /(x, convert(Constant, y)) +/(x::AffineExpr, y::Number) = /(x, convert(Constant, y)) ## Sum of squares expressions -function *(x::Constant, y::SumSquaresExpr) - if x.size != (1, 1) || x.value < 0 +function *(x::Number, y::SumSquaresExpr) + try + x = convert(Float64, x) + catch + error("Sum Squares expressions can only be multiplied by real numbers") + end + if x < 0 error("Sum Squares expressions can only be multiplied by nonegative scalars") end - x_sqrt = Constant(sqrt(x.value)) - affines = [x_sqrt * affine for affine in y.affines] - this = SumSquaresExpr(:*, affines) - return this + return SumSquaresExpr(:*, y.affines, x * y.multipliers) end -*(x::SumSquaresExpr, y::Constant) = *(y, x) -*(x::SumSquaresExpr, y::Numeric) = *(x, convert(Constant, y)) -*(x::Numeric, y::SumSquaresExpr) = *(convert(Constant, x), y) +*(x::SumSquaresExpr, y::Number) = *(y, x) -function /(x::SumSquaresExpr, y::Constant) - if y.size != (1, 1) || all(y.value .<= 0) +function /(x::SumSquaresExpr, y::Number) + try + y = convert(Float64, y) + catch + error("Sum Squares expressions can only be divided by real numbers") + end + if y <= 0 error("Sum Squares expressions can only be divided by positive scalars") end - return Constant(1 ./ y.value) * x + return SumSquaresExpr(:/, x.affines, x.multipliers / y) end - -/(x::SumSquaresExpr, y::Numeric) = /(x, convert(Constant, y)) diff --git a/src/atoms/stack.jl b/src/atoms/stack.jl index ea7d4a2..d545590 100644 --- a/src/atoms/stack.jl +++ b/src/atoms/stack.jl @@ -79,5 +79,11 @@ function hcat(args::AffineExpr...) end function hvcat(rows::(Int64...), args::AffineExpr...) - error("hvcat not yet implemented") + row_exprs = AffineExpr[] + index = 0 + for row_size in rows + push!(row_exprs, hcat(args[index + 1 : index + row_size]...)) + index += row_size + end + return vcat(row_exprs...) end diff --git a/src/atoms/transpose.jl b/src/atoms/transpose.jl index 7b026f8..7f7963b 100644 --- a/src/atoms/transpose.jl +++ b/src/atoms/transpose.jl @@ -6,19 +6,22 @@ ctranspose(x::Constant) = transpose(x) function transpose(x::AffineExpr) vec_sz = x.size[1] * x.size[2] - perm_matrix = spzeros(vec_sz, vec_sz) num_rows = x.size[1] num_cols = x.size[2] + I = Array(Int64, vec_sz) + J = Array(Int64, vec_sz) + + k = 1 for r = 1:num_rows for c = 1:num_cols - i = (c - 1) * num_rows + r - j = (r - 1) * num_cols + c - perm_matrix[i, j] = 1.0 + J[k] = (c - 1) * num_rows + r + I[k] = (r - 1) * num_cols + c + k += 1 end end - perm_constant = Constant(perm_matrix) + perm_constant = Constant(sparse(I, J, 1.0)) vars_to_coeffs_map = Dict{Uint64, Constant}() for (v, c) in x.vars_to_coeffs_map @@ -26,7 +29,7 @@ function transpose(x::AffineExpr) end constant = perm_constant * x.constant - this = AffineExpr(:transpose, (x,), vars_to_coeffs_map, constant, (x.size[2], x.size[1])) + this = AffineExpr(:transpose, (x,), vars_to_coeffs_map, constant, (num_cols, num_rows)) this.evaluate = ()->x.evaluate()' return this end diff --git a/src/solve.jl b/src/solve.jl index 81b1517..e0b8c5a 100644 --- a/src/solve.jl +++ b/src/solve.jl @@ -1,4 +1,4 @@ -export minimize!, satisfy! +export minimize!, solve! # Eventually, this can take in arguments to specify solving method. # For now, backslash is the only supported method. @@ -6,9 +6,8 @@ function solve!(problem_type::Symbol, objective::SumSquaresExpr, constraints::Ar p = Problem(problem_type, objective, constraints) # return backslash_solve!(p) backslash_solve!(p) - if p.status == "infeasible" - println("Problem was infeasible") - return nothing + if p.status == "KKT singular" + error("KKT system is singular. No unique solution") elseif p.status == "solved" return p.optval else @@ -19,8 +18,9 @@ end minimize!(objective::SumSquaresExpr, constraints::Array{EqConstraint}) = solve!(:minimize, objective, constraints) minimize!(objective::SumSquaresExpr, constraint::EqConstraint) = minimize!(objective, [constraint]) +minimize!(objective::SumSquaresExpr, constraints::EqConstraint...) = minimize!(objective, [constraints...]) minimize!(objective::SumSquaresExpr) = minimize!(objective, EqConstraint[]) -solve!(constraints::Array{EqConstraint}) = solve!(:satisfy, SumSquaresExpr(:empty, AffineExpr[]), constraints) -solve!(constraint::EqConstraint) = satisfy!([constraint]) -solve!(constraints::EqConstraint...) = satisfy!([constraints...]) +solve!(constraints::Array{EqConstraint}) = solve!(:solve, SumSquaresExpr(:empty, AffineExpr[], Float64[]), constraints) +solve!(constraint::EqConstraint) = solve!([constraint]) +solve!(constraints::EqConstraint...) = solve!([constraints...]) diff --git a/src/solvers/backslash_solver.jl b/src/solvers/backslash_solver.jl index 999482f..96c1d98 100644 --- a/src/solvers/backslash_solver.jl +++ b/src/solvers/backslash_solver.jl @@ -1,4 +1,4 @@ -export backslash_solve! +export backslash_solve!, build_kkt_system function reset_value_and_add_vars!(x::AffineOrConstant, unique_vars_map::Dict{Uint64, AffineExpr}) if x.head != :constant @@ -78,11 +78,14 @@ function build_kkt_system(A, b, C, d) constant[1 : size(A, 2)] = -2 * A' * b if size(C, 1) != 0 coefficient[1 : size(C, 2), size(A, 2) + 1 : end] = C' + coefficient[size(A, 2) + 1 : end, 1 : size(C, 2)] = C + constant[size(A, 2) + 1 : end] = -d end - end - if size(C, 1) != 0 - coefficient[size(A, 2) + 1 : end, 1 : size(C, 2)] = C - constant[size(A, 2) + 1 : end] = -d + elseif size(C, 1) != 0 + coefficient[:, 1 : size(C, 2)] = C + constant = -d + else + error("KKT system should not be empty") end return coefficient, constant @@ -104,19 +107,24 @@ function backslash_solve!(p::Problem) push!(canon_forms, constraint.canon_form) end C, d = coalesce_affine_exprs(vars_to_ranges_map, num_vars, canon_forms) - # return A, b, C, d - coefficient, constant = build_kkt_system(A, b, C, d) solution = nothing - try - solution = coefficient\full(constant) - catch - println("KKT system is singular") + # return A, b, C, d + if size(A, 1) > 0 || size(C, 1) > 0 + coefficient, constant = build_kkt_system(A, b, C, d) + try + # sparse solver doesnt error out some 2x2 singular KKT systems + solution = coefficient\full(constant) + end end if solution == nothing - p.status = "infeasible" + p.status = "KKT singular" else p.status = "solved" - p.optval = norm(A*solution[1:num_vars] + b)^2 + if size(A, 1) > 0 + p.optval = sum((A*solution[1:num_vars] + b).^2) + else + p.optval = 0.0 + end populate_vars!(unique_vars_map, vars_to_ranges_map, solution) end return p.optval diff --git a/src/types/expressions.jl b/src/types/expressions.jl index 8285ff8..953b59c 100644 --- a/src/types/expressions.jl +++ b/src/types/expressions.jl @@ -12,17 +12,18 @@ Numeric = Union(Number, AbstractArray) ValueOrNothing = Union(Value, Nothing) abstract AbstractExpr +abstract AffineOrConstant <: AbstractExpr function evaluate(x::AbstractExpr) if x.size == (1, 1) return (x.evaluate())[1] + elseif x.size[2] == 1 + return vec(full(x.evaluate())) else return full(x.evaluate()) end end -abstract AffineOrConstant <: AbstractExpr - type Constant <: AffineOrConstant head::Symbol value::ValueOrNothing @@ -72,6 +73,9 @@ function AffineConstant(value::Value) end function Variable(size::(Int64, Int64)) + if (size[1] < 1 || size[2] < 1) + error("invalid variable size") + end vec_sz = size[1]*size[2] this = AffineExpr(:variable, (), Dict{Uint64, Constant}(), Constant(spzeros(vec_sz, 1)), size) this.vars_to_coeffs_map[this.uid] = Constant(speye(vec_sz)) @@ -95,18 +99,19 @@ type SumSquaresExpr <: AbstractExpr head::Symbol value::ValueOrNothing affines::Array{AffineExpr} + multipliers::Array{Float64} uid::Uint64 evaluate::Function - function SumSquaresExpr(head::Symbol, affines::Array{AffineExpr}) - this = new(head, nothing, affines) + function SumSquaresExpr(head::Symbol, affines::Array{AffineExpr}, multipliers::Array{Float64}) + this = new(head, nothing, affines, multipliers) this.uid = object_id(this) this.evaluate = ()->begin - sum = 0 - for affine in affines - sum += norm(vec(affine.evaluate()))^2 + value = 0 + for i in 1:length(this.affines) + value += multipliers[i] * sum((this.affines[i].evaluate()).^2) end - return sum + return value end return this end @@ -115,7 +120,11 @@ end function sum_squares(affine::AffineExpr) affines = AffineExpr[] push!(affines, affine) - this = SumSquaresExpr(:sum_squares, affines) + this = SumSquaresExpr(:sum_squares, affines, ones(length(affines))) +end + +function evaluate(x::SumSquaresExpr) + return (x.evaluate())[1] end endof(x::AffineOrConstant) = x.size[1]*x.size[2] diff --git a/test/runtests.jl b/test/runtests.jl new file mode 100644 index 0000000..ab231ce --- /dev/null +++ b/test/runtests.jl @@ -0,0 +1 @@ +include("unit_tests/unit_tests.jl") diff --git a/test/unit_tests/add_subtract.jl b/test/unit_tests/add_subtract.jl new file mode 100644 index 0000000..92a7626 --- /dev/null +++ b/test/unit_tests/add_subtract.jl @@ -0,0 +1,19 @@ +a = create_var(1, 1) +b = eye(3) +c = a + b +test_expr(c, (a,)) + +p = b + c +test_expr(p, (a,)) + +x = create_var(3, 4) +d = a - x +test_expr(d, (a, x)) + +f = x + a +test_expr(f, (a, x)) + +g = x - a +test_expr(g, (a, x)) + +info("All add/subtract tests passed") diff --git a/test/unit_tests/compound.jl b/test/unit_tests/compound.jl new file mode 100644 index 0000000..db97015 --- /dev/null +++ b/test/unit_tests/compound.jl @@ -0,0 +1,22 @@ +# tests for sum, mean, and var, which implemented by calling other atoms + +x = create_var(5, 3) +s = sum(x) +m = mean(x) +test_expr(s, (x,)) +test_expr(m, (x,)) + +t = sum(x, 1) +n = mean(x, 1) +test_expr(t, (x,)) +test_expr(n, (x,)) + +u = sum(x, 2) +p = mean(x, 2) +test_expr(u, (x,)) +test_expr(p, (x,)) + +v = var(x) +test_expr(v) + +info("All sum/mean/var tests passed") diff --git a/test/unit_tests/constraints.jl b/test/unit_tests/constraints.jl new file mode 100644 index 0000000..4ff464c --- /dev/null +++ b/test/unit_tests/constraints.jl @@ -0,0 +1,9 @@ +x = Variable(4, 3) +y = Variable() + +x + y == 3 +3 == y +rand(4, 3) == x - 4*y +sum(y, 1) == rand(1, 3) + +info("All equality constraints tests passed") diff --git a/test/unit_tests/diag.jl b/test/unit_tests/diag.jl new file mode 100644 index 0000000..4a52e8c --- /dev/null +++ b/test/unit_tests/diag.jl @@ -0,0 +1,20 @@ +# diagm test +x = create_var(4, 1) +d = diagm(x) +test_expr(d, (x,)) + +# main diagonal +x = create_var(3, 4) +d = diag(x, 0) +test_expr(d, (x,)) + +# off diagonals +x = create_var(3, 4) +d = diag(x, 2) +test_expr(d, (x,)) + +x = create_var(3, 4) +d = diag(x, -2) +test_expr(d, (x,)) + +info("All diag tests passed") diff --git a/test/unit_tests/helpers.jl b/test/unit_tests/helpers.jl new file mode 100644 index 0000000..8f9d707 --- /dev/null +++ b/test/unit_tests/helpers.jl @@ -0,0 +1,46 @@ +export eval_internals, set_value!, test_expr, create_var + +function eval_internals(x::AffineExpr, vars::Tuple) + (rows, cols) = x.size + value = zeros(rows, cols) + for var in vars + coeff = x.vars_to_coeffs_map[object_id(var)] + value += reshape(coeff.value * vec(var.value), rows, cols) + end + value += reshape(x.constant.value, rows, cols) + return value +end + +function eval_internals(x::SumSquaresExpr) + value = 0 + for i in 1:length(x.affines) + value += x.multipliers[i]*vecnorm(evaluate(x.affines[i]))^2 + end + return value +end + +function set_value!(x::AffineExpr, value::Number) + x.value = convert(Float64, value) +end + +function set_value!(x::AffineExpr, value::AbstractArray) + x.value = convert(SparseMatrixCSC{Float64, Int64}, sparse(value)) +end + +function test_expr(x::SumSquaresExpr) + val1 = evaluate(x) + val2 = eval_internals(x) + @assert abs(val1 .- val2) <= 0.0001 +end + +function test_expr(x::AffineExpr, vars::Tuple) + val1 = eval_internals(x, vars) + val2 = evaluate(x) + @assert all(abs(val1 .- val2) .<= 0.0001) +end + +function create_var(m::Int64, n::Int64) + x = Variable(m, n) + set_value!(x, rand(m, n)) + return x +end diff --git a/test/unit_tests/index.jl b/test/unit_tests/index.jl new file mode 100644 index 0000000..6cc4bcc --- /dev/null +++ b/test/unit_tests/index.jl @@ -0,0 +1,8 @@ +# indexing tests +x = create_var(4, 6) +y = x[1:3, 5:end] +z = x[:] +test_expr(y, (x,)) +test_expr(z, (x,)) + +info("All index tests passed") diff --git a/test/unit_tests/multiply_divide.jl b/test/unit_tests/multiply_divide.jl new file mode 100644 index 0000000..3832aed --- /dev/null +++ b/test/unit_tests/multiply_divide.jl @@ -0,0 +1,19 @@ +a = create_var(1, 1) +b = eye(3) +c = a * b +test_expr(c, (a,)) + +d = create_var(5, 3) +f = a * 3.1 + 5.3 * d +test_expr(f, (a, d)) + +g = rand(4, 5) * d +test_expr(g, (d,)) + +h = d * rand(3, 4) +test_expr(h, (d,)) + +j = d / 4 +test_expr(j, (d,)) + +info("All multiply/divide tests passed") diff --git a/test/unit_tests/problems.jl b/test/unit_tests/problems.jl new file mode 100644 index 0000000..57bfce1 --- /dev/null +++ b/test/unit_tests/problems.jl @@ -0,0 +1,47 @@ +TOLERANCE = 0.0001 + +x = Variable() +solve!(x == 3) +@assert evaluate(x) == 3 + +y = Variable(3, 1) +A = rand(3, 3) +solve!(x == 3, A*y == 4) +@assert evaluate(x) == 3 +@assert all(abs(A*evaluate(y) - 4) .<= TOLERANCE) + +solve!([x == 5, y == 7]) +@assert evaluate(x) == 5 +@assert all(evaluate(y) .== 7) + +x = Variable(3) +y = sum_squares(x) +optval = minimize!(y) +@assert abs(optval - 0) < TOLERANCE +@assert all(abs(evaluate(x)) .<= TOLERANCE) + +x = Variable(3) +y = sum_squares(x) +optval = minimize!(y, x == 3) +@assert abs(optval - 27) < TOLERANCE +@assert all(abs(evaluate(x) .- 3) .<= TOLERANCE) + +x = Variable(2) +A = [1 0; 1 0] +y = sum_squares(x) +@test_throws ErrorException optval = minimize!(y, A * x == [1; 2]) + +A = randn(5, 5) +x_real = randn(5, 5) +x = Variable(5, 5) +y = A * x +b = A * x_real +constraints = EqConstraint[] +for i = 1:5 + constraints += y[:, i] == b[:, i] +end +optval = minimize!(sum_squares(x), constraints) +@assert abs(sum(x_real.^2) - optval) <= TOLERANCE +@assert all(abs(evaluate(x) .- x_real) .<= TOLERANCE) + +info("All solve/minimize tests passed") diff --git a/test/unit_tests/repmat.jl b/test/unit_tests/repmat.jl new file mode 100644 index 0000000..a8d8df1 --- /dev/null +++ b/test/unit_tests/repmat.jl @@ -0,0 +1,19 @@ +x = create_var(3, 2) +r = repmat(x, 4, 5) +test_expr(r, (x,)) + +x = create_var(1, 1) +r = repmat(x, 1, 1) +test_expr(r, (x,)) + +x = create_var(3, 3) +y = x + [1 2 3; 4 5 6; 7 8 9] +r = repmat(y, 1, 3) +test_expr(r, (x,)) + +x = create_var(3, 3) +y = x + [1 2 3; 4 5 6; 7 8 9] +r = repmat(y, 4, 1) +test_expr(r, (x,)) + +info("All repmat tests passed") diff --git a/test/unit_tests/reshape.jl b/test/unit_tests/reshape.jl new file mode 100644 index 0000000..695503f --- /dev/null +++ b/test/unit_tests/reshape.jl @@ -0,0 +1,10 @@ +# reshape test +x = create_var(6, 4) +y = reshape(x, 8, 3) +z = reshape(x, 4, 6) +v = vec(x) +test_expr(y, (x,)) +test_expr(z, (x,)) +test_expr(v, (x,)) + +info("All reshape tests passed") diff --git a/test/unit_tests/stack.jl b/test/unit_tests/stack.jl new file mode 100644 index 0000000..9fb2857 --- /dev/null +++ b/test/unit_tests/stack.jl @@ -0,0 +1,21 @@ +# hcat test +x = create_var(3, 1) +y = create_var(3, 2) +z = create_var(3, 3) +h = [x y z] +test_expr(h, (x, y, z)) + +# vcat test +x = create_var(1, 3) +y = create_var(2, 3) +z = create_var(3, 3) +v = [x; y; z] +test_expr(v, (x, y, z)) +v = [x, z, y] +test_expr(v, (x, y, z)) + +# hvcat test +hv = [x x; y y; z z] +test_expr(hv, (x, y, z)) + +info("All stack tests passed") diff --git a/test/unit_tests/sum_squares.jl b/test/unit_tests/sum_squares.jl new file mode 100644 index 0000000..4b87364 --- /dev/null +++ b/test/unit_tests/sum_squares.jl @@ -0,0 +1,15 @@ +x = create_var(1, 1) +y = create_var(3, 1) +s = sum_squares(x) + sum_squares(y) +test_expr(s) + +s = 4 * s +test_expr(s) + +s = s * 2 +test_expr(s) + +s = s / 4 +test_expr(s) + +info("All sum squares tests passed") diff --git a/test/unit_tests/transpose.jl b/test/unit_tests/transpose.jl new file mode 100644 index 0000000..de56572 --- /dev/null +++ b/test/unit_tests/transpose.jl @@ -0,0 +1,9 @@ +x = create_var(3, 4) +y = x' +test_expr(y, (x,)) + +x = create_var(10, 1) +y = x'' +test_expr(y, (x,)) + +info("All transpose tests passed") diff --git a/tests/unit_tests/unit_tests.jl b/test/unit_tests/unit_tests.jl similarity index 56% rename from tests/unit_tests/unit_tests.jl rename to test/unit_tests/unit_tests.jl index 0cc2715..4bae10b 100644 --- a/tests/unit_tests/unit_tests.jl +++ b/test/unit_tests/unit_tests.jl @@ -1,5 +1,6 @@ # Run all unit tests using LinearLeastSquares +using Base.Test include("helpers.jl") include("add_subtract.jl") @@ -8,3 +9,9 @@ include("stack.jl") include("diag.jl") include("repmat.jl") include("index.jl") +include("reshape.jl") +include("transpose.jl") +include("sum_squares.jl") +include("compound.jl") +include("constraints.jl") +include("problems.jl") diff --git a/tests/test.jl b/tests/test.jl deleted file mode 100644 index 5ed8b11..0000000 --- a/tests/test.jl +++ /dev/null @@ -1,46 +0,0 @@ -using LinearLeastSquares - -TOLERANCE = 1e-4; - -x = Variable(3); -y = sum_squares(x); -optval = minimize!(y); -@assert abs(optval - 0) < TOLERANCE - -x = Variable(3); -y = sum_squares(x); -optval = minimize!(y, x == 3); -@assert abs(optval - 27) < TOLERANCE - -x = Variable(2); -A = [1 0; 1 0]; -y = sum_squares(x); -optval = minimize!(y, A * x == [1; 2]); -@assert optval == nothing - -A = randn(5, 5); -x_real = randn(5, 5); -x = Variable(5, 5); -y = A * x; -b = A * x_real; -constraints = EqConstraint[]; -for i = 1:5 - constraints += y[:, i] == b[:, i]; -end -optval = minimize!(sum_squares(x), constraints); - -n = 200; -# Specify the true value of the variable -true_vect = [-1; 1]; -# Create data and labels -X = randn(n, 2) * 2; -b = randn(n, 1) * 0.1; -y = X * true_vect + b; -a = Variable(2); -optval = minimize!(sum_squares(X * a - y)); - - -# x = Variable(5); -# p = minimize!(sum_squares(sum(x)), x == 3); -# solve!(p); -# @assert abs(p.optval - 225) < TOLERANCE diff --git a/tests/unit_tests/add_subtract.jl b/tests/unit_tests/add_subtract.jl deleted file mode 100644 index a6cbaca..0000000 --- a/tests/unit_tests/add_subtract.jl +++ /dev/null @@ -1,9 +0,0 @@ -a = Variable(); -b = eye(3); -c = a + b; -set_value!(a, 1); -val1 = eval_internals(c, (a,)); -val2 = c.evaluate(); -@assert all(val1 .== val2) - -info("All add/subtract tests passed") diff --git a/tests/unit_tests/diag.jl b/tests/unit_tests/diag.jl deleted file mode 100644 index 920bd09..0000000 --- a/tests/unit_tests/diag.jl +++ /dev/null @@ -1,33 +0,0 @@ -# diagm test -x = Variable(4); -d = diagm(x); -set_value!(x, [1; 2; 3; 4]); -val1 = eval_internals(d, (x,)); -val2 = d.evaluate(); -@assert all(val1 .== val2); - -# diag test 1 -x = Variable(3, 4); -d = diag(x, 0); -set_value!(x, [1 2 3 4; 5 6 7 8; 9 10 11 12]); -val1 = eval_internals(d, (x,)) -val2 = d.evaluate(); -@assert all(val1 .== val2); - -# diag test 2 -x = Variable(3, 4); -d = diag(x, 2); -set_value!(x, [1 2 3 4; 5 6 7 8; 9 10 11 12]); -val1 = eval_internals(d, (x,)) -val2 = d.evaluate(); -@assert all(val1 .== val2); - -# diag test 3 -x = Variable(3, 4); -d = diag(x, -2); -set_value!(x, [1 2 3 4; 5 6 7 8; 9 10 11 12]); -val1 = eval_internals(d, (x,)) -val2 = d.evaluate(); -@assert all(val1 .== val2); - -info("All diag tests passed.") diff --git a/tests/unit_tests/helpers.jl b/tests/unit_tests/helpers.jl deleted file mode 100644 index c9a7564..0000000 --- a/tests/unit_tests/helpers.jl +++ /dev/null @@ -1,20 +0,0 @@ -export eval_internals, set_value! - -function eval_internals(x::AffineExpr, vars::Tuple) - (rows, cols) = x.size - value = zeros(rows, cols) - for var in vars - coeff = x.vars_to_coeffs_map[object_id(var)] - value += reshape(coeff.value * vec(var.value), rows, cols) - end - value += reshape(x.constant.value, rows, cols) - return value -end - -function set_value!(x::AffineExpr, value::Number) - x.value = convert(Float64, value) -end - -function set_value!(x::AffineExpr, value::AbstractArray) - x.value = convert(SparseMatrixCSC{Float64, Int64}, sparse(value)) -end diff --git a/tests/unit_tests/index.jl b/tests/unit_tests/index.jl deleted file mode 100644 index f0f8564..0000000 --- a/tests/unit_tests/index.jl +++ /dev/null @@ -1,13 +0,0 @@ -# indexing tests -x = Variable(4, 6); -set_value!(x, [1 2 3 4 5 6; 7 8 9 10 11 12; 13 14 15 16 17 18; 19 20 21 22 23 24]); -y = x[1:3, 5:end]; -z = x[:]; -val1 = eval_internals(y, (x,)); -val2 = eval_internals(z, (x,)); -val3 = y.evaluate(); -val4 = z.evaluate(); -@assert all(val1 .== val3) -@assert all(val2 .== val4) - -info("All index tests passed.") diff --git a/tests/unit_tests/multiply_divide.jl b/tests/unit_tests/multiply_divide.jl deleted file mode 100644 index df5f5e9..0000000 --- a/tests/unit_tests/multiply_divide.jl +++ /dev/null @@ -1,9 +0,0 @@ -a = Variable(); -b = eye(3); -c = a * b; -set_value!(a, 1); -val1 = eval_internals(c, (a,)); -val2 = c.evaluate(); -@assert all(val1 .== val2) - -info("All multiply/divide tests passed") diff --git a/tests/unit_tests/repmat.jl b/tests/unit_tests/repmat.jl deleted file mode 100644 index 1363ac1..0000000 --- a/tests/unit_tests/repmat.jl +++ /dev/null @@ -1,32 +0,0 @@ -# repmat test 1 -x = Variable(3, 2); -r = repmat(x, 4, 5); -set_value!(x, [5 8; 6 9; 7 0]); -val1 = eval_internals(r, (x,)); -val2 = r.evaluate(); -@assert all(val1 .== val2) - -x = Variable(); -r = repmat(x, 1, 1); -set_value!(x, 3); -val1 = eval_internals(r, (x,)); -val2 = r.evaluate(); -@assert all(val1 .== val2) - -x = Variable(3, 3); -y = x + [1 2 3; 4 5 6; 7 8 9]; -r = repmat(y, 1, 3); -set_value!(x, eye(3)); -val1 = eval_internals(r, (x,)); -val2 = r.evaluate(); -@assert all(val1 .== val2) - -x = Variable(3, 3); -y = x + [1 2 3; 4 5 6; 7 8 9]; -r = repmat(y, 4, 1); -set_value!(x, eye(3)); -val1 = eval_internals(r, (x,)); -val2 = r.evaluate(); -@assert all(val1 .== val2) - -info("All repmat tests passed.") diff --git a/tests/unit_tests/stack.jl b/tests/unit_tests/stack.jl deleted file mode 100644 index 96922db..0000000 --- a/tests/unit_tests/stack.jl +++ /dev/null @@ -1,29 +0,0 @@ -# hcat test -x = Variable(3); -y = Variable(3, 2); -z = Variable(3, 3); -h = [x y z]; -set_value!(x, [2; 3; 4]); -set_value!(y, [5 8; 6 9; 7 0]); -set_value!(z, eye(3)); -val1 = eval_internals(h, (x, y, z)); -val2 = h.evaluate(); -@assert all(val1 .== val2); - -# vcat test -x = Variable(1, 3); -y = Variable(2, 3); -z = Variable(3, 3); -v = [x; y; z]; -set_value!(x, [2 3 4]); -set_value!(y, [5 6 7; 8 9 0]); -set_value!(z, eye(3)); -val1 = eval_internals(v, (x, y, z)); -val2 = v.evaluate(); -@assert all(val1 .== val2); - -# hvcat test -# TODO: add when hvcat is implemented - - -info("All stack tests passed.")