{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "2-D Daubechies Wavelets\n", "=======================\n", "\n", "*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_julia/) for details about how to install the toolboxes.\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\enscond}[2]{\\lbrace #1, #2 \\rbrace}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\umax}[1]{\\underset{#1}{\\max}\\;}$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\uargmin}[1]{\\underset{#1}{argmin}\\;}$\n", "$\\newcommand{\\norm}[1]{\\|#1\\|}$\n", "$\\newcommand{\\abs}[1]{\\left|#1\\right|}$\n", "$\\newcommand{\\choice}[1]{ \\left\\{ \\begin{array}{l} #1 \\end{array} \\right. }$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\diag}[1]{{diag}\\left( #1 \\right)}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\qarrq}{ \\quad \\Longrightarrow \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\CC}{\\mathbb{C}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\n", "$\\newcommand{\\Zz}{\\mathcal{Z}}$\n", "$\\newcommand{\\Ww}{\\mathcal{W}}$\n", "$\\newcommand{\\Vv}{\\mathcal{V}}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\NN}{\\mathcal{N}}$\n", "$\\newcommand{\\Hh}{\\mathcal{H}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\Ee}{\\mathcal{E}}$\n", "$\\newcommand{\\Cc}{\\mathcal{C}}$\n", "$\\newcommand{\\Gg}{\\mathcal{G}}$\n", "$\\newcommand{\\Ss}{\\mathcal{S}}$\n", "$\\newcommand{\\Pp}{\\mathcal{P}}$\n", "$\\newcommand{\\Ff}{\\mathcal{F}}$\n", "$\\newcommand{\\Xx}{\\mathcal{X}}$\n", "$\\newcommand{\\Mm}{\\mathcal{M}}$\n", "$\\newcommand{\\Ii}{\\mathcal{I}}$\n", "$\\newcommand{\\Dd}{\\mathcal{D}}$\n", "$\\newcommand{\\Ll}{\\mathcal{L}}$\n", "$\\newcommand{\\Tt}{\\mathcal{T}}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\al}{\\alpha}$\n", "$\\newcommand{\\la}{\\lambda}$\n", "$\\newcommand{\\ga}{\\gamma}$\n", "$\\newcommand{\\Ga}{\\Gamma}$\n", "$\\newcommand{\\La}{\\Lambda}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Si}{\\Sigma}$\n", "$\\newcommand{\\be}{\\beta}$\n", "$\\newcommand{\\de}{\\delta}$\n", "$\\newcommand{\\De}{\\Delta}$\n", "$\\newcommand{\\phi}{\\varphi}$\n", "$\\newcommand{\\th}{\\theta}$\n", "$\\newcommand{\\om}{\\omega}$\n", "$\\newcommand{\\Om}{\\Omega}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This numerical tour explores 2-D multiresolution analysis\n", "with Daubechies wavelet transform." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "using Autoreload\n", "arequire(\"nt_toolbox/nt_signal.jl\")\n", "arequire(\"nt_toolbox/nt_general.jl\")\n", "using nt_signal\n", "using nt_general\n", "using PyPlot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wavelets Filters\n", "----------------\n", "The 2-D wavelet transform of a continuous image $f(x)$ computes the set\n", "of inner products\n", "$$ d_j^k[n] = \\dotp{f}{\\psi_{j,n}^k} $$\n", "for scales $ j \\in \\ZZ\n", "$, position $ n \\in \\ZZ^2 $ and orientation $ k \\in \\{H,V,D\\} $.\n", "\n", "\n", "The wavelet atoms are defined by scaling and translating three mother\n", "atoms $ \\{\\psi^H,\\psi^V,\\psi^D\\} $:\n", "$$ \\psi_{j,n}^k(x) = \\frac{1}{2^j}\\psi^k\\pa{\\frac{x-2^j n}{2^j}} $$\n", "These oriented wavelets are defined by a tensor product of a 1-D wavelet\n", "function $\\psi(t)$ and a 1-D scaling function $\\phi(t)$\n", "$$ \\psi^H(x)=\\phi(x_1)\\psi(x_2), \\quad \\psi^V(x)=\\psi(x_1)\\phi(x_2)\n", "\\qandq \\psi^D(x)=\\psi(x_1)\\psi(x_2).$$\n", "\n", "\n", "The fast wavelet transform algorithm does not make use of the wavelet and scaling functions,\n", "but of the filters $h$ and $g$ that caracterize their interaction:\n", "$$ g[n] = \\frac{1}{\\sqrt{2}}\\dotp{\\psi(t/2)}{\\phi(t-n)}\n", "\\qandq h[n] = \\frac{1}{\\sqrt{2}}\\dotp{\\phi(t/2)}{\\phi(t-n)}. $$\n", "\n", "\n", "The simplest filters are the Haar filters\n", "$$ h = [1, 1]/\\sqrt{2} \\qandq g = [-1, 1]/\\sqrt{2}. $$\n", "\n", "\n", "Daubechies wavelets extends the haar wavelets by using longer\n", "filters, that produce smoother scaling functions and wavelets.\n", "Furthermore, the larger the size $p=2k$ of the filter, the higher is the number\n", "$k$ of vanishing moment.\n", "\n", "\n", "A high number of vanishing moments allows to better compress regular\n", "parts of the signal. However, increasing the number of vanishing moments\n", "also inceases the size of the support of the wavelets, wich can be\n", "problematic in part where the signal is singular (for instance\n", "discontinuous).\n", "\n", "\n", "Choosing the _best_ wavelet, and thus choosing $k$, that is adapted to a\n", "given class of signals, thus corresponds to\n", "a tradeoff between efficiency in regular and singular parts.\n", "\n", "\n", "* The filter with $k=1$ vanishing moments corresponds to the Haar filter.\n", "* The filter with $k=2$ vanishing moments corresponds to the famous |D4| wavelet, which compresses perfectly linear signals.\n", "* The filter with $k=3$ vanishing moments compresses perfectly quadratic signals.\n", "\n", "\n", "Set the support size.\n", "To begin, we select the D4 filter." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "p = 4;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create the low pass filter $h$ and the high pass $g$. We add a zero to ensure that it has a odd\n", "length. Note that the central value of $h$ corresponds to the 0 position." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "h = [0, .482962913145, .836516303738, .224143868042, -.129409522551];\n", "h = h/norm(h);\n", "g = cat(1, 0, h[length(h):-1:2]) .* ( (-1).^(1:length(h)) );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the high pass filter $g$ is computed directly from the low\n", "pass filter as:\n", "$$g[n] = (-1)^{1-n}h[1-n]$$\n", "\n", "\n", "Display." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "h filter = [0.0,0.48296291314483153,0.8365163037377082,0.22414386804192182,-0.12940952255095486]\n", "g filter = [-0.0,-0.12940952255095486,-0.22414386804192182,0.8365163037377082,-0.48296291314483153]\n" ] } ], "source": [ "println(\"h filter = \", h);\n", "println(\"g filter = \", g);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Up and Down Filtering\n", "---------------------\n", "The basic wavelet operation is low/high filtering, followed by down\n", "sampling.\n", "\n", "\n", "Starting from some 1-D signal $f \\in \\RR^N$, one thus compute the\n", "low pass signal $a \\in \\RR^{N/2}$ and the high pass\n", "signal $d \\in \\RR^{N/2}$ as\n", "$$ a = (f \\star h) \\downarrow 2 \\qandq\n", "d = (f \\star g) \\downarrow 2$$\n", "where the sub-sampling is defined as\n", "$$ (u \\downarrow 2)[k] = u[2k]. $$\n", "\n", "\n", "Create a random signal $f \\in \\RR^N$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "N = 256;\n", "f = rand(N,1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Low/High pass filtering followed by sub-sampling." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "ename": "LoadError", "evalue": "subsampling not defined\nwhile loading In[6], in expression starting on line 1", "output_type": "error", "traceback": [ "subsampling not defined\nwhile loading In[6], in expression starting on line 1", "" ] } ], "source": [ "a = subsampling( cconvol(f,h) );\n", "d = subsampling( cconvol(f,g) );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For orthogonal filters, the reverse of this process is its dual\n", "(aka its transpose), which is upsampling followed by low/high pass\n", "filtering with the reversed filters and summing:\n", "$$ (a \\uparrow h) \\star \\tilde h + (d \\uparrow g) \\star \\tilde g = f $$\n", "where $\\tilde h[n]=h[-n]$ (computed modulo $N$) and\n", "$ (u \\uparrow 2)[2n]=u[n] $ and $ (u \\uparrow 2)[2n+1]=0 $." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test for energy conservation." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "ename": "LoadError", "evalue": "a not defined\nwhile loading In[7], in expression starting on line 2", "output_type": "error", "traceback": [ "a not defined\nwhile loading In[7], in expression starting on line 2", "" ] } ], "source": [ "e0 = norm(f[:])^2;\n", "e1 = norm(a[:])^2 + norm(d[:])^2;\n", "println(\"Energy before : $e0\");\n", "println(\"Energy before : $e1\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Up-sampling followed by filtering." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f1 = cconvol(upsampling(a),reverse(h)) + cconvol(upsampling(d),reverse(g));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check that we really recover the same signal." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Error |f-f1|/|f| = 5.467930274660408e-13\n" ] } ], "source": [ "println(\"Error |f-f1|/|f| = \", norm(f[:]-f1[:])/norm(f[:]) );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Forward 2-D Wavelet transform\n", "-----------------------------\n", "The set of wavelet coefficients are computed with a fast algorithm that\n", "exploit the embedding of the approximation spaces $V_j$ spanned by the\n", "scaling function $ \\{ \\phi_{j,n} \\}_n $ defined as\n", "$$ \\phi_{j,n}(x) = \\frac{1}{2^j}\\phi^0\\pa{\\frac{x-2^j n}{2^j}}\n", "\\qwhereq \\phi^0(x)=\\phi(x_1)\\phi(x_2). $$\n", "\n", "\n", "The wavelet transform of $f$ is computed by using intermediate discretized low\n", "resolution images obtained by projection on the spaces $V_j$:\n", "$$ a_j[n] = \\dotp{f}{\\phi_{j,n}}. $$\n", "\n", "\n", "First we load an image of $N= n \\times n$ pixels." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ 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" ], "text/plain": [ "Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 256;\n", "name = \"nt_toolbox/data/hibiscus.bmp\";\n", "f = load_image(name, N);\n", "f = rescale(sum(f,3));\n", "f = f[:,:,1];\n", "imageplot(f);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The algorithm starts at the coarsest scale $ j=\\log_2(n)-1 $" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "j = log2(n)-1;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step of the algorithm perform filtering/downsampling in the\n", "horizontal direction.\n", "\n", "\n", "$$ \\tilde a_{j-1} = (a_j \\star^H h) \\downarrow^{2,H} \\qandq\n", " \\tilde d_{j-1} = (a_j \\star^H g) \\downarrow^{2,H}$$\n", "\n", "\n", "Here, the operator $\\star^H$ and $\\downarrow^{2,H}$\n", "are defined by applying $\\star$ and $\\downarrow^2$\n", "to each column of the matrix.\n", "\n", "\n", "The second step computes the filtering/downsampling in the vertical\n", "direction.\n", "\n", "\n", "$$ a_{j-1} = (\\tilde a_j \\star^V h) \\downarrow^{2,V} \\qandq\n", " d_{j-1}^V = (\\tilde a_j \\star^V g) \\downarrow^{2,V},$$\n", "$$ d_{j-1}^H = (\\tilde d_j \\star^V h) \\downarrow^{2,V} \\qandq\n", " d_{j-1}^D = (\\tilde d_j \\star^V g) \\downarrow^{2,V}.$$\n", "\n", "\n", "\n", "A wavelet transform is\n", "computed by iterating high pass and loss pass filterings with |h| and |g|, followed by sub-samplings.\n", "Since we are in 2-D, we need to compute these filterings+subsamplings\n", "in the horizontal and then in the vertical direction (or\n", "in the reverse order, it does not mind).\n", "\n", "\n", "\n", "Initialize the transformed coefficients as the image itself and set the\n", "initial scale as the maximum one.\n", "|fW| will be iteratively transformated and will contains the\n", "coefficients." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fW = copy(f);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Select the sub-part of the image to transform." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "A = fW[1:2^(j+1),1:2^(j+1)];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apply high and low filtering+subsampling in the vertical direction (1st ooordinate),\n", "to get coarse and details." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Coarse = subsampling(cconvol(A,h,1),1);\n", "Detail = subsampling(cconvol(A,g,1),1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check for energy conservation." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "-6.23601792426598e-9" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "norm(A[:])^2 - norm(Coarse[:])^2 - norm(Detail[:])^2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_Note:_ |subsamplling(A,1)| is equivalent to |A(1:2:end,:)| and\n", "|subsamplling(A,2)| is equivalent to |A(:,1:2:end)|.\n", "\n", "\n", "Concatenate them in the vertical direction to get the result." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "A = cat(1, Coarse, Detail );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the result of the vertical transform." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ 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" ], "text/plain": [ "Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clf;\n", "imageplot(f,\"Original image\",1,2,1);\n", "imageplot(A,\"Vertical transform\",1,2,2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apply high and low filtering+subsampling in the horizontal direction (2nd ooordinate),\n", "to get coarse and details." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Coarse = subsampling(cconvol(A,h,2),2);\n", "Detail = subsampling(cconvol(A,g,2),2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Concatenate them in the horizontal direction to get the result." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "A = cat(2, Coarse, Detail );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assign the transformed data." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fW[1:2^(j+1),1:2^(j+1)] = A;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the result of the horizontal transform." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ 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" ], "text/plain": [ "Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clf;\n", "imageplot(f,\"Original image\",1,2,1);\n", "subplot(1,2,2);\n", "plot_wavelet(fW,log2(n)-1); \n", "title(\"Transformed\");" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-5.978506578685483e-11" ] } ], "source": [ "print( norm(f[:])-norm(fW[:]) )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 1__\n", "\n", "Implement a full wavelet transform that extract iteratively wavelet\n", "coefficients, by repeating these steps. Take care of choosing the\n", "correct number of steps." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ 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" ], "text/plain": [ "Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"nt_solutions/wavelet_4_daubechies2d/exo1.jl\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check for orthogonality of the transform (conservation of energy)." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Energy of the signal = 10875.502577123269\n", "Energy of the coefficients = 10875.502577203622\n" ] } ], "source": [ "e0 = norm(f[:])^2; \n", "e1 = norm(fW[:])^2; \n", "println(\"Energy of the signal = $e0\");\n", "println(\"Energy of the coefficients = $e1\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the wavelet coefficients." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ 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" ], "text/plain": [ "Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clf;\n", "imageplot(f, \"Original\", 1,2,1);\n", "subplot(1,2,2);\n", "plot_wavelet(fW, Jmin); \n", "title(\"Transformed\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Inverse 2-D Wavelet transform.\n", "------------------------------\n", "Inversing the wavelet transform means retrieving a signal |f1| from the\n", "coefficients |fW|. If |fW| are exactely the coefficients of |f|, then\n", "|f=f1| up to machine precision.\n", "\n", "\n", "Initialize the image to recover |f1| as the transformed coefficient, and\n", "select the smallest possible scale." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f1 = copy(fW);\n", "j = 0;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Select the sub-coefficient to transform." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [], "source": [ "A = f1[1:2^(j+1),1:2^(j+1)];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Retrieve coarse and detail coefficients in the vertical direction (you\n", "can begin by the other direction, this has no importance)." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Coarse = A[1:2^j,:];\n", "Detail = A[2^j+1:2^(j+1),:];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Undo the transform by up-sampling and then dual filtering." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Coarse = cconvol(upsampling(Coarse,1),reverse(h),1);\n", "Detail = cconvol(upsampling(Detail,1),reverse(g),1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recover the coefficient by summing." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [], "source": [ "A = Coarse + Detail;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Retrieve coarse and detail coefficients in the vertical direction (you\n", "can begin by the other direction, this has no importance)." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Coarse = A[:,1:2^j];\n", "Detail = A[:,2^j+1:2^(j+1)];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Undo the transform by up-sampling and then dual filtering." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Coarse = cconvol(upsampling(Coarse,2),reverse(h),2);\n", "Detail = cconvol(upsampling(Detail,2),reverse(g),2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recover the coefficient by summing." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [], "source": [ "A = Coarse + Detail;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assign the result." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f1[1:2^(j+1),1:2^(j+1)] = A;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 2__\n", "\n", "Write the inverse wavelet transform that computes |f1| from the\n", "coefficients |fW|. Compare |f1| with |f|." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ 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HAJnMi2MSPpdOwOfSNHwuff3wWufSV8L+++8PAClWPwt7ey59QxaB69atAwBceOGFqWP333//qyqTFPKerPxZj9/93d/da/XYE5xyyikAgAceeGBKE1dHRwdWrlyJJ554Ao899limwCTR1dWFQw45BOvXr8e6detw6KGHJo6vXr0aAHDccce9hhYksXjxYlx88cX44Ac/iMMOOwwPPfQQdu/ejblz5wKYGrPRDHPnzsUTTzyBarWaEiOmXIbilFNOwX/8x3/gnnvuwbve9a5XLH9P68e+e+ihh1Cr1VJmjNejj18Ldu/ejc985jOIoihTOsQiiiIsX748MXG9853vxE033YS1a9emxEyfeOIJAJiynMLZZ5+Nb33rW/j+97+fiCIEgHvuuQfApKnNkQ2fSyfgc+mewefS14a9MZc2A10Fli9fPqXz9+Zc+obkDuaPBB8s8eijj+Lzn//8qyqTYeCbNm16zfVYv349/uIv/uJV1WNPcPzxx+PUU0/F9773vYYaPmvXrg3+LADw8Y9/HADw3//7f8fg4GDi3Hq9nthJXXHFFYjjGJ/85CcTpocdO3bgs5/9LKIowhVXXPGq679jxw6sXbs29fnQ0BCGhoZQLBbR0tISPp83bx5eeOGFV32/k08+GZVKJdVXN998M37605+mdr6XXnopuru78c///M948MEHU+Vt2bIl8X5P67do0SK8853vxIYNG/C///f/Thx75JFHcMstt2C//fbLNJ3uCair9Vq1qujHUqvVUK/XX/GvVqvhkksuSZTxsY99DLlcDl/4whewY8eO8PnY2Bg+/elPAwA++MEPJq7Ztm0bnn766dR4veqqqwAAn/vc5xLsw8aNG/GP//iPaG1tnTb5RX9T8Ll0Aj6X7hl8Lv3Nz6VZi+16vY7Pf/7zePjhhzF//vyU5MsbMZe+IUzgJZdcguuvvx5/8id/gtWrV+PQQw/Fc889h7vvvhsXXnghbr311j0u84gjjsCiRYtw6623olgs4qCDDkIURbjkkktw0EEHZV5z3nnn4dBDD8WXvvQlrF27Fscccww2b96Mu+++G+eee+6rqsee4pZbbsFZZ52FK6+8EjfccANOOukkzJkzB1u2bMGvfvUrPPnkk2FAAMAf/uEf4sEHH8S3vvUtrFixAueffz7mz5+PF198EatXr8aVV14ZzEJ/9md/hnvuuQd33HEHjj76aJxzzjkYGRnB7bffjh07duDP//zP8ba3vW2P6qu7ni1btuC4447DqlWrsGrVKixZsgSDg4O466678NJLL+ETn/gEOjo6wvnveMc7cOutt+L888/Hsccei2KxiNNPPx2nnnrqlO79x3/8x7jpppvw0Y9+FD/84Q+xePFiPPbYY3j44Ydx7rnn4q677kqcP2/ePNxyyy246KKLcOaZZ+Kcc87BqlWrMDg4iF/96lfYsmUL1q9f/5rq99WvfhVvf/vb8clPfhL/7//9Pxx//PF44YUXcPvtt6NQKOCmm25K9MGrAX909paT92vBcccdF0xWK1euxHnnnYfW1lbce++9WLduHd7+9rfjz//8zxPX/OVf/iW++c1v4qabbsKll14aPj/llFPwp3/6p/jSl76Eo446ChdeeCHK5TJuu+029Pf34ytf+UrD765jAj6XTsLnUp9LXwn70lx60kknYeXKlTjqqKOCvudPfvITPPnkk+jo6MB3vvMddHZ2Jq55Q+bSKcUQNwBDoaeCp556Kj7//PPjBQsWxB0dHfEJJ5wQ33jjjfHGjRszNYQuu+yyOJfLxZs2bWpY5po1a+Kzzz477unpCamVGOZ+0003ZYZpv/DCC/GHPvSheNGiRXFbW1u8cuXK+Prrr4+r1WpmmPs111yTKPeVMJV6v/zyy/F1110XH3/88XFnZ2fc1tYWL1++PD733HPjr3/96/Hw8HDqmu985zvx6aefHvf09MStra3x8uXL4z/4gz+IH3300cR5Y2Nj8XXXXRevXLkybmtri7u7u+NTTz01vvXWW1NlNtJvIs4444zE8+3v748/85nPxGeddVa8aNGiuFQqxQceeGB85plnZpbf19cXX3zxxfEBBxwQpC4oQ/FK9yYeeuih+LTTTovb29vjnp6e+Nxzz43Xrl3b9Lk8+eST8SWXXBIvWrQobmlpiRcuXBifccYZ8de//vW9Ur+tW7fGH/3oR+ODDz44bmlpiefPnx9fcMEF8c9//vPUuTfffHPmOCSyxhzlLf76r/+6ad8omklA7A1873vfi0877bS4u7s7fG+uu+66TEkKfgcatfnmm2+OTzzxxLijoyPu7u6OzzjjjPjuu+9+3eo+HeBzaRo+l07C59LpP5d+8pOfjE8//fT4wAMPjFtbW+OOjo74yCOPjP/4j/843rBhQ+Y1b8RcGsXxFAzcDofjDcOf/umf4utf/zo2bdo05YwcCxcuxNy5c4MkhsPhcMx2+Fz6ynhDfAIdDsfU8cADD+C//bf/NuVJa9euXdixY0fQynI4HA6Hz6VTwRviE+hwOKaOLAfiLAwODuL666/Hvffei3q9josuuuh1rpnD4XBMH/hc+spwc7DDMU2xceNGrFixAsuXL8eVV16JT37yk69r4nOHw+GYiZjNc6kvAh0Oh8PhcDhmIdwn0OFwOBwOh2MWYtr5BB588MEAJlLulMvl8BoASqUSgAm1bqqiMzfhzp07g5gl0+dUKpVQbi6XXA+3tLQEzR6WS82itra2oD3FCCKWnc/nU2WpIjrLUiFQahnxunw+H3SNmLuRSuL5fD6k6XrxxRcBABs2bAg5MgnVRWK5vKfmsezu7gYAfPSjHwUwkS6I4pMsg3WmiCmQTG/DezPVEMVn8/l8EKBlXfv7+4Mo69DQEACE50iRTUW9Xg/P0mY20H7iGGhpaQmixhs2bAAwmXqoUCiEfKbsQ76vVquhXNanWq2GfiJhzr4sFArBXMD/xWIxjBGbBH58fDxTUZ/lsj68d6FQCG3iOXEch/roWOcxm3JInzfLYF9GURTGP58fry+Xy+H8vZX/1bHv4fDDDw+vrelL9dk4RxC7du0Kr5nei1DDks6D9vug7znOCX5vgclxDiAh2gwgkVvXZsHQeliNOM0AoikPH3/88cR5tkzFAQccEF7b/rnyyivDa03VZsvTe9vUi11dXeG1ZtN45plnEue9/PLLDY/pb4Kde7Qu+uxtekjVAhwbG0sc0+dhj3Eee6V6aNts1hCti/5eAsl+1XrY30Ftmx1nCh2r2qf23joe7b1VTB9IPlPtj30N024RyMGriuocgDqxMBcflbb7+voapnvJsv2Pj4+HH0kOzo0bNwKYmGBYFo+xLlEUJX6YCVsWJ46hoaEw6DhZ6ZeBCyUqtFcqlfAF0MUQJw0OSl3gsjx+CXp6esK1TAXG63t7e0N/cqLbvXt3aBv7UxcTrI9N1l4sFkObuIjt6OhIPTcKlfb29oZ68b+WT/ALq4trtru9vT0sPPljxT4slUqhPnYsaNojlkX1dz2f/+v1emrc2B8pRaO8nfycfcFFl/5wcVzrRMXr+Nn4+HhoJ+vIfm5rawvPi+dXq9Uw7nTxR9gJ2eFwOBwzD9NuEchcisDkDyF3DAwDb2lpQV9fH4DJhZuyRvyRtEyOPcYfUd6T74eGhhqWYVlAfmaP8we3UqmkfqB1IcmFiTKDXGywjFKpFJJIc6G3efNmABMMKH/QudDr6ekJDOPJJ58MIJnIm2VwkaALArsoGh4eTiyaFENDQ6FtytqyLWRamXbskUcewcMPP5y4d6lUCs/Z3qdUKqUWbn19fWERys+4OB0bGwttUdaV/3WBRzRyDtaNAJG1iOKYqdVqYWGum4RGG5NarZZiH7WOlkF8+eWXw/3tQjqO49DnOu60X7RexWKxKQvimBlQBsvOW8oEWrZPmUA7TnSzo2Pbbip27twZXlv2Ru/dzDlf02VZhkkZG1vHl156KbxW6RDOhYRmb3juuecSx1asWBFe29zCyiTpnGDZLGWKLOOu7/U1rRrE0qVLw2ubD/nOO+8Mr7du3YpG0L6y1gT+fgJptk83qpZt1XGghISd75rlG9Yx2dbWljjWyEJh66j3s9k4GrF4NkWbPjebwUSfr2UQmzGP+xLcJ9DhcDgcDodjFmLabfe5I+jp6QlmSq7wuepft25d5o6gmbmOUMaODCB3JJYxUbDsKIpSu95cLheOc4eku1juGMhoqvmObaI59aijjgplcUdeqVTCrp7nq7nwiCOOCNcCE/1Dn8aBgYFEm8bGxsK9uevhrqtUKqX6olKphJ2SNXkqy6kmY+tXwetPPPHEsLP993//dwATO1Pek23jrlOfA/tk+/btKcZNTcY8pr59hGV3s5i3LOi4sgyg9kUWbB3Ztixzc6lUSvgrApO7T/Vp5H+9J5+hMszWpMx7q7+jw+FwOGYunAl0OBwOh8PhmIWYdkwgnd/7+/sDc0YWhVFlY2NjmQEMlukh1AeP/0ulUvCbY7m8d7FYDOyJ+vHZsnlMI1wtG1ksFnHQQQcBAN785jeHz8ji0LeRbOf++++fivZV9o7+NWR1jj76aJxwwgkAJv1Curu7A6Ok7QUmGK8snzJgglmizwiZwJaWlnBcfRR5Hdkm9evT8oBJdjeKosC+0ufmqaeeSvn9ad9rAAmQ9svQYxq5bRnTer0ejpGZ7ejoCOex3eoTmcUss9+t7yfvr/VRts/Wq16vh7I04In11ajmRmUR5XI51XeFQiHFVup3pZmvjmNmQFlwG+HK4Cpgcg4iphplqeUzUC+rTOtnlTWH2tdA0p/M+sq94x3vCK8tC69RpytXrgyv1VcQSPot0ppCqH+Zjezl74SFrb/6QjazNOgxWm6y3qt/IACcf/754fX3vve9xDEbyZpVJ6B5dLP2v7UC6bkHHnhgeG37Ri12zfw67TNsNEas76CWaec7tcZpu+36QO+t/rC2jhrRnVXOvgpnAh0Oh8PhcDhmIaYdE0jWLJ/PB3aDuwsyLcPDwylmrlEEMDCxk7B+bfV6Hdu3bwcwuVvRKE2yMyxDJWCsH5kyjRqNCkzsJDRqF0juZsgkkeEaHBxM6N7xfDJDVmJk+fLlgQFkP1UqlbCTZb002oo7WxtNrVHObG+xWExF7ap0je3/er0e2sI6qG4jyzj11FMBAIsXLw4Rwzbqd3x8PBXtq/VmHbMYYL7OYor5bPfff/9QPnfcrHu9Xk9J9QCTu02WxbFTq9VCvVX3kOVbZlLbQZTL5VAemcksXTb7v1KppFhCle+xGoLVanXa7GIdDofD8eox7RaB/DGuVqthUaCLDiBpotQfVavfp4s6/gDyR3ZgYCDciz+WXJx1dXUFkwgXVmomzJKNsT/Cav6jGYKLj2XLlgXpAopdU6Jg9+7dwWTKBcm6devC+ewLnvPSSy8Fcwv7Z3BwMBy3ASu6iLWBA9bsQdiADRVdJl3OsnRxYc281Wo1sXABJuQXWMZ3v/vdRH2y7hlFUeozvY9doLPsYrGYWgwVCoVw3JrZ1RRsx5O2l4vrer2eWvBpXbNM3ewr3nt8fDyMeVtXNePbeilYh0KhkLmA5ns3B88uqBQIkNzYUPydsDIiCjWPqemPovqEmmStCU9NnPo9s5si+16hsjZq8gUmNVeBZFueffbZxHlaL5WSAZJmQWtmnIrEFNBYTgdImlO1PPu91DKsILH2z0UXXZQ4duONN2aWkZU0gbCyLFpnKwau12nf2fKztHQJ7Tvr5qPlqDuBNVlrkKaVfmn0DK1pW/vc1l/HiA14nC5C+24OdjgcDofD4ZiFmHZMIHeXw8PDwbmVK3fuRhYsWBCyXVAEWZ18bTBHS0tL2EVpAIDNCsIdR6lUCvXg+VlZQjRIwAYF6C6HO1+m/RkbG0uIkWq54+Pjoa66y1m3bh2ASedUNTdbuZlisRjYJZ6nTKBlVsmOaho1NSOz320QiAaGsM7KMrEsZch4nppTmR6K5uNmTIReSzQTZ+a929raUmnjhoaGUuZX7u6UedN2WCFv7YtmGUnULA1Es18uAAAgAElEQVRMPCMr9TI0NJQSD9fnZ83xWX2QNf6yJHemyy7W4XA4HK8ezgQ6HA6Hw+FwzEJMOyaQfmkjIyMpJol2/e7u7uBzoiwHfe+sf14URaEslSuxosNkWIaGhlISNOr7xvPf9ra3AZhg+GwKtqxAFbJOmzZtCuezHaxfT09PkFdg/Xp6ehKiwXp+a2trYHU0ZRjPt4LYo6OjoU2WEVSfPZbZ1taWkkrRgAmbZq5QKARWTaVkCLaJz7JcLof6HHbYYQCANWvWhHvbe1YqlVTwTVZgC6H+iFmC3jY9m7bHBpyoL6r12avX6ymmUVPD2aAUACkWslKppBjALL8+lsX7abv1fFuWXtdMssIxM9AsVZb6cVl5FPWdY/AcodYJlZKx/l46Z6hUB4DA/ANJKRb1IwSSfox2vD7++OPhtZV+UR9B9QuzIv9MRgBMBiRm1d/Ktui8pN/LZrnGG+VHB5K+fva8rMAwQi0m1n/y8MMPD6/Xrl2bWR6QbIu1MOj7ZungKLEGpC0M2gfWt1Jhn42Wo31ipYK03VbeRf0H9d7NUs/ZftT52h6z5eyrmHaLQA6auXPnBm0rflk56eiExofb2dkZomSttly1Wg2DjIuiYrEYJiddYAATD5dfDv7ngq+3tzcssI4++mgAE5PoL3/5y3AcmFxUZAUTVCqVMEHTbHvaaaeFY3ZC7erqCoNfAxHYxiyzKweo/VKWy+WUjh/7a2xsLPQx+354eDgVEauLCbsozdKd0vOtOTWXy4U6vuUtbwEwuQjULyev6+rqCmZ79p1GRdsFkrZNxwP7xkY+Z+V3ZvtbW1tD/9jFvk7kWYEwWQEnto4azGEXf5of2N4niqJwHn9U29vbUxHxHBOqmehwOByOmQuf6R0Oh8PhcDhmIaYdE0hKd+7cuYHxIeNBJqNcLgcmg8ze2NhYKkhBmSSaJm2gBICUbEmxWAxMGNkUBqLsv//+wZTCz/r6+oLuHSVfyBj19vYGuvz5558HAGzevDmwPwsXLgQwacJYt25dqCvbrfVh/yjLxjqSIc3n86lAGDKJuVwutFOZT5ZF1pUZAEZGRlJUvWUSgWSfqwQLkGTjbA7darUa6s9nSQV6NSOx/I6OjlTmD94nqz7KftkMKVnafux7ZdeUCeRxy6Qp26z9ZLOtEJq1I8tMYk1LWeZgZS9ptmDgkJrqLNtZKpWaym84ZgY0S4LNdqCmRJVbAZqbcjXziGYJsZki9Lt45JFHJo4xw5Etw8qQqCSHDRZTk7VmPwGS5m0NGOTcTKiUjDV3ah/YLBuNZFWycqsTVtpEv89Z8xahfWKPaZ3t3EMrFQA88cQTaATmrAfSpn9tj5VwUVOo9oGdy1TexUoF6Rxl+1/fq+nZyphp3zUzN2t/W6kXnQutVJC6KFi3AFvOvgpnAh0Oh8PhcDhmIaYdE8jdzvbt28POxIr1dnR0pHL1joyMhF2BzZtbrVbDTjXLz8z6tRUKBbz73e8GMLnLURaJuyCWWSqVwj25qz7kkEMATOycTz/9dADA+973PgATbB99CMkAcrfZ2dmZkB0BJnY43DGTqVMRa81aAUzsbPgZz+eOUqVxCO6gRkdHw47yhRdeADCxW2O/ZzktW0mTarUadkjWJ7BarSayVvDe3N2xLLKq3/3ud0NZZAJaW1tT5XK3WavVUn5/7IfR0dHwjHRHrbl27X+bJzifz6dkcgjdiasfH9tkx1gul0uUS9hAG83EQthsKJqVhj6BuVwuJWNjr3M4HA7HzIYzgQ6Hw+FwOByzENNuy685eslgkJGxqb30s5dffjmRMksRRVFCJBpI+ieQdSGbcuyxxwbWhH4LKpjM15rPl/fk+cqkMRKY/3O5HM4+++zEZ1m+a2zP+Ph4YMToN0ffwLGxsZS/Y71ez2RKgQnmjX1m2aYoilL+lOPj4wlGkvUHJtg1G5msEcY2PV0+nw/t5DmVSiX0I/0W6bvT2dmZ8gWq1WqBObTsWhRFKTkU9ROx9dEIYJvur1AopNpbrVZDfax/Ti6XS/W5ygllCT3bY1myLerPl5WukHW1vorKHLJefO7K1jpmLtRPz0rE6PO3CgLqB2jnUmXAKWUFJP27gMlIf2BSWSEL6vtq/b30mE1td8YZZzS8TqVx1BfM+ozpb4Dtn2Y+s+ojqOfZvtIyrQ+x+ppZn0OF9sGepDtT303tO/4uEWqFsD6ZCtu2Rqn/7LyiPoG2/9Vf08rTqHSQ+v1lqV0QjXzX7WsLrbP1nc2Sess6ti9j2i0COZhrtVoYePyi0Tk1juOUGS/LCVezRdgFQK1WSzn+c2I5+OCDwxfTmjtbWlrCddS76uvrC4OR52kdaMqlebuvrw8vvvgigMkvK6/XRRonKZ1g7WQ7PDwcvmia7YLttLI68+bNy8y5C0wMavaFysfwx4Tt0IV61sKcsKbZrJy1GsTC/3TOXbBgQciyol84zXACJM2iVu5Hz2Hb1CRr9f607nZhWK1WU9I7qmFpx2Q+n0/VQ9FsYZgFWx9dFFqNwnw+nzq/2Q+Ww+FwOGYe3BzscDgcDofDMQsx7bb76lRPpsOKJ1cqlUAlK7thBXnVpGnZwZaWlkADk3miOXL37t2BXWOZZH40DzHNEG9605sS5lkAWLx4cagDpQhYZy2DtDrb2N7enjJpFovFYIa0ZueRkZHMXLI2LzLrqn1hM4FUKpWUmbNer6cCDMgM5nK5UK5lKNlO7ZNCoZAyaY6NjQU2lHXl/RYvXhzU7tXEbCVPeJ+2trZwL/5XtteyX4VCIZOh07Zb2Owyer01Qefz+YY5fTWvsJV80XpnMYM2v3OWqSNLCJt9qJlPHDMXWcFKhJpQNTMHkJxTrYlQx6N+5620xnHHHZd5jX2vdaTkVlYd7fdUZWHs74OWqePcfv/VDGhNsrY9CjWzq1nX1lHbaedVfa+v7fcyK9lAVvn2+epcsmTJkvBas3sAyb6zplA9ZsvXzB3a3/a3SOth51NttzXpa110nNl6aBl2HDTKtpJl9WkElcKx5mY1We/LcCbQ4XA4HA6HYxZi2jKBhUIh5TOlkh3Wqb5YLIaVetZuhLs+DfQgY0PWT32neL5NrabizNwRLly4MNSHTtVkDnft2hWETelTNzY2lmApgcndyMDAQCJPMe9pZVq4Q1fpE/ZPpVLJZOFYPndZyjQCEzsdK+GiaekIZWitDx7LyWqbtiMrl66KXQMToq/33Xdf4vwsX076TpZKpYS/ov5X1k+ZOutTqqycbXcul0uVyzZqkIyOSfUlZRnARP/a9IZ6bTNGwLKEymrrbpXPPqtPsthjh8PhcMwsOBPocDgcDofDMQsx7ZhAol6vB+aCjIeKQFu/uXq9noqm5f9yuZwSi1ZmhcwYmagjjzwyIfHC8oEke0Q2ZWhoKLCJ/M9I5sHBwcAW0e+ko6Mj+BNs3boVwKR/QRRFoR7qB8f2sq5keVT+hmXU6/VwrY1iVfbOMl3a54RK9fCeKkWj0jDABONmP7Nl6r1bW1tTMjC8bt68eSECm/6U6hdj0+tVq9WmPn68T1YZlhHUlHJEFEUp31IdhxyfzYSdlRG0LHMURQ2fjTKDWaLPrIcy6bZNysxa/xnHzIb1e1K/P+tnpZg/f37ifZafLJD0OwOSflzNhNUb+QcCk+oLAPDwww8njimTbX3Z1GdPy1e5Evte5UqAZDutv3OjlGm2/GbyIurLpveyvoMKy97rM7TSLCrhcuihh4bXq1evTpync4gdB3o/q/6gfazSL1npNAmbNk7T+NmUdTo/af9YH1WtfzP5mEb+gUCy76yMjZ5rf6emyxw67RaBuqjjQ+SD1gwL1jxaLpdTuWE1k4TNd1uv14Mj8tvf/vbEdfoFUhMrwS83jw0NDQX9PjoUb9u2DcDEhMFJimXojzDPZ2BJZ2dnaC8H3fDwcMqZlY651Wo1JSmjiwnWkX2Zy+VSWS94XS6Xy8yQotlA9Jhq17F8zehhM1Xk8/lUwEoURanACF2o80eI2l/1ej317NW0zj6zci3j4+OpRZf+6GTlk+Sims9vzpw54Rqa/fm/Wq0G52Z+pgtuLZf1skEmuqi2Y1l1CFmGbnbsd0VN7zxfg1ka/Zg7HA6HY+bAzcEOh8PhcDgcsxDTjglU+ZGsLA7ABLNhqfE4jlMslkqI2ICEWq2GpUuXJs4nc/jSSy8FWpj3VCaNzAoZtEKhEFgm/lenfN5bmUCC96bUwPbt28O9ed7g4GBQfbftKBQKoW5ZFLo1HVYqlUQf2HNtdpYoikI7rblGA25o/laRZWuCqtfroXxep+dYer1WqwUm8Mknnwztt24CfO6VSiW0hc+S5+y///6h3Zr1g/Xhf5oouru7w7UsS6VVyMRyDCnLSeawXq8HiZt169YBSJqFLROYy+WaMnRZ+Y157yyZA2si1mCW6WLKcLx6qOyJNYGpvIU1VarZy45HlUTR61asWJE4T81qzTKBqHnPjmGd42099FgzyY9mfaBtsce0D+wxnQebybs0Q6NsFradWXnFiWZZf9QCoX1sr2km76LXaV8BycwjmqGF0miESu1oFhNbF9s2faZ67PHHH0+clyXRRTQKfrPjRceqHYN6zNbfmof3VTgT6HA4HA6HwzELMe2YQKJSqSSEnYGkNIYGAwATuwDrW6YO91asVx3/X3rpJQCTLOTcuXPDLkiZSf5nfXg/3VXTwZjBHR0dHYEV5K5UBZIJHuvu7sbu3btTdSVzY9PSaXtZ1zlz5qT85pRNtcyh+vXxPO7SyuVyaAvvzXYrk6bp/qx8j+azJYOmIty2bdxh9fT0pAJ5CoVC8IVjHblLLRQKqZR+xJw5c/DLX/4SAPDoo48CSApIU76H9RsfH0+Jldfr9dRuk+9LpVIYr/TvnDNnThDNpXM2hXnjOA4Mie50rb+mjnm7S9V+tcyv7vDZXyo07mLRDofDMfMx7RaBWaZSG/2qwQRZP2Y2CARAyuG+o6MjLOa4mFBTKxdiVs9OF6AaBcvFw+bNmxPHqtVquJaLwf7+/vAZy9cFH82vmpmEfUDTJOswZ86csPDUbBlcZHIBx7bpQs/mm9U+06hXmltZvmrf8TNrPreveZ014WrbWS8eq9friX4HJkytCxcuTJTP5zcwMBA+00ASYGLsMIKRpuXOzs5QPv9zMZ4V0aymB95Hn5vNQ6ymKJbH51KpVEK92Z9dXV3hWfb19QGYHB/VajW1ydEFozXvtra2pjQKm0UCOmYe9Bk3y1jRbCzY63S+bWbK1WhbG1nayPxm5ws1OdrsDAy+AppHHys04A9IRvPa8vVcuuIQ2l9qctyTyN5GEczNTNu2XVoPjVgGGkdx20wo+t5GxiqsOVgjsp944onwmgGShLbb1rHZGGyUtUYz0QDJqOKsrFWEZpixUcT6Xp8LkIxotpHJze63L8FneofD4XA4HI5ZiGnLBGZpLHGV3tHRkZmT1TIl3GmUy+WUSfnYY48Nq3wGNRBZmR7UFEozngYfsB52J9HS0hI+Y1m1Wi2Ri1jbWK/XU/IgLS0tYWdqzcG5XC7sSMgGDQ0NJbJoAMldmGVRNTDBmmY1CIesInd7ra2toS+0XlYGRk3TNL1r1hIez3oOZM4OOuggABNMGlkA9onu0NhOq/+n/cT6t7e3p3ZzbKu2g6hWqynHas0SYuWE6vV6Su4nS+OPr+fMmRPYSjKZ69evD23NMu0DE+PbmpGz9BKVDZ8uu1iHw+FwvHo4E+hwOBwOh8MxCzHtmEAiy++PrMvIyEjw4VDneL0WmGRDVGyZ52/ZsiXF3GjAgXWmJ9vU1tYW2CYyUXPnzm2Yp3V0dDRcq0LGGsShdVaGhudrFg4yb2TSNGhEGUGyajZziMqQZGWnsL4ZKsnC81hWa2trKl9uPp9PfaaBOrauKpxN5pbsX0tLS2gnn9WWLVsaZtNQJpOgr2YulwvlH3zwwaEP2TZmblEG2kq45PP5VF+ocLgNYonjOOU/quyrZafz+Xzo2wMPPBDAJAP6yCOPoLe3N1GWspIcY2xjMwkNDaBxzFxkjWVC/VWtP1yzTBd6nfqTWX849V+z/mTqY6f3slIyzXzslP23FgSdQ9W3zFpp9L1lxvX7oW22Zep8Y/3+mvn66b21/+33spmElvpdWn81tQToc+J8SDCIzdbD3ttmZVH/wZUrV4bXNvNHs3mmke+mRZYVi9B22zpqcKBmtLn//vsT52m77TjQZ2/HYzOJnn0JPtM7HA6Hw+FwzEJMOyYwKxrKsi5xHIddEVfjo6OjqbRaKh/DHQlX+v39/Sl/OZWUYVncXdD/r729PeymuDPYvn17EBm2UaaFQiGUq7sWHifbx3qNjY2lIoD7+/tT6d/Ytnw+H9qhLKRNn8Yyx8bGUtHBWpaVlsmSL2mWIi4rAlXvQ19FTWtH9sumQ8vn84EVVBbMRnrz+Wn/cqfK/+vXrw++hBrVbdurY8yyJ/l8PjFGtA7KiirbadlBZa5tHTUPtPUdPPLII4OfoI34LpVKYQywHePj46nny3NaW1szxaUdDofDMbMw7RaBpHD7+vpSiz/94eIPm5rU+INJx3/N3mHNwSMjI5kadMDEgokUsTWzaX5XLlrmzZsX7sUFomYQsQuGlpaWcNyqjkdRFO6l9DYla3QBA0z8oHOBx+uGhoZS2oFcTHV2doZFhA0MqVarqX5SXUGbJ7harYb+Z300Y4jK0vB823eqcccFopq1VQOQ91FTsiJLPZ7mifHx8UzdQmvCUTOHle/JyuihC12bmUOv5X244NUFK69TtwXb50NDQ1i2bBkA4KmnngIwOSbUFK2mdTuu9XvUSE3fMXNAlwJgwo1CkbW5I/Q7YE25jSQ/bBmqg0oNTkJNbmpSs99nLaOZKa6Z5IdKfNg6qgyMNQNmzb2ESssorASKmo2tWbRRxh5rIm2UncTWw7ZNj+lcY7/3Og5snXQccBNOaB/rvbLciQj7fNW0a9ut5zaTOtI+tuXr89VjzPJEaBaSZgFzWW410wFuDnY4HA6Hw+GYhZgeS1XB4YcfDgA44IAD8PzzzwOYZLOUybAMS3t7e0rUmGye7lpUNobnccdJB9p8Pp/KSqE7Sps7WM+jWDTfq9iyMkXWuV8FsdWkx+u4I1f2h8cs09PR0RF2eHS21owklqHjDrCREy/7gs9BRaa5W2T9S6VSShBaJWhsIE+1Wk0xh+ybQqEQ+uKII44AAKxZsyb0WVbACj9je5XNs+cXi8XAijbKFa39qllpWFeV+LHstJqP7S5b8y5r//Ba9h2fX6VSCSzzscceCwD4wQ9+EPqcY5G7/u7u7swcw+xzy1o4HA6HY+bBmUCHw+FwOByOWYhpxwSSoejq6sIJJ5wAYEIeA0gGetj8tHEcBzaEzIoGZ5DNUiaQbMvy5cvDPYEJNs6m0OGxcrkc7pMl1WFFo6MoygyasCLUbMfAwEDwseD5yjKR3dQUbso6sv02pRrPV9FkK6rd0dGRkENhmZYp1D63PnLNpH1U6ob1KRQKqTLYN6Ojo4EJo6zL1q1bgySELSuKosCEKbtmoUE2vLftQ71Ogy74uQ1MUp9Abb/tgyy/Vh5rbW0NjCqfiQaP8DO2kYzg1q1bw5hhfdQ30zKgw8PD7hM4C7B48eLw2vrlPf300+G19W1Svyjra6bHVNLFjidadIB0KjGdW3XutJIbFJYH0v526kNm5VHUz1qvs+epz5iVj1HZEPtboJI06pO2J/5qCrUS2BR7ikap4LKOaTnazsMOOyxx3q9+9avw2kr0KGz9tU90jKh1DEj2iR1nWudmPoGNrrHv7RhRn0M9z6bOO+qoo8JrlcwBkuPd/pbYc/dVTLtFIKGmvTe/+c0AgG3btgGYeBhqogOS5jXrKNzS0pLQGAQmvnh0dj3mmGMATA7mrq6uMHHpAgPIzslar9fDPRnByQESRVE4j+W3t7eH1xxkNPcODQ2FKFZORJ2dnamsGmoO5701S4advHn+yMhImAxt9G4+n08tWLMcmNWUa02NugjMynyii1GWoQEzQFLrjv3JZ79kyZJUlKzNUKLt1c/sAndsbCwVqML65fP5VECSaiBad4QoilJR6dp3GsXOOmuwEZBcENtMMhr9zjG8atUqABPBVFk6hxYeEexwOByzC24OdjgcDofD4ZiFmHZMINmO7u7uwFyQJVu0aBGACfalGathszPs2LEjMCU0EdfrdWzYsAHApII92anR0dFwLdkdBo+0tbUF04Eyb7yWDCKZq2KxGNglzaDBdrI+pNG1fGWNeJzsIFmw0dHRBAvH/6yP1eWrVCrhnqw/GSk17yqTaFk1DcSwARWaAYRQHTyep31hmTy2rVKpBJMQ+2J8fDwV0KLsmZWBUQrfHtN7WpawUqmkzEDKBNp2tLW1pTQE9Tmz/mRhVQqIY2toaCg8X5bBZ6VBI9Zsdsghh4Q+UzcE+x3R5zhVtX7H9IU+Y86dWe+tKVeva2YCe/bZZ8Nrzq/EAQccEF5bq4SaDPVedkyqOY/jm1DTov0+qNnXyrso1OTbLCuInQfUxKkmSFsPrb/NdKH11/KaZf6w9dAybR/rHLxx48bwmlamrDpbc7bOH9ZMbdtD2PGiz7RZP051PmqWgcSO40YyPLYttKgAaSmlF198seG9p8sc6kygw+FwOBwOxyzEtGMC1c+OK28NggAmdiHqu8XrrH8a3x900EHBGfSFF14AMCHlQnaGu9jjjz8ewMSOgrsUZeOAZDABj0VRFPzyGECiPmA2W8no6GgiewMw6ceYz+eDk7/mPuauhqwR79Pf35/qi1wuF3ZF7DNlENk2GzigzF5W4ICWD0w8F8sSaoAE68+dfxzHKT/Bcrmc8pfjOfV6PVV+uVwO59l2qC+klc3R87ICVTRrCvuC5yvDynqzfLZNA4D4LOfNmxecslWWhn2nATC2/jYQSOvG+qhg+HHHHQcAWLt2LYCJ52z9ZpsxEw6Hw+GYeXAm0OFwOBwOh2MWYtoxgSo/0igtWFtbW8qPTPPe2ujUQqEQ2DXa/xcuXIjnnnsOAHDnnXcCmAwVj+M4MD30beG9R0ZGUoxVoVBI+capYDAZG80payNDNV8u2SJlpWyUMs/p6OgI/ixkoAqFQugDyzSqYLNlzarVaiKHMc+3UbsqO2MZNH1m1gdPfTnZF1kCzCyzVqsFHxn1geT56pNpyyd0TNjxoXW0kkOFQiHBPPO/ZQDVh9A+G20LfUXV94jna6S4jTxXqRvWw/r/DA8PB79Zstm//OUvg3+g9fNUNtsxc6E+TNY/So9ZXyf1V7OyHpRqApJ+hSo5AyR9qVSqxtZFfdSsr5amrLP+ZPo9byZ8rky69YdTny57b5WMsbInWhe9dyMftCw0kpbZk9RqzVL/aV30mE1Tqsc0VR6QtAbZMdJo/rAWBvU5tMcapQ8EkgofzfwKtZ12rOq52t+2Hiqhs2LFCjSC9Re0KiT7KqbdIlBzoHKAWumNsbGxMChV882agXWg2h/QJUuWhC/3Aw88AAD41re+BQC4+OKLEw75QHY+TTVVchBzotEvECcilamxGndEvV4PbeIA18ATm4WjWCyGdmjwgZ3UdEFms2Jonlrbd1k6fqrXyPowm0VW0AXboSZ7bYfVd9T78DnoIpD3YG5UTthqAs2aTO2xXC4X2m77q729PbE4Zp9w4rKm5VwulzItDw4OhrGiC1v2jcoO8Z524ax11n7UMsfGxkL/8H4rV67ET3/608R57PPx8fHUj4bD4XA4Zh7cHOxwOBwOh8MxCzHtmEA1K6poMD/jOQyQUCbQsjrKplhmpVqtBmmYt771rQAmc7GuWrUqKKvbDBFqviTUHKwCz8AES8NraZKu1+uBtVNZGt6HpkNls9gHNt/s2NhYaK+yeGSUtN6EZVH1HA12ISw7pe95rbK11sSqzBvB61SgmnVUQW/WRzNpMMgnS0qnmXnasrrKwlrB6tbW1pQZtaOjo6EsgN6H41AzJdjnoGNSM7ionI7+r1Qq4Xz2Bc03uVwusHxkBA888MCQteFnP/tZoo3j4+NuDp4F0LFqs0Hod3HBggWJY/q9sHOdvlf2XGU2AODGG28Mr//qr/6q4b3V5GvNrjpGrRlQy7Cstpr31MRpTZpTzZpjvyt6XZbrR6P3ikbZLJr1t0UzmTR9htofFNontM+tObuZPI2OrWZziZZvz2tmKlZk/RZl1YO/r0Sj7Cu2nXrvnTt3Jo4deeSR4fUzzzyTOKaZY/ZlOBPocDgcDofDMQsx7ZhArt5bW1sDq0G/MGWbrGN+sVhMSKoAk8yYOgdzF1epVMIOgDvhQw45BABw11134dOf/jSAJHMDTEi0sB7KcFm2601vehMAYP369eF87sJaWlpSgtbKCNKvUHPWkumx96nX65n5fllullC13aFmycKQnRoaGgr14A6KdSiVSqGvyU6pSLENtlDpHULryvursDX7QvMFc2drfeSyytDdv61PFEUp2RvdWbKu7AuViLHPoVqtpoJxlJG1ItOaw5nQcZRVV3tPDUyydX755ZdDTuw1a9YAmGQERkZGnAl0OByOWYBptwjUhYjVUeOP4OjoaFggatCFRtjqdWoy1R95a35gDuEHH3wQDz74IADgvPPOAzC54Ghvb08tWjQrCLFkyRIAQF9fX8KUCUwsGGxkLlEsFlOmw6zIUDXJ2siqWq2WyKmsZWWZQHRxYfMQaxYRu2CqVqsp02pLS0tDZfuxsbHU/Wu1Wuozlr979+7QdzxncHAwPDf2E491dXWF+ttFYDPzkbZN3QtspG65XM5cLALJwA2OwyxFfP5X04WOoyxNP5bF56QLScLqVGpg1bve9S4AwDe+8Y1w7lRNYY6ZgWbRrzZqVk2o1uSoEZE6f+pGG5ic/wCEuZT4vd/7vfBavyN2TGr2jP333z9xbN26dZgK1BRqofOA/T7rHGbNh/pe62zn8qysS1nv9dcuWDsAACAASURBVNlYE6PO7c3Mtc2id5l1CUhnUNEMMHSxyoLdvNsNLNHIBAukI4Cb9b++1/Ns+VoP2wdZLjpA2qSclVUq67oTTjghceyWW27BdICbgx0Oh8PhcDhmIaYdE8hdqZrqbABDR0dH2Mny/DiOUzsNzc9L5sXmywXSOXEPOeQQfP/73wcAHHvssQCAZcuWhXPJQqoUiJVwYV2XLFmCJ554IlGfer2eynZB5md8fDyhe8e+sH2guxwynrozZ92sxp8yVuyLLMkUtkPZKWuiVLaKdVWtvixHbD0PSMrZ8Dru3oeGhlLsV29vb9BuVKdyYGJcWB0srXtWgIs1y/OcUqkU6qVm12ZmVO5KVbrFstN8X6vVUux0pVJJ9QXHubIMNlBKGYKsAKalS5cCmHRyXrt2rUvEOBwOxyyAM4EOh8PhcDgcsxDTjglUFoWwviL1ej34i1CZfunSpSnmUOVUyBiqT4FltPh+0aJFQT7mF7/4BYBJYWKVCVGWx/qgKeN46KGHAgCeeuopAMlgC8sGtbW1pTKAaLm2n0qlUiLvMM9lW8jsqcCwZfY0768NrmltbU0Fr5Bt0vzOZKr0udG3SDNVWAaqXC6HZ0lGk2H6ypaR5Zw/f354Nm9+85sBTPoHlUqlwA6SrbX5c217LduncjuWccvlcimGVfP32mCcfD4f+kWDS9gnVkxbj5PR1P61WXJU1sbK/hSLxRSbyECRJ554IuUP65h54HcASPtjKdQ/EEj64i1cuDBxjLnXgaQ1Qq8Bkj58VnZDMy9Q7glI+4Xpd1YzlQDJzBebNm1KHGske2IzPOjvSjMf2Wb+as0yVmh2IOsz2agedp7X8u0xlf2hWD+hz17bbbOCNJLrsdC2WGgZtg+ajbupBqfpebb+zeR1tO/0vGZ1sj6H2ndcAxA6dvdlOBPocDgcDofDMQsx7ZhA7iR0l5MVSctVP3egu3btCrst+v+pHxnLo7+ZpuiyvmLA5K6IOyAKSR911FFBBJjXtbS0hN0nWSDNBzt//nwAk7vZH//4x2E3rDl9WRbrT7apUqmkyiU0CjQrzyw/YztaWlpSEcaESpRotK8Vf7aMoB7TiGHr/6eveW1PT0+oD6PYuMsvFAopdnfu3Lkhgu75558HMMl2tre3h52iZdLq9Xqoo9ZH5W4UtVqtabSZFZdWllBzXFu/S/ZlVkR5S0tLeE5Z0ceNBHPVV5HPXSOZWaY+I7tjdzgcDsfMw7Sb6dWcqrlzgckfUF34cPE1MjISFhFWQiOfz6fyug4PD4eQeBu+n8/nw48pzchUC3/44Ydx2WWXAZhMoD4yMhIWmfzBZb0OOOCA1ILsmGOOCecxRF8XR3bRW6/XQ3k03VjJGCBp+rULNR6rVCphsWyzCGh+XS3TBs6oTp3NzKHaeHZR1EiCZvv27Zn10efA8js6OoLMARfSXPi1tramAoBeSYme5XKBZfX8tIw4jlPmY96vVqulzE1tbW2hHCv9ojI+uvGx+a9VNzDLPA0kg4k0YwoXmTbzzujoqAeGzAJkjeGs99YUqlklrBlTr1OTozXTqVnNfq//9m//Nry+8sorw2vNzmDvpZIzQNIUZ4PB1NysEiJ2E6X1st/dRhIuQNJ8ruVbGRVF1oaP0M14ozztQPoZapm2bX19fZl1tM9z8+bN4bV1EWFAGdBckkc3y1Y6pllWE73O1r/Z2FI0M6XrvXWTbzfYep39LujYsuPMulHsq3BzsMPhcDgcDscsxLRjArlTqdVqKROdZp7Q18DEToI7WO6emLUjjuOw0+DuuFAohJU9nZi5M8zn89iwYQMA4NFHHwUwuctbuHAh7rjjDgDAhRdeCCC5K+VOiP9zuVy4D03RnZ2dQXjy4YcfBpDcZXBXqrmQuQu0jCDvwXbavrI5k8vlcthBsi94v0KhkCk6yp2TDTLRHZXuSm0OZz6jl19+OSG6DUzs+KwYuAZnsG7K0FkpFp6v0kE2i0pLS0tmthW7c80SYiY0qMbuXFX+huOhVCqFz7KcoK0UkGaSIXQ3a03XWRIxGpyiwT16XZZAt8PhcDhmHpwJdDgcDofD4ZiFmHZMIBmYtra2lC+Jsn/WXzCKosB0kA2ifEyxWEyJ9lar1VRKMvW/sr5hzC+8aNGiwLB8+9vfBgC8973vDaLSvb29AJCQbWEZlDZpbW0Nfg7r168HMOnDUa1WQx+QXVOfL7aDjOnQ0FCK9RsbG2vo+K9p6axEjAZPEOVyeUpBBCpKzbZnBYZYGRVNh8Z2MCinVqulghqiKEr44QEI4tEDAwPBx0Xz9xJsh7Jtmo9a72P7gMeUSdby4zgOLK0GxtiUeyrvwr5QgeisNHe2D63/Yr1eT7GKlUol5cOiAT7N0js5Zgaa+VLp2LDpyPQ7w+ArQtMdNvOHU8kY9dEDklaD73znO+H1+eefnziPcyqQ9r9S/7VTTz01cezOO+/MrFezOtrytU+sP5/OEepLaFn8RuUB2ZYGIO2TpvWyPoF6rk0Hp75/Wn/bFsqXAWl/Pn1u1l+wkY+dbVdWLnZCrSnWR1nr38y3VevRzP9QYX/PtM62/pp20B6z1qB9FdNuEcgfp1wul8qSoYOIg1J/NK1zL9/rokgDB/ja5sSt1+vhAXPxx0H6zDPPpBZdW7duxQc+8AEAkxOXRg5bDbdKpRKO0+GZASIauck2qr6eDRrp6OgICyWN+rVRtVkLBruQ1kWLnmOzm/A+mpVC+56v1QTN66zpWvX4uPjTiG9OWvxB6+7uxqpVqxJtohvA+vXrG0bQ6mJc+4Y/htb1QLUWtU+sriOv10VgVtSu/Z/P51N5iMfHx1OalRrxzTra74NGdRPFYjGcz77jeO/p6fHoYIfD4ZgFcHOww+FwOBwOxyzEtNvuk/nJkjAge1EqlVLUu9LcNiBBM1uQDTn77LMDC0fqmQzU448/jq1btwKYZHr4v1KppEyC7e3tQUKG5sgTTzwRwIT5OCvsn3WjhiAZx97e3tT5pVIplUlFzcNqGiayslfwc8voqayIsny2LELN51Z7L4qi1L0JNTcrC6mBHUAyG8eKFSsSn9VqtfAsqBe4bds2ABOMmB0X7CfVO1RTqJWgUbbQZgdRc4BlR9vb2xO6jton9lr7GftJ2Tz7jJRV1LzOwES/ac5gXkcGkOdxfC9YsCAhweCYmciaEwllzK1siFpcmkkJqbmW7DyhzLqdz/7v//2/4bWa2+69997EeXStAYC3ve1tiWNqurQsPvO8AwgBfkDaXKv9YzOeNJMGaSRtsifBVtqv+r23ZuMsV5qselhmX7N/cJ4EkplcbD2sDIz2lzUVa7ubmVP1fTNpFvsMtT06Hq3FQ8uYagaSV5INU2i7bVYWK1u0r8KZQIfD4XA4HI5ZiGnHBKq/nebTtbDBBB0dHSmWSQV9Tz75ZADAEUccAWDC34ysHXdDlPZYtmwZ/vIv/xIA8P3vfx8AcNNNNwGY2M1o5gVgIqcgmRXm1ty4cSMA4PDDDw9yMBSXLhaLKRFhOuju2rUr1F+DFTSjiLZxdHQ07PJVBNqKE+uOz+5YszJoKINoxa6JfD6fylQRRVGCddS65nK5lAhyrVYLn3HHRx/HBQsWhGtZn1wuFz7THS77xsrAaM5eK0EzPj6eyn2sAR+8j5ZhM4VwzJTL5RDIpH58VqpG8wXbbDEKXqfBI1YgnfWq1Wqp74PKzWjeaGAiQInsqcPhcDhmLpwJdDgcDofD4ZiFmHZMIFO5KQOVFZ1KHw6mtnnrW9+KQw45BMCkn4n67JE9WbNmDYAJFslGYBItLS3hnqeffjqASRmSz33uc4FRWbhwIYAJX4Gnn34aQDoa94UXXgiMI/005s6dG/IP8z5kkTS3r7I7NmpU2TaVo9E68Li2sVqthnvZqOUsP0DNBZzlH2R90ZrJJGg9iHq9npKSYRmjo6OB7eJ9tH/YDvX7s+LYyriyLNY1l8ulztdoZ+tHFUVReIasI6O66/V6YGI1l7NNS6d+SLavsvqX47ytrS2wzTYavK2tLeVXmMW68vz58+en/JwcMw/N/Ob0e6jpwQDgnHPOCa+tr5zKzmjKMc5/hPqevf/9708cU3H9m2++ObNsAPj5z38eXtOyQhx44IHhNedSQr9j2gf83hCNpF6A5Bxq/e3U90zvZc/T8pv5oTVL4afPzZahfnnW/5rzkq2XPU+lZWz99dlb1QXtH62znTO1X+1Y0nOtP5/2XbPflGZ+mNpfOg6ayfXY8prVMctCuS9i2i0CNajDmkWJOI7DxPWud70rfEZTLH+oGWhQrVbDl4JZRIDJiYWDgIEVQ0ND4TPKjxx88MEAgI985CO44YYbEmVt2LAhZTrUdnAQ8wvY19cXyrXm1FKpFCY1bX+j3J+6QNRAmEYBEmqiZPn8XywWU46xaha1dS2Xy6kvRqVSSS22tA7WzAmkF2A087a2tiYWf2wjn6XVOVQTaJZelXUXyFoEaoAL78nxFEVRwpGdfca6Z5nZNS+wlq8BMWoWtpMt+3dgYCBRb+0vzQetky4Xela6ZnBwcMqaWg6Hw+GYvnBzsMPhcDgcDscsxLRjApWtacQEFgoFHH/88QAmZQTiOA50M53eybbNnTs3MCSkvzs6OoIsC5XRaZodHBxMOPADwLPPPgsAWL58OS655BIAyWwfLItMjsp4WHM2kBYDVjaPfaCZM8jqaNYHe772k5U+0etsUAqvq1QqmWH8bIsNNimXy5nmV2siVjFqK/ejQsdWHkhZVNZ/cHAwJXJt2Vdgkh3UQA97b31tWct58+aF/if7t3v37sCq8Trtc83BzPpYllNFuJX9ZR9a8W0VlCazbbOVqAg36zcyMpIy47MuGkTlmLlQVtmawBR0eSE04MqaD5VpVisA3XgIDTyypmhaVQAEkX0AuP/++xPn0QUHSJvptm/fHl739/cnjmm91PRsTZXatiw3lUbImj+AdB83+45pP+p11oKh84vtR73OmnI125aaQm2d9DwrgdJIBgZI9o/2q60js2QB6d9xO7YUjaSJmpl/mwnga39bSSRti62/9o/NKjNd4Eygw+FwOBwOxyzEtGMC6Rzc2traUNC2q6sr7CbJ4lWr1ZTQMRm48fHx4GfHYwMDA4E5pBPzzp07AUzsUHhv7nK4y9i8eTOOOeaYUC4AbNq0KewgbEq2rB14Pp9vKN+hvmuaMs0KMKufXlae2Sw5F8Kyd5ouz+6AVZIly+fN+qllfaZ5f+09s9gv9onuWvksy+VySryZDJnmfG4mzmzTtek9Oa4qlQo2bdoEYNLxfMmSJYElsQyuyvho+j6eZ9PNFQqFRJ/xnhxHtv6FQiGwLfZ70dnZmZLjKRQKKckdZRAb5S51OBwOx8yBz/QOh8PhcDgcsxDTjgkk9t9//+CjQJ8PMhsnnnhiYFvIAvX29iZEfYFJW3+5XA4MCc/P5XKB+SP7QhZS/RGtH1l7eztefPHFUA9ggmlRRhIADjrooFAW/QrIBhWLxRRrpP55lvUrFArBP41l8Fi1Wk2k1QGyRZyVacwSeGafZKWSsz5++t6msVOfQ/ar+sPRH0PZR9bfRvbGcRzqSjZL2USWpZHYVvRZo4uz2C/K/NB3iOzf7t27Q7lZafWy2q3R2bwn+8D6Wmq79Tk08nmJoih8D+yYHB4eTo39YrEY/AOtX6WV23DMTKh0ivV1UgkXpq4kNNWalU5Rf8FGvnFA0u/KRtTrd4HzJIAg6E+ofEkz/7pmsiRaX9sH6gNn/b3UX836C2v5OqfYOuq8bL/XWobey1piVFbF+rLp823m06jWKPtbobI8tvwsBQdC+1L9Qe04UN9Nm3quUX2BZHvUN7GZX2TW7yChY8Ra55q1U+9tx5lNVrCvYtotAvnwVceP/48++mgAwHHHHRdkQvhA8/l8WNTZwVYqlcJ5DCRpbW1NmfQ4KYyPj6e+VPyiqmwJ8wufcMIJWL58OYBJWQ5OfJprWBckdgBlOflqTmBOGvzi89jY2FhisUtkmYjZNrtQUrkZu0AcHx9P6N5pX9Tr9ZRzb2tra+rLkpUFppGJmfdk/fhagxs4EfA5a45f1UPkZ8DE+GCf0Fl5/vz5YRz9+te/DuUDExMb681FfH9/f8qUrIFM7DNuNPSePJ8/NirVwzJ0nFoNRzUtE9onHE9ZJm6OFfbXz372synn2XQ4HA7H9IWbgx0Oh8PhcDhmIaYdE0jTxK5duwLTRtPFW97yFgBJ84KayMgQkYIm8zE8PBwoaxWG5nGVhuE5NjiD1w8MDKRYoN27dwfWxZovS6VSKhPGzp07G2YAyeVygXli/bq7uwODpBI3vJ6UPq9TVjGrfGvyZZ9UKpXwmZoqWX+2ieWPj49nZiSxJl+ipaUl9KfmAmbdrJlTmS9luKxSO/u+XC4n5Fb03AULFgQZH7J/GzduDPUgO0gmV83smr/XSr4oE81noiZ43p9jS83HHFN6H5vlQ2EZWZXZUbkYnmPHA8fO0NBQ0wwGjpkB/c5Yc+f73ve+8JoWFEKtFM0yaaipzDLLem9bhpr0NHONSscACN9XIJmdBEi2xwZK6dieqmyIzWahc5c1H2pbtQz7ndK2WYuJ1lnbYsvQPrAuJfq+Wf+rhaiZ2d7O19onWg8g+QzV5Guzsmg9mh2z1jvth2amXK2zFdpvZKq3ZmM9Zq0tej9r4dJ278twJtDhcDgcDodjFmLaMYFcXY+NjYX8kPS3y2KzuDrv6+sLx8kmvvTSS6Fc7gq4u6lWq2HHy92QslpWnJk7lba2tsAkqSwMdxA2f2yW5Ivuergr0WALnk/Gs7u7O+X/xuva29sTeYdZZ8s+ZsGWpfIu/Kxer4fdLu/D9+qPqP6VylBpHcbGxkIZmvLNpn9TH0Kb17irqyvFlrGunZ2doZ+Y0o8M3+DgYBD3Zh3y+XxqB6p5jDU/sx4DJv1HOZ76+/tTzKqWbVm/Wq2WYkiiKGr4vKIoCqyi9SXUXNe8d7lcDp/xPOZ37e/vTzlYOxwOh2PmYdotAmlSmz9/fojYPPzwwwFMmvFUZ48Lho6OjlT0JBdFIyMj4TMu7tS0x4Unf9hzuVz4cSdVT5NJZ2dn+DHWRZRq4QGTtHtbW1uoh1W2ByYXklwgjo6OpsrIikbTYAKrHdjMBKIZRmwUtUZFa7YW9hn7QhcX1swxNDSUeja8vlAopCJWC4VCIqJVoYtrXbzr4hgAFi1aBCCZO5gLvaeeegrAxELO6gSqWYBtY9/l8/mUaaCrqwuLFy8GgJQrwZw5c8JzoqlncHAwla2DKBaLmdlKrFlHF9TWDUGjitl3rI/mJuZmhxHsc+bMcZ3AWQDdhJxwwgmJY1lzEaHZGmzmBjXpUbEASJvRmkVcqilUx6E1F+o8ptlDgMZmaSD5vdYy7VzVbCOk9bLzkvZJM5O7moNthLRGPmt9rblT+8DWX821ti367PmbCqRdabQt1uSrkcP23taFgLDPWu9to9D1vWbmACazfQHJZ9gserdZXfR5NssYYqHPkL8lU7n3vgSf6R0Oh8PhcDhmIaYdE6jsCJke7jq4IzjggAPCzkHNttyZcqepbBZ3Yty5dXd3J7T/gEmmsaWlJewWuHPi/YaGhjIzYdgsJZopgvekaXLHjh1hZ8XdBHdML7/8cqir7tKsM2tWn2Vly9C8wFovPV9NujxPAzj42gYk1Ov1lORLpVJJmSF1J81+ZB0LhUKKOczKwqEmb6sPSCa3VCql8ggrI5Elv6J6hcDk+CgWi+E+lOXp6elJSQBxrPX19aVMsspYW+Yti9lTWLOwMpn2uWVJ0RSLxcD2PP744wAmx3kul3Mm0OFwOGYBfKZ3OBwOh8PhmIWYdkygBh+QiVGBZx4j08NzBgYGEv5QQDJXLBkhMjmjo6Mp/zSWPzo6Ghg0lk+fi/Hx8YSYMa+3bFZWhg5+pr4WLIt1mTNnTmaWDOvPxrKGh4dDX6i/h2Xh1O/BBhbo52S46Ec2NjaWyHSi965Wq8EPRkWZNXeu3k+ldzQns2UT1Y9Os4cQ7BeeR99R9QlUn0nWSzOXABPsK9lmsmQcA4VCIfTFtm3bAADr168P7bXBLKVSKZSh7eVr1kODR2w/qX8k/+s4svIRWeOP/bVjxw488cQTibYR9XrdJWJmARplnwGSPl06HwFJfzJbhlok1G/L+kfpfGN9lJXlVl8zy05n5V3PqrOto2YCaSSVYsu3PpL6nZkqa27rS4kzIOlbBiTrr9fZOVnlemz91QfRfsfte8L6N6ovYbOsI9qnQNKfT++lPoBA0teP8yihmYua+eXpeMyykDSCjkntY3tNM/9SBhMCaZ9V66e6r8KZQIfD4XA4HI5ZiGnHBHJneOihhwYmhmwcd0k7d+5MSXt0dXWlxH11d2f9/6IoCiyLjUzKihzmdaVSKZTFnVilUkkwQnq/SqWS8jdTgWcb6VkqlcKuSwWJuUOxEisqFKzHLGvH9+q/aNmm3bt3h9y5ZMj03uxztnHnzp1ByJs7LZWUsRIuKoGi/cXys3aiWi7/k/FkHVmvjo6OUDc+L7KEnZ2dKRayWq2mIqrJbvT19YVduMr3sFwrDq7smrKvPM+ykArWua2tLcU6kEGo1WqhDMv6qVA1x8DmzZtT0keEttvhcDgcMxfTbhHIH9Du7u7w48jFli5krCwKkKaKuThobW0NCxFeV61Ww/n8Yddz+GOqybGBCfMtf3A12MLq/Wld9VoL1lHbYzUNtY3sEzUNWBNiHMepkH7eO47jhM4fMBnksH379nAvLoDmzZsXFi5qEme92Besa19fXyhXTb7AxKLFLopUFzErsMUGPHR1dYVFMp+N1kvN0gDw4osvhrKz7q15kIGkrJAdT1mBOnYRr+epK4B9Rrqo04AVa65hfZppCGofrF27NtzbStDwPmpmd8xcqHuIHTs6p9jMB7rBtmbFRplA7Nxm5x+FlqmvrclUv29ZGxmimQlSjzXKp55Vvtbfmir1OjURqvkXmJx7gEndUkLNsNp31hzZ19cXXlviQ5+vlfLROuszs1Iy1OIF0s9af/vsMe0vlfxRbV4g2T+2H+1c16j+zUy+ep41pev7ZiZf3ZirdA+Q7H/rNtEsWHNfgs/0DofD4XA4HLMQ044JVJFmvuaOR9ksK5Oxe/fusNOzgpjA5G6IMjLj4+MJp1sge+fJc9QczF0iP6vX6wmGB0jmg7U7lGq1mikLwrKy2CPNyAEkc9DawJOsXZTWi3Xjzpv/K5VKJrNldzwaSKOZRXjM5rjVwBJryiwUCqmdntbfSr5UKpXwTGzwx/z58xPC18Dk847jOJHzmP3F8/mZ7sqteVp31Pb5abtVysXK6rC/9HwVuOb9rQyRMntkQtmetra2YMYmE9jW1pZ6lhpk08wR2+FwOBwzA84EOhwOh8PhcMxCTDsmkOzFAQcckJDaUFSr1ZQfSD6fDywLA0LIsNRqtcAokRVpb29PsUbqk6asIzDJCA4NDYWylKmjn4EVJK7VasFnQn3fyAJZpiuKopTgtAYdWN8PDQxR1s8ygMoE0meG/hr0uYzjOBXg0tramvCj1GOdnZ2pVGnDw8OptHrK+pHNUn9NfmaPaRAOAzzmzJkT5Al4H9ZncHAw3ItjgP/V306fkWXjdMwQlplVqG+gZd4qlUoox7KjcRyn2F29h/VtrNVqoQw+D7Z/x44duPPOO0Mf8DobAKT5rz138MyH+jBZ/ytlvG2wkvrmNfN70jnYfjd0TFv/QPUhUz836/OmZTaTd7GMvV6X9T0m7Fyq0OtsEJW2R33IrMyM+p7ZPtYyNP2e9c/U3z7bx1m5yQn14dNjNnWbHrM+b818Phs932bPotkYsc+i0bNv5p9p763jTOc7K/WiFp777rsvcUxleOwz5G/Svo5ptwjUBYPVmeOXZXh4OAw81f9rlJ0BQCpwY2RkJBW8wWjKcrmcMt9pEIgGRhBZQRDAxABjxgkOPs3faxd8cRynzLpqItagBl5ntQNrtVrKRKx5jll/DnBO+uVyObF45XXWXKtmWNvuWq0WFpmavQKYWHzwPL2Or3VhyPP55dU+5GTL8cD/HR0dqdzBrPvQ0FDmM7X9adsIJBf0tj91oWWDP7K0qXSjYc8vl8upRSmxbdu2oKtlc19u2LAhsZAHJiZmu8jUwJBmTtkOh8PhmBlwc7DD4XA4HA7HLMS0YwLJgAwMDASGimxQljmOxyqVSkrzjWyHZm5gGaOjo4GZs6yZZrGwZrMoihKZGoAJBofMJFk2XlcsFoNZgBT96OhouDbLzMsylMmxGnFaZ0ulx3GcYsL4fnR0NNSVn2UFxPCcwcHBlJmGKBaL4ZiaPhikoMwTMNGvZO3YjkKhEK61UjT6HJjhoFQqpTKM0IRSLBYTeouKUqkU2sk6tLe3hzHGscA6jI+Pp0zpWVk7NA+xHZ/NTFb5fD5VfhzHIejDmsbXrl0bTE90TVBzuwYp8Zgd1/w+aIYRx8yFjj/NEAIkzYXNMkVYOY2pSsTonJKljZlVR2s2biYDo++ttIy2J0tuKuu9NTfrvW35GlCoWVOaSdxY6RE1JapJ1rZzw4YN4bWdX9SMbE25ai3Q182C8OyckGUNIfS5af1tH+j99sSUq5YKrYf9rdPfJjt+9DdA+/8HP/hB4jwd481kbGwdp0vWJWcCHQ6Hw+FwOGYhph0TyNX8jh07UkLBFDUuFovBKV5z13I3arM5ZOWzVeaGO1XNScsdjfWd0kAMZWK4K+C9s3LEqp+dDXpRH7+s/Ig2uwehjJLuTGwQBFGr1VLBCto3PF/95uhMzJ2n1oHt5f9isRiOq1MtryP7yJ1rS0tLKiNJViAJz+ns7Ez5QHKnq/VX+RReb30Cx8bGUlIs7JvW1taE1AvL4HkcK/yvQTVWkkXLVVZEmWQgmcvYCnpv3bq1oWO4Sg6pr6LNN62MejOneIfD4XDMDDgT6HA4HA6H9srW0QAAIABJREFUwzELMe2YQJXBoN8KfTDoR1EoFFJh3hola1kd9Y/isba2tsC2kInR6GCCbA0ZGZVfyWICLfsSx3FCjJnX8XzekyyNCgZrLlr1S9N2qFB1lg+azaesosOWuVIpGm0HGT3LXAGTPixkHpUt6+3tBYAEQ8tjNrobSEu+5HK5hM8dMMF+MVJY8zOzfmy3+oryv43GrdfrmfJD+l/7cnBwMCHerHXQiGy9jz1f28t7sw9bW1tTvowPPvgggKR4ugqFs2zrn6JR5lljxrK0jpkH9Vezvn2KZj57Fo3SdNm0YuojaP3EGp3XTMDc5ndvltZN66LlN5NFaiYfYxn4Rn501mdMy7DfN71OX69YsSJxnj6bLVu2JI7pfG+Z/UZp0qzvoPogWr9IbaedJ/WYPotm6SjtHKXttn7nWr62pZnfok0SoX13zz33ZH4OJPugmZSPHSNZaWD3RUy7RSDlP1ROZNeuXeEzYOKh8cFxMTg6Opoy0xJqwiUGBgZCGfySqFyL1VZTU6JdGGrWDpWS4TGtBzAxeDiw7RdPZUj4hR0fH08ErQBJXUEOxqw62ny5WfXRL5Y9Txe41F1iXQYHB8MidsGCBaEsq3HHxaA+A7sQBSYnet67o6MjTNx89vl8PuUAzD5vbW1NZZfRAAsNCtLrtC+0T+yknmXK1YWYdTkoFArhOJ+XLuZtGSqX8+ijjwIAnnzySQATztd2k5PlmKzPrdGErFljHA6HwzFz4eZgh8PhcDgcjlmIaccEkjWaO3duShaFLEpWeLoGhljpF4VSv6TordlMs0tYNqhUKqUCSlROxIpF1+v1lOC0BkMQWbS2mrObqfpbqRFtu62r5j62ARma4aKZUr2a25955plEnefPn5+S12Ff9vb2JrKg8L8NbMmSv1EWj5/Z7CzKBlshcB0LNBd1dHSEMsgOKounkio8Zlk4ZfN4TMXELSuqz8HK/ajp/Re/+AUAJORzrDC3BoNkBQcR/EzzPDsTOPOxefPm8PrAAw9MHMsSuifUnGrdbhQ6RzSTabFzl17XTOKjmQSHzknWRNjo3s2yXkz1XkDS7KhmXpu1Q6VkbPnaXwx4BCZF8Ynly5eH19bkzt9KIP1bp99v7W/7LDTLiTW5N8v2oWNG+2NP+rhZvbQ9+jytydeatxUPPfRQeK19tWjRoob3ahYwZ4/Z/tpX4Uygw+FwOBwOxyzEtGMCufPcvn172FlRQJesSKlUCv5p/D9nzpywi+JugbtdDc7griuXy4Wdp01PV6vVAotlhYmzxCOVzbI7miiKwm5XfQmtgK/e27JNGkhi8/FqQIIyS6yHPV/FrrWOtl6EytNYf8FisRju/etf//r/s/elUXZd5ZX7vrmqVCWpSpMtyZI8SraEZWQ8xY6nQOIJAgbS4PYEpBPSdMNKJ92ZZcPCWR3SJDgrHWigbZw0sQMBnHgAgy3wLMuDPMmjRkuWrMGqeXr16vaPWvvUvt+971mSZaNSfXutWu/Wu/eee8659553zv6+b38Axu4RJWU0XRwwxrzRuTnLqZb1V6aOzK2uAC07m5Vj2d7TfD4f6sNra19wRanp9fjMNPLjUxaZZbGuGnjC54ftmTJlSirYp6+vL6xe6dTPvsi6dhZjmpVq0DLoGtzkcDgcjsMXE24SSNRqtTAhnDdvHoDxH9eBgYGwzcCEnp6eEEDCCZzqBfJ4/ZG3mn56bVK9PI8TCDUH64+smvSAJPWtEcksi8eTtucEolAopEx7xWIxEQHLa9ryNRilEa1tTdFqXtRJBD+tSVavp1p1ALBu3TosX74cwHiwCI9vb28PWoM7d+4EMDYpZ992dHQAGJ/0t7e3p4Ibmpqa6kbr6WTI1jmO41TQzsjISHhWWAZNOJVKJfQTzxsaGkpoGGr5OgHVZ6VewFC1Wg3Xpknpvvvuw5o1awAk3Ql4njX56D2yepCFQiGUb3Uhh4aGPGPIJICacq25duHChWFbzZZA0szVKMe0mm/twsyadhX1ImMbLUzsOKDZMuoFitl67U/kar36WqiJ1i6u62VXAZK/OdrH69evTxyn2T4WLVqU2MfFNpDOCKMmTzUpN8rMYceQRpGx9dpm+0pN3Vmau0RWhieiEQGg13vyyScT++65556wrWbjeiQCkH5P1F3B1tFmgTlU4eZgh8PhcDgcjkmICccEqumUqwjOuLn6UwaKLEpnZ2dYaVj2RXUClTWql0syn8+ncrHS7BxFUSp4IoqiTCaGnxpwAoytOq2pToMdrFyJ1sPWWc3Hyh7ZjCFqFrbBK/wslUqhrlzdaT9lycfwOuyvkZERrFu3LlFHMrnaXq5U58yZE+pIBpBlHX/88XjjjTcS7SgUConsKkDSCdqu6JUZzFpF2iwz/H/Dhg0pDUfNOmKDX+I4TgW91Gq10BbNXMJ2kLn+4Q9/CGDMkd+upC1jrNdWVtEyn5VKJeVIzr7p7++fMBpXDofD4ThwOBPocDgcDofDMQkxYZnAXC4XfFNef/11AOPs0e7duwM7SL+XadOmpfzgrEyKbjc3N6ckQOgD0dnZGRgfDSTh+WRU+FkoFAJTlcVCWsZNfUes71cjvxUtV5lHGzCg5dlj4jgO7bb1UambrCwkhLJtKsbMfTx348aNAMbZ2uOOOy4V0j84OJjypZkzZw6AsfvAZ4DZYgYHBwP7RnkDFd5m3ez90Fy6RLVaDffc9smUKVNC+eoLYsW6NbsJ+4Bt1OAjMoDs38cffxyPPfZYon/iOE4xmRowZMXQNRhE2wmMvRf6fOrxcRw7EzgJoEywzTahkjE7duxI7Gsk3VFvn32vdSyyY4jKqjTKEtJIxiZrDCX0d6CRP1/WOJZVr0b+cCo5ZiVi9Djrd1lPwsWy96+99lrdehx//PFhm2MmofdDfQetNJT+by0l2j+NJKXUh9TeC81aY7OmaJ9bfzv1W+fYD6Sfg/vvvz9sW5/ArNztQNqHVP9v5Etvs5rY/jpU4Uygw+FwOBwOxyTEhGMCCWXcyPpxNVssFsOKYMaMGeE7rki4AqNPV7FYDGVxNt/f3x9WH1wJ8LO5uTnlY6U5ablP/fksO6irELsarVarKXamURRbtVpNlc92qPBv1srWrlY0DRzbr/6CVrJG2SnbF+pfqL5oVqaF9++JJ54IbO4xxxwDYGwFyxUiV3z0DYzjOEQx8t5u3bo11FsjBIGxlabtC2W/7L3RVaVlYtva2sI16Q86PDycOo7XU8aX15wxY0ZY0fLZoh9gT09P6vgskVveZ42KbpTjU59JXtNGCTscDodjcmDCTQKteRQYD9vetGkTAODss88OdDePU7OinXQVi8XwY8wJRz6fDz/uWVkybNYR1dKzP8I6scrKAmEzW2TJrmhwBuujOoY2l7FO+KxOoGZPsWZO3dagBtbFyuZowIM1O+dyuXC8BtXUM3/XarVg2qd55P3vfz9mz54NIBmUAYxNfFRjEACWLFkS5GV4vJo97eSaz049LT2bj5fnNzc3h+Oee+650HdW85Hl9/f3B7MLJ67t7e2hj7dt2wZgTP+SfWEzyWjeZS5geL1isZjI+MEytJ9Zb7ZHg5P0eA1Wchy+0DHUmsDUTKeBW0DSvGdNkCrXoeOgldZodO16pmK7+NVndF8zYtjztHxr6lMTpK2jmiqti4aabLUt9nehUSYNXYBqfa3JUY+zfcy84gBw8cUXJ/Zpe/TaakIGxl2tsq7dCPX6344rCxYsCNs/+clP6pZhccQRR4Rt7QPNcAIk629NxUoSqEnZ3otGGUn0ObDSaiSgDnW4OdjhcDgcDodjEmLCMYFk6rKc8d/znvcAGBPGtGbRXC6XMgUqq6WMIY+3QRwqj8IVnl3ZqEkwK39lo9ytXIkqY8VPrZ+ycLyOzTCioteWxcqSv1Eh43oyJMViMcXeafaRLKFk2w5dOdkMGiqZsnjxYgBjDsxc3bFN/L9WqwWBVDKH3d3doS10buf/u3btCgxHFtNq+1rvn5WdyeVygaGk6PWuXbsCS2IFwBcvXhwy1mQFInEFvmTJklDWM888E7bZX3xmWa4yj9YUrbmZeU+VDbaBT3w/SqVSyhHb4XA4HIcfnAl0OBwOh8PhmISYcEwgHedzuVzw+yODQ7amqakp+POpNAbZDTJ76kNFVoTMyvDwcF2H+VwuF3zQ6D+g7JGV3iiVSuGaNrUa9wPjjEylUgmMJP08bOCHljEyMpLy61Lmx8qDaFo6yypqDl2Wxf81uEZZRcsEKvNohbDL5XK4b5oyiO3m8aeccgqAMYavngRDZ2cnXnzxRQDjqY9mzJgRrkXfQNa5tbU1sIPqqwckGUTtX8uuafAFjz/99NMBAI888kh4fsgOap5qm6c5S/6CTOicOXOCrAOf+S1btgTG0z6v+Xw++Bwy0Ibtb2lpCc+Y+oBm5aBmWSpt4Tg8oX5/1l9KJUTsc6q+T43kNBrJqOiYan3N6qWUs3XU97WesL89Dkj6fGWl19wXNJKgybIAZUHbbftA66ysvJWIUb8z22+0pgBpfzVNI6fXWrZsWeI4fQ6sj56mrLN9rP9rH1s5IL2nZ5xxRmIf/aSB8ZShRL1+1RR4QLIPVE4HGB8fgcbp/bQedlzUY61PaaOUiocSJtwkUCNL+dDzO04IzjrrrISJERh7gHnD+EPKffoAqHMtgz/sw18oFOpmksjlcinTmw4KfKHVZMoXQ6OQsyZ9hJ1IlsvlzCwlhDX7aeBJVr5G+4JlmbKzzLv2+GKxGNrL+sycOTOYPl999VUASETIHnfccQAQTKfbtm0L/a+BC2w3wfvW09MTvp8/fz6A8Zd97969KR1F1nXq1KmJLCjA2H23kbnqBmCDQM4+++wwYeN3mp/V3htdMGgUMc+3z0Vzc3MYhOyiolwuh+eYAybroHmIdeJnTdz8ofbAEIfD4ZgccHOww+FwOBwOxyTEhGMCldnjNs196ghvsyaUSqXAtpBNUfaFZWh2BhvooMxJVpYFXscyPmq6trlea7VaZs5aa8JVBsfKxuh31sybZd6tVqupPMoq22Jzz5KpGxgYSEnEZAV6qJwN7wn7/DOf+UyQ8mHbjjrqKABjdD3NEWR1Fy5ciJdffhnAONundeY2zRvlcjkEjnCf5hxmkAVNpiyzVqulWNdKpRLaa+/b6OhoeGb0XlmtQbY/S25G62/ZXdV3tNIPrJuWr9I7vG/UWszKKqAZRnhNZYyzMsE4Di+o+ZDvBfHKK6+E7QsvvDCxT02J1oyp8jF8x4DGGT0sdJ+W34idts+r/p9lTcm6ViOTtQ2U0n12/NZj1VRszYX12gkkpUj0ODVvAuPBkABCHvWsa9v+0fukpmJmcSIamaK1PbYP6pnE7b3QTCnWrK7SRLb+9Uz3NutII1M0XXaAZB/Ye62ZXmwfax/YtlkT/KEKZwIdDofD4XA4JiEmHBOorJ8VXtZVgM3Y0N/fnwrYUH8tlqs5ZemXZlcGyurweLI1Kh+TJRSqTCbrYlc16itGKCOY5dBv2UFep1KphNWKilJbVkqDRqywNaHBBLo6JctHwU32a61WCytc1ufRRx8NzswMfFCx7y1btgAYX6WVy+UQ5GOZ2Xw+j7Vr1wJISqssX74cwLiUDAVDc7lcuDaFQukv2N3dnfLL43W1n1T0mlDm1PrX2WO0jFqtlpllheezDPXnsxlYFFYUnJ/t7e3BV1F9Gu2917zKjYRaHQ6Hw3F4wJlAh8PhcDgcjkmICcsEjo6Ophg69dOjvwvZjlKplEoLRgwPDwcGRtOuaZ5VAInIUpvXVaVirBh1FEVhf1aKOCsZov5pWayi9ftToWN+pz4m1m9RGT3LcOl1rOxMuVwO7VA27pJLLgEwng5tzZo1AIDNmzcHVpDyJUcffXSQpqAYMiVWli9fHnxSlI2jFAHvKeswd+7ccBwjjU844YTQTqYWYl/s2LEjwQoC4+xla2tr8HWidI3mfLasmUanE1n+P5qHOOv5s35C6nNocxhnyQNpfbJSAALjjCswLguSJRNERnZgYMCZwEkAlYixfqdk5IF0Gq1GqdZ0n45B9cTps8rQ/9WvyvqdqV+bZcb1ena8132N0supH6O9tp5nfb/q5eC2fpH6+6W+fQCCSgIwZj0hOI4SmibNWm5U2kSlXoBsX24AWL9+feK4k08+OWzbftT/bYo09fVT31B7rxWNxpws+a6sMq3fX6OUb/X8Cu211CfQ9oH60tq2aR8cyphwk0Ar2QGkTaA///nPcdpppyXO08mZlTcpl8thwOLAEsdxatKhkyEOmmo+BsZeRJoa+RAMDAykMlRkQc2K9fK6ak5ZDcAgbCCDZhhRU64NXFBTer06FgqFhBkbAK6++upgNuVEjJO25uZmLF26FMD4i6QTVmb74ORreHg4DHIss6+vL0xi+KPFuhYKhXAf6LS8adOm1ASJpuWFCxeGgZETPd6jXC4Xypg7d264DgcwtlvLbuTcrqZVINv8qosPaxbWLDBZeZ2tyb6RNlmtVgtO1pyU6w+71c1UaRyHw+FwHL5wc7DD4XA4HA7HJMSEYwJVjoOsnZU7ueeeewLzRJq9v78/MDdkQchYVavVlPyIMo1WnLi/vz/FDHFfpVIJZajp2ppdtR32u0qlEr5TEWogmamCzFWhUEhIwgDjDFe1Ws00T7M8NanwOqxHVrYMm5O5o6MDjzzyCADg1FNPBYAQrDFt2rQg2Mw+3Lp1K3bs2AFgnJ7XupIdZCBDrVbDCy+8kLgmy9q9e3eQf+Hx06dPD9sUTaaJuampKSWkzGOHhoZSeYUrlUowFxNkITWoSMHnhv2k4uDW3FQoFBpKAdnjgbQ5QtldNdHrp4qDUzbm1VdfDW3IYtf3J3uCY2Iiiw0mnnzyybBNCSfizDPPDNt2/MgScM8qX/+3+9SMrM+7feeU8bbvRaOMHno9LcNmg1B3DzW72mMbmbq1Xpah1zqqHAqQNDOeeOKJYdtmzlD5J2vSV9OxzZahfaz30LpYbdiwIWyrWRRImlc5jmbVRY+zJlm9p3bM0fvUyFS/r6b/RjI2WdaWrONUVgZIWtBsH0wUa4ozgQ6Hw+FwOByTEBOOCVTfKZvKSwMgfvjDHwIYlwC5+OKLM531+T9XEFwdx3GcWrlxdTM8PBxYRK6cdFVtc+KqJIsN0sgKxADSacHU75HX5ufIyEhoCxlKrrCiKErlJs7lcqm+sD5puo/nDQ4OpkSpb7311lAWV5u89nHHHRf65+mnnwYwxkaSveMnz6vVaiFwg0EdGzduDAzdihUrAIz7EA4NDaWEwtvb24NTO/uTjGlfX1+4N7NnzwaAkEv4zTffDP5/bFtfX19Y6VnfO5UosqnotAweX61WUyvdfD6fSsmn19EgESDpT2lXvNVqNTPXM/vBMpRHHnlkEOS275G+Dw6Hw+E4fOFMoMPhcDgcDsckxIRjAjW9mYol66eyKA8++CCAMX+Giy++GMA4o0dfNI3GVfaP7B59Q8iszJo1K+zjdywzn8+nfA9GR0dTkaTqy5WVDskK+PKYUqmU8mtTnw6yZFq+TfUWRVHwFyFLRh+URYsWhTY9//zziX4Cxv1CLrroIgBjPmY/+tGPAAAvvfQSAODss88GMOZHQyaNzNLMmTMDs8dIXfWhIVOnbCqlZ3ht1rWlpSX0O31cdu/eHY5jhDGfhalTp4b6bN26NfQPy2a/qv9PlpwQkGSiWUapVEoxeyrhYtPxabo/KwMTx3FCrsjWxUYaK8uo6d+AsXfFiliXy+UQdc00flk+hI7DF+pXZeWO1LJBqwqhvmEnnHBCYp+OFfq82jFRFQ0a+YnpdqO0cdaXTd8H63OoY7H6zdk+0PR41l9Qy7B+enptbbdKtgDAe9/73rBtfQJVFoZ+vLZOQPJeWIkVTXFm+1h9nXWstXI31uezHqwfnUrS6Hhq69honNHns5EUkV67Uaq2RtYN3WclYhqlCKSSBIDg6040Uo84lDAxaingy9jX15dyaNf/VR8QAFavXh0cbDWjBcEHiZMKNQfzhVGzIsu3zrh9fX1hQFK5GZsRgmUXi8WUyVclZfggcYBqa2sLbeKLUKlUggmUDzMfzqGhodSEhKZWYHzQPv744wGMmW15bZpMOUicdNJJYeLAbCr5fD44jvPFZyDH/Pnzw2SL+zo6OsLkhnWmpM4bb7wR7g3bNn369FBvTur4DAwODgaTOPtwaGgo9BUHeLaxs7Mz83hem/XiMaVSKUwabeCN5nfmwKY/nHaRoBM+hZ0Y6iLHHl8qlVITQg1ksvJAWT/Cupjgc8B7lGXOdjgcDsfhCzcHOxwOh8PhcExCTDgmkOzOyMhIKgODsilkZ8gKdXZ24s477wQAnHPOOQDGGcFisRgYGDJW+Xw+pfBOpqRcLqcyhSjNbVkXdbQns0e2SaVrWP7IyEiK1iad39zcnJCGYRvPOuusRP3JGN17773heA2IobmBrBrP2759e6g3GU3W9eSTT8bjjz8OYDwf78knnxy2yXySQdy5c2doB/t69erVwbzLfqI5cvr06SnxapW4IeNIc3ClUglh+axjS0tLuBbNL7ze7t27g2mC7KOKOZMxJPNZLpcD48kys5him0eafaxtBNK5fZUhtsjK6vJWJlrLjNvrAePPTC6XC32dJS7tTODhD5W72L59e2Kf5s22pj6Oo1lQMyMDv4B0tgw1vWpGCSBpXdFx0JoS60nJAMn3zl6b776tI8ctgjnIgaR5Fkj2icqoAMkMPRzbgHEJLUJN2DaYUDNwqBnZWgc4PgFpk6/2jzV1a580MrtqvzYytdpxTN0CsvLME41kihplptF61csAAyT7y/Zdo30K7Ts7Vurzo/0NpE33hyqcCXQ4HA6Hw+GYhJhwTCBn7LNmzQqrAa62uHKI4zisCFRChJIYXNEwpVkulwtMGFkzTQvGVZoyLDbVlgZwcLXAVU9vb28oiysHrpRU3oUolUqhHtzH87R8slpHHnlk8OnjqoVt1ZWKBhOocLR+6mqP36nzMfuCLEJ3d3e4BvNMUpZnx44dYVXP1VpHR0ciLzAwnj6uXC4HRoL+al1dXaEMrrjZl1EUpQTAa7VauJe8N2Qq586dG1Zn7DtlZK1od09PT7hP7APNY5zlJ2iDlTTdn/X9BJL5nPWzWq2mZGZ0lWvTCmYJT+v7YNnygYGBwBzwnnPf4ODgPjuEOxwOh2PiYsJNAvlD2NzcHH4AmWx73bp1AJLZFvhj3N/fHyZU/HGkyXFwcDCYMTi52bFjR4qC5gSrVquFMlimTrBIC6tZgxMllqH5f/kdzQNtbW3hh5yTDg2msCblI444ImWyYWRva2trKt8sACxbtixRD177xBNPDCZWmk04qbv99tvD+TTLv/TSS6EenHgSmvmEE6UZM2YEcy4nHSy/tbU1ZRapVqthQszJHM021Wo1lflEKXk7QdQMIzyeE1E1pXDip5lY2Ce8z9OmTQvXYhkjIyOpqF2dyNkI4CzFep0oZinc87lj/dX1QCfHWqbqVOpzwkUKP5n7ubu72yeBkwC64FuyZEliH8dSIG1iUzPXyy+/nNjHDE0AsHjx4rDNd5xQE1ujyGE1JdrFso7P1pSoZlKOT4RGzeq1Tz/99MRxVDEAkuZxIBn9ygU4oeOs7rMmdz3OZiTRxbvWUb+35zXKdGFNuZqRJGvsI7QfbR01Ktr2fz1Tt73XHNuBtKm1UcRulosLkO6DLHccQp9BfZZsPRqZitWcbfvYRgsfqnBzsMPhcDgcDsckxIRjAq3zJTDuiMuZ/ZYtW1JOssoO0smfTKA6wjODhAYdcB9Xf4ODg2FVylUOj5kyZUqoB1cUysbx2soGaR5eYGzFazNUfO973wMwtoK78sorAYyvyLdv3x6YTB6vzspk/VjnLVu24OijjwYwvgpcv349gDFWlas/OmxruwnKihSLxYR8DZBk4FgfrmB7e3vDCpv1YT+3trYGVoo5h3ft2hXaQhMx69Xe3p5iUQcHBwMDy1Um71G1Wg3XJuPL+g0MDIT68LyBgYGUmZzXe+ONN0Jdee1cLhdWxNY0CyCVpaVcLtdduWrgic39rH2nwUQ28wf/7+/vD88Y61ypVEIZ1nyuLgcOh8PhOHzhTKDD4XA4HA7HJMSEYwJV8NmyalRdr9VqYZ/6AZD5IANI/4dSqRTYI7JGhUIhxSaqQLTmGAbG/eeGh4cTgrzAGNNCfzbr29DU1BRYMhUppg/ND37wAwDj/gWlUimILJN5e/PNN0P9+UnG69hjjw314Ofu3btTWSJYr97e3sDCsSz2ZUdHR2DtCA1ssexRlt9GZ2dnkHphmzS4ISs3LtlZMm683ujoaLhH6svCetvjBwcHw3f0C1KZDPrBsd6VSiUV6KFZNXi8Mr9WdkUZX802wnpa/z1lHrOygtg80Px/eHg4sIIsP4uhVFbRiqGrX4xlKB2HH9RnTzNzAEkfwc2bNyf26bNh5V3U702lTawvm77fHI8J9eFTny5rBWLOcSAt76ISKw888EBi37333hu2f/M3fzNsqw8gkPTpUt8vICkzY+uv4576Dlqo360tQ6VUtL+tX5v6SdrEBSrXYyVitP62bQodV+3vofoI2vurY4neT/uc6e+J9alTXz+7T30Q9Rmxv6/ad3ZM0z7W82w/Kmz/q0+jbts6Hsrwkd7hcDgcDodjEmLCMYFcDba2toaVFKNSlcHhSkTZHTIr6kcFjDFqPPeJJ54AMCYfw9UkGRyuigYHB8N3XOlxlaGrF662lOEiuIKbNm1aWOVwZXL//fcHcVIrPD0yMoJXXnkFAHDuuecCGFtpsU1WzmbZsmWBEaIfX7lcDv51rIeKXjNXKKVbuJIbHR0N7CPbP3PmzNAv7C9NtcY2sT5tbW1hm2WwzK6urnB/n376aQBjq08ryswVaWdnZ4hSZrtVRJz9yjJ1dcp2k6GdP39+KnK7VCqFa9loWZXCy0pdAAAgAElEQVQhUmFornRtXfU7XZFaiR7eR/Wn5HdRFCWYSGD8uSiXy6kUg5rbWNlTLVO/0/NsRKjD4XA4Dj9MuEkgJzSFQiHIE1DagpTu4OBg+PHlBKBQKAS6lj+ApH2PPPLIUC4nQ88991wwQzKwgiZUNStas5/KonBy09fXF67JH2pOEKdPnx4CPL75zW8CGDOxsHzWkT/olUol0PD8oe7r6wvXZIDHscceC2Bs4kPTMicyc+fODX1GqQCq42/atCn0E8/TjCacTNAs39PTE+rGPufE6phjjsFzzz0X6shrc9LIPtFJHbc1H7SdpGh92D88L47jzMkcMHavrK4jsXXr1tBuzdDBfuVzxOcjiqJUAAavoWWo3IxdCMRxHPqT12FdNdewTtRtwImaojUftYWVOdBJJnM9UwZD8yI7Dl+oOeyll15K7Nu4cWPYtmZA/d+6h6jpT8vUfOVA8nm0Zl4tX+tozbW6qLNm6bvuuqvuPtU9VfOkNReqKZSLTUIXSdbUqmZB7QOOyVll2vLVRKtyK2oCt9ey/ajttuZmNd/qPmt2VWkc+xxo/9vsGFkBnLa+QPI5sGZpXaha02rWQhpAaozVfbaMevIx2t/2uEb9w3GUaGRWPpTg5mCHw+FwOByOSYgJxwRy1bVjx45gFtX8r8DY7N+KFOfz+bDqo+mQxxx77LEpYeFyuYy1a9cCGJdbWbBgAYCxVQ7NwFw16EqCKyZ+vvjii8HJmMdx1bB3797AuHH1NGXKlFSuYa7cpk6dihUrVgAYF/Jsb28P4tBkgejYvW3btoRZkFCZEmB81dva2hocunlNDTCgtAz75LTTTgurIbaRAToqtqxmTN4vlsXV2q5du0K9sjJtsG0qzsy+40q6WCyGe8g2KRtsM70ouHLT/Lqsv62DMm8sU1eaNiPLyMhISjqoWCym+ofXbmlpCYwvr1kul1N5hDUwhH1nmYlSqZTKMNLf3x/68cknnwztdTgcDsfkgY/6DofD4XA4HJMQE44JZHDDjh07Qgg8/ev42dvbG1gOsht79uwJTCDZFPox7N27NwhO0+9Ec8OSGaP/XGtra0p+hIyM+knQZ/HFF19MsEtAkr20/loqbH3MMccAAH7lV34FwBj7R58WMkW7du0K7Bf9QNjWfD6fStVTq9UCU/jQQw8BGPfVWLZsWYrlJKOWz+cDO0ph640bNwYWjr4lZN7a29tDuZSFefXVV8N9Y/+z/c3NzYE9pT/mm2++mQqeUDbOsrvNzc2pXLsawME2qf8bMHbfuM2+zOfzqfuq95H1UAkaHpfFTqsvI5AUqLap5Hp6elL74jhO5KjW41UGhn2u4tRWikblfrS9wNjzYX0mHYcfNOWbHSPoBw0kpV6A+mnXgKRsiPqmcpwh1DfM+sOpL576XFm/RfXdsj5pKo9CCw5x6aWXhm31jbNpvjQYzKZTU99Hjm2EMvEqw2P7Sv0pVbIFSPqyaT9qGjdbR2sB0LZZaRYtX8+zfnNq4bLBceofZ6+t59VL8QYk/Qytv52WacejeikD7XHqm2jLV+h5tg8apd9T64n118zyzT4UMeEmgfxBb2lpSUVD0om4qakpTOb48nZ1daVMxDxv69atIRJWcyryQdZgACCZzYGTDw6MTz/9dCKnIjDmiMyBji8m69fX1xfqoTl++XKcccYZAMYHyiiKwoCn2SVYhtWWGx4eDpM6PsCac/eKK64AMG6e/vGPfxwGTc0gwf7QABhgbOLHyR8nqg8//DCAsfvBgYN9ODIyEsyunLDyPra2tqYmdaOjo+E+sL0a6MEfE/74qMmXdeW1K5VKKqsGy9Yczuz7wcHB1DXZJ4VCITU5bWpqCsdnmYjZTs0rzHN5ba2rmuH5abUY9YfFDjpq8ud1WAfNGJI1sZwoGlcOh8PhOHC4OdjhcDgcDodjEmLCMoFTp05NZXNQ6pdMm+rskYUjO0UWaGRkJMiaqDo+KXqyNLxec3NzYIZYBtmjadOmBTkEMl7FYjFIsLAOlGjp6uoKTBo/oygK12TO4Pe85z0AgA984AOhXDKCnZ2dqWwRmq3EUvCjo6OBuibzxiwkcRyHgBvKwGimlCytPrJxZF1pKtm5c2dgRWlqUbMrmVvtX943ZcvYJrJkvPbQ0FDKxDo0NJSS7VF2jv3COmsYvz2+VCqFZ8Xm7x0ZGUl9l5VvV02s9jkql8uJbQCJLCRWI7JQKITvbIYRvcfsC74PuVwuZYrq6uoKmRO4j8ygfV4chyf0PtP9glBpFso8EfqcW6sHxxFgnM0H0iy1BmbZfWqmVqhpFUiarKnvSqipVU3KwLiEFZA09Vmzt5o0NQOJPc9Km+i11TzOgLksqIkdSJrI1ZRr5W6076y5tp4ECpA0p+r9tGZvNX/aYDo16dugsnomWmth0Prb50DLb2Sm1vO0XUDjjCd6nvaBHccbBcw9++yzYdv2Tz2ZnEMNzgQ6HA6Hw+FwTEJMuCW/+jTZHLGceauvFb8rFotBrJOOvI888giAsZk/pUZUnNnKtBDlcjnM+rkKVEaJKwyukqvVavDL4wpPV37K2ADJlR/bwesoQ6S+itZhlf+Xy+WUnxr7SOtNn8jt27en/OU0YwfbzTqr1AiDdui8PH/+/MBuqkQO62HZ1Gq1GlZ/mumF/WKztGhmCx4zMDAQ6m996np6ekL/W7ZMBbe1fmy7ZY+1Xur/x3tvGTr152Od9Tm1fnn6nbKi7DNeW1fEVnBaM+jYrDd33XVXuCea8YR1drkYh8PhOPzhI73D4XA4HA7HJMSEYwJp11c/J5uTtVarBbaIbNmUKVMCQ3XeeecBGPeDeeWVVwKbw/PiOA4Ml5V3GR0dDf5dGl0KjPkkkMlTJpB+IpQu4HV6e3sDG6QiwmSxyOqcffbZAMb8JMjmsC9GR0dTkc/K5tlUYwBS9Sc7+pGPfCTUn+1XHxfri6aMKfdt374dwJhfERlPZcZ4T2zU8tDQUChDI1dZPtm4LBaV9yhLWoGf/f39gRGzKd/y+XyCcSNUQoZlsM6WlcvlcqEMzfdrodHW1lfHRuwqtCwrAK5SQ1mRz5QVosj3m2++mcgJreepFI3j8IXKnFifK7UsWF+qWbNmhe3/8B/+Q2LffffdF7bVgmJ9zfaVadZ6WF8tlUCxvonaHnuepm9TPzpNJwckxwH7Pqj/l23bcccdF7ZV5kSVJ4Bk/1gJF/VPpHyZLQ9Its2mO9O+sz7BWr5eW31BgeSYY++Z+kI2Ui2oJ0cDJO+T9aFrJLGibVM/QDveaj1sH2j5jWRg9DibJnH16tVh2/bdREm9OeEmgZw4AOM3nw8/b2RXV1dKd61SqYSXlSZKnjc4OJiYLPI6fEmzskvYIAWtE18qPhRRFIWABw4QfLE1qEPNcnwheNzChQsBjL2wHKz4Ura0tIRrsl4qk6KTDtaRDzrbyEFBs63YrBS9vb2pHMtZExOe39/fnzKnNjc3J/IC63ka+MD70NXVFfqF9+3FF18Mx59yyimJshqZWDUDCNutJn9bn9HR0VQmD9UetJMuHdStvmCtVksNQlnOyHptQs3ldrKrMkEsg8+ktpsTc+o8zpo1K5RrP+M4dokYh8PhmARwc7DD4XA4HA7HJMSEYwLJcnR3d6fkNchAdXZ2huNOOOEEAMARRxwRzMFkBClnMDo6msp2UavVgomB32nuVyvfQcanpaUlZd7VgAoGPlBGZufOncHsSjOLygDweDXfkg2iablWqwUm0IpG5/P5VM7atra2IF3AtrH+cRynZFc0Awf7UE3l3G/Zo1qtFu4N+3dwcDDcGyvqrCZ+lZGx3+m9smbRarWakgnQ861YtGUvdZ/WlWykugRYxlEzgGhWE2DsGSXTpoEhlmnU8vWe8NOyxhqIoqZhXhMYY1PvueceAMn7rPmZFfl8fsLIGzgOHGrFyHp3CY6hhJpTrWSJnqflc7wj1MTWyPVAZWasRUazbFj5Fa2HNZNqNhE1B1uT5vr16+vu0/HCvitq9tW22Xaq5cCOWbpP221NjNrORiZ2m5GEEmVA0jRMy0rWta2pVZ8Ze209VsuwfaUBlfb+NjpP+0f7NUsOrV75WbnegfTzovfmrrvuSuxTE7C9h9ZKeKjCmUCHw+FwOByOSYgJxwRqei3O2Dnj5upjxowZOP300wGMO/v29vYGPzMeR7mQfD6fSpEGjK8IyH4pK2RZFLKLo6OjYVtFeLlKoBQNc/ceddRRwceNzGNra2tYpXDValPd8Vq8tvVLUx886/C8Z8+eRBCK1jXLoZf+f8ViMax8yMZpv7APWffh4eGERA/3WcZKU7Kp/xvLViFo7YM4jkOQCO+lrkht8EulUknJrmgwiF3tDw4OhmvzWSAzmyXjk8vlwsrWthsYvzfsw6GhoVSuYR5TLBYTOYmBsZVmPcZAV/psB+v40EMPBeZW/TGtbybvg7OADofDMTkw4SaBnNzUarXwo8VJCP+fO3duCCBh0vHe3t6gOG9zAtdqtTBB5I9qqVQKP8JZE0QbjcsAjmKxGKh21nVgYCD80LI+8+fPBzAW4caJHn+oOzo6QuSbndzkcrlUtGxvb29qEseJq9LjLH9gYCCYnq1JVrNq2Kji5ubmVDQuA17YZ1qvarWaCI5hf9kADN6/QqGQyqGr2VlsZNbIyEiYQNNspP1po2TVbMB9Ojm1Zmc1N7POPF4npxqIwePZ12z/yMhISkMwn8+HyaU1yapGoeok8ppsE8uvVCrhO07QGQTS09OT0lpUvUZrUs8KYnEcflBTq0baAslFhTXlZr3zhEbpqrnNmsa0fBsFOnfu3LD99NNPh20bXfvQQw+FbWsO1nrZfToOaISrzSyipj5bR2ZrAtKLpnrZLKw5WPvcmnm1/tqPjTKvaLS3PY+/B4S2lcQEkMyAAST7zpavdbSmYl2Ma9vscdp3dp+a6m1UsdalUYYjNe1ak3U9lwElOADgySefDNs2O4z2o3WpsP11qMLNwQ6Hw+FwOByTEBOOCczKzMFPrmjmzZsXcuOSPWprawurN2tWLBQKYUWi2Udslgiiqampbp5G1Y9j+WpWfP755wGMryDy+XxYWdPhWhkf1pmrYy0rK2MIV+Lsk4GBgXAcg0E6OjpS2VA0eMQGTXC1WS6XU8xhsVhMBHZomaqDZ83Ouq3mSJ7LOg8PD4e8nTRvZjkFb9q0KZQ5e/ZsAOMO7TxfV5o2G4oylJbl1evYbCRa1yz5Ita5VCql+kI1EK3cTH9/f+reVKvVcF0yudz3zDPPhGeK7ggaRELmhe9PX19fSo5GTfGeMcThcDgOf/hI73A4HA6HwzEJMeGYQLJZbW1tgb1jzloyN7Nnzw4Mmkp7kBUkQ0K2prW1NTj8kykZHBxMBS6oz5v1UVCxZsuWKZPI8unLppIsLGP69OmB8WGdyQSqLyTb39TUFPqFUMFn+tIwQETz3lohaWUCCTKBLS0tqWwlei0bnBLHcegn9TPMCiABxu6V5vJl/dmPzPBC1k/ZNQ02IbPKutL/8oQTTkhJsei9smycyq6wDio2nVVX9SnV6wwODoZtllUoFFL+l/rMWb8/lbYgo8zPpqamhH8jkGSKyVKSEdy9e3doi/2s1WqZmU4chxeypKgI9X1S30Eg6ftk/fTUJ1DHSGs50WA1m3FDg6507LRlPPDAA2Hb+ttpPZgjm1BfPH2nlMkHkpYA2071zbP+jupTpu+RDerSdlrmXf3ttB/tfdIyrL+aHmvlUehrDoyPp0DSPxBIZmc65phjEvs0M4odL7TvtC32PtXzfQSSPpn2GdQ+1nZaH1Wth71PFNAHgEcffTTzHCDZ/0zaQKif+ubNmxP7bBaYQxXOBDocDofD4XBMQkw4JpCz61mzZgW2j75QnKV3d3cHZowrlKamprCa4HdcaUydOjWsxFjmjh07wiqR0XFcTSkbx+NVjoSrHfVrs8ybihZztcu2DQwMhPJZR65UTjzxxBSjpGyZ9ePr7OwMjBU/c7lcWA2zn1hmpVJJiCUDyYhYtol9OTo6Glb1li3TiFuiXC4nUrxpP7W2toZ6qKA0j6eszhNPPBHK4/FcDeZyuVBv9gGjtfv7+wMraBnBXC6XWmXHcZwSDs3KK8y6agSwZfhUnkblYCyTyc+2traUH+Urr7wSoiW5Yqe/owpts3yyzvl8PtRRxcp5LTIlPN6ZQIfD4ZgcmHCTQA3cIP3K8Hfu27JlS/hBo/mrUqkECpyTg6OOOgrA2A/2hg0bACRNlDQr2vOamprCBMAGcAwNDWVS41aXTk2oliLP5XLhO04MaT7u7+8PGoiaqYMTKauzpyZWTkyiKAqTAU6gVWuRE0OWQTPJ6OhoKIMmnOHh4TBZthMaPV5zM3NSZ/Mc9/X1hWtpcA338z7QDPHyyy8nJqiE1Qcktm3bFswbnFxrjl+bjWPRokVBVsjKqKj5OCtIxk7qNNuHmj3scToRXbNmDYDxzAXd3d3hGeQ9VXM+60izmWYHsfe0ubk5yBpRyoBuFV1dXT4JnARQc5ua/YDk+2RNcUcffXTYbpQl4eGHHw7bVtpEzbC2DDWrNcpYoQs0u09NcRpMCAD//u//HrY/+MEPoh7UTG3NtWrOtgtFNR+qhIj2N5BstzUdavl2HFNof9sysgLViBUrVoRtlYWxdVQ3o3Xr1iX28TcTSMuhaPCeZphZtGhR4jjtV/uM6O+iXaBbd6ys8oDxMQ0AnnrqqcQ+bRvHQiBtltZ+taSGmtVtHTdu3JhZx0MNbg52OBwOh8PhmISYcEzg0qVLAYytFtU8C4w7Oo+OjoYVAZme6dOnB8YwSziXKyWWoY75ZKzIvkRRFI7jKpArKBXaVfkRriqtjIqKP1sZEj2e7M6mTZsCO8VVYC6XC+3k6kZNrCp+DIytdKz5WPPa8lo8TyVj2F7NJ0znWLsazOfzKcHtgYGB1HFcqQ8NDaWEv0ulUlhNs/4XXHABgLGVls1bnJU7mIiiKCXmzPaUy+VwD9nne/fuDfmlGZSiTsNWUiaO40TuX92ndcwSN2UfkAV5+eWXQ7+y3c3NzQmzt0KZQLtajeM4OFLzOVRRbb4X7Mvm5uaUI7nD4XA4Dj84E+hwOBwOh8MxCTHhmMDXX38dwBgLo+nJgHH2aMeOHYHhoVRAR0dHivWir9Xu3bsTAr48hgwMj6cfQk9PT/AX1Fyv/LR+XtVqNey3xxcKhVRARaOUXcPDw3jhhRcAACeddFKonwaaAOOsXFNTU6b8AJkhMoZkuPr7+1Mp1ZS9VFFs1pX1Z5nqB8h9ZPi6u7uDnybvkfoGkoEi45XP51OBDrync+bMSd2H3t7elI+lgvfSsrUzZswI91v7kr5SrBeFqKdMmZIK8lHxZ9vnWb5NmzZtCqLm7Dv1dbFp4yqVSuKZ0r5TeQiep9IvNlhpz549oa70HWKZlUrFxaInAdTiYCWmVD7G5h7XtG72PKbFtLDst55n07XVS0dmpTu0TJu6Ta0B1jKgPo7q56a+a0DSJ019GIHk+23TjKlPmY7lVr5E62X90PR9tucpdJ9l77UM66+m/2u7t23bljhOy2wknWL9IjVNnUqxWP9G+uVnldHod1Dv/SuvvBK26TtPqKwQgwKJBQsWhG193huNffZ5V79R9Q8E0ukWD1VMuEmgQnPzAuPBGSMjI+GGcwDbtWtXeAD58vEG1mq1VBBEb29valLAl71Wq4VBgQ8FH6KRkZHUeTqhzHK4t5MuzV6h+Y2BsYef17SBGPqd5vi1QSy5XC6RsQQYn6QNDQ2Fa9m8v8ViMfQxy7eOxAodNHSSzcHD9pO+UJzw6YSEfcL7vXDhwuC0y4lhtVoNbbOmWR3UWbesPs+K3qVpVieifOnVOdvm9lWzP6/FH6FCoRCeNxulrdp+zA7S0tISyufx6tJgTfWETtT1R0NzSWufRFHkgSEOh8MxCeDLfYfD4XA4HI5JiAnHBJL5GB4eDswKWRdq3xWLxZQDfXNzc6CNyeqQgapUKimad9asWYEZsebdvr6+lIaepcoVpVIpxWYRIyMjYR9ZvziOU3l1lRon80TKfdasWYEGJ5vGPpk2bVoiywX7Tk2YQNK8yO/IetG0PDIyksgxzL5jWdZ8rPtUnoZlkLlSNtLm1x0ZGUnIuGidjznmGKxevTrRnxokw+M1A4jNEW11FbWu+Xw+xRgSe/fuDQwatfpaWlpSfaFmF2v2mj17dqgHzc5qnreZYaZMmRL6zmYH0PZaN4larZYycag0EcvKMjs7Dl+oOc+OSxq8RRcIQrNnWNkQfU/UjGwtBjqeWROhvov63DbS7LTmVG2PfVf0PGW81TQJJNtmy9d62Uwmeu1G5mw1Qdr+0fKzLD2E9pUNuNM+tu+/9olK/mj2ECA5ftky1ARv26b9pZYSmx2GLllA2lyr5dv+URO8yru8/PLLieP0GWxkntW+spJC9eRogKR1Sc3eQDoDzaEKZwIdDofD4XA4JiEm3HJf/ew4C+cKiA7L/f39KUfhrq6ukBmBZXBlqVkvyAi2tLSkfMTINA4ODoZVnM2bqxkxVBjaBn/oJ1d6yv5ZCReiUCiEa3FVddRRR4W8jmSUyDp1d3eH1RzboStXXocZKIaHh1NSOqxrc3Nzyq+yVCrVXaHn8/lU7t1SqZQK0NFABg2wYZ01IwcwLt7Z2toayud902uy/ry3pVIpla1ERbw1FzMwdk9tphcil8uF45RRs0wjV+r9/f0poWcgLWzNe6vSQcrS2mw3LGtkZCTh46qfWlYjxlp9P22eTYfD4XAcfnAm0OFwOBwOh2MSYsIxgeqnR58pMiX0ValWq4EpIWv02muvBdaFLIcyb2TLyCqOjo4GZoRsC9mmvr6+hJQM68P60d+CrNPg4GA4jiwcy87n86lr79y5M+X7wfJnzpwZtsn6dXR0pKJGeUylUgnlqq8f60jWT+tv/dnYr4ODgwmmyvaTFZfWclW82+b2VbbNpmfTqF3eb7ZDUwIRyiaSAVSm0vYry8zlcpnRtepPqNfWdHwqOM22kJVTH0plJIGx+8D7ZmVt1B9Rff3qyWQoM65lsO7WpxFIMoX6GUVRit11HN5oJF9ifaIoawSkLRX6fKpPVKO0bjbdmT6ruq+RjIr1h1P/Lysbwmh7IGkVUV9HINkn9v3Rdlt/SpUK0Xbb9HvaV9bfTt8/fa9tPbT+jfx4rWVMr92oj/Ue2j7WdtuxR30JtV62nXqcfUa0Lo3S6jXybdV2Wykf7WNtp/UJrOefaevcqG2HMibcJFB/uPiSUrZETbL2+J07dyYmFkByQsCHhw/68PBwOI4PGU3AmjfWmuzU7NfIMZ8oFoshA8iJJ54IAPjBD34QzLm8NoMP5s+fH3I2sn6vvvpqqq6UTGlpaQnXVv07lk+pm+OPPx7A2OTFml35qRNKNdfaAA+Vt7EvTaFQSNXHajQC44NbW1tbyrzO63R3dwcTPSf9PT094cVnuRpwU2/CqqZfQs34dsKqx7J8neyzzprtg32hsj+sY5bZPysnqa2/7rMDuJ246nfaNhuMo985HA6H4/CFm4MdDofD4XA4JiEmHBOodK81vZEdOeGEEwJrx4wSU6ZMSTFQpGsrlUoqK0itVgvbpJE1t68NGiFr09/fn3LyB7IDEdgehrWzHe3t7YGpszR7W1tbKIsM3fbt2xPBG0BSrsXmSu7t7Q3lk1WkiWT69Omh71SwmZ+aR5jXqWc6HBgYSLGz1Wo1Ecyg/ZSVlzeO48D42iATYJzx5Lm7d+8OLCIZN2W1rHmayOVymfWxjC8xOjoang81Z7N8mheU5bSBGxrkYxnGSqWSEvkeGRnJrAc/rSlEn3fbNg0WIZQptrIXjsMP+rxYJvrVV18N2xxDs86zMhgaUKTmWisNYk1zCpU90efQ1jHLkkNkuaQQmilCpcGs3JTKksybNy+xT+tls2xoBg5tp33fmDkJaCy/omZka2LUsdeWof1lLQdq6tZ60SJEqIncmmS1X62Zup6pOEvIvl75WqY1Z+t90zLsvdb+sc+cPteNJIu0TPsMNhLVt2blQxXOBDocDofD4XBMQkw4JpCrxCxpEjIzlDvhcQRn7Zr+DRhb1XGlwfK7urrCfmViWA5XVlwRcrXQ3NycEnqO4zjFxqn8Cpk3zR9r09idcsopAMZWR1ZEeGhoKFyL5WqaM+t31tPTE1bpXLlv3LgRALB8+fLQj/ykH2AURaGdyhJa/zpNT5fFuFkndK4Uy+VyijGt1WopuRIes3PnztA29quueG0+ZT03S6bG1lXvG8HyNU+wMqX1RFkHBgbCPdIVbhZDB4z1IVfGrKveZ2UACd4b66OZy+VSeUU1kMTKF8VxnDre4XA4HIcfnAl0OBwOh8PhmISYsExgsVhMSVyQTdm8eXPwcWPKo2KxGJg2m14LGI8wZvkq4kxGjMerPAivqb6ElpVT9suyL0A6hdnQ0FD4jiLQ/Fy/fn3YxzD5kZGRUG8yQ/T5y+VyIbJYI4ht6jm2o6+vL7STbVK/H8sgZrFabPeUKVMSzBn3cT/ZRJXssWWoBA375/HHHwcw5gvJuqnfIPvHpsTT79hPytypzyeP4X4bWa5smfoqakS4Xlvboc+dTT9I3yn1J+E11U/VRkxrSjyC/6tPi55n5W+4b3h42JnASQD1kbI+Y+pzZaVBqCgAJFOfAeMWCCD5DFufPX0HrF9hFpufVUeFlbF54YUXwrb63gFJ/74tW7aEbdtO7R+bVpTjJpBOZ6e+kHqePU7bY339lOFXORTrg5Zl6cqC9WXT9Gq6rfI2tnzr46bjaj31C3ucHaO0r6w/X71+BJK/n3qcrYfKiNny6z2f9jnQe23L1/OsOoP1gz1UMeEmgSrBoRkOdF+5XE5p3al+nB109uzZk5g0AWMPjA0w4E3Wl40PjD6IViYEQCqIQCchNggkiqKElhwA/OIXvwAwNniy/hzcarVaKPSbIGUAACAASURBVMOaC0ulUnCE5rW7urpCW/iAc5JZKBTCwG4nU6qnyPrpJJDbmhvY5iiOoihcm4MgP8vlcko3r1AohEwvTz31FACEHNCVSiU1IdbFgQ3Q0cAKG7AyZcqUMPFp5Iyuk20bTKQDBNukpnsrJzQ8PByuTyd0ujLoIkQHYutqQORyuVQ9NGe0dSGoVqspPUvWq1qtpgY0h8PhcBx+cHOww+FwOBwOxyTEhGMC1XGezBPZDZoipk2bFtgNhtdXKpVEBg8gmc+WTEmWXIk1OwPj7IlmMOH3lpaP4zglUK2BD1bUV/PS8jpU6S8UCkFc+qSTTgIwxlxxP8vSwA2yfcoosQ+sBIoKEtOkTmasXC6nJFDULMp+Yt2VLcsSH7YBDBrEwuts2LAhJVFBBrS3tzf0D6+dz+dTmWTIeOXz+VQQhLJ/Nk9wtVpNSfSw31T0mtCsI1bWplgspvpJs6fY7DRZfaEmZX6XJWdjTcVZxw8NDYVrW0ZQg14ckwN2zGoksWLZcYW6EejzZ5lr/b9eFhygcTaLRtAyrTn4oYceCtuXXXZZ2KbrEEH5LCCZZQQYl6YCxtyPFHo9NY/bgDgNeLPmYDVv6zhj3TS0j+uNVUDSPA4kzeB6L+y9phh/1rX1ftjxQi1EepxazGyd7TOiZllrRrbmf8Ja+dRdwT7j2q+2fIW6Bdj7pFYjWuOIiTKGOhPocDgcDofDMQkx4ZhArg46OzsT+WiB8dl8Pp8Px6n0i/XV48pmeHg4rFyyggIaOdwSGnBg2cRarZZaFWTlHOQqbMaMGZgzZ07iOB4zNDSEhQsXAhgTxQaSkjKWeSsUCsHfjKuWOI5DfblSZX81NzeHFTGP4WpQV3Tsr3w+n5BZAZBgVW3e3/7+/rAKtWn/urq6Ekwb+47X4vFcjb355pvB+ZYrTHVat4EbWSytsmBk8djXukpVuRW2zT5/xWIxxbix/ZpOMGv1a/MK7969O1PWpZ5zeaFQSK3i1f/U+i/29vamxLQbsT8Oh8PhOPww4UZ6Tlb6+/tT0Zz8f3BwMEx49MfbmmSVfrbBH8ViMfyIkmJWMzLL4A+1munsdwpb53w+H8wCNCPMmzcvRGlxkqbmTtLTbE97ezuWLFmSaAep6VKpFMzBatbmxNDqFk6ZMiXUkaZ0mpYHBwdDfZhRoFgshkkZJ4uk4Ldt2xYm4QxOmTZtWpjUcfKnUVr2XhYKhZSZQDO9sAwNClLzKcsAxibBOhG2/UqoibleNhR9BrRfbXSwfqq5n7BRyrwv5XI51f8DAwMp9wNOGkulUmLRoe0YHR0NZfBzaGgo0cdahziOUxkAHIcf1Gxpoy/1GbVmWDUH28wy9Ux/1nVCTaFZebMJNaE2MoVac96pp54atq0pV6NhNSvIGWeckThOo4ht/TVLiB3ntQ+4YAcQAtwIBrgBaVOuRqRu2rQpbDOAj9D+V31cIGmOtCZ3NX2TcLDlAeM564H0fdJMJo3UBBplDGlkMtXfBRtpq3XR8rW+QNJ8u3379rrXUtOzNdvrc2yj4bUP7G/FRFlIuznY4XA4HA6HYxJiYkxVBSoJQlaKM3fVwePsnSu9YrEYmDzLvqhpj6u4wcHBsNrgNdVRn9e0ASKlUilzdWOlW3RFxFXZueeeC2BsFchVI1fra9asATC26qEjMoNBlixZkjLhaju4otIMFGwLV0B0dF64cGFgBazkS19fXwjS4DG5XC7cB5bPVX53d3fYx7KGhoZSUikq8WNXxFnBJbxX5XI5rPzUrKvZW/T4QqGQkhPiCrZaraYYRz03K2ev1RwcHh5OsX0qf0M0YgfJaAwODoZnTJlly2Ir62nZTR4zMjKS2ObxrJvmmdZjHA6Hw3F4w5lAh8PhcDgcjkmICccEkm1qaWlJhWSTFent7U0xMeqYz31kioaGhlK+YY3EogGk5DvUr8r6iinrx+9UzJpsHH3qOjo6gtI52R36CO7atSv4wT3zzDMAxnw65s6dmyhX8yjTf+XFF18EMObHQLaO9eb/bW1tiawswHifNzc3B2aS9SsUCsFn0voOVSqVcK4KQ1vfEmX6LMMVRVFKFoUYHh5O+DKyzpZN1Htqfd147b179wa/E71OI1kKe39zuVxCEgYYZwA1SIZ1Vr9T1lFzDVspI5WByaqLrasyp3zWWb+hoaFUv+p9sX4xjsMPyk7b+63+WNbfS/3G7PuUNdbZ8uxxFvsqraHlH3HEEYl9F154YdimxYRQGZHHHnssbC9fvjxx3LJly8L22rVrE/v0f5VRAZK+hNo/1p9M+9X6C6osiZ5n5bLUt9KOj/VkZoBkH2s/WjkdfS6shI76U1rJFvW/q5cBBkj689lnRP30bBYPrX8jqRp9Vhv56Kn1wz7v2ne2Ho0ypbhEjMPhcDgcDofjkMWEYwLVB4orOvqnKQvDbTJRIyMjKYkR9efjylRXPlZKhlCBZOsTqOwOoSsVmyrtiCOOwPHHH5+of09PT1jZPv300wDGV3ytra1hhcHosqlTp+KCCy4AML6S4wpo586dQfSU0iy1Wi30gfWRq1arqZRwbGN3d3cqoleFtsnMsm96e3sz84Ja/zcF7yVXwpp/mOdx1dnd3R3qzXbPnj07JYBNqFSP9c0slUqZ/n+WmVTmzrIZxWIx3Ccr+6OMpvarFTDnql/bps91PaFeTYnH/lLJJF6b971araaYRqK5ubmheKrD4XA4Dg9MuEkgJxUDAwOBhueEgT+olUolTEj4A6qmD2s2mzp1apjI8Ee2Wq2GCSQnJprztl5+2tHR0UzJDZ7L7xjq//73vz/o/fF6e/bsCYEaDN9//fXXQxttcMC6devCpJGSBJpHlrQ9teiGhobCd+xPndBQa499xgnBY489FkwrnAzOmTMnkWFDr93b2xv2sW1dXV2hPKuzp0E1PL6npydxT7T8wcHBzCwwlFewAQ8AUjIqLLO5uTlsq1wGj7emXA0O0vthg1104sd2q4yPlYHhp+pUEvoM2yAn1inrM5/Pp/QL2Vdahk6C90Ub0zGxoRN9awZUVxtrptPn0pqDVaJDF9SaOQNIvmN2saamOb2WNee95z3vCdtXXXVVYp8u3NVkaqFm1x/96EeJfR/72MfCtjV3ar2sBI32K6WxgDFXHoVez2ai4PgKJM3BmqkESI4JKvUCJE3M1tys7dGsLNa0vWjRorBt+7FeZhcg2a9WfkihJuWsDExZ1wKSJmbtV+03IPkc2IWtXltlYOy19Dg7Lmqf2PfEzcEOh8PhcDgcjkMWE44J1Ny7VszZrnaApCnNmr943tSpU8OMno6fURQlgiv0vFwuF1arKrsCJIWqlekiC3fRRRcBAD70oQ8BGFtlkD0iy/b6668HMWZehyuVWq0W6sVVW1dXVxBA5aqU7Z41a1aoN1f31Wo1tJerx6OOOiocz7qyXir5QodoZUDrSY1EURT6Rx2arTwNWYiWlpbQTs1xS7aM1+SKq7m5OayE2ee7du0KZXDVzBVgU1NTSgaFxxYKhZSgak9PT2rlp8FFvLauHFmuPU9leXgf9uzZE+6lsthsqw0aiaIoMziGdbAmaH7GcRzaqatrK8yt7d+fPK0Oh8PhmJhwJtDhcDgcDodjEmLCMYFkgdra2gIzRN8TzSus/lCEFcxVZo+sIJmYzs7O4MdClol+G5rShz4wKpNCRo9+EdOnT8f73vc+AMCKFSsAAIsXLwYwxuJRwoWM17Zt2wJzRgaH7VYJFLajWCwGyRb6DjJtUi6XC+VSAqVSqQS2jz4rxx57bOhXy5bx88QTTwwM5t133x3qZyVxyCJVKpXQZ6xDFEUJHwtgnNGsVCoppqtSqaT8cdSXjfeL1x4YGEjl7dVUbCqRAiSZXLJqvF6tVgt9YVm5kZGRVNq1QqGQCv4gWzg6Ohr8VfipwUqso/qWclsZO+sLmOUTaOusQtLqI2Ofo3ryHo7DE/os2HdS/7essLLJVvZEx9sjjzwybFt/rKOPPjpsa75veywtIgAwf/78xHFf+MIXwjbHM+L73/9+2FYZGCDpc6g+jdZ3bePGjWHbyseoRIymhgOAM888M2yrX6Qd2zhWA8AvfvGLxD69N9o/1q9QjzvxxBMT+7Qfrb+dvt+NfPvWr18ftq3vo95r64u3r5YE9cWzMkV6n6yA/RtvvBG2NaWcfQ4Utv/VOqX9aGVg9Dz7W9SojhPFJ3DCTQL5cA0PD6eCPmhWHBkZCTeLL3mpVAqTMo0uBcYmKBz0+DCXy+WURh8f+tbW1sTEAkhqrXHCxrrOnj07TP74oPPB3b17dzBjc/K4e/fuRI5Xvfa0adPCy81rHnnkkUED8PnnnwcwPqnr6OgID6cGv3AQ4EuTpbOnpkaWdfLJJwMYnzA88cQTYfC0dZ4yZUoon5PkN954I9TDZjfp7u4OE27VYeQgaPuiv78/FcGsL6lmKWGfs94awcxrq9lV2w2kJ4GaZSYrY4gNlhkdHU1ss3xeg/dUJ2Y2n7BmGLGDkdaX7bZBMLZ8m9/Y4XA4HJMLbg52OBwOh8PhmISYcEwgWZSenp5UbliyKdOmTQu0ORmT1tbWFBNDVqSvry+wWDx+ypQpgVnRABJ+kmVhGUprW3PzlClTQvk0JZN237lzZ9D7I8VdKpVC22huITs1bdq0lCTOvHnzArNFRvCkk04CMGauZllLly4FkAyosNR3tVoNbbEmx3K5HIItlixZAmCs7x966CEA44E5arLkdViH9vb2wIKyD9jGuXPnhnupmVWsfAKZweHh4XBP2Rf9/f2hry1TVywWU1Ivqhlp2TUNtmAZ2jZbVqlUCs8M68W6DAwMhAAb1r+/vz+00+b9rVarqZzVxWIxMKXc1yjPrwbZWJNvlgSM1qWREr7j8IBKWlhTmZr+NPuDhc3apCY2uqgA6Yweatq1siRqktTnlC40hJrbnnrqqcQ+NbVa6RQtX8cWe9yDDz4YtjV7CACcddZZYVvN3kDSTKpSKdbcefHFF4dty8bfdtttYVtlYOy1dMyiyw2hpm5rJrX6rYTeMyB5P7OC3Qhr/lU3Ab2/tp36/NgxRzOU2LFZzbcqb2Q1ffV6tg+0TL1PNkBQ22brr/vsWDxRcrD7SO9wOBwOh8MxCTHhmECyGyr5wtUc/29rawsze87UG83mC4VC2K+rKetgT9+skZGRhGQLML6i2blzZ1g9kfVbvnx5WKFwNZiVb5ZBJosXLw7lrlu3DsC40/K8efPCam3Tpk0AxvwYjzvuuMR3zz33HIAxsU+uqMjiNTc3B1aK7GnWioafuuLmqpSru/b29tAvVnx4YGAgEQTBPuSKjH1Gn8upU6eG+nAln8/nUxlDVJDZBmeMjo6mpID0k/eBK2ENprC+kypebZnA7u7uFBOo7DH7iazfm2++mQjMAcZW9byXfF7ZVl3RkrmIoii10rVyMNrX7CfNja3HsF+sVIzLwzgcDsfkgDOBDofD4XA4HJMQE44JZKqgJ598MjAeZJbUBs/vyKJ0d3cHHwkyMpo3l2wIGZO9e/cGhossHNmplpaWlNQIGcQ33ngjMFz03+jv7w+soI0enTVrVhBqJlPX3t4e/OsokcCylixZElg8+sGsW7cu1INyBYw0fvLJJ4P/ClmppqamwJ6qoDA/bWQr/dA0x6wyaDye7eDxW7ZsSfnnlUqlwCLaXMD5fD4wdOobaPPxskyVj8kSPCbjRr/Hvr6+cC9ZR/o+qd+KSt7webB5pIeGhsI2Wb/h4eFE3bSfWltbE4LiPIZ1ow+rMnY2B3Icx+E7lq8snmVw+Vmr1cLzod/ZdHHql+g+gYc/1OdKfeiApM+YlXBR/ymbd1r90NSqYtlllS+x0i+0YthrWV8tfUY1vRkwZjEhmDs963/1t7v//vsTx6mPoJVw0ZRy1r+OYwuQ/E2yacWUvVfZMQB473vfG7ZVqkalUYBkWjoLWliyzsvKjw6k0wDqeGT3MRc9kJbJ0WO1DNsHTMQAJO8FkPTX1GfV1l+P0+cFSD4jKiVjoeO/9eVTf3+9t0DSr9BaWyaK6sKEmwTSCXTGjBlBX48/xiqzYR3nc7lcygmfA5O+jPqjygkkHzhOzPL5fJg88EWg2VOlazgZfPzxx4NjMQM2OKDNnj07lfmkqakpPLC8NtvW0dERJqd8yV9++eXQBxxMWP5TTz0VvjvjjDNCO9kX1tSq/WmDLrLy2UZRFCZp1ELkhHXt2rVYvXo1gPHJeH9/f5ig88eFL9KePXvCpIhl6kvHa7Nfh4eHQ19oVhP2P8vivRoYGAhO7qwPTb8zZ84MA4H2vX0G2F/qQsDvWlpawn3SiS0wNiiyfM2BzOeN90gniNacrQOfzU2cy+Xq5mBVPUWWPzw8nJoY6nXsj7vD4XA4Dj/4ct/hcDgcDodjEiKKfcnvcDgcDofDMengTKDD4XA4HA7HJIRPAh0Oh8PhcDgmIXwS6HA4HA6HwzEJ4ZNAh8PhcDgcjkkInwQ6HA6Hw+FwTEL4JNDhcDgcDodjEsIngQ6Hw+FwOByTED4JdDgcDofD4ZiE8Emgw+FwOBwOxySETwIdDofD4XA4JiF8EuhwOBwOh8MxCeGTQIfD4XA4HI5JCJ8EOhwOh8PhcExC+CTQ4XA4HA6HYxLCJ4EOh8PhcDgckxA+CXQ4HA6Hw+GYhPBJoMPhcDgcDsckhE8CHQ6Hw+FwOCYhfBLocDgcDofDMQnhk0CHw+FwOByOSQifBDocDofD4XBMQhy2k8Cbb74ZuVwO3/nOd95WOddddx1yuRzuv//+g1Qzx0TApk2bkMvlcO211/6yq7JPWLhwIRYtWvTLrobjMISPpY63Ax9LD228rUlgLpdL/BUKBcycORMXXngh/vmf//lg1TETP//5z5HL5XD99ddn7o+iKPw5fjnI5XI4//zzf9nVqIt9qd9EeX7erWd9aGgIS5cuRS6Xw/z58w+ojO985zs47bTT0NraimnTpuH888/HnXfeeZBrOrHgY6mjEXwsfffwTj3r999/P6688kosXboUHR0dqFQqWLRoES655BLccccdB1TmwRhLCwd0ZUEURVi5ciUAoFqt4oUXXsDtt9+OVatW4fHHH8f/+l//6+1e4i2vn4UPf/jDOPPMMzFnzpx39PqOxjjUX/x69Zs3bx5efPFFTJ069V2u0YHhvvvue1eu8yd/8ifYsmULgAO7t3/wB3+Ar371q5g/fz7+03/6TxgaGsKtt96Kyy67DH/3d3+H//yf//PBrvKEgY+ljkbwsfTdwTs1lq5atQqrVq3CGWecgV/7tV9DS0sLNm/ejH/7t3/D3Xffjc997nO48cYb97m8gzaWxm8DURTFuVwu9f29994b53K5OJfLxZs2bXo7l6iLVatWxVEUxdddd907Uj6xcuXKOIqi+Be/+MU7ep3DEVEUxeeff/4vuxp1cajX71DDqlWr4lwuF3/jG9+IoyiK58+fv1/nP/TQQ3EURfFxxx0Xd3Z2hu83bdoUd3R0xJVK5R0bLw51+FjqaIRDfaw61Ot3KGBwcDDz+23btsWzZ8+OoyiKN2/evE9lHcyx9B2ZBMZxHC9ZsiSOoij+/ve/H8dxHP/whz+Mr7jiivi4446LW1pa4paWlnjFihXxjTfeGI+OjqbOv/rqq+MoiuINGzbEN954Y7xs2bK4qakpPu+88+JrrrkmjqIo848DzE033RRHURTffPPNiXLvu++++Ld/+7fjJUuWxG1tbXFTU1O8dOnS+Prrr8+8Sfs7cDWqN7Fnz574j/7oj+LFixfHTU1N8dSpU+MLL7wwvueee+qWe+utt8YXXHBBPH369LhSqcQLFy6MP/GJT8SPP/544rjBwcH4L//yL+OlS5fGzc3NcVtbW3zOOefE//Iv/5Iqc+PGjXEURfE111wTb9y4Mf6t3/qt8ACdeuqp8R133JE6Z2hoKP7a174Wn3LKKfH06dPj5ubmeOHChfGHPvSh+Gc/+1kcx+N9n/XHHxq99ksvvRR//OMfj2fOnBnncrnQ1wsWLIgXLlyY2R+N7ssLL7wQX3vttfGCBQvicrkcz5o1Kz7nnHPif/iHfzig+lm8/vrr8e/93u/FCxYsiEulUjxz5sz4Ix/5SPzEE0+kjtXn8L777ovPPffcuLW1NW5ra4svueSS+IUXXshs3/6iUV8dDHR1dcULFiyIP/CBD8RxHB/QJPDKK6/MfCfjOI7/4i/+Io6iKF65cuXBqO6Eg4+lafhY6mOp4nAZS7Pwm7/5m3EURfGjjz66T8cfzLH0bZuDGzCMAMYp4j/+4z9GPp/HmWeeiblz56Krqwv33nsvPv/5z2PNmjW45ZZbMsv5/Oc/jwceeACXXnopLr30UuTzeZx66qkAxuzh5513Hs4777xw/MKFCxPnW4r6r/7qr/DSSy/hrLPOwmWXXYbBwUE8+OCDuO666/Dzn/8cP/vZz5DLvf14max6A8DmzZtx3nnnYfPmzfjVX/1VXHzxxejt7cUdd9yB3/iN38A3vvENfOYznwnlxHGMa6+9FrfccgtmzpyJj370o5g5cyZee+01/PznP8fixYuxYsUKAMDw8DB+/dd/Hffffz+WLFmCz33uc+jr68P3v/99/NZv/RbWrl2LL3/5y6m6bt68GaeffjqOOeYYXH311dizZw9uu+02fOhDH8LPfvazRP9ec801uPXWW7Fs2TJcffXVaGpqwrZt2/DQQw/hJz/5CS688EKccsopWLlyJa6//nosXLgQ11xzTThfywKA9evX44wzzsAJJ5yAK6+8EgMDA2hrawv799cEcuedd+JjH/sYhoeHcdFFF+GKK65AZ2cn1q5di6985Sv43d/93f2qn73+xo0bcfbZZ2P79u248MILccUVV2DLli343ve+hzvvvBP/+q//iksuuSRVrzvuuAO33347Lr74Ynz2s5/F888/j7vuugtr1qzBunXr0NHRsV/tzMI7aS76r//1v6Krqwvf/va3D7iM++67D1EU4Td+4zdS+y666CJ86UtfwqpVq3Dddde9jZoefvCx1MdSH0vHMdHHUoudO3di9erVmDFjBpYuXbpP5xzUsXRfZ6pZqLd6/elPfxpHURTn8/l4y5YtcRzH8YYNG1LHjY6OhtXe6tWrE/v4/bx58zJpTZowrr/++sy6cdXwne98J/F9Vj3iOI7//M//PI6iKL7tttsS3x/o6rVevc8999w4n8+nrtPZ2RkvX748bmpqit94443wPU1vp59+etzd3Z04p1arxdu3bw//33DDDXEURfEll1wS12q18P3OnTvjhQsXxlEUxQ8//HD4niu0KIriL37xi4myf/KTn8RRFMUXX3xxoo5RFMXve9/7MhmHPXv2JP5vZCLQa//pn/5p5jELFiyIFy1alLkv677s2rUrbmtri8vlcnz//fenztm2bdt+1+/aa69NfP+BD3wgjqIovuGGGxLfP/zww3GhUIg7Ojri3t7e8D2fw2KxGN93332Jc/74j/84jqIo/qu/+qvMOuwPsvqqs7MzXrly5X79rV27NlX2D37wgziKovj//t//G77bXyawt7c3jqIobmtry9y/a9euOIqieM6cOftc5uEEH0vT8LF0HD6WHh5jaRzH8Zo1a+KVK1fGf/qnfxpfffXVcXt7e3z00UfHDzzwwD7V72CPpW97Ekjad+XKlfGf/MmfxJdffnmcz+fjXC4X/7f/9t/esownnngijqIo/tKXvpT4ngPAjTfemHnegQ5c9bBnz544iqL405/+dOL7Ax24suq9du3aOIqi+OMf/3jmuT/60Y/iKIri//2//3f4bunSpXEul6v7QCmOPfbYOJ/Pxy+99FJq37e//e04iqL4U5/6VPiOL+eiRYsyB6KjjjoqnjlzZvi/q6srjqIoPvvss9+yLnG8bwPDEUccEQ8PD2ces78D11//9V/HURTFX/jCFw5a/XTgeu211+IoiuKFCxfGIyMjqXNI0d9yyy3hOz6HV155Zd1rfOxjH9un+jZCVl/pj8O+/OVyudT7smPHjnjGjBnxJZdckvh+fyeB27Zta3jO8PBwHEVRXKlU9rnMwwk+lqbhY+k4fCyd+GMp8fWvfz1xbEtLS/xnf/ZncU9Pzz7V72CPpQfFHExpgSiKMH36dJx77rn49Kc/jU9+8pPhmD179uArX/kK7rrrLmzYsAH9/f2JMrZt25ZZ9mmnnXYwqhjQ19eHr33ta/jhD3+Il19+Gb29vcHc0qge+4usej/yyCMAgM7OzkyadteuXQCAF154IdT1+eefx5w5c3DyySc3vF5PTw/Wr1+PefPm4fjjj0/tv+CCCwAAa9euTe1bvnx5Jv09f/58rF69Ovzf1taGyy67DP/+7/+O5cuX4/LLL8c555yD0047Dc3NzQ3rVw8nn3wyisXiAZ1r8eijjwIYo8PfCTz11FMAgHPOOSeYpBQXXHAB/umf/glr167FlVdemdhHs5ti3rx5AIC9e/e+A7UdM+eNjo6+rTJ++7d/G6Ojo/jWt751kGrlaAQfS9PwsXTf4GPpoT2WEr/zO7+D3/md38Hw8DA2bNiAr3/96/jyl7+Mf/u3f8Njjz2Gcrl8UK6zrzgoEjG1Wq3hMZ2dnXjf+96HTZs24fTTT8c111yD9vZ2FAoF7N27F1/72tcwNDSUee7BlCWoVqu44IILsGbNGixbtgyf+MQnMHPmTBSLRcRxjOuvv75uPfYXWfXes2cPAOCnP/0pfvrTn2aeF0UR+vr6AIz1GwDMnTv3La/X1dUFADjiiCMa1odlKqZNm5Z5TqFQSD34t912G/7n//yf+O53vxvkLCqVCj760Y/ir//6rzFr1qy3rGtWvQ4G9qe/DgQHu48LhbHX763en18WbrnlFtxxxx245ZZb3vZ9ojwE+9CC39d7FicDfCzNho+l+wYfSw/dsTQLpVIJixcvxt/+7d9iaGgI3/jGN/Dtb38bv/d7YnBo5AAAIABJREFUv9fwvIM9lr5jgSGKb33rW9i0aROuu+46/MVf/EVi3yOPPIKvfe1rdc/NWlUdKG6//XasWbMG1157bcrBffv27XXFUg8EWfXmzbvxxhvxuc997i3L4E3clxU1y96xY0fm/u3btyeOO1BUKhWsXLkSK1euxNatW3H//ffj5ptvxj/90z9h06ZN+50NoNH9zeVyGBkZydzXaHDYunUrTjrppP2qx77g3erjg4Wuri78zd/8zX6d8+EPfzgwJU8++SQA4KqrrsJVV12VOnbr1q3B8b+zszPhhG7R0tKCI488Etu3b8eOHTtSP1ivvPIKAGQyL45x+Fg6Bh9L0/Cx9J3D2x1L3woMZHr22Wff8tiDPZa+K5PAV199FQBw+eWXp/b94he/OKAySSHvz8yf9fjIRz5y0OqxPzjzzDMBjCmH78vA1dLSgqVLl+K5557D2rVrsXz58rrHtra24phjjsGGDRvw6quv4thjj03sX7VqFQDgve9979toQRLz5s3DJz/5SXziE5/A8ccfjwcffBB79+7F9OnTAewbs9EI06dPx3PPPYeRkZGw0iMef/zx1PFnnnkm/vVf/xV33303fv3Xf/0ty9/f+rHvHnzwQdRqtZQZ453o47eDvXv34otf/CKiKEqY6eohiiIcffTRYeA666yzUqZG4lvf+haam5uDmbJUKr1l+RdeeCH+8R//ET/+8Y8TUYQAcPfddwMYN7U5suFj6Rh8LN0/+Fj69vB2x9K3AhcnjRbSioM5lr4ruYOZh483lnjqqafwl3/5lwdUJsPAN2/e/LbrsWHDBvyP//E/Dqge+4MVK1bgnHPOwQ9+8APcdNNNmcc8++yzwZ8FGJPmAMb8CLq7uxPHjo6OJlZSn/rUpxDHMf7wD/8wYXrYvXs3vvSlLyGKInzqU5864Prv3r07c6XS29uL3t5eFIvFxGSgo6MDr7322gFf7/TTT0e1Wk311c0334yHH344tfK9+uqr0dbWhn/4h3/AAw88kCpv69atif/3t35z587F+9//fmzcuBF/+7d/m9i3evVqfPe730V7ezs+/OEP73OZWWCuzbebv5J+LLVaDaOjo2/5V6vVEozfxz/+cfyf//N/Mv8AoL29PfxfqVTCeTt27MCLL76Yel5/93d/FwDw5S9/OcE+bNq0CX//93+PSqUyYfKL/rLgY+kYfCzdP/hY+ssdSwHgscceyyx7/fr1uOGGGxBFUaq978ZY+q4wgVdddRW+8pWv4Atf+AJWrVqFY489Fq+88gruvPNOXH755bj11lv3u8zFixdj7ty5uPXWW1EsFnHUUUchiiJcddVVOOqoozLPueyyy3Dsscfiq1/9Kp599lksX74cW7ZswZ133olLL730gOqxv/jud7+LCy64AJ/+9Kdx44034rTTTsO0adOwdetWPPPMM3j++efx6KOPYubMmQCAz3zmM3jggQfwj//4jzjuuOPwwQ9+EDNnzsTrr7+OVatW4dOf/nQwC/3BH/wB7r77btx+++04+eSTcdFFF6G/vx/f+973sHv3bvz3//7fcdZZZ+1XfXXVs3XrVrz3ve/FsmXLsGzZMsyfPx/d3d2444478MYbb+Dzn/88WlpawvG/9mu/hltvvRUf/OAHccopp6BYLOLcc8/FOeecs0/X/i//5b/gpptuwmc/+1nce++9mDdvHtauXYtHH30Ul156aSrfYkdHB7773e/iox/9KM4//3xcdNFFWLZsGbq7u/HMM89g69at2LBhw9uq39e//nX8yq/8Cv7wD/8Q99xzD1asWIHXXnsN3/ve91AoFHDTTTcl+uBAwB+dg+Xk/W7jj/7oj3DLLbfgpptuwtVXXx2+P/PMM/H7v//7+OpXv4r3vOc9uPzyyzE8PIzbbrsNnZ2d+Lu/+7u6765jDD6WjsPHUh9L3wqH0lj6gQ98ALNnz8by5csxf/58jIyMYP369fjxj3+M0dFR/Nmf/RnOOOOMxDnvyli6TzHEdcBQ6H3BunXr4g9+8IPxrFmz4paWlvjUU0+Nv/3tb8ebNm3K1BC65ppr4lwu1zCNypo1a+ILL7wwnjp1akitpCr3WWHar732WnzFFVfEc+fODQr3X/nKV+KRkZHMMPfrrrsuUe5bYV/q3dPTE99www3xihUr4ilTpsRNTU3x0UcfHV966aXxN7/5zbivry91zv/7f/8vPvfcc+OpU6fGlUolPvroo+P/+B//Y/zUU08ljhscHIxvuOGGeOnSpXFTU1NQub/11ltTZdbTbyLOO++8xP3t7OyMv/jFL8YXXHBBPHfu3LhcLsdHHnlkfP7552eWv3PnzviTn/xkPHv27CB1QRmKt7o28eCDD8a/+qu/Gjc3N8dTp06NL7300vjZZ59teF+ef/75+Kqrrornzp0bl0qleM6cOfF5550Xf/Ob3zwo9du2bVv82c9+NqFy/+EPfziVcSCO4/jmm29uKBeQ9cxR3uLP//zPG/aNopEExDuBRhIFfAfqtfnmm2+O3/e+98UtLS1xW1tbfN5558V33nnnO1ndQx4+lqbhY+k4fCyd+GPpjTfeGF966aXxggUL4ubm5rhcLseLFi2KP/nJT2ZqMcbxuzOWRnG8DwZuh8PxruH3f//38c1vfhObN29Ge3v7Pp0zZ84cTJ8+PUhiOBwOx2SHj6VvjXfFJ9DhcOw7/n97d/Jb11n+Afw4jqfaTpzESZw5cRsyqCQUoVJKoRAiMQhVglYVrKsukJBYsWPDFvbwD8CCVRFCQmWUWhCFqkwtaZuWzFMTx4nnOE7s3+o3CN3nSe8r4Jfr9/NZnq/enHOPr48fLn2/96WXXmqef/759/3QmpycbCYmJv6nKwsAz9L34z/y3wQC71+r3XqtTE9PN9/97nebF198sVleXm6eeeaZf/OVAXQOz9J7838HQ4c6c+ZMs3///mZ8fLx57rnnmm9+85v/0S8+B1gNan6WGgIBACrkvwkEAKhQx/03gR/84AfDbGhoKMyuXr0aZtF38GX/XmZhYSHMsu6e7IvDt2/fHmbnzp0Ls+jLqD/3uc+Faw4fPhxmMzMzYRZ9LVHT/O/XALVy5syZMDt58mSYRffr//ZX/bPZ2dkwW1paCrPsdf/fouR/9t9FvK1k75PoXg4MDIRrsi9Pz65xYmIizG7duhVmdLbsWZrJfpcj0XPoXt7vNyj8syeeeKLtNdnvSObZZ58tWvd+vmXnn/31r38tOle7X0H33371q18VrSt5bpT+n5L/jr/TkVZfsfd+3M/faeyTQACAChkCAQAqZAgEAKiQIRAAoEKGQACACnXc7uBsJ1C2yzHbFVqyS2t+fr7o37t27VqYHTt2LMz27NkTZo888kiY9fT0tDye7US+ePFimGU7qrJyzSz7zGc+E2bLy8thFu0czq4/28E8MjJSlM3NzYXZ5ORkmHV3d7edZTuAr1+/XnSuwcHBMANg9fJJIABAhQyBAAAVMgQCAFTIEAgAUCFDIABAhQyBAAAV6riKmAsXLoTZpk2bwmzNmnjenZ6ebnk8q0PZsWNHmB06dCjMsi/WPnPmTJht3749zLIvtd62bVvL41euXAnXZDU8WcVKdo+zip4se+yxx8IsqojZunVruCa7V9lrW1paCrOsYiV7bdl7Iarwya5jeHi47X+vaZqmr68vzFi9srqqTPZ7HtmwYUPRub785S8XrSup/dq1a1fRuaLn0L2U3Md169YVnev48eNF6379618XrcsqwSIl96Np8mq4TPa8j2QzRqfySSAAQIUMgQAAFTIEAgBUyBAIAFAhQyAAQIUMgQAAFeq4ipiozqVpmub27dthtrKyEmZR7cbevXvDNU8//XSYbd68OcxGRkbCLKukyeocsvqP+fn5lsezepJsq/7i4mKYZTUQy8vLYZZdS1Z7MjY21vJ4dh/Xr18fZpcvXw6ztWvjX5Xs/mfX0tPT0/a67GeTXWNWaTQ1NRVmAKxePgkEAKiQIRAAoEKGQACAChkCAQAqZAgEAKhQx+0Oznb5ZrtM+/v7w2zLli0tjz/66KNF15Ht0ox2IjdN05w4caLo38y+VDzaMV26AzgT7URumqa5e/dumGX3MttVvGfPnpbH33zzzXBNtjs4y7L7n+34HhgYCLPstUW74Evf49n1Zxmr13vvvVe0LtuxH/nKV75SdK7jx48XrXv99dfbXjMzM1N0rtLnZdYOEMmelZmoSeFePvShDxWty1oRItmzMjM3N1e0bmJiou01JT+z+51PAgEAKmQIBACokCEQAKBChkAAgAoZAgEAKmQIBACoUMd1Q0SVJ03TNN3d3WE2OzsbZkNDQy2PDw4Ohmuyrfp9fX1hNjk5GWa9vb1hltWJXL16NcyiOoesqiarPMheW1YLULq1PqtE2bBhQ8vjUXVM0+RVCVEtS9Pk9RFZRcz+/fvDLPt537x5s+01WTVOVt+TVeMAsHr5JBAAoEKGQACAChkCAQAqZAgEAKiQIRAAoEKGQACACnVcRcyuXbvC7Pz582GW1XisWdP+LHzo0KEwy6plouqPpslrVLKqlKyuJpJV7WR1NJnsGh944IEwy6plBgYGwmx0dLTl8awO5caNG2GWvQ+yn83du3fDLKviuXPnTphFrzuqxWma/Hfj3LlzYVZa30NnO3DgQNG67P0e2bp1a9G5svd7Jqt0imTVWJmurq6idSXP2ajy699xrqYp/7llVWKRrP4qk/29zZRc42uvvVZ0rvuZTwIBACpkCAQAqJAhEACgQoZAAIAKGQIBACpkCAQAqFDHVcTs378/zB5++OEwy7bxR3UCWXXJvn37wizbjv/OO++E2ezsbJj19/eHWclry7bHT01NFV1Hqe7u7jDLalSiupehoaFwTfazya4ju19ZltWvZNcSve6s+mJ8fDzMduzYEWZvv/12mAGwevkkEACgQoZAAIAKGQIBACpkCAQAqJAhEACgQoZAAIAKdVxFzK1bt8JszZp4ph0ZGQmz0dHRlsezypYzZ86EWVYfk1V1nD17Nsyya7l7926YraystDye3atMVtmS/Zsl19g0TbO4uBhm0f1aWloK12Sy+pvstWUVMdm67F729va2PD44OBiuuX37dpht3bo1zFTE1Gn37t1F6w4ePNj2mps3bxada2xsrGhdVr8UyeqXMtHv6r2sXdv+n9/sdzxz+vTponXz8/NF6wYGBtpek1V7ZbK/H5mSn9uTTz5ZdK77mU8CAQAqZAgEAKiQIRAAoEKGQACAChkCAQAqZAgEAKhQx1XETE9Ph1lWQ7Ju3bowi6oBNm/eHK555ZVXwmz79u1hllUeZPUxJ0+eDLOsDiHaPt/V1RWuySwsLIRZVpWSrctqVLLt/1NTUy2PZ++DqA6oafI6mqyaJat6yH422bqoriarv8kqD7LXNj4+HmYArF4+CQQAqJAhEACgQoZAAIAKGQIBACpkCAQAqFDH7Q4eHh4Os2zH65UrV8Js06ZNLY9v2bIlXPPb3/42zE6cOBFmX//618PsU5/6VJhl1x/tkm2aeKfs7OxsuCbbtZrtvM1ku1qznavZtWzdurXl8ezLy7Prz77APNqt2zT5DuBsx2722qJd0dmabHd2dv+zHfesXtl7M7Nx48a212S/W5lvf/vbReu++MUvtr3mhRdeKDpXd3d30bqenp6219y6davoXNnzK5M1VmSyNoV/5Zqmydsl/tXrsmd9p/JJIABAhQyBAAAVMgQCAFTIEAgAUCFDIABAhQyBAAAV6riKmKz+Y2xsLMyeeeaZMHvggQdaHj916lS45rnnnguz733ve2H2/e9/P8wOHToUZlkNQVYbcufOnZbHs63uWWVLVsOTrctk9QVZFr0XshqFrBYgO1dW51BS9dA0eV1N9PPJ7n9UK9M0+TWOjo6GGQCrl08CAQAqZAgEAKiQIRAAoEKGQACAChkCAQAqZAgEAKhQx1XEbNy4McyefPLJMJuZmQmz69evtzye1ahMTEyE2Ze+9KUwe/PNN8PsypUrYZZdy7p168Isqo+Zn58vOldWv3Ljxo0wi6pqmqZpdu3aFWZZjUp0LVHlT9M0zfr168NscHAwzLJ7Mjc3F2ZLS0thltW2ZPerROn1s3p98pOfLFr3hS98oe01ly9fLjpXVnuU+dGPftT2muw5min9/Tlx4kTba7LnduaRRx4pWvfQQw8Vrdu5c2fba7K/0ZnSe1Ki9BrvZz4JBACokCEQAKBChkAAgAoZAgEAKmQIBACokCEQAKBCHVcRs2PHjjAbHh4Os0uXLoVZtMW/r68vXJNVbmT1HuPj42F24cKFMMvqV6anp8Msqj3IalRu3rwZZmfPng2za9euhVl2T7LamazSZWxsrOXxzZs3h2u2b98eZqV1FFm1RPa6s/vc39/f8nh3d3e4pqurK8wWFxfDLPuZArB6+SQQAKBChkAAgAoZAgEAKmQIBACokCEQAKBChkAAgAp1XEVMVgMzMTERZmvWxPNub29vy+Pz8/PhmqxyI6tfyepQsnVZ/UdWETM7O9vyeFZd8t5774XZmTNnwiyrX8l+NqdPnw6zbdu2hdng4GBbx++VrV0b/zrMzMyEWVQx1DT5fc4qiO7evdvyeHaN2Xv8rbfeCrPbt2+HGavXpk2bitadPHmy7TWTk5NF58oqkTIPPvhg22vOnTtXdK7Lly8XrfvDH/7Q9prs+ZXp6ekpWnf8+PGidVlNVyT7G5fJnomZ6G9j5ve//33Rue5nPgkEAKiQIRAAoEKGQACAChkCAQAqZAgEAKiQIRAAoEIdVxGTVbOsrKyE2cLCQphF1RpZPUF2rqmpqTDLZP9mtn0+qwaJ6j+uX78erslqYLI6keXl5TDbu3dvmF27di3MstqZsbGxlseHhobCNUtLS2GWVQJlVS+l9QvZ/YreC9l76+c//3mYZe9/AOrkk0AAgAoZAgEAKmQIBACokCEQAKBChkAAgAoZAgEAKtRxFTFvv/12mO3atSvMshqPqPYkqxPJKlt6e3vbPlfT5DUk2fmyKptoXXY/1q1bF2Zzc3NhdvHixTDbvHlzmB05ciTMstqWjRs3tjye1aFk15/93LIanrt37xb9m2vXxr9+AwMDLY//8pe/DNdk75H+/v4wy+4xq1f2LM187GMfa3tNVn+VKa3byp6lkdKqp9nZ2aJ1Jec7fPhw0bk+/vGPF63Lnm2ZkydPtr2m9D6uX7++aN0Pf/jDttdMTk4Wnet+5pNAAIAKGQIBACpkCAQAqJAhEACgQoZAAIAKddzu4JmZmaIs2zEa7ZzMdm+WniuT7SRdXl4Os2znavQasnPt3LkzzPr6+sIs28l3/fr1MIt2+TZN0zzxxBNhtnfv3pbHs/t/+fLlMCvdiZjthIt2+TZNfP1N0zSvvvpqy+OnT58O12T3MdsBnL3PAVi9fBIIAFAhQyAAQIUMgQAAFTIEAgBUyBAIAFAhQyAAQIU6rhvixo0bYba0tBRmW7ZsCbOo7mVxcTFc093dHWaZrI4j+7Luki9Eb5q40qWrq6voXNk9iap2mqZpHnrooTDbsGFDmGUVK9EXju/evTtck13/xMREmGV27NgRZtl7MruWI0eOtDw+NjYWrsm+kP7mzZthll0jq9cbb7xRtO7Tn/5022tK32OldVslsvqrzMGDB4vWZb/Lkew5mim9xuzZlrl06dJ/ZE3TlD+3P/KRj7S9prRG7H7mk0AAgAoZAgEAKmQIBACokCEQAKBChkAAgAoZAgEAKtRxFTGnTp0Ksz/+8Y9h9tRTT4VZVM2S1cBkWVZrklUerFkTz+RZll1L9Nqya8zqHPbu3RtmDz/8cJhl9SW3bt0Ks2vXroXZ3Nxcy+Pr1q0L1zzwwANhllXcRHU091qX1U4sLy+HWfQzGB0dDdcMDg6G2fDwcJi9+eabYQbA6uWTQACAChkCAQAqZAgEAKiQIRAAoEKGQACAChkCAQAq1HEVMSsrK2H205/+NMx27NgRZgcOHGh5PKteyUTVJU3TNL29vWGW1cBklS5ZdvHixbbX3L59O8w+8IEPFK3L7mVWEZNVy0QVK+fPnw/XZBUxXV1dYVZSw9M0TXPnzp2if3Pt2ta/mtn7P6v2yWpzstfN6vXyyy8XrTt48GDbaz7xiU8UnSt7lmayZ2lk586dRee6fPly0brHH3+87TVZ5VQm+jtwL4uLi0XrsudsZOPGjUXnyqq2MlmlVmRoaKjoXPcznwQCAFTIEAgAUCFDIABAhQyBAAAVMgQCAFTIEAgAUKGOq4gZHx8Ps3PnzoVZSX3Mtm3bwjWnTp0Ks5GRkTDL6lCGh4fD7MyZM2H2+c9/Psyi+oKsaiCqJ2mapjl79myYbdq0KcyyqoGsNieriJmdnW15PKuVyKojsoqVLPt3VKxEVTBZDU9WR5NVNpRWIQHQ2XwSCABQIUMgAECFDIEAABUyBAIAVMgQCABQIUMgAECFOq4iZv369WGW1Z5kFR/vvvtuy+OTk5PhmoGBgTBbWFgIs3/84x9hdunSpTDbsmVLmF24cCHMoqqRrKomq3PZuXNnmK1bty7Mrly5EmZZRUx2L6O6lKwqJZNV42TvraySJhP9bJomvielFTdZDUxWP8TqdeDAgaJ1P/vZz9pek1UUZaIaqHvJnjeRrGork/1OZkqeG9PT00XnKn0mZn9bMtnfgkjpfVxeXi5aV1KNVfK+ut/5JBAAoEKGQACAChkCAQAqZAgEAKiQIRAAoEIdtzs42+W0b9++MDt16lTb2WuvvRau2bx5c5hdv349zD784Q+H2blz58Ls2LFjYZbtWBoaGmp5PNsJm7lx40aY3b17N8yyHcfRLt+myXfQTk1NtTye7foaHBwMs2wnYvZvRve4afIdu9nuwOh9nu26y3Zgvvfee2F29erVMANg9fJJIABAhQyBAAAVMgQCAFTIEAgAUCFDIABAhQyBAAAV6riKmOHh4TAbGBgIs0OHDoXZpUuXWh4fGRkJ1/T29obZwsJCmO3cuTPMsoqV7du3h1lWsTI5OdnyeFa1k1WNZF/WffHixTDr6ekJs6z25NatW2H2xhtvtDx+9OjRcE32uru6usIs+9lkX+qevU+yuprofNl1ZLU/v/nNb8Ksr68vzFi9duzYUbRubGys7TVvvfVW0bmy3//MY4891vaa7Pcxk1VEZbK6rUj2/Mpcu3ataF309+NeDhw40Paa7FmZKa07iyrGMq+88krRue5nPgkEAKiQIRAAoEKGQACAChkCAQAqZAgEAKiQIRAAoEIdVxFz/fr1MBsfHw+zbKt7VC2zuLgYrslqVLJagx/84AdhNjo6Gma7d+8uWtfd3d3yeH9/f7hmbm4uzLKql+yeZNUGWe1JVr8QvRd+97vfhWsOHz5cdK5t27aFWfbaZmdni84XVfH8/e9/D9dkvxtZDc/MzEyYAbB6+SQQAKBChkAAgAoZAgEAKmQIBACokCEQAKBChkAAgAp1XEXM0tJSmE1NTYXZoUOHwuwvf/lLy+NZdUlprcbIyEiYZdUyv/jFL8Ls6aefDrOohmRhYSFck73ulZWVMFu7Nn479fb2hllWsbJly5YwO3LkSMvjr776argmy7IamKwuaM+ePWE2ODgYZq+//nqYvfvuuy2PZ9eYVfvMz8+HWfZvsnpNT08XrSt5v2TvzcyFCxeK1l25cqXtNV/72teKzpU99zJRDVSmr6+v6FxZfVfmhRdeKFpX8t56/PHHi8718ssvF627ePFi22uy+aNT+SQQAKBChkAAgAoZAgEAKmQIBACokCEQAKBChkAAgAp1XEVMtq0+2779pz/9KcyibfddXV3hmsnJyTC7fft2UbZx48Ywy6oBbty4EWYDAwMtj2d1NKOjo0XnymoIstqZTFa/EL22rVu3hmuya8zu8ezsbJhldUFZNU52LVG1T39/f7gms2ZN/L/3svoYAFYvnwQCAFTIEAgAUCFDIABAhQyBAAAVMgQCAFTIEAgAUKGOq4jJqjpu3rwZZvv27QuzCxcutP3vZVUdd+7cCbOVlZUwy8730Y9+tGhdVg0SyapxtmzZEmbd3d1htri4GGZZxcrly5fD7Nq1ay2Pj4yMhGumpqbCLJPdk4mJiTDLKm6mp6fD7MqVKy2Pnz17NlwzODhYlGW1P6xe0XPvXhYWFtpeE72f7yX7vcvs37+/7TXDw8NF5yp5xjZNXHGVmZubKzrX+fPni9YdPXq0aF32dzpy4sSJonOVVlyV3JOenp6ic93PfBIIAFAhQyAAQIUMgQAAFTIEAgBUyBAIAFChjtsdnO1yzHZ+ZrtTo91uy8vL7//C/gU++9nPhlm2A/j5558Ps9OnT7c8/uc//zlcs2fPnjB76aWXwiy7X0NDQ2GW7a7NdlpHO5WzHbnZNZbsemya/H2X7SLv7e0Ns507d7Y8Hu2Ibpp8t2H2/rl161aYAbB6+SQQAKBChkAAgAoZAgEAKmQIBACokCEQAKBChkAAgAp1XEXMyMhImGVfWp1lUSVK9sXUKysrYba0tBRmX/3qV8Ns48aNYfaTn/wkzF588cUwe/DBB1sef+ihh8I1Tz75ZJj9+Mc/DrOsvmTz5s1htnv37jD729/+FmbRz2d8fDxcs3fv3jA7efJkmGU/0+y9kNW2XL16Ncxu377d8nhfX1+4JrN169YwyypuWL1GR0eL1mXP0sj+/fuLznX06NGidY8//njba7Jqqcyzzz5btO473/lO22veeeedonPNzc0VrVu/fn3RuqySKpL9/ch0dXUVrcv+JkVWY52WTwIBACpkCAQAqJAhEACgQoZAAIAKGQIBACpkCAQAqFDHVcRkVR3Zlu9s+/n58+dbHj9w4EC45pFHHgmzGzduhNlTTz0VZln9SlajcunSpTB79NFHWx4/duxYuCar4fnGN74RZt/61rfCLKuVWF5eDrNNmzaFWU9PT8vjr7/+erhmcHBYoMKOAAABCUlEQVQwzBYXF8MsqmxpmvLXFl1/0zTNhg0bWh7P6lyy342ZmZkwK62PAKCz+SQQAKBChkAAgAoZAgEAKmQIBACokCEQAKBChkAAgAp1raysrPx/XwQAAP9ZPgkEAKiQIRAAoEKGQACAChkCAQAqZAgEAKiQIRAAoEKGQACAChkCAQAqZAgEAKiQIRAAoEKGQACAChkCAQAqZAgEAKiQIRAAoEKGQACAChkCAQAqZAgEAKiQIRAAoEKGQACAChkCAQAqZAgEAKiQIRAAoEKGQACAChkCAQAqZAgEAKiQIRAAoEKGQACAChkCAQAqZAgEAKiQIRAAoEKGQACAChkCAQAqZAgEAKjQfwGLqUVB5l5LiwAAAABJRU5ErkJggg==" ], "text/plain": [ "Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"nt_solutions/wavelet_4_daubechies2d/exo2.jl\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check that we recover exactly the original image." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Error |f-f1|/|f| = 7.618800151526028e-12" ] } ], "source": [ "e = norm(f[:]-f1[:])/norm(f[:]);\n", "print(\"Error |f-f1|/|f| = $e\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Linear 2-D Wavelet Approximation\n", "--------------------------------\n", "Linear approximation is performed by setting to zero the fine scale wawelets coefficients\n", "and then performing the inverse wavelet transform.\n", "\n", "\n", "Here we keep only 1/16 of the wavelet coefficient, thus calculating an |m|\n", "term approximation with |m=n^2/16|." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [], "source": [ "eta = 4;\n", "fWLin = zeros(n,n);\n", "fWLin[1:n/eta,1:n/eta] = fW[1:n/eta,1:n/eta];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 3:__\n", "Compute and display the linear approximation |fLin| obtained from the\n", "coefficients |fWLin| by inverse wavelet transform." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ 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" ], "text/plain": [ "Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"nt_solutions/wavelet_4_daubechies2d/exo3.jl\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Non-Linear 2-D Wavelet Approximation\n", "------------------------------------\n", "A non-linear |m|-term approximation is obtained by keeping only the |m|\n", "largest coefficients, which creates the smallest possible error.\n", "\n", "\n", "Removing the smallest coefficient, to keep the |m|-largest, is\n", "equivalently obtainedby thresholding the coefficients to\n", "set to 0 the smallest coefficients.\n", "\n", "\n", "First select a threshold value (the largest the threshold, the more\n", "agressive the approximation)." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [], "source": [ "T = .2;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then set to 0 coefficients with magnitude below the threshold." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fWT = fW .* float(abs(fW).>T);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display thresholded coefficients." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ 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" ], "text/plain": [ "Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clf;\n", "subplot(1,2,1);\n", "plot_wavelet(fW,Jmin); \n", "title(\"Original coefficients\");\n", "subplot(1,2,2);\n", "plot_wavelet(fWT,Jmin); \n", "title(\"Thresholded coefficients\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 4__\n", "\n", "Find the thresholds |T| so that the number |m| of remaining coefficients in\n", "|fWT| are |m=n^2/16|. Use this threshold to compute |fWT| and then display\n", "the corresponding approximation |Mnlin| of |f|. Compare this result with\n", "the linear approximation.\n", "umber of kept coefficients\n", "ompute the threshold T\n", "elect threshold\n", "nverse transform\n", "nverse\n", "isplay" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ 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" ], "text/plain": [ "Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"nt_solutions/wavelet_4_daubechies2d/exo4.jl\");" ] } ], "metadata": { "kernelspec": { "display_name": "Julia 0.3.6", "language": "julia", "name": "julia 0.3" }, "language_info": { "name": "julia", "version": "0.3.6" } }, "nbformat": 4, "nbformat_minor": 0 }