diff --git a/docs/getfem_examples/A_step-by-step_basic_example_python.ipynb b/docs/getfem_examples/A_step-by-step_basic_example_python.ipynb new file mode 100644 index 0000000..ecb83db --- /dev/null +++ b/docs/getfem_examples/A_step-by-step_basic_example_python.ipynb @@ -0,0 +1,529 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#A step-by-step basic example" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## import basic modules" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import getfem as gf\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## creation of a simple cartesian mesh" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "m = gf.Mesh('cartesian', np.arange(0,1.1,0.1), np.arange(0,1.1,0.1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## create a MeshFem of for a field of dimension 1 (i.e. a scalar field)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "mf = gf.MeshFem(m, 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## assign the Q2 fem to all convexes of the MeshFem" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "mf.set_fem(gf.Fem('FEM_QK(2,2)'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## view the expression of its basis functions on the reference convex" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('1 - 3*x - 3*y + 2*x^2 + 9*x*y + 2*y^2 - 6*x^2*y - 6*x*y^2 + 4*x^2*y^2', '4*x - 4*x^2 - 12*x*y + 12*x^2*y + 8*x*y^2 - 8*x^2*y^2', '-x + 2*x^2 + 3*x*y - 6*x^2*y - 2*x*y^2 + 4*x^2*y^2', '4*y - 12*x*y - 4*y^2 + 8*x^2*y + 12*x*y^2 - 8*x^2*y^2', '16*x*y - 16*x^2*y - 16*x*y^2 + 16*x^2*y^2', '-4*x*y + 8*x^2*y + 4*x*y^2 - 8*x^2*y^2', '-y + 3*x*y + 2*y^2 - 2*x^2*y - 6*x*y^2 + 4*x^2*y^2', '-4*x*y + 4*x^2*y + 8*x*y^2 - 8*x^2*y^2', 'x*y - 2*x^2*y - 2*x*y^2 + 4*x^2*y^2')\n" + ] + } + ], + "source": [ + "print gf.Fem('FEM_QK(2,2)').poly_str()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## an exact integration will be used" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "mim = gf.MeshIm(m, gf.Integ('IM_EXACT_PARALLELEPIPED(2)'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## detect the border of the mesh" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "border = m.outer_faces()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## mark it as boundary #42" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "m.set_region(42, border)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## empty real model" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "md = gf.Model('real')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## declare that \"u\" is an unknown of the system on the finite element method `mf`" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "md.add_fem_variable('u', mf)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## add generic elliptic brick on \"u\"" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "md.add_Laplacian_brick(mim, 'u');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## add Dirichlet condition" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "g = mf.eval('x*(x-1) - y*(y-1)')\n", + "md.add_initialized_fem_data('DirichletData', mf, g)\n", + "md.add_Dirichlet_condition_with_multipliers(mim, 'u', mf, 42, 'DirichletData')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## solve the linear system" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(0, 1)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "md.solve()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## extracted solution" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "u = md.variable('u')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## export computed solution" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "mf.export_to_pos('u.pos',u,'Computed solution')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overwriting gscript\n" + ] + } + ], + "source": [ + "%%writefile gscript\n", + "Print \"solution.png\";\n", + "Exit;" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Print \"solution.png\";\r\n", + "Exit;" + ] + } + ], + "source": [ + "!cat gscript" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "!gmsh u.pos gscript" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from IPython.core.display import Image" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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/CVmIkdZLwUAFvphRo/dQMFCEcgpCQEFbo6AqQmcKQqIIZ4g/fr5gAj9q29+k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\nAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Image('solution.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# add source term" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f = mf.eval('10')\n", + "md.add_initialized_fem_data('VolumicData', mf, f)\n", + "md.add_source_term_brick(mim, 'u', 'VolumicData')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "md.solve()\n", + "u = md.variable('u')\n", + "mf.export_to_pos('u.pos',u,'Computed solution')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overwriting gscript\n" + ] + } + ], + "source": [ + "%%writefile gscript\n", + "Print \"solution_with_source_term.png\";\n", + "Exit;" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "!gmsh u.pos gscript" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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PIfLl4z8bBiKbE9v6EPNEjeaEaZ5i6cAcCEu26xlrBqnqgE1BI00HQToAyhaloegvljFX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\nC5U3FNZ6sbFO91ksQ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+ "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Image('solution_with_source_term.png')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.9" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/docs/getfem_examples/Another_Laplacian_with_exact_solution_and_source_term_python.ipynb b/docs/getfem_examples/Another_Laplacian_with_exact_solution_and_source_term_python.ipynb new file mode 100644 index 0000000..d1710f0 --- /dev/null +++ b/docs/getfem_examples/Another_Laplacian_with_exact_solution_and_source_term_python.ipynb @@ -0,0 +1,530 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Another Laplacian with exact solution (source term)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## import basic modules" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import getfem as gf\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## boundary names" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "top = 101 # Dirichlet boundary\n", + "down = 102 # Neumann boundary\n", + "left = 103 # Dirichlet boundary\n", + "right = 104 # Neumann boundary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "NX = 40 # Mesh parameter\n", + "Dirichlet_with_multipliers = True; # Dirichlet condition with multipliers or penalization\n", + "dirichlet_coefficient = 1e10; # Penalization coefficient" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## mesh creation" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "m = gf.Mesh('regular_simplices', np.arange(0,1+1./NX,1./NX), np.arange(0,1+1./NX,1./NX))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## create a MeshFem for u and rhs fields of dimension 1 (i.e. a scalar field)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "mfu = gf.MeshFem(m, 1)\n", + "mfrhs = gf.MeshFem(m, 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## assign the P2 fem to all convexes of the both MeshFem" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "mfu.set_fem(gf.Fem('FEM_PK(2,2)'))\n", + "mfrhs.set_fem(gf.Fem('FEM_PK(2,2)'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## an exact integration will be used" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "mim = gf.MeshIm(m, gf.Integ('IM_TRIANGLE(4)'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## boundary selection" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "flst = m.outer_faces()\n", + "fnor = m.normal_of_faces(flst)\n", + "ttop = abs(fnor[1,:]-1) < 1e-14\n", + "tdown = abs(fnor[1,:]+1) < 1e-14\n", + "tleft = abs(fnor[0,:]+1) < 1e-14\n", + "tright = abs(fnor[0,:]-1) < 1e-14\n", + "ftop = np.compress(ttop, flst, axis=1)\n", + "fdown = np.compress(tdown, flst, axis=1)\n", + "fleft = np.compress(tleft, flst, axis=1)\n", + "fright = np.compress(tright, flst, axis=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## mark it as boundary" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "m.set_region(top, ftop)\n", + "m.set_region(down, fdown)\n", + "m.set_region(left, fleft)\n", + "m.set_region(right, fright)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## interpolate the exact solution (assuming mfu is a Lagrange fem)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "g = mfu.eval('y*(y-1)*x*(x-1)+x*x*x*x*x')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## interpolate the source terms (assuming mfrhs is a Lagrange fem)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "f = mfrhs.eval('-(2*(x*x+y*y)-2*x-2*y+20*x*x*x)')\n", + "h = mfrhs.eval('[y*(y-1)*(2*x-1) + 5*x*x*x*x, x*(x-1)*(2*y-1)]')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## model" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "md = gf.Model('real')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## add variable and data to model" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "md.add_fem_variable('u', mfu) # main unknown\n", + "md.add_initialized_fem_data('f', mfrhs, f) # volumic source term\n", + "md.add_initialized_fem_data('g', mfrhs, g) # Dirichlet condition\n", + "md.add_initialized_fem_data('h', mfrhs, h) # Neumann condition" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## bricked the problem" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "md.add_Laplacian_brick(mim, 'u') # laplacian term on u\n", + "md.add_source_term_brick(mim, 'u', 'f') # volumic source term\n", + "md.add_normal_source_term_brick(mim, 'u', 'h', down) # Neumann condition\n", + "md.add_normal_source_term_brick(mim, 'u', 'h', left) # Neumann condition" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dirichlet condition on the top" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "if (Dirichlet_with_multipliers):\n", + " md.add_Dirichlet_condition_with_multipliers(mim, 'u', mfu, top, 'g')\n", + "else:\n", + " md.add_Dirichlet_condition_with_penalization(mim, 'u', dirichlet_coefficient, top, 'g')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dirichlet condition on the right" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "if (Dirichlet_with_multipliers):\n", + " md.add_Dirichlet_condition_with_multipliers(mim, 'u', mfu, right, 'g')\n", + "else:\n", + " md.add_Dirichlet_condition_with_penalization(mim, 'u', dirichlet_coefficient, right, 'g')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## assembly of the linear system and solve." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(0, 1)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "md.solve()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## main unknown" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "u = md.variable('u')\n", + "L2error = gf.compute(mfu, u-g, 'L2 norm', mim)\n", + "H1error = gf.compute(mfu, u-g, 'H1 norm', mim)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Error in L2 norm : 1.135122042e-06\n", + "Error in H1 norm : 0.000248087898053\n" + ] + } + ], + "source": [ + "#if (H1error > 1e-3):\n", + "print 'Error in L2 norm : ', L2error\n", + "print 'Error in H1 norm : ', H1error\n", + "#print 'Error too large !'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## export data" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "mfu.export_to_pos('sol.pos', g,'Exact solution',\n", + " u,'Computed solution')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overwriting gscript\n" + ] + } + ], + "source": [ + "%%writefile gscript\n", + "Print \"another_example.png\";\n", + "Exit;" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "!gmsh sol.pos gscript" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from IPython.core.display import Image" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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J2b60pKCRM7wvmMABIQu06hbqUNAoyMKaFCxYuE8cAySyK/MtcVQ7LPTTCDqo\nIW/qrrKDGvmbeX1BZzPfXNvNoUxBZ1+vAytEEii+xwxhnhzfxVTAtbi0JZOJB3sPFhQ7XELhncw9\nqeU05SHibcuj5u3yPgpXl/uF5abkf4l/Xe4L2ru4UmE/LwGnheWI3w0nMGDytMmDBpSr7S6dBvAA\nrbKTft49A7lOUX88Ofth7PFRU1iJHhyrw5/yzA8Gdy89Jd9tuF9IR4v+fRRjaiNk/4ytBIDNRO5J\nFCwrgdBXlIX1Blr4LKxJQaMqFkYoSOWX420N+73GUAd/kofmLuIWaPbrinILzfMQp6AdbkYHBsIR\npqDTGgHX5c+/uO3nFPRlhxsTNb8eIQo6ZwCWg1pgL6E7ovAa+RuwSah9ABBZjfmV8nE5eb4JLBdZ\nBZH5mCdFwostpwFNGNiSqcSDyqPmfZwsrfBW9PdCeYR465D5i11zgMKV7mh38y4/J/5lqC9obzlK\nYc+ooaisRPxWaNx9nsygKVMnzjtvgUCn7b/SctvqV1Cp09RZP8xOjnUH16I7/6W3rgifOXZg9wrT\nm/t3fhc8SPRFLTCm1kT2enjV2iJjEgU9JRAGFWBhO8MNLyhboBnVoaBRmIWt+oK2XNuX2hQ0uiI4\nyYPI/pXmL9UtxCgYPBAzTUQpHK37gvbi9cDeDkhEvhmhYGkvAOXGMXUo6JMMuYOa/wfgU9Dehd3a\nE8DGfno5BWO7LspvA8v47YsMZf48RDCUWwMwDehf3gAyjXje+EPmdgPLKrwRsMaWx4i39Ia9+ycD\nwMEKl7sslNOIf+ZZzziNGN2gMDyAUlmN+DXvlqy32XxTp3wyYKBhob3hE7TEV/SbqKGz1Gnfy37p\ns3BDuumfeseW4TNf79+96kzAZTHtKXpkLYypFdD9vlu5vMhziYIhJRDGVGJh+4PuHQu0+hQ0clkY\n7wvGZLOwLQoauSRrh4J+Cy0pSN7rKmfKpDgFUV4sKv9iPQgKkW8y3xraUYypxjim2XhvHdQKiAYp\nGMSYeRXm2sUZWI355XjyTs07wFJ2sxYFYyfNeZ8O9Cu2kxnEA7zfBWPnnoAVFP6V2RvI34i30G7W\nMRFwuMIlzZuc8hvikz3zGn/XRflmha+X7ExlbeKXyvdUnfNnlReYNvmj/oMMCwEQ9LO00Mb63XjG\nrv6oTvlWdqZ9a3QLuvYpPbxVXEMzX+7O1pJ8/4AGfV309W1gbObi6P60ubiwyBuJghElEFaowcLe\nWs805/9rk4JGTRa2omDw4k6WBVrvvGOuyCc8qmOBFnyNMCg5iFoAACAASURBVCyspGDFtdBMmWTy\nr98XtBcbMwjmFKxQMLxg4b/FQS1GQZSj7FVNc22R1XMKBnfn1JjK94Al8k9wfuaJ3iFXA42AGUA3\nAFHE/UIuoEGqFdFmVnqT/xPEm3kTBKIyfQBHKVyYAZCziE+KUzB4TATcobB9buG2PvHzlQl45YWm\nT/6w32BT9yINXVePR5u6WJ14SPYHU96ORvxVt+d0rZ7nbP3GrJC0jejb28bYzPnRPR0ABoqMTxSM\nKw2oz6odGea6aUXSHCp9gl92pU/wP63kLNPpICSiit6eyFG5bUfYOCbfpqV3TG+MY/K1bLnGuN+6\nW3b1cu+Y6ByHIgeVnV9KRyGyHzPHbF9Qcn6JrTUncGSs9xYaEWi3sGfuHRMLN37Z4a/6IrvkCYyO\n76Lwjgk0knvH2LdVYXdecuOYWLjxjnkw1o0W2YD5mUjjpoU1mBl4Lq907WNElmF+t1zZZa1dkJmB\nj7w+V+Fc051PQGjvvTiBXY0T2Fc1zGWcF0HGES+pfU8ZU5B/EDNjPVVylrEKcivxHrppJdO3bCtz\nbsP5BSeo5qqyxYwcQ3y5tt1kSs4yXyVmxuPKt5VpmMsMon4ze/pA9yHdRboPaVPuQ+hDemxXP2Ze\nUY3nhq2Mec0qylfRVkfr2zIo7yUMlUHtR2cx851q3wwqw8zuxtpmoT+9MVsWo1k9aLxmmwLN6sGs\n2bTmDGZWd+VuMrlfTFGms0Ufws36srNM1zgxJ/DdkLOMKZwo0uEgSLdGo7LuiFYYx/g3VoIUPLoy\nPLxK5LDcHa3aNabiEA7KLdCOaJV/jIIGctW2L7G9F4wcabXgnqXKFgoK7l8ZXkHB2wAAN+az6VZ/\nBG7BouAu5cb9tGMUNN4xW4f+VIKLpXJOwX8Aa4f226JGZEFm8zPRQuUNYvn7FNQA0KXwRWR4X+VH\n0aDgOgp/bzUvfCgvOZf4OA0Axyv8NjRav9WJbFDwUYVN4sMT4xrb1W+5nmkAXssWJstTpoadNYyz\ntqHgjeqQnbJR1qM3bsFq1h5ooWnNGfrvGYCs9RM2AXWNk54hDOBTYMneNNApSiAMy/tdsNo4BhEK\n1rdA8xMoPEJ7E45SVw+tjGOqKYgaFmj+3vct/y54ZT4owt9drIU9PQe16vAYBY1uyh8ErfgqULoq\nWw5qlBvHOBfa2HUdZQoCeAj4amR3wdbMIazB/GJe8zywZnkDP7x0QkSGMX+SL9mzD/ohcQoWFfMo\nSObtxDtua1GeJ143B8b6Ck95LKz4/AlyAfH3rF/1fqhwujcbsJ+7VZZtiR/OE3hcYf32WPhen+6l\ne6abVldS417IlipmYqIcVPkOte0dU+gQ+tUofYIp36n23SYzk5wE/dO0vdh4xGaVafqfjeeV1F3I\nnBkwW6nrLelZpPm74LvAqu010EFKIAwo8nRMBQurKWjUBszKFGw7HC4FzX9u0PbF74v4FEROsgoL\ntNJLZF/ma732/2w9CIrySfNb2JP5hnJ4c/pAL9wtWBS0NytmEAweAsoJ7MB8T3mtMY4JnjQ3hzIF\nzaqHczfRWHhpUWTNnIKF/gmsURFi1ZDIQswflyvN7IM+/ptRRU2JgoUyhRmeBVr4LwjyAvHaZTBs\npPB4eV54eOH5Sy4iPrZs4QbgJIXTQix0WgAAyA7E95cTeEZh7bos/LBv9xKzZ1hp6jXVO3/PVih3\n2hB0EzWvb9H/jtA/tdc+oIZvlt2ZZ63tgqUGUGn5KfqV0mhOdSOyA2qmD3pJepZ1n455GdiwbgOd\npQRCV5XPiMZM1NCKgkYXRyzQHAYcyjwitEHMNcY/BP9nP6MK45gYBe0WKizQ7L3vw3xtpP3iQdDg\nZaxooZgvwglvTB/YJgXtRhozCIbSa55wi4L2+QdwJ7BTucbJEB4F7dyMm6gf7vwhkciazC+Uj9S8\nXszNtWM5mPwXYp4QavlTYGi5QaepCAWL9f0UplXeIzUUfIl4Tc/8BcCmCo+FLNDKhyKXEB/tjXk3\nhVMUTs3c4/YalK8T3x26e/mcwmqtWfjRPNliX8zMc2924NZXrz+erZbTq+ru6Hfpx3/Sv/Drx6gd\n188erOgUNna61CT9RsDrTl2F7Ei/2hU9I3q18DOiTwFbtW6g45RAWFKNkRJBE7U6FDRqATORQ5hH\n9DocVRQ0qrBAq6Bgcd10bF9ckIvsw3xdaIPi3WEhvBb2YB4dD3dY6B5FpC9oF24Bdo0cAtDoC94b\nCjevu4Ady5WlzSIULPRXYAsvvLRxTsHwtwTgZWDVGAIBiCzM/FGscWAiMJ9XH6eg/ykVE9P7zRsK\nvkK8umf+Umy/hcIjETtQk//lxEeFjEwLnapwsjda39pSdiW+I06plxRWrGLhJ/PwwrPMI5S2U7bZ\ng95Uvfhwtk6enbYN2IrXCXT8ufr0WPt/V1utnv3Narz53jiURSfqd6IzgahLYLmZBkR/Fb1+1UiJ\nh/KpUpIKJRA2VXu8YNRQtN54wT+FLNAMAw5hHlm+RrukyR3UYocQpKDTYNACLUZB/1rl274Ue9+b\n+bpIavaO/IdfihZ2Zw4+3mmH2w5qTv4tKWgKtwLfDJ0BEtme+d5i0V5ltWlM1AJJhijogBbAY7mz\nduDoRNZi/qdXb6cB4BVgZa9ZABBZJKdgUKb+c2BwkJRVFLQ1SDXmIPRYJf8iXjXUF7Qb/KrCg96T\nLwQQZCTx4TXMa05TOCns4ia7E9/S6kmW1xSWDbNwIs+z4CzzDG3xGEsJVAR8VT17b7aRnZGtn9Cx\nv9W/r97/i2rTFbJni2atpjQt+Kn+cEh1uPojsh+FV9F9ordoPV7wNmDflht1khIIG2pz1PyFnola\nW6PmfQs0iBzMPLLX4agaCOHLMY6pT0GjAAtrU9C82w+/FC3UoaB5t6cPLPKPURBeOKwHQZtX4pyC\nzvcPlBfNqzBRazYep6B/IMZZ2+eQoaCHFw94+UQTpcZFFmW2B30HvuvkhcnAQOcAwxT0D91oiMJn\nJeMYAPI68cohI1A/i20U7nNRJH8mPkS7UbF8Tlf4YblfSJC9iUfXGwbwlsISbgKTsr5DZRYAcilo\nmi/6f9hePXF7toXzsAyAn9MRv9bn19n/G2rdJbKXrPQ1oGnIJ/rjoXXC1RnIfu5W0q2it6s7an4U\ncETNTTtACYRAL71jbBO1XnjHlGDWDgUD4WhBQQq9RhTGMWhNQT+8ZIEmsjfz9ZEdIdLsKOtbKYns\nznxjO+EN15g8/5p9QXvxNusWEYl8jfm+yIU/uGiMY4ozUE1B57NA7qzd3EZkbasv6ITblUULr1kT\nTRgKjvP2EkzAaKrtrF1FwVgK8yt8YlmgvUm8Ymsbz2bhawp3W+HXEB9YtvP2Y5333yoc34SZ7E98\nXTuD4d5TWKQZPrW7z2D1BUrwa96uLLIocPgN9eiN2bb2wzKn04E/09EBu6H9rzose7NJ0wET9OcL\n1A9XP0N2ppXbdaJ3ac875lLguLYC/nuVQNhrBzUULOyVgxoKmIkczHxlhCL+hbh4XVp8pWunL2hr\nBHAIWlCwop3Gr30iezFf32pfwWYbLBTZjfnG9sMLB7VeUNC8325YmFMQoTOPyAcB4H5gWzQd1Cr2\nhfKZNC08njtrk8jazM+X91VRLmreAJYDILIY84eVDPFbQ+Gs3ZqCsb+CBRU+ygDI28TLhyhYcTII\n2FHh9gyAXEe8v/eQqqPg2nMUvpsBkIOJr25/SPg4hQUyADO6u+adORsW/Kj8VCe5vxdqQO+u7h+V\nmYen8Dva+yTdroshPlbLDco+AEA8Xk8b1m64OhHZuQBAI0Tv3RsHtXOAk3sR9l+n5CxTBxj/zZrr\n/lVzPYEvu+b6CZzrCXzZ9f/DCexwEPSd2wnMZdVzUPtTrG8hcnjeQthELTSbvB1+cB5+WTyBA60R\ngcG1xjsm3AXxRgQ64fuicRJGxluIdvhE9srzj05MkY+LjzW+W55A+PfF8mzy7mkU+UaewI2hDcw2\nxbh4OOcfIJHt8hbuDH5M9RzUADwU32Zj5idD3Uqzdh1mBp7xV5mXyMrMr3n3AwqDtCXyE/iOs8pq\nYUg+H32XF963kT+p0OkBAJlOPK8O+6t1Qd6nRgJLKdtZrTBak6eJN7Uc1Moua3Jz7qC2l7Kd1Uou\na78l/qn2ndUa/mrfzlu4QjXN1YpXH8hXiZ/Urrla4a82tBGeTZ7eh3Rf6jEWa6bQl3Qf9LzaNXhd\n/dE8lq0aQ4rFEbQdM39H/dk4qzHEed+XfnuHPir3VJvZjZl2eTC9ak6gmjgETZc1bZV7aD2lH+Cg\nxRqd1nBQU8PDFmuYga7PZQqz76xmCseI5H/Dnat0axQtZ6WPSeTw/I5o65nlQ+EH5zah1bYvFS0U\nFCzCK25v+eFBC7T6ey88Qu2nQIOKUpDZeG3Y0wc6r2J79+akyDcsBzV/+kB4hx+k4P0ArAGC/mbR\nQ7DuiD4EbFXOEOVDqKagmWUiQEHvDJQqRZZgNpPOjS1PuoRyVPgQRPoy9wAAKejyQHXnBFCobUDe\nJ15SA/nE9P7Jc46+vEpuJt5dA8DuCteHHuP0A8vv8m3iP2kAuFTh0JDxTcUfBUGGEk/RAPpOnqEG\n9Q/9OlhyeyFv0VDwKHXdedmB5djmu7VbbbdMwGB6daZeGoCaOjSb7/PAGagUnSb6BwxA7YeGa02b\nOkbkzI6nIBIIc7XNQpHDme1uXHss9J6OaZuFVk+RrGnlkdcgcN0qhTtm2SPrDJa3wm2nbAKuAfav\nJBmc9CwKGhXTB/rhATbkTtlFm80pk8q7iy5aFDT1ZoBgiygr3PGOeTg3UXNTDR0Ccgo+l2/wd2C9\nVuGlVSJLMr9vhbwLLOFthlALACAyD/Nsa71CTxbeoS0rNfmQeAnrftpSCm9HDEVDbcqtxMOt3wX3\nUhjl2dY4seVPQ75DfKHVwgiFA8otOHISGEY8sZl/NmX6tIHzwqOgdxBNHF5NXz1U32sqv6uuPDs7\nopysS8RyPYbRc5P0ykXLauKQbNhkL+mo6KeiT24yTA1HdnfF5gEdJHJBoiCABEJLbbDQo6BRXRZG\nnhG9LG6B5laKHMh8VfmftBgR4VPQD3cs0EyhlnEMXAoWMiMiYopR0M7WPPxSffhAoy94u9e4PZVu\nWxQsZAYItr6QhxzUADwCbBnKHFbZoaCd2LPAOqFjd2MtCjp6D1g8nnazLMLMX7jRXQqzK0lmScYR\nL+Y9HVNMTA8v/XKDcgfxLt5Iif0UrqprgSbHEZ+n3bN7lcI+5UEdsQQWI57gjnccMHXq5HkH5kvR\nh2XM4l9o0/31w3bNCeqSX2fGhbHUs7TKzVEZS9CTE/RazkGpCYOyxabWOXw6XvSvXIapHZA9Uica\nAHYXuTJRMFcCoa1aLBQ5IkRBo9YszEfNB1VhgWa3cADzVeU68//lsBDBK1nEAs2oNQu9vqCtGAur\nKWhvdgOwRyjcZsDXme8os6HY7ObcNSbYeKPg9QXtghkgCK+RGAWdDRwTNZ/l8ChoZ/hceZaJ8FcB\nkSWZ34ts8AGwqHfeSqmKZMyzEFSfnIXOCSh/OZGPiBcpP1tRbGYmpvc/Aes8yV3EX9dudkYHKoyI\n9AutNuUHxH/Q4b1cp7BH5V1WgixF/KH3kCoBwOCpkz8bMDhmBFrg8GbaYC89xjca/ak672fZ/8BC\nYNk+plFYnh59T28USBJQH8ybLT09uKq5o6NF/z7MMLUlsierowFge5HRiYKWEggdtWChyBHM1UOF\nqljYykENLVkYp6ApjDAjIrx6yikSs0ArXlHjGEQpaIePykfKB0EV6wvai6OBPUJXQZuCvootb8ld\nY5xmG4uVFAyy0AmvcFAzSRoTNSq3WU1B+0iLWSZiZ2Ap5vdCDCk0DlgklJvZezH7YER9Fb4IkSyX\nTCBeOD7gD/nE9H69Ydg9xDtVWrgdqnCZRzKbgicS/86joN3OaIVdM/fk5QVZjvjdiJEpAML80yZN\nGDBfQcF8P03m3UlrDddPw6q3sfcLdfaPs5OcENOaaWp1uvcN/RX3AC2psf2zFWbE1tLBoi+qYpja\nCNk/K9ZjM5F7EgXLSiD0FWWhyJGtKGgUZmHupt1Sl3sWaMVF8ADmqyswA1D+5EvgSlZp/mIrzMIQ\nBYOX41Eh/6aaFDSypw+Edfg7t6KgKRjXGD+9GAX9Ru4FvubvpdJBzW6nMI5xD9CjYBAXL+SzTPjh\nSzG/a1UGSQxgfD4BYakRkW7mGhOR91WYlbnHZCD0CfGwyHP29plYTeGFwLMzcj/xDh6E/EM5QuFi\nz4/UJHAS8VmREYd2I7co7By4zSsrEb8VH/Wfl4dNn/hh/6FowMy2j8F9tOrO+jl4ky7Zi2eoXx+f\nnepUGhauR7e9pLcLZV+Ser1ftmrgk6K9RI9szTC1JrLXw6vWFhmTKOgpgTCoAAtFjrRmom8pl4Wh\nmZUq5FigmRb2Z46NUnAux/bkf0V4TQoauSyspCB5r2vzKZOaW8YpCK81lB8ENeE7M98Z2lfwJPgs\nrNMXtBdt4xhUUtA+CYX+BmzqcaiCgs7hFLNMNL8K5BSMHbVzPicA9gBtEunHPBM1ZWYfLOconxEv\nGOkL+udjDYXnSz/XyYPE21VazxSVBBytcIH78I6cTHy6NzdT8MsAAXcobF/qWcrqxP9q5YOaFxad\n8el7/RZwtnqYlv+afsmK0KEnYjSAc9TPjsl+41RuSjc8q+v6XauXs2yt0h1s+rro6+syTK2Abu9H\n5OVFnksUDCmBMKYSC9ukoFGThW1S0OgKywKNRPZnviaCgeCl3CZZSwu0YH0xTUT9vqCtYpoI00LN\nvqBdaD4ImlOwQn47joNaBQVjjTSMY2pQ0G6hqH/cMlGLUbDiWm7PMkEiS1t9QWdHfqxZZSYgBACR\n/szRu21hcc5C08JE4vm9viCFzmVxTGsrPNugqTxMvE3ojqj/B1joWIU/Wgn8jPhXHsbsdvyzeK/C\nNnkCaxO/FHfPcb5OEAAsOePjt7uHFQ/L/I2W+qp+HRb/yntzWXih+vHh2e+KDbaiqx7X/u/fVVLP\nz5Ot33iyl7YRfXt7DJu5OLo/bS4uLPJGomBECYQVarBQ5Kj2KWh0ETOLHNY+BY1GWBZo11RuGfz/\nbrCwngVaUA0WVvYFK9RgYSsKwlssNruZmUV2Yr4rQuuKrwKUTyuPNvuC9uL9zFzDQc25DBflJ4yJ\nWiUFnTNgVzZmmRBZmvmdyh35q0zNp8D8AJhbPH8RVqagMgAyiXioNzWSsyu7ULyvp5hZHiXeKvSz\nXPWfDwHfV/h9BkB+QfyLCAX9c2DXPKiYWdYnfj7yu2CMzQAIy86c8Hr3wgCepkU302P9cYTlfF0W\nXq6OPyA7H8AOdNlDunqsbVjqmT7ZJhqAfqA3DJs5P7qnA8BAkfGJgnEli7UWPZs5dz+awxbmuv3S\nlz2B9Al+2RNIn+D/QQKdDoJOP36iCsdtkaNy86FiahX3a2SF47bIYcycT0x/cST8IMtBzf2yKrJf\nnsDIyC6KcfGB77ftWKBVrDLfZK+JZDi8PC7eaWF4nsD1wXA0h8a79QBEdmLm/EHQWyK7mCMHNTRN\n1AI9gtxB7UFg65iJmsgmzE/mNXYnldD0jgHwdOQzWp35Jd8XDSCgS2SZPPwNv/E8yYWZJ5jtnRZE\nBjFPy2finRTsUot0caYj6UOm5AZmA1Wjed9l7S3ilXTYX+1JYmZsovB4hq+oksVa4bJ2HfGBOuqv\ndlaewCmq6axWNlqTw4iv0YWnmm2xJlsSM+NxhU0yPKd8izXMA+lH/b+YbWzV+qKnL3SfRqGnL+lX\naYhJYAP1mu+vxpBLacfj9F9sT7UMwrnd2gF0hgm/R+3ZDZVBZZiZlQozu2msloVtT7XCYo1Wmaaf\nybJNNQA1umSuVpTpd6IP4WbNjJLFWtf4hoPauxGLtanAiSIdDoJ0azQqa1aK84Bj2w+3AWlY2G4L\nxR3Rka0s0GIUNPhpaYEW3LsNSGf6wNidPaeF4ZaDmjt9YOTGYLM+vyNqapypdKl82Q42W9NBLXqD\nrHxH1DZRC2/vly3vmKeBDUIk8/duI2oZ5rEAgDeA5St25J0K5BQsRmdPAqKTnsckU4gHaQAYoDDF\nG97X6hOQJ4k3zS+vmys8Gp7LN6ACw2cRn6QB4CSFX7rTH4b/jqysZEviMXkCzyis3YbxjSm8SkNW\n058BWEuNfTpbMZJuVAfQGX/RxwG4VR24fRb+ulkhWmWafr6fKas7ke0OoDwisRW8usZLz2AG8Cmw\nZLu77yQlEIblzc10flss9Ly20S4L86djCo3MB0X4F6FqChpdXWmB5vcS9mS+oXzRKgZF+JefYD/D\nmGUXmxXTB0bBYy9avwsWKh4EDaqCgqa+wkEN3mLw6ZiHga9WhpdqRNa1HNTIMlELfnbuZyGyLPNY\nq8E3zYxL8V3bqwwFp5TrJwGD4lGuZCrxQOtCO1BhUqXtS/mA5GnijcvjHLZUeCg8KCLPuvQXJ2cT\nn2j9sHeKwqnekIz4RyHbED9a/l3weYXVIiwMFd6gwSvrpv/nBuq1MdnqgQOP6DD65VW6OZH8PWrP\nLbNb64fT8lP0ywPsGnUDsgPyBQeBOvDqelt6Fm7+LvgusGr93XeYEggDisxQWJeFoRknzOtPwFH1\nWgiOlKiwfammoFG1BZq99z2Ybwi177AQscuxyK7WlBHFZg4L/UKMgsUJvM2aVr7qq0A7DmqBZDwH\ntWLtwzkL4e26lK3Iusz/KDcL4Flg3Qr4WWdgWea3vfzfApb1TgvKi+YPYDDz5FBiZmL61pJpxPNq\nN8EhChOzUrLBT4AgzxBv6PmfAdha4X6PhU7ZJHAO8Q+0m/7PFU6uZGG+vXyN+MHQUI2XFVaM9wut\nyrE0cHk9yclqM/XiQ9m6bq4hfZtOvlyf4lQ+onbZOLunTjgtNUm/nn9SljWN+jOyo2p1CukV6Vna\nfTrmZWDDOrvvPCUQuqqcp/d84JhW4TYFfU60ZmE+aj6oIAvrUNCoNQtDFLR3ZA+KCH6ZJ5FdmW9x\nv943NrMd1JyTE6OgI3tQRCDco6Bzweudg5q92SO5oWjFIRgKBi+x/ygbitobFCdwOea3fbgCAN4G\nlg613KwRGcI8OdS+eZ8CzItKNeZdCn4CQxU+ifQLCwo+S7x+KNzUbKdwj8VC/xQS5Fzi43U4/V8p\n/LiFH6nsRHxfPIHXFZZxh0iWFgnv04CltdOfbmgr9ew92cbVCXyffnihPi246gm1/Tqt/EBp0c/1\n2Pw+ttfzUxcjO85bZfcFAXpW9CrhZ0SfAraq3n1HKoGwpBqz1V9QwcJWFDT6k5mYPtKC76DmqBgs\nH7jS1RgpcU3IAq24BO/BPDr0hR/WltflUyYF8/8mc/CpliJ8dO4a49SbcL8v6MtnYU0KBllYaqeV\ng5qRMRQNdyVE1mN+NtRCcTKNoahd0/wUcgr6LRfbj43MuAQAIvMxO/0Y/yRMBQYgIplOPCAyXtC8\nFlSYYPULy23Lc8Trthqut4PCnSHnGgIAOZ/4e5W/fZ2hcEJo0igT/g3iu7RT6SYwVmHx6D3ScdRv\ncT2tYv/bqyduz7aIrT2Rvv8HfVZF+D/UlqtmT8TW0oKf6Q+GNBb8+58AAPV7ZCe5lc0Wxohet2qk\nxEOR75KdrATCpmpQ0OgC4Nuh8BgFyXtdEmRhDQoa+RZoNSloFLRAg8juzKMjIc5BmYdfUD7MOhQ0\nMq4xfniMgv4JvB34hv9VoFcOajbDWo4XLArGUNStzynoI8JOg4DngbXKezHhyzG/ZdeEGiHgnfzR\nh9JXGZGhzJ+XtwyeBAKmAf3hSWYQ9y9TJPhVZCGFcYFf++SfxOvo8jF5R2AKOyvcGvAjlYuIjy0/\nwhpk6tkKxwUMUWU48e1xAza78IHCQl6/kPAxdS+iWzsPfF399cZsG7/+FDr6TP2HluEvq42Xy/4R\nyHHIJ3rC0MZCyabbXVS/RvbLEAUfEL1p6/GCtwUvAR2sBMKGalPQ6EKHhREKBv8jjVwW5jMr1VTJ\nOAZtj5of5VigiezOfGMIOTESFCxEfhX+JvOttcNdFtbrC9pqDJYvtv9POqgFWytYiPwQ1rf6gs4h\n+Fj4J7BmGWPLM79VyT87jfes2QfN3ocyT7S2rPgeYN6nA/1KLcwk7mdBqFqLKnxQskCTF4nXiptZ\nO5UE7KJwU4mFcgnxtyOzUpD3/geF75QT2IP45gjFg5/nBIWhpSdRJxIvqOu60O2mHrg229Gu+SUd\n9kt9Uc3wN9U6i2ev2DU0YIKe2HACcilYlK16dTKys0ur6HbR29QdNT8KOKLmph2gBEKgbQoaNVnY\nioJBuhBwafGnaM2yW19NFvbKO2ZU8WufyG7MN1ZuHDyo4uEXiOzCXPFEXDC8OX1gZV+wQgUL59BB\nDfUc1PzP9zFg8zyB9Zn/ntc7Hz1CiwS8CKyehy/P/GZkMz8Ho/eBxfP852f+LMK/iqZmAN2NFhRx\nvxCEmqT2vt4srvBuA0XyMvEaVVM6hNMZrnBDboF2OfFRoTuiQZiZ9/MUjm6QTPYmHh3P3wksChMV\nBjYSmEJ959PtDVrfR911ZfZNUz6T9j9Fh8cTx/S+WmXB7K1GOjxeT829YYN9QYeIAAD1P8guaJTp\nBtE7t+cdcylwXFsB/71KA+pbfvVNSkpK+i9Xh4Og79xOYC4rt+04L7ZB3lkMf7EUOTz3jgmsRcM4\n5sqKBEQOYmbgstgXaZH9anjH1DGOCYbvxsxA1awU+bj42BnYhZmB2I+Lxjjmtnh44R0T7k+LfI35\nvsr0jHfMnaFwc4zGOCbQOEreMW5uefgmzE/EGgcgsgEzA4+Xu0vNssgazC8FVwEksgIzA694Ha5G\nWWRx5g9C4abxBZkZGJ/X+A41XSIZs4S6VKaFLmZGl4o1IBOJF9S+oUzDO+Z1YmasoGxDGbsgjxJv\no5uGMl5BriZmxkEqai5zGvEvteMmU7zLocTMuEr5S9zEhAAAIABJREFUtjINc5mNiJ/XrqGMtShM\nzJypaX2hG4Yy0H3yQl/0vEhDN9Qf2G4ytrnMpbQjMx+nrshyNxnnfU865x59WBa2lVGD6VVmVlOG\nYlYPJHeWEZ0XejCrhzZS+h4uecpY5jL0B2FmtQswA5jZfNd5oWuSTGH2DWVM4RiR/DLYuUq3RlFz\nYnpfIofn3jFtu8bkLRQUPDyvq76VE6NgS+OYGAWN88ve9cLddiwK7t6r8MI75putEgjLouBO8XMV\nzAEo/S64dYzErQ6hoOAmoY0r2kGZgqvUiyrd+xNZkNnML7Cws8rf2EveoiAp9GS1GihLXideSQPA\n6+6USe5BBNdSTsH9Fa4MTcZLkROfv8uhxH/WAHBAFghxWvPbQYOCfdUMlQ2wTLR1vt6Zj9Ax3Yah\n4DHq6nOyQ4t6591SqX0CBtOrSi8NIBv4WSjp1mpQcG+0M1i/qWNEzux4CiKBMFfbLBQ5nPmyfKl3\nDmqFyyhZk/Eir0H1Yvl3wWoWVlMQ1oiI4CvcjsguzLflNfZUujXD7d8Fq11jwir/LmiMY8IH24qC\naOWgVkHBZ/JVZqKJMLG8K7r5CFZgfiOvfBVYKbiZl1JjlciCzJ/kNR85sw9WAhgWBfNLcx+FL8rD\n+yoRCEDeJF4xf0RzRYVXLZQGw70jk1HEB+QJHKRwRXm0vh/rUPAI4hF5+FUK+5Q92KJ/elYL/Yml\n0UK3mjY1G0gWAq2y3VIThyNpmyP1nabyeHX5GdnRzpbFe96gyavR7IL0/GS9klmnpsyXDbWf+K0l\nOl309xsYU7sgq7p1EtBBIhckCgJIILTUBgvLFDRq10HtIO/pmGIyXue/FuVFn4JGMRO1YPhunlP2\nddZToEEFKWgnWTwIWie8XQc1V6GnYxwWouIchrxjHm7loBakoF35JLBhnH+lBkVWtChoNvsXsKK3\n33BrOQXttROABVsB2M7foqCRPzG9HVR+ydvEy5fDV1F4yRucF/seAsj1xPuWH/I8TOGSUL8wkD7k\nW8SXlifpvU5hj3J49OgBggwinl46hHnVlM+zweXZ53Ue53YHR9FXDtb32zU/Vhf+Ivs+LPhRqTcJ\nq3+pF6enPtZr2j1O9dngbOHJ7uHHRT8T/eMSxtR2yP5aN3x3kSsTBXMlENqqxUKRIzwKGl1c20HN\n7gvCKjgsRPBCEn9GNGYc05KCRtfHWdiSgkYxFrakoLlixVxjXEUc1Cg3UQvsNE5Be7OHIw5q/iHY\nFLQP4amyuTbK4Y3NRFZkfr1cb8qvAytYrfnhJv9hzB97iRHwiZl9MN4C5S10MffAFzcmIAw0YEnG\nEi9bpqDZcjWFF0IOanBOAOQG4r1DA/6OVLgo3i8sEjiW+GJdOiaj0Qq7hu7x2jkQAMhQ4smBx0OG\nqEmfZPOhiS7Aux0K4AbaZD/9iD8f4c/UOT/NTkQJgYWaUFyOHvtAb+A/CarGD8yWmIoaohNF/zyA\nMbUFsmf8alfbi4xOFLSUQOioBQtFjmC+NL6+joNajIKmMMJMxluuby62GikRNI6xw2MUNCqmifBb\nqKCgvfFNwG6V4dXjBVuzsNV4QWMc0xYF7QN5JOSg1pKCdgtPA+vn5QDMcgrGONdioomcgrGL/afA\n0ChAgCoKGmUKMwND3Yss5F3iZaxJep3jWFPhudDvhdbRyI3Ee0bm6SXg2wrnRfqFJvx7xBd4FCwK\ntyjs7P1eWN5MFiL+LPqQ5AJq4vjMfJ/QVgPNPuKttN4e+nFY9Tb2fq3OOCE7xarUdlMEvQo98Jbe\nPDJUEOq9ebNlW8yiTN8RfWYUY2p9ZC9WhW8mck+iYFkJhL6iLBQ5spKCRtUOaj4FCxX/siPziSbg\n/AfXGy8YNI6pQ0Gj5uhALzefgsHrZXOAoBfeOwe1puqNmjfGMYEzXG/UvO+gZh+CQ8GiEbvGTDTh\nNGsSWIn5teAqa9GZaKIpkYWsvmCwBQImAkPKNc2NW1DQqJ/C9PKUSXlL8h7xUjGb57ywjsLfI/dI\nAbmFeLeyHTa8k/0dhT+E52yS44nPLVPQR+kdCttHb7HKYsQTWgwVWER9+n62IADnYRkAd9Ga39TP\nxKanNxufrX7x3ew0q7LYuV6b7nxFbxMfMA9Aq7f6ZytH3W3ocNHntcCYWh3Zm+FVa4uMSRT0lEAY\nVICFIkcyX1IvPOagVt0XtBcLQ9Hm2nZGzTssrE9BoyALKyhI3utmYLjTX6ikoBPuuMYULdR0UENu\nHFOqnwMHtWoK+jkgn2iitCqnoHd1D7QQmGhCZCHmCcVi5ECM/NkHTQJ9WlPQqL/CNJcl8gHxEq0o\naArrKTwdQJHcRrxraFYKlGsIOE7hd+4EhHIC8TkRBzWnkXsVtgklsBTxB7UGzC2hJozNFnJ29QCt\nvJN+3mpP+8+Imvfz1E+Pys4qFgEAeiO66Tm9UzUFzbt6tTtbQwWObD/Rl9XCmFoO3R+6lcuLPJco\nGFICYUwlFrZDQSPfQa0+BU2hZCjavndMYaJmwutT0MiwkKwW6vQFbd0M7FostO8d47KwTQc1WCxE\nKwoiVO87qFVQMHhpLyaaMOErW31BP9xvoTTRRE7Bim6UE17MuFS0UJuCRvPmk/ECIMg44sXLd0Qp\nkrgpbKjwRMkOVO4g3sWzw7YXnQP6gcKZTZjJj4jPLj8dA2/vdgsPKmxZTmA54nfaGDa+jBr/erZI\n3oB+lJbbVr8Ci3+2fBZeok44OPtjsfYrdO1TeniIgpF7pC9wtu6s0i52FX1NGxibuSi6rUEZC4u8\nkSgYUQJhhRosFDmqTQoaXWI5qFVQEKH6Egt75aCGYsqk9ilo1JwyqbIvWKEGC2tQMHh9vaNgYa8c\n1KgwUWvfR9QUCge1CgrGuGgWnzPm2iIrM/+rvMopB1sYCywFQGRh5o9CUQ58nBamFjMutU1Bo4EK\nkzMAMp540UqEBM/HJgpjcgu0u4l39oxMK/58zGY/UvhNBkB+QnymdUPVf3cCjR5V2DRPYGXiN9s2\nT1lBffhKthiAx2nJLfUb3jjCQIM2C69U390nuxjAtjTyr3qfkHlaDIcagHq2b7bx7Eaz24u+uW2M\nzRyK7hkAMFBkfKJgXJ1usZZlmUiVwSAzV2/wn9ZcT+DLrrl+Aud6Al92zfUTONcT+E+LmZUK3Int\nHHU6CImowm5b5KjcfOj8IsJ6B0AihzFfEV9beMfA+yZMgO2gFgzfK08gbKJWz0ENFSZqtR3UYhsU\n7jDBxnfME7jVTy9PcrsKE7V/k4MagAdjfcHcRC12gIV3jNt4vou1mZ/Pa+yeGQEkskqewIvBDpzI\nMszvePVF44vk4e/7jectFDPxBv3V+jIzMCPU/zLhxJluhHahWSCgC/IJNRJYUEVd1l4iXksH/dXQ\nBXmQmBnbWA5qZZc1GUl8pA77q/WF/CJP4DQVtFhDH8h+xDfqoL8a+kLWI2bGC6pZOU95A6b+enZu\nrtbTFz3zoKcvGjUv0QImgU3Uy76/GkMuom+coEcZNzXfYm0fOtuEP6CGZ1BsWaxx4bVG72u1AGZp\nSA9mactiTUN6aN2ZzKxuQ4XFmj6QG4uexVrX+IaD2rsRi7WpwIkiHQ6CdGs0KmtKivOAY3vVgqHg\npZaDWlvhxR3RliZqMQqaO6LXtTJRq6Cg8Y6pdlALS2THnJFmsHzsJiS8yzflFPl3Oag9CGwd26xi\n0XNQa3kIpUWRVZhfBWBNNOFHRVsQWYR5PAB7oolIC4G9AyTSl9ncW+sXOceRowFAkE+Ih2kAmF/h\n48p54SPntUHBrRQeaOXB5uYOEOQXxD/XAPBzhZNbTEwfVIOC/1BYozfhL9ECa+kJANZXrz+erdpu\n+D509k36OwDuVPtsk/Xi5wnQujP1kxmArFdz6XaNl57BDODTfAbLpKASCMPyJmY6v10Wihxs2W1f\n1i4LRfYu/y5YYRxTTUGjChM12IEeBc1itWtMMP8dy78LFoMiwt2yUAvb/vsc1Cg3UXM3K+/Tp2Ax\nONl2Ew1yo1hVhBcUNHoJWM3fzGuq6OcZCharPgAWK2feMoF5mL/Iq2dCd4e2Dx2TYdinxAtYz7YM\nU/ioPNQ99hdUtPAw8Tb5D3vbKtwTZ2GoNfkV8f9a3ZTTFH7cHsxkI+K/5y28oLBKe+H/oqGr6cLE\nDpuolx/J1q4ffhD95lr9g2LxATV88+zOthKg1afrZxufmroNWbX1k6eusdKzcPN3wXeBtkneMUog\nDCgyPWEbLBQ5mHlkue4y4LDa4Xsz+zczY8YxaEVBowrjGJQvhL1wUCvJo6ApOCxE5FJuWtj23+2g\nRrlxTP2+oPN0jO0mGryQN/clsirzK16SL5evRVRup7mlyKLM47xD+xBYJEjNUAvMXHrmsC0WykTi\n+b2BCgsrfBhhCblnQh4l3qr8kOf2CndmkXxdyenEP/Vu1p2u8MO6MJPNiJ8sP6T6isIKdcPfpCEr\nadcIe0v13H3ZhnXCj6RTr9QnOZWPqZ02zB6smQCtNE2/2N+uUdcjO6RmNOgV6VnafTrmZaBW9p2n\nBEJXlZP0ng8cU6MFn4JGl9dhYYSCRkEW1qGgUYyFLSloLiQ31WGhR0G7EXtQhNMHab5EtmV+INTd\nmEMHNeTGMbHwCgoaPQlsVEli8xEYCgaJ5U804baQU9A/fALGxSeaaJZFMuZZgb0YFvr9Oacn9znx\n0JCBGYBFFd5v5W0NyGPEW3oYI2AnhdvKFmj+IRLkLOKTIj9ZnaVwfGuYyZbEY7x5egl4Q2GZ1uHv\n0MDldNgCezv11B3Z5tXhx9JPLtGnBlc9pbZeKxvTMgFador+1wC/Xo1A9u2W0aBnRa8Sfkb0KevG\nSFKhBMKSakxVf0E1C0UOiVDQqAULRfaJU9DIMVEr1JKCRr6JWjMcrccL+q4xTv7BviCsK+4dwM7e\nBdhuYRvmB7zqYvs5dFCDx0JnbYWDmql5Kv9WTd67CV8t7wsiAoqqiSYifUF7cTywUKhx5Bw1sw8G\nEwC6ZqIn1C8sGDaJeL6QgVnxWiKfmD7CYvkb8RblkRJ2O7so3Fz2nSmnKWcTn1j54MbvFb5XBTPZ\nhviR+Lj7sQqLV4V/SAOW0lMqNthZPXZzFqXJ/9APzte/rgh/Xm22cqUfKC0+Wb81MLZWXYjsfyqi\nQX8TvW7VSImHalr6dpISCJuqQUGjC4DwtzKRQ5hHtAq/PHfW9sP3Yb62RgK+iVpNChr5xjE1KWgU\nZWENCho5D7+guMqKbMP8YKTDUmw/hw5qlJuoBTZrNV4wyMLmIYisxvyyt8pph2ITTYgsxvyhtRnK\nUUV5gjXpEtkbiHQzt3oO3rAwdIJlMvGQkJu2o6UU3vbmeQAAyBPEm3kOas7icIXRHgtN+DnEP6jx\n+OIfFY4Jw0y2J35QBz43+xS+r7BwOHwC9VtUT2u5/13VQ9dn2/v1P6bv/k6f3TL8VbX+MhE/UFro\nc/3+oOpw9TtkJ4dX0QOiN209XvC2kA1jJyuBsKHaFDS60GehyKE1KGh0hc9CkX3rUdDIZmFbFDRy\njWPQgoJUfpVcY/LwGAWdRVPwf/CDyNbMsV9QnPA5dFCj3DimlGQ9CprC08AGToo5BQP9vHK4KRcT\nTSD/BA0FY/xzWvgYWNBLoB/zTIRV/gS7FGZ3O+tlCvFgb9B6rI1lFd50+4XyFPEmZQrGjmYPhest\nFhJAkHOJj6v9EP8FCt/yTOB2Jr43Yl7jVI5XWMAN/4yyYTpq8uloL3XPVeVHOX9GR52uz60Z/rZa\nfbHsdTe7oRP1R0PqhKvTkP3KraQ7RG9Td9T8qMLvIymB0KhNChqVWChyqDWasI6usGaZMBQcFd84\nqGsLFvbKO6ZpHIPeeMc4Dmo1+4L2YsFC00J9CjosRCsKIlJvjGNa9gVjOTwDrF8siqzO/FIotgJs\nzYkmRBbP+4L+Zs7ei/InwALFFiL9metexAGgj8Jsy8BsKvGgiHVLMCMAyyu8ZrXwDPFGEQpSqHJv\nhVFW+PnE32tzKNvFCodbLXyT+E5vUovYIgGfKAxphk+meYbq9gaVH6BuuzxrjCz6NR38c93eNeQD\ntcIC2bvNpOb9VH82X/1w9VNkv2su0g2id27PO+ZS4Li2Av57lUDYOwoaXQgcjd5Q0GiEYWGvKGh0\nLTP31kENBQtrUJBCr1tyB7VqCqK8aK9tPPwisjXzQ5G9VITPoYMagDHAZmivL2gvNmaZyCnoXO/r\n4PBNZhZZnPmDys1iqz41ExCKDGCeETpplcpZKNOJ543YeFY3ZiamB+RZ4g20ewIc+av2U7gqAyAX\nER/bqwHdlykckgGQ3YhvDVm4+X/Cdj6TFObNAEynPoN0+SHbejpMjWbm39K+P9EjexH+iVpyYDYB\nAGWf6Knzt9zekfofZBcCAP1Z9B69cVA7B4jcZO0sdbqzTEuLtZaa6/ZLc5jAlz3/lMCXPf+UwP8P\n+Xe4xVrfuZ3A3BczA+fF1lqO24HugshheQsXB3sPcbtts3a/3EBrpLPK2mavsolac7PcQe065r1j\nJmotHdTy/G/0jy7fy44xE7XaDmr3h9aaxrfKE7g3souv/qcd1PIEHg8egsjazM/FG18jT8Dehuyy\nyPLMb3rdXLNqCWYG3mZeBninHF4ksADzZ8FVAInMm+c/KdKfJpEuzkIT4QIyIzcwy5Rjrla8yzji\nJXTUX+0FaiSwtvL91dAFuZd4Z11yVrPKckWewJFxD7afEf9GR/3VDswTuEGVvNPysqxN/Kp2rddy\nPzbp10igW02bByWjtdxrrec5Grapfsc3V5sHsy6n7Zn5e2rkH7ODf6rOy6AyCJe91obTeQ/og9i4\nqUEVBeO4NojeNPmrTwcWtmolozXRtLH6f+y9efxW0/r//7pS164USlFRioRMmTKTWaZQySwy98E5\nODiO4+Dg4GM4OEVSmTJlylTmzGQoIlNRIUVJ83tdhvX7Y91732vvvdYe3n3Prw/dr8f9uNt77X2t\nfd37fnc/77XvvV6XHsuRp5pttEZXVxzU1EFuizUsRYP5spA57axmFk7/Q9uoFlTt0ijCKhPO63K+\na2VAzGV0CHCKZzdneETBewGElXjLSeRQ5ohe2SZqXgqGDmqljWNQzkEtnQMMBZlfAhDeCJohHwWX\n3UHN3MhujGMKRcUpaO79mwB0i+8D14W52MsRac/8Tbg6DVjHtVt2D82YzS2OP6UKEOZLlhI31QDA\nCip+6wpSLzqRFAEEmUTcTQP+wvQZrwaQEcQDNAAMUBiaGe5JTI4hvk8DwP0KfUqbqEkT4p81gIZq\naV0Qm7cXJqsT1ZHsihPDaZ/T9OOm8S/qtisCU7gtVsiX4qtmIXxZehWaqvTaANTCVYLVF1rR8QKF\nsBqtHehq0WcyANUPweMlXzwA4HSRa2pVKWogDJXtGpNNQdN+G3CyZ/9sChqVY6FIb4uCRg96TNQS\nryJBwWiHciws6aCWTUGjDBZmU9C019tBLdrHGMekc3b3GVIw2vkDU3HJc9qR2CTSIaRgtGl66AdJ\nqaM7e2geUtC0zwdybru3VaWgUWOFpR4WRoeN5yUfEW9m9eAsTJ9YsJblLuLjrfCTFW4pwEL7JfQn\nvsca6T6s0KsEC6U58dJqAk3UooXBKlQBlU4g0KJXZYe7afcBeqy9w0Xq5ouDc+CCHypQjG1qRZMX\n6vWiHtTc5kGbxdbuLgpay3SJ6POrDFMHIfB617t1rMjgGgUB1EBoKddBzUfBaKspxpv/KZyioNGd\nwLFFEhXpzfywa0uGiVo2BY2KsrC+DmoZFDSKJghmgBwpCkZbxy2bgxpSLPR1kqBgpA+Bzaw9vTgU\n6cD8dbod+Bpo7+oh2ZtIc+ZFqdyiYrw5kjriJql7RBNV6Z3fB6IeJhNvkrq/xi5Mn37zrUzlHuLj\nUncnnKbwnzwPtjArGUB8Z2rC4miF/QuxUFoQL0wm0Fwt+DGozl5I/QlWCxDeTzsfq1+g1GDxn+ra\n84MLEUNglKNGdYyo29GEOTrp/am+WznosCRJwfSqBp0v+pIkw9ReCF7Nft1V9Ra5q0bBUDUQ2jIs\ndH4Q+yiY+LS4PZyc4/0U9lDQ6K5cFor08VDQyGkck0vBaOcc4xjU00EN8RPopKCRPSki0XkU/v/c\nQc0+ijFRSxw0tuqiYLQ8CdjU1Y7o7Qgp6MNkdqEJ04OhoDP/hVExXp8qFHS+OFOV3tmx9ZBPiTe2\nqtXb+9iF6eF+H+Re4qM99+j9j8KNLg+2+LOcTDzcM1XjKYV9clgorYjnuRNoqeZ9H6weHj85LgRA\n0I/QtofrV6PV6NnoGnXFn4JLU5u01Sc60Vsz9RbOBNSMpkHnOk/V+soqnSn6ajfD1M7IdK2paB+R\nh2sUtFQDYUJOB7VsCiZ2S7AQ9n/iTAoa3WWq0jsl0of5ocxwuIxjqskU8I7JYmF9HdQKUtAozcJs\nCiZ2e7mkg1r6JRjjGPdLSFEwvWAqLrnPsMg6zDOsTc7hT6LQRKwTkVWYF6ai7H4WAQ6bykp4HXFj\n940zledVFOYHyV7tHj4j3sjlIxotRIXpXa9AHiA+MvNO9bMUrnf5zkQUPI14qGvifwTmZxT28LJQ\n2hDPyUpgDTX326C19VOfea4MB5+gLXvrt9Ll6W3s3aguPi24Klq1ctQEbEAvT9PbZSSgpjQOuiog\nPhYMiUwnib4pi2Fqa3hcayraUeSZGgXjqoEwLcPCxNddeCjo/EBMF10qSEGju50sLEZBowQLi1PQ\nyM3CZXBQq+xWgIJGzwN7uc7//z8OagiNY4pTMFo1LR8DXVMcoJCC5D/z0SZ3oYmQgs4e7JbFQNPU\nDhBF3Dhztp9ZXU1hnpuF8gXxBnHrFievd1J41cFCGUV8eIH5Wmcr/K/r50aC/A/xrXk9EPCiwi4O\nFsraxLPyE1hLfT89aGOP4YyeoU0O0u9Zx9E2/+znW9X5JwQ3RKvRwqb07Gd619wE1OQg2Pzn+MEB\ngI4WPTSfYWoTBFPdm7qJvF6jYEo1EDqVdlArTkHzbMy1S40FbSVZKNK3MAWNIhO1qIfiDmqUNlFb\nZge14hQ0qkyWt8L/ew5qzk6McYwd7qRgGhfmBE4Oq0xEELXHgrA3uXhCVqGJKAF7LJjuIfG8BGgS\ny19ZY0H4X71RS4W5yZ/rZCpxl9QV0XQPZmEXhXGx3wvlYeK+hWct/0XhqiRK5Szi/8SHs75TCOAV\nhR1iLJSOxN8UTWAdNWtK0M6+BfRF2mBfPQkW/2yF6VRZOEL96ahgcLhdA9ianpiks++OrkpNbBRs\n84vdQr1F312UYWo9NJ6ZbOwsMrFGQZdqIPTJZmE2BeFpHxEZipakoNHdwNFheN9wKmEpVU3Uyjuo\nwWbhMjuolaWgUcTC/6qDWsZLqLIwk4JRS2L1E2DDMLwj83TPbhk9VAtNiKzKvCCzhzQLl0YsFEWV\nqYRO/jqZbqrSh6vyJXFnP0Wc59UUpjfhjxH3LundcYHCFZaD2jnEN+qshKNXFLW8odA9TKAz8bRy\nCXRW334atDedvUrr7qE/tfmXwqFj1sS96rQ+wTCT1w700Hu6XNUHNb5hsONvlSui+4l+qBzD6tqh\nsVVRsY3IlBoFPaqBMEMVFpYcC9qrdzBzvShodI9hYb0oaPQQM9fXQY2A0UAvAMvsoFYPChq9wMz/\nfQe1jJfwHjMXoKDdg73bZ8AGAJin5zHP18P3zBxSMKOHdGLmuQ5oDIAD7T2gL5SA1gqzAwAyjXg9\nayyYeKS7jRb2VMwsjxMfUpKCRn9TuCwAIOcRX59JwfQ7aR7jFTPLhsRT6pPARurrScE6AHbWX4Yd\n6wQOE8+J1YfVCczcg0a+ofugvNTrDYLdNAD9VH0YVtcSjZcCQHORWTUK+rWiW6wROT/Oqlp296Pl\nbr+03BNYRi33/GsJLKOWe/61BHK1ooNgRX/9RMy3+b7siwwIDbSG2O32bpaJWjr8KGYOJ8vf6Uwg\ndNx29mzM1Y4CANzrTCDXQY2ZgYeB3qGJWrqHbAe1MWZQCDzuSTLHQS08gW4HNVRN1JzhxkHNGMe8\n5DxKroNamIDbQQ2ASDfmDzydGwe1CcAWwATnMERkQ+bP4uOjyrJIJ+ZpYenBKekdAIi0ZZ6dao/e\nnRbMHBaamJveAdVKvImBkum8AbMGAgBooFw5hjUIybJVs/3Vvgkt0Norr8vae8Tb6Zi/WrgsY4mZ\n0VNhTICDlL2pus/txKfpqr9aQ8uJbSXIxWECVyunxRoaQvoSP+42UZOtiJkxSWHTAJ+rtMUaGkIa\nUVP9q/FXSzxPptZb6ZmTgo4AdlYfRuZqttfaf+iQC/Tdtqea/dyHbmTmZ1WfvYOH3lR7c8ViTdkL\nAX2r1eoQHXmqQSrP1G2pfj0wg0J1r2WiZj3oJtHHhAZsKYu1BrMqHmwzPBZri4DzRFZwENQujXol\nMoB5OADg1tBBrVT4UdYV0TszjWMyKGgUVaVP7uYLR8xBDcDDZU3U4r8LGhM159GdOQCx3wWX0UEN\noXFMzkt2UbCIg5o7B8tBDSELnam6l0MKmtVqxaXiEmnB/FO4ZgpNZB808fINBQEADRR+y5yr7jol\n8g1xBw0Aayt8HU7vSz8S6YSNMpZ4/zCBAxQe9/jOwNWbSeBi4is0AFypcH7geJWZr0i2Iv4wTGCy\nQpdyHmyTqfXmerZZ3k598mqwWfb+afWhG5/Qp5rlcerA7QPv18FQsQkT1G2pfqdSNlI9iuDIssdH\ng1ny26oMYG7oWlSTUzUQuiUygHmY1TCkFAtFjmIeGW8zLPR9isBPQaOoEq/zQzzZHqegUQkTNdfd\nMcY4Jgs8Hgoa5bIwEZ7+XXAc0MNzOEcyhR3U3C/B9bvgxNBQ1JkDxfNfl/mreHpTgPVQWCItmX+K\np/cj0CIFH+cLoRgFjVZS+CU+WZ4SQbFn+Za4vdVDB4VpfpCkzoc8S9wzfofnQQqPpXxn0n/IoeRS\n4n9aP21eo3BOJgujV2Qw3J34/fhdsp8rrFsJ5MNXAAAgAElEQVSUhV9Qy676B7tlZ/XhC8HWvv3T\nOpL+9yF9lt3yptp7q+Dl1CT5SHEKdl2iJ8bu+1X3IhiQjvKqwTT5rU31d8EZQNLJpqZQNRA6lKKg\n0RDLTTQ7PE1BowzjGB8F7f/rCRamFzIoaPRIrnEMsrxjjHFMNofgoqCR00HNCVGngxosFiL1KZhN\nQbPgc1BLvgT/3THGUDTjU9y8g4aC6S86U4F1UyEOibRknpfqmYB5wGqeQ1f3FGnA/JtjS0OFn5Nl\n5a3ELQrOJF47bt0CoKPCl65xYaITQJ4n3ifl/ELAIQoPuwxFE6+SIJcTX5Ka7HG9wlkuFqYkOxC/\nkwon4EuFDvks/IpWW1//mG7fQ707JtghNxzA8XT5vfov6fb31C6bBm9bnjU6NW0eAKjzYj3ZMRNU\nDUOQbQQZij6R3zom746ZDHQvFL3CqQbCpEROdFHQ6LZcFooc7aGgkZOF2RS0d7sfODy1tSAFjXJM\n1PJmShjjmORBC1DQaBkd1Cg0jilFQfsoaQe13LFgIsPIUDTxeRyFrxcfCyZ2+zKXhSKrh3WX0iJg\nflhowj0c9FLQqJGChJconRQxdZfWcmGMgPUUvvCAJKLgi8R7efzPCOij8GAKxnGmypXEf/fY39yk\nMNCVgNWD7Ez8pmuuiHmeodAui4XfUPNO+iff1p7qjdFBj4xwAKfQxSO0t97tJLVtl2Cia0tIwQ4L\n9RSvN5AahODc7OOD3he9kfse0fGWOX1NkWogjEnkRObbM3fJYqHI0cz35B3kbuBY53jIPxa0Vx8I\nq0zYKkhBIy8Li80XTLAwtlDYQc09oCjgoIbQOMZ3Bv4bDmqJ1QQL7fzXY/4y3OTL/yugEzwSacU8\n1+ohCVoAwAKr0ETiT2ilLAoaRUWXEH99hiKziNu6DMwira/wWQokEcPGEe+RGkomMu2ncJ8XxnI1\n8d/80/YBDFI4NVUoIwrfjfg1j5NqpJkKa7pZOItWXlsvdG6K1EuNGxV4r/OfSecP0Zdl9/C56tYx\n+CRtZAqA2izQM3LcYtW1CP7u3UpviN4ya6bES6E7fk2RaiCsSuSkPAoa3Qac5Ao/pgAFjRLGMcUp\naBRVmUiMhIpQ0OjRhHEMynnHGBO1hIrPmn8u7hoThRefL2iMY5K71ddBDWF4roNatOAw1w4pSJ4Q\ne+EroCNSEmnNPCdrsFZtXxgvNFGYgkaBQl2cBIaC3xO3SVEkOnL02FDhE+saabiPvEK8m38saC8c\noTAylQBBriW+wPUTWgLYQxROdNx6I3sSj8tzgDPP3yusnmThXGrcRi9GAfVVz94b7J9uP5f+fJO+\nukgP09SG7QJz5aB6UZRWn69nFaofov6J4EpHO70geof8+YJPhL+y1GRUA2FFIieFleiLaGiChSLH\nWJMoisiwMPoEz6Ag4qtmIVlxqQwFjWImauW9Y4xxTKmxoK1ldFCDxcLoJdTPQa3UWNBuj5lrh2Xo\no32cadiN04B14vmvEVIwnbazk0VAMyuBwhQ0ahIWIAy7lB+I13RNWneqq8JHsZpN8irxrpaRqfMc\n2AtHK9wV+8FPrif+S8Jb0/OGEDBMoX+MhbIv8QsuijvDAcxVWLX6EuYTr67r/C84qSPVU3cEsSsr\nf6PTr9U3FO9hpuq0elC1QaPmP+m5JSpKqgsRxI9GT4neo+is+fvC4gA1oQZCo5IUNBoa/SGVp6BR\nxTimzFjQXqg6a5enoNFjZo5gHgURX40aK8Yx5SloZFhohjL1cFCj0EQN+K87qPnaPwY2RpWCzgFI\nejXqZHrEQpE1mH+I75zujVLLFXPt0hQ0aqqwJHQgm0O8Rp6BWeLVbKrwYYVk8jrxztp7wnyNxymM\nCBO4kfjslHlNIjaR0p0KR4fh+xM/U2wsaKcxX2HlAMASWmlVXXrGen/16G1BP7N8KZ14hR6cvX9a\nc1W75sFcABTM0wtXLRuu/ozg1soyPSR6/3LeMbcDfyp7yD+oahPqM770rhBa7rYjNS2jau/g713/\nF97BFRwEDZd3AstZoe3IoLAh+aVR5ATm4b6BhcixzAwM84cfyXyff+thYQIjfcMOkUOZH3WGI+Yd\n45bIgS6j0ajz/cKT8Lg/ycg7xnkGjHfMM/4EdmMe54o14ZF3jO8FGuMYx6HD/o13zBv+HbZgnugb\n3oXeMe/7RoEiGzF/6u98/fAd/DRsJ2sfAkhkbeZvfS9BpA0zA98AFHq62I8GIs2Yl/g7b4jKO5i+\nrBclaVVfqnZcWZB5xMxYVdmGMra/jHxJvL722sq8Q8yM7pbvTMI45nHi3tq5ySzIrcTMOF3ZhjK2\n0YycT3yDdnjKRLYyzHhMpS1jKsYxGxNP8Yc3rjjXNFGLQkOZ3xriV/v5PWq3i57KEMbPjVLmMv+h\nQ5j5r2qw01kmgDqQbh2njwx9ZOoSC81pmnkH1dwmEI2fdcVipmI0oyGadlT6qbh3TNxZhpnVQcBS\n6Lr4PnXAUjSYLwuZnZ4yi4HTRcK/4RVXtUujAP4DFJubE5fIscx3AUhVHywYfhjzgwCAkaGPWtke\nbAe1DHkpGJqr2cYxpRKIKLhP6hM8cX3KR0FzRXR3H4fyXkJEwUKzu1L5R94xW9YrfH3mKQDsQhMl\ne4gouHb+3o7whsy/AgCWGnPt0j0YCppivPC/CZ73Vt4h3lYDwPhypi3VBAwFT1EYXJ8epC/xIxoA\nDq5XeGPinzWARmrJ0iC6V1NT8hnWppjjtqHg2WrYv4J0Qe98NadpSrcBoBY2DVZfWo8eKhTsh+Bx\n70T9SDq1cLrINSs8BVEDYahBZVkoclxIQbgq8eaG9wspaDQSKGegJHIQczSMMyzM4BA8FIx2KM1C\nkd2t3wWzjWOyKYhldlAD8Aawfcn8N2WeFK69HzqoFQ+PKGj0aVkWirRhnhWumar0pcIbMUf16igq\nNFGih5+IW4QfiaYYL+IDTsT/ghLh7xJ3D8O7K7xVGkUylPjUsIfTFW4u14McQTwqDH9M4YCS4c2I\n66rsaKoWLghWpYS9S7jsLMA0hA44Qz9iWv6qBl8alPvFrRV9tlB3jFbV3CZB2xJ36wCgq0WfWcFY\n3UFo/Fxyor49XT+9cJzIoBoFAdRAaKkEC0WOY74z3laChSL9mB9INd9bnIUivSwKGmU7qGVT0KgE\nC0V2Z34x3pZtHAM/BY3G1ctBzdabxVkosplFQaMJxVkosj7zF6msKkWXivXQlnlW/DWaqvQFw5n5\n51RzCRbKfOLV4kMIU4wXhUaE8j7x1vHw7RTeKIEiGUZ8cvz2ljMU/l20Bzma+L54Ak8q7Fs4fFXi\nRckR1Cpq/tygZbymkrcA4Qja+1Qdu0PtEnXDhcH5BRNoRx/O0cm/FvVd46CDKtgDXSL6/BjG6vZC\nk1ezQuwRYR+RO2oUDFUDoa1BQP71DZH+KQoaDQNOKBDupKBRIRaK9GIe7dpiWJjmUC4Fo52fKDLX\nVmSPFAWNfMYxgJeCdm7jSjqopVWIhSKbMX/o2jLBchPNCO/C/IWH05+FtSaye2hrjQVhdWWq0ueG\nm3ITThVioSwkXtV1Ia2Vwg9+a+wofALxVq7wHRReK4QiGUE8IDXvnoA/KVyX34McR3yPK4GxCnsV\nCG9JPN99HXF19eOsoHXIwmSCCHF4D+12gn4GIS8jRl6prj43Y657qI40fqZ2W3irGUHQOf/GGTpf\n9CUOjC3dGU3ezR8R9hQZVaOgpRoIExqczUKR/sx3+LcPz2ahyOF+Chrdmz3V1U9BI5+bqI+C6c+5\nHBaK7MH8gn+7k4XZFLR3e7mwg5pPb4aGor78fRQ0mpjNQpEuzJ/HE0ssfA6sn9lDO+bvwp0TYy5Y\nVel94RkUNMphoSwibu7/OWmNSjFeR3ZmLPgB8Rb+8J0UXs5BkdxFfLxO9h8tnKNwTVYPMoD4Tn8C\nzynslhm+BvGPWb+mtVE/fB20sX8mRHw4+ADtdIx+MV6evqrr1GVnBJdn9L8BvTpNZ1l+qikcdE0P\n96uiM0Vf7cXYkq3R9CP3JpPxLiJjahSMqwbCtAabwvRp5VHQaDhwvCf8cOb7CyRwn4+FIgdnUtAo\n7aBWnIJGTwAHeBLIpqBRwkStmkaxWfNFHNSy9ZaPhSKbZ1LQyMtCkQ2YP08hIpEkAV/4WBhS0Hfm\nTc+zgTU84Y2ZlbWnrx8vC2UxcbO8myraKHyXKhNhwj8k7pYXvqvCS14UyT3Ex2XOOCTgfIV/uXuQ\nk4mH5SXwksLOnvC2xN/nzxNor2Z9GbSzWBilph+l7v30a9GqXZU+Wr1ZXXRKcI2z503p+c/0zs5N\nttTkRkG3X5yb6CTRN+VgbMkmaDrVPSLcUuSVGgVTqoHQqVvSLBQ5vgAFjUakWShyRDEKGt1nmWtH\nPRzM/FixcMPC2AdlJgXTP+w9mWahyJ4FKGj0fMpE7f+hg1oRvWWZayMM3zwswJuricDmqfANrLEg\nUhBKvCJHAUKRdswzrf3Tw8Fo9XugdSq8CbN3jkRKdZV6vHYPS4hXLjZdrJ3CtzHjGBDkI+LNioXv\npvCCA0VyL/ExKTft+FEqulDh8lT+pxPfViyBVxW2T4W3J/6u6Gy5ddW3nwXtAdg3yzxJWxyq3078\nWBhttVdvU3/pH9yY6HMrenKSTpsLuqUmNgy6/5popGNEDy2EscXrYeWZycYNRN6rUdClGgh9irFQ\n5HjmEWXCYywMy9CXkl1oAiKHFKagUcJBzUdB38coEiwU2dOaTVhENguzKQhXu89BrbjsQhOlKGj0\ngc1CkQ2YPwvTSwPMyfWpdgFCkbWYZ7qYZy/bPZiq9FF4U+aM2+vTX2UIUDYLZSlx0zKTpqNivCb8\nY+JNy4TvofBsDEXyAPGRfifSdOPfFS618j+DeHCZBN5U2MYK70j8dbk54xuoGR8HHaPVZ2njA/X7\n0Woah4nGO9RZRwa3RJt2oIff0+4LLT6p8SsFO1YNg6iP6LtLYGxxO6z8Y3VEuLbIpzUKelQDYYZu\nAU4FIHJCSQoajQD6o54UNKqwUOSQcE59KVVYWICCzo9RigpNlKegUYWF5X1EzULaQa2sKiwU6VaS\ngkYVFopsyPyZH2CJFvuFVAoQhhS0d87AYaS5QEtUKLikfP6IWCh1xE3KW4eExXjlE+KNy4fvrTA2\ntEAbRXx4eQ+2SxT+HgCQPxPfXD6BdxS2CABIZ+Jp9XFO2UR9NTFYD8BL1GUf/RFS/Ituq0m3E/R9\n6tTewXAAPejeN3T2ZF+31OsNgt00ANpf9EOlMbaoJZotBYAWIl/XKOjXim6xFgRBtrnRcnc/Wu4J\n/N613E/gck/g967lfgKXewL/bTGzUkWnbfwhtaKDkIiYb/ONS0QGhOZDQ+x2ezeRYy3H7UT4UWH4\nnemtYXjkuO3s/NCwhwc84ZHdtjN8vzA84aBW3U1kL+bn4JHIXmEPT3sOUcRBDfU2UbO8Y3wZbu2y\n247egi3CBN7xH2IT5o894RuF4ZOsgTLsZZFOzNOd4aj4q5kepsVH25VOwgKEzs5JpFkYPj+9Ndyn\nAbP3f7FIxUIMK6lKRNzHTeYRt/I7qE0Jw9cPTdQo+SxvEe+kY8Zp1rI8TsyMg1WlcSUkFmQQ8Z+1\nY6txaLswTOA6lfRIC5/lEOKndcJZrbJp8zD881R4uCCNaGX9S+iv9mvi8T6tZXrYXb1nPNUSFmv/\npr4X6RFRo3FWix696SYTPk4d6LRYY9QFNEur1WxPNdtijbapMz2oe+PmanVVizV9NBtzNR26rEWr\nPLvioDYVWGw9FlnL54ms4CCoXRr1SmQA83AAwK3AKeXDj2K+FwBwJ3BcvRI4lPkRAGEx3rLh+zE/\nDQAYXV8Htchl1C5AmPisR3w1QUFzRfRFYPd6JVDQQS2DgqYUeKIAofMlpMONyyhS1QeL5x+5jE4D\nOmZeDqX0skgzZlMe76ewKn3ZBIgDDQANFH5N1YVH6rDxh0wh7qIBoLNVmJ5Sz86uTAKGggcqPFYv\nC7QLia/WAHCNwjmB49Cug0YtsjnxZA0Anyh0qU8C79Na2+qvAeykJr0YbFU2vDfd9KQ+BcCzqk+P\noB71YUDb1OnXAwDqUQSJOcb2XaFILWgA4NkiqzKA2fbv1TWlVAOhWyIDmIdZDUNKsVDkKOaRVkNp\nFloUNHogUYAwLzyioFE9HNQSXtt2AUIfUZwUNCrNQpFtmN8J1wwLXZ/WVfkoaJQoQOjIOR6e8No2\n1QdL5d+e+RurYTrQwce8eCYASKQ58yJr03yrKn3BBEIKmg4aKvxswYxc58AOn0q8vjVK6JIqTO8D\nUrggTxL3Cu+OOVjhkZIWaBcR/8v6WfF6hbMyWYg4g7ck/tDK/3OF9colMInabKm/jVZ3V+89E2RN\nUU3oCLr2EX1GmJd+WR2wffBsqQSo21L9TnUajBqJYEC6pj2AGPyihUbTRNas/i44FXDP4a+pBkKn\nUhQ0GgKcXCw8QUGjO4FjCyfQO05Bo2QxXn/4/nEKGpVyUNvLdXeMKUDo+/jMoKD5fDKGogUT6G5R\n0CjbNcZHQbs9WYy3MAXNQqX6YLH8DQUTzJsBtI8fN50GAQgpmCDlguIsjFEwUiMFCZIHd4Z/Rbxe\nKtwUpk+nH8mm4FPEB8bvjumtMKqwBdo/iC+3EjD93KQwMM5CTxrSnXhCPJyALxXWKZrAp9R6Uz0r\n0biPeuuJYJci4cfRlffpcwHYd9C8qfbaKnilYALUdYme2CTRqG5HcEbKNsYozsJGn8rP6yTvjvmw\nrCHvCqMaCJMSOdFFQaPbclkocrSLgkZ3FWGhSG9mX1mlB6NivP7w/Zmf8mx8vJiDWkbdJVNoAkh+\nGvkomPi4KsRCke7M411bfCzMpqC923vAVvGoRCdpCtpbPwa6Fsi/PfPXrqOQVWjCOxwUWcUaCyZ2\nWAg0L5BAfCwYLRAQKNTFx4XRQnRFdDpxJ88vRl0VPnbVqYgfSMYQ7++6R/QwhfsLWKBdRnxpKgHT\nySCFU4Jko/0SANme+B1dbbQ1XWHt/ASmUssN9Q/OTQeqVx4OcuYCnkSX3KkvjN9EWnm8p3bZNHg7\nNwHqvFhPburcpG5GcJ617mJhw4ny8wbue0TfTM3wrQk1ECYkciLz7Zm7ZLFQ5GjmezLD7wKOyUyg\nj5+CRqMyWChygJ+CRrkOalnVBwGkWBhb8FDQ/qAdZxmKOhPY1kNBI8PC9KXR7LGgvfo+sGXJsaC9\nOjmbhSIdmL/O4Fy80ETyup7IKswLo1VXGouAZvDLS8FITRSWeseFMoO4Y+Z9E5soTEqx0KbgM8Q9\ntaN/03K4wr2ZFmhXEP8jXj0x0ckQhRM9MAZkZ+K3XEeP9K1Cm6wEZtCq6+kfM3borZ6/L9jPt3Ug\nXThUXxJ37kY0giPoj1T3LsFEXzgA6rBIT1k5Ywd1DYJ/xJus4zR8S37pljVT4nmgV8bmFVI1EFYl\nclIeBY1uA05yhR+TR0Gju30sFOnD/FCBHtwsFDmA+ckC4V4WeiiYWCVP0aWCs+aRwUKRbZlzvy+n\nHdSKU9AoKjQRS89DweRRgE+AjTz5d7DGgoke7A/1mUA7V/6Ggp5xVvV5MeD+oHRTMJ1CU4XFjouc\n8g1xhwJ3D26m8EEq3IwmnyPeJ89B7SiFuz0WaP8ivsiVQAK6wxT6O8zBpQfxa9bLd34TAzBLobU7\nge+oWQc937nJ1hHq6TuDg9PtZ9M5g/SV4TETLKzqc7V5x+BTZ8/UZqGekfVFx0hdguAqx80yK42T\nX7bLny84un4VUP+4qoGwIpGTmIcW3n1ogoUix1iTKHLlYGFhChqNAvrEwwtS0MjhJlpgLGivRoai\nlfbCFDQal2ZhMQoaGRbGxgt+CiK+ahaSLCwwFrQXHNUHRdZhnhHuk0vT74C28RO4KvMCazffkMo8\nLwGSl86yxoLp/popLIpdI5WZxO0L30PfTWFCclgmLxDvnUdBo2MV7khZoF1D/Nd4Ar5RMQF3Khwd\nd67Zk/jl1FjQ9zf4g0LLZAJzqElbnb4o7dZx6rHbg9j30QvojBv0tbDgF3cijeF4utqwXfBVok9a\nfYGelX/p20idj+CmcMXcGjxGfu1RdNb8yIK3PKwYqoEQKE1Bo6HAiWF4KQoa3Q0cbSXQtwwFjR6K\nWChyYBkKGiUc1DIoiPhq1BiZqOVSkFyPl4FdrQS2K0xBo7fiDmoFx4L2QtVcuyQFIxZW68mFFHQO\n5uAansAuNBFSkDw9ON+IpUD1Zor8K6L2wU17c4UFofPLd8RrlZxJtoXCe5aH2UvEe7pGY4mso4X+\nCsOt8OuIz7N+2HOeicTbMlLh8Mo1XtmH+IX40dPnLPGYp7BKNYGfKGily9WIP1GNGhxURlYX0ylX\n65uQNRDUicd3quPqQdVviJrP13PL3RiszkQQfm41eFR+27ecd8xtwJ9LBfxxVQMhRE4uT0Gj2w0L\ny1PQ6B7DQpG+4Zz6snqImUUODOfUl9WToYNaqbGgvfo8MxdzUHOqwkKR7cI59aUUOahlUxCp1Wi3\niolaJgXhaaeoEq/IOvE59WnmpfMxm2Yzs8hq1lgw3YPv6IiqTOSMBZ25mJZVFTPLbOK29ZpPvZXC\nOwEAeZl4d8/tORkvaIDC0ACA3EB8rnZkmCGz5wMKfQIA/KznV0nfm2m0QGHlAMBiariaro+1yulq\nJDNfTsdfpodYh9WpZ7fmqrbNgx8BUPCTXlifqaLqJDAz3Se/HVwfB7UbgIvqEfaH04ruLJNrsZar\n5W6/tIwJLHv+yz2BZdTvPYHaO/h7T+D/wjtYs1hb0UEIABgUNiS/RYucwDzc+X1c5Djmu8ILpMM8\n4UdajtvprYeFBlr3+vex604kEjiImYGHgd7AI85v3SI9mcf6O7cd1JL9h0eJTNSSPYjswszhZPkX\nPeHbM78Jj0S2DxN41ZVAZLftHuZYDmrjfcNBkU2ZP/LkZq6ImnnGkzzvcmfmqf6T0zFMYEr8klx1\nWaQN8/epdrOpBTMDPwCtAbfRWliJN31x0PTQoJIAKU+OkCXEzeL3YYYuazKHmBktFX4M0DpuohY5\nqH1G3NXvwfZG6GG2U2iilrBYe4S4n040VrfeEoafqarOaivFjNDkHOKbtdtcrQ/xExq9AwAYq2xz\nteghGxBP097Og0oCTdVCy1mt4rXWEL82wq9vU4fd9WcJZzXzGEQHM/N5asg1wSn/VNcaf7Xo2Sz0\npNtf04dxxXpN2Y9GUM1pesVBbW4Tp8UaRNOOSj/FWGL5q4XLdK0ws+qN4GHU7Q5dB10H1EEvBcJl\nni/zmBd5LNYGitRAWLs0CuA/wMCyMSEFjYYBA8r3cBjzgwCAewHjnlTiyl7cZfQR4FDnbqnwBAWN\ny+hTloNa8fx3YX41XKuPiZrlMmqKLhW8HmhTMHJQyyr57Tn6RsyfhGuRiVqhk29R0FwRTVQfzL4c\nGiXQgvmncG0usLonKqEEBc0XWQVd2kJM5hC3Dr8Ht1L4IVWMN3GRkxKvAPIG8U4aAHZQeK18ArcQ\n/48GgIEKN5UP70P8aJj/kwr7lu8hIP5FA2ikliwJ7LtUotkO0elOVpYAMIgO/rM2/4Xxd3XT34Nz\nyybQnKYr3QaAWtg0WL3cL5QA6FrRAytXROv2Q+MXy3aAgSLX1KpS1EAYalApFoocx3xnvK0cC0X6\nMT9ofagkWAgPA5CiYNQYFePNCHdS0OjpUiwU2YU54ZHxYnHjGMQoaBQVXSoE8pSDmnETLX50m4JG\ntola/mm0KGhkqg8m0JFIvropTkGjH4GWnh6cQ9W41zaVY6HMJW6lqx0TsIbCbD8LbZnR5FvEO1q/\nzO2k8EqZBIYQn279rHiWwg1lwg8nfih+NWuswp5lemhKrKo9rKwWzg9Wo3hJenuCQqLQ0lDab6CO\nlQj9p7r2vOBvxRNoSZ8v1OtEq2puk6BtuvCyV/RP0efGGFa3O5p43ekd6i8yqEZBADUQWirKQpH+\nKQoaDQNOKNZDv3AsGImA+4AjrFW4Po3SY0F7a1SMtywFjZ4GehbLP01Bo6ImaqmKE+a5WoCw8FjQ\n/tQqykKRrikKGhkTtXwSpyhoNn0JdPIPAcnKvwXzPFcC84DVPARNnAFXxQlS+K0QCeRH4tVdMw3a\nKHyXYmHidZge3ibePuVhtqvCS8USGEp8SrxIL4CzFa4tFn4U8f2u33SeV+hRrIfmxEuqt7GY59XU\nvB+CVmbauz3hwZbZdAftdbJ2OFdco674U3BpkQTa0KQfdZdEo/qucdCh0CVKulD03x0MW7oDmr6f\nbnaor8gdNQqGqoHQ1iDg9Ow9RPoz3+HfPjyXhSL9mB8AYP0vi55NJd4EAyI5KRjbmmJhYiv8FDQa\nk8tCkV09FDTKZ6Gr7lKU5OvAjuUpGH1kRW6iGUfvyjzZvz0yUSs4Fkzk8BXQ0fX5WX2NIi09FDQy\nhSacA0oKe2jA/JsjFECDfBbKT8QtU9P1ooV2Ct+6WIjqaZZ3iLfz3Fuwm8ILeQkMJz4pfo9otPAX\nhavzwo8jHum/s2Gcws55PbQgXui+mbO1mjMzWDNcqxp62sPBkdTjeO2tXPZv9Y/TgquyE+hA787S\n7nomakYQdM657YX+JPpKL8OWbImmGX/gAICeIqNqFLRUA2FCgzNYmEdBo+HA8f4eDmd+wPUfMGox\nFZfKjgXthdGWg1LBsaCtLBaK7Mr8cmY4gJcyTNQ8Y0F7ISo0YctHwfSZzGKhyMaZFDSaHGdh7Fge\nCtp5TgPWCZeTw8E8ChpFhSYcA5IsChplslDmE7ewhmLOv6C1Fb72elvLu8Td4xP+EpnuofCcP4E7\niAek3LTthQsUrvSHn0B8Z979fa8qbO/voRXxvKwpDe3U7OlBO+dWgh5FOxylx2Uf/xZ1wYDget/W\nzvT6DJ31dU1N4aDrz76tdIrof+cwbElXrJycrF/VLiJjahSMqwbCtAYDp6VbRY4vQEGjEU4WhhQ0\ncn4fNgtRlYl6UNA8m0IT6c/QXAoajVHg5FgAACAASURBVAH2deXfowAFjcY5WViAgmYhMtfOHgv6\nPsrcLBTZ2CrAm620iZqPgmkOEDAD6BDfzSSwOnOWiaWlBSlzbZNAHgWNTPXBlGQB8WouCiYyJaCD\nwrQg1mLGgu8Tb+3nUITGvRXGuhK4i7i/xw7bbvybwj9d4ScTDy92l/ubCtu4eliTeE4WBU0KHdXM\nL4L2lLpZ5jHa5jD9epHjD1NnHx0MSrd3pRen6B1zw9XkRkG3XxzpHSt6SCGGLe6Elb9ztG8l8kqN\nginVQOjULQkWihzPPKJMD0kWihzBfD8A1yUveznBwijcR0FnOEJD0VJjQVtjEywU6WFNoiiicbZx\nDLIoGMluTxaayKQgpR52lQkTXpyCRsZELXss6CMJgK/DikuVTWUoaLTQMtc2CaxUiIJGKyVZKAuJ\nV0kNxTK+kHRU+DLmzS0TiLfSyTPt074KT8cTGEl8rOeKaPr/wcUK/4iHn0Z8W5m5Xu8obBHvoR3x\n7BwKRlpfzZgcdLJvlnmaNj9Yv+MMdOoeNbBvEPMu7kZjJuuiN1eriQ2D7r/G0usr+q4SDFvcFs3i\nVx82FHmvRkGXaiD0qcpCkRNKUtBoBNA/7MFQMHmhzFL6A8k4a5cdC9qrkYlaWQoajQ2rTNSDgkYv\nRywsPBa0V6vm2oW9Y2xVWSiySUkKGlVN1PIo6Hxno4pLpcaCtqrm2uUoaLSSwi+hg9oi4ubakXgk\n5xuyrsKUiqGofEC8RaYddhqN+yk8GSZwH/HReTakicZLFS4Kw88gvqX8jOcJCpuGPbQnnumgYHpE\nH6mr+uqDoDIr5jnqur/OKhnh1Ch1Yq+gMsmqO42eqAvdjBZJjV8p2LHyptP+okeVZtiiFmgWTspo\nL/JpjYIe1SbUL6uzTE011VTT71q1CfUrOgiJiPk237hEZAAzA7d6BiJmuHas5TWa3E3kSGYG7grb\nKfEVWuRQ5kedsYh5x/gy3I95jC8cVe8Yb5FCl9Gonf9uzAw863/5kdGo+9t+6B3zin8H4x3jOwPG\nO2a8/wwY4xjfq9uEmYH3M9/BDZk/c747AEQ6MTPwhT98beZvXbFma2tmBr7z57+aZbcdPRpEyyIN\nmRlIzzCLeiDm1GgvXJUlxMxgVbWMobhxzHfEa+tEo70gHxMzo2voO5N4EORl4j381jMPEzOjT+g7\ns1JoKxMuyI3Ef9HerecRM+M65XSWqfjLHEj8rLbdZGx/GdmAmBlTFcWdZaLVuobUXP/SCL82wi+R\nuQyHy+OpAzP3UBMa4WfjKWM9/9wIcgMddpEekXCTsZ970u3M/JrqGbeVEeMsw1ABzdJqNdtKxnaW\noW3qmFk9CqezDJaCBok+giMrGaezDDNP9TjLLAbOE1nBQVC7NOqVyADm4QCAU+vbg6HgnUUK07vC\nD2J+HADQu74JRBTcP/VRm76S5aTgSwCAvX2f4/HG5IJFwV3qlX9EwdLGMahQ0DByS1eSzmubseWQ\ngp8D69crgdbMcwAAbT2HTl+Qo3gChoJLjbl26QSWEDfVACClXVcqPRgKbqgwuT49VCh4iMJD9Qo/\nj/g6DQDneEoB553ICgU/V1ivPgmMpw476q8AjAu2AOAqt4t0O1mNhoIvqoN3CsbE+7YrUcC3ibap\n068zgOCQeqQPoELB2cB69exghVANhG6JDGAeFq7dCpxSvoejmI2DKAF3lWWhRUEAD1sOasV72Nv6\nXTDXOMZHQdNiqg86dnOtwqJg5DL6CrBzyfy3YJ4Qro0vZRyDGAVhVR/Mzjm2LNKJeVrY8kVZFoq0\nZv4hXJsFtMn78E58L4FII+bo1sG6siyUpcRNw5FioFBX3oHsE+KNw4/prgofletBHiXuHd4j2kfh\nwZLhFxD/b5j/9QpnFWBh/BRKV+LPwwS+VLpjuQQm0FrdtSkwiR5qwnNBd8Rop/2rlcZeNHisrhhO\nvaZ6dg8yPNAcXKRudXp8YBrUIwjK19Ll2SKrVn4XnBqa6taUVg2EDsUpaDSkFAtDCtqfa97C9K7w\nXhYFjR4pxUKRvZmfjbdlsDCbgkYJFsL1OV5dcHltv1qchSJbWhQ0KmGiZlEwemmm+mCRcYTpoRNz\nYirWF3FD0ewE1rAoaGSqDzq/Q6SH5iTCzInJZCVYKEuJm8SHGo0VlpZxIPuMeKN4D5sofFi0BxlN\nfEjcvKafwn2Fw/9GfFX8HtebFAbGq9L7ZMaCmxFPjuVP05VuXzSBj6jNFvpbu2Vv9fZTwU7hERxF\nBxPVl/rSv0fr2KTk8Wq3bsHrqcKEnhfRdameGHu71UgEJxZMHwAaTRdZM3Z3zIeJW7FrClUDYVIi\nJ6YoaDSkYElnkaOYR8bbzP/dWDFef3gv5tGuLUVZKLJPioJGhoXOS6M+Cto7RJV44dpaXfBXnCjE\nQpEtmZ0+UYVYmKJgJFN90ElBip+BdVMUNJpShIUiazJ/79oyG1jDOrT3uqiLgkaFWCh1xE1S5f0I\naKqwuJgD2efEG7g+ozdTmJjfgzxB3Ct+j6hZPlLhngLhFxNfkTaQAwYrnBJ3vfEMB2UL4knWGQjb\n6Rul2+Un8Dm12kTPSrcfoF59NNg9TcH0uPAoumaU/lO6h4lqh67Be/E2+0JreEW08xI9uXFsuxkX\n3o7gjNz0AaDRZ/LzOo57RN+0/g/XFKkGwphETmS+3b/9tlwWihzNPNLHGOAeIOsCh5+CRo8AOb8V\niOzD/Ix/u9M4pggFzfMLwB71paDRq5ahqDN/HwWN3sk2UXONBe0kPwyvD/lwCD8FjXJYKNKGebZ/\n+/dxFtqHjgajpu6STzksrFDQ7tg+2soKi/IcyKYQd/HfOtFN4f2sHuQp4gM9ZXIBHK1wZ2b4JcSX\nxWcr2rpNYUDc9SZ1ImUb4gkujpp/v1N6zawEvqIWXfQc39ZD1IsPBPsmyGcvADieLh+pz/P1MFlt\n1TlI395lYbXDEj2lSaVNx3fRUDch8PZdUcOJ8vMG3pkSz1vWUzUZ1UBYlchJmRQ0ymJhSMFIyQ9Z\ngICRPhaKHJxJQaNHM1iYR0Ejw8L0x4yPgoivmopL7s+5PAoaveZjochWmRQ08pqo5VEwwcL0DhBZ\nj/nLvASm+O48EGnL7BhJxGWqD6YTMz00Zs69kd3LQqkjbpxn3dJcYYHfgexL4s55NxBuqfCuuwcZ\nQ7x/3nzB4xRGeML/SXyJH6LmebjCcSkHuGgsuB3xu9rx123tQ98rvbo7gW9olU46xwOvnxp7d3AQ\nXANBAKfS30fonKrvU9TGHYIvnFdHqc1iPb1p5kVTqKsRXOLd2vAt+aVbznzB0dnfx1c81UBYkchJ\nzEOL7XsbcJKrh2OY7wHg/y8YNUZFl+zwg60CvNl6NHTWTvSwbwEKGiWNYwqMBe3VyFm71FjQloOF\nIlsxv+fcO6V3E8YxyKIg4qsUVh9MvrRiFDSammahSFtml6uVQz8ArdIZijRhLliIpw5IfpSLIm4c\np4h9bdBuX0XhJ5cD2VfE6xa7jX5rhfGpBJ4h3i+PgkYnKNyeCr+S+O8pN3DnX+JdCkcF6XdYdiJ+\n2+UnnrpIS3PVb6slE5hNK6+tF6CAjlGPDw96I8XCM+n8IfqyIj3MUJ3bBF9bDRrQtPoi/d3Ksf20\ndWnUemXqEgRXO7pdaZz8sl2hWfMjC/7Ss2KoBkKgHAWNhiZYGFLQ9yGE1H9ou+gS4mXoi+ixBAtF\n9rUq0ReRzcJsCiK+mmAhylPQ6DWgaroosnVhChrFTNSKjQXtBVN90B6KrRdWoi+oqcC6Vni7whQ0\nmmNV4qWSFDRSNgsrFKz2548zW1dTmBd3IJtO3KnMZLLuCm9ZCTxHvG9mAok34USFIVb41cQXWmPZ\n5NWKeA8ARir0i907I7sSvx7vIXH0eAINflK/Na8m8CMFa+rFWa83rgHqoVuDI+yWc+nPN+ucuhO2\nZqn2qwfV35Kp+SI916JgzsQKqPMR3BTb2GCs/NqjhHfMbcCfi+/9h1YNhBA5uSQFjYYCJ4Y9RGNB\nFPsMiFh4OCoUfLR8AlUWivQsSUGjCgvLjAXt1XGRs3Z5ChqZokuGgu+WD6+wMI+CSK2aBVN9EABE\nOpekoNGXhoUiazHPLB9erUov0pS5dIHyiIUixEHIgEhpliRaWirMDR3IviZep/yU6u0U3gwAyAvE\ne1sUTCfgXDhF4ZYAgPwv8QWpu3t8it7kBxT6hPnvQfyK63dB31+EYeFC9VvTAMBCathSl7ZWOVXd\nd1NwHACCvpAGXqtvKNvDXNW6eTAfAAUL9cJmQO7NpJY01BkIwo+uBo/Jb/uWdlC7Aci5jLtiqOYs\nU+R/3h9ZzLx8TeaWewK/dy33E7jcE/i96//CCVzBQdBweSewnMUVF9qoYEr6d6MTmIf7hkcixzIz\nMCz+fbu6LNKPeZS/80PDBB7wfXcNHbfdIzOR/ZgZGO3P0Nht+8J3D09CPUzUoiuixjvGLZHtMuy2\nRbYJE3jDs4OzDG+0ddPwBE6Ib7XPwIbMn/pP7/rMDHziP0Rkt+3cunaYwLTUux8l0Cp03Hb8kYg0\nY2bgJ+ffDyoWa7/6LjOIUOUENlCeI4TVl6JNDWI5ynfEzGijKpvSHmwfE2/md1B7JUygR2ii1gD2\ngjxIfJR2bkIDyM1UOYFnK8Qt0KJlOYv4Fu2zWJMDiZkxVjn91dAQsh7xNxorgRrELNxoJaAB6oJK\nAs3UQqfFWiP8+jp12lt/zJDIX81evpaOYOZL1A2Rp5r9CKD2pWGv6cMYilEX+qtVFhqhrjl9a06g\nmsMQDUHVX01VlmlX0aO56q9WZ3mtLQUNFmau2y/LYm0e8yKPxdpAkfBveMVV7dIogP8AA+sRJnIs\nszERHVCv8EOZHwEQFuOtRw8RBetzO7TI7qGD2rPA3vXqobiDmpuC4RVRU4y37NE3ZZ4EAHjfMo4p\n1cP6zFMAABv5LwIjvpqgoJlz/RXQsV4JGArOA1arVzgxmyui+YXp3T0YCq6hMCtIvsTEQvrKKiCv\nEPfQALCLwrjyzjU3E/9JA8BZCtfXK/8DicdoANi3PuF1ATX+RQMI1JJFQfPc/dMyFLxQDbokqM/P\nbc3pW6VbAVALgqBVfQaFhoKqNxo/XY9oDBS5ZoWnIGogDDWoLAtFjgspCGAYcELJ8N4hBY0eSBQg\nLNDDfszR3/5o4KCS4bsz24ZPpVmYclDbJf55mRibwE9B05IsQJh39IiCRhPKslBkfeYvwrVPgA19\nqeZR0LRMCwvTF0+gOfOicO0nYNWS4SEFjTIL07t7mEXcLvxlsY3CzEwWwmoxQ8nXiHe17hHtofBi\nGeeaQcRnWj8rnqPwvyXzP5j4ibCHsQp7lguva0KNVfUENlML5wUtSvVwE/U+V99nli9RN1wYnF8q\nvCVNXajXilbVHA7aeQvTO0XXiT69grG6/dA4w8HNpf4ig2oUBFADoaUSLBQ5jvnOeNtwZ1V6T3hv\n5odTzclivJk92BQ0erw4C1MUNHo2NFEr0sMOqbtjst1EfRS0P2iLslBkszgFjUqwME5Bo0/jLEQK\nAj4KRlunF2ehyCrMC+Nt84FVCoc3iFHQyFOY3t3DbOK28Xn3ayl842IhHDiU14l3jocTsIfCc8Wc\na24hHpi6u+c8hasK59+H+LH4GXheoUfRcNWMGi9NnsAWat73QauCPdxCB52pY/+Lr1RXnxNcXDC8\nDU3+USdn4KiZjYKORVlIl4s+J4axut3R5I2C0egrckeNgqFqILQ1CDg9dyeR/ikKGo2IKvFmhjsp\naPQg0LdAD/unKGj0OHBggfA9XBQ0eq4IC0V2YHb+h/M5qBWhoNGbUTFe/9E3Y/7Qs3EC0C07HIBI\nlxQFjT6LKvGWGQvau80AOhRIYFVm53y1BUVYKNLAW6TXKsab1cP3xGum3GcAtFeY4WdhNBZ8k3gn\nz70Veyk8k+dcM4T4tNR8R6O/KlxRIP9+xA+5EhinsFN+uFqVgkXu/NdQc74N1sztYRjte5p+PN1+\nnbrsjODy3PAONGGW7urObVqjoMsvzk226G+iL3JgbOkOaJrrSAH0FBlVo6ClGggTGpzNQpH+zHf4\nt9+RzUKRPn4KGo3KZqHI/sze4oLAE9ksFNmD+YXMBHJYKLKjh4JGhoXO35QyKGjv/1YGC0U291PQ\naGI2C0W6MH/u3/4Z0KUkBRFf/Rpon5nAqszz/dsXAFk/VmVR0Kihws+ZHmY/EK/hqV8IYB2FaR4W\nmvC3iHdITdezd9tHYYzfueZ24lNc0w2jhYsULsvM/yjiB/y3OL6msF1WuGpBwfysOyTXUrOnBe0y\ndribdh+gvbOVblYXnRJckxHemd6cobMuXajPGwab/JqxA50t+govxpZsiaaTM6Kxi8iYGgXjqoEw\nrcHAac4NeRQ0ugM4zhPeh/mhAgl4WShyQCYFjbwsFNkzj4JGz/mMeUV2ZH49L9zpoOajYHpQCB8L\nRTZn/iDv6MhgYR4FjUz1QQfkMseC9urXwNqeBFbLpKDRQqCZJzyPgkaNvCyUucStUxREfLWTwpdB\nklJmLDieeDsPRewvM/spPOlyrhlOfGKmA5zRPxQu9uR/LPHIvBv931LYxh2uWlEwL3+eQEc18/PA\nPbJ/gHY6Ruf8FjdEnXd88G/npq40borOv/6vPlop2NL9RtPpoq/PwdiSrljZY5e7lcgrNQqmVAOh\nU7ekWShyfAEKGt2Zrj4o0rcYBY1GAX1SPRzA/GSx8CeAA1Lhe1qV6HP1fJqFxSholGBhLgXTt9i8\nDWwbP3pBChpNBDZP5b9BAQoaRRWXCl4RTa9+A1TvgwgTaMH8U7EEFgErJ5qKUtCokUoX45UfiVvF\np737xoXrKUxJ1jySd4i31ck3yqcDFB6PO9fcQXxCfNa87w8BwGUKf0vlfwLxXcWmu72jsEUyXK1J\nwZyis+W6qBkfB50SjY/Qtv30a0XCR6g/HRUMTjR2o2cm6x4FE1DvNwi2T77ddLzowYUwtrgTVk45\nHW0o8l6Ngi7VQOhTjIUixzOPKBN+l119UKSvNZuwoB6yWViGgkZP2iwsSUGj54E9rB52KkxBI8NC\nCsN9FMz4KK2yUKRbGQoafWCzUGQD5s/KhMeqTGRSEPHVaOFbm4UiLZlz3JzjWmyzsBwFjVhBWR5m\n84hXT92fEimd/voKn1vh7xFv46JIdDLSaDxI4bHQ+eVu4v55NqSJxisULrASOIl4eJlJ3xMUNrXC\n21Iwu9yc8Y3VVxOD6t/Ak7TFofrt4uEj1el9g6qJf3caPVHvUyoB9WaDYFerKsXhokeUwNjitmhm\n/cW1F/m0RkGPaiDM0C3AqQBETihJQaNKJd56UdCowkKRA0tS0OhJYH8AInuVp6CRKbpkKFjoi3Bc\nkYNaPSho9DYzi3QL59SX1Qem0ITIhiUpaFRx1i45FrQXZgLtUKHgj+UTWAw0BSCyUmkKGoWF6eUn\n4pYWBQu+iA0UPg0AyATirf2lkRKydztEMbOMJD7GZcCG1HJi4SqFvwQA5DTioeWtTyYpbBQAkLWJ\nv6uPc0o3NeWdYAMAz9LGB+gJufsnNEqdeFBwN4Cd6MHxuj6TfdXLFOwFANRL9P2lMbaoBZotBYAW\nIl/XKOhXzWIt57N4ubsf1RJYxgR+7/nXEvi95/+7SGBFB8GK/vqJmG/zfTcWGRCaDw2x2+M/HR3L\nfHfqFjoCSKRfGD4y3XkYfmjouO3celDYwyN2u5Xhfsxj/OF7h+FPO8NRqTsxLr61upvIzmEPL3pe\n/vahg5qz823C8Dec4YBtopaUSDdmBsYD3YF3PIfYhPljf/4bhglM8ifQOay+lHwTRdqH4V85jw7A\nqsTrPD+twh5mpy4jmgybMS9xbkLFX82EpwtTRPkTB9rTAWRh6GHWLGWiRkADyNfEHXWisbp1Uhi+\nmfK6rD1PvI/bg01GETOjr8KoAEeFHmyhyZlZkOuI/6oTjdWtZ4cJDFJOizU0hPQkflE7LdZkgzB8\nunJarGEl1DWk5toYqjks1sZTB9PD3uptn8XaJXpoZKiWsFjrRYNN+Guqp9NijaECmqPrmofOakhY\nrNH2yvSg7vJarOkjOPJUS1is8eyKg9pUj8XaYuA8kRUcBLVLo16JDGAeDgC4FTilfHg/5gcAZFTi\nzevhIGYzV+lh4NDy4XszPwcAeArYr14J7Mz8KoCwGG/Z8G2YDb3q56DWzXIZfQfYxn8JD672yGUU\nYQHC2FZXVGxZpD3zNwCAr4BOZfNHhYJzAQCzgDVTOVNqNbYpdBlFblV6bwILiVfRANA0vzC9I3wS\n8eYaADZR+LB8+CjifuHH6+EKI8v3cDbxTRoAblIYWD58A+KpGgC+VFinPh5s46nDjvorAD3UhGeD\nbXP3T6gXDR6rBwB4UR28UzCmHgnQ9kq/zADUKATJO/DyxbNFVmUAs321pGsCUAOhTyIDmIdZDUNK\nsVDk8JCCRqVZaFHQ6JFSLBTZm/lZq+HpsiwU2SWkoNGLVgHCIuHdQwoavVHSQS39u6ApTF/wx7m0\n17ZdgNCH0mqLSHtmu25qaRaKtGKeY3X7PbBGuJyB8CiBhsz2xOrSLJRFxM2tr/nNFBaWsUD7mHhT\nK3wzhYllwh8m7hsfZBylcHeZHs4lvsHqYZDCqWXCNyb+zAqfrnT7ciycQGt11zOi1b3V208GGd5J\nSfWlf4/W1UnJr6me3YOXSiVAW9XpN6s5q7sQlPlC3mi6yJrV3wWnmh/Ma3KpBkKHUhQ0GlKwpLPI\nEcz3p5pHpqvS+3voFaegUVEWiuwTp6BRCRaK7MKcLijxUkEWinRnHp9qLu6g1s1TcSIqxluKgpFM\nAULf3Rr25dYOcQoalXDWFmnNPCfFvB+A1q4jJpMRacT8Syr/EiyUxcTNUhe7mivML2aBNpl441R4\nN4X3i4U/StzbdantGIU7ivVwPvG1KQu3IQonFgvfnPjjZAL0tdLtirLwI2qzhU646OEA9eqjQaFL\nI0fRNaP0nxKN49Vu3YKiHmi0SZ1+L/l2qyEIkr261egz+Xmd5N0xH5b6NroiqQbCpEROdFHQ6LZc\nFoocyXyfZ+O9RVgo0ot5tGfjI8AheeH7MD/j2fg00LNAAru6KGiUz0IPBY3yWeinoJOFtnxjQXvr\nZKCrq7267KGg0bQiLAwpmM4NwByglasdERpDCjpViIWymHhlz08+qyYL0zvCPyXu6gnfUuHdvPDR\nxIf4f3DqrzAsr4cLia+xblK1dbvC8XnhWxJ/4E6AZiq9Zj4LP6dWm+hZzk2HqBcfCPbNDj+eLh+p\nz3Numqh26Bq8l5sAdVmqP3K/0erfCC7ICW84UX7ewH2P6Js+s4wVWzUQxiRyIvPtmbtksVDkSOZ7\nM8PvBY7ITCCDgkaPZrAwk4JGY7JZKLIr88uZPbwUFaZ3hW/rp6BRlpuoi4KIrxLwPrClqx15FEyw\nML0DRNZhrl4Nc2latrO2yBrMP4R9Osd8pjC9ezgowsw/OzeFymGhLPFT0KiFwo9+C7TPiTfMDN9a\nYbw//AniXnm3XQxQGOrv4SLif2Wa19yhcIw/vDvx+1kJ0GylW2ex8Ctq0UXPydihnxp7d+A1uD+F\nLh6hs6q+T1ZbdQ4+ztiBOi7RnzfJ2EFdheBS79aGb8kv3bJmSjxfv7Jtf2jVQFiVyEl5FDS6DTjJ\nFX5UHgWN7vOxUOTgPAoaPQoc7ArfN4+CRmMA91faAhQ0Gudkoci2zEVmHPsc1LLHgvaqKTRRkIKI\nrxLwiVWA0L4imktBo+k+FoYUzLoFBgDwI9DCdXuOoaAzf1teFspS4qYFbv9rqTDHZYH2BXGXAuHd\nFd5yhT9FfGCxmw9PUrjV1cM/iC+P9xCdDPt83K1wpCt8B+Lx+QnQD0q3dLPwG1qlk873PThGPT4s\nSHo/ATiDLhiiL8sNn6I27hBMcefWbrGe1jS3B/UPOA1NVxonv2yXP19wdP3u3/vjqgbCikROYh5a\nePehCRaKHM08snC4g4UiBzM/VriHxxIsFNmX2WsEnNLYNAtFehSjoNE4YNd4+HbFKGj0VspBzUdB\nxFejxoShaJGxoL1gii7ZQ7GCFDRysNAaCyL7J0CA0sV4U2NBpELshwJSDmR1xE0K3wTfSuGHuAXa\nVOL1C4dvp/BGPHwM8f5lbsE/VWFQvIfLiC8tZuFGwH0Kh8XDdyF+o2gC9KP6bdXkCZxNK6+tnVVB\nHBqgHro1iP0vPpf+fLO+qmD4DNW5TZC8Ak+tFuuZSWs9n9R5CG6OtTQYK7/2KDprfmTBWx5WDNVA\nCJSmoNFQ4MQw/Bjme0qG3wccbiVwSBkKGlVZKNKzDAWNYiwU6WHNJiyolyMWimxnzSYsqISDWsGx\noL0asTCbgkitmoVq0SWRjszTS+Y/3a64JLIm8/epgybHfPFN88NivCQSMJedMR1jodQRNy45Fay1\nwuzQAu1L4vVKhu+g8FoY/gxxz/IT0QYq3Bz2cDnxP3QW+dJ0fFChdxi+O/Er5RJoMF/91rx6An+k\nYE29uFQPp6r7bgoqDvsX0sBr9Q2lwmep9qsH0Tcn0CqL9JyiFDRSZyAycWvwmPy2bznvmNuAP5cK\n+OOqBkKInFyegka3GxYy312v8PsNC0UOCefUl9VjzCzSM5xTX1ZjgX1QTwoavczM9aKgUYWF9aKg\nWfiAmUuOBe32CgvLU9CoUn0wpKCPebYSmxYws4uCuVdHjSosFFWegkZrKmaWacTr1it8J4VXAgC8\nT32nY5+hmFn+RXxRqofsQaHZ4RGFXgEAfrE+CTRYqH5rGgBYSA1balWPHs5UdzLzJXTSlXpQPcLn\nqtbNgwUAqPFCvcBdciRb6kQwM90nvx1cHwe1G4Cs3zNXGK3ozjJBEABYkf2flj3/WgLLqOWefy2B\nZdRyz3/ZE1CqPt8D/jCqgTAA/gP8D2C+0KVvoDiBebhzeCFyHPNd4QXS4dbX1+pXWZF+luN2uvND\nQwOtB3wjGJGDmJ9wDmhE9mNm9gJodgAAIABJREFUYDTQC3jck2TkuO3sYbcwgWf9++wcOm4nt4ps\nz8zAK8AuwCueBLyO2yJbME8IL5C+E98ahW/K/JHz7AEQ2YiZgQ+BzYBJzt1EOjNP9XTeiXka0AUA\n8IVz+JjtuC3SJjyB3zj/AAASWY15gWdTE2YGFgLNgUXxHqIkGzB7/5OKhBZiDZTj+AQAsoC4hQa5\n/NW+IWZGO4WZAdqrtMUaGkA+IN7S46A2jnhPbQaF2DPlwWYO8QDx0dphn2Yc1G4gZsY5CtcF+Ktl\nomY9ZCDxUF1tsXaQXsRjtBkU4nmVtlhDQ8h6xN9orASnxVpdUDmBzdQCrvirVY3WzPLrtO7e+mPb\nOC0yWruR+jDzhWrQlcHAf6mroh1sr7V9adhr+rC0v5pZaEbfVhzU5rDTYg2iaVfRo7lqq2ZZrNF1\nwsyqN4KHUbe7w2INdeD5Mo95kctirb/INcwXASs4CGuXRo0GAQNLBYQUNBoGnFD2kCKHMhsH0QeA\nfuXD92OOHEQfB8z93AV/HosoOA4A8Cywd/kEtmd+M1wzLCwVbihoNB7YpnwCG4UOaoibqBUMNxQ0\n+gJYv3wCkcvoN75KvJnhTZgjB9FFvmK8mT1QhZGk8Fv4c1f6t8jEQrgq3xC3DxG7tsLX5YxXZBzx\n7mH47grPp8LJdXSrUW4gPjfs4TyFf5VMoBfxk2H4WIU9S5uo1QXU+BcNoLFasihYBQBglT2Ctr5a\naEpu0jdSn7/oyo3il6rr/xpc4NzT7srqUwNoRt+KbgVALQiCVqWHdHSd6NMrV0Tr9kPjnILBSfUX\nGVQrSQGgBkJLJVgochzznfG24cDxxQ8m0jukoNEDwGFlwm0KGtmF6fN/bIt7baMsC0V2sCho9ApQ\n1IBKZEuLgkbvlGKhyEbMn8TbSrBQpBNzoob3F3YBwgI9tGW251x/m67EmxnelHlpvM1RjDezB4qN\nFBso/GqRwIlD61m+JV47PtBsrzC9KEvkFeIe8fA9FZ4Ncn7Ss/4S5Ubis+M9/FXh8sIJHEo8Oh7+\nvEKPEiysa0KNlY4yaq4W/Bi0QBVXUedJ/pnlwdTrLB0rtf0vddU5wcXOncN+dLRAQEv6cpGu/s2o\nORy089027BBdLvqcGMbqdkeTosY16CtyR42CoWogtDUIOD13J5H+KQoajQD6FzmMSG/mh1PNDxZk\nocj+KQoamWK82YNCJwXNR9RzwF7FEtiB2fkf7tUiLBTZkvl915aiLBTpmqKg0SRgkwLh66YoaDSl\nIAtDCiZO9bem+mCB8KbMS1xbKgUIC/RAjuulDRV+CRz8s5cNBb8jXst1uXUdhWn5LJHXiHdxhe+j\nMCaIXZi1L9VaacjNxGe5erhI4ZICCfQlfsQVPk5hp0IsVM2o8VJtJ0XA6urH2UFrxBCooxEhqjvr\n26nn6dox5fd6den/BFekEIg0VtekT+bpdZNZzWwUdCzEQvqb6IscGFu6A5o6/2/F1VNkVI2Clmog\nTGhwNgtF+jPf4d9+Ry4LPRQ0ehDomxe+P/NT/u2VYryFx4IJWOazUGRHDwWNXgV2ygzfykNBo3eA\nrfMS6Mo82b/9o2wWiqwbFl1yKp+FIm2ZvwvXEqiZmctCkZU9FDRakstCNwWNGilIkAaPvSyziNv5\n7wzoqPBlFkvkDeKd/OE9FZ7yhEdXRAcTn+Hv4RKFv2cmcDjxKH/4awrb5bBQrUqNF+l4UhW1UT98\nHbRF/LpouGcFb3fSnidp5zdRAPiP+ttJwbWJEMSvi7anibP1Ru7cpjUKuvgM9sJMzhZ9hRdjS7ZE\n04z/H8AuImNqFIyrBsK0BgOnOTfkUdDoDuA43zaRPn4KGo3KYKHIAZkUNHoqzkIUoKD9Bf75DBaK\n7Mj8el4Cr/lYKLIVc67R4rsZLMyjoNFHwMae8GwKGk3JKFkj0o75u9SVR1ir3wFt/eHNmHMnqy0B\nvA5bWRQ0YgUVxDKylmU2cdu8++PWVZjiZom8RbxDXvj+Ck/Ew+0rorcSD8zr4Z8KF3oSOJr4/rzw\nt/4/9t48XIrqWv9/1+GwinlQkIigiIKIggiooAYUMcoQUURFjAKKMU7JjXrNV+M3aq7RxKtmEgzg\nABgQhaA4oUIUUcEoII4gKIEwGBRE5rOXSH3/2Kf6VHXtXbV353d/3Ei/Dw9P965+V6/TZ/h0Ve/9\nboXjrCxUTanOlhCp7x+ib+rB6rOVQeET3xDJc7vHqNfwcE72849XNwwP/lB0Ulio05b+tjbsknbV\ndLi8Mjj6G9tRukrC+3IwtrMj6hsveQDdROaVKZhSGYRGPZBmochIBwpqTQQMW4eJDGGenh5PycxC\nkYHMz7o1kN5owkZB40c6c4zBvG4U1DKw0I2CWmYWihzlQEGtD9MsFDnMgYJanxpZGFGwIEq9jPrG\nP4HvmOwNmbe7NbDLyMJ8CmoFClURC+MQ+py4hdss8cMVVqSSa94i7uFmP0thpuHEVMYR/8itwp0K\nP0s1MJz4z272txWONbBQNaNgcw0FTTN4AOAwtWZZ0CY9WWY69RwWvury/JPUtUODsYW7hVIdaN7K\n8Phcu/qgVtB1T3qcRko4xgljOw5F/c+KBzuILCpT0KQyCG1KsFBkJPMjPvZJwMXx+yLnuVFQaxqQ\nSDL0oaCWDtfOPhfMmNhQzEKRk50pqPU6cFLM3t2ZgloLo10mChWOiu1E76IEC0UOiy2icFExC0UO\nYl4PwHQ6iGgcMRa2SNobMm/zaWBXUaCoKwW16ijsSsydkS+ID/BZK9VO4eNYcs1C4uN97GcrzEhG\noD1E/EOfCr9RuCHWwKXEE33s7yh0SjSgWlCwMSx6z2I7LzxSrXov0BfJq590JnUfEi5IPdyqqeqK\nwcEj8fPCTjR7Weg6oUwtrgh6JlhIQyV8xANjOw5Eg1hsamuRZWUKWlQGYYYeAH4EQORSTwpqPVpg\noch5sdWEjppeYKHI9z0pqFUTrp1HQTL9+ytwWmQ/OVpK6KU3NAtFukdLCb1U2HEJIkd7UlDrQ73R\nhD8FtT4F2kYNaAqmX7T4XcRGCNhQYKFII08KatWEa/tRUKuuws4ogWwjcXP/FcNHKCwNAMhi4u7+\n9sEK06tPTOUR4lH+Fe5R+GkAQC4nftjf/r7CkdErcCAFG8L0Nwmx20Xf0c7qk0XBEXpkFnUeFHr/\nDD+pRgwI9PqKsBs9+37otwOSWlAR9I4+Yhwk4VRvjG1viga7AKCpyJoyBe0qL6gPshMZ9npoRVn/\nosrfwX93lb+D/9MqJ8vs6yAkIuZxxnklAEQui3JDxsbHk5ccL2F+1DRbXB+9gJmByeni0QMGR0Gj\nxqNnMTPwF9ss0Fjctq2BPsycFxzzmu31EfkuMwMv2zvsGQWNGosfF72A8+0v8rHMS0xv03WFTswM\nLLa/AkWb0RcVbxc1sNTeZCFx29CDSCtmBlZF48Wvs0gz5k3216cJMwMb09+ayF6HWSWPFrVXwcyA\n9e+UCHEQBccUndVXQDYTM6ORig/GHyNriNuERYkzNbkw70fJNZ1TwTGFfJk5xGdG2TEVSNyogEwh\nZsZFynBUh8vcQ3yTOTgGtSA/jhr4k0qHzlQ/ph/xy2FNrEwyX0YOI2am1YpigTJUCzprhmpheyU1\nDXfXxu4oU2Y3RzdqY/d8asvMfdXbtfG1DpQp/K9v/DcNuy0cr6NkCv/H755OE5h5gTqdoWpXZ8qI\nvlF9lzaGVQ2jQBkUJctQT8XMahqMyTLYBRoj4YVciJIpSpbhDaJfwE9NyTL6340i+zgIypdGrRK5\njPlhAMCfgCtKqlCgYCmbf4mcxfw0AOBcALa/9abbBQxoCr5YQnAMEA9X62PjUKqBIgrqq0nzgRNL\naqBAwa75jzbY2zHrXd/0BoQlVNAU/DvQpiR7E+avACR3pfeqUKCgd2wKANlMvF8IAFtLsr9PfEwI\nAEcrvFdSBU3BCxUml2T/MfHoEADGKPzIVMHw3i9xVFMQK1V4SCkNzKe2vcMVAOYE3slHWpqC89TA\nnsHsEuzUU4WvMoAgZ12VWbxBpDED2JAxE7qsMghtErmM+aHYwFhfFopcwPx4dM+bhTEKApgBDI5u\npylYGE/gUKQP8yvRXe8QtRgFAbwCnFoqBbXmAz09G+jE/H50bzFwrKe9HfOK2IA3C0VaM6+N7q3y\nZWGMggA2Avt72VFNwcJ0CW8WyhbiptHb/EYKWzztHxJ3ip0ldFZY4llhKvGwqMJFCpM87T8l/kOs\ngbEKo2JTYdPY04odkvbEK6PP2FarPa39GnibDj4xrJ5m3Fe9PSvwfjM3gMbNDkfo2wvU6d2CeV52\n6lYVLqjuWU1DYJiKnqXaq0Va1Hwu+CnQ2a/APqQyCA1KUVBrrPtOliJDYxTUmgwMc7YPilFQawZw\nTt5pGZJXRIuSB19yDI5BMQW15ka70meQGBYKai1wZ6FI5xgFtd5xZ2GKglpLgQ7OFVozF+2busq2\nMb3J3jRGQa1NXiwUqRWjoJYHC2UrcePkxa7GCl852z8iPip1rayLwmLnCk8QD01WuERhgrP9BuLf\nphp4SGFkzmr9mgodiZcnKlSsUXtaujawhFoeFyY2au6n5j8d9LY9Pq3B9MfnwsRfjEWqV+fAdfNq\nOroqXJSYNqwmIXB+N177Y/n6kOLZMe/5vhvdZ1QGYbFERpkoqDXOhYUiFzJPNR2Z4sJCkUHMhvQm\n4EngbNN5GIreHouclqKgllOIWpKCcezNTbIwfSODglpOLBTpzPye6cg7yV3pbfb2JgpqLXNhoYmC\nWqvjm/Ha7U2ZN5uObAL2y7WjmoLGJdVOLJRtxI1MH/k0UdjsYF9G3NHyiVFXhYUOFaYTn2+qMELh\nYQf7z4jvsTQwQeHiZLx4/GewcC7YiXipoULFevVNi/wGPqQWXcL16fGz1KvTA6d3k0Pp3hnhtenx\n99QJHYIluXZqvyv8oE56XI1F8B/5z165RL4+wjxHdIFxjfA+rzIIExIZxfxg5kNyWCgyjPkx+/Ep\nwIWZdhsFtZ4CBgHIuCpkp6BWDgtNFIzXf7WwK70/BbUWAD0yG7BRUGtJNgtF2jMvz2wgh4UiB1so\nqPUPoHWm3UZBrS+BppntQaTSQkGtHBbKduKG9okPTRU2ZdqXE3fInDfRXeGtzApPEg+xV7hUYXym\n/Wbi32Q28KjCsKx0bzmW+H1rhVob1DfNsxpYQfsfFW6wHR2iZj8W9Lcd1RpOd04Nr7cdXaa6tA2y\nciGozc5wuTVaSP0Owf/JevbKN2V3l6yVEnOiPyJlFVQGYY1ELs+joNY44HJLhWHMU/Lsj9lYKHJ2\nJgW1ZsZ+jIumGupzwb/mVZhte1NoPxeM39U7LqUZ6UJBrTdtLBQ5JpOCWlYWihyRR0GtZXpjelOF\ng5n/YTwU0xrbpksi+2VSUGsz0MR2TKSSOSdqMoOFsoO4Qd70v/0VNlrsK4jbO8wePF7hTUuFmcTn\n5FW4XGGsxf4L4jsdGnhM4fzYeSFi54LdiZfkVKj1hdq9n7mBVdS4Xbgp236hen5icLbt6A/p1onh\nzdkVVqqOrQPzwlZquSNclRM2q36N4HbzoVpzZXeP/PWCM0ubv/ftVRmE1RK5nHm888PHp1kocpED\nBbUMLBQ5m/kpN7vefbAYRSJ9HSioZQhRc6OgVmGXCa9zwbjejPbjjTdwDPO7bvYlwDEp+xHMHzs3\n8HGahW4U1DJsQCiyH/OXbvavjCwUqe1AQS0DC2UncX23SfDNFL5I2T8lbuc8h76HwvxUhWeIB7lV\nuELhgZT9duJfOjfwhMK5xeeF0oN4oVOFyi/V7sbFDayjBm3CLS724eqpB03zOK+hm8aFFkYltUYd\n1iJYWzRIzXaE65224lK3Iri7eLDiBfnmFNdV85PdpzzsAyqDEPCmoNb4aG96XeEHzJN97I8BQ2P2\nc5wpqPU08P0kh/pGO9E7ak4hOAY5FETyrr6R2HHJk4Jaf4uz0IeCWu/GWehJQa2Po73pdYVDnCmo\ntTa+AaHI/s4U1PoKaBy/L8LMHtvRFbFQqojr+SwFa67wecy+kvgwz5VkJyq8HqvwPPH3fSpcqXB/\nzH4H8a2eDcxQ1XvTAyDIScR/86hQuUV93bCmgc+pzkGhYxIsAIxS0x4IEh/5X0/X3R/e5V5hg2q1\nX/BF4S412h5u9NiQUt2I4I81dyuekj1n+mXHjAN+6mX49qoMQoj80J+CWg9qFopczPxnf/tUzUKR\nc6I19V56Bhiob4mc7klBreoQNZ9zwfiN6mTtkiioVc1CkS6eFNR6V08IF+ngT0Gt5ZqFIodEa+q9\nVL0Bocj+0Zp6L20B9K7omoIlhKdUs1AUcR3/BdEHKGwIAMgq4rYlrac+WWFeAEBeIO7vX+EahT8E\nAOQu4ltKamCmwsAAgPQifsO7Qu1tSuoFADZT5QFhla/9SjXl98EIffsmuube8D7fCl+q5g2CrQCo\nzrZwawNfu7oWwYMAQI/JnrNLSVD7LXBLCbZvncrJMvbP3PcN7fX8qr3ewL+79voLuNcb+HfX/4YX\ncB8HQeXebmAvK8rfGh0NFJ8AiVzK/LDtPEnkkqjCw8aUC5ELYnHb6eKDI/vjtnMvkbOixO2ihcR6\njuj3mBl4PumKP8WpzK/Y+/9u9CKUEqKWTFAzK0rcNp9iihwbNfB20RcePXsn5g/svR0ZNfB+0h5/\nBQ6PJW6nv4Q2UYVPLA20Yl6XfuWjo80j+2f272AT5q1pb/QdrMPMwPbY0cRXIVKREbctQtAvYIUy\nRqyBIF8SNwuLBvU/WRsFmLWK7OmUtXeJu4WJ8Xi+2stRA31NIWo6Ym24JYCtFuS+qIEblTFiDbUg\nVxM/GCYOVdb8L/2iCnNV0aHqiLW2xGtDSoWr6bi1HVxtb6K2GiPWauObV6ld//DdjIg1Zr5d3ZcR\nsfZmODiRqRaLWGtA6/QLqDayMWINElJvCWeyMWKN7q1OUKvqb45YQxV4i2xm3m6JWLtaJPoZ3ndV\nvjQK4H7g6hJsIpcwTwIAPARc6m8fzDwDAPA4cEFJDWgKPpfafdDRXkgZfRno428/jlnTKzdBzUpB\nZr2m6i3AO8JK5EjmZQCA94BOvnZAp4yuAgCsiDamN7Yav2xQc1ukOfNGANmb8WY2oCm4DfC+LAag\nZksKUtjjHSEma4lbhwDQUmFtbC/f9IXwwt3kmzF5mbhvCAB9FOb4N3Af8Q0hAFyvcHdJGWz9iGeH\nADBH4ZRUBeMV/cINwg6mBt+EAOqrnV8FjUpoQFPwZjX61uC6EuwNaJ2EzQCorUHQzPukkO6V8CoG\noM5FnedzH27Q1SJ37/MURBmEkUb7slBkOPOk2F+Oh4GRPvZzIwpqPQ6c79nAGcwvRffSO/Hm2nsl\ns7b9WChyfERBLc1CMv0ryEZBrbe9WChyJPPS2MD7viwUOTSioNYnEQuLW41uJ/6Ixiio9ZlxM97M\nBuoyFz6X2u7LwuKNmSoUdnuwRNYRt4rZWyn8I8nC9GtQVGEucZ9Yhb4KL/o08Hvi62L2GxXu8sxg\nG0g8K1ZhrsJ3UzhPki9+Y2cdqi819iZq6xeBU9xBQb+nIf8ZVk8Uv13dd1P2+r6UmtLK7WHNfCu1\nkYOWHrOl6A4Jr69hWFV/1MlYP2zSCJHRZQoCKIMwJg8WRhSMi4BHgBFu9nOZ/5IafsKdhSJnMr+Y\nHPNgoUgv5nTs4cvAqW7245nfSg1np8ZkU1DLlYUiHZMU1PJgocihzH9PDevNeDMIUOi/OfMXqaPm\njektDdRj3pUc2w64Tho0b09YqfC1E0tkPfFBKfvBCqtiIEGKIrE3A/Iq8ampCmcozHJr4I/EP0nZ\nb1K4wzmD7WziZ1MVXlfomXlqG93YWZ/qVRXbm6sv1wfNHRsYQ4N+Eia22r5L/fq64FZHewtaujls\nWzSo1tcO2jixkH4u4S3FDKvqg7rWzyiKdZ7IhDIFI5VBGNdo4KrcB4mMYJ4IwPS2eUIuCy0U1HoC\nyA+ZFzkz2nqpSM8D/RzsvU0U1Holl4UiJ5goqGVjoQsFtd4Guuc10JHZFszxPnB0th2ASFsTBbVW\nAm1NF0jjHzoeYKKgVvHG9JYG6jHvNB3ZAeQspoaNglq1FSSHJfIZcUuLvY3CSgsLUTMirxH3tlTo\np/BcXgOjia+12G9RuM0hg+1c4qcsFd5UOC6HhbsaUr2dZntL9cXqIP8q93jqf1VoyL64T91+TfCr\nXHsrWrIhNEfAq1W1g/Y5a0npOgl/ZWbYrhNRb3Hu86OfyLQyBWMqg7BIY7JZGFEw43RhIjDcbh9i\np6DWtGwWxjYgNGpWNgtFejO/mtnAK1GgqNF+AnN2arBmYfrSqAsFtRZmsDCTglofZLNQpC3zyswK\nK4FDAZg+IkMmBbU2ZLNQpL6Fglo7s1mYv1U9KygrS2QD8YGZ9rYKnyRZmLwtrxP3yqwwQOFpewN/\nIr46036bwv/NzGC7gPgvmRUWKhxr2bMJ2NWY6m7Lsh+iPlsRZKXoTaS+l4fWT+TuVz+/PLgnw96W\n3lobZsUEquWVwdHWjD26SsL7shi2syvqZf6K9BKZVaZgUmUQpjUGuNJ4IHYuiMwPwCYChh1TRIYw\nT0+Pp2RloUh/5ll59lnAmRZ7LgW15hpZ6EBBrXSCmjsFtcwsFDkqj4JaHwBHGQ84UFDr70kWFvpv\nwfy5g93KQpEGzDvy7DsBc9RkPgW1AoUqAwnkc+IWDvbDFZabWEiQ+cQnO1Q4S+EpUwPjiH/kYP8v\nhZstGWzDiB93qLBEoVOQPh2s2o/qbsm3t1NrPgraGA9Nod7Dw5w1u+PVDZfE17rH1IFeWxken9uA\n+qBW0HVPepxGSjgmn2E7O6K+5ZJHN5F5ZQqmVAahUQ+kWSgyknkCADv/4r92k4CLk/bz3CioNQ0Y\nkmpgALPjzLAX0iwUOcWNglpzi1go0sONglqahYn3Cs4U1FoIdEs2cBTzh872D9MsFDnMjYJaq4A2\nsbvkTEGtDcABqQYaMjtml+xKs9CVglp1FHYlWCJfEB/gbG+vsKyYhbKA+CTnCmcrzEg28CDxD53t\ndyr8LJXBdjHxFOcK7yscmWBhVTOqs9nV3lGtejc4vGhwOvUcFjr9Ek1S1w4NxhYNdqI5y8LvGh+f\nllpcEfRMsJCGSviIK8N2HIr6nxUPdhBZVKagSWUQ2pRgYUTB9BQ0xEaKbjxaYKHIebHVhI6aHmeh\nyEDm53zsCRaKnMI817OBuYWNJkR6REsJ3VWUoOZFQa1FBRaKHO1DQa0EC0UOi60mdNTqwgaEnhTU\n+jzOQpGGzNt87LuAmo14/CioVVdhRzVLZCNxc097B4WPYgFmfyPu6VlhsML0qIFHiEd52n+jcEMs\ng20k8aOeFZYqtIs2tj2A6mzysx+jPlkY1GxUMpO6DwkXuNunqivOCSYU7naj594P/XZAUgsqguiz\nWBok4VQ/hu04EA1iCfCtRZaVKWhRGYQZegD4EQCRS5kfiQaNU+pts9P+zMwlUVCrmoUiA6M19V56\nATgDgMip/hTUelWz0J+CWoUEtRIoqLWImUWOjtbU++pDoCNKpKDWamYW+Q6zdV+eTFWzUKSRJwW1\nqjQLS6GgVn2F7QEAblaSvaPCBwEAeYu4R0kVhihmlonEI0uy36Pw0wCAjCJ+pKQKKxQzy4EUfF6K\nvbtatiA4CsDzdMyg0DtH8Ek1YkAwBUAPmrEoHFBCA+pV0hsghjNLYdj2pmiwCwCaiqwpU9CucsSa\nfZ0UgP8v0o/+xQp7PX7p372B8nfw372B8nfw/4cG9nUQ7OtfPxHzONN0eQAQuSwKHxoXjVPyRJBi\nO/EWFxE5n5mBycBFwGTj6aPI4Chx23j0rKiBGZZn/x7zbHv/fSL7S8YOgazEbZETmRdEF0jnWeyF\nxG3j0WOjBmwrLnTi9hLjWbVIJ2YGFgNdgXeMzyLSgXmZ/RVoFzWw1N5kG+bV6dcWIJEDmRlYA7QG\n1ia9BXuzKHHb+B1sEjWwKV65cFukDrNKPm/8q6uI7Mr+AhIHISiRnVY9t2UL8X6hPilEY1U9nnyY\nrCFuE6az06oD0pZEAWZdVY03+b/MIT7THKImU4mZcaHCYwEuUfHotZrH3EN8c1gUq1aTr/bjqIGx\nyhixhkrI6cTzQlQi8U8fOoyYGf9QODio+EyhAlQRBa1VgCpAtbC9FjUNdxcC1Yoi1uZTW91APzXf\nFrF2Wzg+nqkWj1gbQOO0fYE63RixxlBMG8OqhlGyGuIRa9StKnyV9UmhmmSIWMMu0BgJL+RCplpR\nxBpvqE5Q+9QSsbYDuFFkHwdB+dKoVSKXMT8MABhbwtZdIuczPxHdm1zCRpgiZzE/DQCYAQz2t/dh\nfgUA8CLwPX+7pqCW3ozXt8KxzJpebwH5M+VS9k7MhQTRxcCx/hXaMesE0aWAedlWpv1A5sJ8A+tm\nvJkVmjB/BQDYCOzvb69g1tMlcnalN9u3EDeN/ro1UtjiX2EJcdcQALooLPa3TyUeFjXwA4VJsa10\n0297iqQh/WPi0SEAjFG4wr+Bw4hXR5+xrVV7DvSuMJ/a9g5XAOir3p4VZOcIGjSAxs0ORwCYpwb2\nDGb72qlbVbgg+oxzGgLDVPQc8QaRxgxgA3CYt3sfUhmEZolcxvxQbGCcFwtFLohRUGsyMMz8aHOF\nAgW1ZgDn+Nj7MMcDl17yYqHIicxFGRXz4hsQOlQoUFDLj4UinWMU1HrHi4Ui7ZhXxAb8WCjSMkZB\nLcNmvJkVChTU2uTFQpFaEQW1/FgoW4kbJ9/jN1b4yqfCe8RdYhW6KizysT9BPDTZwHCFR5JLGtIf\nuMdOmOU/iP8YqzBW4TKfBo4g/jTRQMVnak8Ljwpv08EnhjXTjPup+U8Hvd3tg+mPz4U1fzQWqNO7\nBbYgC4Po6KpwUZ34iJqE4Ar3Aqi9WqRFzeeCn+pNy8oyqQxCg1IU1BqX3pXeYr+A+XHTkSmOLBQZ\nlKSg1pPA2W72IgpqvQT406dKAAAgAElEQVSc7mZPU1DrNUcWinRNUlDLlYUinZnfMx15B8haiRyr\nUERBraVAB8OjDfaDmNebjriyUKRpkoJamwCnNEuRWszpJdWuLJRtxI1MV7qaKGx2q/ABcedUhW4K\nb7vZpxOfb2pgpMKDpuSa1HmhXE/8u1SFhxRGuDXQkfhjQwMVG9Q3zZ0qLKGWx4XFGzWfpV6dHjj9\nEg2le2eE1xYNLlK9OgdOa5Co/a7wgzrpcTUWwX+4FEDtj+XrQ4pnx7yXmYK4L6sMwmKJjDJRUCux\nK73FPtRCQa0pwIV5FQYxG9KbAABPAYPy7KeZKKg1O5eFIidZKKiVz0KRrsy2lKd8FtopqLUkl4Ui\n7U0U1FqWy8Jo3yWbEhvTWyo0Zd5sOfgl0DTPXmmioFY+C2U7cUP75z1NFTblVfiI+GhLheMU3sqz\nP0k8xN7AKIVxsWukaRHkRuJ7LRUmKFyc10Bn4o+sDdT6Qn2zf06FD6lFl9D4TghD1OzHgpxQ3+F0\n59TweuOh99QJHYKcGdTUZme43JyoAED9Drnh3pVL5OsjzHNEFwB+azj2DZVBmJDIKOYHMx/yIHCZ\n3T6UeWrekzyWwcJMCmrNBM6y209j/mumPYuFIicxv5FpB/Ca3pjeUqGbnYJaWSwUOSaTglpZLBRp\nz7w8057FQpFWzGttRyOty2BhJgW1NgNN7PZK5uyoySwWyg7iBnmzHvZX2GivsIy4Y2aF4xXetNtn\nEp+T18AVCg8Etuui8n+I/zuzwqMKF9ob6Er8Xk4DtTap3U2sFVbQ/keFWatlLlTPTwys12Z+SLdO\nDG/OsC9TXdoG1oAkarkjXJWTN6t+jeB269HKN2V3l6yVEnNy303veyqDsEYil+dRUMu8+6AbBbXM\nLBQ5O4+CWk8bWSjSN4+CWrONbwpFTnagoNbrRhaKdGNe5GA3s1DkGOZ33RpYAhxjqnBEHgW1lgFH\nmOytHSioZWahyH55FNT6yshCkdp5FNQys1B2Etd3m/vXTOELU4XlxB0cKvRQWGCyP0M8yK2BqxTu\nT6W4AfJz4l87VHhM4XxTA8cTL3ZqoPIrtbuRocIqatwu3JRrH66eejAw5CBeQzeNC+2MirRSdWwd\nGBa2UrMd4XqnHUjUrQjuNozXmiu7e+SvF5xZwuS9b7XKIKyWyOXM450f/nARC0UudKag1mPA0GSF\ns5mfcrY/DXw/ae/LnBOBGNOcIhaKnBxbROGi14GTkhUcKahVzEIfCmq9W8RCkSOYP3a2f1zEQpGD\nmdf4NLAOaJmssB/zl872r4DGSTszu29HV8xCqSKu5zMDvrnC58kKnxC3d67QU+GNpP154u/7NHCN\nwh+SFX5B/CvnCk8oDE7aTyR+y6OByq3q6waJCuuoQZtwi6N9lJr2QJD4yP96uu7+8C5H+xp1WIsg\n8a6LGm0PN7ruwwVA3YiiQNOKF+SbU1xXzU8uYSr8t1dlEALeFNSq2YlX5MJoKaGXphZYKHKODwW1\nngEGRnYvCmrNAU6L7L4U1HqjwEKR7j4U1KphoUgXTwpqvVuYB+dJQa2PgfaR/RDm4pkRDlpfYKHI\n/j4U1NoCNIrszOy7YrqGhaKI6/ivAztAYUNUYSXx4Z4VTlJ4PbK/QNzfv4GfKPy2+rxQbif+pWeF\nGQqDogZ6Ec/3bqD2diV1qyt8TnUOCh2TYKt1pZry+2CEvn0TXXNveJ+XfYNqtV9QvZMJ1dkWbvXb\nmRmAuhZBdA2r4inZc6Zfdsw44Ke+T/ktVXlBfU6yTFlllVXWt177OAgq93YDe1lRbMfoaKA4HCQK\nGk0EjsSCPy5iZmBikavwv8j5saBRW7IMA48bj6J6QeGzxmePkmUYeD7pivd/KvMrluIk8l1mBl62\n2QGI9IyyRm3JMgzMt2e7ZAWNinRhZuAtY7IMqpfVf2DrLUqWYeD9ovHYK3B4LGg0bW/DzMAKY7IM\nqpfVbzB5Cx02Y2bgM/t3sAnz1nTlWLIMA9tjRxNfhUhFRtCoCDEzKBb7Ev9XARDkS+JmYdFgIlmG\nGa2UNVxmMfHxoTFTBgR5mZgZfZQxWQYVkCnEw6PgmIpYakx0W35NzIyblfEoKiBXEz8Y1kTJJJNl\npB8xM+YoY7IMKiGHEP8zpFiaTDpZhpmbqK3GZJna+OZVatc/fLcQJZNOlmHm29V9xmQZhpxOE94M\nByeiZGLJMg1oHTOrrYExWUbfoN4SzuSaNJlUsgwzV/U3J8ugCrxFNjNvtyTLXC0S/Rncd1W+NArg\nfuDqEmwiFzFPAZCxE29ehQIFLyjJrin4HJAzn9ti/y7zawCAPiXYkaCgd+gGUAhXQwm5M1EFTcH3\ngE4l2dswrwIAtCu1gQIF87c1N9k1BbcB3pfFgFgYd+idmVJdQVOwpcLaUirIy8R9QwB4udQGNAV/\npnBnSQ30I54dAkDfEhvQFKyvdn4VNCrBril4sxp9a3BdCfYGtE7CZgCCRtYIvWxpCqpzUcdxi7ak\nrha5e5+nIMogjDTal4UiP2CeHN2bWAILRQYzz4juPQ6c72k/g/ml6N7zviwU6RVREMDLJbBQ5Djm\nt6N7832X6sYoCOAt4Dj/Bo5kXhbde9+XhSKHRhQEsAIo3nzOoUIz5o3Rvc+A73ja6zJXRfe2+7Iw\nsSUFKezxTyBbS9w6qtBK4R9+FeQV4j6RvY/CHP8G/pv4ZxrkwE0Kd3g2MJB4VtTAHIVTvBvYwdTg\nm+oKTdTWLwKnuIOCfk9D/jPUb4Vxu7rvptz1fUk1pZXbw+q5x2prEDTzjtWmeyW8qhpjVf1Rx7Z+\n2KIRIqPLFARQBmFMHiwU+QHzn5NjE4270tsrnBujoNYT7iwUOZP5xeSYBwtFejEXpT35sVDk+BgF\ntRa4szBJQa23vVgociTz0uSYBwtFDmUu2sP7E684RpHmMQpq/dOdhSL1mHclx7YDrpMGDRszVSjs\n9kkgW0fcKlnhYIVVrhXkVeJTk/a+Ci/6NHAf8Q3JCrco3O7cwNnEzybtcxVO9mhgZx2qL4kKzdWX\n64PmjvYxNOgnYWKr7bvUr68LbnW0t6Clm8O28RG1kYOW7tOGQXdIeH0CY1V9UDcjDCOp80QmlCkY\nqQzCuEYDV+U+SOTiFAW1JjmyUORc5r+YjjwBGBYnpexnMr9gOvI80M/B3jtFQa2XgVNz7aimoHE3\nCScWmiio5cpCkY4pCmq9DxztYG+boqDWp0Bb03i6QnPmL0xH/gm0cLDXY95pOrIDyFlMDSMFtSoV\nvnZLIFtPfJCpQhuFlfkVZB5xb5P9DIVZbg38jvi66FwwrlsVfuHQwLnET5kaeF2hh1MDO+tRvSpD\nhZbqi9VB/lXu8dT/qtCw5Pc+dfs1wa9y7a1oyYbQkHyr1tcO2jixkH4u4S0GjO06EfWyAy0AAP1E\nppUpGFMZhEUak81CkUuYH7Ufz2ehnYJa07JZKNLPQkGtWdksFOnN/Kr9+Cu5LBQ5wUJBrQVAj0y7\njYJabwPd8xroyGwN5gA+yGahSFvmlfbjK3NZaKeg1oZsForUt1BQa2c2C3M26a2tIHkJZJ8Rt7RX\naKvwSVYFeZ24l93eT+G5vAb+SPyTMIHAMPbvlwo/z2zgAuK/2Bt4U6F7TgO7GlK9ndYKh6jPVgSt\nM+wTqe/lofUTufvVzy8P7smwt6W31obWaCS1qnbQPidUga6T8FdWjO3sinoZvx9AL5FZZQomVQZh\nWmOAK40HRIYzT8qzTwIuth0TGZJJQS0rC0X6M8/Ks88CzrTYsymo9Qpwiu2YyAnMuanBb9pYmEdB\nrYUZLMyjoNYHwFEWezYFtVYCh9obOCCTglpWFoo0YN6RZ98JmKMmnbaqZwVlTyDbQHxgXoXDFZab\nK8gbxCfn2QcoPG1vYAzxNVEFY6UQuEPhJksDw4gfz2tgoUIXawO7GlPdbTkV2qk1HwVtjIemUO/h\nYc6a3fHqhkuK1rpH6kCvrQxzpoap5ZXB0bawWdBVEt6Xg7GdHVHfeMkD6CYyr0zBlMogNOqBNAtF\nRjBPdLM/amShyBDm6elxk6YBQ1L2AcyOM8NeSLNQ5BQHCmrNNbLQjYJabwInpOwuFNQys1DkKAcK\nan2YZqHIYQ4U1Po70MbUwAHMn7tV2AAckLI3ZHZcsr0rzUInCmoFClWmBLLPiVu4VWivsKy4giwg\nPsnNfpbCU6YGxhJflbwiGiJxt6C7FG5MNXAx8RS3BpYodDI0UNWU6m5xqtBRrXo3KJ4/NZ16Dgud\nfokmqWuHBmOLBjvRnGWh0/4t6oNaQdc96XEaKeEYJ4ztOBT1Pyse7CCyqExBk8ogtCnBQpERzBN8\n7I8CP4jfFznPmYJa0+MsFBnI/JyPPcFCkVOY5/rY5xaxUKSHMwW1/hZnoQ8FtRYC3ZINHMX8oU+F\nBAtFDoutJnTRKuCQZAPuFNT6PM5CkYbM23zsu4CajXg8KKhVR2FXMoHsC+IDfCp0UPiopoK8SdzT\nx362woxkA+OJrwgTCLRdHdXjdytcH2tgJPGjPg28r3BkooGq/anOZo8Kx6hPFgY1+ewzqfuQcEHG\n44s0VV1xTjChcLcbPfd+6LHxg1pcEfRMsJCGSviIB8Z2HIgGseDb1iLLyhS0qAzCDD0A/AiAyEhP\nCmr9ucBCkfNiy+rdVc1CkYHRmnovvQCcAUDkVE8Kas0FqrchFekRran3UjUL/SmotajAQpGjPSmo\n9SHQEaVQUGt1gYUiLTwpqFXNQpFGnhTUqtIs9KagVl2FHVEC2Ubi5v4VOip8EACQt4h7+NsHK0yP\nGniYeFTsimjRGWFa+jH3KPw0ACCjiB/xb2CpQrtoh/cDqM4m7wrd1bIFwVEAnqdjBoULfe1PqhED\ngikAetCMReEAX7taUBFEk5JokIRTvTG2vSka7AKApiJryhS0a1+PWAuCQCRr+Q4zZz/gf1p7vYF/\nd+31F3CvN/Dvrr3+Au71Bv6nxcxKlbii/9uhfR2ERMQ8zh4PdlkUPjTWEsFFIsNiidvpBK/zmRmY\nnC4ei1h70n70rKiBGfaItdn2/vtE9peM7QE6X+Z1ox0gkZ7MDMyz249jXmg/emzUgHWiaXS+mBGx\nxsDizIi1ZfZXoF3UwFJ7k22YV2dGrDGwJjNibVP6qaOjTaIGCo9JR6yp5PPGv7qKyG79OyVCHIS2\niDXZTMyMRiorYq1NaM1XW0LVDXSNpbgl/5c5xGeGWRFrzLhIGY7qBLV7iG8Ka8LVKmNBa7UgP44a\nGKuMEWuohJxOPC/MilhjprUqI2Ktabi7EKhWFLE2n9rqBvqp+baItdvC8fFMtXjE2gAap+0L1OnG\niDWGYtoYVjW0RaxRT8XMahoyItbCC7mQqVYUscYbqhPUPrVErO0AbhTZx0FQvjRqlchlzA8DAP4E\nXBENpz/WgOlCTwggRsFSNv8SOYv5aQDADGCwv70P8ysAgBeB75XUQE9m/aFIr5LsxzK/AwD4W2kh\najEKdi3J3o75EwDAUsCwbMuhgqbgP4Cs+fR2exPmrwAAG4H9/e0VzPpTovyN6c0VNhPvFwLA1pLs\nS4i7hgDQRWFxSRU0BS9UmFyS/cfEo0MAGKNwRUkVDiFmxmoVtirFPp/a9g5XAOir3p4VeOcIDqBx\ns8MRAOapgT2D2SU0QD1V+CoDMO1+mC/eINKYAWzwSovY91QGoVkilzE/FBsYC/wQ1g/6kWahyAXM\nj0eD3iyMUVBrBnCOj70Pczxw6SVfFoqcGFEQwDxfFsYoqOXNQpFOzIUo7cXAsZ72dswrYgPeLBQ5\nkLkw8W4N0MrTXqCg1iYvForUiiio5c1C2ULcNPqxbKSwxdP+HnGX2Kd6xyos8qwwlXhYVOEihUme\n9p8S/yH2WzZW4TLPCocRr44+Y1ur9hzoZ3+bDj4xrJlm3E/Nfzro7W4fTH98LqzZ8m+BOr1bYAyy\nsIq6VYXRBshqGgKP6CoAqL1apEXN54KfFjYtKyulMggNSlFQa2y0k2XRSSHS54UiQ2MU1JoMDIOb\nRAYlKaj1JHC2m72IglovAac7N3Aic1FY0zzAaeY3AJGuzItTbxc8WCjSOUZBrXfcWZiioNZSoIPh\n0eYKLZnXxwZCLxaKNE1SUGsT4JRmKVKLOb2SzIOFspW4cfK9WmOFr5ztHxB3TiW/dFN427nCE8RD\nkw1cojDB2X4D8W9TF+seUhjhXOEI4k8Tk1Qr1qs9LVztS6jlcWHxFpVnqVenB06/REPp3hnhtUWD\ni1SvzoHr1Gs6uipcVCc+oiYhuML28GLV/li+PqR4dsx7vonA+4zKICyWyCgTBbXGAZdHt9OzvxFd\nEbXtVj/FhYUig5gN6U0AgKeAQXn200wU1JrtwkITBbVec2FhRMG4Ci+UEwtFOjO/ZzryDmCN5IjZ\n25soqLXMhYUiBzGvA5B6i+PEQpGmzJstB78EmubZK00U1HJioWwjbmT6yKeJwmYH+0fER6coqH/e\nuyu85VBhOvH5pgZGKDzsYP8Z8T2Wj6wmKFzsUKEj8cdh+iOLin+qb5rn2z+kFl3C9cZDQ9Tsx4Kc\nUN/hdOfU8HrjoffUCR2C/BnU1H5X+EGd9Lgai+A/ct2oXCJfH2GeI7oA8FjDsc+oDMKEREYxP5j5\nEM1CWyQG8narnwJcmNlABgW1ZgJn2e2nMf81057DQpGTLBTUymGhSDfmRakVYXBnoZ2CWkuyWSjS\nnnl5xgNyWSjSKknBgvTdtcBBmfYMCmptBprY7ZXM2QlbOSyU7cQN7RMfmipsyrQvI+5oomBBxyu8\nmVnhSeIh9gYuVRifab+Z+DeZEzceVbgws0Jn4g9NFUIAqPWF+mb/LPsK2v+ocEPGAy5Uz08MrNdm\nfki3TgxvzrAvU13aBlm5ENRmZ7jcHC0EQP0O2btcVL4pu7tkrZSYk/tuet9TGYQ1Erk8j4JahfPC\n4skyIsOiHQoz9JiNhSJn51FQ62kjC0X65lFQa7btTaHIScxv5NlfA0622DUF0yo6r7KyUOSYTApq\nWVkockQeBbWWAUdYKrRiXmsKPomPWFkosl8eBbW+MrJQpHYeBbWsLJQdxA3ypv/tr7DRYl9O3MGU\n/BJXCJygsMBSYSbxOXkNXK4w1mL/BfGdDtMXH1M431KhK/G7sS/BNI+t1ia1u4nZvooatws35T7/\ncPXUg6bpK9fQTePC23PtK1XH1oF5YSu13BGuygleV79GYHmSWnNld4/89YIzS5u/9+1VGYTVErmc\nebzzw8cDo5IjYWyf3lwZWChyNvNTzg08DXw/ae/LnBOBGNOcNAtFTnagoNbraRbaKaiVz0KRY5jf\ndWtgCXBMyn4E88dudgAfp1ko0pp5jT31Kz64Ls1Ckf2Yv3Ru4CugcdLOzO678BhYKDuJ67tNgm+m\n8EXK/glxewsF02f4PRXeSFV4hniQWwNXKDyQst9O/EvnSfxPKAxOVTieeFEOBbUqN6vdjYrt66hB\nm3CL4/OPUtMeCBKfdFxP190f3uVoX6MOaxGsLRqkZjvC9U5bcalbEdxdPFjxgnxziuuq+cnRlIey\nUAahlicFtTQLq3/hkvv0uugxYGisgXN8KKj1DDAwsntRUGsOcFqsgZNjqwld9DpwUszenXlhKibL\n+jEqgCIW+lBQ6904Cz0pqPUx0D5W4WDmwuSINAvDFBbWAS1j9v19KKi1BWgU2ZnZd8l2goVSRVzP\nZylYc4XPY/aVxIcnEZLxfkDrRIXXYxWeJ/6+TwNXKtwfs99BfKuPHcAMhUGxCicS/y1FwfRE7+hG\n5Vb1dYMa++dU56DQMQm28BVM+X0wQt++ia65N7zPy75BtdovqAlwp0bbw42uG1ICUDcinuxd8ZTs\nOdMvO2Yc8FMvw7dXZRBC5If+FNR6UJ8X2ncozNZUzUKRc6I19b56lplFTvenoNZfNQv9Kaj1hmZh\nRMEMpa80alWzUKSLJwW13tUTwkU6+FNQa7lmocghEQWNrdo+Lqtmocj+0Zp6X21lZpHAn4Ja1SwU\nRVzHkyIADlDYEACQVcRtM0+kCneL3uGcrDAvACAvEPf3b+AahT8EAOQu4lv87QBmKgwIAEgv4vmp\nCvYzQv0l1N6upG4AYDNVHhBWlfD8P1ETmPk2uvyu8P4S7F+q5g2CrQCozrZwawNfu7oWwYMAQI/J\nnrNLSVD7LXBLCbZvnfb1ZJnciLVc7fX4pX+xgX/3/ssN/Lv3X27gf0P/+3jEWuXebmDvi5mB0dG9\ndMbYpcwP2/O9LokqPGwJ6LogFredLj44CtB63PIUemX9s8myhWc/g5mB55gHAM9bnuJU5lfs/X83\n6v/lokOxCj1jidtF+WHHR/1bJ5rGzhfNGWxRA29bnqIT8wfGxgCIHBk18H7SHu//8FjidvoVaBM1\nsMIYohZNIi2O1ouONo8a+Mz+HWzCvDX9swGQSF1mBrYxNwS2pyPWAJ0vY323KkLV/VcoY8QaCPIl\ncbPQGLEma6MAs1bJBLXYDXmXuKs9g+3lqIG+phA1HbE23BLAVgtyX9TAjcoYsYZakKuJHwwTh2IR\na9IvauAVVRS9Vh3A1pZ4bUi1QBVArShcrRZQC1SBHUF1A03UVmPEWm188yq16x++W8hUi0es/Z6G\nMPPNavSdwdV3qV+nI9YYcjpNeDMcnMhUi0WsNaB1un+1kY0Ra5CQeks4k40Ra3RvdYJaVX9zxBqq\nwFtkM/N2S8Ta1d/qGFVHlS+NArgfuLoEm8gl0T69DwGX+tsHM88AADwOXOBvP4P5pejec0DO2iZT\nhe8yvwYA+CvQJxo2Xh0zXFoSOT7aqv4NwDt9Coinz7wFHOdvP5J5GQDgPaBTSQ20YV4FAFgBtPO3\nN2feCAD4DDjQ316XuXA5bjvgfWWsZlcKUtjjHSEma4lbhwDQUmFtSQFmLxP3DQGgj8Ic/wbuI74h\nBIDrFe4uqYF+xC+FADBH4VTvCjsCarA7BFBf7fwqaORr/z0N+c+wen7c7eq+m7KXNZjUgNZJ2AyA\n2hoEzbyBRPdKeBUDUOeijuNepUldLXJ3eVeKMggjjfZlYWq3+oeBkT72cyMKaj0OnO9jP5P5xSSl\nnvdioUiviIJaGSxE8m4IILVJrzcLUxlsb3uxUORI5qWxgfd9WShyaERBrRVA8Uasmfaireo/A77j\nY6/HvCs5th3wmCtRvDdThcJuDxLIOuJWMXsrhTWeAWZzifvEKvRVeNGngd8TXxez36hwl2cDA4ln\nRRVC4BWF73pU2FmX6quaBpqorV8ETrk/WmNo0E/CxA6jd6lfXxfc6l6hKa3cHtbMPVYbOWjpPm0Y\ndIeE19cwrKo/6tiCNCwaITK6TEEAZRDG5MFCkeGm3eofAUa42c9l/ktq+AlHFoqcyfyCCVTPA/3c\nKvRiTsceup4XxigYH/dgoUjXJAW1XFko0jFJQS0PFoocyvz31PAnjiy0bNL7T0cWitRj3mk6sgPI\nWUMWVTDtUFip8LUTCWQ98UEpe2uF1c4BZvOIT0lVOENhllsDfyT+Scp+k8Idzg2cTfxMWPxLME/h\nRKcKOxtQvV3FDTRXX64PmrvYx1P/q0LDkt/71O3XBL9yqdCClm4O2xYNqvW1gzZOLKSfS3hLMcOq\n+qBuRhhGUueJTChTMFIZhHGNBq7KfZDICBMFtSbkstBCQa0ngJyQeZF+zLOie0VT3QHMymWhSG8T\nBbXyWRht0ms8X3RioSmDraC3ge559o7MtmCO94GjHRpoa6KgVj4LMzfp/SfQIs9e30JBrZ25LMza\np7e2guSQQD4jbmmxH6KwyiHA7HXiXpYK/RSey2tgNPG1FvstCrc5NHAu8VOxc0HEfgnmKxyfU2FX\nY6q33dxAS/XF6iDnKvdE6nt5aL0Qeb/6+eXBPdkVWtGSDaE5Al6tqh20zwlVoOsk/JWZYbtORD3b\n71ZM/USmlSkYUxmERRqTzUKREXm71U8AhtvtQ+wU1JqWwUKR/hEFjb/G+o/BLOBMe4XezK9mNpBm\nYU392MZMsJwv5rBQpJudgloLM1iYSUGtD7JZKNKWeWXGA4BPMrasEfkOc1b+FrAhg4UiDZh3ZNoB\n7ASsCVv5u9WzgrKSQDYQH5hpb6OwMjPAbD7xyZkVBig8bW/gT8RXZ9pvU/i/mQ1cQDw9dS4Y198U\nulkr7GpKdbdkNXCI+mxFYN11awr1Hh7mrFYar264JL7EL6m29NbaMCsmUC2vDI62hc2CrpLwviyG\n7eyKepm/Ir1EZpUpmFQZhGmNAa40HnCgoNZEwLBjisgQ5unp8ZTMLBQZwPy8ZZFXmLxrZqEDBbXM\n54WxMG7b+qwcFualzxRkZqHIUXkU1PoAOMrSQC4FtT41slDkQOZ/OtjNLBRpyOy4ZHuXkYX5FNQK\nFKoMJJDPiVs42NsqfGIJMHuT+ESHCmcpPGVqYBzxjxzs/6Vws6WBYcSPx84Fw+TPYOHuIoVjDBWq\nmlHdzfkNtFNrPgrapMenU89hoctvECapa4cGY9PjHei1lWF+7rz6oFbQdU96nEZKOCafYTs7or7l\nkkc3kXllCqZUBqFRD6RZKDLSjYJak4CLk/bz3CioNQ0YkrQPZH4ub0onYn8JXihiocgpbhTUirNQ\n24somP5rksNCZwpqLQS6Je1HMX/obP8wzUKRw9woqFXMQpGWse0Jc7UBOCBpb8i8zdkOYBeQ2H/A\nlYJadRR2JUggXxAf4Gw/XGFFKsDsLeIezhXOVpiRbOBB4h862+9U+FmqgYuJJ1sqpIeXKBydqFDV\ngupsdG2go1r1bpC4SD6Tug8JF9gen9ZUdcU5wYT4SCeasyx03ctMLa4IeiZYSEMlfMSVYTsORf3U\nT2sHkUVlCppUBqFNCRaKjGR+xLPCowUWipwXW03oqOkFFooMjJYSIpNDRUR8ATgjqnAK81zPBmpY\nGIVx56+piP2fYKFIdx8Kai0qsFDkaB8KaiVYKHJYbDWhoz4F2kb2ou0JXfR5gYUijTwpqFVVYKEf\nBbXqKuyoJoFsJK4RIkkAACAASURBVG7uaW+n8HEswGwh8fGeFQYrTI8aeIR4lKf9Nwo3xBoYSTwp\nBCz5fQXFD32g0CHa2PZAqrPBr4Fj1CcLg+qNSp6nYwaF2fFJBj2pRgwIqtdXdKPn3g/9dkBSCyqC\n3tU90yAJp/oxbMeBaBBLgG8tsqxMQYvKIMzQA8CPAIhc6k9BrUeZuSQKalWzkPkZAHkngvHbhbsv\nMLPIqf4U1KpmIfPr7usLY/9Xs9Ahg82mRcwscnS0pt5XHwIdUSIFtVYys8hB/hTUqmYh89aS7ACq\nmLkUCmrVV9geAOBmJdmPUFgaAJDFxN1LqjBEMbNMJB5Zkv0ehZ8GAGQU8cOmCmHsJy6NxhBYqphZ\nWlHwWSkNdFfLFgRHAegflhABCADPqWHM3INmLAoHlGBXr5LeCTicWQrDtjdFg10A0FRkTZmCdu3r\nEWtElP2Afz39aK/HL+31Bv5F7fX+yw38i9rr/ZcbyNW+DoJ9/esnYh5nTP8CIHJZFKA1Nj6eTMC6\nhPnRougs/U/kAmYGJgMXAZMtIWGDo8TtdDbYWcxPRxdIZ8RdsQ71PFLDswMQOY2ZgReBM4CXLBWK\nVtbXKIqe0ZtUvGz58tMBbPEv4bhYBpvtRT6WeYkl3qwTMwOLga7AO0VHo8d0YF5mL94uamCp0Y7q\nfJnVpqMQac3MwN+BQ4FVxqC1KF/G+M1tyvxVdIF0U9KL6IekDrNKVo5/dRXMHIVrm9MgRYiDsCg7\nrTpBbQtx07D6AmljlY5YA0HWELcJazLVkhFr8n4UgdZZWVPW5hCfaQ5Rk6nEzLhQ4bEAl6iio/qG\n3EN8U1iTqZaMWJMfRw38yZ7B1o/45RCVqPlXq/qGHEHMjJUKbQNaowrJajprTd/YUUlNQh2rlkhW\nq43dC+ng3uEKfVLYT81PR6wx5L9p2G3h+HimWjxibQCNY+ZX1cDewbOLVK90xBpDMW0MqxpGyWqI\nR6xRt6rwVdYnhWqSIWINu0BjJLyQC5lqRRFrvKE6g+1TS8TaDuBGkX0cBOVLo1aJXMb8MADgT8AV\n/vYLmB+P7k323QgzoqDWX4DB/g2cxlyImngR+F502zbFJvEvFsAG4OWiuTNuDRzHrBNE55eQwSbS\nibmQILoYONa/QjvmTwAASwHzsq1Me2vmwo5xfwfaZM7ULb5WnNyqfiOwv38DFcyF6RI5G9Mb7FuI\nm0T9NFLY4h+B9j7xMSEAHK3wnr99KvGw6FO9ixQm+Vf4MfHoEABGK/zI334E8afRK7Baha0D2wV9\nmK6tLqSDe4Z/1yOnqYWzAu+f4QE0bnY4AgBAC9T3ugW29btmUbeqMNoAWU1DYJiKniPeINKYAWzI\nWBJUVhmENolcxvxQbGCsFwtFhsYoqDUZGGZ+tME+KEZBrRleLBQ5jfmvyb/O2SwssqejZ14GTvVp\n4PiIglrzgZ4+9s4xCmq948VCkXbMK2IDfiyMNumNS7MQmfM0EC01SW9Vv8mLhSK1YhTU8mChbCVu\nHGsyBBorfOUTgfYhcadYhc4KS3zsTxAPTb5KFytM8KnwU+I/xCr8SeFyH/tRxB8nGqA1KmwZZHzS\nXhgPgXepZfdQ78xVfZbfT81/Oujt3sBg+uOz4RVhzUUCLFK9Owd/y7Akuj26KlyUmDasJiHweUNe\ne7VIi5rPBT/Vm5aVZVIZhAalKKg11nFLZ5ELmaeajkxxYaHIIGZDepM7C0379Hqw0BLABuAVRxbG\n8rjjWuDIQpHOzO+ZjrwDZK1EjlUooqDWUqCDmz1NQa1VwCGxu2H6RBDVFDRu0rsJcEqzFKnFbFxS\n7cRC2UbcKDbBstBaE4XNbhFoHxEflfrZ6KKw2M0+nfi8sPjZAYxQeNitwg3Ev001MF7hUjf7McQf\nGn62ab0KWwQwfdvij15KLTqH60NQ7BtMIegs9ep0fZkyT0Pp3hnhtYW7hVLvqR4dgiW5dmq/K/yg\nTnpcjUXwHy7Pj9ofy9eHFM+Oec/r3ei+pDIIiyUyykRBrXG5LBQZxvyY/fgU4MJMu42CWjOAc/Ia\nOJ15NgDLTM40C5G8Itorc7lhPgstFNTKZ6GdglpLclko0t5EQa1luSwUOdhCQa1VwCGWGYranr1J\n75dA07wGKi0U1MphoWwnbhhRsLg7oKnCprwItGXEHS1XC7oqLMyzP0l8btIe/0G7VGF8XoWfEd9j\naeBhhUvy7F2J37Ve7aANak/zGhYWtRkCn9D+HcJChF7hU9tqnavmPBbkpNsPpzsfC28Ik8ZCnWXq\n2LZBVi4EtdkZLrdGC6nfIXeXi8ol8vUR5jmiCwC/NRz7hsogTEhkFPODmQ/JYqHIMOYpeU/ymI2F\nImdnUlDryQwWinwvSUF3Fmq7S/TMK8Ap9gZOsFNQawHQw24/JpOCWlksFGnPvDzTnsVCkYOjreoz\ntDp2XpigjUizaGOmDG0GmtgbqGTOiZrMYKHsIG5gOhWL395PYaM9Am05cYfMeRPdFd6y22cSn2Ox\nF4ZHKYy1V7iZ+DeZDUxSuMhuP554cc68D/pC7dkvKGpK6x/U+LBwE2LncAXpk0IAF6rnJwZn24r/\nkG6dGN5cZEE1Zatrfqo6tg7M63mo5Y5wVU7YrPo1gtutRyvflN1dslZKzAEGZT/BvqcyCGskcnke\nBbXGAZeb7Bc5UFDLwEKRs5mfcrM/CRh+D0W+x/yS5U8g7CxEdC7oGMAGYK6Rham9mWx608hCkWOY\nHVdrLQGOMVU4Io+CWsuAI0x2FwpqrQYOTl0Rbe5AQa2vjCwUqe1AQS0DC2Uncb3QQL74bf3//gpf\nmCLQVhC3z6EIAByv8KbJ/gzxoAjD8cknaTBfofCAqcIviO90aGCywlCT/UTitxzsAH2p9jROfF4Y\nAp9Rg9bhluTUXypcGkXNg+kSNfPBwJCDeA3dNC68Pc6/giVWEwDWqMNaBGuTblCzHeF6p6241K0I\n7jaM15oru3vkrxec6Tt579uuMgirJXI583jnh48vYqHID5gn+zzhY8DQmP0cZwpqPVXEQpEzmF+M\n7tkmBFhZ6B89MxdITBwQ6eFGQa03gROSdncKar1bxEKRI5g/drZ/XMRCkUOcKailWViwN09uT5ir\nr4DGyQaY2WM7uiIWShVx3eTsGBsF9f/NFT5PRqB9StzOiSIA0ENhftL+PPHAzCzsIhxeqXB/ssLt\nxL90bmCqwnlJey/i+c52oGKL2tOwhoWbqM53wh1Rm5RGF5Ljo9S0B4LER/7X03V/DH9tfHBUp2aR\nTAj8U7XaL6j5maFG28ONHhtSqhtRlOxd8YJ8c4rrqvnJjlMe9g2VQQh4U1BrPDAqsl/M/Gf/p52q\nWShyTrSU0Es1LIx2KETe6SCMLCwpgA3AqwUWRnszeelvBRaKdPGkoNa7hXlwnhTU+hhoH9kPiZYS\neukfQGsAlu0Jc7UFaBQ1wMwlrJiuZqEo4jrRt9iIQJh+Ig5Q2BBFoK0kPsyDIgBwosLrkf0F4v4p\nu/EKbXzwaoU/RBXuIL7Vs4FpCoMjex/ieZ52oGKb2lMvALCVKvcLqwCksJeYLJM8RFeqKb8PRuiR\nm+iae8P7jI+Ml4rVJABfquYNgq0AqM62cGsD3/7VtQiia1gVT8meM/2yY8YBP/V9ym+pygvqc5Jl\nvvXa67EjZf2LKn8H/931v+E7uI+DoHJvN7CXFcWOjI4G0tkolzI/bMwNAUjkEmYGHrJnu1wQCxpN\nFx8cNfC45Sn0yvpn7Mkp/ZkZmGnvUE8itdn7RC/CS0Y7oPNlXrcf7cnMwDzjF4jqZfUL7fZjmRl4\ny/6ATlHQqCF6BoDIkcwMvGd/BQ5n/sT+ChzKzMAK21OItGJeZ/QCJPKd6Du4Nv3dj7JjmjBvKcqj\nKdwWqcPMwPZk/fgrUJERNCpC0N/BCmV6coAgW4mbxLJjkiEysoaYGa2UMVkGFZB3ibuG1liZl4mZ\ncao9d+Zx4oui4JgKpG/IvcTMuFEV5cUUEmTkauLxYfHR6AEykJgZLyhjsgwqIYcRrw0LgTKFZ6da\nQAWqgurkmgZqWxQo801tfMOx22/Qod8LP2RIIVYmfvseupCZb1O/LSTLxP8FUGfSQ6+H5zMUo4qr\nk2Wqb9RGVUNap7+DaiOnk2X0Deot4UyuSZNJJcswc1V/c7IMqsBbZDPzdkuyzNUi0c/wvqvypVEA\n9wNXl2ATuYR5EgDgspLsg5l1cNrjwAUlVShQsJRZYCJ9mF8BALyUnDvjXqFAwV4l2Y9l1sFpeoc2\nl482EzdiFOzs7ir8L3JotFV9u5L6/060PeEaoJV9WVpciUMRBbcBDVIPg71IwR6FcZPCHu/gFSCi\nYEuFtSXZXybuGwLAK6XYgYiC1yvcnaoQZr6QAELIQOJZIQCcWUoDVQHV2R0CCNTO7UHDEipoCt6s\nRt8WlHKVsSGtU2EzAGprEDQr5aRQU1CdizrPl+DG1SJ37/MURBmEkUb7slBkeERBAA8Bl3raz40o\nqPU4cL5nhf7MhZ/9mcBZnvY+sQA2lMDC5G713iyMURDAWyWwMLZbfZjJQqTuFlEQwHJfFqY26dUs\nLHrS0E7HUKQu867oUJqFuQ0kt6So8GahrCNuHVVopbDG0z6XuE9kP1Xhr/4RaL8lvj6qcKPCXUHO\n+4ckGuVs4meiOy8o9PVroKou1VE1z9dAbdsc5CzxLNIf6NwbwupFw7ep394c/MzLvh99ui08qHBX\nbeSgpddsKdC9El5VjbGq/qjzcvbDizVCZHSZggDKIIzJg4Uiw5knJsceBkY6289l/ktq+Al3FiYp\nqPW0OwtTFNR6CXBKzQAgcmKMglrzANdNR0W6xiioZWMhknfDqELH5G712SwsrhltVR9/ihVAYiPW\nzP4PNG3SuxYo/F2zTVlBtFilPvPOpH07YJs0WMSB0LwxU4XCN84ZbOuJD0pWaK2w2tk+j/iUpP00\nhdk+EWh/IP5pssL/UfhVYGResULIucRPJQ/PUTjFtQHVgOrsKq7eVG3+PGjmWOEBOuvHYeK3+E71\nm+uDXzjav0MffRkWx3+q9bWDNq4spDskvD6Bsao+qDvf0Y3zRCaUKRipDMK4RgNX5T5IZESKglqP\nACMc7EYKaj0BGBYnpSoMSFFQ62ng+w7200wU1JrtwsLYbvVFes2FhSJdmRebjrieF0a71acfZmQh\nknfDaHvCdHEnFlooqKVZmIVAACINmHeYzhc1C3OuiybDuJOqpbDbIYPtn8QtTfUPUVjlYH+duJfJ\nfrrCi24RaKOJf2yq8HOFXyYrFF6M2MPlAuLpJvtchZPzG1CNKdhufnkPUBvXBS1yKzxEZ14ZPp0e\nv1f98trgjlz7wfTOP8OO5t5W1Q7a568lpZ9LeIsBY7tORD3j71ZS/USmlSkYUxmERRqTzUKREcwT\n7McnZLNQZIidglrTslkoMoD5OfvxZ7JZGIVxZyiHhSInWSio9Rpwcqa9m4WCWmkWInk3TO7T68jC\n+OeCh0dbUqQfgFwWirS0U1CrcF5oPikUaci8zQ7LovPC4r/XWRTUqlT4OjODbQPxd+yfvLVRWJlp\nn098st1+hsKsvAi0B4ivtlf4hcKtlgohEEKGET9ut7+u0COrAdWUgi1ZH74epDasClpmPOBR6nNZ\n+ILt6B/VLVcY17pHOpwW/CPMio9XyyuDozMy9kDXSfgrK8Z2dkW9rAQ39BKZVaZgUmUQpjUGuNJ4\nII+CWhOA4Rb7EObpDg1YWSgyMJOCWlYWivTNo6DWbFseochJzG/k2V+3sVCkG/OiPHvWeWFsb6b0\n37J8FsYoaLwAq29/YtuyRqSl21b164Civ6QFCjZK7lZv/EBxB2AO2cqnoFZtKwvlC+IWWRgAgLYK\nn1jsbxKfmGfvp/CcPQJtHPGVeRVuU7gldo00br+EeHKe/U2F48wNqGYUbM6zA23U+uXBwcZDj9PJ\nF4c5n8WNVTeODH5nPNSR5n4S5gdfqw9qBV3N32i6SsL7cjC2syPq/918qJvIvDIFUyqD0KgH0iwU\nGelAQa2JQPHWYSLnuVFQa1q0H2+8wkDmZ93szwADU/b0lhQZmpNmoRsFtQwsdKOglpmFKQqmYWZk\nYaEBvSWFDYHxcQMLRQ5yo6CWZmHiD7lIY+YtpmdMN6NZWNS/GwW1aitIKoNtE3HzfAwAwOEKK1L2\nt4h7uNkHKDxjikB7iPiHbhX+S+HmWAV9LjiSeJKb/W2FY4sbUC0o2OhmB9qrf3wYHFo0OINOuCB8\n3cX+iPqPi4IxRYNd6MWPwlMcG1CLK4Kexd9uGinhGCeM7TgU9VNXLjqILCpT0KQyCG1KsFBkJPMj\nPvZJwMUx+3mx1YSOmh5noQ8FtZ6Ns9CTglpzor3pdYWTnSmo9TpwUsze3ZmCWgUWFiroXSmyPz6E\nhYVhFMZtcyE18mmchSIHxVYTOmp97LwwFGnC/FX0FNYLv7HbO+PnhX4U1GIFFctg+5J4f1cMAEA7\nhY9j9oXEx/vYv68wMxmB9gjxZT4V7lT4WayBy4kf9rG/o9ApZj+Qgg0+duAo9fclQc118mfp2MGh\ne4ggJqurzgtqsouPp5lLwjO8GlALKoLeNT3TUAkf8cDYjgPRILYnZmuRZWUKWlQGYYYeAH4EQP4f\ne+cdb0Vxxv3fUJ6lCEhRQQVRsQEqNlTsGlTEXrAiKqAmlmhijDFGTYxGjcaKCogoCPaKvfeCiiiK\nDRSxgQLSufOozPvHnNkzuzOz5fLm5TX3/D73c9kyz+yzey7ne2bPzu/hE0pSUGusZmG9KKhVYSHz\nfiUpqPUI0B8Ac9/yFNR6VrOQeUczp76UXtUsZN7azKkvpeq40DiRZmMsxMKUAVsGQVPL04H1UE8K\nan0LdAJg1ekNDUO9u5YCzVE/CmpFEnURAJ4vqF05DADARhIfRQB4kqCty4cfIPGAsUAbI+j48j1c\nKnFWBIBPFjSyfPgUiU0iALy2oO/KhwO95LS3oo0APCV67KvezW2f0j1yyP7RWAA7irsnqvpM9pUv\nCl0AURzA6s7SGFvcFqssA4C2zF/VKBhWQ7dYi6Io29xopbsfrfQEfu1a6RdwpSfwa9dKv4ArPYH/\ntohISrmys1iZauggFEIQjQj7bw025kPD7e1JB6xjicYG3LMON+Hj3M5N+MHGcdu7d3/Tw/329qTF\n2uPh8D1N+GPecEAw72Y5brv+ZDuZHp4LW6y94W434duY8Ne8/SM9sz4ty4Mt9BppD7ZsAzYAU3wJ\nwHiwTfdYk0EwdzbhXyQDUy5rs71HBwRzB9PDrMAfiZ5K4fNGA5ibmvA659rEV0BQpJxQ46+2qGIh\nhlWSJmrmN38tqKsK+qtNMeGbJU3UhGWi9qygvcIebHcJIsLhloNa0uqMrxT0F+V1X0Nj8B9MAsNk\n1Xct+Zv7CXpOeS3WeCMT/qX0WqyhMeqaiFZKG6p5LNYmii66hz3lmyGLtQvVyNhQLWWxdoC4QYe/\nIvt5LdYIMhJzVF0r46yGlMWa2F7qHuSYoMWaOpJiT7WUxRrNrjioTQ9YrC0BzmZu4CCo3RoNinkw\n0S0AgJuAk8qHH050FwBgXP2KfzHvT6TnKt0HHFw+PC7S+yiQU1M70MNORC8DAJ4Ddi8fvg3RWwCA\nV4E+AMLf8IV6iCnYO7tlIHwToo8BAO8Dm5YP72xK1X8OxM9NBCdmuAtWnd5ZQMfyCcTlCZcBzcqG\nA+BFglorAGghsThK55t3EjxF0GYKAHpIvJ+c6p4hq1mFgodJ3BVV96YWvBsVAPAfBF2jAOAaiVPK\nO9dsJGi6AoDPJdapjwfbRNFlB/UFgF3lu09F2+a2T+kAccMTajCA5+SBO0aP1yMBsb1ULxIAeQ+i\n9BN4+aLZzG0IwOzQk9A1AaiBMCTmwUSjrA3DS7GQ+QhDQa3SLLQoqHV/KRaaIr2xHivLQuadDQW1\nngN2KxPem2ii9cZWmoWOB9s2xY+OCgU/sjZMKcVCp0hvBguRXFWmh1SFwllA/kxtK4GmyfKEdWVZ\nyIsFtbKSbCmxyGJhSi4FPxTU02q6qcR7PpbEF8NhJN8raIBZP1xifBQCXrUHayP/SdB/rO6GSZxc\nxrmmh6BPrPAvpepcjoXvirV6q+rfwJ7yzUeiot5JAA4TVz+kqpOSX5H9ekfPl0pAbFWnXq/mLMcg\nKvOBvOmXzGtUvxecHhctq8lRDYQeORTUGl6wkiXzkUR3OpvHAUd5Wvt7OCBJQa2iLGTeK0lBrRIs\nZN6Z6CVn8/MFWWgoGEu/H4VYiOT7qAKU737pW8VZyNw9SUGtKUDPYuFxkV6beSXGhcyr++r0zgZW\nL5aAt0hvCRbyEkGrOMRbRWJhcmQWGgt+JKi7SuwCsLnEu8Us0AC+X9Chyd1HSdweucBLL2gKniPo\n307vN0kMKeZcs7mgD9Ph4iup1izKwg9Exy1U+gmpfeXLD0SFbo0cLS6/R52R2jhR7tYrKuqBJnrW\nqXfSL7ccjijdq19NP+Gf1kk/HfM+kD+HsUGqBsK0mIf4KKg1IpeFzEcR3RHYOb4IC5kPIHoosPN+\n4KC8cLtUfUqPAf0KJLCLj4Ja+Sx0KKiVy0K7h5AHWyEWOjaktj7IZSFzV6IvAwO+QixkXiNcp/d7\nYLW8BKJwkd5CLOQlgloGGNVKYkGUzh2JVf5E0MbK8xStAnpJTMqyfancEX1Q0MG+BI6RGBNVG7s9\n6AT+KujSQP43Sxyf51yzpaD3/OHiW6nWyGfhp6JDTzXLu+sg+dxd0d7Z4ceLf45TZ3t3TZZ9ukf5\n84jEhsvUB/4XWl6N6Jyc8CaT+aeN/M+Ivh4yy2jYqoEwIeYhRDdnNsliIfNRROMzw8cDR2YmkEFB\nrQcyWJhJQa3Hs1nIvAvRi5k9PA/sGg7flujNwJAhxEIkx4IhCmq9BWydmX8GBbWyWMi8LtGMzAGf\ny0LYq8xrWM/OePVDBguZmxFlP7+Xw0JeGqagVhuJ+Q4LYwh9JmhDlfVBZUuJty2YOUzlCYIOCCdw\nrMRoa1TqJnC+oH9m5j9aYmDYuaa3oElZ4WK2VKtlsfAL0XZDNSejweHyibFR0OD+JHH+aHVeRvhU\nuVW36MOsDLsuVZ82z2ggL0X09+DeJm/wz72yZko8U7+ybf/TqoGwKuaheRTUGgEM9YUfnUdBrTtC\nLGQ+MI+CWg8AB/rC986joNbjgP8jbQEKar3gZaGhoKvUu52XhbqHbCdSrbdDLGTukUdBrQ+AHr5w\nuzBTKRbG3wt2TNZmCukHwFPlgLkZkft0qKsgC3mZoBaZFNFaVeLHpG+LDp8uqFuAgvZnm60kJgY8\n2B4VtF9eAsdLjIrSnevwvwv6e4H8x0oc5XOu6SNoYn64+EGqdv78vxat11U/enfZGigfHhWlvZ8A\nnCbOGa7+kRs+TfboEk3z7hJrLlEz/AZ7tuQF8BqaNn6Bf94uf77gQ/V7fu9/VzUQVsQ8lGhk4eYj\nUyxkPoZoXOFwDwuZDyR6sHAPD6ZYyLw3UdAI2NETLguZdy1GQa0XgF2S4dsFKKiVz8IyHmxvA1ul\nNpmSFAX1YYqFpjCTmyqSqy4LK3szq1K4mgO0TybQvBgFteoAxwKtTlDzAhTRaisxN8FC/kLQemEK\nprSNxJuOBdrjgvoXS2CwxMj0kzv8T0HnF85/vMSApHPNzoJeKxou5snlbdIXcLZoubZa6G3varC8\n96Yo8b/4LHHmderSguEzZbeO0VfprDosUd+GSnGlJc9GdF1iS6Mn+Jddi86aH1fwkYeGoRoIgdIU\n1BoJDDHhA4luLxl+B3CElcBBZSioVWUhc78yFNRKsJB5V2s2YUG9GLOQeTuiN9xnXjIfyYhZCECV\noaDWOzYLS1JQq8pC5vWTFPQOBBFmoSpQlcLVXKCdSaCFKdJbXNJmIdcJalaYIlrtJOZUaMQzBXX1\nUdD7TZ7+6S3xenVgx08J2rtMAkMlbqreI+V/CfpryfzvljjEONfsLuilcuGNFsjlraoXcJ6I1lBL\nSvVwsrzj2miQXj5XnHKFuqpU+CzZuX1UfaJKtF6s5hSloJY8DbGJW6MHefne5bxjRgBnlgr431UN\nhGA+sTwFtW7WLCQaW6/wOzULmQ8yc+rL6kEiYu5n5tSX1RPAXqgnBbVeJCJDwWxlsbC+HmwVFjL3\nLE9BrQ+B7gCs8oRuqkiuelhY0o/b1jwi8hXpLagKC1mWp6BWe0lE/LWgLpkU9H7nC2A7idciAPyM\noD3LJ3CSxA0RAP63oHPqlf99EgdEAOi5+oQ3WiSXt4gALBJN2qn6WKucLm8jogvF0EvUsHqEz5Wr\ntYoWAhDNFqmFq9SjBzkERCTu4OUH1sdB7Sog6/vMBqOG7iyTa7GWq5Vuv7SCCax4/is9gRXUrz2B\n2iv4a0/g/4dXsGax1tBBCACIP825BlonEN0SMDAbRDTG3CC9xWxPOFwxH050d9ge7BBjoHWX9xCo\nzKyfEDAn24eIgIeAA4CHfeGCuS/R0+EEdjcJPBlIQBh/Ge8V6ENE5h6p//tFy4PNa29me7B5D7EF\n0WRvYoD2V9Phk9yzs1zWPg6cmi7MpG+QfuTtgbkr0YzwxVnbJGC3SfwZMHcgmpfcBfPn0YqIgB+B\ntsAC12INEMxNiH6xDh1Ln52xEBPSZxIHaH+ZNqrii2b/NALPEkSE1SW+j9BJ+l3WPhS0WdhB7SWT\nwK7Gg60x7AW+W9BRKrWxuvc6E/4Hy4Mt+cNnCLpRef3V+CBBjykcGAHAMzJ2VrN/eH1BXys0gkha\nuGnHtbqoksAqcpHXYq0pfnlVrLun+tC2VYuXrxWHENG5ctgl0SmXyMtci7UIcm8x6hU1wHZWsy3W\nWolvKg5qcym2VUvZrYmdWT1Mtq1a1V/tSiYieQii+1C3u8diDXWgBfwj0eKAxdopzDUQ1m6NArge\nOKVsjKGg1ijgBLPs3j9CYLbZIUTaQfQu4PDyCexDFDuIPgQEn+cO97A7kS4x+iSwV5mvxwAo5j5W\nqfoXU8/OZmS83QAAIABJREFUFEsg9mB7zfq+sHh4XJ5wErBlOGc4q/r6awpqTQU2KZ/A2kRfAwC+\nALqWD9el6rXmA23K9yCI9ElJKMc1RvlW7YdTZgnqZNbXkPiuvIfZS4J0naCdJF7wmahl3m7l6wT9\nXgHA7yX+E/n/67gyLzIfJOhhE/C4xG+c/FX4L0IBQF0kmv2sAERy6eKoVYFjJ3StOOQsdQcABXGh\nvOrc6M9le2glvpFqNQByURS1ZyD5KShbAuJKVqdU7ojW7YNmOQWDPTqF+fJaVYoaCI2GlWIh8yCi\n25LbNAu970Oe/4vMhxDdZzW+CxhQJgGbgloPl2KhRUGdUgYLkVzV+dtFevX2cixk7m0oqPVaKdcL\ni4Ja2SxMn1GyPKHWR6VYyNzZUFBrBrBOmfDWFgX1n8oCoHWZHmIKAgCExHLf/DxX+gnP751S9Z0k\nvinjYfaKoJ2tHnaReC4zgeSLwDcIOs1qdKbEFcnpicqJtSl+mKAHVGLj0xK7ORMc7R5SFGwhmslq\no1Xkoh+jthnnm9KNYv/Tlf1fGJfIy/4YnV+8h3Zi+iK1drwq51LUybIT8uLQGtCLi1idlWBY3e5o\nXtS4BgCOYx5WoyCAGggtFWUh83EOBbXicaH3fyGsd+FDfdXq7y7IQub+DgW1Hgb2K9aDTcE4w6Lj\nQouCqWZFWRhwn3m9IAuZN0tSUCvEQiRXlSlP6J7aR8DGxRKI/bhtfVmQhcxtiBb6MizKQuZGCQpq\naRaGPozZFJkjaHUfKteS+LqYh9lrgnZ0ethN4pk8Q1EdfpOg3znhZ0lcljy6O6bUED1C0D3Kc/2e\nk9jJ6SGVgAIA2Uo0W5pOoK388fvIM7/T1Six98lqAgBT9aOycIW86LTon0V66CimzlO2D7YAhPyO\nonWS1nqp293x5nNZ/c3DsGV90CJ3Ii4A4DDmW2sUNKqB0NYw4HfZLZiPI7o1vP8W4Hhr1fOZNrNO\n793AYXkJ9Cd6NLx/Qi4LmfcgejbwqdvLQjt/mCK9oQ/8+SwMUFDrdWC7vHBdqt6r/HEh88bmK0O3\nAYqwkLmLj4JaXwJd8sLbEC1wEzNaCOTco8uq09vIjAtDYzIFniuoQ3jAuLbEzDwPszcE9Qn0sIfE\n0zks5JGCTgqE/1nikij4x6UpeIygO5T/FQbwkkSfyPPXbbWRq4pokT+B1eWcb6Icb/SxYvfB6gk4\nFNS/r5V/O8k7191SF/HuLNXDextUzmwabfBz9t1RcSarS4IMW7olWuS5SvRjvqdGQUs1EKZ0QwYL\n8yiopVnofpQFoJgH5FWrvyeDhcz7ZlJQK4uFhoIp2almjQvNgzOhN6F8FjJvG6ag1hsZLGTePExB\nrSwWWhR0k4+XPwY2CieQqkrhaibQORy+KtF857hI/sEsAoJP0udXq28k8YvjGhMPxX4sUKq+i8SM\nsIfZREHbZfbQV+LJIMz4FkFDM8PPlfhnsOQTHydobJKC7oV8VWJb3/eFAADZXkQ/ZiWwlpw9I1oz\ntPcuseNA9VwKgfYCgOHy7OOjq0M9dBOvz1RbOpur4XJak6j7L5VtItlEQJzM6uochi3tjpZfBPfu\nzPx4jYJJ1UDo6gbgt+5W5uMLUFBrdHJcCPMurJ8gzZWfhcz7Ej1SLIEJwL6+Hn5D9EzySxgvzPws\nTJakqA8Lwx5sKflZyLw50XsFwlMsjMN1YaYQAu3tfhYWoKDWV8Da7lbmtkkKBoZsALAY8Mytzqeg\nlmahM+Dn+YLa5lFQq6vEFz4Ps7cF9S7Qw14SjyfHhZqCtwo6oUD4eRJ/95CMhwgareLV6m84f85v\nSmxlXYGYgquLaE5+Al3lt59GnpH9/WLbw9Ur9vjPHDw9NBwtzzg6usHtobt4YZpK3f+3H0Wu/Mip\nTaJeyxP7BQCIY1kNL8SwJeuipc/gYSvml2oUdFQDoVc3pljIfDzR6DI9jAaOs9+HrDq9RXQPkHAy\nLENBrUdSLDQU9Mp9U7FZqMNjG1IvSNztaRYWpqDWG0CiDmphCmqlx4XGjDvEbzhbPkmx0KrNVERf\nA2slw9sR/ei9W+u7R61cFhaloFbj5LgQ4IWC2hSjoNa6EtOTPUwStHXhHvpJPJoYF/JYQYMKh18g\ncX7SAe5kQSOVXs6Rvn5vS/RK5C87iWh20QQ2lDM/jNa1tzwitjhITTRHSLMwtVFBjJO/OyxKeBf3\nEk9OVbs5s1j8kpMbR70TL7c4jNWYEgxb0gmrJG1TN2Z+p0ZBn2ogDKnKQuYTSlJQS7MQgGI+wleh\nMFv3xixk3q8kBbUeAfqbHjIoqJXFQoeC3ndzd+HFpAdbcQpqvRmzkLlXGQpqxSxMGbBl5Jxa/gTY\n0PSwDtGXJRP4JmYhczuieXkYdu4DYgnQwvRQhoJajSV+rqCoWqq+lNaX+Mx4mE0WtGXJHvpLTDAW\nbuMFHVMy/B8SfzX5nyroRouC3luj7q3UyRI9TQJri+jbcgn0kF9Mjrrp5adEj/5qMnyDP99qZeM9\ncsj+UcV2qrd4aLLKqN/kQaOc2CjasdKl2JfVPaUZtrgtVjHOfZ2ZP65RMKDahPoVdZapqaaaavpV\nqzahvqGDUAhBNCJsvDKYiICbQsYiAJiPtbxGXV+So4gIuM11FTHeIgcbo9FU5zp8fyIC7vN2jsqE\nwsdDuQFg3pOIgOAjNknrmXQnzLsREfBUaruV4U5Er7iZWxluT0TAS+FT2MYYjXrDtyAiYGI4fFOi\nD8Jn15OIgEmh6wMI5o2JPvG9OnrvukQEfBYOX5voG7+nCwTzakQEfOd9fVF5fGaBsXJJ/TRCxVmG\nALcwRfwSCyLluzaAAC8VRASyXGOSv3mWoLVVYmNygacKIkJ3YxyTatAI/KKgPcLWM/cJIsKhMrZ0\nSS3wNYL+pIJ7zxZEhCulaysT/+b9BD2lqm4ySX8Z3kgQEaZLNDbmMiZWr9Y1Ea2U9pGpusk0xc+E\nX5ril4miCxHtIifHtjJN8RPhp6Zm9Sox4Dw1WnvKpH7rhX7iZiJ6RfYjsHGWkcZZRhJkJGYpuWrF\nTeYnZTnLKPykxDZ1RCQfAJZanjLWshjG6kiKrWS8zjJEND3gLLMEOJu5gYOgdms0KObBRNo47eT6\n9hBTcJDZ5n1Aw3/HjHl/Im2cdkhGs4zblRYF+9cr/92IngcA7FmPcFQp+CKwczjV0HZlKPgm0Dsv\n3PPD3NNMN3Qf0iuYv6bgp8AGmanaC3E+YF6NSJcX6FTfBDQFlxUpTO8JX2rKE3KyEm/hO9wVCm4s\nMTX4JGdaVrMKBQ+SuNfnOwNnObnAZwu6UgHAH0u73mhVKPipxPoRnMRzz2Oi6NJHfQHgxahX/RLQ\nFHxOHrhjVB9nfLFNnXo1AhAFq3HnSFNwNrB+ftuGqxoI/WIeTDTKrN0EnFS+B7tO723AsYGvo+It\nsBuYUvV6y731YCHznkRPmdXSLGTe3VAQwFP1YCHz9kSvm7XSLEyWqs9loXt023pmErBF+fzXs+r0\nZrAQ3leWeXWi783274CO5RNoShRPry7NwkSRXpKQTlV6W14Kfiyou/lmbhOJD300ivt0GMkPCjrY\nrB8icXfeXPsUBf8i6HKz6UqJ35d3gOsh6BPTw3SJrkEWeuE+Way1jao8HrWLnPx01LtsAgeIGx5X\nlWJtr8h+vSN35lKWRK9l6q3Kiy4fQFS+li7NZm5T+V5wOrBZ6Q4aimog9ChJQa3hpVjIfLRTp1ez\nEIE3UNhvr74ivSEWesIBMO9F9GTyraUEC33WM+VYyNzHoqBWiIWx7CvglicMsRC+seCmjvXMu6VY\naOr02sfKZmFilXkNotnJXeVYyBwRxd9e655LsJCXOUV6I4m6wPxCLwU/FbRx0r2lh8SUKH2xQwk8\nLOjA5O7DJO5MTuoIjw75PEH/SoZfI3FqGQe4zQV9mOxhhkRnDwuTR67oQ9Gxl/rGfnrlN/Ktx6Id\niicwQFz1kEpMSp4o9+gVvRJqn5LovlRNbm5vkeMQDSl+fDT9knmNxNMx75eyMWxIqoEwLeYhDgW1\nhhcs6eyjoNYYYKBZDr4fWBRMNSg6LjTV6t236UIsZN7DoaDWU0Df3HBUKOg1PSw0LrQomGqWwUL7\n6CHrmaIsZF6faHpyWzYLE68mc0eiWclmWkVZyNyMKPXwgu6nrggLg6Xqm0kstby5QxxX4GmCNkxW\nKNQ/PSXeD9PINONHBO3vS+AIifE5xjcA+AJBF/nCr5c4uZgD3FaC3vP18JXEmjksVMCnokMPNVtB\nqOqlEgD2ka8+GO1WJIGB4tK7lafq7WS5Y/foLXd7SqLbEjW1hbtd3ozotCLHR9NP+Kd1PM+Ivg78\nplAHDUs1ECbEPITo5vD+EbksZD4mQEEtzcLQYAimSG8IcvksTNbpdZvlsDBgPRPr6VwWMu8QoKBW\nDgtNkd7Qm3QOCzMN2AC8C+R82cPcjWiaL7cQCxN5WqXqU5919PIsIMfBi7k5UZ3TQ9xPDgtzStU3\nl1jiY6FNwc8Fre94mMXaTGKy421tZcqPC+ofTuAoibHOwNRa4H8IujAcfpPE0DwHuG0FvRPu4VuJ\nNbJYOEO03UD5Z90riAPkC/dEObdGBot/jFXnhPZOldt0i7LckUSXxWpasFS9vA7R2dnHR5PJ/NNG\nwZkSzwAH5HTQ4FQDYVXMQzMpqJXFQuZjiG7P62GsGReq5LuRYj6Y6P7wcMfLwsReqypF+NN+mIV5\nFNR6OuMzZbIqRUgpFlaTNIWZvG/SIRYifkvOo6DW5AwWMm+QpGBxFuoEdKl673gnbpbFQuYWRMuc\nHlKjzyALcyio1UJisc+ZGoACzxC0rkpvj1f1z+YSk/w04icF9ctL4BiJ2/z3SPliQX/LCx8pcXzY\nAa6PoDfzepgt0d7Pwm9E664qnoVefQBYQcRTBg+TT42Lgp8mfyf+Okrl1KCYJjfrEn3i3SU6LlIz\nc0rVy8sRXRjc2+QN/rlXznzBh4DyXzj+L6sGwoqYhxKNLNZ2BDDU18PAAhTUGgsck9yikoWZwh/X\ngdC40KFgCCR+FjL/pgAFtZ7xsrAYBbU848KkGXdZFpaynpkMbO5uNRUK3cvu5mCzMM5fz6NIAcwd\nFAKY7WUhc0uipT4EwrkCdUAaBiwLUFBrFYlFjh2oAs8UtI6Pgi7Zt5B4J0o14KcF7VUsgUESo9MF\nFPlSQecWCx8tcazPAW5nQa8V62GuxKpVFurf34uWa6mFgFCVH++QXCiIo+Sjt/qe4zxD/OkGdXGR\n48+UG3WMZqQ2ivYL1axCZRHlhYgu82xv/AL/vF2hWfPjCn7T0zBUAyFQjoJaI1MsZB5ozSYsIs3C\nmGFxYaYMetkLMQsrG01ViuzwIAsLWM+klGYh846FKagVs1CHxxQswiFYLNThpQzYALyXYqGpUJg6\ndMFxIUxhJi/24CwrYDawejKBVYgWB3rwppFgIUtBUTEGaLWSWGg9R6rAXwvq7FDQ26VObUuJt6o0\n5ecE/aZMAsdL3FydU8H/FvTnMuFjJI5KOsDtLuilMj3Ml2hV7eFHEa2mlmr+Wao+LGMPCgEMkg+O\njBJ10/4sTr9a/bv48WfJru2jqh+oaLVAzS1RkFL+GdG1iS2NnuBfdi3hHTMC8HyN2SBVAyGYTyxJ\nQa2RwBDTQ1kKat2ux4UOBbNJEC9Ux4VJJ9KCIKmykLlvSQpqPQPsoZdMbaayqrDQ2JCGqJ8zLmTe\nnGhy+aNXWWgqFLrHgrPqYaFjxp2NwFhVFiar1btHdzNJsJC5JAW1WkssMA5q3wpaK0xBlfyJtbXE\nxAgAvyBo9/IJDJYYEQHgqwSdVT58vMThJv89BT1XvodFEi0iAEtEk1WV/XRS5aaoql7uKgJjIg6V\ndw+LKrd2/iZOvkwluVRAc2WnVtE8ACKarxa1KRsuT0dk3roaPcjL9y7toHYVcF7ZmP9F1Zxlgqa3\nDUREtHJN5lZ6Ar92rfQLuNIT+LXr/4cL2MBB0GRlJ7CSRRUX2mFmg2ugdQLRLWEHsmOJCBgVDj+K\n6I7w3gEmgXFhj7SUB1vKoCv2YAuFaw+2kL/XnuYiPOZtYFzWng9cATDvTETAc6ko6xy3dyYUVsW8\nvUngpYDFWsiATXe+hbmARTzYvP1vQkTA++ELGD8+4+18XZPAZ66/Gioueh2JZvss3HQPbYkImOPu\nMuF6KoVI5hC/Oo0qF1BIK69EW14qqKXymLhpB7UfBBGhvUx4p9kWa58K6u5zUBNAI/DropLAjqaH\nxrAX+H5Bh1vhqb03isoFPF0i9j9L/vBZgq5TQX+1gwQR4RHpmqtVLdZmqGDnzSoJtJCLmmC5ZbEW\n/yx/U3TeXX0SW6zFP3r1anEYEZ0nr0s5q8W/+4mbX1GHN02aq8U/rcSX+gLKuc29FmtgJXaQ6lHK\nsFgjorp9sizWfiRaHLBYO4XZ/A03XNVujQK4HjilHmHMxxKNAQAMrlf4AFOecFz9nuGyKHhIfmtP\n+J5ETwMAHgX2MZuLf8sYU/BZYPfMqFACMSNfsr8vLJz/FkTvAijsO5M+F1OhEMBm4TNFYLtiXtdY\nz3yWfI606DeFhoLfAx1Su0I526tWSQoJFfAwC+UCQBkKtpWYWx8PM35d0A4KALaXeMWXgEouJPfy\njYJOUQBwisS1TgHFbCkA4IMEPawAYN9AKeDQi6nzbyboJwWgqVy6NCr0lEpKmoJny+H/tOb3peox\nhY+PVuJLqToCkItaRO2XBVplSVNQHoJmj+U3dnUK8+UNnoKogdBoWFkWMg8yFAQwqiwLnSK944Cj\nSvYQO5ECuA84uGR4bMCmlcFCJFeV6SGu06syWQjnKybNgNRI8SVgpzL5b2koqJXNQs/bsKlQqPVe\nJgs925MGbAA+A7oV+3ZQmR50hUKtH4AOYXB6XgjmxkS/WBvDLEyFmoPwXEEdTIv2Ej+UYyG/KWh7\n6wA7SLxkJRD6IGEWeISgk61Gp0lcnZye6F6J5MvChwm638x3nCDRL3l095olf7iloLpqoxZy0cKo\n3Ld0N4gDzlD36OXz5HV/i85Ckn9JpU3V24tPF6mu8W45t3nUybVWz5K4gtUpFYzV9Uczrw1GWMcx\nD6tREEANhJZKsJB5ENFtyW0lWBgo0ju+OAuZD7AoqHV/cRYy75WkoFaJcaGpUGhvz2ZhKgGv9czL\nBVlobEhT73bZc+1TY6m4QmG8vQQLjQFbSpqFCIyAEqvM7YnmJpv9YI0LM0iiE2hC9LPTIHNcmOyP\n5wlqp6ptFNBBYnZRFvJEQduqZFLAThIv5BmK6vCbBZ3onOAZElc6Exy9L4gCHyno7mQPj0n09cwJ\n8effRtDi9L7WcsHcqJ0/wNFIsc/v1EP2ln/IK/8cnQuLgvZCCsSdxPtz1EapPuV3zaIuRcshiYtY\nnWUwJgCgbg80z7CySOow5ltrFDSqgdDWMOB3uY2Yj3MoqDUKOKFAeEap+kIsNH7crgqx0NiQeuVl\nYWpVMe9K9IITW5SFYQM2FGFh0ow7lVuhcaGPglpeFqaP4jNgizUt6fLvHxQydyCa42s2B2ifOSjU\nFLTNuFPysdBJgecLaqs8bVaXmJXPQn5b0DZOuO58F4nnc1jIowUNDgDqjxKXZ1p76x4GChqfTEAv\nPCWxu29UmhxlcjtBC/wJtJfzZkWr+XOzdJv4zVDluRd5qfzXmWaue3hoiK7irW+V3wFbzoyibvkP\nzohzWZ1P1uSOysKyPmgxKRxm1I/5nhoFLdVAmNIN2SxkPo7o1vD+W7JZyHxEmIJa44EjM3sIUVDr\nfiCrXksmBbVyxoVWbSbvu53LQtjvQ5kU1HoZ2DGcv7YhTb6xJY6Vw0LmnkQfhEd+OeNCy4AtJM3C\n1BCsumzVZoLTRhkWwnd2+vqTZcbtVc49Ul4gqE3STdtWR4lvs1jIkwRt5YwF7QPtJvFs4Bs7gMcI\nOi50bADAnyT+FS75pMDHCxrjJBDrWYmdfUeP819N0LysBDrKH76Ksixh7xA7D1LB6UZXyQtPiS5x\nKBjPxxAbildmqKxCFnIaRd1DH3QAQJzB6l9JjFnHWbolWkx1YiztzPx4jYJJ1UDo6gbgt94deRTU\nugU4PhB+BNGdBRK4I8RC5gMzKaj1QIiFzHvnUVAryEKHgsVZqBMoaD3zipeFvpIU9lFCLKw2S1al\nCA15Uyys7rWeIM3WdGtcmECdVZspSEpgDuDeoNMJRI4Zt1cBFirwIkGtlb2luhD/dJL4JuCgNlnQ\nFgEI2QfaQ+Jpz7iQbxd0bCYFtc6RuNhJQHN0qKDRKrUxcQoAXpTYwW/tzZ0EfZ+fQGc56/NoLe+u\n+8R2R6qXssOHyXOHRlckpx5WfjYVz3yi8u//y6lNo17urW8AECexutrCmD3gNM8JL+2Oll/4e96K\n+aUaBR3VQOjVjS4LmY8vQEGt0S4LmY8sRkGtO4AjnB7c2kwhPQAc6ITrkhQFZbMw7kHXZvKNMhKr\nKRbCjAWLG7ABeAVIlLwJU9A+eta40HIi9fLbXvWMC40BW0FNB9ZLvU+beRTIvHR6eS7QLvVGztzM\nmHEXkcXCuIclglYJjwVtrSXxlRP+vqDNLQq6ss+jr8STCRbyHYKOLnJsAMBfJf6R9ubmkwWNDLuB\n241fkdjWcYBbW9B3RRNYT37zSdQltXGC2PIQ9UaR8JHyrEHRtUgMCrGVeHSKKlr7QU5uEvX+JbVR\nHMtqOCWeuanus34DS9ZDy+9S0diY+Z0aBX2qgTCkBAuZjycaXSY8wULmI63ZhAV1p81C5oMKU1Dr\nQZuFJSmolRgXGj9u70Awd1xYP+uZV2MWWiUp3J9YIRbqHlIULMfCpAFbQWkWxgl0Iprl3PAMDQqV\nYWFl1SpJUVyJcWFlNqF95NBHGq3OEl9aFm4fCNo02U45v1MLe0o8XhmZ8d2CjihMQa3zJS6wLNxO\nFXSj8hw0ddni1Tcktrby7yroq3IJbCRnfhCtG68+ITbdTxX4/s3oNnn6EdFwk5fYXtz/jtq3VAJy\nYuNoh+XxqjiM1Vjyfefon+W7ZE2s8mO1SWfmj2sUDKgGwgzdCJwMgPmEkhTUGg0ch3pSUKvCQlOb\nqawqLGTuV56CWhUWJp1IvR/Is1hYXwM2AK8SkaFghkIwsz3Y3gs3Q2C7ZqFtwFZWnwPrAmBe01Sl\ncHNGmI7zgLZAXJKiHqqwsFKh0LlV6Lm1aP90kZgRAeCpgnqoRIgXQu4Z7C2JiO8TNKAkBbUulPhb\nBIDPEHRdJgW9p/aWRK8IAK8vaEZ9Eugpv3g3Wh/Ac2KjvdWU3PYp3SFPPjgaDWBXMf41VZ/JvvLV\nRtFuCoDoz+pe53tB52GZ6oIAgMVtscoyAGjL/FWNgmHVLNa8n6+qWunuR7UEVjCBX3v+tQR+7fn/\nKhJo6CBo6OcvBNGIsL3WYGM+NNzenvToOtZy3E6FH23Cb3P3mvABRPeEOz/Y9HBXIHx/ognh8H1M\n+EOhj46Wv4xHzH1ND495j1LMgA0FPNi8Z9ebiMw9Uv+zptZ40XsFYg+2t5J77VPQz5F6E9jEhE9x\nDNJgLNDWJZoR/hPqbHqYkQyPj74a0Vxvz4BgbmXC57szsk2bRkTB/8XMxsOssXT91SDAPwrq4HNQ\nawQ0Ak8z4RvItAGb+c1vCtrRb6LGjwgiwn4SEyIcLCu7GsNe4GGCzlCpjdW955oErpRpfzWzwAcL\nekxVPNWSLmu8uQn/NBzeVLRUPzfFL16LtUliLd3DbnJSylxN/1wtDjtP3UqQtvtaZFYPEdfq8Bfk\nfhEkoY4qHmzVhUjMUnJV21PNtlgT29TpHuR4YBlQZxmtaYu1a1kNJLUMWAYVm6uZVZpVcVCbHrBY\nWwKczdzAQVC7NRoU82CiWwAANwEnlQ8/mmg8AOA2YFC9EtB1egHcBRxePjwuT/ggcED4WzEE7osp\n5r6GkY+5z84USCC2niniwZbenixP+CrQp3wCsQfbRGCb8uGxAdv7wKbhG5upLdUTYe5M9DUA4Aug\na7Jxxm3SOIFWRIsBAPOBVcvmjwoFFQA0kviltIkaTxO0oQKA9SU+Kx/+iKD9zekcIHF/5vxC30Y+\nV9BlCgAuk/hj+QQ2F/ShAoCpEhvWx0Nuklirt/oKwA7yg+ejLQGkijHFDmrudgVxiLh2gjoZwFPy\n0F2jCfVIQGxTp16NAMgHEJXzngIAmsXchgDMTs5vrSmlGgj9Yh5MNMraMLwUC5mPJhpnbSjNQouC\nWncBA4KtPeExBbVyWej2kPJgK8dCi4Jwnp3J/4rOFGayVY6FFgW13irFQouCWlOATU167hdTHrqb\nCoWxNAuzEWh/DmhNtNDaOx/IMADzfo4RiZFiY4mfS8CAPxe0vvWI6QYSn5QJf1zQvsmX+CCJe5PF\neL3f8MUU/Jugi60erpQ4o0wCWwl6zwr/VGL9ciycIjpuob6NV3eV7z4ZbRevpsjnbjxK/Pte9ft4\n1wtyv+0j184pS6LXMvVWs3hVjkdUxsmx6Qz+qSPFdxg+19941+RTDYQeORTUGl6wpLNDQa3bgGML\nJ3BIkoJadxdkoVWk134nCrEQvvfQPX0ebI8B/YolYFMwPkTRcaFFwVSzoix0nEi1irKQuXuSglpT\ngJ7WqvexE2V6SFUo1JphjQu9QK2sMq9KtMAJXwC4hVv9H2X890ubSPxUCAY8Q9C6VrhOcEOJj4uF\nPymony+xQyXuyje+AcAXCvqH0+JqiVOLJbCtoHec8OkS6xRl4cditU2VnutSnRq/p3zzkWgnF4Hu\n6nHi4vHqT6k+X5d7bhXlzEGMJbovVZObpzbKUYiKGUE2/Yh/6pp+OmYKsH3Bwzcw1UCYFvMQHwW1\nRuSykPkYHwW1xhRhIfMhRPcFdt4NHJYXriloK35HyGCh3YPXiVTr8VwWWjak7ugnn4XM2xG9EcAM\nirDQ58EW6y1g67xw24w7Jc1C3/iluqyY1yH6MtDDDGCd8EBcfwppSzQ/0GAh0CpumUnB5d5daCrB\nOTBmKplsAAAgAElEQVTgmYLWMT2njrCxxNS88KcF7RW804ABEnfkebBdJOiCQA/XS/w2L4EdBL0Z\nCP9SYu18Fk4X7TZWcxSAZMF6BdFfvvJAtHu8mnQTrayeJM4frfz1bt+RO28avendZUt0W6KmtvDu\nksMQnZUT3mQS/7wJud85A3gDKDqTsSGpBsKEmIcQ3ZzZJIuFzMcQ3Z4ZPgYYmJnAoWEKat2TwULm\nfR0KahVlYQEPtiwWGgqGju5lYbWZeXDGy8hCLGTeKkxBrbczWJhJQa0PrHGh512cuWuYglozgHVM\nVHpQmCxJ4dUiYJWM3VkU1CIJGYQBfy2os/Jnp382kfgwHP6coL5hCmodITEuSvdvFvhfgs7L7OFG\niaHhBHYR9Gpm+NcSHbNYOFO0WV/NsyhYGRHGzDtIPndXtLfXRBTAaeKc4eofGf1PkdtuGE3OaCC6\nLFbTWmY0kFcg+ltwb5PX+Oct/TMldMbPAAdk9N4gVQNhVcxD8yioNQIY6gsfmEdBrbEhFjIfSnRv\ngR78LGTel+gR5z4nHJCkWAjrjmguBbUeB/b2JeClYHyIeME/LkzakNaHhXnuM7H8LGTukUdBrQ+A\nHt4xq3mCNFdfArZrSTwabk80r0B4kIX5FNSKJJZ5YMDfClrLUDCRWlI9JKb4wl8QtHseBbWOlhib\n/L4QgAJfLugvBXoYKXGCL4HdBb1YIHyWxGp+Fn4nVumiFthFBJ2XWSiIAfLJ26P9YG6Kxpg8S5x5\nrbos9/ifyl5do4+9u0THRWpm1gcdLXkRoks82xs/y7/0qY4F3RGhXniofhVQ/3dVA2FFzEOJRhZu\nPjLFQuaB1iSKXHlYWJiCWvcAhybDNQVDymVhWfeZJ1IsNCUp0l83OjnAYaEOjykYeg/OYWFhCmq9\nDWyVDI9LUhTRh0CPVFZWnd4i0iysniNzBzOPoogWA+lBQ1EKajWXWJqAAc8S1ClAQfdV7SnxfjL8\nJUG7FqOg1kCJWxOVIvhKQWcX7uEWiUHJBPYU9Fzh8B8k2qVZOEc076QWJ/2y0w+CxqtHy0duiRJz\n5M8Vp1yhrip4/Bly4zWj9F+LaL9QzSpaH1ieiyh5tEaP8i97ZM2at6f4jC/4yEPDUA2EQGkKao0E\nhpjwUhTUGgscYyVwWBkKat0bs5B5P6IJvrcrzzdYZjXBwnp5sD0B7GXCvYWZUodGiIXGhjT0xVH+\nuJB56zIU1HonZiFzzzIU1PoQ6B6vBCoUZmtmPC5MlqQoqCVA/DWSKkdBrRYSSyow4O8FrWFRUDkX\n29VmEpNN+CuCdi5DQa1BEreYHq4W9MeSPdwmcbQJ30fQUyXD50m0rrJwvog6qGVJ/iVujcYtYyIe\nL+8fHh2ht/xdDLlY3VDq+N/KddtH1adSRasFaq77MFSW5JmIbqosN7qXl/dPjwVDI0K9MBI4s9Tx\n/ndVAyGYTyxPQa2bNQvLU1Drds1C5sPMnPqyupeIDAUzFAKJZmH9KKj1JBGZOfVeDIfYBpuFRK8E\nmJd7CgU92EJ6B9gSANEH9QqvsJB5/fIU1JpJRFZJirJaCjQHwNy4NAW1Wkoi4jmCVktSEM6C92dz\niXcjALRjeQpqnSCJiK8TdEa9ehgncUQEgB6rV/hCiZYRgCWiSRsVW7dU+Gf9hrUrQcQT5V1EdKkY\neIEq8q1KWnPlmq2ieQBENF8typgeE5Q8GUQkxrI6lPxfWlpyPTWuBvxP9TQwNXRnmSiKADRk/6cV\nz7+WwApqpedfS2AFtdLzX/EEpCxS3ut/VjUQRsD1wKnAMAA+A7ATiG4J+G8NIhpjbpCOCoQfZTlu\nu3sHGAOtceE2B1uO26kEDiAic4/U/6ypNV70nkIpDzY3t92JCHgS2AvwP2XDvJt11zTV885ELwN7\nAAh5sDH3IXo9nH/Kg81zCsxbEE1Obo8734xoirlBOslrk8a8CdHH3nBAMG9gLuBHrkGaaaP9Zbyd\ndyIi4CugM/CNxwCt4rK2JNx5U5OAW5siPk1BzVT6fpl2R5sviAitJBZFWNVvosZfCOrmeLA1BhqB\n3xG0rdKDQmwrbXO1qsvaw4IOVqmN1b0jBRHhRIkREU6VVfMz64fPEXSV8hqk8ZGC7ld6UIgJ0jZX\nixtzT0HT/OFoDG5e8WBrLhdrizX7d1Msb4Jf3hFr7qym27ZqscvaCNGfiP4gR/0nGnyBvFo7q6V+\n7yduekEd5Tqr6YVWYkbFQW1uc6/FGliJHaR6lCqeakmLNXEZE5E8HNFdkH3N3jpgWcVrDcvQaAEv\nItK2aouNv5peOJb5cqLzgAYOwtqtUa1hQLF5qkaGglqjgDKWD5UeBhDdDQC43XqGK/tbsepCslT9\nvUBpb3vmfYgeBwA8VMx3JpGMKU+otzwZf19Y+Oh60r3urZzvjF7webCV+JbRKswEc480/7Lbq1aF\nwqnAJuGHg/ydMHciikvGfQ2slWzs9pa6UwnmpkS6fOsyoBlKiucLWtX02VpifpQ4v+zvCBX4HUFb\nG+uZbSTeLO+gNlLQSWbltxLXJwvTh77gjsOPFHS3WXlAYr/Eoze54VDg5oJ+UgCayGXLovxnNVMa\nIfqfqiofUv8ib/h7dEbZHlqJGVJ1AiAXtYzaly4wIi5jdXrl6Ri5P6KgZ7BfxzLfUCtJAaAGQksl\nWMg8iOi25LZyLGQ+nOgu6z9lBguRXNXvgG6R3nIsdDzYslnovonb5QlRloWO9Ywq60ca9mAr9C2j\nr0hvORaaCoXxds3CuE0OCpjXtCio9TWwZvaHD3uZmYjY2lWOhbxAUBsTq/9tI/Gjj4Xe8MmCtrR2\nK2Bbidet2YHea2BD6BZBQ5KVlU6VuCb5JKfbifnNAwWNV4k+H5boFwVzds6LWwlaVm3dXC5eFJV4\nVuVW0fdElZize4G8+tzoz8V76CA+WaS6xqtybouoU4mSk+JCVn9OYEz2RfRy0fBDmMfUKGhUA6Gt\nYcDvchsxH+dQUGsUcEKRwxgKxtL/G4uOCy0KppoVZSFz/yQFtUIsTK2qZHlCu0EhFjLv4hiwoRQL\n8zzYckdyqfKEsbwshLOqnAqFetdHwMY5g6BK/msRfQuPvjEs9L6dK+sUIiKZ3IXiLORFglonD6HX\nVpWY52NJcqBWKVWfGngpYDuJV8NuotYC3yboeCcBBZwu8R/fDL8UBY8XNCZJQb3wmMSehcaFvKqg\nRenzbCUXzovaeo7uaJzY9TjlGX9dIi87K2Ouu6U1xftz1EYA7Fvl8rvmUZdCtyjFn1ld6MGY3AlR\ngefG9mK+r0ZBSzUQpnRDNguZjyO6Nbz/llwWMh9OdKfz37QoC02R3tB7dD4LfR5ssfLHhVZJCm+z\nHBY6BmypN6os3xnTQxEPtuApMPcimhwGbf64kHlj862hm4NmIXwwi/Nfi+gbBPUt0MnqwR1egbmZ\nVa0+lWo+C3mxoFYmyhknoZ3E3Ci90Q7/0ClVbzfrI/GyM1M+2YbHChpkMOY2O1Pi31Hi7FMJDBV0\ni0XBVJsnJXZ3WJ5c5Q6CfvR+1EA7+eP3UXvvrlj3iD5HqxdCe6+QF50W/TO7h65i4rdqc+u73qrk\nzGZRt5zHXsTprC4LYkxujSjzIegdmJ+sUTCpGghd3QD81rsjj4JatwDHh/YxH0F0p7PZ/g/tsrDa\nLFmSIvRmncXCTApqZbHQoWA5FoatZ+zwrHFhGQ82zztxsiRFQRYm9joUdEH1EbCRExhjeG1TmClD\n3wEdA7sUc3NTrd79IKV/12WwkJcIWiUMIb29vcQPzsBOAQr8kVWq3g3U2lHixeC4kMcLOkalj57C\n3lkSlzne3Hokd7Kgkb4E7B6eldglqm60+1HgjoLmBE4BALC6nPtNtHpo70Ni68OUvzRmrOvkeSdF\nl4f2biRenqF6+/ZUoCinRVH3n0LhYiira3MwJnsimu7f1Yv51RoFHdVA6NWNLguZjy9AQa3RXhYG\nKKiVzUINodiMO2vEBiDEwrATaUoPub4zqDw++pTv6G4yHhbmWc+EWFjdW96DLUXx2Iw79xT840JT\nmykUHm/5GNjIQY2yyhPmahawhtOzYm5JtDRwaLuln4W8VFBLB0J24vHvDhLfpwd2/KmgjVXipXN5\nprWzxPMelPJdgo5UOddP/5wtcUmU2A7wqYJuVOlUvXpBYod0OBR4bUGzsiiotZb8/svI81nkcbHZ\nAarQjNXh8uzjomvc7ZuKZz5ROwWmvKPKwqlNo14/u+FiIKuRhTAm10cz5+57N+bJNQr6VANhSAkW\nMh9PNLpMeJqFzEcS3RHGAMIs1OEpCma/k8FlYZ4HW0rpcaGxIc3GT5CFedYzbnh6XFhfDzZlEkhR\nMPcU0ixM+nF7T9le/jg5LgRzl2R5wlzNAlZPfhJahWiJcyDviWgWJh3IlglqoRLXTDlB9u/VJGZX\ne6gW6fXKvR67SjybGNXxvYIGqGB7V3+RuKh6k5PPEHSdj4LuGektr0hsl2AhdxX0dT4FtdaRs6ZF\n9nO8eFZs3E+9H2rv6lb5+6OiG+0tW4lHpqi+7u1QowQR5eQmUe9fErsPZTW2BMbq1kQzy7m2I/O0\nGgUDqoEwQzcCJwNgPqEkBbVGA8fpJUPBkLzvZVUWGhvSIvixV6ssZN6vDAW1qixMWs94SZzFwgIU\n9Ib/X/NgMzakoWahHCq+M4DtROp9C/cufwJsaC6gtzxhrmYDq5sEWhEtyjto6ryqLOQ6Qc2SQ7Hs\nTxFaq0vMigCrSK/3J5VOvHF3iadNAvcLOlSlmyEZ4mZ1nsTfIwB8lqCrMinoPaPXJbY2CXQTNKMo\nBbW6yW8+ijrr5ZfE+nsov012hsbL3x4S3aKX+4j73lH75kUkWTixcbRDxTBI9Gd1b2mM1bVDs2UA\n0Ip5Vo2CYdUm1EfZjgwr3bSiphVU7RX8tav2Cv63VXOWaeggFEIQjfC6fgBgHmxsO4Z7GwCC+Vii\nMV7fE+MsQ8CtoQSKWc+M83YOwPKdCfnC7E9EwH3hBvG0em96/Yiofr4zqEy61xcwWN3JZz1jX4Gd\niCjkOwMI8/hM6PpvYxLw+84AsKxnvKewKRGFfGdQtZ5xv/LRvjDrEhHwmeMLE2fYiWi2d5fpYVUi\nAuaEe2hGJAPfNgnmRkQEIX2+NIAALxLURnk9ZSDA31SMV9BZps1lzE/FXybkHfOYICL0l+6uSvgo\nQb9VrqFMxVbmApPApTJhDWP95gGCHjbeMY65DPcSRISp0jWd0T/cVLRQv6Q8ZWJnmffEGkS0rfzY\ntZXRP9eLg85RY20rGddZhohekPtHkARpnGWqC5H4WskOYAVejp8UeHllmRV+Wi62qSMi+QC8zjJY\nBnEtq4FJ3xnLWabRLNYXcKbPWUYvnM3cwEFQuzUaFPNgU6r+JuAks7ngbUl9Qyym4HH1SiC2nqln\n7TBDQX2PNJQzAje8FHM/w8jSvjOAsqxnSvvOmPw1BcvNtY8XmLchegtA3pyKjFPQFMyeU5HqwQ6P\nCzNt4LsVmDqutwdNwR+ADpk9uInpK2BKUqgoeEB/KKDA35givWtKfOXYvrg3M53rWqHg3hKP5teF\nd8UXCPqnAoB/SpyTaXzjvpIKUIaC70t0r08C74k1tlLfAXgz2th0nPbdTv1OrWoKPiUP2zV6uB4J\niG3q1KsRgOigekSj0Sxe3oYAzE0WwKwppRoI/bIoCEBlshDe7cxHE8UOoreWZSHz4YaCAMbVg4XM\n+xPF//dyWeiG29Yz5XxnABjrmXh7vT3YdHhpDzZjwBY3+696sMFlQrIkxafABt5mmT3E1eqVYWFG\nDy4FGxOZpy2EhPLNKAijhb8TtJb1teLaEjPDLPFdV35SUD+zvo/EhHIo4n8I+rt1pv+S+FOeCVyS\nzby1oMlmZarEhuUSmCpW20zN1vHbyo9fjjbzFmMy8lDwUHHNw+q3Oq8X5P7bR0WqXls99lqq3mqm\nO5YPIjqqVDQazeDlHavfC860y4bVlFQNhB4lKaiVzcL0mxHzMUS3J5vdWpyFjvUMgHFAif8HxonU\nfpMIsRDuh3zHgA3FfWeQoKC9/f+dB5uxnkklWT8PtlgZLExfTOZuRNOT2PkM6JZq5luOe9DV6u3t\nc4D2qWahZJibVCmoJSSWOzMKAquVIr2pBDtLzAhPdU/mws8I2lMldu0n8VBRFPHFgs5X6cT+LfGH\n5PzC0CUEeDtBbyc3fSqxXtEEPhPtuqs5Nt52lFOei7aCB4F2OlUKHi0uv0fF7qMCwGtyr62iFwom\nILovUe+1sLfIOxAVtnEUH/HyrumnY6YC3gmMNdVAmBbzEKKb058tgeIs9NXpLcFCHwW1xhdkYdKP\n284tg4V2eGjSfaFxoTFg875TFvRg29lyn7HDC7HQWM94m9XPgy1eyPVg0xDagGia76OGZqEXI6ke\ndLV6twfNwmwQ2WbcSWkWugBN9lEp0usiHsA6El/keZgB/JygPRyMKeAAifvzUcSXCvprMjxO5j8S\np+f1oMA7CnrDd5E/l+iSn8AXYtUN1DxzclXm7SYnPRFtbx1HuLdG9e8TxEW3qz/Hq/HCO3LXTaPX\ncxMQ3Rapj1omDw4A8hZEBRyRxSRWm/ifEZ0I7JbfQYNTDYQJGQqmZP93dFmYaGaenYHvPzFyWch8\nRICCWvksdCiYSjWHhXnWMzksNNYzGSO2gh5s3uS9LEw0M8/O+PcC+O94sFUXHDPuVBr2uDBFpLgH\nXa3eRxggOS5Ubp7MRBT0JUEja1zo+wutFOn1UlBrXYnpDkusrvhFQbv5KKh1kMS9WSjifws6xwm3\nk7xG4hSfCZwBM+8m6OXQRw1gpsSaWQl8LVqtqxZYY0H9u8K8veQbE6Kd3UGhTcHfivNGqfPjVStH\noYApcvsNo0kZCYguC9W0VoDz8JO+RzoM0VkZ0RCvsdoya6bE88B+WR00RNVAWBXzUKKR1gdd7ydn\nLwvjt7AUBcuxMNN6JtZ44MjwKWg/7lT+qWRSLETcuIABG0K+M4Ay1jNxnwhcwP+WB5tDQe/1R0kP\nNjcH14MtTsBrxh0v69VpwPohzjnV6r09zAXaBfKPiPJmGjSS+MXvxsnzBLVXvo6TP+tJfObcI9UQ\nekXQzo53TGr1UIm7/Sji/wj6k0p36/6+XuJkv4sb9xX0fJiCWt9KrOFPYJZoubZaZI5vP2IbH0fs\nK1++P9ojXo1/a50h/nSDutjZJaw+8Yncsmv0oTcB0XG+mtna84CztSqvQMjZWzzLqk/+fMEJGW8i\nDVI1EFZkKJihEAsrG01tptBQIIeFzEcWoKDWHd4/Y19tJu/R4WNhKesZz7jQWM8g7wogxMKAB5s3\n3OPBZqxnst+DQyzUpxDyYHPPyONHatmQIpy8XtYsTG9nXsNMpUj14PamWZjIzcyjKCDNwuT58XxB\nba2jpE49pW4SnzoWaK8L2kHZWxIN7LMZIHFHGkV8jaA/ZM76t7O6UWKoYwLXT9DTeRTUmi3RPp3A\nXNGso1qaStnqrjoKPFg+e2fUzx0U/lmcfpW6Akk0mhwrTNUlkmfIHmtG01IJiPY/qlmrBqYCWasC\n8iJEl6TPSTzKao+is+bvMCXFa0INhFp5FPQOaxLjwqQfd5H34lttFuZZz7i6AzjCXmc+0FSlyAaJ\nn4UlDdiQYqFDwVyQpFmY6T7jDU+MC431TKi9N5mCHmyhPm0WxjakyENgvDoNWM/exdyJaJavh1Qa\n8a65QFwzSJtxl6hmh8YSP1sOagtNeUJ3BBYfNpXXhhIfWz28KWh7lY5KLdjLR0iMs8KvF/R7nw1p\n6MUEMELihOptXt5P0OPFKKg1V6JNNYEFgtqrOgWY256JsaCCUIllcbh8Ymy0v93gfHHSpeo6WBRU\nSZqp5K5vZbf2UdV1T7Saq+a1tZr7h4PxsjwX0VXWhntZ9S/nHXMzULqU8P+oaiAE84lEI3wIUZn/\nHasstJxIs9+C44UEC8tTUOvOmIWmNlNIISxVPNjKU1BLszA2YAsdxZsDbBauoAcb845Er4SbZawW\n9GAL4bziwcbcw9iQhrDnpeN0w8K4Tq/bLLuHeZqFzC1MSYoyMiysFmZyKeiSxf7PsZHE1AgAvy2o\ndybG3LMBcLTE2AgA3yjolAIUdH+PkhgUAeCDBT1choJaCyRaRgCWisatVeKLVZOs59ZovHyMnDAq\nOlRvvFgc93c1ApWQaksXihZTxRzZuVX0PQARzVGL2lvRYRZaDeSZiG4CADGW1aH1cVC7GjivHmH/\nc6o5y6Qfg25oWun+VSs9gV+7VvoFXOkJ/Nr1/8MFbOAgaLKyE1jJMv5b14camPFiyF4r5cGWvp1f\nzIANwG3ecFT8Ze7xhqNisUZA8EFTa7DoDd8flYtQHw82Y8CGFfFgMwn45xoz70b0fDh8Z5PAf8uD\nzTJg83a+qQl/N+1dVj3EBkTTk9urzZg7ExHwhS9cn+NqRHO9uwDB3MpcwAVu5+YQjSiKByGJU+Fl\nxsCMZNVZLWm0xt8JWlsF/dU+EJUENpdV+zTbQe1pQfsYB7VGSC3wrSaBoTLRwG5zgaB/Ka+5GpqA\nB5oe7pVoAjS1fNSaAk3AvQR9rLzmamgCbl4JbyaXNMFy/dMUy5vgl3j1PbF6H/WlbatmL98k9iOi\ns+RI11xN/z5IXP+MOtbsrdMLEeq0xVprMU1fQDmvVcVi7aeKuVrFbu0nJbaV6knCMmCpcVYzC+LS\nioOa3N9vsYZlaLSAFxG5zmp64XfM5m+44ap2axTA9cCp9QhjHkykreWHO8/OFAk/img8AOA2YFC9\nEtAUvBM4vF7hsfVMfTzYmPuZSffZcyqQXK3utTzYngD2yrw17Q2PJ93/tz3Y/KvMmxJNAQBMArYo\ncCczvctQ8HNg3YxmoV2mJAWAH4E2vouWJV4mqLkCgCYS7Knelz6s28MHgjZTANBT4r3MGYrw7OJb\nBZ2gAOAEiZH18mAbKGi8AoA7JQ4NW+fAd20UuLkgVgCayGV1Uct6JKApeLq87YpoaD3CW4tpUq0N\nQC5qHbVbVDZcXMrq9wRAHo56Objhd8yXN3gKogZCo9IsdNxnyrGQ+WhDQa3SLGQ+2FQoRD1YmDRg\nQ1kPNsd6ZgU92AA8AewdSNYbbk+0UP9NDzZ/DsZ6Ju5Ts9CNDbItWZvpc6Crt5lz9Dj/1kQLrTbz\ngTYorCoFtUiizpmcF8K67mGqoJ7W1s0k3g0WpvdQcKygQVb4UImbSnqwHS9orNXDPRIHOlMkQ6sK\n3FrQ0uqOZnLJ4qhVqQRuEXudrCbo5bPkyIujcu8hq4kPF6qq2ZCc1yrquKR4uLiA1TlVhsn9ET1d\n6vg4lvmGGgUB1EBoqQQLfR5sAIYDJxYLt21IY90GHFs4gUMsCur/zCVYaBmw2e8QRT3YfAZsWGEP\nNhRnoUVBe/t/z4PNHYxq65mU3gV6FRwUMq9D9GVy1xdA14KDQuY2RAucBBYArZ2NdlfmFawT1Hx5\nen8kscw3Ud3XB38saBOn2H0viXcCLEyeDY8XdIxKHEsBJ0ncUNiDbYig0U6KD0jsmzS+8Z4CwO0E\nLUzvXkUumh8V/TBxu9jtBJW4n/9Xef350R8Lhq8lJv2geqQ2ylkto85Lve1TEmez+nuaYbIvopcL\nHh+HMI+pUdCoBkJbhVjIPMRHQa0RuSxkPsZHQa0xRViYpKBWCRb6rGfid4R8D7bMSff19mCL32If\nB/ZOvmu74fF0w5SKsnAFPdiM9Qx8p6BZCCe9BB2Z1yWa4evhCzMudBFo578q0XwnMb2wEMgZ1nBd\nI2q23H+Bm0ksTaLI8ycA/kzQRsrfbEuJt9LT+1KrfJegI5WnDYDfSVxXwIPtZEE3+zIDMEFi78jz\nutkYXl3QPH/4qnLBnKitd5etu8UOx6jn3e3/kFeeE/0lN3w98do3akvvLvlVi2i9nGkw4lRWl/sZ\nJndC9Hbu8bEX8301ClqqgTClHBYGPNhsjQCC3xYYM+4MjQEGZiYQV6v3DhdyWBiwnoG1kMXCAtYz\n9fNgs/U40M/ZGIfrZ2cyBnz/1z3YUuEpCron8i6wuRWSfo2Y1yP6wrn48fIMYB1fVpXVZEkK9xQU\nsAhYJZCAoaCruFVziSWR5wKbH54uqJszFrQbby3xZvLrOqsfvlfQAIeCdm+nSVyd6cF2iqCbAhTU\nelyir2OdE4evKej7rPAO8sfvovYZDR4QvQeoV0N7L5X/OjO6MCN8E/H856pPRgP5ebNo46AxghjM\n6voshsmtEX2QsR87MD9Zo2BSNRC6CrKQeWgeBbVGellYgIJaY0MsNBRMKcWDIAvD1jOptyu/Bxtz\n/2LTDevhwaaSP48B/VyKWA/XuDlns7Cyt74ebHG4NmDzf0qwEp4MbO59p2de31Sl8Eo3mwGs4x0U\nWiUpwgOuCgtbukdh2YgiayzoAxUAtJBY7LBQ9zBD0HrWJu+HMQC9JV73+JHyg4IO8Tmo2b0p4PcS\nVwY82H4vaFgmBbWeltgtctPjLoK+yQ/vJOd+Fa3u3fWo6HWQmpgdfpW88BTX9wUA0Es88ZHaLTcB\n+XEUbeoxjBVHsRqVzzDZE9F0/65ezK/WKOioBkKvPCws4MFmK81C5oHFKKjlYWGAglr5LMw0YIPz\njphmYclJ9/XzYLP1GLBPMtxb2sk9BTgsrGxcQQ82Yz0Tikq9o08240L7GnYjmpZs5h0UwjsuDJek\n8PawGEg8BlmhYIbsM2spsSg9qOKZgroGXjLlXIntJF5NPInKEwQdmOegFusPEv92PNj+IOiaAhTU\nel5ip8T3hby+oC+LhneW338RdUxtfFp0768me9unNEyeOyS6MrWxt3hwsgp9C56WnNI02jJRQkQc\nyGp8UYbJ9dHs2/TGbsyTaxT0qQbCkBIsLElBrZGxmZ+vMFOuxgLHWAkcRnSPM3JKDapgLSRYaGYT\nuuHu53kPC+tlPVPKg82rKgsdCmbDDO64cAU82HQC2nrG2yzVQ7z9PWCzeAfzBkSf+ZrBWdarX3Zn\nt80AACAASURBVAJdrAuYKkkRwoi9fQlQKWhXjoL6dyuJhZaB2deCOpvBXPZfULzQR+Llyj1SfkzQ\nfmHvGG9vf5K41PJgO1vQfwpTUOtlie0rPfBGgqaXC19XzvosWjNefVF066umFg+/Wf7x2Oi6eHUn\ncddEdWCpBOSkJtF2lVdN7MXqwXIMq1sTzeZVVzsyT6tRMKAaCDNUYSHzieUpqHUzETEfW56CWrdr\nFhoKZiiLhXkGbG5gioUgmlAu8YqKe7B5318V8CgROQ/XeDmUxcIV8WAjIouCuaeQWq2w0NRmgi8q\nowfNwtySFKGjK2Ap0BwA0S/Ba+w9G73aWmJ+BJhq9RkKXdcdJRFVStWH2rhdxT/nSFwcAeC/CLq8\nJAW1XpdExD0EfVKf8A3ktx9FawN4Tayzi0p7ZOdqjDzt8GgEgN+IMS+r+kz2lW80inZSANST9WFY\nXTs0WwYArZhn1SgYVs1iLcdibcXdj1awh5Vuv/RrT6D2Cv7aE6i9gv8PEmjoIGjo5y8E0YjQXuYT\njfnQsDjC+g1AMJ9gHLfTe5kHERFwMzAEGJUKNG30zPqQhdvhJgH/94uWAZs3t4NNeHEPNjtcT7o/\nFEDIgy0wpzDufJ8yHmxueF8iAh4F+gOPBcJ3/+95sDH3JiLgVWCHPA+2kAVad5PAFK8FmplKEfJX\nW9OEf+V1aAME86pEC5N7Kw5pzET0s7lB6j6Urw8hKFIpW7X4N881BmYdZNBlbaqgzVXKWU0v8IuC\niLCrxAsR+krXPg2NwGMEDVHVXY0tB7XG4ItMAv+UQZe1owTdp2zjtNhHjbcTRIRJEltG+Eja1mtV\nlzUSLVTVUC1lsfah6KAT2F5OTZmr6dXhYt8/qjtjQ7WUv9oR4kod/qw8OLZVi1CXsFsTXynZAT+p\nlLMaflouei5Vb0Z6UCjv9lisYRnENawGUmXVsVhrNKvioDYzYLG2GDibuYGDoHZrNCjjMgrgeuCU\n8uGDTJFeADcDgwHkfTsF+y4V8+GmWv3t9veFhRM4mOh+APXzYEtaz5TznTE9xIx8MM+DzXPPjrmv\n9Yjpo6lnZ3xHT9/kXEEPNmM9o5U9vzCVjDKvYHdTm+l9YFN7l7Ps6cGUpAAwE+jsi7JvbqZ7Yyar\nSO8yoBlKiucK6qAAoJ3EnMzpfb7rUS1VD2B3iad9FmgZHSrwRYIuUABwocR5AeMb96/AbOHtBL1t\nVt6X2KS0i9uHosPm6gcAW8lpr0fd7dITbpH6eHv8+whx5f3qNACPySP3iO73fd71fzrUv0XPpWpS\nc71VTkA0oGz6aDSLl7chAHP1TfaaAqqB0C+LglrDSrHQFOm1lcFCz1uzRUGtciw0k+7jPsux0Gc9\nkz/XPtlDaqSYy8JUuD3RQiuDhd6PESvkwWasZ2xleLB52Mbcg+hDa9f7QE9fCJLXOYboWkTfWtu/\nAtYOgzPdlVWkN25WjoWVavVxr+0lvreq0ts/qZPQDLNL1evffSWeCNi+uBwH+F+CzrM2XSTxl4Ah\nqq8H3lHQ68kEPpLYoAQLPxHteqi5pgOxnfzopWhzBBBo80//HiQuuUOdFe99Rh68Y/RomHz2AgCI\njRarDxLP/cq7ER1XPH00msHLO1a/F5wJdC8R3bBUA6FHDgW1irLQR0GtoixkPoLoTmdvURY61jM6\nvCgLfdYzWhnjwtRgbh+iR533thAL0z34KKjlZaGbzIp6sFkUTDUr6EcK5p5EHzi7pgA9M8dE8R/A\n2kRfO1dYsxC+HhL9MDd3yhPqBkVZmK5Wr7WaxOwASJLpJErV2232kngsSp9Wqo3m6OX/p73vjrei\nON9/5l549wKCICr2isTescYWe1QSITZUFAtR/BpbNIklRY35aWISTcSGghpFrBFj1Nh7wd4VC4pd\nUTp3Brnz+2PO7Jm6Z8+94BXPPJ/zOXd2dt533tndu8+Z2Z1nGP1aWvkAzuE4JTpT3iwstmf0SCiA\nSRyrluLCd1jvAfJrx8U2/KV7s4GGP+bzn/oewX43Vp6WbwIA2CN8j82yeyPMZ47MM7baDPlmQCGI\nj0V2dJnwwV4Xbau4b8e8BmxWyrrhkIjQRYQFFS4CRtYyPzTCggo+F+ao3NH0Or3BO3VtLgwJsOXm\ntbkwwoJ5GO3TYMuLFXBhbp5PtAiidr+wgxpsWoAtRnJBLrSYyViVArYfqbkwuCsPYEWiKQhjCrB8\nKKrcgxSiB9EcM8cu3FqTC8V0Rr2lFVTuqR/HJzW4MLxUfZ7eneM/ngab0xf8K6OTpWuoEudynGRP\n9vd+j4mdGT0QYkGF9zhWqMGF77Oeq0kl5VodvVSUtiN/5s5sK79TKA0mO5b9+lJ5ppGZV86e5jtt\nkD1SzIVshWny3ajkKb8Y2YnF4YM9J+Ra4XdEnwZqz+dvPCQitFDIggqjCrhQiEOJxtaqpKhfaKzN\nBPf2UIILPQE2/2ZTxIUhATY/yLDujL4LK/WZAvMiLqzFggpFXNhBDTb94kzQPMaFjocNiF7S5YM3\n+1eAdWI8YC9J4RxAlf4QWN5znpv3JJoViS33U8SFYiajXjLqQALLcHxkj5Eae6NL1Zst2JPjNm+Z\niJzGLmB0YoTG1PdfOI4PicCp+HdndI9BosFiUziWiXLhx6zHSlKtiMQMB1Xq2o0/MSHbDka+SXi/\nZCdcKM81MpnpSoK9yLdZM3s6OiLa7yv5Ye9YbAr8r8ji68qzx4XcuGimxAPAXsUVNB4SEVZRggUV\nRgGB4QkhhpdgQYUwFxqrUsRuwUVcGJeecczDXFgoPeOE4XOh8hCbd++Y/9vTYFMkWoYFFUwurDrp\noAablp4pMC/gQtWEDYleDLGUc79XXAjHg7EkRYxEVfpDo1+YByaF6KWXJ4x5yL/DXChmMeopqxYx\nOlyO48OANrd4ntEm0swJtEC5HcRxa2CQU1zE6Bf2tP0g/sZxbEAETuzF6L8hHVQzBvX9KceSAS78\nnHVbTs4GIMG0D+cFGQAYxB+6KdvZ7xSexkb+Wf4dNjVqVHuWr/PNVs1e9LuDbImp8rMlIm22wM9G\n9sdAPrtPyK1qzxe8HTigTDUNg0SEFZRmQYWLHS4UYrgxiaIMci7MPTgsWHAjgc+FhdIzvrnLhULs\nXSjA5kdVrwZbDS7Uk+7Lw+0XdlCDzWDBYvMgF6oA1DyKYCfId/iK8e6CorHYkhRBbx8By9kHsDfR\n9FCNMS5vBSwmEHMY9fD6glWetT/Lc3xgm7/IaCNp1SC9Ok3nP+W42ZZAu4TRMR6DxcL/B8dIW8Jt\nb0YTbPOC1kvgS47eVhO+YtnSci6sYU+m7ayxUAk2hN87LvuxmXMmO/xseTEsFqwmJGBOfXmXb7h8\n9oY59MoW+0J+taTb/Dj4acj+auWwO4Tcseys+XG58FVCIkKFOllQocqF9bOgQrVfqPW4C/5r/c0q\nF9aSngmaV7mwUIAt1qtArjsDSCH2JLq9TvMqF9bPggp3LCgNNi3AFvvdENs0NdhMJVLUIiSVfjXn\nwlpLUiDkTXGhMu9jLMzk2yKyWeVCMZdRd1nd6TvwsSLH5Eq3rLJUvcl8vrnfsiEcN+gARjP6ebwv\nKEPfozhGaPN9Gd0irfIFl16+OY1jsYqHGazrEpKbHUEjbXqqMuIB/M6rsp+qzHPZQWfIK52S+bd2\nqOKquP2Ir7Vk9l5lX/aZnBWW+S4APxHZxdr7TULuUZ92zGjg+Hqr/J4iTagPzARKSEhIaCg0OBF0\n6ewAOhlatuOfsQK6sxhTfjmciIBLgrokcKfVB/0PI6KI7owS/hhKNC7oHGBC7EtEMd0ZWNIzQXMl\nPXN9YYSDbekZJ7xBRAT476nm5ntpqdKguZKeaY/ujPav1GfCujMA06/PxE6Qkp5pj+6MjnAgEQFm\nGUv8RYj1iF4N7gKYEGsQEfC6v0sHsCLRR3HnSxER8KmxixnyMKpMi55Zz/xvIZqICE08Yg3xNaMl\nZVRW5m1GRFiDB5Vl0ATxCKMfSV9Qpqoscx0jIhzMHU2Z/CPOZnSWtHYZyjLiMEZEuIZbyjKOuMwL\nEl21oEz+rROCGBFlfI5WlpHNVZUZ2Yy2V9kSA+XHjqBMnh7Ndiei4/kYQ1xGkCExsw/7+13y8Ayt\nLYasTJ5YnL1BRHzmEpjXhnltEG2GuExlk23O5d3kCMrkaXaBICI+KKwsg7lomi5mEvmCMioxUgh9\nG2xcpKFRlFyY3ocQhxOpwZCjCh+GFHjIWfDw2qUD5jkL1q07A0t6Zv9yFu7QkmbB/HlhmaFR0zyf\ndF+37oz6GBpsdcy1zxOG9EzdujO6CYoFHwe2jI9kIrZLs+BrwFolxkLdtF6SAsAyoRpjg4NmAE1E\nBMbR5r38UmJ0VLzNaIAEgEmht0Bj4RiJCgsO5bjGnmsvQyaeT3EYo6skABxsz7UPRh46h4oFu/C5\nPOte1NQIFAuO5Nf+PRveDvPF2RutchUAWU+9TkT4J7eRaReosOB+yCagHRgpxHkNz4JIRKhRNxcK\ncTjRFXrrkkIujN3Ehxmdxbq50JaeqZsLhRiiWRDA9bW4MNAoe8bhTVqStLy5Od2wPt0ZBWPevWyH\nBpvBgqhXd0Y3Iddgk5oLESMtf5exJIXUXBgoFopBxW8uSfGJ5sIy/JMH0Eyk12ZiHPO9lWzNRnv8\nJN7VS9UD6M/xZpwLg8dDQoxnNFRW8g/iGBua0hDkQhXACEZX6t3XcBwQj98xzz30YMQrAWR8zuxs\nsUAAcVzNdjxC3qnSx/Mx52ZH1WW+NHtxulxTpfmsJbIl9FPeIBf6Ew4B9v+EPL5CY3wQsqKhkwCG\nCTEqsSCARIQG6uBCmwUVirnQ9+Crz1wBHFY6AJMFVS11cKEhwJYHPA7YP8LZTlsk3LkWqtiNwM9K\nm+evmOb5tefa201w1GeKudDd1NIzZn59eqQhDbbHgS3skMy0tSnEmkRv2DzzGrCmZxX0IIXoR/SZ\nXfunQD+jZA1CEKIL0XyrSBPHfE8ONAIxmdGq9nzBARyvF/YLbToUNzHaz35J9RCOK0JkBvuEKA47\nmtFldgDXcezrdSt989xDb0azjJokevBZ07NexQ3PcT3bZpi8z8z5Fb/krOwXJc1XZE99Ljcwc/jX\nvbN+MyobsQn3Rj77rZC/IXMX3wXZIyXrxxAhrk4sqJGI0EQpLhTiCI8FFYJcCJ8b4hpsV5bhQk+G\nNK+uFBdGpGcAjItPLrIaZbCgc8e6EdinhLnPggoF/ULnAO5CdLfPLiU12LT0jF9LuzXY8sQTwBaR\nXwDVtgixlhbjNokQwOvAmnaO70QKsSzRp3YxlfgUWNq2Ch4EKURXom/go5njmwiXGBBTGK0sq8Xy\nxJocr2Zum/xigLiV0c9C0/YP47jcIOMImYljGY2ydUQVxnMMjmiwOQEsxUgJqNlBLs5nTM2iqi45\nbmGb7y8DnHMGv/D07OSa5v3Zw1Pk5n4+/7xXtsKsykZsjFSNiP5SyLPIHTgF+DbInqlZP3YV4ubE\nggYSETqowYVCHEE0Or4/xoWmh2INthpcaMiQBu80NbgwIj2Tp68DDvCIx/QvjbkWQdTgQv3uTOy3\nevs02MzyNfqF+t2ZoPMgF7q1hDTYzIqeMPqF/u8htSTFa2aOfRZeB34Q8gxNompJighH4TNgqWDY\nxikgonkhWwBAF4553hClcTmIjxitYMxzsHwDa3O8kgXyjU0xgdFPZeDYqJwjOS4pkkATJzC60GPB\n3Pxmjp940t5OAMsx+lz6+SrRl0//POtTEMDtbOPB8qnY3rP5n0/OTiswX4fd87bcNraXf7RYtuqc\nyob/gFD9PUbI8ylcBuADkb3iZprYWoi7EwvaSEToI8qFQhxZyIIKRVxYToPtSiD84F2zoAPnvznK\nhXHpGRPXAUMju6Txfg28m1D+uQHYJ0jV9tJOYZoJ6c6YTYipz5TiQo8FQzfCwn5hRIPNcfIksHmQ\nKY0lKfzfMflHcaHDMyp+Z0kKP0IAnwNLRn4nSSEyY22mCLpwiHC/SnzKaLnIb6A8kHU5XgqZKxK6\ng9FesprjH0IJ/JzjoizYSnEyo7/GfoRp/Jtjj3gAKzP6yGZBswoAEkvzrz/O+gZ9383W3Us+V1z/\nn/kfj8vODO7amN3+qty52JxP7p4N0JrpHhey4UKOIneX+cYvwNdF9k7Y+YZCPJZY0EMiwiACXCjE\nkUSXlzM3uRD5Da4cCyqM8bkwwoJ5FWYiwIXlWFDB50J1F87HVH3+cHADYC6epszzl2uC9GNu+v1C\ndQB3JbrL413fXAY12LQAW2FvpZJwdWd0E2IabD5pKS403eZLUpgmTjov/IbdL1TmwSUpYG+qnC+A\nJf3AjLWZaqGr5kIjQPE5o372nPfgGZDA+hwvBFaZEHcx+rHBgmbsDkZy/MN+XighfsPoPIPD/BOY\nl/8Px26ZuxcQ/RlNln6+m5ZYjk/9IHP61niADdhVFva2NC7gvz0qO9fJ3JLd9JwsJfPJJ3XL1tFn\nyhgaZfsJOZasYdLIRGi+Olo+djP7C/FCYsEQEhHGYHFhPSyo4HBhO9RnxgCHGub5khRlaAAOF8YF\n2PwbsfpcCww1b6MeCwZvweZnPLCvYe6wYL1cWFN9ppgLpZaeidXuB+P2C0tosDk5TxqL3uRLUsTO\nnX8u3gAGGAfQWZLCr9rcJYEvAatPI0Q3In+R+jiIg1eHKMVURksVVOo1aAOO56xumbiH0a4eC/o0\nluccy/H36iCnOIPROYUs6OBOjp2sl3fEWowmRVgwlFiJf/FuVn3m+hhbZQf5VqDhEVzCf3VY9rd8\ncwd27ROy4M1qF/y1LNvQGsFmg4S8ITIiygKf1uXR8lW1yDJCvJ1YMIJEhAWocKEQI+pkQQXFhUD7\nNdjGKi7ULFiAIi6sJcAWw7XAgSplPFkMVhfDeKXiZixqUWwe5EIAUojdiO6ME3nQvMqFQuxEdG+8\nmL8JhwtrabDBDiZPP6W4UIgNbDHuIB3Ca9qbwACgzJIUzqGA5sIldPz+CoUlkHG0ZgDE13qR3rrO\nwEYcz2gJtPsZ7WR4gF3SQe75OI7zMwDiD4zOklYBvzrHFsA9HDvoANZn9FqEBZ1NI7Ea/3xStgyA\niWy5reXkSLhRXMlPODAbBWA3dsUD8sB6zfmLXbOBlTd72U5C3m6PiMa7gzlal0DLXADoKcSniQXj\naHSJtSzLhCh6ZEJExQUWNjo9gEUdnX4AOz2ARR2dfgA7PYCFDSLivNyY+fcUjU6EjLECuW0hRmjx\noYtyC+MbABPiMK0vE/RwGBEBl8bNhxFdY++tFhNiqA5gbMS/Wr8wpgC3nzYv1mC7oXAvAdfG4zdf\nn/HNB+sAxgfNURFpK6PBFqtid6I74+a76AAWqgbbk3EJtI11AP4SdCrC9YheCSibVcxX1+aTfOfa\nw7JEn/m2KkeInkQETAsPnymJtUyGYgcYxExWCWAxXlVWY7bK2nuMBkhLWc34Fk8wIsLWPKCvpgrc\nwOgg6ciqVRXU/qwDOJ074mr5tziM0bUyqK+GLhA/ZESEidxRVqtKrHVn3efNb2ayIqvGtMQaa+sC\n+UZTbxXAQP6WI66mNq9gux0nb8oMTTXz+yB2rjK/m+8TlFjL0NrCJkuxTEVibZ6WWNNptv5cIuJ3\nIiqxdr6Qh1I1v7WSkHOBuWj6pKKg9kFEYm0WcIoQDU4EaWg0CmNJin8Cx7TLw2FaifTn7TLPF+kd\naz4vDCEw0GdMN2y3BlvOkfmoTs0nM6Z5zpH5ShfF5m4rNAvmzwtjA3Ph0U5j0n1HNNioxPzC4BBh\nviQF9BhpmcHhaqYQqxO9CwB4C1ijoKLQLgBSiJ56hcIaa70GIWbq5Qm7cczKrEPuB24m9HeFBbfg\neCyyEm8BJMSfGf1KAsCvOc42Xn6JDY16EVZY8HGOgZHJ/oWj3W809V6n7SsAG/DJE7MBzkpMwUXq\nze+D2Lk3yBMATOAH75q14/EE2Ppz5bMZgGz3dlij6RPR1psATAVWao+DRkEiwjC8hZkuqpcL7Z7i\npfVyoV6eMP9nHQMcWp4GPOmZa4CDConE/dg9xX/FuTAWv9NTLObCwE3I0GCTwK3ATwsrdP3YEy1k\nxzTYZDkNNpi3YSE2IXrWKFzAhX4YUoj+RG8bBd4C+gcrCgWgroHFibRSCaYBteeJmxCzGC1mVNGD\nY2ZkfqHZIFRDFk8z2kJWcrbieMSbX2gUDnDY3xj90tg+jeMPES5E6HhIiO0ZPaIDeJpjoxoTHJ1/\nqbebF/9Bm+pJQ4Jtyic9nq2DEAUixIKHszOvkb/OC9zN992uTj1QttZs+VI3leZ3IhtclzWa3hVt\ny1afC35gLICZ4CARYQCR5Qnr4MLQeGkdXGgs0mtiTGx+oXcHzyfdm7gGOLh0AL54TQEX+iQ62JNw\nQ5wL4XnL1WfMkooLg0TuRmW8Ymq6XXgabHCCEWJTomc8oghyoWmen8EBRJPsiiQwCegfb7V1PIXo\n7a1QOB0oqx8mZmsWNL0uxjHd6BeGj7328CyjgdIq8EOOhwJTGlxIQEJcyOh46Zb8LcdvbXFt34mO\nTezM6AF733Mc63lU6njTicnNPVefP8MptRV/7cFsI8OC+fynvkey00bL3zmZD/JBW2TBWbABsP4z\n5es9zBx+C7LSIzvsVdG2mvt2zGvGe8wJJhIRuihcpPciYGQJD7GnhpcCI0qY54v0mkSiPmqufdGt\nyJhoAe9/vRQXhlhQoVS/MCLhVsyFDpGby/zCaOytwN6hwBwS9Vkw39sODTazQIwLrRMhxECiiR4L\nohYX5uY/IHozYj7J6Be65JfnCLEE0ddeGQnMAHp6NboILFWfu+nFMS0i+2IcCfE8o02kkwkA23Lc\n7w1Rek0RoxgdK91iKvEHjtPiImo6X+zO6B6byFXiZY4142Ss0x926bHKN7NQITCmdzIJbMdfuCfb\nDJFxUYUT2C8vkuc4mRIA2BN8142yh0LRW2ArT5dvB84U/xeyI2tagz0j5Drhd0SfBnao7aDhkIjQ\nQoml6kcVc2HxuzPAZcVcqFmwAL4Gm3kHzx8rwv5fzz9XAwd7VFrdjLOggs+FjvmQkISbWb4GFwqx\nF9EEzzzfvKWYC/W7M2GKjXNhtVhIg81MFGuwSS1DKu2qzU2HC829EGItojfsJjtHYBKwevAniPbQ\nl2hqhOYVFxatsSDmMOoekvHM0Zvjq0i/UHl4idGGIR1RlbMDx72hMVJUvIlLGR3tGZvxnM3x68yN\n0OTRvRj9V7oHL0+8ztG/aKGMT7p2W2HebMVbRs1VStuJT7wj2xpGvjTI8tfs2L/K8x0T5U25eo5v\nv3b2pNtAA2y5afL96Dg2vxzFyt7sESE3LZop8QBQalZ/IyERYRUlWFBhFHB0xEMxCypcBoR/1JVg\nQYUwFxoDqsHbTI6rgWGRAArEa3IEuVCZx8RrnHgcLqwWszXYTHOTThQXBohWL3AYvIuX4sL2arDl\n5kqGFEZ4zk8NRLhQxa9kSB0r39vbwOrBAkIsRfSld9ycUGcC1phbDjGXUTdpFffrl0Afjqne+oUA\nJMSrjNYL8ah5nHbk+F94lQlxBaMRMtBiJ54/cZzscaEKYG9GE0KXvXmoJnGs4nUrJQB8QS3LzJtr\nUKDb7VP09mP+2L+zHfxO4e/YiD/Jf8KmRlh+GIDX+BarZ88HggTYUl/Jj2u82cQvRPar8C52j5Db\n1J4veHtcX78xkYiwgtIsqHCxz4XlWFDhcp8LhTiY6BrvlhO8D0m9ZpM0zB0W9H5pW5+rgGGO/3Is\nqGByYR5AsYRbMRcqFlHqM8XNV5s3A4Md5/YCh0Eai3Fh3oSgBluwCY4GmwoglyH1mQxevsmFynxd\nW4Y0SER5+m1gNS/+fkSfx8M207MAdx1a0apZMHYATPTl+MIdYxRvMFo7wqOOw5057nKX0hVjGR1W\nUKWN8zhOdFXcxL6MbjE8yHgA73Gs4D4v/JpoScH1FrMTzO7hsZ/wB2/MdjFzzmGH/F4q5Q2HBfM0\n07Wxd/hGK2SvO21ivb+UXyxRpvX8XGR/cDPZBCF3LjtrfhxwRMmiDYBEhEDdLKhgcWE9LKhgcaFm\nwbqQr+UrjceKCj4X+rgKOMQI4IDSLKhg9QuF+FmhhJsZVZ7IuVAF8BOtPhMkQniZigulNjdfMYVt\nFdssr8Hm30ddLtQCbMFQ/SbA4EJlnguwFZg7uxQXSh3/MsYKhTUPPoDZQLdq/JxRi/dyCmwfTv1L\ncnxmaLBNYvSDQh518nfjuKPKZOJfjA7R5rHwnbPxV47jDA9DGd1ge3DgBPAhR79q/DOzLn24gGYv\nmwtNH1VG3If/79psT5V5Ptv/N/JqO1j/PRozHx/ytZfK3s09sx6fy2lLekFHwX+H7LzqJhsv5KD6\ntGNGA8fXZfD9RSLC9rGgwsVKRK1+FlS4XP0maxcLKlxBRLZ5e7iwhIRbEBUuLCHhFru/Xm9osN1a\nyKMmf+Sfm4EhcF8xDVZnbga4sFCDraAJFS60Bdj8UAsynyIiITYgeilU3j8CTuY7ql8YX5spxqYK\nc4AWKBbMQgsbOW78q2lpjk8zAOIdRmsYLBj8AeBH8WOO2zMAYhyjg0LXqm/ofF/A8X8ZADGM0bUy\nfAAKEp9y9M0AzGlp7tn6jTOemXNhnunPIxzK7yCif7K9T5TjbVvr2WHuzfQsgS/4ar2yjwEw+lTO\nNteSLAV+CrJ/AAAbK+R+7VFQ+ztwejvMvndodGWZmhJrNdHp8ksdDGBRjz8FsKjHnwL4LsTf4BJr\nXTo7gM4HEQH/jO3V/cWYhtnh2sMlEXPVWYyZH6IFtKLLHAoxjOjq+C4CRhMdAVxhejaqONB4j9T3\nMFTHf1UwQoAVaLBpATaUkHCLCZgN0QGEB2b1xPyY+U90ADcHg0dFpK1Ig00HcEfQgxA/0q/PBPdu\nqwOoV4NN1b4JEQFPE20GTAyqnOn3SGMKaivp+CeHyjCgSYjeRDPsvU3aeVcdP49cpBBzIO1jUQAA\nIABJREFUGS0mHVm1qr7aR6wSwEq8Kq5mqKyJiYy2klF9tdu0gto+PKCy1gw0Q5zP6FRZEU7z9dVG\n6gDG8KDKmtie0ZMyKK6GLhB9KwHQjLnNTHZhbc1MdoFsVgkmm9H2ZlOvjeTnjr5aVwjCvHFsWyI6\nkt9webbvSXy0Ka6WQRB4Bn4A+8t/5IgWpaaG1ha0ZuAtaM3Q2gK+OHtdxc+/7h2UWMO8NrYJl/dR\nUGKNnV1RUON7hyXWMBdN08RMIl9ZTSVGfq9lVEsiDY2i5qr0MQhxOJGin+pCE/WYH6KXqldjpMGB\nQX+grPKxCXJ0/rxQ59Tu6NsSbofYhrX9GARZRsIt4NaYcXg9sH/95vnSTjepMdJ48OEBOyF20eoz\n/wH20LucI4/IiTClZ2pqsME+kuoMbqIF2CTwNDDQrqsgDR3/SnptpveAVSIjmDFvEKIr0TcAgFYg\nrroCz6WG+IjRihIAluf4IDQ/r+BgSIjbGA2WALA3x42R2YGFMYiRjC6VAHA5x/Cide3D8fdlNEMC\naJ7RKnp1gzEo6j0pZMbAqdrLxrFtD5GVEfX/49ecn9X99sni7PVWuSoAPmuJrM+0muUdsLOFPIkA\n8KHIbq3XGgBGCnFeWpUiEaFG3VxosCAAWS8XGiyoEHiPtB5zFHJhkEeHGhJuKOTCgAch9iUab5Qs\nlnALuLXn3UtgHLB/PeY5CyrUzYWeBpviwgDhBTdt6RlZQnfGPJJKeuZZu8zTwKYhE9iZuYdViN43\n6poMrOzUEgkAAIQgInO5u1pc6IUgPmG0nPF+zYockwuFY+x88R9Ggwzzn3GMj09P9GlVQvyC0UVG\nuTEcB9fBhaIfo6lVc5oxd27P7tAUmCe8f4NKl/1mtsX+8mHzKeCJ/Io/ZbUFN3L0Yy9Mk2vlXW/+\nde9s6RnFJibYaUKeXuUwvjeygvU6QxgmxKjEggASERqogwuFOJxotPcTuywXhmgM5bkwYo7y/UJP\nwk0VG1vIhaZ5cNJ9gWyNe3/1FjhUGBeZ3eSbBxc4jHGh40exyG7GYvfQiduBPb1M2JuKBdV0Q+cm\nWVOPNCehXHrG2TUR2NS7rmDnKA+rEr3nOZ9sSyvLkCugulS908A4F3r8JD5ntIwRkkquzPGuzYVm\nIEZJcSejPbwTtB/Hde6cilg84kRGF0g3wms4DijFhWIFRp+5AXSbOWfWYj0ASGOegxELy98jvZ1t\nPFg+ZYvOMAC/4aN+n51QJoCV2JOfyY2M8BnA+Oe9suVnlTFnJwj5R5fD+G4ooVpTwRAhrk4sqJGI\n0EQpLhTiCKLgI71SXCjEoURj/R4GIPVce2l/zAJSiEOIxsbd+1wIx6EQB3oSbnn5sTW5sFB6phQX\n2m+Z1s2FQuxNdKufD6Bkv9Bb5jfflXMhQrtyGlbTDYNBFmiw5Sy4GdHTsdZpLnTyzTDMVSlcggTe\nB1YM/Qgwm9+daK5nG+dCD+JLRktrEnIKr8rxdg09T/E/RrtJyyo/wAdwXBNnspwFT2F0vsGCZoFx\nHPvU4EKxCqMPw23rMWv29B5KecfhwnzIFP9j6+4pnzcjMvF7/rdTY9PdNQawB9+XW+RuDVeMf9Qz\nW2VOsTk7Ssi/hTmMb4fsqWJrANhViJsTCxpIROigBhdGWNC8GRRxoWbBAhRpsJUwR4QLcw9B8Rrz\npjXW40IYJLqflvMO83Rcwg36Lpw/WYxR9XXAAXHzfFELv3WluFCI3bX6jN8ElZig+4XBI6CmG8Kz\nynMKNNigBdgcc6fwM8AmMRayV6UwbfOcDzQXBpwL0YNotpdvfse5UAIS4itGfb2JCqaD1Tne8vqF\nury4j9HONgs6OIhjrLfkk1FSnMroPIMF/TNwA8feUS4UazCaHPuhAAC9Zs/6qofS+XSeCwJgD7IB\nu8hXdXTMfIKYf87h556U/Tbmfz1291tye8O5RbQA+OQe2RpzY+bsECEvKeIwvjmylwr2Y2sh7k4s\naCMRoY8oFwpxJNHl9j3U/0+NcqEQw4nGhMydHKXN7RYox4IKYS4slHCryYUlBdgQkXALsmDsfnQd\nMDRk7rBg8ODD48KqE63B5sM5IxOAvXyaNKYbSt+5kQhrsHkCbE7tZlpxIewApLEqRSwGlTMFWMH3\nLERPoll2ex3DEBca+8V0Rn0iZ810sAbHG4F+oXiQ0Y9CLOg05RCOK8NyoOIMRueEhEwdh7dwDApw\noVib0aQiFlToM3vmF9176dirb9M+zlbeTip7ZnbmfJzPz/y/7Gw/fyC77SW5m//+s05XuqF8Urds\n7cB8BravkFfV5jC+PrJJ4V0bCvFYYkEPiQiDCHChZsEg/Puyy4WaBUvCXbOpTnMYXAh9Dz0oLuHm\nt2KsqTuDigDbuIi5n+lIuKkm7Ge8X+NU53u4Fhhqmw/RSzv55n4i0C/U6jOxJjhh5FyYm+9MdE/k\noPkxuBpsQmxF9ETcxN98BtjY3CfEmnpViphJniOBKcDydgBqeUKfAk2rPMfjQkDMZLS4rJYtvoJ+\nwPGaRUXiEUbbGeZ++KbPwzgud1dcEn9gdKY98d8/GHnOBI4f2wGsz+i12iyosOScGZ91W9wIkz3D\nlt1Svm9SoLRoslIs//yDnz4i+7O5dxs2fqL8qY46MGcfQN5T5K9l2QbzrB17CnlDWQ7ja6DlQzez\nvxAvJBYMIRFhDBYXFrKgQhEX1k9jMLmwXeYwubCWeE2QXcbmXNgu6RlTwk3aSyQG74I+rtUqbs7L\nNTHzGBeqJuyh1WdiPwV8Xr8NGKQDUIvd+7ftYNVwuFCIrbUAm19d0JtKP6u5UBqrUsCLPJgD4ENg\nOR1AH6JpcROz4fmmwYVSr1DoV+K029xci+OVChWJxxn9UFolY67yvUdwXGIoqP2R0W9DLOjEbqb/\ny7GLDmATRi+VZUGFfnNnfNzSW9m8zPpuIj8xnxR6KzQFVuu9jJ98SHahSu/ErnpEKk3BaHfQaD0D\nwF/smm06v7J7RyH/Ux+Hta6AlqnVzWWEeDuxYASJCAtQ4UI9pz54D439HlaJS4hIz6kvMI/tukRx\nYbtYUGG01mC7ulb8RVzYLgE2RCTc6uNCIgq9XBOM1k/cZGiw3V54BGKJ24jIeMUUdhkTRVxI9Gjo\nUgluOulniUiIdexVKcwCxTkfAcsC0MsTwm61H0OICwHRyqh75EwVn4p1OBGJpxht6bGgX60f1885\nRmUAxLmMTpWuCUocyP9xIhJbMHq2PhZUWK51+pSWPgDWlV+pV0m1l6JxUQ0mwcby44hoT3bZvfKQ\nfOTTTxhuzckbjD/TnG0pAcj72sNhrX3RMgcAegrxaWLBOBpdYo2xGhd0x9WPOl1+qdMD6CA6Pf4U\nQAfR6fGnAGqi0Ymg0dvPWIHithAjtABVSQ02R9zrcK2+dlQtDbaCXWp89ZJIFYfEBNhgaLABR8RU\n3IQYZoyaWlVoebZDAQBjI+ZDiyXc9AF0JNyqdZWQcFPKNddGzEtqsEWXiBJiENHtEfM9iAi4DfgJ\nMCEik7Yj0f2Rs7Md0cPATgCA+yPmmxNNDO4CmBAbEBHwHLAx8IKvkQYwIVYjmhzUYBOiH9EX+mHh\nZ75CG8CE6EbEjdphfgvRXDmAzTwosYYmiE8YrSh9cTU0QbzEiAgbcLyYYSC3JNZ0QkxgNMRQUHP0\n1f6pNdhO4o64Wv4tjmF0hcxV0yofpaC2MyMiPMyxbYaJPKCy1hWiF+s2t62ZyWYmmyBVopnJZmBK\nl5bV2+ZMaekNYF3+AUGQp7J2Ldv+KHm7qalmfoazs4noFj58cDbmPj5Yi6txM9GdTZovlmeGphrm\nzce8Njavja01Sz6bqU4hvyUgsYa5YOcLeShV822JtaZPKhpsH0Qk1mYBpwjR4ESQhkajMFalaI8G\nmyE9I9uhwWYTpDIvGAYMfIQYZsy7H13v6mN60r2qZQxwaL1Du1q8BvEpGeamH4BJkPmqT8Ujcdam\noT5zI/CzwuYGzc2lndTzwoKBPPeYaOkZBTVGGjMPHknoVSkUngM2jJx0P0eZ9yP6TBf4BOjnNblg\ngFQ1oZmoDQAYx3xvJV6/fttHZal6hY05JoZmZUTDBwDxT0bHSQA4juN8eyXe2NCo4VDszOgBPST7\nOMfAwgC89JQuLavMn6vyBvBPX8lMsYJSGM7Ovk6erNJ38KE7ZrfUZc7WmiVfqiwbye9ENri4eABN\nn4i23gRgqi21kOAgEWEY3tpM9XGhLcCGerkw1E0s5kLfg6k+o4rVwYWe9AyAMcDwkuaeB1nIhQiR\nqCPhhjgXwt6UOoCf2OozigtjXO6bm8v8ohYXukwmxPZED9puC7gwkBZiQ6IX7Kie11xYzIIq/mXt\nhZkk8CmwdOFBc1iwC9H8asFmjnne9L7wsQfyperNAptyPJW5UccgIS5mdIwxU+IkjvPiXOjxmfgx\no//ZEy2e5tjIntThHD8j/XHXlhW/aZVAPlNwXT7luax/PGIXR7EzxsjTzfWY7uODf5jdUcuugqb+\nM+Tri+n6AQZ+C7Kamr6mh3dF27LV54IfAGvXYd1YSEQYQGSFwrJcqCfdS++/sxQXxgdLg1wY9OBr\nsNXBhSEWVCjLhSEPNbnQNPfFa4q50N20FziETtwI7FMYeG4eXOAwxoWwc2AIsDkXQJAL4XsTYmOt\nx+2E9zywQbzq3Hx5oo9C/nMu9NnM+R2Q63Eb6Mohasu+AMZS9c752YzjCU1FzrGxc8TljI6yI5TA\nKRx/8jqmjhNlPojRHZ45gOc51q0tiPoZZcvN44oFzYIb83eezNZCCRzHTrlEnuVPrniU77Fpdl/M\nKkfTytPa3u4FuC/l8GuRldMkZq+KttXct2Ney1eCTrCRiNBF4Tq9tbkwJD1j/ivV4MJaa/zG+oXV\nj9ZgC94rUZMLjcXuHQ/qcyUwPL5XBRCUcEOcC2GbO+I1sMv7XOh4czTYHP83RLjQNN9LPzK08vW3\nz4Wmf2gBtgDBR7gQjhOtx+37V1BciJAHFf+KRFOCuwAAnwFLRcxNFrRmsFVBHK22NLZ3isRbjNY0\nWNDeiy05HjUmy/tlJMSVjI4I0ZgEfsNxVkjO1CgphjC6zQ7ATLzMsaY3W98I5suM+gmhWNDzjc35\n6w9nG6AQp7DjLpDn+SyoEhP5TutljxaYNy03te393tX67SfXfDSyXxTXD/aMkOuE3xF9GtihhnUj\nIhGhhRKr1RdxYaEMaZ6IcmG5le6L+oVx9ZlSXFgoPZPjSuCw2L5CCTcUcqEyD4rXOPezon6hfnfG\np2rYXOjfyJX5IKIJwdjiXJjvVQJs9zqZXjGHC61iWo87BlXsBWD9UPxSiJWNJSmcAPLP58CSsQqE\nIKLCFxRbOOZ6/UJdYWWpev/MmDlbczzsKdfkAVzNaLisWvmuTuf4vSdbo0uK/Rnd5AXgeHido384\ngK9bui7ZOs/OroqoqfQ2/MV7s4HuEdA4gx11nrzAW8LC2nyZ/3BAFj7LTUt90fZxX12t/3IYAPAL\nUaBmyh4RctOimRIPAHsV7G5IJCKsogQLKoS5MC7A5t8KA1xYjgUVTC5EXpcQh0Yk3PJi+XeAC/Wk\nexlpgvm5AjjM3xsRrzFrRwEXFkq4leJCIQZr9ZlY/Co9HtjX9++xYDB4eFwI3XwlPePH7DsxubAa\nnhCbaz3u4Okzy5tcmAeglqTwTxm87y+Avv7lIUSm3yAtRDeO2QE5UDGZ0Wr2nHfnAOSZ23A86A1R\nSohrGR3sW5oxAhL4HccZgX6hOIjR9dIq7NsqTOJYxfUwvVuXPnO/0XnM+DZ9MIDtyCf+N9vaD/Bs\nNvwseYlRPtwplGBv8YErZS875k29P2v7YqlKJfB6pAYp8nOR/cGvH+weIbepPV/w9oi2fcMiEWEF\npVlQweXCWtIzNbiwHhZUcLiwWH3Gv4/D4cJa0jM+rjAk3Gp68Js/tk4JN78VORfmAQzR6jMxJjZz\nXC7Ur5gGj5WfcLgwl54x63IMHSfuGKlWIi2+f5vpF4H180whVid6J9RYnxfV50uDCxULthC1oiR6\ncMyyJNDEFEYr2yQUjDpPb89xny2BNp7RUOkG65urzTM5TrX6hWI4o2uka1VwBU3mWL46Rjqre3Ov\nOUEWdLp0Cmx3/vhtmTXKeB4berockxd2vp1OIYD3+fr9srdy86Yen7RN66crDPcFzQT/PbLzrKPC\nJgi5c9lZ8+PqfY/8e41EhEDdLKhQ5cJC6ZkcUS6snwUV6pJwK+LC+llQ4YrSEm4INX9sPRJuxVyY\na7AVmPt8oLhQcYC5wGHB3dcJpqLBZqzxGzzpsYSpwZYrkfpO/Fbk6ReB9QAIsYYW445dfrBbl3Ph\nEjqAbkTRFQ/CWIxjhhYw+5jRCprDYnX6LfgRxz0VMhM3Mdov1OrYLxMAf+T4lQ5gBKMrZbiioB+V\n+JCjXwZg7mJNPWbPd/jP+FbFK1Mwc98/4Q/emO2i9l7AfnayvE4XgzMimntw6PAzPqB39j6AZvqo\nbfayQJT23E01RnoKsn/ojPFCDqpPO2Y0cHxdBt9fpAn1ZaSSvs/odNmRhA4incFFHd+FM9jgRNCl\nswPoZJQWjinYS6V1ZxCRnkFMdwa1+otCHKbFa2qah4VpUDkIYd0ZVKRnyojXFJuHB3qEOJCIYrI1\nqCrXRMeJDPWZmId9DalS33wwEQHjnfz8u0B3BmBC/FifwbDuDMCE+BHRA/FrYFsiAh7wdGEq4i9C\nbEz0guccWhdmbVTO4Cu+6IwusyLRxzrf+W4SoicRAdNCASjzJspkRTXGcyC+ZESEvtzRlKmKy7zC\naCPpqMlUE80Q/2VEhL14UFkGzRAXMTpRBjVl0AXiREZE+AcPKstUxGUelVUpGVtZRvSrKNd0/bq1\niaGZySaG5ibZxGQzg/p+v4nWlDOyiqAMJwidFgR+HdueiI7i4wgiq+zleYIghrE//Vse04JWJSWj\nEnl6CfayOoOtX/fFN22Y14ZvtLJMZXM+24DLhwhztJqMnWDnCyLie7vKMlVxmWliJpEvKKMSI4Wg\nhpchTUOjaJ9wDCyObJ95Pun+Yv3ALza4Gt6lWbCmObQTGDnSmG5Yt+6MboIp4VaMwAiXMd3w0HaY\no6rBdg1QPNM4Zp4vcLhfQbHYkKmxumHxXHt4OZWEZsH7gB1CZy1gYpuvTfQaAOBlYF3PKngQrF2a\nBb8GeodMakB8yWgpCQBTjdmBMlRVpCkVFtyd4/YsGni8HeJERhdIADg2tBRwxKpq3o/RVAmg6Ss+\nr08LrCFNf2hUGTEzU7HgcH7LJdkBubntxwyh+htIpZdgL8+WAwDMnbV0S5+pqB8VFjwQ2a2hvbXM\nRwpxXsOzIBIRatTNhXZPsR3mjvTMxcDRHfBQbB4kIXOihQQuB46oi4kNCbea5oEwjOmGKCHhFmiF\nnnGooLiwIADf3Fzg8Pp6udBY3VDld1yDbQdYTQ4e/2paiHWJXjWcvwysE6rOaX51U69QqDANWBz1\noLpUPYA+HF94si/FrQHE/xjtJis5e3LcFmJT2D7NAE5hdL4O4EKOo72p+oVXkFiB0acyz+nyNee9\nTS6E+bJM3hHXBkyC3cS2HCofUiY/59dfmB2infmPCa2ng8rJcmziVJm/7oS5X/dtWSpfJKQU2FlC\n/rJCY3wwsrtCZYxv2NQ4TIhRiQUBJCI0UAeZhcZL6zI/wmZBhTq40OPRmuYOCeUsaN5aLgfKqVaE\nxWsKzN3bsTfdUOqp+jH4PGTOtVA3vGuAg0ub+y/XxLgw4ERLzzh726fBlnu+X891Dv4UcEh0PaKX\nPbp4BVg7ErbfBHOFQvU9HeiFchBfM1rCfkWzL8fnWSBwhBohIe5jtLO0dg3iuCWkaOrGDkiIUxmd\na7d0FMeRoZnyTo5iwVUZTZFOAZrG5y7eootYDCKrmRVKu51tPEQ+afb5juVX/yU7MtIXzBOV/NXY\nIx/JzewCbO4XfVqWm+6FHgb7jZBnaBpT787sjuyhAgsLQ4S4OrGgRiJCE6XILP7UsKS5KcDm3CFG\nAUfXug9KIQ63JdxqmkMXUwEM19MNzV3qcxlwZIkATPGaMuYwE96ExXxvWS7Ub5n6t9ury3ChscCh\nE16pfqHBgn6xAg226qbWYDM9qPT9wPahc2d5sMW4zQAAvKq5MEYFKoC+RF+FLo8ZQE/P0IWYzqi3\nt0auBJbi+DQyRmonxEOMdpBu/RLYm+PGrDB2QEL8ltEfpdVuhcs4hodkaxwWHMDoXWmV0QVapvPZ\nvVoQ6tKZI6J3s3X3lM/bATIAJ/HR52TH+DMlVDrfXJvd847cVrmVFuOy1o8Xb1lpptd+F+x4If9E\n1efF2gHfHtlTNa2xqxC3JBY0kIjQQQ0yqzXRoqZ5THomxyhgZAc8BM1NEspXCYZ3F1G4DBhRGEBM\nvKbA3LwFD/NWCYaRjkm4wfBwANF1EXNoLoz+FPBYsCYXmnuhBdgit9gwF5p7paHBZtrm6Qc0F8bM\nczHuIFMCeA1Yyzss5ilYiuhLBKDKzAQWC+2tQMxgtLi0fJvul+b4OAuEb6TFo4y2lW50eeJnHOO9\nnqURoziT0R+kVSmMYldyHGxNcHTSYh1Gb4ZIVOd0n8FnLtbiKcIoMAn2IFtjF/mqvbda+FQ+6vfZ\nCU6m+XRwY3b7q3IXVKjRrLwy9Nr6Qc+W1ed4wVXBRgh5QYjGFBdujuylwM4cWwtxd2JBG4kIfUTJ\nrNx0wwLzAukZ83MRMDJYQIgjPA9lzKHvgOaAanu4sBYLFpjnLHhV6AiYrbgiJOGW89BQvThUzFwC\nVwPDIuZqaSefxszNaL9QS8/EDl2MC6vhCbGTrcHme5AGF7pEIcTGRM975X0PrwFrBsMToh/R53Zg\nfktnAT2C8YlZjHra45l+ehmOj7w3X3QB8SSjrWwPprn67MtxXVjFTZzD6LceCzoH42qOA7xupTLf\nkNErNgu6JxkAes7k03u0BB/yPcFW2k6+7ff5TMr8Pf/bb7Jfm5l5ma3YDc/KQb6h82Cy9Z0eLWuG\nxQ3YQUJeRgD87mCe4OsjmxS0xgZCPJZY0EMiwiACZFbPpPugebH0jIOLgGM64MExd1gweA9wPpcC\nI5wbVVzCraa5it9RAw/c6G0udG+l8WUx/Eiu8rlQL2oRvPU7mwEuNFY3jFmZ+Y4Gm/Lga7DJUBrA\nA8B23vHfhOhZ+7gFXSm8DvzAzlFrM30aih9wj+FsoLtrPptRj0hPDkZcEliOY0pmFQMgISYy2lxa\nJe0C1e8DOK5xO3biXEanSrehDtTe6zj2dVcfFAMZPV+bBdX34rP4191bHCZ7li2zhZyiLRgidCjB\nzuHnnpT91o6L7ciufkzuG1SZ0dVWh0lb32jJ1nUnF7IhQv4rMCLqJ/gayD50rNFfiBcTC4aQiDAG\ni8zql55xzOtiQQWLzOr34JjnDyYV/ISPS4GfGx5qitcUmMtaXUmfDkcbEm6KyP1lMYJMnG8qLpQ6\nfuflGnhtj3GhMlfSM36xklxYoMEGL602HwS2MwLwxbhr0uEbwAAjgOWJPg5FHmvFHKBbNYC5jLpr\nFglymHMqluf4wBojFc8z2iTUF3R85p+DOMZWyUycz+gU78GkH0CevoFjsGG+FaOnIyxobhqZfea0\nTu1WfV74CuuzsfwMFu05TGaNhf6Fn3Vsdna+uQe77D45zC9vVO52DVtfoWyj6mJYbHchbzFozOTo\n0LuhfAVkxoyMZYR4J7FgBIkIC1Ahs3YJsPnmwf/1gtuABP6pyEyIIwsl3MqYXx6/cRd4uESRmRDD\n9ZPFugIwzceUOwIwEqMNCbegnHfB3VRtjlUqbgYLOs0v3qxwoceCxbdSs5ivweYfeecsmJsPAtsC\nEGIzW4zbrzR4NgG8CQwAIMSKRB8WNiGYmAu0ABCcUYvxjqhzpP0c9b0ix2StoKZWqw+eZ78d+fcw\njiszAOICRifGWdBpep6+mWNQBkBsx+gxWaO5jh8AEn3ntn7e0gJgEuu+jpxmT4EIzBG033zBhfyM\nn2fnARjCLrxDjgiamyb+zA3+fJdsoATAthPyzviIKCJc2BfZHABYTIhPEwvG0egSa1mWFYsbdbr6\nUacHsKij0w9gpwewqKPTD2CnB7CwQUScl1h15PuLRidCxlgJBTW0T4Otg+ZlPNRj7vyMZLrM4SUk\n3BBTcSunABc1NzyEn3UIcUi7JNxy8wN1AGNjc4uF2I/ohuDxEWKINh8f9A8w/QZNzPkexRpsQuxo\nCLBV87W82dba/BHbsKqjJsT6RK/4ymqqmBCraQ/vBEXShFiCaLrts8kw71IxZ9wOrRqpmMmoj4xK\nrL3NiAgDeFhirQniAUa7yqB8GpohrqhIoOEYHi1zEqOLpKOsVlFQ20ub389NZTVTcU30Yy3TZBND\nUxPUd3MlLZua8EmXJuWhP/9CSaapT56+gW19uLzLV1ZT30ez05X5LXy4r6+mPr3Y61yswubNxzfz\n2bw29s18zJvPlLjavLamdWYrD3yCllWbayXYuUIeQVamUYZ9UlFQ+8AQV5tlp08RosGJIA2NRmFw\nTHs02DpovhACiA0DIjZoKcRhJUTgOmheNDSnWbBAtqbYPH+5ZoynXAPP3G2Olp4BMA7Yz7OqOTio\n1GdqarDFfEohtiZ6DADwELBN/JgHTyIACLEa0bsAgEnA6qHhy+Iz2IVoPgCAQ4Y0zILXlJFZYcHV\nOd5yX11xvZnQfsQVjEZIAPg5x0Weck3Qg5Ej9mJ0pwSAuzl+ZK/l64Ua9PlJl6bl57cBWIlPfztb\nKvaei1G59ZjwaHb6lfIMANfxowdnY5xiKmHP0HCHRpvWmd32YgsAfg+yQX6FNcA+EbI3AfgKWKlu\n6wZCIsIwvJ5WfVTUQfOFFkDw/z7moUMicHWaB25LtvxNsepN0PwgQ8JNai5EiLHg5wvxM6Ibjb3j\ngP1DJBpjR6nn3ef5NXVnHBrehuhRo40PA9sEQ/Vych7tT/S24fZtYLVYYb8VQmRxpX2XAAAM10lE\nQVRE86pVMI620Fz1+KkQ7zFaXVY21+B4I3NDjhgqiKsYHWY8FxzJcWGcC72DIQYzmmC8Yno/xzbe\nUsAFkPiMmpb9pi3P6M+/eC1bHiEaC04ZPJ6dfLE8Oze/mR+2R3ZdIZW6LNg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