{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# The Singular Value Decomposition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Often more important in today's world than the eigenvalue decomposition. Shows up in machine learning, image compression, and many discrete applications." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Definition\n", "\n", "For any $m \\times n$ matrix $A$ of rank $r$:\n", "\n", "$$A = U \\Sigma V^T = \\\\\n", "\\begin{pmatrix} u_1 & \\cdots & u_r & \\cdots & u_m\\end{pmatrix} \\begin{pmatrix} \\sigma_1 & & & & & \\\\ & \\sigma_2 & & & & \\\\ & & \\ddots & & & \\\\ & & & \\sigma_r & & \\\\ & & & & 0 & \\\\ & & & & & \\ddots \\end{pmatrix} \\begin{pmatrix} v_1 & \\cdots & v_r & \\cdots & v_n\\end{pmatrix}^T \\\\\n", "= \\sigma_1 u_1 v_1^T + \\cdots \\sigma_r u_r v_r^T\n", "$$\n", "\n", "(more generally: $U \\Sigma V^H$ for complex matrices)\n", "\n", "* $U$ is $m\\times m$ orthogonal (unitary) matrix of **left singular vectors** $u_k$\n", "* $V$ is $n \\times n$ orthogonal (unitary) of **right singular vectors** $v_k$\n", "* $\\Sigma$ is $m\\times n$ diagonal matrix of r **singular values** (real) $\\sigma_k > 0$ (and $n-r$ columns / $m-r$ rows of zeros)\n", "\n", "The most basic SVD is a matrix decomposition of a matrix A into $U$ Diagonal($\\sigma$) $V^T$, where $U$ and $V$ are square orthogonal and $\\sigma$ is a vector of decreasing singular\n", "values that are non-negative. The notation $\\Sigma$ denotes the diagonal matrix\n", "\n", "$$\n", "\\Sigma = \\begin{pmatrix}\n", "\\sigma_1 & 0 & \\cdots \\\\\n", "0 & \\sigma_2 & \\cdots \\\\\n", "& & \\ddots\n", "\\end{pmatrix}\n", "$$\n", "\n", "* The vectors $u_1, \\ldots, u_r$ form an **orthonormal basis for the column space** $C(A)$, and $v_1, \\ldots, v_r$ form an **orthonormal basis for the row space** $C(A^T)$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Square Example" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5×5 Array{Float64,2}:\n", " -0.837887 -0.00360708 -0.533729 0.073474 0.0875645\n", " -0.228281 -0.261529 0.496507 0.0438725 0.794385 \n", " 0.263465 -0.530214 -0.299503 0.746685 0.047111 \n", " -0.298982 -0.682087 0.360215 -0.20127 -0.524502 \n", " 0.295009 -0.430372 -0.499156 -0.628195 0.289765 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "5-element Array{Float64,1}:\n", " 3.09077 \n", " 2.47409 \n", " 1.99544 \n", " 1.3849 \n", " 0.093338" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "5×5 Array{Float64,2}:\n", " 0.581876 0.486551 -0.194982 0.21415 -0.583789\n", " 0.575104 0.0718241 0.386774 -0.669107 0.258454\n", " -0.499703 0.552859 -0.268021 -0.588264 -0.163567\n", " 0.26899 0.0523952 -0.771478 0.0126204 0.574074\n", " 0.0928225 -0.670605 -0.38128 -0.400278 -0.485876" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "A = randn(5,5)\n", "U,σ,V = svd(A)\n", "display(U), display(σ), display(V);" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5×5 Diagonal{Float64}:\n", " 3.09077 ⋅ ⋅ ⋅ ⋅ \n", " ⋅ 2.47409 ⋅ ⋅ ⋅ \n", " ⋅ ⋅ 1.99544 ⋅ ⋅ \n", " ⋅ ⋅ ⋅ 1.3849 ⋅ \n", " ⋅ ⋅ ⋅ ⋅ 0.093338" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "σ\n", "Σ = Diagonal(σ)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5×5 Array{Float64,2}:\n", " 1.0 -0.0 -0.0 -0.0 0.0\n", " -0.0 1.0 -0.0 -0.0 0.0\n", " -0.0 -0.0 1.0 -0.0 -0.0\n", " -0.0 -0.0 -0.0 1.0 -0.0\n", " 0.0 0.0 -0.0 -0.0 1.0" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "round.(U'U,2)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5×5 Array{Float64,2}:\n", " 1.0 0.0 0.0 -0.0 0.0\n", " 0.0 1.0 0.0 0.0 -0.0\n", " 0.0 0.0 1.0 -0.0 0.0\n", " -0.0 0.0 -0.0 1.0 -0.0\n", " 0.0 -0.0 0.0 -0.0 1.0" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "round.(V'V,2)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5-element Array{Float64,1}:\n", " 3.09077 \n", " 2.47409 \n", " 1.99544 \n", " 1.3849 \n", " 0.093338" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "σ" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5×5 Array{Float64,2}:\n", " -1.28656 -1.9679 1.51341 0.130546 0.126973\n", " -0.948825 -0.0905405 -0.318564 -0.944703 -0.06968 \n", " 0.170982 -0.547836 -1.58101 0.626952 0.767094\n", " -1.53004 -0.200789 -0.491876 -0.923142 0.907201\n", " 0.00459912 0.651771 -0.269987 0.962445 1.51355 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Σ=Diagonal(σ)\n", "U*Σ*V'" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5×5 Array{Float64,2}:\n", " -1.28656 -1.9679 1.51341 0.130546 0.126973\n", " -0.948825 -0.0905405 -0.318564 -0.944703 -0.06968 \n", " 0.170982 -0.547836 -1.58101 0.626952 0.767094\n", " -1.53004 -0.200789 -0.491876 -0.923142 0.907201\n", " 0.00459912 0.651771 -0.269987 0.962445 1.51355 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### \"tall-skinny\" full column rank example" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5×5 Array{Float64,2}:\n", " -0.295069 0.524511 0.116294 0.216986 0.759747 \n", " -0.17686 -0.480732 0.640376 0.572305 0.00172267\n", " -0.53255 0.407726 -0.212582 0.417509 -0.575018 \n", " 0.383103 -0.194802 -0.60993 0.636647 0.194809 \n", " 0.671772 0.538142 0.398985 0.213893 -0.23278 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "3-element Array{Float64,1}:\n", " 3.47777\n", " 1.94077\n", " 1.13201" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "3×3 Array{Float64,2}:\n", " -0.915755 0.0299677 -0.400617\n", " 0.38762 0.327941 -0.861513\n", " 0.105561 -0.944223 -0.31193 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "A = randn(5,3)\n", "U,σ,V = svd(A,thin=false) # thin=false gives the basic svd, \n", " # often the default (thin=true) is more useful\n", "display(U), display(σ), display(V);" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5×3 Array{Float64,2}:\n", " 0.9175 -0.177354 -1.11057 \n", " 0.244891 -1.1689 0.589902\n", " 1.81618 -0.251088 -0.867612\n", " -0.954827 0.987286 0.712994\n", " -2.28909 0.858984 -0.880423" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "5×3 Array{Float64,2}:\n", " 0.9175 -0.177354 -1.11057 \n", " 0.244891 -1.1689 0.589902\n", " 1.81618 -0.251088 -0.867612\n", " -0.954827 0.987286 0.712994\n", " -2.28909 0.858984 -0.880423" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Σ = zeros(A) # Make Σ the size of A\n", "for i=1:length(σ) Σ[i,i]=σ[i] end # put the singular values on the diagonal\n", "\n", "display(A)\n", "U*Σ*V'" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Σ" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### short fat matrix" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3×3 Array{Float64,2}:\n", " -0.568528 -0.728401 -0.382373\n", " 0.732342 -0.659857 0.168117\n", " -0.374768 -0.184448 0.908586" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "3-element Array{Float64,1}:\n", " 2.04826 \n", " 1.45171 \n", " 0.628441" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "5×5 Array{Float64,2}:\n", " -0.058333 -0.324256 -0.802831 -0.218627 -0.446229 \n", " 0.0418722 -0.121676 -0.292301 0.935612 0.150438 \n", " 0.815484 -0.534919 0.206087 -0.0297624 -0.0740988\n", " -0.504176 -0.535458 0.46349 0.172218 -0.46326 \n", " -0.275022 -0.554256 -0.112819 -0.215144 0.747093 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "3×5 Array{Float64,2}:\n", " 0.603724 0.150143 -0.433508 1.04194 0.933455\n", " 0.138289 0.148483 1.75743 -0.194381 0.106473\n", " -0.326809 -0.166463 -0.365076 0.795042 0.295105" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A = randn(3,5)\n", "U,σ,V = svd(A,thin=false) # thin=false gives the basic svd, \n", " # often the default (thin=true) is more useful\n", "display(U), display(σ), display(V)\n", "Σ = zeros(A) # Make Σ the size of A\n", "for i=1:length(σ) Σ[i,i]=σ[i] end # put the singular values on the diagonal\n", "U*Σ*V'\n", "A" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3×5 Array{Float64,2}:\n", " 0.603724 0.150143 -0.433508 1.04194 0.933455\n", " 0.138289 0.148483 1.75743 -0.194381 0.106473\n", " -0.326809 -0.166463 -0.365076 0.795042 0.295105" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Σ" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thin: for tall skinny, U is the size of A, Σ is square
\n", "Thin: for short fat, V is the size of A, Σ is square " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "A = randn(5,3)\n", "U,σ,V = svd(A) # thin = true\n", "display(U)\n", "display(round(U'U,2))\n", "display(A)\n", "U*Diagonal(σ)*V'" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "A = randn(3,5)\n", "U,σ,V = svd(A)\n", "display(V)\n", "display(round(V'V,2))\n", "display(A)\n", "U*Diagonal(σ)*V'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data \"compression\"" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " \n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", "100 111k 100 111k 0 0 450k 0 --:--:-- --:--:-- --:--:-- 449k\n" ] }, { "data": { "image/png": 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", "text/plain": [ "198×313 Array{RGB4{N0f8},2}:\n", " RGB4{N0f8}(0.502,0.576,0.592) … RGB4{N0f8}(0.106,0.071,0.012)\n", " RGB4{N0f8}(0.408,0.467,0.455) RGB4{N0f8}(0.071,0.075,0.02) \n", " RGB4{N0f8}(0.275,0.282,0.271) RGB4{N0f8}(0.09,0.09,0.051) \n", " RGB4{N0f8}(0.153,0.129,0.137) RGB4{N0f8}(0.114,0.071,0.055)\n", " RGB4{N0f8}(0.094,0.055,0.098) RGB4{N0f8}(0.145,0.047,0.059)\n", " RGB4{N0f8}(0.063,0.067,0.047) … RGB4{N0f8}(0.2,0.027,0.078) \n", " RGB4{N0f8}(0.039,0.039,0.039) RGB4{N0f8}(0.208,0.039,0.078)\n", " RGB4{N0f8}(0.012,0.008,0.031) RGB4{N0f8}(0.216,0.047,0.086)\n", " RGB4{N0f8}(0.0,0.0,0.035) RGB4{N0f8}(0.231,0.055,0.082)\n", " RGB4{N0f8}(0.016,0.016,0.047) RGB4{N0f8}(0.251,0.075,0.094)\n", " RGB4{N0f8}(0.0,0.004,0.0) … RGB4{N0f8}(0.278,0.098,0.11) \n", " RGB4{N0f8}(0.004,0.027,0.0) RGB4{N0f8}(0.278,0.098,0.106)\n", " RGB4{N0f8}(0.122,0.149,0.086) RGB4{N0f8}(0.263,0.082,0.09) \n", " ⋮ ⋱ \n", " RGB4{N0f8}(0.812,0.847,0.843) RGB4{N0f8}(0.482,0.388,0.294)\n", " RGB4{N0f8}(0.812,0.827,0.831) RGB4{N0f8}(0.435,0.341,0.247)\n", " RGB4{N0f8}(0.827,0.835,0.831) RGB4{N0f8}(0.396,0.298,0.212)\n", " RGB4{N0f8}(0.847,0.847,0.847) RGB4{N0f8}(0.416,0.333,0.22) \n", " RGB4{N0f8}(0.839,0.839,0.839) … RGB4{N0f8}(0.447,0.388,0.267)\n", " RGB4{N0f8}(0.835,0.827,0.831) RGB4{N0f8}(0.467,0.416,0.282)\n", " RGB4{N0f8}(0.851,0.835,0.839) RGB4{N0f8}(0.451,0.373,0.243)\n", " RGB4{N0f8}(0.882,0.859,0.867) RGB4{N0f8}(0.427,0.306,0.184)\n", " RGB4{N0f8}(0.886,0.851,0.863) RGB4{N0f8}(0.439,0.302,0.176)\n", " RGB4{N0f8}(0.812,0.776,0.788) … RGB4{N0f8}(0.49,0.396,0.247) \n", " RGB4{N0f8}(0.729,0.686,0.702) RGB4{N0f8}(0.549,0.498,0.333)\n", " RGB4{N0f8}(0.69,0.631,0.612) RGB4{N0f8}(0.557,0.522,0.369)" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "using Images, Interact\n", "picture = download(\"http://web.mit.edu/jfrench/Public/gstrang.png\")\n", "pimage = load(picture)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3×198×313 Array{Float64,3}:\n", "[:, :, 1] =\n", " 0.501961 0.407843 0.27451 0.152941 … 0.811765 0.729412 0.690196\n", " 0.576471 0.466667 0.282353 0.129412 0.776471 0.686275 0.631373\n", " 0.592157 0.454902 0.270588 0.137255 0.788235 0.701961 0.611765\n", "\n", "[:, :, 2] =\n", " 0.478431 0.4 0.278431 0.156863 … 0.792157 0.717647 0.67451 \n", " 0.560784 0.462745 0.298039 0.133333 0.74902 0.670588 0.607843\n", " 0.572549 0.45098 0.27451 0.141176 0.764706 0.686275 0.576471\n", "\n", "[:, :, 3] =\n", " 0.47451 0.403922 0.298039 0.168627 … 0.788235 0.717647 0.67451 \n", " 0.556863 0.478431 0.317647 0.145098 0.741176 0.670588 0.603922\n", " 0.560784 0.454902 0.294118 0.145098 0.74902 0.678431 0.564706\n", "\n", "...\n", "\n", "[:, :, 311] =\n", " 0.180392 0.14902 0.14902 0.145098 … 0.521569 0.576471 0.627451\n", " 0.203922 0.211765 0.211765 0.160784 0.431373 0.529412 0.588235\n", " 0.196078 0.2 0.211765 0.196078 0.258824 0.333333 0.447059\n", "\n", "[:, :, 312] =\n", " 0.160784 0.12549 0.133333 0.137255 … 0.501961 0.556863 0.564706\n", " 0.14902 0.152941 0.156863 0.121569 0.411765 0.505882 0.529412\n", " 0.113725 0.121569 0.141176 0.12549 0.247059 0.329412 0.376471\n", "\n", "[:, :, 313] =\n", " 0.105882 0.0705882 0.0901961 0.113725 … 0.490196 0.54902 0.556863\n", " 0.0705882 0.0745098 0.0901961 0.0705882 0.396078 0.498039 0.521569\n", " 0.0117647 0.0196078 0.0509804 0.054902 0.247059 0.333333 0.368627" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = Float64.(channelview(pimage)) # convert to an array" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([-0.0425341 -0.0450356 … 0.00151963 0.00756285; -0.0404302 -0.0474975 … 0.018155 -0.0318043; … ; -0.143038 0.101536 … 0.0478258 -0.031868; -0.144002 0.111713 … 0.00208723 -0.00647907], [85.0721, 21.0869, 16.5932, 14.0062, 11.7329, 10.1639, 9.09968, 7.38199, 7.21165, 6.61043 … 0.0242461, 0.022777, 0.0226532, 0.0215465, 0.0208984, 0.0198099, 0.019109, 0.0189211, 0.0177043, 0.0170277], [-0.0697386 -0.0166765 … -0.00833632 -0.00208403; -0.0695657 -0.0410425 … 0.0132635 0.0545603; … ; -0.0231986 -0.00117247 … 0.00208234 -0.0117437; -0.0217245 0.00349056 … 0.0677007 0.0426431])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pr,pg,pb = p[1,:,:],p[2,:,:],p[3,:,:]\n", "Ur,σr,Vr = svd(pr)\n", "Ug,σg,Vg = svd(pg)\n", "Ub,σb,Vb = svd(pb)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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BZRWc9kxqpTvSUROp7wG33GNhG9x14B9P4JeW1JFNV8MH8/Nux+1ZjSOuXi3RaRelisGwou00Q58UX7oGFZv/G5dIPhuqzvNNfKgwkjvSbykcdmQz92nLlbc0FEZCTE0eK6Z/RtBxEna7uFnKFWfopaKfM/Xd4UgXGEkX+Oscpc1RegEia/HkYyiZKrKfw19P3nNcnsJ4Wv5rjKzQsZ6WtTVBhvu51qGFcDp0DG3+c+k/k34egvVSyJmC7zGLj6Hw2kWiEOXrBY9Xduha+sDSN+zEKP3H0j+WXkrPold5DHahkl5K/0L6n0lfSC+kLYV7h1f4y4oce5TJj5QNZEvAAp2O+YRNUNymAU0OW6qxkz6XLqRL6TkhYxOCrSrQrOsINz9dWW3BBSes/LRE0e4KmPn8QPF8L92GcmOKGHcKy/C/+JFFjeoQMBPFjiCx7Lh69QqY39EBrsnJfWgJZkLzc+75vfQ7uMYqwLC7dOXKz0MeU4UgpJE+STdhcuYdFYs8AXDeoQXYsm4bJArr4DhNc9Sk1kb6SvqZ9KV0QQbahZarQMJnS+WJuI0DwKRjbXsS454WaxWJ4RTEUEWDulmmkIZG1BbXuytA7430gtGTLZKRj9JL1P0n9qN0Am6ll2H33nV3HRrKJEu0upA3/APpj6Sv4VfL78+lOxh/SRvpS+kfSJ+DkL9HEfUejuoGxH4k6E44akv4cA/NfIDZkS7KTgvNmwhppr6csWus6oKsdYy4e2I+w85mJc1EutiSRY/UOf5yO2pYpjUDjQmrdRumVK3XMV9Rh2LuhFW14fDGvQ52FThCFIrtE+HuGf7QLIdvqvA9Ew09RdMY62zYUi1zdRqP1f8PhPsXaK3d905BiKuhgY0+CwlNHeKZOnq2liLsyMyFc34jPZd66bch87Z+syacPQKugjusI2iaeHNdk+hmF1Y3R3BchwfVUe+cMM5Kas+A1xu4n1Z6yUI3xN1PBMs3EHT3XEKx8fbVKj5sDT9ckU7PiEYTdULmkE56JX0tfSHd0YGs4WCLEdzwoSO97zOcdh1kgJNevUSVzrcbPMHa4BIyTKopFnoj/Vz6sdRI79ibPUB9hZBrz5TTJqZYKlKT82HNvXXgvSECcHbeR2pvCyoF1FTsugs5d9Tc5ziR2LdhPTYORZBq2XoRZbZEASNn95aEr85Ap3fSJG2lD6Ebm8Jn6qhQirDJGps94pPynS8YaTKv43J9IEGN8f1XmGVZw320dlbSpXSFRHTiv2aYeWubaukH6T0DQ4LGf8lNmogWC2Up6ISddNBaA7tWhWTI7Q9XRjVNkOxH3gd6+j3LYMbIzN4ZYO8lKfd7rLCLqNwDIw0J3F2Y2JLioqvoUBeQY+FhF0kghexrsJACsaylc+mC5pUJFYEZnBBKS7Pix9v4gzlM048VurYz1ItH6Qfpo3QXIfxS+lr6sXSBQTTB0Yn50g9P9J8rdqUmalT8izvpj/q0zj829PPASFUoGW+xjzYatkbUVfieE6wR/kxAsYrAXdMVi2O2z0myglDIbFlRcF7zv3cBrcfl3Mw6BL33hCrLy+5ha1dIxFawu3Pkg4ot6AjQ7lyYqepoBTUMV7+TrqUDQXNHG9IIv4o7sSCssA9nob1LhYmW8cjrswrZggv+eSkjsRDoIXoKdqIhEGIntfPyMzZ0U8rN/Shqtg+hGrFh+VfiIoPvE5Syg/oGXnti/LeEhk9LQNgRb9aIMbak0E0oKKonFmMEaA1NC8zYLkeZVlFj7JhPMHofmaL2Lb2Uvpa20kfpfTToJyLogVjYxTy0RxFMjXQEnZaeVrssoqogfhoyQ8N17DMrcp2Wi1D8/y3GtIlHrgJQuPBrsCr3RU7xWVtS9xRlhScKejDhRLSaWIEjYHgdcNTwxDN3th/3kPoQA67Q01YRaDpQzJE/rLHYVZD/cyC7Eb7tjMbbCld3XWqz3EvXBNbCoVxKdwz0tDzpkaonDS+VPHMMfs5BdvqvbYT7ISxkXG6ro3nroGgM1pP37yKJrygU76hdt/HBit8tu3G7fw5RniHZHGTXOfjkEGz7aXmKQhvZZn4yrJAaMScZR6YZ++4CNAoBfVHwvERrdmIA8iMhufjeT6QvomHd4WynmAit2fLzQBwj506cE25bMNKBMqxFsDlEuDH1PaPHNoLtoRxOscjuvA9hDV3sbBWKrm5pZDNhuiY6z+G9E1DlnstuWas+xhiP0VZ1w2m1xOr10vFMg8/Eu9IjcePAUg0R+xzaLA5pyKtnSxH4CFPwQCVyLn0iVY6Etj1lXQMcfR5Y0nNXI7Nv9/COZ2GQHpyoQYW7aAVXy6eeAgkLH25CL90T4DbhYr/HwDbfCcCzI1Hsgwh1obWBKXlYBhVraDpWcM2aHsOqHKHXEMj30TM8MSC6ji7ZHM/gyDRRr2+WCG0kOtxjHEfirvt+Zau+l56hnbxANTZIr6RJek2ovpReSOfSexLpatnrvwGZl5rkhjJvpE39mfQCUDDhzyd0IA3Q/Uh6sTK55xPt0iOOuoerMPQ98iObwPyOnk2MgzQhOnU7d8RYUz03wmr2pLKai/dhfyNxZx+wbc29rYIjmcKNV0H7nWJY5wXqhQ9wB+0SHCWO8MjBFsuZ4RTvAC8rRCAujEfCzQNKI0PuUlI9Y7RgFQ625VMU0dASKEftnmysOPXCXUMFkDEObZdgx311h7nWXH8dYLVkkjs6BEfpHRS5M7JBr7BXR2Jb5BxjuAcAp1ttdfh2kslVYAAHzi5QQR3mNccqtBFQR56zGIoDp9UOwvkvQ5m4gZpuaSmtox11DzQtoOsjdtCTi0pUKrzXGbb4RvpSekVzSFjeWZDYYhe3MQ/UYEwTYvQR956lK5xHqDuv8YeRqZEDzuCqz+RQHevmOcdbaS1d4cZH8OQn0PslhYwCgRviGhKXNLjh4q6bxuCKO6Byhf8fyVe3UEpmMWpwSk/YbUNtNoUljLBH5hQPXGFDmjqSoktlt0LzUyHOuWX91wHvTaoZ4jV8m+3Z0c2duQas1EdUNT3myHsVdYeZKnO3v3+6UmRbQDtTaruF9VfS38IHrjhh7Dy4xC6yrqgBXvDx5XyJnVTRp2piqG2KhvhAaVphwRsiUx2dyVUYWQ1kPQtSZCaRimfOQwOKn3yKLnHBwOdoOTpahffsR+FRbkKueZC+l96Gq3jyq6SaF4xifiW9kT7DUVcQ4OfR4zVTciBdO+i2US9MmKyp1MLY9/zgRroIaeej2eUmdtD8s+nHNRKLVRz5c4Tt7yA/rP7p8b091OAet6y4yQpcI9y74cedxq1oN5pryI1XOIO7TV0Q7NuAwVYIeoZxS4uxyCRLpllTT7Yg6hozPki/5eKfpPcI187BWX5Mh/Ve+iA9xxT30e/tyHZbVsOhygyIAg7U0rs4E6/iO08UAiWEtZaemCJqKLoKivha+hnEkrGlafcuJsKMLZsIonXo8nNQRsEfml1w28YBuwl2N2vXVZCWOxj5LclkYGY96zFX13se5CS90u9HnC+pV2cKUVGTnMGhHxnv3lMIVUTuY3T8LqU30ufSpfQVV27D/eogWgwfzAHmXvj+t0ukOsVKdoCXE23JijriPVKeOtSaVslXNDPOoE/dhPS8xBldtx8gae9Y3j1xMAsoJxZ/lf96iM2tlwh2Cp7JvVmT0mPkTzfSDXTX1Bo9gWlgQ90uGgjWA76xiZJ+kG6ZdD8EBBuIjEXFvePi66gpRqa7FYpIxY1t8D2Fc9ljTdm0kZPMBY4R1A6sw98jWzfZN1DYo/Qj6RecLnUbEzAdFp8tEF/NWXci9zr1u9qsluRnonmFtmPGqkyyNZyfYEy74QSAjo3cEBHr+Dhh3GvC/Izy+wrUWkfz3U28W+mGldmHvmSNRu8Axb2SvpD+SPpMei69okUxRayp469eEMsJFOvpunpaurd7m/fLfGu1WglVL5COGT26A7lCc1ZzG12AqRl8sQ2UfgQlXpPHkjKp2SZhTmNUSWM8l219AluNeOYUxtBHpjImMnBTJHZX0QPIaBMuOpJyWwCg5R8TncX3xNxtSPY3hKoT3ccbrHRN0bsKbn/Gn52Hsvtqel+R23u+fw2iyfGvCRsuKKbN9qadoYv67UJ6GeG2WRa3Lg4rHKMP3qxCUfwQGzPFw/hrWv5hDuA34GDeSDOTc/xLHTNxin9v+d+RanOLttGV2wooseY2eiBQTXaa+akbqqkphDJNzPd+yfm0l3BC7mmJT1RY8CkKUWHfNYWx4bGW/1tx50c0+lsYTo8ulSJ5D7k6LzPDAczSw5rYPqbgq7uQLhUe9Rvpe+52Fb3TOUKtd3nm2zLTpnnk1tszmyiDMwMPEJZb7OeT9JGKo6UG7kmPLY7qOLKKQZExwsoDkahiBmgiaQvx8A64MeHSHos1IVSH0qPG4YeAtQplkm3gefThPIvTLmUb7RQtsumJVQnMcAhGx/S0Gwzj8n8NBlri1gPfPy2znD9oitwyh6868Fj3ZxR0S4LdBrE5B+SoI97X0Vmu2O8eic8ZaXnN0u/wzFF6T5PtggbAgWh9R4D4TPqJ9Jl0iceuEVfXgXuHMM1c53GJD03b2jk38c1z5Nh18LdGuRXsywrz8uzbhvhyG+ct1DGO58rqRCFgvtcW2UbarMMS/ie+nG20fIpq+W1G+E0k5Ck8YRfDYhtAePk6A2Fdg636KIVmMo3v2dCmCzA1sw575n4OBG6LBQ7grJ4zjHYRTRR2OLOAbsascDf3lrd0m6bw5B245hQttNYcehWso2HJHLXyKiqHiYtmOMk6RNyloLOc3OyQ/qrCXsVjOxyM4dhutOau+yIGgQ5Lx9iYMW6pIjZ30hfSK+k5uvMbCM9bVuoB3z4wz7BhM3qC4s+kH0EpXUItPIvAaUHMGP3nMSy+CUOZAhs3sCl+iqwyqhAb3HHlVVRclou0EYg9VK3o+LcR8lv+9zbGWT5y3vwhTp8wh/c//TU9uQ2Fvs1KILfcXKY66K+BDw3HHV4R4Aq5+BogY9V0zR/mJ7Npc0CqFmp6pCbaknVMeg0Er+LPtzDtokOWhG0Ji3fAmYfoaaXOoZOeSy+Zib+jmHqIitLCpqrMr7p8SgOa4qI14ccg0yBZT0gRV56KFLfGEIelvaabTRFoh8iovqvkGNewfNad1FHJrKBJquX2KHjOYgqX0nM6qx0QYISwvWE0/ILVvw+Fw4qK9Evpx9Ir2uhnhPl1YJAmHKyJ9DXwXHXg9sycDRuc+zLSRdihVdwTmLoopHvCuYU+JkILC3VEQLcN33Zzz2yZlta2gdc9gC3NO/ZafFVhagqHrAIlmUPqoqt0pM4vNnAeJWIJsq+ll3QBin7wM6RFR3QB99GrG1lP39jE7yY1zIZa7jYhSNiD5ixgHCCZbyN/2FdnStw9vuqdNc/yjDbBGXo4V4jGzEPUp20Xac1ANJnGOZRGhqnCbcYImYlnktRtSP1VwGDFT+XPVrGCY9RmRnpWLK2IshW2uF3avTHktGzPWiY2cfrRSHRwl7zcYaEiSgg/xQTve+mDJMapvqAsKRXdGdt/jBVr4qObZScmIcYjuJGZcIpLif96IMn3iPvKt50zVHAIkmOCHRROXmrvISqIfikOW8ep31McwPc8Jhw8eNDwyNWT6HOKh50jFp9x8ZkI4mTYQbkPbJML4w2CwZk7P+fdIsISNjFUZBOyTTpz9oHwK/7xjuU6RfK/pz7aYDON9Amlodv7M7zdHHghM+QKa9+hwNkED1fFLpjj/D23VNPPnbiEG54Vi9iHJ+8h/U9EuDuc8EjFX4fQ5Ays36C/nUIDaCM2vBnhFVZLSaDR74FIc0+X4iywU4tnOpUJub9ZMTGWMXHg2Jp4XO7wI6T3kRxSgXZWjPIO0i856PwZMMZ9I8P4OmylCa6oDt8zHvMM3QDoNZrYQdtW4Vc1eaMKxHjiuboonPoYnj7GqLS1O5+iIzVwtTIaVtPEKlzlx/g2T4c6QOcZCyYXaiarXKP6Dy6GN7j0iNGXzf1M+p7O9p5t3TFucS59lD5Kz9i7EjKuOUVp5l8cgCoIYYM+QQIdgsuZ4iYflmHUP1tu9SboWBN+B2618ClHeJ85mroTErcDWOAQsaxGuXCPd7RT5MZpmeKMY521m8BFyejW3Fkd1+mpyy+BTHNMAqR1tiSlNaRItfw1xyc6UClS/YzlZb0n/jw/2aouTglQPIjQQl8D9s6xJzMTRRLwmox6gbDJErakGSx29acokq0DUAKNeZly5yff4KyV5aitp+ekErNoGX87hDtHImkVE441+WrFzT+EPPuZ9JJIegqDS6LbzPYhelSrGEUwYeltGsHwJee8lF5Kk/SRQeXMHEX99xwfUKjNqsjYRistO2Kxrm+1CsTrPJ+E1rwMQ0PYSUNENlltRadHI+uYKJqBzVsefGRIYCSZOQs+2vEOiUjbB29uT0hEasVPOkYKEqpAmLbFNCwtTcpppIkNNhBNNlhPZg7st+MyO83x0WbL6mCS/PDu0KyxsyZ8uHTG38W5M4Xic31SdBRX0o+kr6hO15xv4Ku5Il0FhnFYHGIZk3JL1sDxpYpwOQULVeNaB/o0XtUm6NMN8Tv/ZQ9YteJyDIn8OhSw50DfT6hzv5PupS8JSSd8zDvYUCyYX6hic3s2zry37eFS+lr6ufSlVEu/lv5HBmIVuXdFXnU/M/2tFMw76QtAivFadihuoY4q/lDTXc/A6qJdYT/mVqxzmFglgc72pC5f8wTqMewaIZO7kGc+YiVWoSxqh3hrULpQOtUchpU0mmsAm0i2mEpSOoZ6bhXe60DglJjpfYjVH4PgNZq3KsUo0USF48KKwOaC2cHIA2WbyO0lf5akWkVr1A2Mnvb352TUNZz7Klr81TJIzcvcPi4bGFWsQ2ok6mXYcnysw5+r+LY5PreORTalPzAXugnSq6S7K0pZ9/ddU9yxCB0+v45ZsGkJFjxwk5T7HF56jJgi1n+GaPmF9I+kn0iXcU7vu+jKXMZAXINdlQtuUYwekFW/Jv1a2un5ODPYD+TG+5j+HaLdfYqFGjCqin93vrWh2tm2MXE+xaDfPlJaxWrX4faZ6gy7yj7+3ldTFJY9GNvHmsTiGcVjBAmbqSIJWGZVRRBNLqoOt7FTmZQ7xib5GWzxTdSB8zIEZAtkze6u40hYs9lzYO8VbcnbwG+mB2rcuJZeSM+l1wy+X9FEVUSKZLl9k5kPx3iiaWm+CW6NOPbLdpc95A55wHnYX0+7aIj82UH5ViTYMQ40caxsY98rBgweEC3V4Oo+AlBigTEWrePPPtCjlS7jXGJ3NVvpjfRH0k+k1zGbtgUIlND5UqqkZ3igkUiLAzvKlAr/mfRVvITpFOYtHGwNZK2gA6dYDXvpXSC1CeO0mGEIhWNx9bPIwHs+Lr3M/Y4ZCXT9xPUq+jcFoLV1YO7Eje7NbKhemkjHY6DTJtB8hgSH+S6YjzYWyxiviQXS8iO6yKXZinQDKS17jtTqnL+KiFOHKLd8eWqv41iDm7jChFkP1HivCNjPmE84Y1keFfAJPRzRFMLRzLeZhBVeMbAyxyD/vHR1tM1EXJ8JlM5mE5lwYPjrRLHqtvOav/qAuCF+jeyRhcRD7PUYmu177tardyIlbjkq5QXylSp44wtmBj1/I5S9Z2zZOeXGGfs1La3Ru3bkYNcdsTjrZMVZ7btgOpuwYVvUo4aI8OEh2m99vEgy9+Ie0s4/vgr/rIMh+veBoxM3fF76q4pFr5cZbwPR+n3c+hy5tIklmMIKm4hwRnR9lODOPE2ohZPjse0+LeG05FfrkGq4GzmF+PMRsbSKmsFPUZLqB05FuYDMHDksrtDdpZt6hfRyxT20oZvLOjxB7LAMT2M8aR3O7GfPn+1i2bOOrSHnT8EA75Zra/XiikVzaX2AaTQcOMX3D/zUGcjC/Zue73GYbiMIViiKZq5QxrM+k66YFmiIAm3Mix+WbzZ4Jv1IehUVUBUtIs/rniJwixL0PeqCLQIJs+UCas24tGfrPbQ4LdPgLlqJNdVyHy5n2G+K64Bw+hYk0vKMpyhZRX8hDcZfK642SW0bTj8G79yQErfLwWWbXU8oSjb1KT+cxXcb5KFLRw+I7hguTyQwLG3UPjDG5tn4VhGiXMxkiNHSpOwMrv7vAiUa5xwZ+HopfS59CbN9GY2ZeemHFtw8os3mwCOPiAD7fGJL/3kX6dc2VDEFlmxC8Z99SF735Ft3DoZgEAtkuIjyMktKLcH5ii60jdKVbbn5F5AlB5609EJfc7BGxzmvHdnPJ8gNKOxN4xcP/4JUP9IgGYOz8Kr2gd1WXOTXcR5IE9q7VbQSLSztAnCltXTBt/VcZyZyeaqxiQWx5snT/wMAx15dh372k/7wl09oaIrG0J9axWBuRSVzxe36qAuFIHONRmSmp2fSeYVyagyoYxTdRWvrGIeGzVyqZ9giU9+BdfTwYaZlT5COMQ9xYtwpZ02z57YOeuCOyqRBHTZBJKyooMQJHRkvHMiyUrDGoFnye2n9CRZEBEkYP7KpdYDtGWv4RB/yPA7CvsH45uCxSuzwwTGrmKnKVn6/DJFnIDGDFEfhOg7OH5fyoDOOp71jTT6TPpdesSlbYLOr/SMnjHaBVJ0w18whpgqq1NulP7nGnWrpXvpOug26q+bjnqFMNGK/I+1vuROTmnW8zcTVrDh4QIx27PDwdcC6AQz8gFEpDveYWQTrOg/LulL4sOW9z8R5S0+5Wf+1Cbiv4CpF+nZJMwfoXbGsFqZV5K6kl7J8dy1+AuFYytxEmK+WXuGCwaxMG/Wh6wrPfznJzwSjFTu0h8Jp+HQLZYqU/7MQsg2xUFXcWN6nhanZjkvooSXlrnDp3IWJROHif4qjz6coL70Ia67WQkWeYpezwsxjBvLe6kjyPWhZkbWSVpwAvd4Ui5DO45X2yS9UEcLG4GYO7EsiheRdMu+5wWsfOBCMDssmhTHdcZkzGgq9Bnt7QFvqnOQTMB6I1IboMy/gaMHPCss/Yt7HIGgnFt+G10caN5zekimvLNep4sndtsk6aoVc1po+RbWg0Cs6yRgHevsHgtNpCeGmMIImyokhEE4VBm2XsNIg3VthCnaPKg7FX4cPmD80yfHAfa6BAzMh8EL6jJ7qNjJetbS/5MxqCiejxymq1jm+P8NH+qpioZol3naM6wJNDJG0O9awinlG8wiG4g5t+8jzqUxYBT/cxoF1Hpd1jD7iZh1gr6LB48ZYF0+dgdUUWvbhFO5aBTzJdlSPr1YBlFK/3UfsTpKl5TvXcIQ9LZz76EEcOCvjFGvY0fkstcA9j7nCY88pUJ0VDcIHns7grkeB58C94riCF9KF9EZ6VeChA7OtpwrH66PamWKhHxEhWpKZdZid78B52LHfvZn7ZVoYQ/gyhgM45DcBDuf4Xy032+7ax9o9whGeQOjJQh0NN1t8aax/JX3Ou0/6ZTrVMjpM4edufpiWqHgEpxfjlCn4J/tAs0wLA8+byTMvUvHIQxh9j2TiItSduXdmj5tozVdxDxfSOW3PPhx7ijDqxa/i4s7h1TKiOTpXYWBzXMo1cL3MqF5qx3SDyZGPO7KSZ2EeK4oFD8S3nDf0LE4nq2kRGVidooDyU594WY5Z+olO+3NKkpZjxtb4whjhrAcLPJJbbCnv30hbPPajNYYeatlwRt6K8/J/kH4n/YBI4EA88LBFEj8JUZJBqSLXd4GUzArcx4k1c8BRP2F23utIUJuoZmf8/ESm9fi/l9gWUNZ9E5WzWMTrOPSwYnz8a0Sn6WxTKNeacMspeI4J9GvE0Yaj2jP91eBdJh5aavgm4tc2iFMjVQG8fcySWJNH0iVrCU7RVLP0cgNf0JBSung7uFHxHH7exWNOoWCpl6GkXqIPM3B9II7MH23oARJY1fyg19+1wF66Caw7sjIrjHYdzSQfs7KmOVRTHt9L14xGOkwkgedAnDT7GUV4UUp/DI1EG22C7JKaiJ4JHx2LVhLDjfTJs+aOwWsSnZmuW+mGF7pdQ2lM8UkmV5qInVpu4RSHXNXL5JzdGudnN2aTPTdGcgrNDlMdYn1LZKrYxeQJs+Kd4lZrmpBWTeykl9JnHCCceKwOYNlEXp1jmKvlG+YoS/I7nX5tfFmpGl0fl4Snn93c+BApztVpSnBNfbtMdSYXf/YJYFkmNJjBmp/dhF5HsKlzON7Ap7dLuDEtodAcjpdFbEeyHZdvoDCD2oS1KGiIXLdVjAGOIZbwpg9E5yp8ZgOEPvKaj1sCZZYna4hGV2E1Jfo5HJL59lNQp0+/at6f0ERR1uNrD9AN92UdMoy55VjC8CfeudjHu6RMRj8wN6NwsEe4zss6LUn2jLKmIjaEwx0K8vFJrDU+zz6h85WC1pr5x3XwgetQk3XUYD0/dYhXqpSM+kr6ufRZHFrlEJtNmi7ijvfAvjSGS+St2nzTdR+lFJEnXZL49sbwEN9GG2HbDfBVpPp+GVvHZa6zLboWXYN0buIHFaHBkcJfrhG8R1ZrVrEymZ3aEDxb7zlQ9yaF3sWzi2ds2ErLGE1kuktn0csOBFsOFbgMemUXHIek61Bc+bY7FBod0NKDwWe8mmwVbYs6ppGm8HktQ7+PEJroeB/w1eJ9f88tGdu4gf5B+p4XZmUSsEkNsWSPEuajqSInwDHygz28JotWkWc6wt745NOnZdjOirENVrALHt/nOWzig1r2xmmnDHac0DxeSD+SfiI942HX5F6rBZpl+nokfKnjD4q1qpZ/9tIN4asdJmuN3kCbZLtkoZ24ViEA7JfW7Dsppdd6OXExx17YcAeOQdkA5xwCrF50OHgUox/tyCo83BHNZjBHKB9QTc7LDD89ub2EdcZoSaH1oR7t2NOtdEV/a8XUjntaliv2kEZm77zOGwoQxb70URuWzOzp04bqd8+Ve8zPrufk5PPrEi49+MzRDt6lIX6f4qSZj8xz7oFJR4xpR2GTFtlRVVtqYyJxTcY+Ln3vxPldzn5T4KiGJ1QURQoVrmPtQ9xPUo538JynJTdT4voV9F0rfc92jhAqr+LV4E1gyAqEto6pneFJIKvYm0c0WxNG7zmnGhuql0IlCxtOASOnSDUedqlpUZ4iV7vzNNKK9H+dB1+tkEmPrLY4eLWLv54iixq8pPe20bL2aRXOb97EASzd02XxQ3lYd45yrOEbPIV3IoBu4xVsAyZ0vmz4z7hZ2c2z2IU1z+KTfQ40Ts2Buy7dxCvtK1ZgxLpWyJWt8Vrzhoojn26O6sgftstX+K2AwcVfzgv11bGR5WvHwhWjuZG+l34tfR+tdsXYdxPg2UroMWJqHWHPdYXCXMomfVwy14kWnDYTJZpGOy27L33UtFWQ48PymmN43RrnfCt9jKe7lL6SPsNGt/CHdVyqeqKvnJa5xTJms38mKupYeWePJv63wVYaRn8yjw2RYK22cXmfrMEUsV8RIp/uUQWraa8bgVoKLf7T/rDhbjK65rROyyb5I+o4YZe7A7ndY8S4RzAwF7COp7YTZiuxDTuxIHkdb6yaySgta2jSq44SYxsyVa95S25s44bnQAp1FLfu3ols5LRvPLWKWyoP3vow0sSixQd+kH4l/bX0a7awp/nmavsYccUmMoWpVbH0WWaYji87es2miiucovnu7lnucb/kVMqXgYeb9akyXy1ZXxeEtXQvveMosB2THz+WPiPHbjGCOrYhuVbXVPn7I0atDchQR6geAyN4F2zBa+qiln+3Zu20bKQ51wkrnyPXrdHWO9i5kD5F+2oK6xwCsJlSOmFViu8fwwlNMu2Z70n3y4dVBPEkoqu4+BghzJbwSLahCFgKe3b2rkMKXgOjFC8fVqTQjj1KnU/Fd3pY0r2Mgdp1R2laRWByo3sTN+n6fAi81jI/lAzCgGSwdWZzSz3LvBoF1ic2qWe/TXvUy8DcRPFWkVvceOgJ20N43fCkGTuiwhV3P4cDeNezcTIur5nL4W5HDpqavy2Y84bzIwvCfyV9zrunhqBDV0t2xP4whY0mEPiDKUjLRleS6lrGAktq37DUawqYE2ubhJYiXKbAwHSRz3Mw11U+oizCGWTpgac2VKsoYU4RpLzayU04oc0UUw/L4/mz9ZI2LXy1iqvVy+V1sap4ihpDtwPXywVMguMRrdXEvngZk+Qb45vbJ+nHqMpVkqu/meX1bayDzW6W9P56meGM2u5YmRup9bGaFnyOmEIVZ7E/Aqh60nxPsJEQq2YP1ktUMMbVpjg8LaPvuPwgl2cp5V2xuFNs/BzAI9mLOjxhJBKVBb2Dnb+VKukr6QvpkpTShbkk6puWO5d+KCLxHGjiUVtfYR9Zyro6yIT2EM/iFe7+kIXNAWq0ZMLqJ+ZruNhHQ1iE5g0ExECcKnjq/smd16hwqogXY5ARx0Be9dIb7aspn85+2CPcrii7nN8SkSqWwp9SL28sf9BBxBfpqT99Yy3BccJi2yUTkRDGhaHNZoqnTh9WnMZW0bh2M/aOXTuUetWhxWZxthwj2iC8mCAt/LResjGkv9lTqaMmnEGhDp9rdI+bZfvepu8zNd1N3nCA3RixwDEyv1wZPlpxT+RYxtny6ocHGlFFa76LY5YUZYxie/LL2V78YRuBYwx3TXIoI5S5QaM79xurAPy2jD4uqwjh7iJUAXqnKGR8Jy1+OEaBY51wDYdp6kisoZfX9veIWXBMP0XdPkdUyh+3A9dBuc1BeT5KAOmr7pEO4aj2HDvq00TaRFlkFFmi1SGwgJPEjAJkQ1wTIHYdpyt5zb3pzjQbJEZThOYd7wpSKBGm0BX/PrDuKD/qoFIVUaGBtfdVTjTNd0HNPQotPpAhF6sP3ZZY5U28yjWTQ/m1QZ6RFJFjbVYszm8OmWPEp5pnaaJMbaNXdCN9YN0/l/6Yd+G1TG89srDsLj5qwGj5iQrc8Qeho8L/N+EVdhhn5iq816cEKa4jPvEUaMrlZc3LPpJ26jHKaumrRgQdscxU/Ez1fnpCQzgMDfFcY8j3FOlujtxSR05LEit/pOEBq4iAdcjFrBLJei8bsA0Xb+K/2vgej/WennQl5giCFSx0A1jtMOMuFsGmrnCNbG12MFstB3eN8bANlfPvQ2QV7jvwrrSJC23Y5ju4nwMqiIc4baCO0DUFR1/HlU8swSeOLV+FDHgVZffE6vQBAO6BqXf0hBQP5kDrhrs3YLWsY13rT0vS+JaT1M+kz6Uf8bnnOEaFZKIKq7J/Opynx2qpZx4DfbRhr/6RCkx+4s/bSIaPUGKxm+eE5NPyG4zP+/DhGtrMlmTq4h60UqbYztGymrlIGvkRhPEu+0GSQaxJjymHmOOXS9wqfuppVeUwVEc9PMW/j0u84LtKutthulpG+QqjzUa3m+dzNKudLYsJ7eLe2jhm5LSMWf56CLpxjqBzBqQ1/T6Tup2lW7P54/JUlDPpj3jP719LvfRbzkyo4gVqfayOcFRTz+77JSS4X5LGZ7zPY8/B9mOcW7WJdRE5Z8/jzfQtpjipfeb1LeY2kzwcIwy5DbOXfi19kv6Z9Fb6KceFuWNxihjsMJnL/QjQOuhkRs05GDdCZh7Q6cI9njUOs2fL19HJnCCBjnEohCJIPcAUbnjFYxWdQJcDTdQ7fdCBYyDAEvUPUYKKMLp6Ahksq6ywDYPnIU7SaDA5g/kmFLnHEJPNrENPU93E7wqzOUnnDF3YSeo4bt5Z0fqZhkjUxGlbNX8+Yw0rBl+MxTyN0EYk7UAEHT+ShbHriFvuysHlgQ78ngJ4Cou9C2NrEw5NkSTLOHUZzHkFJfuRWxz4sDkik2007SALA7P/9TIV1xH/3PU6ky5ZyhZnnqW99I5Pt5I+E2kV/eEadYQDdrP0rtJYKzHoR9LPpefST4ICnZfC+syoSeoo/uwlNZDLOq0OEOEGch3Jql7e5BjXsX1k69LHA1hd6EGwFSDKZzL7hJQxQvjD8kf6gNxTvLEme2Aut3J4qI6HTXcVajBFREvuR5EnU45fPzGVNnygJ+yuI7X64l7tNqSXTdhkknxJ/PRI4h+WPulg5NqtWe5+UgZV7O8YEMyfYnQgxLwGzw1CMbepfz+VMVHSDITqCkLvQKA6SVdYmOncJkRqCcGzPMhmtCu3vHVD0EOEiZmXrF3FAOQJxcINg10ndkJBMNhDHh1I96hPYOOoCQefS8+ln0o76XVk4+RLjGar+H1eOm31xATH+GuFebWBFxIGu/rwWlWRG7NILu53G3XdI0YnYWcHy7WPNGuWoSf1+ShWc7B9pOt045riIvl8xafbrMtfP9JlzY7oEIVSVrDTMvwpfM9qSk/Srgm4R94NN7I4q5AlTOGrU5hBtdysiuB1izI8eSOfVOj2shfZxWoTfd1TmJ8jzhDByOn9AWfJ2D3zj79neQckiD2NO3dBhmUjpwadjnjydjkRmty913oEIZz4FA/EGqucOF/vad/ZBEkFZbXlv4xn7ITJkiefYeCa7QTR2S8C7p+GGm73hDxMxaLCtp5mV0fKISJR2mLqhBQG1FIYO6U7Jm7jNK2B0Fbs5iqIN0+Bb1GY9ZT6+2Uno2cfc+QgeQevpMtUb4Sw0S31iJ8l2eBHrntcohtPZSjcLy9yihiXc2DZCrJkbYUHHpYZUgEArfqoY8sebagjyymGDaso+5OyLsu446e2kd4VYgQvTom/mxj2tLef4bGK827HSGC/P4tzjuRThbTyWvokfeJNp/cRciqQ1RS3kvZaRcw2GDjy/PsgPNJ0DoE2TRLMy6SU3blpiTGSox9hbgWGeWRAhuUCTZwjfhYvTXcPLamap4k08bDTwhi2PsQPujfWxRG7hmfudrr55piy4X8PUcidxctFvQjDMoTbaBzjD5EtfRLdZilHmaNN0sNQKJ5rijvMsOUYNz0JXhZRrOD2q9jNOYogPYEbCt/z4vSx+IZ4JY4/BLkwL+/HD1jFJ1bhkzMRygP3JcGcYTMNRxz3EYubJUebdG4ibYU/O982FJsbSptSqX6ghC5b3zbLq5jxv5WueSf0J6DFgaKxDQzsDJn26rhlzbcNN3viCUctDByCccmmYh2b5PHUVXyun2qM2bFh6U7eFbPcfczi3EiX8c11JDc98dKsuJJPSmHaMZxnCtiTUcMJvALnD5GWZywgr2ycfIjUt2J577n5YiVnrMkhcPVZwNGiZT0uAe0QE7/iQdy9OAVUnuJxZoLRKVZpiFhsdV5a7RyspP9aLUepvBePIoViC8bIxuUp1jGK3MYdOl6naNTE3oivOtB04YoNxOQcTcT1UntYLWOua/V7CuwZ8y7g+afSV9Ir1vZB+q3UQsuXzW3tLa5DaricHX2Lt1InvSPqm5kcAlLOS1/1pj5SbE9/yAQNsIegSffIEhTvqz1wHI532l3TLPMskJjDlBWBvA6V9kynqhiTX2SUqqkq/uDQljxKHeF/DF9NtGPVURXpro80mMMcNqM+rjPEqj66QxtfsZLbMAUTFUMABMXdOlJX4TNNHDRhC8m8dIrVzvKyeRK8RLPtFC9ENGM8x9YnPTPFv8yRwRxNxjC5AfbYrLiFK663k+tymzrt0+szRdKr0es3ZAjhPBWC54ZT1NbElwTqByZsWkx6izG30qX0THrFMfElu9wVUSHY/vf0WNpBH72EM47t3UP8/k0Mf50iOGkZXOfIk7maaegJX23NfXQjTwhH3PQXz7BHl2ubznHzYfmPY9xJOmodUbyi8VDq+2e8hmdYNlr8cflEfxASZ+yvnvzXGDdm9rtDbWttvfl2c8VzWHBFslohn3Cz3qcf3MTxLm4t7gOLpkB/FQWbAHtlTzuYmyGSxhTSiIaI6bScdcoMonuItuEYjpHP5YUaIkNmvVMvw6ItsF5al/jOY9hqPt2jxoE/13m4CivahGXWT4LXFEjBtjGyQcd4D0grPeeEl3u4iRUl6yZ4CoGD+kiH7Rb8Y9W+Ygtvl+rwjqOlzqgHTvHMzqUTgcFK420UsVPk0mKgVxzqeUc2UGDdlix0K72ne+SD4UYIxhoGpbjcpXSD289En3q5vhYbDpzwtGEMfwJWJMczxqY6m9Vxw+uY2FSA54osusZcHjhhuCUDbAm3twEvK96c3Qd8OHDP99Jz3hBzh4q7o6Da0Hk/YXA+imWkV9lR7J0imSssuItP7ADPFUeK7OHnS3ZyTdvSlBbR9ii9l95ywqDnNtvgYEqptiO3HOicG4SvON9sRZYrK7BCDdoSVq6C37Y97+LM/k2E3Ym92wWndQier47xlzlS67A8T+fIj/Shjsomdk0GvkAMN+KuK9ipATOepLfoCAqGat0Wr6IKXfHm1uIA30u/hXY/BT80L3U5puxuI6K7xiiF6yf+y7KSjm7qHhQ6ReQuf90DiY/8wW5cluyBN5qtwuCeKlSaYD7FH8oS38bQYBOOkWy+v6ZI1M4kFRAg+eHUwXiruqh/pgA1brEMUQruCUbb5ZsUGqTRB6hF1+ojx15viJVnfNYGc2wiFfRL3GHSpcWLhnjYw/K5FMZaBbzKdFeW8Vr6Fgal4h4U31bHz9p46tgOI5Qh3jThkVTx1zleqVgefB2VpNnH/AgRMd2YGfnHKh7B2MqwuYP4OAOKWifn7q71RWbmzDisEAKZQJn4znWo5Xfmgdtgfe6lc6qRG7LZN9KfS39LWsvwYxHfsFxHzwFWAWBmwufIes0QG1vi3LzcgPKDd6Dfe3pfd5y0sgkoVUfFa3mAp1WqsDCzjkXX8pGXNRhWrJbI2Y7XxOMo/K0KsN0so6/j4Licz5wCNKZ7T0FsjKSds0Bua+6kfwIUpzhzyImrxQJ2NKhP1DK+bYUn5M30y1gsbswRx5VLxX7ZBx71CN5Lv5LeML7fR6TzvqS7ZsHSROOkiq5VBYacw8DmJT6f4fONj1y0PyKiDZoOMW0vzClh1BgA0NzHNl7r7h0ZYjV8e/OSoF0tV9hLUXDWmh1vG+DukfNO3az7KL2T3krfSN/AIIst8QEzdWzVimDWB1ZpSCyui4bYpwQA3pt1rO+El5o2OMWBL+ugrKonQKWO/XANOUQMXuH8J5KqLc9A3WuXMimnlGznzmjNDsu9zPwgmuwT3d2GdWgD+togZhBUTzNzh6fdgybOpRo+qYZMvmV9diC6Jo6GrEKJ7dI0Kzc/vkWqc1QBWnaepqVkso6n8FcvvZW+k34JHPCcXRXFQqoUmqVxm82a4x4cGfsACI71h2W3X/FZzTJDZtKzfH2I6OwddJ3Vxqu6XGeaO3Df5BBvrkg9XBV+JCCeI3UlXcZLYSapPvHdD7wH5RR1/430UdoDU+1CE/kz6/5icFfSmzigzHTrBD48Lg8EFRKTRDJaOpWWiKWO2boVn9I+YczN0DTLtLPHkWpGBz9CABzieB5FdMxI3waUmoPRTXM3aWQuegzs6sIhMfkYXdBHK7BmC71ZI4uw5pzLTVTFFR5r0tUxouZlrWehzVpFUn30hyYCaL1clkftK/81GydZ2Eu6kX4r/RATKlrCZvu2ZbEKEcUcNuB2tMI3TiTbbZyXPSwv/ojzy112V78OfkthpT7vaoJsO8bEn38NYRieG3GnsI1lcf/FrU2HxVq6iLNmJLXfoX7+RtpJNwTLe+lb0ukdNuEJ4yMxY4pcN4Mkx6VWc0WU8rxVad42CC1K2/cTVKE96gGIuyJ/DsAMP79bJs3yPLEGh2zDc5xynd7fS99J31MDWxjkyucRv91EvBhj0esgjd3xz10f6Gs/Xx6QtSaOpsrMjmp00LPNFpM9g1EckFtuMPFCkj/nIJ6eV9o90GPo4GZmduppnWmYrfA3e8sc0dMYJNfq0e/G+b+V/lp6IZ0v6YBHTVofVJKAtovs/Sh8mJ026T0FIddGhBUiwXRX8bzJv2QB31GItQgh5njhS7X8pWBb6qWeqYq47DJqu7yTCn+ZkLuUmNv+JY5xL30v/RLX2ktvpbfwOnNoo8ph/OfRYh1J1jsqwA8cLLyKUxtnXO4gfcubZH8rfS+95TVhimZgD7G2ZlbWGXjggfckw5FNdVfwFLfXxcspHdJO3MBbgkgSgy53TbRkEWUrNMy2UtRa6D6o0TFGQM7iPdl1wB5bkmNzx7O48nxYtmcmJIQb6cuYz/4u2iSCDl1J77iaFSnm+fTEfLVEKJlIx0jviixUhw8rfkRs3530nXQdQk4ziFX8VL+MgHWMIihS1gSaa3D4OsS6zZKKN+CqcHuH7yqCTgIlV0MdWVSUTuPyaiuCaRPDXsdlwHLgNoLr0J8p7GQkh/n9QKWoaX/DdQ+Upmcx07hnXz3Fdwqq80b6XVSVCliyD8a8IzGeM+83SG+la+la+kF6Fw/sgrshwNTcrjh4spGekR67wMBN+O0cEyd9zAC0EfmOUGh3CNOTtm2iWrPqxblljiTjkmYgiBYPL1O+Pv/lyJU3S1mSs4Fl331oPNowWYtUG/5aAfOKqtlioy+kfyn9huD4rTTCLblDPsd5fIdl5vyD/WEnkOzPOU6Ny3j36GuOjG2E9ShFa0nzNMuRIMMlhQBwxDwUVKXrkVUIOTP6VDENVy8R+7hsivqy9XIFxOcelpVRptYh3tViMmngv/aB7ZvAxi6FjgHcfh+sPxA8Shf+ShIWL9zvLGqtLWv9O+k76UUERR+H4dXpo/QV3cuN9JfSD9Kaoxju6Gca0G6lj9JfQ0qXPStQ+W10fUrSuJPeASYfpI+cfrCJwxCT6nB1XRJdaQWX2PbZcurV7a9imtuoBuvAM/bwCsSy4Qz0ApnMjVcBs83BnFBZn8U/ntMRLVjoPS8ga1CJFJ7pCklZKSsKZ3glPZf+qVRJ30s16o6d9FNevrDGXLLzZOmC60DrHESAM799WNI8Rh8myQ1/qrjaOV3EmbLZkzF1uIdL6yoaxRNm3S0lIn285rSPJD/F7Tn/V0TPBmzZED3niLC24ZxEbWJ3Or6tibtycj4FKePO4ojQoIqYUvzrWdzto0HugSnW9n8bGGzA1r+Llprle5YE+cMK+WTYfYwE+zFgRkMX3mWbtUcPJJwGhOyjPa+lQfqW52kw0FvS4Bi+dwiZzkhyM/k+Rk04k6V7TlS4XWK2A0Oeczy+yB51rKnbSzU7esQbPfxtjajHqY6B2bLqE/dZRwu+I1Ve4iRXvHKy3NIFu1uq7sKo30qvpAvpz6TnePUn6S1aNDfPqzD67HAaIo1PEuzTVPnoq45r+jvtt5+k76X3vB1ziPX0949RZFZxWW/HFOuWbfCsYDNAP7rPRDQuAezMHi12WdsQ3WrC8QO8jH2hDcCcTcpUg46heWpIA23c9sRolEUsztiz1P7vgy4rdebfSv+N9Bc04qaIl4q1MLM8R6Ny4OGP4ajGco6v7vgXaziLqu+MSOn+vpl6B+xVtMiM771tDwEb3FApMW8f/ZuD9En6QIb3nj2EDqENp1IIMJtg7RQb7y33rVpVb2c+cJJTH4ShePwt9zCACEqWeMUnlgmSV9JR+ij9VjqTvmDYaobZvmEKt6Fn0LKqAv87w7h/o2VTUYEXFM/7iAFO7z3ENzdx5fy2Ix0401qPHLsP861ieW3oQ2SIJp6iiZ8y5+Se2SOiIdkgk4WH+Lhssw1E5FwZc9Fr/uCyWct+rx9/4gFH8vkmhluKiOVa+oQuaB1z4O0fB5YrefJKupb+RnrPNncRgZI8GHCJNdJkN5F2/GBDflgvOVKxuAN+rnhC57fLZcuxieaE98A502bnLoUhyjqK2IGhvwGW+wXP0jNkfBnJZOCh+iifzLgY85wCwQ4xO9pC2G4gLWag757weeQOz3nhirf5TvokCXVewdIvWDGLe1sQYwl8d7zp7AfpW4B9g7ZxhrfIBa8iuVkc96ifYZJpWjptfrnlsEJp6JrF/FzP/mY52sSCe/HdBckQ7z5qHU9hE0r+1h5Vxzc/8jRbdWJXAVK6mP6tqPU2dCg6Vt4o0tWsnfME+vV4zWkZj2buvwTTT4D5ip39fTm2DZ8epUvppfSMeDzHO54VOEFxT2NQZCbu1wSMDrnpffzvNki2PfNZxVtyhqb40inQQgcg6eNsDodPLYOrn9Nt65HSUVKPYNi512nhPmL8FJ6fDTpHhOyOms7d8+uE0Lch9Tn9TtH0cvw6BvzbxlNfSx8o4WY48yJte4DvPUUFZeXThbSX/lK6pkPexYP0sUrV0vdaznN66skZr5MISISlAHgdJYBbUAccsg8v8g4Oy8vaFcdl1ZBtzzlseI7sqmj21EtEmrftdG0Ob2LlFSHYlulotWJnmwg3dj8tycI2EvhAcaQw/pnUeh/BtMa325vwsYlUMHHYUrn0fYQ69yGSPVK8rGGK9NXitD0QfMVzphrB4grDQndoPvGQq/jdEGIL6qhit7LHNT9JAq7XezryTciDFAudUsF5aQEdt1GztQfiZT7+xIMfeH1Yx3+d4nVb1rWODPoLRy0TGM+lz+KsswlZ9Y46pYlJq7c0US3AuCPNboOsst4rubHsWOyX7wecwlir+Pf8SqNvOGGjEAQfISxcWDbBzJn517JNWkfwHeMeEh6P4UuuwhShp4pAoLBShUc52nYRiMeQrLpLL6YmsiPdxq3au46xtg4K9tsZAz5jFHbEYOyrbTj2JLW/jY+cpQ/Se2mWfia95KUJ94RqIzevTk9lNQJ0e1S7xzg9ZF46g8taX2fGt4dw4wQVTlwN5VYTJ5u0wQ1mWZINgBSU1WDFKeSyJg9sbVoC3WYpbK55ljKO73PTj7G+ZV/vYWhXLNcxTlfZs1WuaRuUDJ8whVfwyScULUW6bG6pmE6h8QuNJCzvnsU/oOWuICT3RJlt4BGxC0NULhns/iD0FctVrN9CtzlehFnChIu0hg58uywF57AZx4UBH1hHhW8CVliC212+5yQODa2bMBKFve0jq89RO1RkiC7uR3yW160KoeLhyUyY61in3C4OcyoY9g5R0BxAsph0+/+Mu68obT9iB2fh+qcIsRYGOXX0tGSKhb1D3rDnkG57qeKvjsQilVlPO7GCY/zIMeqTPkKUlpet4x+r5cXr8MOiiNxGg8tM1QDhZCrP++ezjqaQDT0wJ+F6+BQlWU/vYU2pZpfYkyT3BMSi430hXUWx/UvpBahkjgi9o5HzgFlU6ISLS0+gqUtpDnRztnx72AOZ3IMBq+hkDEuP/ff5qpNeR54XkeiC1xqY+LCv1qx84l5jFrOyBeCc4oQKhWj+FGnW7dBk7Odl7O5C0yqcYY6zC7sY2XWLpQRKczF9JF5FTJ+41UNMXBgk5+31XNbY8wastGKo1VC5fUvh5KmFnsWtCA8VzKRiHWumcK6kc7YkK40VTcKbKC3meD+FiFvlkf5Y+lPpZ9I30t/xhkXnzB+4Zg08MJdjwaCjpovhBK5jUHC99BG95ZZl/Vx6Txf3nsxTwORNtE+uEZ0XBuhaWknPaRTVRKsRmdFR2vD+7JdSJe2IuE41J+l3cFoF2X4rPZO+lD6XXtEhuMPzH4hiH/CrhgBxwRmxs/Q76Vuplj4jwfZLtrxiL3x8oVvlos85BjbJGixdNLsjXbQx7qUPAIpzSu4xGvg7aSKNrFiTmtBfLnLLo22APw8hZjJXIm6yi7MaN4GuDdna5W27hd4H/B5xkodQNRj5H/lQ25VVjea0VtGUMvO0j4edpS3TMnOg1FWg4nNwx1Fqn0lCKTrGG8EsBrxjgy1cHuIuV0TuB/5qYLBBSXOIykfBMFkyMkm/kP5L6Z9Ln0u/lf6N9C+lFgq0xakuaAgdw1eN6ecoKpIRsUn1UWYcpI/Sc46id/y+k95yZTOWh+VhWT5d8kR19wJu+QMJZAZjG/k7lq9Yq3P6n4eQ6dfxTq2d9IX0hXQnvUeVtmKP2giC7uBL2ko/k94j5Zsht3vi9wpIPGJ5JsyyJThF1aBIrY9gUX61lNkNzXCXXp6huwe7tdKzYIlcdMwRc2eWbgtJnoOW/kE3WpwtRnw+KVzjrDoep4ouXReFjG/pBOrxHOwUQMB+2NKhOMQbpU1Z9xjtPvqxa3ipY0SER0WWrMB7gfW7r1jjqyNtm9vgnMyDla8zSo412zxToszSM4JowWPPiejvELI7LK2lfyL9IxzvW2lLLqoQ0G3gnAaeLcv9CQ9MXbU5pxkMP4TLld7GJUne33+9PDXGRwceKHTPQ/HXod0rTv6BVGn/XEetsok4IlxuRWrtKVBnklsZs3gvfQ/+/xw9w5qjm++kazSbAk+eS5LeSK+ka+nvEIc9QzG6xhw3oQqYApJUMSdkPjbx3lN3tRrUZzsMmOm99ILzK0ak4C18wSHIiyOWZmJvIHG1gd18G+WWUl2UxVG3zPluCmSzYIqcYWbRiOxE976LGJqNonU0clq8oI/1GYMaWC8nCjyP4b7jPhzqErlBCcStjfvvYXG8GG4P7PxAgrWKQqzyjqrPTuK9bIB8O+lPpT+ROukb6V9Lvwo0X3z1NTCpKGY/l15y01tGYY7LGXR/kLttD/Hai+x2pnJoICqtIgmY3OqiKNrjAM6Nmzhv0rhI0q+lD2j9hhigN3MwgIpndquNxpI99hNGtuakrO+kD9JR+kz6ifSVJOlO+lb6LXKl75BVXsTu7qTXEIQDazLH+0dErqjIHm6Ems8YwpMzxChSuh21iURXkaY2NMmy67PnHQ4fWcw67GoP8vxEHXHgauL+fQMlaK6WSWmO8G1S12LYdNc5CORTlItt5E+XCaYhPQTyEEcEKxrFQyRG17GH4OcNQ7oAAicC6Ln0THouncd5gO2v8MYZh3aHd45Tgl0Ej9zxHAexD1EE+7EPoTV/Lv2J9M+lnfTXiP4fgqBfk0Z20ka6kL6AESn/+EL6QXqPB46Ru7xGbahA3MKdqQH6EOIaMF+Cq1cRrR/45gNlUhuLe4w32FbUt7/CGly3lDr/PKrBiZucabQ4tHV4S0/pcWApGulOeiU9k7bSW+k3cPV30rl0L/1aesty+cync8aPr6Q30rl0LX0nzZBnDRxyB34ZMTLfasduprRI8ecqDNSyxCM8Yh2K4lOwHgfpe8rvLmQ2IrXexHsTj5T3e+mCgwHuAZn3hIb3oSF1gTqBwg7hGM2TB/H3vOVMhYr43sKuV7DQNXtabGAX6N1sSLaO0iFPYCgPe/rMF3cQOo4fu+CEzY8lvvxV+NgkvVqinVLU3YREs4p6xnX2TCllND+w8Xv6pa+k1+jjXgRadu16wmnb8MAzHrXc/YkLVgHrk5e31HYVvlpHY7YNgesDI9fraNXWyzDZhHa/jlMkXeIWZvgqMNUdYWhL+NjFUUkpqG4CxZUQ0MDr3kk/SIP0UrqQXkgH6b+RfifdSVfSj6SX0nPc74GLFBbqc46D+BXHzxaF8AAem+OEYUXOdMngtqc7517tLCmrCJTr5SF42cZMGdlMCX1YzkIkKC2p8sgNnFjYA3l4jyz8I558wx51oWR27DYOOpGrHT3dVT5yotgQuHSCfXR+yna0O8Nu/ivQomU2bv/Oy0VTYD3TFm0ck9IFEGh/x+2WYPCbYLFWSHCKwL0JMUd2w23BKzzZuqoR69lxANRA2vRTjeSrKh6+IuFcI9D5FLN4ivhir9aylk6RSh325D5eHZ2AdThkyyyIo+/EBp8DE4YgPwq3fiXdSNd0Uwc6FmOQolbYzMSIc+mcTkAdyoFCd91IvXQufSGdpGvpG2mQvpa+okD4K+m9JOmZ1ElXROJnUiPd0DzrpAvpmfQjSHuPXDkFzRiH29RdaLO0bIq4dad4wEeG4aLOJeWKv1qXd1i6vclYS39bAE5Nt6IO2uYUdOa8BLctvtrAvZ2ok1dglk00yU9kggnfdmIcCBDi4seQvlqfOMWoow/xs5MrymAbpLVrI68s3VM9nWEP5jLaj/GXnsn3BpKgiQfYxcksyROeYnzkBKt0IKcfoC5XeMgmWvnWVR2IahPbcBcaoI10S3lgpYtDVBWrVj9ZxJmlz4Z1HYtu9z5xt2cRC3q+7UK64ky2MapcD2S9k96BzQZKwX/I81qV0kZHsQYdlXveBN5z2C6DY/8OqPK59I+kFzx1I30pXS4nbN2I9yzRHemxwLlLaIwhGP4qJHW+/2MgKYMvs8G5BQ1tXo83VMH/edcO/PkM5XPPw47UDkOYspWbM9VBHZV/FYdabpeU8no5jJbiihqdxjpyoGXGntaqoM3HqOqbpTRyRVX/wFGYhXQogfs2Iki7fGWh81Pa3j0H9K6I40du6SC1LTf3QP3gUvAeEm+Ko4wm1svMilfhFN9TLvKDVHOs+I7ixxlb5NtZ+pIaYCAPt+ziFp5tkM55/i7SgoV7M4TtiP1NkDee6XFNuMOZb/jEQlxd0BswmzrBrX+kETWRG+8ZqX0P7q1okN5IlfTfSR+kXvqZ9Dx44GO0WGbQ43UIKkvGuJAO0m+kT9JX0j/kvz7wOG84IHfk1KiZ6cfSlnwhvZTOpY9R2g1xSIr58wu47jsygPurbWQP95BXNGZmHPXAEEJHZFwHlbJnmq+CO7kI2+2ANntK6JkckAFiz86u8Oo91MuIzl6Amnuyy0QC94TJu+VhXRUucVrmSffkHQR70nUht6/Csd/h0p94na97nDfBY6Xg8Qjzf2DXruM1sBtWuCCs1lCt3PRlGHoXJfIIs+qRmlMcar6KNzrXwY488C9n5KWHILhL8HglraTXAOMpRDMrZsFaquKZJ9kG3XdH1rWQeiZp2J8r/vEUDNNIGdmRkA9Mt9vCsoNS7OMDgpLSL/le+kb6nTRLL0ElF6gjJvbeWb24olFDHWrKhmU/i60qyfAXzJoLgL2KlOJ6ySfa3NIhKOxAETDd8VwHTsPoI8/sGUOvgp65DKZkiALskZp3ByjIXshMJDUVb0V0HcfhagmzVyG3nhFRmpJV6CgeWK41PLz361p//1Xhjdm/sTixi5b1HMK4IYiiPsrsPg61UCiFTtIP7OAtzfALNNinMAPFVMBtZOlbQFkl3XJYSgNb1ErtFGBdId22HMIjrFZUrUGzFVo2E55uJK6im3wmPSOv1hEjZ0LvBeHnGGKasohv2LwT33+MYaVS8HwnvaOFW3HCwwN9l4p5lEG6hRq9j8ZXAz4vUswtZGPD5g2B92aklI30Xvq/S/9naSV9J72nIfaC4nDNkn4erzYdlwktMWQbpM42Dukv3ZdDnJ1XEVzWAW3WoKlJeg14+YzK1qCpAuTPOGcbAkNz+KeoFKzKtrQ17cEzYlWUeb5z57oVbjOG/RhbWlVud7JkrSGxn7C0EnHOou15x2EDqzi7bIpQ2/Cd5VJvAJmb0CeXnp8lDUeCew9xdYcgdObbBrLCbRxJ+YCf78hqDcrEU4QqxeH4U5ROBTHdYhsfUGK0LkvWOJiR50VIWyyRcf4sWP8eaHEO8HA1/EAIueLwPlvYkSU4gjx9gEMyZh2d3nXIFTpuwB2aO5ajyPHPsacVFPQFcoUHDjr5AamgB8TmOBK2BxSsiLKm3TtOVP1B+tfSfy3dSv9L6ZX0/wLqlIX6iPW8kL4Mt5ziJRpuIHlcaQLCTJjCNe+bHGPIaQItn3PnR8DLQJPsReg03nO0zQ4ybMef76iAVvBSd0Hsu2NpqtZg4YE7+XtxObfX4o0dm6jlKcR+/LuYFGuXIxaW2u6jaTlDkM5LutVKiVfSP5B+JLV4mjV5CrD9nJc+bePsJXGpOojZE1v2IP0g/bX0Dc7jiDNwZVPQLSGgj+ZwQ03hRsCeAk08jjt892z6B+nG74lzx7ZeigTzbi7Bk+chjxIQ5ZxqZ4z6tvz4RrqSXoDrVrHrljHcB+lvtkARU9dBERkkj0EAnLMTbeR2YaxXgUAKs2rJQR/1xoqgUPLkiBC3x1Zqzgd6L/0b6f8iPUj/pfRL6c8x9K+lfyCdSUfpnfQRTe95dGtOUSP18EDHOOVMIIIj9blL6IE0csCXPA+geBfG92StcoVbkLMlIlveXnnDwMA+Bm4MnbaBe+dQmLouqIPDt0LGu+NE0RLBZ/ZrA9o3cJ1jYnEViPcuOoIdJvpA239mDrnw6j+T/gPp51QEog7s4/bWxPSLODJewcsI/zyFoOJG6qT30m9Iv9lccHOug4zcogeuYuxMUVROtO5P8QIUQ/EDd/Jg2uV5lIIzonD/2uAY5+CrJDD3XM7yK5v+NvjkdXDIXu5uGUGN/YbI5FtWc8fjuUY1TmswmuwiuBytl7pK89ubGItpifrmJE/Sb/GQXZAfLQeR/V+lP5deSf9C+mPpL6U/l+6kL6RfSD/jml9InfRK+gVGr0gjxsPHmN0pqfJFdIZKmv0NZ7KYAx+QGc4UqOKbD7FxA9zYOfhFsSwd39mTzPvQOaSKcwZw1oHQVvi2AOf7OLp9jtja4YfFSS5DlT5HvnVDvsUYTjE2dM4iFErlPR3pHoLtlfRL6WuI8SuO8uvDwhtMdxXT8M3SwIRRWcX1wE9dPjm+p6HE23HocQOEKdKUr5Fzf5Q+LPtePbToGDWz2GIzo8Vo2yse5sCM1RZ25JwfcEP5lg9oOZFgDgnoLs4fuyOI1gGYa2L2hgg98tjm+nx/XkSjSnfkJ2R3G6YuTuz6gS3v8VWrpbPdL4x4i13WCH0KNbcm11Vxtv0k/Z30/5H+j1Iv/a+kfyB9kP5GeiN9Lv0T6Su2qhSTL3hn2Snkme1S9TYuI1QV0XqLxXyUKukZiagOcO4WyN834mABdyEsKz52ESLNBx7wBOe3BuKOS2A2xgY5+fckkwYfs0TOpMORK3iCrAFwuh82B2wxG3wGSTOAEgu6/jEQ75bfO7Tvm+UbUHcgjg24LHs2rsAdm07RLnKXxeGpUCHPcb9s/55Jr3FXT+etQZTPKWFKS+9fSd+zHQlSpkiqCgnEHNq79g31wBRvPTHZcGLnXoRJtbQu7qGFr6SXDEPfYExl215yux1PvqXm9qY2wf6ZCazAZknVppKjC+a55g/3xEJ/nJH8FILpinjm/thEQDkBBQtZ+jw+5UH6N9L/Sfob6ZfSLL2VKumfSD+XNtLX6NTuwVpetIZ6wXr0MXCjv7yAW9hmxeFSLaSa+9VV/PsQLU1XiaWrZPFjSQKXzGduccV3of1wh8bsYMW+OKX3mE0VtYx9r2fLXF1fhWZbZMs6LtKGQKIJgDNwPzMh6Qrc6z7Fijx5kj5K76VnIEnXd1kq10QrK5nKjNRNzOXvqIY2GOQeVnLPUs9Y/lfScxi7++gdXkmfSc+JPmcQRYcYYxwJZDOuO4ZSaAVvP0rtV7Sn9hzE2iBx9DZsaDyKAsBDJxW164q8seWFSI5G8xM5bhXDiiN2s2c/Rv7rPaD/nr3s6UYM9GA2sOpHzOsTU6B1HGJ6CPHjRMj4yJqWwuZr6XPpW2qhWvoo/ZhVHqV/Kf1X0lb630lXKAqu2JJDCOg7NlXsyhl5xhyMk09Z8Ad0cwXTvmKJymXPaLWN0jN4navA1Q7PFX2Cax6wYVU7aif/iCcERobX5oBR5TufBX3gXSgo4FLaSh+kW6mWXjH0cwIUiIZzG0z4Cm90Ld2jGHmOMXhS544WyDkIRZAUHXos5+1vo7tzhY/tlglqIg3cc7pN+YhP0j1d8YqseLmU3H0v/W2oMkvQfCN9wcEAxbffhfutggkasQHDumy3jljLQOKd+XNJNu0mDh9zw2NDitsH3byidXkE9K/YrXP+MBMsNxwK0cWRXB39z228xNHCiZSnzezl96AsS3zcOB3DdFypljrqiGJhgzMc2cU9rUXLjxt4oOcM8X0Hrq6ke+m1JOla+q00Sf9Y+k95xUPPnYvBpSHaSytq/h2oz2j/fkk5ngDhfRwrMZAMiwDtDAerIIQn4uMpqMueFShZ7hKR0zEqRkV030ivpLX0vfR9jLwY3zYxL3EMDrYmwVassyvYUwzEG19YYzMHoHBFesNBm4W+fguSP4aK+BSS4+JCl9JLYtAtMyFHIEMLFnUX0EXpnhM5rrGHO2KTGZAr3uJdsMyD9FF6ywpvYBaexwRIQwQ0e3xDXins3bn0J9J76QOK/E1oLZJ2bQN3/J7r3tCw2QSD1+EYDgCX0Rp1g6SP5Tujvq2RoZfl+zLUBUMUHtbom3hwMemG2z2RuAml8RGFsO1+iH53heBrDHTUUphZMPSAo66iS76XnkvPYXo/QSqU6vqd9J30XPrH0p9CV87E13ti1oFx8xMoo4TnJnqPJ2JzE/ilJjBXVGgPUR9uYgim7GJhj68CO7nicgd1yzh7TdoU9roP5VknPSc+vmVPN/itSAtT7N0qjoQ/Rllb0PhDaAa2lIUpr5ujy1pzP8fQnJ+irnaBk1V0jUftaJ7foCUoxYvJsFUYQx3jr9kvnXCYFmu8AxuvyDfvaUf7yudxzpEltP46ELOsq7+TXks/lm6lv5P+W+kjJr3hZLZLcJyb896ytsVF3TXN6Uo3vtqlVlv8iLtSdTSp9lEDP8NWTqiZr+M4jClq6PRVtzQ28fbBOmC9/bzh01v+6z4Udk2of6rlREXN6fvGEXvpt1DWDf5wz+0VfPsz6Wu2c0NgqoAJhnaeLnohvQBxTBFKJr5zCCXTiUC7YsXsJ1vYoAZ+qMNtqvCoGV99FjitBdm2MePWUM7spVtYpc/QKg4si5twYwQXazbEAhp5rlFrfopO+xgCOPcCq+U9uyF0A3cgdrkP0tHByHMzYyhkj3zzIfQGKxx4wgBqlv0Ud7UKaO0oVsVjPsTrDmqW16VfHWLbgc16kG7inNcBGdlLDhL5V4G87hEj/Fj6jLLLBf9gX3X4caPZhE0HjXYCmJ3izrJM6jCyUgw8l95IfyR9AbTu8diBK1gvpQDATrYdIG3N/fQhBFdMwFXcocVGR775GFzFzN1O2PFdcIMP0rsoMMqOfqQPMUhfSr+kE7PiTMAjtngHpio7eim9kV5TyRgBTtzbnpLSPbMxYlC2iKuY/CxLtwOjzsttclGUQqhMBW4SzBSQBbF/QBXwiqcWBiScxP65Z7/WpLsGb2yoIafQtxyWndg2gr4bVyP2YJ6pYx0eODmpj3qnwhT3ILg+uK6iCHgeEecWkGxANMUiVzzdHRXjCNqqKaFPMWpTRc5vI5n5+w8ECHPOLWmz1M/PpN9Kf8GPOC6UHP4Semwf5UPbBmdgNDUvG2tuftbs8RiLnp26DTnnWrqQPpO+hs5+CC2VQm+oQLkOWiaH/RjC2s6C2l6FnGWIm5+J2VUwsVPUlkZfK5zHzYbSB/sCVHMDF30m/UL6KYxrR/b+JI3SJ6zhSKPvmfQy3m0xBUYygr2BmOlhwsxtDoHq3fdekXl6DrhJGrmOHXEHz2hTQM0uYMgKf7unU7WWzkitdQDOQ7BTE6/5aJY5c0Xa3Ib7NfzgFDub3O+KJa1p6pzDgRsNuVueWu6JXmNZhHMmATtUhG9oLJd9fCt9I30HVbviUu2yrTWGEZq6e1imkzrivqLpbbvyD24oZSsoiRZ7G+BcDwSmLXlxBBKuwrDbVAs4Hs/gq6wqW+qoTSzQIzjakK8q2rsdFYgI4aeYikwnzMLaSzZF3raewVJ+18B1uGIVpZ2Jq3VMWilMfB24sQOXfuTZL9APv8AxKqJ7DXl2IAz1oQJfM6uwi+HBmjtcR6/ytJQlu+nn7uWGInAH4m34ZjdRxnDLKkqYBref8VUTWieeuoKquY2BlbM4bM2SGCPAVThtEg0tN2/yacfPGk7PsY9VuHcbkjVD9zrEAObhhkBGbhetg0YuJveGMf0trdo14PwuVqOO+DjBJFUslE3R0VCY/RSxo1pmlCrSQ708FeQDN7OXfsCnLIGs0V2+B9dkjmlTLS1uMXOpb9ecrSP0niSZ/2txmecAB+5J4X7GP/6GOrx3jOV7lA8zvFkE76AwQyaN3PwUi2vw7KVJUqcO9ebHYBevQddHiudChLwFog+oiOw5HXLT6gmJ4haX8d4GLvdA+hqiSFsHxHWf0zWt18FF4Ipir+GyPRbvIqJHdudFboKhsbLiLcltjdEccN3rUBc1+Kq321FjS0/FTTtFrCw/eEDSsIlM1UfamINrSNjVsQ4W2GQl/1x6CYV7jKpqJntPYSSJTap4qBNx5xBnViviuyOj0ZM5lJ4qIEc1PtHx3kvvKCfF0+2BaUdY4jXbquKr+fwPsCZt+JLt5hhqxjUqzSZI8Bm92xEq/IdwyBq/mvnZCjx5jFbHiZw8ktjXgXsN1CuKhCMLumWs/gue3yVED49iKvsI2XgitpneKDfvtucP0iHM7oh7fx57ZmHdicbyMwraXDeX6B1LsQV+r/mUB5y5Ru+ygtBuQlh2ogdQs0dtoFa7aI2nHdjH29AhH4yvYtx/pEA9YTc3QO6bADJVvDjXtbFZXCF9azjUogrK4zwyahViOOu0HF96YFRPiCzq8QOu0pMJzuFmaoLXlvOHu4jLlsqZ5S768O4JcnFNe8s4oQLJz1FD2T+roGDtwztaPg+cqX/Py91nujA9JjpIn1AWVNz8WBiKmaV5CJrH1Wm9FGQpOiVzjLaslsG1p9E3UtE9BPtaFqsDiysAyRyYp+axDd+dndZxqOQcIpueJuQp5Jo1cdGhbsQ6m2DRqhhWHKgPrxkir5cHNZoqP3G1Dc+yhXNv44xp04bGe2ccdX9O13cONtgYx/3bCzLVC8i2NrCJB7Id/uYl+p1C0Wms5J8dILStQjG5MgUkKXdrYelITdRHfXWKeaBt3KcHUxSV3gy3t40aYY5xsyNww5SyGc1EYXPQWpZtbynFE80p1tbpXUERdYFd24B41TL9KlJl3knyVTU25mB0kt5yZETp01qFduQKJ3olLkVXLnTd+K4jQliOa519HWHbqMlKlDqmmZKSXdPsOoW9VuAoj/N5oet4+CHOnnTF688aI0AquN/UCQifrOP+p3jMMWQ91irUAYHupXcIxDdQLI9aRObABXq8JJlYG2gsp1CxbODlm2jTPwQZVoVI6Dpk1UU8uIMqNOQZg+NdL93V31YHGFFMDrpxYv8UN+b83BLsFYCoxds3wTsY3nfLNU8GYYzqoF3a+hzHqXiq8w/SOUn2dOQMawkqfM9A4JGH+6sO07Vb1ssg+9RX3V9s4jsN7+v4zmFJX+3J6ltqnGOQHQ/xer4JEx2ltqP5tlnOVYwRU518kpWqI7QrGEvDy5pE8ZFbSTdYYQcnjM9G4G7VEAeIVwC5gfpHsYVDuGgKzb397TKxtDiqe2UNi77mBMARYcM9W+IMX5Mr3J414DkPrqJekopZnw+Aiy374bnkI1jIKEsxIXUgJJ+xhTYRs317QltqD40yKj6xj52dwAt1OJX7+BMPa6qph2XookqywWUUOHH6gbcpecQNeLuOXqXZMoU/ZEcgNRVTAJApAq4ju93JfSCzbr6r7B51sQIKSjVxgWOutdl2bDdsq6A//aGrJW2xDmxin088mxV12y6z1hzx2C0yE5jWLYyxmlWs3UgGv2WI/Fr6gVcwHxkaMqE1LoPCFP7cUb1s0ItZGu6sXtKRo69we3HNAwTYITwtt9yBydtgak74v/n6Kba/p6hu42xEjxz0oaT3CNUYSgyjiex7raQLjlaZ4WYcQXpa06Vo3KFxqcIOWpbxATtYRSqzdR5ZmZFVmuK1S0Pcqv38BC+wphZwKWEy8kj5anJrChX+HMmgBqB+BOu28XZwRUnVR8OmjX9PsDDFXKHHLdtg44xvu8A4VWyKwtWbZTptAgw+kgA0MbzahIfnUvvLHYopIExH09EXn+KRh3gH71mpVxWf7S7fFGDDpaOWycFd7JTFTnQ+RpqQN9KByeYx7uZRgPQjmUU849j4HfvRxmjFLnT5DY/thRuB3yOOZ7Pzn6tIy2Yah5BV2VaSMbbNrWJqxxF0DBFPYrZx2XkyRHShMkDPngJy7wjbGx7/nkHz0qX4nFDtrob7QBnpnXVPxKAqDjoZA7/MS4nvMXKIf40xX3qMDDChTGjDmVcIVF0TriI+TnHzWk4yG0OKe9uFf86xj3NIzfyDdXDjVeyguYl6eXHTQr6HddQLY1i4v/xE3lOxnqdIy11shNU7CtG1ogKd4QKzE1bicmuMYTLKM4SOK0085KMa2lyCK5wMRS5mZhzJ1Ui/RORVLKWD8Rli2nWMkk4kq/PoKDgfnoei4D5YjdMSHfnp6hj084Ydo7dWLYGDJVBdIJ8mhifGcGnHoyl2zuzlis/d0P594BjkrKlMcpg7Ee/O2cVoxCOImB2UMSqxOiQKxqg2FAH+1wF9Fak7+5krrr8mRsxgMZMdEw+Y3OSaD6rCarMgzMbEJjJ/BsRquUrbOOvHz6jgZtPZnBhzZablZbM0OFACzMsVnsM85mXInuJ/6+XjK+K4mWST5zNG3oOkrNJvfbmWo/EeNTZHMmSSw3ZId03zK5mMOYq3mvub49cYVL6j3YxU7RxffVjSnjvwoSKVuZFrJYBrpCM7sQqgkjdsIZhBvlujBuoO+S2GbjBjoUVSJlk4TXh49yQ7rYK48tr2cTKLpNfRNij58D2MzrN4OaVrxTmi3rjUGxj6DpDnZi/Mk9cww9vYL2eJltvoY/GnpWN4YbOV3QTWFbdn8a2nRzahoB6RhRWZ15tl8ZU+MC930N6o8NX0nxY85ezq1OdRgTkWyp1CU+tT/OwU9jxGsnXJVocSU9Q1W1pN+1i3pMTPQsXVHiDu2uAPTSSMcR8dk5PevCZG0gZknzPPJqzELc0pKgRf1iNjW54w/dyI4j2h+o4Gxj0NjzvO1FkRrV1gd9H2NEE1hGZjCx1XcuMH4ug5YHiQfmD05Mg6OGrMLNcURxk5fGqZSzu6R8IThiB11rwERLjQA0B3J72NY+vWHGHxvSTpc16BexWHGDVBAdbshSFDF+c8VezaXYyVTDHpYvaoinh3osnkTNjFjvvBE184JLkdfSQ/W+kpmvwTB3SZbbb0ch1Uhfhr+k/Sk5sgpR1b5wAU/s4dLeiWSQkb9jEqJkeKLibjs6BoljBkjOw9goGrwB1FJXaN/ayWFUQbnfb2EX9VluAUEb2JIzBcqfZRkTubZ/GdabkPVDAv7VjEdUOR/IYp6pAs3+ewvzFwUcKPR1Aq8ZtZ9ZY7PIQhNqyR/3qkRDwuYU8Vnplc/xyxporQ4O3Mtl6zzDnnyxUYGfUyhXMLnGmoXW/YshFNX2nDehEUCWod29EGHhmDIsowreiIzMvpXGfLKkrxKnjKbPyM8S91NFfGpcHkV+bVhCrjH/qphP2Pcp3+Pdf3tw1hOaavDIltXYp0p6Cs3BS0TQ6xPo8AcNJAJtvzgs3SxhTVb5sCcfegPSJgs5gisDnh1MsVSUsdw3+Mb+elmZZnG2KQ7RBnr1g6PxGDV1x/5DlPgW8zaY/x5+lJdMjmkDUVA1HpCNCwpuwBb5kom5MTVpS1j2KNmb3jMorNwV1noTER7w/AlhGZxCbOKDSFOKNGbsL33Omdw0pspm0EHZNbMxx7uzSdKuKO4sH7iKFV+IOiunYLbRMTM55TGcNOplgZRZtgDnt7RHOO8b+Jt6cnxUj1ZDse0ZlTcC5TlEhDPLhjcTpeE0Mv2Ykd4x7qMLasdZOUmkNB7WaSPyI/vTVgUMS/MUT5LioMLBXrNS9DlyPHEB85xl/nuO82/KeL/lL5iCMme4+v7rAtAYr2DIsewwe82Q/kw4HHaQJEzLFqNSHfkz2WN820oDyp7MJ7DoxXR9S3YaUfOgXVkc2GMJ2e8zVvltMwTVB0rfQ8SoyLaAIZY1soaxFPoozpiSVlyWB6vOXpbH+P0JN99RGwdGRPcFHzCKb3nmaYNKRkbjLCVn+IdJ3iG7Qk2/3XpFrSUf0j4m7ND+U6rGKO1FG+XQp4EjaOscJ1xM0qHHIVfj4td2RexpG/Z2FyI5vwq37Jyg6hnG6WAcbRYghjHeNpvWRT/KCdZKZitHTOoxL3+GpNdqpjgKjHOYd4woG3tkxg1z1m1wTGMBxw6/8QntMGvdyHIsw2qvAx55M6NszhbIhVyvSehKSZjBMIs+P9EVa39YjyW+rzAR1Fs0w4R1DxOTNijqQKlqEKTFFTGZ5ij6ow1jnsqQmfqcIK67iyYk3mSABTsNl1XO2RmdobzbQ1y/16ii2r5T9mRaa4Tr1c+Rq4ZE4uN7eJoUv3zGfosdQ/uHk5Pbml5omnWJDzqLGSQSqjRs8utC6Um7itKV5UM8e1FOvreyr/7rZkHsfaLG89b7GOwkZRJBh7lJv5NpjnDRC9w0tnYFVZ6/WTFNeHtEisVAbmKkQLPmSgY0vK/dxK30g3mL63f14uyyPAc0KGsYu+ZRYRPhP4iIy+J0aIVuoNwWhN8+PEyUCPQuEU4tCZcQ03zM3bz7SmEw7UyAZ88N+0zIF1LHVms3QGo7A0ElPxCilbahIymdfLwKe4VOYu0wT5X/lT1RPPTFfRMhy02FsfV7BNromh21iTJo7qt90+ChlPb1XhfmNAD9v8GOZksdRZvAalFUWO9SLZZsioOcVj2EtPETVP0KH7J4FkCmtObKAIWg9MHrznferX0nXg8w23lGf/DNEqbMJWFPdZRQGTQWuih+GuqQPKGH57lL7h8LQqKBPbdB0/XkXkuiZmb+iV1XjmLb56YrzhQHU3shqfeKHrkUPbDmB7H3N1isi45XlLPLphKuV5vKprjn7dGgL8wDK2Ub2nWqDhoeaIg35eJ9gxmMwqPtFEYx0Zr4oQMERCnkPLleWllhoDu1OqgqulgSVH8AfJC+fVlh00FPJCTRFSXVhasfiIHXxEYT6yeSftZOBSVmTzWwORVgFtWsWFEhnmsirCbWZqBZHjP/uMhYzBc1wkLz7jqB+ktxzTfIPtukgwl9ATddyTcJNgXO6Zv0yRexvSdVccLasANiZRJtimHzi/cwoyswoTdGxymXrgtPiJj5tIL8fA21Os2BpnfgigW9N/O3CY60C36RLzHeORyyKsCQF30rQ8nsK7sEKEPEEvWyntpsAUUXuKyiW3WCyLQbVJyrSodOxsXPcRYfObHxnPHNhkju9M1Fotf2kZRJ7yoBU/ng1C1+pmv9do45pw9TpiSh097acMVt5SE66eEwvmuj1y4NnAisVsnRP2kDS3rN2AuK/UjefSR7DoNh5SkSGPgVFdOu45r81sh5tLJbqURsX/V3rHobu/i7SQYxbFwx+Whce0DDe2HofJOTjkOfZvAucfaetZPNzQYHyQOumHGI5riR19yB5dqxfTL8OKZVb7Syb916TNGbs0f7aO12DvOZD6SNv5DI1KT/u0Repk6GsRUhnD2PNxg/SddMPRFibYj6hN7mI6P3skM1zjbaSIFR67Djw1M0p+B1y8kgRQX8W4Vcd3bmmGHyO2zuEPQyiQMiLUcBYWqzYUDraBHlPMiw9kMwfZOuJXE7luAq6fLUOGXd09nmMMAG+AUX34Qhvn2jV8XIfqQyzdWroJ5VwV5xYcOTy5MRc7Acx8QEl2/IdlEvdeNmyDiWKHqEe1vp0klyw96jdSzSlNFacc3bAWXl8H/gTqj2rp5HtrktVq2SAZgqN3Y9YBy3Pn9smPvI2q/UMc5oTnFILhQfoIfK04fvUTLzj+nPMiRPF5GyeAHgC9Iq6to3qpIMOTlfGaJyfcLvuct9zYy1CSeGBtLT0HXg6BSFussFnmun7JcisaBCXWbxGcCaj1EeVDmlAV6cVAOpslj/KPv5LOHSO5KXKac3Wm2Ueg2vnZe3pJjOhZJUUyt7OkCiqRZpbxM27vIxQb9uiBp/OxD3UsZh0ngVgeey/eE1eTP8t3OwNkdrZNGCO1aMqzCabwVa+gb8LdBRuTZUllgO6cc7eOkai9izXe8pQoL8txEXouo3//uYroVfMI7h6faKUeAsyUnyqpfoxSNsH8FLvSE2UewrILs/UdMeiLAI0HnMTdwibeIWJLnYIka8LmuiWtZdpwFRN/qzhLYEQotuMi69hcV0dt0MKrWPk+dtMN7VzbkTPWtmjC7liQGkRmJzEjNS9tJu2tjiRh17Iwpo69fuSTCjtJnjl9bIqIM5KxW8BRFVkhm0OPWpK+VIof2zDaAxG/Wt5YRyB28k8+z7qoisDRDk9EJCuyzQlbT74h6UcnFvtDqkZsT75UFe5hSrBQJmcRPi2ptz9XEbS8alkDKwqSPnbRe2M952pZM2y5/33QcSIKCugySH8jvec0zWGZClx1Oy33sOIlsT8jVH8jzbxSdS29oBa9B7yt6KA+hNTWkl0BE9wA9NH43hfDGU+onZNUT5ys/3PpMmrOa+Z7rN3ZcleGDNWSurMFG7+42XbkMKfy64Zh/W28dy9dK2ta77gPuEg58aNOm0GHC5xsk6QN1E+y7qMMaV/9CKPTSBcxZpAk7Rx28qgnomWfyWuV0j0BjM+Cfn+0GgncOsJc6wMyjOXWuNDIzpnmtVZ7tYxSbUg9q3B7Q9zTsjk2k13XJJYXRGLLSgdKX6++JaAZwBx0p4iCI5vdBr41XGz5vQmFw0h92AZFOXOpSfpb6VfSl6HIM7GU1tCTkT7FHhQNw59JnzN9ekF4KmXqrfQ9eam41gdEICPVb0W4dWCtYsJGmLhRQx22pagtv5e20o85q2nmWKkHhCUdZxrfRGkzxoMnl6ul8zTh2CNnJp+WL1BUOFLGuzkykuW7HtKqw5zsG85UtuxsqtXLfa+W6dGuO0Sl2kb6WdMky2JV8aFV8C9arol3xILeJBTHiL8jm9vElk3LurL4V+s784SuXcIPaX9LRUSy4Vk+eVm9kfbVLK7GZYvVBfeA/s5C+QyiFf7gRJ0crHH/gM1VQckk/7ziow/BdlaklDP8zaFhK91KvwPZjoGR5ie/F1LtvSTp85Bob6VXdOraeI3FGWeFlU/ZAMWHmE2t0XZ3TxKpzc657hT26og+BOJ9J3XSn0pn1B0TbLw7/iUhOyV6Ei3bLXX4mGP3GtWUBzkmLms27pFxP6JDM1kpPFnRunQDwsegZUn5FA8/qlfnyGOu8ioy/yr60h0lTKaHBOfZgPRXKtJqrjNzzYmw2JD2ksYfw5ZyBdo6nKGNdOrE6OV2VJsDg9WxE5kDHTXr5cpmaBmXmMrldfvECsdl0FJcX2EuLsTHZbBQvATkFPfc06g8BaRp4zh5299Kupd+Ta7LMDTjCQ+8G+5Wei/dSC95o/k6wuqOCKJYxjVn217GSyWrgADlAT0aooj9KRafSOZHjOAYoggxQrTDc9Z475aB5jvCRB3wyiSzY4Sds4oVKA+1o2o444z5Hl63j4Z8h6dllOlJjKfISNYw1svFTz7JGaUPeFWHc6bRKwwjAe2jPqWJCfOsZqof1cnpqNn1nCnxip2vo+HXRA73D07ha/6UkX9vezLVENO09dIKLVipWF+TdS0LNCxFzE08lSLmDUtMZegyLn3MZeoUaaEKAZCjrJah3eFDPLChl+NlG1bYR6jO6zTs0AkLu5P+OgasvM22G/dFb6WPFOENJ4y2lMRrkk8+9RzNsI/SLSOLhtnHCChpcKtlJHVEX3FZVx9lDT9Jl5yWeoJY9lFdF9LVMhN6aK6KgkjhsTayPuYfZmlPvdfggVNENwPFRIZ2mxq91wqpxhSW6Y1u4wydjJ5DmPj8xD/TdRVOKFicYxiYOeH8/nTpeXkdP2MLvu05+bEk6juW3Yctjct3gpl2qZ4Eptb8oSKx5LyFwppFyOzgHr4PFqRE6GPIx9LfZjb7QDboYpizoqOlmIo8RnlpZZV4RV0f2+xgNmNbjoKrOIOnwkYdqk8RAjveqthI7yJ3NXQjr6VfS/9cepB2HM/fB253gv3Ee/4uMdYT6cuBoMYPR6y2psXt0znqcKom1BG5tg49FlTO8aKd8tTvyGzPqZN9zHRNvC+B7xuaLs+lS+ljvDyyXW6rT12qY/1TWFtaHRsAqjfCYzdOEqLQnWjdewyzdE2esQVuhEy8uKT480vpGe9cLT/iiteosg43sJutwhV77nAV+G5cHuQ9EHkfNX4ftUIaetFdZOYeHzHf2xIiv18GMmt+ntGmVmr3s+RI/87KzY9q5uAuDn32l3F5wwUP4SEVtdkWHcJIH9VspynBaUlZZVRzmHQcqaPdkoHWxzs5TXW4QUtQeIhzLocouWsiVDlA8GN0L6rwkEy/H9EkPI9uu5YAXnGTigxQWrtnAdTvsRVX74qm0V0kJeOCOeRpFY+84dSbHeds7GnhHJc1mzsiK84Z9F/nwLp68jjeLxdy3nFHqHXQhxPb53JuxtCN6bx9mRLbGDcfgx20cSpCWHpUJtuaWnTABhLiGseaPa2WnYhssTbLX1aSi08xE9ks03K6jPHauPyrGfg2e/oOWm1EuzaqFJtd8dU9Z5n2cTzayD15ZUe+Jy+44pevmU2nGuzRRyB/hHLrWD4//2fL1patyrGzRp23i778J7z0QM3pj2iCXPlB+g0+cwrIYEMpAsn30iSdSy8BUbYhe77iWYa4juKQtzHQqW1ojIRpNi7h8UjOmeJ89hWve1nTKphoyZyHfGqCclyR3LZxfsWEh2SF6UWoIlG40h6XkK2JpFQtO7Q+7TF5piMt6D58zPVCE8Y2hnc5LNrlvPL5lWDYNpZ42MkmcZBCS9MvdzZ9tQlPWcXDProZp8Y5slTWhu6bDuJ9NvMyEXkJmuA2XMK55B2X+hhTvgPPY8avjwtOcev2nxX9tzWExD52NBuq03KVnUVLHH0eZzrP8bND2M259ALqdZYO0jt24riszy2pWQF6v+EUosOSuzf7/cB7k5/zehURmNvYg6ygpoD0dRjrRJk9k7d78r8weqcsB36/g+OT9L10kJ5LX9El6oJOn3i0mh/0AXQbfLJbOpWbRnO4h5/Cj2ZzGiO9VAHWxnjAMQJB3pgZjZxPeCQYOhLf57DMhIeegszhePt2ed4D22Shi+X79sAEQTPxMaGib7sOy3GG9CM/clFTjFUEAoPtU/x4yaB//+RJ+Q4hAziFrzYBHWvpCieZI7eIn9rwwKfQDyR/61tveFFyv+EAAIAASURBVPOHTxJ1ZnPiclh13qhiNX02Z7c8Nm2iABjJ0uco4KwNegAZulzxWZuuAsoevJM+SD+O5fLqjfFWnpdEjcTSSWIZkw9xPliqIBVG2cZReoox9Dmy2QzrVqqST9I76QdpLX0pvaJy9lBuHZF05OZvwRQr0E0XvXQ/YBMxtA6zcTC1XU7hh+Ip1uy4YfNMfFmxTRaTZRPBe9Hz730guHn5h3lZQGU6zS3rl8qW/PExEFMi8Co2ro8tyxtQ3MMYP+hc6F8KNZg/sY540UCCtFPE5oYDQQyHFKlJ4RtG0jsS5hTf2cbhIBWbdAxA2zFc7qx7iBqsjdCY/ZXs+vThh3VEqQGexudQZ04oH7FnPqFBsfQAXeEUemSlygfdoph7L/2d9CMqWMNXg+eSb1+jScpQmuaS13fHv8Y9DBR91EsCE9FAn4iGJ57ik3QdcsIiP/4aND7T7D2Add1RqPHz24h6bXCVj3DNOlLi+OQxH7nrAJt4I1UxezCFF7mvI/BFEgpzXGqM7Z6ihk+CWlj1uHSP6Yk9twH3zJK4/joCFfMZxdpmkpyXrNUQDj8ugc8jksW3bZ5oXvq540KbTtgFsppivWbuL4vYJN/HsLYVpFFGKeeNEuc2Tw4NPbJbhtZdrHsf65XxbI4An62jdeDDKp5iIETdul6nLPwUh4xkRWCevNz2t9J/L/3PGRPxypzCr2pIVJd2VeB5RdQwM2GW23xsjcD4GC9ft3sf6AA1OOq9dAtjVO7qQvpa+rH0gg0y7PcpE+bhfeWerVmzPlOMcxi9r/BVv7Uk9f3VMsn0PIVz1I7PTWqjD0cy/kpXnJemXAer3AXWS6JUS8d49JUWkhnLKSQjvn3Vf2jjqRMw10tFgCmlOT7OJJMiGtYBxJogzGec4vffVH74BXHlxAafAk9nJDMISVVDHeWiIq1Z2Omb8AH5Crhv4OEEq1hBg3ufANovw0/JNq3BfXCSn8AV5oQdYqxkPkRZ6G2uwWwrejl/K+3pvtRLI7ClbkHjQ6R9m6Aw0DoscqZK7ymb95xUeBfw78iv4u2fpBPfdh83s5N+JP0SdfEH6bn0OlojPvWzijPWxfNuo6ibePyaO/TrZ5wKXDMn452Rbk9Eq9h6b1kTheIY0c21ZbU0Epu7KdaG+sWo3i6aVFP6oYFbEsh17KMxXb0kShXRvFm661MPzDioyH815m3psnOvL27o8fehweXlEEpow2gjzB5jfeCvJ2obxfHH59KF1HH+4B0NpR6sdYgZqzZ44IlByiTK8jmdzBvqt5pzbk8BI72mU0T3itQ9RY10Qu92jMDhrDVwkQESdZQupAfpV9JvpJcUyXcUFeWyVyC3OcqqIRQFNkcfbjjE0cETy7uXPkjvebvuDd/wCf52xZG2d5xu42dfSz+Xfsa72As4P5NupXMwzrkk6b10Kb1g0+0YRYlxgxRutTR97+k9z9XzB0PTJGxcIVcx7TlxfsgaUG02dSVdSXsaKlvkeDNwoIkk7JrohOqgAsp6lsDyxilOG1b8+EhPWwEeazbiU2hCTDqcR8PWUeaEm9hR/YdVYL0m/upMmULo/PcB6Vhr0qV83hnvt11zuLN1cBnb3D6aI9/W0IYeI5ilLU5YBu48jbnl9bvr8MaKBzZmOER8reN72ljiU8wV+DrVcifqZfybA5BUsTSrQO/Oq220EDbS76R/J/0ZFrzD67bSM8QMLYSWJ6G6JQkxUECWZTwxoPMA7r2RfmAC5oHJlT3J8wKS+bl0Cyck3iryQvpaeiVVcTjTELxAA3S6AUxNgTJ2eOOJvVhh384/wzLROQNPkRM2POaKDZoYz9iGH9ZQd11YlLtNIz+roDbNLFjikk3BrMsOcfBVcnjigqmFMEZz3h4oN2wtA1hpIGI6UR2jljQbn+DCSpV5mVeSBhpiDXPITEULkfFsS8e8IabOYfoVW2g3qCLSuDW6CRaxhc4p/OQzfmrFtxlKaTmrORELm2AjU4L/iG/oY6FnGjAKbVMTnjkRnpM1KecknJjMdterijB8Ln0j/TfSfy69CJjQSBfSTDEsrrAnwLuxZMi3R2Gzpivrwv5Oei+9ZdFK+rqRPkgP0pX0mfSl1EuX0vf0h9fSS+lL6Uveqn5Lj6dl4wZudY1sY5A+I2qUyHgpnRMyjjiei4KKeqyJ6tGVTh121vB0Z/AI85JKqKPOr4huWr7jcwptUx1VUkKtPqzflWryt1UkNJeXTTRyxAWFFbnQa4KbMN1dU9I/oqmPVDENsHEVL5SYWVITpUnjPwLYBjJe+baP86Y63KMiBh9C/dsHOTk/Kbud3CpIkQeOAujixAN3Cwfu28cFjdxWxWM/hCMZqLfLQqKLHqCC/n4koshaf17W9HV0DtcMix+DyTASLq+x+LX030p/Jf0ncaaJIc0PkhAbOatMpEcfL1oiyzWDLCPONkHDlCLijFhb43slgX8hfUFXpjjYa+m59Ep6Jb2UKmTJe57LG9fBe1WMrd7GCs9IyoZlyzcLtiH+mq1v5xD/18DmrkihO+BSRWLfh1u6fE39kCGuQvXRRi2jKGqOwYl0oRvzsKcxgh+qhsIxx17xER2E+fcY/AzLuAlGsFoKm8qPuExbgVNs3v4yUeyQ5BUbqD5GE9Q/sEZGqvcwN3cRscpfV3GMzQkScoLeuMayP0kfw9PKot9LH6MkuKH0svij58UwHWXkKZavj2q+DRlGhka7YtIPVeRPf8OjXpwNpY1oPUUondC1nkmX0t9K/1L6Z9KV9IHNawioA9hV0hXP/o30AQbrWvpc+owRn3uST+mBWX/7mfRKOkm/lUbpjXQl/W30Hu+l30mN9BPpp7w6sSSue+kH6ROAs8YlfNZMz0UK3j6LvsUm4OiMUykgSf/E5lxETPGDfViUe4kuyJtlY9MKxDVnu1oCVUjj68h+G+SBj+qdAz2IJh58jjzfhA04f3bczBBCpSoUkZ30QMMpQ1K/XCUTS+4/z9CcLkdLb/8hSt8R8CKsztMIPXf7+2Nov2UXHzCvbL8KIF4CwJb6p44PKGt6kD5QDhW/HdHxlVV4L/2GJsEkfcfqF2H3Tuql9+yETcrCK7EEGQXtunXkT2fCPDHQ3LKWcMDx1W1oN1rbkEBUccrhBTD4d9JrPtej7cWA7qGszK6Jc5i+kf4WZuiX0j+Vfk4o3XIA3Ur6JD2XfswUmwXVfyH9wBGkvfS59IX0ufQax2hJzrfSPedXDSScHZH3Hlx3hMWZcdTzwE22J9MeJsPqZWqq+SnbXLayZuixhpjSUBs79GzQ4pvqMwFRL1FVTZheAQQuyHX21Trohi7c1Yh3wtQV7KP5TpvEACk1hq8OSzD4qL/qkFQF2TbFQtlunTYeaVQ8BmMaSFJbiqIWmFrFi8xdaxWtSZHOfcIKPXlYFuWO2rIiV0yhCD1J30qj9Iog9DtO0HwG/CutBS2LWC9l6rzcXkuw9KilNgZ6dz8z61Uvcb3kgYp77whA1nZ6FLME7N9I/1b6OajSLGUhzCbC+YFnPJNe0zs5l/619OfSv5NeSP8UduC1tJFeSefSOxqkhdsoPJMf5w6t1S+lBu+6YVMObJMJyWmJr0basxWYf0tkfCU9Qxcxh5zQXMujRuUUG2HSuw+Wu+NcRbu9R0w98OznSnJxjNJuH9XNXrph5KDi+j6hyuZhe86+ffYXq4gv7mqa6z6FT1oq0wSxXMWAilsvrtIfeaaB2z1Xsz7JT+2+hgFLA0FVHrz9yNsQB6rTI1c/kuKOkYgOeH8fuzXF6xW8JTOcQXHXj9IdOLmR3vN4WwzIrnUCT46hQHZEdDe1WvpqEwZUhWLLANtrl+1c29nI9vQQrQnMJjJAeaLCKv2V9C4q0glfvQCSePSsKJCfSV9KX0u/kD6TttJfSv+D9B9Jn0cGuKDyt1B+y45eSf9IElfz8Op9nI43UIOcIF2bePYjS2pjHbCesq3PuP+HpR6mjhiXPUwXEVW0baxDVBBFbYhPPNzbB5Kqo79wHk3vCQvuIN46zp1xOX0Xzl/89jxw/om28GEp3hC8TMN+KeKFOx0mvVfo1czSnfg1EVlMO49PjK3HHk6RGwb+xbSL0cTEpxTfbC5jpMtUXoMXtRAnAwF7wiAqIk0VOcrZTBhBjRSmBPtPnH975JE2oSZv4wWVxrQKSY09sI7nPMZ+3CAeeCB1GI85ppq6dJI5xfVnIlnDCZQtRbgZy5V0Ld1IP5X+ZFnk3IMsOuZaXkpX0awqP/5S+rm0lf6Kn/3biKZ9qKBO0lvmG1vpR9LP0Peavr7j9PMHKKVPUiVdSC/YIE+WlpNHV2Dm99IovWY86I+lN5ALv2EBfYrayNNlNKziLN+KH/kQCGWDOc1BQ+6l97xWdwMBM0cGPpA2PuCBQ7iZsZvR8sQn3iMRuY3XeV1L30nfUzy31KKHCDcb6Sr4vyMxbsY4Pbi3pZHucvdOeiu9k76X3knvY7B5gCjdw9G4R1Xh1bfRAU7CqY3Xxrf3ERQVGFrLf8/eRtJZ5p21/JEJyzCp+0m6JWnMxDArE9dxi5muMxlWUSPdBoPvqDEvw9gcaMeZxHXFHCEzCcwq7sGttjbaaGWnr6Qb6S+l/4g5ybKyu3ij9MgkquOXYtr4c+nH0r+SHqT/VvpW+gvpP5Q+lzbSrfQDZlGUDF4NLbsCp0B9D9E6r1nh3J2ZZCUiWolTb6UTAH6OKLaPtyffU6muA914VWs4rRrnuUcbcA5KH6LWPVLBtuTeNpZoYKjI7lEB8W4iP0/42z3GtsMSPvDCazdgr3kr1wYQ1MXx9veR0MwS2RXdZzaaK7vwrTRJH2nXlVh5F2dZdPEe95FCpgmJ0YGkZeLDHFvDsxeqqD0t3e8stmEKIx7C3PPrbkl8uflpN14twUBFutgRRI8ocubwfEMv718fxprOOUff0tA/A0e99HbF89ob7cN+9pqUNUWYX2GOpXb9Vvp/SP+x9CdxxsVGeobo7yg9j/gy84kT3bnPpX8sfSs9wPL/Kg40LO2WV3RZLKtIpd4d06eWWFjx54WqWMkm3gc3YyLFYj5JDRL/fQAo/+CRLGqzs+DUJfFMY28K8LkGN7Vx8Ly75VaPH8A1PtjgxDvsV3zKNvz8GIYxBw05Au5uGKk3H2E9xoySZB1Ed7uM/g1g4SlRIhoZe15EsglJvIeB/SNZ0vskg558U7bsi0gtDQRbQ1lertB+iiKkjpptjDur4g+PzD17IelLpsg+YpqGNA9RlO7ZhodlPv//+2VndkfLnetHjvqof2Orcgp9xEh5NeZoY7jv30QdOEt/Kf259Gc8yxFAeBWSxqeMVw+jXpinz+EzP0rCK1ZBXR6IHZekCEu7viM92sJ6bGXLapiqXdEZapfNz3JjV9R4eygQhaq5jReW7QOeWNw7hIGavRzgqF7xnaVXp6DZz3CqmaczPnQxmSoI94es/q2ixGjw3pF39s4hpVgv6d8pMNSaobFTVIIVcceH78wh/Kqi++hHNq3TcTP76PnNAKshTLehAW4ixgbsuncuM3HZzn5U1NVPDD0DjIOun9ygyGu0Qkk7UJ1W0m1Uktag2KCnpdNaXzJGqk9dmII9e9o7zXZrtbx+FTdcxbcpAtZAKpijKm7Iot9J/zfpP5O+xl1nUusxhlpyA4qR9ZRwFX3sDg9fB2pyJ7kh9lcYR5EWnuLkBHGT99hltUy2HXlVMQg68aQbeMiy1DfcjJeiwjqt4kqS2S37ihK0pL6yUG8ihbqX5rA4xAlyFfewJrK74fSIwjVGrdggt2dWIK8X4fCmME9xbx6uKnn7JVKCe5KKF20Xx2VsePa7GPawQHWCqJuJ7BP31hPoLTk0IJ3DQmyNmTXbX0bGcFJ6VCjWEcB8xRlHqpaJtFqC0g4itKz4hfRe+gYVhBHFtEyAjxLsEHHImMo8Ybbmx7i9xCFa9sey8M5/qeOnMuX6GX1w5h1r8t9J/4qDf23HzmB+KIezeVlPmqmveaIGUZ4BiECPdbzvyBOzR2xOURGIT3Rzr6LTlmWSz4hJUU4hM27p1XnuYorINcUNuwfTxBWmqAAr9noj/SjOvpvI2BUEdS1dSwc0ydfSNR2EmvzmPOlQu8J6uwgWY3jyaZmNpxgJ8rhl2euiddkiaClI8GqpEtlBYosl7SNw1ATKEwDHIPxIUdCEqRQz2ARXp2h87IJlbP8kklUddv8UOioM1793y0xlZLKOdvkd0fQEkLghXvpD3UiY/tD9ON6s4T86Kq5bTvd71D/Q8s6r5X/pyTdP8btjkG9jF52PDaKR8s3X0n8l/UPp58s5jC3P1cR7YqyVW0cbaQf6OoCcvXMW5d6Tz+8DQ26kd/Fy6hEDfc6ReTP30PJrYL/6yJaOF0P4pOv2E4nO1W8dy+vCNVvcLfyN8KIBtcMrzjcvy77Hxixa/kjg2Eh30g/Sf0enVLHRVfQzK+65D47X5WjHnIBTYh0h5p5eS8MkySuC8gz9PkmXNMkV83cV6+ZQ1QQUd/TpeNID32lIkjgu+Rf7XROO1n6+RO3HJVpzgerKJ93YpY5rlRXLNNHyaRiqmKJ5+056t8x7ZhT81cZmeIm7eBHISM3zEMHC95k8sBNmstaJtKtI5r7OGGnwDqi2YuFq6TlY6K30V9JnoamqUAua33aw3PH+v5X0LJLVHHXsA8KjE173kecdKO3uCPwnjGYKaG09SR1aORddDscNOOWCGxiQNFVkqkO4nHtypscV9z8HzdOFwMBlzlq6kl6HDPAUzlxW+AIEvkaN9K30A6bSx5aJeD2Tb/cE9Cui+UOcRFcAyyvGAw9UlWbpr6QNPbYznLxQxzswcB5y4Cw6h7NYVb4GoTQ455bXYVTRTbVOI/PHI9f7fTV+iWuVj78OPtof09Pdmgk5VipbnHREIb2J80Fch8yo6t7zGJdw+iZvegYXm/CxrEMUbO1DHMXynD87FbhqnyJh2iEdmBQuarRmjj69OoUfF6jkXxJoj9J/L72Q/hNeNLpm/75ndNtTu9aXn6R3xCNP9r8PScA+EmZ5igc0XiM9yR2X3Uftd2QZ59D9e+8+Bal+Qgf+JY3uE63LimO+11GwzLTZq3hG0znFIvcUeKUQuAlRzZoy8iWLP4VG1UnigKucKOOv+WjvjoernU6vIqDX0oW0k64Q21xzwE0vveLTzyBQBorzkj/L75Z2+ntMRq54n9g+GrxOWifWp4r8tI5DdhVvjSqWuQ8FUWp7vN1dmYkbwGamGUY0wCs8Zx9Z9CEaISa7s9VmPUoNC29B6fvgRfqobM+lmjVy9rij320Bxh6+oY3qvAmoYIrcPGS2JZ3JbRaut7OyrxFvuCnqMuYSgcE5wGGGLftG+k56jh+ugs6dl8LR5Eud/EfWykWgVZxJ4fSx1C00lZ/F5IcXwVYyBvYbAgB3MaruXp1BxxTrX/Fx45Ihtx7bGcb4xW3nDRxvUSbsApNviFYlsn+Iudmj9IE5kLJN2yURaHKkJOHzaLp00eMZg9aaI5GuKDJnFqqmU9JCjK95dtPva37f0fupQ+MxUMXUREOvRhU9mC7+10SgYrUt2+xpSrffYRYDsXCF6TRLOtFapw8Qa6tlJTNFPHB4MAk+g1Lupe+BFmcA2mdETaNzm507wDPWPLBGu/jop/2eZMWST0r6ynLwJvqrNseyGc84QHQL57HFCTsk42WI9G+lK+ki+vWZnE2+z0TiIe7KrLiLwJ4lHaIvMgS4cJzdx6kuTTxdE1blXR5JI2ZudyyFdXPGUOOyUjCR3gR48cB3HSRZTaOuhmY7UYGXaLuObpBoV/bxRrwZxvsuouoxVtW3V0uvpc95Tft1APUND3JGHrsD/RpqduG0ng1YM8awjnZ0zdt6Vpz/7OA+hnhwCJGsTz4xL9CFwGtehsIa1/P3t7Gt7f8giUmFDmX5Ltpx28iQ99K30jvp76TbGEoYIsvVgIR5aTFzpPiZ014uqd862KYhBOinpXm1BE5RlZWIeB8EmiKcZ4A3B6Bwb3HzrjfayMnPpDcA3XUMQM6E3l2M5r+Rfi39O+m19POlrNpp31mrWabT3LOkbebAO1e4tKFjzy8LwbNqyt7ditrV8yJJ3jof5vRCUnqOLCcCRBsROXlyLaW2JUBsAKItH31DVvCm3EvvQtfhhHEDJeOdPVGajhHLzqU30ufSlfSeaj/vdss1hxCQHHnlfAdEb0CtPqhIocs1HJsxv4voxpnTGoNTGONXvTxWoQ55cBXnuYwBwRJJDVL7IJ1JL6WfSi8xzR0m61HGLWXMlXQn/Q2vSFlHOspsZrMTEMj/eEYh8ZxA0MQBfCtgtjW9DWhhQxXREl/ncD/Ttv4ywqxYgmqJ2E1+GChegHU/Cwq+ojLcBv45I6O6HPhO+reMqjxHP2wQO8c4YoPHOucnLpjj10A6Oi41SUNsahPvKXfH8hBJdRMYJwkzZ2Z/VvGKY8DvEZgzxlD4BuibfdekzVNJYlfpAFlHLGeNhvmT9BZ0cCR9nQNTWxLDjvfWFI30DZt4wUvunlF9WMfXPHFF061H+vwN4HEAdfew/V78MRpRrfQyTKtlodrosbmnuEcf1kDiOBUX+Xop1K+iXnW0HcKEjlL7U2kjfSX9TPqK3lEXm1QgyprovqOoKPPTKf2zrzZUw+uI/etg2DvCgdvx90glW0Jasd0z/OEU6XSHJuEuCo9mSej7NuZlL8v11QqAtOL9aM9AsOvIJDP44jxGnG393uA76aP0a+mt9IX0L6SXHMtQR7BQ6DqaIFedoIbA4QORruYollSxzMHNrDGXA+s5xZ2vI38+hChv5v4njKzFLBIiVZHJmwBTbWABt7hSEzpg4l0k6iFwssVJ9/ROivVfSq+kr+h7fZL+ChLxS+kNR+d8J90s+wWPgp2ok6t4xnvpA4cB3BDU7MknsuIFDdIeNsjYpKU0PYRK0dhzDkagTKjfYL0W21tveMvFm7CQJuL4dSxU+3VoKat4Sd4El2XaxrD2p9J/CHP1beSxOiLZC2Trd1Qgu3hRbB3Feh+53qpg8/XuWJ745hti4T7+3Ede8lf2qWrQoFmN0qe9YmbiklKkoJF7apJ18PUtfT8j4Zkmx19Lfyl9x3zC59J/QB2YgoEm3EwhSZsjyyWd468TRuPOjfsxBmYuHxryWCHDVvGhZlCHZfvNObxext86VEpTVOlWpJnIqeMfHR9rKB9j+3XwIC3qQi+R2I6fSz9i8O2D9L3US8+ln0pv4CaP3FiFE45kEQcsL/iJwv6j9AMZ1a2EKg4bEpuV0LeOVvkltu0bOMV+nQh2R6T8e1ZjWDbSUvlg8kx8bvarf49PG+YD7mOOzlSBwWTP9MMoXUp/LH1gxu2EAVmK7dnfHuDULaumIdQzjnkVJIRInjVS4RPftieUdpFX2zAa8Z0JUaygOuPQsDPpM+kzehtWERkZfrYc0HOn2z3kDgD/vfRBeif9JQH7v5b+DFPb4EJDpJ05nKSJPOl7rgNJ9iCoOZKV6Z9z/upW+4qCxVGmiprWpEuKWpuAx1NkS2dCE7xmX3zzcwTEMbQxE2teYmIeg7TGJIQd1wDXgn6fE+tNzDyXBum19Jn0jCcducia02rW0geOsHIjwNzeYTkvWWGEH6UW6DTQ5ljhJ6u44S1yjufxMiT322rC6MgnjixCi3O1QemtYpjB5zrYCMtyXWA2rdQW3uxWknQvfSG9oXHSQS57MGKF6GkTW/sRiYbI4DXvF3ugT11S/MewG0eRlotv+c4jCoctjb57TLM45CcCgVvtEz5Q08KqQte2kS4ovwt995n0I+kNmkHrQhuKqy2x1tqXNWZRxwx32cU76Q1zf0V99v+Wfir9c+aW6jgL+1EaNLVbY5p37OU+ioIDNGlL4D8Qwiw/uCI17TgPpfDY5ca85RUPMvOHKsKBW6ZDePINyMjk8IqwaLxgjNexZRVl5245JFBHSrGS7pwbK+3rZ1D9XfjS59IL5nW/la7j7Lhbjj4uqOFlaDxrwseAyrd86PtYwE/Bih2YYdgiiR2p5lrpM+kNfYET9fbIma9XfNwO+tqtimMcv2pw3kcE9+6Y/5sj3LRSu0fCdst88JGmyC6eduRCA/HstfRH0oP0W6YfTzHW5PEIc19uPZlqShZb0TiZqROupXMs1aTlCvxs4j7Rb/rwDur4jDdN7eCfXZSuogk5Ezg843LBra6QXm2x7yaib9HNfSlJ+hkfcSP9RvrFUhBXxcC0Kyt/zQE+u3hfsKS3oP0uRghOxBR382bidEupb8K2j/MKmkjjI3ZZLQ0l6a4hVOxVoNxxicPdvRgDHJ0/qUpEXTNHKbgNEyr1/4uoxco+vo538NwBX62Tu8dvK3Z2E6vqJ/J/dZED50iDXoGRP5sTqUAKz6Rz6YZTXU/4lXm7JnDZCnb9QDKwYqcJn0yQ1UR/+++5gDWLMqNbWsdj+GGyK+AtXEFEGVu7y1TBKJg8nBB/WbHRcytmeu/j4ObynNfBT4q0Y8qxWzaNBO00EBSzulhDiq5xyBWxwPWGO6gdZK/Z1FVwzlafV4Se59IvpK+kf8pxu5ck1eS6FM1DN2DMXU8BNZs4oqWJs2wUouIVEXcdiusCJS5hrUcy8JEyxz6T3pg41kjbpjPGjHhNljBi17K+7UPV/JyDbKYlpkihhS3ngHhIQdfPxJ0zqpj7OIb3nuqspZfrsv+4FD/2YW+rOKMv24rOwPOTnXK8LkqYl1JDzVx66Tt+iYB1xmK2bFMNApojYlaAjikmGbIaMgXYrtnUsqB3FM030hvpRaggPA0zQgV/J72nQigJ/Q7Oyb3+IQ4HfyZd8eNe8YpkaFMTFml8KHJv/4fSkUP1DE13gaRzJsKtAVRJqLTkyV14ncW07qY6cLTcYQrKbuitfyFV0pfST+INkU0Y5QxKzN5dprIqhPiOjyMF20PwKOdEooegAD0dMcbw5BDDynWI9R161uThDps4hQs13EC3nA1yDLJtmY42RXROZvMTucdmHNFF0TvGGb+r5X91/LWNxCAg2ITgPjtGyc9NkRvqpV5VSwGJQVAXZKzvNpHgxFkT16G19jrMfNstWMaf5da3mZouwt+jLzMFJ6m9oIAepE+wzFvpBcakKJ0H7Ola+kH6Rvo76RteBLhHt7nDDYrJPpca6Y7zWu84dcmHQmyjWdcvyds2EGPeuhHUEItex1JuKeiP2EEXENqDjvWyd2pTSLwnAvO0HM44hBayB6GdkQfcUbQ3moxpY5p5ZoUVPcmGm1zBvl7yssYeO1jBW2Zyq4n9l3i7UdwRDOyKowrj23AzB5a0ieQmMpubWDVP5G9YEfHreEmKW6w1tmSMapJzFWj/YxDRHWyCojVgcFFF/kloUBMlN0FVzhH1FDeQQoAhivYkzxTozzSVP/GEUZkWctOkVKHHiL+FFd/zOBVV7iqEMW04XRV/mKS2Qvf3QXqQnsNM7EgCd8iyRhDUtfRb6Qfpg/R3FN87aKTn0ivK6AseuDBYH+K0joajwzwNWEd53TPs9j2veDmEUWaNWgUPPMMqlUxSUNO5dM5nPZNeSS+AMVcQRWcxSVxxTXHNcUkh9MyOnqKk2eEkz+P9omvOAVpFDKoJgjMP0kXmeRb7auZmZrcOaNA7RDNT5BBXGc+o65wKRtipKSqICqNxyspWR0t0dgjoiP3Z3nB9VUPeTEy0tOA6H8Jix7D33oMLnlEKliTZBp7aUKOZMfa0yRw+446IOy6muFNn4spuivVpohZL4DbFR4hRh7exAkXbc0EfexXrpqWqyWzIKdwvgbo/5VHm9ze0ZfvfS5K+kP6h9BJHPQtlyV76TvoNZc936L+OcYZyhwRqF5L9O6zkAVR2iUCqaDifU6I0sZQ9/nmNk/8W+dhHXH3ip4z3JgZQnkkvpOfSS+mraAC4Z7MlkW7xpTbgcYVb3kZT906aQzvm2rLFyNbs2SqCThNbPoRlzBFKTb1WsbUTwXFPeD5xV/dLYdkUqtEOPHzkR4xBGgylXcLFJsihRHo1nztF32sIyve4nL7wXm9jItcJPAvCRIBV6C62fMozDKB8eTj7ASLNcjqvWB8IxdKoPgpIP6BBfvpqGy/LqiNj+86PXLYlHz4LrH4R7QNFs3of/Yue29tHRXlYkl7GcVmuG5m3vyZUfyn9UvqJ9DXqU6sCSuP4L6R/yytV9izBFYmrhtoepLccDrZB3lBIvFfSP5G+4PUQG3h5Tx5UITE/8etWupG+kd5LN9JvmdW4D+WnI9OX0j+R/qH0JSqr0kQdsOxd+FIb+iHTKtZRfZLeRxm/j+G+Ne8ddqV3wZ/te4of8fRSTcpK/YPZC3O5hnmniLimEE9E7lNspHDUSzzZmtj7aJ6vgxhzPnHGm5e+OkZfdI4cKzbLhOeaLv0amv2CAucY32mHce5q42hsy3H30g8oClfkljmysfm/KoogM+3uXq7DmbN501MoHcNyRLB7Smp0AcX3nNh2Ja148cIlyXAXBywdo/tqv+3Ce+uI5mOsubH6EHl1kto/BzEX53lBk2MLDrziNWSvKcDWrEspa02jiw07YrUfpK+kP5N+LH3GeZzruLiQQDTE7LOYOy+PfS69kD6ji33P+MVvpW+kj5wyUbbwp9L/RvpTnmIETV2EzU0MPTkVt6SFOxLXp9CgTdzzGm8/izedtJTodrmZUCVmtd0pdUVdExqyK2aV7CmEDTXy1AOdQ2uwi0htE2e+bEjstwTvY8TsS/JqF1ZoBrJfMvBjILcOc+lCNLLhJrfc/wWLc0YVNyO1t613eEsdvucrl3v+XrqQfsc1j5D2GyixNQX8MQCIe0jnUcabcis+Zq3rWyKUc90ZN9xSmq3ZuEJ87qQX0ivpS+mPYbNawN2ASx/IQC40HpZC7jrwxRqffKTqWwde2OII7W+kOnbRrSf3YybkIK+ln/Co5qxcUM2Yy0Q2K13jn0hfIQpZhz7DRHYL1zJHZLX52moHqJEDEeEX0vfSt9LfSL/mQLCfSV9Ir+MwipaIMMc7wiYqnHv2Y0+77JbZWneSL4EP1kgoQuMQlXxKdpw33LgTDL43sgkkpkinDZC1Iedch3hgG6hvE1WlM8DHQCVWrh6Qj7dLvK24czelEgS6j10FsC9PZKLBkWUX4uRsSq25zz7YKVcxrkWNDmYKkJbeTBdkpB+hYStfcs0Bt/FTiEAzxbKvQ71j5sncvjslpqNLDHoh/Uj6I+mPGIib8cNjiMxOPM6aGL1BfD7y4GbmLZWxdtWiEUVAqQu3ZLmfKc05EnEHN/Ol9CNSTU2sWrGpJ+bIP5d+If2XgM+ziDq19OaJEdRs1RDLusFSbyg5JrQjAy21A7NURYtbSu6fSa+QOqyw4JlRniMVoBu597xR4nvpHYBtAgW8Ctoge0KGi1aNJunl/sQcCcSGZUQn/msK0GXeeFpulY9iML1cU49Z0N8iIHEwPmHfZoAdH+tY/DnOKFgtu6+Om108oKLBu+IojAqW5REp5bBbAVkzHLiPlSONHdoVsVZbYn2LSx/i3WgVN59UsJuZfcSsib0wCTTFppxI1Ioe2ypCcBkafY0WYiRv13RSBtocd4S2ko0vombxg9cs1DG4hja4ngrPKgCw/RGNllvpW+kn3JN/Zk099lx6zskjomhcRyDppTPpH0n/a+kfo0SZwPGbyEhJYGZrsZBYI+/nPsPCXEWY3V5LR3DLQAdy5Nj4U1SJAm3eICTcc/O3lMHfSr+R7qQvpf9Q+qV0Jj3nakfozZkPdTPNJZ8i9DgRZU2YnYYUSOQ3u1b0Elmzck54nkLSUIMwy+fuGRProtQxl5O9EzcPq5AHP+oBHlDDe/3riB2JGgq2fLYMahU5MymlCnTXcP9DcM4KDOI8k8Z6DS8wc3jNGKEhJeuKusyw4hBh0fHU6cFYV5HZKuKIw9YGJqmJDW1iB2ek8hveOn1JWVTqNS9FE+olxf3Ycry5v280/qfSW94j+EF6z/uULqPAaEl0WyJ3A1Y8EDxeM1j3H0n/jAJ4H/hHwG4/oaJMOvK2j1tKoE8EiDboH4WRmQ2aoj9UxKIflhKfE3d7R9h7L/1a+o30a7zihFqjDfHGA29GrIFYq7gTdya78Lo6spYgcubYS2vovbVVLIibn+5tiI+wBPw+IqC7zW41zwQmJ/MNl2qZJbJxeC9cKQhOa8SR0tn8ODV2f6CqfI0+rAnU4M1a41fnBAgXeE18br/Mxk2g3BumzBrOqVpTCjbUsaYGNktyVSEVHHHgPu7TztlGPV8vc+wU2W/FEzlGK1j6H6QfoEh2wc4UaaS7SpbcWzt0DHtwB2jldvd/hhL6vdRJv5Vm6Roe9YKHEUTinpc7lir3p9IX0o+kr6UfS1/wUkDh3kMomxU6hJoE+KiQ6Pistxzedxksi0c63UA/obVosJUNUWBAn3jgp9ZL1UjHG99Ke2bmmKUfyNvvpfdSK/1Y+jEj8l3EL6cRa9mrZWq17sfgJ1NratzGKPNMtwo04RhvrXzRe9xyhNe1NCGZvGcRjkFfrRldEOYyR1pwKnaS8V64re88OS/PhVqjtu+oJx/Vq87VLTc28l/eLMX6bNGcDcSaBld5B7o5l17R269QcdTL/a2pEo8BXqrQz3qFvdoesfDY7czjd+HVWpZy7od7Du47hmw31E19zACcom1j+Y17wi2L35EPfs9ItwhuSp/mnl3vIRVfQx78jXQnnUlfSq8Y2PnHDKzs6MLvaLTO8f7MHvu+CLF+HweiX9C9vAPLfeBVYqkZME4YCTbn0ozMuFS261A7daCpKkS/Ixt2CGL9hmGUDXd7J/1O+h3zqBtg3iqOdGnj6ZL6b8JkFVtrSDM+CVJtZN0qBB5WL5xg7/pQt0wUPJ5mntgaS+HrGFe0al+RUqoovCeYNneDu+A8auLFPWa9Bv6sCTHtstEiXMgB2m48UUNNkYRbmMhjsNAe6T5QpT+XPufVbLfh/CtMJdGKIsc20ahT/K/hjyvtmmVpcft1/JTXbQ5xr/erjq1RdFzH+CzFKs3LO3GyaYJDab+VPkPFVhGkB+k92uDXUkuoGKQfS38EIfxS+lp6jZ52i1r9xIjtB/zWytiz2HtPxDu2XUgvpV76wGGqji4ThYeHAF1caZl1T4Gmukhiijemu91nCmHEDYQtPpMupC+kjfQz8sZZ5BlPYFkjYQdoI14aXw2RxLronWYrrw3dUg/Gq5fBZYpr9qg1K0y54th4641a7nlNhvGyN8v07v6N44X5TBtossrO1efB5VguO8dlm8geMw+b39CGpH7Nu7ZmiElHorOQOq1gPd/CdHRYr0dN+hj/UjTVuwALdpIK7zrEi+1GctWaYm1Y9rTniDVOzm9oap5hcvugf7dR7KRSwundXNcp7Ln9l9LnCH2KbO2SO2jR+tX07orVFlLuGV3HIgaqYoEeQoJXM0C3xnnmAPpVoKBTFLGFSvlEwhH7Wgqz6xi+8UjUTBDSkuS0BqiP0bYq2lkdaWpNwHIP5mtCg09acu83RfkmbxWfO4CNUz6Zeh2PSk0BdR5iz9KTW4KIkWpPC1eR8RK79uGu5xG/fP8bnuhAD3NcOqcx7RxEiJPqs5gKbiOp1kERWZ/gHWzibifCcYv9NGTRNfGoZQ179ncXCoHSInrBqP2t9Hcgi9K78hkupT+3Rvy4jQA0BtarwhXd+73jbr2/QxxoXAVfULiAEjW+QsNXMtmd1PIayykUIDX7viM4HmPRagjRU8mrH6RL6bX0QvocVLPjnmbkGjWTe7ncNV2BljB2K31giv91nGDkNvoQ9jcHGHCAca81J/1M7RZjvSWCFp85Rrs5wY991XqRCQzpeOTu1op4tCI6XrCd1gNcL+2pjuiY0CjrVXt1FU64Dn3SCYsxxzAGJhxIC24b9qSLA+DW2cOHb1Q02/RE29DFZh2jVVOHRRq7dksfOyBE8yTwHNmgDgA1xcNWEdRaglQfBy9NS3CxjXNnjLSNNYwnXRwN0iXmXuEqWuo32yC0Z/qC5yjp3fI5RndHsYNTwOkqfs9+m9P4HFKZFY9wigNubC0jSzSFMidXr0qS5T+JFy3vGcZzebMNH6sZX7ZleOLZ2exWes/5Eqtgt4+wqUPEe3Mwq0D/R7BoFbDEC+eyxI2HjgxgI0v60fBmy0IcoHxF0tgTXAae8ZyWwBUn669AGZ9Yn4s4uqkNSGPLMNSsYl9d3phDmsJW5nh79xzPMuFUY0wIT2G7Pc65gRGZYvijio+uIHh6tE11rMYdR3w0pKYNJeI2AHONivA84GVFeDVlkpKPPpLVmtXwPMMcW+xCowqjn2Ntp6Bn5rDvNZA4xXM9Saknshsj1AGJHdlPsbxVOHkf+6hlRlX8eB+FgLtQWWWYoK4I0+UK5xHWk9qoMF1J7X/BHNxDjAXdsz07etArbmViIfpYAgtTr6VrSXEY4h7zusYJhyXs3HHoUUr2zG10T9TtBR48jwpEUdP7tIc2djfznoH6iYbTR+k76QdeHmGDEI3vDaKl+2gpvUJfuQnuzsHbpUvPH6YlfzNyM6cgt5tA7J4ZdHV3iuxkpPqJWmMXmF8xVuq2VrXUuztkOG+UjsIIPDYE9eES97RMStWzXSKIKh6hCpZhjm6qg1fabkWanekqncetrvHb8rUNFYrX0wWOyGA3VBOH8O0jO1JxSNBxuQLDkuatIyskM59fVaR302bbaPv5ghX1tk9TcIJtufmGBfQYnVNxK7VfRznntLOnb9YTax3wWoDQPk4tm2OqyBHxgIbmjhmdj4gQz0gCL6UvpJ9KL1gUY4Y+skE23Mw3mNbTMjBXEZmcnRTdkTZeapxg6RzG6wFRwQwi+F46cP8l3/5Y6qVn0hCHY9Rhi9ZOKBzM41qplZlxj13MHj4sR9iMtdZBgYzhGGbXjmBp55y/32yM3qVEFWbq8mkKjcERqF9a+YP0SvoCtiIJG9dXLXZpHtXfU8dqVJH52ziaqxRNTn3rsKgsI5MGm+A4JhZniyV/YkHuqTUmhFa38c5Fs7iZcqvwsX5ZdfvLVH9iJc/3HkDUNQXqELLZmZJkFY9jn7fmx4Ki9tVSN6Mg+h74JHdpB+7gQJK5D2BTEHKZ8fuV9K1UowH8G+n7UMMXhHkp/ZH0p9J/IP2EdweZ2h4C6bWschWL5Y1XuKULmDk8VtHprQm9E6XdxOjjmlbTA62w51Il/U76W144MJNPrkO9NC0F7lVE/WPsSh/y6RPx3m3xC+CT5Zar8Od08hGKuPx1GyhxR/4/xbMbVkzwz2OQAhXo16XBHml+B8Y5QfyW2PoSTfIhuB8z6k0g2zlSq2knQ/RsKs6cd3EejNQqxhUfdWsN7K3grclXpo6cSLfkhgPMeWpaB9CcK6l6+QiKzuqj/oqLVe+OM9kxkGATV7ZnzTACR0hma5hcsNxH+G4TwLjkuMRK0mMnHmyK+n4InuMgraItWSzmWvodZbAYbR04huIbPuUkvUFj2cPpnaJAN1apwAZatgQzlzqtZWYWsc37vQmh5oGl7NjXc+lKmnnf1APUzhmtf59pMkp3LHodaSr/UPHgY9C/zgnOZlZ4zxFiva9Jtpd0+oCHPCI/+qgbXeOZsayWyzIyQ2+jdBuwpeO9lT6nP6eIeo9wkLkrP1cbPtws85hicSZw7Hlw1G4jV5G3vd199LcU3WCn3zas4kK6JLvcwO4e4iWmI6hkHVFsDiIj81lyogqvLoqxd4G2KmqiKkbhTdG1ZPtH476+suHtrdQO5OgdVaz9tqKBdlzm+j15dQfE/Ug/diV9kn4n/ZX0DTXDDMVaPugqFPYlNV2Spmaivp+n4mdT71ZHChUmlcW6CWEjro5J6z276PLyhHk9sHM1RwS+l2rmGdb48BnnnrkBM8VhF4qCYo5yVGy8DU7LekZhxwI1zaDr+zizzhr0OrDZlm7KnhBwYtE8eDXB/VqfbMtoYyBuxXIpbOAFihf391dBpGWuq0K3ZLf0KKmLt56nMy7rqISbOClSAfUVp2Eagq5oYDahLnxged2tuJDOqG4KWv7IQFWDGRw56db11PQkkSr+mjHL+3tHrXTGU5jCWC/JxcQa96GprKOpY5a0l9qe2zrgS6a/LMR7BADKbMeV9JoRyk/SS2qDOk6y+8hx2x2dkhfSz6UvpdfSF8h9O076ciC0NnAMqOMatY65DQUOUajVHI+3KCLt5CfkeJfSKL1DQHMXh9RMuGhJEa+lH2OgOzB89mPGONNEy7Q2UwoOMTjWBZxZhV1ekNbusbaBdHFaln/beAla8ZZyaMZh2e084ZxdiN3dx6riGJHL6FQrGMTX0md0vLOEyyVtqDIaPCqrEn9P6uztWh0M2Uvpq5hkNNfgvtGjeseBe8S+LdW84DuPUUR4huQNRw3/j9KvkJcKt/fW30csq4OHn3E/Y7EJvxV1X4ndLwC9/XJ6UURAyw1SVNgsg75n4No5wqG/vDR14El7RR3ToZN0Jb0h2U681ODn0kfpWvqWc1zfSz9Ib6SfSr+Q3khvOLrhPFCHgpo6sNY+kaQHaz069K2KX9m2sWrXVF7Nnde0y4/47UB50Eo/YH870ukWX7JfVbjocblVjsdNwDkLJFfBEDotZA/2GNrMAyMHIyfRHIOvGglDpZl0Q9pxkm+icDCiczVYR0N7HUlvDB3LZbzIZwUtf6K49VNUy/SSv08U/1X4mN24GG6pd15DC9cRfL2/CrfsiBcppp0j3ybFmq3BIfJNzcG030Z5mYW6g0UdCTaLrDEK9Tqeq6Vh+QypTx3vc7IQYBUcx3YpGlEIAdy7ai8jm5vxnyNUzPGHORbONXeHjnyCDX8h/Qjv+gCl+VfSX0jPpX8o/SPpJWcUdZRAGYaFQbg5dOTXgc7KyH+NUcJVEXHboDpMFzdE9Ic49mFFa6pswEvpx4FSGpQP9s8Bu3fJ1GM966j827BmQ+4tzGr20Az+D0xHFEnJW3TRn0lfSs9oipaFnaQ30aW4C2nE3TJO2foTW5rmMaJuUcMdOGzgpwATG8kQYpImzGAmGdq7nItciXkvXNkWDPKeYcM2HGBaht0q4JKTj7nlIfZlirjTBixvoq4uzYgfI3v6Aarfy2VHdd+rCbLG5jqE5NtWt2Ns9WW09FaYup+rjfw0BWKf44msijkvs+bVk2inZVRToFOv/hx7XMe9mhYrCOEzaeANfL9FQrBlCnQT0TFL0BmjXy2FkXtw3WG5eU4U1iRYYe/Kfo6Ln2Dt9/RI17yv2UP95o0dDk2mJ0qvQ6SyDXxbB0jz+nRRw4zBP3ko/AfecfiB1yCUXu4vpX8gnUsfpbf45z0aneOyBZ/SC5debag1FZ2JBhS6Cx3vivMor+JoJf9gEx1y469HQdz3YGmHqyqbVs1rpu9ApxNrfgpsovipZpl450hTiud9hLnc7jYZuQ7dyxfSB+nXvFrSQmLn5BPXTCp+jCydBPiaycrPwMD/P8L+7EeTNM3uxI6t3+JbeCyZkVstXdVFdrObw6GGxGhGczHECAJ4IUi3+rf0pwiCAAEDQQNBy4Aihz1cptnd1dVVmZUZGZuHb99imy4sfieOuRdHjkDCM8LdPrP3fZbznOc8r1VxiHwZj58Pclw+lH3N2vUzqb5dqnzcZCsfOW0Rru80678ZI9rNtMQpuz7ie3umzG44GN5p2dBlDCmMHbjmfwtEMJtl/ZB1ubDCB3q3dNQDNcAdVU0X7OIECuop8Lx293yoQjbgCnYdb5q1WTsFOTWZEDK123GC2VvpPS8ObqRvpF/yGqtnZIOJ7FfFmX2eztsHQ1bBFVVLcZ/LgT6yq3d2bgR8Ll0GSZtFUBOrPYaRFctBsyK2rIqQNy9Oi8DmVtpIX3KmRHrjtAx2Cjuxrc4rmTKPrKTSyS22cfTvqGOfSZLuOR69CSepIuwaWfTYoYtEP2/NEbbP41A+++ph6VyGuxu+UUTwITJwO3NL7hEnCi1imYrY+2IZGo2Qu2W8HPBYiyt2wLav4iA5FxvGMF7BAkTkD3LnvQTbjEuvKCJ0FWFMXcSUBwXwnDR2TELWMfBxywt8NyhpquByV7wP0iMs4nfL2LYxVlIhx7MPHKRr6bX0o3RN7TRxVNVPpJew//PVnnJgRSv9IH1LSLZi4RB7vA5sb61cGeHPg/7uP81KsrmJ2tBaGCKZGBw+yA9aUqbj0lF9/RHbmBfzrXSUfiL9HIdRtDemZVAY0d4UYeWZi1w0lhFcsjH7gP0eiHeFdEodN4fv00ABQ1ipRWB1kCB2V3/Wigh+wDAMAYrlPY/LtfWmmPTtSDB1F34yLC8xRURsA/n8wcRrr8t6YyAD7ODfOjKqkadguu9oeXWhU60jxA6xAaslgWS+RFGaJkI2VTjFonfhfnsA9kwGHBnwv5Ge0GryeT8NvVmTe8ew1DrWzdHH6KMgbM8185X0hhdDzph2zmk/kb6WLgGEJaFkFefQVpBPD9ohDTBvSxF4ZMv2gYeTUt4BtDacBdcGgsjMOT5KC+mrmQCniJjbZa6b+3PvpLdSK/2R9DnX6fBt995aMna/TOOZXfSo4khOVPEUU1hsTZ/GMwwvOAaxZE8bGh/OdfbVlvdHPkjmiqLSylCzSvnlirIL805oWQD3bmctRBlowe3N1KnWxMJV8IFtkDdFTC16dmmkWzPCUswG9DVvN3VBtZfeSO/hUVwPF3xKE27ZEu+LZdSY/6wjg5XRv7LsK9FyuYwpxhc1FfUpfaZnVNrreJuGuYouShqz8AMu2kfQ7fDYHUq3NxzPM6/VzJB/yUf7fixDnxd2hlgHetpmpwpCahGHgKSTnIXJ+sw0AZsvoUMUlHuyssPS1BIYC2txgp0i4FrNUgOz73nv+zPpBVimpJlkuFQvIbdlgAnHprjJKm61iHEcF/MryBS3mlYMwUha04O8Y23nOe2reLoxYv0x3o6ZONR1yq00xtlRqdKxnQzMPEw8VxfJfCTb11VkcMOznKlNLFGGi675U8er34xFTzjZ2f2JGVm52ixZjvnMi+9YICOomv7hFGlzJJpUj6xkDFfx9jxgYqd4D03Fs8x7f0ulUUZLc0Zll+h16nj/xYChH2Oqwz7ZRogV2KFCaXQlHbHUK45fPpO+4nzW86Vo2+KtMq65kT6HAtkjYEq91BkzYh2P6ak6kUlupSvpXPpCeil9QVvI5xhtYubbqanmU7LhmW2hdQgYRpZrjrwH9CSvpG+lSfpTSRzYX8GjFqEWct3oYq8OPDUEtiyXxjDF0XkKNnQNQnQ3oZMu2MS5qfZBqpA0WE7zFCHXTSC7nsJ7T+w4SBe4aBFQcb+0WGf7khcgK9JyEQh5VjjX49Ih67jEFCjiwAOP8fBzRmpQh9UR/3o4z3n5GuanZnrpitcf76Q30hXvFy3ijRsux9tohPjZDrH6hscjcdTkpzfPmtU+3jppPD+xxHdEqBtg4Uy+X9ABW8VF7omvhyhjzIG7uWqDO5IJb1iHHbXiGYdsbHnYaRlAHQfNQBbc3ikSyPvgZk/iFUyriOgjDeSe4nYjPYFkPg3YORFYx7Cekr8fI5lk3DTedpvR6ctE3SxueyOV0pdxDPoUruJOqWIrm0jORSx4Ffl8XNqJU27i9pF9MXOzDl3dkRcaXnDe5QbQfhotjDJwk3t4ltlkq8wb51XK+3FwcdRLl9wGQKuN1sYAGE3sh8GMA1g2b5K2Hpctr1OAmVd5omSaj2Kbq+cbYuoKczmlLm+Jf+ZRHb/z3vooJIxpx7irkVehKGSrFQ1607aHOB75Ck7/c+kz0mmJH7rT67DXBm88LPVJgkO6R4y649cLdKrPOa0qKYoq2Mt9nNw7IDevOHPnjgveIvay0Vuw7mzp8aArqZJ+Kv1c+hzcmPTJGEXUg7Kw5h6ayPZltM0KemYuMtcMx7bS30i/k55Jf7o8j8JDJzX3M0U4MDFRxy05GYxxw2Vg5uLRI5RLfWh2432FeV9ueXv6ewjRFacReEJr4AbEftl6S8KufXW3rNqcS80D22Ltd7NxruZ6Nf/Z5u4gajyZ2zaG8MLV/BSPWsRhbRtYkNnK30j/SvrX0l76nKNAPpPOpUvebZFayjKSai739ChqjMu/GcONh0BTQ4ACsWc9S++p6LlL/oJpmy4ON/LPuNtUh1jPxXYdquB7hOOzL215xi1S1TpuI9ky6w0eo80Snumc4vMaDVArXfBiTp87cUQBu8J5Xkp/huzMK5YuqmVr2jiljFBSBlzfRyapiPhHQOZ88/e8J+GfSC8phXqOuahjx92X9q75spkwFZVqEalV/GUyINXyV2y39uEyImYdZ+7dwzi+RcZjwX1mjvk655SHHsx4wJ/nUo+xv1nNCmgzR8+6DUZ+iiBkMs2hdFz6ahnD7w+aRRMw1b1Ky/dupL+W/qX0r6RO+qn0J5zQPxMbJwEzikcAxtaTGCkD6rjMrn1MPxmIuvFg9GIX9cdtOUXeaGcf8qkiHEl0fTxnt6bSM7qr+WNhxkVwPwYjU7zTOZUGPf/aBZ2WtPOa08+vebftiE1ntXnPewY20jfSS+kb6TlRtVgSftNytTNWTkt0lxS0ws0KnqhktTfSQfq19Fb6QvppKGDdQ+rxcCcfTymMkZT0qH3o9Ov+h2OxO3b2ky7a7yb/Kngmx8Q1JZiPJXgbk9tfQsSMlDZXvOz8ngt6rNw3Mz1qRjxwV8Xil1Fk1eNyoR3A6nAJ70dWd5lssxTOYDyCtTp0/N9L/73076QbfLhBHf5EerqsVA0AHjiqlrVcxojhD7nrELl0FTl2iON2cpaqQIQk7D6vPIWJOJEKP9ziq9lGynMwRLT22NcI56GwXTuklkIOE1fOMzW46wLMtoNqvg7AP0FrDdK59AvpmXQaSvo/mB+0vIFimSLq8M/5axMdsgo+qSHYnUt30l9KpfTnUGjbaECU0VrPo1sUt+TFt3PaIY1BUsBUx4Mo2PgJ5Jzk9oMGoePIBUDvjbST/k66k77nwN1zzOyGt1h8iCOUi3Cf+2WISX5Oy0cTD+Jfr98Gb+RI4NhpSNYs+wGO6Lm7/ng/asf04176Ufqd9NfSv+YtG/Ns9zz08Dl5bP0oTEwRZhSemT48Lq05f8XxpYzwaVq/iUySubojWx64zxV+nhzbhF+dL5Ux3g+zQf4sCyfMuyio2inuOW20i8yQmWQN4l1xPth7juARTliH5c1s838q/STEgw20cB9jA1n1KdbWZV4TC2urcHpsAqlOPOyd9BvpjfTH0h/xKw2/mAgwbcnptF62Z/KusqkzhTH4yAWHNsVTHGPT/TM9QbMIO7zgZZlnZNdvab/fkGCnOKLI2Dv16t5BdyiM21PvlYZdgQJ6qX4VELGkj1fGi/pmNPXAFjPk2GrHsMuOrHXLGP6V9Bvp3+Oogty/AL9tOVlCj/Qo4yOQ8CBSepsTICX34IJkWCLq9hEXla6+p7pr6dmMkVsGvKWOtnOB6TRU6QMw5hCc0BY2v2cnPD2fsH8M9u5xg8qUgcUDZuZuAk92wLZJ+pX059KfQnc1AY6GaKq7mZE1ofOAUXEZCKvm4ybamHUcfzFz3b+VfiNNjMLOp1v4IqtgvIvlOhto5PZltVkvM5WNZEMl7Jlbwx+vbQkfMQREKsN1O05s9EYPqPF+Q1lxFuqaTRiVwifr5SFVubYmPh5AyHXQy/X1EqBP0PrieSrpEqWOj1Q1HdchiDXdMsQBMw0m/lo6IEY/o7k62/EpKpkNF7RDVuG06Zx20QeYzUb82KzXQYlNy+iVHWqv4BmiyDt6lWd4oNPOijkEf9yEQVSQPeZgB9LaOoRHzfLwBPMQiXzKiE1uYDrZDtHkmJPzs3hx5hmp8oNUSP9I+k+lS8buq4AGXdi3pTmrqGseTLRseF5zGZ7RrcNOCsz3Qnov/RvpN9KfS38sfWBYogj0NAURYAr3iNXWYEBvcRu+OsSSeoMyt6cSpsCHxSdat+cFr3j2M3qtE0FnbjXNHce/k15LL+nSW41T4TVrgni7JLcs6pgiRTkzecbghNMzC/0f2THnhTGe9SxUah0fNVIP3Uk/SH/Lqcln0hNpkF5Jf827x/c0IjcxymmNgv2miX0b0ZUU1F4Wnh/gYbfLMnwI28lV73jbWcsrUD7j/BX7xIznzkMvu0Z0+5QV8Nkq4qE+SDfSe+n3DLB9iJZ2Fsoml6Y4jsX9jYojquaocBEn+VUIIzY0/q6kH6Q3MYp+hmUVpEJv8j7OO58CEB8RzneUYidRFXRx8p3LIbFHGxLEGajgRhqkr6R/LP1j6ReSpA/Sr6W/kL6nR7cnUhYgqAMD5n8m/an0hVRKv5P+vfSatyY6JIy0v09YnDmu/5X0PzHgOz/1S+kn0mfSmXQr/aX0HRN3J7Q+fdrlnhGw+fGP0iVRYR6Z+yre1tjw0fMk1D1IaRagvWVUpwZJOsLNtNgJbfohzrDtaRKMHGhwQWTqpB+lK6n5KHCrP4pH6niGkb+xwK9BilJhNCNE58hgwrxMX0s9Z0j/B0a5LUa+xT3qSG1ZahR8XMENWItpNuOUcP0gnc3/3S3FzSWTKQ0Yy4e4mEPoAiEIc5wr6RehK9vD8b1HxftB+iD9QDg4sqNthI8igkJCNBfNniSwM1wQiQqy58QbMvfLk8Vq3k5hpvUYhPWDGigpOP+TG5qrZZ/aAM5YUIGAFaV/HQY3R5w6kP0UQHAgLLp7dgLltaMp7EmlgRDfRv03sX2eSV8HB+V68RBjMod4memKVvUdb4Ya6e83cXJUgTJmh+5xIvP2WE4d+bcMtvCeoHz7qKCa8B1FThqomwuyWrtsHBWfSoJa/xqH3JDgJ5KqT+bxlETLtpX8/DVJWrwSaH7UN9hZg3fNV3A/3nvpswa8o053I/86wqI2yznI4pEhup42Wen2XE2adUu+YlcmBEQVgcYT7laI3XKW1FumSK8JsQNN5J5X4vnTTVvVwVqO8QqaAaRgzrQNEFmGnOqWYDGBOAeiQxnE64DzpI+JoNMvX/5TLDWihjYt2/Qf+3JgNZvk0/uKAKlFDCgbl5nF3gAub/AK+2HOsyRBv2clW7z9jEN3imhkPyWifcYU1Q1Y/w4k3YJ0PLLcBlwe4FpW+EIXvWnvZhHGNsSYtbfPdbYr7+RLx1CuD0x1OcorPqVWrb8MhreSPuNjZinAnfQFbwIqwr5LNunAPvnJszU2044/RfxesZ13cQbx7LF7rtNhCnugZsEP7CMZGuwnU6lIOBatl8AEL9MBaWkdBIhtd0egveEol473591If4dw+S6K0YJNdYysojDy4RF5aEcR+V/4Uhu/ZdOZcey7ONP2GIc77TAs+4A7VNl/aKGhD+jlDvxMFfLl7Keb3RIrnOrqItZ2jCZg2pKCVFBcx344ASlvmZpv0TEflsVlcsFjXHnNOVH7qKcPxLJW+pq9u6JbtUeUbHmXIYNte8C296ELMclTcG8moOtQxnax+OUyo/RhhMfwxi0reYiRn4JnIZrXesveVGAGl7en0hvpG+kZqhNnrYpv3mFGJ+DDHeLU2cjOpS+lr6SnMerrDpe54x377YmVPceWOl7uY+DyPqzEx0YYYfokSYeue0B7FQygguDr+OEjC/R7CoxOeiO9lm6QCDpS2oC6iBqncT68x666wOFH6skp3NKHShhc5ZjMFatqha6C1XEey95oGUCrjiNo1xFS/Sf9aiJ151C8lnHkQc9kCIRccmM+7WJH/BXXmXCMCtzeg+ae8J4ZF0R+3poiPxu7rjiagKZV2HN2fqxF3IIly3gj04rPnWJNUloxLJP8xO8OnMJ4GmfYFRE9nSezO+d+mlH3IV4fWD/8+/qT1qOjm9uEobzincGnmJqZ0DNaZu/J/t8Sh+bR6Ub6gpr2KL3lxXJmOcegz884034TjjeQjqqlyKinh3hYOnkXjMhIiT/i5FnFufxQCOHGaCV/SwPEgokeOf95FO0+dm3H3VZxctyRK5xEGGr5yxm2vJZKDLTiIMM6DtgfiZLWK3jdTiLIulobAzdOAa2r4KJ2cfLFfNk9ZjRBCrp7U7D1RlVDHOO9xtN2SF5aIv6EjtY9UCOOY1yqZty+Ril2yTldNeHeLVpPsnhcveH88nvUgEfpB2mUfgI595xUJumSks2nbG0pzWYXvcH4d3EiQdZWJ2TyeX1cNJl2MX3QxDz0ENWpNWWmHtxd6IkRBbex/5iT6k/1zxRoc4AprWmBXTMD0oDvbyWBUefs8XvpNeqMDqua2/NVHORqNOWCZF64HffnBkUZL6AsAm+seLw1npOtWLP11un38bqeA//dka4HhJ4Gw/NN3scojf1hRUElgkJDhB5wFY/bThjZSehiKT8+WlsRxX8TB5NYtNVFt6GM5TqDCJgCwxuqlIAO0eu0AyvGC9qgVYo4uMm9DssaDQWTGVa0XI6RlAZWdR8lgJl5k5dNnAHpcqCK+lmxHQ0hW5GyCs4Ufsdf7qEPBtxsRX3uv9FSmnCK0VaEnjJWSTEE2C9DfBuIt4oitgeru2pwOrRjFyHNG2PeL6HNgP6mkyrVH8ODSYUmsOWMQqvINis+wEX2nkWc5VU+IqWQ7mjS9IwD+jFStVHxT1U88wORaAI2G8oQ3Unzuhd04tuwpDGAZQLvIept14Geo7njo3fUVNdRKA6BA+0JA59lxyhgszfkyWOMh20YR8qGsiu0KbZmhHdZRcCq4MnNfndEhBP+xlxRG5qSOTSfhnbOQc1ssJ3HETDRb/pMAXi5j+xRUIyYc1ZcreSWfLjBPjTZDe/nU9hxEYFpDJ3RPLtgh5kpricRvtfRaTWaswSvgklR6IknQqSp7CIyWY0ptvGwDSXrPi5idtNLd76cnyyDj6wi+Rt0TJ88ov6k1ktYn7hoZg6fSp8hrp+3c27K3UgFs1j3QJcjiKWQPkjvcZIdANuRtYwcckY0cv7cUFyJwt3WVoUBFRHV3rKIbgVZ7ebtKclsFbOJp9FDmtgSp7g76ZX0V9KvpR+jNbrlyn1cc4hLlaT3W1BAQz/GSzGFm03LwaUxtmNOvE8ihE3Bkyt6LRbOOYum2sP+3zCGVxNed/GCpAdVVq6zKSVjcofOjmAxBdjJL+MCxcx+Qbg5ctmWs/GPgbftaT0m7rBYkRIqELhhXY+eYEOemACWt8s2ZA+vcR/5/Jbu6yWN1o78VAAGB5DOCaeh3XMotvNEE710RTj2FifXaP3XuEhU9ae1mwK9VKCIe8qYb+IlXvOPbSnexMk5E6fuHqWXoW27Y4HueMuCldrCwlaE0j7ea13HccDbeAdoEZJTh/YVf1NHeVZG6LE/l6HDmiLDZ2225zqKzZ7o99jV29BwFUuxoogaB95LW8ZpZVNwUQY1bngM4V1mET0f6PHiIaZI2/BMZ7MSW58iem7pYZrK6uNgvzHuZwh/G5bZ1T3A7LhmZj4GDVZFcm7CIp1yj4R4sTXboCenCHzuLdlRB9b5GP3PucF2yiDpvH23UYIdQoF5zc34fA1jjUMA+DoOd3B76TZKoZFhiFvQ2RhbOX/0G/pMdSzIlpe43UpHtH4rdhDAW39C5AVuOeeTDSX7GJVPhsYNVtJxKM2fSC+kH6QraUv78QCQvuSYHd/fEJxWHrYxRmEp/v7D8ujO7HGlPnAEXLVLTcIm+MOKG7DAI1vbMx/7liv0ELlXlOiOEQ5wVeT5Iax5tvI1nYk7+j05RF9EAD5EzhyWQu1juEQTL4drCfAFIW9Nk6mkPdvjsfPV5gk6I655lUywD0uabR/xtIu1KiIzOK/2saeHeDnC9Ohnem7SKPEYEdwSt+MyzhbclWUVdaiNb6Nzdiu9Jr5b6brnPUXOpYdoH4y4ikWzHdnetfEYx0Zah92HFa1AwqdhHo6q9sM2krkpj+wMudLecm+tarXSc9LmHiXHLVXW5XzaYZwFOsBVzFTTPQDgK+mPpE76nfS9dCW9wozmpHouHZmenFs47u68J0ZMICI7YRuMpSuoMeCTe81WR3kgf8PVFBnVKcJZt2Rdan5ry/lLTZwT9w4xinUUG+ymI7iagBmjdG+jXJxn1W9YlhUyOscdgzcXfmWE0THeSDXnvec8UYENOR6LzXL6GsOqRIoYYoZgiHUuIjLqURfH2KEgO5nguAjWsF7mXgXQLRCQrvigA1xuzdlwTuZtQKSGhfWenkpPpXeRUYZ4a4OHQkbyykSr/w3u3ZAz95S4B/x2hsEXPMIBJFKTz/d8qAn81fLwRUVt1USM64NrLPFhjzuUvONs/1G7Wuun0v9S+mfSV9Je+q30g/TX0g9c6z7Ylz3GZ3nNPcok8SrImsbsRjpDs98xMnAiPZN+JX3Bwd7XhCtH3Hn/Xkgv5nfZsUb76Ed7y9fsrtUwrt17QkAJ4ClDXDLEIirIg3KZgS296IPKmnHaE6nmlVVDJNsR3dyOZmyFZn+ES3Cq3PCA1bLpavhgft7tOJ8Bc8DViyU6baJUMRhWtJ0m6JPZl65Axeb/hiWSz4aq83wVHyqM5Jb0u+JM632AAvPJGxoKAyGmJI/Npn9C0HESdru4WsoVJ+ilE15Nrzhxc8/AxHY5EXuK0ubA8fgjnmZKrAyXKyL8deQ9x+UxjKdeHmY5BmU7haytCjLcz7UKLYTTITG00n8t/VfSL0KwvmY8fkdE36NzsMJrG4lClK9nPN6Wt5q/Y+krdmKQ/nPpz6Vn0pPoVR6CXSikZ9I/k/5T6Qsm0E94YcOwjPdW5NijTH6kbCBbAhboNMwnrIPiNg1octhSja30kqN4LgkZ6xBsFYFmXUe4+enKagMuOGLlxyWKdlfAzOc7iuc7Bt4U4XmIKOairg8mw163jRAwEcUOILHsuHr1ZjC/pQNckpO70BJMhOZL7vmt9Hu4xiLAsLt085UvQx5ThCCk4nVaNjnzjopFHgE4b9ACbFi3NRKFVXCcpjlKUmslfSX9nJP/W5CntVwzJHyyVJ6I29gDTBrWtiMx7mixFpEYPNQ2gDrXRB+nkIpG1AbXu5VuVesz6SmjJxskI++lZxxfe2Q/5k7AjfQs7N677q5DRZlkiVYT8oa/J/2R9DX86vzfS04fnS+7lr6U/p70EoT8CkXUWziqaxD7gaA7xkkkitb2FHyA2ZEmyk4LzasIaaa+nLFLrOqMrHWIuHtkPsPOZiXNSLrYkEUP1Dn+cjuqX6Y1A40xDiB0yb2RrmK+ogzF3BGrqsPhjXsd7ApwhCgU60fC3RP8oVoO3xTheyYaOoqmIdbZsKVY5uo0Hqv/7wn3T9Fau++dghBXQz0bfRISmjLEM2X0bC1F2JKZZ875M+lS6qTvQuZt/WZJOHsAXAV3WEbQNPHmuibRzTasborguAoPKqPeOWKcherF6ZQbxCLPWOgqJiDnYPkZBN0ddqPYePtqER+2gh8uSKcnRKOROiFzSCM9l76WvpBu6UCWcLCzEVzzoQO97xOc1jPLRSS9cokqnW/XeIK1wXPIMKmmWOi19AvpJ1LFy6sH6s86zj7YMeW0jimWgtTkfFhyb028gMABODvvA7W3BZWKk1e86y7k3FFzn+NIYt+E9dg4FEGqZutFlNkQBYyc3VsSvjoBnd5Io7ThXHYHGvtMGRXKLGyyxmaH+GT+yaeMNJnXcbnek6CG+PkLzHJew120dlreJnBNkVxyA2te6fmcm/xResvAkKDxn8UrxlIW0oQUdMROGmitnl0rQjLk9ocro5ImSPYj7wI9DbMWwoyRmb0TwN4zUu4rrLCJqNwBIw0J3F0Y2ZLZRdvoUG84knHETJ0EUsi+ihM7qwiNp9IZzSsTKgIzOCHMLc2CX6/jG3OYph8LdG0nqBcP0o+cEOUQfi59Lf1EOsMgqk8cncR86btH+s+WXSnjfWAVIM3IOfu0zj829NPASEUoGW+wjzoatkbURfieE6wR/kRAsYrAXdOWxTHb5yRZQChktiwoOK/419uA1sNybmYVgt47QpXlZXewtS0SsRZ2d4p8ULAFDQHanQszVQ2toIrh6jfSlbQnaG5pQxrhF3EnFoTN7MNJaO9SYaJlPPL6tCFbcME/LWUkFgLdR0/BTtQHQmxUf6pbCnZuS7o4kb6Jmu1dqEZsWP6TuMjg+wil7KC+htceGf+dQ8OHJSBsiDcrxBgbUug6FBTFI4sxArSGpgZmbJajTG3UGFvmE4zeB6aofUvPpK+lDeftuEE/xkkhdzEG2JCoFVllxDRP0W8egmAow1ws8u6jTksA35LrtFyE2f9fY0zreOQiAIULvyoOLKiDOZ+IYuIeXFZ4oqADE45Eq5EVOACGVwFHDU88c2f7cQ+pCzFgi562iEDTgGIOfLPCYtsg/6dAdgN82wmNtxZXd11qs9xxPLQVGufSLQM9NU96iMPBUnNiJc8Ug59TkJ3+3zrCfR8WMiy3lWhefwqKxmAdef82knhLoXhL7bqJD1b817Ibt/unEOUZkk1Bdp2CT/bBth+XpyjUkW2mR8MKqRFzknFkmrDvJkCjENDPCp5naM2ODEC+JyTPvvdT6YtoWDc42zEmQku2/DQQx8C5E6dx0OgW5qCPAZE9N+wOswdQrvkVxR7dcoepnXQJ526kd7YIRVezNLKJMF0Snafw3hGocsdlN6xVF2OMh2iruuHULrF6uXQ80+AT8W7ukbhxYKmGiH0ObRaHVOTVk6UIfIApuKcSOeXdQfcx4LKjrKuAo5eBJT13NTD7dgfveBIG6cGJMt4S1wR0yqceAwkLH65CL90R4NafXAwMbPMdATxbEsUuiFAXWmuYkvtlULGGpmEFV6zpIazKEXoFgXwXPcMjA6Kr6JJN8QyOTCP1+nqJ0Aaiwx3GcSDuuu83b9Ur6QnayTNUY730XBp5KdKG81xOpbck0nbZ678Gmde8p3HDPcxt6s+lp/F61nXMT9l/Oq6ZyuSOT7RLDzjqDq7C0PfAr6wD8zt6VjEOUoXo1O3cAWNN9dwAq9mRykou3oX9DcSd3SfY9ul04PYTR/LJijwzUGJ4HtZ5inrhHdxBvQRHiSM8crDBciY4xVvAS4sIxIXxQLi5R2lkyD2XVE/iSDU72IZPUURDS6ActTuyseLUC3cNFUDGOLRegh331Qlz9SeuvwywOmeSWzoEB+kNFLnrK4NeYa+OxLbIKcZw9/FmP0W2bIK3cMluDODA2QQqKMO8pliFOgLqEOestRE4rXYQzn8eysQ11HRNS2kV7ag7oOkMut5jBx25aI5KM+91gi1+Jn0pPac5JCzvJEhssYubmAeqMKYRMfoQh5Ff4DxC3XmFPwxMjexxBld9JofKWDfPOd7wYtkKHyhQsIyggw1PYQRuiGtIPKfBNRd33TQEV9wAlQv8/0C+uoFSMotRglM8CFmH2mwMSxjiTOcjMGEgwawh8Ouo7Fo0PwXinBvWfxXw3qSaIV7Fj9meHd3cmavASl1EVdNjjrwXUXeYqTJ3O8y+OhfZFtBOlNpuYf219Bv4wJYTxk6DS2wi64oa4CkfP58vsZUK+lRVDLWN0RDvKU0LLHhNZCqjM9mGkZVA1pMgRSYSqXjmPDRg9pMP0SWeMfApWo6GVuEd+zHzKNch19xLrzid0RCo45uCQ9VmhdZn0udxhOEAtzHGyls/1GK+VVDTU+QiDz8UMPYdv7iWzkLa+WB2uYodNP9s+nEVb8Jqw3nuyJb34OQxHnagouuZRhipqEuiXonfCqPqIo1b0W40V5EbL3AGd5uaINg3AYOtEPQM44YWY8MrQw84nrlGg5QZe3/HxT9IbxGunYKz/JgO6530TrrEFHfR723IdhtWw6HKDIgCDpTSmzgTr+AnjxQCe2k/c0vFkiKqKLpmFPG19HOIJWNL0+5NTIQZW1YRRMvQ5eegjII/NLvgto0DdhXsbtaubZCWWxj5DcmkZ2Y96zFX1zse5Cg9Z8T5nHp1ohAVNckJHPqB8e4dhVBB5D5Ex++cE8rPpa+4ch3uVwbRYvhgDjD3wve/WSLVMVayAbwcaUsW1BFvkfKUoda0Sr6gmXECfeompOclTui6/QhJe8vy7oiDWUA5sfhr/qf72NxyiWDH4JncmzUpPUT+dCPdQHcVbzE5hHz/LNpFPcG6xzfWUdL30g2T7vuAYD2RcVZxb7n4KmqKgeluhSJScWNrfE/hXPZYUzZ15CRzgUMEtb00zBHGyNZN9jUU9iB9I/2S06VuYgKmweKzBeKrOeuO5F6nflebxZL8TDSv0HZMWJVJtorzE4xp15wA0LCRayJiGR8njHtFmJ9Qfl+AWstovruJdyNdszK70Jes0Ojt4xWUX/Cm7kvpOS2KMWJNGf/rBbGcQLGerqvHpXu7t3m3zLdWq82h6inSMaNHdyBbNGclt9EEmJrAF5tA6QdQ4hV5LCmTkm0S5jRElTTEc9nWR7DVgGeOYQxdZCpjIgM3RWJ3Fd2DjNbhogMptwYAWv4x0ll8S8zdhGR/Tag60n28xkpXFL1tcPsT/uw8lN1X0/uK3N7x8ysQTY5/jdhwN2PgbG/aGZqo386kZxFuq2Vx6+KwwDG64M0KFMX3sTFjPIy/xuU3UwC/HgfzRpqZnOJvypiJU/x9zb8OVJsbtI2u3Np4i45YxJoTPd8iBTmnHL0iiFooU8V875ecT3sOJ+SelvhEhQUfoxCVPiGdOnQdFoj7Xwvu/IBGfwPD6dGl55xKPpOr0zIz7MEsHayJ7WMMvroJ6dLMo34rveJu2+idThFqvcsTP5aZNs0jt96eWUUZnBm4h7DcYD8fpPdUHDU1cEd6rHFUx5E2BkWGCCv3RKKCGaCRpC3Ew1vgxohLeyzWhFAZSo8Sh+8D1iqUSbaBy+jDeRanXsg26k+yqTHwSbZhqjjYwnClDy8y7zpG4h4BBmP4ah8d7SI+wuk3HTWJX2OMMlDQDQl2E8TmFJCjjHhfRme5YL87JD4npOUVS7/FMwfpLU22MxoAe6L1LQHic+mn0ufSOR67QlxdBu7twzRznYclPjRta+dcxw9PkWNXwd8a5RawLy3m5dm3NfHlJs5bKGMcz5XVkULAfK8tso60WYYl/M98Odto+RTF8seM8KtIyGN4wjaGxdaA8PnrBIR1BbbqohSayDS+Z0ObJsDUxDrsmPvZE7gtFtiDszrOMNpGNFHY4cQCuhnjgXX3ljd0m8bw5C245viphVZ/4tCLYB0NS6aolduoHEYumuEk6xBxl4LOcnKzQ/qrCHsVj+1wMIRju9Gau+6LGAQ6LB1iY4a4pYLY3EhfSM+lS3Tn1xCeN6zUPb69Z55hzWZ0BMWfS99AKZ1DLTyJwGlBzBD95yEsvgpDGQMbV7ApfoqsMooQG9xy5TYqLstF6gjEHqpWdPzrCPk1/3oT4yzvOW9+H6dPmMP7n/8aH92GQt9mJZBbbi5THfRXwIeK4w4vCHAzufgCIGPVdMk3qRaa4k8ZR+CbYLfwpgvSqyd4zf58A9MuOmRB2H4Mi7fAmfvoaaXOoeFFpqeMYV6xNWXgC6Qs9ccKbVzG+CH+RvhhEyDTIFmPSBFXnooUt8IQ+6W9ppuNEWj7yKi+q+QYV7B81p2UUcm00CTFcnsUPOdsCufSJZ3VBggwQNheMxp+xurfhcKhpSL9UvqJ9Jw2+glhfhUYpAoHqyJ99TxXGbg9M2fFBue+DHQRtmgVdwSmJgrpjnBuoY+J0JmFOiCg24Rvu7lntkxLa1vD6+7BluYdOy2+ilBNKRyyCJRkDqmJrtKBOn+2gdMoEecg+0J6Rhdg1g9+jrTogC7gLnp1A+vpGxv5r0kNs6GWu40IEnagOQsYe0jmm8gf9tWJEneHr3pnzbM8oU1wgh7OFaIxc/+pPq0/Rc0hgGgyjVMojQxThdsMETITzySpW5H6i4DBit/K3y1iBYeozYz0rFhqibIFtrhZ2r0x5Lhsz1omNnL60UB0cJd8vsOZiphD+DEmeN9K7yQxTvUFZcmGF7P3AMspcFERtXR2YhJiPIAbmQnHuJT4p3uSfIe4b/6xU4YK9kFyjLCDwsnn2ruPCqJbisNWcer3GAfwXcaEgwcPKh65eBR9jvGwU8TiEy4+EUGcDBso955tcmG8RjA4ceenvFtEWMI6hopsQrZJZ84uEH7BX96yXMdI/nfUR2tsppI+oDR0e3+Ct5sCL2SGbLH2bbzIdFj6cwdT5RJ1Uv1JUTRyCTc8CxaxC0/eQfofiXC3OOEh3kY+4lQnYP0K/e0YGkAbseHNAK/QLiWBRr97Is0dXYqTwE41nulUJuT+ZsXEWMbIgWMr4vF8h+8hvQ/kkAK00zLK20u/4qDzJ8AY940M48uwlSq4ojJ8z3jMM3Q9oNdoYgttW4RfleSNIhDjkedqonDqYnj6EKPS1u58iI5Uz9Xm0bCSJtbMVb6PH/N0qAN0nrFgcqFksso1qr9xMbzGpQeMft7cz6VXdLZ3bOuWcYtT6b30XnrC3s0h44pTlCb+xgGogBA26BMk0D64nDFu8n4ZRv27861eBx1rwm/PrZ7xOvcKJy8DTx2Q1h6QLjqWlSgX7j56R/3JIBSdG8VjuLlSB5bI/p6d09B3xD72CIPWPO0+CgNbZ01SWkGKFMs/U3yiA5Ui1U9YXtZ74vvp0VY1cUqA4kGEFvoKsHeKPZmZmCUBL8ioZwibLGFLmsFiV3+KItk6ACXQmJYpd3r0A85aWY7aejpOKjGLlvG3QbhzIJIWMeFYkq9abv4+5NlPpGdE0mMYXBLdZrb30aNqYxTBhKW3aQDDzznnmfRMGnnr8/Uyc8zqv0t8QKE2KyJjG63U7IjFur7VIhCv83wSWtMyDPVhJxUR2WS1FZ0ejSxjomgCNm948IEhgYFk5iz4YMebjxKR+lNJo/CERKRW/KRjpCChCIRpW0zD0tKknEaq2GAD0WSD9WjmwH47LLPTFB9ttqwMJskP7w7NCjurwofnzvibOHdmpvhcn8w6igvpG+krqtMV5xv4aq5I208Y5lNY7GMZk3JL1sDxpYhwOQYLVeJae/o0XtUq6NM18Tv/ZgdYteJyCIn8KhSwp0DfD6hzf5DueJW3mxBt7GBFsWB+oYjN7dg48962h3Ppa+kX0pdSKf1W+p8YiFXk3pa86n5m+ttcMG+lLwApxmvZobiBOir4pqS7noHVRbvCfsytWOcwskoCne1IXb7mEdRj2DVAJjchz3zASrSflEX1R+xqEfZjhiNX8wGN5hrAJpItpjkpHUI914b3OhA4JWZ672P1hyB4jeatSjFKNFHhuNAS2FwwOxh5oGwduX3On3NSLaI16gZGR/v7JRl1BefeRou/WAapaZnbh2UDo4h1SI1EuQxbjo9l+HMRPzbF55axyKb0e+ZC10F6zenuglLW/X3XFLcsQoPPr2IWbFyCBQ/cJOU+hZceIqaI9Z8gWn4p/QPpp9J5nNP7Jroy5zEQV2FX8wU3KEb3yKpfkH4t7fR8nBnse3LjXUz/9tHuPsZC9RhVwd8739pQ7WybmDgfY9BvFymtYLXLcPtMdYZdmrmlPvRxTvdl/KnJ5j2nsYwh6UoGOLNfFTKrIoJoclFluI2dyqTcITbJz2CLr6IOnJYhIFsgK3Z3FUfCms2eAnu3tCVvAr+ZHihx41J6Kl1KLxh8v4h3WTtSJMvtm8x8OMQTjUvzTXBrxLFbtrvsIbfIA07D/jraRX3kzwbKtyDBDnGgiWNlHfteMGBwj2ipBFd3EYASCwyxaA3f+0CPWjqPc4nd1aylz6Q/kn4qvYjZtA1AYA6dz6RCeoIHGonUOLCjzFzhP5G+ipcwHcO8hYOtgKwFdOAYq2EvvQ2kNmKcFjP0oXCcXf0kMvCOj0svc79jQgJdPnK9gv7NNJ85WgbmTtzo3sya6qX6lI4/NQb99w8I3uy1NsF81LFYxnhVLJCWH9FELs1WpBtIadlTpFbn/DYiThmi3PnLU3sNxxpcxxVGzLqnxntOwH7CfMIJy/KggE/o4YimEI5mvs0krPCKnpU5BPnnpSujbSbi+kSgdDYbyYQ9w19HilW3nVf8rw+I6+PPwB5ZSNzHXg+h2b7jbr16R1LihqNSniJfKYI3PmNm0PM3Qtl7wpadUm6csF/j0hq9awcOdt0Si7NOVpzVvg2mswobtkU9aIgIH+6j/dbFiyRzL+4g7fzrbfhnGQzRfwwcHbnh07m/qlj0cpnx1hCtr+LWp8ilVSzBGFZYRYQzouuiBHfmqUItnByPbfdxCaclv1qGVMPdyDHEnw+IpTZqBj/FnFTfcSrKGWTmwGFxM909d1MvkF623EMdurmswxPE9svwNMSTluHMfvb83SaWPevYEnL+GAzwdrm2Vi+2LJpL6z1Mo+HAMX6+57dOQBbu33T8jMN0HUGwQFE0cYV5POtz6YJpgYooUMe8+H75ZoMn0jfS86iAimgReV73GIFblKBvURdsEEiYLRdQa8KlPVvvocVxmQa30UosqZa7cDnDflNce4TTNyCRmmc8Rskq+gtpMP5qudqo+pOs3D2P7Iw1cQh6HenCbJtxnSICZXrJ4rsO8tClowdEtwyXJxLolzZqHxhi82x8bYQoFzMZYrQ0KTuDq//bQInGOQcGvp5JL6UvYbbPozEzLf3QgpsHtNkUeOQBEWCfT2zp77eRfm1DBVNgySbM/rMLyeuOfOvOQR8M4gwZzqK8zJJSS3De0oW2UbqynW/+KWTJniede6EvOFij4ZzXhuznE+R6FPam8WcP/4JUP9AgGYKz8Kp2gd1aLvLbOA+kCu1dG61EC0ubAFxpLU3wbR3XmYhcnmqsYkGsefL0fw/AsVeXoZ/9oD/85RMaPp7h4k8tYjC3oJK54HZ91IVCkLlCIzLR0zPp3KKcGgLqGEU30do6xKFhE5fqGLbI1LdnHT18mGnZE6RDzEMcGXfKWdPsua2CHrilMqlQh40QCS0VlDihI+OFA1lWCtYYVEt+L60/wYKIIAnjBza1DLA9YQ0f6EOexkHY1xjfFDzWHDt8cEwbM1XZyu+WIfIEJGaQ4ihcxsH5w1IedMLxtLesyefSS+k5m7IBNrvaP3DCaBNI1QlzxRxiqqDmenvuT65wp1K6k36QboLuKvm4JygTjdhvSfsb7sSkZhlvM3E1Kw4eEKMdWzx8FbCuBwPfY1SKwz0mFsG6zv2yrhQ+bHnvE3He0mNu1v9bBdxXcJUifbukmQL0tiyrhWkFuSvppSzfXYsfQTiWMlcR5oulV7hgMCtTR33ousLzX07yE8GoZYd2UDgVn26hzCzl/zyEbH0sVBE3lvdpYWq24xJ6aEm5K1w6d2EkUbj4H+Po8zHKSy/CiqvVUJHH2OWsMPOYgby3MpJ8B1pWZK2kFUdArzfFIqTTeKV98gtFhLAhuJk9+5JIIXmXzHtu8NoH9gSj/bJJYUx3WOaMikKvwt7u0ZY6J/kEjHsitSH6xAs4avCzwvIPmPchCNqRxbfhdZHGDac3ZMqLj3Kd+lMNrWjbZB3VIpe1pk9RLSjm6ZxkjAO9/T3B6biEcGMYQRXlRB8IpwiDtktYaZDurTAFu0cRh+KvwgfMH5rkuOc+V8CBiRB4Jn1OT3UTGa9Y2l9yZiWFk9HjGFXrFD+f4SN9VbFQ1RJvO8Y1gSb6SNoNa1jEPKN5BENxh7Zd5PlUJrTBD9dxYJ3HZR2jD7hZA9graPC4MdbEU2dgNYWWfTiFuxYBT7Id1eGrRQCl1G93EbuTZKn5yRUcYUcL5y56EHvOyjjGGjZ0Puda4I7HbPHYUwpUZ0WD8J6nM7jrUOA5cLccV/BUOpM+k55LR9WfArOtpwjH66LaGWOhHxAhWpKZZZid78B52LHfvZm7ZVoYQvgyhAM45FcBDqf4Vy032+7axdo9wBGeQOjIQg0NN1v83Fj/SnrJu0+6ZTrVMjqM4edufpiWKHgEpxfjlDH4J/tAtUwLPc+byTMvUvDIfRh9h2TiLNSduXdmj6tozRdxD2fSKW3PLhx7jDDqxS/i4s7hxTKiOToXYWBTXMo1cLnMqF5qx3SDyYGPO7CSJ2EeLcWCB+Jrzht6EqeTlbSIDKyOUUD5qY+8LMcs/Uin/ZKSpOaYsRW+MEQ468ACD+QWG8r7z6QNHvveGkMPtaw5I6/lvPwfpd9LPyIS2BMPPGyRxE9ClGRQisj1TSAlswJ3cWLNFHDUT5id9zIS1Dqq2Qk/P5JpPf7vJbYFzOu+jspZLOJVHHpYMD7+NaLTdDYLpMqwPP/lCKopYjCwimSeFL+/KrzLxENNDV9F/NoEcWqkKoC3j1kSa/JAumQtwTGaapZeruELKlJKE28HNyqews+beMwxFCzlMpSUS/RhBq4LxJH5ow49QAKrkl/0+rsW2EnXgXUHVqbFaFfRTPIxKyuaQyXl8Z10xWikw0QSeA7ESbOfUITPSun3oZGoo02QXVIT0RPho2HR5sRwLX3wrLlj8IpEZ6brRrrmhW5XUBpjfJLJlSpip5ZbOMYhV+UyOWe3xvnZjdlkz42RnEKzw1SGWN8SmSJ2MXnCrHjHuNWSJqRVE1vpmfQ5BwgnHisDWFaRV6cY5qr5gSnKkvxJp18bX1aqRteHJeHpZzc33keKc3WaElxT3y5TncnF9z4BLMuECjNY8bvr0OsINnUKx+v59HoJN8YlFJrC8bKIbUi2w/INFGZQq7AWBQ2R69bGGOAQYglvek90LsJn1kDoA6/5uCFQZnmygmh0FVZSop/CIZlvPwZ1+vir5P0JVRRlHb52D91wNy9DhjG3HOcw/IF3LnbxLimT0ffMzSgc7AGu87KOS5I9o6ypiDXhcIuCfHgUa43Ps0/ofKWgtSb+chV84CrUZA01WMdv7eOVKnNGfS79Qvo8Dq1yiM0mTRNxx3tgXxrCJfJWbb7pug9SisiTLkl8e0N4iG+jjrDtBngbqb5bxtZhmetsi65FVyCd6/hFRWhwpPCXawTvkdWaRaxMZqc6BM/We/bUvUmhN/Hs4hkrttIyRhOZ7tJZ9LIFwc6HCpwHvbINjkPSVSiufNsNCo0GaOnB4BNeTdZG26KMaaQxfF7L0O8jhEY63nt8tZMOyS0Z27iB/k56xQuzMgnYpPpYsgcJ88FUkRPgEPnBHl6SRYvIMw1hb3j06eMybGfFWAcr2ASP7/Mc1vFBNXvjtDMPdhzRPJ5J30g/lZ7wsCtyr9UC1TJ9PRC+lPGNYq2K5fdeuj58tcFkrdHraZNsliy0E1cbAsBuac2+k7n0Wi0nLqbYCxtuzzEoa+CcQ4DViw4HD2L0gx1pw8Md0WwGU4TyHtXktMzw46PbS1hnjJYUWhfq0YY93UgX9Ldapnbc07JcsYM0MnvndV5TgCj2pYvacM7Mnj6tqH53XLnD/Ox6Tk4+vy7h0r3PHG3gXSri9zFOmnnPPOcOmHTAmLYUNmmRDVW1pTYmEldk7MPS946c3+XsNwaOqnhCRVGkUOE61t7H/STleAvPeVxyM3Ncv4C+q6VXbOcAofI8Xg1eBYYsQGirmNrpHwWygr15QLNVYfSecyqxoXIpVLKw4RgwcoxU42GXkhblMXK1O08DrUj/02nw1QqZ9MBqi4NXm/jfY2RRg5f03jpa1j6twvnNm9iDpTu6LH4oD+tOUY5V/ICn8I4E0E28gq3HhE6XDf8JN5t38yR2YcWz+GSfPY1Tc+CuS9fxSvuCFRiwrha5sjVeK95QceDTzVEd+GazfIVfCwye/eV05oEbNnL+2rJws9FcS6+k30qvotWuGPuuAjxbCT1ETC0j7LmuUJjLvEnvl8x1ogWnzUSJptGOy+5LFzVtEeR4v7zmEF63wjlfS+/j6c6lr6TPsdEN/GEZlyoe6SvHZW6xjNnsn4mKMlbe2aOKf62wlYrRn8xjfSRYq21c3idrMEbsV4TIx3tUwGra6waglkKL/7g/bLibjK45reOySf6AOk7Y5e5AbvcQMe4BDMwFLOOp7YTZSqzDTixIXsUbqyYySs0amvQqo8TYhEzVa16TG+u44SmQQhnFrbt3Ihs57RtPtXFLkgrVnw4jTSw6+8CP0q+lv5F+yxZ2NN9cbR8irthExjC1IpY+ywzT8fOOXrGp4grHaL67e5Z73C05lfnLwMPN+lSZt0vW1wVhKd1JbzgKbMvkx0+kz8mxG4ygjG1IrtU1Vf73AaNWB2QoI1QPgRG8C7bgFXVRzd9bs3ZcNtKc64SVT5HrVmjrHexcSB+jfTWGdfYB2EwpHbEqxc8P4YQmmXbM96T75cMqgngS0UVcfIgQZkt4INtQBCyFPTt7lyEFL4FRipcPK1Jowx6lzqfgJz0s6V5GT+26pTQtIjC50b2Om3R93gdeq5kfSgah/ygZrD9lNrfUs8wrUWB9YJM69tu0R7kMzFUUbwW5xY2HjrDdh9f1j5qxAypccfdTOIB3PRsnw/KauRzuduSgqfnbGXNec37kjPCfSy9591QfdGi7ZEfsD2PYaAKBP5iCtGx0JamuZSywpPYzlnpFAXNkbZPQUoTLFBiYLvJ5Dua65o+YF+EEsnTPUxuqFZQwxwhSXu3kJpzQJoqp++Xx/Nl6SZsWvlrE1crl8rpYVTxFiaHbgcvlAibB8YDWqmJfvIxJ8g3xw/Wj9GNU5SrJ1d/E8vo2VsFmV0t6f7XMcEZtt6zMtepPx2pa8DlgCkWcxf4AoOpR8z3BRkKskj1YLVHBEFcb4/C0jL7D8oNcnqWUt2Vxx9j4KYBHshdleMJAJJoX9BZ2/kYqpK+kL6RzUkoT5pKob1zuXPqhiMRToIkHbX2FfWQp6+ogE9p9PItXuPlDFjYFqNGSCSsfma/hYhcNYRGa1xAQPXFqxlN3j+68RIVTRLwYgow4BPIql95oX035dPbDHuB2Rdnl/JaIVLEU/pRyeWP5iw4ivkhH/ekbqwmOIxZbL5mIhDAuDG02Yzx1+rDiNLaCxrWbsbfs2n6uVx1abBYnyzGiNcKLEdLCT+slG0L6mz2VMmrCCRTq8LlC97hetu9t+j5T093kNQfYDRELHCPzy5XhgxX3RI5lnDWvfrinETVrzbdxzJKijFFsT34524tvNhE4hnDXJIcyQpkbNLpzv7EIwG/L6OKyihDuLkIRoHeMQsZ3UuOHQxQ41gmXcJimjsQaenltfw+YBcf0Y9TtU0Sl/HU7cBmU2xSU54MEkL7qHmkfjmrPsaM+TqRVlEVGkXO02gcWcJKYUICsiWsCxK7idCWvuTfdmWaNxGiM0LzlXUEKJcIYuuJxrle3lB9lUKmKqFDB2vsqR5rm26DmHoQWH8iQi9WFbkus8jpe5ZrJYf6zRp6RFJFjbVYszm8OmUPEp5JnqaJMraNXdC29Y91fSn/Mu/BqprceWFh2Fx80YLT8RAXu+IPQUeH/6/AKO4wzcxHe61OCFNcRn3gMNOXysuRlH0k7dRhlsfRVI4KGWGYqfqJ6Pz6iIRyG+niuIeR7inQ3RW4pI6cliZW/UvGARUTAMuRiVolkvZcN2IqLV/FPdfyMx3qPj7oSUwTBAha6Aqw2mHETi2BTV7hGtjYbmK2ag7uGeNiKynmarbUI9+15V9rIhdZs8y3czx4VxH2cNlBG6BqDoy/jykeW4APHlrchA26j7B5Zne4TAPg4vnRDA8b6z4x55u6K2IB2Wce61h+XpPENJ6mfSC+lb/jcUxyjQDJRhFXZPx3O02O11DMPgT7qsFf/SgEmP/L9JpLhA5Q4280lIfm4/AHj8y58uIQ2syWZurgDrcxTbKdoWc1cJI38AMJ4l/0gySCWpMeUQ0zxxyVuEb/1uKpyGCqjHh7j74clXvBdJd3tMF0so3yB0Waj283zKZrVzpazCW3j3uo4ZuS4jFn+ug+6cYqgcwKkNf0+kbrJ0vUnNn9YnopyIv0R7/n9G6mTvuPMhCJeoNbF6ghHNfXsvl9CgrslaXzC+zx2HGw/xLlV61gXkXN2PN5E32KMk9onXt9ibjPJwyHCkNswO+m30gfpH0uvpZ9xXJg7FseIwQ6TudwPAK2DTmbUnINxI2TiAZ0u3ONZ4TA7tnwVncwREugQh0IogtQ9TOGaVzwW0Ql0OVBFvdMFHTgEApyj/j5KUBFG20eQwbLKAtsweO7jJI0KkzOYr0KRewgx2cQ6dDTVTfy2mM1ROmXowk5SxnHzzorWz1REoipO2yr5/oQ1LBh8MRbzNEIdkbQBETT8ShbGriNuuCsHl3s68DsK4DEs9vaTsdULODRGkpzHqefBnOdQsu+5xZ4PmyIy2UbTDrIwMPtfLlNxGfHPXa8T6ZylrHHmSdpJb/h0K+kzkRbRHy5RRzhgV0vvmhtrcwz6RvqFdCn9NCjQaSmsz4yapI7iey+pgVzWaWWACDeQy0hW5fImh7iO7SNblz4ewOpCD4K1gCifyewTUoYI4ffLX+kCco/xxprsgbncyuGhMh423VWowRQRLbkfRZ5MOX75yFTq8IGOsLuK1OqLe7XrkF5WYZNJ8iXx0yGJv1/6pIORa7dquftJGRSxv0NAMH+K0YEQ8xo8VwjF3KbuZl8dKWl6QnUBobcnUB2lCyzMdG4VIrWE4FkeZDPalVveuiHoPsLExEvWLmIA8ohi4ZrBriM7oSAY7CEPDqR70CewcZSEg5fSpfQzaSu9iGycfInRbBH/nZZOWzwywSH+t8C86sALCYNdfXitisiNWSTP7ncTdd0DRidhZwPLtYs0a5ahI/X5KFZzsF2k63TjkuIi+XzFp9us5/99T5c1O6J9FEpZwY7L8KfwPaspPUm7IuAeeDfcwOK0IUsYw1fHMINiuVkFwesGZXjyRj6p0O1lL7KL1Sr6uscwP0ecPoKR0/s9zpKxe+Iv65lb6pEgdjTu3AXpl42cEnQ64Mmb5URocvde6wGEcORTPBBrrHLkfL3HfWcTJAWU1YZ/Mp6xEyZLnnyGgWu2E0RnfxZw/yzUcNtH5GEqFhW29Ti7OlL2EYnSFlMnpDCgmsLYKd0xcROnafWEttluLoJ48xT4BoVZR6m/W3YyOvYxRw6Sd/BKukz1Rggb3VCP+FmSDX7guocluvFUhsL98iLHiHE5B5atIEvWWjxwv8yQCgBo1UcZW/ZgQx1ZjjFsWETZn5T1vIxbfmsT6V0hRvDizPF3HcOe9vYTPFZx3u0QCayVylkLkZo7SyuvpA/SB950ehchpwBZjXEraa9FxGyDgQPPvwvCI01nH2jTJMG0TErZnRuXGCM5+gHmVmCYBwZkWC7QxCniZ/HSdPfQkqp5nEgTDzstDGHrffyie2NNHLFreOZup5tvjilr/nUfhdxJvFzUi9AvQ7iNxjF+H9nSJ9Gtl3KUKdokHQyF4rnGuMMMW45x46PgZRFFC7dfxG5OUQTpEdxQ+J4Xp4vFN8Sb4/h9kAvT8n78gEV8YhE+ORGhPHA/J5gTbKbiiOMuYnG15GiTzk2krfBn59uKYnNNaTNXqu8ooWupUv1JeJGfd2Sy/JYXEHU4+g7zMgZ2hkx7ddyy5tuGmz3xhKMWBvbBuGRTsYxN8nhqG5/LU33sPfQBOTKOGIiuqeY9i3MtnccPl5Hc9MhLs+JKPimFaYdwnjFgT0YNJ/ACnN9HWp6wgLyycfI+Ul/L8t5x87OVnLAm+8DVJwFHZy3rYQlo+5j4FQ/i7sUxoPIYjzMRjI6xSn3EYqvz0mqnYCX9v8VylMp78SBSKLZgiGw8P8UqRpHruEPH6xSNmtgb8FUHmiZcsYKYnKKJuFpqD4tlzHWtfkeBPWHeM3j+mfSV9Jy1vZe+k2poec1nedtbXIeUcDlb+havpUZ6Q9Q3M9kHpJyWvupNfaDYHv+QCRpg90GT7pAlKN5Xu+c4HO+0u6ZZ5lkgMYUpKwJ5GSrtiU7VbEx+kVGqpor4xqEteZQywv8QnaQxpQAAgABJREFUvppox6qjItJdF2kwhzlsRl1cp49VfXCHNr7ZSm7CFExU9AEQFHfrSF2Ez1Rx0IQtJPPSMVY7y8vqUfASzbZjvBDRjPEUW5/0zBh/M0UGczQZwuR62GOz4hauuN5Orstt6rRPr88YSa9Er1+RIURkLBA8V5yitiK+JFDfM2FTY9IbjLmWzqUn0nOOiZ+zy610HSLZWmoSAzvvVwTj+djeHcTv38bw1zGCk5bBdYo8mauZhp7w1dbcRTfyiHDETX/xDDt0ubbpHDfvl385xJ2ko5YRxQsaD3N9/4TX8PTLRos/Lp/oD0LijP3Fo38a4sbMfjeoba2tN99urngKCy5IVi3yCTfrffrBdRzv4tbiLrBoCvTbKNgE2Jv3tIG56SNpjCGNqIiYTstZp0wguvtoGw7hGPlcXqg+MmTWO+UyLNoCy6V1iZ88hK3m0z1oHPhznYeLsKJ1WGb5KHiNgRRsGwMbdIj3gNTSJSe83MFNtJSs6+ApBA7qPqXD+qPEzz2iVUSdntdp2RwbjpY6oR44xjM7l44EBiuNN1HEjpFLZwO94FDPW7KBAuvWZKEb6S3dIx8MN0AwljAos8udS9e4/UT0KZfra7FhzwlPa8bwR2BFcjxDbKqzWRk3vIqJTQV4LsiiK8zlnhOGazLAhnB7E/Cy4M3ZXcCHPfd8J13yhphbVNwNBdWazvsRg/NRLAO9yoZi7xjJXGHBTXxiA3gupLvw/A3ZyTVtTVNaRNuD9FZ6zQmDntusg4OZS7UtuWVP59wgvOV8s5YsN69Aixq0JqxcBL9te97Gmf3rCLsje7cNTmsfPF8Z4y9TpNZ+eZ7OgV/pQh2VTeySDHyGGG7AXVvYqR4zHqXX6AgKaZi1+25buQpteXPr7ACvpO+g3Y/BD01LXY4pu5uI6K4x5sL1A/9kWUlDN3UHCh0jcs//uwMSH/jGbjwv2T1vNGvD4B4rVKpgPsU38xLfxNBgFY6RbL6/xkjUziQFECD54dTBeKuaqH/GADVusfRRCu4IRpvlmxQqpNF7qEXX6gPHXq+JlSd81hpzrCIVdEvcYdKlxov6eNj98rkUxloEvMp0Ny/jlfQ9DErBPSh+rIzftfGUsR1GKH28acIjqeJ/p3il4vzgq6gkzT7mR4iI6cbMwF8W8QjGVobNDcTHCVDUOjl3d60vMjNnxqFFCGQCZeQnV6GW35oHroP1uZNOqUauyWbfSn8h/Ya0luHHIr5+uY6eAywCwEyEz4H1miA2NsS5abkB8y/egn7v6H3dctLKOqBUGRWv5QGeVinCwsw6zrqW97yswbCiXSJnO14Vj6PwtyLAdrWMvo6Dw3I+cwzQmO49BrExkHZOArmtuJPuEVAc48whJ64aC9jSoD5Sy/i2FZ6QN9MtY7G4MUccVy4F+2UfeNAjeCv9WvqM8f0uIp33Jd01C5YqGidFdK0KMOQUBjYt8fkEn2985KL9ARFt0LSPaXthTgmjhgCA5j428Vp370gfq+Hbm5YEbbtcYS/FjLNWH3e8/hixzNSdRbPuvfRGei19K30Lgyy2xAfMlLFVLcGsC6xSkVhcF/WxTwkAvDerWN8RLzVtcIwDX1ZBWRWPgEoZ++Easo8Y3OL8R5KqLc9A3WuXMimnlGznTmjN9su9zPwgmuwj3d2KdagD+togJhBURzNzi6fdgSZOpRI+qYRMvmF9tiC6Ko6GLEKJ7dI0Kzc/vkWqU1QBWnaexqVksoyn8FcnvZZ+kH4FHPCcXRHFQqoUqqVxm82a4h4cGbsACI71+2W3X/FZ1TJDZtKzfL2P6OwddJ1Vx6u6XGeaO3DfZB9vrkg9XBF+JCCeI3UhncdLYUaVn94Ge897UI5R919L76UdMNUuNJI/s+6fDe5C+iwOKDPdOoIPD8sDQYXEJJGMlk6lJWIpY7au5VPqR4y5GZpqmXZ2OFLJ6OB7CIB9HM+jiI4Z6euAUlMwumnuJo3MRQ+BXV04JCYfogv6YAVWbKE3a2ARVpxzuY6quMBjTbo6RpS8rPUktFltJNUH31QRQMvlsjxoX/l/s3GShb2ka+k76ceYUNESNtu3LYtViCimsAG3oxW+cSTZbuK87H558QecX+6yu/pl8FsKK/V5VyNk2yEm/vynD8Pw3Ig7hXUsi/svbm06LJbSWZw1I9X6AfXzt9JWuiZY3knfk05vsQlPGB+IGWPkugkkOSy1mi1RyvNWc/O2Qmgxt30/QBXao+6BuC35swdm+PndMqmW54lVOGQdnuOU6/T+VvpBekUNbGGQK58H/HYV8WKIRS+DNHbHP3e9p699uTwga0UcTZWZHdXooGObLSZ7AqPYI7dcY+IzSX7JQTwdr7S7p8fQwM1M7NTjOtMwW+Fv9pYpoqcxSK7Vg/8a538n/Y30VDpd0gEPmrQ+qCQBbRPZ+0H4MDtt0nsMQq6OCCtEgumu4nmTf8kCvqEQqxFCTPHCl2L5R8G2lEs9UxFx2WXUZnknBf4yIndZS5Nq/RWOcSe9kn6Fa+2k19JreJ0ptFHzYfyn0WIdSNZbKsB3HCzcxqmNEy63l77nTbLfSa+k17wmTNEM7CDWVszKOgP3PPCOZDiwqe4KHuP2mng5pUPakRt4TRBJYtDlromWLKJshYbZVopaC90FNTrECMhJvCe7DNhjS3JsbngWV573y/bMiIRwLX0Z89k/RJtE0KGt9IarWZFink+PzFdLhJKJdIj0rshCZfiw4lfE9t1KP0hXIeQ0g1jEb3XLCFjGKIIiZY2guQqHL0OsWy2peAOuArd3+C4i6CRQcjXUkEVF6TQsr9YSTKsY9josA5YDtxFcg/5MYScDOczvB9rMPPDvuO6e0vQkZhp37Kun+I5BdV5Lv4+qUgFLdsGYNyTGU+b9eum1dCVdST9Kb+KBXXBXBJiS2xUHT1bSE9JjExi4Cr+dYuKkixmAOiLfAQrtFmF60rZVVGtWvTi3TJFkXNL0BNHZw+cpX5//cuDK66UsydnAsu8uNB51mKxFqhX/WwDzZlWzxUZfSP9C+h3B8XtpgFtyh3yK8/j2y8z5B/vDTiDZn3OcGpbx7sHXFBnbCOtBitaS5qmWI0GGSwoB4IB5KKhK1yNtCDkz+hQxDVcuEfuwbIr6suVyBcTn7peVUabWPt7VYjKp5592ge2rwMYuhQ4B3Oo5r74jeMxd+AtJWLxwv5OotTas9e+lH6SnERR9HIZXp4vSV3Qv19JfST9KK45iuKWfaUC7kd5LfwMpPe/ZDJVfR9dnThq30hvA5L30ntMP1nEYYlIdrq7nRDe3gufY9vly6tXtr9k0N1ENloFn7OEFiGXNGegzZDI3XgTMNgdzRGV9En95Skd0xkJveQFZhUpk5pkukJTNZcXMGV5Il9I/kgrplVSi7thKP+PlCyvMJTtPli64DrTOQQQ489v7Jc1j9GGS3PCniKud0kWcKJs9GVOGe7i0LqJRPGLWzVIi0sVrTrtI8mPcnvN/QfSsqOcroucUEdY2nJOoVexOw49VcVdOzscgZdxZHBAaFBFTZv96Enf7YJC7/zjFWut/Fxisx9Z/iJaa5XuWBPnDZvLJsPsQCfZ9wIyKLrzLNmuP7kk4FQjZR3teSb30Pc9TYaA3pMEhfG8fMp2B5GbyfYiacCJLd5yocLPEbHuGPKd4fJE9ylhTt5dKdvSAN3r42xpRj1MdArNl1Sfus4wWfEOqPMdJLnjl5HxLZ+zuXHXPjPqN9Fw6k/5MusSrP0iv0aK5eV6E0WeH0xBpeJRgH6fKB19lXNM/ab/9IL2S3vJ2zD7W0z8/RJFZxGW9HWOsW7bBs4LNAP3gPhPRuASwM3u02GVtRXQrCcf38DL2hToAczYpUw06hOapIg3Ucdsjo1EWsThjT6r1fwi6bK4zfyP9S+kvacSNES8Va2FmeYpGZc/DH8JRjeUcX93xn63hJKq+EyKl+/tm6h2w22iRGd972+4/wYZPDZU55u2if7OXPkjvyPDes/vQIdThVAoBZhWsnWLjveW+Vavq7cx7TnLqgjAUj7/hHnoQwZwlnvOJ8wTJc+kgvZe+k06kLxi2mmC2r5nCregZ1KyqwP/OMO7faNlUVOAFxfM+YIDTe/fxw1VcOX/sQAfOtNYDx+7CfItYXht6Hxmiiqeo4rfMObln9oBoSDbIZOE+Pi7bbD0ROVfGXPSKb1w2a9nv9eOPPOBAPl/HcMssYrmSPqALWn2aA6/1x4Hl5jx5IV1Jfyu9ZZubiEBJHvS4xAppsptIW36xIj+slhypWNweP1c8ofPb+bLlWEVzwnvgnGmzc5fCEGUVRWzP0F8Py/2UZ+kYMj6PZNLzUF2UT2ZcjHmOgWD7mB2tIWzXkBbuFu4Inwfu8JQXrnibb6UPklDnzVj6KStmcW8NYpwD3y1vOvtR+h5gX6FtnOAtcsGLSG4Wxz3oZ5hkGpdOm19uObQoDV2zmJ/r2N8sR6tYcC++uyAZ4t1HLeMpbELJ39qjyvjhB55mq07sKkBKE9O/BbXemg5Fw8obRbqatXMeQb8erzku49HE/c/B9ANgvmBni5lb2oRPD9K59Ex6Qjye4h3PCpyguCfLlBXE/YqA0SA3vYt/3QTJtmM+a/aWnKGZfekYaKEBkHRxNofDp5bB1c/ptvVA6SipQzDs3Ou0cBcxfgzPzwadI0J2R03n7vhzROhbkfqcfsdoejl+HQL+beKpr/SRWZj3e+bMZ2nbPXzvMSooK5/OpJ30V9IVHfImHqSLVSqWvldzntNjT854nURAIiwFwGsoAdyC2uOQXXiRd7BfXtauOCyrhmx7TmHDU2RXRbOnXCLSvG2na3N4IyuvCMG2TEerlp2tItzY/bQkC+tI4D3FkcL4J1LrXQTT8qNv1x/t1WXJntM95sOW5kvfRahzHyLZI8XLGsZIXzVO2wHBW54z1QgWVxgWukPzgYds47+GEBtQRxG7lT2u6VEScL3e0ZGvQh6kWOiUCk5LC2i4jZKt3RMv8/FHHnzP68Ma/ukYr9uyrnVg0F846jyBcSl9Hmedjciqt9QpVUxavaaJagHGLWl2E2SV9V7JjWXHYrd8P+AYxlrE3+dXGn3FCRszQfAewsKFZRXMnJl/LdukZQTfIe4h4fEQvuQqTBF6iggECitVeJSjbROBeAjJqrv0YmoiO9J13Kq96xBr66Bgv50w4BNGYQcMxr5ah2OPqvVdfOQkvZPeSpP0c+kZL024I1QbuXl1OiqrAaDbodo9xOkh09IZXNb6OhO+3YcbJ6hw4qoot6o42aQObjDLkmwApKCsBCuOIZc1eWBr0xLoVkthc8mzzOP4Pjf9EEYz7+sdDG3Lch3idJUdW+WatkLJ8AFTeA6ffETRMkuXzS3NpjPT+DONJCzvjsXfo+UuICR3RJlN4BGxC31ULhns/iD0Fcs1W7+FblO8CHMOEy7SKjrw9bIUnMJmHBd6fGAVFb4JWGEJbnf5npM4NLSuwkgU9raLrD5F7VCQIZq4H/FZXrcihIr7RzNhrmOdcps4zGnGsLeIgqYAkqVUqtb/K+6+oLR9jx2chOsfI8RaGOTU0dGSmS3sDfKGHYd020sV/+tILFKZ9bQjKzjErxyiPukiRGl52TL+slhevAw/nBWRm2hwmanqIZxM5Xn/fNbRGLKhe+YkXA8foyTr6D2sKNXsEjuS5I6AOOt4n0oXUWz/SnoKKpkiQm9p5NxjFgU64dmlR9DUuTQFujlZvj3snkzuwYA2Ohn90mP/Y77qpNeQ50UkOuO1BiY+7KslK5+415jFrOwMcI5xQoVCNH+MNOt2aDL20zJ2N6FpFfF9irMLmxjZdYtlDpTmYrpIvIqYPnKr+5i4MEjO2+u4rLHnNVipZagVqFzrNYWTpxY6FrcgPBQwk4p1LJnCuZBO2ZKsNFqahNdRWkzxfgoRt+ZH+mPpT6WfS99Kf8cbFp0zf+SaJfDAXI4Fg46aLoYTuA5BwXXSe/SWG5b1pfSWLu4dmWcGk9fRPrlCdD4zQFdSK13SKCqJVgMyo4O05v3Zz6RC2hJxnWqO0u/htGZk+730RPpSeik9p0Nwi+ffE8Xe4VcVAeKMM2In6ffS91IpfU6C7ZZsecFe+PhCt8pFn3MIbJI1WLpodkeaaGPcSe8AFKeU3EM08LfSSBppWZOS0D9f5IZHWwN/7kPMZK5E3GQTZzWuA10bstXL23YLvQv4PeAk96FqMPI/8KG2K6sazWm10ZQy87SLh52kDdMyU6DUNlDxKbjjoFpPJKEUHeKNYBYD3rLBFi73cZctkfue/zUwWKOk2Uflo2CYLBkZpV9K/1z6p9JL6TvpX0v/QqqhQGuc6oyG0CF81Zh+iqIiGRGbVBdlxl56L11yFL3j9630miubsdwvD8vy6ZJHqruncMvvSCATGNvI37G8Za1O6X/uQ6Zfxju1ttIX0hfSrfQWVVrLHtURBN3Bl7SRfi69Rco3QW53xO8WSDxgeSbMsiU4RtWgSK0PYFF+1ZTZFc1wl16eobsDu9XSk2CJXHRMEXMnlm4DSZ6Dlv5FN1qcLQZ8Pilc46wyHqeILl0ThYxv6Qjq8RzsGEDAfljTodjHG6VNWXcY7S76sSt4qUNEhAdFlj4miVpPsX73FUt8daBtcxOck3mw+euEkmPFNk+UKJP0hCA647FLIvobhOwOSyvpH0r/AMf7XtqQiwoEdGs4p55ny3J/xANTV23OaQLD9+Fyc2/jnCTvn79anhrjowP3FLqnofhr0O7NTv6OVGn/XEWtso44IlyuJbV2FKgTyW0es3grvQL/v0TPsOLo5lvpCs2mwJOnkqTPpOfSlfR3iMOeoBhdYY7rUAWMAUmKmBMyH5t477G7Wg3qsx16zPROesr5FQNS8Bq+YB/kxQFLM7HXk7jqwG6+jfmWUl2UxVGzzPluCmSzYIycYWbRiOxI976JGJqNolU0cmq8oIv1GYIaWC0nCjyP4b7jLhzqHLnB/fz+VRu3GeQ6Xgy3A3a+I8F6xEys8paqz07ivayAfFvpT6U/kRrpW+l/kH4daH721RfApFkx+1J6xk1vGIU5LGfQ/UHutt3Hay+y25nKoZ6o1EYSMLnVRFG0wwGcG9dx3qRxkaTfSu/Q+vUxQG/moAcVT+xWHY0le+wHjGzFSVk/SO+kg/S59FPpK0nSrfS99B1ypR+QVZ7F7m6lFxCEPWsyxftHRK4oyB5uhLrr2IcnZ4hRpHQ7ahWJriBNrWmSZddnxzsc3rOYZdjVDuT5gTpiz9XE/fsG5qDZLpPSFOHbpK7FsOmuUxDIxygX68ifLhNMQ3oI5D6OCFY0ivtIjK5j98HPG4Y0AQSOBNBT6Yl0KZ1+Og+w1q/xxgmHdod3ilOCXQQP3PEUB7H3UQT7sfehNb+U/kT6p9JW+htE//dB0K9II1tpLZ1JX8CIzH/5VPpReosHDpG7vEZ1qEDcwp2oAboQ4hown4Or24jW9/zwnjKpjsU9xBtsC+rbX2MNrlvmOv80qsGRm5xotDi0NXhLR+mxZykq6VZ6Lj2RNtJr6Xdw9bfSqXQn/VZ6zXL5zKdTxo8vpM+kU+lK+kGaIM8qOOQG/DJgZL7Vht1MaZHi+yIM1LLEAzxiGYriY7Aee+kV5XcTMhuRWq/jvYkHyvuddMbBAHeAzDtCw9vQkLpAHUFh+3CM6tGD+Gdec6ZCQXyvYdcLWOiSPZ1tYBvo3WxIto7SIY9gKA97+swXdxAajh8744TN9zMP/NfhY6P0fIl25qLuOiSaRdQzrrMnSimj+Z6N39EvfS69QB/3NNCya9cjTluHB57wqPPdH7lgEbA+eXlLbdvw1TIas3UIXO8ZuV5Fq7ZchskqtPtlnCJZB0Wxly4CU90ShjaEj20clZSC6ipQ3BwCKnjdW+lHqZeeSWfSU2kv/Uvp99KtdCF9Iz2TLnG/ey4ys1AvOQ7i1xw/OyuEe/DYFCcMK3KmSwa3Pd0592pnSVlEoFwtD8HLNmbKyCZK6P1yFiJB6ZwqD9zAkYXdk4d3yMLf48nX7FETSmbHbuOgI7na0dNd5QMnivWBS0fYR+enbEe7M+zmvwItWmbj9u+0XDQF1jNtUccxKc0nIFDr99zuHAx+FyxWiwRnFrhXIebIbrgtuMWTrasasJ4tB0D1pE0/1UC+KuLhCxLOFQKdDzGLp4gv9mota+kUqZRhT+7jldEJWIVD1syCOPqObPApMKEP8mPm1i+ka+mKbmpPx2IIUtQKm4kYcSqd0gkoQzkw013XUiedSl9IR+lK+lbqpa+lrygQ/lp6K0l6IjXSBZH4iVRJ1zTPGulMeiJ9A2nvkSunoAnjcJu6CW2Wlk0Rt+4UD/jAMFzUuaRs+V/r8vZLtzcZa+lvDcAp6VaUQdscg86cluC2xlcruLcjdXILZllHk/xIJhjxbSfGngAhLn4I6av1iWOMOvoQPzu5ogy2QVq7NvDK0h3V0wn2AJdR630QGx2T7xUkQRUPsI2TWZInPMb4yBFWaU9O30NdtnjIOlr51lXtiWoj23AbGqC1dEN5YKWLQ1QRq1Y+WsSJpc+GdRmLbvc+crcnEQs6fuxMuuBMtiGqXA9kvZHegM16SsG/z/NalVJHR7EEHc33vA6857A9D479B6DKS+kfSE956kr6UjpfTti6Ee9ZolvS4wznzqEx+mD4i5DU+f4PgaQMvswG5xZUtHk93lAE/+dd2/P9CcrnjocdqB36MGUrNyeqgzIq/yIOtdwsKeXVchgtxRUlOo1V5EDLjD2tVUCbD1HVV0tpZEtVf89RmDPpMAfum4gg9fKVhQrCwrZ3xwG9LXH8wC3tVX+sB0YMrohS8A4Sb4yjjEbWy8yKV+EYPzNf5Eep5FjxLcWPM7bIt5P0JTVATx6u2cUNPFsvnfL8TaQFC/cmCNsB+xshbzzT45pwizNf84kzcXVGb8Bs6gi3/p5G1EhuvGOk9i24t6BBei0V0r+V3kmd9HPpMnjgQ7RYJtDjVQgq54xxJu2l30kfpK+kv88/veNxPuOA3IFToyamH+e25FPpmXQqvY/Sro9DUsyfn8F135IB3F+tI3u4h9zSmJlw1D1DCA2RcRVUyo5pvgLu5CxstwHa7CihJ3JABogdO9vi1TumdgZ09gLU3JFdRhK4J0zeLA/rKnCJ4zJPuifvINiRrmdy+yIc+w0u/YHX+brHeR08VgoeDzD/e3btKl4Du2aFr+e8aqg23/R5GHoTJfIAs+qRmmMcat7GG53LYEfu+ZsT8tJ9ENxz8HgutdILgPEYopmWWbCaqnjiSTZB992SdS2knkga9ueCvzwGwzRQRjYk5D3T7baw7KDM9vEOQcncL3klfSv9XpqkZ6CSM9QRI3vvrD67olFDGWrKimU/ia2ak+EvmTUXALuNlOJ6ySfa3NAhmNmBWcB0y3PtOQ2jizyzYwy9CHrmPJiSPgqwB2reLaAgeyETkdRUvBXRZRyHqyXMbkNuPSGiNCWr0FHcs1wreHjv15U+fRV4Y/ZvLE5somU9hTCuD6KoizK7i0MtFEqho/QjO3hDM/wMDfYxzEAxFXATWfoGUFZINxyWUsEW1ao/FdbuKB6ZrF0Fc1WFomoFmi3QspnwdCOxjW7yifSEvFpGjJwIvWeEn0OIaeZF/IzNO/LzhxhWmgueH6Q3tHALTni4p+9SMI/SSzdQo3fR+KrA57MUcwPZWLF5feC9CSllJb2V/h/S/0VqpR+ktzTEnlIcrljSl/Fq02GZ0BJD1kHqbOKQ/rn7so+z8wqCyyqgzQo0NUovAC+fU9kaNBWA/AnnrENgaA7/GJWCVdmWtqY9eEasiDLPd+5c1+I2Q9iPsaVV5XYnS9YqEvsRS5sjzkm0PW85bKCNs8vGCLUVPzlf6jNA5jr0yXPPz5KGA8G9g7i6RRA68WM9WeEmjqS8x8+3ZLUKZeIxQpXicPwxSqcZMd1gG+8+KjHqT2XJCgcz8jwLaYslMs6fM9a/A1qcAjxcDd8TQi44vM8WdmAJDiBPH+CQjFlDp3cVcoWGG3CH5pblmOX4p9hTCwV9hlzhnoNOfkQq6AGxKY6E7QAFLVHWtHvDiao/Sv+D9N9JN9L/Snou/b+BOvNCvcd6nkpfhluO8RINN5A8rjQCYUZM4Yr3TQ4x5DSClk+58wPgpadJ9jR0Gm852mYLGbbl+1sqoBZe6jaIfXcsTdUaLNxzJ27G1txejTc2bKKWpxD78W9jUqxejlhYaruLpuUEQTot6VYrJZ5Lf0/6RqrxNGvyFGD7kpc+beLsJXGpMojZI1t2L/0o/Y30LTImR5yeK5uCrgkBXTSHK2oKNwJ2cQhTFY3cKd77/E669nvi3LEtlyLBvJtz8ORpyKMERDml2hmivp1/fS1dSE/BdW3sumUMd0H6my1QxNRVUEQGyUMQAKfsRB25XRjrRSCQmVm15KCLeqMlKMx5ckCI22ErJecDvZX+tfR/le6lfy79SvoLDP1r6e9JJ9JBeiO9R9N7Gt2aY9RIHTzQIU45E4jgQH3uEronjezxJc8DKN6F8YqsNV/hBuRsiciGt1deMzCwi4EbQ6dN4N4pFKauC8rg8K2Q8e44UdRE8In9WoP2DVynmFhsA/HeRkewwUTvaftPzCHPvPrPpf9E+gUVgagDu7i9FTH9LI6MV/Aywj+PIai4lhrprfQ70m82F9ycayAjN+iBixg7UxSVI637Y7wAxVB8z53cf1zbWpdRCk6Iwv1njWOcgq+SwNxxOcuvbPqb4JNXwSF7uZtlBDX26yOTb1jNLY/nGtU4rcJosovgcrRc6irNb69jLKYm6puTPErf4SHbID9qDiL7v0l/IT2X/pn0x9JfSX8h3UpfSL+Ufs41v5Aa6bn0S4xekUaMhw8xuzOnyqfRGZrT7O84k8UceI/McKJAFT+8j43r4cZOwS+KZWn4yY5k3oXOIVWcE4CzDITW4tsCnO/i6PYpYmuDH85Och6q9CnyrRvyNcZwjLGhUxZhplTe0pHuINieS7+SvoYYv+Aovy4svMJ025iGr5YGJozKKq57fuv80fE9FSXelkOPKyDMLE35Gjn3e+ndsu/VQYsOUTOLLTYz2kgb1brgYfbMWG1gR075BTeUb/iAmhMJppCAbuP8sVuCaBmAuSRmr4nQA49trs/350U0qnRHfkR2t2bq4siu79nyDl+1Wjrb/cKIN9hlidBnpuZW5LoizrYfpb+T/nvp/yR10v9a+nvSO+lvpc+kl9I/lL5iq+Zi8invLDuGPLNeqt6GZYQqIlpvsJj3UiE9IRGVAc7dAnHvrYYF3IawbPaxsxBp3vOARzi/FRB3WAKzITbIyb8jmVT4mCVyJh0OXMETZBWA0/2wKWCL2eATSJoelDij658A8W74b4P2fb18A+oWxLEGl2XPxhW4Y9Mx2kXusjg8zVTIJe6X7d8T6QXu6um8FYjykhJmbun9K+kV25EgZYykqpBATJ+0d7U+ox4Y460nJhuO7NzTMKma1sUdtPCF9Ixh6GuMad62Z9xuw5NvqLm9qVWwf2YCC7BZUrWp5GiCeS755o5Y6I8zkh9DMF0Qz9wfGwkoR6DgTJZexqfcS/9a+j9Lfyv9Spqk11Ih/UPpF9Ja+hqd2h1Yy4tWUS9Yjz4EbvSXF3AD26w4XKqGVHO/uoi/76Ol6Spx7ipZ/DgngXPmMze44pvQfrhDY3awYF+c0jvMpohaxr7XsWWuri9Csy2yZRkXqZcHFxng9NzPREi6APe6T9GSJ4/Se+mt9AQk6fouS+WSaGUl0zwjdR1z+VuqIR/osYOV3LHUE5b/lXQJY3cXvcML6XPpkuhzAlG0jzHGgUA24bpDKIVaePtBtb6iPbXjINYKiaO3YU3jURQAHjopqF1b8saGFyI5Gk2P5LhFDCsO2M2O/Rj4p7eA/jv2sqMb0dODWcOqHzCvD0yBlnGI6T7EjyMh4z1rOhc2X0svpe+phUrpvfQTVnmQ/oX030ob6X8vXaAouGBL9iGgb9hUsSsn5BlzME4+84Lfo5ubMe1zlmi+7AmttkF6Aq9zEbja4bmgT3DFA1asakPt5F/xhMDA8NoUMGr+ySdBH3gXZhRwLm2kd9KNVErPGfo5AgpEw7kOJrzFG11LdyhGLjEGT+rc0gI5BaEIkqJBj+W8/X10dy7wse0yQY2kgTtOt5k/4oN0R1e8ICueLyV3r6TfhCpzDpqfSV9wMMDs22/C/dpgggZswLAu260D1tKTeCe+16wHXsfhY254rElxu6CbW1qXB0B/y26d8s1EsFxzKEQTR3I19D838RJHCydSnjaxl69AWZb4uHE6hOm4Up3rqAOKhTXOcGAXd7QWLT+u4IEuGeL7AVxdSHfSC0nSlfSdNEp/Lv2XvOLBw9ligrSP9lJLzb8F9Rnt3y0pxyMgvItjJXqS4SxAO8HBCgjhkfh4DOqyYwXmLHeOyOkQFaMiuq+l59JKeiW9ipEX49sq5iUOwcGWJNiCdXYFe4yBeOMLa2ymABSuSK85aHOmr1+D5A+hIj6G5Hh2oXPpGTHohpmQA5ChBou6C+iidMeJHFfYwy2xyQzIBW/xnrHMvfRees0Kr2EWLmMCpCICmj2+Jq/M7N2p9CfSW+ndR0X+x2TjQqwMDGXcMUnj7KsHHskMXoNjOACcR2vUDZIulu+E+rZEhj4v35ehLuij8LBG38SDi0k33O6IxFUojQ8ohG33ffS7CwRfQ6CjmsLMgqF7HLWNLvlOupQuYXo/QCrM1fUb6QfpUvpz6U+hKyfi6x0xa8+4+RGUMYfnKnqPR2JzFfilJDAXVGj3UR+uYwhm3sWZPb4I7OSKyx3UDePsJWlT2OsulGeNdEl8fM2ervFbkRbG2Ls2joQ/RFk7o/H70AxsKAtTXjdFl7Xkfg6hOT9GXe0CJ6voEo/a0jy/RkswFy8mw9owhjLGX7NfOuIwNdZ4CzZuyTdvaUf7yqdxzpEltP7aE7Osq7+VXkg/kW6kv5P+jT4qfA+sdkOL/iSa82xZ/TE1tdE1zelKN77qpVZb/Iq7UmU0qXZRAz/BVo6oma/iOIwxauj0Vbc01vH2wTJgvf284tNr/ukuFHZVqH+K5URFyen7xhE76Tso6wp/uOP2Znz7c+lrtnNNYCqACYZ2ni56Kj0FcYwRSkZ+sg8l05FA27Ji9pMNbFAFP9TgNkV41ISvPgmcVoNs65hxqyhndtINrNLnaBV7lsVNuCGCizUbYgGNPFeoNT9Ep30IAZx7gcXynt0QuoY7ELvcBenoYOS5mSEUsgd+eB96gxYHHjGAkmU/xl21Aa0dxYp4zPt43UHJ8rr0K0Ns27NZ99J1nPPaIyN7xkEi/yqQ1x1ihJ9In1N2ueDv7asOP240m7BpoNGOALNj3FmWSQ1GNhcDl9Jn0h9JXwCtOzy25wrWSykAsJNtA0hbcT9dCMEVE3AFd2ix0YEfPgRXMXG3I3Z8G9zgvfQmCox5R9/Th+ilL6Vf0YlpORPwgC3egqnmHT2XPpNeUMkYAY7c246S0j2zIWJQtoiLmPycl24LRp2W2+SiKIVQmQrcJJgoIGfE/g5VwHOeWhiQcBL75479WpHuKryxooYcQ9+yX3Zi6wj6blwN2IN5poZ1uOfkpC7qnQJT3IHguuC6ZkXAZUScG0CyAdEYi1zwdLdUjANoq6SEPsaoTRE5v45k5p/fEyDMOdekzbl+fiJ9J/0lv+K4MOfwZ9Bju0/lQ/3xEnXkJUOUIuzb7ZMpDKJ+1Klbk3OupDPpc+lr6Oz70FIp9IYKlOugZXLYjyGs7SSo7TbkLH3c/ETMLoKJHaO2NPpqcR43G+Y+2Begmmu46BPpl9LPYFwbsvcHaZA+YA0HGn1PpGfxbosxMJIR7DXETAcTZm6zD1TvvndL5uk44CZp5DJ2xB08o00BNZuAIS3+dkenaiWdkFrLAJz7YKdGXvNRLXNmS9rchPtV/OIYO5vcb8uSljR1TuHAjYbcLU8t90ivcV6EUyYBG1SEn9FYnvfxtfSt9ANUbcul6mVbawgjNHV3v0wnZcR9RdPbduVfXFPKFlASNfbWw7nuCUwb8uIAJGw/GXa9UAs4Hk/gq6wqa+qodSzQAzhaka8K2rsNFYgI4ceYikwnzMLaSzZG3raewVJ+18BluGIRpZ2Jq1VMWilMfBW4sQGXvufZz9APP8UxCqJ7CXm2Jwx1oQJfMauwjeHBkjtcRa/yuJQlu+nn7uWaInAL4q34YTdRhnDLIkqYCref8FUTWkeeuoCquYmBlZM4bM2SGCPANpw2iYaamzf5tOV3Daen2Mci3LsOyZqhexliAPNwfSAjt4tWQSPPJvcZY/obWrUrwPltrEYZ8XGESSpYKJuio6Ew+zFiR7HMKEWkh3J5Ksg7bmYn/YhPWQJZort8C66JHFMv1NLiFjOX+nbN2TpC70iS+a8Wl3kOsI9TFIpY5Sl+uA5HVUTr8VE+zPBmEbyDwgSZNHDzYyyuwXPKx8vI4VZvvg928Qp0faB4nomQ10D0HhWRPadBblo8IlHc4jLeW8Pl7klffRRpq4C47nO6pvU6uAhsKfYqLtth8S4iOmR3XuQqGBorK16T3FYYzR7XvQp1UYWversdNTb0VNy0U8TK+Rf3SBrWkam6SBtTcA0JuxrWwQKbrOQvpWdQuIeoqiay9xhGktikiIc6Enf2cWa1Ir47Mho9mUPpqAJyVOMDHe+d9IZyUjzdDph2gCVesa2afTWf/x7WpA5fst0cQs24QqVZBQk+oXc7QIX/GA5Z4lcTv1uAJw/R6jiSkwcS+ypwr4F6QZFwYEE3jNV/wfO7hOjgUUxlHyAbj8Q20xvzzbvt+aO0D7M74N4vY88srDvSWH5CQZvr5hK9YSk2wO8Vn3KPM5foXVoI7SqEZUd6ACV7VAdqtYuWeNqefbwJHfKexfT4xD2Rd89GzKsxQ+7rADJFvDjXtbFZXCF9qzjUogjK4zQyahFiOOu0HF86YFRHiJzV43tcpSMTnMLNlASvDecPNxGXLZUzyz3rw5tHyMU17Q3jhAokP0UNZf8sgoK1D29p+dxzpv4dL3ef6MJ0mGgvfUBZUHDzg7RV/fGGOjqKji5VgNKMPe6UTDHa0i6Da0ejb6Ciuw/2dV6sBiyuACRTYJ6SxzZ8d3ZaxaGSU4hsOpqQx5BrlsRFh7oB66yCRStiWLGnPrxiiLxcHtRoqvzI1dY8ywbOvY4zpk0bGu+dcNT9KV3fKdhgYxz3b8/IVE8h2+rAJh7Idvibluh3DEWnsZJ/t4fQtgrF5MoYkGS+WwtLB2qiLuqrY8wDbeI+PZiiqPQmuL1N1AhTjJsdgBumlM1oJgqbgtaybHtDKZ5oTrG2Tu8KiqgJ7FoHxCuW6VeRKvNOkq8qsTEHo6P0miMj5j6tVWgHrnCkV+JStP1Y6NafGt9lRAjLca2zLyNsGzVZiVLGNFNSsiuaXcew1wIc5XE+L3QZD9/H2ZOueP1ZQwRIBfebOgHhk2Xc/xiPOYSsx1qFMiDQnfQGgfgaiuVBi8gcuECP5yQTawON5RQqljW8fBVt+vsgw4oQCV2FrHoWD26hCg15huB4V0t39Y+VAUYUk4NunNg/xY05P9cEewUgqvH2dfAOhvfNcs2TQRiiOqiXtj7FcSqe6vyDdE6SPQ05w1qCAt8zEHjg4f4qw3TtluUyyD72VfcXq/hJw/syfrJf0lc7svqGGucQZMd9vJ5vxEQH1R9zxZrMYPp3iJjq5BOs1KcltgnaSz0IPyeK99xKukGLHRwxPhuBu1V9HCBeAOR66h/FFvbhoik09/bXy8RS46julVUs+ooTAAeEDXdsiTN8Sa5we9aA5zS4inJJKmZ93gMuNuyH55IPYCGjLMWE1J6QfEJ8sYmY7dsR2lJ7aJRR8Ild7OwIXijDqdzHH3lYU00dLEMTVZINLqPAkdMPvE3JI67B22X0Ks2WKfwhOwKpqRgDgIwRcB3Z7U7uA5l1811l96iJFVBQqokLHHOtzbZju2FbBP3pD22XtMUqsIl9PvFsVNT1xyhbL7fcXroPdZ5bQLY537TXbiCD3zBEfiX9yCuYDwwNmdAalkFhDH9uqF7W6MUsDXdWn9ORo69we3HNPQTYPjwtt9yBydtgak74v/n6Mba/o6iu42xEjxx0oaT3CNUQSgyjiex7tdIZR6tMcDOOIB2t6blo3KJxKcIOapbxHjtoI5XZOg+szMAqjfHapT5u1X5+hBdYUQu4lDAZeaB8Nbk1hgp/imRQAlDfg3XreDu4oqTqomFTx98nWBhjrtDjlnWwcca3TWCcIjZF4erVMp1WAQYfSACqGF6twsNzqf3lDsUYEKah6eiLj/HIfbyD92SuVxWf7S7fGGDDpaOWycFd7JTFjnQ+BpqQ19KeyeYh7uZBgPQjmUU84dj4LftRx2jFNnT5FY/thRuA3wOOZ7Pz90WkZTONfciqbCvJGNvm2pjacQQdQsSTmG1Ydp4MEV2o9NCzx4DcW8L2mse/Y9B87lK8JFS7q+E+UEZ6Z90jMaiIg06GwC/TUuJ7iBziP0PMlx4iA4woE+pw5haBqmvCNuLjGDev5SSzMaS4t2345xT7OIXUzL9YBjdexA6amyiXFzct5HtYRb0whIX7y0/kPRXreYy03MRGWL2jEF0rKtAJLjA7YVvpfPbVgiDURZNwjLhSxUM+qKHNJbjCyVDkYmbCkVyNdEtEXsRSOhifIKZdxSjpSLI6jY6C8+FpKArugtU4LtGRn66MQT9v2CF6a8USOFgC1QTyqWJ4YgiXdjwaY+fMXrZ87pr27z3HIGdNZZLD3Il4d842RiMeQMTsoAxRiZUhUTBGtaEI8L8K6KtI3dnPbLn+ihgxgcVMdow8YHKTKz6oCKvNgjAbE+vI/BkQi+UqbeKsHz+jgptNZ3NizJUZl5fN0mBPCTAtV3gK85iWIXuMfy2Xj6+I42aSTZ5PGHkHkkKlX3+6XM3ReA8amwMZMslhO6S7pvmVTMYUxVvJ/U3xZwgq39FuQqp2iq/eL2nPLfhQkcrcyLUSwDXSgZ1oA6jkDVsIZpDv1qiBukN+jaEbzFhokZRJFk4jHt48yk5tEFde2y5OZpH0ItoGcz58C6PzJF5O6Vpxiqg3LPUGhr495DnsxSeevIQZ3sR+OUvU3EYXiz8uHcMLm63sKrCuuD2Lbz09sg4F9YAsbJZ5fbYsvtIHpuUO2hsVvpr+U4OnnF2d+jwqMMVCuVNoan2M3x3DnodIti7ZylBiirpmQ6tpF+uWlPjJJxVX/emw3zr4QxMJQ9xHw+SkN6+KkbQe2efEswkrcUtzjArBl/XI2IYnTD83onhLqL6lgXFHw+OWM3VaorUL7Cbaniao+tBsbKDj5tz4jjh6ChjupR8ZPTmwDo4aE8s1xlFGDp9a5tKG7pHwhD5InRUvAREudA/Q3Uqv49i6FUdYvJIkveQVuBdxiFEVFGDJXhgyNHHOU8Gu3cZYyRiTLmaPioh3R5pMzoRN7LgfPPGFQ5Lb0Qfys5Weosk/ckCX2WZLL1dBVYj/Tf9JenIdpLRj6xSAwj+5pQVdMylhwz5ExeRI0cRkfBYU1RKGDJG9BzBwEbhjVoldYT/tsoKoP3Xa64f81bwEx4joVRyB4Uq1i4rc2TyL70zLXaCCaWnHIq4biuQPjFGHZPk+hf0NgYsSfjyAUonfzKrX3OE+DLFijfy/B0rEwxL2FOGZyfVPEWuKCA3ezmzrVcucc7pcgYFRL1M4N8CZitr1mi0b0PTNbVgvgiJBrWI76sAjQ1BEGaYVHZFpOZ3rbFlEKV4ET5mNnyH+pozmyrA0mPzKvJpQZfhDv5Ww/0Gu03/k+v6xPizH9JUhsa1Lke4UlJWbgrbJPtbnAQBOGshke16wWtqYPlW/9UIg7h60RwRsFmMENieccrkiaalD+I/x7bQ00/nZ+hhk28fZK5bOj8TglusPPOcx8G0m7SG+Hx9Fh2wOWVPRE5UOAA1ryu7xlpGyOTlhRVn7INaY2Tsso9gU3HUWGiPxfg9sGZBJrOOMQlOIE2rkKnzPnd4prMRmWkfQMbk1wbHXS9MpIu4oHryLGFqEPyiqa7fQ1jEx4zmVIexkjJVRtAmmsLcHNOcQ/5p4e3xUjBSPtuMBnTkG5zJGidTHgzsWp+NVMfSSndgh7qEMY8taN0mpKRTUbib5I+LT60+AQRH/hhDlu6gwsFSs17QMXY4cfXzkEP87xX3X4T9N9Jfmjzhgsnf46hbbEqBox7DoIXzAm31PPux5nCpAxBSrVhLyPdljedNEC8qTyi68p8B4ZUR9G1b6oVNQGdmsD9PpOF/zejkNUwVFV0uXUWKcRRPIGNtCWYt4EmWMjywpSwbT4zVPZ/t7gJ7sqw+ApSN7gouSRzC99zjDpCElc5MRtvhDpOsYP6Al2e7/TaolHdW/Iu7W/FCuQxtzpI7y9VLAk7BxiBUuI24W4ZBt+Pm43JFpGUdgYerFRlbhV92Sle1DOV0tA4yjRR/GOsTTesnG+EU7yUTFaOmcRyXu8NWS7FTGAFGHc/bxhD1vbRnBrjvMrgqMYTjg1v8+PKcOerkLRZhtVOFjzidlbJjDWR+rlOk9CUkzGUcQZsP7I6xu6xDl19TnPTqKaplwDqDiU2bEHEkVLEMRmKKkMjzGHhVhrFPYUxU+U4QVlnFlxZpMkQDGYLPLuNoDM7U3mmmrlvv1GFsWy7/MikxxnXK58iVwyZxcbm4VQ5fumU/QY6l/cPNyfHRL1SNPsSDnQWMlg1RGje7jLuCrDsme8DgG6+BrKdbX9zT/vduSeRxrtbz1vMUyChtFkWDsMd/M98E8r4HoDV46AavmtV49SnFdSIvESmVgLkK04EMGGrZkvp8b6VvpGtP39k/LZXkAeI7IMLbRt8wiwmcCH5DRd8QI0Uq9JhitaH4cORnoQSgcQxw6Ma7hhrl5+4nWdMKBEtmAD/4blzmwjKXObJbOYBSWRmIqXiFlS01CJvNyGfgUl8rcZZog/yl/q3jkmekqWoaDGnvr4gq2yRUxdBNrUsVR/bbbByHj8a0q3G8I6GGbH8KcLJY6+fQalPrjQzpdpGjjAcc9xmPYS48RNY/QobtHgWQMa05soAha90wevOV96lfSVeDzNbeUZ//00SqswlYU91lEAZNBa6SH4a6pA8oQfnuQvuXwtCIoE9t0Gb9eROS6Imav6ZWVeOYNvnpkvGFPdTewGh94oeuBQ9v2YHsfc3WMyLjheed4dM1UymW8qmv61K/79IboPctYR/WeaoGKh5oiDvp5nWCHYDKL+EQTjWVkvCJCQB8JeQot1wMmMjUGdqdUBRdLA0uO4A+SF86rNTtoKOSFGiOkurC0YvEBO/iAwnxg807aycClrMjmtwIitZ+gTf0pJ1RLZJjLqgi3makVRI6/9xkLGYOnuEhefMJR30mvOab5Gtt1kWAuoSPquCfhJsGw3DN/mSL3NqTrthwtqwA2JlFG2KYfOb9zDDKzCBN0bHKZuue0+JGPG0kvh8DbY6zYCme+D6Bb0n/bc5hrT7fpHPMd4pHnRVgRAm6lcXk8hXehRYQ8Qi9bKe2mwBhRe4zKJbdYLItBtUnKtKh07GxcdxFh84cfGM8U2GSKn0zUWiz/aBlEHvOgBb+eDULX6ma/V2jjqnD1MmJKGT3txwxW3lIVrp4TC+a6PXLg2cDi42LWn3LCDpLmhrXrEffNdeOp9B4suomHVGTIQ2BUl447zmsz2+Hm0hxd5kbF/1d6w6G7v4+0kGMWs4ffLwuPcRlubD0Ok1NwyFPs3wjOP9DWs3i4osF4LzXSjzEcVxM7upA9ulafTX8eVpxntb9k0n9F2pywS/Nnq3gN9o4DqQ+0nU/QqHS0T2ukToa+FiHNYxg7Pq6XfpCuOdrCBPsBtcltTOdnj2SCa7yJFNHisavAUxOj5LfAxQtJAPU2xq0afnJDM/wQsXUKf+hDgZQRoYSzsFi1onCwDXSYYl68J5s5yJYRv6rIdSNw/WQZMuzq7vEcYgB4DYzqwhfqONeu4uMaVB9i6VbSdSjniji34MDhyZWp2BFg5gNKsuPfL5O497JiG0wUO0Q9qPXtJLlk6VG/k0pOaSo45eiatfD6OvAnUH9QSyffW5Ks2mWDpA+O3o1ZByzPndsn3/M2qvoPcZgjnjMTDPfSe+BrwfGrH3jB8UvOixDF502cALoH9Iq4torqpYAMT1bGa56ccL3sc95wY89CSeKBtZV0CbzsA5HWWGG1zHXdkuVWNAjmWL9BcCag1nuUD2lCRaQXA+lsljzIP/5KOneI5KbIac7VmWYfgGrnZ+/pOTGiY5UUydzOkiqoRJpZxk+4vY9QrNije57Oxz6UsZhlnARieeyd6k9ONefP+aedATI72yaMkWo05dkEU/iqV9A34e6CjcmypHmA7pRztw6RqL2LJd7ymCifl+Ms9FxG//6+iOhV8gjuHh9ppe4DzMy/Naf6IUrZBPNj7EpHlLkPy56ZrR+IQV8EaNzjJO4WVvEOkTo4m5y/s801S1rLtGEbE39tnCUwIBTbcpFVbK6rozpo4TZWvovddEM713bgjLUNmrBbFqQEkdlJymVl6wdJeysjSdi1LIwpY68f+KTCTpJnTh8bI+IMZOwacFREVsjm0IOWpC+V4sc6jHZPxC+WN9YQiJ38k8+zLqr4GDhq9Y9EJC3Z5oitJ9+Q9KMTi/0hVSO2J1+qCPcwJThTJicRPi2ptz8XEbS8alkDKwqSLnbRe2M9Z7usGTbc/y7oOBEFBXTppb+V3nKaZr9MBa66nZY7WPE5sT8hVH8rTbxSdSU9pRa9A7y1dFDvQ2prya6ACW4A+mh874vhjCfUTkmqR07W/4V0HjXnFfM91u5suCtDhmJJ3dmCjV/cbDtwmNP855ph/U28dy9dK2ta77gPuEg58YNOm0GHC5xsk6QNlI+y7oMMaV99D6NTSWcxZpAk7RR28qAnomWfyWuV0j0BjE+Cfn+wGgncmo9hrv50QIax3AoXGtg507zWarfLKFWH1LMItzfEPS6bYxPZdUVieUoktqy0p/T16lsCmgHMQXeMKDiw2XXgW8PFmv9WoXAYqA/roCgnLjVKv5F+LX0ZijwTS2kNHRnpQ+zBrGH4M+kl06dnhKe5TL2RXpGXZtd6hwhkoPotCLcOrEVM2AgTN2oow7YUteUraSP9hLOaJo6VukdY0nCm8XWUNkM8eHK5WjpPFY49cGbycfkCRYUjZbybIiNZvushrTLMyb7hTGXLzqZaudz3Ypke7bp9VKp1pJ8VTbIsVhUfWgT/ouWaeEcs6E1CcYj4O7C5VWzZuKwr69lXfWee0LVL+CHtb6mISDY8yycvqzfSvprF1bBssbrg7tHfWSifQbTAH5yok4M17u+xuSIomeSfWz56H2xnQUo5wd8cGjbSjfR7kO0QGGl69N+ZVHsrSXoZEu2N9JxOXR2vsTjhrLD5U9ZA8T5mU0u03c2jRGqzc647hr06oveBeN9IjfSn0gl1xwgb747/nJCdEj2Jlu2WMnzMsXuFasqDHCOXNRv3wLgf0KGZrBSerGhdugHhY9CypHyMhx/Uq1PkMVd5BZm/jb50QwmT6SHBeTYg/ZWKtJLrTFxzJCxWpL2k8YewpViB+tNH1kRxo4Ip1mWMqDYFBitjJzIHOmqWy5XN0DIsMZXL6/qRFQ7LoKW4vsJcXIgPy2CheAnIMe65o1F5DEhTx3Hytr9WupN+S67LMDThCfe8G+5GeitdS894o/kqwuqWCKJYxhVn257HSyWLgADzA3o0RBH7Uyw+kswPGMEhRBFihGiL56zw3g0HTdwSJsqAVyaZHSPsnEWswPxQW6qGE86Y7+B1u2jIN3haRpmOxHiMjGQNY7lc/OSTnFG6gFdlOGe6vcIwEtA+6FOamDDPaqb6QZ2cjppdz4kSb7bzVTT8qsjh/sUxfM2fMnz8+/ojW+Cw5yVIK7RgpWB9TdbVLFC/FDFX8VSKmNcvMZWhy7D0MZepY6SFIgRAjrJahnaHD/HAhl6Ol3VYYRehOq9TsUNHLOxW+psYsPI2227cF72R3lOEV5wwWlMSr0g++dRTNMPeSzccPG+YfYiAkgbXLiOpI3rLZV19zGv4QTrntNQjxLKP6jqTLpaZ0ENzRRRECo+1kXUx/zBJO+q9Cg8cI7oZKCYytNuU6L1apBpjWKY3uo4zdDJ69mHi0yP/TNdVOKFgcQ5hYOaE8+fTpafldfyMNfi24+THOVHfsuw+bGlYvhPMtEvxMDDVn/hDRWLJeQuFNYuQ2cA9vAoWZI7Qh5CPpb9NbPaebNDEMGdBR0sxFXmI8tLKKvGKui622cFswrYcBds4g6fARh2qjxECG96qWElvIndVdCOvpN9K/1S6l7Ycz98FbneC/cB7/s4x1iPpy4GgxA8HrLakxe3TOcpwqirUEbm2Dj0WVE7xop35qd+Q2S6pk33MdEm8nwPftzRdLqVz6X28PLJebqtPXSpj/VNYO7c61gBUb4THbpwkRKE70rr3GObcNXnCFrgRMvLiktmfn0lPeOfq/CuueI0qy3ADu1kbrthxh23gu2F5kHdP5H3Q+H3QCqnoRTeRmTt8xHxvTYh8tQxk1vw8oU2t1O5nyZH+nZWbH9XMwW0c+uwv4/KKC+7DQwpqsw06hIE+qtlOU4LjkrLKqOYw6ThSRrslA62Pd3KaanCDmqBwH+dcetzP8KbhAMH30b0owkMy/b5Hk3AZ3XYtAbziJhUZYG7tngRQv8NWXL0rmka3kZSMC6aQpxU88ppTb7acs7GjhXNY1mzuiLScM+j/nQLr6tHjeL9cyHnHHaFWQR+ObJ/LuQlDN6bz9mVKrGPcfAh20MapCGHpUZlsS2rRHhtIiGsca/a0WHYissVaLf9YSS4+xUxktUzL6TLGa8Pyf2Hg60VP30GrjmhXR5Vis5t9dcdZpl0cjzZwT17ZgZ/JC7b88TWz6VSCPboI5A9QbhnL5+f/fNnaslU5dpao87bRl/+Al+6pOf0RVZArP0q/w2eOARlsKLNA8q00SqfSM0CUbcier3iWPq6jOORtCHRqGxoiYZqNS3g8kHPGOJ+95XUvK1oFIy2Z05BPjVD6LcltE+dXjHhIVphehCIShSvtYQnZqkhKxbJD69Mek2c60ILuwsdcL1RhbEN4l8OiXc4rn18Jhm1jiYedbBIHKbQ03XJn01er8JQ2HvbBzTg1TpGlsjZ037RX/SliZSLyElTBbbiEc8k7LPUxpnx7nseMXxcXHOPW7T8t/bcVhMQudjQbquNylZ1F5zh6GWc6T/G7fdjNqfQU6nWS9tIbduKwrM8tqWkBvd9yCtF+yd2b/b7nvcmXvF5FBOY69iArqDEgfRnGOlJmT+TtjvwvjN4py4Hf7+D4IL2S9tKl9BVdoibo9JFHK/lFH0C3xiebpVO5aTSFe/gp/Gg2pyHSSxFgbYgHHCIQ5I2Z0cj5hAeCoQPxfQrLTHjoKcgcjrdvz8+7Z5ssdLF83x6YIGgiPiZU9G2XYTnOkH7kBy5qirGIQGCwfYxfP873OEVEcQTtQwZwDF+tAjqW0gVOMkVuEb+15oGPoR9I/ta3XvHmD58k6szmxOWw6rxRxGr6bM5meWzaSAEwkKVPUcBZG3QPMnS54rM2XQXMe/BGeif9JJbLqzfEW3meETUSSyeJZUzex/lgqYJUGGUdR+kpxtCnyGYTrNtclXyQ3kg/SivpS+k5lbOHcsuIpAM3fwOmaEE3TfTS/YBVxNAyzMbB1HY5hh+Kp1ix44bNE/GlZZssJssmgvei4++7QHDT8ptpWUBlOs0t65bKlvz1IRBTIvAiNq6LLcsbUNzDEL/oXOg/CjWYP7GMeFF9JEHqT6V2hX7dGSlnI/1hppsFizjGjM6I9TdL5bSZjAJr24APFcfn2fKKWGunnez6dOGHZUSpHp7G51BnTpg/Ysd8QoVi6R66win0wErNH3SDYu6t9HfSN1Swhq8Gz3O+fYEmKUNpmkte3x3/EvcwUPRRLwlMRAN9JBoeeYoP0lXICWf58deg8Ylm7x6s645CiZ/fRNSrg6t8gGtWkRKHR4/5wF172MRrqYjZgzG8yH0dgS+SUJjiUkNs9xg1fBLUwqqHpXuMj+y5DrhnlsT11wGomM8o1jaT5LRkrfpw+GEJfB6QLL5t80TT0s+JC/Wnm04rMSGRHSqnbAvoH0CdKdBsu4xSzhtznFs/OjT0wG4ZWjex7l2sV8azKQJ8to5WgQ+LeIoenvaG7akpCz/EISNZEZgnn2/7e+nfSf8LxkS8MsfwqxIS1aVdEXheETXMTJjlNh9bIjA+xMvX7d57OkAVjnon3cAYzXd1Jn0t/UR6ygYZ9vuUCfPwvnLH1qxYnzHGOYze/a4Hv7Uk9f3FMsl0PIVz1JbPTWqjC0cy/kpXnJamXAar3ATWS6JUS8d48JUWkhnLKSQjvn3V39Tx1AmYy6UiwJTSFB9nkkkRDcsAYlUQ5pM02Ff9y0+JK0c2+Bh4OiOZQUiqGsooFxVpzcJO34QPyFfAfQMPJ1jFChrc+wTQbhl+5mxTQ4/54SvpA7jCnLBDjJXM+ygLvc0lmK2ll/MbaUf3pVwagS11AxrvI+3bBIWBlmGRE1V6R9m846TC24B/B/7M3v5BOvJjd3EzW+kb6Veoi99Jl9KLaI341M8izlgXz7uJom7k8Uvu0K+fcSpwzZyMd0a6HRGtYOu9ZVUUikNEN9eWxdJIbO6mWCvqF6N6u2hSTemHBm5JIJexj8Z05ZIoVUTzaumujz0w46Ai/5WYt6XLzr2+uKEHoaH+VF72oYQ2jDbC7DDWe/73SG2jOP74VDqTGs4fvKWh1IG19jFjVQcPPDJImURZPqeTeUX9VnLO7TFgpNd0jOhekLrHqJGO6N0OETictXou0kOiDtKZdC/9Wvqd9Iwi+ZaiYr7sBchtirKqD0WBzdGHG/ZxdPDI8u6kd9Jb3q57zQ98gL9tOdL2ltNt/Owr6RfSz3kX+wzOT6Qb6RSMcypJeiudS0/ZdDvGrMS4RgrXLk3fe3rHc3V8Y2iahI0r5CKmPUfOD1kBqs2mttKFtKOhskGONwEHqkjCromOqA4KoKxnCSxvHOO0YcWvD/S0FeCxZCM+hCbEpMNpNGwdZY64iR3V37SB9ar4X2fKFELn3/cfpWP1J9Jl/rwT3m+74nBn6+Aytrl9NEW+LaENPUYwSRuccB648zTmhtfvrsIbCx7YmGEf8bWMn6ljiY8xV+DrFMudKJfxbwpAUsTStIHenVfraCGspd9L/0H6Myx4i9dtpCeIGWoILU9CNUsSoqeAnJfxyIDOPbj3WvqRCZh7Jld2JM8zSOZL6QZOSLxV5Kn0tfRcKuJwpj54gQrodA2YGgNlbPHGI3vRYt/OP/0y0TkDj5ET1jxmywaNjGdswg9LqLsmLMrdpoHfVVCbZhYsccmmYNZl+zj4Kjk8ccHUQhijOW/3lBu2lh6s1BMxnagOUUuajU9wYaXKtMwrSQP1sYY5ZPZRC5HxbEPHvCKmTmH6BVtoNygi0rg1ug4WsYbOmfnJJ/xWy48ZSmk5qzkSC6tgI1OC/4Bv6GKhJxowCm1TFZ45Ep6TNZnPSTgyme2uVxFh+FT6VvqX0n8tPQ2YUEln0kQxLK6wI8C7sWTIt0Nhs6Ir68L+VnorvWbR5vR1Lb2T7qUL6XPpS6mTzqVX9IdX0jPpS+lL3qp+Q4+nZuN6bnWFbKOXPidqzJHxXDolZBxwPBcFBfVYFdWjK50y7Kzi6U7gEaYllVBGnV8Q3bR8x+cY2qYyqqSEWl1YvyvV5G+LSGguL6to5IgLCityoVcFN2G6u6Skf0BTH6hiKmBjGy+UmFhSE6VJ4z8A2AYyrHz96cxlASkPrJoP17NA1OTk9KjsdnIrIEXuOQqgiRMP3C3suW8fFzRwWwWPfR+OZKBeLwuJJnqACvr7gYgia/1pWdOX0TlcMSx+CCbDSHh+jcVvpX8j/bX0X8SZJoY0P0pCbOSsMpIefbzoHFmuGGQZcLYRGmYuIk6ItSW+NyfwL6Qv6MrMDvZCupSeS8+lZ1KBLHnHc3njGnivgrHVm1jhCUlZv2z5ZsGWQyTZ+nYO8T/1bG5LCt0ClwoS+y7c0uVr6ocMcRWqjzpqGUVRcwhOpAndmIc9jRH8UCUUjjn2go9oIMxfYfATLOM6GMFiKWyaf8VlWgtOsXn7y0SxQ5JXrKf6GD76c60fWSMj1TuYm9uIWPP/tnGMzREScoTeuMKyP0jvw9PmRb+T3kdJcE3pZfFHx4thGsrIYyxfF9V8HTKMDI12xaQfisif/oEHvTgbSh3ReoxQOqJrPZHOpd9I/0L6x9KF9I7NqwioPdhV0gXP/q30DgbrSnopfc6Izx3JZ+6BWX/7ufRcOkrfSYP0mXQh/SZ6j3fS76VK+qn0M16dOCeuO+lH6QOAs8QlfNZMx0VmvH0SfYt1wNEJp1JAku6RzbmIGOMXu7Ao9xJdkFfLxqYViCvOdrUEaiaNryL7rZEHPqh39vQgqnjwKfJ8FTbg/NlwM30IlYpQRDbSPQ2nDEndcpVMLLn/PEFzuhyde/v3UfoOgBdhdZ5G6Ljb1RwBvmcX7zGvaL9+3AAnmQ31TxkfMK/pXnpHOTT77YCOb16Ft9LvaBKM0g+s/izs3kqd9JadsElZeCWWIKOgXbeM/OlMmCcGmlvWEg44vroN7UZrHRKIIk45PAMG/156wed6tH02oDsoK7Nr4hymb6XfwAz9SvpH0i8IpRsOoGulD9Kl9BOm2Cyo/kvpR44g7aSX0hfSS+kFjlGTnG+kO86v6kk4WyLvHbjuAIsz4aingZtsT6Y9TIaVy9RU8lu2uWxlTdBjFTGlojZ26FmjxTfVZwKiXKKqkjDdAgTOyHX21TLohibc1Yh3xNQV7KP5TptEDyk1hK/2SzD4oL/qkFQE2TbGQtlunTYeaFQ8BmMaSKo/FkU1MLWIF5m71pq1JrN07gNW6MnDeVFuqS0LcsUYitCj9L00SM8JQr/nBM0nwL+5taBlEeulTJ2X22sJlh601IZA7+5nZr3qJS6XPNDs3lsCkLWdHsWcA/bvpP9R+gWo0izlTJiNhPM9z3givaB3cir9D9JfSP9Beir9I9iBF9Jaei6dSm9okM7cxswz+XFu0Vr9Sqrwrms2Zc82mZAcl/hqoD1bgPk3RMbn0hN0EVPICc21PGhUjrERJr27YLkbzlW023vE1APPfq4kF4co7XZR3eyka0YOCq7vE6psHrbn7Ntnf7GI+OKuprnuY/ikpTJVEMtFDKi49eIq/YFnGrjdcTXrk/zU7msYsFQQVJr7q+95G2JPdXrg6gdS3CES0R7v72K3xni9grdkgjOY3fW9dAtOrqS3PN4GA7JrHcGTQyiQHRHdTS2WvlqFARWh2DLA9tplO9d2NrA9HURrArORDDA/0cwq/bX0JirSEV89A5J49GxWID+RvpS+ln4pfS5tpL+S/r30T6SXkQHOqPwtlN+woxfSP5DE1Ty8ehen4/XUIEdI1yqe/cCS2lh7rGfe1ifc//1SD1NGjMsepouIIto21iEqiKI6xCce7u0CSZXRXziNpveIBTcQbw3nzricvg3nn/32NHD+kbbwfineELxMxX4p4oU7HSa9W/RqZumO/BmJLKadh0fG1mEPx8gNPX9j2sVoYuRTemmvSucx0mUqr8KLaoiTnoA9YhAFkaaIHOVsJoygRAozB/sPnH974JHWoSav4wWVxrQKSY09sIznPMR+XCMeuCd1GI85ppq6dJI5xvUnIlnFCZQ1RbgZy1a6kq6ln0l/sixy7kAWDXMtz6SLaFbNv/5M+oW0kf6a3/1NRNMuVFBH6TXzjbX0jfRz9L2mr285/fweSumDVEhn0lM2yJOl88mjLZj5rTRILxgP+mPpM8iF37GAPkVt4OkyGhZxlm/Br7wLhLLGnKagIXfSW16ru4aAmSID70kb7/DAPtzM2M1oeeQT75CI3MTrvK6kH6RXFM81teg+ws1augj+70CMmzBOD+5taKS73L2VXktvpFfSG+ltDDb3EKU7OBr3qAq8+iY6wEk41Z9eG19/rFGL8JYHnR93qxQIU8s624HWvzJiGSZ1P0g3JI2JGGZl4ipuMdN1JsMiaqSbYPAdNaZlGJsC7TiTuK6YImQmgVnEPbjVVkcbbd7pC+la+ivpnzAnOa/sNt4oPTCJ6vilmDZ+Kf1E+lfSvfRvpO+lv5T+M+mltJZupB8xi1nJ4NXQsitwDNR3/6l1/vEn++XuTCQrEdHmOPVaOgLgp4hiu3h78h2V6irQjVe1hNMqcZ47tAGnoPQ+at0DFWxN7q1jiXqGiuweBRDvOvLziL/dYWxbLOEdL7x2A/aKt3KtAUFNHG9/FwnNLJFd0X1mo7l5F76XRuk97bo5Vt7GWRZNvMd9oJCpQmK0J2mZ+DDHVvHsg7RR/ZEMsPudxDaMYcR9mHt+3S6JLzc/7cbtEgwUpIstQfSAImcKzzf08v51YazpnFP0LQ39M3CUS29XPK+90T7sZy9JWWOE+RZznGvX76X/p/SfS38SZ1yspSeI/g7SZcSXiU8c6c69lP5c+l66h+X/dRxoOLdbntNlsawilXq3TJ9aYmHFnxeqYCWreB/chInMFvNBqpD47wJA+RcPZFGbnQWnLoknGntjgM8VuKmOg+fdLbd6fA+u8cEGR95h3/Ipm/DzQxjGFDTkALi7ZqTefIT1GBNKklUQ3fUy+leAhcdEiWhk7HgRyTok8R4G9q9kSe+TDDryzbxlX0RqqSDYKsryUSpV60MUIWXUbEPcWRHfPDD37IWkL5kie49pGtLcR1G6Yxvul/n8/++XndkdLXeuHzjqg/6Nrcop9AEj5dWYoo3hvn8VdeAk/ZX0F9Kf8SwHAOFFSBofM14djPrMPL2Ez3wvCa9og7rcEzvOSRGWdv1AerSFddjKhtUwVdvSGaqXzc/5xi6o8XZQIApVc/3phWUfFTJjhAxbqle45Bdnjuo5Pzn36hQ0+wlONfF0xocuJlMF4f6Q1b9FlBgV3jvwzt4ppBSrJf07BoZaMTR2jEqwIO748J0phF9FdB/9yKZ1Gm5mFz2/CWDVh+lWNMBNxNiAXfdO80xctrMfFHXlI0PPAOOg6yc3KPIatShpe6rTQrqJStIaFBv0uHRa60uGSPWpC1OwZ497p9luLZbXL+KGi/gxRcDqSQVTVMUVWfQH6f8u/VfS17jrRGo9xFBLbkDJETAVFnALvXyBesSoyZ3kithfYByztPAYJyeIm7zDLotlsm3Iq4pB0JEnXcNDzkt9zc14KQqs0yquJJlp2X9cwzWpb16ozyKFupfmsNjHCXIF97Aisrvh9IDCNUYt2CC3Z1qQ19NweFOYx7g3D1fNefsZUoI7kooXbRvHZax59tsY9rBAdYSom4jsI/fWEegtOTQgncJCbI2RNWv9KjKGk9KDQrGMAOYrTjhSsUykxRKUNhCh84qfSW+lb1FBGFGMywT4IMH2EYeMqcwTZmt+iNtLHKJlfywL7/ybMn4rU66f0Qdn3rIm/1b6Vxz8azt2BvNDOZxNy3rSTH3JE1WI8gxABHos431Hnpg9YHOKikB8opt7BZ22LJN8RkyKcmYy44ZenecuxohcY9ywezBVXGGMCrBgr9fSN3H23UjGLiCoS+lK2qNJvpKu6CCU5DfnSYfaFuttIlgM4cnHZTYeYyTI45bzXs9alw2ClhkJXixVIltIbLGkXQSOkkB5BOAYhB8oCqowldkM1sHVKRof208sY60/iWRVht0/ho4Kw/V/m2WmMjJZRbv8lmh6BEhcEy/9oW4kjH/ofhxvVvAfDRXXDaf7PegfaHnnxfKf9OiHx/ivY5BvYxudjzWikfmHr6T/Vvr70i+WcxgbnquK98RYK7eKNtIW9LUHOXvnLMq9I5/fBYZcS2/i5dQDBnrJkXkT91Dzp2e/usiWjhd9+KTr9iOJztVvGcvrwjVb3DX8jfCiHrXDc843n5d9h41ZtPyewLGWbqUfpX9Lp1Sx0UX0MwvuuQuO1+Vow5yAU2IZIeaOXkvFJMlzgvIE/T5K5zTJFfN3BevmUFUFFHf0aXjSPT9pSJI4LvkX+131ydFqvVyi9sMSrblAdeWTbuxSx7VKyzKNtHwqhirGaN6+kd4s854ZBX/VsRle4iZeBDJQ89xHsPB9Jg/shJmsdSLtIpK5rzNEGrwFqrVEqFK6BAu9lv5a+jw0VQVqQfPbDpZb3v/XSk8iWU1Rx94jPDride953p7S7pbAf8RoxoDW1pOUoZVz0eVwXIFTzriBHklTQabah8u5J2d6XHH/U9A8TQgMXOaspAvpRcgAj+HM8wqfgcBXqJG+l37EVLrYMhGvJ/LtjoB+QTS/j5PoZsDynPHAPVWlWfoLaU2P7QQnn6njLRg4DzlwFp3CWawqX4FQKpxzw+swiuimWqeR+eOB661mPfB5nHlTSFfBR/tjOrpbEyHHSmWLkw4opNdxPojrkAlV3Vse4xxO3+RNx+BiFT6WdYiCrb2Po1gu+d6pwFX7GAnTDunApHBRozVz9OnVKfw4QyX/jEB7kP6d9FT6L3jR6Ir9e8Xotqd2rS8/Sm+IR57sfxuSgF0kzPkp7tF4DfQkt1x2F7XfgWWcQvfvvfsQpPoRHfiXNLqPtC4LjvleRcEy0WYv4hlN58wWuaPAmwuB6xDVrCgjn7H4Y2hUnST2uMqRMv6Kj/bueLja6fQiAnopnUlb6QKxzRUH3HTScz79BAKlpzif8+f8X0s7/TMmI1veJ7aLBq+T1pH1KSI/reKQXcVbo2bL3IWCKLU93u5mnonrwWamGQY0wC2es4sseh+NEJPd2WqzHqWEhbeg9G3wIl1UtqdSyRo5e9zS77YAYwffUEd1XgVUMEVuHjLbks7kNgvX21nZl4g33BR1GXOOwOAU4DDBln0r/SBd4odt0LnTUjiafKmT/8BauQi0ijMpnC6Wuoam8rOY/PAi2EqGwH59AOAmRtXdqzPoGGP9Cz5uWDLk1mM7wxi/uO28huOdlQnbwORrotUc2d/F3OxBesccyLxNmyURaHJkTsKn0XRposczBK01RSJtKTInFqqkU1JDjK94dtPvK/67pfdThsajp4opiYZejSJ6ME38q4lAxWpbttl9bErX+gGz6ImFLaZTLelEtE4fNfoVkKBa5lij0CqewWXGjtP6r/GBE0YrpihjmjA7d4AnrLlnjbbx0Y/7PcmKJZ+U9JXl4FX0V22O82Y84QDRDZzHBidskIzPQ6S/kS6ks+jXZ3K2/nMiEvdxV2bFXQR2LGkffZE+wIXj7C5Odani6aqwKu/yQBoxc7tlKaybM4YalpWCifQqwIsHvssgyUoadSU025EKfI62q+gGiXZlF2/Em2C8byOqHmJVfXul9EJ6yWvarwKor3mQE/LYLejXULMJp/VswIoxhlW0o0ve1tNy/rOD+xDiwT5Esj75xLxAEwKvaRkKS1zPP19/2tZa/14SkwoNyvJttOM2kSHvpO+lN9LfSTcxlNBHlisBCdPSYqZI8ROnvZxTvzWwTX0I0I9L86oJnKIqmyPiXRBoinCeAd4cgMK9xc273qgjJz+RPgPormIAciL0bmM0/zPpt9J/kF5Iv1jKqp32nbWqZTrNPUvaZgq8c4FLGzp2/LEQPKum7N211K6eF0ny1vkwpxeS0nNkORIg6ojIyZNrKbWdA8QaIFrz0ddkBW/KnfQmdB1OGNdQMt7ZI6XpELHsVPpMeildSG+p9vNuN1yzDwHJgVfON0D0CtTqg4oUulzDsQnzO4tunDmtITiFIf6Uy2MVypAHF3GeyxAQLJFUr1r30on0TPqZ9AzT3GKyHmXcUMZcSLfS3/KKlFWko8xmNjsBgfyXJxQSlwSCKg7ga4HZ1vRWoIU1VURNfJ3C/Uzb+ssIs2AJiiViN/lhoHgG1v08KPiCynAT+OeEjOpy4Afpf2RU5RL9sEHsFOOIFR7rnJ+4YIo/PenosNQk9bGpVbyn3B3LfSTVdWCcJMycmf1Zs1ccAn4PwJwhhsLXQN/suyZtnkoSu0oDyDpgOSs0zB+k16CDA+nrFJhakxi2vLdm1khfs4lnvOTuCdWHdXzVI1c03Xqgz18BHntQdwfb78UfohFVS8/CtGoWqo4em3uKO/RhFSSOU/EsX58L9YuoVx1t+zChg2r9TFpLX0k/l76id9TEJs0QZUV031JUzPPTKf2zr1Y0D1YR+1fBsDeEA7fj75BK1oS02XZP8IdjpNMtmoTbKDyqJaHv25iWvSzXVy0AqeX9aE9AsKvIJBP44jRGnG393uBb6b30W+m19IX0z6RnHMtQRrBQ6DqqIFedoPrA4T2RruQollCxfNzCMeTd7jYbIbeAAufP+xDlTdz/iJHVsF8JkYrI5FWAqTqwgFtcqQntMfEmEnUfONnipDt6J7P1n0vPpa/oe32Q/hoS8UvpM47O+UG6XvYLHgQ7UScX8Yx30jsOA7gmqNmTj2TFMxqkHWyQsUlNaboPlaKx5xSMwDyhfo31WmxvveENF6/CQqqI41efFqrW16GlLOIleSNclmkbw9qfSf8ZzNX3kcfKiGRPka3fUoFs40WxZRTrXeR6q4LN17tjeeSHr4mFu/i+i7zkr+xTlaBBsxpzn/aCmYlzSpEZjdxRk6yCr6/p+xkJTzQ5/kb6K+kH5hNeSv8JdWAKBqpwM4UkbYosl3SOv44YjTs37scYmLl8qMhjMxnWxoeaQe2X7Tfn8HIZf8tQKY1RpVuRZiKnjL90fCyhfIztV8GD1KgLvURiO34hfcPg2zvpldRJl9LPpM/gJg/cWIETDmQRBywv+JHC/r30IxnVrYQiDhsSm5XQt4xW+Tm27Rs4xn4dCXYHpPw7VqNfNtJS+WDyTHxu9qs/enrFfMBdzNGZKjCY7Jh+GKRz6Y+ld8y4HTEgS7E9+9sBnJpl1dSHesYxr4CEEMmzRCp85Md2hNIm8modRiN+MiGKFVQnHBp2In0ufU5vwyoiI8PPlwN67nS7h9wA4F9J76Q30l8RsP876c8wtTUu1EfamcJJqsiTvucykGQHgpoiWZn+OeV/3WpvKVgcZYqoaU26pKi1Cng8RrZ0JjTBa/bFNz9FQBxCGzOy5nNMzGOQVpiEsOMS4Dqj30tivYmZS6mXXkifS0940oGLrDitZiW94wgrNwLM7e2X85IFRvheqoFOPW2OFj9p44Y3yDku42VI7reVhNGBTxxYhBrnqoPSa2OYwec62Ajn5TrDbGrVH3mzG0nSnfSF9BmNkwZy2YMRLaKndWzteyQaIoOXvF/snj71nOLfh904itRcfMNPHlA4bGj03WGas0N+IBC41T7iAyUtrCJ0bWvpjPJ7pu8+l76RPkMzaF1oRXG1IdZa+7LCLMqY4Z538Vb6jLm/WX32/5F+Jv1T5pbKOAv7QRo0tVtimrfs5S6Kgj00aU3g3xPCLD+4IDVtOQ9l5rHnG2PLP97AioC9YlMy51cR2iuOGnKT1vRmEXjBGK9hywrKzu1ySKCMlGIl3Sk3Nrevn0D1N+FLL6WnzOt+L13F2XE3HH08o4ZnofEsCR89Kt/5Q9/GAn4IVmzPDMMGSexANVdLn0uf0Rc4Um8PnPl6wcdtoa/dqjjE8asG511EcO+O+b8pwk2t+mNBfyfdMB98oCmyjacduFBPPHsh/ZF0L33H9OMxxpo8HmHuy60nU03JYisaJxN1wpV0iqWatGzBzybuE/2mD2+hjk9409QW/tlFaRtNyInA4RmXM261RXq1wb6riL6zbu5LSdLP+Yhr6XfSL5eCuCIGpl1Z+WsK8NnE+4IlvQbtNzFCcCSmuJs3EadrSn0Ttl2cV1BFGh+wy2JpKEl39aFiLwLlDksc7u7FEODo9FFVIuqaKUrBTZjQXP8/jVps3scX8Q6eW+CrdXJ3+G3Bzq5jVf1E/qcmcuAUadArMPC9OZECpPBEOpWuOdX1iF+Zt6sCl7Ww63uSgRU7Vfhkgqwq+ttwAbVWLMqEbmkVj+GHya6At7CFiDK2dpepgFEweTgi/rJio+NWzPTexcHN83NeBT8p0o4px2bZNBK0U09QzOpiBSm6wiFbYoHrDXdQG8hes6ltcM5WnxeEnkvpl9JX0j/iuN1zkmpyXYrmoRsw5q7HgJpVHNFSxVk2ClFxSwZeheJ6hhLnsNYDGfhAmWOfSW9MHGukbdMZYka8JEsYsWtZ33ahar7kIJtxiSlSaGHL2SMeUtD1E3HnhCrmLo7hvaM6q+nluuw/LMWPXdhbG2f0ZVvRGXh6tFOO17MS5plUUTPPvfQtf0TAOmExa7apBAFNETELQMcYkwxZDUEB1h97FSsW9Jai+Vr6THoaKghPwwxQwT9Ib6kQ5oR+C+fkXn8fh4M/kS74da94QTK0qQmLND4Uubf7Q+nIoXqCpjtD0jkR4VYAqiRUavLkNrzOYlp3Ux04au4wBWXX9Na/kArpS+mn8YbIKoxyAiVm7y5TWRFCfMfHgYLtPniUUyLRfVCAno4YYniyj+PwyhDrO/SsyMMNaf8YLlRxA81yNsgxyLZlOtoU0SmZzU/kHptxRBNF7xBn/LbLf/L5DHUkBgHBRgT32TFKfm6M3FAu9apaCkgMgpogY323iQRHzpq4Cq2112Hix27AMv4st77N1DQR/h58mSk4qv5YvM4h/AMs80Z6ijEpSucee7qSfpS+lf5O+pYXAe7QbW5xg9lkL6VKuuW81ltOXfKhEJto1nVL8rYOxJi3bgTVx6KXsZQbCvoDdtAEhPagY7nsndoUEu+JwDwuhzP2oYXsQGgn5AF3FO2NJmPqmGaeWGFFT7LiJlvY13Ne1thhBy28ZSa3kth/jrcbxR3AwK44ijC+NTezZ0mrSG4is7mJVfJE/oGWiF/GS1LcYi2xJWNUk5xtoP33QUQ3sAmK1oDBRRH5J6FBSZRcB1U5RdRT3EAKAfoo2pM8U6A/01T+xCNGZVrITZO5Cj1E/J1Z8R2PU1DltiGMqcPpivhmVP3xF+54/8IlzMSWJHCLLGsAQV1J30k/Su+kv6P43kIjXUrPKaPPeOCZwXoXp3VUHB3macAyyuuOYbdXvOJlH0aZNWoRPPAEqzRnkhk1nUqnfNYT6bn0FBhzAVF0EpPEBdcU1xyWFELH7OgxSpotTnIZ7xddcQ5QGzGoJAhOPEgTmedJ7KuZmwmH36NBbxDNjJFDXGU8oa5zKhhgp8aoIAqMxikrWx010dkhoCH2Z3vD9VUJeTMy0VKD63wIix3D3nsHLnhCKTgnyTrw1JoazYyxp02m8Bl3RNxxMcWdOhNXdmOsTxW1WAK3MT5CjDq8jhWYtT1n9LHbWDctVU1mQ44BehOo+1MeZH5+oP64/W8lSV9If196hqOehLJkJ/0g/Y6y5wf0X4c4Q7lBArUNyf4tVnIPKjtHIDVrOC8pUapYyg7/vMLJv0M+9h5XH/kt472RAZQn0lPpUnomfRUNAPdsNiTSDb5UBzwucMubaOreSlNox1xb1hjZij1rI+hUseV9WMYUodTUaxFbOxIcd4TnI3d1txSWjaEabcDDB37FGKTCUOolXKyCHEqkV/K5Y/S9+qB8D8vpC+/1JiZyncCzIEwEWITuYsOnPMEA5i8PZ99DpFlO5xXrAqFYGtVFAekHNMhPX63jZVllZGzf+YHL1uTDJ4HVz6J9oGhW76J/0XF7u6go90vSyzguy3WQea3fEqq/lH4l/VT6GvWpVQFz4/gvpf+RV6rsWIILElcJtd1LrzkcbI28YSbxnkv/UPqC10Os4eU9eVCExPzInxvpWvpWeitdS98xq3EXyk9Hpi+lfyj9felLVFZzE7XHsrfhS3Xoh0yrWEf1QXobZfwuhvtWvHfYld4Z39v3FL/i6aWSlJX6B7MX5nIN844RcU0hHoncxyixhKOe48nWxN5F83wVxJjziTPetPTVIfqiU+RYsVkmPFd06VfQ7GcUOIf4STuMc1cdR2NbjruTfkRR2JJbpsjG5v+KKILMtLt7uQpnzuZNR6F0CMsRwe4xqdEEFN9xYtuF1PLihXOS4TYOWDpE99V+24T3lhHNh1hzY/U+8uqoWn8BYp6d5ylNjg048ILXkL2gAFuxLnNZaxpdbNgBq30nfSX9mfQT6XPO41zFxYUEoiJmn8Tc+fzYp9JT6XO62HeMX3wnfSu955SJeQt/Jv1vpT/lKQbQ1FnY3MjQk1NxTVq4JXF9CA3aqE8M3BrQvorJjIkSwDz5He21Jt5BnoMBJaEhu2JWyR5D2FAiT93TObQGexaprePMlzWJ/YbgfYiYfU5ebcIKzUB2SwZ+COTWgA6aEI2suckN93/G4pxQxU1I7W3rDd5Shu/5yvM9v5LOpN9zzQOk/RpKbEUBfwgA4h7SaZTxptxmH7PW9XUc4zJwqmsb5NAcDnYxMbqVnkrPpS+lP4bNqgF3PS69JwO50LhfCrnLwBcrfPKBqm8VeGHz0RFq/U4qYxfdenI/ZkQO8kL6KY9qzsoF1YS5jGSzuWv8U+krRCGr0GeYyK7hWqaIrDZfW20PNbInIvxSeiV9L/2t9FsOBPu59IX0Ig6jqIkIU7wjbKTCuWM/drTLbpitdSf5HPhgjYQiNPZRyadkx3nDjTvB4Hsjq0BiinRaAVkrcs5ViAc2gfrWUVU6A7wPVGLl6h75eL3E24o7d1MqQaD72EUA+/mJTDQ4smxDnJxNqRX32QU75SrGtajRwUQBUtObaYKM9CNUbOUzrtnjNn4KEWjGWPZVqHfMPJnbd6fEdPQcg55K30h/JP0RA3ETfngIkdmRx1kRo9eIzwce3My8pTLWrlo0oggo5cwtWe5nSnOKRNzAzXwpfUOqKYlVLZt6ZI78pfRL6Z8DPk8i6pTSZ4+MoGSr+ljWNZZ6Tckxoh3paantmaWatbhzyf1z6TlShxYLnhjlOVABupF7xxslXklvAGwjKOB50AbZEzJctGo0SS/3J6ZIIDYsIzrxT2OALvPG43KrfBSD6eWSesyC/hoBiYPxEfs2A+z4WMbiT3FGQbvsvjpuNvGAigZvy1EYBSzLA1LKYbcAsmY4cB8rRxobtCtirTbE+hqX3se70QpuPqlgNzO7iFkje2ESaIxNOZKoFT22NkLwPDT6Ai3EQN4u6aT0tDluCW1zNj6LmsUPXrJQh+Aa6uB6CjyrmzHwNzRabqTvpZ9yT/6dFfXYpXTJySOiaFxFIOmkE+kfSP8b6c9Roozg+HVkpCQws7U4k1gD7+c+wcJcRZjdXkkHcEtPB3Lg2PhjVIkCbV4jJNxx8zeUwd9Lv5NupS+l/0z6lXQiXXK1A/TmxIe6meaSTxF6nIiyJsxOQwok8oddK3qJ0Kx8nARcU38euPgmdn3HmFgTpY65nOyduHlYhDz4QQ9wjxre619G7EjUMGPLJ8ugVpAzk1IqQHcV998H56zAIM4zYay6gheYOLxmiNCQknVFXWZYsY+w6Hjq9GCsq8hsBXHEYWsNk1TFhlaxgxNS+TVvnT6nLJrrNS9FFeolxf3Ycry57cwt/ZfSa94j+E56y/uUzqPAqEl0GyJ3BVbcEzxeMFj3T6R/TAG8C/wj6k8/oaJMOvC2jxtKoA8EiDroH4WRmQ0aoz80i0XfLSU+R+72lrD3Vvqt9Dvpt3jFEbVGHeKNe96MWAKx2rgTdyab8LoyspYgcqbYS2vovbVFLIibn+5tiI+wBPwuIqC7zW41TwQmJ/M1l6qZJbJxeC9cKQhOa8CR0tn8OCV2v6eqfIE+rArU4M1a4VenBAgXeFV8brfMxlWg3GumzCrOqVpRClbUsaYG1ktyVSEVHHDgLu7TzllHPV8uc+wY2a/liRyjFSz9j9KPUCTbYGdmaaS7SpbcWzt0CHtwB6j9+CC1/iuU0G+lRvpOmqQreNQzHkYQiTte7jhXuT+TvpC+kb6WfiJ9wUsBhXv3oWxW6BBKEuCDQqLhs15zeN95sCwe6XQD/YjWosJW1kSBHn3int9aLVUjDW98m9szE8cs/Ujefiu9lWrpJ9JPGJFvIn45jVjLXixTq3U/Bj+ZWlPjNkSZZ7pVoAnHeGvlZ73HDUd4XUkjksk7FuEQ9NWK0QVhLlOkBadiJxnvhdv6zpPT8lyoFWr7hnryQb3qXF1zYwP/5M1SrM8GzVlPrKlwlTegm1PpOb39AhVHudzfkirxEOClCP2sV9ir7RELj91OPH4TXq1lKed+uOfgfmDIdk3d1MUMwDHaNpbfuCdcs/gN+aCY69Uawc3cp7lj1ztIxReQB38r3Uon0pfScwZ2/pyBlS1d+C2N1inen9lh32ch1u/iQPQzupe3YLl3vEosNQPGCQNR81SakBnPle0q1E4NaKoI0e/Ahu2DWL9mGGXN3d5Kv5d+zzzqGpjXxpEudTxdUv9VmKxiaw1phkdBqo6sW4TAw+oFj0F3oW4ZKXg8zTyyNZbClzGuaNW+IqUUUXiPMG3uBjfBeZTEizvMegX8WRFi6mWjRbiQA7TdeKSGGiMJ1zCRh2ChPdK9p0q/lF7yarabcP4WU0m0osixVTTqFP9q+ONKu2RZatx+Fb/ldZtC3Ov9KmNrFB3XIT5LsUrT8k6cbKpPHEqt76XPUbEVBOleeos2+IVUEyp66SfSH0EIP5O+ll6gp92gVj8yYvsOv7Uy9iT23hPxjm1n0jOpk95xmKqjy0jh4SFAF1daZt1joKkmkpjijelu95lCGHADYYtPpDPpC2kt/Zy8cRJ5xhNY1kjYAeqIl8ZXfSSxJnqn2cqrQ7fUgfHKZXAZ45odas0CUy44Nt56o5p7XpFhvOzVMr27f+N4YT7TBpqssnP1aXA5lstOcdkqssfEw+YP1CGpX/GurQli0pHoJKROLazna5iOBuv1qEkX41+KpnoTYMFOUuBd+3ix3UCuWlGs9cue9hSxxsn5M5qaJ5jcLujfTRQ7qZRwejfXdfxkz7X+hfQSoc8sWzvnDmq0fiW9u9lqZ1LuCV3HWQxUxALdhwSvZIBuhfNMAfSLQEHHKGJnKuUDCUfs61yYXcXwjUeiJoKQliSnNUBdjLYV0c5qSFMrApZ7MF8TGnzSknu/Kco3eav43B5snPLJ1Ot4VGoMqHMfe5aeXBNEjFQ7WriKjJfYtQt3PY345ftf80R7epjD0jmNaacgQpxUn8RUcB1JtQyKyPoE72AVdzsSjmvspyKLrohHNWvYsb/bUAjMLaKnjNrfSH8Hsph7Vz7DZe7PrRA/biIADYH1inBF935vuVvvbx8HGhfBF8xcwBw1vkLDN2eyW6nmNZZjKEBK9n1LcDzEopUQosc5r76TzqUX0lPpJahmyz1NyDVKJvdyuUu6AjVh7EZ6xxT/izjByG30PuxvCjDgAONea076mdqdjfWGCDr7zCHazQl+7KvWi4xgSMcjd7da4lFLdDxjO60HuFraUxnRMaFR1qv26iKccBX6pCMWY45hCEzYkxbcNuxIF3vArbOHD98oaLbpkbahic06RKumDIs0dm2WPrZHiOZJ4CmyQRkAaoyHLSKo1QSpLg5eGpfgYhPnzhhpG2sYT7o46qVzzL3AVbTUb9ZBaE/0BU9R0rvlc4jujmIHx4DTRfw3+21O41NIZVoe4RgH3NhaBpZoDGVOrl7xiWSp9V/Ei5Z3DOO5vNmEj5WML9syPPHsbHYjveV8iTbY7QNsah/x3hxMG+j/ABYtApZ44VyWuPHQkAFsZEk/Gt5sWIg9lK9IGjuCS88zntISuOBk/RaU8YH1OYujm+qANLYMQ80i9tXljTmkMWxlird3T/EsI041xITwGLbb4ZxrGJExhj+K+OgCgqdD21TGatxyxEdFalpTIm4CMJeoCE8DXhaEV1MmKfnoIlmtWA3PM0yxxS40ijD6KdZ2DHpmCvteAYlTPNfReuyI7MYIZUBiR/ZjLG8RTt7FPmqZURW/3kUh4C5UVhkmqAvC9HyF0wjrSW0UmK5U679hDu4+xoLu2J4tPeiWWxlZiC6WwMLUK+lKUhyGuMO8rnDCfgk7txx6lJI9cxvNI3X7DA8uowJR1PQ+7aGO3c28Z6B+pOH0XvpB+pGXR9ggRON7jWjpLlpKz9FXroO7c/B26dLxzbjkbwZu5hjkdhWI3TODru6OkZ2MVD9Qa2wD8yvGSt3WKpZ6d4cM5425ozAAjw1BfbjEHS2TuerZLBFEEY9QBMswRTfVwStttyDNTnSVTuNWV/jt/LUJFYrX0wWOyGDXVBP78O0DO1JwSNBhuQL9kuYtIyskM59fRaR302abaPv5ggX1tk9TcIKtufmKBfQYnVNxrVpfRznntLOjb9YRax3waoDQLk4tm2KqyBFxj4bmlhmd94gQT0gCz6QvpJ9JT1kUY4YuskE23Mw3mNbTMjAXEZmcnRTdkTpeapxg6RTG6x5RwQQieCXtuf853/5E6qQnUh+HY5Rhi9ZOKBzM41qplZlwj23MHt4vR9iMtVZBgQzhGGbXDmBp5xzLel0FuZQowkxdPo2hMTgA9edWfi89l76ArUjCxvVVjV2aR/XPlLEaRWT+Oo7mmosmp75VWFSWkUmDjXAcI4uzwZI/sCB31BojQqubeOeiWdxMuUX4WLesuv1lqj+xkud79yDqkgK1D9nsREnSxuPY5635QVBU6/lSN6Mg+u75JHdpe+5gT5K5C2AzI+R5xu/X0vdSiQbwb6VXoYafEea59EfSn0r/ifRT3h1karsPpFezykUsljde4Zb/P8L+7Ee3NM3uw9YevyGmE2fMuaq6qovsZjdF0SIhS9aFCBgGdGHYt/63/KcYhgEDgmHB8CDQpNiiRDW7urq6KrMyzxwnpm/Yky92/latHVGUAweJyHMi9rf3+z7Detaznne7gJnCYxWd3pLQO1LajYw+rmg13dMKu5QK6ffSb3jhwEQ+uQr10rgUuBcR9Q+xK13Ip4/Ee7fFz4BPllu24c/p5AMU8fy/m0CJW/L/MZ7dsGKEfx6CFChAvy4NdkjzGzDOEeJ3jq3P0CTvg/sxo14Fsp0itZp2MkTPpuLEeRenwUi1Ma74oFtrYG8Fb0m+MnXkRLohN+xhzlPT2oPmXEmVy0dQdFYf9FdcrHp3nMkOgQSruLI9a4IROEAyW8PkguXuD+G7XgAYlxznWEl67MiDjVHf98Fz7KU22pKzxVxJv6cMFqOtPcdQfMunHKWXaCw7OL1jFOjGKgXYQMuWYOZSp7XMzCK2eb/XIdTcs5QN+3oqXUgT75u6h9o5ofXvM00G6ZZFLyNN5TcFDz4E/euc4GxmhfcUIdb7mmT7nE7v8ZAH5EcXdaNrPDOWxXJZBmbobZRuA9Z0vDfSZ/TnFFHvAQ4yd+XnqsOHq2UeUyzOCI49DY7abeQi8ra3u4v+lqIb7PRbh1WcSedkl2vY3X28xHQAlawiik1BZGQ+S05U4dWzYuxdoK2CmqiIUXhTdDXZ/sG4r69seHuj+kdLLRFDjeG3BQ20wzLX78irWyDuR/qxrfRJ+r30K+lbaoYJinX+oItQ2M+p6Zw0NRH1/TwFv5t6tzJSqDCpLNZNCBtxNUxa79hFl5dHzOuenSs5IvC9VDLPsMKHTzj3zA2YMQ67UBQUU5SjYuNtcFrWMwo7FqhpAl3fxZl11qCXgc02dFN2hIAji+bBqxHu1/pkW0YdA3Ety6WwgacoXtzfb4NIy1xXhG7JbulRUhdvHU9nXNZQCVdxUqQC6itOwzQEbWlgVqEuvGd53a04k06obma0/JGBqgozOHDSreup8VEiVfxvxizv7y210glPYQpjtSQXE2vchaayjKaOWdJO9Y87VJDc3GlwEdI8AgDzbMeF9IIRyk/SM2qDMk6y+8hx2w2dkqfSz6UvpBfS58h9G076ciC0NnAIqOMatYy5DQUOUajVHI83KCLt5EfkeOfSIL1DQHMbh9SMuOicIl5I32CgWzB89mOGONNEy7Q2UQr2MTjWBJxpwy7PSGt3WFtPujguy79NvARt9pb50Iz9stt5xDmbELu7j1XEMSLn0alWMIgvpFd0vLOEyyWtqDIqPCqrEv9M6uztWg0M2TPpy5hkNNfgvtGDeseBe8C+LdU84ycPUUR4huQlRw3/T9KvkZcKt/fW30UsK4OHn3A/Y7ERvxV13xy7nwJ6u+X0ooiAlhukqLBaBn1m4Oo/tL+MoBRLUwaetFeUMR06ShfSS5LtyEsNfi59lK6k7znH9b30Rnop/VT6hfRSesnRDaeBOhTU1J619okkHVjrwaFvRfzJto1Vu6bySu68pF1+wG97yoNaeoP9bUmnG3zJflXgooflVjkeVwHnLJBsgyF0Wsge7CG0mXtGDgZOojkEXzUQhuZm0jVpx0m+isLBiM7VYBkN7VUkvSF0LOfxIp8WWv5IceunKJbpJf87UvwX4WN249lw53rnBbRwGcHX+6twy4Z4kWLaKfJtUqzZGuwj35QcTPt9lJdZqDtYlJFgs8gaolAv47lqGpZPkPqU8T4nCwHa4Dg2S9GIQghA76r+cZ5GkZ0Vjz3E/k3hsb6iCzzj5yMjuQeOJp0pzV9Jfy1dSv9Q+kfSM84oaiiBMgwLg3Bz6MCfPZ2VgX8aooQrIuLWQXWYLq6I6Pdx7ENLa2regGfSN4FSKpQP9s8eu3fJ1GE9q6j867BmQ+4NzGr20Az+90xHzJKSt+iiX0lfSE9ois4LO0ovo0txG9KI22WcsvUntjTNY0Rdo4bbc9jATwEmNpI+xCRVmMFEMrR3ORe5EvNeuLKdMch7hg3rcIBxGXaLgEtOPuaW+9iXMeJOHbC8irp6bkZ8g+zpDVS/l8uO6r5XFWSNzbUPybetbsvY6rNo6bWYup+rjvw0BmKf4omsijmdZ82LR9FOy6imQKde/Sn2uIx7NS02I4RXUs8b+L5DQrBhCnQd0TFL0Amjb5fCyB24br/cPCcKaxKssHdlP8XFj7D2O3qkK97X7KF+88YOhybTE6WXIVLZBL4tA6R5fZqoYYbgnzwU/oZ3HH7gNQhzL/eX0j+QTqWP0lv88w6NzmHZgk/phUuvOtSais5EBQrdho635TzKizhayb9YRYfc+OtBEPc9WNrhqsqmVfKa6VvQ6ciaHwObKH6rWibeKdKU4nkfYC63u01GrkL38rn0Qfotr5a0kNg5+cg1k4ofIksnAb5isvIVGLiKQ+TLePx8kOPyoexr1q6fqf7Di3pc7xnPPHDaIlzfadZ/M0a0m2mJU3Z9xPf2TJndcDC807KhyxhSGDtwzf8WiGA2y/oh63JhhQ/0bumoByjuO6qaLtjFCRTUU+B57e75UIVswBXsOt40a7N2CnJqMiFkarfjBLP30kdeHNxIX0u/4DVWz8gGE9mvijP7PJ23D4asgiuqluI+lwN9ZFfv7NwIeCVdBkmbRVATqz2GkRXLQbMitqyKkDcvTovA5lbaSF9wpkR647QMdgo7sa3OK5kyj6yk0skttnH076hjn0mS7jkevQknqSLsGln02KGLRD9vzRG2z+NQPvvqYelchrsbvlFE8CEycDtzS+4RJwotYpmK2PtiGRqNkLtlvBzwWIsrdsC2L+MgORcbxjBewQJE5A9y570E24xLrygidBVhTF3ElAcF8Jw0dkxC1jHwccsLfDcoaargcle8D9IjLOJ3y9i2MVZSIcezDxyka+mt9Ea6pnaaOKrqG+kz2P/5ak85sKKVfpC+JSRbsXCIPV4HtrdWrozw50F/959mJdncRG2nl5wBAACAAElEQVRoLQyRTAwOH+QHLSnTcemovv6IbcyL+V46St9IP8NhFO2NaRkURrQ3RVh55iIXjWUEl2zMPmC/B+JdIZ1Sx83h+zRQwBBWahFYHSSI3dWftSKCHzAMQ4Biec/jcm29KSZ9ux8TTP2HQ8Dc+vMlpoiIbSCfP5p47XVZbwxkgB38W0dGNfIUTPcdLa8udKp1hNghNmC1JJDMlyhK00TIpgqnWPQu3G8PwJ7JgCMD/jfSE1pNPu+noTdrcu8YllrHujn6GH0UhO25Zr6S3vFiyBnTzjntG+kr6RJAWBJKVnEObQX59KAd0gDzthSBR7ZsH3g4KeXdj0Drx6R6QU87CTN3ZR6khfTVTIBTRMztMtfN/bkP0nuplf5EesV1OnzbvbeWjN0v03hmFz2qOJITVTzFFBZb06fxDMMLjkEs2dOGxodznX215f2RD5K5oqi0MtSsUn65ouzCvBNaFsC921kLUQZacHszdao1sXAVfGAb5E0RU4ueXRrp1oywFLMBfcXbTV1Q7aV30kd4FNfDBZ/ShFu2xPtiGTXmP+vIYGX0ryz7SrRcLmOK8UVNRX1Kn+kZlfY63qZhrqKLksYs/ICL9hF0Ozx2h9LtHcfzzGs1M+Rf8NG+H8vQ54WdIdaBnrbZqYKQWsQhIOkkZ2GyPjNNwOZL6BAF5Z6s7LA0tQTGwlqcYKcIuFaz1MDse977/kx6AZYpaSYZLtVLyG0ZYMKxKW6yilstYhzHxfwKMsWtphVDMJLW9CDvWNt5Tvsqnm6MWH+Mt2MmDnWdciuNcXZUqnRsJwMzDxPP1UUyH3/M9vUfcqADgzvmfeQKFw920TV/6nj1m7HoCSc7uz8xIytXmyXLMZ958R0LZARV0z+cIm2ORJPqkZWM4SrengdM7BTvoal4lnnvb6k0ymhpzqjsEr1OHe+/GDD0Y0x12CfbCLECO1Qoja6kI5Z6xfHLZ9KXnM96vhBt/0G8VcY1N9IrKJA9AqbUS50xI9bxmJ6qE5nkVrqSzqXPpc+kz2kL+RyjTcx8OzXVfEo2PLMttA4Bw8hyzZH3gJ7ktfStNEl/LokD+yt41CLUQq4bXezVgaeGwJbl0himODpPwYauQYjuJnTSBZs4N9U+SRWSBstpniLkuglk11N474kdB+kCFy0CKu6XFutsX/ICZEVaLgIh99JG9UKZ4TJGgdkmtnaMoOLvB6qgNrBfiVl4wrNhfmqml654/fFOeidd8X7RIt644XK8jUaIn+0Qq294PBJHTX5686xZ7eOtk8bzE0t8R4S6ARbO5PsFHbBVXOSe+HqIMsYcuJurNrgjmfCGddhRK55xyMaWh52WAdRx0Axkwe2dIoG8D272JF7BtIqIPtJA7iluN9ITSObTgJ0TgXUM6yn5+zGSScZN4223GZ2+TNTN4rZ3Uil9EcegT+Eq7pQqtrKJ5FzEgleRz8elnTjlJm4f2RczN+vQ1R15oeEF511uAO2n0cIoAze5h2eZTbbKvHFepbwfBxdHvXTJ7R8AWv0HtDYGwGhiPwxmHMCyeZO09bhseZ0CzLzKEyXTfBTbXD3fEFNXmMspdXlL/DOP6vid99ZHIWFMO8ZdjbwKRSFbrWjQm7Y9xPHIV3D6r6SXpNMSP3Sn12GvDd54WOqTBId0jxh1x68X6FSfc1pVUhRVsJf7OLl3QG5ecebOHRe8Rexlo7dg3dnS40FXUiX9RPqZ9ArcmPTJGEXUg7Kw5h6ayPZltM0KemYuMtcMx7bS30q/k55Jf748j8JDJzX3M0U4MDFRxy05GYxxw2Vg5uLRI5RLfWh2432FeV9ueXv6RwjRFacReEJr4AbEftl6S8KufXW3rNqcS80D22Ltd7NxruZ6Nf/Z5u4gajyZ2zaG8MLV/BSPWsRhbRtYkNnK30n/Wvo30l56xVEgL6Vz6ZJ3W6SWsoykmss9PYoa4/JvxnDjIdDUEKBA7FnP0nsqeu6Sv2DapovDjfwz7jbVIdZzsV2HKvge4fjsS1uecYtUtY7bSLbMeoPHaLOEZzqn+LxGA9RKF7yY0+dOHFHArnCez6S/QHbmFUsX1bI1bZxSRigpA67vI5NURPwjIHO++Xvek/DPpM8ohXqOuahjx92X9q75spkwFZVqEalV/GUyINXyV2y39uEyImYdZ+7dwzi+R8ZjwX1mjvk655SHHsx4wJ/nUo+xv1nNCmjTSaPqP5ypZx/LXRkjlI5LXy1j+P1Bs2gCprpXafnejfQr6V9J/1rqpJ9If8YJ/TOxcRIwo3gEYGw9iZEyoI7L7NrH9JOBqBsPRi92UX/cllPkjXb2IZ8qwpFE18dzdmsqPaO7mj8WZlwE92MwMsU7nVNp0POvXdBpSTuvOf38mnfbjth0Vpv3vGdgI30tfSZ9LT0nqhZLwm9arnbGymmJ7pKCVrhZwROVrPZGOki/lt5Ln0s/CQWse0g9Hu7k4ymFMZKSHrUPnX7d/3AsdsfOftJF+93kXwXP5Ji4pgTzsQTvY3L7C4iYkdLmiped33NBj5X7ZqZHzYgH7qpY/PIPRVb9h10xwhlixe2rJhJd3WWyzVI4g/EI1urQ8X8v/bfS/yjd4MMN6vAn0tNlpWoA8MBRtazlMkYMf8xdh8ilq8ixQxy3k7NUBSIkYfd55SlMxIlU+OEWX802Up6DIaK1x75GOA+F7dohtRRymLhynqnBXRdgth1U83UA/glaa5DOpZ9Lz6TTUNL/0fyg5Q0UyxRRh3/OX5vokFXwSQ3B7ly6k/5aKqW/hELbRgOijNZ6Ht2iuCUvvp3TDmkMkgKmOh5EwcZPIOcktx80CB1HLgB676Sd9PfSnfQ9B+6eY2Y3vMXiUxyhXIT73C9DTPJzWj6aeBB+vf5RijnGA3cROw3JmmU/wBE9d9cf70ftmH7cS2+k30m/kv4Nb9mYZ7vnoYdX5LH1ozAxRZhReGb68Li05vwVx5cywqdp/SYySebqjmx54D5X+HlybBN+db5Uxng/zAb5syycMO+ioGqnuOe00S4yQ2aSNYh3xflgHzmCRzhhHZY3s83/sfRNiAcbaOE+xgay6lOsrcu8JhbWVuH02ARSnXjYO+k30jvpT6U/4VcafjERYNqS02m9bM/kXWVTZwpj8JELDm2KpzjGpvtneoJmEXZ4wcsyz8iu39J+vyHBTnFEkbF36tW9g+5QGLen3isNuwIF9Kr1OiBiSR+vjBf1zWjqgS1myLHVjmGXHVnrljH8K+k30r/DUQW5fwF+23KyhB7pUcZHIOFBpPQ2J0BK7sEFybBE1O0jLipdfU9119KzGSO3DHhLHW3nAtNpqNIHYMwhOKEtbH7PBnt6PmH/GOzd4waVKQOLB8zM3QSe7IBtk/RL6S+lP4fuagIcDdFUdzMja0LnAaPiMhBWzcdNtDHrOP5i5rp/K/1GmhiFnU+38EVWwXgXy3U20Mjty2qzXmYqG8mGStgzt4Y/XtsSPmIIiFSG63ac2OiNHlDj/Yay4izUNZswKoVP1stDqnJtTXw8gJDrP9DL9Y+DVA9w7Cy73+Kolyh1fKSq6bgOQazpliEOmGkw8bfSATH6Gc3V2Y5PUclsYuLZhfUYz/bga3qE2WzEj816HZTYtIxe2aH2Cp4hiryjV3mGBzrtrJhD8MdNGEQF2WMOdiCtrUN41CwPTzAPkcCpjNjkBqaT7RBNjjk5P4sXZ56RKj9JhfRPpP9YumTsvgpo0IV9W5qzirrmwUTLhuc1l+EZ3TrspMB8L6SP0r+VfiP9pfSn0ieGJYpAT1MQAaZwj1htDQb0Frfhq0MsqTcoc3sqYQp8WHyidXte8IpnP6PXOhF05lbT3HH8e+mt9BldeqtxKrxmTRBvl+SWRR1TpChnJs8YnPx4emYh/R/ZMeeFMZ71LFRqHR81Ug/dST9If8epyWfSE2mQXku/4t3jexqRmxjltEbBftPEvo3oSgpqLwvPD/Cw22UZPoTt5Kp3vO2s5RUoLzl/xT4x47nz0MuuEd0+ZQV8top4qE/SjfRR+j0DbJ+ipZ2FssmlKY5jcX+j4oiqOSpcxEl+FcKIDY2/K+kH6V2Mop9hWQWp0Ju8j/POpwDER4TzHaXYSVQFXZx853JI7NGGBHEGKriRBulL6Z9K/1T6uSTpk/Rr6a+k7+nR7YmUBQjqwID5X0h/Ln0uldLvpH8nveWtiQ4JI+3vExZnjut/I/1PDPjOT/2Z9I30UjqTbqW/lr5j4u6E1qdPu9wzAjY//lG6JCrMI3NfxtsaGz56noS6BynNArT3jOrUIEktabET2vRDnGHb0yQYOdDggsjUSW+kK6mZBW414pE6nmHkbyzwa5CiVBjNCNE5MpgwL9NXUs8Z0v+eUW6LkW9xjzpSW5YaBR9XcAPWYprNOCVcP0hn8393S3FzyWRKA8byIS7mELpACMIc50r6RejK9nB8H1HxfpI+ST8QDo7saBvho4igkBDNRbMnCewMF0Siguw58YbM/fJksZq3U5hpPQZh/aAGSgrO/+SG5mrZpzaAMxZUIGBF6V+Hwc0Rpw5kPwUQHAiL7p6dQHntaAp7UmkgxLdR/01sn2fS18FBuV48xJjMIV5muqJVfceboUb6+02cHFWgjNmhe5zIvD2WU0f+LYMtvCco3z4qqCZ8R5GTBurmgqzWLhtHLoeKWvo3MQTdAswnBngqungl8E7c4vzz1yRp8Uqg+VHfYWcN3jVfwf1476XPGvCOOt2N/OsIi9os5yCLR4boetpkpdtzNWnWLfmKXZkQEFUEGk+4WyF2y1lS75kivSbEDjSRe16J5083bVUHaznGK2gGkII50zZAZBlyqluCxQTiHIgOZRCvA86TPiaCTr98+U+x1Iga2rRs03/oy4HVbJJP7ysCpBYxoGxcZhZ7A7i8wSvshznPkgT9npVs8fYzDt0popH9lIj2kimqG7D+HUi6Bel4ZLkNuDzAtazwhS56097NIoxtiDFrb5/rbFfeyZeOoVwfmOpylFd8Sl1Lfx0MbyW95GNmKcCd9DlvAirCvks26cA++cmzNTbTjj9B/F6xnXdxBvHssXuu02EKe6BmwQ/sIxka7CdTqUg4Fq1b8OZlOiAtrYMAse3uCLQ3HOXS8f68G+nvES7fRTFasKmOkVUURj48Ig/tKCL/C19q47dsOjOO/RBn2h7jcKcdhmUfcIcq+w8tNPQBvdyBn6lCvpz9dLNbYoVTXV3E2o6htExbUpAKiuvYDycg5S1T8y065sOyuEwueIwrrzknah/19IFY1kpfsXdXdKv2iJIt7zJksG0P2PY+dCHWEBbcmwnoOpSxXSx+ucwofRjhMbxxy0oeYuSn4Fl+jOa19J69qcAMLm9PpXfS19IzVCfOWhXffMCMTsCHO8Sps5GdS19IX0pPY9TXHS5zxzv22xMre44tdbzcx8DlfViJj40wwvRJkg5d94D2KhhABcHX8cNHFuj3FBid9E56K90gEXSktAF1ETVO43x4j111gcOP1JNTuKUPlTC4yjGZK1bVCl0Fq+M8lr3RMoBWHUfQriOk+k/61UTqzqF4LePIg57JEAi55MZ82sWO+CuuM+EYFbi9B8094T0zLoj8vDVFfjZ2XXE0AU2rsOfs/FiLuAVLlvFGphWfO8WapLRiWCb5id8dOIXxNM6wKyJ6Ok9md879NKPuQ7w+sH7w907lbrPcYC6zobzmncGnmJqZ0DNaZh/J/t8Sh+bR6Ub6nJr2KL3nxXJmOcegz884034TjjeQjqqlyKinh3hYOnkXjMhIiT/i5FnFufxQCOHGaCV/SwPEgokeOf95FO0+dm3H3VZxctyRK5xEGGr5yxm2vJVKDLTiIMM6DtgfiZLWK3jdTiLIulobAzdOAa2r4KJ2cfLFfNk9ZjRBCrp7U7D1RlVDHOO9xtN2SF5aIv6EjtY9UCOOY1yqZty+Ril2yTldNeHeLVpPsnhcveH88nvUgEfpB2mUvoGce04qk3RJyeZTtraUZrOL3mD8uziRIGurEzL5vD4umky7mD5oYh56iOrUmjJTD+4u9MSIgtuYabmujvpnCrQ5wJTWtMCumQFpwPe3ksCo83V+L71FndFhVXN7voqDXI2mXJDMC7fj/tygKOMFlEXgjRWPt8ZzshVrtt46/T5e13PgvzvS9YDQ02B4vsn7GKWxP6woqERQaIjQA67icdsJIzsJXayCOXOa2uBRfcDLkU9xt6GM5TqDCJgCwxuqlIAO0eu0AyvGC9qgVYo4uMm9DssaDQWTGVa0XI6RlAZWdR8lgJl5k5dNnAHpcqCK+lmxHQ0hW5GyCs4U/sBf7qEPBtxsRX3uv9FSmnCK0VaEnjJWSTEE2C9DfBuIt4oitgeru2pwOrRjFyHNG2PeL6HNgP6mkyqHB5MKTWDLGYVWkW1WfICL7D2LOMurfERKId3RpOkZB/RjpGqj4p+qeOYHItEEbDaUIbqT5nUv6MS3YUljAMsE3kPU264DPUdzx0fvqKmuo1AcAgfaEwY+y45RwGZvyJPHGA/bMI6UDWVXaFNszQjvsoqAVcGTm/3uiAgn/I25ojY0JXNoPg3tnIOa2WA7jyNgot/0mQLwch/Zo6AYMeesuFrJLflwg31oshvez6ew4yIC0xg6o3l2wQ4zU1xPInyvo9NqNGcJXgWTosCYEyHSVHYRmazGFNt42IaSdR8XMbvppTtfzk+WwUdWkfwNOgyVS1fqNo4xdJamQFvOXX8mnbCdc1PuRiqYxboHuhxBLIX0SfqIk+wA2I6sZeSQM6KR8+eG4koU7ra2KgyoiKj2nkV0K8hqN29PSWarmE08jR7SxJY4xd1Jr6W/kX4tvYnW6JYr93HNIS5Vkt5vQQEN/RgvxRRuNi0Hl8bYjjnxPokQNgVPrui1WDjnLJpqD/t/wxheTXjdxQuSHlRZuc6mlIzJHTo7gsUUYCe/jAsUM/sF4ebIZVvOxj8G3ran9Zi4w2JFSqhA4IZ1PXqCDXliAljeLtuQPbzGfeTzW7qvlzRaO/JTARgcQDonnIZ2z6HYzhNN9NIV4dhbnFyj9V9jJqo61m4K9FKBIu4pY76Ol3jNP7aleBMn50ycunuUPgtt2x0LdMdbFqzUFha2IpT28V7rOo4D3sY7QIuQnDq0r/ibOsqzMkKP/bkMHdYUGT5rsz3XUWz2RL/Hrt6GhqtYihVF1DjwXtoyTiubgosyqHHDYwjvMovo+UCPFw8xRdqGZzqbldj6FNFzSw/TVFYfB/uNcT9D+NuwzK7uAWbHNTPzMWiwKpJzExbplHskxIut2QY9OUXgc2/Jjjqwzsfof84NtlMGSeftu40S7BAKzGtuxudrGGscAsDXcbiD20u3UQqNDEPcgs7G2Mr5o9/RZ6pjQba8xO1WOqL1W7GDPwLeOhB5gVvO+WRDyT5G5ZOhcYOVdBxK82fSC+kH6Ura0n48AKQvOWbH9zcEp5WHbYxRWIq//7Q8ujN7XKkPHAFX7VKTsAn+sOIGLPDI1vbMx77nCj1E7hUlumOEA1wVeX4Ia56tfE1n4o5+Tw7RFxGAD5Ezh6VQ+xgu0cTL4VoCfEHIW9NkKmnP9njsfLV5gs6Ia14lE+zDkmbbRzztYq2KyAzOq33s6SFejjA9+pmemzRKPEYEt8TtuIyzBXdlWUUdauPb6JzdSm+J71a67nlPkXPpIdoHI65i0WxHtndtPMaxkdZh92FFK5DwaZiHo6r9sI1kbsojO0OutLfcWzv/2nPS5h4lxy1V1qV0DI1hh0HUUE33AIAvpT+ROul30vfSlfQaM5qT6rl0ZHpybuG4u/ORGDGBiOyEbTCWrqDGgE/uNVsd5YH8DVdTZFSnCGfdknWp+a0t5y81cU7cB8Qo1lFssJuO4GoCZozSvY1ycZ5Vv2FZVsjoHHcM3lz4lRFGx3gj1Zz3nvNEBTbkeCw2y+lrDKsSKWKIGYIh1rmIyKhHXRxjh4LsZILjIljDepl7FUC3QEC64oMOcLk1Z8M5mbcBkRoW1nt6Kj2VPkRGGeKtDR4KGckrE63+d7h3Q87cU+Ie8NsZBl/wCAeQSE0+3/OhJvBXy8MXFbVVEzGuD66xxIc97lDyjrNZMKda+on0v5T+hfSltJd+K/0g/Ur6gWvdB/uyx/gsr7lHmSReBVnTmN1IZ2j2O0YGTqRn0i+lzznY+5pw5Yg7798L6YV0E6KLffSjveVrdtdqGNfufUzm90GpO4QrMJ7Jg3KZgS296IPKmnHaE6nmlVVDJNsR3dyOZmyFZn+ES3Cq3PCA1bLpavhgft7tOJ8Bc8DViyU6baJUMRhWtJ0m6JPZl65Axeb/hiWSz4aq83wVHyqM5Jb0u+JM632AAvPJGxoKAyGmJI/Npn9C0HESdru4WsoVJ+ilE15Nrzhxc8/AxHY5EXuK0ubA8fgjnmZKrAyXKyL8deQ9x+UxjKdeHmY5BmU7haytCjLcz7UKLYTT4Y8xtJL+S+m/kH4egvU14/E7IvoenYMVXttIFKJ8PePxtrzV/ANLX7ETg/SfSn8pPZOeRK/yEOxCIT2T/oX0H0ufM4F+wgsbhmW8tyLHHmXyI2UD2RKwQKdhPmEdFLdpQJPDlmpspc84iueSkLEOwVYRaNZ1hJufrqw24IIjVn5comh3Bcx8fqB4vmPgTRGeh4hiLur6YDLsddsIARNR7AASy46rV28G81s6wCU5uQstwURovuSe30u/h2ssAgy7Szdf+TLkMUUIQipep2WTM++oWOQRgPMOLcCGdVsjUVgFx2maoyS1VtKX0s84+b8FeVrLNUPCJ0vlibiNPcCkYW07EuOOFmsRicFDbQOoc030cQqpaERtcL1b6baWXkpPGT3ZIBn5KD3j+Noj+zF3Am6kZ2H33nV3HSrKJEu0mpA3/APpT6Sv4Ffn/15y+uh82bX0hfQPpM9AyK9RRL2Ho7oGsR8IumOcRKJobU/BB5gdaaLstNC8ipBm6ssZu8Sqzshah4i7R+Yz7GxW0oykiw1Z9ECd4y+3o/plWjPQGOMAQpfcG+kq5ivKUMwdsao6HN6418GuAEeIQrF+JNw9wR+q5fBNEb5noqGjaBpinQ1bimWuTuOx+v+ecP8UrbX73ikIcTXUs9EnIaEpQzxTRs/WUoQtmXnmnF9Kl1InfRcyb+s3S8LZA+AquMMygqaJtxQaGd1sw+qmCI6r8KAy6p0jxlnUy9MpN4hFnrHQVUxAzsHyJQTdHXaj2Hj7ahEftoIfLkinJ0SjkTohc0gjPZe+kj6XbulAlnCwsxFc86EDve8TnNYzy0UkvXKJKp1v13iCtcFzyDCppljotfRz6Rup4uXVA/VnHWcf7JhyWscUS0Fqcj4subcmXkDgAJyd94Ha24JKxckr3nUXcu6ouc9xJLFvwnpsHIogVbP1IspsiAJGzu4tCV+dgE7vpFHacC67A419powKZRY2WWOzQ3wy/+RTRprM67hc70lQQ/z8BWY5r+EuWjstbxO4pkguuYE1r/R8zk2+kd4zMCRo/GfxirGUhTQhBR2xkwZaq2fXipAMuf3hyqikCZL9yLtAT8OshTBjZGbvBLD3jJT7GitsIip3wEhDAncXRrZkdtE2OtQbjmQcMVMngRSyr+LEzipC46l0RvPKhIrADE4Ic0uz4Nfr+MYcpunHAl3bCerFg/SGE6Icws+lr6RvpDMMojJHJ4n50g+P9J8tu1LG+8AqQJqRc/ZpnX9s6KeBkYpQMt5gH3U0bI2oi/A9J1gj/ImAYhWBu6Yti2O2z0mygFDIbFlQcF7xr7cBrYfl3MwqBL13hCrLy+5ga1skYi3s7hT5oGALGgK0OxdmqhpaQRXD1e+kK2lP0NzShjTCL+JOLAib2YeT0N6lwkTLeOT1aUO24IJ/WspILAS6j56CnagPhNhY4ujPWNNNmW/u66jZPoRqxIblP4mLDL6PUMoO6mt47ZHx3zk0fFoCwoZ4s0KMsSGFrkNBUTyyGCNAa2hqYMZmOcrURo2xZT7B6H1gitq39Ez6Stpw3o4b9GOcFHIXY4ANiVqRVUZM8xT95iEIhjLMxSLvPuq0BPAtuU7LRZj9/y3GtI5HLgJQuPCr4sCCOpjziSgm7sFlhScKOjDhSLQaWYEDYHgVcNTwxDN3th/3kLoQA7boaYsINA0o5sA3Kyy2DfJ/CmQ3wLed0HhrcXXXpTbLHcdDW6FxLt0y0FPzpIc4HCw1J1byTDH4OQXZ6f+tI9z3YSHDclt/jOZ1BEVjsI68fxtJvKVQvKV23cQHK/5r2Y3b/VOI8gzJpiC7TsEn+2Dbj8tTFOrINtOjYYXUiDnJODJN2HcToFEI6GcFzzO0ZkcGID8Skmff+4n0eTSsG5ztGBOhJVt+Gohj4NyJ0zhodAtz0MeAyJ4bdofZAyjX/Ipij265w9ROuoRzN9I7W4Siq1ka2USYLonOU3jvCFS547Ib1qqLMcZDtFXdcGqXWL1cOp5p8Il4N/dI3DiwVEPEPoc2i0Mq8urJUgQ+wBTcU4mc8u6g+xhw2VHWVcDRy8CSnrsamH27g3c8CYP04EQZb4lrAjrlU4+BhIUPV6GX7ghwa7uYMbDNdwTwbEkUuyBCXWitYUrul0HFGpqGFVyxpoewKkfoFQTyXfQMjwyIrqJLNsUzODKN1OvrJUIbiA53GMeBuOu+37xVr6UnaCfPUI310nNp5KVIG85zOZXek0jbZa//GmRe857GDfcwt6lfSU/j9azrmJ+y/3RcM5XJHZ9olx5w1B1chaHvgV9ZB+Z39KxiHKQK0anbuQPGmuq5AVazI5WVXLwL+xuIOx45sm5+Alv1UXmWMTNQYnge1nmKeuED3EG9BEeJIzxysMFyJjjFW8BLiwjEhfFAuLlHaWTIPZdUT+JINTvYhk9RRENLoBy1O7Kx4tQLdw0VQMY4tF6CHffVfwxzdXD9ZYDVOZPc0iE4SO+gyF1fGfQKe3UktkVOMYa7jzf7KbJlE7yFS3ZjAAfOJlBBGeY1xSrUEVCHOGetjcBptYNw/vNQJq6hpmtaSqtoR90BTWfQ9RE76MhFc1Saea8TbPGl9IX0nOaQsLyTILHFLm5iHqjCmEbE6EMcRn6B8wh15xX+MDA1sscZXPWZHCpj3TzneMOLZSt8oEDBMoIONjyFEbghriHxnAbXXNx10xBccQNULvD/A/nqBkrJLEYJTvEgZB1qszEsYYgznY/AhIEEs4bAr6Oya9H8FIhzblj/VcB7k2qGeBU/Znt2dHNnrgIrdRFVTY858l5E3WGmytztMPvqXGRbQDtRaruF9SvpN/CBLSeMnQaX2ETWFTXAUz5+Pl9iKxX0qaoYahujId5TmhZY8JrIVEZnsg0jK4GsJ0GKTCRS8cx5aMDsJ5+iSzxj4FO0HA2twjv2Y+ZRrkOuuZdeczqjIVDHNwWHqs0KrZfSqzjCcIDbGGPlrR9qMd8qqOkpcpGHHwoY+45fXEtnIe18MLtcxQ6afzb9uIo3YbXhPHdky3tw8hgPO1DR9UwjjFTUJVGvxG+FUXWRxq1oN5qryI0XOIO7TU0Q7JuAwVYIeoZxQ4ux4ZWhBxzPXKNByoy9v+Pin6T3CNdOwVl+TIf1TvogXWKKu+j3NmS7DavhUGUGRAEHSuldnIlX8JNHCoG9tK9DemKKqKLomlHEV9LPIJaMLU27NzERZmxZRRAtQ5efgzKKUtnsgts2DthVsLtZu7ZBWm5h5Dckk56Z9azHXF3veJCj9JwR53Pq1YlCVNQkJ3DoB8a7dxRCBZH7EB2/c04oP5e+5Mp1uF8ZRIvhgznA3Avf/2aJVMdYyQbwcqQtWVBHvEfKU4Za0yr5gmbGCfSpm5Celzih6/YGkvaW5d0RB7OAcmLx1/xP97G55RLBjsEzuTdrUnqI/OlGuoHuKt5icgj5/lm0i3qCdY9vrKOk76UbJt33AcF6IuOs4t5y8VXUFAPT3QpFpOLG1viewrnssaZs6shJ5gKHCGp7aXC2dflbAQVPue7X0i84XeomJmAaLD5bIL6as+5I7nXqd7VZLMnPRPMKbceEVZlkqzg/wZh2zQkADRu5JiKW8XHCuFeE+Qnl9wWotYzmu5t4N9I1K7MLfckKjd4+XkH5OW/qvpSe06IYI9aU8b9eEMsJFOvpunpcurd7m3fLfGu12hyqniIdM3p0B7JFc1ZyG02AqQl8sQmUfgAlXpHHkjIp2SZhTkNUSUM8l219BFsNeOYYxtBFpjImMnBTJHZX0T3IaB0uOpByawCg5R8jncX3xNxNSPbXhKoj3cdrrHRF0dsGtz/hz85D2X01va/I7R0/vwLR5PjXiA13MwbO9qadoYn67Ux6FuG2Wha3Lg4LHKML3qxAUXwfGzPGw/hrXH4zBfDrcTBvpJnJKf6mjJk4xd/X/OtAtblB2+jKrY236IhFrDnR8z1SkHPK0SuCqIUyVcz3fsH5tOdwQu5piU9UWPAxClEF0qlD12GBuP+14M4PaPQ3MJweXXrOqeQzuTotM8MezNLBmtg+xuCrm5AuzTzqt9Jr7raN3ukUoda7PPFjmWnTPHLr7ZlVlMGZgXsIyw3280n6SMVRUwN3pMcaR3UcaWNQZIiwck8kKpgBGknaQjy8BW6MuLTHYk0IlaH0KHH4PmCtQplkG7iMPpxnceqUbdQhm3JFlFYlMMM+GB3T024wDMt/NRioiVv3/Py4zHL+oDFyyxS+6sBj3Z9R0A0JdhPE5hSQo4x4X0ZnuWC/OyQ+J6TlFUu/xTMH6T1NtjMaAHui9S0B4pX0E+mVdI7HrhBXl4F7+zDNXOdhiQ9N29o51/HDU+TYVfC3RrkF7EuLeXn2bU18uYnzFsoYx3NldaQQMN9ri6wjbZZhCf8zX842Wj5FsfwxI/wqEvIYnrCNYbE1IHz+OgFhXYGtuiiFJjKN79nQpgkwNbEOO+Z+9gRuiwX24KyOM4y2EU0UdjixgG7GeGDdveUN3aYxPHkLrjm6hebumdldj/NZkupauY3KYeSiGU6yDhF3KegsJzc7pL+KsFfx2A4HQzi2G625676IQaDD0iE2ZohbKojNjfS59Fy6RHd+DeF5w0rd49t75hnWbEZHUPyZ9DWU0jnUwpMInBbEDNF/HsLiqzCUMbBxBZvip8gqowixwS1XbqPislykjkDsoWpFx7+OkF/zrzcxzvKR8+b3cfqEObz/+a/x0W0o9G1WArnl5jLVQX8FfKg47vCCADeTiy8AMlZNl3yTaqEp/pRxBL4JdgtvuiC9eoLX7M83MO2iQ/YHwpaweAucuY+eVuocGl5kesoY5hVbUwa++FHKUlOhjcsYP8TfCD9sAmQaJOsRKeLKU5HiVhhiv7TXdLMxAm0fGdV3lRzjCpbPupMyKpkWmqRYbo+C55xN4Vy6pLPaAAEGCNtrRsPPWP27UDi0VKRfSN9Iz2mjnxDmV4FBqnCwKtJXz3OVgdszc1ZscO7LQBdhi1ZxR2BqopDuCOcW+pgInVmoAwK6Tfi2m3tmy7S0tjW87h5sad6x0+KrCNWUwiGLQEnmkJroKh2o82cbOI0ScQ6yL6RndAFm/eArpEUHdAF30asbWE/f2Mh/TWqYDbXcbUSQsAPNWcDYQzLfRP6wr06UuDt81TtrnuUJbYIT9HCuEI2ZrQkf64iaQwDRZBqnUBoZpgq3GSJkJp5JUrci9RcBgxW/lb9bxAoOUZsZ6Vmx1BJlC2xxs7R7Y8hx2Z61TGzk9KOB6OAu+XyHMxUxh/BjTPC+lz5IYpzqc8qSDS9m7wGWU+CiImrp7MQkxHgANzITjnEp8U/3JPkOcd/8Y6cMFeyD5BhhB4WTz7V3HxVEtxSHreLU7zEO4LuMCQcPHlQ8cvEo+hzjYaeIxSdcfCKCOBk2UO492+TCeI1gcOLOT3m3iLCEdQwV2YRsk86cXSD8gr+8ZbmOkfzvqI/W2EwlfUJp6Pb+BG83BV7IDNli7dt4kemw9OcOpsol6uQ2WsUqKBqeBYvYhSfvIP2PRLhbnPAQbyMfcaoTsH6F/nYMDaCN2PBmgFdol5JAo989keaOLsVJYKcaz3QqE3J/s2JiLGPkwLEV8Xi+w4+Q3gdySAHaaRnl7aVfctD5E2CM+0aG8WXYShVcURm+ZzzmGboe0Gs0sYW2LcKvSvJGEYjxyHM1UTh1MTx9iFFpa3c+RUeq52rzaFhJE2vmKj/Gj3k61AE6z1gwuVAyWeUa1d+4GF7j0gNGP2/uK+k1ne0d27pl3OJU+ih9lJ6wd3PIuOIUpYm/cQAqIIQN+gQJtA8uZ4ybvF+GUf/ufKvXQcea8Ntzq2e8zr3CycvAUwektQeki45lJcqFmbdf1WEQis6N4jHcXKkDS2R/z85p6DtiH3uEQWuedh+Fga2zJimtIEWK5Z8pPtGBSpHqJywv6z3x/fRoq5o4JUDxIEILfQXYOw0lZsWl1tILMuoZwiZL2JJmsNjVn6JItg5ACTSmZcqdHv2As1aWo7aejpNKzKJl/G0Q7hyIpEVMOJbkq5abvw959hPpGZH0GAaXRLeZ7X30qNoYRTBh6W0awPBzznkmPZNG3vp8vcwcs/rvEh9QqM2KyNhGK0aOFuv6VotAvM7zSWhNyzDUh51URGST1VZ0ejSyjImiCdi84cEHhgQGkpmz4IMdn2PQH2bi0leruEVzkv3SMVKQUATCtC2mYWlpUk4jVWywgWiywXo0c2C/HZbZaYqPNltWBpPkh3eHZoWdVeHDc2f8XZw7M1N8rk9mHcWF9LX0JdXpivMNfDVXpOb9srjoYxmTckvWwPGliHA5BgtV4lp7+jRe1Sro0zXxO/9mB1i14nIIifwqFLCnQN9PqHN/kO54lbebEG3sYEWxYH6hiM3t2Djz3raHc+kr6efSF1Ip/Vb6nxiIVeTelrzqfmb621wwb6XPASnGa9mhuIE6KvimhLvJwOqiXWE/5lascxhZJYHOdqQuX/MI6jHsGiCTm5BnPmAlWiuLarCrRdiPGY5czQc0mmsAm0i2mOakdAj1XBve60DglJjpvY/VH4LgNZq3KsUo0USF40JLYHPB7GDkgbJ15PY5cs1JtYjWqBsYHe3vz8ioKzj3Nlr8xTJITcvcPiwbGEWsQ2okymXYcnwsw5+L+LEpPreMRTal3zMXug7Sa053F5Sy7u+7prhlERp8fhWzYOMSLHjgJin3Kbz0EDFFrP8E0fIL6R9JP5HO45zed9GVOY+BuAq7mi+4QTG6R1b9gvRraafn48xg35Mb72L6t4929zEWqseoCv7e+daGamfbxMT5GIN+u0hpBatdhttnqjPs0swt9aGPc7ov409NNu85jWUMSVcywJn9qpBZFRFEk4sqw23sVCblDrFJfgZbfBV14LQMAdkCWbG7qzgS1mz2FNi7pS15E/jN9ECJG5fSU+lSesHg+0W8y9qRIllu32TmwyGeaFyab4JbI47dst1lD7lFHnAa9tfRLuojfzZQvgUJdogDTRwr69j3ggGDe0RLJbi6iwCUWGCIRWv43gd61NJ5nEvsrmYtvZT+RPqJ9CJm0zYAgTl0PpMK6QkeaCRS48COMnOF/0T6Ml7CdAzzFg62ArIWcDdjrIa99DaQ2ohxWszQh8JxdvWTyMA7Pi69zP2OCQl0+cj1Cvo303zmaBmYO3GjezNrqhdTGkM0Bv33Dwje7LU2wXzUsVjGeFUskJYf0UQuzVakG0hp2XawInJ+GxGnDFHu/OWpvYZjDa7jCiNm3VPjPSdgP2E+4YRleVDAJ/RwRFMIRzPfZhJWeEXPyhyC/PPSldE2E3F9IlA6m41kwp7hryPFqtvOK/7XB8T18Wdgjywk7mOvh9Bs33G3Xr0jKXHDUSlPka8UwRufMTPo+Ruh7D1hy04pN07Yr3Fpjd61Awe7bonFWScrzmrfBtNZhQ3boh40RIQP99F+6+JFkrkXd5B2/vU2/LMMhug/BI6O3PBpvRR/ZRFfoU6cidbXcetT5NIqlmAMK6wiwhnRdVGCO/NUoRZOjse2+7iE05JfLUOq4W7kGOLPB8RSGzWDn2JOqh84FeUMMnPgsLiZ7p67qRdIL1vuoQ7dXNbhCWL7ZXga4knLcGY/e/5uE8uedWwJOX8MBni7XFurF1sWzaX1HqbRcOAYP9/zWycgC/dvOn7GYbqOIFigKJq4wjye9Uq6YFqgIgrUMS++X77Z4In0tfQ8KqAiWkSe1z1G4BYl6HvUBRsEEmbLBdSacGnP1ntocVymwW20Ekuq5S5czrDfFNce4fQNSKTmGY9Rsor+QhqMv1quNtYhK3fPIztjTRyCXke6MNtmXKeIQJlesviugzx06egB0S3D5YkE+qWN2geG2DwbXxshysVMhhgtTcrO4Or/NlCicc6Bga9n0mfSFzDb59GYmZZ+aMHNA9psCjzygAiwzye29PfbSL+2oYIpsGQTZv/ZheR1R75156APBnGGDGdRXmZJqSU4b+lC2yhd2c43/xSyZM+Tzr3QFxys0XDOa0P28wlyPQp70/izh39Oqh9okAzBWXhVu8BuLRf5bZwHUoX2ro1WooWlTQCutJYm+LaO60xELk81VrEg1jx5+r8H4Niry9DPftIf//IJDVUSyoK+d3at6BnWMU0/15AWZK7QiEz09Ew6tyinhoA6RtFNtLYOcWjYxKU6hi0y9e1Zx5r9y7TsCdIh5iGOjDvlrGn23FZBD9xSmVSow0aIhJYKSpzQkfHCgSwrBWsMqiW/l9afYEFEkITxA5taBtiesIZP9CFP4yDsa4xvCh5rjh0+OKaNmaps5XfLEHkCEjNIcRQu4+D8YSkPOuF42lvW5JX0mfScTdkAm13tHzhhtAmk6oS5Yg4xVVBzvT33J1e4UyndST9IN0F3lXzcE5SJRuy3pP0Nd2JSs4y3mbiaFQcPiNGOLR6+CljXg4HvMSrF4R4Ti2Bd535ZVwoftrz3SXYyFduQbZIq4L6CqxTp2yXNFKC3ZVktTCvIXUkvZfnuWvwIwrGUuYowXyy9wgWDWZk66kPXFZ7/cpKfCEYtO7SDwqn4dAtlZin/qxCy9bFQRdxY3qeFqdmOS+ihJeWucOnchZFE4eJ/jKPPxygvvQgrrlZDRR5jl7PCzGMG8t7KSPIdaFmRtZJWHAG93hSLkE7jlfbJLxQRwobgZvbsSyKF5F0y77nBax/YE4z2yyaFMd1hmTMqCr0Ke7tHW+qc5BMw7onUhugTL+Cowc8Kyz9g3ocgaEcW34bXRRo3nN6QKS9muY4ZYduc0ZQ9s0Uua02folpQzNON4flVtBNGwnwRtZB91UZQRTnRB8IpwqDtElYapHsrTMHuUcSh+KvwAfOHJjnuuc8VcGAiBJ5Jr+ipbiLjFUv7S86spHAyehyjap3i5zN8pK8qFqpa4m3HuCbQRB9Ju2ENi5hnNI9gKO7Qtos8n8qENvjhOg6s87isY/QBN2sAewUNHjfGmnjqDKym0LIPp3DXIuBJtqM6fLUIoJT67S5id5IsNT+5giPsaOHcRQ9iz1kZx1jDhs7nXAvc8ZgtHntKgeqsaBDe83QGdx0KPAfuluMKnkpn0kvpuXSsIzDbeopwvC6qnTEW+gERoiWZWYbZ+Q6chx373Zu5W6aFIYQvQziAQ34V4HCKf9Vys+2uXazdAxzhCYSOLNTQcLPFz431L6XPePdJt0ynWkaHMfzczQ/TEgWP4PRinDIG/2QfqJZpoed5M3nmRQoeuQ+j75BMnIW6M/fO7HEVrfki7uFMOqXt2YVjjxFGvfhFXNw5vFhGNEfnIgxsiku5Bi6XGdVL7ZhuMDnwcQdW8iTMo6VY8EB8zXlDT+J0spIWkYHVMQooP/WRl+WYpR/ptF9SktQcM7bCF4YIZx1Y4IHcYkN5/1La4LEfnXM91LLmjLyW8/LfSL+X3iAS2BMPPGyRxE9ClGRQisj1TSAlswJ3cWLNFHDUT5id9zIS1Dqq2Qk/P5JpPf5fRlQqWKOSkO/bnhfxKg49LBgf/wrRaTqbBVJlWJ7/cgTVFDEYWEUyT4rfXxXeZeKhpoavIn5tgjg1UhXA28csiTV5IF2yluAYTTVLL9fwBRUppYm3gxsVT+HnTTzmGAqWchlKyiX6MAPXBeLI/FGHHiCBVckvev1dC+yk68C6AyvTYrSraCb5mJUVzaGS8vhOumI00mEiCTwH4qTZTyjCZ6X0x9BI1NEmyC6pieiJ8NGwaHNiuJY+mXNzDF6R6Mx03UjXvNDtCkpjjE8yuVJF7NRyC8c45KpcJufs1jg/uzGb7LkxklNodpjKEOtbIlPELiZPmBXvGLda0oS0amIrPZNecYBw4rEygGUVeXWKYa6aH5iiLMmfdPq18WWlanR9WBKefnZz432kOFenKcE19e0y1ZlcfO8TwLJMqDCDFb+7Dr2OYFOncLyeT6+XcGNcQqEpHC+L2IZkOyzfQGEGtQprUdAQuW5tjAEOIZbwpvdE5yJ8Zg2EPvCajxsCZZYnK4hGV2ElJfopHJL59mNQp4+/St6fUEVR1uFr99ANd6bpHcbccpzD8CfeudjFu6RMRt8zN6NwsAe4zss6Lkn2jLKmItaEwy0K8uFRrDU+zz6h85WC1pr4y1XwgatQkzXUYB2/tY9XqswZ9bn0c+lVHFrlEJtNmibijvfAvjSES+St2nzTdR+kFJEnXZL49obwEN9GHWHbDfA2Un23jK3DMtfZFl2LrkA61/GLitDgSOEv1wjeI6s1i1iZzE51CJ6t9+ype5NCb+LZxTNWbKVljCYy3aWz6GULgp0PFTgPemUbHIekq1Bc+bYbFBoN0NKDwSe8mqyNtkUZ00hj+LyWod9HCI10vPf4aicdEl0Y27iB/kF6zQuzMgnYpPpYsgcJ88FUkRPgEPnBHl6SRYvIMw1hb3j06eMybGfFWAcr2ASP7/Mc1vFBNXvjtDMPdhzRPJ5JX0s/kZ7wsCtyr9UC1TJ9PRC+lPGNYq2K5fdeuj58tcFkrdHraZNsliy0E1cbAsBuac2+k7n0Wi0nLqbYCxtuzzEoa+CcQ4DViw4HD2L0gx1pw8Md0WwGU4TyHtXktMzw46PbS1hnjJYUWhfq0YY93UgX9Ldapnbc07JcsYM0MnvndV5TgCj2pYvacM7Mnj6tqH53XLnD/Ox6Tk4+vy7h0r3PHG3gXSri9zFOmvnIPOcOmHTAmLYUNmmRDVW1pTYmEldk7MPS946c3+XsNwaOqnhCRVGkUOE61t7H/STleAvPeVxyM3Ncv4C+q6XXbOcAofI8Xg1eBYYsQGirmNrpHwWygr15QLNVYfSecyqxoXIpVLKw4RgwcoxU42GXkhblMXK1O08DrUj/02nw1QqZ9MBqi4NXm/jfY2RRg5f03jpa1j6twvnNm9iDpTu6LH4oD+tOUY5V/ICn8I4E0E28gq3HhE6XDf8JN5t38yR2YcWz+GSfPY1Tc+CuS9fxSvuCFRiwrha5sjVeK95QceDTzVEd+GazfIVfCwye/eV05oEbNnL+2rJws9FcS6+l30qvo9WuGPuuAjxbCT1ETC0j7LmuUJjLvEkfl8x1ogWnzUSJptGOy+5LFzVtEeR4v7zmEF63wjnfSh/j6c6lL6VX2OgG/rCMSxWP9JXjMrdYxmz2z0RFGSvv7FHFv1bYSsXoT+axPhKs1TYu75M1GCP2K0Lk4z0qYDXtdQNQS6HFf9wfNtxNRtec1nHZJH9AHSfscncgt3uIGPcABuYClvHUdsJsJdZhJxYkr+KNVRMZpWYNTXqVUWJsQqbqNa/JjXXc8BRIoYzi1t07kY2c9o2n2rglSYVVkUkLuYp7I/1a+lvpt2xhR/PN1fYh4opNZAxTK2Lps8wwHT/v6BWbKq5wjOa7u2e5x92SU5m/DDzcrE+VebtkfV0QltKd9I6jwLZMfnwjvSLHbjCCMrYhuVbXVPnfB4xaHZChjFA9BEbwLtiCV9RFNX9vzdpx2UhzrhNWPkWuW6Gtd7BzIX2M9tUY1tkHYDOldMSqFD8/hBOaZNox35Pulw+rCOJJRBdx8SFCmC3hgWxDEbAU9uzsXYYUvARGKV4+rEihDXuUOp+Cn/SwpHsZPbXrltK0iMDkRvc6btL1eR94rWZ+KBmEOXHe15HZ3FLPMq9EgfWJTerYb9Me5TIwV1G8FeQWNx46wnYfXtc/asYOqHDF3U/hAN71bJwMy2vmcrjbkYOm5m9nzHnN+ZEzwn8ufca7p/qgQ9slO2J/GMNGEwj80RSkZaMrSXUtY4EltS9Z6hUFzJG1TUJLES5TYGC6yOc5mOuaP2JehBPI0j1PbahWUMIcI0h5tZObcEKbKKbul8fzZ+slbVr4ahFXK5fL62JV8RQlhm4HLpcLmATHA1qrin3xMibJN8QP14/Sj1GVqyRXfxPL69tYBZtdLen91TLDGbXdsjLXdRyracHngCkUcRb7A4CqR833BBsJsUr2YLVEBUNcbYzD0zL6DssPcnmWUt6WxR1j46cAHslelOEJA5FoXtBb2PkbqZC+lD6XzkkpTZhLor5xuXPphyIST4EmHrT1FfaRpayrg0xo9/EsXuHmj1nYFKBGSyasfGS+hotdNIRFaF5DQPTEqRlP3T268xIVThHxYggy4hDIq1x6o3015dPZD3uA2xVll/NbIlLFUvhTyuWN5S86iPgiHfWnb6wmOI5YbL1kIhLCuDC02Yzx1OnDitPYChrXbsbesmv77HkUYRYnyzGiNcKLEdLCT+slG0L6mz2VMmrCCRTq8LlC97hetu9t+j5T093kNQfYDRELHCPzy5XhgxX3RI5lnDWvfrinETVrzbdxzJKijFFsT34524tvNhE4hnDXJIcyQmUXTVEmFcGuZ0Ds4rKKEO4uQhGgd4xCxndS44dDFDjWCZdwmKaOxBp6eW1/D5gFx/Rj1O1TRKX8dTtwGZTbFJTngwSQvuoeaR+Oas+xoz5OpFWURUaRc7TaBxZwkphQgKyJawLEruJ0Ja+5N92ZZo3EaIzQvOVdQQolwhi64nGuV7eUH2VQqYqoUMHa+ypHmubboOYehBYfyJCL1YVuS6zyOl7lmslh/rNGnpEUkWNtVizObw6ZQ8Snkmepokyto1d0LX1g3T+T/pR34dVMbz2wsOwuPmjAaPmJCtzxR6Gjwv/X4RV2GGfmIrzXpwQpriM+8RhoyuVlycs+knbqMMpi6atGBA2xzFT8RPV+fERDOAz18VxDyPcU6W6K3FJGTksSK3+l4gGLiIBlyMWsEsl6LxuwFRev4p/q+BmP9R4fdSWmCIIFLHQFWG0w4yYWwaaucI1sbTYwWzUHdw3xsBWV82Rjtfv2vCtt5EJrtvkW7mePCuI+ThsoI3SNwdGXceUjS/CJY8vbkAG3UXaPrI4puD3jSzc0YKz/zJhn7q6IDWiXdaxr/XFJGt9wkvqJ9Jn0NZ97imMUSCaKsCr7p8N5eqyWeuYh0Ecd9upfKcDkR77fRDJ8gBJnu7kkJB+XP2B83oUPl9BmtiRTF3eglVtp4vTGfTAXSSM/gDDeZT9IMogl6THlEFP8cYlbxG89rqochsqoh8f4+2GJF3xXSXc7TBfLKF9gtNnodvN8ima1s+VsQtu4tzqOGTkuY5a/7oNunCLonABpTb9PpO4fs7QV4R0RtOJ2T6Q/4T2/fyt10necmVDEC9S6WB3hqKae3fdLSHC3JI1PeJ/HjoPthzi3ah3rInLOjseb6FuMcVL7xOtbzG0meThEGHIbZif9Vvok/VPprfRTjgtzx+IYMdhhMpf7AaB10MmMmnMwboRMPKDThXs8Kxxmx5avopM5QgId4lAIRZC6hylc84rHIjqBLgeqqHe6oAOHQIBz1N9HCSrCaPsIMlhWWWAbBs99nKRRYXIG81Uocg8hJptYh46muonfFrM5SqcMXdhJyjhu3lnR+pmKSFTFaVsl35+whgWDL8ZinkaoI5I2IIKGX8nC2HXEDXfl4HJPB35HATyGxd7a2OolHBojSc7j1PNgznMo2Y/cYs+HTRGZbKNpB1kYmP0vl6m4jPjnrteJdM5S1jjzJO2kd3y6lfSZSIvoD5eoIxywq6V3zY21OQZ9Lf1cupR+EhTotBTWZ0ZNUkfxvZfUQC7rtDJAhBvIZSSrcnmTQ1zH9pGtSx8PYHWhB8FaQJTPZPYJKUOE8Pvlr3QBucd4Y032wFxu5fBQGQ+b7irUYIqIltyPIk+mHL98ZCp1+EBH2F1FavXFvdp1SC+rsMkk+ZL46ZDE3y990sHItVu13P2kDIrY3yEgmD/F6ECIeQ2eK4RiblN3CprblFfLI7mMmfHVBRZmOrcKkVpC8CwPshntyi1v3RB0H2Fi4iVrFzEAeUSxcM1g15GdUBAM9pAHB9I96BPYOErCwWfSpfRTaSu9iGycfInRbBH/nZZOWzwywSH+t8C86sALCYNdfXitisiNWSTP7ncTdd0DRidhZwPLtYs0a5ahI/X5KFZzsF2k63TjkuIi+XzFp9us5//9SJc1O6J9FEpZwY7L8KfwPaspPUm7IuAeeDfcwOK0IUsYw1fHMINiuVkFwesGZXjyRj6p0O1lL7KL1Sr6uscwP0ecPoKR0/s9zpKxe+Iv65lb6pEgdjTu3AXpl42cEnQ64Mmb5URocvde6wGEcORTPBBrrHLkfL3HfWcTJAWU1YZ/Mp6xEyZLnnyGgWu2E0RnfxZw/zTUcNtH5GEqFhW29Ti7OlL2EYnSFlMnpDCgmsLYKd0xcROnafWEttluLoJ48xT4BoVZR6m/W3YyOvYxRw6Sd/BKukz1Rggb3VCP+FmSDX7guocluvFUhsL98iLHiHE5B5atIEvWWjxwv8yQCgBo1UcZW/ZgQx1ZjjFsWETZn5T1vIxbfmsT6V0hRvDizPF3HcOe9vYTPFZx3u0QCayVSos/vRCWVl5Jn6RPvOn0LkJOAbIa41bSXouI2QYDB55/F4RHms4+0KZJgmmZlLI7Ny4xRnL0A8ytwDAPDMiwXKCJU8TP4qXp7qElVfM4kSYedloYwtb7+EX3xpo4YtfwzN1ON98cU9b86z4KuZN4uagXoV+GcBuNY/w+sqVPolsv5ShTtEk6GArFc41xhxm2HOPGR8HLIooWbr+I3ZyiCNIjuKHwPS9OF4tviDfH8fsgF6bl/fgBi/jEInxyIkJ54H5OMCfYTMURx13E4mrJ0Sadm0hb4c/OtxXF5prSZq5UP1BC11KV8035eUcmy295AVGHo+8wL2NgZ8i0V8cta75tuNkTTzhqYWAfjEs2FcvYJI+ntvG5JTc2xOxYv3Qn74pZ7i5mca6l8/jhMpKbHnlpVlzJJ6Uw7RDOMwbsyajhBF6A8/tIyxMWkFc2Tt5H6mtZ3jtufraSE9ZkH7j6JODo3Lo7LAFtHxO/4kHcvTgGVB7jcSaC0TFWqY9YbHVeWu0UrKT/t1iOUnkvHkQKxRYMkY3np1jFKHIdd+h4naJRE3sDvupA04QrVhCTUzQRV0vtYbGMua7V7yiwJ8x7Bs8/lb6UnrO299J3Ug0tr/ksb3uL65ASLmdL3+Kt1EjviPpmJvuAlNPSV72pDxTb4x8zQQPsPmjSHbIExftq9xyHo4gyJgxc5lkgMYUpKwJ5GSrtiU7VbEx+kVGqpor4xqEteZQywv8Qvppox6qjItJdF2kwhzlsRl1cp49VfXCHNr7ZSm7CFExU9AEQFHfrSF2Ez1Rx0IQtJPPSMVY7y8vqUfASzbZjvBDRjPEUW5/0zBh/M0UGczQZwuR62GOz4hauuN5Orstt6rRPr88YSa9Er1+RIURkLBA8V5yitiK+JFDfM2FTY9IbjLmWzqUn0nOOiZ+zy610HSLZWmrqpR100Us44djeHcTv38Xw1zGCk5bBdYo8mauZhp7w1dbcRTfyiHDETX/xDDt0ubbpHDfvl385xJ2ko5YRxQsaD3N9/4TX8PT8rusHG6LCSx9D4oz9xaN/GuLGzH43qG2trTffbq54CgsuSFYt8gk36336wXUc7+LW4i6waAr02yjYBNib97SBuekjaYwhjaiImE7LWadMILr7aBsO4Rj5XF6oPjJk1jvlMizaAsuldYmfPISt5tM9aBz4c52Hi7CidVhm+Sh4jYEUbBsDG3SI94DU0iUnvNzBTbSUrOvgKQQO8sDpWCPxc49oFVGn53VaNseGo6VOqAeO8czOpSOBwUrjTRSxY+TS2UAvONTzlmygwLo1WehGek/3yAfDDRCMJQzK7HLn0jVuPxF9yuX6WmzYc8LTmjH8EViRHM8Qm+psVsYNr2JiUwGeC7LoCnO554ThmgywIdzeBLwseHN2F/Bhzz3fSZe8IeYWFXdDQbWm837E4HwUy0CvsqHYO0YyV1hwE5/YAJ4L6S48f0N2ck1b05QW0fYgvZfecsKg5zbr4GDmUm1LbtnTOTcIbznfrCXLzSvQogatCSsXwW/bnrdxZv86wu7I3m2D09oHz1fG+MsUqbVfnqdz4Fe6UEdlE7skA58hhhtw1xZ2qseMR+ktOoJCGupoixdRhba8uXV2gNfSd9Dux+CHpqUux5TdTUR01xhz4fqJf7KspKGbugOFjhG55//dAYkPfGM3npfsnjeatWFwjxUqVTCf4pt5iW9iaLAKx0g2319jJGpnkgIIkPxw6mC8VU3UP2OAGrdY+igFdwSjzfJNChXS6D3Uomv1gWOv18TKEz5rjTlWkQq6Je4w6VLjRX087H75XApjLQJeZbqbl/FK+h4GpeAeFD9Wxu/aeMrYDiOUPt40UUfjpwBX7wgf84OvopI0+5gfISKmGzMDf1nEIxhbGTY3EB8nQFHr5Nzdtb7IzJwZhxYhkAmUkZ9chVp+ax64DtbnTjqlGrkmm30r/ZX0G9Jahh+L+PrlOnoOsAgAMxE+B9ZrgtjYEOem5QbMv3gL+r2j93XLSSvrgFJlVLyWB3hapQgLM+s461o+8rIGw4p2iZzteFU8jsLfigDb1TL6Og4Oy/nMMUBjuvcYxMZA2jkJ5LbiTrpHQHGMM4ecuGosYEuD+kgt49tWeELeTLeMxeLGHHFcuRTsl33gQY/gvfRr6SXj+11EOu9LumsWLFU0ToroWhVgyCkMbFri8wk+3/jIRfsDItqgaR/T9sKcEkYNAQDNfWzite7ekT5Ww7c3LQnadrnCXooZZ81OW9ZELDN1Z9Gs+yi9k95K30rfwiCLLfEBM2VsVUsw6wKrVCQW10V97FMCAO/NKtZ3xEtNGxzjwJdVUFbFI6BSxn64huwjBrc4/5GkasszUPfapUzKKSXbuRNas/1yLzM/iCb7SHe3Yh3qgL42iAkE1dHM3OJpd6CJU6mETyohk29Yny2IroqjIYtQYrs0zcrNj2+R6hRVgJadp3EpmSzjKfzVSW+lH6RfAgc8Z1dEsZAqhWpp3GazprgHR8YuAIJj/X7Z7Vd8VrXMkJn0LF/vIzp7B11n1fGqLteZ5g7cN9nHmytSD1eEHwmI50hdSOfxUpixjLfB3vMelGPU/dfSR2kHTLULjeTPrPtng7uQXsYBZaZbR/DhYXkgqJCYJJLR0qm0RCxlzNa1fEr9iDE3Q1Mt084ORyoZHfwIAbCP43kU0TEjfR1QagpGN83dpJG56CGwqwuHxORDdEEfrMCKLfRmDSzCinMu11EVF3isSVfHiJKXtZ6ENquNpPrgmyoCaLlclgftK/9vNk6ysJd0LX0nvYkJFS1hs33bsliFiGIKG3A7WuEbR5LtJs7L7pcXf8D55S67q18Gv6WwUp93NUK2HWLiz3/6MAzPjbhTWMeyuP/i1qbDYimdxVkzqqUfUD9/K22la4LlnfQ96fQWm/CE8YGYMUaum0CSw1Kr2RKlPG81N28rhBZz2/cTVKE96h6I25I/e2CGn98tk2p5nliFQ9bhOU65Tu/vpR+k19TAFga58nnAb1cRL4ZY9DJIY3f8c9d7+tqXywOyVsTRVJnZUY0OOrbZYrInMIo9css1Jj6T5JccxNPxSrt7egwN3MzETj2uMw2zFf5mb5kiehqD5Fo9+K9x/nfS30pPpdMlHfCgSeuDShLQNpG9H4QPs9Mmvccg5OqIsEIkmO4qnjf5lyzgGwqxGiHEFC98KZZ/FGxLudQzFRGXXUZtlndS4C8jcpe1NNXS3+AYd9Jr6Ze41k56K72F15lCGzUfxn8aLdaBZL2lAvzAwcJtnNo44XJ76XveJPud9Fp6y2vCFM3ADmJtxaysM3DPA+9IhgOb6q7gMW6viZdTOqQduYG3BJEkBl3ummjJIspWaJhtpai10F1Qo0OMgJzEe7LLgD22JMfmhmdx5Xm/bM+MSAjX0hcxn/1DtEkEHdpK77iaFSnm+fTIfLVEKJlIh0jviixUhg8rfkVs3630g3QVQk4ziEX8VreMgGWMIihS1giaq3D4MsS61ZKKN+AqcHuH7yKCTgIlV0MNWVSUTsPyai3BtIphr8MyYDlwG8E16M8UdjKQw/x+oM3MA/+O6+4pTU9ipnHHvnqK7xhU57X0+6gqFbBkF4x5Q2I8Zd6vl95KV9KV9EZ6Fw/sgrsiwJTcrjh4spKekB6bwMBV+O0UEyddzACk/OMAhXaLMD1p2yqqNatenFumSDIuaXqC6Ozh85Svz385cOX1UpbkbGDZdxcajzpM1iLViv8tgHmzqtlio8+lfyn9juD4vTTALblDPsV5fPtl5vyj/WEnkOzPOU4Ny3j34GuKjG2E9SBFa0nzVMuRIMMlhQBwwDwUVKXrkTaEnBl9ipiGK5eIfVg2RX3ZcrkC4nP3y8ooU2sf72oxmdTzT7vA9lVgY5dChwBu9ZxXPxA85i78hSQsXrjfSdRaG9b699IP0tMIij4Ow6vTRekrupdr6W+kN9KKoxhu6Wca0G6kj9LfQkrPezZD5bfR9ZmTxq30DjB5L33k9IN1HIaYVIer6znRza3gOba9Wk69uv01m+YmqsEy8Iw9vACxrDkDfYZM5saLgNnmYI6orE/iL0/piM5Y6D0vIKtQicw80wWSsrmsmDnDC+lS+idSIb2WStQdW+mnvHxhhblk58nSBdeB1jmIAGd+e7+keYw+TJIb/hRxtVO6iBNlsydjynAPl9ZFNIpHzLpZSkS6eM1pF0l+jNtz/i+InhX1fEX0nCLC2oZzErWK3Wn4sSruysn5GKSMO4sDQoMiYsrsX0/ibh8Mcs8Oolr63wUG67H1H6KlZvmeJUH+sJl8Muw+RIL9GDCjogvvss3ao3sSTgVC9tGeV1Ivfc/zVBjoDWlwCN/bh0xnILmZfB+iJpzI0h0nKtwsMdueIc8pHl9kjzLW1O2lkh094I0e/rZG1ONUh8BsWfWJ+yyjBd+QKs9xkgteOTnf0hm7O1fdM6N+Iz2XzqS/kC7x6k/SW7Robp4XYfTZ4TREGh4l2Mep8sFXGdf0T9pvP0mvpfe8HbOP9fTPD1FkFnFZb8cY65Zt8KxgM0A/uM9ENC4B7MweLXZZWxHdSsLxPbyMfaEOwJxNylSDDqF5qkgDddz2yGiURSzO2FMt/R+CLpvrzN9I/0r6axpxY8RLxVqYWZ6iUdnz8IdwVGM5x1d3/GdrOImq74RI6f6+mXoH7DZaZMb33rZ7w4ZoqMwxbxf9m730SfpAhvee3YcOoQ6nUggwq2DtFBvvLfetWlVvZ95zklMXhKF4/A330IMI5izxnE+cJ0ieSwfpo/SddCJ9zrDVBLN9zRRuRc+gZlUF/neGcf9Gy6aiAi8onvcBA5zeu48fruLK+WMHOnCmtR44dhfmW8Ty2tD7yBBVPEUVv2XOyT2zB0RDskEmC/fxcdlm64nIuTLmold847JZy36vH3/kAQfy+TqGW2YRy5X0CV3QynPgtfSngeXmPHkhXUl/J71nm5uIQEke9LjECmmym0hbfrEiP6yWHKlY3B4/Vzyh89v5suVYRXPCe+CcabNzl8IQZRVFbM/QXw/L/ZRn6RgyPo9k0vNQXZRPZlyMeY6BYPuYHa0hbNeQFu4W7gifB+7wlBeueJtvpU+SUOfNWPopK2Zxbw1inAPfLW86eyN9D7Cv0DZO8Ba54EUkN4vjHvQzTDKNS6fNL7ccWpSGrlnMz3Xsb5ajVSy4F99dkAzx7qOW8RQ2oeRv7VFl/PADT7NVJ3YVIKWJ6d+CWm9Nh6Jh5Y0iXc3aOY+gX4/XHJfxaOL+52D6CTBfsLPFzC1twqcH6Vx6Jj0hHk/xjmcFTlDck2XKCuJ+RcBokJvexb9ugmTbMZ81e0vO0My+dAy00ABIujibw+FTy+Dq53TbeqB0lNQhGHbudVq4ixg/hudng84RIbujpnN3/Dki9K1IfU6/YzS9HL8OAf828dRXMAvzfs+c+Sxtu4fvPUYFZeXTmbST/ka6okPexIN0sUrF0vdqznN67MkZr5MISISlAHgNJYBbUHscsgsv8g72y8vaFYdl1ZBtzylseIrsqmj2lEtEmrftdG0Ob2TlFSHYlulo1bKzVYQbu5+WZGEdCbynOFIY/0RqvYtg+qMIosZeXZbsOd1jPmxpvvRdhDr3IZI9UrysYYz0VeO0HRC85TlTjWBxhWGhOzSfeMg2/msIsQF1FLFb2eOaHiUB1+sdHfkq5EGKhU6p4LS0gIbbKNnaPfEyH3/kwfe8Pqzhn47xui3rWgcG/YWjzhMYl9KrOOtsRFa9pU6pYtLqLU1UCzBuSbObIKus90puLDsWu+X7Accw1iL+Pr/S6CtO2JgJgo8QFi4sq2DmzPxr2SYtI/gOcQ8Jj4fwJVdhitBTRCBQWKnCoxxtmwjEQ0hW3aUXUxPZka7jVu1dh1hbBwX77YQBnzAKO2Aw9tU6HHuspe/iIyfpg/RemqSfSc94acIdodrIzavTUVkNAN0O1e4hTg+Zls7gstbXmfDtPtw4QYUTV0W5VcXJJnVwg1mWZAMgBWUlWHEMuazJA1ublkC3WgqbS55lHsf3uemHMJp5X+9gaFuW6xCnq+zYKte0FUqGT5jCc/jkI4qWWbpsbmk2nZnGn2kkYXl3LP4eLXcBIbkjymwCj4hd6KNyyWD3R6GvWK7Z+i10m+JFmHOYcJFW0YGvl6XgFDbjuNDjA6uo8E3ACktwu8v3nMShoXUVRqKwt11k9Slqh4IM0cT9iM/yuhUhVNw/mglzHeuU28RhTjOGvUUUNAWQLKWylv5fcfcFpe1H7OAkXP8YIdbCIKeOjpbMbGHvkDfsOKTbXqr4X0dikcqspx1ZwSF+5RD1SRchSsvLlvGXxfLiZfjhrIjcRIPLTFUP4WQqz/vns47GkA3dMyfhevgYJVlH72FFqWaX2JEkdwTEWcf7VLqIYvuX0lNQyRQReksj5x6zKNAJzy49gqbOpSnQzcny7WH3ZHIPBrTRyeiXHvsf8lUnvYY8LyLRGa81MPFhXy1Z+cS9xixmZWeAc4wTKhSi+WOkWbdDk7GflrG7CU2riO9TnF3YxMiuWyxzoDQX00XiVcT0kVvdx8SFQXLeXsdljT2vwUotQ60/QuVaekvh5KmFjsUtCA8FzKRiHUumcC6kU7YkK42WJuF1lBZTvJ9CxK35kf5U+nPpZ9K30t/zhkXnzDdcswQemMuxYNBR08VwAtchKLhO+ojecsOyfia9p4t7R+aZweR1tE+uEJ3PDNCV1EqXNIpKotWAzOggrXl/9jOpkLZEXKeao/R7OK0Z2X4vPZG+kD6TntMhuMXz74liH/CrigBxxhmxk/R76XuplF6RYLslW16wFz6+0K1y0eccAptkDZYumt2RJtoYd9IHAMUpJfcQDfytNJJGWtakJPTPF7nh0dbAn/sQM5krETfZxFmN60DXhmz18rbdQu8Cfg84yX2oGoz8D3yo7cqqRnNabTSlzDzt4mEnacO0zBQotQ1UfAruONTSE0koRYd4I5jFgLdssIXLfdxlS+S+538NDNYoafZR+SgYJktGRukX0n8l/XPpM+k76d9I/1KqoUBrnOqMhtAhfNWYfoqiIhkRm1QXZcZe+ihdchS94/et9JYrm7HcLw/L8umSR6q7p3DLH0ggExjbyN+xvGWtTul/7kOmX8Y7tbbS59Ln0q30HlVayx7VEQTdwZe0kX4mvUfKN0Fud8TvFkg8YHkmzLIlOEbVoEitD2BRftWU2RXNcJdenqG7A7vN5meWyEXHFDF3Yuk2kOQ5aOlfdKPF2WLA55PCNc4q43GK6NI1Ucj4lo6gHs/BjgEE7Ic1HYp9vFHalHWH0e6iH7uClzpERHhQZM1RppvZ/5Jz7i3CXNFCeM+5BOaczIPNXyeUHCu2eaJEmaQnBNEZj10S0d8hZHdYWkn/WPpHON730oZcVCCgW8M59TxblvsjHpi6anNOExi+D5ebexvnJHn//NXy1BgfHbin0D0NxV+Ddm928g+kSvvnKmqVdcQR4XItqbWjQJ1IbvOYxXvpNfj/M/QMK45uvpWu0GwKPHkqSXopPZeupL9HHPYExegKc1yHKmAMSFLEnJD52MR7j93ValCf7dBjpnfSU86vGJCC1/AF+yAvDliaib2exFUHdvNtzLeU6qIsjpplzndTIJsFY+QMM4tGZEe6903E0GwUraKRU+MFXazPENTAajlR4HkM9x134VDnyA3u5/ev2rjNINfxYrgdsPMDCdYjZmKVt1R9dhLvZQXk20p/Lv2Z1EjfSv+d9OtA87OvvgAmzYrZz6Rn3PSGUZjDcgbdH+Ru23289iK7nakc6olKbSQBk1tNFEU7HMC5cR3nTRoXSfqt9AGtXx8D9GYOelDxxG7V0Viyx37CyFaclPWD9EE6SK+kn0hfSpJupe+l75Ar/YCs8ix2dyu9gCDsWZMp3j8ickVB9nAj1F3HPjw5Q4wipdtRq0h0BWlqTZMsuz473uHwkcUsw652IM9P1BF7ribu3zcwB812mZSmCN8mdS2GTXedgkA+RrlYR/50mWAa0kMg93FEsKJR3EdidB27D37eMKQJIHAkgJ5KT6RL6dTnAdbSr/HGCYd2h3eKU4JdBA/c8RQHsfdRBPux96E1v5T+TPrn0lb6W0T/90HQr0gjW2ktnUmfw4jMf/lUeiO9xwOHyF1eozpUIG7hTtQAXQhxDZjPwdVtROt7fnhPmVTH4h7iDbYF9e2vsQbXLXOdfxrV4MhNTjRaHNoavKWj9NizFJV0Kz2Xnkgb6a30O7j6W+lUupN+K71luXzm0ynjxxfSS+lUupJ+kCbIswoOuQG/DBiZb7VhN1NapPi+CAO1LPEAj1iGovgYrMdeek353YTMRqTW63hv4oHyfiedcTDAHSDzjtDwPjSkLlBHUNg+HKN69CD+mbecqVAQ32vY9QIWumRPZxvYBno3G5Kto3TIIxjKw54+88UdhIbjx844YfPjzAP/KnxslJ4v0c5c1F2HRLOIesZ19kQpZTTfs/E7+qXPpRfo454GWnbtesRp6/DAEx51vvsjFywC1icvb6ltG75aRmO2DoHrPSPXq2jVlsswWYV2v4xTJOugKPbSRWCqW8LQhvCxjaOSUlBdBYqbQ0AFr3srvZF66Zl0Jj2V9tK/kn4v3UoX0tfSM+kS97vnIjML9RnHQfya42dnhXAPHpvihGFFznTJ4LanO+de7SwpiwiUq+UheNnGTBnZRAm9X85CJCidU+WBGziysHvy8A5Z+Ec8+Zo9akLJ7NhtHHQkVzt6uqt84ESxPnDpCPvo/JTtaHeG3fxXoEXLbNz+nZaLpsB6pi3qOCalMRCopd9zu3Mw+F2wWC0SnFngXoWYI7vhtuAWT7auasB6thwA1ZM2/VQD+aqIhy9IOFcIdD7FLJ4ivtirtaylU6RShj25j1dGJ2AVDlkzC+LoO7LBp8CEPsiPmVu/kK6lK7qpPR2LIUhRK2wmYsSpdEonoAzlwEx3XUuddCp9Lh2lK+lbqZe+kr6kQPiV9F6S9ERqpAsi8ROpkq5pnjXSmfRE+hrS3iNXTkETxuE2dRPaLC2bIm7dKR7wgWG4qHNJ2fK/1uXtl25vMtbS3xqAU9KtKIO2OQadOS3BbY2vVnBvR+rkFsyyjib5kUww4ttOjD0BQlz8ENJX6xPHGHX0IX52ckUZbIO0dm3glaU7qqcT7GG0buljEBsdk+8VJEEVD7CNk1mSJzzG+MgRVmlPTt9DXbZ4yDpa+dZV7YlqI9twGxqgtXRDeWCli0NUEatWPlrEiaXPhnUZi273PnK3JxELOn7sTLrgTLYhqlwPZL2T3oHNekrBf8jzWpVSR0exBB3N97wOvOewPQ+O/XugymfSP5Ke8tSV9IV0vpywdSPes0S3pMcZzp1DY/TB8BchqfP9HwJJGXyZDc4tqGjzeryhCP7Pu7bn+xOUzx0PO1A79GHKVm5OVAdlVP5FHGq5WVLKq+UwWoorSnQaq8iBlhl7WquANh+iqq+W0siWqv6eozBn0mEO3DcRQerlKwsVhIVt744Delvi+IFb2tfUAyMGV0QpeAeJN8ZRRiPrZWbFq3CMn5kv8kYqOVZ8S/HjjC3y7SR9QQ3Qk4drdnEDz9ZLpzx/E2nBwr0JwnbA/kbIG8/0uCbc4szXfOJMXJ3RGzCbOsKtf6QRNZIb7xipfQ/uLWiQXkuF9D9IH6RO+pl0GTzwIVosE+jxKgSVc8Y4k/bS76RP0pfSP+SfPvA4Lzkgd+DUqInpx7kt+VR6Jp1KH6O06+OQFPPnZ3Ddt2QA91fryB7uIbc0ZiYcdc8QQkNkXAWVsmOar4A7OQvbbYA2O0roiRyQAWLHzrZ49Y6pnQGdvQA1d2SXkQTuCZN3y8O6ClziuMyT7sk7CHak65ncvgjHfodLf+J1vu5xXgePlYLHA8z/nl27itfArlnh6zmvGqrNN30eht5EiTzArHqk5hiHmrfxRucy2JF7/uaEvHQfBPccPJ5LrfQCYDyGaKZlFqymKp54kk3QfbdkXQupJ5KG/bngL4/BMA2UkQ0Jec90uy0sOyizfXxAUDL3S15L30q/lybpGajkDHXEyN47q8+uaNRQhpqyYtlPYqvmZPgLZs0FwG4jpbhe8ok2N3QIZnZgFjDd8lx7TsPoIs/sGEMvgp45D6akjwLsgZp3CyjIXshEJDUVb0V0Gcfhagmz25BbT4goTckqdBT3LNcKHt77daU/fBV4Y/ZvLE5somU9hTCuD6KoizK7i0MtFEqho/SGHbyhGX6GBvsYZqCYCriJLH0DKCukGw5LqWCLaovmj9FRPDJZuwrmqgpF1Qo0W6BlM+HpRmIb3eQT6Ql5tYwYORF6zwg/hxDTzIv4ks078vOHGFaaC54fpHe0cAtOeLin71Iwj9JLN1Cjd9H4qsDnsxRzA9lYsXl94L0JKWUlvZf+H9L/RWqlH6T3NMSeUhyuWNLP4tWmwzKhJYasg9TZxCH9c/dlH2fnFQSXVUCbFWhqlF4AXl5R2Ro0FYD8CeesQ2BoDv8YlYJV2Za2pj14RqyIMs937lzX4jZD2I+xpVXldidL1ioS+xFLmyPOSbQ9bzlsoI2zy8YItRU/OV/qJSBzHfrkuednScOB4N5BXN0iCJ34sZ6scBNHUt7j51uyWoUy8RihSnE4/hil04yYbrCNmZf+8T1xK6BLG8N7GwCYJVRzSHD+nLH+HdDilBTtavieEHLB4X22sANLcAB5+gCHZMwaOr2rkCs03IA7NLcsxyzHP8WeWijoM+QK9xx08gapoAfEpjgStgMUtERZ0+4NJ6q+kf476b+RbqT/lfRc+n8DdeaF+oj1PJW+CLcc4yUabiB5XGkEwoyYwhXvmxxiyGkELZ9y5wfAS0+T7GnoNN5ztM0WMmzL97dUQC281G0Q++5Ymqo1WLjnTtyMrbm9Gm9s2EQtTyH249/GpFi9HLGw1HYXTcsJgnRa0q1WSjyX/oH0tVTjadbkKcD2JS992sTZS+JSZRCzR7bsXnoj/a30LTImR5yeK5uCrgkBXTSHK2oKNwJ2cQhTFY3cKd77/EG69nvi3LEtlyLBvJtz8ORpyKMERDml2hmivp1/fS1dSE/BdW3sumUMd0H6my1QxNRVUEQGyUMQAKfsRB25XRjrRSCQmVm15KCLeqMlKMx5ckCI22ErJecDvZf+jfR/le6l/0r6pfRXGPpX0j+QTqSD9E76iKb3NLo1x6iROnigQ5xyJhDBgfrcJXRPGtnjS54HULwL4zVZa77CDcjZEpENb6+8ZmBgFwM3hk6bwL1TKExdF5TB4Vsh491xoqiJ4BP7tQbtG7hOMbHYBuK9jY5gg4ne0/afmOucefWfSf+R9HMqAlEHdnF7K2L6WRwZr+BlhH8eQ1BxLTXSe+l3pN9sLrg510BGbtADFzF2pigqR1r3x3gBiqH4njuZof5US5dRCk6Iwv1njWOcgq+SwNxxOcuvbPqb4JNXwSF7uZtlBDX26yOTb1jNLY/nGtU4rcJosovgcrRc6irNb69jLKYm6puTPErf4SHbID9qDiL7v0l/JT2X/oX0p9LfSH8l3UqfS7+QfsY1P5ca6bn0C4xekUaMhw8xuzOnyqfRGZrT7O84k8UceI/McKJAFT+8j43r4cZOwS+KZWn4yY5k3oXOIVWcE4CzDITW4tsCnO/i6PYpYmuDH85Och6q9CnyrRvyNcZwjLGhUxZhplTe05HuINieS7+UvoIYv+Aovy4svMJ025iGr5YGJozKKq57fuv80fE9FSXelkOPKyDMLE35Cjn3R+nDsu/VQYsOUTOLLTYz2kibGaDuCcxdvFrmDHyVDeUbPqDmRIIpJKDbOH/sliBaBmAuidlrIvTAY5vr8/15EY0q3ZEfkd2tmbo4sut7trzDV62Wzna/MOINdlki9JmpuRW5roiz7Ufp76X/Vvo/SZ30v5b+gfRB+jvppfSZ9I+lL9mquZh8yjvLjiHPrJeqt2EZoYqI1hss5qNUSE9IRGWAc7dA3HurYQG3ISybfewsRJr3POARzm8FxB2WwGyIDXLy70gmFT5miZxJhwNX8ARZBeB0P2wK2GI2+ASSpgclzuj6GyDeDf9t0L6vl29A3YI41uCy7Nm4AndsOka7yF0Wh6eZCrnE/bL9eyK9wF09nbcCUV5SwswtvX8tvWY7EqSMkVQVEojJ2rtaekk9MMZbT0w2HNm5p2FSNa2LO2jhC+kZw9DXGNO8bc+43YYn31Bze1OrYP/MBBZgs6RqU8nRBPNc8s0dsdAfZyQ/hmC6IJ65PzYSUI5AwZksvYxPuZf+jfR/lv5O+qU0SW+lQvrH0s+ltfQVOrU7sJYXraJesB59CNzoLy/gBrZZcbhUDanmfnURf99HS9NV4txVsvhxTgLnzGducMV3of1wh8bsYMG+OKV3mE0RtYx9r2PLXF1fhGZbZMsyLlIvDy4ywOm5n4mQdAHudZ+iJU8epY/Se+kJSNL1XZbKJdHKSqZ5Ruo65vK3VEM+0GMHK7ljqScs/0vpEsbuLnqHF9Ir6ZLocwJRtI8xxoFANuG6QyiFWnj7oZa+pD214yDWComjt2FN41EUAB46KahdW/LGhhciORpNj+S4RQwrDtjNjv0Y+Kf3gP479rKjG9HTg1nDqh8wr09MgZZxiOk+xI8jIeMjazoXNl9Jn0nfUwuV0kfpG1Z5kP6l9F9LG+l/L12gKLhgS/YhoG/YVLErJ+QZczBOPvOC36ObmzHtc5ZovuwJrbZBegKvcxG42uG5oE9wxQNWrGpD7eRf8YTAwPDaFDBq/sknQR94F2YUcC5tpA/SjVRKzxn6OQIKRMO5Dia8xRtdS3coRi4xBk/q3NICOQWhCJKiQY/lvP19dHcu8LHtMkGNpIE7TreZP+KTdEdXvCArni8ld6+l34Qqcw6aL6XPORhg9u134X5tMEEDNmBYl+3WAWvpSbwT32vWA6/j8DE3PNakuF3QzS2tywOgv2W3TvlmIliuORSiiSO5Gvqfm3iJo4UTKU+b2MvXoCxLfNw4HcJ0XKnOddQBxcIaZziwiztai5YfV/BAlwzx/QCuLqQ76YUk6Ur6Thqlv5T+c17x4OFsMUHaR3uppebfgvqM9u+WlOMREN7FsRI9yXAWoJ3gYAWE8Eh8PAZ12bECc5Y7R+R0iIpREd3X0nNpJb2WXsfIi/FtFfMSh+BgSxJswTq7gj3GQLzxhTU2UwAKV6TXHLQ509dvQfKHUBEfQ3I8u9C59IwYdMNMyAHIUINF3QV0UbrjRI4r7OGW2GQG5IK3eM9Y5l76KL1lhdcwC5cxAVIRAc0eX5NXZvbuVPoz6b30YVbkk2xciJWBoYw7JmmsaWGv8M+WANws67rzaI26QdLF8p1Q35bI0Ofl+yLUBX0UHtbom3hwMemG2x2RuAql8QGFsO2+j353geBrCHRUU5hZMHSPo7bRJd9Jl9IlTO8nSIW5un4n/SBdSn8p/Tl05UR8vSNm7Rk3P4Iy5vBcRe/xSGyuAr+UBOaCCu0+6sN1DMHMuzizxxeBnVxxuYO6YZy9JG0Ke92F8qyRLomPb9nTNX4r0sIYe9fGkfCHKGtnNH4fmoENZWHK66bospbczyE058eoq13gZBVd4lFbmufXaAnm4sVkWBvGUMb4a/ZLRxymxhpvwcYt+eY97Whf+TTOObKE1l97YpZ19bfSC+kb6Ub6e+nfovA9sNoNLfqTaM7/uGU1qamNrmlOV7rxVS+12uJX3JUqo0m1ixr4CbZyRM18FcdhjFFDp6+6pbGOtw+WAevt5xWfXvNPd6Gwq0L9UywnKkpO3zeO2EnfQVlX+MMdtzfj259JX7GdawJTAUwwtPN00VPpKYhjjFAy8pN9KJmOBNqWFbOfbGCDKvihBrcpwqMmfPVJ4LQaZFvHjFtFObOTbmCVXqFV7FkWN+GGCC7WbIgFNPJcodb8FJ32IQRw7gUWy3t2Q+ga7kDscheko4OR52aGUMge+OF96A1aHHjEAEqW/Rh31Qa0dhQr4jHv43UHJcvr0q8MsW3PZt1L13HOa4+M7BkHifzrQF53iBG+kV5Rdrng7+2rDj9uNJuwaaDRjgCzY9xZlkkNRjYXA5fSS+lPpM+B1h0e23MF66UUANjJtgGkrbifLoTgigm4gju02OjADx+Cq5i42xE7vg1u8F56FwXGvKMf6UP00hfSL+nEtJwJeMAWb8FU846eSy+lF1QyRoAj97ajpHTPbIgYlC3iIiY/56XbglGn5Ta5KEohVKYCNwkmCsgZsX9AFfCcpxYGJJzE/rljv1akuwpvrKghx9C37Jed2DqCvhtXA/ZQhE1W+OFdEBMWbPaYU0HRW8Sfc+kyIs4NINmAaIxFLni6WyrGAbRVUkIfY9SmiJxfRzLzz+8JEOaca9LmXD8/kb6T/ppfcVyYc/gz6LGdywcvSh15yRClCPt2+2QKg6gfderW5Jwr6Ux6JX0FnX0fWiqF3lCBch20TA77MYS1nQS13YacpY+bn4jZRTCxY9SWRl8tzuNmw9wH+xxUcw0XfSL9QvopjGtD9v4kDdInrOFAo++J9CzebTEGRjKCvYaY6WDCzG32gerd927JPB0H3CSNXMaOuINntCmgZhMwpMXf7uhUraQTUmsZgHMf7NTIaz6qZc5sSZubcL+KXxxjZ5P7bVnSkqbOKRy40ZC75anlHuk1zotwyiRgg4rwJY3leR/fSt9KP0DVtlyqXra1hjBCU3f3y3RSRtxXNL1tV/7FNaVsASVRY289nOuewLQhLw5AQlNNC2crIh5P4KusKmvqqHUs0AM4WpGvCtq7DRWICOHHmIpMJ8zC2ks2Rt62nqEmF7kGLsMViyjtTFytYtJKYeKrwI0NuPQjz36GfvgpjlEQ3UvIsz1hqAsV+IpZhW0MD5bc4Sp6lcelLNlNP3cv1xSBWxBvxQ+7iTKEWxZRwlS4/YSvmtA68tQFVM1NDKycxGFrlsQYAbbhtEk01Ny8yactv2s4PcU+FuHedUjWDN3LEAOYh+sDGbldtAoaeTa5l4zpb2jVrgDnt7EaZcTHESapYKFsio6GwuzHiB3FMqMUkR7K5akgH7iZnfQGn7IEskR3+R5c84ccUy/V0uIWM5f6ds3ZOkLvSJL5rxaXeQ6wj1MUiljlKX64DkdVROvxUT7M8GYRvIPCBJk0cPNjLK7Bc8rHy8jhVm9+DHbxCnR9oHieiZC3QPQeFZE9p0FuWjwiUdziMt5bw+XuSV99FGmrgLjuc7qm9Tq4CGwp9iou22HxLiI6ZHde5CoYGisr3pLcVhjNHte9CnVRha96ux01NvRU3LRTxMr5F/dIGtaRqbpIG1NwDQm7GtbBApus5C+lZ1C4h6iqJrL3GEaS2KSIhzoSd/ZxZrUivjsyGj2ZQ+moAnJU4xMd7530jnJSPN0OmHaAJV6xrT/adD7/PaxJHb5kuzmEmnGFSrMKEnxC73aACn8TDlniVxO/W4AnD9HqOJKTBxL7KnCvgXpBkXBgQTeM1X/O87uE6OBRTGUfIBuPxDbTG/PNu+35RtqH2R1w789izyysO9JYfkJBm+vmEr1hKTbA7xWfco8zl+hdWgjtKoRlR3oAJXtUB2q1i5Z42p59vAkd8p7FrGPcf6BAPWI310Du6wAyRbw417WxWVwhfas41KIIyuM0MmoRYjjrtBxfOmBUR4ic1eN7XKUjE5zCzZQErw3nDzcRly2VM8s968ObR8jFNe0N44QKJD9FDWX/LIKCtQ9vafncc6b+HS93n+jCdJhoL31CWVBw84O09fp2dBQdXaoApRl73CmZYrSlXQbXjkbfQEV3H+zrvFgNWFwBSKbAPCWPbfju7LSKQyWnENl0NCGPIdcsiYsOdQPWWQWLVsSwYk99eMUQebk8qNFU+ZGrrXmWDZx7HWdMmzY03jvhqPtTur5TsMHGOO7fnhFVn0K21YFNPJDt8Dct0e8Yik5jJf9uD6FtFYrJlTEgyXy3FpYO1ERd1FfHmAfaxH16MEVR6U1we5uoEaYYNzsAN0wpm9FMFDYFrWXZ9oZSPNGcYm2d3hUUURPYtQ6IVyzTryJV5p0kX1ViYw5GR+ktR0bMfVqr0A5c4UivxKXoHLVPrbm1rMzGVAPl22Ajyrghl0xGy1WEnCPIZM8hjrbXAhzlcT4vdBkP38fZk654/VlDBEgF95s6AeGTZdz/GI85hKzHWoUyINCd9A6B+BqK5UGLyBy4QI/nJBNrA43lFCqWNbx8FW36+yDDihAJXYWsehYPbqEKDXmG4HhXS3f1j5UBRhSTg26c2D/FjTk/1wR7BSCq8fZ18A6G981yzZNBGKI6qJe2PsVxKp7q/KN0TpI9DTnDWoIC3zMQeODh/irDdO2W5TLIPvZV9xer+EnD+zJ+sl/SVzuy+oYa5xBkx328nm/ERIeaXLEmM5j+HSKmOvn8gZWKJbYJ2ks9CD8nio/cSrpBix0cMT4bgbtVfRwgXgDkeuofxRb24aIpNPf218vEUuOo7pVVLPqKEwAHhA13bIkzfEmucHvWgOc0uIpyWWJkfd4DLjbsh+eSD2AhoyzFhNSekHxCfLGJmO3bEdpSe2iUUfCJXezsCF4ow6ncxx95WFNNHSxDE1WSDS6jwJHTD7xNySOuwdtl9CrNlin8ITsCqakYA4CMEXAd2e1O7gOZdfNdZfeoiRVQUKqJCxxzrc22Y7thWwT96Q9tl7TFKrCJfT7x7B8qaveF6uWW20v3oc5zC8g255v22g1k8BuGyK+kN7yC+cDQkAmtYRkUxvDnhupljV7M0nBn9TkdOfoKtxfX3EOA7cPTcssdmLwNpuaE/5uvH2P7O4rqOs5G9MhBF0p6j1ANocQwmkgqvpXOOFplgptxBOloTc9F4xaNSxF2ULOM99hBG6nM1nlgZQZWaYzXLvVxq/bzI7zAivjuUsJk5IHy1eTWGCr8KZJBCUD9CNat4+3gipKqi4ZNHX+fYGGMuUKPW9bBxhnfNoFxitgUhatXy3RaBRh8IAGoYni1Cg/PpfaXOxRjQJiGpqMvPsYj9/EO3pM6/M0gdgUQSjg+xgMMgdO6CKtZZXmAYJZ67plsHuJuHgRIP5JZxBOOjd+yH3WMVmxDl1/x2F64Afg94Hg2O39fRFo209iHrMq2koyxba6NqR1H0CFEPInZhmXnyRDRhUoPPXsMyL0lbK95/DsGzecuxWeEanc13AfKSO+seyQGFXHQyRD4ZVpKfA+RQ/xniPnSQ2SAEWVCHc7cIlB1TdhGfBzj5rWcZDaGFPe2Df+cYh+nkJr5F8vgxovYQXMT5fLipoV8D6uoF4awcH/5ibynYj2PkZab2AirdxSia0UFOsEFZidsK53XgTFMRnmG0HGliod8UEObS3CFk6HIxcyEI7ka6ZaIvIildDA+QUy7ilHSkWR1Gh0F58PTUBTcBatxXKIjP10Zg37esEP01oolcLAEqgnkU8XwxBAu7Xg0xs6ZvWz53DXt33uOQc6ayiSHuRPx7pxtjEY8gIjZQRmiEitDomCMakMR4H8V0FeRurOf2XL9FTFiAouZ7Bh5wOQmV3xQEVabBWE2JtaR+TMgFstV2sRZP35GBTebzubEmCszLi+bpcGeEmBarvAU5jEtQ/YY/1ouH18Rx80kmzyfMPIOJPWjSr+Oy9UcjfegsTmQIZMctkO6a5pfyWRMUbyV3N8Uf4ag8h3tJqRqp/jq/ZL23IIPFanMjVwrAVwjHdiJNoBK3rCFYAb5bo0aqDvk1xi6wYyFFkmZZOE04uHNo+zUBnHlte3iZBZJL6JtMOfD9zA6T+LllK4Vp4h6w1JvYOjbQ553wbTtIycfYGidluvIgU2AjmyDuwmvCFj2PWNdcXsW33p6ZB0K6gFZ2CzzerksvtIHpuUO2hsVvjotDb6PK9i3TaYO4XuH6BSaWh/jd8ew5yGSrUu2MpSYoq7Z0GraxbolJX5iFVcdh/3WwR+aSBjiPhomJ715VYyk9cg+J55NWIlbmmNUCL6sR8Y2PGH6uRHFe0L1LQ2MOxoet5yp0xKtXWA30fY0QdWHZmMDHTfnxg/E0VPAcC+9YfTkwDo4akws1xhHGTl8aplLG7pHwhP6IHVWvAREuNA9QHcrvY1j61YcYfFakvQZr8C9iEOMqqAAS/bCkKGJc54Kdu02xkrGmHQxe1REvDvSZHImbGLH/eCJLxyS3I4+kJ+t9BRN/pEDusw2W3q5CqpC/G/6T9KT6yClHVunABT+yS0t6JpJCRv2ISomR4omJuOzoKiWMGSI7D2AgYvAHbNK7Ar7aZcVRO1Oex176cCvGNpyAMiY0S/P3XM2z+I703IXqGBa2rGI64Yi+QNj1CFZvk9hf0PgooQfD6BU4jez6jV3uA9DrFgj/++BEvGwhD1FeGZy/VPEmiJCg7cz23rVMuecLldgYNTLFM4NcKaidr1mywY0fXMb1ougSFCr2I468MgQFFGGaUVHZFpO5zpbFlGKF8FTZuNniL8po7kyLA0mvzKvJlQZ/thvJex/kOv0H7i+f6wPyzF9ZUhs61KkOwVlZSeyTfaxPg8AcNJAJtvzgtXSxuTqt46oP0UP2iMCNosxApsTTrlckbTUIfzH+HZamun8bH0Msu3j7BVL50dicMv1B57zGPg2k/YQ34+PokM2h6yp6IlKB4CGNWX3eMtI2ZycsKKsfRBrzOwdllFsCu46C42ReL8HtgzIJNZxRqEpxAk1chW+507vFFZiM60j6JjcmuDY66XpFBF3FA/eRQwtwh8U1bVbaOuYmPGcyhB2MsbKKNoEU9jbA5pziH9NvD0+KkaKR9vxgM4cg3MZo0Tq48Edi9Pxqhh6yU7sEPdQhrFlrZuk1BQKajeT/BF/+HTXdfMnNUsrr2NvjgEsFes1LUOXI0cfHznE/05x33X4TxP9pfkjDpjsHb66xbYEKNoxLHoIH/Bm35MPex6nChAxxaqVhHxP9ljeNNGC8qSyC+8pMF4ZUd+GlX7oFFRGNuvDdDrO17xeTsNUQdHV0mWUGGfRBDLGtlDWIp5EGeMjS8qSwfR4zdPZ/h6gJ/vqA2DpyJ7gouQRTO89zjBpSMncZIQt/hjpOsYPaEm2+3+TaklH9a+IuzU/lOvQxhypo3y9FPAkbBxihcuIm0U4ZBt+Pi53ZFrGkR9ZmAcbWYVfdUtWtg/ldLUMMI4WfRjrEE/rJRvjF+0kExWjpXMelbjDV0uyUxkDRB3O2ccT9ry1ZQS77jC7KjCG4YBb//vwnDro5S4UYbZRhY85n5SxYQ5nfaxSpvckJM1kHEGYDe+PsLqtQ5RfU5/36CiqZcI5gIpPmRFzJFWwDEVgipLK8Bh7VISxTmFPVfhMEVZYxpUVazJFAhiDzS7jag/M1N5opq1a7tdjbFks/zIrMsV1yuXKl8Alc3K5uVUMXbpnPkGPpf7Bzcvx0S1VjzzFgpwHjZUMUhk15hJ6sq86JHvC4xisg6+lWF/f0/z3bkvmcazV8tbzFssobBRFgrHHfDPfB/O8BqI3eOkErJrXevUoxXUhLRIrlYG5CNGCDxlo2JL5fm6kb6VrTN/bPy2X5QHgOSLD2EbfMosInwl8QEbfESNEK/WaYLSi+XHkZKAHoXAMcejEuIYb5ubtJ1rTCQdKZAM++G9c5sAyljqzWTqDUVgaial4hZQtNQmZzMtl4FNcKnOXaYL8p/yt4pFnpqtoGQ5q7K2LK9gmV8TQTaxJFUf1224fhIzHt6pwvyGgh21+CHOyWOrEr0GpeUinixRtPOC4x3gMe+kxouYROnT3KJCMYc2JDRRB657Jg/e8T/1Kugp8vuaW8uyfPlqFVdiK4j6LKGAyaI30MNw1dUAZwm8P0rccnlYEZWKbLuPXi4hcV8TsNb2yEs+8wVePjDfsqe4GVuMTL3Q9cGjbHmzvY66OERk3PO8cj66ZSrmMV3VN7tfFG6L3LGMd1XuqBSoeaoo46Od1gh2CySziE000lpHxiggBfSTkKbRcD5jI1BjYnVIVXCwNLDmCP0peOK/W7KChkBdqjJDqwtKKxQfs4AMK84HNO2knA5eyIpvfCohkWnhyd7RcKiTL5bIqwm1magWR4+99xkLG4CkukhefcNQP0luOab7Gdl0kmEvoiDruSbhJMCz3zF+myL0N6botR8sqgI1JlBG26Q3nd45BZhZhgoqVnP9yz2nxIx83kl4OgbfHWLEVznwfQLek/7bnMNeebtM55jvEI8+LsCIE3Erj8ngK70KLCHmEXrZS2k2BMaL2GJVLbrFYFoNqk5RpUenY2bjuIsLmDz8wnimwyRQ/mai1WP7RMog85kELfj0bhK7VzX6v0MZV4eplxJQyetqPGay8pSpcPScWzHV75MCzgfMv9nXkhB0kzQ1r1yPum+vGU+kjWHQTD6nIkIfAqC4dd5zXZrbDzaU5WMyNiv+v9I5Dd38faSHHLGYPv18WHuMy3Nh6HCan4JCn2L8RnH+grWfxcEWD8V5qpDcxHFcTO7qQPbpWn01/HlacZ7W/YNJ/RdqcsEvzZ6t4DfaOA6kPtJ1P0Kh0tE9rpE6GvhYhzWMYOz6ul36QrjnawgT7AbXJbUznZ49kgmu8iRTR4rGrwFMTo+S3wMULSQD1NsatGn5yQzP8ELF1Cn/oQ4GUEaGEs7BYtaJwsA10mGJevCebOciWEb+qyHUjcP1kGTLs6u7xHGIAeA2M6sIX6jjXruLjGlQfYulW0nUo54o4t+DA4clVHauw5+CfjscoIkdnEvdeVmyDiWKHqAe1vp0klyw96ndSySlNBaccXbMWXl8H/gTqD2rp5HtLklW7bJD0wdG7MeuA5blz++RH3kZV/zEOc8RzZoLhXvoIfC04fvUTLzj+jPMiRPF5EyeA7gG9Iq6tonopIMOTlfGaJydcL/ucN9zYs1CSeGBtJV0CL+GSFXAAAE/XSURBVPtApDVWWC1zXbdkuRUNgjnWbxCcCaj1EeVDmlAR6cVAOpslD/KPv5LOHSK5KXKac3Wm2Qeg2vnZe3pOjOhYJUUyt7OkCiqRZpbxE27vIxQr9uiep/OxD2UsZhkngVgee1cvq+E7ftoZILOzbcIYqUZTnk0wha96BX0T7i7YmCxLmgfoTjl36xCJ2rtY4i2PifJ5Oc5Cz2X07++LiF4lj+Du8ZFW6j7AzPxbc6ofopRNMD/GrnREmfuw7JnZ+oEY9HmAxj1O4m5hFe8QqYOzyfk721yzpLVMG7Yx8dfGWQIDQrEtF1nF5ro6qoMWbmPlu9hNN7RzbQfOWNugCbtlQUoQmZ2kXFa2fpC0tzKShF3Lwpgy9vqBTyrsJHnm9LExIs5Axq4BR0VkhWwOPWhJ+lIpfqzDaPdE/GJ5Yw2B2Mk/+TzrombGfpi35IGIpCXbHLH15BuSfnRisT+kasT25EsV4R6mBGfK5CTCpyX19ucigpZXLWtgRUHSxS56b6znbJc1w4b73wUdJ6KggC699HfSe07T7JepwFW303IHKz4n9ieE6m+liVeqrqSn1KJ3gLeWDup9SG0t2RUwwQ1AH43vfTGc8YTaKUn1yMn6P5fOo+a8Yr7H2p0Nd2XIUCypO1uw8YubbQcOc5r/XDOsv4n37qVrZU3rHfcBFyknftBpM+hwgZNtkrSB8lHWfZAh7asfYXQq6SzGDJKkncJOHvREtOwzea1SuieA8UnQ7w9WI4HbDH9+1AO75BvjVcgux61OPIZWu11GqTqknkW4vSHucdkcm8iuKxLLUyKxZaU9pa9X3xLQDGAOumNEwYHNrgPfGi7W/LcKhcNAfWisMfHgc2n9G+nX0hehyDOxlNbQkZE+xR7MGoa/kD5j+vSM8DSXqTfSa/LS7FofEIEMVL8F4daBtYgJG2HiRg1l2JaitnwtbaRvOKtp4lipe4QlDWcaX0dpM8SDJ5erpfNU4dgDZyYfly9QVDhSxrspMpLlux7SKsOc7BvOVLbsbKqVy30vlunRrttHpVpH+lnRJMtiVfGhRfAvWq6Jd8SC3iQUh4i/A5tbxZaNy7qynn3Vd+YJXbuEH9L+loqIZMOzfPKyeiPtq1lcDcsWqwvuHv2dhfIZRAv8wYk6OVjj/h6bK4KSSf655aP3wXYWpJQT/M2hYSPdSL8H2Q6BkaZH/51JtfeSpM9Cor2RntOpq+M1FiecFTZ/yhoo3sdsaom2u3mUSG12znXHsFdH9D4Q7zupkf5cOqHuGGHj3fGfE7JToifRst1Sho85dq9QTXmQY+SyZuMeGPcDOjSTlcKTFa1LNyB8DFqWlI/x8IN6dYo85iqvIPO30ZduKGEyPSQ4zwakv1KRVnKdiWuOhMWKtJc0/hC29IcVqOMja6K4UcEU6zJGVJsCg5WxE5kDHTXL5cpmaBmWmMrldf3ICodl0FJcX2EuLsSHZbBQvATkGPfc0ag8BqSp4zh5218r3Um/JddlGJrwhHveDXcjvZeupWe80XwVYXVLBFEs44qzbc/jpZJFQID5AT0aooj9KRYfSeYHjOAQoggxQrTFc1Z474aDJm4JE2XAK5PMjhF2ziJWYH6oLVXDCWfMd/C6XTTkGzwto0xHYjxGRrKGsVwufvJJzihdwKsynDPdXmEYCWgf9ClNTJhnNVP9oE5OR82u50SJN9v5Khp+VeRw/+IYvuZPmY25N1vgsOclSCu0YKVgfU3W1SxQvxQxV/FUipjXLzGVocuw9DGXqWOkhSIEQI6yWoZ2hw/xwIZejpd1WGEXoTqvU7FDRyzsVvrbGLDyNttu3Be9kT5ShFecMFpTEq9IPvnUUzTDPko3HDxvmH2IgJIG1y4jqSN6y2Vdfcxr+Ek657TUI8Syj+o6ky6WmdBDc0UURAqPtZF1Mf8wSTvqvQoPHCO6GSgmMrTblOi9WqQaY1imN7qOM3QyevZh4tMj/0zXVTihYHEOYWDmhPPn06Wn5XX8jDX4tuPkxzlR37LsPmxpWL4TzLRL8SAw+X8sW3WC7eI+ynC2hhQ6cw+vgwWZI/Qh5GPpbxObvScbNDHMWdDRUkxFHqK8tLJKvKKui212MJuwLUfBNs7gKbBRh+pjhMCGtypW0rvIXRXdyCvpt9I/l+6lLcfzd4HbnWA/8Z6/c4z1SPpyICjxwwGrLWlx+3SOMpyqCnVErq1DjwWVU7xoZ37qd2S2S+pkHzNdEu/nwPctTZdL6Vz6GC+PrJfb6lOXylj/FNbOrY41ANUb4bEbJwlR6I607j2GOXdNnrAFboSMvLhk9udn0hPeuTr/iiteo8oy3MBu1oYrdtxhG/huWB7k3RN5HzR+H7RCKnrRTWTmDh8x31sTIl8vA5k1P09oUy+GMLLkSP/Oys2PaubgNg599pdxecUF9+EhBbXZBh3CQB/VbKcpwXFJWWVUc5h0HCmj3ZKB1sc7OU01uEFNULiPcy497md403CA4MfoXhThIZl+P6JJuIxuu5YAXnGTigwwt3ZPAqjfYSuu3hVNo9tISsYFU8jTCh55zak3W87Z2NHCOSxrNndEWs4Z9P9OgXX16HG8Xy7kvOOOUKugD0e2z+XchKEb03n7MiXWMW4+BDto41SEsPSoTLYltWiPDSTENY41e1osOxHZYq2Wf6wkF59iJrJapuV0GeO1Yfm/PzLw9bKn76BVR7Sro0qx2c2+uuMs0y6ORxu4J6/swM/kBVv++JrZdCrBHl0E8gcot4zl8/O/Wra2bFWOnSXqvG305T/hpXtqTn9EFeTKG+l3+MwxIIMNZRZIvpdG6VR6BoiyDdnzFc/Sx3UUh7wNgU5tQ0MkTLNxCY8Hcs4Y57O3vO5lRatgpCVzGvKpEUq/Jblt4vyKEQ/JCtOLUESicKU9LCFbFUmpWHZofdpj8kwHWtBd+JjrhSqMbQjvcli0y3nl8yvBsG0s8bCTTeIghZamW+5s+moVntLGwz64GafGKbJU1obum/Z1RKxMRF6CKrgNl3AueYelPsaUb8/zmPHr4oJj3Lr9p6X/toKQ2MWOZkN1XK6ys+gcRy/jTOcpfrcPuzmVnkK9TtJeesdOHJb1uSU1LaD3W04h2i+5e7Pf97w3+ZLXq4jAnJExK6gxIH0ZxjpSZk/k7Y78L4zeKcuB3+/g+CS9lvbSpfQlXaIm6PSRRyv5RR9At8Ynm6VTuWk0hXv4KfxoNqch0ksRYG2IBxwiEOSNmdHI+YQHgqED8X0Ky0x4WHO3ORxv356fd882Wehi+b49MEHQRHxMqOjbLsNynCH9yA9c1BRjEYHAYPsYv360JTmiOIL2IQM4hq9WAR1L6QInmSK3iN9a88DH0A8kf+tbny++jZNEndmcuBxWnTeKWE2fzdksj00bKQAGsvQpCjhrg+5Bhi5XfNamq4B5D95JH6RvYrm8ekO8lecZUSOxdJJYxuR9nA+WKkiFUdZxlJ5iDH2KbDbBus1VySfpnfRGWklfSM+pnD2UW0YkHbj5GzBFC7ppopfuB6wihpZhNg6mtssx/FA8xYodN2yeiC8t22QxWTYRvBcdf98FgpuW30zLAirTaW5Zt1S25K8PgZgSgRexcV1sWd6A4h6G+EXnQv9RqMH8iWXEi7mSv7eWyhn/PjJSzkb6w0w3CxZxjBmdEetvlsppMxkF1rYBHyqOz7PlFbHWTjvZ9enCD8uIUj08jc+hzpwwf8SO+YQKxdI9dIVT6IGVmj/oBsXce+nvpa+pYA1fDZ7nfPsCTVKG0jSXvL47/iXuYaDoo14SmIgG+kg0PPIUn6SrkBPO8uOvQOMTzd49WNcdhRI/v4moVwdX+QDXrCIlDo8e84G79rCJ11IRswdjeJH7OgJfJKEwxaWG2O4xavgkqIVVD0v3GB/Zcx1wzyyJ668DUDGfUaxtJslpyVr14fDDEvg8IFl82+aJpqWf/xgX6rjptBITEtmhcsq2gP4B1JkCzbbLKOW8Mce59aNDQw/slqF1E+vexXplPJsiwGfraBX4sIin6OFpb9iemrLwUxwykhWBefL5tr+X/kfpf8GYiFfmGH5VQqK6tCsCzyuihpkJs9zmY0sExod4+brde08HqMJR76QbGKP5rs6kr6RvpKdskGG/T5kwD+8rd2zNivUZY5zD6N3vevBbS1LfXyyTTMdTOEdt+dykNrpwJOOvdMVpacplsMpNYL0kSrV0jAdfaSGZsZxCMuLbV/1NHU+dgLlcKgJMKU3xcSaZFNGwDCBWBWE+SUPKeudffkpcObLBx8DTGckMQlLVUEa5qEhrFnb6JnxAvgLuG3g4wSpW0ODeJ4B2y/AzZ5saeswPX0mfwBXmhB1irGTeR1nobS7BbC29nN9IO7ov5dIIbKkb0Hgfad8mKAy0DIucqNI7yuYdJxXeBvw78Gf29k/SkR+7i5vZSl9Lv0Rd/EG6lF5Ea8SnfhZxxrp43k0UdSOPX3KHfv2MU4Fr5mS8M9LtiGgFW+8tq6JQHCK6ubYslkZiczfFWlG/GNXbRZNqSj80cEsCuYx9NKYrl0SpIppXS3d97IEZBxX5r8S8LV127vXFDT1GBwaXl30ooQ2jjTA7jPWe/z1S2yiOPz6VzqSG8wdvaSh1YK19zFjVwQOPDFImUZbP6WReUb+VnHN7DBjpNR0juhek7jFqpCN6t0MEDmetnov0kKiDdCbdS7+Wfic9o0i+paiYL3sBcpuirOpDUWBz9OGGfRwdPLK8O+mD9J63617zA5/gb1uOtL3ldBs/+0r6ufQz3sU+g/MT6UY6BeOcSpLeS+fSUzbdjjErMa6RwrVL0/ee3vFcHd8YmiZh4wq5iGnPkfNDVoBqs6mtdCHtaKhskONNwIEqkrBroiOqgwIo61kCyxvHOG1Y8esDPW0FeCzZiE+hCTHpcBoNW0eZI25iR/U3bWC9Kv7XmTKF0Pn3czRp6yBd5s874f22Kw53tg4uY5vbR1Pk2xLa0GMEk7TBCeeBO09jbnj97iq8seCBjRn2EV/L+Jk6lvgYcwW+TrHciXIZ/6YAJEUsTRvo3Xm1jhbCWvq99O+lv8CCt3jdRnqCmKGG0PIkVLMkIXoKyHkZjwzo3IN7r6U3TMDcM7myI3meQTJfSjdwQuKtIk+lr6TnUhGHM/XBC1RAp2vA1BgoY4s3HtmLFvt2/umXic4ZeIycsOYxWzZoZDxjE35YQt01YVHuNg38roLaNLNgiUs2BbMu28fBV8nhiQumFsIYzXm7p9ywtfRgpZ6I6UR1iFrSbHyCCytVpmVeSRqojzXMIbPFcRVVNE7WiHXyLu2xx3CDIiKNW6PrYBFr6JyZn3zCb7X8mKGUlrOaI7GwCjYyJfgP+IYuFnqiAaPQNlXhmSPhOVmT+ZyEI5PZ7noVEYZPpW+lfyX9l9LTgAmVdCZNFMPiCjsCvBtLhnw7FDYrurIu7G+l99JbFm1OX9fSB+leupBeSV9InXQuvaY/vJKeSV9IX/BW9Rt6PDUb13OrK2QbvfSKqDFHxnPplJBxwPFcFBTUYwbJxsnmI+oocFbMQtTkT6eXMur8guim5Ts+x9A2lVElJdTqwvpdqSZ/W0RCc3lZRSNHXFBYkQu9KrgJ090lJf0DmvpAFVMBG9t4ocTEkpooTRr/AcA2kPlx5es4c1lAygOr5sP1LBA1OTk9Krud3ApIkXuOAmjixAN3C3vu28cFDdxWwWPfhyMZqNfLQqKJHqCC/n4goshaf1rW9GV0DlcMix+CyTASnl9j8Vvp30q/kv6zONPEkOaNJMRGzioj6dHHi86R5YpBlgFnG6Fh5iLihFhb4ntzAv9c+pyuzOxgL6RL6bn0XHomFciSdzyXN66B9yoYW72JFZ6QlPXLlm8WbDlEkq1v5xD/U8/mtqTQLXCpILHvwi1dvqZ+yBBXofqoo5ZRFDWH4ESa0I152NMYwQ9VQuGYYy/4iAbC/DUGP8EyroMRLJbCpvlXXKa14BSbt79MFDskecV6qo/ZROtaesMaGanewdzcRsSa/7eNY2yOkJAj9MYVlv1J+hieNi/6nfQxSoJrSi+LPzpeDNNQRh5j+bqo5uuQYWRotCsm/VBE/vQPPOjF2VDqiNZjhNIRXeuJdC79RvqX0j+VLqQPbF5FQO3BrpIuePZvpQ8wWFfSZ9IrRnzuSD5zD8z621fSc+kofScN0kvpQvpN9B7vpN9LlfQT6ae8OnFOXHfSG+kTgLPEJXzWTMdFZrx9En2LdcDRCadSQJLukc25iBjjF7uwKPcSXZBXy8amFYgrzna1BGomja8i+62RBz6od/b0IKp48CnyfBU24PzZcDN9CJWKUEQ20j0NpwxJ3XKVTCy5/zxBc7ocnXv791H6DoAXYXWeRui429UcAL5nF+8xrz+0X9kAJ5kN9U8ZHzCv6V76QDk0++2Ajm9ehffS72gSjNIPrP4s7N5KnfSenbBJWXglliCjoF23jPzpTJgnBppb1hIOOL66De1Gax0SiCJOOTwDBv9eesHnerR9NqA7KCuza+Icpm+l38AM/VL6J9LPCaUbDqBrpU/SpfQNU2wWVP+19IYjSDvpM+lz6TPpBY5Rk5xvpDvOr+pJOFsi7x247gCLM+Gop4GbbE+mPUyGlcvUVPJbtrlsZU3QYxUxpaI2duhZo8U31WcColyiqpIw3QIEzsh19tUy6IYm3NWId8TUFeyj+U6bRA8pNYSv9ksw+KC/6pBUBNk2xkLZbp02HmhUPAZjGkg1RVENTC3iReautWatySyd+4QVevJwXpRbasuCXDGGIvQofS8N0nOC0O85QfMJ8G9uLWhZxHopU+fl9lqCpQcttSHQu/uZWa96icslDzS795YAZG2nRzHngP076b+Xfg6qNEs5E2Yj4XzPM55IL+idnEr/nfRX0r+Xnkr/BHbghbSWnkun0jsapDO3MfNMfpxbtFa/lCq865pN2bNNJiTHJb4aaM8WYP4NkfG59ARdxBRyQnMtDxqVY2yESe8uWO6GcxXt9h4x9cCznyvJxSFKu11UNzvpmpGDguv7hCqbh+05+/bZXywivriraa77GD5pqUwVxHIRAypuvbhKf+CZBm53XM36JD+1+xoGLBUEleb+6kfehthTnR64+oEUd4hEtMf7u9itMV6v4C2Z4Axmd/0o3YKTK+k9j7fBgOxaR/DkEApkR0R3U4ulr1ZhQEUotgywvXbZzrWdDWxPB9GawGwkA8xPNLNKv5LeRUU64qtnQJIahmZWID+RvpC+kn4hvZI20t9I/076Z9JnkQHOqPwtlN+woxfSP5LE1Ty8ehen4/XUIEdI1yqe/cCS2lh7rGfe1ifc//1SD1NGjMsepouIIto21iEqiKI6xCce7u0CSZXRXziNpveIBTcQbw3nzricvg3nn/32NHD+kbbwfineELxMxX4p4oU7HSa9W/RqZumO/BmJLKadh0fG1mEPx8gNPX9j2sVoYuRTemk/AxKPdJnKq/CiGuKkJ2CPGERBpCkiRzmbCSMokcLMwf4T598eeKR1qMnreEGlMa1CUmMPLOM5D7Ef14gH7kkdxmOOqaYunWSOcf2JSFZxAmVNEW7GspWupGvpp9KfLYucO5BFw1zLM+kimlXzrz+Tfi5tpF/xu7+JaNqFCuoovWW+sZa+ln6Gvtf09S2nn99DKX2SCulMesoGebJ0Pnm0BTO/lwbpBeNBfyq9hFz4HQvoU9QGni6jYRFn+Rb8yodAKGvMaQoacie957W6awiYKTLwnrTxAQ/sw82M3YyWRz7xDonITbzO60r6QXpN8VxTi+4j3Kyli+D/DsS4CeP04N6GRrrL3VvprfROei29k97HYHMPUbqDo3GPqsCrb6IDnIRT7dfG19SoRXjLg86Pu1UKhKllne1A618ZsQyTup+kG5LGRAyzMnEVt5jpOpNhETXSTTD4jhrTMoxNgXacSVxXTBEyk8As4h7caquXr7uupQvpWvob6Z8xJzmv7DbeKD0wier4pZg2/kz6RvrX0r30b6Xvpb+W/hPpM2kt3UhvMItZyeDV0LIrcAzUd+/WOT/ZL3dnIlmJiDbHqbfSEQA/aQGVW5rDd1Sqq0A3XtUSTqvEee7QBpyC0vuodQ9UsDW5t44l6hkqsnsUQLzryM8j/naHsW2xhA+88NoN2CveyrUGBDVxvP1dJDSzRHZF95mN5uZd+F4apY+06+ZYeRtnWTTxHveBQqYKidGepGXiwxxbxbMP0qaGDLD7ncQ2jGHEfZh7ft0uiS83P+3G7RIMFKSLLUH0gCJnCs839PL+dWGs6ZxT9C0N/TNwlEtvVzyvvdE+7GcvSVljhPkWc5xr1++l/6f0n0p/FmdcrKUniP4O0mXEl4lPHOnOfSb9pfS9dA/L/+s40HButzyny2JZRSr1bpk+tcTCij8vVMFKVvE+uAkTmS3mk1Qh8d8FgPIvHsiiNjsLTl0STzT2xgCfK3BTHQfPu1tu9fgeXOODDY68w77lUzbh54cwjCloyAFwd81IvfkI6zEmlCSrILrrZfSvAAuPiRLRyNjxIpJ1SOI9DOxfyZLeJxl05Jt5yz6P1FJBsFWU5aNU1tKnKELKqNmGuLMivnlg7tkLSV8yRfYR0zSkuY+idMc23C/z+f/fLzuzO1ruXD9w1Af9G1uVU+gDRsqrMUUbw33/KurASfob6a+kv+BZDgDCi5A0Pma8Ohj1mXn6DD7zoyS8og3qck/sOCdFWNr1A+nRFtZhKxtWw1RtS2eoXjY/5xu7oMbbQYEoVM21X1iGQmaMkGFL9QqX/OLMUT3nJ+denYJmP8GpJp7O+NDFZKog3B+y+reIEqPCewfe2TuFlGK1pH/HwFArhsaOUQkWxB0fvjOF8KuI7qMf2bROw83souc3Aaz6MN2KBriJGBuw697JITB9L4u68pGhZ4Bx0PWTGxR5jVqUtD3VaSHdRCVpDYoNelw6rfUlQ6T61IUp2LPHvdNstxbL6xdxw0X8mCJg9aSCKariiiz6g/R/l/4L6SvcdSK1HmKoJTeg5AiYCgu4hV6+QD1i1OROckXsLzCOWVp4jJMTxE3eYZfFMtk25FXFIOjIk67hIeelvuZmvBQF1mkVV5LMA49WUILOqW9eqJeRQt1Lc1js4wS5gntYEdndcHpA4RqjFmyQ2zMtyOtpOLwpzGPcm4er5rz9DCnBHUnFi7aN4zLWPPttDHtYoDpC1E1E9pF76wj0lhwakE5hIbbGP2TNWvplZAwnpQeFYhkBzFeccKRimUiLJShtIELnFT+T3kvfooIwohiXCfBBgu0jDhlTmSfM1vwQt5c4RMv+WBbe+Tdl/FamXD+jD868ZU3+B+lfc/Cv7dgZzA/lcDYt60kz9SVPVCHKMwAR6LGM9x15YvaAzSkqAvGJbu4VdNqyTPIZMSnKmcmMG3p1nrsYI3KNccPuwVRxhTEqwIK9Xktfx9l3Ixm7gKAupStpjyb5Srqig1CS35wnHWpbrLeJYDGEJx+X2XiMkSCPW857PWtdNghaZiR4sVSJbCGxxZJ2EThKAuURgGMQfqAoqMJUZjNYB1enaHxszTLW0p9FsirD7h9DR4Xh+r/NMlMZmayiXX5LND0CJK6Jl/5QNxLGP3Y/jjcr+I+GiuuG0/0e9A+0vPNi+U969MNj/NcxyLexjc7HGkJu/uEr6b+W/qH08+UcxobnquI9MdbKraKNtAV97UHO3jmLcu/I53eBIdfSu3g59YCBXnJk3sQ91Pzp2a8usqXjRR8+6br9SKJz9VvG8rpwzRZ3DX8jvKhH7fCc883nZd9hYxYtfyRwrKVb6Y30P9ApVWx0Ef3MgnvuguN1OdowJ+CUWEaIuaPXUjFJ8pygPEG/j9I5TXLF/F3BujlUVQHFHX0annTPTxqSJI5L/sV+59ZXU0ufLVH7YYnWXKC68kk3dqnjWqVlmUZaPhVDFWM0b99J75Z5z4yCv+rYDC9xEy8CGah57iNY+D6TB3bCTNY6kXYRydzXGSIN3gLVWiJUKV2Chd5Kv5JehaaqQC1oftvBcsv7/1rpSSSrKerYe4RHR7zuI8/bU9rdEviPGM0Y0Np6kjK0ci66HI4rcMoZN9AjaSrIVPtwOffkTI8r7n8KmqcJgYHLnJV0Ib0IGeAxnHle4TMQ+Ao10vfSG0yliy0T8Xoi3+4I6BdE8/s4iW4GLM8ZD9xTVZqlv5DW9NhOcPKZOt6CgfOQA2fRKZzFqvIVCKXCOTe8DqOIbqp1Gpk/HrjeatYDn8eZN4V0FXy0P6ajuzURcqxUtjjpgEJ6HeeDuA6ZUNW95zHO4fRN3nQMLlbhY1mHKNja+ziK5ZLvnQpctY+RMO2QDkwKFzVaM0efXp3CjzNU8s8ItAfpf5SeSv8ZLxpdsX+vGd321K715UfpHfHIk/3vQxKwi4Q5P8U9Gq+BnuSWy+6i9juwjFPo/r13n4JUP6ID/4JG95HWZcEx36soWCba7EU8o+mc2SJ3FHhzIXAdopoVZeQzFn8MjaqTxB5XOVLGX/HR3h0PVzudXkRAL6UzaStdILa54oCbTnrOp59AoPQU53P+nP9raad/xmRky/vEdtHgddI6sj5F5KdVHLKreGvUbJm7UBCltsfb3dRsZxf0/RAzGS2es4sseh+NEJPd2WqzHqWEhbeg9H3wIl1UtqdSyRo5e9zS77YAYwffUEd1XgVUMEVuHjLbks7kNgvX21nZl4g33BR1GXOOwOAU4DDBln0r/SBd4odt0LnTUjiafKmT/8BauQi0ijMpnC6Wuoam8rOY/PAi2EqGwH59AOAmRtXdqzPoGGP9Cz5uWDLk1mM7wxi/uO28huOdlQnbwORrotUc2T/E3OxB+sAcyLxNmyURaHJkTsKn0XRposczBK01RSJtKTInFqqkU1JDjK94dtPvK/67pfdThsajp4opiYZejSJ6ME38q4lAxWpbtjnfbVNLP2AWPbGwxXSqJZ1YQWl8gFhrl5XMGPHA4cEk+ARKuZNeAy1OALRPiJoug2127gBPWHPPGm3jox/3e5IVSz4p6SvLwavor9oc5814wgGiGziPDU7YIBmfh0h/I11IZ9Gvz+Rs/edEJO7jrsyKuwjsWNI++iJ9gAvH2V2c6lLF01VhVd7lgTRi5nbLUlg3Zww1LCsFE+lVgBcPfJdBkpU06kpotiMV+BxtV9ENEu3KLt6IN8F430ZUPcSq+vZK6YX0Ga9pvwqgvuZBTshjt6BfQ80mnNazASvGGFbRji55W0/L+c8O7kOIB/sQyfrkE/MCTQi8pmUoLHE9/3ztba2lfyeJSYUGZfk22nGbyJB30vfSO+nvpZsYSugjy5WAhGlpMVOk+InTXs6p3xrYpj4E6MeledUETlGVzRHxLgg0RTjPAG8OQOHe4uZdb9SRk59ILwG6qxiAnAi92xjNfyn9Vvr30gvp50tZtdO+s1a1TKe5Z0nbTIF3LnBpQ8eOPxaCZ9WUvbuW2tXzIkneOh/m9EJSeo4sRwJEHRE5eXItpbZzgFgDRGs++pqs4E25k96FrsMJ4xpKxjt7pDQdIpadSi+lz6QL6T3Vft7thmv2ISA58Mr5BohegVp9UJFCl2s4NmF+Z9GNM6c1BKcwxJ9yeaxCGfLgIs5zGQKCJZLqZxHCifRM+qn0DNPcYrIeZdxQxlxIt9Lf8YqUVaSjzGY2OwGB/JcnFBKXBIIqDuBrgdnW9FaghTVVRE18ncL9TNv6ywizYAmKJWI3+WGgeAbWfRUUfEFluAn8c0JGdTnwg/TfM6pyiX7YIHaKccQKj3XOT1wwxZ+edHRYapL62NQq3lPujuU+kuo6ME4SZs7M/qzZKw4BvwdgzhBD4Wugb/ZdkzZPJYldpQFkHbCcFRrmT9Jb0MGB9HUKTK1JDFveWzNrpK/ZxDNecveE6sM6vuqRK5puPdDnrwCPPai7g+334g/RiKqlZ2FaNQtVR4/NPcUd+rAKEsepeJavz4X6RdSrjrZ9mNChln4qraUvpZ9JX9I7amKTZoiyIrpvKSrm+emU/tlXK5oHq4j9q2DYG8KB2/F3SCVrQtpsuyf4wzHS6RZNwm0UHtWS0PdtTMteluurFoDU8n60JyDYVWSSCXxxGiPOtn5v8K30Ufqt9Fb6XPoX0jOOZSgjWCh0HVWQq05QfeDwnkhXchTLH1QsbOEY8m53m42QW0CB8+d9iPIm7n/EyGrYr4RIRWTyKsBUHVjALa7UhPaYeBOJug+cbHHSHb2T2frPpefSl/S9Pkm/gkT8QnrJ0Tk/SNfLfsGDYCfq5CKe8U76wGEA1wQ1e/KRrHhGg7SDDTI2qSlN96FSNPacghGYJ9SvsV6L7a03vOHiVVhIFXH8ygtVS1+FlrKIl+SNcFmmbQxrfyr9JzBX30ceKyOSPUW2fksFso0XxZZRrHeR660KNl/vjuWRH74mFu7i+y7ykr+yT1WCBs1qzH3aC2YmzilFZjRyR02yCr6+pu9nJDzR5Phb6W+kH5hP+Ez6j6gDUzBQhZspJGlTZLmkc/x1xGjcuXE/xsDM5UNFHpvJsDY+1Axqv2y/OYeXy/hbhkppjCrdijQTOWX8peNjCeVjbL8KHqRGXeglEtvxc+lrBt8+SK+lTrqUfiq9hJs8cGMFTjiQRRywvOBHCvuP0hsyqlsJRRw2JDYroW8ZrfJzbNs3cIz9OhLsDkj5d6xGv2ykpfLB5Jn43OxX/+joFfMBdzFHZ6rAYLJj+mGQzqU/lT4w43bEgCzF9uxvB3BqllVTH+oZx7wCEkIkzxKp8JEf2xFKm8irdRiN+MmEKFZQnXBo2In0SnpFb8MqIiPDV8sBPXe63UNuAPCvpQ/SO+lvCNj/jfQXmNoaF+oj7UzhJFXkSd9zGUiyA0FNkaxM/5zyv261txQsjjJF1LQmXVLUWgU8HiNbOhOa4DX74pufIiAOoY0ZWfM5JuYxSCtMQthxCXCd0e8lsd7EzKXUSy+kV9ITnnTgIitOq1lJHzjCyo0Ac3v75bxkgRF+lGqgU0+bo8VP2rjhDXKOy3gZkvttJWF04BMHFqHGueqg9NoYZvC5DjbCebnOMJu6hje7kSTdSZ9LL2mcNJDLHoxoET2tY2s/ItEQGbzk/WL39KnnFP8x7MZRpObiG37ygMJhQ6PvDtOcHfITgcCt9hEfKGlhFaFrW0tnlN8zffdK+lp6iWbQutCK4mpDrLX2ZYVZlDHDPe/irfSSub9Zffb/kX4q/XPmlso4C/tBGjS1W2Kat+zlLoqCPTRpTeDfE8IsP7ggNW05D2Xmsecbm2KAVnE04YpNyZxfRWivOGrITVrTm0XgBWO8hi0rKDu3yyGBMlKKlXSn3Njcvn4C1d+EL30mPWVe93vpKs6Ou+Ho4xk1PAuNZ0n46FH5zh/6PhbwU7Bie2YYNkhiB6q5WnolvaQvcKTeHjjz9YKP20Jfu1VxiONXDc67iODeHfN/U4Sbuqagv5NumA8+0BTZxtMOXKgnnr2Q/kS6l75j+vEYY00ejzD35daTqaZksRWNk4k64Uo6xVJNWrbgZxP3iX7Th7dQxydIPrbwzy5K22hCTgQOz7iccast0qsN9l1F9J11c19Ikn7GR1xLv5N+sRTEFTEw7crKX1OAzybeFyzpLWi/iRGCIzHF3byJOF1T6puw7eK8girS+IBdFktDSbqrDxV7ESh3WOJwdy+GAEenj6oSUddMUQpuwoTm+v9p1GLzPr6Id/DcAl+tk7vDbwt2dh2r6ifyPzWRA6dIg16Bge/NiRQghSfSqXTNqa5H/Mq8XRW4rIVd35MMrNipwicTZFXR3/6RC5gLhqck9EK6isbXEA+TXQFvYQsRZWztLlMBo2DycET8ZcVGx62Y6b2Lg5vn57wKflKkHVOOzbJpJGinnqCY1cUKUnSFQ7bEAtcb7qA2kL1mU9vgnK0+Lwg9l9IvpC+lf8Jxu+ck1eS6FM1DN2DMXY8BNas4oqWKs2wUouKWDLwKxfUMJc5hrQcy8IEyxz6T3pg41kjbpjPEjHhJljBi17K+7ULVfMlBNuMSU6TQwpazRzykoOsn4s4JVcxdHMN7R3VW08t12X9Yih+7sLc2zujLtqIz8PRopxyvZyXMM6miZp576Vv+iIB1wmLWbFMJApoiYhaAjjEmGbIa+pECrOlVrFjQW4rma+ml9DRUEJ6GGaCCf5DeUyHMCf0Wzsm9/j4OB38iXfDrXvGCZGhTExZpfChyb/fH0pFD9QRNd4akcyLCrQBUSajU5MlteJ3FtO6mOnDU3GEKyq7prX8uFdIX0k/iDZFVGOUESszeXaayIoT4jo8DBdt98CinRKL7oAA9HTHE8GQfx+GVIdZ36FmRhxvS/jFcqOIGmuVskGOQbct0tCmiUzKbn8g9NuOIJoreIc74bZf/5PMZ6kgMAoKNCO6zY5T83Bi5oVzqVbUUkBgENUHG+m4TCY6cNXEVWmuvw8SP3YBl/FlufZupaSL8PfgyU3CsKV7nEP4JlnkjPcWYFKVzjz1dSW+kb6W/l77lRYA7dJtb3GA22Uupkm45r/WWU5d8KMQmmnXdkrytAzHmrRtB9bHoZSzlhoL+gB00AaHroEmyd2pTSLwnAvO4HM7YhxayA6GdkAfcUbQ3moypY5p5YoUVPcmKm2xhX895WWOHHbTwlpncSmL/Od5uFHcAA7viKML41tzMniWtIrmJzOYmVskT+QdaIn4ZL0lxi7XEloxRTXK2gfY/BhHdwCYoWgMGF0Xkn4QGJVFyHVTlFFFPcQMpBOijaE/yTIH+TFP5E48YlWkhN03mKvQQ8XdmxXc8TkGV24Ywpg6nK+KbseYX7nj/wiXMxJYkcIssawBBXUnfSW+kD9LfU3xvoZEupeeU0Wc88MxgfYjTOiqODvM0YBnldcew22te8bIPo8watQgeeIJVmjPJjJpOpVM+64n0XHoKjLmAKDqJSeKCa4prDksKoWN29BglzRYnuYz3i644B6iNGFQSBCcepInM8yT21czNhMPv0aA3iGbGyCGuMp5Q1zkVDLBTY1QQBUbjlJWtjpro7BDQEPuzveH6qoS8GZloqcF1PoTFjmHvvQMXPKEUnJNkHXhqTY1mxtjTJlP4jDsi7riY4k6diSu7MdanilosgdsYHyFGHd7GCszanjP62G2sm5aqJrMhxwC9CdT9KQ8y/48/ULP97yVJn0v/UHqGo56EsmQn/SD9jrLnB/RfhzhDuUECtQ3J/i1Wcg8qO0cgNWs4LylRqljKDv+8wsm/Qz72EVcf+S3jvZEBlCfSU+lSeiZ9GQ0A92w2JNINvlQHPC5wy5to6t5KU2jHXFvWGNmKPWsj6FSx5X1YxhSh1NRrEVs7Ehx3hOcjd3W3FJaNoRptwMMHfsUYpMJQ6iVcrIIcSqRX8rlj9L36oHwPy+kL7/UmJnKdwLMgTARYhO5iw6c8wQDmLw9n30OkWU7nFesCoVga1UUB6Qc0yE9freNlWWVkbN/5gcs6vT0JrH4W7QNFs3oX/YuO29tFRblfkl7GcVmu/4jMa+m3hOovpF9KP5G+Qn1qVcDcOP5r6b/nlSo7luCCxFVCbffSWw4HWyNvmEm859I/lj7n9RBreHlPHhQhMT/y50a6lr6V3kvX0nfMatyF8tOR6QvpH0v/UPoCldXcRO2x7G34Uh36IdMq1lF9kt5HGb+L4b4V7x12pXfG9/Y9xa94eqkkZaX+weyFuVzDvGNEXFOIRyL3MUos4ajneLI1sXfRPF8FMeZ84ow3LX11iL7oFDlWbJYJzxVd+hU0+xkFziF+0g7j3FXH0diW4+6kNygKW3LLFNnY/F8RRZCZdncvV+HM2bzpKJQOYTki2D0mNZqA4jtObLuQWl68cE4y3MYBS4fovtpvm/DeMqL5EGturN5HXh1r6a9AzLPzPKXJsQEHXvAashcUYCvWZS5rTaOLDTtgtR+kL6W/kL6RXnEe5youLiQQFTH7JObO58c+lZ5Kr+hi3zF+8Z30rfSRUybmLfyp9L+V/pynGEBTZ2FzI0NPTsU1aeGWxPUpNGhjMHBrQPsqJjMmSgDz5He015p4B3kOBpSEhuyKWSV7DGFDiTx1T+fQGuxZpLaOM1/WJPYbgvchYvY5ebUJKzQD2S0Z+CGQWwM6aEI0suYmN9z/GYtzQhU3IbW3rTd4Sxm+5yvP9/xaOpN+zzUPkPZrKLEVBfwhAIh7SKdRxptym33MWte3cYzLwKmubZBDczjYxcToVnoqPZe+kP4UNqsG3PW49J4M5ELjfinkLgNfrPDJB6q+VeCFWWi5q6XfSWXsoltP7seMyEFeSD/hUc1ZuaCaMJeRbDZ3jX8ifYkoZBX6DBPZNVzLFJHV5mur7aFG9kSEX0ivpe+lv5N+y4FgP5M+l17EYRQ1EWGKd4SNVDh37MeOdtkNs7XuJJ8DH6yRUITGPir5lOw4b7hxJxh8b2QVSEyRTisga0XOuQrxwCZQ3zqqSmeAj4FKrFzdIx+vl3hbceduSiUIdB+7CGA/P5GJBkeWbYiTsym14j67YKdcxbgWNTqYKEBqejNNkJF+hIqtfMY1e9zGTyECzRjLvgr1jpknc/vulJiOnmPQU+lr6U+kP2EgbsIPDyEyO/I4K2L0GvH5wIObmbdUxtpVi0YUAaV02dDhA7ePziJo4Ga+kL4m1ZTEqpZNPTJH/pn0C+m/AnyeRNQppZePjKBkq/pY1jWWek3JMaId6Wmp7ZmlmrW4c8n9M+k5UocWC56QUh6oAN3IveONEq+ldwC2ERTwPGiD7AkZLlo1mqSX+xNTJBAblhGd+KcxQJd543G5VT6KwfRyST1mQX+NgMTB+Ih9mwF2fCxj8ac4o6Bddl8dN5t4QEWDt+UojAKW5QEp5bBbAFkzHLiPlSONDdoVsVYbYn2NS+/j3WgFN59UsJuZXcSskb0wCTTGphxJ1IoeWxsheB4afYEWYiBvl3RSetoct4S2ORufRc3iBy9ZqENwDXVwPQWe1c0Y+GsaLTfS99JPuCf/zop67FK65OQRUTSuIpB00on0j6T/jfSXKFFGcPw6MlISmNlanEmsgfdzn2BhriLMbq+kA7ilpwM5cGz8MapEgTavERLuuPkbyuDvpd9Jt9IX0n8i/VI6kS652gF6c+JD3UxzyacIPU5EWRNmpyEFEvnDrhW9RBUfdEp4HkPSUIIw58/dMSbWRKljLid7J24eFiEPftAD3KOG9/qXETsSNczY8skyqBXkzKSUCtBdxf33wTkrMIjzzB+MVbqCF5g4vGaI0JCSdUVdZlixj7DoeOr0YKyryGwFccRhaw2TVMWGVrGDE1L5NW+dPqcsmus1L0UV6iXF/dhyvLntzC3959Jb3iP4QXrP+5TOo8CoSXQbIncFVtwTPF4wWPfPpH9KAbwL/CPqTz+hokw68LaPG0qgTwSIOugfhZGZDRqjPzSLRT8sJT5H7vaWsPde+q30O+m3eMURtUYd4o173oxYArHauBN3JhstYIKzliBypthLa+i9tUUsiJuf7m2Ij7AE/C4ioLvNbjVPBCYn8zWXqpklsnF4L1wpCE5rwJHS2fw4JXa/p6p8gT6sCtTgzVrhV6cECBd4VXxut8zGVaDca6bMKs6pWlEKVtSxpgbWS3JVIRUccOAu7tPOWUc9Xy5z7BjZr+WJHKMVLP0b6Q0UyTbYmVka6a5SHYNWFZWU7cEdoDmxV7X0X6CEfi810nfSJF3Bo57xMIJI3PFyx7nK/an0ufS19JX0jfQ5LwUU7t2HslmhQyhJgA8KiYbPesvhfefBsnik0w30I1qLCltZEwV69Il7fmu1VI00vPFtbs9MHLP0hrz9Xnov1dI30jeMyDcRv5xGrGUvlqnVuh+Dn0ytqXEboswz3SrQhGO8tfKz3uOGI7yupBHJ5B2LcAj6asXogjCXKdKCU7GTjPfCbX3nyWl5LtQKtX1DPfmgXnWurrmxgX/yZinWZ4PmrCfWVLjKO9DNqfSc3n6BiqNc7m9JlXgI8FKEftYr7NX2iIXHbicevwmv1rKUcz/cc3A/MGS7pm7qYgbgGG0by2/cE65Z/IZ8UMz1ao3gZu7T3LHrHaTiC8iDv5NupRPpC+k5Azt/ycDKli78lkbrFO/P7LDvsxDrd3Eg+hndy1uw3AdeJZaaAeOEgah5Kk3IjOfKdhVqpwY0VYTod2DD9kGsXzOMsuZub6XfS79nHnUNzGvjSJc6ni6p/ypMVrG1hjTDoyBVR9YtQuBh9YLHoLtQt4wUPJ5mHtkaS+HLGFe0al+RUooovEeYNneDm+A8SuLFHWa9Av6sCDH1stEiXMgB2m48UkON/7+2rq03jiO9nqqunhuHpCSKoiR75dvuJnFiJPuQlzzn1wdBFgsESRZwHHnXa611IyWSw5np7qo8lM/BqaEFwZBtcaa76ruc73znq7IknMhE7oyF1kj3llX6Q+Apr2a7Nuef0VQcrcBybGeNOtj/FfxRpR25LIluP7ef0roVE/dqv6JtDazjOtl3wVaptE+iZKOmV07AK+CCKrbAID0C76gNPgcSQ8UIvAC+JCF8BnwKnFNPu6Rafc8R2/f0Wyljj2zvNRGv2HYMnAED8J6HqSq6ZBYeGgJUcYU26+4NTfWWxGA3pqvdJwphohuAtvgAOAaeAQvgC+aNI8szmsCSRkIOkCxeCl+NlsR66516Ky+ZbmkgxottcMn2mQPVmoGmHHhsvPRGic88Z4bRsndtelf/RvFCfKYM1Fll5eq1cTmSyxb72M6yR+HL+l9IJqmf866tQmJSkejIpE4zsp5vyHT0tF6Nmgw2/gVrqvcGFuQkgd61tYvtJuaqOYu1se1pF4s1Ss5P2NQ8osndGf27tGLHlRJK7+K6pPEeEvDvwFMKfaps7YRPkKj1i+zdVautpNwDdh2rGCjYAm1Mghc5QDen8xQD+sFQ0N6K2EqlfGDCAfe1FmZXNnyjkajCIISW5JQGaLDRtmDtrJ5pas6ApR7MpwwNOmlJvV8X5Yu8hX3vSGzs8knX62hUKhvU2dieuScnBhEh1YEtXFjGc+w6mLuuLX7p+Rd8oy17mFPrnMK0xYgQJdUHNhWcLKlGo4ikT9AOdva0meE40X46ZtE541HiGg7c35UpBFYcFKuj9tfA90QWtXelM1xqf25O8ePSAtBkWC+YK6r3e8On1f6OdqBxML6gcgE1anxCDV/NZDdA4jWW2RQgkfu+YnDc2aJFEqL7mlffAyfAOfAIeEpUs+IzFco1Iif3fLkjuwKJYewaeM8p/nM7wUht9NHsrxgYUIBRr9Un/UTtVmO9ZgStPrOzdrODH/mq9CKZGFLxSN2tGePRjNHxmNspPcBVa0/RoqNDI69X5dXBnHBu+qQ9LUYcw2SYcGRaUNtwYLrYEtwqe+jwjcBmG+5pG3rbrJ21aqJZpLBr3/rYlkI0TQIXywbRAFS2lw0W1BKD1GAHL+UWXCzt3BkhbWEN4UkVRyNwQnMPdBW0+s1khHZhX3BNJb1aPjvr7sB2MBucDvZP77cpjReTysz4Cns74EbWMnGJsilzfPWCSJYE/ItdtHzHYTyVN0vzscjxZVmGJp6Vza6BdzxfYmbs9o5s6mjxXhzMzND/jlg0GCzRwqksUeOhZwaQkTn9KHiz5EJsSfmCSeOOwWXkO67ZEjjlyfozoowPXJ9jO7opGaSRZQhqBttXlTfikLLZSrHbu4u9S6ZTTTYhnM12BzrngoxItuGPYF8dSPAM1DZFW40bHvHRMTUtWCIuDTBHqgjXBi8Dw6soE5d8DJas5lwNzTMU22IVGsGMvtjaZqNnitn3nJDYxXMDW48DI7swQjRIrMi+t+UN5uSD7SPajAr78cEKAXWhvMoQQR0YpusnrC2sO7URaLpIwL9yDm5jY0G33J4Ve9AzPkrmQgy2BBKmXgFXAOwwxDua1xWdcGxh54qHHrlkT9xGf0/dXuHBQ6tAYDW9TntItrue9wTU92w4XQJ/BV7z8ggZBNj4XlC0dGstpcfUVy6Mu1PwVuky8A+55W8mPszeyO3OELtmBlXd7S07Cal+YK2xMswPGytVWyu0eneFDOWN2lGYCI8FQXW4xC1bJrXqWbYIItgrBGMZinVTFbzcdgPTbGFXaW2POqff1l9LU6FoPVXggBnsI6uJrfn2jjsSeEjQrl2BsaV5o2UFZ+b9V7D0LtpsaW0/fWBgva3TFJRgEx++4wJqjE6pOCXgUyvnlHbu2DcbGGsV8BKB0J2dWlZsqkgRcUsNzQ1ndC4pQjxiEjgDngGfA4+4KMIMg2UDb7iJbxCthzYwB4tMyk6w7kiyS40dLK3JeG0oKihEBD8BWz5/zbcvgAF4AIx2OEY0W5R2AuZgGtdyrUyhe6xs9nDTjrAJa82NApnMMcSu7YillXMk61UVpFIimJmqfMqmMdgR6tdW/gg8Bp6RrXDCRvVVol2KR9XfibYawTJ/sqO5atGk1Dc3i/Iy0mmwTI4jc3GWtOQPXJBb1hqZQqtru3NRLK6n3GA+NrRVt36J6nespPneLRF1ZIE6mmy2sCSZ2evI56X5+VlQlIDHrW4GRvRt+E3q0o58gi2TzK0Bm4qQ64zfd8ArIFID+H/AT6aGrwjzBPgS+Br4R+Az3h0kans0pJe4ysEWSxsPc0sVMMU8FtbpjQy9maVd5ujjnK2mDVthD4EA/Ai85IUDhfnkytRLuRW4B4v6O9uVweTTe8Z7tcWPCZ8kt5yZP7uTT6SI678uDSWumP/39u6CFZn882SkQCD6VWlwR2l+T4yzJ/FbY+sZNclb437EqHeGbIulVtFOgujeVCw872JtjNTMxhUPurUC9lLwRuYrUUdKpEvmhi2Zc9e0jkRzqqRi+wqwzupBf0XFqnZHmWxnSLCzT5ZnFTICO5LM0jCpYLlV+E4tgFHJcUIrcY/NfLFs9f1oPMcWmFlbslrMFfAjy2BwtHXkMRQ/8Fv2wBNqLAdyensr0IVVArEB2pag51KlNc/MYGzTfi9MqLnlUvbc1zVwChTeN7UhtXPE1r/ONJmAGy56tDTlfwh88cnoX+UEZTMpvIuFWO2rk+01nW7oIQfkx2B1o2o8MZahXZaJM/QySrUBEzveS+Ap+3OwqHeAg8Rd6b2S+XDX5jHY4mTi2LVx1GojB8vb2u7B+luwbrDSbzKrOAZOmF0+kt3d2iWmE1HJ3KJYMSLD85lzojCvroqxt4a2AmuiYKPwougSs/3BuK8+WfD2OtFSI8VQ2fw2sIG2a3P9HfPqihD3kv3YGfAB+BH4FviBNUMhxVq/6NQU9jU1nTBNFUZ9vU/gz7reLVoKBU3Ki3URwkJcPSet77iLKi/3NK8Ndy7yiMB3QOQ8w5w+fMRzz9SAyXbYBaygKFaOghsvg0Nbz8DsGERNhej61s6skwY9GjZbsptyxxCw56Jp8CqT+5U+WZaRbCBuxuWC2cAjKl7U358Zkea5LphuSW6pUVIVbwPfTrisZyXc2UmRMKgPOw1TEHTGBmZn6sINl1fdimPgiNVNRcuXHKjqaAY7nnSreirfS6Swf/WYpf29Ya10xLcQhTFvyUXHGremqYzW1BFLOmiHApObOg0qQvp7AKDOdpwC5xyh/ACcsTaIdpLdJY/b7tkpeQR8BTwHzoFnlPv2POlLgVDawMmgjmrUaHMbMBwCU6spHi+piJST7ynHOwEm4C0FNDd2SE2mi9YUcQ68oIGuiOG9HzPZmSZo01phKTja4FhvcGZmdnnMtHZLaxuZLvZt+be0S9Cqt9RDM7Ztt3NP5+xN7K4+VrBjRE6sUw1jEM+BC3a8vYTzJe1YZXT0KK9K9HdcZy/X6smQnQGf2CSjuAb1jQ7qHQXuifYtqeYx/+bOigjNkDzhUcP/A3xHeSno9tr6W4tl0Xj4QvcTFsv0W7Duq7H7EUHv0E4vghFQcgMXFXZt0P95Bk6suiMo2NJEw5PyimjToRk4BZ4w2WZeavAVcAlcAa94jus74DXwBPgc+DXwBHjCoxvWhjpg1NSWa60TSQZirYND34L99raNVLui8iKfPLJdvqPfjiwPEvCa9rdiOl3Sl+RXgS66a7dK8bgzOCeB5MwYQqUF78HuTJu55cjBxJNodsZXTQxDtZn0kWlHSb6zwkGITtVgtIb23JLeZDqWE7vIZ0Zafs/iVm8R2vTi/8ws/oP5WDHDA+udc9LC0YKv9hfmlj3jhYtpi+Vbp1i9NThavok8mPaVlZdeqCtYREuwXmRNVqhHe6/EhuUDSn2i3eckIcDMOI5lKxqBCQF+7l0lztPAsjPstSfbv2Ieq09UgSf8vOdI7o5Hk1ZK81vgj8BD4G+BvwfOeEZRzxLIwzBoEGoO7fh7y87KxP81WQkXLOImozpEF3eM6Bs79mHG1lTdgDPghaGUjsoH+edIu1fJNNB65lb5J7NmQe4lmVXvoQn8bzkdUSUlb6iLvgCeAw/YFK0Lm4En1qW4MWnETRunZP2OLUXzCFEnquG2PGzgcwITGcloYpLOzKAwGcq7lItUiWkvVNlWDPKOw4bJHCC3YTcYXFLyEbc82r5kizvJYHlndXVtRryg7Ok1qX4tlxxVfa/OyBqZ62iSb1ndimOrZ9bSm9HU9V7J8lM2xF7sjaSKWafWvuUtaKMaDJ1q9YvtcbRnFS1WEcIFMPIGvr9QQrDkFOjCoqOXoIVGP2uFkXfEddt285QopEmQwl6VfbEP35O1v2OPdM77mjXUL95Y4VBkuqP0aCKVpeHbaCBN69NbDTMZ/6Sh8Ne84/A9r0GovdzfAn8DrIFL4A3985YanV3bgnfphUqvZGpNWGeiIwpdmY53xvMoT+1oJf1gZx1y4a+DIK5nkLRDVZVMK/Ka6Rui08w13xs2gf1U1ybeYmkK9r4HmEvtbpGRc9O9PAPeA3/i1ZISEisn7/mZTsVPlqWdAJ9zsvKCGLizQ+Sjvb6/yL59KfmatOvHyS7qUb0nPHPgtMFcX2lW/yVbtKu0xJq7nul7W06ZXfNgeKVlQZdsUhg5cOK/Bopglm394HU5aIUHejd31B0p7ltWNYOxi4UoaGSBp7Xb8EthsgFVsAu7aVZmrRSk1CRCSNTuwBPM3gGXvDi4B34F/JrXWJ0xGxRmv87O7NN03tYYso5cUdeK+1QOjJZdtbO1EXABPDSS1oug3lY7m5GFdtAs2JZ1FvLq4swosLkBlsBzninh3ljaYAezE9lqXUmXeXgl5U4usY2i/8A69gwAsOHx6L05SWdhV8hipB2qSNT7Jh5h+9gO5ZOv7lrnEtxd8g+wCD5ZBp4lm4XPlle9Aon2HF27HPoytz8Q/FSPlbjijrDtEztITsWGMIxWMBAR6YvUeY/ENrn1imChK5gxDRZTDgrgmjTuOAmZbODjhhf4Lqmk6YzLnfM+SI2wgD8bbduyrSRMjicf2AEfgTfAa+Aja6fCo6peAE/J/tdPe8QDK2bAX4EfGJKlWNjZHi8M20srFy38adBf/aeqJKtN1J6thcmSicDhQX5AS5nm1lH1+Zm2URfzHbAHXgBf0GFg7Y3SBoVM7U0wK/dcpKIxWnDxxuwB+z0x3gVgzTquhu+1oYDJrFQisGQkiNxV3zVnBN/RMAQBQvvMuV1bbYpI35o89skOAVPrTx9RLCLODPn8YuKV13m9MTED3JF/G5hRhTxBpvuWLa/BdKrJQuxkGzBvCSTxJbDS1BGyqMJiiz6Y+20JsCsZsOeA/zXwgK0mnffTszcrcm9vlpps3RR9hD4Cw3atma+At7wYsmLamtNeAJ8CDwkII0PJ3M6h7Ug+HbRDesK8FYvAPbdsa3jYKeWapY+ZVE/Z03bCTF2Zg7TgvuoJsFjEXLW5rvbn3gPvgBnwJXDBzxno2+q9zZixxzaNe3bBvYrDOVHYWxSz2MQ+jWYYznkMYuSe9mx8KNfJV2eEpQfJHFZUShkqVsl/qaIczLwdWgbCvRtVm0ILam+6TjUxFs6ND5wZeRNsalGzS5ndmkyWohrQp7zdVAXVFngLXJJHUT0c+C29ueWM8T60UaP+XlgGi9a/kuzL0XJsY4rwRWJFvWaf6YyV9sJu0xBXMVhJIxZ+oouOFnQHeuwdlW5veTxPXavKkD/nV+t5JEOvC1sh1o49bbFTgSE12CEg7iTHZrI6Mw2EzQ9Jh8Aod2dlp9bUHBiD1qIEWyzgSs2SCLM3vPf9DDgnlolsJgkupRZySwbocKzYQ3b2qMHGcVTMz0mmqNU05xAMgAV7kLdc2zqnfWVvly3W7+12TMehqlNugGxnR7lKR3Yyceah8L0GS+b1R26T5UAFBnXMR8sVKh7kogv+Tnb1m7DoEU92Vn+iIitVm5HLUc+8+AsXSAgqsX9YLG1mRpPunpVkcxVtzwETW+wemo7vUvf+hpVGtJZmRWUPqddJdv/FREPf21SHfHJmIRbEDh2VRlfAnpZ6xeOXj4FPeD7riYu2TbwV7TOXwAUpkC0FTK6XOuaM2MDX1FQdmElugCvgBHgGPAWesS2kc4yWNvOt1JT4Ld7w9LbQwgQMmctVI++OepKfgB+AAnwNgAf2d+RRg6mFVDeq2EuGpybDlrE1hmJH58HY0AURoroJA3DKTaxNtQ9AR0mD5DSPKOS6NmQ3svDeMnbsgFO6aDCouG0tVtk+8gJkWFoOhpBHYJnsrWBlDAyzFW5ttqCiP0+sgmaG/SLNQhOePeenKr10xeuP74C3wBXvFw1244bK8Zk1QvRuO1t9wePMOCryU5snzepot04Kzxcu8S0j1DVhYSXfT9kBm9uHbBhfd1bGiANXc1UGt2cmvOY63LFWPOYhGyu+bGkDqOKgGMjAx1tTArkxbvbIrmCaW0TPbCCPLG6XwAOSzGuDnYWBNZv1RP73bMnE46bwttqMSl8i6qq47S0Qged2DHoxV1GnFLaVvSXnYAveWT7PrZ0o5Tpuz9wXMTcL09XteaHhKc+7XBK0r62FEQ03qYcnmY23yrRxWiV/HgUXRT13yZUAWjK0lg1g9LYfAjMKYN68cdo6ty2vNYGZVrmwZKpHsdXq+ZoxdU5zWbMunzH+iUdV/PZnG62QEKbN9lSZV6HAZKsdG/SibXd2PPIVOf0L4AnTaaQfqtOrsDcz3nhq9Ukgh7ShGPWOPx6oU33M06qcouiMvdzayb0T5eYdz9y55QfeUOwlo5dgXdlS40FXQAd8BnwBXBA3On2SrYg6KAsTn6G3bB+tbRbYM1ORueBw7Az4X+DPwBnwdXsehYZOEp+nWDgQMZHskZQMsj1wNMwc7r1CbPWh3o3XJ9R9ueHt6ZckROc8jUATWhMfANwvWW9k2JWv3rVVm3KpeGBZrPyuGuc8Wf70v5ctiApP+rZlE16omi/2qsEOa1uSBalW/hb4PfAHYAtc8CiQJ8AJ8JB3W7iWMlpS9eUu96JGbv9LNjeeDE1NBgrAPRu59JqKrl3yc07bDHa4kf6Ouk3JxHoqtpOpgjcUjldfWvEdV5SqJnsMZ8ukN7iPNiN5phMWnx+pAZoBp7yYU+dO7KmAndN5ngL/QNmZVsxdFG1rWjglWiiJBte3lkk6Rvw9QWZ9+A3vSfhn4ClLoZHHXCTbcfWltWv6WE+YsEo1WGoF/6MzIF37I7Jb+XC0iJnszL0NGcd3lPFIcO+Zo37OCctDDWYc8Oe+1Nn216tZENoMQFbR7z7mu5ItlObWV6MNvx80iwphqnqVku9dA98C/wH8HhiAz4C/4wn9ldg4MpgR7gEYWY9jJA+ouc2uo00/CYiq8SD0IhfV1614irzQztbkU8EcCez6aM5uwUpP6C7xt4QZp8b9CIwUu9PZlQYj/+9gdJrTzguefv6Rd9tm2rRXmxveM7AEfgU8BX4FPGZUDS3hV9rV9ljpC9WZzQQ+j7asWOO3Ru0d8B3wDngGfGYKWPWQRnq4kk/iFmRLSrjXPlT6Vf9DsVgdO/nJYO13kX8deSbFxAVLMB1L8M4mt5+TiMksba542fmGH6ixcj1MudeMOHBX2OJHFVmu1RbCmWzF5asiElXdebL1UtiDcSbWGqjjfwX8G/BfwDV9uKc6/AHwqK1UBQAOHBVtLecxYvold50sl84tx0523I7PUgWKkEC7908uZiJKpKAfruir3kbyczDAaK2xr0zOA2a7cki0Qg4RV8ozibjrlJjtjlTzRwP8hbTWBJwAXwFnwNqU9L+YH9A+QGhTRDL/rL+W1iHryCf1DHYnwC3wRyAC35BCW1kDIlpr3Y9ugT2SFl/OKYcUBnEBU7IXgbHxhcjZye2DBqHiyCmB3lvgDvgeuAVe8cDdE5rZNW+x+GBHKAdzn00bYpyfQ/tq4Iv8/OOJUsxsLzxY7BQk69t+gCK6766+Xq86cPpxC7wG/gx8C/yBt2zU2e469HDBPLa4FyaKhRmYZ7oP59aa/UcUX6KFT9H6vWUSz9UDs+WOzzmnnzvHVuhXJ60yRvshNkjfJeGEeBcYVVvsmd1GB8sMnkkWRLxzng92ySN4QCdMZnmVbf4d8MLEgz1p4dHGBrzqg62tyrzeFlZWofTYG1ItfNlb4CXwFvgN8CV/pOcPOgJ0W1I6TW17xp/KmzrFjEFHLii0wd5ib5uuvzMyaAazw1NelnnM7PoD2+/XTLDFjigS9na9unZQHQrhdtd7uWF3RAFjAn4yiBjZx4t2UV9FUwe26CFHVpvNLgdmrRuO4V8BL4H/pqOC5P4p8duKJ0vgnh4l3wMJB5FS2+wAybkHFSRTi6hn97god/Utq7sZezbZcstEb0nWdg40nZ5V+kQYszNOaEU2f+QGa3reYX829u5+g0qUgcQDYuauDU8OhG0F+C3wDfA16a7ewNFkTXU1M7wmVB4QKo6GsBK/rrCNmez4i8p1/wl4CRSOwtbTLfQhc2O8Q7vOAhq+fV5tpjZTyUiWrIQ1cyv4o7WN5CMmg0jRXHfgiY3a6IlqvJcsK45NXbM0o4L5ZGoPqfK1FfFxACF1UkpOHKQ6wLFVdr+ioz6kUkdHqoqOGyiIFd0y2QEzPU38DbCjGP2YzdVqx2uqZJY28azCOtu7Hfwq9zCbjPi+WS+MEitt9PIOtVbwmKLIW/Yqj+mBSjtzziHo6woNoiPZIw52YlpbmPCobw9PEA/hwClabFIDU8l2siZHTc5ndnHmMVPlByAA/wT8DnjIsfvOoMFg9i1pztzqmoOJliXfV1yGZnST2Umg+Z4Cl8B/Ai+Bb4DfAB84LBEMPRUjAkTh7mm1iRhQWzwzX51sSbVBnttdCRPow+A3SrenBe/47sfstRYGndpqqh3H74E3wFN26aXG6eg1CwbxWUtuSdRRLEUpM2nG4Kienvn/uav7ridXf9wAAAAASUVORK5CYII=", "text/plain": [ "594×313 ColorView{RGB}(::Array{Float64,3}) with element type ColorTypes.RGB{Float64}:\n", " RGB{Float64}(0.576471,0.0,0.0) … RGB{Float64}(0.0705882,0.0,0.0)\n", " RGB{Float64}(0.466667,0.0,0.0) RGB{Float64}(0.0745098,0.0,0.0)\n", " RGB{Float64}(0.282353,0.0,0.0) RGB{Float64}(0.0901961,0.0,0.0)\n", " RGB{Float64}(0.129412,0.0,0.0) RGB{Float64}(0.0705882,0.0,0.0)\n", " RGB{Float64}(0.054902,0.0,0.0) RGB{Float64}(0.0470588,0.0,0.0)\n", " RGB{Float64}(0.0666667,0.0,0.0) … RGB{Float64}(0.027451,0.0,0.0) \n", " RGB{Float64}(0.0392157,0.0,0.0) RGB{Float64}(0.0392157,0.0,0.0)\n", " RGB{Float64}(0.00784314,0.0,0.0) RGB{Float64}(0.0470588,0.0,0.0)\n", " RGB{Float64}(0.0,0.0,0.0) RGB{Float64}(0.054902,0.0,0.0) \n", " RGB{Float64}(0.0156863,0.0,0.0) RGB{Float64}(0.0745098,0.0,0.0)\n", " RGB{Float64}(0.00392157,0.0,0.0) … RGB{Float64}(0.0980392,0.0,0.0)\n", " RGB{Float64}(0.027451,0.0,0.0) RGB{Float64}(0.0980392,0.0,0.0)\n", " RGB{Float64}(0.14902,0.0,0.0) RGB{Float64}(0.0823529,0.0,0.0)\n", " ⋮ ⋱ \n", " RGB{Float64}(0.0,0.0,0.847059) RGB{Float64}(0.0,0.0,0.388235) \n", " RGB{Float64}(0.0,0.0,0.827451) RGB{Float64}(0.0,0.0,0.341176) \n", " RGB{Float64}(0.0,0.0,0.835294) RGB{Float64}(0.0,0.0,0.298039) \n", " RGB{Float64}(0.0,0.0,0.847059) … RGB{Float64}(0.0,0.0,0.333333) \n", " RGB{Float64}(0.0,0.0,0.839216) RGB{Float64}(0.0,0.0,0.388235) \n", " RGB{Float64}(0.0,0.0,0.827451) RGB{Float64}(0.0,0.0,0.415686) \n", " RGB{Float64}(0.0,0.0,0.835294) RGB{Float64}(0.0,0.0,0.372549) \n", " RGB{Float64}(0.0,0.0,0.858824) RGB{Float64}(0.0,0.0,0.305882) \n", " RGB{Float64}(0.0,0.0,0.85098) … RGB{Float64}(0.0,0.0,0.301961) \n", " RGB{Float64}(0.0,0.0,0.776471) RGB{Float64}(0.0,0.0,0.396078) \n", " RGB{Float64}(0.0,0.0,0.686275) RGB{Float64}(0.0,0.0,0.498039) \n", " RGB{Float64}(0.0,0.0,0.631373) RGB{Float64}(0.0,0.0,0.521569) " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[colorview(RGB,pg,0*pg,0*pg);colorview(RGB,0*pg,pg,0*pg);colorview(RGB,0*pg,0*pg,pg)]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "#Pkg.add(\"ImageMagick\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "using ImageMagick" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Pkg.add(\"Plots\")\n", "# Pkg.build(\"PlotlyJS\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Plots.PlotlyBackend()" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "using Plots\n", "plotly()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " \n" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot(σr, color=:red, yaxis=:log, legend=false)\n", "plot!(σg, color=:green, yaxis=:log)\n", "plot!(σb, color=:blue, yaxis=:log)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "using Interact" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "247393fb-3830-4cbc-be2f-1754eb592109", "version_major": 2, "version_minor": 0 } }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "Interact.Slider{Int64}(1: \"input\" = 1 Int64 , \"\", 1, 1:40, \"horizontal\", true, \"d\", true)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "198×313 ColorView{RGB}(::ImageCore.StackedView{Float64,3,Tuple{Array{Float64,2},Array{Float64,2},Array{Float64,2}}}) with element type ColorTypes.RGB{Float64}:\n", " RGB{Float64}(0.312814,0.279052,0.252347) … RGB{Float64}(0.166007,0.106187,0.0786094) \n", " RGB{Float64}(0.304306,0.265645,0.239865) RGB{Float64}(0.161492,0.101085,0.074721) \n", " RGB{Float64}(0.28646,0.236848,0.213429) RGB{Float64}(0.152021,0.0901273,0.066486) \n", " RGB{Float64}(0.280208,0.218937,0.202902) RGB{Float64}(0.148703,0.0833118,0.0632067)\n", " RGB{Float64}(0.297687,0.231956,0.223369) RGB{Float64}(0.157979,0.0882657,0.0695823)\n", " RGB{Float64}(0.307482,0.252569,0.238944) … RGB{Float64}(0.163177,0.0961094,0.0744341)\n", " RGB{Float64}(0.308393,0.267251,0.24857) RGB{Float64}(0.163661,0.101697,0.0774329) \n", " RGB{Float64}(0.306031,0.282165,0.260473) RGB{Float64}(0.162407,0.107372,0.0811409) \n", " RGB{Float64}(0.282804,0.270185,0.249136) RGB{Float64}(0.150081,0.102813,0.077609) \n", " RGB{Float64}(0.241086,0.234828,0.213779) RGB{Float64}(0.127942,0.0893585,0.066595) \n", " RGB{Float64}(0.208498,0.208992,0.185865) … RGB{Float64}(0.110648,0.0795274,0.0578995)\n", " RGB{Float64}(0.195036,0.197723,0.17103) RGB{Float64}(0.103504,0.0752393,0.053278) \n", " RGB{Float64}(0.202481,0.204493,0.177112) RGB{Float64}(0.107454,0.0778153,0.0551726)\n", " ⋮ ⋱ \n", " RGB{Float64}(0.688238,0.812804,0.78653) RGB{Float64}(0.36524,0.309295,0.245015) \n", " RGB{Float64}(0.687802,0.812217,0.77995) RGB{Float64}(0.365009,0.309071,0.242965) \n", " RGB{Float64}(0.688021,0.812782,0.775882) RGB{Float64}(0.365125,0.309286,0.241697) \n", " RGB{Float64}(0.686799,0.811461,0.772772) RGB{Float64}(0.364477,0.308784,0.240729) \n", " RGB{Float64}(0.688836,0.815512,0.774733) … RGB{Float64}(0.365557,0.310325,0.241339) \n", " RGB{Float64}(0.694746,0.825197,0.782281) RGB{Float64}(0.368694,0.314011,0.243691) \n", " RGB{Float64}(0.702464,0.835756,0.794085) RGB{Float64}(0.37279,0.318029,0.247368) \n", " RGB{Float64}(0.71231,0.848852,0.810218) RGB{Float64}(0.378015,0.323012,0.252393) \n", " RGB{Float64}(0.719848,0.85984,0.827582) RGB{Float64}(0.382015,0.327193,0.257803) \n", " RGB{Float64}(0.724095,0.866254,0.839707) … RGB{Float64}(0.384269,0.329634,0.26158) \n", " RGB{Float64}(0.727429,0.872146,0.848616) RGB{Float64}(0.386038,0.331876,0.264355) \n", " RGB{Float64}(0.727144,0.878494,0.854336) RGB{Float64}(0.385887,0.334292,0.266137) " ] }, "execution_count": 10, "metadata": { "comm_id": "b053ff16-81cd-4fbc-bac5-d31614361f8b", "reactive": true }, "output_type": "execute_result" } ], "source": [ "@manipulate for k=slider(1:40,value=1)\n", " p̂r = Ur[:,1:k]*Diagonal(σr[1:k])*Vr[:,1:k]'\n", " p̂g = Ug[:,1:k]*Diagonal(σg[1:k])*Vg[:,1:k]'\n", " p̂b = Ub[:,1:k]*Diagonal(σb[1:k])*Vb[:,1:k]'\n", " img = colorview(RGB, p̂r,p̂g,p̂b) \n", "end" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", "100 552 100 552 0 0 3529 0 --:--:-- --:--:-- --:--:-- 3515\n", " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", "100 13533 100 13533 0 0 145k 0 --:--:-- --:--:-- --:--:-- 146k\n", " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", "100 12257 100 12257 0 0 129k 0 --:--:-- --:--:-- --:--:-- 130k\n" ] }, { "data": { "image/png": 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LtSqQdp78PFt3xuYM1ZgunUjZelobZuzFnjvebqNLg0V7noC8G/cTpHStWhdVGmbnomZzuaWVbUcv+1eAFrYIR6KAhfeRKFS1+9q8zBQK5syPuPBhjW6Yt4s9Kobkjqd8v1NkE33x4sCkl/D13OlEcd/1cg/dOX/MUzzKjxSMyi28q1bfJ1QeC+8TIt/yPzyLv2J/xQk6QbjC0DxnIRjc2xXtmRe77nia9lWR+LIijH4A4LfTvJ3neRhScma8eRZ2L/eMLl0kextWDwX2t5LV802r+ksALkHDUeNacC58mAUkBcu/AK2j2bLr9Rxnd9JPAj9G7vZkDQlIjgq1L465SIdgFoECbobsIF3yRbluwyqigIX3SVeZ++VnoM4P3PIDviKU42NJOX7BWNrruu6OJMnDGqpyRHVRrjvo1Z09UcwtcvEK6Stg3RrbtATO92d+0tHFFvhQClh4H0qTSl8RRJoFX8jgIlyLWyWvEFgKvPFu7KApx9zU62CR6jBT5iV5LqAvmABzY9ffk6dtz2WRifB8sTZnAO9rAZ/JNuH/NqwaClh4n2RViQ58Xom1pC4Db0Gv4zMTluMLtRE2ulHaD+v3xVEvSRvDQ1kcBbD6wknD8L5OO66FGKEHrAcXcZxnRKsuq1Csv5Z5xF0FUQvvk68ShWWLCkwmusQaDUMXmd9CnwYTR2/GoSh8f8opdjPV7YoWDX6OIg0ZPvL8ac+fUAWoVnmGQE8OxEG+g6smPXo/+ShiS3wYClh4H4YwVb0swrkgW45GOJ89ZQm3KwAFsTKmdsOpotgtWjNZWuKrIuCRvEhcb8Zz9qYJ9m6G9YvmXCR84zt1vmggr7DhpKaAhfdJV33iGm1Wd27U3Vo4zxDK9cS1kd4z35/I4n3o01GQZ4yx81ArzhIvmPa8fQnrxjxgTz8hejWBP27P2ZPIas5PuvawWIEtvBejTmXvCcL11LcYqekAVlkUJuYrnhbemfRO4snAdeHf7EyifTbwVBb4Pd8dj/ukhJsLwlGxMQiHwxeyUNSG1UQBC++TsDYdlpBIQAbXGm8s1QAqfBgBHVfHcjMp1ETU7/oYmrNXIFYtuTBoAbTfcd3JJErFFbJI8hl5cEePzBmNS742rBYKWHiffDWp9Wqm2PurDz5ssCrcuyiiNJmKothn00BtvqKdK0oCV8WqmIr6oNoENHJZIa5VwbZr4X3yNYfFSry/fSyWyt6rPAWAdyZac5G3gW6aZ/00ZTGJJ3I3Vi3yg3fD7VNVRIy9C0k8C3HU5rmo3gXkNqwiCtjRVsmVmasa3DXIcVGYYxaGHVjipv2g6PsqYoMQmGmRh5mqZaqesGOISh1JT0JYZ+Srnp/3ApW4WKq4zUQNxV4rdr1UMmIHAlZkP7BueiRy1nfSkb7fSrx9DXXXSNpRveE4PbWrtvZqbp7f31S3B8U2mehuJEU4pEJUax0niltx4k0PhdHEeH+vGnlwXt8cZUO9vfHQJH2CN9PZGDZjr0enQGk7fsEPe3UZzdNBxNmQgxPlzEuKmscuZSxtwTTGbeczbhBmXsj2wnHh5W7ouA0ZEaQJQwb2D/dUpJxYORwzqOEmYyVT3GZ3eApYeB+eNsd1B1TznIi5sshST1A7wDhvJGDeZTpKJqGxM9MbeqEYq6dh6uV9r4h9BtB5LXdaPbFCc1KU31iXOv1a5oRuwHJtTtK81VX1jmp085HULzA+7aZ+jcfq9SQd7abJTKTqjT1Of3IsSOuBagV5L2XojXbcpRiOiykLOnK0a7uc7I48arHvWDNI6kUUR83QG2HFeDsFtKHnD3neqOejrqPMMXPi2K7zGTXXa/lddi7r9emn6mHNz0ZEWGD07ruyoDzrO3EPo5kwZ1CAtCAdXOz5ie/GXo4+byQ5LrLah46LAhbex0W2wz/ENJRYh/CDeaLMhpNnLq5TahrPAnu5Pvs8PYGXBynsW4TjDDuVMHMbadpgfgqsp1nXSxKuM4IuvARXDN3+5pERp5thUJ4Ubj8pZlTab8BVaxMzvV4Oo0yD4XDnUP32eGZ7rzvTbA7LbiVoz5ghkxi69SRVe1WxbSjYcspP7N6xI1LxTN5llejmdaNBN9lSC7wsryXFUOq2EqcmZjEYtmY9N03rXhGyKCWNsjTLs1ojCJo1Ne0nWcwp7lcDJy3yOFRFXV5E34PanrEAqA+yokYXoNeZ0znYsEwUsPAumdB9HIrrIPxS1NFiLmIArW28xWMpOEb3Dc75zfgyWsaKvK7V4VyGe3bZpFcbogwp1UqLfi9OUHp5br1V7+1NAc6UX0tq9YnQm2yMxGM1byzY8qCHbznttA2bNqsLLj53/frbPvB34XWfd3vIDCmdiJi84JKJLkHl/V6yO0m3/uwVV7zmtVKwrKtmJrJ77on2TW3/8Z39+3a0J6d37NgZ7Z7wZrpDcTGcFc3CHXFqjShTkQw5cj9wG/RCRXvP1FC43qcL4IP6sU/n4uao9lDeJ24OmFMnTEW1Ry/m1ooglIl6C++Sm9wi2Vl4L0Kc47k1U8tkaM2QmuVbIBaNleskngvvAt56ibUs48hp/YIB1Q8yBPJ6mtdZ98EenZh969Eqw+1Ou1uL8uFao+G1Oll3PI3QhztDW+K6n6xbH5571uZLH37RYx4+dM5paiRUDVDGvBjiMSPf5pfffOd923fVmqPFOlaMADOuKi8rgkwliTOjnE/d8oMXrm/xhUUnczad7T34J5q5Oiem6IgRiWp31e49e++8a9v3b9594w+333nf0HhneDpZV6gGmoIkKvy40arVvKbbadeCkI0JY8biCpS7icojnD0FeHEDzEIBRPRanno4mUCqty3ueJrVcT5jiX2chDvcYwjk8GeMRcx6LoxKcKsAQyY9UrqwbeCBtzMXTVuBLg0sAwvYeJqqMC3CWNVh7hK8ftFqh8W2PN2VdjrNYPSss7acfcaZlzx26OKL1cUPUywLYejt5J1GKLChowC/Pj7N86YKbn5gG+qwDcOjXQV8mQ8XYxcG3p7CODVn2H5/pzPj1YBf0nJGvLoP+ukaAnJJRMM+NBJs2bjxop/c+LSrceCkOpH63s07r7v+/m/emG7fXeydrEdpMy78rNiUTDr1sKixUYKT+gEbkbKFWT9LPNRvwrQVi9F8XpinQRGRc2xd6x+u6SzBdQvvkok6FIs6jVE0KmOkYli0DLZp6Pxn6glFOmNqr0i8XH6u2tzuwOVY1JEA8sypRU4QyWNdx9vm5DtHAucnzz798kvPu/xxjQseokZHVB1IihlpXqDLqsNyFcqqJG0GNVn9xfZhSk32utu27UDj3el1a8OovRkDC+dEURYyy4187mT379xz79T4ptGNTY8cJRN5UvdCnMlfsA7ig0CN8qurLZdu+dlLtsSp2rZn+rP/c/dXvrX7jnunt++uZY1e1M97SdhshX4tSxiOeCEOWNGpyTJVPpuPg3EzUNGjBAtvoe0yBQvvkgk91ndF5PZVl5Eoyzn0Lj81ll1reKMeT0WpLjivoW7K8k0zKNvytqe6DpNMatx1ujW3W/fgyRc//amXPO/Z6uIL1EhdBT4TYwClr2boK3zFODYMyZO+QHTRvExG2KjBubfzrgd60zOnnLI1DL2m9B0qEYSL8QqqNeRzdPi7t+/at2fPqaMb4eBeTwDtAGc0+fEsuKUTQe6A1SsP9Z5eXZ4MBTXnnMbIr77o4he/UD2we/uXr7/5P/9l333bvb1TpxbeKbET9uK6k9eHm30vYyJQPhZlIwUjl4IZBN1vlExym91hKWDhfVjSHN8NP3FFiYz1CC0ZbBdFM2Fc7cRpnDaCuF7AOWHnw0nR6iZeL1J5o9fuRMC7Ub877+4ebZ165ePOvfqq0571bDYDU6iugZ3LDBnitwDZUTWR/BG2KR/wBpMyH6WXlThMSOHkOP1/X/ly4HtFmvj1WhAVeSAG5dKjiIV5oafHmIvr/vgHNz3mnPPRFAizNkey6utT2gXDB5H5kUWwX3VF1Yf8jd2LeSk7Dz7kzAfxe9nz1H3b7vvYZ2/5149N/uDWs91gmNnx3bvcId8f8pkix20juEYfyIOOFzK/J/Y0OjADJ/N9zPkz26DHL/pL7KE0Clh4l0ZKk1EchojlSMJ1Waclw+mGRLKgUd+bdWZ6sVP3m/go7sSNTlpP/R+FQTIy+kBnulsPLnjmz1/9wmerSy7MWs0ZEWJh0X6t8MUgPFVNMgVyjvgrR40mvBqAe6KsAvmG6aIWa3n+LT+6rV5jNjzmV0tRyTNSoFNhUltGCqIawEtymt9x883BNfBV5q3RxjEXT+ZOTfNw4qCYF7JYnCMdjPhxwUrFXGXzBAxWdJ/QL4Lh03/iwb/+qgf/4i+qT33m+x/84Pe/+71T6s4Y3pcn2rV6zWu0OnEvcoO83uozYRZh8y6oDtC95Xmaol93iIPwkmvCZiftxIZSKdAPZAoKDXmYigkoTA9ciWYp6w+FdZReUSdi6tnDSCzN9vV6n2u0Rh60+XHPfvm5z3+WOmOLCl0Voo3yQBQCMWPWiF1EQJ/MpGkRtwYj1XHgDT/0QYx8AAcNew9A3nXTrU3PqyO8M4eVuQET50WBTh6jNxToWKrwJMzyGzd8FZwauRkmHbuqp4owFJWY5Jwx3SWR2dyJYoqm38w1/XK5s5HXhvRnObuY+S955sXPv1p98bpb/vX/fu8z153ttoamC6+TbtkwNuWm40nXH2012cxQG8PqfOUAuQZxGymXAhbe5dITRDLMZaAKMAuGnW1f9Ge0/nrs1CY7w4m30W2wEe89aWdqJPTOOv1RL37lY59ytTrnDJRrBcpwmju2m4xgGzVhpzL0Ja8idDMf1RQTzwoDGSW6chPoR3B6DFsW1k634mQzM+MP7GDPwFqNabUU3IqbJY0gHsRCLhf1G8+om2+5iaksryZLylDoR6roq5zBgIgNIh2gg6M0POzQS+npOuHYXOODSMNPFAp9pO4obnj91ijW7H7gjzz1yRdc+ZQLvnHTj9/7t7d84cubmUubnC7cpDEcOt12GDbh2ARADg/HMo9IkiRWOJ+r0TL/WniXSU3yqrMUEws0pGXE5qBo14o+kjATzgmGK2EjDaMovzNv37Nu6NwXPesRL32+OvdSFTFbBKDEnjXGghSD7iHxrQKEBUJGCgfnwNsXGHOdkbfmwaKOZpqN4TGQy1Fre+HeXXsJLBJB3AV52hRUz9TBJLFcw9YGx2q8xfPGx8f7adzyGX1rVy+s/EZsFwC7TI7JqH42oAGX7sRAmoj0V7q/IKICbGi9kJwZmdMbqKAdqsBTtcsfe95jHnXu57/4kT99Z++HNz20PrQ5Uu5Eu7/eBdIEg3DEcvIgbuENHUoPFt4lkxRmh8mKGKUGiMHC+0RKj4s4zicc//be+D7lnv20pz/6d16pHn1+Vi+cOHFboWJajOUe2HiyWhNlM+bhSnHSBEoIxADbY02GywDbDIYBuVi2OsLYARpsnUTordCr/XjbvbvbU2NjY9iZeGEQ4aGJHkJwDSMXUIJErFxReQHqO35850UXPAwbU+ayRIVO/ii6mJbXg3lYP+m5WFMFd0UFL/xcdzDcQVpwHL2kHA+saQ27NDoZysusgac6ntdW8YOfe9VznvLY7r9/5Ib3/O3EzXee7jf609OtVqter4PwwdibeMnVYLPTFLBkLbkhYE8qMrC4OcxCxO0eNqUJNqVt1/vu5K6hh1/0pN9+rfP0J6tmowM2Vb0esqlfX9p3I4CJhb4/qtxuPx6us8xLK6+kgIjKrg+CgR8YE2AbFwxwVBIJCgEvf/F5fOMPvt/PUeX5grUg7IrRmoxv5TYTdaQkoMtGSii8G7/xnYvPv8jDx6o4YxKlPEnBM9nRMiRrLT5wSyatCfwhjUT0oVA9x2+hKYAHmy6BvY8opK/aKq3XhidUMtrwms+/5omPedz2D/zzF//9I4/sT/Z6PaTxRqMBx0bEsKo1TdAlOVh4l0zWdoCgy5AWU9MiiNKhTqo6Mfv+3Keip/7Gy5u/8VJ19umTotFyGwpLFMbSfQbHM2II6oS+1yrcMHbDPAQfAiGtLpMjUe2WXFCkOSfSsMjnBGRnFG+MCNw8KLxbfnATzLnd742sG+sz8SxzauwVKgmY1mIkDvdFCEclh83sbbfcWiRYiWuhPxb5mlk0psJ8YdSo4XX+vIU3yutFCgDm+v3ylYQhhPhMTO7E7o3vIbF0ENkG6ZpEiMEdqxvW1JmnP+h3XvtLP3/N9l980a5du6anp9etWzc8PEwOINxyb03o8g8W3keg6bpuo11LZ+oRyqFWwjwTrZq57ZoXDs9MRrV6M66pKadd97PRXmddUty7IQvayVgnHGHP7G6wMwt+GNSmf+aCq9/xhvTCc+Kh9aFyxmKsT4tple5WyVlKmrgYf5sAPBCFF1QmcwsIaajPpcYdoq5BZt7SFOeIoOsL132hHvhozlW3N9ZqJjGZGZkc2LIbOKs0XR7K06TRrN343W8zWZ6lLNmkG5DFLa72+wCC5xUBOBPkKH2KPtE5SgxhXu6wTExfNwfkgrkzzG6xUtcD92ZLbd34oB/ddu873rX7f39o657xsV57b206Wo/H9WCs59Xd4fFayGq2WuKNOSH9x7jTPzUSDzMMUPihpOQooxJdErEO1H2MOTKvL9fxOmXDHAUsLeYocZi/401ZItXCgxGcyKzlkqkmFU3MDA+NJvUgibtYhtZxf5LkM4xbp/Na7A+5zYl+d9pzbq+p0665+slv/j21fli1RmmQoCETTue0lFMXSfbgsDC2D0518Dn45FKv243jGGZo5paR9kVfNi8AYM5EPBdX6P62bds4FbUWBm3c0nfnJV+CaJFf9rpfVxf/5Mff8mb/th9dmDfWbevWNjZmRsJ9eZZPT43hDWK4Nhn3vV5yZn2k47Vlrh7ia1QzTNjf78gqWgkcISsjjrnxxBIU++TM0nTMJ2fZl6XUEyx8dAsWYONcBaGVUTJKXky2RvygXvNnepNRb3qoUGNFMFIbqg2PbspGnRlv297ufYF308bw8ne/8aL3/pE6a7NaNyoCbiLCNQvAGZsjANf6B2CPDzo+bA8occ899zCyRSsOVo3dyODWIGIQzimovu+++/bs3o2jVLEqWQZs89YiVrVYPfunn3n9Rx70qhff3kkb8Wi8O93b7k8GaWPT8FDDTXtTflCMNGvp+Hg3yPsBfmww1Nd2d+IJB1834gwHSMOvgT3s3bB0GYPYMI8CC3CPeXdtlKldcc/A0i4Ri/V2e/BxZmlF79ybCZJ+s1FHYxy30WFlcUI7HJqO3TvzqHjomde870/VT12oarUuc0cs1UqzLEcq99kPCANR8WbKcS6cILAx9SSnW2+9td/vDw2xTpztvTEFZQw9y6vn3iOnBO6i3+p2+zfddNOVV11FjzBIsKSRrO6Miw7eHRpa/4g3/0Gy9YKvvf0966Yn12etmZnervq+hucNF/46VpcVXnfMB9sCXVH8K2bw0LZzBNgG0kZolwE/3ytm7bNMfkk/4STK3PZ2R6isjT3MvfLJmjuNPVkRNmIU2vBw1QkAc3u97464RS/ugH8MNhpxsG06uUP5p/7CNc/4+IfUIy/IarWengYWxRc2HzUxCsPCVPiOCJTwcgkniG2TCUz45ptvJivYsslQpO6FgoE3HLvRqN1www2SBNa9X+pd6JmSro2rPlp5dHusUFdDG4JXv/SxH/zLPeefe//uPUOTGYth+3iW87M8as8kMzNjstaNH6vrWHjDUhwIx1gpFJBLhG5SO8CR1beII1o+L6mgqyKbhat/VXxaOR+xvod7BnFy2A48dvDBd5InXg1V0fSTIA9YMtLpFBiZBrXxXryrGz2wacNlv/nKn3rnW9Spm2bC4fEkrbMyOxZnTEZSEucpDBZhljU3rQsODRQHxT30yuDWIhHZDlAp4A2kCQDYzDkRMU+Zt3BqgmHXTEF/+9vfTvH4ZLqYpUd4TYWNIjslr7tT6WQ/6zRq3pMvv/KTHxq98qo9Ue7d1z41CvtxtK9V5BubnekJ8UAnfaGBscjnxOkYZa5O/+bTRJSHNsyjgIX3PGIsFMXlGeLhrCNEx488TE4ZOWPHgfInS2uyhcBY6nXGZ747vu2BrWM/+Tuv2PQ7r1br12FtnaqgHoz1+2JvxkpOXDXQKPuumsRxquiKcl9EzgPCQVA/4N4RT4oC4Rz0Am9kb4xGFnzCwJsXMTgnfvfdd0cRa8N0mOsLFnywlIutOG6lgeokQSsMWwGGOv2woc485fx/+98jT33iFMqye3tu35uusfBOnYLfmURp4svKNaNC12K5gJypOi4anJuyaR5eSjFXSSZ27H2EipxqAPB8tK9YcRHhckjmfsV9GouYuZEw5O30w6w+heexc8594h+/QT3tOTLQdlXL8fAq1k376+p10afBWDQDp2GycAo7sxEMwplqxs/JXDgRbDMxBrt+4IEHDKqBN7npks7lfuBfEodhyPwzQexDtXnJgUmW5MzL6zKjXkegwQJXNbStTs8NGutaZ//9+9RpZ1//V+9bv7fYEo5G41NDrSFcsyE60QsyINJSutjtit2dqMuxlBevOHRKwrdlUn9JynzyZmq59xHqbrxW9DAXSfJ1qbfBYfmy6mUsgHB8xxsq6tl0jPbqzt7k9KmbrvnzP1TPemJa1ybXeC7O3bpyR3wWhsq8jojmrLhCoBRz1YTJZkzLjU5oUALDV81xcPEoI0yMfeMb30Cv1mw2mRtD9oaHA3XTZQzy5NRcwSyUCAhH0/69732PYYf0BYdh+EdZhqNKBvMNnATXqW7WElCK5M0auISOc3RUve13z3jNr4/jOG5bd1M76MYJLp/HitpQEToJdE/wwZ7hao7F7LrlUh2ib2PJrVZTkrcN8ylg6TGfGgvEezj6btTyepBFcTEx04zzZqPm10M3coY6bra7O+UFe8869cq/eYd6yuXTRSZGYuLZRJTiLOxsMCVOy2PtV1D0ggI3g02Vr1fFEGohfvuXbSzw6mO6BDJvu+02HjGSOREgvUgOApUMlo9/xgj5PIkRk4/wyCK5HcOtkM6SAQ5IxBaepSv82AKNYUwj8YNkdOj0t77hoa96+U6vubvXi2ZwjuHjnDGa7tZUsHXTFkrbz/Clju90sY1Hu8baW3FQqafEuGLDfApYeM+nxgJxz0X1jbOknOVfnotGCM/CWTwx04oYQydZMHRb3X/yP75HPemyKKjVg1HswhA+8TjGT3ybsLoT3iIW2XgRFC1RkBaMwzmnH+iUR36w+vWvfx1sG3jDtxeHN3fh8MjwPIh2bfbLF+0RFqDOsV/CVTIPaetVlIyMwjP8qMeO2osHKwR1Vqz5jXVv/92R3/+V7w3VZ2J/Jot7RXHKpi1BEey4Z1uz1vQCP6/hHJ4F6fJ66RpkzC3zZ/PmGY+9ZKvxCTv2PkKtevhCSsTJb9EMIhlvp6zLHuk5Ti+dTr27NjWu+eCfq5951D5h0moDBhewbFlMKSskZbyN/CnLS0yDFlYjI0juMVWuV2Ec4fVHfRtUM4MNXMEtcQRvIlKUwwSje2NNeLfb/eY3vxng+4GPO8xE2mHyOL7L2vkbAjmdpd7qlD4QeDP9SCcotu5shxIUZ7z51Tuy9o1/9x/4iw3yJBifaA43Wioc8Zv72pNBDeOi2bcjmUNesV/T8Nby/vEVbBU+NUekVfhp5XwSRlbDqjGCG8M8mvT6014P5ysN5U2n+Q/C9An/593qiT894bDUqh7kaNT9aUcaq7hZAb4MZTF/YRaNRsuiCxg+PxhU6EW+LNHAdXE5pcQctdfbvXu3gbcMr49iios+CwZOyh/96EcUAzZeVmEWyQffySK3MFxJwTd8N+jrTkUs7+Nc74QAhQI8u136h9e6v/WiG9PJnU13H2tW43zr8Ppiso/jOhlUaPtzukqjTjOotqq1gyhv4X0QQQ4+rcXuEHt8JXna7zNsrPnOZGfilqkdt406T3r/29VVl3Z9NhAYGlHBqNMAxyz8kjWTAHr2N4czTmHdsEefYbtgG48Mjf1LLw5+77Ge33777ejVRDTXGjVh3caM/DAZgW3ukIzpsU6nc8/dd5uZ8MMkL+8ydKBPw+ovD5DNE3HDir9IVZvprwvdPel0V6F3o49sIKVfce21D3nB0781vSMZa3a6cT4TNfrZUB40fDAuDjMAuR5v628hZxsOpICF94H0OORsjD2zMtXNaEvFZpTh+6an+u3tDx4659pfCZ5/VbfRZGorjB3fiNp9TLFkyZUsW+IHdcWOUpZB0JhzrKlrmMSQQNXFcFo7SDjkjcd3AeMzFOaA1vg/AeRHZODg2cAbLfqXvvSlZZHMFeMTMAnzNoILem8oCBP3W5iidTf7nhdNyuCF3jFGk9F8xJ+9efOjL7p3erwbRc0iYLfTfIYtCoVbA2yRjOYYOHRbbDRyfGQ9yZ+y8D5CBTbZdiDPez4ztX5tsh/t24dh6bnPvvLc1/3y+DCuPz3cJtXQSAFvxo0e658F1LLhLfBmUIjAG2NqVXSVu0850zqVD8NiJpz05TEcBt4owymqkc+PyL0BP10AAjkpGYGLaSp90NLL57hUl4GLw1bH4r8NOvgoGgs17fRYgO7jywU1BXsPsyjPdZt7MDRXz/+nf1h/2qlT3en2xJTqRmPNEVxHQ2aALbpKqy0/fBNec6q13EHxyphPZqPxVyqrkRgDYgKd+awJY28w1iqj72aVGPty0YCm1j+QdfN1UaMRDe2KRm5urpu84pJfePff73XYwscdZloHBbCv+kMull/IiGNYg82RW9yRinNECa2CRd2zaMa18XEHAAwgDXM24jfjUBaA/s///A8rSYArpzhCMYZotVrIKpYF30U+zJDjlY3cSMBSM47Mfi+YuMSL7Ea4v1eD984Z9QzjeAopZ3h25XsTF7P826h6+XnOsLroQ+/9l2c/x9u++yy2Y/NaTtAc6/uNlLF60g2zjp8FMpKv+UJ7egsbZimw5rg3jZ3+fsA1MS+VcfCc9TJ4BtWzChtZoYDbUiwqgrobdpJke96rnffgX/iD30Nn1hC+Iq7FRMjU9ilgdsnBAQK1ctuA3NQh7BpM79y5E0gb2HPXCN6I64u0dNIjlmN2zlNMfU9MTCyHWcsiBVroFk6W+bwNP3HeC1/72h2NcFsSsceq249w1MwmbSzOlXlHnCvLJg10CLNLdBbKaS1eW3PwxliK+WgzZkO882VTHqeW4tNbmBjAZmQoRlEYTDB6xft3xJC5PsWQ21e3ut0nvPE31EPOwJdRC0dmiLPwH/Ykkdkztr4esOolbEkwW4LRcsO94dW8DL3a9DSbE2HhKtwQeIN5LNIWKQdDdDKRrkEHegcU78sz/F6kVIfeYp5Re2X2N/3iL575gufcWw867GfWxUN03AnAuizEw3u7XqpLrS6H8v/QQlb2ypqDN43fLC3UGlccMyCQuyEOFmgbwBuZXLAtzgNkJzCPHftaUTfrOd7tUedxr/kV9aTHylIRBFp29MUsw2FnD9HuEGflifj9X+JgBHKO5j0m8pWvfCUMmbpmix8RIIA3R3oBw+oXLBG3TAL07URIc+ONNy7D2HvBwix2Ecv8Xg8tOr+L3/bW4JJHbmt3Aj4/ixJHpsdYus5GCjLZxv5Kos+wYT8F1h68WWzt4JpYlK4EjBkZdWMDhXxO4PrsFn/i6h+Bj9Wg9Xak7neKrU/+mTN/79Wq5cf1Oss3pD2RfjCOFKGfBrbk+DZ4NoCkAEZPjl2KsSE3zJy7RAiDXkC+7cBg+D/dATnA8zn+13/9l+kXDky40mfxDIYubLQWN9Znw+uf8pY/2Ld+eAKvN4xEWMeK22ZGV2wvTleGvCVbJdmwnwJrDt6YcYBbWQWG0hVdEg6Gkc8ZtzFwE8xznRNcBRQuvIG9NNrF/dg+n33axW/4TXbqZLGXTHkF+FwRMZ6AWK5RjQ35AOv76bt0MaBomDNAveOOO4gbMCNvg1VOSbAIvAE2d3mWxHQHxL/zne/w5NIV+Dhz1qoNLF3amZpCqf6on7r6za//fneqF9HvJn6S0k0LD9crQ+muj/Mtq/SxNUeOQOTuWftk7eMTuEIERuSyRAGfP+zhwUw1luFBnLtx1u47exr1y177v9TDz5Upa9ZoY5qqnDab1GudmhihwrqRb2UhyZJzb8O3DbBNfM+ePffeey9XADaBCNc5AmCT7HBN1yAcYBOI79u3zywsOVz6lbnO/i0eqrS0iRGLwklOo/ErLzjtGU+ZTIqgnYV93FtFGc6dYN2Zk9Fn2zCPAmsO3thRGD25eEdCRyVevcXjD0s1ja8fzMIxiWJnT2anGWU/4BQbLnvUxhdeM4PNmtcMiprPRnsYgerJbSGfTLEJRZHWdQ7zqLs0UdjyALpov9GKbd++HUgbbCOTcxG2bMB/uCIw5Ca94fPkRqTdbiPkHy79il13gulOp9bysQLCpmBfkcXN5iV/8kfb/VqaeGGUBRk+LvvimKnw6ZNXrJyVfPGagzeT3rKuA0iKRQQId5HuxLyRiVbE1Qx5L2+xwQBLvKOs000f2DhyxbX/n2J7IIfW5anpyAlDEQUlD2CudwGSIbcwfzazlctLGQAt0B0I3iCThWJcJGLwzNEwbdIsUhD0cMYMhvTgnMTMlpOVGbFzynUCU2scF89qkbec+K1Chc2RMfKB5qyubTjhJCL6OWdf9opf3c224T1cN/WGPafbwzsOG6k2T/yNqymHNQhv2W9Dr0AQYVrr0rQ6jfXDKmsEgZ9iYpZE3USFQ9u63Ue87qXqYeeh2kFylw12WlidygRYXU+DiSxOduIATLC+GJ7KazVADgADOSIg87Of/SyAPzR7YHnoxcEVHqFHMJI5Fw3C8eVEhAe5zkUjtA8eWZGIXg82+2bIjLkB0lYaDK1/za97j3jYZJa3Usbl3aGRIadR7/YWm+dfkfKv7EvXHLyNxlvG2zLRrU2XXYbjWpkmB8zXxEVx5Pj39rsj51/wkJc/T400mQpvdoRjy+w2f3LVwlhaV534EdDqH7KTdcdLH0AgLwGEhkvDcrFX49SEo3w/vYOBt8mKPAHzt771LfM4WRHhyuBdR5lt6cmoDYoC65aRkhM3NdnxcqVO3XDRm3773iKb3DdTQw2a5+MzE8Mj+7d7Kb0kJ2OGy9EcK0UXsX+QXW7lwwG3tGLmiZkB096JnYS1xqxC9mdc7+4iv+hVL58eHlEee/agsqrDOMR9mmHTCQ6E5GExNtd9BTlqiV0uLl1AeGYey8jMYI99CFiwbbbjM5g0xyMWYCDAEyGAZB686667MFPlWa4McjjiMH6Qciki1JGesxSzNOyR3DRrMR3GINzL1BWPPu9ZT9urnH3T/a54d29lsQDfhgEF9tfi4NLqjiDXiqMPOB8W4ch5s+aoIqfL+kKMwPKCXT3v6nU2PP4x6vnPZCasm6CYxWpCa+B0OiER4jCrwbQfAWAuTIat8paedoadgkYzHsa/GrA05qhg8iixTTFh3eDWoJqnyI2c0bfhucXkTBqTm0mz9F+28Bu0FCG3pFMVmQINufiwcuhta85Zv/u6B4ZGJv1mrT7ksQtjb3LhXNbq1TUH7wTfacLApcJhC+iUYL3ovPHDyfDax3VSnE1E/clm8NO/9hK1oT6q/BqwZfddfDGwikkv9JRBNjGmz/UVzgA7AqTsgL30AZWYMT7lVQNdN1A04SjfT18AvA2X5kGeAt5ke9111yEgmEy4DtTN3aPMtvRkGP5rEUsWytOByq6onrhwYrF4VmupC847/eevuc/ze93Ybc+0PDv2PqAG1h68hXsLz6atGMEPayeG3npeLC/SJEqTrpM/9KrLm1dfvsf1m2xt43qRV7Bxt9atwbHnlisLLxFOQpgFxAIargPIXcqJ4a6wX3Jj4M0R4dxg++ihCLbJB/25ATC58SynX/va12DX5GneQoQuwFwhvvzBZZWI1lzCtkE4BuZpwCxHOsSWybhwcYuHv/63x4dHxve1N0OE/tTyl7DKb1xz8NbzYVqtpvmtsFwjn+N0IS8Y08K72I/6wqc9RdWCSbDMaC53u06hjVjY+1f8n8quu4AL4qFM0+ryWVwbqWApKxykwWNh4LwEBOLD2OBzAOxBZPFSGMkcjk2ElEbmB8msDCUH3jKAtzldPLelvCu+KYWBy/jJeKSk9xF787oXJK1hddrWRzzp55rN1u77729qR3dLWZiTLO81CO/6um5w2mQxxlY3QW/vcH+yIXt0bImGtu5teJON20Y3XHfF+dlLnpJ6zXO7IVuBguR1yl1XFA3RJIv1quiUYWmBW4SI836z8Ic5Z+pM/CkuSQBjc0EGoUFA75J/7Ybro363XmOFxeyWI2CSOCkphEBUlIgLB9g1vNoYt/AUpwRAjmMmht/kANS5znEgwy+c0RJfbTt4jvZVVKgUHxld9CNMT+ZYuDitImbIpPDhcuEfvuKTjWS8dWqw79S46MRulDP8ytiV2W8k7JbeaPvhVN3r4JMV0yRcQImX9JQ4BoxLXPwVzv6w1b/C5Vqy18OuqVtxraTH3oCAwTcWT52ZNmsr+oE/E6hfevlLWWiYsVapquRhVzBWd6FXMwg0eC6FZsgFA7/IYJs8pZtY1EKmlPceORPKopcJDHpQ03fJ0Hzduic+/Sm7ex3xn8EyP5i9jL5kF1YNX5b2ymJwxDQTjAR35Dee/Cmq2n6XjLJ8cOznfdmZLheHPyyZxjMAZisYmCu1g+0Gzj1t/ROegLoN1fpyLOA+gS9FDYagDhM2ODy+nIDB/ACv/tznPkdWXOQItsmc4/FlXspT2kBBsI26nHJoSd0oM6WPxmyQocVlz3vuTCPcFbB6nyUDKE3RCCLGIH7IjBqPsVzXjMJW8ktKIcexZLL24F2w3afoyVDYoFZCeS6z1gjeQX2y09teUxf+/NPYJUf18LcvnourGZCiURP84Ac/wNeKweHxlXM+boExgZwxbkEBMciWi8eXeVlPiUKDH4yZJX30OOYHX9amwXBluXvxw7Y+5pF3erGX5J5GOGBG8cbOwcAbtNOV47CRhGRkFhpIbLVjfYVrrqwWcPT50KEnTHHRw2NrDfdmLz8toKdRsTvq5+ec9qDnPhWPD8oTI5b20ee7XCkRlHG9xNtwTr5r1y7QaJRkJ/h+w8BBMrIAS9Duv/9+MkQmn4//E3zF8T2uAam1mBjbg0wZL8m+qqLd1AERC82BGmo+8nnPupPZjTj3YvHEQffN0v2UJ1hrggWxXmuAREYfsdpBvZ/Saw7efDqVL4tCpVOntsX5Cqu+4yRv12pbf/rRass61QTb0gqWZRp7f2UcTQyVl0lmTM0NLMHk0Tx7uDQmE3NEwUbkhhtuIPEA3lw53LNLfX32azFZm/W0JCWRi2AUXZuesUgZRIWBuury/lmnMl2WozUTgx2m9cXlTu6m4jxT7zSon0MJKnrQtRDWHLzFWwNSHusHZWwmli04Y/Iyp8sO3OuGL3r6kzpIgLAGZD9tHVXBRoCCG9HjYx/7mJnuhoETTrCcA4STDx5U//u//5sIUDfcewXlcxroPBFatGloPdGTCbxRf0eCUxG6cURxyvqzn3xVnz5J1x1pkMzYgpDnWQ0YZrJSkIs8oPVtOpMTpFrlH1978GYPQL1rLNVM146WtREXQeJOOc7kaLP5+Msy1WC/IDiXtJnq1R/CuSkUI2T0agZ+Zu76BAtrEE6GZPv973+f3MyVgRHbCeZ/fI/jRh7NnoAZVxsa29JkOdV8O2QCT5v9Mz2JncIFT7667eKRWusCZdsxenBRmmv3O8Z2ndEYT6wJbEOnNQdvFkYjpzUKHHVFTI/VPD/oZpih3Rd1H/P8a7B0RA8rKhv88zl6+SHtXYfja52lP4Vwjk+V7954I87VMDUnf9CoGdYxv4rPMgDmSZMDTh2Q87l+55134gEGYJvJcBLMZ+/H/KYTeECwrYPBNqb94gEdbHPOid6lzRdrIw8PWVsf8+hodLjre1FShJ42yMONKrboOa6SJRdG5HyzyVAfZ/vKeVdWVXTNwTvNcXlf1Biu1WsxFo5xWoudOEn9Mx+09QmPVa3hANtmFoNhNoIJegVrX2MSt4dwbNaBAkhAyLHEVokoTuaYuw56DQBfYv7HlpXwYH6yMsArcD4tTnbm50BF8YPHyz7LfnDh05+0M01ix016fRQraCpcbNVnyz/7KCNvBmXkcmBO83NdJfE1B2/Qgc9j5k5oCmzBncZJ3fE7tI4zTlWPvJiRGXuPiBkHZmHQRkuAlapqWioulJiaZrwNp4W7liKZD74RLm2G3J/61KfA+QDhgwQrGBHTlIHim9rhp1eD665YEJ463tDPP2tf6GY+Fmp69xkR0UX0MM9JBloyl9E7FjD6zwp+0VK/es3BG2kuwAFTlvXzFLttJnodLxjPkw2PvEA1gn7KaNz1xQJC26XPrZ1a6mo4+vyBd7/Xu+uuu+DYxvK8XIQDadNxYBLHuwAGZTPHoy9kmSn1hquSIcoS+em8KRRVBKx1++XMIFzuXXhe7awHR44bOj4OcHMEMyqRrSZEYyoLgXlG0oNydG/ycas5rDl4i1MAx2PRWD9NmNUFG9003etkP/W0J8mO8kEDvSqmzEjl+GZS+NOuXmA3TzYMGrBWcF4i/MiKwHieSfUdO3YQX2ECmPcfVApG5JgVa4s08A62DdKlVx6tn/XTl+3t9vIECzZZ2Y8AIowdNTuP6HzowU1+WLys8Nct8evXHLzZTpptcos6kjldPxOjajzuFxtG1SUXT6FKZ99p1LTgWvw0zK32XOI6OKbs8W/MlBh8Gx5rJsak+ZY3NjZZmeH39ddfT9nIn3BMhSwxMfvAyIp808uAXl0QrsQwZul9Odce5pno0Kv3omZwwRWXT0dxr92DRYfiD9pL2fsUkU1+MowXxs9zIpmv2HeVSHZDUPwAAEAASURBVKJFslpz8MYzA+uEWXKF7RqcHJz03eKMRz4M+Q0rCWPHArxBPpXPUu9FaLcit6J+H7EZYNNqDd8GeyXCG3ZNx0GGHD/5yU+SOVBfkS81L6UWUIBIXRiGy1GbpuJVJ1asF9BdsWHCJCrY6iD0fuqi+ugonwCXLlLxGJmhTdHT3Ri0SE5wc300zHwFv26pX72SNbfU37Zg/oEHvIvMo0WIBg14O/XauRdfpOCHKpQmJIuNzJiOzr1ywjkuzbdt24blCUNKAmik+ZaIQLIC2AbVuIIxersS81+wUha5CLaFQc8Nuk1KZCtzXWBP0MA2xx5VNzqy4ZTNoR+iHo/7ETgnB0kya9AiHcVq16kZusw149mzNfDn/nqRDQWN6emzp/pnuv4+P79ty1DziitUY7O4N9fs2xGPx8ijONxdMc+b4Jal1xxNMDUD2LBFxXciEbNxL20XHm4mwI+j9njcBJ41L3LzBI81rCFvNmp333XX3XfdAYMsWBu7QnIsXlDZmBHrORApjuj5OWzV6A4X/kghK+092Y8d80PtJUumwRsqDLc89eo7fa+twprbYnvgVq5G4mQ4iVwn6oVxXyY8mRVgFRmOlVdzWHPcm41qqE/XFxcI05NTWIl49YZ3+qm0kPm00DKgdPkrGAAwbzf8k9KyRAxG/ZnPfAbWaozMASRxsI2sXlY5yZP3IheQLTsL/ud//qd4ZV1R+fyYPo1xOp5tTzn91CxA88Z0OW6tMwze2KzC6MlFQNsfpDGs4jC/Sa/iz9z/aRhn04JFxaJUvx87YdDYOKY2beRUrkEPmWPBp4f8XcEAqiknqB6UgVNQ98UvftEMvAE2VwC8UbMNkp14hGwJCOSYzXz0ox8N9Z7hJ57t8uQgxvfw8oeel9QxZctxa10kKWI5mnPtzVbvOqFl9eUpz8q+Zc3BG2GPEOGFTzn1ejNynI1nnynuEYE2UALikISjuAQwbtRWpoIM0+bdAJgjpwjhrPTo9aKRkRFOQT4ghI1zBOFllVKIE0VYvBLoQbBOnRgfxzlMWfkvdT41umWq75wz0pEmO62xWJTVY+jMMUBG344cj2CO2lw0bQfKa0tdsBXJf83Bm/0s2A0a01SWGoRBfTqOTrv4oVLt2v6Jbl4YOz8Z68lhRWqFlwJmw5+JEzFo/9d//ddGo2ZUXyTgItjmFPm5xHKSJ5mDcyOiw8B5RYn5L2lWdalI3DM1/K3rI1SoWRGwvgAfHp4jcyUa3jR6Kprfqg9rD96RIKHwZcVvkqTdPN984fkqxLODQJqhmFau0b2vlC5ptsmBMQNpzoljZwKG8YJmwAxLh2+TwCjPgeLsYyf8B0GAnE2HAgPnRR/84AcFMCdJwKZYqrLmrjvvrIRis6aAXZtVEaEs1et/zbJQM+Ze9frz0prFSVL7qs56CVw3oH/xgi4G5+vXqwefxsYGMsbV6w5lmxIdN6cr+F0D0AJvivGVr3wFSzLwBvYMAklgcFgidzXdCpI/mdOn8CL6lOmpk8d/OMaGdHahe8pDz01xZdNPQidI8KgnY29ZByoumbRCQ1b+68gKVvFSv3rNwbtVq8dxX8RavGQzv7J1qxputpXWp2tZfD/bXlHpjRKaUTf8mUYA62YZydTUFBwVyHGLK6CaIN9SHndFb8fYm/yN8A/IGe0P9kJZ6uZYQv5iS+whhw+dsRXluVgwoVTRqjXDvbVCBb2F5t/mWMJbK5rFmoN3r9dpNZrgod+P2GysuXGDquGdPDTSGuTQ9uYa6Ho0vlL1ZnTmYnWjoQuk3//+969btw7gmStmcA7I4bHzFewnWGAm1elBeAUvwngGR+hbtpzyl3/5l4z+yRnkc4sOhTgRwgm+rvzHZYTlsTPcyDk/0WMQFgTsTKHLKU0dIU3LabMDbxMvvwyVyfGkUZmURjHRrxTiiwurFaDC3HJgXCqKcI60RosVkY12qzFe2nuPMSODHHBrGPVg9fWhiCLNoReP8W37k/M60Gu6FeJAHesaXLJykcU4pivhunkjkgXx/Q9XIaYVKGxcpFpNf2gon2ZYQdctYvmhYLbCeRVqrMwy5OxBJ75xEcuchOY7NqY8zKLmqp7lYoJuLNaEj6+gbANszBibj4d1ozPnilFozwfz/HgpZELaJx+TLUcYOMcHHtj+4Q9/eHDRREoUGUop+WwmuncWK7bWUGvdaIK3Fj3YRr1mwIyIjqzOcS2EFWzAK0NeFghiZekzL6aYC3Wa6zcobFBNoMrRWok5qllsqNcVrUwx978V5gnOcc8C8MC5gdb+2zpWLtJMt0JXAnNm7I1xC+P99773vfQvZoKdBLy2XKnhoC86/tNZ3Lo4qWqMjsQYBTDhLfNhrvG9w+w3Fmw6yPXVHdYcvDFvYKEYSwSxy4o8d3jDBmHTg1kwQbbUeMz8ip4mXanqH4AHE1Gw/cADD4A0ExZEeFnl5L2gmiPvQiAngHMQjlt1lrKYV3OR15GgrJeWmY8ulCzrdYNwaKjvsO4bq3QvROGGiSoGQmbwRfmp6NUunVeyhsqs7YPzyjBIpS/XFcsMeHNkVJx4zYJauLesPxR4yyqKFax9gEQw3PI973kPGGPcyxVAxZESgsDBt82PDy4eX8QI5wCYt5ixAJkTwDy6vYHobhBeuYE336y5t3jSwuCnXuuxsTNfwvpWhl26ZoH3GpHMIcaag3csbnFx9UGds8Bbec3WASo0ICPLB7V8fnz4KPUp4IRaixlvLSHXpfXqUOpLDsgMJPNSXgKAB6N9Igjk//zP/zw+Pk5qEhj5/IAnq3GCEz0pISjH72ItzHx2GAPi4uTctHUG3nrGc01gfM3BW7v2MHbJsqJI3N9rB9qzjZPGIeNKYeF6fDl7eUX+GPU1a7ZAGkzbgArgDQozgDqYHFw8wQhTX0ZA4O0EcuO96M+Hh4cRzr/73e/2ej0uwth5qeHhJ/jGch9nN3AIJNoUqCPerMXLmuxxoqdFwDS/0ohVbtGXILc1B+8sqHmp08qDuEgmmqna0mTj6FG89ijV8VXW8pXrhb1ifZw2VDZdpn/hhWsPhBiUgiUAQ5wIbTKJ2YyY2snf/rY/Gh5qsgC725lp4qFgHpKJm1OeWjj3Y7+K/s48BKoN0+YVxFGhh6H/pjddi9F7ylbbwIQxrUyQzYZjf9WSPEHhwPYEO1CEQ8WQ77sTQTbpOX6aN3JZHI6tQz/z0BnikQZT5Dmt6pKUZeUzXXPwpjFCdTPCFuUQPfmh2JAky0QZIIQlCdYpaMWlPHoajCP7CVCwd/3FXwAtxr0c4Z8mAXeXLRhy8TrKwEq173znOx/5yEcoDFcqK58jdkkFHlqtc1QTlYoW0OcurNq/y9SIq0M/hDTEM9kVlBE4nreYFRVPfUYk18WkaUjrWKYAfjRjFJ6JYAzO5cWospIEQ7F//Md/JAGyMXo1ALZMZTrkNZQBaRxUYwH2Z3/2Z9wH28vf1xxSroUuaFtDI34bzSiFx84BjQuwF0F97Yjmy8ajFqqHFbtG/QJvFoVhjaySlG7eqFkA9VzVm15vOfo+M76FFgYwoIi4yMNB8Hd/93fsBMTEGPjnCmL8MjBMXrRgxZiCnXLKxq9//Zuo+sD2MhRmwZIc4aIWyEwaGXJTu7p+Zci9jL32EQq5XLeXowUv17cc1XsEw3Bv/d248lCxbNN1QIsmhfkdVX4nmsjACaZNBAgJq9GzUED8He94B3osRGIukgCcLw+iBgjnvXyeOdK5IEQwlMBDEwXjOggfpDxRKpT6/GxtsvCPSTGz/E9jewBvUbPpN5puvdSXVyuzNQdvPJujRRWfDXmB0lx1gbc2whpIMpDEVP6y1BRDbt4DhEAOEZZwEGfg/a53vWvbtu3wbWRy0oB8IssmDx+EW4okpdL7otDd4BAKj46Udnm6m2OrBw1oqcAsZUNIcZQsHbq43wLMMizXKvRjy/OkTb3m4M0UqKwvEKW08nFvrzfZpL/ntx/UcnOZhDmEc0Bi4ASADcg77fY73/nOTZs2jo6OcpdBL8Gs1lrqlnYQsAevowCUhOWi4JyLf/VXf0VPtGzdzaAYR47oeS+pQCo6yfDLQy/EGax7IKPxAWKydpDUJhdWW1hz8GatGL24cG+V+1nuRuirGG6K4Ab35CgCm9ydh/alrHQzpgU88kbNIRHI/+mf/mnv3r1o1AE8CnOATSjRHerRf5ABM+kN7CknSj7KDANHiz64e/QZLnlKvZ5bKjDJ8SaFly2s/Ph/GGO1Vd7+V/nnHdqY6q6fYiXSkFlddgLujU+IH2+NZQ1qxmrSGoAazy4DdYzIbRTmhhkC4/e9733EEYMBEvwcaAEqEL4MwvAAsbzUhAENwTblocAMwikJprKDWysemSvsLIeWcY6jpvbsc7KiEdbiNBLbJXQFHDTrNvrzwWh8xcu/RAVYhga8RCU/zmxZH4jhWpwkol+J0v7kDEJbqsQ8S3p6EdhEliPIIM3ElvJoEMvomgZq4gi9oJ04cEJ0h4eDbYN/huJLWZbF8qZ4WoaIxsbG6IAo2GAPk8UeW/57Wuw23Dtr92rEZJdvcdgyALPBNnY5szW9/IVcrjeuOXgzGQY/ZJFgGHj1vGiP7zMzoYYQ0hhmST9vgmXpK0Pan16kxauIP/7xjwfJeFbbtGmTlFb7bGEczsagS1+Whd9AqWDsdEP0O6xRJUKpjKZg4QdW7iqVKAJZkvQmJ0NW/qVSTqa+Tc1qbM82+wHgV66wS/vmNQdvYdEsdczzwPXwqjm9ex/82oy9+UPgMCvhaWa+tOTXNmqIu7zF4IcIyPm1X/u1druLcI6bcZomt7gO8zQD9aUu0oL50/vwdhAOthErkDBe/vKXL5hyhS/KeiFMjB3V6fWn26wSYxsDM+IYgBkGD0GpZTsxtsKVVfrrqWxqHJU5MluYOxO7dqlszke/dO+mi9ese1mEc14JcgafCYaJP+bSS1/ykl/eu3cfPBzhHHiThsiKaNdM2YxtfLvdpjOCgW/atOE1r3mN6ZgGha9EJGfLYFUD4nvHi25Eb44KHeOWBZE8AHwlSr4EhVhz3BvFKmjxAo+RLk6Re5PTqt0R2yaIS1PYDzSJy8WlD0bENSBnmG0iH/jABzZu3IAWHRkYUMF/WBNKZOmLs/AbjAQByOllxscn3/rWt27YsAE2vnDqFbyqOTOj6vZd9zIrxro23z1gHY7oXObX8goWdelfvebgzRJBxHIvZA+QlEhvpqOmpufTmaqfG34PPLDNv19yHAZokGP0auQOkul6KCP+jzpImP2+WYNplG0lv/6os6NUdDQE4H3VVU94xSteQeSon17GhDgz522FuvfOOwNHge1QbxfJtYMYOKx71cN8zcEb5MAeaaxsZkA87vdnZmbEN/bBYZlUawbb5uXwRiIiBuvB9nOe85xrr33D1NQMXQAXGfTC2w8u5nKdo7qnl5mcnIRj49eRvsZY1C3X+4/6PSKHoVdTu3buRGnhu25YQRHjqL/mBBOuOXjn/nDq16azSG1wHa9zZp5OfuKLY33ZpiQJMHfx6+xfIihL0ppqlyed06EQTM8CXImbo7nIdXBOMBH6H/YI9IPaH7317eece+70TKcfJRy9WpM0PEgyFF3EDc8ncoLtYPB4koueWcqqdxfmOqo+3siLpiamWTj9xt9/0+ZTtmZJ3uv0fS80M3YkMyWhYMaulojJhCN3Tdz0X4N3HU0ElzoOq36YzHRU5Kiu/hHBTEVmLvF/KgvP+UlmpIndVo3uur0vvuV6r5Xsa9V3R/mQV2/FeSNVtdSvJ55f5JmL3h/b5KVf0H80H7lkaUprFktWwvIzxi4VsRwnLWTNFnOTO3fDvA8lhAzSyns5zR3uBw5p4kYBbrRoh3sDGAMwpPnkJz+JRg0vSIx1jTNDeDhoAUVkRZyUyMyHy+dYr8OTyQ1JgVdQTsrAWyjGvn37ev3e4x73uGuvvZY8eWmDSXhcImibefBPMgIfSGn5WALPmse5ToSnjn+sPlcTVBM/zvbX19wtsM07ZBIi8NT2naySj7s9Xt0aHqYwhg4kIJnI6QzR18AgfD+VzPev+iMdPSsNmP2m+VLrLBrbe/s9qtOhsmcFdFqCNAahjBg/lRdo97Q2gAHHA0KoyoDoItkDCezDHvKQh7z73e/mkd27dwNmhhJcJxOAxCeQoclzkXyO6ZaZ0964cSMbHvFSJueI8C7C+nXrcbcGI2YtOqoBsG3kCNO5gHPQa9QEdAemhDxlIgbtx1SS2cTzWijANL9513QqbbIi0GVoIxcKtWN3PtmRzb1dBy9WSSKXSSBekHV3QA5rQcF2MKE0tVb1gS9OMqwdTI/eLJz+fTvUrgnFSjKDa5qA7uFpBiXqhQEhZDVHwxg5Bb2HozUYBi1GffWyl73sBS94AcDmlGe5RT5EAA8RTo04cLisjum6eSn4xIqGuJkJ473Mw7/lLW857fTTQTWIlTwpgQ4Ug79coCSGmZvvgsKGyCQgmGIfU2FmE881UsHk4CddsA4aroAW+vIT7h331f0PZDv3jQWNoFbvJBFToTxLrbL3mFkLzASKl5uNI2ezWZV/5ii3Kj9uoY9ilxLaA9OhLMF0PL+pvBp2qbffAbxpBAJBAk1HNxqZNS0pABWgSOvnaNCIUdoieRs8ICqTHjh96EMfAm8gfIATeKYBNjkb/rlIbkd/i/wNqpEUyBZ4s6ZlYmLqF37heb/+6ldP4CkVKLsu2nzy9PRHUTzCQKyga6DM3OVIMAjnIdKYXuDoCyMpNaZ1fzsrk9O1yDVTNbqauMuZ+UUwabe468tfH+6kDZnwdtjJAFt589LUzfmRXhrAsZXjpEy95uCdOvjGdVwGXw7O7V3mRUfjfPc3vqMyvCDhZhMJjrZDs0Bal0ZQYtDMbHZEity7efPmxTM3ojuoMOj99Kc/DfDuv3+bUV/DIY1sXC68yZM3slchBrCgkdO77773oosexgpQSrtu/fo4ivgG0uj+cL8PGcYalMR8I3dJzKm5QjfEKbkRFv/kBe7OsxXnrsG2XhV2QFojmXMM4N9Z9uOvfO3MoTG0fHGWuoGP9o3uALtU3CyyEzCVT+3qbYlWeftf5Z93QBPQJzH1qxXUBQpUdDBpuq5wfvTVr2K7puU7uAA0Ad7SCI69MR76wtkr4ETamNZ4cwk2PuByCz4DtmHdAAOuaFRcqLXe/va3N5t1OCrSMhfJkExIczywWfCtSqEgIH/KSZ68wjg2Z/APsCOtKQj15BwOJxhVUww+hJQMuTnyFIWh3+GUMbx5gxE3DMJJcJjXHvayGSqZmqBiRCWme+D9D2iN2uA0YE7s/nvy3Xs2eTU/0Wv7PT8lwnNa355Jv63z4Th4bJVG1hy8E5fdaMA3s2Iu3gDZDJNFWDtvvZUVCKHCnpGZFql2/OUiX9Lfl1Xv8DEkVdPWyRNgPPWpT/3Wt751uPwBCWAgPbIxaYgA+Ne97nU/+7M/y63t23eAHy6ShkDmh8vnWK+DzPUgWdvG3n333bzida/7rcsvv5x8ENc5olfjiHAO9262WqQE2AQuUhL4Np/2+te//v7775+enrUX4jp3CSaZiR/lkQoY1AHYnpXJ5z086DAoAa25oXoPXPel9ahOp9uBw04GdZYP0TtoUEuFMvY21So9xeDheRmupuiagzd2TGme0ZH34aeuCluNIu23srj7pS8i17HKSOCNh0UWjeayjaxuurPN92gq3jRlHjBzSzxi+DYRGB1MDMBs374dbOMRgVUZ3EX2Jj23eNa8josmH44m8Dio5ogfYqR68AKKYOxotnkRaXiQuyaQlRn0zr84d3P2L8UgxoPzr5v0IJbrDAGY7XrUox7153/xF5RHkulX0JWQjMJIDnPCiJHGeSmp8EWBvd1VV11F2UzmRtdgGDjPmmBuHfE4KN8B2OaqLkyczs4IsiyMnUkCfnny46/eMIZDniQaGRqit6qFjdnFYvplYFtkgfI67iN+wgomWHPwFsWpLP5FzeNh+Zmxr5xbDBf5zdf9PxWziwHTpThjE08+gcu2c7pZH0v90IhpvjzBWJQ4wKBxM9LmCkIvkIAlPuEJT7j++utByM033/zSl74U2MPoQAiJB48c7p1kxUz46Ogw7lx4EdgGb/BVHhx0BLyFQA4HoXd+nqTn1BTVpDSPkxViAgNvig32//Zv/5a7RiCf//hBcQNgjjfddNMrX/lKsqULu/jii0lmCjZfcjno2WM+FWzLQ9SiEVv41LrPKgIW7qdMiXXvuaeOG1zfi5KY1QVclrGWVDt/RBpg92fTazAGP+a3n1QPrPLPW6guZpu1h5qGPj50VFgMecW2b35HtSOxgvLcWJad0CDypDgeeBvk8GratGFrAJhT8Pz1r38dtnbHHXeAJeaWufsv//IvTCbD6MAtyYAlTdawwfmFHwC1Vq+feeaZf//3f49OGlMTnuIWgBwk4CnQRT4cByWZn5WJm/SkIQzucpFXG00e60b++I/ffuFFF4l0Ybyvk+5Abs8FXs2RYhgtAL0Vp2gN6N1uvfXWK6+8kjx5BcinMIuUh6cWD7Ni+QDbsqabqS2RILSYjQ1AIZsE3vCt9l33hAC67vZRpbHSG1mNPZ4Zjs2ZspCHFtEXf+FquLvm4I2nVOpNxt78WCbhKxym4h/Q27FbffXbqpd5rhMlBWPZvEh9VOjHGIwETpumudOmgRk82cD1S1/60tVXX81Wvgxut27dytu3bNmCKgtI/PCHP+RBAzmkbhrlfNTNL0KWpiD8mmuu+eVffhHpUX2ZzA2eeYqLBCKE+Q8eGjcJgNz89BixAGeOj3/8437v9a9HncasEpkf+rhc0Xsw8Jcvhe0z1sABGw6b+UAC16+77jqzLNwIJiSTp44l8A28exbb8x9Eq68FkNkuQzQlYNq/57++hO7RcbMoKHL6bh7PALf01vx89n5G/Se6FbFvsWPv+RRdDXHgTTfP3Kds5p47Us1hXnOy1mT3h//308amiRlxmpSeH5X2cawBVjaAFnHaH3CF3z7jGc9APqf1w9lANdc5gmrY9ZVXXslbSAxWjcDJ6SATUwBASISpZo48+w//8A+XXHIJjzC8NAkMwgXcOnDxoBxMMnM0t+bSzg7dyZYAFOl9Pvaxj01PTdGVwLrNSw9m3XPdB2Umt3/7t39jTxUADLApCfkwUY9e8MMf/jDiOh9FMD3R/GIcMW76lYNYN+p0qT29mat8CBZJ8kNjGW370ldPrWHNUHR9POrVsGQQjbkWxpkJY6ZTT3bSCKj8I778pE9gqHfSf8bRfwBG5nyzzHqnAuDMzRMfCT3fmBT3ffWbCqVSokIQlKg6wzZj43j0uSsF30M05Qm4GdgDvYSXvexlrKAES2AbOZyGThwNGUDiFEgwkIYh8wgdAXcP90KeMnIyHBXp4POf/zyJ9+2b4KWGPZoHgRYR2r00/cMEc8vA28TJAUmbzmJ6uv3Xf/3XzISNjI4iLDAHxvFgbM9lSw6U+cc//jFafXorY+vGMITvYvTBp1EYBvBvetObeIKUc88dw9+DWDdDbj6Prs7gU9/VAM7U/d/9gbpv++awRufdozMJRQjCNy6rgHkfcjx9OunJgekx6SxXe1hz8AayiGd+gYpVDBukF/cKFgZvrrWc3dPp9V8XkxYaom5BxwFv2rdhp8APYH/ve98788wz4bRAF8dp+CEcwBt1GlyOgIgO7D/60Y/+yZ/8iWlvAy53KD4BG17QScaKDvL/93//dwRn5HmCGTMPcEsasHe4BmxukdgETikwqvh2u/+iF73w537u5xhM8yydDVr4We49P6+5jsN0JYwvKABg5jNJRVZ8Ah/IpwF1rr/tbW/7m7/5m0XKMz/v+XHQOAvvAz+F+qGzEJDTl8ktqND7/Kc/sxU9YJI7gZcEblSIKET5ZewtfbpUK7VPnLG3KFk17PmzWsOagzfDLfALgOWoO3JRoxfOEFYaUfzZT3ySmo5YhEh7KLA5PywjPVyDAGMwMTghDf1Xf/VXL730UpZ5GVZGc4Sx0+hp5cRJQ7sHooAKePMULA6QG8wfLn+uk5gjrZbHn/HMZ77xjW/s9Rgj93n1ALQkWBxLg7vAmzdyiqzR6XQvuugCOiMplgEqexUYA7XDFIhn3/zmN3/7299Gh0/BMHfju3iaPo4xCCDnCl0eH/6qV70KFzSHyebYLguqhQdTmWJIM/twu/P1G762tT6SYWPjy04V/Sxh5IOanEKaNCKS60o/tvedtKm9N5xzzvS+CYQWj015XHo3iKEdU2niCRggI20FNaw2DzzZhZpcPsDBgozFyrEXuHlQz2qBG0zHM/X17rb7f/DQqy6pnTKsgjpbQXspM6mQhLYkbB5z5b6Tx3qFMUoaJ2FZtufAK0QEcHd3ZlyGqjQkR13/lS//0i+96OMf+zgj66Gh1sjwEJt8+h7iYS5Heo6CJ1CDiZBQE9cxWRiwD0n/c5/9zG/91m/ihD3PUvyORH3WkAI/MMikfMw6MSoEPPb7URDWxCe741562WO//Z3v3HzzLcT5hTUcwGJ81uxHqAC4snDbNJ0L+Zr+aOfOnXQQoPHjn/j06OhYrcYcOxapGMnDjZn9l5wBVZzEfuAnZjcVcnbUnXf8+Fde8mJKfsopm0ZGhlGy81H8KKq0F7pO1+GTjVX4xz/20Yc+7MJzzz2X3g1Y8naOYI8ywGY5HQRpckZBGPcQrqYcr0s+2CJlNMfIc+mBGTDIwhBy91lD0p9O3//eDZ/+RNYIcDShnJpX8AsoqmIk5OFOMUEgZz1/oWpOHrqQn/wZg53kQaYNqAehtBFF5BzKgtYmO0af5F93zMWnkYJUNGrULbKdKNgYaKNarQW4xXYmOts/9QUlW5dkHQ7w8Fl4wOyhFVyAlioRiRLYyMrnYbfb668bGokwXHec1/zGb1xxxZXXX3/Dxo3r4V00X8NvJf0hAUZHE4e/0ZrhxvBAnLQY80/SIgLAPHvdLkwKjsoVYMkRiZcjOaOrI/6JT3zi1FNPRS7gLrmBFq4DGCMqk/LQQMGQGkhP2Rj58xSBtdwXXHABsoZJTw5EDJ+Ht4M9c4Vy8gpu0SM873nPw0YWdRqIhWOTGHUaccpGnDw5ckpJKCfH5z73uexPxuNcJEPzIpOhSUwXQ+A6OUiCAG6jhiAFxJarFIj/3JBaiLM86sUqYP6j+J/Pfn5dJjOLBBKansLkbz7BxNfUcc1xb3SuCRxXWgBmK4zACzaqST04tRtqU7V7duw+7znPgf0VtYBeAClPGgTdAe1K8yCexEDKtCBBv+skcT9s1Ptp8tWvfvWpT3wis0Fs2gs3Aww0XKTuRZoXbdo0RINz8HbLLbeBi6ue+EQUWtwF3oCAHIjoNqsbvVazgxDyB2PA5sILL/z4xz/O4wRG+ORJBEwCtAUbtJGleRC1HLBk0H3++ed/+D/+Q7NrLHQFvQYn8mq9bJvug2/hulEZ8hRi+Uc+8tH163nhGOL3APYUm7LxIIGSEBfM6UzSLGeq/+yzz374wx9OCSERuXHLJONoSssVIuTTd1UAg09cprJZFSBSBD0y6/5QzlM5rmrhbynvtz/339//Px96aBomTRlrEAZZERnETear6bg4915z8Kb5xJ6LSbmfu7VUZkETX35w8kacb/SGt+/Yc/qZZ/gPvzD2Q1ZFNLTgo8cmPCp6N34+QxaM21K6B6LonxjZ5G9847W/+Zuv6U5N08pp6wa3cEIgBBJocAu2KjgVjY+GTjLaOoEW/oUvfOmCC85/2IUX8pRAxccjoCcTVMLxXA1aAQ8R3kVAlXXeeeeRAwZtMEly4woclYhM+C4UeCmZA3JS0kHQH33uc58bHRkBgyQnc/0uKZgUQGu8yZ+UlJAycwXDO6YDRoZbuJFBWKAYZMiDPEJ88E7Bln4Xd+XrXI83Uk56hMsuu4w4/Rq3COYRk5g47yX0XdxjaSGakYjPkFvPWiJaKy9GO+YgaieqPf1fv/+Hp+2ceVCkomGT2cLUHpRq1UQWh/daocKgOmHIBMBsVCz7rZfyVEXJWO6envlffP8HVC9OovE+CiyRCWlBhonPyfPS1HywnWZJlERf+er12Ga/60/fiUIeMZuGCxKQfpkZAj979uwx8BiUYX6Exg0eSEBD5wg4CSR48YtfvHfPHto3wDaqcu7KBBXl0bKr7ghmscvrePz/b+9M4D0rqjt/t/+9//Wt3a+7oWkWUQiCxAVMXBBwzUd04oxG45IJmug48ZN88tHoxHwycTKZMcmMM0kmcVAxGU1wHAnjaDIjKmJEEAQVUDYBm6WBpre3/ff7v8t8T9V7f143TdNcG7jwTtHcV/f+q+rWPVW/OqdOnTrF0tSb3vQmbMWZSFMNXk2ate9aG5eSzaSXoafXG3Bk90knn8wTy2/HhQM2cvGQ9ESoGy/iV3g+2Ca9/TSGM2qFtA9751cSEyxQudpbEvOxlID0TuT973//hz/8YWpOAupA4YgMFE5i+0aeUxQHElCQTKLwbzHKGHtiGWZl5bIpi5uo9/vODTem37t1I7P+qgwxZKQEG2yc+q8+WF9/1x28Yd3YmldHLlPekZ8NcKuHTXXqRLnMkIdxfwMGlNsfdP7hq5OhN3TadAcRBg3IZUKHykL+WQbHqTyVT3z6wl/852+48fobGvXaxukpsEr3hX3RZS13pVh68yN1K/ofCCEX/Z4sdG56/KZNG9mqfN5554EeFqiwgwFhMl81C+ZAiFUoCiSlLZaMxMn7hS98gbUo4iCct9uB4KCvphDS8BN5X/WqV/yr976XuIgJq1zUyufUjW+hZAYLEsC9eUIasH3HHXcwfjGW8Ql8MggnwXggsIgao4sSeMIt1IDbUwiRj370o+94xzvIZT+EFxFIQ2ICzwm1VPDMbj7c4nHoJ7pfAB0zapkmwbbcGXV+8OnPntRJmsOs2xT9HLl4F8EUsK4v6w7eMp3OnMZIrkPf6VXQ1GRRmssyeDOKIz/0nZNrrav/8q8xgao7fRFVV/qSWV61N9L33DhLX/m6X/it33zfUmcJQB61ZQsKdnsqGL0TzgNoYUd0OCJSysGCgNZMUy3To3/T70k4N7cBA883/9Iv2QUq0IVuisUwQMuvgJNXAHILA25hp6CO1zEDpyjSIzBbyB3stTJ/BpMPPrib4QADNZsGMd0WSIWJjBFCDUnMYMEYRJw9YRdffDFxXkQA80zL+RBGMVs9voICDcQEY1CAQIQSqDOFb9u2jTSkZx7OFldy2eHD8l4y2ixSARQiWKMBY9GCiiECXVYUAwA+TqJ8tHz5lff/v8u2DNJWI1peGe7k1STRsO7gzW4RkBwlYuGAUi2WTiPcmz1ie/rdbEPdr4XO0mLvh7e0L/7SFrTsKQ5ApK+s9Bf+mG52y49uPv15z//mVy91a1Uk4WrETsR4sikYoKfSveBIlnkSsZzwoL2NfkwylohRX5OSwG4tps08p5BLLrnkk5/4BJIxDJy5N8ycBGAYhIAE4lzBBuVTBwDJE6YJf/Inf0KZwO/ee+896Et5CPh5Y7Ua4oalahRmYFtGEMM2AS1FkYySLWKpDMCmWPD57ne/m2TwbfBpIyQmAbm4JRlZbP255Tlx6klp3NZrEfPm4aDXqFe3Hr2Fqfs3LrvstFNPuWv7nZ32kiGuLEPa5GkiYxmsWoRxVGm0HBME41Kny1PUfAv92/7q707EMbITZ81KTKOaYWV8JbKew7qDN0imn4gifGU2vfJ3yHp/q7bkjHpuygLunON+/c/+u7PYl1PgRykbjuh0Kyh3na9f8n+wV/nJ9u0eK9oTjWatziHSEbPoVAxL6N90dEBInwYAVh11iE5GMhLDgYEBojJ8ElABToRYcv32b/82u1DswhjcmycktuwRtHBL3N5SDm/nCQYkZ5111s6dO7nl7eNk1IonBEYH4A0I3/CGN2AYQxY+jkJ4i8UhD0hAffgWArfELWjPP/98KoCQwqeRmMCthTElk8xebRZuTdnyUiIkJmILtNlRPbZajbvuugv7eazWSSMaRFQGpEMCQgqoOFk/aTgMs+6yO5TjPo0kJJP1ZOhcfk361WumOv18proUJVksfJ2X2kB8fGvj6+267uBdH8maVmx8bqE2p0twjTEdadW69B0sQqr+0Es5F7q2Y1fnY5+AK6Byo7v1026fww8854I//k9vf9vb6EAVHAU0Gs16I6rI1qTULGQdqQ4E2mGJ6OeAIl0frRUlw70Rg+26NIiyqKYmAMxKClxJDzQuu+yyE088EUBa7FEaKjfyIvkzdiAg8PzYY4+96HOfA0WyzA6DRS2/OkBQDgIFQwOABI1wbCoAIPHKhFhOIYxBvIXx4rF+rx0IbC4Kp0xexGfy5D3vee/Lzz2XXa72VyrDcNbznSjEAolxzRsFoVcTsZ8BOk67iBbX/fv/cnLszjVaS3VnV9qZqolWUsOYAusO3tVEhGum3AhyiOhMwuHig8Dpo0gbJYjqlXq1HzpRszI7TG799MXO9h10p3TQrXJYlV/5vQ//mw995IODfICJBjPbFsakURWnP1g+EsTm5QgF2DjgQUoHALt37+VIYAoGh2AbAINbcAJQ7dsYCAAhD7mSiwjXCy64wLJukMy+USBEIELJJCAj816uINnK4R0zglAC5XPlOcMHrwDY8qWtFrq0D3zgA9SHwYLnTAdIaStQ+Eo9KZyi5ubmWD//5je/9fznP/8iKraq/YbpJ8OBnPKJxTgIF/Vev+alR7nO0kV/3/vhTS2IXg3SSBYyWCosXJOnZcZ1t+5dTbxhRfCMiUo1zcQhi+/2Ku4Ac9HUazqVMIg6WYzdxCRuVHfv3dmY2fS804LJaOS55//Guz755x9vudGWjZu9eujWKoDJp+fhqQ/vCr4rFqfYvhyJQKcHhPA3mDNy//e+9/1KEJxz7rnLy7L4BPwsXwW6IAQognb70L6csQbTEX79+tcvq5DTqMTBJE8MYrsf/eh/fPNb3rKylm5muoCZd8kYZRbMuLWvAPxoE0A1mnwEfsYI+C0Fgm2uMmt5jIG3mBfJgEggzosog3FkcnKC6xe+8Pff/a74vWjh5cIZRVQM0wLECMftx/1qvcKKh3Pnjsv/9Qef3XEaudeOslEzqkSVUa8fsji+noKue+/X2ojlxpc9nTKDVyOZwx9k8xBT76AWJV7SH2YeWvFR1Xc2udF1X/6Kc+c9Tr/3oT/4nb//m7+tTdTqrbpfEc2TdEqcNmHcgrddhACwcWSgLRUGsSAc9gvbBEj0+9///X976Ve+AvcGAPaTgDTVYBQgYkFCStAL6oA6kY985COnnnoKXspBteX2ABVJ++UvP+d3PvhBsI3yWlBj5AIrDFu88XYeEufKJBxpnBN/cTXDlNuOIwwxlGNhaStzmFdbJrUlEB8HXnHUUUdRczh5s1m/9NKvHX/88R/5gz9oOu58ZwFFIobElSyoY5rP0tj83tv/+GMTd90PZ4+nawPfrbGNt58EtfWF7Uel+boTzvt4ysUPE0K4dGDxm2mxHeZ+xCaOOEv6MWqtSghA3NZU84SJqS/+2Z9f+LGPffKCv3JmotbMZLWOJCxdU5wEGKERiLBeTHHx6jkIj0r3R00AqHgFPBMIsbxswOC8733vA9sAHoyBaosQ2CyB6lIm8JCKGU+sPOSWbZjcIpBTINgmFw8//elP8xBs29MIiEswGW0U9NryGV8YZViiw+6FDeoUgsIP8PMrgKQaNv3hX8d4pvJ8GoEI2Zk18FLexdcxJcETBPX/wz/8oxf+7LOvveYa5gBt1GZsExglzqDn3Ln9zku+vAk9/HSjV/NTD8O93BvExnT48Ovy9E+57uDdjsQsBWzLYhhca0XHhvmEi6Va6LL1myVVrxaEPiqdyUalM7jq0q/96R99FE1u2KhWosCryC4lvJKZ2SBbkMRMlaKsRfqR6jJwadAIc4YJgzF4Ghsrt2+/G3dOvAJU8BxgoC3jCszgzxbYoJdbcAJ3BfOo5S644OPYpYEfwIlsDuC3HXsshfS6XZbEUK0RZ0lMtGtmmY1bpABGFiKUwMPXvOY11AFIH3PMMVwZ/ngFr7PIJNnhh3EWm51b+4QhbN++fbwLtR8DB1MAPoHd8T+88Y43nHfes5992vdvvY3jQT2PmVV+6fs+sDXDfaLT3DiF2S3HzWCqFLGJ1+xRP/zKPO1Trjt4M+sWeBsrCQCJVM1VNGrobkayWI1VdDIY5nAJekuQLe3a3R0sYrE6MzNNt5PE4kJUdlkQ6JrEc9FVmzkkkuMRCvBbUATMYGLUCrDB1jjDAAmZfV38SmXgomP9FmlIzBNqRWWI8AQQsmDHtvOzzz7LGKpkr3/9eW9/xzsspMVL+YCjjz1ukenF4tV4OOYLrCzA+MLbsXVF687bmXLzXoYPRhYK5y1EHuvnsulYdsawnXb/f93ldj2q8vDozVs62O17/vTEJGuOm+aiiah67/a7znnlK37xbW+/+7Zb7rzg05UHF+ZqtU1bNz24sJuJUugj44g5u2wx0bCGAu7Sq1+94/afoE9m0bYehKN8lAbeiE6LIGQwgMKJ9PQakACHgzWsyf7Ui/ajIdNstnlHqIczQSOuhhr07WA0P+HeH7e3ZY2j200c6d50XPVLE+2/uEtYCnNZuo4EUcnJETaW5zz8+yHRYwricORgAfDwWFibkV0BqkXv7vkFMPaVr3yFQ0vgb+AQJFs02mJsxnGR9hbWzbQZZMLSQSxFET9oejG4ZaXNmLiQ4Ipvfevss89lMgw75estMx9XicKFJI9nqLf9jpPMB6MFZ+CMBmGaPac29ZJg+g1zJ5y4t7t5qefFPXaX5NVkORwO/NTNWBd3h9JJEbGCRlKtsyWH47zTZBjmA3h/GKdeGuSjSpLSmXc2arJbP83D3MX8HcGNEyYZ6YSwZos7wpnp8fYz2YlkpL7H85MfU9mZqZ2cyEFvwY2ADJt4KmBPpDO7ZcsR4zaPqU5PYmJDDVycSxUgBRSBmaNvywJv2O9vnpiqdlhPHVbmZnY5gx/efocXbaAH06HtVcxhwNuaaepP+S28/aBBmCpvQTowIJcYymPPRWgH3uwJtztVEJVh7GvhekBpFn7MZjmEkC4LtkkwxvYBiblFyEdQ55908SDgZFLW/qwKwKLaZrGjxtonDy/qiDwZ1dBzOM0chbg7wH9G0t/TaV/nD3fs2fG86Y0vPO6oEypztW7Hay8HbDJxvEYfLw+M20Ec+H3X6frpQobnW2Qu4wgZDiU7gHNktV5dtKGb+8DYh5+l7N2XETVnTiJDuZxfZLSwZtpFHew2pCPyUU9YIesO3hxbALbNGRW4ycblJmc+5wMaM/LcnjOTRph0LTSDpQnn2sVdd+6N/W0y+RR82yAd4FBzzkdAa8EGBUW81l7HtWCaij0p8+ErrrjC8u1DwNWK6+QFqJQzDjYjtwfUTCbhonIU/2rv/vVf37lzFw5n7CYQamIT21zj2wNKOLK3HZQicVrNnIksdGT90mMf6PYw3TFTuW7wwOd2bP+ZsPlzrbkzpmaOTSayXhJ6fRmyMW8bxmwZSqsOZ1Owa1RUJ8OsPkhx4EL9mXb1UyZfzqZFuXaqTrfix8zPMiwU3Spn2eBmU7aXM7jKB4meRYTZHE7wFArrDt6BuHAQDSuNJ8oxIl6GiQsuqBqVqjffz4P68papS/t7Lt9znzdds9gWaFlOesi2fSRWfMhMB//R4pDfiNiBxV7hwyifEJW//e1v42DYHtx5CO5tYUw54BwJ33JvPuegbzWIFcAjhX/5S1+68MK/xtTETu8px6L6oBkfv4fDIBGXp5kX5h4+s8LI74VZu+7uzHv51GTVmdi72L1l5/Yrhvc8t7bhGc3ZjbMVdO4zftjMnTDus9W+0u17S6MG5voyA2XoorKBLJ/ghY0PHjrVNB9gMYPNHtAVJ3tiQmO6xkOfBcbh3o80k3ooXcli686sBU+pcpYF/Bvhl3HeZWkrZYMhG5Om0RZ3cmdq5gct92/3bL8tjVvTm3o0uw10e8vqbL5VVjZu0COIbanfmvLt++2L0lXHgEAaNdtxxx333Oc+94Dp97hKthwEeMAJpC3U0YfZyAFwXXljnlkl+ete9zo8wKHe4xbuzdAwLtaOOOPbxzWCcQIeMxhaWIbERoELW+05uLkW1tzEl1Ob3UreaC5F0Y+TwbeX9lztLF2XdH7sDB9wY7awok6f8aobg0Y0wOwoyIMwr0SuFzmpGCq6bAicrMYVFzEerk37clYwGBafbgblHIOCEoqxkM7CT0QScF+mcGizlnXHvYE1oDbMy/ZXlr6R0h0vyb0E78KTD9Yb/zR/9/VsBd2yZbmLoCbCGfoKACfN+jBp1rb1GNuPtfXHGW054ytgOwB+9nYwFEMXZsiI6Gw1eec733nOOecA8nHGAyLAEjADUYDKTwwKMHArsR+Q0t4CflbL3vTGN3LEJwvdDA28iNcdMNwcNO/j8bA2xO0lg5ObVVwW+hG6/Myt9XIG4gbuHPyIpU0k7X0NN5lq0bZ4rkHZeMuwM7m096hhcnzin+CEc553zNwcErcTopKP6nmlFQetvl9LvIX6QhY7Ac6espwNCGxq40vTELsmvka6iUzC6QDiXzXDMOLx+MbHr8z1B2/U3uKRwWBbUMtgDIfw8KvG2J42Gjf0F6/p7J2faM40JkaLA8dsUhh3bhsxQH+oUR4Jog+leOwxYAmeLaTt1T7B9oOt3axLATlEdKxcMNLmFAG7vezh7xnL4UCaygN1e7VljtOPPxBbl89ddBH+mHkR6+QsdPMTo4OV6sfpn7BIla187CDFRR66RrE4AOic2wzImU7RlDDivJOmHXDJbjM/97shGOz71VGzsdRM7shGISeNZaPBnls507ReqU2E1VbQmPBrdT+s+N7RnXvm8uhEr/WMoNHiTDmMDLxsGPlMyAliH7Ei7mG8zNgiutinUFh38GYim7jCrkG10VnJRAsTl3oShJXmA6H3rYXd2yuZ35we9dJGNNlxly1Dtu1qYUDuA+Bhm/wINj1o5BXjtxAB3gRcvHEF21yBHNyY1WmON7rqqqsO2u0oh4Dq2xQm03jyooobw/6AXCyJ4TidUQBuz45uaxtDel5HXsLa9JR5wJO1vx6ReMBSlBj144VarPpRacfSfIjYFc4GlMd4NnbckKWuRDbt4niap8ggsZd2Klm3mg9D+G/mbJxh4l0folpjg8BomMV9Px95+Vn3Lf5M3WlN+idWW3UKz2Moy5HgwFukPJm9yZSbDsPwwdqwMXY8Il/2RBSy/uDNriO0onQUaXSsQOgqXj12J5JwEPq3+6Pvxgvd6UbcS44J6BCodPZrBou3tRL6mHVbbK/t8TaxzU+fs6ACbDwHXQQi/YEYihCkq67apfCTTcZDWwhXG09S2WdCmSQGqOAQ+fnqq6/+7ne/CxunHCt+k4BfYfLyGrvGZubzlAPU+ZXSyEsEALN+bgsk+5vf/GbEclg3Ojy76kZKW4KtA3ErAvCcSpLxMIMdCOznHGYWko2YCwMtljswNxILYpGQDc1xq+WBQVbCcXfLAI1tEoDc53YwPWw4Xj31MUSvDbNBGCQRam/ENnYNcbh7jLZFDhOV+XU6NeVsnZvbVN/EbnKEFIa9sMJQ+NPuhDv8D3xcU647eKcOi/6iR0HoIjA800WqnEaQeL169crle+5qecNqONEPo3YCT7DUX2Hd5sYyc/t8fB3zbcpnFQ0MSG+mL5tAsqgqVtzMnHlOyPCvbzZmR9U6rKaHo5hV3ZX8YMwqyGohxBVEwasJtZoYsWFARsBwzV55Aqe1lSGXjfCWcXxcz3GEGlIsV7BNMuRwpvQXXnjhl7/8j6RBW87qOgl4BZ2ekYJBAfCTnrrZn7i1QsG4TCKHeOPaZIcfH7JEJTNui22j9gbs6L7l4A1mVeLili9myGbnH8W6NW806DoDt56G0249zBrxMG8vp2wBXsQ1R5TjJSYY9JIHF1ujdGOj+QtHH3tsdWpDhowv+07x28HqN/BHzU6QUUHeLnH7Uok9dcK6g7dtLVkVwyxPVCashrDmU8FN4a6Ke+XiA7uPquV+MMU8r4vbEOFvhwhj1j1OQ6eni8PWwIbt6wbOrp0wg0/AzHOSWcYL8xwnJiXl2FzYgYIxNlERmAAfd9xxeF9Ay7V161ZwyKwb+xZKG78X43PK5NbyZCJrfx0nG0dkiDFCLOkBLWVi2Yb5aiUQFwtgmFqBfBlpjON0JvmkJxeJ4e02O0/GBT5q5NCJ7bc/vBAWm80Spmz+4WVgrGK28UbCrmVihfSFIN0PMnRspKmlffkgPGoNcfwC7tn/x4Ka13VjZzpMKsni0p7mzr2nDr1zp45+3vSWE8nUS73hgL2yIy9hACM7n8fYaysjMjlL4WbdWzacI+c/dcK6gzd4RiQDQuCcf5Ucl6kBNhz9ev2G/vzdmGNWJqqpW3c8OkxuRHPLug/RpmPWTYFDs5FLmG0Y0mV5D/AAKpiLCFCMmzT7hIf8ygUcMtGFT6Kp5oCe5zznOSD57LPPBmY8pyiSASqLW0BCfFwZ+Q4zKIB2+9AmI27fPk55QIRRhveS2ErglHPrrbdyRMmtt9yC0QfPCWShqgCbMQjpgDjJeG4rQP3Ji+CwtmQS2NsxXMdPDni+Ntch4gx4YoZkjZE420jWrhw8vBnuLe+y3vJMa0IaJ437gR9x9BHbxzBZG1XdUSWMq34/zHujxXzvwqbu4OcnWq+b3PriYHrz0G3u7PTyURuHHSG+e2SuTZuwzI4Fi6jKjS22DCsiLLA+J3ZsT6Gw7uDNBEw0Jcashdk3Uzq0rcOg8mCr8p377x9Nttif4A+wW8zcEMNd9DgrrWkEtEO1LD2MAGej34ME8AMU6dzcEoG1ogPjFjzwBHEXDgxbPu20008++eQXvvCFQIvp7vgFB8CY5+Qiu2XRREjAQ1A0BhIJAB63RPgJHD68kHH5Y95uE5PrRS960c033/zDG6//zGc+w6lGuGFEIoCBE/go4hTI2ykTVPMi4vZjbZm2GuPKjF/08Cfjnw4nItg2cyirD6X5JBfmor6LtQI0x3ce7D1IxRsHt3GtORglAzRrtFwjHAZ5L+vGyTBYjje1+yfl4ctmj3txc8MJsddqL2WcNjXw6m46rOVJGMQVdhLhbjkJE5fD5SiWU+XoJBSL1CLtu9oZDqfmZUiz7raUVEYB6ySDkAPcR/g/nor9al7b16hfO+F/7I7v37dtY9uvuN10Fo/9NG+Wd9G7mmDhfcDE2wrnttGl+WEmxobEQos4ILf4QfQFUcjbuEB76Utf+opXvIJjg0A4zmHWAmAtaMEwYS2v5leCRbitFVeGEgJ8np9sYiJkpA5cx8kOiFAxpANqyJWfqCQsmqGHKTaDE8859PNTn/rU5ZdfTs3ZDMp5adST8imWQFwqtzrccEugnLXXtW+0z3lClrXPHzXu4QFHLMSNEpusLg0nJmcpem92CogQ5gSJ+LEWZVnu7JrmB+xYR5iQY0gO/FkYaw2SE/LgjPrsiyc2PsuNWr1B2uviIR0r19nlYODn+HvpRx4Fkguxn6a3Rqk8YSTjHbBu5AX+WWesj1rtJyyBbinZj9T0AOZwQcqOIZl+G1nd7Yf+Dzt7dlUdpM+GEb84gNLBt5r4EntEaWztxNtimzcBLWAMDODPiLWgCBaHAoxNIByajQNTpGjSRHLyJr1TZrP0eNBFBNisBbOFBImJECwwLP+0AOYhWXhCoLRx3nFknGs/EpgbWxpVpSjRGAcB029+6XXbbBTlqBGYOTIF+0mvu/ZacH7llVeiPkAjYMcFWLp96Zj58y7ey5VAOY90fXhN7BOb/uG/oipH1KIN4N78Cp1pNZSjKNIQZuQ9thnEgkFYbb4UygFFcmzcsDFS7bkXAAAmaElEQVSK57LgRL/1TM5Rndr0LDec7abZ8mIOZltRP3AXBp1Bc6XAlKNfOfVddpUyNKI6Z8OqVdFLpXiJTP7Npz28kqV9su6Ec6sj4UrXEM4IQhDOfe+uxYW4GfWG8ayPYwOfk99HYq9KqkcJB6SAi8JLATbwxj0gJmVvfetbX3bWy3ghg8m4rBQmBB6MFRQRCxX7K8Cz2LM9fi1Wx0/GD8kyTs9D4ryd0khpx4XxGw+I2DkCD0kGVu0bwSrYZr2Lh2xrZ+TAYdMZZ57JP1LecvPNXzfh+uuvZ08Lr4DzE4jYYMi5emP+kmvtPbdra87tOJBsHF8bAd7cWiKDMTuMcpWvEzWKIE8MSF3hvYyBk/0qHnd41ohqz5jc8Lx66wyvfmrssnU06ndlr0ngdD13edgZcVKD7y2zq8DN2RCKl0YcQQNviozxriW2M/Je7hk6CNzSgDDwp1BYd8J5Hb7tDnuNZJ83bCbRyd1NzuLknZMTvzF//T+dWI1r/lw/38i+kiSvjYJq4u5owdrlmFDkVbqaWDoh9CZpxC5inHvBQfygF7l7gmxvyKZh59euvwdHvpPbZl57/q++8UO/x4qYw1YnzsYKvUHkLMuJWEgP8SYnqGMCuYQ9N4fbrgR6krAl6cOwIVlikx+Eh/gjUe6IqR1ApDIPhbVxA5CHAGASibTyWMKy7KKTPo6gytjPdQVFlMOeSRTIRurZfu/ub3zz8u9c/d1dN1519wMP3Lt3N6cTOSEHC7BlOppk8XiYur3BZL2GCmNp2OE8EWbC3aQ/wACc7V9upZ56YZJXA5HzO4OuX49GRvDmKwGbqDwRtjOnHdFiRsuFRzv5Z7xACHHSiptjUshKnR+j807JgvDzuzvnOV1h0+yGGRzQozHHcgFf1xibGqeuQFT+Gc8FfCf0fGrB9eEtqcL5fjRhvSNw/GqcTOJ/M/NQruZN58f5cq8iRxEF7D1EHkfXErAQjkIGqZcl6gGT2rBejdiTgO6lh3lU3g/TuO5hnMwEz+8PZpfiZyY4V41esGFmZm5LB1uLa37sfOdm59knO+xmrFfzUCQBjhfiWKyqgxGZOOx3Juv7i0/CGix7ENYuKKN8VqgxvTSsRCQOIwaMQQukx/H9PrTgDTW0b5CxwpY8Lp8lRGohDuacbVvnfuXtb/nlX35zK8x27d3zkzvvQi130403/fi22+67d8fSUtudCLKp1h2Le0cLPc56qOEkZFd/UxTeGXWTSshRJf046bb7wcjFobszGSwlHRG50WcxgmAbDsLFyxJ6Ls4UE5IARsz/mYfLwhgSh+NVk6w+ShqpM+lXNtWnN0xMTNWbp0Q78KyKLy3QnnLacJLSwjJGHYweZvg82A9Pl2frjnv7CZtEGMz7ac3pyeg9tRhtuGTvrn9Il3ZORfCSZiL8oS/WFPDNoJLh4QuuwHJ2IHsaYB8sflbdbpgv+8M469f63eOWR2cm9XNqc6c1NzoT/dG+zlxten5fZ3eW/ty73t74zXc5G+uDSjhw8kG7u7k5zbw+b/fcibphjlRCui/Su/xZDUYORcI22uE1MMvotub24B2WclZ5uC3tsXJvd2yvZaVlkRhAB+Xy3WYsEoTLapytFPIIWgQOBsKPpIgXPB4NdneXfnD7LT/afvv8Ynth9/wd1988eHApHKbLuxZ+Mjuf9WOG0Uk/mqhUmfcjFkFaNB3WKI0CBMNMg8WPrYv2j3eFLusZHkajNcfHIVYzdTYE4UYv3FxtbApqk27Ikyhj71g+qHfEXwmzcLTiBtviDI9vYUyC0MhF5p8I3ubfU2oZe7VzrPmr3HsNMaSX+sbf/bAFd07ThWq+Yzq/ee8CRxfgoIRNxQz6/Qo2EozsuO1zOCWjTt8aul4fpu1n1Wo3ctt4GcZccnnpmH58RrX1iq1zZ1Ymju7G4fLiUiWvuX5t18KGPvPA3rV/+nHnyivO+eiHqz//HLwDha1mN2MVxvPANoIEfY05nzBpUQEbJLGozZ5j6wXO8FGQI3WxWxo4k2cFwHzVIyHcfnBB1mSHB8u7pWJUxw4U3GDRKXvkUejJqcisITHPrzfAplRd6ik77xyOafPDc1/8ole8+CWMBAHOEVi7gpKJGIVN3X2bM4i/+dmL/vELlzTdSm1yWgzmZqbaw66RmWVCAuRwjQRWMSjcMCHU4HzzMPBqPjvyxeYkwnlLPMKFS10OaR9VRgMsyZHSAfaizMmpMtoxaEZ90MDJeCQjlCHdeAL/qAS0ZHxKX/eXDZ/Sn3J4lfedCgsmaMdrCVKzLGgu+eke8QLCHgWKyPAWwGIpw0B9xDnBebtWjfssoiWcIoYByrIbLya9tNefHYxe0tjw6s1zL3CrG3t9f7A3DUa9hlPd061H9WqjmjMUjNKTm63br7vpkre/94z3/Mq297zDmWmyQ6Uf1ljTqQIkuh4dH8QYbS/aNmJ0SVAlFpZghn+mXzJRTIC8mQxTS1JYGBI/NMgPjyprUpkeIVVj/VwkcSEKIXcSwMZOa7kRxMDMsSALOOZFIgRQLkessabktKK6w9JUwPlggRP3sBpKoqpESbZcGf7nvwi+dcX50UzaHdTDaGp2bu/igl+dEWU1n4OyE1d4Am8hRwV9mAls8uOYM0MRErE66KEB4VA3DmIfMD9yPdw+s2DnU01TIzlRSWAuVUVIR2Niy3m86GZLL9l13cG7kvsdvABU/TrKsyyAkWJBjQE4jAFREMNGXKnSs5sjb3LAEUUs8zZQCPXCvF/3B6P2cGl+s+P/bDT5yq1bTunmz1zMZkdL+PDpVUYL2Yh1sFPciFNyto/2uZNNb7JeSf2Z7nBuvnfHf/j4/V/79s//uw9NnPnsTr6vgwl6pe5WvFaXA0hF3mXTI/axnGUNooE8vRGLWFgQfJ0+jTlHlUQon0QWljQW4QDA9lcL8p++71KyvM9Uw9bE2JUI8HgVHFGqC1JwXyZOBc1YRIUswhGiUUyLeI9gzQZqbE0AOEtYg4j15MXuTd+6cvnX3o+vwhMrgDuIAvSOubNnfjIewtIRDGDgfAgfC7bl2wXHvJlUokyTs2DkKqtWbJxjaoN2H52IIUseGwv9al6FV0tg1dGMTVJz8bVDMSuBytr6cs83Po3DuoM3mtIhU+uaP+yOJl2fzSSyiCUYgWcw2RYfevSoeuzV8HGS+2GPQ4uqnYAtZO1o2DnF814ZTb8mnDlpPt4IS4WpBsNFzuFEOZ54U0407LarW2Y5FGEPg4jXr7txa7Y20XOnOmn7qpu/9tpfOflX37Tt936zWWWHw2CPE7eqM9IJeb9MNZ3IGE6DGxRKA3ohOx/dBN8i7JiAZ7LY5ZgFc9svLcKJj0H+0/dUWTvmvVQJsVbAK6I5nFq0WnKOIgZrGIMEgawgSedB+cX2S85WrLCgSHJoInm9rodbMr/vdCecUZOB4Orv/fiTn9v+tStOdPv1JkajWTfvDNh4CbBxVlur4uRM5H5TIkiETTOGUNYi9mMSEVLIj+bi5eL+GMkn4YAW9oCYWbRxpkTrUWupFmMRNecno6PESuUhnQXPx/Am7dM4rDt4swkU9SxcxXQUWZXZG8eLZidBK4nqsTAooMZpREM/aOM5GNUOqiPOBukuPqdee/2mY1/i1bbNd6qDGC6y7A0XYK8B0naNESEYpJ1Nrfvb82nob53bsNRezuPRhtlZDhGYwJNbN65nwV2f+NwtV155xm+dP/vL501Wg3m2KcjBCWJ0JUtBrL5yb05KggsK1AwzZ0nb3NkHB3ZI6cQGGgf+UOAeFRSl8c3YaXlyYJfo6mXXs1wrmHNLBIMv6mZf28UJqRwNJJoxwVVSdXqSAFwmR5Hk/n33X/DXt/yPz0/ev+fMSvX+LYEbcRhMxk6aiBVH9nRhbBekwJu0AkgRZIA/AgSUcTuBuMvh6+UfO76ZvQjbRmvGJ/NXDOiEzVMnkS4IeEoV+R6OLXc8M5xbIE1BJlharVBs9eHKb0+vP+sO3uaAUBaesSuWZdyO5/1k0F6erCLUtXqiffVydOTYh2RLoTdf86t+uzq/dOrIe/nU8S9tTh/bG9UH7TQb7AP4ARNNZMigknrBMEV8RHd7b5TU/FYzzio721tYsXWDNF4KGv4IqbpZz9qDY3P/we07/u9v/O7cRV94zXv+ZfVNb4LhBA6HHnkgS2aI9ERAzsRW+jUMNIhd1PeYwMg/1t/FKk7WzFb6MyOUoFv+269v2ls692MKGGEHFUYbw4SpCUULkAw2kIx5gHROiUDRqNaZGZskjg/AA2eZXeuc8eI4s3zM3Q+2P//FGz71mfiem58VtmbnpvqDdjMS2zj5LM9FVymjlggA/DFvNN4NqTJbSHgp78fDmbydVKJRl1ciMsk3GY7NX0bflXHBfGlkNOTik41baia5aWepsiCcP+sprD94V8SuoZ6Kao0pXdvP90buYhRMsP7iV+GcMXsBSRF6HS9ZTDon7rv39Gjq1RObz/GnTuzyg/j9mY/ytjmQhEIaMRo4gRqegPoV7Nk5v1I8ByBIi7Ey80/sVDiIjyWbOhxabDmOD6r15dH85ddef+Odd156+T976y+FL3wBK0MIuKkb9h1Os62KVxCy0SVZHAowCuH4BZHYN4qFuNhsCdMTwEunhkfJVVAuv/40YRhVEEuM/SXCMhMWtkmJ/Uc2SL0q8q/IEvIWhHWIgZvRBjbaWcdo2wBew8ujdIS5zuKF//P+L35l+ZrvP8Px5ia3tdPlvcNlfzJq4IUBbmsQSz2tqSkRQaMEhreVYL8F2xV7b3OZOERZgbQxFBVNgV3o4jm1OcxwRMh1mO96spKtO3izKwh01ORUCkQ/t+3lHZZ4GNaDCAfZfTz41NhanFQ4j26QTnjO24Lw1JnZ0xvTc+2s3+1k6QjHmhn+CLHOol/hsQTUAWgGBYRTz9mEY24xinIXUIVh/CwzeU7DwI0f5l5OygGGSQxKjp5ubWgHw4XluYv+8dKL/2HzS15w5jvf6rzqpf4EpwpHAGwkPJT9WcSYoDpBaNCLUDowXg3Nhi0wRkAClUNWVk8d+Sl7kii3BS+oz8zZLAbRgsZQRimj1JLFMrsEjrWNPwrgsKI9y5hmO84D80uf//JNF/6v6l07p0fJFCqymrOnGrtVBreWsNL+QxxUWPejMdSUQ0dsolV2zS3BjHtSlB0WiAnoV4cJPmB1vDBDycrYYQYmk4zEZBmnMc+ehpd1B296I7M1pt60b+qxNyzPRjlTR3ozy92DqrPcTPP24oaFzkmVyWM3H/WesBYGtWTU2Z30Ym9U86KGEzYGfosbnyW0pBuKRyefTcJiop7VRjV07/3I6YZiBU0PrrMSPMo58gYrdBCDT95+ysJcWsGdX6P+ok42Hw93XXXtpT+6wTv5+NPf8i82vf610fR0jHVNdQIFX47BmpltRowRstgkBmwrgQUfPoPl9ECOPXtMnVUk+oMF5GrT9ZkG0DdEr4bIQFrhkJk4EbaZzIZaZsl5dR+zDj904vCe++784hdv/vz/rt1+z0lBNcLwr1VJJqrdmoc9DwvfNY5wY9pjCqC01XIe+hqDdnm89tdUThCRSf3BAtN1KUhQLqK7JGGeJH9WwyrvX70XeWElbhH+0A9Px9h+tHg6fuCB3yQYkJmew/5e3BwP0bL1swY2ak4yqlXiBjqe9mRv6VQneGVz6vSpLVuWlgaj5b2cZILY2KrCiXGKzVHB7AceVDwkTY62SHy8rKL1Ycuxs1zFB4Doj2G8dDsxKWXJGPO3Rr3THwhMMM/C/x8sl31iHN3HCRmt+oY4qc/32lffduM1fxT9t7879tyzjvv185251JlA2waezXwXeFN50SnJnFJ6tFiuyl8LkXHHPfCbH8t9Fc24mO3yCuYWecwkVpbg5X1oJHg9CIqHbc5AxjmTDAUj17n8qhsu/uKOK66q7t37jCo6xko/60RbJhewVEHRljex/Y5TZ5C5CD31ZGTRS0OsAk3qR/lyNY/GP5HS+sziJ9BIsEMY19UhwMyqzU/2QgkH0MGC3/5qCxknP+B2/PxpE1l38AZ19AxWVYcVr4OLXw6d4fw5el7oDpxhf3Hf9GDhZV7tjVu2nhlMNvctgf8+AriYaqDqQgtE70ySWjBKR8CYXsdkD3lfjqsS93xON0oRyJk548dPlpJkWsjeI2/A7lI8BBHYzsRMGo9pFfTFSTwF7GO/68z60VYnOG6YLty8Y99PLv7OX/7Nhp9/3imvfc3Ws89yTnyGU8XIWubATgX+SjCYFpwTxX2v+Hk1z9dc5CeDyzXPHj3K/IFA8aIWdDkwlY+SqTgcdIR/IzgxTJhVu2H6g+9ccfk39n35Cmfn/MbFwfOD+mxzqp/3242ME8nvXt43PTU5gwOUTpozeNXqQ7aUQKZkCNksrlYhusJ+DSyFpjaYZnLwkmUhbWfXZOTlktHQdjXtQ39JzD+LcK62OHtLohXZwSS3xY5/eqiIp1Fs3cG7wvoxqMCCquL3ciCNwYR0NnRica870ev/nFd/c2PuPH8i6gz6S/MLU1iP4hIg5bQaHBCjeMObZhxWsM+EM4NkXOETEWfYRvXLHmOZb4trT0pFKGBjhOCj15aDBCKkaCaTySgdpIOeODPOQmH3jckZlFM7d+8NPX9mphl0e7PNyfkbb7/tljtu+puL6s887vgXvuCYc1/mPOuZjuwuMaimg6OOp/9irrXG6dp+ndPyxP0ePdqNqS2jRsoigukdGNg5XRTkRkRux85137v3q5c9cP2Puvc/0FtY2Bak0ziSmubEj84y4xrnDXpuf1dny8TMsD1sy7GzUVTDcnTkxnEDkYAlL1Ano4XUfQXhQNYgkXEEsgE51BYEIixGCCEtqrkaVENWC0u+D58VUJ9b/pFpmcUPU75NYAsRscMEirKotrfjgWDl56fdn3UHb1FeS2tzgo0rdsrCpGSNtD3sh1n8rMnZVzWmXzwIovvnsaas1fP7cJqZ+zUcIsvCLFsz3V6QdljTqchZZf6IJVuQjbs/4d7w8w39IV0WaRx/vaJsMwtIQH2uNjHqD5Nhh3l+WA0HcoB4HtYb1WU3j+pL3QGGceFxc9iN4NqsMRnWBslRSTqX+P3dS7v33nDN937wjb/7rD89Gf/i2/HHdtrpp09v2yr8HNsNTLlWLS5/+v6ZwLypM2tzZvJN/4iXl3o7Hrjnmut2XHXN4vdvbO6en2sPN/TjZzrBZGViVFnsxu1+FGSbophjwAbJRFLZFG7szbPK3+o0XDkEZDSc9IINSVCNnV2oIuygI5QxIF6ptKy3j5Esz0R69/rM68cJTETALAvjIhyJznLF79rK3HuxysRIpl+MIBbhFtvEATNxXiGDS4GBb7UeT6G/627H2J6qc9KgVt+FKqbyw+Oa/zV84LPxPVlU2Xxn713+UW+rHfNMgJz1Ol535A2ZOmayI+IJDbbLWy8oSBbjIMqzPMeZsuinkAQ2bZx9xgnTzz5F9pxuPco54TinXmPnKQtsfeYCeChyROlcMbZlfIBFjvkSYWD0cPSL7NaQs49X1qNY4cr9u37idHrOrged7ffkt96+65bbFrbfHe+ZbySseGF+g60Lxigc+yVOkZn7L06thegTSih9mTQrkgwDFouktClDGCyIydq6Pd+bDZb9ZFingzdqfhTUh8nsMgdM5S/auPmkdLaFlWqa9tNkIDok+IAx0Xwy+tHKFgjMZI3jNHsF3i30eWnSG/SX77p39z07Rlddm7LppVqd2HqMOzlZ27SxuXlLa9PmyU2bqxtmnGbLmWgZ+3WWr8CktL9wezR6fBmmtEttZ9/exd17FnbvXVpY5ITz0W03MUnpzS8kCwtBr9/M3Enfb4ZslWV1gP6D1INUIqf6iRQkGrdVwffJoJK+89AUWHfCOZ6WmH13OL2jgbFUv7awdOKCs7EZvG7bMacPao3E7TrDjjPEExOOceGAa+wsDk3JI/wrvBEwi700Uj/a61W/iG6M1hobN4y/GKfFOZw4Au3Gw50/Em9/nr+AuTsiKEAWm5dgEI7YXIXLJKy0TVHixZUhLMOXKBIstp+yZi/eTGThCx/IjSbm5LPY4brVqF6LMvFYIa7HjMYNtsDmrNTH/IbFQMRfr8G2ag1lpcC6gzenYyLcDppeGsTDQXJ0nJ5TqT6rueWMUbQZP/ZZspz3OhwY6WY4DIHVGzOPJ7T1ZHKI5GDkBlES8E+Y5Mo1xxe3BLM/EreNTPQzFp+cKTZm5Wx1FX8nmfgjt8oppxvLF0g5LMqb7zDTT0YtQIt4IiYAfCYRDFiYlO5C1y1iixyniZUsEWQ9XoZmXlQJWPX5xroczQXjjps3ZEuIhpJSYN3B2xVtM6YSWT/H91l+2sR06FVOqG+sL7TZnj3wEjyJyLkGaMNBxJPXauBz5eUW26t37FwVrk1AOhZ3TYASNp0nQ2AsSmNBNnnZjWnyVyviJpHBImFGxnMjDgBMmDhsmzGDdQOesugnmid2wspkXAYXvKVjjyp7bTC/ZXmfBS0SMOdGUS2yAZlULl9potL+WXfwRjkEBoacI5flmI1N1Scrcdbsdv24j2xKpw5cdlbjVA19uPgpflKEc2HgBtXjfiPaMMPAG04TXAE/UfshYmcj8SfG8rtZVLc7olP2SArEZcUvNO4NZAeWEa+NVk24OPukBaQUwU2GjY0oqmHprOrjgBC3CGjQwDHbLQn4IcTolSUzpt9MWPDMjprbDjIiXWgoKwXWHbyNO0BcIng+9moDHDIxf02ZumJkAiLYRRFiI4ZFit069uT1XbRWY9lBoGoCkbjHFio4NvADf+zE5CdRl8acECROTvkBlowt+EoWf4RzRIRvymNYk2D2fXFOJoI2A4VsQvNlA5r849dlLHLAPNw7YWEfXww+W7sDL8KhpGCaA0bFgEfKkQ0zbJUZr1vJMw3losC6g/cQy2d6qx9xZgFn0KQc6Mch7q1qR06K5ixpl+6NaTdAQnWE9yWRQp+kIHxVsCsVGCM8q9eIE4wczsK9TMyRMcS8nf2ppGV5nqtYi0sufA+CZ9g5jN1kwxSNIJyYNLImTELDiAEzCTys19lIjfSCAIEwI5azuJ8zc3WeIMLzO2OBMSOR+mkoMQXWHbzdCo50HSxaYHuBsC4cj3MM1Uic4OdOLQPhAEWUyuzyjIVB0dGfhADS1r5VQGzCsjkUSWAJhDFoB4Vi3M6sG1WZzDtMXJbATApcvuBYfcVUy5qIweTNbysXGQsAu3Bjucrp9ia9SQyyZX7OEzMISEy2cfAWSQzUV2rFjYYSUmDdwVuEbpF6UR+xdGv6vXRW0S/RYzmDjwTs92ZJSmwD8OZlNVRPdtONceTJDi6DOGGiUi3ZT26QyUkb3K4AW8Avvzr+imrb3vHAgtz8Zi/7oX2qLytgpKF4MbNlBi8qNMhiDEXNK0iwUriTMxpqKC0F1h+8pW+KxRY21bA7bBvBg8Ww2IezA8qcPsME15iU4jnwycT3GNXjDjQ9FLhaiBrrTANFeLYMVcaCiQ8ysF/Juz+vHpdzWBFZPaBcWSijNJESDOwl7+poofA+LEo+SYnWHbw5Zw5S838a4KpY5HO2LIRYbeCaia1dItqyriteBOnQB8ixj0cbgcuD8r8VcD7slbXEzBjM8xWmKtiWDSBMkQH8KvIF8BLsDjAb3/9qU+7/TJa1CfbtMvQZOjACMj03v6z8ZGu9ysMPKENvy0KBdQdv/C4AJ3RE9F3RHZsQ4gQAqLNvjLPExFeprIjRd5+Y7vtICF/bR8ZoZ7/a2udr4jJKsDK9qjJfETpyOYdLwiN9y7hkm6wvu1pXwvhNsjfOjEKPVMhqDv1bLgqsO3hjAMLqkQicboYcPhILauFI+EuDjdN9ATZM25wCLDZbDAVPQIvxjrU8/ADIrb3tru79tEizM20k6ANux3VeFaIF+qvgPPgX2bdYb8QUK4mN9L9asuSyk/3V+kiVRWLXUFYKrDt4sz0YBs6ytmzVxPOZmFgKG6cT44RYZpIYYAvGV6w2nhh4H6J7rGJpJQkn25rYymjAIGVuV1Redv/Q/mOFcONVYEtaVrZMlgMv9kVMWAgG3qInX8E5j1aLIJkkGVu1HLwwKUTDk06BdQdvOXdA/GpjmCVnkgByvA/RX8VTIB4VMeRAiQ4iZEtwGXtuJBuyJazqBWQeYeJiYyoxqTZzZgt7voP1fB5LFnORuPmyFa57wEcGjHlrUP0QazYlk5hyKcHOa4jgHkNDaSmw7uA9wksSOiKjJqKXc9LQmNf1cYG4Qg96tQjwT0BYQeH+b1o7sKyNkyr1O/unlTuLW5sSMO8fHqWJbd41WYTbM2TYQh+aiK9JwYvEN42G0lNAG6n0TaQVVAoUpYDCuyjlNJ9SoPQUUHiXvom0gkqBohRQeBelnOZTCpSeAgrv0jeRVlApUJQCCu+ilNN8SoHSU0DhXfom0goqBYpSQOFdlHKaTylQegoovEvfRFpBpUBRCii8i1JO8ykFSk8BhXfpm0grqBQoSgGFd1HKaT6lQOkpoPAufRNpBZUCRSmg8C5KOc2nFCg9BRTepW8iraBSoCgFFN5FKaf5lAKlp4DCu/RNpBVUChSlgMK7KOU0n1Kg9BRQeJe+ibSCSoGiFFB4F6Wc5lMKlJ4CCu/SN5FWUClQlAIK76KU03xKgdJTQOFd+ibSCioFilJA4V2UcppPKVB6Cii8S99EWkGlQFEKKLyLUk7zKQVKTwGFd+mbSCuoFChKAYV3UcppPqVA6Smg8C59E2kFlQJFKaDwLko5zacUKD0FFN6lbyKtoFKgKAUU3kUpp/mUAqWngMK79E2kFVQKFKWAwrso5TSfUqD0FFB4l76JtIJKgaIUUHgXpZzmUwqUngIK79I3kVZQKVCUAgrvopTTfEqB0lNA4V36JtIKKgWKUkDhXZRymk8pUHoKKLxL30RaQaVAUQoovItSTvMpBUpPAYV36ZtIK6gUKEoBhXdRymk+pUDpKaDwLn0TaQWVAkUpoPAuSjnNpxQoPQUU3qVvIq2gUqAoBRTeRSmn+ZQCpaeAwrv0TaQVVAoUpYDCuyjlNJ9SoPQUUHiXvom0gkqBohRQeBelnOZTCpSeAgrv0jeRVlApUJQCCu+ilNN8SoHSU0DhXfom0goqBYpSQOFdlHKaTylQegoovEvfRFpBpUBRCii8i1JO8ykFSk8BhXfpm0grqBQoSgGFd1HKaT6lQOkpoPAufRNpBZUCRSmg8C5KOc2nFCg9BRTepW8iraBSoCgFFN5FKaf5lAKlp4DCu/RNpBVUChSlgMK7KOU0n1Kg9BRQeJe+ibSCSoGiFFB4F6Wc5lMKlJ4CCu/SN5FWUClQlAIK76KU03xKgdJTQOFd+ibSCioFilJA4V2UcppPKVB6Cii8S99EWkGlQFEKKLyLUk7zKQVKTwGFd+mbSCuoFChKAYV3UcppPqVA6Smg8C59E2kFlQJFKaDwLko5zacUKD0FFN6lbyKtoFKgKAUU3kUpp/mUAqWngMK79E2kFVQKFKWAwrso5TSfUqD0FFB4l76JtIJKgaIUUHgXpZzmUwqUngIK79I3kVZQKVCUAgrvopTTfEqB0lNA4V36JtIKKgWKUkDhXZRymk8pUHoKKLxL30RaQaVAUQoovItSTvMpBUpPAYV36ZtIK6gUKEoBhXdRymk+pUDpKaDwLn0TaQWVAkUpoPAuSjnNpxQoPQUU3qVvIq2gUqAoBRTeRSmn+ZQCpaeAwrv0TaQVVAoUpYDCuyjlNJ9SoPQUUHiXvom0gkqBohRQeBelnOZTCpSeAgrv0jeRVlApUJQCCu+ilNN8SoHSU0DhXfom0goqBYpSQOFdlHKaTylQegoovEvfRFpBpUBRCii8i1JO8ykFSk8BhXfpm0grqBQoSgGFd1HKaT6lQOkpoPAufRNpBZUCRSmg8C5KOc2nFCg9BRTepW8iraBSoCgFFN5FKaf5lAKlp4DCu/RNpBVUChSlgMK7KOU0n1Kg9BRQeJe+ibSCSoGiFFB4F6Wc5lMKlJ4CCu/SN5FWUClQlAIK76KU03xKgdJTQOFd+ibSCioFilJA4V2UcppPKVB6Cii8S99EWkGlQFEKKLyLUk7zKQVKTwGFd+mbSCuoFChKAYV3UcppPqVA6Smg8C59E2kFlQJFKaDwLko5zacUKD0FFN6lbyKtoFKgKAUU3kUpp/mUAqWngMK79E2kFVQKFKWAwrso5TSfUqD0FFB4l76JtIJKgaIUUHgXpZzmUwqUngIK79I3kVZQKVCUAgrvopTTfEqB0lNA4V36JtIKKgWKUkDhXZRymk8pUHoKKLxL30RaQaVAUQoovItSTvMpBUpPAYV36ZtIK6gUKEoBhXdRymk+pUDpKaDwLn0TaQWVAkUpoPAuSjnNpxQoPQUU3qVvIq2gUqAoBRTeRSmn+ZQCpaeAwrv0TaQVVAoUpYDCuyjlNJ9SoPQUUHiXvom0gkqBohRQeBelnOZTCpSeAgrv0jeRVlApUJQCCu+ilNN8SoHSU0DhXfom0goqBYpSQOFdlHKaTylQegoovEvfRFpBpUBRCii8i1JO8ykFSk8BhXfpm0grqBQoSgGFd1HKaT6lQOkpoPAufRNpBZUCRSmg8C5KOc2nFCg9BRTepW8iraBSoCgFAtd1U89p56NGPUzyxM3dPIl9388ch+cj33EqmZN7npO5ubxk5OuIUJTYmk8pcKQpAGgp0s0BqwNOMy9P5cZLAzfxs6A+dOojJxs5Dc/xUtd38jT1ADeYzl0wLXns/27myR3/aVAKKAXKQQHwCIeG9XqCU8fNiHl5nmdEhkngDbNKnOeJ47tOkDog2E9dL3PSbAxvwTNZ3VwiCu5yNKvWQikgFIh9x3Ud+K6TI3B7gBq+jAjuVSqBGwR93+1XKvzu+j4sveL6uScozxgH4N6CawYGsC0lcEMZGpQCSoGSUKAv02vLvQ3Gc4Rzb+TmAxHX0+A+f3R/JfGcvBqkXpJV/Dz3E5NeJPPcNXDORSwH5DI8lOSztBpKAaUAujAPfZnng1hDjTxDlZaOHNerhZVaGDzrrBe17tvmZmnNC5wkDeHbWSbw5q/AW7g3gYm3kc+d1BZjn+pVKaAUeFIp4GWiVPOQ0A33lVm36yZO3k/TiY2z/x/uMlLxvHhzswAAAABJRU5ErkJggg==", "text/plain": [ "550×330 Array{RGB{N0f8},2}:\n", " RGB{N0f8}(1.0,0.353,0.365) … RGB{N0f8}(0.957,0.29,0.302) \n", " RGB{N0f8}(0.941,0.275,0.286) RGB{N0f8}(0.902,0.224,0.239)\n", " RGB{N0f8}(0.949,0.263,0.282) RGB{N0f8}(0.894,0.2,0.224) \n", " RGB{N0f8}(0.965,0.263,0.286) RGB{N0f8}(0.922,0.212,0.239)\n", " RGB{N0f8}(0.973,0.251,0.282) RGB{N0f8}(0.933,0.208,0.239)\n", " RGB{N0f8}(0.988,0.263,0.294) … RGB{N0f8}(0.929,0.204,0.235)\n", " RGB{N0f8}(0.976,0.251,0.282) RGB{N0f8}(0.937,0.212,0.243)\n", " RGB{N0f8}(0.98,0.259,0.29) RGB{N0f8}(0.929,0.204,0.235)\n", " RGB{N0f8}(0.969,0.267,0.29) RGB{N0f8}(0.929,0.22,0.247) \n", " RGB{N0f8}(0.961,0.267,0.29) RGB{N0f8}(0.925,0.224,0.247)\n", " RGB{N0f8}(0.957,0.271,0.29) … RGB{N0f8}(0.918,0.224,0.247)\n", " RGB{N0f8}(0.957,0.271,0.29) RGB{N0f8}(0.918,0.224,0.247)\n", " RGB{N0f8}(0.961,0.267,0.29) RGB{N0f8}(0.925,0.224,0.247)\n", " ⋮ ⋱ \n", " RGB{N0f8}(0.945,0.278,0.278) RGB{N0f8}(0.929,0.22,0.247) \n", " RGB{N0f8}(0.945,0.278,0.278) RGB{N0f8}(0.929,0.22,0.247) \n", " RGB{N0f8}(0.945,0.278,0.278) … RGB{N0f8}(0.929,0.22,0.247) \n", " RGB{N0f8}(0.945,0.278,0.278) RGB{N0f8}(0.929,0.22,0.247) \n", " RGB{N0f8}(0.945,0.278,0.278) RGB{N0f8}(0.929,0.22,0.247) \n", " RGB{N0f8}(0.945,0.278,0.278) RGB{N0f8}(0.929,0.22,0.247) \n", " RGB{N0f8}(0.949,0.282,0.282) RGB{N0f8}(0.914,0.231,0.239)\n", " RGB{N0f8}(0.988,0.255,0.282) … RGB{N0f8}(0.914,0.204,0.224)\n", " RGB{N0f8}(0.996,0.227,0.275) RGB{N0f8}(0.929,0.208,0.239)\n", " RGB{N0f8}(0.961,0.239,0.278) RGB{N0f8}(0.871,0.208,0.227)\n", " RGB{N0f8}(0.851,0.251,0.259) RGB{N0f8}(0.827,0.243,0.251)\n", " RGB{N0f8}(1.0,0.494,0.486) RGB{N0f8}(0.969,0.435,0.435)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pics = Dict{String,Array}()\n", "pics[\"Ireland\"] = ImageMagick.load(download(\"https://upload.wikimedia.org/wikipedia/commons/thumb/4/45/Flag_of_Ireland.svg/500px-Flag_of_Ireland.svg.png\"))\n", "pics[\"USA\"] = ImageMagick.load(download(\"https://upload.wikimedia.org/wikipedia/en/thumb/a/a4/Flag_of_the_United_States.svg/640px-Flag_of_the_United_States.svg.png\"))\n", "pics[\"Klingon\"] = ImageMagick.load(download(\"https://images-na.ssl-images-amazon.com/images/I/51ibu5dAb9L._SY550_.jpg\"))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "67ac602a-bd48-4916-9842-5127f6737b9a", "version_major": 2, "version_minor": 0 } }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "Interact.Options{:ToggleButtons,Any}(5: \"input-2\" = USA Any , \"flag\", \"USA\", \"USA\", 0, Interact.OptionDict(DataStructures.OrderedDict{Any,Any}(\"USA\"=>\"USA\",\"Ireland\"=>\"Ireland\",\"Klingon\"=>\"Klingon\"), Dict{Any,Any}(Pair{Any,Any}(\"USA\", \"USA\"),Pair{Any,Any}(\"Ireland\", \"Ireland\"),Pair{Any,Any}(\"Klingon\", \"Klingon\"))), Any[], Any[], true, \"horizontal\")" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "64ea4b0b-7448-4fc3-b0f9-90b06e698bd5", "version_major": 2, "version_minor": 0 } }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "Interact.Slider{Int64}(7: \"input-3\" = 1 Int64 , \"\", 1, 1:40, \"horizontal\", true, \"d\", true)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "337×640 ColorView{RGB}(::ImageCore.StackedView{Float32,3,Tuple{Array{Float32,2},Array{Float32,2},Array{Float32,2}}}) with element type ColorTypes.RGB{Float32}:\n", " RGB{Float32}(0.39726,0.12454,0.244942) … RGB{Float32}(0.603522,0.180933,0.302039)\n", " RGB{Float32}(0.39726,0.124541,0.244943) RGB{Float32}(0.603523,0.180935,0.30204) \n", " RGB{Float32}(0.39726,0.124541,0.244943) RGB{Float32}(0.603523,0.180935,0.30204) \n", " RGB{Float32}(0.39726,0.124541,0.244943) RGB{Float32}(0.603523,0.180935,0.30204) \n", " RGB{Float32}(0.39726,0.124541,0.244943) RGB{Float32}(0.603523,0.180935,0.30204) \n", " RGB{Float32}(0.39726,0.124541,0.244943) … RGB{Float32}(0.603523,0.180935,0.30204) \n", " RGB{Float32}(0.39726,0.124541,0.244943) RGB{Float32}(0.603523,0.180935,0.30204) \n", " RGB{Float32}(0.397342,0.124627,0.245006) RGB{Float32}(0.603647,0.18106,0.302117) \n", " RGB{Float32}(0.399555,0.126967,0.247109) RGB{Float32}(0.607008,0.184458,0.304711)\n", " RGB{Float32}(0.402612,0.130219,0.250045) RGB{Float32}(0.611653,0.189183,0.308332)\n", " RGB{Float32}(0.4057,0.133449,0.252951) … RGB{Float32}(0.616345,0.193876,0.311915)\n", " RGB{Float32}(0.4087,0.136634,0.255803) RGB{Float32}(0.620902,0.198503,0.315431)\n", " RGB{Float32}(0.411699,0.1398,0.258671) RGB{Float32}(0.625458,0.203103,0.318969)\n", " ⋮ ⋱ \n", " RGB{Float32}(0.505409,0.100081,0.174205) … RGB{Float32}(0.767824,0.145398,0.214813)\n", " RGB{Float32}(0.505409,0.100081,0.174205) RGB{Float32}(0.767824,0.145398,0.214813)\n", " RGB{Float32}(0.505409,0.100081,0.174205) RGB{Float32}(0.767824,0.145398,0.214813)\n", " RGB{Float32}(0.505409,0.100081,0.174205) RGB{Float32}(0.767824,0.145398,0.214813)\n", " RGB{Float32}(0.505409,0.100081,0.174205) RGB{Float32}(0.767824,0.145398,0.214813)\n", " RGB{Float32}(0.505409,0.100081,0.174205) … RGB{Float32}(0.767824,0.145398,0.214813)\n", " RGB{Float32}(0.505409,0.100081,0.174205) RGB{Float32}(0.767824,0.145398,0.214813)\n", " RGB{Float32}(0.505409,0.100081,0.174205) RGB{Float32}(0.767824,0.145398,0.214813)\n", " RGB{Float32}(0.505409,0.100081,0.174205) RGB{Float32}(0.767824,0.145398,0.214813)\n", " RGB{Float32}(0.505409,0.100081,0.174205) RGB{Float32}(0.767824,0.145398,0.214813)\n", " RGB{Float32}(0.505409,0.100081,0.174205) … RGB{Float32}(0.767824,0.145398,0.214813)\n", " RGB{Float32}(0.505409,0.100081,0.174205) RGB{Float32}(0.767824,0.145398,0.214813)" ] }, "execution_count": 12, "metadata": { "comm_id": "79ebd6fd-533d-487d-a396-19f9ef62b3e9", "reactive": true }, "output_type": "execute_result" } ], "source": [ "\n", "@manipulate for flag in collect(keys(pics)), k=slider(1:40,value=1)\n", " p = float.(channelview(pics[flag])) # convert to an array\n", " pr,pg,pb = p[1,:,:],p[2,:,:],p[3,:,:]\n", " Ur,σr,Vr = svd(pr)\n", " Ug,σg,Vg = svd(pg)\n", " Ub,σb,Vb = svd(pb)\n", " p̂r = Ur[:,1:k]*Diagonal(σr[1:k])*Vr[:,1:k]'\n", " p̂g = Ug[:,1:k]*Diagonal(σg[1:k])*Vg[:,1:k]'\n", " p̂b = Ub[:,1:k]*Diagonal(σb[1:k])*Vb[:,1:k]'\n", " colorview(RGB, p̂r,p̂g,p̂b) \n", "end" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Moral of the story: if k is large enough\n", " U[:,1:k] * Diagonal(sigma(1:k)) * V[:,1:k]'\n", " is a good approsimation to A often requiring less storage and less computation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "let $u=$Ur[:,1:1], that is the first column of Ur
\n", "let $v=$Vr[:,1:1], that is the first column of Vr
\n", "let $\\sigma$ be the first sing value: Diagonal(σr[1:k])\n", "\n", "Consider $u*\\sigma*v'$\n", "\n", "Now consider k=2 and we now have\n", "$u_1*\\sigma_1*v_1' + u_2*\\sigma_2*v_2'$\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# What happens when a matrix has low rank?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The four fundamental subspaces done nicely --- could have been an early lecture if we accepted the existence of the SVD\n", "\n", "U contains a basis for the column space and the left nullspace.\n", "\n", "V contains a basis for the row space and the nullspace." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The svd not as an eigenproblem" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5-element Array{Float64,1}:\n", " 1.0\n", " 1.0\n", " 1.0\n", " 1.0\n", " 1.0" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A = eye(5)\n", "svdvals(A)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5×5 Diagonal{Float64}:\n", " 2.03342 ⋅ ⋅ ⋅ ⋅ \n", " ⋅ -0.211161 ⋅ ⋅ ⋅ \n", " ⋅ ⋅ -0.437823 ⋅ ⋅ \n", " ⋅ ⋅ ⋅ -1.09394 ⋅ \n", " ⋅ ⋅ ⋅ ⋅ 0.45102" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A = Diagonal(randn(5))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5-element Array{Float64,1}:\n", " 2.03342 \n", " 1.09394 \n", " 0.45102 \n", " 0.437823\n", " 0.211161" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "svdvals(A) # absolute value of diagonals\n", "# svdvals always are in monotonically non-increasing order" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([-0.5835 0.351371 … -0.316403 0.642042; 0.071908 -0.425995 … 0.562286 0.44417; … ; 0.696188 -0.146023 … -0.503721 0.483591; -0.171044 -0.28882 … 0.316208 0.353723], [-2.37495 0.134315 … 1.26519 0.110975; 0.0 1.02382 … 1.68368 -1.06709; … ; 0.0 0.0 … 1.39277 1.07433; 0.0 0.0 … 0.0 -0.167607])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Q,_ = qr(randn(5,5))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5×5 Array{Float64,2}:\n", " 1.0 4.82272e-17 2.60587e-17 -1.98503e-18 -2.45961e-17\n", " 4.82272e-17 1.0 -5.87672e-17 -8.13311e-18 8.46318e-17\n", " 2.60587e-17 -5.87672e-17 1.0 1.37676e-16 -1.49436e-16\n", " -1.98503e-18 -8.13311e-18 1.37676e-16 1.0 9.73609e-17\n", " -2.45961e-17 8.46318e-17 -1.49436e-16 9.73609e-17 1.0 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Q'Q" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5-element Array{Float64,1}:\n", " 1.0\n", " 1.0\n", " 1.0\n", " 1.0\n", " 1.0" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "svdvals(Q)\n", "# Q = Q * (Σ=I) * (V=I)'" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5×5 Diagonal{Float64}:\n", " 0.243762 ⋅ ⋅ ⋅ ⋅ \n", " ⋅ -1.02892 ⋅ ⋅ ⋅ \n", " ⋅ ⋅ 2.21863 ⋅ ⋅ \n", " ⋅ ⋅ ⋅ 0.171086 ⋅ \n", " ⋅ ⋅ ⋅ ⋅ -0.575211" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "D = Diagonal(randn(5))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5-element Array{Float64,1}:\n", " 2.21863 \n", " 1.02892 \n", " 0.575211\n", " 0.243762\n", " 0.171086" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "svdvals(Q*D)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5-element Array{Float64,1}:\n", " 1.37832 \n", " 1.37687 \n", " 0.720923\n", " 0.533368\n", " 0.137221" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "svdvals(D*Q)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The SVD as an eigenproblem" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Notice if A = U Σ V' then\n", "# A'A = U Σ V'V Σ' U'\n", "# A'A = V Σ² V'\n", "# A*A' = U Σ² U'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the EIGENVALUES of A'A are the squares\n", "of the singular values, and the EIGENVECTORS are the\n", "RIGHT singular vectors of A
\n", "\n", "Notice that the EIGENVALUES of A*A' are the squares\n", "of the singular values, and the EIGENVECTORS are the\n", "LEFT singular vectors of A
\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5×3 Array{Float64,2}:\n", " -0.168271 -0.339852 -2.04547 \n", " 1.18993 0.283447 -0.863771 \n", " -0.272325 -0.514321 -0.329903 \n", " -0.394661 0.617962 0.0820683\n", " 0.22752 0.969223 0.433193 " ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A = randn(5,3)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3-element Array{Float64,1}:\n", " 0.933419\n", " 2.22308 \n", " 5.58433 " ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "svdvals(A).^2 |> sort" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3-element Array{Float64,1}:\n", " 0.933419\n", " 2.22308 \n", " 5.58433 " ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eigvals(A'A) |> sort" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5-element Array{Float64,1}:\n", " -5.84712e-16\n", " -1.64689e-16\n", " 0.933419 \n", " 2.22308 \n", " 5.58433 " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eigvals(A*A') |> sort" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "U,σ,V = svd(A)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "E,X = eig(A'A)\n", "display(X)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "V[:,5:-1:1]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "E,X = eig(A*A')\n", "display(X)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "U[:,5:-1:1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How many parameters are there \"REALLY\" in an n x n orthogonal matrix Q?" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "The answer is $n(n-1)/2$ (or \"n choose 2\")\n", "\n", "one can easily check there are $n(n+1)/2$ constraints in $Q^T Q=I$:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "n(n-1)/2 + n + n(n-1)/2 " ] } ], "metadata": { "kernelspec": { "display_name": "Julia 0.6.0", "language": "julia", "name": "julia-0.6" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "0.6.0" }, "widgets": { "state": { "63e0bdca-e210-41ff-ae4c-d3806f23a333": { "views": [ { "cell_index": 27 } ] } }, "version": "1.2.0" } }, "nbformat": 4, "nbformat_minor": 2 }