Plots.jl/examples/playground.ipynb
2015-09-29 12:20:58 -04:00

386 lines
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Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Plots.jl] Switched to backend: gadfly"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"Plot{Plots.GadflyPackage() n=1}"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"using Plots; gadfly(); default(size=(400,300),leg=false)\n",
"n = 10\n",
"#cs = distinguishable_colors(n)\n",
"cs = [colorant\"red\",colorant\"blue\",colorant\"yellow\",colorant\"blue\"]\n",
"#cs = vec(repmat(cs2,round(Int,n/length(cs2)),1))\n",
"plot(rand(n), c=Any[cs], w=5)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"using Gadfly\n",
"xs = linspace(0,8π,100); ys = map(sin,xs); cs = rand(length(xs))\n",
"#plot(x=xs, y=ys, color=cs, Geom.path)\n",
"plot(x=vcat(xs,xs[2:end]), y=vcat(ys,ys[2:end]), color=vcat(cs,cs[1:end-1]), Geom.line)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Plots.ji for module Plots.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Plots.jl] Default backend: immerse\n",
"[Plots.jl] Switched to backend: qwt\n"
]
}
],
"source": [
"using Plots; qwt()\n",
"default(:size, (500,300));"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"run_push_test (generic function with 1 method)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# a couple things are happening here... we're pushing new \n",
"# data to our series, and redrawing with gui()\n",
"function add_to_plot(plt, rng)\n",
" for x in rng\n",
" push!(plt, x, [randn(), sin(x)])\n",
" end\n",
" gui()\n",
"end\n",
"\n",
"function run_push_test(batchsize, numbatch)\n",
" fullrng = linspace(0.2, 2π, numbatch+1)\n",
" println(\"Testing batchsize=$batchsize numbatch=$numbatch points\")\n",
" plt = plot([0,0.1], Any[randn(2),sin], t=[:sticks,:path], w=2)\n",
" \n",
" allms = Float64[]\n",
" for i in 1:numbatch\n",
" rng = linspace(fullrng[i], fullrng[i+1], batchsize)\n",
" t = @elapsed add_to_plot(plt, rng)\n",
" millis = 1000*t\n",
" push!(allms, millis)\n",
" # @printf \"Millis per update: %1.3f\\n\" millis\n",
" end\n",
" allms\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Testing batchsize=500 numbatch=500 points\n"
]
}
],
"source": [
"batchsize, numbatch = 500, 500\n",
"ms = run_push_test(batchsize, numbatch);"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Plot{Plots.QwtPackage() n=1}"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot((1:numbatch)*batchsize, ms, xlab=\"Number of Points\", ylab=\"Millis per update\", leg=false)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Example: add to a plot different ways"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"plt = plot(rand(10,2))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# append 3 points to the second series\n",
"append!(plt, 2,rand(3))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# pushing a vector will add one to each series\n",
"for i in 1:100\n",
" push!(plt, rand(2))\n",
"end\n",
"plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Example: line styles "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Plots.ji for module Plots.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Plots.jl] Default backend: immerse\n",
"[Plots.jl] Switched to backend: pyplot\n",
"[Plots.jl] Initializing backend: pyplot"
]
},
{
"data": {
"image/png": 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9jNUc/43HIBQKxfL8xkKqm5vomeli3r4fyv4durh2hnlnHWtTDTz7U3I/PAghhBBJyolJxIfbvozH6zpbi72276eMutpDVlUJJTnMmp5EeTxC8xE9JRZPfXl3/Cb8fjtc4bKjop4mrCb0R9Ae5lVO5NSU0XRIV7HF1Wr+SLzceYbxeerk58GIu+sPk17OYouhoZPqnWZCCPkaJTx8iTsT1+GU7XgcNx+GW6NWIvT0na9uV+hr9+7oDYDFf3ObqQMlGA3Ak5OFab92jMfHXH8CAV+6GowFbjsJr4nrKlUHKUjOwIvfT7Gqgdx8dG/IKMqLLTYlfS20nO7Kao7/hqNie35jQEkzIYRICaFAgKfL9uJS19l4f/wmMoIjkROdiLCzd3F7zGrcGbcWxdl0T+NrIBQIEHKY+YUynoIcLMf0lmBEZdgc0ShMy0LSM+npDhh19RGeLPpTbOtZTxHP0YxP2S8aC64M82Y2cfcCWJ3BbuwoaSaEECnx9tA1BGw+/sXdxdBTt3F90BKUFhbVcWSkrsX7BCI7Mp7x+GbfdRe5bi8bZt92AFiUR4uWkstmJbn5uP/j72JbT8PKFPrtbMW23keqpgZoMaE/qzkBm46LPY6GSqqT5viwBCzvvw7xYQl4ExIAqzYcvAkJYDT3RXga1F2P4UV4moSjJISQ2itMz8aTJX/VOC7eJxB3xq2Vure9SUVvD11jNd5mauWOcpKgqKsJg/bMkz1pqdf8bOV+5H5IEtt6bGszs+GwZByrX2yiPB4i9VWYRGJpaKT6IqC6rjqGzh8IdV11KAplsX75fhgZmDKa20RXGX/81AFNdMVbq5IQQiQh9NRtFKUzqw4UcdEHD+ZsR9e/fpHY/3hJ/SnKykX4+XuMx6uaG8K4h6MEI6rIbGAnxm/pp7+OQHZUAtTMDSUcVRmhUIiC5AzkxaWAKysDrW+a1frvSLLfWwT9cV5MEZa1x2a7G8yGppUZLIb3QPi5u4zn+K45BJeLGyUWk1AgwPsTtxC87x8k+4UAABR1NKDj0AI69s2h49ACubKSfwdNqpNmZXUlOPd3KPt3KGHEkOmM52qrKWBSX0tJhUYIIWIVyqKBBQC82XsZSoY6aLNqioQiIvUl7PQddh3lpgwAh1t3bzybu3bCs+VujMdHX30EuznDJRYPv6QUCQ9eIsrjIaKuPER2xH/HWpQMtNF8dC84LB4HZUMd1msLSkvhPWOLWBuBNOnbFirGumJbryqOyyawSpojL/kg/II3LIZ1F3ss/OISeE1aj7DTdyq8nhubjNzYZER5PAQAxEDydb2l+ngGIYR8DbIi4kS6jOO7+gDeuF2WQESkPr09yKI2M4cD60kukgumClrfNIOKKfOGHFFXH4s9hqKsXISeuo3bY9fgsO4AXOk1F692nq2QMANAfmIaXu08C/emI/Bg7g7kxqWwes6rXeeQ+iJUnKHDSky1mauj69Ci7Pw5C/dn/47CtCyxxiEUCnFv2qZKCXN9oaSZEEIaudCTt0Wee//H3xFxyUeM0ZD6lBYUjmTft4zHm/R2hqqZgQQjqoxtd8C4ewEozhFP1ZeS3Hz4rj2E46bf4fbYNQg9dRvFDDoP8ouKEbT7PE5YjMSDn7YjNza5xjnZUQl4vuqAOMIuJ6eugqaDmX/tasPx14msxhckpePh/F1ijSHk8DW8d/cU65q1IdVJc25GLh5efIrcjFykpiXh8IntSE1jdhA/OaMAey4HIzmjQMJREkKI6IRCId6zPJpRYb5AgNtj1iD+/gsxRkXqS8hhthcAJVub+UvM2XQHLC5B7B2/Wj8zPTgS59vOgO+agyKXXuQXFSNozwW4/5s8f6nVt1AoxIPZv6M0v7A2IVdiOaY3ZBTEV5u5OoadWsGoqz2rOe/dPcV2eTPjbRQezNkulrXERaqT5pz0XNx190FOei5SUhOwe/8apKQmMJqbmFGAzSdfIpGSZkJIA5Ya+B6ZIdG1WoNfVIybw5YjP5GqBTVmJbn5eHfsJuPx8hqqaDqkiwQj+jKj7g6QUVZkPL62RzTen/DE+TbTkfE2qlbrfCQoLkHQngs402pilaX9ws/dRfT1J2J51qdazqzbTsVOKyaxnuPz/f9QlJlTq+eWFhTBc+RKlBY0rPKYUp00G1oYYNXFJTC0MICNlT0CvLNhY8Xst6ZWzbQQe3YMWjXTknCUhBAiutrsMn+qMDUTvmsOiWUtUj9e/3WJ1ZlSy3F962zX8nMyCvJo0qcN4/HR1x6LdJmutLAIPj9sxZ3xv4l91xcAcmOScNXlZ5Tk/tcavDAjGw/m7hT7s6wnfwtdhxZiX7c6Tfq0hfkgdsdB8uJT8fiXPbV67qMFfyD9dUSt1pAEqU6aCSFEmgn4fISeEt8FmbAzXhCUloptvfomKC1FVkTcV9HMpSQ3H4FbT7KaU1e1mb+EzRGNgqR0PFzwxxePQ1QlOzIelzr/iDd7JXvZNfNdTPlZXqFQiAdzdqAgKZ3VGlwZHhR1Nb74cZNezui0Y26t4hRVt79/Yd345u3Bq/hw67lIzws7d7fBXlCmpJkQQhqpeO9A5Cekim29oswcpAdHiW29+pIdGY8bQ5bioKYLTliMxD6lXjjTaiKirj6C8AvdEhu7139dQmFqJuPx2q3LatvWJ7MBzJNmAAj64xxOWo5C8AGPGpvzRF19hHOOU5HiH1KbEBl7e/Aqws/fw8sdZxB6kt27P2pNjTAt0xPjI86h4+8/lXf643C50G7VHJ13zceAG7/XScfGqigb6YqUsN+bsZn1Bc6siDh4T9/M+ll1RarrNBNCSGNRWlCEpKevkRLwHipN9KDdujk0rcyqnSOuoxmfSn4WDJ1WzcW+bl35cOs5bg5bXuHtcgiFSAsKx3XXxWg+ujd6HvoVMooVjyUIhUIkPHyF0BO3UJSVCxlFeTQd0gVmAzqCy+PV8WfBjki7zNNc672xjZKBNvTa2LCq9lGQkgnvGZvx+s8L6LxrfqWLakKhEAEbj+HZin3iDrdGd6duRGke+yMgXf/+BbL/nu+2Xzga9gtHQ8DnN6jvO6tJLgg9fQcfPJ8xnpMbk4QnS/5Gt79+YTSeX1yC26NXi3xJsy5I9U5zYmQytozficTIZLwLC0LXASZ4FxbEaO6bqAzYTD6PN1EZEo6SEPK1Cz3jhcP6A/FPz7l4/Mse3Bq1Cqesx8Jr0noUfGH3sLSgiFXXN6aSnr0R+5p1pTAtC3cmrquYMH8m7PQdXOk1F/nJ//1sT/Z7i/PO03C5649443YZYafvIOTwNdwYvBQnrcYg9q5/lWsJBQIkPA7Ck6V/w2fWVjxZ8heSnr2p891strvMCjoa9X404yOzgZ1Empf6IhSXu83GrTGry8u/lRYU4fbYNfWSMANASU4+63PXlmP6wLRfu0qvN6SEGSgrE9h932LIqiqxmvdm72Vkhn5gNPbZ8n2sfoGqD1KdNCurK8K5vwOU1RWhqaGDEYOnQ1ODWUcfbTV5TOxrCW21+rkkQQj5OgRsPo7bo1ehJKdyovfu2A1c6vQDSqq4wBR19VGVc2or6Vmw2NesK75rDzE6S5r45DUutJuBpOfBeLhgFy60m4mUgHdVjs0Oj8OVXnPxYO6O8v8OQqEQkf88wFmHKbjUaRYCt7jjjdtlBP7vBC60n4kL7WYg4TGzDZraEmWX2WHx2PKdzfpm7ipa0vxR2Ok7OGk1Br6/Hcalrj82mCYYTMhrqNbbOWVRqJoaoOPW2ewmCYUI2l1zC/GkZ2/wYhu772MAMOzSGjr2luDK1s3BCak+nqGqpYpe47uV/TtU8dPMNYznGmgpYdnY1hKKjBBCypof1FSxIvN9DJ4u24suu+ZXeJ1t22ym0t9EojgnD3KqyhJZX1KKsnIRcvg64/E5UQm40G4G4/FBu88j5uYz2P8yBsH7ryDF78tnZZN93+JSp1loPqoXOmz5kVXzEKFQiLz4VMipKUFWRanGIxSi7DJ/8+N3jMdLmo69JdSaGlVZto2p0vxC+K6ufRMRDo8Hw86tYO7aCfKaqgj83wlkvoup9bpf0mHrbCjpN64KXS1nDELYGS/E3QtgPCfy8gN03jW/2u/lZyv2s47FoMM3GOT1B3iyMuAXl8D7/FVsGSfZ722p3mkmhJCGzH/DUfCLimsc9/rPi8j58F9jpsL0bFY1YNWaGTEPSiisNiGsLaFQiGTftwjefwVh5+4i413takx/9O7I9WqPZYhDVugH+Hz/P8Zfn7AzXjhpNQZPl7tVeyFKKBQi4dEr3Jm4Dkf0B+KYyRAcUOuLExYj8XLnGfBLqq5o0th3mYGyt/2dlrPrPCcJjssmYEryVQzx3gP7n8fAZupAjH7jjt4nVkO9uYnYn2fU3bHBHJFhg8PlovuBpZBRUmA8J/dDEtJehX3x40nP3iD2ji+rOOQ1VNHn1Frw/t1h5snJQtO6+jsg4iDVO82EENJQ8UtKEXHBm9FYIZ+PYLd/0G79TABA+Pl7EHwhkaqKw5Lx8F1ziHGljaRnwTDu4VTjuGTftwi/4I0UvxDwFOSg18YGlmP7QMOySZXj43wCcXfSeuREJ1Z4venQbui8Y67I7ZyFAgFeMXgLuD7wi4oRsPEYQg5dQ/PRvWDQ0Q4GHb6BiokeirJy8d7dE2/2Xq6yJm12ZDweLfgDsV7+6HvmN8h+lqg09l3mj6wmuSD01B3EetW+6x9b8pqq6O2+Gmbfdqj0MS6PhxZj+8KwS2ucbTWp1g07PlI20kGfk6vB4TbOfUv1ZsZov2kWHs5jXos6yuMRdFpbVvkx/w3HWMfQ4+DSOm//Dkj5TnNBTgGC7gejIKcAWdkZuHHnHLKymV3sy8gtwqWHUcjIlf76noSQuhfvHYCiDOb/Ew7e90/5rjSboxlcWRlYDO8B/XYtGc+p6Vwzv6QUz1bux4X2MxG4xR2xXn6IvvYYvmsO4qz9ZLzZ90+ly3AhR6/Do/e8SgkzAERe8sGV3vOQz7K27UfRN54iOzxOpLl1JT8xDa92nsWtkStxrMlQHDP9DkeNBuPBnO01NnGIvvoI96ZurPA1FWmXeVHD2mX+iCsjgwHXt8FmumudPlevjQ1GBh6pMmH+lGoTfXTbt1gsz+TKyaL/xY1QNmR2v6qhspszDJo25ozHR3lU3Vo79WUoojwesnr2N7OHodl33VnNERepTpozkjJxeuMFZCRlIjY+EvOXjURsfCSjudFJuZi85T6ik5gXUieEEKYiLviwGl+Qkomwc/eQE5OI+PsvGM8z+7YDFLTUWCfNX6oAIeDz4TXhN/ivP1JlpYDS/EL4fP8/+K3976z2h1vPcW/aZghKv1xbNyssFvd/3MY4xk8F/XFOpHn1KfdDEqsOdWFnvPBy++nyP4u2yzyUVYx1iScnix77l2Kw9x5ot5Z8yUO7OcMw9MFfjHcrm4/oCeupA2v93G57F5XXYW7MOFwuqxbsyc+DkZ+YVun1gI3sdpm1WzdHx20sLyOKkVQnzQZN9bHywmIYNNWHtWVr+N/LgrUls8t9duaa+HBmNOzMNSUcJSHkayPg8xFxiV3SDACv91zAG7d/WM1pMb4fALBKmvMTUsvLeH1KKBTi/g/bEHbGq8Y1fNcewssdZ5D2OgKeI1ZAWEMzCgCIuvKwyv+xVifjbZTInccamyeL/0LsXX/E+QTCb90RVnMdFo2FrAq7cmH1wbibA0b4H0I3t8VQ0PlyhzxRySjKo8/JNeiyeyF48nKs5nbZNQ/qXzh6xITdnGGwmdL4zjF/Cdv22lFXH1f4c8a7aISdY1c2s8eBpfXW+h2Q8qSZy+NCQVkeXB4XPB4PKipq4DGsfcjjcaGmJAceT6q/RISQepDw8BUKktnXgE969gYv/neC8Xg5NWWY/duqWNfJGmDRzCL5syMaQqEQTxb/heD9Vxiv8WjhH/in+xzGzQoEpXxE33jKeH0ACNpzgdX4xkwoEMBzxApc7b+Q1aXHhr7L/DkujwfbmYMxLvQ0Wi8cDa6MeGoWq5joYejDv2E5po9I82VVlNDnxGourniXAAAgAElEQVSR4jHqao+O2xtPeTkm9Nu2hKIe843Fz49hBGw6DrCoaW7avz30nG0Yj5cEiWeEeXl5WL16Nfr37w8tLS1wuVwcPXq00rjJkyeDy+VW+sfGpn6/QIQQIm5MLwBWpbojDp9rNqx7+a6MnJoytFqaM577+bnmgE3HRaqjWpiWxWp82ssv37L/XFFmDkKO3mAbUqNWlJ4NfmHNFVc+1Vh2mT8nr6GKTr//hFGvj8O0f/tarWXQ4RsM9z0AXUerWq2j18YGbf+9kMuUShN99D23vrzSg7TgcLmsWqHH3vZFaUHZPbHsqAS8d2dXNtNpxSRW4yVB4v8FU1JSsG7dOpiZmcHe3h7e3t5frNUnLy+PgwcPVnhNXV1d0iESQkidEQoEiLjI/miGKFqM61vhz3rtbJH+htm9jk87Awb9eQHPlruJNbYvSX0RynhsyOHrKM0rkGA0jV9j22WuiqaVGQZc34boq4/wcP4uZEewq+lsNckF3d0Wsz6O8SUOi8big+czRrWKeQpy6H9pI5RY7Mg2JuaunRBy+BqjsaUFRYi96w/zAR0RuMWd0ZGtj4y6OcCwUytRwxQbie80GxkZITExEZGRkdi6dWu1Y2VlZTF27NgK/wwYIPr5n5QPqdg7/xBSPqQiIvodRk3tgIjoqrs+fS40Ngu9f7mO0Fh2uySEEFKdpOfByItLkfhzVEz0YNTdocJrbM41p/i/g6C0FO/cPfFgznZxh/dFqS9CGbWhFvD5CNoj/jJzsipKsJ46EFw5WbGvXR8a6y7z5zgcDsxdO2P0G3e0XTcDMooMzrVyOOi4bQ56Hl4utoQZKNth7XV8FRR1az5z3X3/Uug5WYvt2Q1Nkz5tWH1toz0eIS8+BW8PMUu0P2oIu8xAHSTNcnJy0NPTA4AafxAKhUIIBAJkZ2eL5dkycjLQM9OFjJwM5OUU0LyZLeTlmBXklpfjwcZUA/JyDav/OyGkcWNbNUNUrX8eDe5ndzjYJM2l+YUI2HQcdydvEHdo1SrOykVOVEKN42KuP2G94yivoVrtx5sO6Yoxb0+g58FlGOF3EDr2VdeVrYDDQYtxfdHbfRWrElx1QRp2mT8noyAP5xWTMSbkJCxG9PziOHktNQy4uhX2P4+psauiKFSMdTHYew+UDLSr/DhXhoceh36F1b8XcaWVrIoSjHs6Mh4f5fEQgVtPQlBcwniOXtuWMOnlLEp4Ytegbrnl5+dDTU0NGhoa0NbWxpw5c5CXx+wCSVU09TXw3QJXaOprwNjQDBtWHICxIbOOMaZ6Ktg9tyNM9VREfj4hhHxKKBQi/Dy72+Ki0LQxr7KJhZZtU1advJ6vOsDqLVRxYXJE49Uf7HaZex1biREBh6o8g6ll2xT9L26Ey6VNUDEp2+TRtrPAsGf74bxy8hd30ixG9MTo18fR2301Wozrh5Evj6LL7gWQ11JjFZukdPv7F6nYZa6KqqkB+p1dh6EP/0bLGYOgoK0OeQ1VqDc3gdOKyRgfca7G+su1pdWyKUYEHILTislQMdWHrIoS5DVVYTXJBUMf7ZWqShnVMXdlXkUjLz4Vr3aeZbW+84pJEvnFRxQN5lS6kZERlixZAkdHRwgEAty4cQN//fUXXr58CW9v7y9WvZg/fz40NCq+RTJmzBiMGTOmLsImhBDGUgPfM9pFra2uf/0MXhXHC7gyMtBztmZV57k+pL4IRbOh3b748fTgSFZtdxX1NNF8ZE/w5OXwrcf/kB0Zj6Qnr8HhcqHa1BD67Wyr/J8yT04WbX+bgW/mDEfwvn+QGRKNktwC6Hf4Bk2HdIGmVcVNGJ6sDOzmDIfluL4I2nUObw9dQ+4n7c/rkv0vY2ExvEe9PLsuGXZqBcNOrdB935J6eb6yoQ7arZuBdutm1MvzGwKzgR2BHyWztnar5jAb2KnS66dOncKpU6cqvJaZybxuuagaTNK8cePGCn8eOXIkWrRogeXLl+P8+fMYNWpUlfN27twJR0fmbw0QQkh9Ca9F1QymWozvB+PuX/6ZqNeuZaNImqsTxLJltu2sIeW7xRwOB+rNjKHezJjxfCU9TTivmMx4vIKmGtqsmQbnVVOQ+f4DEh8HIfHJayQ+fo2M4KovYhp2bgXbWUMQ5x2Itwc8GD+rKo6/TixvuU6IpKk20YeOvSWrS7xMOS2fWOUvtFVtjgYEBMDJyUnsMXyqwSTNVVmwYAFWrlwJLy+vLybN1SkqKEZSVDL0zfVQKizG+7AgtGhuB2Wlmo9c5BaUIDg6Ey3NNKCiKB0XQggh9UcoFNaq1BwTcmrK6Li1+m5ZjaEbWXX/8y3JK8C7456M1+LK8GA7a4g4wmKNw+VC09oMmtZmsPm3m1xhRjaSnwUjLSgchWnZUDU3gHEPx/Jda4vhPZD2KhzJz6tvZf4l7TfNguPSCWL7HAhhwnxQZ7EnzRpWpmg2rLtY16ytBnWm+XMKCgrQ0tJCenq6SPPT4tLgtuAw0uLSEBXzHqOndURUzHtGc8Pis9Fn0Q2ExYvnUiIh5OuWERyJzHcxEn1Guw0zv3gx6SM2lwGZ4jBsGsVUbkwSCtOr/tkbdy+AVZk5i5G9oGyoI67Qak1BUw2m/dvDYdE4dNj8A76ZNbTCMQ+evBz6X9jAqmnER132LKSEmdQLc9fKRyhqy3HZhEqXmetbg06ac3JykJqaCl1dXZHm6zbRwVy3WdBtogMLcxtcPf0aFubMmqVYmajj6Z5BsDKhOtGEkNoLl3DVDB2HFrD9oeZKCSomelA2El8SyeFy0efUGrQV85nOtJdV71rFevmxWqfV3OHiCKdOqZjooe/ZdYx/GeFwueh5ZDnsZg+TcGSEVE3X0QpKYvzlNFO9FCEtC8W2nrg0iKS5qKgIOTk5lV5ft24dAKB///4irSsrLwt9M13IystCQUERlha2UFBQZDRXUV4GNmYaUJRv0CdYCCGNRIQkq2ZwOOj29y+Md2X0xHhEo/u+xWg+oieclk+C/c/iu4CdElh10hzn5c94Db02No3iOEpVjLs5oOO26o/aAABXVgZ9z/wG60nf1kFUhFSNw+XCfCDz7oA18bT7AMdmZWXmTj0/hWbLLMAX1H0ln8/VSUa4Z88eZGZmIj6+rKbmlStXEBNT9jbl3LlzkZ6eDgcHB4wdOxZWVmUtLj09PXHjxg24uLhg8ODBdREmIYRIRGboB6QFhUts/ZYzBrFKDvXbtUTkpdrvfJu7dobNNFcAZRfsOmydDQ6Pi8D/naj12lWdj8xPzmD1dbRu5CW/Ws0bCUEpH08W/wVU0edAQVsdvY6vhJmLZEurEcKEuWsnBO+/Uut1UvRLoT+qE0y1TQEAiVmJSM5JBo9b/0c16iRp/v333xEdHQ2g7AfrpUuXcPHiRXA4HEycOBGamppwdXXF7du3cfToUfD5fFhaWmLTpk345Zdf6iJEQgiRGLYXAG1nDcGbvZcZjVXQ0UD7jd+zWl8s55o5HLTbMPOzlzjosOVHNOnXDk+W/IW0l2EQlJRCTk0Zhl3toaClhnfHbjBaPq2KpJlJ2+JPmfRuGA0RRMXhcODwy1ho21ng9Z8XEevlh9L8Qigb68LUpT06bP4BCtp0hJA0DMa9nCGjKI/SgiKR1+CqymNv5xc4229b+WtZBdlQV2wY3+d1kjRHRlZdYudTx44dE/tz0xMy4HnIC/2m9kKeIAPbdi/BLz9tQRPjZjXOjUzMwZojAVgz2RFNDarvIkUIIdVhU2pOxUQPHX//CVFXHiIvPrXG8R3+9yPrxEnP2RocLhdCgYDVvE+1GNcX2nYWVX7MpKcTRvgeBL+4BLkfkqFqbgAuj4eoq48YJ80Zb6NQWlgEGYX/2iXH3WV+NEPFRA/qzU0Yj2/ITPu1g2m/duAXFUMoEDJrIU1IHZNVUoBJ7zaI8ngo0nwZZUX4TJOBoZY1Ojf/r2FKVkEWNJRqblleFxrEmWZJEQgEKMwvgkAgAJ/PR25eNvgMu1sJBEJk55dAIKi+9TchhFQn50MSUvxCGI9v+l03yCopoNveRTWONR/UGdaTXFjHJKuiBC3bpqznfcSVlUGbtdNqHMeTk4W6hXH5WWtGban/JSjlIyM4qsJrbC4BGvdyajBdxMSFJy9HCTNp0EStosGXBQrWtMXJ3FuY2/OnCn93M/MzG8xOs1QnzTrG2piyYRx0jLVhbmqJg7s9YW7K7Ie2hZEaLv3WGxZGDaMdKiGkcYq5/oTVeIt/65Kau3ZGpx1zwZWt+g1B4x6O6HNqLThc0X6M69XiiEbLmYNZNQf5SNlYl9Wu+KfnmnOiE5EdHsd4rklPyTY5IIRUZibKZUAZLm6PLML8d5sBADHpFUtzZhVkVZs0CwQChCSE4MUHyTdtotIQhBAiQdEskmZFPU0YdLIr/3Pr+aNg3N0Rbw9dRdy9AHA4HKiY6qPljEEwH9RZpJ3UkpISvH//Hlmaov34l1FSgPOKSSLN5XA40LG3ZLxj/GnSHMviaAZQdr6SEFK3lA11oNfGBsm+bxmN53C56Ht6Hca5OEBjXllt8pScisfSMvMzoa+mD6AsQX6f9B7+0f7wjwmAX5QfAmMCkVuUC3OYi/VzqQolzYQQIiGlhUWIvcP8SEHTIV0rlY3TsbdElz8W1DoWoVCICxcu4Ndff0VoaCiMoITlsGe9Tqv5I2tsoFIdVklz4H/NqOJYHM3QsDKFirFo9f0JIbVj99NweE1cV/NADgc9jyyHxbDu2HVnF2R4MojeHAUjDaPyITmFObj3rqxcZ3xWPAKiA5BblAsAaKbbDE5mTlgxYDmczZ3BS+ehx4EeEvmcPpLqpLm0hI+8zDwoayhDAD7S05OhpaUHOVm5GucWl/CRklUIXXUFyMnWf5kTQkjjk3D/JUrzmRfol0RXrY+2bt2KJUuWlP85AfkoBB8KYP7zTV5TFQ6LxtYqDh0H5ueaU1+GlV1W5HAQy6I+szEdzSCk3rQY1xcvfj+FtJdh1Y7r/OdCWE3oD76Aj91392Ck88gKCTMA5Bbmlv+7vpp+eYLsaOoITeWKXTMDAthV1xGFVJ9pTo5Oxv8m7EJydDJCw1+j28AmCA1/zWhucEwmWk65gOCYTAlHSQiRVmyOZvDk5WDcw1Eicfj4+GDZsmUVXhMCiEFu1RO+wHHpBMhr1K6aEJvLgCU5+ciOTEBmSDTyE9MYzzOhoxmE1BsOl4tv/9kCvbZV35solhfiSPdQfBsxD6v+WY2o1CisHLgCi/pWLjFsqGEIHpeHjUM34Oz3Z7DEZQl62fSqlDDXFaneadYy1MLk9WOhZagFNaEyDvxxE2YmzRnNbWaoiotre6GZIZWbI4SIJvraY8Zjjbo7QFaZWcdSNoRCIRYuXAhBFeXlopCDFmB2MU/ZSAffzKl9m2YNK1Pw5OXALypmND71RSjyE2ouvVeOw4FxdwcRoyOEiIOqmQGGPvgLQXsuIM7LDykB76HW1BA6Di3gsGQcugjjsP/+Aey8sxPrr61HP9t+0FLWgr1pxSNjQqEQHA6nwZSck+qkWUFZHpbOH+uIyqNLh36M56opyaGXI/vb4YQQApR1AcwKi2U83myA+FrQfurGjRtffNsyAGnoC2a1jJ1XTYGskkKt4+HKyEDLrhnjMnypL0KR/qbmWv8f6dhbUsMPQhoCGS7sF46G/cLRlT7kBAM4TXDCthFbcdbvLPbd348zvmfh2tq10tgnSx/DRLPqn1OJWYlllwKj/eH18K7YP4XPSXXSTAgh9YXNLjMAmH0r/lbIQqEQ69Z9+ULOB+QhFFmwrGG3WcehBaynDhRbXDr2loyT5hT/ECQ9ecN4bTqaQUjDMPSv7yAUCjGjy3R8a/ctZHiVU04VBRVM7TwVUztPRVFJ5U6CHA4HzuZlf6eTspPgF+X3b5IcAP9of8RllpWh1FTShCWP+dEvUVHSTAghEsDmPLOGlSnULcT/zta9e/fw9OnTasecQDh+Qktoo+pdZEV9Lbhc3gTeF+pFi4LNueaYG9XH/znjnpI5F06+PnlFeVCWV5bI2tFp0bgedB0/dP9BIus3BIPtB2GvjxsG/zkERhpGmNppKqZ1ngpzHfMqx8vLVt24Jys/C7arv6mQIDuZOWFChwlwMnOEk5kTzLXNERgYCKcdkr0ELNVJc1ZKNh5dfIpO37VHgSAbh09ux5SxC2GgX/PbkXGpefjzcjBmD2kJYx3J/KUhhEinktx8xPswL7QviV1mAFi/fn2NY1JQiO14jVFoBltogPfxfjiHA8vRvdH2t+lQNTUQa1xskmY2uDI8GHVpLZG1ydclvygfbTe2w+DWg7Fh6HqxdZfMyMvAxuubsPvubmgoaWB0m9H1dqlN0qZ1noZpnachMCYQ+x8cwC6vXdhwfQP6tuyLGV2mY1DrQZCVka1xHXUldczsOgM2hjZwNneGubZ5vXX7lOqkuSi/CKH+4XDu74BcfjYePvXEiMHTGc3NyS+BV2A8JvaV/HY/IUS6xHr5Q1Bcwni8qYhJc15eHm7cuIGEhASoqKigV69eMDU1BQA8evQI9+7dY7ROJorhhhAoQwadTWxw+NRxqDTRh6qZeJPlj7RbWQAcDiAUinVd/fa2kFVREuua5OukJK+EaZ2m4udzvyA2IxYHJu2HnEz15Wo/XlqrSmFJIf689yc2XNuIYn4xlrosxc99F0JVQfqLDTiYOuCvcX9i6/D/lZ9fHr53BPTV9DG542RM7zINzfWqL9KwynVVHUVbPalOmvXMdDFvX9lbH3rQxbUzzM/FWZtq4NmfgyUVGiFEirE5miGrosR6d1QoFGL79u1YtWoV8vPzy1/n8XgYOXIktm7dymiX+XN5KMWtuNdQc2gOZWXJvcMmp6oM9eYmyAr9INZ1qT4zEaeFfRfCSMMIkw5PRkJWAi78cB5qimqVxr2Je4OTz09BQVYeZ/3OYYTTcIxwHgEbQxsIBAKcen4Kyy+vQGxGLGZ0mYHVrqtgoC6ZX0gbMmV5ZUzpNAVTOk1BUGwQ9j84ALf7bohMjcSZ70/Xev3CYuY18UUl1UkzIYTUNaFQiBgWSbNJb2fw5GtuuPSpBQsWYNeuXZVe5/P5OHXqFE6dOsVqvU8JhUK8evUKHTpI5sjIRzr2lmJPmukSIKmtz3eLR7cdDQN1Awz5cyi6be2Oa3OvwkjDCDFpMTjtexonnp3Eq9hX0FDSwOSOk9HKpBW2em7D6itrKqw7xGEIbs67AWtD6zr+jOre1ZdXYW1oXe3usZ2JHf4Yswtbhm1GZj77fhj5Rfl4GfsSftF+5ZcC37xivjEqKkqaCSFEjNKCwpEbm8x4PNvzzL6+vlUmzOIUGBhYJ0lz+DnxlYiSUZSHfntbkeaWlJYguzAb2iqitwcnjd+O2zvgHx2AQ5MPVjiK0d2qOx4svo+2G9vBeJEJdFR0kJqbCgVZBQxqPQjrBv+Gfrb9yi+ypeWmQWdBxTbuoUmhOON3BiOcRqCl0X9NP0r5pTjy+AjUFdUxwnlE3XyiEsQX8DHt6HQk5yTDxtAGg+0HY1BrV7Rt2hY8buXuo4pyilCUq7k+PV/Ax9/ef8Pv3/JywfHBEAgFkJORQyuTVuhk0QmDTQZhw6UNkvi0ylHSTAghYsS21Bzb88xr165lNV4UgYGBEn+GuC8DGnZpDZ5czZeKqtJ7Rx+YaJrgxHR3scZEGhdjDWMsvbgMidmJuDDrPNSV1JFflI9/Xv6Dk89OobCk7O3/1NxUzOw6E9tGbK3yTLKWshZmdp2JfrZ94fKNC24F38I5v/P4/dZ2rLmyFrZGtjgwaT9SclKw5MJSvE14i4V9FkpF0szj8hCxKRy3g2/jyksPHHhwAJtvbIaeqh4GthqIQfau6GPTB0ry7O4e8Lg8bL+9A9oq2uhk0Qlze/4EZ3Nn2BrZlv+CExAQgA2QbNIs1W2048MSsLz/OsSHJeBNSACs2nDwJoRZb/IX4WlQdz2GF+HMW7cS0hB4e3vj+++/h6OjI7p06YJZs2bhzRvJv21FyrA5mqHdujlUjHVrHviv9PR0eHp6ihIWK3WTNDPrzspUbY5m2Dexx/PI55VeT05Oxvnz5/HTTz/BwcEB+vr65RcuDx48CD6fX5uQSQMQkxYD4b8XUke2GYlb8z3hH+2Prlu7IT4zHkk5SRi7fxzS8tKwe8wfeLcuBN1adMPRx0dxO/h2lWtyOBy4TdiL7xy/g6KcIgbbD4b79ONI3p6Ey7MvoZhfjLH7x2HQnsEwVDeE3wpf/D5yG+4E30HTpc2QW8iuvX1DoyyvjCEOQ3Bo8kEk/p6Ah0seYHKnyXgc/hhD/hwK7QU6GLRnMI4+Pspq3bANofBd/hx7J/yNGV1nwMHUocbLmeIm1TvN6rrqGDp/INR11aEolMX65fthZGDKaG4TXWX88VMHNNGlcnOkcSgpKcGiRYsqvXX/8OFDuLm5Yf369Vi+fHk9Rfd1KMzIRuLj14zHs+0CeOnSJZSWlrINi7WgoCCUlJRAVla0nVsmlAx1oKirgYIU9ucZq1Kb+sxtzdvgD68/EJsSi8f3HuPevXvw8fHB27dvqxx/9+5d3L17F1evXoW7u7tEL00SyYlOi4bNqpbYPeYPTOs8DQDQzaobHi5+gP67XNB+UwfcnHcDsf/7AGPN/+qoe86/iUmHJ2Pf/f0Y6jAUfAEfc07+hJ7WPVDML8ag1oOqvDAYmxGLE89OIjQpFHbGdni//h0UZBXQRKsJAMBQ3RBRaVF4FvkMvWx61c0XQcJ4XB46Ne+ETs07YcuwzXif+B4erzzwz4srOPHsJCZ1nMR4LS63/vd56z8CCVJWV4JzfwcoqytBU0MHI4ZMh6aGDqO52moKmNTXEtpqtW8bS4ikCYVCTJ48udqzritWrMDu3bvrMKqvzwfP5xAKBIzHsz3PfObMGbYhiaS4uBjBwcESfQaHw4G2mI5oyGuoQsehhcjz25i3AQDYdLXBqFGjsHfv3soJsyWAbhVfunz5MubOnSvyc0n9MtM2w9i2YzHv9HyEJYeVv25rbIsnyx5DQ1EDnbZ0RkRqRIV58rLyODn9BC7+cAF8AR8HHx6E2303jNo3GhMOToTpEjN4vPQo73CXkpOCuafmwWZVSzwJf4LDkw8hcFUAMvIz0OxXC4zZNxZ+UX6wMbSBlrIWHoQ+rNOvg7jkFuailF/9L/UtDFrg574/4/5iH1yfe00sz+UL+Hib8BbXg66LZb3qSHXSTMjXYtWqVTh58mSN49atW4eCgoI6iOjrxKbUnLymKvTbtax54L9SUlJw9674Ls7VpC6OaOjWItH9lFEPR3B5lS8ZfSSsoR70no17gCIhchWqeFucA6AdgG4cgP/vnz9x5MgRvHv3jnXM9el94nvs9dlb32E0CDtH7YCBmgEmHJxYIeEz0TTBg8X34dDEAX2298V5//PlHxMKhXge9RxLLy6D8SITzHL/AS30W2Ck80iMbTcWxprGGLRnMPR+1ofRL8bQW6iP/Q/2Y/3gdXi//h0md5oMHpcHR1NHyMvI47TvabTZ0BY/npiN9Lx0HH96vD6+FLW2/fZ26C3Ux4SDE3HO7xyyC7KrHV9VW+2afEyQ3Z+6Y8GZheiypSvU52qg5SpbrLy8UtTQGZPq4xmEfA0OHz7MuCZvSkoKzp8/jwkTJkg4qq+PgM9n1fLZtH97cGWY/wi+ePFinZ6hDQwMxOTJkyX6DHFdBjSp4WjGwrM/IzErEd93m4luLbpVKCnm5eVV9g5MfwCfHy+XA9ATgBGAx0Kgis13gUCAw4cPY/PmzbX8LGrnddxrRKVGYWDrgdWOO+N7BtOPzoCJpgkmdZjEqHKBNFNRUMHxacfQeUsXbLy+sUITDXUlddyYdx1TjkzFSLdRmNllJnRVdXHy+UlEpETASMMI49uPx9h2Y+Bo6ljh+yo4Phjn/M/BzWcfgLLmJq/j38Av2g9dLLsAKEsa2zdrj7cJb7F20BpM6TQFzfUssOLySpSUljDqlteQDHUYihJ+Ka68vAL3p+6Q5cmih1UPDLYfBNfWruXHUGqj5SpbvE96DwCw0LWAk5kTXFsPhJOZE3jpPPS43KPWz6iOVCfNuRm5eHHvNex7fINCQR48bp6Aa/9x0NHWr3FuckYBzvpEYmS3ptDT/Lp/qJCGy8vLCzNnzmQ15+7du5Q0S0CKXwgKU5mfz2VbNePs2bNsQ6qVuthp1mvLfKe9OiZ92lT7cWsDK1wPuo4e23qihX4LzOw6A5M6TIKOqg5Wrvx3dyoFgNUnk9QB9AUgD+AmgPgvr+/h4VHvSfPf3nux12cv9o4vuyT1ucKSQiw4sxB7ffZiTNsxcJuw96tPmD/qYNEBKwaswG9X16H/N/3Rtmnb8o/Jy8rDfdpxBMQEwO2+GwBgepfpODBxP7q26FplGTUAaGnUEquNVmO16+ryBPqc33n4RvqWJ81Z+Vm4Mfc6Svgl5dUkulh2QVFpEQJiAtCuWTsJf+biZWdiBzsTO6wb8hsiUyPh8dIDV156YN6Z+Zh9cg4cTB0wqPUgDLYfBPsm9iK1wt44dAM0lDTgaOpYqf14QACzQg+1IdXHM3LSc3HX3Qc56blISU3A7v1rkJKawGhuYkYBNp98icQMeiubNEzBwcEYNmwY64thTFsrE3ZYlZrjcGDar23N4/6VlJQEb29v9kHVwosXLyBgcT5bFOoWxiLXVv7IuIcjNK3Mqh3zfbfvEbLuLe79chdOZk749dJyGC82Qf/NLngS+e+RmhQAShxAGYAJgMEABACuoOqE2QZlCTXK/i5GRERUMaju/DFmF37o/gNmHv8ea66srXAkJSw5DB03d8LhR4fhNmEvTkx3/yraN38qITMB6XnpX/z4igHL4WjqiHEHxleqXsHlcuG7/Dm2jdiKwr8KsH/iPvSw7gEel4fbwbcRkxZTab1PX2tp1BKrXVfj9dogzOs9D8Wlxdh9dzeaL7dEv5zr40YAACAASURBVJ39K5RfczR1hJKcEh6EPqi0ZlZ+Fvbc3YPddxv+3ZSmOk0xt9dc3Fl4Gynbk3FqxklYG1hj552dcFznBP9of5HWHeY0DL1selVKmOuKVCfNhhYGWHVxCQwtDGBjZY8A72zYWNkzmtuqmRZiz45Bq2ZaEo6SEPaSkpIwYMAAZGVlsZ4bHR2NqKgo8Qf1lYu4dJ/xWP12LaGoy/yH/vnz5yWewH4uJyenThJB55VTABF2nICyhibtN//AaCyHw0F3q+44OeMEYv/3ARuGrMfj0MfAQA4wDMDHNyB7AegHIAFlCfPnxzJ5ALoD6MQBPinGdPXqVZE+B7biMuLg/tS9vGYwUFaVITM/E7vH/IFN323EWo+1mHFsJkr5pTjndw6O65yQU5iDp8ueYGbXmZV2+JKyk+ok9vq01uM3GC8yweTDU/A04mmlc+6yMrJwn3Yc8Znx+PncL5Xmqyqo4ue+P5c3MAHKzjZPPTINZkvN0WFTRyw6txgLzixEmw1tYbbUHBEpFf/+CIVCXAy4iJarbDH31Dyk5qbiaeRTFJcWV4ijfbP2FS4D+kX5YfrRGTBaZIwFZxfiTZxkL+mKm4aSBka3HY2TM04gZXsy7v7sBUdT0avd1CepTpoJkUb5+flwdXWtVeJLu83ilRUWi/TXzBNMtlUz6vpoxkd1cUTD7NsO6LJ7ATgsy0kp6mqg34UN0BfhiIeuqi7G2o1F/rE84JoQSAfQ+t9EUo8DvABwG0DJZxOVAAwEYA7ASwiE/vchDw8P1nGI4lXsK0w4OBHJ2cmISInAtCPTYfFrc/hF+4HD4WCpy1IcnXoEBx8ehOwsOYx0GwWXb1zgv8IP9qYVN42EQiHcfNzQdFkz3AuR7p8Jvw1ei9Wuq+DzzgcdNnWE4zonuPm4VdhVbmHQAjtGbce++/vg8bLm/54cDgePljxED6seeBrxFNtubcPOOzvhF+WHDhYdKlWSmHZ0Oka6jUJ4Snj5awXFBQiIqXisoGuLLvB844l99/fBeX0btNnQFreCb2GZy1LEbI7G3gl/1/KrIV65hbnou6Mfdt7ZWekXhc/Jysiih3UPsZWPS8xKxLVX1/Cbx29YcGahWNasjlSfaSZEGk2ZMgW+vr61WsPb2xtTpkwRU0Qk4pIPq/FszjPHx8fjwYPKb9WKwtnZGenp6Yx3kAMDAzFihOS7lNnNHgbjHo7wW3cEKX4hyIlKAEeGBxlFecgoyoOnKA8ZBTnwFOWhZm4IvXYt0XLGIMirq1S77m8ev0GWJ4spnabAQN2gwsf+/vtv8Ev5ZTvKCQAChcBwDpAnBKp651gXQB+UHdnwAPBZ3ysfHx9kZ2dDTa1yfV5xUlEo+5zT89JhZ2KHZrpNUVxaXCH569y8c4U5e8burlQ3OKcwB98fn4VTz0/hh+4/oIOFZNum1zc9NT0sdVmKxf0Ww/ONJ/b6uOHHE7Ox6PxiTGg/AbO6fQ87EzvM6DIDHi+vYsaxmYjYGF5l57qC4gJcC7qGk89O4VrQNZTwS9DLphcGthoAOZ4cbgXfxs3XN2G10hrtmrbDCOfhGO40HJM6TMSRx0cq7XI/CH2A9s3aAyi70HnG9yyKSovw/fFZGNBqADzmXIGLncsXz0/Xt5TcFMhwZbDkwlIsOLMQ3xh/g0GtB2FQa1e0MW8j9vrKu+/uxp1gL/hH+yMuMw5AWRdGS554u4xWhZJmQhqRK1euiGXX8d69exAKhSJdxCCVRVxknjSrNNGHrqNVzQP/df78+RpLpn3q4sWLKCkpwY4dO/D69Wvk5eXB0dERI0eOxIIFCzB79mxWSXNd0WrZFE1WjcZ7Ly/k5eXB3NwcLi4utUpCU3JSceDhAay6shpD7Ifg+64z0dO6J4qLi+Hm5lZxcCaAg0Kgqi+1JYDOKDv3fAdAYeUhJSUluHXrFoYPHy5yvEwoy5U1UuEL+eBxeVg+YDmMNYxRzP/vLf6C4gLYGdthbq+fsPzSCnTa0hk3591AM91mAMp2q0fsHYn4zHicmnESo9uOlmjMDQmXy4WLnQtc7FwQkxaD/Q8O4MDDA/jL+y90at4Js7p9jwOT9uNtwtsqE+ajj4/ip1NzkVOYgzbmbbBl2GaMdB4JIw2j8jE/9vgR2QXZuPrqKs76ncPySytwzu88nv76BBuHbsCyi79WWPNB6EMs6rcIU49Mw+FHh8vPm2/6biOWuiyV7BdEDJrqNMX1edeQU5hT3j7b7b4bNl7fCH01fbi2dsWg1q7oZd2LdfvsqvhF+aOgpAATOkyAs5kTnMycYKZthsDAQDhtdxLDZ1QNYSPl7+8vBCD09/f/4piEiCTh5nE7/s/eWYdFlbZx+B5aUBFQEEFEFEWwUDERO9buXj/btbsDa621u9ZWbBELWzGxwBZRkFBQBJSSPt8fR2KYAWYQdNflvi6u3TnnPe95zwgzz3nO7/k9QpDPB+Gl92OhfisT4aX3Y4Xmf+obJlj977Dw1Dcst5YsCIIgPHj0SqBYU+HBo1cy+0KfPhD2lkUIfZr5NeXz3yU5OVmwtrYWEL/Wv/vnzZs3P/uSfgmi3n0U1lNX4R+3USuUmr9u3boK/5vq6uoKsbGxUscnJCRIvd6wYYPC8xkaGgrJycnf/R5lh6enp9CoUSOZ82tqagrr1q2Tu4ZzT88JnTd0EaJio7KcOywqTFh9cbVgPdtGYJBEKDOtrNB1flcBLQXeAwkCtRAYJBGwR0Ali7FqCH379s2rtygVryAvgUES4ZrXNantJzxOCJFfI1NfJyUlCYIgCG8+vhEsZ5QTDMcZCW8/vRW2um0VtIYVECrPqSK8DHqZ5+v92XyJ+ZLt73B8Qrxw+P5hocnypkLdRfWyHHvX564wx2WOcNfnrpCYlJjt+ZOTk4UvMV+EF+9fpG47/vC4UGqKufh7NUgi6I3WF5KSkgRnD2fh0L1DQlxCnNS/pbw53V65Cbtv7c72/D+LxKREwe2VmzDx0CTBckY5gUESocBwbWHh6YV5dk5F4sLv5ZfONOvoFvjWEbAAKslF6dpemY6AmvRtbolBYc3sB+eTzw/g5s2budql7cqVK1hYWOTafP9VfJ2Vk05YdGqQ/aBvBAQEcOuW4q4cHTp0QFNT+jNLLYMXtK2trcLzffz4kaCgIEqUKJH94BwQGRmJo6Mja9asketBHRcXx8iRIwkKCpLxIt924288fT3p37c/Vy6LT06MjIyoXbs2Dg4OODg4YG5ujp6OHqObjGZU41HcenOLzdc2s/fWPugJ+AEvEOUZGVHAoxkAPcAO0ITTZ06TlJSEahaNVr4XHU0x0xwdFy21/br3Deadms/p0acwKmyU+kjcopgFN6fcYPn5Fcx0nsXeO3sZXH8wq3us+k9Yzg3fN4J7b+8x1GEI/er1Q19HtrhfXU2dLtVFCcXX+Kwds+xK22FX2o4Tnic4d+YcXWt0JSY+hqteV0lISiBZEAt261vWx0zfjDs+d+hao6uUPKaDbQfaV23Pqw+vCAgLwKCgAQIC7au2Tx2joaYhc+7PMZ/Zc2cPm65t5vn759iZ29Gndp9/5BNDVRVV6lvWp75lff7quhSvYC9cHrlQsUTFn7207+KXDpoL6ReiSR/xC6oQhRg1ZI7CxxbX12Zaryp5tLJ88lEemcfJ38mVK1cYOHBgrs75X0QZ1wwtA12M7SvLbI+Li2Pt2rWcPHmSly9fUqRIEcqXL6+0dr1bt27ZjqlcuTIqKioKu3Gcun6Ki58vMaBef1pWbKnUejJDEASOHj3K2LFjeffuXbbjFy1aRIcOHahRowYg6nmP3T9G0p0k3jxNa38cGhvKc4vnbJ++Hd6Dqakp9evXx8HBgVatWlGvbD0SAhPYM2IPlAWsgNYSeCNAxjq4akBRMvdo1gGqI0o3IoD7EPopFHd3d+rWrav8m6IgKUFzVFyUzPYHfg+ou7germPOYmmUpu/8GPERl0cu+If5s3fgHnrX7p3p/EnJSYRFh1GsUMZOL/9O/mgwlKTkJKYem8b04zPobtedYQ3/oFbpWnKDTUVvJNpXbS8V5JYoUgK/UD80VDUwLmKMUWHRjiWzhh4SiYTyxctTvnj2Uq17vvfYdG0zTvecSEhKoEPVDqzpsZpG5Rv99ID51KNT6GrrUseiTpYd/soXL8+k4pPydC2x8XJ0U7nMLx0055PPr0JoaCiHDx/O1TmvXr2ar2v+TmLDInh/VXFDffP29WW6AAYEBNCiRQtevHiRuu3jx4+8evVKqbXo6enRtGnTbMdpa2tjZWWV/VMLbcAWhl0cjom+Cb/X7qPUejLjzZs3jBw5EldX18wH6SM6WnwjOTmZ+fPnc+LECQAmbJhIUnIivM5wnCVQXAI1BHgIge8CcXJywsnJCYDffvuNGzduQBzw7NuPkSDTGhuA++L+GaNnsHDhwjRduSZQBbBGdNe4BXghFggiumjkadCsIT/TrPNNK+oT4kPdxfU4PfoUNUvXJCYuhkbLG2NU2Ij7M+5hZWwld94XQS/YdWs3e+7soZpZNU6Ocsmza/iR2FvaY29pz4eID6JP9bUt7L69m6olq/JHg6H0rtU7tbgyJ7wKfoXTPSf2uzuldqorVqgYnat1pmuNLjhYOuSoXXRUbBQH7h1g07XNPPB7gJm+GTNaTWdAvQEYFzHO8Xqz41HAI7bf3MH89vNkikefv3/OgJ0DCY4IJllIxm/xW5a4LuXG6xsYFDQgNCqUab9NY1qrqXnuAx4TF4NngCcP/B9w/+0DHvg94PmTvLfiy7ecyyeffwG7d+8mLi4uV+d89+4dr19njDryUQa/UzdJTlS8tbVFRwep11+/fqVDhw5SAXNO6dixIxoaso905ZGlREMDUW7QDSgNNjHWvFrgRdsqbTM9JKO1Vmbs3LmTihUrZh0wawFtgaZIpXVOnjzJ69eviYyMZI/7HghAtiDPEtH9AqClRLyGqogWcepw9uxZIiMjpY/5AATLuyjxCeXkyZOpVauW6M9cGXFOK+ARcAhR3pEuaZ8bfs3JycksPrsYt1duUn7MIEoJNNQ0iI6XDpoLaqYFfp+iPtFoWWPOPzuPtqY2x4cfw33aHZmAOSw6jA1XNlBrYW2sZ9uwxW0LHW074piulfSvglFhI6b+NpXXC705PfoUJfVLMnzfCEpMMmH4vhE8CXyi1Hz77uzD7s+alJ9lxRyXuakBM0BIZAibrm2iyfKmmEwy5UuMcn76K86vwGSyKUP2DMVY15hTo07is+gNM1rPyNOAGWD5+RU4ezjjF+rHCc8TUvtK6pfkgf8D/EL9kCBBIpFwbdJV7ky7zVCHoQAsOruIouOK8dvqVmy8upHA8MA8WWfPrb2ot8SeiYcn8TzoOfZl7ZnealqenCs9v3Sm+WvkV157+FLWtjTxQiy37l6kbs2m6BbOvqlAeFQcVz2DaFjVGL2C+brmfH4egiCwZcuWPJn76tWrWFrmvU3Pr4oy0gz1gtqYNq0htW3p0qW51vq1e/fuCo+1tbVl37590htVARvELKoK8AR4DFGmUWipa8nMkZCYwMqLK3G6ewDPAE/UVdWpWrIqQxsMoW/tvqirqUuNX7duHaNGjcp+cbHAZaARYvB8AYgS/w7Wrl2LioEKSXpJYiY4PUaArgTuCPAUKCaIwW2NdGlkVwGU+A7v378/2jraGDc0htJAAcQg2QO5DhoAT72f8sL7BRUsKyh+ogwEhgey+OwSvnz9goaaBjXNa+JQzgGHcvWpW6YuOho6Ml3rUmQbKRQuUBgzfbH7Sr2y9VK3JyYlcu7ZOXbe2oXLIxeSkpP4reJvHPnjMG0qt5Fq3vFvJjk5Wa7VmaqKKq0qtaJVpVb4h/qz5fpWtl3fhvcHby6MP6/w/NHx0dx/m/GXUJZ6Zeuhq62r1NpN9EwY3Xg0g+oPpJRB1t0uQyJDeOD3IFvpVPCXYNZdWc/cdnMyta4LDA/E6Z4TSzot5uD9Q2y+tpm2ldumvo+FtApRx6IO172vp1o4qqioUMuiFpVNK7PwzELmtHOkSIEiuDw6ySin0QzfN4LqparTrkpbpv02TeZzIafMaefInHaO2JSwSdV/P3z4kD/5M1fmz4xfOtMc/uEzBxYeJfzDZwLf+zJ2WjcC3/sqdKzfhyj6LXHD70NU9oPzyScPuX79Oi9fvsyTufObnOSchOivBJxzV3h8qVa1UdNKC0jevn3L4sWLc2UtBgYGNG7cWOHxtra2UA9Rt1sYKI+YQa2BKHk4hOhVnAC+vr58/vw59dgUmcKAXQOZcnQqngGeACQkJXDv7T0G7RpMr23Smtn3798zdaoS1lkBiF7I6ojtrL9169u+fTubL2+Br4I4Jj2WQJwgSiVAtIe7Dtz/lnmOF8Tsc3fEG4NspKsSiYRRo0bh/dEbl9CTYjb6CHAb+QFzukz0lN3fZxNmZmBG6KpPeMx6yF9dlmJU2Iit17fSctVvFBmtR3hMOFOPTcPZw5lPkZ+ANNkGQJMKTfCc7SGTWZ5xfCamk0vSZm1bvIK9WNRxIYFLAzg5yoXO1Tv/MgEzQI+tPem6qRuXX17O1LLRzMCMBR3mE7DEn539dyg1/0D7gdiZ22U5RlNNk+Xdlik1L0B3u+7M7zAv04BZEATcXrnRa2tvTCeXpOOGTtjOq8at15kXDd/1vcvis4vpsaWnVAfC9Ky9vA5tDW0G1R9EswpN+RT1KfXvO4Vm1qIErHhhad/zlK6SdSzqMKbpGC5NuEjIio/sH7wPS0NLTj4+lSOZSmbYmtlia2Yrt2AyL/mlg+bipY2YdXQyxUsbYWVZhQdXvmBlqVhxXyVzPQIO9qCS+c/pb55PPikoWwBoYmKi8NgUXXM+yhNwzp3Er4pLZkp3lHbNmDhxIrGxuVO40rlzZxmXjKyoUuXb52BFoJsE6ktARwLOiEFhBgMBT09P4hLiWH1xNVXmViU6LpolnRdTumhpufOPbDRC6vWaNWuIjo6WOzaVjN9G4cAJRP/kVoAlREVH8dUkBt4gJYlADbBAzAKn7+InQbwheC3AbuCEIDpl2CK6Z2TRybd169aULVuWCsYVeLPwNWZvzGRbaqecoxziTUdNCahDxP20gQfvHaTynCr02fY7d3zuZP0epENVRZWqZlUZ3WQ0R4Yd5sPyYF7Of8GmPmnd4Dpu6ETbde0AqGhSkY19NvBi3nMujDufWoiWnrDoMLrbdefhrAc8cvRkfPPxMk1f0vNv/mxoWK4Bz94/o8nypljNqsDKCysJiw6TO1ZdTR0TPcU/N0H89zn8xyGZRjIpGBU24uQol0z/RnLC55jPrLm0BhvHijT4qyH3/e6zsOOfOLadzePAx5jqmaaODQgLICAs7c6yXdV2HB12BJdHLrRf34GYuBipuSNjI9l8bTND6g+hcIHC1ClTBx1NHc4/l86+N7duDiDze5MSNKffrqejR8+aPXEasp+7091/ifqZXzpoVlFVQUtHExVVFVRVVSlYsLDCVkCqqioU1tZAVfWXfovy+Yfz6dMnjhw5ovB4Q0NDVq5cqfD4oKAgpQvO8hFRRpqhoqEu1Tr70qVLHD16NNfWoow0A8TMdKnAUrAfMRMbK4AgiHIIByC9bFICW65spfwsK8YfmkDN0jWJTYilRJESXBx/AWNdaY1lz5o9aVA+7QYhOTmZ7ae3Z/1tUwUxMM6oAokDziK2q24ggc6AtgQy/sqWQpz/WYbtpYFCEnj87XUI4IZ43Xe+vc6EMWPGpE1ftBRt28rRdJsBnQAHSZou+gHcvnwrVTsdnxjPk3dP2Oe+jzqL6jL2wLgcBaMpbguDHQYjbE1G2JrM28W+rO+1DhDdCf5o8AdWxlaZBicb+2xgdY9V2JrZZjomJi6G/e77abGyJeMPTVB6nf8Enr9/ToNyDXg29ynXJl2lmlk1phydiskkU/rt6I+7j3uu3BCUMijF1UlX2NRnIz3selDBuAItbFrg2NaRx46PaGbd7LvPIQgCd33vMmDnQEpMMmHC4YnYlLDh4vgLvJz3gvHNxnPo/mFaV26NmYFZ6nHLz6/AYan0jXr7qu05M/o0172v02JVSymt9fYb24mOj2Z0E1FCpaGmQaPyjbjw/KLUHDXMa1BEu4hMpjk4QvwDyLg9hV8hYIZfXNOcTz7/dnbt2kV8vPxHafLo378/9avVpBkm6KOBBqq8JgIPQolFfsHa1atXKV9e8Q51/2bu+t7lwL2D3PG5g46GDuWMyjG6ySiFbJ/SkxSfgN8pxf2TSzatgUZh8fF5QkKCYtpeBTE0NMTBwSH7gRmwtbXFz88PPBF/CiLasFkC5SQQKYhBqy44vXfCWNeYTX02MthhcOocFsUsOD/uHA3+akhYdBgFNQuyrOtfUudxOu1ESI0QMSObWa3Ve0Q9dXtEDXP6hGAycAMIE6Duty/eDLV8lEMMrDNa7FYBAgTp+QDiydx3GbCxsaFJkyZS29q2bcv69evFF0aIxZLFJfBOgKuC2Fa7hOjEER8fz/nz5+ncuTMqEum7hdWXVlO6qDljmo5BHikZQEU6p5UyKJWt5lURBEHg1ptb7Lq1m4P3DxLxNQL7svbUKl3zu+f+0QiCwICdA4mOj+budPdvWnAHKfeMXbd2YWtmyx8NhtKrZq/vcs9QVVFlaIOhDG0wNBevQuTko5M4uszBw98jU/eMu7538fD3YEGH+VLHXnp5ibehb4mOi5bSuzep0IRL4y/y2+pWNFremHNjXdHT1mPVxdV0q9FNyiKvmXVTJh2ZTExcTOrvo6qKKk2smmBU2FDqfMFfglFVUcWgoEGuvw//JPLTqPnk8w8lJwWAzTVK4VJlIB0ohQPG1MaQPpRlITWoiHyp0X9B15ycnMyUo1OpvagOKy+s5Pab21x8cZENVzdQYbY1I/aNVNi3GOD9VQ/iPmeM3DInvTRj/fr1ueKWkUKXLl2UkmakIOOgEYUYPB8G7gpihraoBNQlWDwpjZ25HROPTOKhn3ThYkWTipwdc4aCmgVxbDtbqp0wwLQT00UNcPpLrggMkkBKrVwIohQjDjHbLS8OfI6oS+bbmJRvr4KImfGMAbkJYJAuy6wEo0ePlsmMNWjQgALGBURXj7YSMeV0RhAz4aHfBqVLXqbY48krRpt0ZDK+n+TX1xy4d4AiY/Sot9ieacemc/bJWaXdFxTFP9SfBacWUH6WFfZL6nPu2TnGNBmD95+vuD7F7V/ZXlsikbDtf1vx/uDN1GNpbgoZ3TNM9UwZtnc4g3YPzmK2n0tkbCQmRUyydM/YdG0zpQxK0cKmReq28Ohwnr57CkCzlc35HPNZ6phaFrW4Nukq7z+/x2FpA9ZeXsvb0LdMaDZealxz6+bEJ8bj5i39VK2ZdVMZeUZwRDDFChXLtMjwV+GXDppDAj6xaex2QgI+4ePnRfcBdfDx88r+QMA78AtNJ57BOzBvPqzyySc7rl27ppR0YqBNQ17O30titGxHK01UGYIV1ZDNAvwXdM0rLqxgqetSudcpCAIqEhW5wU1m+By/pvBYiYoK5u1E3eOHDx9wdHRU+NjsUFdXZ9y4cUod03FDJwzHG1GxipzOXHpAc0Rt7icBLgiwX8Dvvh9be2/BqrgVLVa15GXQSwRBIC5B1HTXLF2T1wu9GddMei3H7h8nQBIgSiFSXOkkiAVzIBYepkgyooFTiO4WzSRiljgju4HDgijDSLnHKYvY2S+j3rgyECLI7/aXBfr6+vTpI+tJraWlhUXDMmAAXBFE/XfGpicCqZ7Pe/bsoUyZMixeJF3sqaWuxajGoyikKd/HtrFVY1Z2X4Gpnik7b+2k1ZrW6I81oPr8Gow9MI5jD48REpmFriQbBEFgz+09NF3RDPNppVl0djF1LOpwecIlfBf5MK/9XMoals3x/D+Kq15XqbfYnvDocN5+eiu1r6JJRZZ2WcKaS2twfSptb5jinuEy8gS+i3yY227Oj1u0kvSq1YuTo1xoXbm13GA0PDqcA/cOMMRhsNT+m69vAnBgiBMvg17ScFmjVM1xCpVMK3FjynW+Jnxl/KEJmOqZUq2UtMi/fPHymOqZcv75BantzW2ayykE/JipNONX4pcOmtU01DAsVQw1DTU0NbQoa2GDpoasdZI8NDVUqWBWBE2NX/uuKZ9/LsoUABqiRTWvrL1yVZHQh7IYZbAN+PDhQ565c+QlHz58YNOmTQwYMID//e9/rFq1SpQbZCAyNpK/zmVewV6lZBX+6rpU4fMKyclKtc42tq+MtqGY5Z82bRoREfKqyXLGxIkTKVtWsQAnOTmZOS5zcfZwJiQyhN/P94XakHofpYKoK9YFLn0LCv2AGEhKSuKt91vOjjmDUWEjKsy2ptzM8ozYPzJ1/p5betFxQ6dUz+bYhFiG7x4uyhfepluIMaIu2VUQg8z0CoBE4BLwUAA7CTREdKVIzxfSHDL4tv9RhjFFAZOcZZmHDBmCtrZ8acToJqPETPybTA5OFzQD+Pj48PjRt0UkCWj7FmBXq50s77aMooWKyp3CvKg5IxqN4ODQA7z/6x2vFnixte8WKplWwuWRC503dsFwvBHWs204eO+g0tcnkUhYfWkNSclJbP/f3wQvD2LXgJ00smqk1I3jz8b7gze3fW5z6eUlys+yknkCMqrxKFrYtKDfjv6Z3mSYGZgpLc36J7H79m4SkhIYUG+A1PZrr9ww1TOlW41uuE2+xoeID9Rf6oB/qL/UuLKGZVncaREg2s15f/CW2i+RSGhu3Zzzz6SLAUsXLU1ti9oIgsDr16/Zu3cv59xcCfQOpEGDBgwZMoTz58//ksmYf89fSA7QMypCp3Ft0TMqgolxKf6cuQ0TY8X0X2aGBVk7ui5mhjnXOuWTT04JCQlRqlCst4YVJGYvL9BElYGUQz3Dn/7Vq1eVXeJP5fDhw9jY2DBs2DB27NjB7t27GTduHDY2Nqxdu1bqw7qQViG8/3zFajbEdAAAIABJREFUok4LZVoDa2toc2Cwk5QPcXJyMn+e/pPw6HC55w6+84yY4FC5++Rh0UmUZri7u7Njh3K2VpkhkUhYtGgRf/4pepI+DnzMgbsHMpWYhEWH0WZtW+admseCDvN57PiI4Q2HISmrAh0l0BGxw90VRFs1OcoBd3d3QiJD0C0ges6+/via2ha1ANEh4orXFU4+Okm/Hf0RBIG/zv3Fx5iPYse89FgAEd/8ku8h6qczGj08RAzczYHWiN0JM+MB8Cntpa6uLq2mtqa4dnE6VeukVCBoYGAgVQCYkfZt2iMRsihoyhA0A5AEvBDgEMRciqFHux5cu6bYkwqJRIKlkSUD7Aews/8OfBa9wX+JH/sG7cXB0gEDnZzpR69PduPKxMv0q9cvy85tz949Y/KRKey8uTNH58lLgr4EYVjIkHZV2lGxREV6best5QghkUjY0W87SclJDNo1+JcL4ARBYNO1zXSy7SQjlbj26hoO5RyQSCRUNKnIjcnXSUhMwH5pfbyCvUhKSmLLli20bduWIX2HoP1FG4vY0nzw/SBznmbWTXn2/hnvP78nOTkZNzc35s2bh223ahQtVhRLS0t+//13fIJ8+OQfgpubG1u3bqVFixb07t2bqKhfy7b3lw6a88nn38rOnTtJSEjIfiBQET3KxmdfNJSCCTp0xlxq279J13z+/Hm6detGaKhs4BodHc3o0aPZuXOn1PbCBQoz9bepvF3ky5qeq1Otmdb0XC3jZbvs/DJmOs/CI8BD7vl9lXDNANBvVIXly5fTuXNnpY7T1NTk5cuX3L17l+XLlzNq1Cj69evHsmXL8PX1ZerUqam62xOeJ+i5tReV51bh6IOjUsGzh78HNRbY4e7rztkxZ5jRegaVTCvxV9e/aPKxMZwTxOytHdASUbOb4kaRgjYsur4IG8eKBIYH4tjWEaPCRqy9vI6ExASmHJ2KqZ4ptS1qE5sQS9CXIBaeXiQ2GUmvcFNBDIRTMrVewEcB6oF9fXv69++fNtYX0atZB7FAUMH4cNioYTwKfoRjp9kcPXIUb29vRo8ejY6OTrbHbt68meLFM3/EbGRkRM2aChbHSRCLKo2Bm4jyE8Rgp3///nz9+hVBEIj4qtyTh5L6JelVqxebft9IU+vs26bLo4BG5ibVoVGhrLu8Drs/a1JxTiW239yeqVVbdviH+vMqOG/ced5/DqJEkRJoqGmwb9Be/MP8mXhkktQY4yLG/P2/bbg8cmGLW940iPpZuL1y42XwS/7IUIAYGRvJQ/+HNCiXVhxcxrAMN6Zcp6BmQewX16dhp4YMHTqUU6dOEekVSczhaHz2+tCgXgOmT58uNV/TCk2RSCQsc1pOuXLlaNCgAY4LHHl87BFhoel+L4KQkUI5OTkxZMiQ3L70n0q+e0Y++fyDSMmGKFoAqIaELhkCYEWoT3Fe8YWH3yqYUnTNytgCJScnc+PGDd69e4dEIqFx48YYGhpmecyVK1c4d+4cT548oWTJklSrVo1+/fop3P45OjqawYOzL9wZM2YMzZo1w9TUVGq7tqY2oxqPYqjDUBKTEnn3+V3qvvAXb7nlfIKbRzYyr24/amjJdnSLeBvE8y0nZLZnRkxRLcrXqUZMTEz2gzMwceLEVFcTO7usmyjMajOLZtbNcDwxhy6bulKlZBXmtptDeHQ4w/YNx9rYmssTLmFe1FzquOq21bn44iJcRWwkYoEY6DWTQKAgZp4rAzYQlBDM3BZzmdJ2MprqmnSt3oWKcyqhMUyTmPXRUoFYxw2d0JJoEfsgg77eBNCSgE+6rN9NoAMYVzFmTPsx0tn4UESZSEPF3rOCBQsyadwkHAs5IvmW8rWwsGD16tXMnTuXrVu3smbNGgIDpdsCmpqasmHDBvm2chlo27Yt7u6ZNLUREDXWIYiykyIS8JPNcPr6+jJl3RRuxd3GopgFh4aKMovl55fzMTKE+mXtsbe0p4h2EcUu/DtJSEzA9ZkrO2/t4uSjkwgItKrYimPDjtK6cuscN5AYe3AcjwIf8WqBV64XiAV9CUq1O7QytmJFt+UM2zuc3yq2lGr53q5qO4Y6DGXcofE0KNdA5ib538rGa5soZ1SOhuUbSm2/9eYWSclJNCgnbTdnomeC26RrWI4qxw3dG2AIfJSeMzk5mUWLFlGlSpVUG8uihYrSu3QvVs5YCeHffpfl5XMyaY7o5ORE//79adbs++33UhAEgZiYGL58+cLnz59T/+vp6Zn9wd/JLx00x32N58PbjxiZG5IoxPPq9RPKla2Ejnb2kouorwk89/uMdakiFCyQO20f88knI4Ig8N7NE69dZwm68ZgIn/eo6OlQ5xNEUoAPMh5a0jSmBMWya22WCb0ogz9RfCKOkJAQnj9/jo2NjULHOjs7M3nyZLy90zRwEomE7t27s3HjRooUkf6yj4yMZMSIEezZs0dmrmXLlrF582YaNWqU7Xn37duHv79/tuMiIyNZvHoxdTrXobtdd5lOVIHhgdjOr0Z0XDS9LDvR7o4JH4/dBUGgBSXgoRf7N3Wnyvge1HAcgLq2FslJSVzqO5/4iGyadKTj4icvYlA+YC5ZsiTTpk3LfmA6alvU5tw4V25432DqsWl0WN8REF0Dbky5zkP/hyQlJ1HGsAwg+gc/LfwMWkjEwrY3iA4XL4CigtgApBtidvgx8ERAv7Zeatc4GxMb7k53p/HyJrRf34GTI13QVNfE9akrzh7OlAu05HNiBolLGcQv3vSbQ0HFSxVXLVdWlVpFo0aNpJ98fEV0qFCAkSNHoq+vL3dfkSJFmDRpEmPHjsXT05ObN2+SkJBApUqVqFevHoUKZS5TSE+bNm2YOXOm/J0C4C9eE+GAvJi3BFAd1r5aR70y9RjW4I/UXZ+iQtl7Zy9LXZcikUiobFoZB0uxfXZ9y/pyG5Z8D48DH7Pz1i723dnHx8iPVC1ZlaVdltCrZi8MC2d9A5wdl19e5rjHcfYN2isVMCt6c77FbQvmBuY0t2kud//7L++pWrJq6uuhDkM58+QsA3cN4rHjIynJwvJuy7jidYXe2/pwe9qtH95FLi+wKm5Fc+tmMu/lNS83jAobUc6onMwxvi99+bw/XCz2/Q04j9xC2eHDh9OyZUt0dXUJDAzEeaEzROVc3rJ8+fJcCZqdnZ3Zvn07169fl+pS+iP5peUZoe9C2TxuB6HvQnnr/4oeA+vy1l+xR0Wv30fQbNJZXr/PvaKdfPJJIfp9CA8W7WafZXdONBzJyx2n+eIdgJCURNKnCGpjyAyqUAX5AQBAETRoiWmm+7OjAGoMoDxq3zJyiuqad+/eTefOnaUCZhC/DA8cOEC1atWkCvKioqJo2rSp3IAZwNvbm+bNm8tIKgCSEhLxPnCRM+2mcMz+D95O2E5DiqOjwP3+jos76PP375SfZcVWt62pTg8JiQn03NqLiK8RlA4tTOUFgXw86i4290hHcmISHkv34dJ4NF9DwvFc5kTQ9YwVZ1nzSMYgWDGWLVumkJxAHqWLlk4txgOxU1fDZY2wX1KfsjMscVjagPmn5lN9QQ3O+59H676mbGGbNmCK2FL7IKLGOAEOHTokNcyutB0uI0/g9sqNA/cOEJcQxyin0dQuVZtXrhk+a1URm4HIKaL7zbAlBTS0mXBoImPHjs3RdWtrazN+/Phsx6mrq2NnZ8fYsWOZNGkSLVu2VDhgBqhcuTLm5ubydwqIrh7RiAWNrkKap7QRoj67lUSUbpwVmGw9iUZWaTeLizqJba3fLHzN9v/9TTWzapx5coaum7pRfIIx5WdaMXj3EPbc3qO0rCMjCYkJNF3RjL139tKrVi88Zj3EY/ZDxjYdm23A/CTwSZYa4cSkRMYeGEfdMnXpWbNn6vbw6HCqzrPNtjOiIAgc93CmxaqWdFjfEZ8QH5kxQZ+DpBrrSCQStvXdiopEhf47B0itT0dTh/2D9/Hs/TMuv7yc5bn/Lcxp58gA+wEy29PrmTOyYcMGMUvsCvgg2kzKISwsjH379gGwZMmS79Ylnzt3jtevX+f4+MTERPr27UvHjh05efLkTwuY4RcPmouVLMrozX9QrGRRyphX4NSBp5Qxl33kKo/yprrcWdeO8qa6ebzKfP4rJCcl4ePsxum2k9ldshPu0zcT8eZdpuNVUWEg5ShLYbn7O1AKTRlrAeUoRUHafzPFPXLkSLbFMu7u7gwYMCBLT2NfX1+aNGnC+/fviY+Pp1OnTty9ezfLeRMTE+nfvz9z585NXUNMcCiHq/XnQk9H3p68QfDNJ5hGqdIVC6ZRhVJk/cQoxjOGGdbTqWZWjaF7/6DM9LIsdV3KrTe3+K3ibziXXc7EU5XQzsZV8oP7M47UHMzdWVuzHpiBYGIIzuZJgTwaNmxI165dFRq75OwSmYp3dVV11FTVuDvdneQtSVwYdz4102dU2Ig7PneYfcKRp++eYl7UHPvKctoA+wOHEFtqp+v0nSLHSU8jq0Y8cvSkb52+CAj0rtWbGnHVZecsCWhIxC/rDAzoPYC/ui7lwL0DFChTgDJlyih0/en5448/KFasWPYDvxOJRMLUqVPl77yCdNOUQERtdktEb2cN4LwALsA7MQMnb36LYhb0q9eP7f3+5vVCbwKXBuA0eD9NKjTh9pvb9N3+PxnvXWVRV1PnyoTLvFsayMruK6hqVjXTsTFxMey7s48rL6/gH+pP1Xm2VJ5bhS1uW4iOk33ysvX6Vp68e8LqHqukgrctblt4Gfwy29bSEomEM6NPc2CIEw/9H1JhtjUzjs8kKlYM3pKSkwiOCKZEBs9iw8KG7Oi3Hdenrqy/sl5qX/VS1Xmz8DUtK7bM9r35tyIIAtXMqtHJtqPcfefPf3PBSAKuI9skKB2bNm0iIiJCbjIjJ2zatCnHxy5evDjTpMuPRiL8S0tKHz58SPXq1Xnw4AHVqlXL/oB/CA8fe1O96XAeXNxAtcqWUvvCnj3kbIfq/Ob8AH2bf881/dOIDY/gw51nxH+OoqCZEUa1bVBRsH16XhHy0IurQ5YS8kB5a7dw4ljII2JIyx6WoRDjqZRr69vEC54QjqurKy1atJA75suXL9ja2uLrK78pQ0YqVKiAtbW10u2i+/fvz9qly3FxGEn4i7eZjosniTU8wzezdAliZ7cnT57wMvgls5xnc/ThUYoVMGCaX3M0XTKfOzdw5i0XZIx8s0ZVVRUPDw8qVcr+3/ZjxEds51fjQ8QH+tbpy8zWM7AoZgHIPgIXBAHXp67sc9/PgXsHsChmQetKrTnz5AyvPrwSu/+9Ruyql00Cc9WqVVk6TAiCgJWVlazHeBPERiQZJOFFihQhKCgITU1NGi5rhIOlA4YBxRg9enS270EKWlpa+Pj4YGxsnP3gXCAhIYE6derw4MGDzAcVQSyuLCURJSkPkLbe+8bdu3exs7PjY8RHhSURoVGhed55TRAEbr6+yc5bu3D2dKZLtS7MaD0dUz1TLr+8zNrL63B55IJuAV0G2Q9ieKNhlC5amvDocCxnlqNt5bbs6L89db74xHhKT7OgpU1L/u63Teo8U49NY0C9/nLt32LiYljiupQlrkswKGjAX12W0tiqMcYTS+A84jjtq7aXOWbU/tFsvb6VBzPvY2OimOTsV+fp06cKfa6kp2fPnjg5OeXK+fX09Hj37h0FCignJ/Tx8aF8+fIkJmZtqZqevIwLf+lMcz7/LZLi4rk5YS27S3bidKuJXOg1h+P2w9hVoj3eTheynyCPCH/xFpcmY3IUMAPooUkv0jJvEqAbFrm0OpHfKUth1JkyZYrcLLIgCAwfPlzhgBngxYsXSgfMADt27GB+5Q5ZBswAGqjyBxUoRube68+ePePSpUtUMK7AkWGHeTnBg4kXbPM8YI4kATeClT5u+PDhCn+xGRY25M3C16zotpwzT85QfpYVQ3YPxS/UT+bRbFRcFNtv7mCf+z4mNp/I87nPWNl9BS/nv+DahKtofNQQ21h3k0DjrM+bUaKRkfv378sGzBLEwiM5WeauXbuipaWFRCLh3FhX5neYR79+/ShcWP4TFnkMHjz4hwXMIEo8rl69Srt27TIfpI0YOF8R4BhyA2aA+SvmM2LfSIwmFOfUo1MKnT8vA2a/UD/mn5qP5YxyNFzWCEEQuDfjLpt+30hJ/ZJIJBKaVGiC84jjvFn4mkH2g9h2Yxtlppelw/qOOPzVgNiEWBZ2/FNq3sP3D/P+83vGNZOW31x8cZGlrkv5FPUJeWhrajO3/RxezH9ObYva9N7WhzLTRW/yErol5B6ztMsSyhiW4Y+9w3LhHfk1OHfunNLH5FbADBAeHs7Bg8r7ii9fvlypgDmvydOgOTo6GkdHR1q2bIm+vj4qKirs2rVL7tgXL16kassMDAzo27cvnz7J/yPKJ5+MJMXF49plJo9WHJDpiPf1YzgXes3h/oKdP35d8Qm4dp6hVMtledhiQL1vZrb2GGFKzvSumaGDOt0ozaNHj1K1bOnZs2cP+/fvz9VzZoYtBpgFKfYhWRB1RlCBguk1zqZIFWCtWbMGgBCPV7i3mEvBl4oX8uWUfbwmDsXbcgOUKlWKuXPnKjzeK9gLLXUtRjcZjc/CNyzptBhnT2csZ5Rj+L4RBIaLDhEvgl5Q889anHt2jqPDjrC486LUwkiJRIKDlQO9SvWCfcBlAQKyPu+tW7cICMh80N69e2U3CojaaDndw9N330vxyy5UqBCDBg3KeiHf0NDQYPLkyQqNzU0KFiyIs7Mzjx8/ZtasWbRt2xYbG5u0TNp7RM/rN0i1105FC6gFJ7VOpdqhtV3XDslgFUbsG8nBewd5/1m5JxU5JToumt23d9N4WRPMp5Zmjstc6papy4t5z/m737ZM5RSli5bmr65Lebc0kM19NnH6yWmevntKdFw0zp7OqXIKQRBYfmEFLWxaUNFEuhPl8vMrsDO3o26Zumy8upFhe4fzKfITZ56cITI2UupcR4cd4eL4C8TEi8W1ji5z5Gq7C2gU4PDQQ+wasDOX3qF/PzkJmnObDRs2KDU+JCSE7du3Zz/wB5KnQXNISAjz58/Hy8uLqlVFvZQ8cXpgYCAODg74+PiwaNEiJk6cyOnTp2nWrJnCXrXyCAsKx+nPI4QFhRPwzocxU7sS8E5OqkMOvsGR/G/xNXyDvy/YyefHcGvyBvxO3cxyzL052wl9klkrr7zBc7lTthlTRemCOa0pSWey1gPmFFuKUgk9Zs6cSWxsmpDV29ub4cOHyz1GBzUM0EQntZzw+9BFnR5KZtGLUYA/qJDWsKUa0BkxY2oAp06dwsPlEicajSLKX9a8P7e5QTBPkN8YJTP09fVxcXFBT09PofGnHp1KbZULYjZufPPx+C7yYUGH+Ry6f4gy08syav9o2q1rj4qKCvdm3KVTtU5y5+vWrZuoc/RBlGhkw+HDh+VuT0hIyDw7lQxkuBcyMzPD3l6OphqYOnUqRkbZu0VMmTJFxlrwRyGRSKhUqRLz5s3DxcWFp0+fEh0dnXYjIC9Y1kSUbXQHygOPBAZpDcR3kQ/VzMRHyn/f+JseW3piMskUyxnlGLhzEDtv7sQnxCfXm3TExMVgNqUU/9vej6uvrtLDrgfP5j5l98BdWBqlSQgFQeBjxEcEQeBTpHRCS1tTm0H1B9HEqgkArSu3ZuT+Ubj7itZ8115dw8Pfg/EZ2qw/ffeUc8/OMa7ZWCQSCeqq6jjddaLYeENar2nDjpuyzYCaVGjC+7/e0cy6GSFRIVKNidJjXcI6Va70X+fr16+4uSnnL58X3Lt3j3v37ik8fu3atVLfRf8E8tRyrkSJEgQHB2NoaMiDBw8y9RpduHAhX79+xcPDI/XDr2bNmjRr1oydO3cq5Msqj+TkZGJj4khOTiYpKYmo6AiSkpIUPFYgIiaB5OR/peT7H0libBxBNx4TExSKVlFdjO0ro1Ho+zOmARfv8WSN/C/x9AhJSdydtZXfnBd/9zkVIcL3PQ/m78y1+TRQpRUlc20+eXTHggX+nqxfv54JEyYQHx9P/y49KRutiRFF0EdT6id9IWIwMVwhiJt8kBsrKEIfylIQ5S0eS1OI/liyFS+EU4hew5URu935C1zsPw+dL3n/iO8jXzma2XN4OaipqdGnTx+WLl2abRFbfGI8GmoaxCfGc+2bW0Xnap3R1U4rVtbR1GFyy8kMaziMtZfXsuzccsJjwnm1wEsqAMpI06ZN0dPTIzxcsWD/0KFDcp0qTp06RUiI/JbF8ujdu3emHfuKFSvG9u3b6dChQ6bJk4YNGzJ79myFz/cjkEgkTJw4UTbjrgFU/PYjAZ4BT4A42PNqD+MnjudNyBv+aPAHG/tsIPhLMNe9r+P26jpu3m7suLUDQRCoXqo692cqHnhkh7amNl2qdyE0KpQ57RxlMsEpXHt1jUbL0rQ7CZvipawczzw5w7ln5zg+/BgdbDsQEBaQ2kRoxYWVVDSpSDNraduxVRfFRkNdqnUBYFD9QbSr0g6jCaJd3MoLq6hoUpHGVtKaIeMixpwfd05pb/n/Km5ubsTFxf3sZQCwcePGbH3nQXRdWrdu3Q9YkXL8sELA+/fvU7NmTXbu3Enfvn2l9hkZGdGoUSMOHDggtd3KyoqSJUty4YKsHjW/EPDfgyAIPFl7hDvTN0tJJzR0C1JxeEeqz/gf6jo58xqODY/gYKW+RL9T7ItaoqrK/wKPo10874tozrSbkm32+5/INYK4oPeZ5/c92dlxLDqPg1FVIo98h4/s47WS4gSx4YqyWeaMXCOIQyk9oCWABVQtasBgd9kCo9wmCYEVPOFtFoWJKRgZGTF06FCGDh1KiRLydZl/3/gbUz1TWti0YPYJR2543+DShIupQUJAWABxiXGY6Ztl6jv7JeYLZ56ekbL9yoxBgwbx999/ZzsuBV9fXynrtTNnztC1a1elGrk8e/YMa2vrLMc8efKEIUOGcOdOmk2ZtrY2s2bNYvz48Qo3xvnRNG/ePO27qypQCdF27zmi73WGBFqt8bXwSnzFqwVeMu3eQWyFfvP1TT7HfOb3Or/n6lqTkpOybD5y+81tRjmN5oFfWuGjnbkdY5qMpmuNrmioaXD7zW32uzuxpudqqUDWK9gLq1kV2N7vb/rXS+v4+CHiA2ZTSjGv3Vym/DYldXtUbBSmk0tiZ25HTHwMt97conO1zizr+pdMc558FGP8+PGsXLnyZy8DEIt23717l6mfegqrV6/Osf3kL10I+O7dO0JCQqhRo4bMPjs7Ozw85Leyzeffg9vwZdwYs0pGaxz/JYqHi/ZwqGo/gm49ydHc10euVDhgBjHb7LXHNUfnUgbfE9d/esCsoq5G69PLUC+keIttEIPX2uE6bC/TicKPPygVMAPUxpAOWXQpLIAqRhTAiAIU+JapNkSLTt+s776HBhjTlG9BqAC8gTru39ekQVFcCcw2YLazs2Pv3r34+fkxd+7cTANmgI1XN3Hs4XEA6papwxWvKxz3OJ66v6R+Scz0zWi9pg3brm8jIVE2G6urratQwAzfJBpKkF6isW3bNtq1a6dUwGxra5ttwAxQqVIlbt++zadPn7h8+TLPnz/n8+fPTJ069R8bMIPY0TEVfdI8r+8iEzCjD+5f7jKr1Uy5ATOAvo4+bau0zfWAGcg0YL7ne49Wq1tTd3E94hLjODrsCAmb4jkxwhndArr0+ft3zKaUwvHEHMwNzFnba41M5nfVxdUYFTaiV81eUts3XNmImooaQxyk2yzvuLVDLFzt9zc3plxn78A93Pa5TYXZ1jiemENMnPLNgv7rpFrN5QEqKiq0adNG4fGxsbHZ2tglJCSwYsWK71xZ3vDTg+agILEdjbzKZ2NjY8LCwrLUNY8dO5Z27dpJ/eRmxWc+38fbUzd5tsk5yzFfXgfiXH84t6duJCkuXuG5vQ9ewnu/8h8GL/4+leu6wPQkRMVwY/SqPJtfUSqP7UapVnVouFm5IikVJLTBjCJo5vjcTSiBdYZ2aMYUYAQVWEJNZmPLbGxZRi1WUovJVEbjOz2nU+iIOZUQtcGFUZdZR17gSySuBGY5pkePHty5c4fevXujqSm+t+4+7nyNl+/lrKetR3iMKJdoWbElrSq1YuLhScQmpEVcGmoajGw8gsG7h2A1uwK7bu2SamyiDI0bN8bAQPEnMIcOHUIQBBwdHRk8eLDC0rcU0hcAKoKBgQGNGjWiQoUKqKv/87u0NmvWLM0J5TKi57W8f+riQCex4cnLRy95F565d/uPwtPfk/brOlBzYS18P/lyYIgTj2Z70qlaJ9RU1WhXtR0Xxp/n+bxndK7WmeUXlmM2tRS9tvbm9pvbqZ+vnyI/sev2LkY0Gp7aSRLga/xXNlzdQP96/dHTSdPxJyUnsfriGrpW75rq1NG7dm+85r9kXNNxLHZdjNXsCnj653275F+FwMBAnj17lmfzt2vXjsWLlZM8rlu3jsePH7Nt2zZmz57NpEmT2LVrV2rTkkOHDinU+TU92traFCyYfbfn7+Wnt9H++lX8FEn5EkmPlpZW6pjMPiRXrVqVaRo+MSGJ6M/R6BTRIZkkwsI+oq9viIZ69tmJ+IQkQr7EUkxXCw31n+vx+29FEATuTN2o2NjkZDyW7MXv9C1sJ/UiKjCEz17+4o93APGfo9AxKYaxfWVKtamLQaUyuA37K0fr+uzlT/CtJxjXq5yj47Pj3rwdRAXkfcFZVmgXN6DGrH4AlO3RlNeHLuPr/GMLQfpiyZ94EkkCdhSlN2XTivXSkVvBcnp6UYa5eFCTYqjkSoli5sSRxC68Sc5CyW1vb8+OHTuk9LsfIj5Qf6kDc9vNYVor2ZbZRbSLEB6dpjFe3nUZleZWZtXFVUz9La25Rrsq7WhSoQmXXlyi347+/HlmIY5tZtOjZo8sH7lnRE1Njc6dO7NlyxaFxqdI7u7fv6/wOVJQUVGhR48eSh/3b0IikTBhwgT69euX9cA1xns4AAAgAElEQVR0Dxu2em9j6+RtWBSzkGqfXaZYmR+i3fUL9WPCoYkcfXiUsoZl2TNwN12rd0VNVU2u9txAx4AV3ZbzZ8cF7Ly1k3WX11NviT1vF/liZmCGqooqk5pPYlgDaeu3PXf2EBodypgm0l7cpx6f4k3IG/YPlnbwKahVkIWd/mSg/QAWnP4ztRV8PtmTl1lmEFvX29jY4ODgoHCxoa+vL1WqVJHZrqGhwYgRIzItNM6MNWvWMGrUqFTZbl7y0zPNKfY88kTqKVWTypphp/DR7yNLf1/NR7+PeL95SoM2JfF+81ShY5/7f8a6/1Ge+/+8do3/dvzP3iHsmeK+vgBhT3249L8FuM/YjNfus3xwf0ZcWARCcjJRAR/wdrrAxd5zOVi5L3HhOXc2ebH9dI6PzYrQpz48XqmcF+UnYrlI7maX6q0cnVpkKZFIqL9uPBqFc9emLjsKoU5fytIIY/pRTm7AnFcURoOGxY2pJVFOmqFrXYrQNsr5/R7lLSEyz9vTKFeuHM7OzqlJgBSMChsxvOFwFp1dzMeIjzLHpc80A1gZWzGi4Qj+PL2Q4C9pHtASiYSV3VagIhHfX+8P3vT5+3emHZuu1HWA8hKNnATMAE2aNMlSmvKr0LNnz6yvUxWxaNVPgG0C7BWYVWcmbSu35VHgIwbuGoTljHKYTDKlx5aenHlyJk/Xq6Gqwcvgl+zot50X857Tp3Yf9rrvxXJGOZafX556E/cp8hNTj06j9DQLtt/cThHtIoxtOpZXC7y4M+02ZgZmAOjp6DG3/RyKFiqaeo7k5GRWXlhFm8ptZIpTV15YRd0ydalZuqbc9ZUxLMOO/tsppKV42/P/OnlpNVehQgUaNxaLNDNzWFKG+Ph4Vq5cSWBg1k/t0mNgYMCAAbLtxPOKnx40p8gyUmQa6QkKCsLAwCDHj+L0jfXpt6AX+sb6lDIty7Y1rpQyLavQsRbGhTg2twkWxvl/nDnF468f4+ubE14fvER8ZO769QrJybgN+4vkROUeUzvxhuP4cT6XAmc7xwFY9mgqta2gSTFqL/7xRv/W6NEljyzysqNFiAklBMX13Eb1KzOp4UXmFj/B9nKvSFCglPGxShg3yfypQrFixTh79mymsofZbWehqqKKo8scmX16OtJBc8p4DTUNZhyfKbW9kmklKW2osa4xU1oq713coEEDDA3zXgM+adKkPD/HPwENDQ1GjRqV+YBKiE1Q3L+9jgVPZ09W9VjJw1kPCFsVyunRp+hbpy8BYQFi98Zc4O7du0yePJlevXrRtm1bBg0axMyZMzm27xhzKjliiSX+fv4kJydjZ26HfVl7ph2bjv5YAySDVSg23pD1V9Yzrtk4utt1T51XRUUl04A3hbDoMIx1jRnXVLrIy8Pfg2uvrsk0P8kn5yQlJXHx4sU8m3/kyJGpT0A6duyokEVkXqxBR+fHJYR+ujzDxMSEYsWKyfXuu3v3bqq/c07Q0tHEskbKYxxN6teR3x5YHoW1NWhSzSTH5/6v8/H+C95fffizl5EpidFfeXPoMhUGts21OV/uOkvQjcdKHfOAT7zkCwCn8Kc8hSlFDm/UJBLsZvenhqP8u26boe15te88wTeVW+O/FY0k5WQfNab1ZVlhBwa3H8yD0E98IZ7BlM/UAu+5cTg7LF5BJvWeBQoU4OTJk1hYZO4Ioq+jz6zWM5l0ZDKjGo/EukRaYZyedhE+x3yWGT+v/VxGOY1mRKPhVCuVJk2b134uTnedMC9qztE/juSoa1yKRGPjRsVkVTlhyJAhNG3aNPuBvwhDhw5lwYIFREdnuEnXQXTVeIpU6/KzZ88SGhqKgYEBRbSL0KpSK1pVapUrawkPD2fMmDHs2bNHofG6urr06tWLaROmUlCrIBuvpv1elC5amupm1dAtoJvFDLIULVSUyxMvyWxfeWEVpQxK0aFqB6XmyydzHjx4QFhYWJ7MXahQIX7/Pa0oVUNDg8GDB7NgwYI8OZ88ChQowMiRI3/Y+eAfkGkG6Ny5M6dOnZJKyV+6dAlvb2+6du36E1eWT07x/AdnmVPITYlG0I1H3BijXPHfVxI5Spp8JQmBHXgTh3KZaoCCpoa0v7IWuzkDM9U+SlRUaLhlMioa//wiqsyIydgdI5fQNi5KyWZ2hHmEEhMqBjeviWAeHlzhPUnpss6fCsZytnIAm8xeEv9IfjZaIpGwf/9+atWqle25RzQagXlRcyYdkc4M62nr8Tnms0xb86EOQ6lgXIGxB8dJFbQWK1SMSxMucne6+3dpPpWVaCjDoEGDWL9+/X/KW1dPT09+d0MJYmvtDDVtiYmJHDlyJNfX4efnR7169RQOmEG0LNx4ayPWc23Ydm0bY5uMIWCpP06D91NIqxCdNnamzPSyLHVdSmhUaI7XFpsQy6WXlxjdeJSU93M+30deSjP69etHoULSCZ4hQ4Zk6rueFwwcOJCiRYtmPzAXyfOrW7duHQsWLEhtheji4sKCBQtYsGABERHi7fX06dPR1tamUaNGrFu3jkWLFtG1a1cqV65M//79s5o+n38gX3ze8ebI1Z+9jGwJvvXku7r1JSQkEBgYiPseF062HE9CpHJWSKcI4AvSzjAhxHIQxbpWplCmSyO6Pd6FSQPbbMfqW5em+vS+2Y77J3KZ92zgBfE5uKnIjvK/t0CiqirT5jWaRI4UfcvYhneY1uMec9s+xLHsQ055BZDkLiDPYU5VVZUtW7bQoYOYMfPw92DsgXF4BXvJPbemuiZLOy/hzJMzXHie5kmvp61HspAs1UoYQE1VjZXdVnDd+zpHHkgHV9VLVc/Us1lR6tevT/Hixb9rDnnMmzePLVu2oKb23wuKxo4dKxtMRAFXATnmUPJa2WdHVo5Anp6e1KlThxcv5PQxz4wKQDfEDpuvBRL2xXN92XU++HygR80e3Jx6g/sz79GwfENmnZhNxTmVcuzcoqWuxes/vfmjwR85Oj4f+eRlEeCIESNktpUsWZJ27drl2TnTo6qqyoQJE37IudKT50Hz8uXLmT17Nps2bUIikXD8+HFmz56No6Njqr2Iqakp165do0yZMkydOpVly5bRpk0bLly48F3WQl9CIjiz+TxfQiII/hDIopXjCf6gmMD83adopm+7x7tPuat7/S/weOVBhGRlW1v8HBTNNguCgK+vLwcPHmT8+PHY29ujq6tL05IVud13IYnRyrX6/FJIBTdkdfwA7oTgjmxhWEbUtLVotG0qzQ/NR0uvsMLnrja1D3oVzBUe/0/gPTG44I8vkZwiINfnL/+/37hy5Yp0UGEKtAI6SEguBhGPEvh4JlbMDGbSXMvOzg5XV1epzKJPiA/73PdhNasCzVY05/jD4zLBRadqnbAva8+EQxNJShZvClKsuDLqmgGa2zSndeXWnHly9nsuWy6qqqp06dIl1+ZTU1Njx44dzJo16z+VYU6Pubm5UsHE9evXFbLcio2NZdmyZdjZ2VGwYEFMTExo3rw5q1evxtdXfIp14cIFHBwc5NYNZYkmYib8EKJdXoz4uL9mzZqMGzeOyMhIqpeqzs7+OwhY4s/uAbu+K0tcQKMA2prKecrnkzlfvnzh9u3beTJ38+bNKV9efsOo3CgIVIRu3bpJNVf6UeR50Ozr60tycnJqK+ukpKTU/zczM0sdZ21tjaurK1FRUYSGhrJ79+5s28pmR1xMHN4P3hAXE0dUdAQ37pz7P3vnHRbF1cXhd3fpIB0EREDFrth7773G2HtvURJrNMYSib0mdo1do5+99xJ7L9gLKCKCCtI7u98fE/pWWBDJvs/jk+zOnTv37lxmzpw553eIjApXvSMQEZ3A2XsBREQr1ojWkZnY4LAcU6bICZ5vOU5SgnzvSGJCAlvGeTGrYCOmGVRlTdGOnOk+nadL/kf4lSeUiTFhBKU1l0wTidgc/1Rpmtk2Xis1nG0rleD7u39RelA7jQ0RiaEBDddNUt1QDvEkcVr8geC2JSnSqX6W+tCURKRs5mVKYt4lAomU557LIgYlHLEuUyR9ydb6QEuRkPVxRgZ7gKeQ1sk9fvx4rl+/ztmzZzly+ii+vr7cvHkzU7zud1W+4918P7YO2kJUfBSdV31HkZ+LMvvI7BQVDJFIxKKuC/F+782mq5sAsDQW9KXlGc0Afw/ZyV/91a/gpwnaCtEwMzPjyJEjqmXX/gNoqkutqt5AUFAQlSpVYsKECdy+fZvo6GgCAgI4ffo0np6eFC1alLJly9K6dWsiIrKgNHQfIV4/g99IKpWydOlSypQpw5EjRwCwN7fPVCJbx9fl3LlzGmunq4uyOOImTZpQvHhxhdu1xcSJmic6a4M8EdOcU9i72jF27QjsXe1wL1qGo7se415UdQUqgFIultxY0YFSLjlfGCE/8WjlPhKjNfO6fk1iPn7h7dGrmb5/6f0EL+sGRC4+hu3HeJwSjXDBjErY0A4XhlOagZTMkoyaZduqPI9THv8nRcZWXrGRF5hWdUffzAQjW0sK1ihLs79n0eXmOqxKZr2CnmMdD8qN7KzRPkFGiUSOrs/yNxeZdvgvGm+cSgE3zeTZNEWKjJ28xj/NnTseKecI0Nox/n5zi8OHD3Pw4MHUL58BR2RwCMHbluHNt42NDTNnzuSL6Rd+vz+H0WdG41zYWeExjPSN6F2zN1cnX+HOL7dpWa4lvx+fQ+FJLnRf24NLLy9Rza0aPar34JcD04RSwlbODKgzQKG8lpmRWY55buvUqYOzs+L5qIODgwMXL16kRQv1E7DzM23atMHcXP03QspCNGJjY2nRogXPnj1T2seTJ09ITMyZPAB/f3/atWvHggVZ08vXkbPkVGiGm5sbrVsrTkwVi8X8+OOPOXLsZJo3b54tkYjskK+NZh25S2JMHN5/aD+BJad5uuFIus//27mLtZV6YhepfYPE2N6KR8XUe4UpA56YRNP98lqGRJxm4KejfHd9LcW7NUGshbjQmnOGY+aqOnZVJgKXYW34NfwKv/wxn8KFCwNgaGFGs50zEElypvhPOPFs5iXXyVwm/aI4UCtJgQlIuRr/nvbt26dPuPsIBCrYSQzVe9egxvyatFrWmtDoUOZ0/l1tA7aya2XW9V3L+/n+LOgyn7t+d6k/vwEeMyswpfXPVHWtSmhMKI6WjvzVfwPu9urJZGoTsVjM1KlTs7x/6dKluXbtmsLCU/9FjIyM+O6779Ru7+3tjbe3t9xtU6ZM4cGDB9oaWraYOHEi58+f/9rD0JEGmUymURLg999/T6VKqnNiQIjPl6i45g8dOpRq1aqpfXxNmTQpa29KtYHOaNahNZ5vOU7MJ82KwViWdFHdSEMqTeqNdVn1tYH9jl0jKuATMTExjBgxgg09x1EkKWd0H+su/5FTly6o3b5+/fpyq2VqAwNzUzqcWYapk+Ls4wJFnOh8eTVtV09Bop/ZUHeoWY7qMwdl6fj6Zia0PjSPLjfX0+rAXOqvHE+1GYOovXA0zXfNwuPgr/hYyw9iiasu405VOVl4GvKQEGLUTSw0BCoA3UUcjzqOm40bF8af59bUm3Kr7117fY2NVzYqLpNtaoVnU0+ezXrKqR9P0r5Ce8oVKsfhHw7hbJU9L682GDx4MLVr19ZoHxsbGyZOnMjt27e/SrxhXqdXr14atd+xI7MK0fnz51myZIm2hqQVPD09lSYi6shdXr16lRLTrg4tWrRg/fr1Ko3hmjVryk0AzIhEImHfvn3UrFlTaTsjIyOsra3VHidA1apVadSokUb7aJP/XhqzjhxBmpTE/UV/a7RPky3TKNalEc+3nsD7jz2EPvdDmpCIkY0FliVdsCzlilVJFyxLupAQFcPbo9fwO35NaSXAihN6UnPOcEwKWnPlp+VqjUMmlXJp4RYmntlMkPdLppAzr30qTeqNddOK3O2hvn51s2Y5Gydo4e5Mx0sruTd3Gy+2nSQxRshwM3Wypdzo7yg/6juVlQQrTe7NuzO3NdLlNrK1pO2JRdhXKaWwjTvw4MEDfv75Zy5cuIC/vz82NjZUrVqV78d05djD/cTd/4RhYtY93dfVSLikAFAOKAGIwCXehZOzTlDKUfHYAc48PcOvB6czbvd4BtYdyPAGw+R6jcViMc3KNMtzMaF6enqcOXOGoUOHsm3bNrltSpUqRfXq1alWrRrVq1enUqVK2Urezu80bNgQR0dHtZPyduzYgZeXV4ryRlhYGP369cvJIWaJhw8fcvnyZerVq/e1h6IDOHpUs7yiFi1a4OzszIYNGxg1alRmTXGgYsWKbN++XW31m2SBhy1btrB//378/PwwMTGhZMmS1KxZkxo1auDh4UF8fDyLFy9m3rx5co+bFkNDQ9atW/dVE4pFsm/08TC5xvidO3cUvgIMePWBFaPXM+rPwXxJ/EDnPlXYt/UOZUupfmV4/3UwDTyPcnFpGyoW07xIgMJxP3xJlaYjuXNmJZU90gfLhzy+y/GOVWh14A7WZb+t15o++y9yorP6ZXvNChek1+vdmbyX0qQkxEqedqWJiQRee8zbI1d4f+EeMUEhxEdEU7hZNUr0aYlr61qIRCJiPn1hc6GOSBUk+WUkikTm8YA+uFMczcT61aHSxF7UnDuCPXv2aJRk9fDhQ8qXL6/18cgjPjyKmM+hiEQiTJ3t5XqWFRH5/pNQ2jxEdaKtmUtB2p1aonFMdlhYGObm5ukumMdGefFmZdZKC4cSzzRuK6/7VwRoBMQDT4R/Jw+epHnz5nKbxybEYqSfWi771cdXrLm4lr+u/EVIVAgty7VkZMMRtC7fOpNnOi/j5+fH/v37iYqKwsTEBA8PD6pUqYKFhfb/VvI7P/30k0ae4kuXLlG3bl0A+vXrx5YtW3JqaNmiR48ecj3jOnKXrVu3MnjwYOLj49VqX6ZMGR4/fpzy2cfHhwULFnDz5k0CAgLw8PCgefPmjBkzJkcfiAMDA5k+fTrr16/PpE0PoK+vz+rVq5WWzFbHLswu+dpojgqL5um155SuVZJ4WTRnLhygacOOWFmqFsMODo/lyPV3tK1ZGBtzI5Xt1R53PjSaZTIZ+2oPI+j6Y9WN/6X2oh+o+FP3HBwVnOgyFZ+9F9RuH0mCwupv2aHKL/2pPmswIpGIoUOHsm7dOrX2c3BwICAg4JuR6Xpz9CrHO0xGpiRj26q0G+1OLcHMWTulmqMDg9nq1oWkOPVuEGk5hT8HUSHrZYRgOL8AkqB48eI8e/Ysk+buu5B3LD/7B+svr+f6z9co6ZBejikmPoZdt3ax4sJKbr+5jauNK8MbDGNQ3UHYFcieSpCOb4s7d+5QtWpVtdsPHz6cVatWsW/fPo1iojWhRYsWWFtbExgYyOPHj/n4UY03MBnQ19fn3bt3X6WUsg5B1eSXX35hzpw5Gu3n6emZp8J9njx5wrp16zhw4AB+fn44OTlRo0YN5syZo1KVIzeM5nwd02xqYULVlpUwtTDBytKW7zsOVstgBrAxN6Jf8+JaNZjzKwEX7mpkMBtYmFFmiPbKVyui9KC2GrXPCYP5ZUkTavw2BJFIhEwm4/Tp06p3+pemTZt+MwYzgFub2rTYPQuJofziGm7t6tLp0spsGcy+n32JS0gVSTZxsMnyWpKXYJiJWNJJzY0cOTKdwXzf7z59NvSl6JRirLu0jqH1h2Jpkllxx9jAmP51+nNr6k1uTrlBo5KNmHl4Fs4TC9N/4wC5nhUd+ZPKlStTokQJtdvv3r2bd+/eMWzYsBwZz9SpUzl+/Dg7duzg3LlzvH79mnHjxqmMb81IQkJCShEzHblLVFQUXbp00dhgBvKcuk2ZMmVYsmQJPj4+xMXF8e7dO/bs2ZMrMnbqkK+NZh25w61ZmzRqX3Z4RwwK5EyiXVoKN6+OaaGv58U7wFuWvTjLixcvAHj9+jVv3rxRe/+Mer/fAkU7N6TP271UmdqPwi1qYFelFKUGtqXVwbm0OjgXI5vsvc7vuqYb7lOLs/L8yhTjueKEnog1CCUB8CWCIOQn6CnCxMSE/v37I5PJOPHoBE0XN6PSb5W59PISC7rM56XXCzybjMX3sy/3/O4p7KdakWpsHPAX/vPf8XsnLyyMLXK19KyOr4tIJNIoITAkJAQXFxc+f/6s1XGIxWJWr17N7Nmz0z2cm5mZsXDhQm7fvk316tU16nP16tU5pg2sQz7+/v7Uq1eP/fv3a7yvoaEh9evnjt6+pohEojxZPVR3pdaRLQL+ua9RAphYXw+PMdqrNqb0WBIJpfor1pPMSfbiy2neI5PJWLp0KYBGXmb4No1mAJOC1tSYPZR2Jxbz/e0NNN7wM0Xa19OK13zboK00LNmQH3aOodgUd1acX4G+oyUl+7XSqB+1EgAz0KNXD/Y/3k/5GR60WtaasJgw/h66k1deL/Fs6oldATtGbB/J/nsHqPxbFWrNqc3I7aPw9pcvG2ZjZsO45uNY1n2pxmPR8W3Ts2fPr3p8Y2NjDhw4oNR7XbFiRa5evUrjxo3V7tfPz4/jx7VfpfK/xNWrV+nSpQsVKlSgWLFi9O7dm2PHjslVJ/H396d27drcu6f4IV0ZzZo1w8REV4VRE/K10Rz5JZLL+64T+SWSz8FBbNy+mM/BQWrt+/FLDH8eeMLHL5p5o/5r3P5tk0btS/RugalT7nl/o6oX1oqer7pIkbELH86lKZG9adMmgoODOXPmjNr9lClThkKFCuXEEL9pSjqUZOugLTyZ9ZhGpRoxZudY3KcU50lDEKnprU1Ayh009NqZwEHjQwzcNIiidkW5OOECN6fcoFu1bimlgwPDAjl4/yAbr2wkbHkoJgYmrLqwCo+ZFfh53xTefH6j2TF15Fvc3d019uJqi0KFCnH+/HnatVMd1iSRSBgzZoxG/a9atSqrQ/tPExISQqdOnahTpw579+7l4cOH+Pj4sH37dtq0acOoUaPSFaqJj4+nffv2vHv3LsvHHDt2rDaG/p8i7/m+NeTpO38wl1+1LyIwjIvbLlKsghuhiYH8sW4GNas2xtYmNVHhydt3xCZkLsn76n0kXtu8KeNqQmMrN4XHj4mL4+m790rHWLpwIYyVaO1+CPnCh5AvhPkH4mtgyQP/QCwMfVK2G+nrU8a1sNJjKJpHMo7WVjhaWyncnpV5fLjqjf+ZWymfwwzEhBkqjoPTl8roPr6H0mNoex7ztmziQ4HPtCb193OISsBASQipOvMoGJ2IOMOD/ydi2MZrXhEOpgXgX3WEGGDqvIWcun4LCvy7VuNiIV5x5cRGTZpy95WPwu2g/rpSRF5dVxmRPw99fmwwg85lB7Lx2gbGXPyFIaXK4vHETH4fpnokiAVP9yvTWGKiMlTZU3E+alWpS8UK9Whauiludm4A3HudXgf1yccbSMQSGpdqjO9nX9b0WU3xqSUoYFSAVRdWMffoMuoVacr3VbpQq1itTCEZ3/b5SEU3j1SUzaNXr17cvH0bTFVUCYwKB2Ux7wZGYJiae1O9Rg3Gjh3LpUuXuHz5Ej6vXhH9MZCSJUvSvn17pk2bRoEC6de/snk4liyDo1sRPrxRovsrFqfM49jlaxy+eJlChZzSNcnr5wO+3rq6evUq3bt3TzWA09w/klm1bSdvv4Qza9ZMnGysWblksWIPc5rzoYhhvXvSpEkTrc4jI3nhfGibb149g1pNwFz+j17GxZnHa5VnhZYd+iNP/PwVbp/e+3tm9FYsEfb47TvKDftJ6TEerVlM2X8Xlzz1jBnbdjNz2/8U7p8X5wFwpNU4/E5cT/l8tFgBjrnLL/kL4CI24O0xxaVhIXfmMfXyR5yiFHufVc2jtLMTK7q1p0/z9thhhB5iPhDNe6JTG9VpBmZK4ndfPYHXTxRuXrF5K6N2HFS4HTKfj4x8q+sqIzO27mbmduXz2D9rBHP/nkWxX55hFZX5Ajq7jh0fzJQkeio5HxKJhK37D9JzxSbF+wPHfvekjKszrjaClN7Rh0dp+0c7Xnq9wNHCkR4Lf+PwpddK5/FNnI/8sq6+8jwCAwNxKlEKWW0V+tyXTwmGsyKKlQH3Mgo3l3Fx5u4fc5UWSVI1j0YuBTm/boXiMZiaQ135MozJ5PXzAbm/rqRSKQsWLGDq1KnpY8FV3D8GN6rNxqkTFMePq3E+HqxcgEdRN63MQxGang+ZDNJG8WlsX+kk5xST/OP8+ece3IsLFwwDUzEWBVNvjGmfhKK+JBL2IQGnMsbp+kl+EpImyQh+m162yspFn8L2NnKfhD48i6GAnR4SM6ncJ6GITwnERgjeAfeCTtg6mGBRUF+u0fzy5UfevAtBL8GHKz/1os7i7VgUSy2cIJHpYZeQPqRB1TwK2OtjZJbqyUr7RBf8No64qFTPhXlB5fNISpBh6WSQ7oku6OYT9tYYglRsRJKBMLYwAxnh+lL04uWrErTeMRv3olWwcTPA0ES+J/fS5ddER6eeB1XzEElEWDunqjWkfTI9vPcEfyxcD4AIaC61p3BCrFxPc/I89OICCNeXyfU0Jxra4+HZDZdaFSjh4ESnPs24efeq3HlYWpUhnliiE0PkbjdJMsFcmnpRjE0KJzRBGLeenh4BgUG8+yJUV4wJTyLycyJ2RdPf9JLPhzRJRuDz9F5S++KGfIoIk+sp+Owbh4mVBGs7Y7megtCAeKJDhYvxi8D3iE2lmNnIfylVQGaGOeYULC5fZSY8LJZrN9J7qFTNw8rZAGPz1N9/57X99Fw9iLrF69Kn1FBczYulbDO1Tj+PW0ePc7nPXAy/JJKkb41MpI9efBAfTPXQc7Ci1pzh2FYSlAtCg6PYvekwR44cJj48ClFcDB/jXmWaw/Tp0/npx8lcu+GLhZM+Bkap6zEo/CN/3/ybvXf3crjXQUralU7ZtvTO72x/uBH/+e8QiUR8CPlCQHAIj94/Yu+5E5gamTCha2p1LXnXq2QMTMTYuhnK9dzERUsJD0xQeb2SSSEmIZ5XQQGZ5pEWmwRbLK2N011L0/Ly5dzCbRQAACAASURBVEd8fINTx/YNXHcVzePNuxBsXOSrveTGdbdjz7acvXYz07HN9GyRiPQJS/gg19NsIDbF2kCopppkoEeiPnyJf8dsLy9atWopdx7Zue5KEhOoWr4ciYmJWBu4IJUlpVyvgHSeTUNJARytivDnn3+gp6ePvpEo0/0jmdjIJEL84lVer2QyMNTTp4RDIZXzkOknZbpeRUdHIxaLsTO0xTQh1SFiZC5ReP/I6evup0+f6Nu3LydOnADAQt8RY4nwJjLRxJBoWbjc+4dET0IRazfC/cPkXq8AJBJjLK3SF18KjvNFJBYzbtw4unfvRhkXZ6XX3bSe5tAP8STEpJqKGa+7aQkNiCcxXqbyegVgb26Jk40VBYsbkZAAdnZQpAiUKQOlS0MRt1g+h/iiZ65P0eJi5KkZ2iTYoi8T/sa9n9yj5fd1ctRo/ubDMx4sTeSjseA1LNPMnEaL5BdMeHYunEMz3zPzYfpCEcknPTYyiTnfp/c0/XTaHQtr+RfcjQN8aDjCntp97ajsXjTT9oPb/Lm7T1hwV/GjVh9bmoywIPSV8AeZlJj6hOh/RsbDvTIGLHMgID6UCs4OWKfp8+OrWFZ0f5muf1Xz6LrQibIV5T+pHp0TwOurqSWIW4x3UDqPj6/iGLIt/bbkWOYEk6KEFkmNeSuQ8AW7Zz9n6qdIh3qUKlWVFZ1fMnhrUQpXkK+e8WBREp9ep3qBVc3D0FRMtzTn3NjQMGUeS48FMcpxc8q2gKiHmPgsxoDMBl7yPGyfTsYiPhSL+MyvQz8XmczrXfq83hXDeV4ztM8Ebt7tJHds3W1n8zriKqe/LJS7vZp9DxoUHJHy+UnYKfb4jQegVq1a2NlYY2cjlBe9szeEUzPfM/Nhabl9xcdIWdM9/cXzp9OlcCwo/9XX730e03CELWX6yo8tv7j2Y8raBajVx5b6Exzltj2/Koi7e30Zd0b+2GI/wdXx6b36qubRdaELZZunnvOuNdojE//JrCO/8c+y9xQLSz3fLcann0e1Nq2o6NeAewt2cP2YBZFRppS2PUKVBpWo4Nk1nXrHq6AICl5pxyCrdmAFkUmfWPwk9XWlk5MTy5Yt47vvvuPT6ziujk9k8FYXCrubct/vPotOL+bvW3+TmJSItak1j5eYccEn9Tw8qx1CgyoNUhIgkw2oKsWLIfrbA0NTMZXdlV+vknH2MGHItmJyb1KvrkRwYvwbldertAZb8jzk8WenF7jXLkBLBefc/4yMq6tSz2lev+4qm8fDvTLGncncD+TOdbdvr16cPXUqU9uGhcZiZ+jORp8+cvtyNqlA7yKrUz6HJwQR4LGOKaNHZEq4TZ5Hdq+7nTt3Zvfu3bRy+pk4aVTK9QoQjPoI4SG/jFVj2pnN4OZkgMR/167839j/QTRbR7xReb0S1m4i53mlch7utQtQf4IjISEhzJ8/n02bNhEUFIREIqFr+RkUT+qQ0r5MM3OF94+cvO5evHiRnj17EhAQkLK9nv1QKlun6nBf+7RF7v0jCSik35W2RTqz9Jn8txTWek6MSHPvA1jypg67du6gVav0SdOKrrtpH/i2LPTNsHaV3z8Em0H59UrgM+b2oYw7U5rXryEsDO7fF/4B2BnCiBKJ/PXahSkLTWk1IlN3/NnpBZ9eC0pKH2KyHt+tLt+8p/nE/65QvkwlIPNTY1oUeTySUfTUqKcv3xuT7PEws5F/cU/rrYsNCePF2p34bNuLnwTmWRkzNQ4af9eIusvGEhdrQHRoEvrxT+QWN0mIlfLJJy5N7zIS3jzg/YW7xIdGUsDVgaKdG2BV2k3hU2Na5Hk8lM0j+akxmU93n/O/KkJVnrSeZmFoSejHBWTshi63N2BVtgSffOKUego+vo4lMS51SaqaR0ZPc8oYP32iqHNpzMSpmsAJ0mgM4z8xnvIYkr7PtJ5mkSzzKy8Dc1MaH96EkW3qxdCikJhS5dzx98/8+snWsChxSZFEJMpXaTDTs8VML/V3S+tpnjVrFtOmTUvZ9jXXLoCpjZ5Cb13EpwSiQ5MUepozr93M3rqM81B0zpOkSWw7eoDVp/7iTbAvdd3rMqbTYOpVkp9QJW/tpiXZy5WCWMqbkAd8/PiRYsWKUbx4cYyMjNLNw8bNgF6bu7P37t50fXWs1JE1LXakrN3o+Cgq/lGCRX3nMKxBZoUCZWsXFHualc1D1TmXpXkOVPU3aGgmUXrOIz6lGlh59boLeWftgvzrrlQ/hoIFCxIbm/43sNB3RE9kQHD8W7l9pfU0A1jbWnLpwRGsra0VziO7190LFy7QqFEj+Z7mNBhLLLHQd6RixQps2PDXV1m7tx/9Q/fu3TPJ9CVfd1u2bMHs2bMxttDP9bV75fY52rZtmy6pD9J7mgGiEoOV3j9MJJYKPc16IkNsDVMfVJycHNlyaDlly5ZVOI+ctBnSkvG6K9EXUbC4Efv2QcbaPXoiKbaGcQTHG7B4mYTRozP3l3bt5oan+Zs3mpX9OIG+H9k8bQf9futJWFIQQ8a2Yt2y45R0V12W+PGbL3SZcZY9M5pQ1k1xoLoqIv0/8r/KA4j5JDyF++mJmGdlzKQvMbgkyrAq7Ubbk4spULigWhUBw16/50TnKQQ/zPzHUm5kZ+osHatR+eOscLzTz/ge+Eft9q5t69Dm8PwcHFFmVq5cyahRo+Ruq4A1Qykld5si6q8cT7kRmb3KCxYsYOLEiVkaoyKuXbtGzZo1tdpnfiJJmsTu27uZdfg3ngU+o3X51kxv9yvVi+SOGsHCkwuZsCf9OV/SbTGeTT1TPp98fJKWS1vxdNYTSjlqttZ0/Lfo1q0bu3fvzlYfx48fp2XLlqobZgOZTEbZsmV5+vSp2vs8ePAADw+PHBxVeqRSKfPmzeOXX35RWTBowYIFjB8/XmkbbePt7U3NmjWJjo5W3VhL1KlTh/3792Nnl7crj3p5wS+/KN6+ZAl4eireDrqKgNnG1ML434qAxkJFwA6aVAQ0pG/z4tiYZz0rU5qYyKnu01MMZnl8efqGaxOUJFikIdL/I4eajJFrMAM8WrmP4+0nkZSQNYk1mUxGbHAYwY98eHfmFs+3neTewh1cHf8nZ3rP5FDTsfxdrrdGBjNA1Wn9szSe7LBjxw6F2x4QwhFV5ZPT4FDHg7LDOsjdNmTIEMzM5Cs2ZAULCwuNSuzmZ559eEZYdFim7yViCT2q9+DRTG92DtmB72dfavxek/Z/diBJmvOFFTybetK8TPokmwYlGqT7fPH5PxQ0L5ipnLYOHRkZPnx4tvZfuHBhjhvMIBSbGDFCzvtxJeSm/FxYWBidO3dmypQpalXYnDZtGh8+fFDZTltIpVKGDh2aqwZzuXLlOHPmTJ43mAFUPYvllZo5+dpoLmBdgCa9G1DAugD2to78MHQG9rby49sy4mBtws89K+BgnXXh75c7zxB45aHKdq92neXT3edK28hkMs72m03E20Cl7fxOXOfyD0vkCqHLIzE2jrtzt7KvznDWGDbkL9vW7Crfh8PNPDnbZxbXJqzg/qKdvNh+Cv+ztwl5rER2SA4uLWtSsLrizO6c4M2bN1y5ckVpmxP4c08NrV6JkQEN105UqAFsaWnJoEGDsjROeTRu3DhPVkH6GgzZMhS3n4sw6/AsQqMzP3hKxBK6V++O94yH7ByygyqulZGIFUsFags9iR5HfjjMz61+xtzYHAtjCzyc03vT/nn5D/VL1P+myqDr+Do0atSIDh3kP5Qrw9nZmfXr1zNu3LgcGJV8+vbtq1ExjG3btvHpkxrl6rOJt7c3VatW5eBB5YpDaYmNjWXevHk5OKr0rF+/nuvXr6tuqCX09PTYsmVLSohZXueJYjEpQGc053ukSUnc8dqsuuG/vNypvPDFs41HeX/ujlp9PV5zAO/liqVikgl54svuSgO4/vNqAq96I82ih1oZVX8doPU+VbFz506VbWTAFl7xBMU6lGI9CS32eGFdpojSvsaOHau1MsjNmqmQn/oPsXvYLvrX7s+c43Nxm1yEmYdnKjWep7ebnmtj09fT5/fOXryf78+xMUfTGevRcdHc9L1JgxJ5szytjrzHunXraNCggdI2IpGIihUrMmbMGPbv34+Pj49WH9jVwcLCQqMS4JGRkYyWF4iqRbZv306NGjV49Ur+G1hlrFmzJle8zR8/fmTy5Mk5fpy0/Prrr1SqVClXj5kWmQymTBHCLlQhlcKzZ8rb6IzmfM7rPRcIfa5+CIDP/osKvcNRHz5zddyfGh3/yk9/8OaofDk0gI+3nrK/3khCn8lPNNEGzk2r4VCrXI71rwhloRlpiUfKTosPVJjYM52qAoBjXQ/anVqCW5vaKvspUqQInTt3ztJYM/Ktls7OCRwtHVnSbTE+v79mQJ0BzD0+T6nx/DUwMzKjtnv6NRKTEMOYJmNoVlr3AKRDPezs7Dh9+jTLli2jbt26mJqa4ujoSPXq1Rk/fjyHDx8mODiYe/fusWzZMjp27Ii+vhLd8RxE0xCN3bt3s3fvXtUNs8CKFSvo3bs3MTFZq9ybW97mCRMm8OWLYgeNtqlatWquG+kZmTYN5swR4pT/+kt527dvQdUpVMdoTsyF4r/5OhEwJiKGV/d8ca9UhHhZLFdvnqF29aZYKCiGkpYvkXFcuP+BhhUdsTLTLK5ZJpWyq0I/Qh5lruiWMREwLa0OTuLquA6ZEgFPdJmKz94LGo0BQN/MhM5XV2NTvli6799fuMuxdpNIiMzZ2KqO/6zEqV6FHD1GRry9vTVKPBk8eDDr1q0jKSGRjzeF90PGdpZYlnBRsWd6nj9/TqVKlbJ88QZwdXXF19dX90pfAR9CP7Dg1EJWXViFoZ4hnk098Ww6FksT+RVBdejQkTPUrFmTGzduqN3e3t6ex48fY2sr5BQlJiZy/PhxHj16RGJiItWrV6dJkyYahaYdP36ctm3bqhW/rAwjIyN8fHxwdFQvdFNTklVHcgtDQ0Pu3r1LmTK5GxaZllu3IG2VeIkEDhyAtm3ltz92DNq0Ud7njBkwXcnLxJcvoWPHuzx5oksEzDJfgkL5+/e9fAkKxT/AF8+fu+IfoF5M7tugSPrP+4e3QZGqG2fA9+AluQazKgIuZC6J6bP/YpYMZoCEyGiOtp1AdFCqQPqbo1c50mpcjhvMTg0ra91gPnsW/FQ471V7mWsBqR6anj17AiDR18OxjgeOdTw0NpgBSpYsybJlyzTeLy3NmjXTGcxKcLR0ZHHXRfjO8WFg3YHMOyF4ng/cO/C1h6ZDx3+KkSNHatT+48ePjB07FqlUytq1aylcuDDt27dnypQp/Prrr7Rs2RJXV1eVuSjJREdHM2zYsGwbzCB4m+fPz766U0REBM+fPycoKChlXPHx8Rr/VgDff/+9XHk4dfDy8vqqBjMIHua0JCVB165w7Zr89uoIsijyIstkgie7UiXVcdHaIF8bzQ5FCjJt70QcihSkVPEK3DkfRqni6hly5d2seLerO+U1lJuTyWQphT80xf/83XSf40Ij+GfU4iz1lUykXxCHm//IvfnbubdwByc6TiYpNl71jtmk2q/9tdpfUhL07g2urlC/PqxaBRkkOJFKpQrima0BT+AxcBVoBwjFK+rX117c6ZAhQzh37hxFi8oX8ldFv379tDaWb5nAsEClN0MHC4d0xnO5QrkfAqRDx3+Zrl27UqhQIY322bFjBxKJhGHDhhEYmDmhPSAggEaNGnH27FmVfS1atIh377RXyGL16tVZjm329vamefPm2NjYUKpUKRwcHLC3t6dTp064uLhoJNEHgprKrl272LdvHwUKFFC9Qxrq1q2LpypdthzGzw/k5WPGxAieZnmxy8+V6yAA8sMzQkLg++9h0CCIitJ8rFkhXxvNYokYI1NDxBIxEokEMzNzJBL1suslEjHmJgZIJJr9RG+PXePzvRdZGS5fnr5J9/napFVEf1Ct8KCK4IevuDZpJdcmrECamPPR9I51PXBqqN1XIxcuQPJ19tIlGDkSHB2FVzrbtkFEhKBv/PZtcoy2CGgE7AACgCVA8tP3EAC6d++u9npQl0aNGvHs2TN27dpF3bp11d6vfv361KlTR6tj+VZptqQ5juOd6LOhL9uub+NjuHyB/2Tj2d3ePZdHqEPHfxsjIyOteGczkpCQwIgRI4iLi1PY5v3798ydO1erx82qt3nHjh1Ur16d06dPk5CmXHRwcDAHDhwgKChIo/4cHByYO3cuIpGIEiVKsHmz+mICJiYmbNq0Sev3NE1ZsyZT1fcUQkKgRQt4n6EuzurV4OMDR4/CwoUwcCDUqgVFiwpltd3dIWPdnnPnwMMDcihcXiH52mjObWQyGXey6GXOyPuL93iyVn35nLyCnokRDddN1nqYgbyoi8REIRaqTx8oWBD69zcChgLTgBfAOaAHkDEmvTngmhKaoW309fXp2rUrly5d4t69ewwcOFCp7E/58uXZu3evLjTjX/7osZyBdQfyOOAxfTb0peA4B6r8VpUp+6Zy8flF4hNz/k2JDh06lNOjRw/at2+v9X5fvnzJrl27FG6fMmVKjmgda+pt3r17N3369MlUzTE7LF26FAuL1KT0Tp06qZ3Qt2DBAooVK6a6YQ4SGwtr1ypv4+cHrVpBaJpcbrFYMI5bt4Zx42DDBrh6FV6/Fozply8huQ5NXBxMnAhNm2Y2vnMDndGsRfzP3iboxuNs95MUG8+FIbmnH6ktDK0K0GznDKxKuWq137g41U+TMTHw6lUVYA0wC1DmfRRjYzMhxxIF0lKxYkU2bNiAv78/c+fOpUaNGujp6SEWi3Fzc2Pu3LlcuXIlJUFGBzQs2ZA5nX/n7rQ7BC76wJaBmyntWJr1l9fTcGEjbDxt6fBnR1ZdWEViUi6kS+vQoSMTIpGI1atXY2mp/UTcjRs3yv3+5s2bbNmyRevHA828zUeOHKFXr15aialOplmzZnTt2jXT97/99hs9evRQuu/o0aM1VjXJCf73v8xhk/Lw9oaOHSErETbz58OCBUIs89cgXxvNn959ZrXnX3x69xmft8/pNrAWPm/VCJ4BXvqH0XT8MV76Z65IpghteZnvL/mbsJfai9fKSfSMDbGrXJJKk3rTzXsrRdrX0/oxjh+HMPVPg1okJPQhKSn3PLs2NjZMmjSJ69evExERQVxcHL6+vkyaNEnjuLX/EgXNC9KnVh+2Dd5K4MIP3P7lFj+3nkxoTChLzizNlWImOnTokI+joyNLly7Ver8XLlzAxyd9Mr1MJsvxeF11vM1nz56lS5cuJGpR38zQ0JAVK1bIfduop6fHtm3bmD59Oubm5um22djY4OXlxfLly/PEm8o/NVDGvXgRjhzR/Bg//gjFi2u+n7bI16XH9Az0sHe1Q89AD0OpEe5Fy2JooF51HEMDCaVdLDE0UO+mHPDPfQL+uZ+d4abwes95QHulmbOCiYMNpk62mDhYY+xgg0lBK0wchc8mDjb//tcafTOTHP9jVVN2WSPCw805cUKxBE5O8q1UaMpriMViqrhWoYprFaa0nkJiUmKeuFHo0PFfpm/fvuzevZtjx45ptd/Nmzczc+bMlM+7du3imiL5BQV4eXmxadMmXr58qVb7ZG/zkiVL5G6/cuUK7du3VxpznRUmT55McSWWoFgsZsaMGUyePJkzZ84QHR2NmZkZjRo1wtjYWKtjySoJCVC3Lrx4kT70QhHu7jBsmObHMTOD7duhdu3MihpmZhCpueCZRuRrnebc5FAzT/zP3FLZTplOs9gwkgKFHxLxzgNp3NczmitP6UuN2UPzhEESEQH29kKslLZp315+lq+Or8PtN7eZcXgmLco2p0WZFhQvWDxPrEEdOnQox9/fn7JlyxIeHq61Pl1dXfHx8UEsFhMTE0PJkiU1Usxwd3fn8ePH7Nq1i759+6q9nyLd5jt37tC4cWOtzjF5nN7e3vnGmRIVJTi6/vwTHj5U3G7ZMhgzJuvHmTNHqDiYTIMGMHHiXdq00ek053kCrz9Sy2DOCRzrVcCuaimt9Vdr3khqeg3LM8bKly+CQoahZvVl1OLy5a8XF6UjM3GJcUTHRTNu93hKTitF0Z+LMXzrCA7cO0B4jHZvVDp06NAezs7OCr2zWeXt27ecP38eyJrE3MKFCzEwMKBHjx5KvbgZiY2NzRRy8ujRI5o3b651gxlg5cqV+cZgBjA1hSFD4P59QemqWzfIWLPG1BSyq7A6caIgP6unB3PnCnUcHByy16c66IxmLfBw6e6vclyJoQGN1k+m9aF5mDnbZ68zkYj6q8ZTaWIv7QxOS7i4wJ49EBQEGzdC8+ZCpq18EoFFKnpMVT8PCYHOndVLXNCR89Rxr8O58WcJWRrM4dGHaOvRlrPPztJpZWdsfrSl/vwGeB314vab21pNwNGhQ0f2GTBgAC1atNBqnxs3biQgIIA5GatlqKBx48Ypyh56enpMmzZNo/1Xr15N2L+JNIGBgTRv3pyQkBAVe2lOt27daNasmdb7zQuIREK4xt9/C4oZM2akGrV9+0IakZAsIZHA1q1CwZRJk4TPuUG+NprjYuLxe+pPXEw8UdGR3Ht4jaho9QJeImMSuPnsE5ExCUrbJcUn8OawelWMtE21GQOxLOGCqaMt7c8uw6J44Sz1I5JIaLrtV8oN76TlEWoPCwvo3x9OnoSAAFi+XNBxTM8pYAGC8ZyWAMALcMfKKn2Z6wMHoHx5oV8deQMzIzPaVmjLHz2X89LrBa9/f8Xy7suwNrVm7vF5VPOqzoKTC772MHXo0JEGkUjE2rVrtZrYvHfvXoYNG6aRxJxYLGbJkiXp3pZq6m0ODw9n7dq1yGQyBg0alOXCJ8qwsLBg8eLsFS/7VnB0FEpgv30rGNHayud0cYGqVbXTl7rka6M5+H0wa37cSPD7YN74vaD7oNq88VOv8MirgHCaTTjOqwDlr2OCbjwhMToHAm5VYFPBnQrjUmVoLEu48N31tVSa1BuzwgXV7kfP1JiW+7wo0bN5TgxTLvfuZS1YP7kiUMGC8MMPgo7j0aNPgZ8Bb2AnEAQcBpKAI0AHwAX4BejAly9VMvUbGAgtW8LYsTkTO60jexS1K8qIhiM4MGo/IUuDuTjhAt2rd//aw9KhQ0cGXFxcWLhwodb6i42N5YiGEguDBw/Gw8Mj3XdZ8TYvWbKEAwcOaD3BEcDY2JhDhw7h5OSk9b7zMgYGQrhGiRJfeyRZJ18bzXaFbRmzZjh2hW0p5laaI38/ophbabX2LelswfU/21PSWfk7hPfn7mhjqBohEotptOFnJPrpA4WMrM2pNXcEfd7sobfvHlofmkeN34dRvGdzbDzcEadpLzE0oEiHenR7uDlHZOIUER8PHToI5bBnz1Yvy1YmEzzLtWtnNmrv3t0LzAU8gO3/fjsJcEUol30IwYD2AH5Xepzly4WnVkXJC7r455zj8IPDXPe5TpJUecVKfT196peoj6uNdrXAdejQoR2GDBnC2LFjv8qxzc3N+e233+Ru69GjB+7u6lcP/fDhQ5YLYPXo0YN69ephYGCQaVuFChU4cuQI9evXz1LfOr4u+VpyTt9Qn4KudsL/o0/xYmXV3tfYUI/SrqpF2zUxmi3cneFN9kvYVBjXHfsqipP/RGIx5m6OmLs54tYutZRzUkIiUe8/IY1PwNTJFn0zk2yPRVO2bk0VNJ82TRAp/+EH4XWNvPoeHz7AgAGp4RNTpkDaN1qHDx9O0zrZqs0oL2SEUE5bdTbh48dQrZqQmduxI/zzj1DC++JFOHRICOXQoX2m7v8F7/feWJlY0axMM0FBo2wLClkV+tpD06FDhwaIRCKWLFmCg4MDixYt4nOapBELCwv69+/PlStXuH37ttaPPW3aNOzt5ef36OnpMXHiRIYOHap2f1mp9jd9+nRmzJiRsv/NmzcJDAwkNjaW4sWLU7Nmza+eaC+TCblCW7fC06dCon3NmjByJGgiOiGTCbHL/yV0knPZICEqhg1WLZEmqCdyXnPuCE5vP8nkwMAsS86ZFytEt4db0Df59rJtExOhVCmhNGZGTE1hxAihhGZyssDBgzB4cOZEvVOnoFkzIUEjoyyQfDoD2S9Q/8cfMHp0trvRIYfEpERu+N7g5ONTnHx8kltvbiGTySjrVJaW5VrSomxz6hWvh5H+t7fudej4rxIbG8u5c+eIjIzEyMiIZs2aYWxszI4dO+jVS7tJ58WKFePx48cYKpFaio2Nxc3NjaCgIK0eO5lx48axYMGCr24UKyMqSnAInTmTeZtEAjNnwtSp6vX1ww+CY2v0aEHy7WtPOzfswnwdnpHTBF7xVttgBnBuUgXnRtk7kY3WTfomDWYQEgDkGcwg/CEvXAhubjBwoFCbvmNH+coW/foJ3x89elTNI+8DWmFtHZ/FkQtcuJCt3XUoQU+iRx33OszqMJMbU67zafFH/h66k2pu1dhxYwfNl7TA2tOG1svaEJ+YvfOoQ4eO3MHIyIjWrVvTtWtX2rdvn1KIo1OnTlhkVz4hAwsXLlRqMCePJ6dCR4YPH57nDWaZDIYOlW8wg5A39MsvQjlsVZw8KWgx790LjRoJb2FXrcr54iJfm3xtNId8+MJOrz2EfPjCu/c+jJ38Pe/e+6jeEfANjKDf3Iv4BkYobOOvQWiGgYUZtpVK4NSwktr7ZKT0oLYUapQ5ke1bQCoFLy/V7eLiBGm5EycUt/nwQXiNlD40Qzn29nd58kSPf1WIssTFi7q45tzCxsyGbtW6sXHAX7xf4M/D6Q+Y1X4mha0LY6CXOU5Qhw4d3w7Gxsb06NFDdUM1adq0KR06dFCr7YgRIzAz027xsA4dOigsg52XOHhQvQq7w4cLhcUU8eED9OmT/rvHj4X7cqFCQlL98+fZG2teJV8bzVKplNjoOKRSKUlJSURGhZOUpDzRKHVfGeHRCUiliq0kTeKZCzWshFgiwbxo1rJlTRxsqLVgVJb2Oho9MAAAIABJREFUzQvs2wfPnmV9/5YthUS9Y8eEMp3r18dy+vRptfdv06YNBQuKOXAAVq+GrFQe/fwZnjxR3U6H+iQkJhAdp1xOSiQSUd65PONbjGdNn9W5NDIdOnTkJAMGDNBKPzY2Nqxfv15tg9XS0pJhWanfrABjY2OWL1+OWHEBgTxBUpKQR6QOISGwYYPifnr1gk+f5G8PDxfu1aVKQYsWcPhwqvJVfiBvn+VsYlvIhgFevbAtZIObS3E2/HESNxf1tBqLOZmzf1ZTijmZy90eFxrBpzvqP0oVaix4iLP6JFp/xU8YWckfS15HJhOUMrLDiROwaZNgtBobw+XL5zTS7mzXrh0gxFwNGybI3lXJgtP+4kXN99GhmPPPz2PtaUPzJS1YdGoRj98/5htNs9ChQ4cGVKtWjTJlymSrD7FYzM6dO3F11UxNx9PTE72MZeqyyMSJE3FxcdFKXznJ33/Do0fqt1+6VMhDyoiXF/xbqFElp05B+/bw3XfqHzevk6+N5pwk4OJ9ZBpUJUs2mrNC0c4NKNq5YZb3/9rIZELJy2xeH7l7F8aPFwTNhwxxB4YCquPiDAwMMlVdKllS0Hn++WfNxqAzmrVLWaeyzP1uDhKxhF8OTKPcjPIUnujCoE2D2X1rNyFR2q/CpUOHjq+PSCTKtrd59uzZWaqo5+zsrJVERGdnZyZOnJjtfnKarDiu3r4V4pXT8uqVkCioKZ07a75PXkVnNGcRTeKZje2tsC5bJP13dlZq7WtoWYB6f/6k0djyGmIx9OwJ3t7CH2GlrId1A8IFICCgBLAGUK2S3rhxY7kxbAYG8PvvUKOG+se+cEEX16xNClkVwrOpJ8fHHiNkaTAnPU/QrVo3bvjeoNva7tj9aE/N32sx49BMngToYmN06MhP9O7dG0kW6x937NiRyZMnZ/nY48ePz/K+ycybNw8Tk9yXbtUUkUiQTO3SRb32lpYweTLUy1DCwd0ddu/WrAR2xYpCOEd+IV8bzYkJSYR9CicxIYn4hHgCg/yJT1Av8z4+IYn3n6OIT5AfjKNRPHPjKpnCMkoPbqfWvrUXjsLUUY6AcR7m9evMT6ggGM+dO8OdO3DkiGbGqoIjAbdUtkoOzVCEqjgvMzMhpnruXCGRQkfOYGxgTPOyzVnUdSGPZnrzbr4fa/uuwcXGheVnl3P22dmvPUQdOnRoEQcHB1q3bq3xfiVKlGDz5s3ZSrwrV64cbdq0yfL+tWrV0moyY05TvDhs2aJe21GjhFoF8goWfvedEN5YvbrqfoyNYft2Qcouv/DNFzcJfRpMMILmooGlIQWKphYk+fj2IytGr2fUn4P5+MmPMYO+Y9W+Q5QtlVn2TZok5cuD1Mj2RwHhtF9zjYtL21CxmE26ttFBIXx5FIxQLCNO7rhEmABClr9VsXJE+Udg6lwgZXuRjvUxuPiAgH/uA0aIMADSa7WU/6ELpQa2JTEmkbCnwem22VSWXyo7eR5mRSwwtJIvTRf28guJEakPDyaFzDAuaCq3beTbcJJiE7EoaS13e3x4HBGvhLJ+0dGweJmE5ftsMTaGxo3BKo1DPXke5iWsaNPGgNat4dw5+O231LCHMV2CCf2UyIV/P3/Ggmjkz8OexUix5jPyX+GbYYo1ltR3q0Pw3SD0TPXlzqNuXTARxWErC+U9tpgUkFCvHjRsKGhPVq4MenoQfP8jSGWE3BP2My9hhb6ZfCWH0CfB6JsbpDvnaYn+EEnMh6iUzxnXblpiP8cQ5Reu8pynxbKcLRID+Veq4PsfMXE0VXrO44JjUj4b2ZsonUfs51isy8t/sFO2dpedWUZRu6K0Kd8GsVicae06WzkzqO4gBtUdRJI0iYSkhBxbuwAifYnKeag650mxqUGAqv4GxRKRynOejKK1m3Yeqs45aZKadWs3e2tX0Ty+xnUXvu2127dBL44dPkYS8h1UhXFCRKpxHGESzf79+zE3z5zjo+na/bH3WIXSpcn3Dz/kFyRbungpIfc+pvsur69dY2OYPj19iIUIKYX5lHKv1deHIUPS95dx7ToUMuPSJVOmThWkYtMdh3D0SSQQa1asyByWmZNrNzTDnHOCb95o/qf3Cd4iRLe7dSlOo/+1Tdlm7WhN/9k9sXa05vNJfwY8HYers/wymolRCRyqkqrFEqsnYsfRthR1zLxo35+/iyENSeQJiZmqzwnoURo9hJCMR17+yKLvUn1xg5TtEj0J7U4t4Z/Ri3m1wQeJzJV4dgOgb2qMx+SBVP11ACKRiAifsHRjAxgg+1HpPBrubkOR7+WHLlwffZ6AU29TPldbVJ9yP8mPub7/2w1CHwfT9lp3uds/XfvAqZb7Uz47Y4aUIURFwdq1MGlSatvkebS52g37Wk6IRNCkifDv0iXhybb2gyNEvwyh4b/7rKQNt+WGYNyiN0nE0JZVyH98rkQ5BtCNW23OAWBX01HuPCws4KcOHyh6YD+ljgymWosCyMsROV7/fySkuXAkz0Me578/QqEWbunOuUwmxISdPQsGx70RHbqesi3j2k2L34FXXBlyRuU5T0vXd4MVXnCP1/8fFWfUVHrOX25IzRgp+2PldPNIy/M13rxY/4hu/kPkble0dqVSKYcfHuHs07OUcSrDxBYT6FKqi8K1KxFLkIglXBx9LMfWrkkhM5XzUHXOQ5+kPsCp+hs0MDdQec6TUbR2085D1TnPztpNy/M13tyf+d9du8rm8bWuu9/y2o0YH4CbtSuvQ+TLwU5mNMZpHCfGU+wUJhBqunZduxSnRo0a3LhxI1Pb5PvHQDKHR/bt25eKZSqw3WJluu+1uXZpXhlxzwZUqCBoIKf11mZn7Y4cKbw1jY8XaiFULp1Aod93pNxrhw+HjHmVitbuggWCc6lfPwj+115txw2cCMavd3f69888tpxcu2/xl9tGm3zzFQHPbjtFhdIeQO55PC4MncfTdReREYsqT7Opgw2tjyzAuKDw1Hj34UuqNB3JnTMrqewhKHmEPHqP7/4bJCX58nL7eJpsu4RDjdTy19+Cx2PKFDhxEpKQ8B7hqdHREXx9hRKdaeehzlPj58/Qt+9nHgUVk+NpPgL0xB5DpEiVeponDhrPyJEjgK/rrXv3Drp2hev/Xq8tiMSCKIq4CUmS9Vr8N711l19eZu6JeRx9eBQXSxfGFR1L7459sXa0ydgVoPPWKZuHztOs8zQrm0deXrtbzu7gp4nyc3fSepr79O7D9FUztbp2T98/x3dy5B0UeZpNTU158eIFDgUdcmTtDh4Md+9BBCZ8QZhHtWqwfj14eKTOIztrd+dOoU93d2Hthtz/xJUXFsxdbsT+/alVeZNRtXb9/YW8pUuXBE9zcbdETj20poCc05CTa/fB04c06d08ZytFy75R7ty5IwNkd+7cyfVjby32vWwFtdX6d3aAV/pxP3ghw66p7M6DF5n6DX50R7bNHVnwo9yfU3a4dk0mE/yomf9t3Kh5f1KpVNavXz8ZIIMGMlgqgw0yWCCDGjIQ/btN9b8bN25ofb6acueOTGZrq/g3EolksrNnv/Yovy4P3z2U9VnfVyYZqiezGmMtm3bgV9nH8I9fe1g6dOjIBeLj42XVq1dXei1v166dLCEhQevHTkxMlJUoUULte4qXl5fqTrOBl5f8+4Senky2e3eOHjodN2/KZPHx6rdPSJDJpk2TyYyNZbJ793JuXMrIDbswXycC5gQRbwMJfy0/xkke2ZGa+1ZYskTxtoULNVebOHDgAJs3b/7300XAExgETABuIFy7VOPg4EDVqlU1O3gOMG+e/HLgychkwlO6sjb5nfLO5dkyaDOvf39Fn1p9WHRqEa6T3fhhxxjeBr9V3YEOHTq+WfT19Tl37pzcxDqJRMLIkSPZt2+f1rSVM/Y/KW0coRLc3Nz46aecVbMaPFhQdspIYiJ0765+Mt+FC/DgQdbGcO6coJzx3XcQG6vePnp6MGsW+PgIihn5lXxtNId9CufYmlOEfQonMMifOUt+IjBIvZiX95+jmLL+Fu8/R6X//vxdjcbg3DiHXhHkEfz85CtlJPP4sfKS2BmRyWT8rKl4sgLatGnz1ao0bd4M338vlA/fsiVzydGMBAUpf/jIL8QlxDFl31SFhrCrjSvLui/l7dw3TGo5kR03d3Dt9bVcHqUOHTpyG1NTU3bs2IGPjw9LlizBy8uLFStW4O/vz4oVK3LEYE6mf//+NG3aVGkbfX19Nm3ahJGR/LAVdUhMFO4JyrC3F+4d8pBKhfjh1UoKo165AuXKQevWmcMs1OH6daEgSVycUM2vTRuIjBTycdQxoLNyzG+JPGM0X7hwAbFYLPffzZs3s9RnXHQcL++8Ji46jsiocC5fP0lkVLjqHYGI6ATO3gsgIjoh3ff+Z2+rfXzLUq6YOtlpNOZvjT//VF0iM2N2rTKuXr3Kcy0VrVclNacOwcFCMmO8ekqFREXBgAHQvz/s2QMLFggx3Zs3qxaX//NPCA1V3uZb58mHJ6z5Zw3FprjTd0M/Hr2XX6LKtoAt09tNx2/eW7pUUVNcVIcOHd88RYoUwdPTkylTpjBy5EgccsEKE4vFbN26lQYN5CcQmpiYsHHjRoXbVSGVCnHEZcvC//6nuv2oUcq3jxgBixen/+7mTUEatW5dwVkVEwNFi8LUqfDli3rjfPgQWrUS7mPJnDsHBQoIknXbt6vXT34mz6lnjB07lmrVqqX7rlixYlnqy97VjrFrhSQwe+w4uuux2vuWcrHkxooO6b6TyWQa6TM75/PQjMhIQSFDFefOCdX83N0F3UZ9fcVtN23apJWxGRoaqvQcqCIsDFq0EHSlHz0SRN2fPRPk8S5eFDzDRYumtn/yRPAQPElTg2PqVKhTR7iQTZ0qXHj69ZP/xB4eDitXwpQp2Rp2nqaSSyX85r1l/aX1LDq9mK3Xt9LGow2TWk6krnvdTLqrpobyk2Z06NChQ5s4ODhw7tw5Nm/ezLFjx3jw4AGOjo5UqlSJiRMn4iRPtFgJUqnwJnbPHti4MfW+MH26EPagzHFes6ZQBOzePcVtxo0TZF6nToUXL+TXPYiOFgp4rVwJEybAmDFC3QFFGBrCsmWC8bxoUebtkyYJTqGv9AI3T5DnjOZ69erROY/WXAx94UdUgPqBp/k9nnnbNsGwVIfp06FKFZgxQ3Gb6Ohodu3apZWxNWnSBFPTrBtcUVHCU/udf5+Rjh3LfLFp3z7VaN68WZDyiY5O3yYpSYhDu38fbG0FBQ1XV2Hfj+klPgHBEPf0hG+gyFSWMTU0ZWzTsYxsOJK/b/3NvBPzqT+/AbWK1WJSy4m082j31cJqdOjQ8d9FLBYzYMCAbJf3lsmgYEH5eSrPn8OOHdC3r+L9RSLB2zx4sPLjbN0KY8dCyZJCGIUCyWlCQwXjetkywSkzbBjIizJxchK80opCLoODBYdRo0bKx5WfyXN3JplMRkREBImJiaob5zLvz2kWz1yoYTbrRedx+veHDRsEDUlVHDkiFAlRxv79+4mIiNDK2LIamvHwoZC416lTqjycIi5eTB+OkdFgTub9e7Czg3/+EaR5qlUTXqWVK5e57efPgrTQfwF9PX361OrDw+kPODz6EBKRhI4rOlFuRnk2XdlEfKKaMTE6dOjQkYcQicDZWfH2GTMgIUHxdoAePdIXB8tIkSKC5n+yrNusWarH9fGj4JQpUUK4dyebWe/fC17kwoWF7W/eKO6jf38hvvm/Sp4zmgcMGICFhQXGxsY0btyYO3fUD4fIaTSJZ7atWBwjGw0KtH+DGBnBwIFChu6ZM8KTriJKlYK28rXwU9BWaEaBAgX4XlEmhQo2bIDJk+H0adVtt24VSomqO+wGDYSLkrExNGuGXA1LEDwHigzw3CIpCf76C5o3T72wZoebvjfZfHWzXENYLBbTtkJbLk36hyuTLlPcvjhj/h5LVFyUnJ506NChI+9TsqTibb6+QsiGMkxMBIeMPAoVEgzmtIZ55cqCs0cd3r0TvNjt2wv5OhUqwPz56r059vMTlDUeyU9HyffkGaPZ0NCQLl26sHz5cg4dOsTs2bPx9vamXr163L9/X+F+np6etG/fPt2/nTt3AhDw6gNTW/5GwKsPPH52l5LVRDx+pp63+P7rYCzabeH+a0EgXCaVaqSc4dzk60ud5RbJlf2OHBFifkeMyBxe4OmpPA7Kz8+Ps2fPamU848aNw8ZGfnEMVWia55E2fhmEUIynTwWP9c2bgtj74cPp28THw8uXcE2JKET9+vD6tWZj0QYymRCKUqECDBokPDyourirw8nHJ+m/cQDFpriz5PQSImMj5bar7V6bg6MP4DvHBytTJW4WHTp05EukUrh9G44fF66lcfLrh+V5SsgvqJjCb79lzm05e1bwMM+ZI8y/Y8fM+9nbC+2KFMm8beZM4X6sLv37C/J2/fqpvw9AYKCQq/Q12blzZybbz9PTM+cPnGMK0Frg1atXMhMTE1nLli0zbVNHxDoyNEp26/hdWWRolCzkyyfZ7v3rZCFfPql17M9hMbJNJ1/IPofFyGQymSzo9lO1C5qsoLbszdGrcvv9P3tnHRbV1oXxd+hGQsFCsAMTscDu7ry22HGtq9drYde9dreC3RifLSqYgCh2UxLSHTOzvj+2A9MBg4DO73nmUc7ZZ5+958ycWWfttd71KxY3kUZsLNHq1URlyxJZWhKlpspvv3z5cqXF5eW9xo0bly8B/O/fZRchUfbVuzdRSopov+vWyT+mdm2iOnVEt5mYEB06RMTn53k6KuHjw8YhPjZbW8n55IWgsCAavm8E6YzX1RQw0aBBgwh8PtHGjUQ2NqL3n/LliU6f/nn3QXXh6an4t2LzZsnjDh4k0tKS3t7SkujFC/nnHThQud+pYcNyjwkOJtLWVv43buFC9b5X6uK3L25SqVIl9OzZE3fu3AHlodq3sbkRGnaqD2NzI1iUsEb/Xm6wKCG9XKM4VmYGGNGhCqzMWLT8m32XlD4vR1sbpZvXUXm8vxKWlixG6ssXJrIuL7GNiFQOzejQoQMcHBxgZmYGY2NjdOzYESdOnMDOnTvzpedpbS091lgVzp1jHutv33K3jR8vPT6tSRPmid6zR9JrnZLCPAB//KF8wmVeiYhgXp2gIMl9kZGS8kZ5wbGsIw6NPohPKz5iRLMROQVMphydii8xX/J/Ag0aNBRLiIAJE9iKZFSU6L7QUKBfP+aZLU7IC88QsHKlZCjeiBFMnk78Z8zMDLh2TXEOkbu7/FVdDoeFIO7bl7vNzo69/8rw55/Mo/27UqSNZgAoV64csrKykJpaePGNmYkpeHdY+QodNo1qQM+0eEllvXoFXL/OktvUGU+rq6v4S/7gwQN8VCGzYOjQobh27Ro+f/6MxMREpKSk4OrVqxgwYICEZFleUDYuTB7+/izeWSAZZGrK5H4EtG8P3LkDPHjADOw//pAdO3zsGAuX8PVVfRwpKdINYXFKl5ZfxWntWskfs7xiZ2WHDQPXI2RNMP7uNBfHnx5HlflV8cfeoXgemscSVho0aCi2XLmiWL506VL5IW1FDUXhGQBzSGzfLrl9wADg7NncyoBGRuw9UqbAbfXq7PdEGn37stDBVaskpV/XrgVq1JDft5sbc6Co4We22FLkjebPnz/D0NAQJvLEBQuYtwcug5uarnT74iQ1d/MmM8gcHZkmcatWLMngr7+UL+iRXw6oGDQ7cuTIghnIDyZNkl7GVJy6dZkEjyyFxPBwljAhiGmeNg0YOJDFOl+/zt5rDodtVxS/HBzM4pwXLxY1rt+9A2bPBlasEG0fGcmkhcqXZ14aRVWoAPneiZQU9XsXrEyssKj7IoSsDsbGgRvg+9EXi73c1XsSDRo0FHmU8SLzeOxeV1wwM2POCEVs2iTdYdK9O8sTsrQEvLyY3r+yLFoEaGuL9vXsGdOMlrWSamTEHDnSDG4jI6bqtHv3763RDBQho/n79+8S254/fw4vLy906NAhT32mxKfA5+wjpMSnICY2CgeOrEdMrHLusuj4dGw9/xpRcal4ue2sSud16N0iL8P96Rw+zLSIX7wQ3Z6QwKr49erFqgoJyMhgy0N5iJSRSWpqKk6ePKl0+/Lly6N1AYtE2tqy5Dd5N4fatZnha2nJlrmkJWUATJKuZ0/2dG5hARw/ziTnBJw4obz6Bp/PvC3Ozuzm1aIF8yr89x/Td87MZKsEM2YwLehVq9i1fP+e3XQVoch7sHs3M9JV4VP0JwSGBILHl1020kjfCFPaTMGH5e+xZ7gS1XI0aNDwyxASAjx+rFzbBw+Y06G4IM/brKvLtJgfP5Zd6KR9exbi2LatauetXJkl+XXqxPr38pK/kijAxobVX3j5kqlDrVjBDPewMJYY/jt7mAUUmeImAwcOhJGREZo2bYpSpUrh9evX2L17N0xMTLB69eo89Zkcl4LbnndRqa49EriR2LLHHU0atoG1lY3CYyPj07H66HNUSYpG4scwpc9ZyrkGSjlVz9N4fyaRkUzlQl4J7P/9D5g6NVc3eP16JpBeowaLPRs2jMmn5QdVtZlHjBjxUwpfDBnCQirmzWOhKwJ0dNjNY/363DjtEiVYtcBmzaRrbxKx6k3v3rFS2cLLYtWqMcP37VvlxxYYyGKkhYmNZcazh4f0vtatk56JLYyiGyKPx96Ps3KeIU+dYu9H+/bs723e27HhxgaYGZqhWaVmcK3sAtfKrmjk0AiGeqIfHl0dXZQ0/bXLzmvQoEGUO3dUa79pU+GWc373jqkKde/OnBPyqFaNhTwKo63NpOQWLFB8PMA81nlhxw751XflUasWe2mQpMgYzb1798aRI0ewYcMGJCUloVSpUujXrx8WL16MisK1ilWgdCVbLDo7l/0ftgjwTlL62DoVLRF2cjAudZml0jlrT+2nUvvCYs0a5WKX9+1jBlDlyiw0AGAJY+PHs+X/CRPY07Iyy1DSUDUBcISq2jj5oHt3pj3t58eS+rS1WUiFNH3lhg1ZFaUBA6SXyAaY51rc3q9Xj8U/z5wJ7NqVv/HOny9734MH7NWsmew2yjyLnDsH+PiwsuDibN8OTJnC3qcVK36EjfRajl71esLnow98Pvhi7bV1WHB+IXS1ddHQviFcK7vCpbILrLJdEPjYCl++sKTH+vWZrrcyPyoaNGgovqgqXXbyJIu/LVu2YMajiOPHWbLd1KksRK97d6Z37OQkeQ+tVo3VM6halb1atWI5MypW5M4TeTWYNciHQ3mRpSgCBAQEwMnJCf7+/migqNRcHkn4EIqjVQcp3d6wZAkMDz0HbX3ZAbEBLz7Aqd0k+N/cjgZ1qojsi3sVgP/1ckLn8/6wrFUwcwLYMn/ZsszbrAw6OswQkqWXqavLYnVnzJBf9S8jIwPe3t4IDAxESEgIfH198UI8NkQOrq6uuH//vtLtC4PHj4Hly1k5U8E3y9GReebHjJF/7PnzLNEiNrZgxtarFzN6ZREUBNRRQvSlUye2CiGAiMU7i8c8d+rEQoBKCjmPeXweXoa/xNkHPrji74tXsfeRrhXOdt46BnwZmNNWT49ll8+YoYmj06DhV+XbN/awLe/eJIypKUuOlldMqyBxcgICpJRssLXNNaDbtmWrsJmZ7PdRc//6OfwMu7DIeJqLIqrGMtcc11OuwVxU0NJiS0Znz7LX06fy23O58qvCZWezOChPTxZnO2MGu3kIEhGICBs3bsSCBQuQlg9pjlGyyiMVIRo3Zol/sbFAfDx74LC3V+7YXr2Y4sbw4Uy8Xt1cuMDim2XF2SkKz9DTYz9uwh5tHo9t27lTsv3Vq8yTfuQI87AAgLaWNuqWr4vBS+rizZvJAAgwCQFsfIAoUfd1VhbzVr9+zST5ND88GjT8epQpwx64lTGaXV2ZQyKvIQv5JSxMusEMMCfUnj3sJaj6umgRM7I1/DpofoZkkJ2ShrcHLivdnqOtjVoTFASNFiGqVmVajU+eMGWGTZuY9Fl+DZN795jRJ1AI5HK5GDRoEGbOnJkvg9nIyCjPpbELAysrFtKirMEsoEwZlmC4bp36l9eIWNyzLORd+yFDWKz0f/+x5EeAeVEGDZJuMAv49o15XQRx8QJyczk5QEoF4NMfQJr09db9+4ufRqsGDRqUp3Zt2cluNjbMAO3Zkzl5CstgBlhSnDKkp7Pku+K5jq9BHr+00Rz5JRprhm5E5JdovPsYhBZdy+HdRyVEawFc2XYZS5x7IdLUUqn2Ffu0hEm5UvkZbqFhZ8eS+lauZLGo5ub562/aNHZj4/F4GDlypErqGLLo27cvTKUFE/+CaGkxD+ujR8oJ5KvCoUOy9ZaleZpbtWIrEUeOiCqEJCUBnTszCSOZtO0PdOwKHaeVMHS4h/SsXCkWVQRQHB2ZDKAGDRp+XYQrIOvpMfWHZ8+YB/f6dRa+VrKQ84QF8qHKULq0/HBFDcWTXzo8w9jc8EdFQENo8a3Rv6dyFQGJCBGeV+CcZQqjLBlZXWIUlwRAYQ4dYnJnb96or3BFlSpMYYGIMHHiRBxRU5pzQWszF0UaNGBJgrt2MfUNeRgashhiRUucmZlMwUOa51Zbm/VTsiRLbBw/nnl4xI3pqChmMAsKt8gkqilQ9ia0G6zF0OMLoHsqN/mvTikXQN8FyLSS20XNmixUpbB/LDVo0FCwdOnCwi/atWMJ5jaKRa5+KqmpqoXNde+uCSn7FfmljWZTS1O0HdqS/R+mmDrOXanjwm/7g//yPdopeR6rupVR2rX4lc1u04bFH8fHy25jZMSMrPLlWXlP4dLQ4mhrM4+kkRFhxowZ2LNnj1rGaWdnh1aCoNjfDGNjdo127WLxyOLUqweMHcvCJ0qUAJKT2Y+Pj4/sPk+dYjGE4jf0qlUVK6okJzORfUXFWAAAL2didKOZ2L2dh6CwIKag8dEXRx4fwbqEdcAwAPE1WCzz01VApuiqTvXqLLO+VPFcwNFQDOFy2fd4wr3QAAAgAElEQVTs3Tum3FKzJlM/0FDwaGkBRTnP+8YN2cnw0ujeveDGoqHw0DwHiZEWFQe/ZQdVOqb2lH5qKd/8sylfXrT+vDj16rGkh1Gj2NN/UBCrLicLd3dWeGPBggXYtGmT2sb5s7SZiyocDlPVEGBiAowbx8ImAgJY6EKJEmyfqSlTtmjZUrIffX0mCxcQkHcPiKkpM9CVoWZNYPNmlvxXz64eprSZguPjjiFsbSi+rPqMjvqHgcjmgLU/kCUaelO1KjOYi5q3ScOvCRELNbK3Z/q0ffqwBC4bG/YZlpcIreH3wNqaycUZGytua2ioekESDcWD39cSESP123f4zNgET4d++HZX0bpzLvoWpqgypH0Bjqxg6d2bFTkRZ/p0yZhaS0umkXnwIDPchGnWjCUWrlixAitXrlTb+AwMDDBGkVbbb8CIEWzpcu9eICKCeZ4bNpQeh2xiwjLM27TJ3daqFasOOHFiblGWvLJ0KUsclZeoaGjIPivSfmA4HA7sre0xqcNQwHcncN4PoNzOqlRhBQ/yqv2tQYMqcLnsIbR/fyA8XHRfUhLw559MLlKT1FW0SEsD4uJ+3vlcXVkiYkwMcOUKCyGRpRXdvn3+C39pKJoU+/CM6LA3CJeRuMbN0kLSdz1Uru+ALMrAgyc30axRO5ibWeS0+ervg5e7zuLzuXvgZ2cDegD0gHQdfXwuUQFVIiNgkir7bll1dEdER7yWO8ZS5WpAV1/2NygpLgLJ8RFIDnuTM6d0oSVBHV0D2NjVlHuOqJDX4GbLjr82tSgNQ9PSUg2d//4DfO6nIzr0DUqUAJa4A67NgRixQoiCeYwYATRvzpIHHzwATE0JM2YEYPiQJbh9/SJsZF0PHhCbIncasDIBdLRz/54wfgR0uLEI/xSbMw8zS9nWVHZmOqJ/vI+yUPZ6yEJd10PVeRw/yP5NjGIvefMwNgaOHo7AuNER0NdnxQBixQyC/Myjb1egWgVgxl+l8eaD+DwI3eatR6yuM5KSHZEc/VVq31XtANsSQExSDXD5bB6VKjGDWVj8v6heD3GK6+dKnN9pHtHfIvD33yycSfy+xeUZIDaFzePwYRaWNG5c0ZxHcbseXC5LBnZ2Zg/3LVoA4Ko2D0NDYPRo4MQJpjY0ciTAS/s58+jc2RCdO7OVu2fPWIKglxdbxTPWj0CHFhEIlxHCVhSvhzSK4+fqZ1Dsi5uMaM5+eKVhWcoFiWEdMXmrG+K5EegzzAlnPfxRqzpLaQ275Yfdq1ojy0jSkvtOFXAaSzEyeBuqBUl/tuBoaaGDzzLsWSVfCmDG1pewsWM1KaUVN7l5zB03jy2BQTpQ5SvwwR7IEPoMlCpfEzO3vZLsWIj1k2shOlS28d5u8GLM3+gOIyO29Ni7N1CuXO5+39uvcHGjo9LzAICUlAwMH/4aAQHnERy8DC5VAVc5ag8xycA+b7mnwJhWgLUckYx2gxej3WB3mfujQl5hwxTV5iGO4HrIQl3X41eYh2vvxTj8P3ecOpW7rdeQCNy2qoGk9CTYkg5GREupLS7E3jsvEZvC5rF3LzB4sKg3XNE8SpariVnbNdcD0MxDGEXzuLDXHQ+9ZM8jJrkm9nnnzqNsWeDrV6a9LqAozKM4Xo+nT5kmvQBtbaBfS3fYGyueR3Y2C6XZuJFJpgr3Mb17LejwCu96hIUBnhvckfCheF0PaRTHz9XPKG5S7I3m/13wRO1aNaS20dLWh0XJytAz0AWBkJ6eCkNDY2hrayP8jj+82k1HllEKSJsvcSwfHGRp68IwlQPdTOnr0A49m6PdicUqPQlJM5pzPM0f38B/ylA4bfWEaeXcOanjiS4xtTRq1RV9omvcONeAtrdT/ERXsmx1RER9h4+PD+7fv48zZ84gJiYmZ7+xPmAiJ2lGGU9zNXtruDRthI6dOsHFxUViv+YJO5eiMg9Ti9LYvZstY5cvzxQ/jE1Y8t/9t7fx9Pk1PAt5hu/J3wEAFUtWRP3y9VHPrh6e3aiHPTvb5nianZ1ZIuO0abl60LLmEfwVWLsOsC5pgL0emusBaOYhjLx5fPoE9OoWge8Rsuch8DRrabG8jsWL2ee7KM0DKJ7XY80aFs4njLF+BEwM2Dx0dYDadYBGzkDjJqxSaUqqAc5eromtW2UnpM+Y/BqzZmiux+86D43RLIf8vDlEhNON3PDd722+xtD9xkaUb+es0jGFVUZ740amwiCL2rWZAd2nD/u/IFY2LCwMXl5eOYZyWFiY7E5UxNraGqtXr4aDgwPKly+PcuXKwVATCFZsefGClWivV09yHxEhODYYPh99cP+DD3w++uD1t9eoZtUAXbL80KYNC/lRRiM8JYWVKl+/nlWjBFiYUNOm6p2Phl+T4GDm5YyOVty2Xz8mz1i9esGP63eiY0emvawM1tbsd+nwYSBDgQKsry/Lr9Hwe6Ipo11AhN3yy7fBbFHTAeXaNlTTiAqes9IqghuFA3VXA88WICjIBkFBTIrMxQXw9PyKxYsX4+jRo+AWQOp4iRIlcOPGDdSTZmFpKJbUkaO6KEj+s7e2x9AmQwEAsSmxiEiMgKOMZBpxBAoHM2eyZVBhJk9mS77a2tKP1aBBQPnyLI72+HHZbdq1Y8WenFXziWhQgqws+ZKY4sTEALt3K25XtizQpEnex6VBgzL8luoZwZce5LuP5punF2mZudTMVIw8MAre77wRFSXjJlXlEFBtP8ATjakwNPyEunXr4vDhwwViMJuYmODq1asag/kXJDM7ExlyluOEsTKxgmNZ+fFqAt68YRnpAwZIGswAS8bZtUuVkWr4XdHSYgpA0qpSOjsDN28yTV6NwVwwPHmiWA8+L/Ttq7yUZno6cOYMe9DWoEEVfmmj+XtoDHZO34/voTH4HPwOA0c3xefgdwi+8lDxscbm2OHSC9+NJdeLGy4aVeS9zEZ6Rnj8+TF23d2N8+elySXxgaoHgM/9gWyhOXJ4uJnaGkmcpAIZl6GhIS5fvozGjRsXSP8aCpcrQVdgPq0EXFa74u8z83Dp+SXEpeZdFyo5GZgzh3mxFVXjmj8f+P49z6fSIIdbtwAer7BHoT709Vn1zNq1Rbfb2DD1lpMngbdvNfrMBcHt2wXTr7waAgC7ltevM5UNGxvWfuNG+cdERgL//MPkV/mSqU8afkN+aaNZR08HpSqUhI6eDvT1DFC5Yi1kfYtH4odQxcfyeSiVHAcdfu4vhWkFW3S5uBaNlrjJObJowOFwMMZ1NM49O4cT56UYLaXvAuafgPejRbeXPQPUCgP6ApCjhJEX9PT0cP78ebRo0UK9HWsoMjhVcMJ//f9FOYtyOPzwMLpv7QGr6dZwXFwbEzwm4sijIwiODYYyqRRhYSyWdN065YyXhARWwl2D+uDzgQULWLjC3LmFPRr1Ym7OCgHZ2eVuu3QJWLECGDgQqFGDFfPp2pWVUNagHlQxmhs2lK2FLIytrfRYZiLg4UNg6lTWT8eOwKFD7GEcAM6fl39tN24EVq1i+RKlSzO97gsXNJ+H35lf2mi2sCmBPjO6w8KmBMqWroAVC/Yiy0+5RDaL9BT0fXEPFukpMKtYBq33zcOQDydg301S0aEocf06UzFwcgIS/IaBy+fCJ+KYZMNq+4HEKqwim8j2texfLQ7QDICJxJF5wtDQECdPnkSHDh3U06GGIomdlR2mtJmCE+OPI3xdGD6v+oTDow/BpbIL7n24h6H7hsH+bwfYza2AHd475PZVtqzqCVj79gGPH+djAhpySE8HBg1iRiTA9Nz37CncMambsmWBq1cBCwvp+8uXB7ZsUa4KnAblWLCArR7JKs4kTN++gKencu2E8xmCgpiHuGJFZkxv3So98TMtjekrSyMxEdghdIuKjgb27wd69WLJid26sZAwWUoeGn5NfrtEwBAlQjMEGFiZw2X9VFQZ0h5aOkX7rUpLA6ZMAQ4cyN3WqJENutXphi+2+zF71mScOQNcuwZk8BMA+zNAwGIAQncjgyigwo9qiNkE3ASgQCJOGZydneHh4YFq1dTsutZQpOFwOHCwdoCDtQOGNR0GAIhJjsGDTw/g89EX5SzKKTieGSx16yrnaeZwgLFjWYEUDfkjMhLo2VNUBxdgJdsrViweJYKTkgAzM8XtatRghlO7dkBmZu72xo1Z0YqSJSWPCQ1lSdNjx7J2GpSnXTv2AoD4eODePeZ9vn0bePlStG2bNkzp5OZNJkP5SoYssHBoxvfvTMFH2XCKY8eYNrw427ezz5A0MjJY1dXLl1llwIYN2SpXnz7KnVND8eWX9jSLk52WgfA7AUq3rzq0I6oN71ykDebQuFCceHoC48aTiMEMsOXqMa6j8eLbMzi2fIbz59kNxW3VUXC0s6H9ZYDoAVX2AVoEZBDwPwBiFeRUpUOHDrh06RIePXqkMZg1AACsTa3Ro14PrO23Bt3rdlfYvmZNtnKiCGdn5mHetYt5gTTknRcvmKEibjAD7OGlb18W71uUuXwZcHBgBpkyuLoCR4/mejS7dWNGnLjBHBMDzJrFQjr27WNqDd7eiqXQNEjHwoI9nG3axLzDkZFM1WTcOKB+fUCgGtamDRAYyKr/9e8vWvyoZEkmVyn8tyoPdf/7HxAbK7otPV1xvLMwfn7Kt9VQvPmljebM9CyEvAlDZnoWUtNScNPjMNKz05U7VlsH8fXrISVdfjWz/PL69WuMHTsWtra2cHV1BQBs2rQJISEhSh1/4ukJDNo9GEe+dwFMRet2JiQAnR07w9bcFgd8DwIATEyAgNT9cDSvAV5ydQBdAOwD8B2ougNIJeAyAPGlLF0AMpYwhTExMcGUKVPw9u1bXLt2DV27doWWsinNGoo1hx4cwtwzf+c7+U+cxYtZPKE0rKxYyMCjRxq1A3Vw+TKTnAyVk/aRmMjifIXqGhUpbt5kHr+4OFYoR1nDuU8ftrIxdixLEhQ2zJKTgaVLmZd9/XrR41q3ZoaXhvxjY8PiyXftYiWphf1VOjpMPefkSRYqcfo0Cx8aPlxSalKa51gWXC5T0hDmwAHldLwFVKoE9OihfHsNxZdf2pqJDY/FrhkHEBsei68h7zF973gkGChnNMdblcLQ08H4+K1gVCQA4Pz586hTpw727t2LqKgopKezsR0+fBjOzs7wU+LxdXbH2XBN8wJKvAH61gbqrQC0sgAwo1lHWwfDmw6H5yNPZGRn4FnIMwSEBODNhbcAssBcym5AKVtAKwK4CCBe7CQGYLZ1O4hEcwjj6OiITZs2ITw8HFu2bNF4ln8R3kS8wR97h6LivEown1YC9ZbWx4YbGyTanQs4h5EHRsHjoYdE8p/nI0+lk/+kYWoK/Puv6DYOB5g4EXj/HnBzU15qSoN0iJi3r0cPVjxGEZ8/M49zUVMUCA1lnsgsdgtEaqpqhvPkycxgExhrmZnA5s3MKFq8ODeBTJzmzaVv11AwGBuzz9+xY5L3BoA9AOnrK9/fMaG0Hy6XJR+rwpw5oga+hl+XX/oylyxvjWm7JsDStgQs+OYYH98eOunKGcH1G1XEo609YG+rpkw4MV69egW3kQPBk6HjFB0djdatW+PJkyeoUUN6mXCA/SgEnO8GZLUG6i8DGrgDlY4CvtuRkNASADDaZRTWXl2LC4EX4P3WGzpZOuB+FvOgl+QDlwCIP1MYA+gMQA/AVQA/7B5HR0e4urqiefPmcHV1hZ1wCrqGX4Kdd3di6rFp4PJyA4qfhz5HpnOmSLu41DiEJbAEW48xh1GxZEX4fGCV/+59uIdd95iAcjmLcnCt7ArXKi7o26AvbM1tlR7L4MGswMHdu2xJfNu23KVbDfln+XJg0SLl2xsYMAOzKD2sELGY64QE0e2pqUDnzsCVK0DLlor74XCYvJ6nJzOUg4Plt3d01IQEFTXMzdlqiNSiXmLUrw90784+PxwOM5onTmQrClFRio+3tWXebg2/B7+00ayrrwubCiwoLeXtNxh8SgWgXMmwKl2aoEaFEgU2Nk/PI8gSuENkkJKSgn79+uHJkycwlpG+feWKQCjeGHi6Gvj4B+A6AejWGsGhIxGTvBbVbKvBpbIL9vscwNu3b8F9nZ1j/AIALAG8hug2ADAHM5gJwCWghFYJbDy4Ed27d4elpWXeJq6hWHD15VVMPjIFfJJ0Jfas11Pk7+13tmP9jQ1oWqkpph6bhueLAjGs6TCpyX8+H31w5sQZOFVwUslo5nBYBvzTp8CIEaoZa/fvs4QjzfKpbPr3Z0aCuMEpDRsbljjXqFHBj0sVTpxgknHSSEtjHufLl4FWrRT3NXWqqHKCPJQxxDX8fIYMkW00V67M9g8eLKnQY2DAPMfTprEiOOvWsZUVWcycyY7R8HtQhPwEBYsyBU2EsetcsPU4b99WUKnhB69fv8aECRNElrafhz7H4N1D8C3hG06eFDsgvjZw8T5wfyfSS52Hw9yK2Hp9K0a7jEJo+HeE7AkG/H+01QZQEkyPWdxgtgbQDSyC4yLgUtsFgYGBGDFihMZg/g3Q19FHpVKSMhSVS1VGdVvRX5kLz73QvmZ7bB+yDe8i32HL7S0i+4WT/x787YuETfFwtlc9ANnRERg1SjWD2dsb6NSJZdfLMqiKGtkFm0YhlerVWYyooiXm2rVZgmBRM5hjY5mRI4+0NOZ99PZW3N/YscqfW2M0K+bNGyZZqMxDmbro0oWFdgkoXRqYPp19ft+/Z+on8iQtDQyYMsa7dyxJtE4dyTYlSgDjx6t/7BqKLr+N0Rzyv0dKt7Wo6QAzexmZR2pClfLUnp6e2CMkkBqZFInbb2+jxsKauPBhK8ARD/HQAt6NA069QcrrNEw9NQ3/TLmKN//9xYxjgYHMA5AE4LnY4aXBYpiTAFzmYMHMBfD29kaFChVUnKUGZbj68ipmnpwlEfNLRLgSdAXt13eA3dwKsJpuja6bu+HS84K3/lpXb42gxS+wovdyGOoZ5mzvWa+nSPn48Phw+H31Q4+63VHPrh4mtpoI94tLEJEQIbNvI30jaGspt+KTH27dYj+caWnMEO3bt+gmbAlXPtTXZz/wnTsXXJlfIibl17MnC8s4e5apTWzbJvuYrl0BX1/RYiBFhZkzlasGKfA437kjv139+iwhTRk0tZoUs3EjMHs208WeNOnnqK8YGrKH7DFj2L0gNBTYsIElDCvSfRZGR4d5pAMD2UrFj3x9ACxESRlZQw2/EFRM8ff3JwDk7+8vs03stzg6uvwURX0Mp1XGztSlohWt1GtA29BM7st31hb6HJFEw1d50+eIJPWO+/l7Qsl2BB1Tgfma87LXB3lWZv+K79PX1xeZa1xKHLVdPIHgxiH0dCZY+RP7KRR/lSVYTv/x/5ES/Uq8KoAwCoROoJKlS9KtW7fUOn8NopzyO0W64/Wo+5YelJmdmbM9IyuDumzqyq6v2Oti4MWfOsavMV+p97Y+BDcO3X13V2TfDu8dpD1Oh2JTYomIfS6tp5ekYXuH/9QxinPtGpGBgeT3QV+f7StKBAURVaok7btLxOEQLV2q/nN+/Sr9fKam0rdPn07E5ap/HOogNZWoQQPp45b1MjQkCgmR3+/790Ta2vL7qV5d9fEmJBCtXEnUrh2RoyNRt25EW7cSZWTkbf5FndhY9n6Lv3cdOhBdvkzE4xX2CBmRkUT37inX9v59ot69iaKjC3ZMGlRDGbswv/zSnmY+n4+MtEx88wkCj8tFljYPfI7iDH67Lk3B5xMSUrLx5k3eMv7VTWZmJvr264v4eCZtYWFsAduPOwAvX0A7E+jZCGgyA9AVT+/2B+I2gMVZnJd/kioA2gIIBjg3OThz4gzatGkj0Sw5Ixne77yx9/5eNcys+MHj85DFlR+PrgwHfQ9i4K5B6OfUD2cmnIaejl7OPn1dfanFPyqXqowutbuIbNt9bzceflIt/EgaRITIxEiJ7RWsKuDspDN48s9jlLcsL7LPK/AiWlRpAUtjFrJjYWyB1X1XweORB3w++OR7THnh6lUWvyxNOzczk3lXb978+eOSRlYWi6389En6fiLmCb58Wb3nDQyUvl2WOsS6dZKyXuI8fQqMHs28eKVLAxUqMIm22rWBkSNZfKiMvOd8YWTENLrXrFE+tnTpUlbtTx5VqgALF8pvo2poxuPHzKP/zz/sM/jyJQsbmjKFFUkp6vrXeWHvXqZ7LM7162z1olo1plAiq5BIQfPxIwvDqFCBrS5kZio+xtWVrc5IK3yj4dem2CcCRgZ/RYiJ9CQ5XT09jFrxB7zHr4VFpiF6f6gp0SbDCCChpRodIwNwbQzAi4kA71F5jNqRhcvXWMUfaWRlZiIy+KvcMdpWsIeeHP0bI11dGOnpwUwPSNEBzIwAa6ErwyM+4rPT8bX2V3Qa3wmPTjwCh8PBgQOAztivOHR4MizqfIJ2jf1AWS/gxSzgWxvk6sMlIC0rEGnZsgPKtLW0YGFtCLwD8BwYM2kMKtiUwpc3r/Ex+hNeRbxEUMoHPAnzw+tvr8EnPswNzTGsyTDo67K5JcbGIFFcJV4IXT09lLZ3kPteRXz9gmw5CZLmVlYwt5Kdqq6O6yFvHnw+H6M83NCycQe491gssw9F8zj1+jxmX56HcS3GYfsf2yTCFbIyM/GX0xR8ePUCQeFBOdvdavyBsI8fcuaRwk3F9BMzMK/z32haqanS8wAkr8eZgDMYsX8kFnZbgJntZ0JPR09kHk+f38PyyyswvOlwjHEdDR6fhwdB9+A+aJlIv6OajcKuu7sx+egUPPzLFzFh8kvX5+d6iM/j8mUmNyX+1lsYfYE2J3fjyEFMYk2g7VxYnytPTyDiM2BtDPBID/Fp0r8f48axZKS4CPV8P/zus3NKIz7dHjx+7jzq1RONdZZ1PWzMgQo2gIWRHiIjRefx8iVw6BAznD09AW2u+r/ng3oBLk7AsmWAv5/kPAQMHMhCBZT5XM2f74Bv35hyizQa1v6CkPfKzeP1axZfLxzXq62VCQtDNo/wj0CP9sCevcywFqDO74csCuq+y+MCHnvYZ03W9fj4kRUwWu4eg4F9YzF9OqCrW/Dz8PNjD1pnzrCHUwCIjsrE7s1f0bOnzC6K9fUQ5neZh7rhEOVRPLWQCQgIgJOTE/rWr4uSJtJl4Urb22PhIQ94VOiLlFDp2jHvGwCZxrIDnPyCR+Nj0mjcvs3i3MT59uULlo0YJnesCw95oMyPu+CDJ0Fw6TYTiH8McJlbp6FdeTSsIDtQMC41DSefPwNaArAHWuq2wnH3Yzh16hSm/ch+GdCgPiyNjWT24RdsAb8Q2bGwFkaGGOgkX8PreZN01K7tjMYOjdDIoRFqlK4hYuxdOrAflw/sl3l8aXt7LDrsKfccS4cPRcTXrzL3dx01Gt1GjZa5X9XrIQ1F89C2MsIe23sIWvwCVW2rSm2zaOhgfA+RXSHCzyoUrYYMxNp+a8DhcMDlceH5yBMjmo3Anvt7wItNw4sNpxXOw+PtSSz2ckfImmCUMiul0jzEr0dSehLcLy7B5lubUblUZWwdvAUPVh+Uez38rEJxYvcdVCxZUWT70y9P0XhVE6xruwwft11ROI/8XA/BPLy8WMKftES6AQ2GwtJY9jyKwucqLtUeJwNkfz927gSifAv++3HC30PEeB85EiLVRvM7j4YNgW41hiKygOdx+Z0HQqNFr4elJUtKK1VKte/H9evs/b9xQ1THesHgoYgJkz8Pe+fR2L6dxdW+fy+638LoCwY6Feznqqjcd8U/V+I0tNuPhhV+zjyImPLUli3AtWu5+3+n6/ErzkNgF/r7+6NBAWmSFnuj+fLZM3CsVUtqG109PeilEE7Ulv2mi3uaa88diX9vtMCzH9W207KskJZtDUtLljwinkGr6pPQoaPnMHL6dhGjWeBpLqMHTLIBtkcB34QeznjER3xaOnMcNwFQiwOtQC3w/XLXOi2MDKHN+RFtU1obqK0LPB0JxA8BoIe0rFZIy5b91KitpQULQ0MYGBrAsLcRDPQM4FjWEbXK1ELtso6oZlsNDlVq/BZPpsLzICIkZ6TAzDA3DZvHIbQ70A32Vva4OfOGSGKcgPO3T2DG0ekw0DXAgq7z0bxqcxARNt3cDI9HHpjS9U8sGrgs51jvd95o/W8bWJtYIyYlBlNbTsHsRpMBAIEhgRjnMR4DnQdiVoeZOeewKlsW1ZfURPua7bF/5D6585CGrOsRFBaEyUen4P6H+xhUpTdmtpkOC6MSaPNfWzhYO6Bn3R7o6NgR6679ixdxbxCwSjyTlDH28Dh4v7qNG6Muyq0KqQ6Px6NnDhgwgGmsSkPc0zxwIPDXnNyEoMLw3Dx5AkyckLtfnqe5RAmmpdynq3q+H927A9/CpbcR9whu3Chaylza9Th0CNi8SfE8cvpc8wW9exXs95z07DFjpj7OnRMdp0BTNy/fDy6XVaq7e5epKixbIP16cLnAndvA0ZNWuH1f9jyEPc0AYF2SGefSPM3JycCDByzE48kTVtSjevWifd8d68beL0C2p1mAkW4MNqyLRafO0vcX1Dzevwe2b2crT4Lrse5fVrpbGr+Lh7Y4zuNnGM2/dCJgdhaXfJYcpK0cF9rMaUKrdZ1oM6eJ3CTAtg2iWKICh0scgxQCh5uTuFCyJNGrV/kb998LVuQpEVDkVRcsKcwFBI6MNjnb9QloojgB8Mdr//79lJiWmL9J/kLMOjmb6i2pT9ncbJHt/wv6H8GNQx4PPWQeO/XotJzkvT/2DKUBOwcS3Di06eYmibZ8Pj+nrdOyhsTn80X27/DeQZ+iP4lsO/HkBMGNQ4EhgfmYoXT4fD55PPQgm5m2pDVWm9wOjaU3397k7M/mZpPln1Y0/9wCmX3EpsTS96Tvah+bNDZtUj4J7M8/icTe3kJhwADFY7WxIVq7lihJjfnICQmqJc3duSO/vzVrlOtHR4eoe3eiEyeI0tLUNx9FnD5NZGvLEs8K+rqHhREtXkxUurRq73029qYAACAASURBVDFAVK4cSz4UJi6O6OBB9r7p6Ym237evYOeSXwIDVZt/6dJEmZmK+1UniYlEhw4RdeokOZ6icI/QoBqaRMB8Eh0cjSsPQpBtYopYwzTsr+uPWMM0me3jDCvjVgBb4tYyTYBpuzPQMs0NQPv+nT19vnuX9zG9VSXTow4AyTBsJhF3l5i+cltIr9eSs36QCUA5ub1+/fph5MiRMDNUXkNHHQlxBUVGdgbSs5Qrmy6LQc4D8TzsuYT2cCfHThjQcABmnpyF+FTxuuPA5lubseX2FizruRQHRx3AkcdHcNLvJHrX741pbUUFZfl8PmacyPUgf/7+GV9ivoi0KW1eGnff3xXZtunWZrSq1gp1y9eVOnbfj74Krw8RwSvQC3yxesgcDgdDmwzFu2VvMbXNVOy9vxe9t/fBrTdMX/zBpweIS41Dj7rdZfZtaWwJa9OfUypt2jTp5XTFmTmTyU6pIjlVEHz/DhEPqDRatADc3QETE/VqTL94oVr7utI/XgBYguDcufKPb9qUSdlFRLCiKAMGMDmwvKJqwljfviye+MCBgrnuREz7uX9/lky2ZAmbqyrY27NS31WqsL/9/JjkYKlSLDzm4kXJOP0nT9QweDXx6ROLVffwYOEO374BNWuygjPNminXx8SJgJ6e4nb5JSODfff692eFekaMYMnD4vj6FvxYNBRDCswcL2CUeaJI/BZD60v1oi3azWm9ViOaY1aD1ms1kull7oEduU+aOpmkXTKMoJMp8QRatWrePSXVHZ2V9zQ3+uFRdpLhGS4PwkgQuoGgyDut4FWuXDmKjY2VO3Y+n0/vI9+Tx0MPmnp0GjVa0Zj0JuhTeHx43t6MAmbTzU1UckYpWnZxWY4kmjR4PB55v/Wm+ecWSHh4iYimHJlKxpNNKCRWVKMqPD6czKaa07jD43O2pWSk0H6f/QQ3Dv11ak5OfxeeXcjxJA/bOzxnPFwel0YfGEOcsVq0/c52ikuJo0rzKlMd97qUkpGS02+rda1Jf4IBPfn8hIiInnx+QnDj0LmAcxLj5fK4tPiCO3HGatEO7x1y36MHHx8Q3DjUeEUT8v8q+7sUGBJILqtdCW4c2uG9g/y/+tPYQ+OIV1T0on6werVsT9acOUXHe7R5s2peuEWL1HfusDCibduIxo4lcnaWLs0neNnZye5n3TrZx1WpQrRkCdHHj+obNxHRs2dEJUoUHS/rmzdENWuq7lUWflWuLCl/9+yZ4uPq1y+cOQvz9StRixbSx2dpSTRvHmv39CnR8OGS3nLBS0+PKCqqYMf68CHR6NFE5ubKXZdu3Qp2PBrUz8/wNP/SRvPHU7cVajILvyohUOkb3ezZqo85MzOTdAwsVAvPcPxhOLeQEYpREoShIPQFwThvBjOHw6Hbt29LjDc6KZouPb9EC88voo4bOpHFNMscw6/K/Kr0x56htPnWZrkGaWHyKfoTTfScRAYTDcl4sgnNODFTxPB9Ff6K5p35h+zmVCC4cch+rgNFJUreuRNSE6j0rDLUe1sfiX1bbm0huHHI94MvnfY7nfP+TPCYKGGA8/l8Ouh7kMynliDbWaXplN8p6r9zAGmP0xEJ8wgKCyKjScY0ePcQ4vP5FBgSmNNv+Tl2FJ0UTf13DiCHvysSlycqnhuVGEXt/mtPWmO1adnFZUoZtXff3SXHxbWJM1aLJnlOpriUOKnt+Hw+HX5wWOp7VJRYsULy+zpvXtExmImIsrOJvLzYD7Oiew2HQxQcXLBjef2a6OhRorlziTp2ZOEMAFGPHtKPkWUwt21L9PhxwbzX378TVaiQe65Jk37+cr44qalEFhZ5N5hr1CD69o0oPZ0ZoH5+7L3j82Vrdwte2to/N8xFnLdviays5I9RYDQLiIxkD1OCz5fgNWJEwY935UrVr09QUMGPS4P60BjNclD05nAzMumY41ClDeZ16EBayFbqi2Rqyn5cVCUgIIAZy6rGNFcCYTQIHUDQsSFAR3S/OQgDQWiVN4N5+/btEmPtsL5jjqFmPb0kdd3cjZZ4LaGrL68WWSNZFlGJUTT/3AIqMc0iZ076EwwIbhwqMc2Cxh+eQPff35fqZRYgiB/2CvQS2c7lcanhcmeqvbgObb29Naf/4ftGUHxqvNS+wuLCqM2/bXPaSvMWC8637uo6evDxAW26uYm8Ar3oZdhLuvP2DsGNQ+uvrxc55v77+1RmdlkqNcOGbr1RrShNVnYWbbixgUynmJH19JK032d/kfMiq8KSJbnf14ULi5bBLM7Hj0Tu7kTly0u/33TuXDjjioyU7imOi5M0egQvXV0Wg63uj052NlGbNpLnc3Vl4yxMZs7Mu9Fsack854K/hZ0xc+YoPt7Xt3DmzOcTtWypeHxHj0o/PjOTyNOTrXQARAVo4+Tw+bPq1+dnGPMa1IfGaJaDojfn0YLdKnmZR2OBwi9QjRpsWTOvSTl79+7Nm9EMEMqCMAKEHtUJ+m8J2EVAWwK02X4jEPREj9HV1aWNGzfS+PHjqXTp0hJ92tra0vHjx6WO9ejjo3T8yXH6/P2zXGOyOJCSkUJHHh0h19XNJarr3Xx9U6k++Hw+ddrYmezmVBAJmyAi8v/qn9Nfz629aKf3TjKbak5lZpelyy8uS/TF4/Go9bo2BDcOXX91XeY555yeS9rjdOj2G9FVgAXnFpLJZFNKSE3IGdvaq2tJe5wONV/TQma4jDJG8Lf4b/THnqEENw41XdWMAoIDFB5TVFm0iBmjqhIYWDhVyrhcViGtVy/RSnTnJJ+pCp03b1hYgax7ZZs2LAxEXcyYIftcZcsy73Zh8eFD3o1m4Zd42N+TJ4qP2bChcOZ87Zpyc3rxQn4/fD7R8+c/Z8xELERElWtSrVrhr2ZoUB6N0SwHeW9OtP9b2q7dnDbrt6aV1UbRZv3WtFrXiQaWK02rdZ2kGs2NcVnky8IxSCH9mk9I2yiFevYkunkz/96qSZMm5d1oBgjWpoQ/ShH6VSOYfPkx1mgCdhDQmgCtnLZaWlp06tSpnHPzeDzy9/en06dP07Zt2+jOnTvELap1cfOJuFE79/TfBDcOua5uTju9d1JkYiQd9D1INRfVIrhxqPsWtgbN5/Pp6ZenMh8SPkV/IoOJhjTntOgyw6NPj3KM5owsVgs3JDaEOm3sTHDj0Ij9IyVCHg4/OEy+H+S7ibK52dTuv/ZkPb0kBcfkrs+POjCa/jw2nYhY2eoeW3oS3Dg09/TfEiofRESZ2Zn057Hp5HZobM62iIQIuef2futNtRY5ktZYbZpyZKpMr/mvRGIi0eTJLBxi9+7CHUt4ONHy5URNmxJlZUlvU9g/5qmpzMsqSynC0pLo7Nn8n8fDQ7Fxo69PtH9//s+VV6SpL4i/DA2JxoxhpZonTCDS0hL6veEQ+fiI9snns5hyeX0OGlQ48+3ZU/F8dXQK/zMqTlSUcuE09esTHT/OVjg0FB80RrMcZL053MwsOl5nOG1DM9po3J4WufxFG43b01KDetSkliEtNagnYTBvgQuZIkbkS6NlEk8V+p6nmw/UZyw0adJEaaPZzs6OSpUqJdZmFMHsA2FAJcKQ0gRL8RjsSAK2EdCC9u49oLZxyyIsLozO+p+lv8/Mk5BDK0xarm1FLde2oisvrhCfz6ewuDCp4+PxeOQV6EUHfQ8SEZHvB98c4/fIoyOUlS1pray4vIJ0xuvSi1DmQnke+pwspllSs1UuEsY6n8+n/T77c7zOl55fUnkuMckx1HVzN/oYJbpOzuPxyO+rHzn8XZEspllKhI0ICI4JpsYrmpDueD3acmsL8fl8Sk5PJuvpJandf+3J54OP1OOIWMjGf9f+I5PJpjT16DSVx16cOHeOeSwF3yVzcxZrWhR5+JDFQnftWtgjySUsjCWv+fkxr6+vLzMO79yRH3fL47FYZVn4+8tPVBR/TZki+yGjILl4UfaYKlUi+u8/FtYizOPHuUmEf/4pvV95HnaAqGJF6cfxeMzLu20b0eDBROfPq2+uwcGiBr+sl6Oj+s6pTj58IGrcWPqY27UjunGjaIdzaZCNxmiWg6w358nivSqFZWxDM3LDPxJfnjVr1Dve7OxsMjQ0lG80m/0wmquBVu5aRXHxcbRp0yaqWLHijzbebHwGkYReToTBZQjaaTJvpup0JCelJ9HtN7dp9ZXV1HtbHyo7u1yOgVlmdlmlwxwKGj6fT2f9z1LjFU0IbhyqvbgOeTz0kGoAC0jLTKMTT05Q183dREI3ys4uR6uurBKJ4c7MzqQaC2tSs1UuxOPxaPfd3dRgqZNcT2xoXKhcr3Ne59l0VTNquNyZvnz/IrXNlRdXyPJPK7KbU4Eef85dv+bxeHTG/wzVXlyH4Mah9us7yPV6h8eH/zS95Z9NWBhR797Sf0AHDCjs0eXC57PVrtatRcf47FlhjyxvvHzJksTs7FjioTTS05kKh7IGs+DVsuXP9xByuUT29qKe4+7dif73P/mhPhkZ7LcmJUX6fl9fxfP9/p15dB88YH116ybpTR03Tn1znT9fuetQWF5wZcjOZqFQy5ax92bXLpbYqKF4ozGa5SDtzfn+7D3t0GmuksG8Gc2pLN5LfOFfv1bveF++fMkMX3lGc8kfRnN/pphhNMmYWq5tRXNOzaEeU9cRDCNyx6ibRLDxkXnD6tcv/2O+8OwCjT4whmotciTOWC2CG4dMJptSq3Wtae7pv+mM/xkKi1Nj4KIa4fP55P3Wmzpv7EJw45DdnAq06eamHG8wj8ej229u0+gDY8hsqjnBjUNNVjalrbe30vek7xQUFkRjDrqR/gQDMpxkRBM8JtLbCHZXvfvuLg3Z8wclpycTETOklRnPfp/9ZD/XQW0Sfd/iv+WEgwiTzc2mf87OJ7hxqOvmbjITN3k8Hp32O02Oi2vnGM8PPj5Qy9iKOjwe0fbtRGZm8n/4L15Uz/lSU4liY1V/kOXxiC5cIGrUSPr4mjSR7RVLTGRG9f377P+FTXg40b//EtWrJzoHLS2iCCnRQh8/svmpajQvXfrz50bEDFYrK5Yk/uWLevrk8YjKlFE8Z0Xe+Bo11DMeIqb6IktmTvi1bBkLrUlNVd+5NWiQh8ZoloP4m8PNyqYT9Uao7GXuit0SX/YyZdS/PHP48GHFRvOP8IzqVgZ0991dWnd1HfXd3o9sZ5bN9YAOtCe0HkSo5CH3hnXyZP7HLKiGN+7weNp3fx8FhQVJSJwVB56HPqc/9gwl7XE6Oe+jwURDghuHKs6rRIvOL6b3ke+lHhuVGEVLvJaQzUxbghuHumzqSjde3chzcqQ8j7c6iEiIoFbrWpPWWG1adWWV1OS/hNQEkX08Ho9O+Z3KMZ47rO/4SxvPL18SNWsm/Xszbx5TqxAk4pUvT5ScLLuvrCyi6GjF59y/P/ccFhbMG/runez22dlMecDRUbFx8vffoverb99YbLaxcW4bXV3m+fzzT/YgEBr6c5agk5JYRbt27Zj3VdYcZCW0CTzsyig1AGzVoLBEX1JSmHdc3UyZIjpHfX12LZ2cVHuYkBcGkxeCgpjsn4mJ7HP26qXec2rQIA+N0SwH8Tfn6dL9KhvM/2AYaSNL4os+fDg7R2hcKB3wOUDLLi6jbbe30YeoD3k2lqZPn6600dyzUV2RY+PjiQa7hRLsTxEazyJ0cyE0myjzRmVkpJ6n++KmmiHN6yqMwOssrqWclJ5E0UnyLZ+MrAw64HOA6rjXJc5YrSIVwy3gzts7ZDurNNnOKk3eb70l9ienJ9PtN7ep8j9VqMQ0C3oXIWq18Xg8Ovn0JNVa5Ehw41DHDZ0kCroUd7y8mAEp67sjUNuIjGSGXIMGRNOnS+8rK4uoTx+WYS/NUyqM+JK2vLCKa9cUa/RKGzefzzx7yuoGW1oylYsZM1gp4efP1Zu4NXo0S35TZixOTor7u3ePlcKW1UfNmuotN15UuHOH3dP79WPJaYI5hoSo9hkpKBWWxEQWO12rluQ5b9womHNq0CANjdEsB+E3J+bFR9qh20LCKN5g2on+6biUNph2osVGdahqQ9Biozo5YRnl8UbqzeXAoSwauWMhmXU7RFoj7EUMrSF7/qCkdHbX4vNZxvPAgUQ7d8ofb4sWLZQ2mucOHyi1j7t3iapXV3xzLIxYsriUuEJVWAiPDyer6dYSBUyEufP2Dp0LOEfh8eHk7uVOz0OZ1tG/1/4lg4mG5HZoLL0Me0lEzID8Fi+ZCSYoNlLU8HzoSVpjtanVutYylTEEaiFw4+RUFpQGj8ejE09OUMu1rSSSG4s78fGy1R4Aojp1JI95+1YyrCIzUzQWunp1+XrB0sJA2rYlOnGCxbUK8+CBasYQQNS8uXKFUhS9dHVZ+MTo0fn3RA8erNq5lQ2Je/SIeVqFjzU3J3ovfbGo2MPlynaCCBd7UfSaOVN6H+Kfv7xy5Yro+apUKTyvv4bfk59hNGuhmMPjcnF75Arws7kS+7Qz0lHi5UtoZ6TDNEsfbb9WgmmWPgAgtPofSLWsLqVHwvXUSTj0dCPSzfaDtGNF9h59fBQt1rTC7r3ZaNAAcHUFTpwANmxgtwpp8Pl8PHv2TP5EDACYsP++fj0EAQGSTVq0AAIDgSVLAD092V3NmCH/VPklMzsTT748wdbbWzFs33BUW1AdltOtcMD3QMGeWA4GugaY0HICDvgeQMV/KmHkgVF4Ff5KpE2raq3Qq34vlClRBou7L0adcnUAACObjcTCbgtw+cVlOLrXBmesFrTH66Dz5i4S5+FwOKhbvu5PmZMqtKjaAu49FuPGjOuwNbcV2ZeZnYlJRybj9bfXANgc2q5vhwXnFyIuNU6iLy0tLQxwHgDvv+7AWN/4p4z/Z1GiBLBli+z9L14AHz+KbqtWDdDWzv07KwsYMAA4dy5329u3QJs2QFSU7POKc+sWMHAgUK4c8NdfwPv3bHvTpkDr1srNBwCGDAEGDQIuXVL+GFlkZ7N7zMOHAIeTv76GDlWt/ZEjyrVr3Bjw8gKePQP69mXX5uhRoEoV1cdYHNDWBoyMpO9r3lz5fu7fl9z28CFQuTLg45O3sQnTuTP7DczIAO7dAzw8AK1ib2Fo0CBKsf9Ivz98Fd8D3kndp52dDePwMGhnZ8OQqwvHGBsYcnVhUdMBqwJHIToa8PMDVq8G2rUD9PWBKg2C4fP1OkgrBdlG90BaKRL9BoY9w/gtGxAYmLvt3Tvg5s3cv2/eBDp1Aj5/Bj5//ozk5GT5E3EA0I79N8hkNZzGLkG1tlexeVccUlNzm+nrA4sWsR/3li0luxk6FGjUSP6pVIGI8CHqA448OoJpx/5E45VNYDbNHI1XNsGsU7PxPuo9OtTsAI8xh9HPqZ/6TqwkWdwsZHOzYWlsieW9liFkTTDW9l2DW29uwdG9Nrpv6QGfD/J/EXh8Hkz0TVDStKTI9uehz7H73m6kZ6UX5BTUQnnL8ljYbSF0tHVEtofGhaLFupbY57MPu4btBH83D1H/RWJCywnYcGMD7P92wLjD4xGZGFlII//59OkD9Oghe7+wMSxOZibQrx9w4YLkvtevgbZtgehoyX1NmsjuMyYG+PdfZpy3asWM6X/+kd1emGHDgMOHgQkTmNGuLurVy38f7dsDJUsqbifgyBGAz1e+fb16wOnTQEgI0EXy+fa3QBWjOSAASBH6OfvyBejZEwgLY59bT0/1jElfn42rcWP19KdBQ1GCQyTLP1q0CQgIgJOTE+bpNEA5roHSx3G0tND30W6Ucq4hsS89nd1Aytql4d/r/2L11TWyDabMEsDRcIBnmLOpY8dMXL2qj7Q0oHZtZjAbGgJ9+jzHkSNOAHiAjilg0RiIfwxwhQxpXcC+VFMsN3yIBWWa46vdG8CAebm1kqqhqkUT9G/RGH2bN0WtMrWgo60DIuDAAWD2bCA+HrC0ZB4vVX6oFLHqyir8c24+AKCKTRU0dmiMRg7OaOzQGHXL1YW+rr76TpYHhu0bjuSMZBwfdwwGurmfgyxuFo49OYa119bh9bfXaFapGeZ2moNudbpBS0sLaZlp8HruBY9Hnrj26hq0OFroUrsLhjUZiq51uuLJlyfYeHMTzgeeh6WxJca3GI/JrSehTIkyhThb1bj5+iYG7xkCIz0jnJ5wCs4OziL7o5OiMXD3IHi/8wYALOy2EDPaTYeFsUUhjPbnEhoK1KwpakQIaNoUePBAcrvAYBb26JqZsYfYqCggMpL9W6oUsGuXqHewfXvRh2p5HDvGPNBt2wJ37shuN2oUsGdPrhf8yxd23xF+yM4rq1cDc+fmv59p0+R79oUpW5a973Z2+T/v78KbN+xzLA9ra2bENm8OjBnDPrMJCUCzZux4YRYtAtzdFa8yELHvjqlpvoavQYNaEdiF/v7+aNCgQYGco9gbzXNRB3aCuAYlqD93KJqunqhU25DYUDScNA/fzY6K7ghvC7wfBXzpB/BF4ySaNx8Bc/PZuHSptlhvzwCMBXTeSzeaYQB7/TNYXr4rFoT642tmfcDsE1DyEaxqPoZ+uUeI4gaCRzzM7zofy3styzkyOhqYOZP9yI4apfRboRQfoj7gc8xnONs7w9LYUr2dq4ErQVfQd0c/uFR2wflJ52BiIPpZ4PP5uBx0GWuuroXvR1/UKF0DdcrVwZWgK0jOSEZjh8YY0Ww4BjQcACsTK4n+P3//jM23tmCfzz5YGFvg66ov0Cria458Ph+rr67GwvOL0K5GO1z58zK23dmGbwkRiEjMfQ1o2B/zOs9DXGoc1l37F9u8t0FXWxdLerhjervphT2NAmfLFmbUSSM8HCgj9HyUkcFCAa5ckWx75QpbmpZHw4aAv7/iMVlZsXPr6wPBwUCdOkBSkmS7sWOBnTsll7937AAmTVJ8HkVcvQp07Jj/fp48ke9xNDNjDyJDh7JQNyL5oWcaRCFiD2kxMbnb7O1zjeTmzdkKhrARnJ0NdO0K3Lghvc/Bg4H9+wEDg9xz8Pm5D2epqcDo0exzevu25nppKDr8DKO52CcCzkUd2RrMeq1odYUhtFmvFa3TaUgjHerTqRPBIhWqIhIi6MKzCxL9R8Wl0ZZzr2jqrDRCKV9Cm/6EBu5C5aulveYTcISAbBn7uQSdxTISAf8ie33/HxUB/alxY6b7+eFD7phSM1Lp/vv7MuXRfle833qT6RQzarqqmdxkRJ8PPjT+8ARadWUVuXu5U/+dA6jdf+3plN8p4vP5MuX0+Hw+JaQm0MNPDwtqCmolMS2RKs2rTAvPL8qZU0BwQE65bePJJnTs8TGJ4yITI2nWydm09fbWnz3kQoHLla1/vG1bbrv0dCZDJ+t7b2tLFBMj/1wODsola82aJXrc/fui0nEA0cSJshOseDzJAih5eSlSA1EWPp+ocmXJZMOePYlOnRKtFnj0KJP427q1YKTbflVmzmSfiaNHmZSgPPh8ovHjFV//pk1ZyWkiotu3WcLhypUsCbNOHdHPogYNRQWNeoYcBG/OykpdZBrNG0w70vy2i2iDaUdaZFiPqtQ3JnOLZ/Tvv+zmERgSSOXn2FGFufY0ZM8ftPnW5hwd3eefYqlM/yM094AHoXM7wmgdQosRBKNwGTcaLwK0CJBeoS/npfP+h9HcSchgtiAgLsdo7uHsTyHFROmLy+PSy7CXtO/+Php/eALt9FYgI6IGpBUTefL5CVn+aUV1l9SjqMQolfuMTYmlVVdWkf1cBzKdYkZ2cyrQ7JN/0buId2qp4PezkaV6kZqRmi/pxF+NV69kK1sIWLBAsZHRt698tQlzc8V9mJvnGirCeHvnSrdNnapY1eLzZ0lDW9hgVTQOG5u8vZeycHdn/bq4EO3YIf0Bg8cTlSyztWWlp2VVytOQN9avV/7Byd6efT/69ZPfbs+ewp6VBg2M30o9IzMzE3PnzkWZMmVgZGSEJk2a4KYSQYDtPBfBacFIcITT23+gl5yMMrduQi85GS/S3eBcIwUvX9TDrFnAxedecFnjCmsTa3jPvgNjPWP8eXw69CbqgzNWC9EZAbi1qQFc6pujvtkQ4OlKIN0WqLMWsHgJ6Cb+OAsBSAYw6cfLUGIc0tkM4DiAUoCjC9B+FFBlPwDgxas01KgBbNwI8HhKdveT+JbwDecCzmHe2X/Q5t+2sPjTEo7uteF2eCx8PvogLSutQM+/594euKxxRWyKqKqJs4Mz7v7ljaikKLRY1xKhcaEq9WtpbIk5HefA080D5yefw40Z17Gu/1pUta1aLGN8palenPY/DZtZtqgyvyoaLnfGxecXQUSFMLqiQ82aLKnPQuwSe3sDsT8+YvPmKVazOHNGdiIVlwskJkrfJ0BXF9i3jy21i9OyJYuj/vtvYNMmxfGmR45IxjWPHQs8fcrGERgIHDrEVHbatGG5EMKoIwlQmAkTgE+fmELDhAksBEWc8+eBV0JiN5GRwKxZgIkJsHSp9BAVDaqRmAisWKF8+69fgVq1WLKlLBo0YLHoGjT8NhSYOa4igwYNIl1dXZozZw7t2bOHmjVrRrq6uuTj4yO1vfgTRbT/WzpeZ7hUj/My3UF07xYTo+Tz+bT26lrijNWiPtv7injkAoIDqPmaFjnlhwXFH27dkvKEbRVAaDqV0LMhARMJKEdAkuIn+BxP83sCUgloSai8l9C5Pdn3Mf5RRluL0LsewWUCVWh/gM7ceiO1stvPwu+rH/XZ3pfKzi6Xo/NbdnY56r2tD62+8n/27jquyusP4Pjn0o0gCAooiIUJNnZ3zcZ2m71wxpw9Z+vc3Gb81Nk1u2PO7gTsRiUURbrr3t8fdzKRVGm/79eLl/A85zzPee7Qfe+553y/c1TH7x5Pyl2dnUKjQlWmXxdS8aVCVWFKxVTzKD98+VBVYpy9qsQ4e9XDlw9TuUpKd57fUY3fMUFV/PsSyXJy15ldV7Xt6jZVfEJ8Vj9KjoqLj1ON2jI62bO9+ao2vbpqn+e+T37m+fVrdWW9unXVH0U3SzQyjAAAIABJREFUbqxSXb363/mIiIyr0pmYqFTPnqV+7fSq4bm6qnOwZ5XERJWqV6/k97CwSLtKqFKp/lh/3z6VasYMlWrDhqwbS2YolSqVi0v6r62ZmXrGOij/feiTp3h5pb0k6UO/TE3VlSbv3cvtpxOfupyYac4TGwEvX75M7dq1+fnnnxk1ahSgnnmuWLEiRYoU4dy5cyn6pLbgOzEuHvdZ67g2cy3KBPUUrRIFv7AUq9qVaNIsDg/DYRx6vJoJbSYwveNPKTZ1PQt8xoXHFxi/cwK+Ib583eRrJredTNHCAcRiDo6boMxqsPCEKCt42AzcN0JiIWAe8GX6D6v1EMyGQ/ASSFgOVAAGAGCve4UZdjWZpJjMUyt/KHIBzO6AQoUuhahfrhYzPvuRWiVzNpfPtWfXGLvte2o61KSWQ01qOtTExix3phdu+d2i36r+eHh74GjpyNFR/2BvYZ+sjW+wL81+aU5odCj/fHeEijYVU1xHpVLxx/E/WHt+He7eqSTFfkvf2n1Z98XarHyMHDVi41csObkk3TbV7auzY+h2iheW1AVpiYxUpzY7fTrtNm9Sxr27QS8xUT3TFxT035euLtjZqfPkZrX4eHXKy+PHoVs3WLw4a7PqZKUDB6BdO3Bygrp11RvXxo5Nva2xsTpb0JQpOTvGgiQ+HiZNgnnzsva6GhrqzYHW1hm3FSI75MRGwDyxPGP79u1oaWkxePDgpGO6urp88cUXXLhwAT8/v0xdR1NHmxo/foH91hH4FFZ/PnnCxJkninJc9HjNLI/mHHqwEd0La/H8cwYLFiZw44aKN28bTtw7gctPVXn06hF3p99hWocfWXpyKeYjzYntWxZ6W0Pt0RBhD0f2wOZHcOUaJKqAYGAQ0AhIPW90cveB/UC/t59A/Yd3Jzi7HHbehHVBcPAIsVdHcfaMFpcu5PxW5WolqnF8zDHmdJnNZ1U/SzdgTlQm0mVpVy48vpAtY6loU5FL4y/yY4epPAt6Rv15Dbjvn/z1tjWz5fTYU1ibWNNnZV+UqSR/VSgUuHt7ZBgwKxQKBjcYlKXPkNPGthyDTaH03+QUNS2KrZltDo0ofzI0VAd46eXGPXlSvazqXZqa6mUQpUqp86i3aqVe8pEdATOol3scO6ZOe7l1a94NmAEcHdVLYe7cUWf/OHw47bbh4WkXkBGZo60Nc+eqX+fUlgN9qNatJWAWBV+eCJo9PDwoU6YMRkbJ04XVqKHOK+v5dhWRTDC26so8g6kcrGyKTV19LPvaodPVEoeg0+j8s5zY2305eBC+3zaOKuObYVHmBt8uXU6LhS2pbl+dr5p8xalbD1m81pqE6Lf+b6ORCNvuwtGd4N0eVPOAdxJdcgqoAvwExKUzyhnAPaAdkHImPUm8KTxvBp6TiNmzj2/7uNC9O7x48V4vSY5QqVQcuHGAne47iUtI79k/jraWNlPbT+XS+IuY6ptSf14DPL2T/44UMSnCiTHH2T50W5op4uZ1mZthGr2xLcdSr3S9LBt7brC3sOfShIu4FHdJ9Xznqp1Z9/naPJ9KLy8wMlKnmGvUKO0248ercybnBQ4OuT2CjJUr99+66kmT1MF+WrS1syZ/9KcoNhbOnVPn4PbyUqcUvH5dXdjrXfb27/+7kxWpDoXI67QybpL9Xrx4QdGiRVMcf3Ps+fPnafYdOXIkhd6pUauv74bSx42TL5sRpthNlHUUiQoIKwyJHIOIGhDiBL4twO4AQY2c+d0detTowYYv1qOlqcWxB4uJ0LlFL9eOmPjDokV/QPGyEO74711uA3PSGFUsMBX1Rr/lQGpBl7qkMcUOQcIhCKxAkya/wMO0X6c3du+GIUMglZcsRwVHBnPl6RUuPbnEpSeXufzkMgHhAYD64/6sEJcQR/9VAxjTcjTVSlRLdq5qiapcm3SVH/dNo9mvzdn31V5cHV2TzhcyKEQhg1TqF/+riEkRrk66Qq8VvbnodTHZOR0tHSa2mcAPrX/IkufIbTZmNlwcf4GT90+yx3MvkXGRFDMtRvsq7ZK9ZiJjRkbqHLezZ6s/4n67QEqFCurAz94+14aXb+3YoZ4BTU///lL8JLPCwtTFYs6cUW/CvHRJHTiDuqz70KHqmeG//1b/Hk+apF5GZGmpXtajUKjziwcGpn8fgJIl1Z+eCJFTNm/ezObNm5MdCwkJyfb75ok1zY6Ojjg5ObH/7VJbqMtPlypVioULF/LNO1UI0lu70rSp+i99Erv9EFoOSm6G8kvA4CX4tFIXKCm3AmzUWTpM9U2Z2n4KIxqPICY+Bi0NLQx0DejWrRvbk7YQdwVWA82Bi6CNugS2JWlMGCtQL9uYB5iC1mkwm/5fcZOOgKUCEqG1iRO9D9zhWseZHDnnxu2L9v/2/4+FhbraWOfOmXxxs0h8QjwePh5cfnI5KUB+8PIBAGYGZtT8d63z8tPL0dTQxG++b5bc1y/Yj/aLOnDD9wYT20xkYtsJ6GilXKJy0esiIzZ+xbyuc2nq1PS9n+3so7OceXiGwMggKhQrT9NyTXEs4phxZ/FJi49XByORkeoApFKllOuZRcbu3lUvW0mtQuMbmprw4IE6QBMpvXqlXm9/5oz66/r1tMuS9+qlzrLytgsXYMAAdZXZOnXUx44dgxYtMi5v/vff6nZC5KacWNOcJ2aa9fX1iX3zFvgtMTExSeczIzI2ktCIOM6deyd/lE879Z+ek+HG91ByK9T+DuzUi+dm1DvMkM5VmbJ3KmO2jeV/p5bxS/cFtKnUBlBvVPzPduAoWIVAWaDMv0Gtj0q9JDlFijgV6tnmfajTzK1KfnovYK7CqrIVDk3tgTvs8p3I04qTMK9RBCtFbTQDa1NCvzaNy7sy6AtdTEwy9XJkKa/XXtSaVRsdLR2c7ZxpWaElk9tNopZDLUoVKYXi3zxYO913Uq9U2ssZouOi0dPWS2r/rmeBzzjz8Axdq3VFT1sPGzMb9RrmfdOYdWgWe6/vZd3na6lkm7ziYu2StTnz/Wl+2j+dKrZVsDC2yPSzaWtp07hcYxqXyyCvmBDv0NZWV7ITHy48XD0JkF7ADOpATwLmtM2fDz//nLm2Z86kPObqql5X/nb21qZN4a+/1DP80dGpX2vMGAmYxacjT8yJFC1aNNUlGC/+Xbhb7O16tulYcWYFpafYUXv0CNq43Ut9k4NSF8JLgkr9L8Nkp9tM7N8CC2MLlvRejOcUD2zNbGn3R3ta/9aG0zdO4+3tre5rgHq5crcQaK+Atzc9nCaVgDnZ0wDdgLPJD6uAQGhatCnT/y2NfXTUUfZ/vY/hTQZjUyKKZ2azOUATuvV7mSsBM0DpIqW5NOEiYb+HcmnCRX53+40+tftQ2qp0UgAcGhXKnRd3qJ1Gdo87z+9QbUZ1Fp1YlOZ9zj8+T9+V/UhUql/M+IR41pxfw7dNv+Hi+AvEJ8ZTbUZ1Zh+cTUJiQrK+BroGzOky+70CZiFE7vrmG7h3L/02JiYwbVrOjCe/Sm+D6rt8fNRl2t+VSrkDunVTL+9o1ix5yeyyZdUbY+fPf/+xCpFf5YmZZhcXF06ePEl4eDjGxsZJxy9dugSAcyaz7bvVdCMsOowlJ5fy0nAp7ca2o4mWG8q4jhw/Hcv120cJ0Iolrv6XWKpqs6LrHTq2TJ5pv5JtJY6O+odNF3YzbuMqGt5sAzUBM8AGUAJewBkV+AN6KugMNAD+hnXr1jFy5EiCgoLe6zWoXv2/NcBmhma0rVCVtpXbAuqMFPf972Nnbvde18xKGhoa1HSomW6bK0+voFKpqF2ydopzGy5uYMj6oThYONDcqXma1wiJCkFLU4vYhFjWXVjHnENz8Q7ypn7p+lQrUY1rk64yde+PTNo9md2ee1g7cA3lipb76OcTQuSOSZPA3R1u3Ej9vIYGLF+ePzY15qa6ddM+5+KiXpv8Zv4H1LPNJUpk7tpVq6rX8UdGqje52tur1/YL8anJEzPNXbt2JTExkeXLlycdi42NZfXq1dSuXRubTJYcsjKxYkr7KTyb85S1n68hPCCC14cfsf1lC2q5/YyhRXf2rjXh2xbD8V1xJEXA/IZCoaCCVQPCvbuhpywGlRWgg3rN8kbUs8r+/zaO+fdnOwVFGhWhb9++XL9+nfpvv+3XAuyBhqgD73doaWnRs2fPNJ9LU0OT8sXKp7mkIa+46KXOZlHGqkzSsZj4GIauH0bflf3oWq0rlyZcxMEi7f/7hUSFYKRrRKIykVfhr3gRqv604c2GPl1tXeZ0mc3ZcWcIjgrGZXpVfv3n11TTygkh8j5HR/V62pkzSfFJWuXK6owPPXrkztjyk8KF1RtRU/P4sXrpxqtXcOgQTJ8OH7KbydAQKlaUgFl8uvJE0FyzZk26devG+PHjGTduHMuXL6dJkyZ4e3sz7wMysOtq69LPtR/HZv5D03l1KVrSih9Pziawlhknnp9nTMtRqW4me1slezN8tvSk+suisF2lXpJ8H4hPpbEvcFvFq1IBjNj4Fba2tmzdu5UOYzpAcwX0AZopoDDJ9/X1ANpCmd5luPjiIq/DX7/3s+Yll55cppZDraTUZV4BXtSdU48159ewot9y1gxczX3/+5Sc4Mgtv1upXiMkOpTChoWxNLZkavupXBx/gYo2FVNkwXB1dMVzsgdDGgxh1NbRLDu9LNufTwiRPQwMYMIEdSrN69fVOYR9fdXf1075wZVIQ1pLNMLCoHt3mDxZXZZ90iTo2zdnxyZEQZAnsmeAemZ58uTJbNiwgeDgYKpUqcL06dNp3jz1j/Lf3iVZunxpjHSN0p2J9QrwYtGJxaw8uxIjXSO85z5DUyOVBVxvUalUmJubp5/GRA8oBTgBpur7uxR34brPdVSoqGBRAe/Tzwi7GQZhgJYxmNWCkEtQNhzLikXQsdXBL8QP+3AVM67Bqb4tcHJtRe2StXEp7oKetl76L14eoFKpKDLKimGNhvFTx2ns8dxD/1UDsDCyYNvQrUk5gqPjoqk5qxYqlYolvRdz+/lthjUalnSdIeuHcu3ZNa5OupJ0TKlUMvfwXMa2HIuWZsoVRecfnadaiWroautm/4MKIUQetWkT9O6dfpsKFWDLlrRnpYXIr3Iie0aeCZrf19svzh/XF3H56WW+bfoNfWr1wUDXgLi4OB4+fEiFd/5lCI8J587zO5kqRf3w4UPKlCmT8oQCsAXKACUAjZTB+vK+y+jg3AErEyuCg4NZsmQJv//+O6+CosGsFraGfgwb1IeRI0diYGCAb7Av549tIn78OLZ1cubvyPvExMegralNDfsanPn+dJ4uPvH41WNKTSzN7hG7OPvwHD8f+ZnPXD5j9YBVmBqYJmt7y+8WlX6sDEAdxzqcGnsyKRjusawngZGBHB31T1J7/1B/io4pRi2HWqz9fA1lrcvm3IMJIUQ+8eqVujR7XAa1pfT11alLZbZZFCSfTBntj/V5vYGUsSrD0A3DsBtXnBGrR1CrcS0aNWqUogS3sZ5xpgJmeDfVHGACVAd6Ai0V6p8vAptVaHgpWD9wPVPbTwXAwcIBKxMrAMzMzJg4cSLPnz/n9Gl1rp9du3YxYcIEDAwMAHXp52ZO6tJMqwasJPT3EK5MvMwv3RfQqGyjPB0ww7+lq78/xYozf7Lw2EJ+6b6AHcO2pwiYw2PCmXFgZtLP3zb9JtnscUhUCIX0ky/FCIlSz/RfenIJ559cZA2zEEKkokiRjGeaQZ0+ztQ043ZCiOTyRPaMj1W/dH3ql66PV4AX3634jiWnlkI5Fea6hZn5+XymLBtPlCKE8dMGMHvqGkqWyHim8qFvKFN3haJhaI0y0h+qAS4KiFHBY+CBCt6qlFQ9ojp96vRGqVRy9tFZ+q8ewI2p1yls9N9mQ01NTULigwFIUCZPl/YuHS0dqttXz7LKetlNV1uX+qXro62pzYTW46lTqk6KNrf8btH1f914HvKcLYP/YvOVvxi2cTh1StXB1swWgJDokBRZQkKi/1seExMfw6ito9nlsZu1n69Jd1OhEEJ8aqZNg5Mn0y/lPn06dOiQY0MSosDI29OX7yEuLo5Fsxexd+Je2KSCi5BgnsAzo6c0nNmIo3eP4uhQHl2d5OuDAwLCOXLkDjExyXf46epoEh/ijUr573Fv4JgKNgMXSBYwg3ozI6hTs60duAYFiqQUbNd9rjNt3zScf3Khwx8dAdjtsYdDNw8RFPl+qenyutola6caMK89v5aas2qho6nD1YlX6F6jO3/2W4G+tj59/uyblJc5JCokxaa/NzPNb3P3dicyNjJ7HkIIIfIpOzt1ZcDUUtCZmMCiReqNgEKI91cgZpqfPXtGjx49kvI6Ew/cgbC7oRy02wMVFQzZ8TVdq3XFpmjyxJQXLnjRqeNSnr+Yi7X1f59XWRfSwf/Mr6jeLA4L+PcrDW+CZgBrU2tWD1zFoVuHGb5xBE9eP8FE34R2ldvhVmYwP5zaSfca3cAknEHrBnP7+W1qOdSijmZRjIDExPRnofOT6LhovvnrW/488ycD6w5kkdsfGOiql6QUNirMxi830HhBE2YfnM2kdpP+XZ6R/HPDd4NmPW099n+9j4o2FXPsOYQQIr+wtVUXJPH0VJfCTkgAGxt15cV/VwQKIT5Avg+aT506xU8//ZRKhgstddU/71jwVlGoZCEGDBqQon9wcBQAZmbJ/yW5ceMGcRntpnhLzZo1ufD4AivPrmLv9b0EhAdgbWpNJ+dOdHLpSOOyjdHR0sH9xkN+YCcAVUtUZcew7dzwvcHMA7OY889cZgAN5jfEqnJtapesTeNyjWhZoeX7vCR5xqNXj+j2v+7c87/HqgErGVh3YIo2Dcs2ZGKbify4bxpNyjXB1dE1RbGSN8szrEysaFe5HeNb/4BjEccceQYhhMivnJ3VX0KIrJHvg+ZRo0a9c0QBlAVqAM9QVx6BEK8Q5o6ZQ8vjLdDS+u+xg4Oj0NfXRldXO9lVUmwCTIepqSmlS5fmj+N/cPrhaQbWHchnLp2oaV8zUxv4KttWZsuQv7hativ3r3YjNiGOUw9OcerBKfzD/PNt0BwRE4FSpeTi+AtUsauSZrup7adw7N4xev3Zm7s/3UFfRz/Z+S/qfsHAOgMlpZwQQgghck2+D5qTMweaoEC9+U5LsxxFjF7zKuIRCao4rrifYeLE8cydOz+pR0hwFGZmhimudP7SNTQLOZIY7guJsenetUaNGmhoaDCi8Qi+afpNmvmib/vdZtKu6QAkJCby9PVT7C3sk86XtCzJfWDH0O385rVXXXq6weD3ewnyEOfiznhMds/wjYOWphabvtzIladXUgTMANpa2qn0EkIIIYTIOQVmI6BaDOo8cGqFDXToX7sn5gaF0dGD4k7w26KfOXz4cFKb4OCoFEszAC5e98Kw3hQ0DK0zvOub9cxamlrpFlh5HPCYQ7cOAVBrVi0cxpcktTTZJSxKsGbgarznPsPV0TXD++dlmU2VZ29hT7fq3bJ5NEIIIYQQHybfB8329vZv/RQFXE/6KTAynhVnXxIYqUNcNDy9BXHR0LdvX3x9fYHUg+bQ0FC8bp0n4uQElBHPMxzD25sA3xUcGcyGixvosrQrbit6pTjfZWlXPLw9Uu1brFCxDO8thBBCCCGyX74PmufNm4e+/tsf6V9HhToVWYISXkcmkKCsgUqlIC4GVCp4/fo1bm5uJCQkpBo0X7t2DVViHMoIP1AmT0WXmneDZr9gPxafWEzzX1pQZLQVfVf2wy/Yj8ntJrFj2HYALk24yKoBK7nhe4Oq06vRYVFHbvvd/rgXQwghhBBCZIt8HzQ7OjqyZMmSt44kAFeStVGvcU5e0OTs2bNMmTIl1aD5fTYB2traUrRo0WTHGi9owsgt36FQKPitx0J85/lwccIFfmj9Q9IaZi1NLQbWHci96XdZ/8U6Hrx8QL9V/QC47nP93dsIIYQQQohclO+DZoABAwbQv3//t448QPVu9RGq8+6+x9mzZ+Pj8zITQbMOkHpyy9SWZvw1aDOvFrzkyHd/M7zxcBafWMLCowuJio1K0VZLU4s+tftwe9otZn02C4CFR39Lda2zEEIIIYTIHQUiaAZYvHgx5cuX//cnFXCBQvqadKpiTiF9TbR1Eila0ghtneT9fHxecv78ScLCwpKOXb58GYVBEfSrjkFh0BHoizroTim1oLlqiaqYGZqpR6JS8TriNWO2jcVhfEnWXVgHgH/oSxYdX0TTBc1YdmoZmhqatKyoTi23oNvP6W4oFEIIIYQQOavABM2GhoZs27YNg6RyR36geIGulgKFAhQKFRqahqBIXkZbRRiXrxzFycmJnTt3smPHUfz8iqGgIwotWxTYo0ALcCS1DH3pbQIEUCgULO+3jAcz7lPaqjS/Hf0dgLa/t+Xrzd+gramNTSGbZH3Mjcw/9GUQQgghhBDZoEDlaS5fvjxLlixhwIABAARHneSvaxYo0ABM8XvYDDgK+L3Vay+gzfPnjnTpsg4F1iioiioKoi/fTWqlQAcVDsDD/44pFFSrVi3N8SiVSi4/vcwuj93s9tjNg5cPAOOk8xoKDeo4ulKvdL0seHohhBBCCJFdClTQDNC/f39OnjzJmjVrgGDgHirKAjcBD+Dt0tgaQEPAAQXpF9BQkcjbAS+Ak5MTJiYmqba/8/wOzX5pzovQF1gaW9KhSgd+6b4A8wR76pwaycFvD3DYdzuzD81hwT+/8E2Tbxho0+jDHloIIYQQQmSrAhc0g3p985UrV7h9+zbqTBqeQHgqLZWAcboBs4oA4D7wCEheGTC9pRmOlo70rtWbDs7tqeNYB00NTQDcb6hnqq1MrPit50LGt/6Bn48s4Jd/fsG5sel7PKUQQgghhMgpBTJoNjAwYOvWrdSqWQtFggaRcZEoAS0tSEhAvU8wyX0geco4FdGgeIxC9znEeoMqMdX7pBc062rrMr/bvAzHam1qzc/d5jOu1fconj7j7wx7CCGEEEKInFZgNgK+q3z58iyY8QtfNxqDpVERdPWhZBXQ1X+3pRcq4lGRiIonqDgMbEDD2BfjZj+iYWyb5j2qVUs9o8aHsDS2zHTJaSGEEEIIkbMKdJTWb1A/Eh2iCY4KIj4GfB9AfMy7reKBI8CGf/98BihRRr0k8tJ8lFEvU712oUI2DBt6hL17pRCJEEIIIURBV6CDZj1DXeYsncWsuTPR0NAiKgyUytRa+gLvRNMJMSQG3IKEFFE2YEFCfHs8PHzo5bYSd3fvrB+8EEIIIYTIMwp00PzG6NGjcXd3x9XVNQuuZoqGoiORkeqF0VFRcXRovwRf3+B0e6lUKm7d8uPQodtZMAYhhBBCCJGTPomgGaBSpUqcPXuWpUuXYmr6oVkqFBS3q4hKlXz/5PPnIXRov4SIiOSz0iqViuvXfZkyeS8Vyk+jcqXp/PrL0Q+8txBCCCGEyC0FOmgODQjj4LIjhAaE4f/Sl7m/jaHTZ+24e/cu3bt3T7evQs8M3fJuKPTM0NOzppRjL8zNvsbHpyKlSxdJ0d7T04fevVaRmKjE3d2biRN2U67sVFycZ7B48UlcXUuy/8BX7D8wIrseVwghhBBCZJMCHTTHRsXy8NpjYqNiiYgM4+zFv4mIDKNo0aJs2bKFAwcOUKFChVT7lixdhUL2DSlV5htiYzoSFGRFr16uXL4ynnv3pxHw+ucUwfO+fTfQ1hpO9WqzWLbsDA0alObQ4a954T+Plav60aZNRXR0CmSWPyGEEEKIAq1AR3BFSljy7fJh6u+x5MCW5OuJ27RpQ+vWrXF3d+fIkSPo6xvw0l+Lu/cSOfL3Q+Jue1K9VQVmTmpPhw6V0dX9rwhK4cJG7D/wFa615xIUFJnsup07u7D5ry/R1tbM/ocUQgghhBDZrkAHzZmhUCioVq0a1apVIyIihqLW4yhe3Iwfp7WjT59aFCtWKM2+pUsXYeeuoTRvtpD4+P8KoOzZc51jx+7RqlXqs9hvCw+PYf/+mxw8cJNEv7u0BY4evUu38i4oFIqseEQhhBBCCPGRPvmg+W1GRnrcuDkZe/vCmQ5YGzQozZ8r+9K/35qkY4mJSpYuOZVh0Pz4cQDt2y3m3j1/AEroBtDWDsaN28mKfQGsWt0POzvzD34eIYQQQgiRNQr0muYP4eBg8d4zvH371mby5DZJP/fv78q27YPT7fP6dQSutecmBczvOnbsHr3cVpKYmGpiaSGEEEIIkYMKdND8/NELJraazvNHL7h9z52yNRTcvueeqb6ejwMxbb8Oz8eBmWr/47T29OpVk+kzOrBqdb8MN/ydPfuYtm0roaubdrtz5x7z66/HMnV/IYQQQgiRfQp00GxqacpnI9thamlKMevizJi4gmLWxTPV187SkN+/dsXO0jBT7RUKBes3DGTixDapzlS/ehXG8uVnGDF8MwDTpx8gJiaes+fGYm9fOM3r/rLgH+LiEjI1BiGEEEIIkT0KdNBsaGpA9VYuGJoaYFbIgm6dvsSskEWm+hY20aN/i9IUNtHL9P3eDZb9/UNZuvQUzZr+SrGi4xg6ZCMXLz1JOr9//03Kly/K1WsTaN069fXP/v5h7NjhkekxCCGEEEKIrCcbAbNYWFg069ZdZMd2D06ffohKpUqzbWRkLIcP3+azz1zYt38E875TwsGdKdotWXwSN7ca2TlsIYQQQgiRDgmas1hcXCLfjdyW4QY+LU0FnTq6YGVlAoCGhgaDB9fn0EEwNdGHADAzM+CLL+oybHjDnBi6EEIIIYRIQ4EOmiOCI/A8cQvnxhWJUUay7/BG2rfqjUVhqwz7vgqOZuupJ3Rv6EARM/1M39PCwogmTcryzz93Uz3forkTR6768sWX9dm55Tbe3sE4OBSmZEkLShoEoQ/s3DWUQB1bKlQohoGBTqbvLYQQQgghskeBXtMcHhTB8Q2nCA+KIOD1C/5Y8SMBr19kqq9/cDRzNl3HPzj6ve/bpWvVpO+NjHRxdrZAJJn6AAAgAElEQVQDwNrahAED6wDQo0c1IiNjuXLlKVu3XmP+/H+4eMELAFNTfVxc7Lh+3fe97y2EEEIIIbJegZ5pLupozZSd49TfY437ybBM961c0hzfrW4fdN/PPnPm7JlHdOlalZYty6Onp82TJ6/p2mUZAwesBUN1YNynTy127fJk0KB6DB3WAMOwpxzqNAuFQoGWliauriU/6P5CCCGEECJrFeigObdYWhqzbv3AZMccHCw4d/573PosZvfpp8yccZDff+3Hb7/3QE9PG4Cg209zYbRCCCGEECIjBXp5Rl6jp6fN5CltAXW6uU4dl+Lvn/nZbyGEEEIIkTskaM4lq1b3IzAwkurVZnH48O1M9fHw8GbOnMPZPDIhhBBCCPGuAh00+z95xdw+C/F/8or7j27SoK0t9x/dzFTf20+DcRqwndtPg7NlbE5O6qImtWs70LbNIqZN249SmTJNXXx8Ilu2XKV+vflUqzqLpUtOERwcmS1jEkIIIYQQqSvQQbOhqf6/FQH11RUBO75PRUBd+rUoTWET3Wwbn7m5IXv3DWfqj+3Yvs2dmJj4pHMvX4bx008HsC8xAbeef6Ktrcn2HUN47DUDM7PMlfYW2ef16wh69ljBxo2X5E2MEEII8Qko0BsBjc2NadpHXRjEGGO+HvxjpvtamxswvleVbBrZfzQ0NJgypS3ff9+CqMfqWfDJk/bw54HXaGlp0LdvbUZ81YhKlWyyfSwi8/bvv8nWrdfYuvUampoaNGxYmm9HNqVdu0opyqkLIYQQIv8r0EFzfnLt2jNmf70aN+D6dV9mze7J55/XkVnlPGrvnutJ3ycmKjl+/D7Hj9+nRYvy7No9FH19KUojhBBCFCQFenlGfqKvr4OxsXopyK7dwxg9urkEzHlUdHQcR47cSfXckSN3GPTlhhwekRBCCCGyW4EOmqPDo7l5+g7R4dGEhgVz6Og2QsMyt7EvOCKWXWefEhwRm82jVKtatTiLl/QCQFOzQP9nyfeOHbtHVFRcqufatq3E3Hmf5fCIhBBCCJHdCnR0FvwyhL9m7SD4ZQi+z58wcnx3fJ8/yVTfZy8jGDD3NM9eRmTzKD+MSqXi4MFbREenHryJ7PP20ow3ChUyYM3aAezdNxwbG7NcGJUQQgghslOBXtNs7WDF5B3fo6OnjRVFuHYiFH39zC15qGRvhs+Wnhjq5r2X6NSpB0ycsIfz5x8zb34XxoxpnttD+mQolUr27UuetrBt20osW96bYsUK5dKohBBCCJHdCvRMs4amBnqGumhoaqCpqYmRkQmampqZ6qupqYGJgU6eWipx7dozWrf6ncaNfuH8+ccAzJl9mNDQ6FweWcGgVCpp3OgXxn2/kzNnHpKQkJiizaVLT3n5Ul3F8e3ZZQmYhRBCiIItT0SEa9asQUNDI9WvV69e5fbwct29e/5077acGtVn8/ffyTegBQVF8usvR3NpZAVLREQsjo4WrFt3kYYNFmBt9T19+6xiy5arSW9M9u1VL81o27YSt25PoV+/2pJiTgghhPgE5Km1B9OnT8fBwSHZMVNT01waTe579iyQn6YdYO3aCyiVqlTbODhYUL5C0RweWcFkYqLPnyv7oVQquXr1Gfv33WT//pts3HgZLS0N6tcvzYkT95k8uQ0/Tmuf6WD53LlHuLqWREMjT7xHFUIIIcQHyFNBc+vWralatWqWXS/A5zU7Fuyly+gOhCsDGT9tALOnrqFkibIZ9n3oG8qwhedYOrIupW1zPnCfOmUvc+ceIS4uIdXz1tYmTJ7Sli++qIuOTp76z5jvaWhoULOmAzVrOvDT9A74+ASxf/9NViw/C8D06Qe5ft2X3XuGp3udkJAoRo/azurV59mxcwiffeaSE8MXQgghRDbIU9GWSqUiPDwcAwODTK89To+WjhZFSliipaOFrlKPUiUroKujl6m+ujqaOBUvhK7Ox4/jQ+jp66QaMJuZGfD9uJZ8/XVjDAykgEZOsLMzZ9iwhgwb1hA/v2DGjN7By5dhBAVFYm6e+sbSgwdvMWTwBsLDY1jxZ186dXLO4VELIYQQIivlqaC5cePGREREoKOjQ8uWLVmwYAGlSpX64OuZWRWi83ft1d9TiJmT/sx03+JFjPjjmzoffO+P9c03jfn9t+NJm84MDHQYObIpY8Y2p1Ahg1wb16fOxsaMzX99meb5kJAoRn23jTVrLtCyZXmWr+iDnZ15Do5QCCGEENkhTwTNhoaGDBw4kMaNG2NiYsLVq1f55ZdfqFOnDu7u7tja2qbZd+TIkRQqlDxzgZubG25ubtk97GxlaKjLxEmtGT1qO0OHNmD8hFZYW3+667vzg4MHbzF40AYiImL4c2VfBg6sI5sEhRBCiCy2efNmNm/enOxYSEhItt83y4NmlUpFbGzmqujp6amXSnTr1o1u3bolHe/QoQMtW7akQYMGzJw5k6VLl6Z5jYULF2bpOui8ZPDg+rRrVxl7+8K5PRSRjrdnl1u1qsDyFX2wtZUCJ0IIIUR2SG1y1N3dnWrVqmXrfbN8O/+pU6cwMDDI1NeDBw/SvE7dunWpVasWR49+eDq12Og4vO/6EhsdR2RUBB43LhAZlbkKfxHR8Vy+F0BEdPwH3/9j6ehovVfAnJioZO3aC3h4eGfjqAqegwdv0bTJr/z661EePXq/FIceHt5UrPATO3d6sHJVPw4c/EoCZiGEEKIAyvKZZicnJ9asWZOpttbW1umet7W1TTewzkigXyDLvlvNiEVfEpzwgp5f1GHn+mtUKJfxzPSj52E0H3uIUwvb4uyYt2d6VSoVu3Z5MnnSHp4+DeR/y3rj4lI8t4eVb+zZ7cmJE/c5ceI+o0dtp2xZK9q3r0y79pWpU6ckWlppbwZ1dLSkZcvyTPupfaaD5YSERB4/DqBs2fR//4UQQgiRd2R50GxlZUW/fv2y5FpeXl5YWlp+cH9LOwu+WTYUc+tCmKsKsf+vW9jZlMxU37K2plxc1AF7a6MPvn92U6lUHD16j4kTdnP16jP693flyD/fYmMjM52ZpVQq2b8/eVns+/dfcv/+P/z88z+YmRnQunVF2rWvRMuW5TEzS54tw8REn5WrMv/7fvXqMwYP2sDLl2HcvjNVNnUKIYQQ+USeqLYQEBCQ4tjBgwdxd3enVatWH3xdbV1trEpYoq2rjZ6ePqUdK6Cnp5+pvvq6WjiVKIS+bp7YK5nCxYteNGu6kJYtfsPAQIcrV8ezek1/CZjfk4eHDy9ehKZ5Pjg4ik2bLtPLbSVFLMeyZ8/1D7pPZGQso0dto3atOXh6qu85/oddHzpsIYQQQuSwPBER1qlTh6pVq1KtWjVMTU1xd3dn1apVFC9enAkTJuT28PKUW7f8mDxpL3v2XMfR0ZIdO4fQqZOzZGn4QE5ORdm5ayj7993gwIFbSSn+UpOYqKR69fdf9nL48G2GDd3Es2eByY4vW3aG3n1qUa/eh6dVFEIIIUTOyBNBc8+ePTlw4ABHjhwhKiqKYsWKMWTIEKZOnfpRyzMKmp9//odx3+/E1FSfBb90ZcSIRlIN8CMZGOjQqZMznTo5pyif7enpk6xt1arF32sm/9WrMEZ9t51Nmy6ner5ChWLo6Wl/1PiFEEIIkTPyxPKM6dOn4+7uTnBwMLGxsTx58oRFixZ9dMAc9CKYzTO3E/QiGB8/L779oRs+fl6Z6vvEP5z+c07xxD/8o8aQlZo0KctXXzXi4aOf+O67ZhIwZ4E9e64zc+ZB4L/y2T9N74C7x0Seec9i8RI3WreugK6uFu3aVcrUNVUqFWvWXKC807RUA2ZdXS2mz+jANfcJVK9eIkufRwghhBDZo0BHXUqlkpioWJRKJYmJiUREhpGYmJjJvirCouJRKlXZPMrMq1q1OFWrvt/ygAsXvChSxBhHR5mxT829e/7MnnWYUaOaoa+fvCz52+WzIyNjUy1rnpoe3Vewfbt7qucaNizDsuW9KVPG6qPHLoQQQoickydmmrOLhU1hBs7sjYVNYeyLl2blH39jX7x0pvo6FjNh10/NcCxmks2jzB5Pnwbi1vNP6taZx5jR23N7ODnK2zuIlSvPMWb0djp/9j+cq0xn/vwjqbbt0KEyUVFxHD9+P91rGhrqpsickZZmzZ1SHCtUyIDlK/pw7PhICZiFEEKIfKhAzzR/isLCopk96zALFx4jNlY9M7pnz3VOnLhP48Zlc3l02SsoKJIxo7ezZs2FFOdcbr9ItU+5ctaUKmXJvr03aNs2c8svMvLll3XZuOESZ848AqB792os/K27lEEXQggh8rECPdP8KUlISGTZstOULjWFuXP/TgqY3xg9ajuJicpcGl3OePkyjJ07PVI95+WVMq0hgEKhoEOHKuzbdwOlMmteHw0NDZYt70OpUpbs3Tecv7YMkoBZCCGEyOcKdNCcEJ9IaEAYCfGJxMXH4f/Sl7j4uEz1jYtPxO91JHHxmVsDnZv+/vs2Ls4zGTZ0EwEBKTcumpkZ0K9/bVSqvLM+Ozs4ORVl67bBaGqm/LX28nqdZr/2HSrz4kUo165lXfnxcuWsuXtvGu3aVc6yawohhBAi9xTooPnVs1fM6/sbr5694uHjWzRsZ8fDx7cy1feOdwjlB+7gjndINo/yw92750+b1n/QutUf3L79PMV5LS0Nvv22CQ8fTWfkyKbploMuKFq0KM/vf/RIcdzPL4SYmPhU+9St64i5uSH79t7I0rGkFrynJSwsmpUrz7F/f9aOQQghhBBZo0AHzeZFzRkwoxfmRc0pYVuKP38/TAnbzBWSKFnUmJ3TmlKyqHE2j/LDvXgRyuHDt1M917FjFW7dnsqvC7tjbp65DWypiY2Nz3cz1MOGNeTbb5ukOP70aWAqrUFLS5O2bSuyd++HVfv7UImJSo4cuUOf3qsoav09gwdt4OSJBzk6BiGEEEJkToEOmvUMdSld3RE9Q12MjEyo79oSI6PMZcMwMdChaVUbTAx0Mm6cSxo3LkvHjlWSHXN2tuPY8e/YtXvYR2dpCAmJokXz35g+/eBHXSerRUTEcOuWX7ptfl7QNcXGvvSXaFThxg2/NAPrrHT37gvG/7AL+xITaNXydzw8vJkytR3ePrP4eUHXbL+/EEIIId5fgQ6aPwVz53VGS0uDokVNWbW6P1eujs+SLBkvXoTSqOECbt16TvNUUqjllsjIWJo2WUjTJgvTDXA1NTXYtPkLKle2STr25EnaQXPLluXR0dHKttnmwMAIFi8+Sa2ac6hQfhrLl5+hY8cqXLr8A7duT2XcuJbvVW1QCCGEEDlLguZ8rkwZK/bsHc6Dhz8xYIBrptfRppcp4vHjAOrXm09gYCSnz4whKCgyx5cupGXggLVcufKUgIBw2rdbTGhodJptjY312LtvBFZW6k8XnqQz02xsrEfjxmX4O43lLh8jISGR8k7T+G7kVqytTdi2fTDPX8xl0WI3atSwR6FQZPk9hRBCCJG1CnTQHBoQxsFlRwgNCMP/pS+zfx2F/0vfTPX1ex3JhD+v4Pc6MptH+fFat66IoaFuhu0iImI4f/4xS5acokrlGYSFpQw4PT19qFd3Plpampw9N5ajR+/RscMSermtxMMj67JLfIibN/2SVdq7ffs5PXusICEh7QwnxYubs2fvMPT0tNNdngGwbHkftu8YkmXjfUNLS5ONmz7H128Oe/YOp0uXqujqamf5fYQQQgiRfQp00BwbFcvDa4+JjYolIjKMsxf/JiIyLFN9w6PiOebxnPCo1DMu5EeutedRr+58vhqxmerVS6TI23zq1AMaNVyAnZ0ZJ0+NYu6cv/lu5FaUShVRUXF0aL+E589zL5vI1avPsLAwSnbs77/v8N3Iben2c3CwoH79Umnman6jeHHzFKW0s0qzZk4UKZI/q0sKIYQQooBXBCxSwpJvlw9Tf48lB7Zk/qP3csULcWlxx+waWo569SqMcmV/JCQkKunY/fv+BAVFJZWG3rPnOj17rKBevVLs3DUUIyPdFCna/PxC6NhhCSdPjU5zZtvbO4gtW66ye5cnhw5/jYmJfpY9x8CBdRgwwJXnz0Pw8PDB09MXTw8fDh26xaJFJ/jqq8Yp+jx58ppz5x7z/biWODpaZtlYhBBCCPFpKdBB86cuISGRpUtP8+03W1Kcu3jxCS7OM/j9j56oVCoGfbmezp1dWL9hYNLSgf8t642X12tOn36Y1O/aNW/691vD1m2D0NBQf1Dh7x/Ktm3ubPnrKufPP0ZPT5u2bSsSHByVpUEzqCv42diYYWNjlqxwSEREDHPmHMb/RSjOLsXp1q0qhoa6ODhY4OBgkaVjyE5KpZKzZx+zbu0FWrQsT/fu1XN7SEIIIYRAguYC6+zZR3w1YjM3bz7niy/qYmKix++/n0i2JCMiIpbPB64FoEeP6mzY+HmyjYQ6Olps3zEE19pzefz4v6UNO3d6MHzYZqpVL8HWLVc5ceI+GhoKWraswLr1A+nQoXKWB8sZMTLSY/jwhtSrO5+TJx/Qt2+tHL3/x/LyCmD9ukusW3cxKcvH06eBEjQLIYQQeYQEzQXQt99s4Y8/TlCzpj2XLv9A9eolAOjRszp9eq/i0aOUa3vPnXvM6dMPU6Srs7AwYt/+EbjWnpssU8Xy5Wdg+RmaNSvH/5b1pnNnl48qopIVTEz02bd/BNHR8e9VjS+3hIVFs22bO+vWXuDMmUcpzp848QBv7yCKFzfPhdEJIYQQ4m0FOmh+/ugFi7/6kxGLviQ44QWd+1Zj5/prVChXNcO+no8DaTjyAKcWtsXZsXAOjDbrVKteguUr+vD553WSllAA1KzpgLvHRL4buY2VK88l6+PrG0yzpgsZO7Y502d0RFv7v5Lb5cpZs237YFq3+iPF5sHJU9pSv37p7H2g96CpqZFis2Bekpio5Nixe6xbe5FduzyIjk57o6lKpWL9+otMnNgmB0f4fq5f96V4cbOktfFCCFFQPXz4kPDw8NwexifJ2NiY0qVzP9Yo0EGzqaUpn41sh6mlKfoqbWZMXEEx6+KZ6mtnacjvX7tiZ5n/goF+/Wqnec7ISI8Vf/aldZuKDB60gaCg/1LqqVQqLl58goZGyrzBzZo5sWhxT4YN3ZTseOfP/sfDR9MpVMgg6x7gI9ja5u0CIVFRcXT+7H9ERcWl287JyZp+/V3p06dmDo3s/alUKhrU/5lJk9swdmyL3B6OEEJkm4cPH1KmTJncHsYn7cGDB7keOBfooNnQ1IDqrVzU32NAt05fZrpvYRM9+rfI/Xc12aVzZxdq1bJnQP+1HDt2DwBTU33WrhuQ5tKGIUMa8OD+S3799RigXvO88LfuORIwr19/kbJlrahUySbb0sLlBGNjPbp0cWH9+kspzpmbG+LmVoN+/WtTvXqJPF/0JDAwkvDwGEqWzD8bLYUQ4kO8mWHesGEDTk55p0rup+Du3bv06dMnT8zyF+igWaTPxsaMv498w6+/HmPihD0s/V8vSpRIfynKvPldePDgFZcvP2XnriHUrVsqw/uoVKqPCgCDgiLp328NABoaCsqVs8bFxQ5nFzucne1wdralcOG8uyTjXf36uyYFzVpaGrRpU5F+/V1p27Zivip68ibvtQTNQohPhZOTE1WrZrzEUxRMEjR/4jQ0NBg9ujldu1bNMGAG9ZrhTZu/IDAwEnv7tNtHRcVx8OAttvx1hdDQaI78M/KDx+jp6ZP0vVKp4s6dF9y584KNGy8nHbezM8PFxQ4Xl+JMmdo2T8/SNm5chrZtK9GsuRNubtUzVfTkwIGbuLt7M2lSmzzzbE+eBALkq5R+QgghxIcq0EFzRHAEnidu4dy4IjHKSPYd3kj7Vr2xKGyVYd9XwdFsPfWE7g0dKGKWs+nTckNmAuY3jI31MDbWS3E8Li6BI0fusOWvq+zZc52IiNikcx+TBcLTM+PS5z4+wfj4BHPr1nOm/tjug+6TUzQ0NNi3f0Sm29+86Ydbzz9p0qQsSqUKTc28ETR7eb3GzMwgz6xnF0IIIbJT3s/L9RHCgyI4vuEU4UERBLx+wR8rfiTg9YtM9fUPjmbOpuv4B0dn3PgTlpCQyNGjdxn05Xqsrb6nQ/slbNx4OVnADLB167UPvoeenjZly1plaobV2dnug++TF/n7h9K+3WIcHS1T5NHOLsHBkRk3Ap54BcjSDCGEEJ+MAj3TXNTRmik7x6m/xxr3k2GZ7lu5pDm+W92ya2gFwuRJe1ix4iyvXmW8OH/7tmuMGdP8g+4zfHhDhg9vSGRkLDdu+OHh4cN1Tx88PHy4edOP2NiEpLbOLgUnaI6OjuOzTv8jPj6RvfuGY2SUcnY/q0VGxmJT7AfKlbOmbduKtGlbiZo17VMN1r28XlOyZPqlyVUqFbNnH6ZGDXuaN5fNM0IIIfKvAh00i+zl7x+WbsCsoaGgceOy9OhZnc6dXT76foaGuri6lsTVtWTSsYSERO7d88fT0xdPDx+aNi330ffJC5RKJZ8PXMeNG76cOj0GO7ucKXBy/Ph9YmLi8fT0wdPTh5kzD2FhYUSrVhVo07YiLVuWT8rJ/ORJIDVq2Kf7DGPH7ODXX49haKjLP0e/pXbtkmm2F0IIIfIyCZrFB+vRs3qKIikAdes60qNndbp2rYq1tWnS8d9+O06tWvZZGjhpaWlSsaINFSva0KdP/iqdnZ5pP+5ny5arbN02OKmiY044eOBmimOvX0ewYcMlNmy4hKamBnXqlKRFy/I8efIae4fU18InJCQyeNAG1qy5AKhnsNu2WcTZc2Nxciqarc8ghBBCZAcJmsUHa9y4LFZWJrx8GUb16iXo0bM63btXS3VWNCQkiu/H7mDe/C4y25iBjRsvMX36QWbO6kTXrjmb2uj8ea90zycmKjlz5lFS2e/UlmfExMTTy20lu3d7JjseHBzF5wPXcfbc2HxR5lwIIYR4W4EOmv2fvGLt5E30n96L0MSXDPq2NSt+O0TZUpUy7Hv7aTBdfzzG9h+bUsE+b1eZyy2amhqsXtOfUqUsKVWqSLpt9+y5Tnx8Il27fvwyjYLs3LlHfPH5evr3d+WHH1rm+P2vXpvA+fOPOXjgFgcO3OTOnfQ3zjo6Jt8IGB4ew2edlnL8+P1U21+69IS1ay/w+ed1s2zMQgiRF6hUqjxRgCMtxsbGeSZlaX5VoINmQ1N9qrdywdBUHw2lBd06folZoczt9i9soku/FqUpbKKbzaPM31q1qpCpdtu2XqNevVLY2MgbkLTExyfSt89qatWy53/LeuXKP27a2po0bFiGhg3LMHdeZ54+DeTAgZscPHCTEyceEBMTn9T2mfesZJ8qBAZG0Kb1Iq5ceZrqtQsXNqR375rySYMQokAKDw/H1NQ044a5JDQ0FBOTjOsCZKWVK1dy+fJlPD09uXnzJjExMUycOJHp06fn6DiySoEOmo3NjWnap6H6e4z5evCPme5rbW7A+F5Vsmlkn5bg4Ej++ecuPy/o+l79EhOVLFjwD1Wq2OLsbIeVVc7+Zc9p2tqa7Nw1FFtbswwrAyqVSi5c8GLHdg8sixgzfnyrbBmTvX1hRoxoxIgRjYiKiuP48XscPHALH5/gZAGzn18wLVv8nmJmWkNDQcuW5Rn4eV3at6+UryoeCiGE+DijR48mLCwMc3NzbGxsePz4cb6e7S7QQbPIG/bsuUFCgpIuXdJfmhEbG8+OHR64udVAoVDw/HkIM2ccIjw8BoCiRU1xdrbFxaX4vyW0bSlZ0gINjYKzPja9PNNv1hPv2O7Ozp0evHgRCoCtrRnjxrXI9tfBwECHdu0q065d5WTHw8KiqV/vZ54+DUw6Vrp0EQYMrEO/frXk0wUhhPhEbd26FScnJ+zs7Fi7di0DBw7M7SF9FAmaRbbbtvUq9euXolixQmm2UalUDB60gfXrL3Hq5AMWLXbDzs6c4JBfePIkUJ0CzcMHT09f1qy5wPNZhwB1dcIqVWypW9eR2XM+y6lHyjHx8YmcPPmAHdvd2b3bM9UUf76+wVy58oxatRxyYYRgYqJP/wGuTP/pAAMGuDJgYB3q1nXM17MJQgghkrt37x7ly5enUaNGHD9+PNU2lSpV4v79+/j4+GBlZUWLFi2SzqlUqpwaarYp0EFzdHg0jzyeUMrFgThVDOcvH6VOzWaYmmQ88xUcEctJzxc0ci6KmZGsa/5QQUHqpRm/LuyebrtZsw6xfv0lAFasOIuX12u2bhuEmZkhjo6WODpa0qXLf5kkXr0Kw9PTN6nQibd3ULY+R06Li0tg+LBN7N59naCgjCv07dzhkWtBM8CUKW1p2LAMjRqVybUxCCGEyD7lypWjcePGnDhxgocPH1K6dOlk58+fP8/t27fp2rUrVlZWuTTK7FVwPtdORfDLEP6atYPglyH4Pn/CyPHd8X3+JFN9n72MYMDc0zx7GZHNoyzYdu/2JDFRle7SjK1brzJ50t5kxy5efIKPT3CafYoUMaFFi/KMG9eSTZu/ZOOmL7JszHmBjo4Wly8/zTBgrlChGFOntmPAQNc02wQGRtCk8S+cOvUg1fMJCYn8+edZfH3Tfr0zolAoaNCgFEql8oOvIYQQIm8bPnw4AMuXL09x7s2xIUOG5OiYclKBnmm2drBi8o7v0dHTxooiXDsRir6+Yab6VrI3w2dLTwx1C/RLlO22bb1GgwalkxU5edulS08Y0H9tsmMKhYJNm7+gcmXbnBhintWla1Vu3Xqe4rizsx1durrQpUtVypWzzvA65uaGPH4cwI7t7jRsmHIm+M6dFwwbuonERCWVK9vQtm0l2rarRK1aDu+VT/l911Q/ePCSwoUNKVzY6L36CSGEyB2dOnWiWLFirFmzhpkzZ6KjowNASEgIW7dupVSpUjRt2jSXR5l9CvRMs4amBnqGumhoaqCpqYmRkQmampqZ6qupqYGJgY4UYfgIYWHRHD9+n27dq6V6/tmzQDp2WJIsjRnAzwu60L595VT7fGrQSosAACAASURBVErenp2vUcOeOXM/4+Gj6bh7TGTixDaZCphB/Sakc2cXdu70THUmuHJlW14FzE96o7J8+Rnq1Z2PtdVY+vZZxebNVzK1RCQzwsNjWLXqHPXrzadc2amsXn0hS64rhBAi+2lqajJo0CACAwPZsWNH0vH169cTExPD4MGDc3F02U+mUUW2MTHR57HXDIyN9VKcCwuLpn27xSk2tg0ZUp+RIwvuu9T3UaFCMZYt70OLFk6UKJF6uerM6tzFhd9+O86lS09xdU2ZJ9nMzJCePWvQs2cNEhOVXL78lIMHbnLgwC02bryMhoaCOnUcGTqsAb161Xyve6tUKs6cecSa1efZts2dqKg4mjd3YtPmL+jUyfmjnksIIUTOGjRoEDNnzmTZsmW4ubkB6qUZurq6+T47RkYkaBbZytY25abLhIRE3Hr+mWLpQfPmTvz+R08UCgU3b/oBUK6cNdramft0oKBRKBQMGlQvS65Vp44jVlYm7NzhnmrQ/DZPTx9evgxj+oyOTJ/RET+/YA4evM3BAzcJCMj8Gn9f32DWrr3A2jUXePQogJIlLfh+XAv693elePGUpdaFEELkfcWKFaNDhw7s3LmT+/fvExgYyO3bt+nZsyeFC3/cBE9e93/27josquwN4Ph36JKwCFtBwA5cExC7W9dYRVex1kLXNbAVuxsTdV1jFXPtlbALWwG7UFREumd+f/CTdZwBB6TE83kenoV7z7n3HZWdd8495z35Oml+9+I9excdpPOYdkRKQ5kwvS9zpnpStpT1V/s+eBnOkKXnWDOqPlbF8+4OP9+j8eP2cfToXbljtrZm7Nrtkpogz5zxD3v2+KOtrUGlShZUr16CqtVKUL16CapUKYaBgeLo9Y8qMPANVlZF051TrK6uRseO1di79zrzF3ROsxxcUFAIrVquJDQ0irUevRgwoAHFipng4tJA5QQ+JCSCvs6enDx5H21tDbp2rcm69b1xcLDMVzW1BUEQflRDhw7Fy8sLDw8PPnxIqV6VnxcAfpKvk2YNLQ2KliqChpYG2lIdLMtWRFtLtWRLW0sd25LGaGv9mKOc2alL1xr8+eel1KkZhQsbcOjwbxgb66W2uX79BQDx8Ulcu/aca9eep56TSCRYWRWlWrXiVKtegm7dalK2bJGcfRF5xPXrz3F0WET79lXZuKkPjx+/T3Ouc6fO1Vm71o/r119Qo0ZJhfPBwR9p3mw5796l/L24TTxApUoWGd72ulAhfbS1NVjr0Ytu3WpiaKib8RcmCILwnSlQoADh4eG5HUaaChQokGXXatSoEdbW1mzZsoW4uDhsbGxwdHTMsuvnVfk6aTYxNaaTa9uU7zHGfdIGlfuWLGrAihH1siu0H1qdOmW5eGk87dquIijoLfv2D5ZLeiMiYnn06F2a/WUyGUFBIQQFhbB79zVq1Sr9QybNT568p1XLlURFxbN9+2W2b78MwN17U7G1NVdo7+hYHhMTPbz2XldImj9+jKFtm1WUKGHCAJf6tGhRkerVS2RqZFhDQ539B4Zm7kUJgiB8pyQSCYaGhrkdRo4ZPHgwrq6uAGkuANywYQNnz54F4OHDhwAcPHiQ589TBsJsbW0ZN25cDkSbNfJ10izkXaVLF+LsubFcvvyU+vUt5c69evWRkiULqrxhSbVqP1ZpOplMxoULj2lQf4HS83p6WkqPa2qq0759Vfbu9WfmrHbcuRNMcrKUx4/fY29vyb+nXeVG+wVBEAQhLc7OzowePRodHR2cnZ2Vtjl37hxbt25NnRKYsmbpNrdu3UIikeDo6PhdJc1igqGQawwNdWnSxFbhuK2tOU+fzebd+4W0b19V7tyXJQBLlDD5Ier8SqVSzp17yGjXvyldamKaCTOAU8PFBAWFKD3XqXN1AgNDuH//DeXKFaFSJQt277pKn96b2bbtEo8fpz3Cn12io+PZsuUCz56F5vi9BUEQhMzx9/dHJpPRpUsXTEyU77S8efNmpFIpycnJcl+fjqW1HXdela9HmuNjEwh5+hbT0kVJkiUQ9PA25S0ro6/39SQrKjaRe88+UqGUMQa6mjkQrfC5V6/C+LXfVk6evM/IkY2YPacDurpaxMYmcPfua65ff8GN689/mPmyU6ccwt39KObmRnTqVJ3OXWpgb2+Jv/9z2rRelToPGeDp01Dq15vP4X+GKWyt3bSpLSVKmBAY+AZbWzNcBmxj9+5rABw/fo+RI3ZhY2NG69aVaNW6Mg0aWGZL9ZJPo+WbN51n166rREXFM3lyK6bPaJfl9xIEQRCy3oIFKYM3w4YNy+VIck6+TppDX4Xi4bqZ31YOICzpNd3718Nr2zUq2tT4at+HwRE0HXsU36WtqVYuf5dQyWv27PFn0MA/0dXV4viJkTRt+t9otK6uFnZ2pbCzK5WLEeY85751adGyInXrlpWbZ1yrVmnOnR9Li+bLefz4ferx0NBoGjktZtduF9q0+W+jGG1tTZ48dUdNTY2JE/axadN5hXsFBLwhIOANixadwtBQh2bNKjBjZjuVN1NJT3DwR7Ztu4Tn5vMEBsqPhq9ff5bxE1qgq6t8eokgCIKQu27fvs3hw4e5du0ax48fp23bttSqVSu3w8ox+Xp6RpEShRnhMZgiJQpTrrQth3feoVxpxekAylgXN+LiynZYi3JzOSYiIpZ+fbfQres6Gje24eatSXIJ84/M0rIo9esrL9lmaVmUc+f/UPggERubSIf2a9iw4azccTU1Nfz9nzN37vGv3jciIo7Dh29jZJT5Ef2EhCT27vWnbZtVlCwxgQnj9ykkzABv3kRw6lRApu8jCIIgZC9/f3/c3Nz4999/6datG5s3b87tkHJUvh5p1tTWxLRUSlUFTTSxKldR5b662hrYljLOrtAEJfbuvY6X13U8t/Sld+/aadYSFhSZmhpy2tuVrl3Wcfz4vdTjUqmMZ08V5wrXqFGSLVv70v/XrSQlKW6t/bnhw50wN8/ch8cnT95T+6e5vH+f/qYo7dtXZdr0tlSt+mMt6hQEQfieODs7p7no70eQr0eahe9L3751uR8wjT596oiEORMMDHQ4eOg3+vSpk3qsX796zJipfJ5w7951OHBwKAYG2mle08HBigkTW2Q6ptKlC6U7St2iRUUuXR7Pvv1DRMIsCIIg5GnZljS/efOG8ePH4+TkRIECBVBTU8PX1zfN9ufPn6dBgwbo6+tjbm7OyJEjiY6Ozq7whDxIIpFgYSFG97+FpqY6mz2dmTixJS1bVmStR690P4C0bFmJ+wHT6NFDfk6aqakhY8c24+SpUd9Uhk4ikdB/QH2F446O5fE78ztHjg6nVq3Smb6+IAiCIOSUbEuaAwICmD9/Pq9fv6ZKlZSFSGm9ed+4cYPGjRsTFxfHkiVLGDBgAOvWraNr167fFMOH12HscN/Dh9dhvHj1mJHju/Li1WOV+j55E4nzXF+evIn8emNByEMkEgmz3Ntz4OBQlSpfFCtmwva/+hMds5y796Zy4+YkXgXPZd78TllSOWPwYIfUxLtOnTKcPDWK096uNGhg+ZWegiAIgpB3ZNucZjs7Oz58+ICxsTF79uzhwoULabadOHEihQoVwsfHBwODlHJwpUuXxsXFhZMnT9K0adNMxSCVSomLiU+tBxgVHUFycrKKfWVExCQilcoydW9ByG0aGhlLeHV1tZTuJPitjI31WLK0K4ULG9CqVSUx9UYQBEH4LmXbSLOBgQHGxl9/1B4REcGpU6f45ZdfUhNmgD59+mBgYMDu3bszHUPhYoXo596LwsUKUbqkFRtXHKd0SSuV+pazMGTfjCaUs/hxtsQUhOzi7FyX1q0rZyhhjo6Oz8aIBEEQBCFjcn0h4O3bt0lKSsLOzk7uuKamJtWqVeP69eu5FJkgCLnhzZtwRo3cRckSE3jzJjy3wxEEQRAEIA+UnHv9+jUA5uaKj4XNzMw4e/aswvHPjRo1SmFEu0ePHvTo0SPrghQEIduFhkaxYP4JVqzwRktLgzG/N023socgCILwY9qxYwc7duyQO/bx48dsv69KSbNMJiM+XrVHpTo6OhkKIDY2FgBtbcU3Rx0dndTzaVm6dCk1aijf4S8pMZnoj9HoG+sjJZkPH95SsGBRtDS/vuNYQmIy78LjKGKkg1Y2bCMsCEKKjx9jWLrkX5Ys+ReZTMaYMU1xHd0YExP93A5NEARByIOUDY76+/tTs2bNbL2vStMzfH190dPTU+krKCgoQwHo6qbUcFWWlMfFxaGnl/lyV2+fvWV+72W8ffaWB4/u4NimBA8e3VGp773nH6nQby/3nmf/JxdB+BFFRcUxe/ZRypWdxPz5Jxg0yJ5Hj2cxY2Y7kTALgiAIeY5KI822trZ4enqqdEEzM7MMBfBpWsanaRqfe/36NRYWFhm63ucKmhek76yeFDQviKFMnw3Lj1GquGplrsqaF8BremPKmhfI9P0FQVCUkJDEypU+zJt7nPDwWAYNsmf8hBaZ3nVQEAQhL4uPT/lKi5oafFYHQamoKJCms3mrtnbKl5C9VEqaTU1N6dOnT7YEUKlSJTQ0NLhy5QpdunRJPZ6QkMCNGzfo3r17pq+to6+NlV25//+kjX3d5ir3NdTTonGNYpm+tyAIykkkEjasP0uHDlVxm9SKkiUL5nZIgiAI2WbOHJg+Pe3zFSrA3bvpX6N2bbh3L+3zU6fCtGmZCi/bvHr1Ci8vL44cOcL9+/d58+YNBgYG1KhRgyFDhtCxY8fcDjHDcn0hoJGREU2aNOHPP/9k8uTJqWXntm3bRnR09DdvcCIIQt6iqanO9RtuaGtr5nYogiAIQjZZsWIF8+fPp2zZsjRu3BgzMzOePn2Kl5cXp06dwtXVlUWLFuV2mBmSrUnzrFmzALj7/49QW7duxc/PD4BJkyaltnN3d6devXo4Ojri4uLCy5cvWbx4Mc2bN6dZs2bZGaIgCLkgMwmzVCpFTS3Xq2QKgiAIKqhduza+vr7Y29vLHQ8ICKBOnTosWbKEXr16pVnMIS/K1negKVOmMHXqVHbt2oVEImHTpk2pxz5XvXp1Tp06ha6uLqNHj2bDhg0MGDCAPXv2fNP9w99FcMTjBOHvIngT8pI5S0bzJuSlSn1fvY9m4oYrvHof/U0xCIKQeQkJSezd60+b1ivp/cvm3A5HEAThhxUQEICamhqNGjVKs03lypXR0tIiJCSEjh07KiTMADY2Nvz8889ASqGJ70m2jjRL05u1/oX69et/tSZzRsXHxPPg2iPsWlQnKjmCsxeP07X9AJX6RsYk8u/1YPo0U20HQUEQss7Nmy/x3Hye7dsv8/59FABaWhosD42iUKGvrJgRBEEQspyNjQ1OTk54e3vz4MEDrKzk86Pz589z9+5dunTpgqmpabrX0tDQkPvv9yJfP+ssWqoII9cNoWipIliWrcA/u+5iWbaCSn1tShpzaVV7bEp+fStwQRC+3YcP0axc6Y1dzdlUrzaLZctOpybMkDLq/NdfV3IxQkEQhB/b0KFDAVi3bp3CuU/HBg0alO41IiIi2Lt3L2pqat/dFNx8nTQLgpD3nTx5n+4/r8fCfBwjhu/C3/95mm1377qag5EJgiAIn+vQoQMWFhZ4enqSkJCQevzjx4/s3r0bS0tLGjdunGZ/mUzGgAEDePv2LUOGDMHa2jonws4yImkWBCFXLVv6L7t3XyMhISnNNvb2lmza7MzRY8NzMDJBEAThc+rq6ri4uBAaGsrevXtTj2/bto24uDgGDhyYbv8xY8awZ88eHBwcWLx4cXaHm+VE0iwIQq7q92s9pceLFTNm4sSWBAbNwNfvd/r2rYuBgU4ORycIgiB8zsXFBQ0NDTw8PFKPrVu3Dm1tbfr165dmvz/++IOlS5fi6OjIkSNH0NT8/sqO5uukOfjha9xazCT44WvuBvhjXUvC3QB/lfreeBSKUdut3HgUms1RCsKPrW3bKhQqlLJttpaWBt261eToseE8fTabWe7tsbIqmssRCoIgCJ9YWFjQrl07/Pz8CAwMTF0A2LFjRwoVKqS0j6urKwsXLqRRo0YcPXoUPT29HI46a3xfyxYzyKiIER1HtcGoiBG6Mk1mua3HwqykSn1LFNFn+fC6lCiin81RCsKPTUtLA7dJrdDQUKNnz58oWFD8zgmCMsHBHzE3N0IikeR2KMIPbujQoXh5eeHh4cGHDx8A5QsAZTIZw4YNY82aNTRr1owDBw6g/R3v952vk2Z9Iz3sWlRP+R49unZQrdwcQCFDHZxFuTlByBGjRqW9cESZmJgEDhy4ybGjdwgKektYWAwNGpSjU+catGpVKZuiFITck5CQRMUK0ylatACdOlVn4CB7ypQpnNthCSqYMAFGj077vCp7Nl26BOlV8c3pPLRRo0ZYW1uzZcsW4uLisLGxwdHRUa6NTCZj4MCBbNy4kVatWuHl5YWWllbOBprF8nXSLAhC/pOYmEzZMm68fRspdzwoKIRNm84zdKgji5d0RUtL/O9NyD9Onw4kPDyW8PBY5s07zpIl/zJ8eENmz+mIpqZ6bocnpENb+9uTWoM8WJ5+8ODBuLq6AihdADhjxgw2btyIrq4uVatWZfbs2QptqlevTvv27bM91qwi3lUEQfiuSKVSufrNX1q92hc9PS3mL+icg1EJwn+kUim3bwfj5/eAoUMdUVf/9uVD+7yuy/2ckJDEokWnSExMZumyn7/5+oKQUc7OzowePRodHR2cnZ0Vzj99+hSJREJcXBxz5sxROC+RSHB2dv6ukuZ8vRAwKiyKs14XiQqL4n1oCJu3L+Z9aIhKfd+GxbJy/z3ehsVmc5SCIKji+vXnjBi+EwvzcUilsnTbLl/uzZMn73MoMuFHJ5PJuHs3mJUrvenS2QPTomOpXm0WI0fs4saNF998/eRkKfv331R6bvlyb/bvv/HN9xCEjPL390cmk9GlSxdMTEwUzm/evJnk5GSSk5ORSqUKX8nJyWzatCkXIs+8fJ00R36I4vSfvkR+iOLd+9esWD+Nd+9fq9T3TVgsc/+6yRuRNAtCrnn/Poply05TvdosataYzZ49/gwcaM/NW5NTK24ok5CQxIb1Z3MwUuFHIpPJCAh4w5o1vnT/eT3mZn9QudIMRgzfhZfXdUJDo1Pb+vgEpXmd4cN2snz5aWJjE9JsA3D27EPevYtUek4ikeB/Le0NgQQhuyxYsACAYcOG5XIkOSdfT88wL2fGFK9xKd9jhr9PhMp9q5QtyMvdPbIrNEEQ0pCUlMyJE/fZvOkcBw/eAlLK0s1yb0/z5hXQ0EiZv9m9ey1WrfJReg11dTWFOc+CkFU6dVzLgQPKR36/5OMdxJgxTRWOJydLiYlJYMzoPcybe5xx45vj4tIAXV3FhVJfTs345NPvReXKxTL2AgQhk27fvs3hw4e5du0ax48fp23bttSqVSu3w8ox+TppFgTh+2PfYCGXLj2hcuVizJvfiV69fqJIkQIK7Xr2+kkuadbR0aR58wp06FiNNm0qU6hQHlw5I+QLVaoUUylpLlu2MJaWRZSeU1dXY+OmPkyY2AL3WUfTTJ5lMhleXvLTLxo0sGTO3A7Ur2/57S8mm8hkMo4du4v36UCePHlPiRIFadTYmtatK4uSed8xf39/3NzcMDIyolu3bqxevTq3Q8pRImkWBCFPcZvUEnNzI2rUKKnw5vr+fRQ+PkF06lSNOnXKYGdXCltbMzp0rEazZhXQ1/9+638KeduTJ+/R09PC1NSQhk7WzJx5RKFNyZIFcXKypqFTeRo2LE+pUso3evicpWVRNns64zapJe6zjjLa9W/mzT3O+AktcHFpwO3br3j5MgxISdZnz+lIy5YV83TiGRz8kf6/buX48Xtyx5cu/ZfatcuwZ+9AihVTnAMr5H3Ozs5KF/39KETSLAhCntKmTZU0zxUqpM+K5acJDY1CJoNOnaszfnyLHIxO+FG5TdyPl9cNevSoxcBB9mhra1CokAFOTuVp6GSNk1N5ypQpnOlk9lPyPNGtJbPdj+I6ajd/jN2LuroaFhbGzF/Qie7d7VBTpahvLkpMTKZD+zVcvfpM6flLl57QssUK/M78jrHx97krnPDjytu/fd/ozZO3zPtlKW+evCXw4W0cWhcn8OFtlfrefRqGbd893H0als1RCoKgKolEgq/f7wwa5MDgwQ6MHt2EXbuukpycTtV/QcgCq1b3YOasdnh7B1K/3nyKFTNm2fJubPZ0pn//+pQtWyRLRn+trFKS5/sB07G3tyQmJoF163+hZ8+f8nzCDLB58/k0E+ZP7twJZsL4fTkUkbzly09z586rXLm38P3L+7+B30DfSBe7FtXRN9LFxLgwXdsPwMRYtR2UChlq06eZFYUMxeNeQcirtLQ0WLzoFFUqz2DfPuWLpQQhK5iY6DN2bDMePprJ33sGUqyYMV27rMOy3GQWLDjBhw/RX79IBlhZFeXQ4d/o3t2O48fuEh6uWiWnp09D06y0kRNcXBpw4uRIGje2SbNNly41mDS5VQ5GlSIw8A2jRu6mSuWZtGi+nOPH7yKTpV++UhA+l6+T5gIFC9D4F0cKFCxA0cLmDB84jaKFzVXqa1ZQjwk9q2JWUDw+EoS8bMLEFoz5vSmNGqX9Ji0Iyrx8GcaCBScy1EdDQ53OnWvg6/c71/wn4uRkzeRJBylZYgJDBm/n3r20y5o+fvyOx4/fqXwvbW1N/toxgKXLuqGunv4o9tu3EYwauQvr8lNYuOCkyvfIahKJhCZNbDl5ahSXr0yga9eaqSPwpUoV4vA/w9j9d+bmNMfHJxIamvbGRl+zbOnp1O9PnLhHj+4biYlJv9yfIHwuXyfNgiDkfx06VOPXX+tjZKQrdzwuLpF//rnNQJdthIVl7SigkD/4+AQx7g8vtmy5oHKf2bOPpj7er169JJs9nXn2fDZ/jGvOgQM3+WPs3jT7jh+3D+vyUxnQf2uGkmeJRIKBgY7ScxERsUybeohyZSfj6XmBqdPaMGVqa5WvnZ3s7Eqxa7cLjx7P4uGjmTx8NJNWrSoBKXOfhw/bycOHb9Psn5iYzPnzj3B3P0KTxkswMR7N9GmHMxXL+/dReHrK/z0PHmwvFg8LGSIWAgqCkG+Eh8dy5Mgd9u+7wdGjd4iKisfKqihPn4ZiYpL2ZijC9yE5WUp8fBJ6eoq1jDPjl19qc/rfAH4buoNatUpToUL6TyKPHr3DJLcDTJ92mKnT2jBhQgskEgmmpoZMmdKa8eOby21skpCQxNWrz/D2DuTC+cccOXIHgE2bzrNly0Wcnesw0a0lZcsqL0uXnri4RNas8WW2+1GioxMYPtyJP8Y1y3OlFs+ff8TgQdu5cycYMzNDRoxsxJAhjrx5E87BgzdZt+4MI0c2wm1SK/T1tbh+/QWnTwfi4x3I2bOPiI6Ol7ve6dOBmYpj7Vo/4uISU3/W1FRn2HCnb3ptwo8nXyfNsZGxPLz+BMvqZUiQxXH+8inq/dQEI8OvPxYKi4rH58ZrGlYzx8RAfBIVhLzq9euUN9/9+25w+nQgiYnJ1KxZknHjm9OxY3Vsbc3ydHkuQXXTph7i4MFbeO0bTLlyqieaMpkszX8DK1f14MqVZ3Truo5Ll8enOfIYGRmH28QD/PJLbdq2q0Lz5hUUrqmmJuH58w9s2XIBH+8gzp59SExMAgUK6BAZGSfXNjlZyqZN59m69SLOznWZ6NaSMmW+vuYmKSmZbdsuMW3qIYKDw/n113pMntKa4sXzRgm3+PhE/PweIpGAkZEuB/bfpGu3mrgMtMfISBdjY93/12024X7AdBYuPMm0qYdYuFC1KSX37r0mJCQCU1PDDMW0aqWP3LHu3e2wsDDOyEsThPydNIeFfGTn7L38tnIAYUmvGTWhG17brqmUND8LiaLvPD98l7YWSbMg5EGHDt1i7pxjXLz4BDU1CY6OVixc1IUOHapSokTB3A5PyGL799/A3f0oALXs5rD9r19p2bJSun1Sdtz7G6vypowe3URpGz09LXbtduGnWnMY9ttONnv+V4N2+vTDODvXZe9ef5o0seXylfGpO1ICSKVSrl9/gbd3ED7egZw585DIyDj09bWxt7dkytTWODlZU716CVas8Ga2+1G5kWiApCQpGzeeY8uWC19Nnk+cuIfrqN3cv/+Gbt1qMmNmO8qXN1Xpzy+naGlpcPXqM/r1q4uZmRG1apVOt/2UKa1xciqPo8Mila4vkUjw93/+1b/7z/311xVCQuR3BB7l2ljl/oLwSb5Oms3KmDJ57x9o6WhiSlGueYejq6vaI9rKpU14sas7+tr5+o9IEL5biYnJmJoasmlzH7EDYD4XEPAG5z6eqT9//BhDm9armDa9DW5uLZWWYrt58yU9e2wgMDCEggX16dq1RpofpipUMGf1mp70dfbEsWF5+vati0wmo2fPnyhduhB9+9bl77/9KVeuMAYG/yXNyckyGjouRiqVUr9+OcaNb46TkzV2dqXQ1FSXu4eraxP696/P0qWnWbTwpMLI8+fJ89x5nZQm+aGh0ZQoUZCt2/pRs2apjPwRZhuZTEbnTh7U+qk0Q4Y4YGysx4QJqtdODwmJYO0av3TbVK5cLLUetoODFQULqj7VSiaTsWTxKbljKR9kSqp8DUH4JF9nhGrqauh89qjNwED1xznq6moYZtG8OUEQsl6nTtXp1Kl6boch5AANDTVKlizI3bvBqcdkMhlTpxzC/9pzPLf0TV0IKpPJWL7cm3F/eKGmJkFTU53376P4pdcm/j3tKjdS/Lk+ferg5xvEb0P/ws6uJJUqFcPKqihxcYk0qL+AwMAQJk7YT//+9fhtmBOlSxdCU1OdCxf/wMqqKNraml99HYaGukyZ0prffnNk/rwTrFjhLTfPFlKS5+rVSyjt3727HT161FL1jy1HnDnzkP37b7B//w3mzjnG4MEOjBzV6KtTH6RSKRs2nGP8uH18/BiTZrthj8f6RAAAIABJREFUwxqyfEX3TMd36lQAd+4Eyx0bPUb5U4fsEp8YT0JyAgV0Csgdj4iNQFtDG23N//KUhKQE4hLjMNSVz1ei4qLQUNdAR/O/BaFJyUnEJMRgoG0g98ExKTkJDfV8nd7lGlE9QxAEQcjTLC2LcuHiH3TrVlPh3IEDN6n901zu3XvN27cRtGm9EtdRu7G1NSMxMZn4+CQgJblzn3U03fssX9GdcuWK0K3reqKiUkaC3WcdITAwBEgZ4V606BSW5SbRudNafH2DqFjRQqWE+XOFChkwb34nHj6ayZAhDmho/PdW7OBgRcOG5ZX2y8zc/Fu3XpKQkJThfqqaP+946veRkXEsWHCCsmUmMdBlG0FBIUr73L79Cgf7RQwetF0hYd7990CksrVERi1j6tQ2mJkbfVN8ixfJz5W2tjalZcuK33TNjJpzdC62kysoHC/+RwlWea+SO7b1wlaMRih+4Kg9pw4T97nJHfs34F+MRhgTHC7/oeDK0ytZEPW3i4yMZNSoUdjb22NhYYGuri5FixbFzs6O+fPnEx4entshZphImgVBEIQ8z8BAhx07BzB/QWfU1OSTx6CgECpVnI6Z6R9cvfqcw/8Mw9tntMLiuJkz/8HXNyjNe+jpabH774G8eBHGb0N3cOPGC+Z9lhR+IpXK2LfvBk4NF1OjujunTwdk6jVZWBizanVPAgKn07t3bSQSCdOmt/3mhatRUXFs3HiOunXmUa3qLA4duvVN10vL48fvUiuCfC4hIYkNG85hazONLp09uHz5CQD3778mOjqeq1ef0X9AfbZu68dfO/rz956B7D8whMP/DMPGJmWOtr6+NlOntWHixJYqxXLv3mvc3Y9w7tzD1A8JsbEJREbKV98Y5do43Z0Vk5KS2bPHH6eGizl48KZK9xaUCw0NZf369WhqatK2bVvGjBnDzz//TExMDOPHj6dGjRqEhobmdpgZkq/H79+9eM/eRQfpPKYdkdJQJkzvy5ypnpQtZf3Vvg9ehjNk6TnWjKqPVfFv+6QrCELukclk3Lr1iv37blDAUCfNBWFC3ieRSPj996ZUr16C7j+vV1hUBzBgQP3UWsB/7eiPg/3C1G3WpVIZv/TaxI2bk9KcA29jY8Zaj56cPHGffn23kJSU/hbtN2++REvr295Ky5Ytwpat/Zg2va1KFTTS4u//nA3rz7J9+2W5OdPr152lc+ca3xSjMmXLFmHXbhd+7rZe6XmZTIaX13W8vP7brdPOrhRLlnalfn3LLI3lzp1XLJh/gsmTDqKrq0n9+uVwbFieefM7kpwsY9VKH/z8HtCnTx2l/d+9i2T9+rOsXePHy5dh2NtbKtR+FzKmZMmSREREoK6uOCWqd+/ebN++ndWrVzN58uRciC5z8vVIs4aWBkVLFUFDSwNtLR0sy1ZEW0t5gfgvaWupY1vSGG0t5fPfBEHIu5KTpfj5PWDM6L+xLDeZ6tVmMX36YZYvOy22zc0HGje24eq1idSoIb+YS09Pi16/1E79uW7dssyY2U6uzatXH/m139Z0/x306lWbPs51uHXr1Vdj6d27Ng0aKCaAJ07c4+jRO8hkMmQyGQ8fvmXDhrPMmPFPmtfKTMIcGRnHunVnqGU3G7uas1m71k9hkeHJk/d58uR9hq+tir93X6N4cRNu3prM4MEOaH9l8fzVq8+wb7CQnj028Pz5hyyLo1s3O96HLuLylQlMn9EObW1NFsw/gX2DhbRssZywsGj69auLv/9zuekqV68+o6+zJyWKT2DWzCM0b14B/+tu+Pr9jqOj8mkyP6qAgADU1NRo1KhRmm0qV66MlpYWISEhqKmpKU2YAbp06QJAcHCw0vN5Vb4eaTYxNaaTa9uU7zHGfdIGlfuWLGrAihH1sis0QRCyWFxcIqdO3Wf/vhscPHiL9+8Vt9t9/vwDN268ECvn84FSpQpx5uzv1LKbk7p1teeWvgoblIwb1wzv0wGcOvXfFIpDh26xcqUPw9PZ3KJRIxvOnR/LgP7b0twau0EDS5Ys7ab03Nw5x/DxUZwKoqmpzu+/N/3mDVpevQpj+rTD7NhxVWEDkC+ZmRny6NG7bxrFVubs2Yfs2ePP1m39qFy5GKvX9GTK1NasWO7N6tW+hIfHptl3586r7N9/k7Fjm/LHuOYZ2pkvMjKOM2ceYmdXkqJF/1swp6Ghjp1dKezsSvH7701JSkrmxo2X+PgE4esTxOrVvsyde5zJk1tR3tqUlSt8uHTpCaVKFWLGzLb0718/9QnEb0P/okJFCwYPdkBdPV+PL6rMxsYGJycnvL29efDgAVZWVnLnz58/z927d+nSpQumpumXQjx06BAADRs2zK5ws0W+TpoFQcj/4uIS6dN7M0eP3v1q8gCwf98NkTTnE7q6Wty+M4U1a/x48zqcLl0UpyCoqamxZWs/qlWdxbt3kanHx/6+F3t7S6pVU16pAqBOnbJc85/I1q2XWL3Kh7t3g0lKklKjRkl+7m6Hq2vj1GocL1+G4e0diI93EN7egTx9qnyu5qetoZs0sf2m166trcnWrZfSXOSnpiahZctKDHBpQOvWldKsGqKMj09K3ekRIxulWd5NKpUyZvQe7OxK0bPnfxU9zMyMcJ/dgXHjm+PhcYalS/7l9etwtLU1UhdlfhIXl8jMmUfYtOk8c+Z2pGfPWkrnG8fEJHDu3CO8Twfg7R3E1avPSE6Wsu3PfvTqVVuh/SfKkuhLl55g32AhkPLEYt/+IbRpU1kuMU5OliKVyhg+bCd/bruEx7peKv/Z5XdDhw7F29ubdevWsWDBArlz69atA2DQoEFyx5OTk5k5cyYAHz584MyZMwQGBuLm5sbPP/+cM4FnEZE0C4LwXdPR0eTevddfTZhLly5Ex47VaNe+ag5FJuQEiUTC0KGO6bYxNzdiy9a+tGq5IvVYQkISPbpv4Oq1iemOcmpra+Li0gAXlwbIZDISE5MV5jBLpVKqVJ6Zbum0z61d4/fNSXPhwgZ07lydHTvkKyUUL25C/wH1+fXXepne5Gfa1EP4+T1g8eJT/PZbQ1xHN5Yb0QXYseMKV648xddvjNJE19BQl7FjmzFihBNHj97FxsaMqlVmkpiYrND21auP9Om9mVUrfViytCvVqpXgwoXH+HgH4u0dxKVLT0hMTKZo0QI0bFievv3q4uRkjZVV0Qy9Lg0NderXt2Tjpj7Url0mzW3T1dXVWLO2F7/0rs2ggdupWWM2vXqVzdC98qsOHTpgYWGBp6cn7u7uaGmlPDH5+PEju3fvxtLSksaN5TeOSUxMZMaMGUgkktRpUa1bt6Zjx445Hv+3ytfPHOJjE3h+/yXxsQlEx0Rx/dYFomMUH9kqExWbyOWAd0TFJn69sSAIuapjx2pKj1etWpypU9tw/cYkHj2exaLFXfPMphBC2jZuPMf8+cdTk6Ws0KJFRcZ8UZ+3QAEdwsJUS3QhJUFXtuhPTU0NBwfVF7Z5eV3n135b0hyNVpXLQHsgJclr374qh/8ZxpOn7kyd2ibTCbOf3wP8/B4AEBUVz7x5xylT2o3Rrn8THPwRSBn5nTB+P507V8fe3iq9y6GtrUmHDtWwsTFj9Zqe6ba9dOkJo13/xsTYlcaNlrBqlS9FixZg0eIu3L4zhddv5rNzlwuDBjlQvrxppquM9OtXL82E+XP161vif92NadPbsH37pUzdK79RV1fHxcWF0NBQ9u7dm3p827ZtxMXFMXDgQIU+Ojo6SKVSkpOTefXqFZ6envj7+1O/fn1Onz6dk+F/s3w90hz6KhQP182p22h3718Pr23XqGjz9VXED4MjaDr2KL5LW1OtXKEciFYQhMzq0LEa7u5HkUgkNGhQjg4dq9G+fVXKli2S26EJmXDzxgs2bTpPTMw+9PW1qV+/HA6OVjg4WFGrVqkM10X+xH12B3x9H3D16jPGjGmC++wO31z54pOGTtYcPChf2q1QIX0aNkzZyc7JyRpbWzMSEpJYv/4s7rOOsn37Zbb92Y9u3ewydU9HRyuWLutGly41vrqZiKpmuyvWso6NTWTp0n9ZvdqX/v3rkZQkJSQkgrnzOmXo2v371yc2NoHfx+xVmFaiq6vJ/AWdqVatOFeuPMPJyZrKlS3SLQ+XE2a7H8XT8wJJyelXUfmRuLi44O7ujoeHBz169ABSpmZoa2vTr1+/dPuam5vTp08frK2tqVu3LuPHj+fy5cs5EXaWyNdJc5EShRnhMZiCZsYUlBlzeOcdShRT7RGLdXEjLq5sR2kzsTWvIOR1NWqUZMvWvjRvXkHhMbLw/Vm+ojuLFnfl2rVn+Po+4IzfA+bPO84ktwPo6GhSt25ZHBytcHQsT926ZVROorW0NPhrR38ePHhLy5aVsjRmJydrTEz0cHQsT0On8jg5WVOxorlC0qetrcmwYU7061ePFSu8lVbeUJVEImHEiLQrGWTGwkWdmTNbn127riKVylcYSUhIYs1nW15nphLNsGFOdOtWk40bz3Pn9is0NNSwKm/K4MEOFC6c8n6bkXJ0gYFv8PN7SMOG5bG0LPLNNa4/9/jxu3SrnfyoLCwsaNeuHV5eXgQGBhIaGsrdu3fp3r07hQqpNshYu3ZtjIyMuHNHsc53Xpavk2ZNbU1MS6WMNGmiiVU51XcB0tXWwLZU1nxyFwQhe0kkEnr3Vl5/Vfg+aWqqU6dOWerUKcu4cc1JTpZy48YLfH0f4OcbxPJlp5k+7TD3A6ZhbW2m8nUtLYtiaZmxubCqqFKlGG/fLVS50oK+vjbjx7fI8ji+5lOim1ZyWalSMbb/1Z+p09owd84xtm27lFrn+kuTJx1kx84BGY6haFFDJkzImte+b98NJk7YD6RsFtOwYXkcG5bPdBItk8k4efI+K1d4888/31dCl5OGDh2Kl5cXHh4efPiQUjrwywWA6YmMjCQiIoLChbO2okt2y9dJsyAIgpA/qKurUbNmKWrWLMXo0U2QSqXcvfua8uXTL22VUyQSCerqWTfKmdXCw2PZvv0y69edYZZ7e1q3rpxu+/LlTdm02ZnJU1ozf95xNm++oDClYsLEnE/6v+T7WVm/4OCP/PXXZf76K+Vxf0aS6ICAN5iaFsDT8wLnzj4iPDwWGxtT7t9/880xTmg5njHNRiscfzn/Bdoa8otQ+9TtQzc7xTKGlyZcRENdPmVrbNOY8OUfMdCWfyJeq3QtslujRo2wtrZmy5YtxMXFYWNjg6Oj/ILcO3fuYGlpiY6O/P4YCQkJDBs2DJlM9t0tBhRJsyAIP6S4uER0dDI3N1bIfWpqalSuXCy3w8jTZDIZFy8+Yf26M+zadZWEhGTatq1C0aIFVL5GmTKFWbO2F26TWrFo4Uk8PM4QF5dI+/ZVqVKleDZG/3Xx8YkcP34vzfNfJtHz5ndi7Nhmcm0CA9+wepVvyrzlpGSmTmvDjp0D0NRMKdH3/n0U+/bdIDr6Fa6uXpmKU1tTG21NxQothrqKU8m0NLTQ0lCs4W2gozhVVENdQ+k1vkyus8vgwYNxdXUFULoAcMOGDXh6elK/fn1KliyJsbExwcHBnDhxgpCQEKpVq8acOXNyJNaskq+rZ3x4HcYO9z18eB3Gi1ePGTm+Ky9ePVap75M3kTjP9eXJm8ivNxYE4bvw4MFbFi06iVPDxZQuNZGkpKypzCAIeUlYWDTLl5+mapWZ1K83Hx+fINwmteL5izl47RtMrVql5dq/fBmGh4ef8ov9X/HiJixZ2o0nT935449muE1qlY2vQDmpVMqtWy9Ztuw0HdqvRldneIb616lTRuHY5EkHWbHCm8jIOGJjExk/bh+17GZz6dITIKW0n4tLAxwc0q8S8iNydnZGIpGgq6uLs7Ozwvlu3brRtWtXnj17xq5du1i0aBFHjhzBxsaG5cuXc+nSJUxMTHIh8szL1yPNUqmUuJj41FInUdERJCer9iYplcqIiElUWAghCML3IykpmQsXHnP40G0OHrxJYGAI2toaNGliy/QZbUlKkmZo0wdByKtkMhlnzz5kw/qz/P23P0lJyXToUI1Fi7vSuLF1ulUovLyuM2rkbgwMtNPdLATA1NQww1UzMksmk3H//pv/bxoTiI9PEKGh0QrtunatyYyZbVN3/vPxCeLNmwi5Njo6mvz0U2mFvsOGO7Fnj7/csVu3XlGv7nyGDnVklnt7jIx0s/R15Rf+/v7IZDK6dOmiNPmtV68e9erlr52V83XSXLhYIfq5p+zkU5hCbFxxXOW+5SwM2TejydcbCoKQp0RGxnH8+D0OHbzJkSN3CA2NpmjRArRpU5m58zrRpIlNhrbsFZSTSqUcO3aPOnXKpLlrXEbt23ediIg4HB3LU7q0KPWZEW/fRtK40RJKly7EtOltcHaui6np1yvJfPwYw/DhTty4/oL+v26jdOlCGapekV3+/PMSY3/fS0hIxFfb+vgEUb68KdbWZgwa5IBMJiMoKEQuia5QwVxplRV7e0sqVy7G7duv5I7LZDJWrfJh374bLFvejdKlxQDalz7tCDhs2LBcjiTn5OukWRCEH0/7dqvx8QmiUiULBg1yoE3byvz0U+lcr/ea37x8+ZE2rVdy+J9htGqVNeXbFi86xblzjwAoWbIgjo5WODiWx8HBKsvLieU3pqaGXPN3U1rmLi2nTwfQpfM6tm7ry1qPXjx69I5OHT24dHl8rn9oMTHRUylh/rytmZkRkLINtrW1mVwSHR4eq7SvRCJhzO9N6evsqfR8cPBHunZZh729qKYFcPv2bQ4fPsy1a9c4fvw4bdu2pVat7F94mFeIpFkQhHxlwcLOFCyoT5ky31cpo+/Nw4dvATK8lXFaYmISuHz5aerPz59/YNu2S2zblrITm4WFMQ4Oljg4lsfR0QobGzORRH8hIwsjT58OoG2bVcTGJtK5kwd79g5ir9dg6tSeS9s2qzh3fiyGhrk3LcHe3hJ1dTWl5e7KlCmMk9OnTWPKU6zYf1MDkpOlrFnjx5AhDqlTryQSCcbGemneq3fv2mzdcoHTpwPTbHP+/KNveDX5h7+/P25ubhgZGdGtWzdWr16d2yHlqHydNCclJhP9MRp9Y32kJPPhw1sKFiyKlqbiytQvJSQm8y48jiJGOmhpijmPgvC9ENtk54wHD96irq6WZSOSFy8+TnfL7ODgj+zceZWdO68CcP3GJKpWzd3qDd8rb+/A1IQZIDExmS6dPfA78zuHDv9Gvbrz6dF9AwcODs21Of+GhrrUrFmSy5efUqKECU5O1qlJcqlSiv/mPlXBKFmqIGPGNM3QvSQSCdv+/JWePTbi6xukcF5LS4PJU9oyadKeTL+e/MLZ2Vnpor8fRb5+Xvn22Vvm917G22dvefDoDo5tSvDgkWrFyu89/0iFfnu59/xjNkcpCILw/Xn08B2lSxdKLc31rfT0tOjYsRqFCn19frSxsR6VKllkyX1/ND4+QbRpvTI1Yf6kQ4dq1KxZEltbc3b/PZATJ+7z+5jcTRJXrOzOg4czefpsNp5b+tK3b125hFkqlXLgwE2aNV1KBdvpHDhwk6FDHdO5YtrMzY049e8o1m/oTceO1ShXrgj16pVjxAgnAoOmc2D/zax6WcJ3LF+PNBc0L0jfWT0paF4QQ5k+G5Yfo1Rx1RY4lDUvgNf0xpQ1V72epSAI35/ExGSkUqnKWzHnRYmJyVmWvKrqwYO3WFoWybLr1alTlr1eg5FKpdy79xo/v4f4+Qbh6/tAYW7rp0f3Qsb4+ipPmLt0qcGf239NHVVu2tSW5St+5rehO7C2MWPIkMwlot/qy9J4n8hkMvz9n3PmzEO2eF7g1q1XyGQy5i/ohK7u158kp0VdXY3+/evTv399hXOlShXkytVMX1rIJ/L1/3V09LWxsiuHjr42BgaG2NdtjoHB11cTAxjqadG4RjEM9TL/CygIQt4UFhbNzp1X6NVzI6ZFx7J797V02wcGvkmt25rXJCdLad5sGa6jdhMbm6ByP2U1qhMTk2nVcgV79/or6SHv4cN3WTaf+XNqampUqlSMoUMd2bnLheDX87gfMI21Hr3o1esnihc3wV7UzM0wP78HtG61kpgY+X8jnTtXZ/tf/RU+dA0Z4siIEU6MGL4rz83nlUgk1KxZilGjGnP9xiTevV9I2MclBAeHc+PGC6RS5dt+f4sJE1tm+TWF70++HmkWBEH45NGjdxw6dIvRrn8rnDt86Da9e9eROyaVSjlx4j7Ll53m2LG7KfMrr0zIc4vPJBJo36Ea48d5cfLkff7c/ivVqpVIs31SUjIbN55jtvtRfHzHyC2YnDXzH44du8uxY3fp06cOy5b/rLRGrVQq5dGjdwxwaZAtr+lzEokktRLCwIH2yGQypYvDhLSdOZN2wvzXjgFpPqVYuKgLpcsUpmbNkjkRZqYZGupQo7o7d+4EAynVNBwcrHBsWJ5GjaxzfedCIf/I1yPNgiD8uJKTpZw//4iJE/ZRqeJ0rCwnK02YAY4du0tCQhIAUVFxrF7tS6WKM2jVcgXHjt0F4Nq151y4oNqOojlJTU2NkSMbcfXaRLS0NKj901zmzTuuNLE8efI+Naq7M2TwX7x4EcaE8ftSz128+JjZs4+l/rx160WqVpmJj4/iwqhXrz4SF5eo0vSMqKi4TL4y5SQSidiQJgOCgz/SquVKoqPj5Y536pR+wgygoaHOqFGN8/zUpbVr/VITZoCwsBgOHLjJaNe/mThhfy5GJuQ3+TppDn8XwRGPE4S/i+BNyEvmLBnNm5CXKvV99T6aiRuu8Oq94u5DgiDkfV5e12lQfwFz5x7n3r3X6baNjIxjzx5//hi7l5IlJjLstx0EBLxRaLd82eksi08my9rNEipWtODipXGMHt2EiRP208hpMU+fhgJw//5r2rReSfNmy+SSi927r3Hu3EMA9u7xV0i0nz//QONGS/h9zB7i4v6bB/vgQfrl5mQyGWfOPKBXz42Ymf7Bq1dhWfpaBdVZWBgzbXobuWMdO1Zjx870E+bvxfv3UUyZfCjN86NcG+dgNEJ+l61J85s3bxg/fjxOTk4UKFAANTU1fH19lbZt2LAhampqCl8tW2Z+HlF8TDwPrj0iPiaeqOgIzl48TlS0asXSI2MS+fd6MJExiV9vLAhCntOsWQU0NFT/X1yf3ptZuPAkHz/GKD1vYqJH+fKmcsnu8+cf2LfvOitXenP6dAAREco3UPjE3/85PbpvoExpN4yNXKlbZx6/j9nDzZuqfZj/Gi0tDebM7YiP72iePw+jbBk3jAxHUaXyTI4cUV456Mg/KcfnL+jMlq19MTTUkTsvk8lYvPgUtezmcP36cyBlPrOamkSh3FxERCyrVvlQtcpMHB0WsWPHFWJiEtiw4VyWvD4hc8aMacrCRV2AlCoZ+SVhBpg86UCav7OdO1encWObHI5IyM+ydU5zQEAA8+fPp3z58lSpUoULFy6kOx+wRIkSzJkzR+6YhUXmywoVLVWEkeuGpHxPEf7ZdVflvjYljbm0qn2m7y0IQu4yMtLFwcFKbsOCIkVSttNu264KTZrYoKamhoH+CACkUuUjvxUqmDNiZCN++aU2ev9fGBwWFs3kSQdZu9ZPrp+JiR7z5nfi11/rye3KJpPJmD37KNOnHSYp6b/R3EuXnnDp0hMWLz7Fzl0D6NbNLktee+3aZejbty7Tpx8mMjLt6RGrVvdIrYwgkUjo3bsOjo7l6dd3C97e8hs93L0bTJ3a85g2vS3FihnTpk1ltLRS3kJu3HjB2jV+bN9+WWEaAMCG9Wdxc2updFqFv/9z5s45hoOjFY6O5TO0o52gutGjm2BpWYQWLSqm/r197+LiEjlz5qHCcYlEQt++dVnr0SvPrUEQvm/Z+ptjZ2fHhw8fMDY2Zs+ePVy4cCHd9kZGRvTs2TM7QxIE4QfStl1VQkIiadeuCm3aVuGnn0orlCq7e28qFStMlzsmkUho3boSI0Y2onFjG7k33gcP3tK61QoePnyncL+wsBgGuvzJi+cfmD6jXerxyZMOMnv20TTj1NHRpHnzipl9mQq6dV3HwYO3lJ4zNTVk5qx2zHY/yrmzjxTKiZUsWZCTp0ayfLk3E8bvIz4+KfVcYmIybhP3s3RZN3bsHMDWrRdZu8aXixfTryzy/n0UN2++VLrxTFRUPMHB4YwZvYfExGQKFtTHwcEKewdLHB3LU7VqcVFeLou0a1c1t0PIUjo6mty6PZlz5x5x8MBNkpKkmBTUp1evnyhXLuvKIQrCJ9maNBsYGGSofcqq6GRiY2Mz3FcQBOFLw4c3ZOTIRum2sbU1p3nzChw/fi/12NlzY6lbt6xC27NnH9Kh/Ro+fEh7rUPZsoUZ/EUi2qJlRZYtO610FBZS5pgqq1KhjEwm++ro2ZChjkqT5okTWzJufHMKFNAhIiKOCeP3sXBRZ8zMjOTaqampMWpUY5o2taVP781cv/4i9VzFihYMHGiPj08QfZ09043D0rIIgwY70LdvXQoVUv7/dAcHK86eG0tMTAIXLjzGzzcIP7+HTJywn/j4JIyMdGnQwBIHRytat65MhQrm6d5T+LGoqalhb2+FvX3eLUMYH58o9+FTQ0M99anVlxISkoiLS0xzC3OZTKbw9MjAQFs8nckheepPOSgoCH19fQwNDTE3N2fKlCkkJSV9vaMgCIISqr6RTJjYkiVLu3Hs+AhKlDBJs87r69fh6SbMpqaGHD8xEnNz+SS0QQNLjh4bjr6+ttJ+vfvUUXr8S1KplFp2cxg65C8uXnyc5mLC5s0r0rLlfyPXPXrU4slTd2a5t6dAgZQ5y7/+Wg9NTXU8PM6keb+KFS24cHEcbm4tUVOToKmpzrY/+6Gjo0mzZrZKt9BWV1ejY8dqHD8xkoDA6YwZ0zTNhPlzenpaNG5sw/QZ7fD2GU3YxyX4+I5h9JgmxMUlMm3qIZXqRwtCXjN3znGMjVxTv9L7sLl160WMjVzTPB8ZGSd3LWPtjqwvAAAgAElEQVQjV4KDw7Mh6uwxa9as1DVr//77b26Hk2F5ZmKTpaUljRs3pnLlykRHR/P3338za9YsgoKC2LlzZ5r9Ro0ahbGxsdyxHj160KNHD4IfvmbVsA38tnIAYUmv6dS7Jl7brlHRpsZX47nxKBTHUf/gu7Q11copvjEIgpB/ODhY4fD/DTOCHsxIs8RW1641eTLvPePH7VM4Z2iow9Fjw9N8LPwpcW7ZYoXciLO5uRFNmqi2WOnMmYf4+z/H3/85a9f6YW1tinPfuvTuXZtixUzk2i5c1IXIyHjmL+hEnTqKo+bGxnr07l0bj7V+TJjQIs15rlpaGsyc1Z6WrSpx797r1BrQampqDBxkn1rSy8LCGBeXBgxwqa8Qy5fi4xM5fTqQli0rpdlGR0fzv7+XySkjcJ+P1gmC8H3x9/dnxowZGBgYEB0d/U3zzXfs2MGOHTvkjn38+PFbQ/wqlZNmmUxGfLzyR4tf0tHR+XqjL2zYsEHu5169ejFo0CDWr1+Pq6srtWvXVtpv6dKl1KihPAk2KmJEx1FtMCpihK5Mk1lu67EwU61Ie4ki+iwfXpcSRfQz9kIEQfiufa0m7dixzXjy+L3cCK22tgYHDg5Nd1MRUJ449+r1k8p1h7duuSj3c2BgCBMn7Mdt4gGaNrXFuW9dOnSoiq6uFra25vid+T3d6/02rCEeHmfw8rpO9+610m1br1456tUrJ3fs11/r4ef7gAEuDWjbtopKFRliYxPo3MmDY8fusmmzM3371v1qH0hJ3vPLAjZB+NHExcXRu3dvateuTdmyZdm2bds3Xe/T4Ojn/P39qVmz5jdd92tUnp7h6+uLnp6eSl9BQYrF8DNjzJgxAJkewtc30sOuRXX0jfQwMS5M1w4DMDEu/PWOQCFDHZybWVHIMOMfAARByJ8SE5P5++9r+Pv/N8dXTU3Czl0uODqWRyaTERoalXpOJpORkJBEVFQcFy48JigoRGGqRh9n1aZmxMcnpjk9QSaTceLEPXr13Ii52R8MGvgnV68+++o1K1UqRsOG5Vm5wkelGL5UtKghR44Op1On6mkmzPv332DK5IMkJSUTHR1Pu7arUzeM6f/rVrZvv5SpewuCkLMCAgJQU1OjUaO014lUrlwZLS0tQkJC5I5PmDCBZ8+e4enp+V1XNFH5Y7utrS2enp4qtTUzM8tsPHKKF0/Z+vLDhw9Zcj1BEITMCA2NYv36s6xe5cvLl2E0bFieLVv7snDBSUaOakT79ilVCWQyGWpqEipWmMaDB29Ty8s1aGDJ8RMj0NXVSv356LHhTHI7QKVKxdK9d1xcIjt2XGHTxnP4nfmdgwdvsXXLBaXVOwAiIuJYv/4sFhbG2NkpVqv40rDhTnTp7IG//3Nq1Mj67ZLDw2OZNesIJ07cY9HiLvz7b0DqOZlMhnMfT7S0NOjaNXtHiARB+DY2NjY4OTnh7e3NgwcPsLKSX3x5/vx57t69S5cuXTA1NU09fvr0aZYvX87SpUspV67cl5f9rqicNJuamtKnT5/sjEXB48cpW9YWKSJKxwiCkPPu3HnFiuXe/PnnJaRSGb16/cTwEY2oWvXTB/oYmjWrkNpeTU0NExN9Dv8zjEZOS3j2LJQqVYpx8NDQ1IT5kwYNLBk23IkXLz5w+fJT2revKjdN49WrMNau8cPD4wzv30fRunVlChTQYdKkVri5teT8+Uds8bzArl3XlNZi7t1H+ZS2L7VrV4USJUxYucKbTZudM/PHlK7o6AQArlx5xpLF/1KlSjFu3XqVel4qldGr50Y0NdXp0KFalt9fEISsM3ToULy9vVm3bh0LFiyQO7du3ToABg0alHosPDycvn374uDgwPDhw3M01uyQJ6pnREZGKsyXlslkzJo1C4lEQvPmzTN13aiwKM56XSQqLIr3oSFs3r6Y96EhX+8IvA2LZeX+e7wNS3+HL0EQ8hepVMqhQ7do2mQpVSrP5J9/7jDRrSXPX8xhw8Y+VK1anPfvo/7X3p3HVVXt/QP/nMNwmFEOiBxNQWZNE9OchZzTEEoQ9ZKYguKcPk/XrvrzXjUbrlZepRQ1lSQtE+3pQTNTMTIcUETRRHFmVuZBDuP+/cHDqRMgB+QwbD/v1+u8XrD2Wnt/j2t5+LJZey38+OM1DB1qD7ncGBNe2wIP908wetRn+Pzz07Czs8SpqKXw8HDCj8cWo0MHI9X57959jDX/isQkz8/h7f0SHjzIgULRAbq6OhAEAWfP3sX0adW7Bm7eHIXp0wfg5q21+N/IBbCzq55eJpFIMHSoA7bveAvpGf9G+NezMGaMq+rPnu7uTujRQ7ObDbq6Opg33x3798fi8ePCZv/3NDDQxbvvjsWtpLU4GDEXl+NXITBwqFqdiooq+E3ZgSNHEpr9+kTUfLy9vaFQKLBnzx6UlZWpyvPy8nDgwAHVog41Fi1ahLy8POzevbs1wm12Wn+q4v333wcAXL9ePYftq6++QnR0NABg1apVAIBLly5h2rRpmD59Ouzt7VFSUoLDhw8jJiYGc+fORd++Tbv7UJhThFPhv8D+JVvkVWRgy45/YVD/kbCUWzfYNiO3BB/tu4IRfTqjU0fN1k8lovYvJuYuvCZ9gYED7fD1vtmYPNmt1gNolpYmais/LF4yEp6vf44FC9wRHDwCAGBoqAcdHWmtFR/s7Czh5f0SunStTpSHDXNAaWk5wsPPY/N/TuHixQdwcLDCxk98MHPm4HrXa61hZKSP6dNfwfTpryA5OQfh4RcavZZxYOAwrF1zBD/+eB0zNFz+7mkEQUBMzB1s2xqNF3t3wcf/flN1TCKRIHS7P2QyPXz++WlVeXl5JXwmh+J/fpivdveeiNoOHR0dBAUFYc2aNYiIiFA9jLd3714olUrMmTNHVTciIgLh4eH44osvYGtr20oRNy+tJ82rV6+GRCJRLci/a9cuANUfnDVJs62tLUaMGIHDhw8jIyMDUqkUPXv2RGhoKIKCgpp8bRv7zlh9aHn11+iMuNMFGrft08MCKQemNVyRiERl6FB7XLy0olHze8eP74XL8StV85Pz80vw2vgtuHIlBSNf/RSnopap1jSWSCTo2/cF1UobV6+mYNzYzcjMLMC4cT0ReWQhxo/v2aTNCl54wQL/+Mf4RreztDTB7TvroFB0aLjyUxQWKhEefh7btkYjIaF6CsaGjZNr1ZNIJPjP5ikoK6vAjh1nVOWlpRXw9tqKI0cX4tVXnZ8pFiLSjqCgIKxfvx6hoaGqpHn79u2QyWR4++23AVQ/ixYcHIzRo0cjODi4zvPUt858W6b1pLm+TQL+zNbWFt9++622QyEiapBEImnSA3E1CXNJSRm8Jn2BK1dSAAD372fXSpz/zNnZGv7+r2DW7KFwdW293e6eNWFOS8uDi/M/UVSkPtXOxKTuDV2kUim2bpuOsrJKhIWdVZUrleVYsvhbXI5fxe2zidoghUKBSZMm4dChQ7h58yays7Nx/fp1TJ06FXJ59Wfcw4cPkZ2djRMnTtR7A2DMmDEAgM8++wxLlixpsfifBRe9JCJqJhUVlZg2dSeio5PUyp+WOMtketiw0afec3711Tk4OFhh8OAebXqpJoWiA/r161brvde3CyJQnTjv/PItlJVVYP/+WADVW28fObqQCTNRGzZ//nwcOnQIoaGhqhXO/vwAoKWlJWbPnl3nZ9Yvv/yCpKQkTJgwAQqFAr17926xuJ8Vk2Yiomayf38sfvjhap3H7t/PhrfXF4i7vFLjqReCIGDjhuO4di0Njo6dVLv/mZjIoKuro9oSu634Yut09HNbj7KyP+Zx13enuYaOjhRhX81EWVkFrl1Lw8lTS5/5rjdRW/LeP8Zh6bI/Ho572mZGM2YMwpQp9S+/aGpqgLz8z9TKGvo/pg0jR46Es7MzwsLCoFQq4eLiAnd3d9Xxrl27YseOHXW2nTlzJpKSkrBs2bKnrvncFon6V/mMe4/wsf8mZNx7hJu3EzBiYlfcvK3Z09nX7+fCdeZBXL+fq+UoiUgs/P0H4stdMyCX195JdPhwB0QcCm7UXGWJRIL4K6vw84l3MGiQHVat/B9077YCcov/wvBhG/DkSVnDJ2lBPXvaIOyrmWrJ/NPuNNfQ1dXBvv2B+PXMu0yYSXRkMj2YmRmqXkZG+vXW1dfXferDvxKJRO1cZmaGTXr+oTkEBwcjNzcXJSUlag8Aipmo7zQbmxv+346AhpBWWcLXqzE7AsowY6wj5GYt/xscEbVPEokEb789BF5eLyE6OgnXrqXB1NQAAwfa4pVXbJv0w00QgOLiUqSl5auVX72aCivL/8L06a8gYOZgDB1q3yamb/j59ccrr9hiw7+P49dfb8PUVLPPUD09HVhammg5OiJqLgEBAVi2bBkMDAwQEKD5Gu8SiaRNfFY1haiTZlMLU4zyr/5zgSlMsWjOvzRu29nCCP+Y/pKWIiMiMbOwMIa3d99n2qwjL+8Jdu+Owechp3H3bladdRwcOuHkyUR8+eVvmDq1P/btD2zy9ZqTnZ0lvtg6vbXDICItiouLgyAI8PHxQceOHTVut3v37na7brOok2YiovYmMTEDIVuiEBZ2DsXFpfXW09WVwm9qf7z33jhER9+GVNo+79wQUftUsyPgwoULWzmSlsOkmYiojaisrMLoUZuQlpZXbx0rK1PMnTscwfNGqOb/eng4tVSIRPQcS0hIQGRkJC5duoSffvoJnp6eGDBgQGuH1WJE/SBgSWEJEqJ/R0lhCfILcvHjie+QX6DZg325RaU4fOY+covqv9NDRNScdHSkmBs8vM5jbm4vYPeeADx4+AHWrpvEB+aIqMXFxcVh5cqVOHnyJKZMmdJup1k0laiT5tzMPHzzQQRyM/OQknYP7/xjClLS7mnU9kFmEWZ+HI0HmUVajpKI6A9z5gxXbdutoyOFr+/LiP71v3Hx0goEBAyGgYFeK0dIRM+rgIAAVFVVITc3F9988w0sLCxaO6QWJerpGZ3trPH/Iv4OfQM9WKMTLkXlw9Cw9lJQdelt2xHJ306FsUzU/0RE1MZYW5thwQJ3yGS6CJ7njm7dnq8fSkREbZWoM0KpjhQGf1oj1MTETOO2OjpSmD1lLUUiIm355FPf1g6BiIj+QtTTM4iIiIiImgOTZiIiIiKiBog6aX6cnIVt7+zC4+Qs3H1wE36zBuPug5satU1Kycfo/z6KpJT8hisTERERkaiJek6zrr4uOnW3gq6+LmRVBnDo0QsyfQON2sr0deDarQNk+jpajpKIiIiI2jpRJ80drTvgzaWe1V+jA9av2qlx226dTLBl8RBthUZERERE7Yiop2cQERERETUHJs1ERERERA0Q9fSM0pIyZN5/BGvbTqgQynDrdgKcHHrD2MikwbZFJeX4/UEeenbvABND7sBFRERE9RMEAeWFT1o7jHrpmRpBIpG0dhjtmqiT5uzUbIQu3Y0FIYHIrUjH1NlDcGjvJfRy6ddg29tpBRjz7o/4ZdNE9LWXt0C0RERE1F6VFz7BTvOxrR1GvQLzj0PfTLNdkZuLVFr/hIaBAwfi7NmzjTrf3buPIZPpokuXjs8aWpOIOmm2esESi0ODYdG5AyyEDoj85hpe6NJDo7bOXc1xLmQSbDs3fFeaiIiIiGqztbXFzJkza5V37dq1UefxmvQ5UlP1sGrVBKxdN6mZomscUSfNejI9WHe3qv4aenC076VxW0OZLly7d9BWaERERESiZ2tri9WrVz/zeYYMdcC0aa/h1VedmyGqpuGDgERERET0VImJiZBKpRg5cmS9dXr37g19fX1kZmY2+/WXLx8Hb+++MDc3bPZza0rUd5qJiIiI6Nm5uLjg1VdfRVRUFJKSkuDo6Kh2PCYmBtevX4ePjw+sra1V5bm5udi1axcyMjJgbm6O/v37Y+DAgS0dfrMQ9Z3mnPRc7F9/EDnpuUhOvYsl7/kiOfWuRm3vZRQi4KNfcC+jUMtREhEREbV98+fPBwBs37691rGasrlz56qVX7lyBYGBgVi1ahUWLVqEwYMHw83NDdeuXdN+wM1M1ElzVVUVlE9KUVVVhcrKShQVF6CyslLDtgIKnpSjqkrQcpREREREbZ+3tzcUCgX27NmDsrIyVXleXh4OHDgABwcHjBo1SlW+bNkyxMTEICsrC0VFRYiNjYWPjw+uXLmCkSNHIi0trTXeRpOJOmm27CLH2+v/Bssucth2c8SXW36CbTfHhhsCsFeY4fDa0bBXmGk5SiIiIqK2T0dHB0FBQcjOzkZERISqfO/evVAqlZgzZ45a/Y0bN2LQoEGwsLCAkZERXn75ZRw4cACTJ09GVlYWNm7c2NJv4ZmIOmkmIiIiouYTFBQEXV1dhIaGqsq2b98OmUyGt99+W6NzBAcHAwB+/fXXJsVQUFCChw9zmtT2WfBBQCIiIiLSiEKhwKRJk3Do0CHcvHkT2dnZuH79OqZOnQq5XLPN4CwtLQEAxcXFGl/38uVk/O8Pafj55xs4f/4eJk92wzffBjXpPTSVqJPmivJKFOcVw7iDMapQiZycR7Cw6AR9Pf0G25aVV+JxvhJW5gbQ19NpgWiJiIiI2r758+fj0KFDCA0NRU5O9R3fvz4A+DTnzp0DAPToodmGcwAQGPgVJLBSfX/yZCKqqqqeuutgcxN10vzowSN8vnCnahvtN996WeNttH9/mAf3d45wG20iIiJqkJ6pEQLzj7d2GPXSMzVqtnONHDkSzs7OCAsLg1KphIuLC9zd3dXqJCQkwNXVFbq66qnm1atXsXLlSkgkEvj7+zc5huzsYsTHp6Bfv25NPkdjiTpptrCxwMz3p8PCxgJmgjF2bj6G7l0dNGrbw8YUh9aMQg8bUy1HSURERO2dRCKBvplxa4fRYoKDg7F06VIAqPUAIAB88skniIyMxPDhw9G1a1fIZDIkJibi2LFjEAQBQUFBmDp1apOvr6+vi8TEDCbNzcXAWAbH/vb/950MwweP07itmZE+RvXrop3AiIiIiNqxgIAALFu2DAYGBggICKh1/I033kBhYSGuXr2KU6dOQalUwtLSEhMnTkRQUBBef/31Rl/zpZe6YvRoF4we44rhwx1hZNTwdNvmJOqkmYiIiIiaX1xcHARBgI+PDzp27FjruJeXF7y8vJrtesePL8GYMSOa7XxNwSXniIiIiKhRNmzYAABYuHBhi1xPLjdpkes8jaiT5vzHBTgaehz5jwuQkZmCDz9bhozMFI3apmYVY8XOWKRmab4cChEREZFYJSQk4MMPP4SPjw9++ukneHp6YsCAAa0dVosRddJc+qQUSZfuoPRJKYqKC3Dm3E8oKi7QqG3hk3KcvJyGwiflWo6SiIiIqO2Li4vDypUrcfLkSUyZMgW7d+9u7ZBalKjnNHfqboUl2+dVfw0rHPn2usZtXbp1wPnPm28uDhEREVF7FhAQUOdDf62pqEiJu3ezEBt7X+vXEnXSTERERETilJVVhNcnhuDChfswMMjX+vWYNBMRERFRm1dSUobffruDEz/fwM8/38Dly8l/HFOWaf36TJqJiIiIqE2bP28frl4thVJZjs6dzTB6tCuWvDMKZmYGePONbS0Sg6gfBEy7nY6V49ch7XY6rifGwXmABNcT4zRqG38nG+aeXyH+TraWoyQiIiKip9HVlWL9B164mvD/kJr2Mb7a+zZmzBiEwYN7tFwMLXalVmBuZY433nkd5lbmMBT08P7KHVB01my7xResjLF50WC8YPX8bIlJRERE9btx40Zrh/Dcqfk337xlKvr161fruJWVCWQyXShLtR+LqJNmY3Mj9B/vVv01jODrHahxW7mZAQLGOmorNCIiImonTE1NAQD+/v6tHMnzq6YP/koqlaJbNwvcSkrXegyiTpqJiIiInpWjoyNu3bqFwsLC1g7luWRqagpHx/pvZFYnzdqPg0kzERERUQOelrRR6+re3aJFriPqBwGLcotw5tA5FOUWISs7E7u//hRZ2ZkatX2UW4KQ73/Ho9wSLUdJRERERE3Vrbu8Ra4j6qS5MKcIp8J/QWFOER5npWPLjn/hcZZmc14yckvw0b4ryGDS3Kbt37+/tUOgVsYxQBwDxDHwfOvWrZ3faT558iRmzZoFJycnGBsbw97eHkFBQcjIyKizfkxMDIYNGwZjY2PY2NhgyZIlKC4ufqYYbOw7Y/Wh5bCx7wxX576IO10AV+e+GrXt08MCKQemoU+PlukIahp+UBLHAHEMEMfA883OTg4ry7ofFGxOWpvTvHz5cuTl5cHX1xeOjo64c+cOQkJCEBkZifj4eFhbW6vqxsfHY9SoUejVqxc+++wzJCcnY+PGjUhKSsLRo0e1FSIRERERtXPu7k449tNivPxymFavo7WkedOmTRg2bJha2fjx4+Hu7o6QkBCsW7dOVb5ixQrI5XKcPn0aJiYmAABbW1sEBQXh559/xpgxY7QVJhERERFRg7Q2PeOvCTMADB8+HBYWFkhMTFSVFRQU4MSJE/D391clzAAwY8YMmJiY4MCBA9oKkYiIiIhIIy265FxRUREKCwthaWmpKktISEBFRQX69++vVldPTw99+/bF5cuX6zyXUqkE8PTdebJScxC59RhenzceRVXZeH/DIqx6dwtsX2h42Zg7aQX4e+gF/HvuK7BXmGny9jRyI+khUF6AGzeuAxXq6z3m37mBe0rgyu83YN4CO9uIQV5eHuLiNNsancSJY4A4BohjgGrywZISLS7gILSgdevWCRKJRIiKilKVfffdd4JEIhHOnDlTq76vr69gY2NT57nCw8MFAHzxxRdffPHFF1988SUAEMLDw7WVxgoa3WkWBAGlpZrd+jQwMKizPDo6GmvWrIGfnx88PDxU5TW/EchksjrPVd9vDOPGjUN4eDhsbW1haGioUWxEREREJD5KpRL37t3DuHHjtHYNjZLmX375BSNHjtTohImJiXBycqpV9sYbb6BPnz7YuXOn2rGahLeupFypVMLIyKjO61haWuJvf/ubRjERERERkbgNGTJEq+fXKGl2dXXFnj17NDph586d1b5PTk7G2LFj0bFjRxw9ehTGxsZqx21sbAAA6em1Nx1JT0+HQqHQ6LpERERERNqiUdJsbW2NGTNmNPrk2dnZGDt2LMrLyxEVFaW2NnONF198Ebq6uoiNjYWPj4+qvKysDPHx8Zg6dWqjr0tERERE1Jy0tuRccXExJkyYgPT0dBw9ehT29vZ11jM3N8fo0aMRHh6OoqIiVfnevXtRXFwMX19fbYVIRERERKQRiSAIgjZO7O3tjR9++AGzZs1Se/APAExNTeHl5aX6/vLlyxgyZAh69uyJoKAgpKSk4NNPP4W7uzt+/PFHbYRHRERERKQxrd1pvnLlCiQSCXbt2oUZM2aovZYuXapW183NDSdOnIChoSGWLVuGnTt3IjAwEAcPHqx13tLSUixfvhwKhQJGRkYYNGgQTpw4oa23Qa0oNjYWCxcuRK9evWBiYoLu3bvDz88PSUlJtereuHED48ePh6mpKeRyOWbMmIGsrKxWiJq0bf369ZBKpejdu3etYxwH4hUXF4dJkyZBLpfD2NgYvXv3xpYtW9TqsP/F6+LFi/Dy8oJCoYCxsTFcXV2xbt26WitscQyIQ3FxMf75z39i/PjxsLCwgFQqRVhY3VtkN6bPv/zyS7i6usLQ0BBOTk4ICQlpVFxau9OsLdOmTUNERASWLl0KR0dH7N69G7GxsYiKisLQoUNbOzxqRj4+Pjh79ix8fX3Rp08fpKenIyQkBEVFRTh37hx69eoFAEhJSYGbmxs6duyIxYsXo7CwEBs3bkS3bt1w4cIF6OnptfI7oeaSkpICZ2dnSKVS2NnZ4erVq2rHOA7E6fjx4/D09MTLL78MPz8/mJiY4Pbt2xAEAR999BEA9r+YJSQkYMCAAVAoFAgODoaFhQViYmKwZ88eTJo0Cd9//z0AjgExuX//Pnr06IHu3bvDzs4Op0+fxp49e2o9X9eYPg8NDcW8efPg4+ODcePGITo6Gnv37sVHH32Ev//975oFprUVoLXg/PnzgkQiET755BNVmVKpFBwcHIQhQ4a0YmSkDTExMUJ5eblaWVJSkmBgYCD4+/uryubNmycYGxsLycnJqrITJ04IEolE2L59e4vFS9rn5+cnjB49WvDw8BBefPFFtWMcB+KUn58vWFtbC5MnT35qPfa/eK1YsUKQSCTC77//rlYeEBAgSCQSIS8vTxAEjgExKS0tFTIzMwVBEISLFy8KEolECAsLq1VP0z5/8uSJIJfLBU9PT7X2/v7+gomJiZCbm6tRXFqbnqENBw8ehK6uLubMmaMqk8lkmD17Ns6ePYvU1NRWjI6a2+DBg6Grq77Ai4ODA3r27InExERVWUREBF5//XV07dpVVTZq1Cg4OTnhwIEDLRYvaVd0dDQiIiKwadMmCIIAiUSidpzjQJz27duHR48eYf369QCq/2xbVVVVqx77X7xq9nPo1KmTWnnnzp2ho6MDfX19ABwDYqKvr6/qb+EpEyI07fOoqCjk5ORg/vz5au0XLFiA4uJiHDlyRKO42lXSfPnyZTg5OcHExEStfMCAAQCA+Pj41giLWpAgCMjMzISlpSUAIDU1FY8fP0b//v1r1R0wYAAuX77c0iGSFlRWVmLRokUICgpSTcv5M44D8Tpx4gTMzMyQnJwMZ2dnmJqawtzcHPPnz1dtisX+F7dZs2bB2toas2fPxpUrV5CcnIxvv/0W27Ztw+LFi2FoaMgx8BxqTJ/XfP3Xuv369YNUKtU4f9Ronea2Ij09XbUZyp/VlKWlpbV0SNTCvv76a6SlpeH9998H8MemOPWNi5ycHJSXl3MuWzu3bds2PHz4EKdOnarzOMeBeCUlJaGiogLe3t4IDAzExx9/jKioKGzZsgV5eXnYt28f+1/kFAoFfvvtN0yYMAFubm6q8lWrVmHt2rUA+Ar9nBUAAAUzSURBVBnwPGpMn6enp0NHR0d1w62Gvr4+5HK5xvlju0qaS0pKIJPJapUbGBiojpN4JSYmYsGCBRgyZAgCAgIA/NHnDY0LflC2X9nZ2Vi9ejVWr14NuVxeZx2OA/EqKirCkydPMG/ePGzatAlA9ZKmZWVlCA0Nxdq1a9n/IpeZmYnXXnsNALBjxw7I5XJERkZi/fr1sLa2xoIFCzgGnkON6fOSkhLVNJ6/kslkGueP7SppNjQ0VP057s+USqXqOIlTRkYGJk6ciI4dO+LgwYOq+aw1fc5xIV6rVq2CpaUlFi1aVG8djgPxqum3adOmqZVPmzYNoaGhOHfuHFxcXACw/8Vq3bp1SE1Nxa1bt6BQKABU/+JUVVWF5cuXY9q0afwMeA41ps8NDQ1RVlZW53mUSqXGY6NdzWm2sbGp8xZ6zS36mv9MJC75+fl47bXXUFBQgGPHjqFz586qYzV/lqkZA3+Wnp4OuVzOOwvtWFJSEnbs2IFFixYhJSUF9+/fx/3796FUKlFWVoYHDx4gNzeX40DEaj7Xra2t1cprHhLKzc1V1WH/i9OZM2fg5uZW62e8p6cnnjx5gvj4eH4GPIca0+c2NjaorKystX5zWVkZcnJyNM4f21XS7Obmhlu3bqGwsFCt/Pz58wCAvn37tkZYpEVKpRKenp64ffs2IiMjVXeUanTp0gVWVlaIjY2t1fbChQscE+1camoqqqqqsHjxYvTo0UP1unDhAm7dugU7OzusW7eO40DEah7cSUlJUSuvuYFiZWUFhULB/hex8vJyVFZW1lkOABUVFfwMeA41ps9r5sL/te7FixdRVVWl8fhoV0mzj48PKisrsX37dlVZaWkpdu/ejUGDBqFLly6tGB01t8rKSvj5+eH8+fP47rvvMHDgwDrrTZ48GZGRkWo/VE+ePImkpCT4+vq2VLikBb1798bhw4fx/fffq16HDx9Gr1690L17d3z//feYPXs2AI4DsZoyZQqA6p28/mznzp3Q09ODh4cHAPa/mPXr1w9xcXG1doPdv38/dHR00KdPHwAcA88jTft85MiRsLCwwNatW9Xab926FcbGxpg4caJG12t3OwL6+fnh8OHDWLp0Kezt7REWFoaLFy/i5MmTGDZsWGuHR83onXfewebNm+Hp6VnnB56/vz+AP3YE6tChA5YsWYLCwkJs2LAB3bp1Q2xsLP8kJ0IeHh7Izs5GQkKCqozjQLwCAwOxa9cuTJkyBSNGjMDp06dx8OBBrFixQrWSDvtfvK5evYpBgwbBzMwMCxcuhIWFBSIjI3Hs2DEEBQUhNDQUAMeA2ISEhCAvLw9paWnYtm0b3nzzTdUd4cWLF8PMzKxRfb5161YsWLAAPj4+GDt2LH799Vfs3bsXH3zwAd577z3NgmrkJi2tTqlUCu+++65gY2MjGBgYCAMHDhSOHz/e2mGRFnh4eAhSqVSQSCS1XlKpVK3u9evXhXHjxgnGxsaChYWF8NZbbwmPHj1qpchJ2zw8PITevXvXKuc4EKfy8nJhzZo1gq2traCvry84OTkJ//nPf2rVY/+L1/nz54Xx48cLZmZmgr6+vuDi4iJ8+OGHQmVlpVo9jgHxsLW1VfuZX5MPSKVS4cGDB6p6jenzHTt2CC4uLoJMJhMcHR3r/Bx5mnZ3p5mIiIiIqKW1qznNREREREStgUkzEREREVEDmDQTERERETWASTMRERERUQOYNBMRERERNYBJMxERERFRA5g0ExERERE1gEkzEREREVEDmDQTERERETXg/wMiO0kYAvDVSwAAAABJRU5ErkJggg==",
"text/plain": [
"Plot{Plots.PyPlotPackage() n=15}"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"using Plots; pyplot()\n",
"plot(cumsum(randn(100,5),1), w=8, style=:auto)\n",
"plot!(rand(1,10)*10, style=:auto, t=[:hline,:vline])"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"search: "
]
},
{
"data": {
"text/latex": [
"\\begin{verbatim}\n",
"sort(A, dim, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])\n",
"\\end{verbatim}\n",
"Sort a multidimensional array \\texttt{A} along the given dimension.\n",
"\\begin{verbatim}\n",
"sort(v, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])\n",
"\\end{verbatim}\n",
"Variant of \\texttt{sort!} that returns a sorted copy of \\texttt{v} leaving \\texttt{v} itself unmodified.\n"
],
"text/markdown": [
"```\n",
"sort(A, dim, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])\n",
"```\n",
"\n",
"Sort a multidimensional array `A` along the given dimension.\n",
"\n",
"```\n",
"sort(v, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])\n",
"```\n",
"\n",
"Variant of `sort!` that returns a sorted copy of `v` leaving `v` itself unmodified.\n"
],
"text/plain": [
"```\n",
"sort(A, dim, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])\n",
"```\n",
"\n",
"Sort a multidimensional array `A` along the given dimension.\n",
"\n",
"```\n",
"sort(v, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])\n",
"```\n",
"\n",
"Variant of `sort!` that returns a sorted copy of `v` leaving `v` itself unmodified.\n"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"sort sort! sortrows sortcols sortperm sortperm! SortingAlgorithms Cshort\n",
"\n"
]
}
],
"source": [
"using Plots\n",
"plot(rand(10))\n",
"png(\"tmp\") # saves as \"tmp.png\"\n",
"png(\"tmp.png\") # saves as \"tmp.png\"\n",
"savefig(\"tmp\") # error... can't extract extension\n",
"savefig(\"tmp.png\") # saves as \"tmp.png\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 0.4.0-rc1",
"language": "julia",
"name": "julia-0.4"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "0.4.0"
}
},
"nbformat": 4,
"nbformat_minor": 0
}