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Julia/Test/Test of TSne.jl.ipynb
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# Test of TSne.jl\n\nGen KUROKI\n\n2017-08-28\n\nTSne.jl → https://github.com/lejon/TSne.jl"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "versioninfo()",
"execution_count": 1,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "Julia Version 0.6.0\nCommit 903644385b* (2017-06-19 13:05 UTC)\nPlatform Info:\n OS: Windows (x86_64-w64-mingw32)\n CPU: Intel(R) Core(TM) i7-4770HQ CPU @ 2.20GHz\n WORD_SIZE: 64\n BLAS: libopenblas (USE64BITINT DYNAMIC_ARCH NO_AFFINITY Haswell)\n LAPACK: libopenblas64_\n LIBM: libopenlibm\n LLVM: libLLVM-3.9.1 (ORCJIT, haswell)\n"
}
]
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "#Pkg.clone(\"git://github.com/lejon/TSne.jl.git\")\n#Pkg.add(\"MNIST\")\n#Pkg.add(\"RDatasets\")\n#Pkg.add(\"DataFrames\")",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "using TSne\nusing MNIST\n\nfunction rescale(A, dim::Integer=1)\n res = A .- mean(A, dim)\n res ./= map(x -> x > 0.0 ? x : 1.0, std(A, dim))\n res\nend\n\nimport PyPlot\nusing DataFrames",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "Pkg.status(\"TSne\")",
"execution_count": 4,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": " - TSne 1.0.0+ master (dirty)\n"
}
]
},
{
"metadata": {},
"cell_type": "raw",
"source": "$ diff -u TSne-orig.jl TSne.jl\n--- TSne-orig.jl 2017-08-28 12:53:44.551631800 +0900\n+++ TSne.jl 2017-08-28 16:17:07.407849200 +0900\n@@ -267,7 +267,8 @@\n end\n last_kldiv = kldiv/sum_P + log(sum_Q/sum_P) # adjust wrt P and Q scales\n end\n- progress && update!(pb, iter, showvalues = Dict(:KL_divergence => last_kldiv))\n+ #progress && update!(pb, iter, showvalues = Dict(:KL_divergence => last_kldiv))\n+ progress && update!(pb, iter)\n # stop cheating with P-values\n if iter == min(max_iter, stop_cheat_iter)\n scale!(P, 1/sum_P)"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "#?TSne",
"execution_count": 5,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "search: \u001b[1mT\u001b[22m\u001b[1mS\u001b[22m\u001b[1mn\u001b[22m\u001b[1me\u001b[22m \u001b[1mt\u001b[22m\u001b[1ms\u001b[22m\u001b[1mn\u001b[22m\u001b[1me\u001b[22m is\u001b[1mt\u001b[22ma\u001b[1ms\u001b[22mkdo\u001b[1mn\u001b[22m\u001b[1me\u001b[22m ge\u001b[1mt\u001b[22m\u001b[1ms\u001b[22mock\u001b[1mn\u001b[22mam\u001b[1me\u001b[22m ge\u001b[1mt\u001b[22mho\u001b[1ms\u001b[22mt\u001b[1mn\u001b[22mam\u001b[1me\u001b[22m Car\u001b[1mt\u001b[22me\u001b[1ms\u001b[22mia\u001b[1mn\u001b[22mInd\u001b[1me\u001b[22mx\n\n"
},
{
"data": {
"text/markdown": "No documentation found.\n\nDisplaying the `README.md` for the module instead.\n\n---\n\n[![Travis](https://travis-ci.org/lejon/TSne.jl.svg?branch=master)](https://travis-ci.org/lejon/TSne.jl) [![Coveralls](https://coveralls.io/repos/github/lejon/TSne.jl/badge.svg?branch=master)](https://coveralls.io/github/lejon/TSne.jl?branch=master)\n\n# t-SNE (t-Stochastic Neighbor Embedding)\n\nJulia implementation of L.J.P. van der Maaten and G.E. Hintons [t-SNE visualisation technique](https://lvdmaaten.github.io/tsne/).\n\nThe scripts in the `examples` folder require `Gadfly`, `MNIST` and `RDatasets` Julia packages.\n\n## Installation\n\n`julia> Pkg.clone(\"git://github.com/lejon/TSne.jl.git\")`\n\n## Basic API usage\n\n```jl\nusing TSne, MNIST\r\n\r\nfunction rescale(A, dim::Integer=1)\r\n res = A .- mean(A, dim)\r\n res ./= map!(x -> x > 0.0 ? x : 1.0, std(A, dim))\r\n res\r\nend\r\n\r\ndata, labels = traindata()\r\ndata = convert(Matrix{Float64}, data[:, 1:2500])'\r\n# Normalize the data, this should be done if there are large scale differences in the dataset\r\nX = rescale(data, 1)\r\n\r\nY = tsne(X, 2, 50, 1000, 20.0)\r\n\r\nusing Gadfly\r\nlabels = map(string, labels[1:2500])\r\ntheplot = plot(x=Y[:,1], y=Y[:,2], color=labels)\r\ndraw(PDF(\"myplot.pdf\", 4inch, 3inch), theplot)\n```\n\n![](example.png)\n\n## Command line usage\n\n`julia demo-csv.jl haveheader --labelcol=5 iris-headers.csv`\n\nCreates `myplot.pdf` with t-SNE result visualized using `Gadfly.jl`.\n\n## See also\n\n * [Some tips working with t-SNE](http://lejon.github.io)\n * [How to Use t-SNE Effectively](http://distill.pub/2016/misread-tsne/)\n",
"text/plain": "No documentation found.\n\nDisplaying the `README.md` for the module instead.\n\n---\n\n[![Travis](https://travis-ci.org/lejon/TSne.jl.svg?branch=master)](https://travis-ci.org/lejon/TSne.jl) [![Coveralls](https://coveralls.io/repos/github/lejon/TSne.jl/badge.svg?branch=master)](https://coveralls.io/github/lejon/TSne.jl?branch=master)\n\n# t-SNE (t-Stochastic Neighbor Embedding)\n\nJulia implementation of L.J.P. van der Maaten and G.E. Hintons [t-SNE visualisation technique](https://lvdmaaten.github.io/tsne/).\n\nThe scripts in the `examples` folder require `Gadfly`, `MNIST` and `RDatasets` Julia packages.\n\n## Installation\n\n`julia> Pkg.clone(\"git://github.com/lejon/TSne.jl.git\")`\n\n## Basic API usage\n\n```jl\nusing TSne, MNIST\r\n\r\nfunction rescale(A, dim::Integer=1)\r\n res = A .- mean(A, dim)\r\n res ./= map!(x -> x > 0.0 ? x : 1.0, std(A, dim))\r\n res\r\nend\r\n\r\ndata, labels = traindata()\r\ndata = convert(Matrix{Float64}, data[:, 1:2500])'\r\n# Normalize the data, this should be done if there are large scale differences in the dataset\r\nX = rescale(data, 1)\r\n\r\nY = tsne(X, 2, 50, 1000, 20.0)\r\n\r\nusing Gadfly\r\nlabels = map(string, labels[1:2500])\r\ntheplot = plot(x=Y[:,1], y=Y[:,2], color=labels)\r\ndraw(PDF(\"myplot.pdf\", 4inch, 3inch), theplot)\n```\n\n![](example.png)\n\n## Command line usage\n\n`julia demo-csv.jl haveheader --labelcol=5 iris-headers.csv`\n\nCreates `myplot.pdf` with t-SNE result visualized using `Gadfly.jl`.\n\n## See also\n\n * [Some tips working with t-SNE](http://lejon.github.io)\n * [How to Use t-SNE Effectively](http://distill.pub/2016/misread-tsne/)\n"
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "?tsne",
"execution_count": 6,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "search: \u001b[1mt\u001b[22m\u001b[1ms\u001b[22m\u001b[1mn\u001b[22m\u001b[1me\u001b[22m \u001b[1mT\u001b[22m\u001b[1mS\u001b[22m\u001b[1mn\u001b[22m\u001b[1me\u001b[22m is\u001b[1mt\u001b[22ma\u001b[1ms\u001b[22mkdo\u001b[1mn\u001b[22m\u001b[1me\u001b[22m ge\u001b[1mt\u001b[22m\u001b[1ms\u001b[22mock\u001b[1mn\u001b[22mam\u001b[1me\u001b[22m ge\u001b[1mt\u001b[22mho\u001b[1ms\u001b[22mt\u001b[1mn\u001b[22mam\u001b[1me\u001b[22m Car\u001b[1mt\u001b[22me\u001b[1ms\u001b[22mia\u001b[1mn\u001b[22mInd\u001b[1me\u001b[22mx\n\n"
},
{
"data": {
"text/markdown": "```\ntsne(X::Matrix, ndims::Integer=2, reduce_dims::Integer=0,\n max_iter::Integer=1000, perplexity::Number=30.0; [keyword arguments])\n```\n\nApply t-SNE (t-Distributed Stochastic Neighbor Embedding) to `X`, i.e. embed its points (rows) into `ndims` dimensions preserving close neighbours.\n\nDifferent from the orginal implementation, the default is not to use PCA for initialization.\n\n### Arguments\n\n * `reduce_dims` the number of the first dimensions of `X` PCA to use for t-SNE, if 0, all available dimension are used\n * `pca_init` whether to use the first `ndims` of `X` PCA as the initial t-SNE layout, if `false` (the default), the method is initialized with the random layout\n * `max_iter` how many iterations of t-SNE to do\n * `perplexity` the number of \"effective neighbours\" of a datapoint, typical values are from 5 to 50, the default is 30\n * `verbose` output informational and diagnostic messages\n * `progress` display progress meter during t-SNE optimization\n * `min_gain`, `eta`, `initial_momentum`, `final_momentum`, `momentum_switch_iter`, `stop_cheat_iter`, `cheat_scale` low-level parameters of t-SNE optimization\n\nSee also [Original t-SNE implementation](https://lvdmaaten.github.io/tsne).\n",
"text/plain": "```\ntsne(X::Matrix, ndims::Integer=2, reduce_dims::Integer=0,\n max_iter::Integer=1000, perplexity::Number=30.0; [keyword arguments])\n```\n\nApply t-SNE (t-Distributed Stochastic Neighbor Embedding) to `X`, i.e. embed its points (rows) into `ndims` dimensions preserving close neighbours.\n\nDifferent from the orginal implementation, the default is not to use PCA for initialization.\n\n### Arguments\n\n * `reduce_dims` the number of the first dimensions of `X` PCA to use for t-SNE, if 0, all available dimension are used\n * `pca_init` whether to use the first `ndims` of `X` PCA as the initial t-SNE layout, if `false` (the default), the method is initialized with the random layout\n * `max_iter` how many iterations of t-SNE to do\n * `perplexity` the number of \"effective neighbours\" of a datapoint, typical values are from 5 to 50, the default is 30\n * `verbose` output informational and diagnostic messages\n * `progress` display progress meter during t-SNE optimization\n * `min_gain`, `eta`, `initial_momentum`, `final_momentum`, `momentum_switch_iter`, `stop_cheat_iter`, `cheat_scale` low-level parameters of t-SNE optimization\n\nSee also [Original t-SNE implementation](https://lvdmaaten.github.io/tsne).\n"
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Test 1"
},
{
"metadata": {
"scrolled": false,
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "data, labels = traindata()\ndata = convert(Matrix{Float64}, data[:, 1:2500])'\n# Normalize the data, this should be done if there are large scale differences in the dataset\nX = rescale(data, 1);",
"execution_count": 7,
"outputs": []
},
{
"metadata": {
"scrolled": false,
"trusted": true
},
"cell_type": "code",
"source": "Y = tsne(X, 2, 50, 1000, 20.0, verbose=true)\nsleep(0.2)\n\nlabels = map(string, labels[1:2500])\n\nPyPlot.figure() #figsize=(10,10))\nPyPlot.scatter(Y[:,1], Y[:,2], c=labels, cmap=\"rainbow\", s=3.0, alpha=0.8)\nPyPlot.axes()[:set_aspect](\"equal\")",
"execution_count": 8,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInitial X Shape is (2500, 784)\n\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mPreprocessing the data using PCA...\n\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mStarting with random layout...\n\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mComputing pairwise distances...\n\u001b[32mComputing point perplexities100%|███████████████████████| Time: 0:00:04\u001b[39m\n\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mMean σ=6.212283473430445\n\u001b[32mComputing t-SNE100%|████████████████████████████████████| Time: 0:00:32\u001b[39m\n\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mFinal t-SNE KL-divergence=1.1224350959778917\n\u001b[39m"
},
{
"data": {
"image/png": 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LZrzKhpxhwmL6dAwTjtXXS2lxvl/u3/9P8JZPSapq3a1iI/OOH4uL9L5It8Pdn5MIp+N5aFwESz43ctz34HcXSwQSqYa/uxOaF8s00EBYRM0rwUt/gOKACM6Qm0C+D7Y/vLfoFPpHnKVBUnWeA7Ea6N0kBQp2GLAcrKBLNp3D95NY1mH6Ty3VDwM90DID7AAZB9YN+ERsyLjwQr/HJQcwcdVw5GDqagyHjA1/lohA+1Jt5pbgmV/A6hvkfr4PNt796s/P98kXfzElDtC707qyPI7AkamiD35ZHp9ysqThQnEpq+5aI6XVypLiAiskIjX5pL1fc+fKPavRaudB7Rx4+3elGEEFQPs+VqhEIFGk5Z1Pkcque9Of1bhk+wa4+u/h25+Bn38TfJ+KIJw5KYCvoSakOGuSsfgx7Mlh+ueXYSIw5RQx2XQL5SgDqTZTtow0sGzY/jfY9eS+x0V7RemlcYsQCEnT5u5EquUariuprli5NcYKwNuvhYXvh9+eLykypWDuBeJ6MLhDyqcbj9n7NXc8CsGIpAMVcMnNEjFVTYNIJTgFEcxZlz/PlPPXUjE9BUw6iJ/aOOK5R6C/GyIxWLMK+jpRdZP41lsjXDozSF3EYnqF+bvWsCfm/wjDmKN9eP7X8uX8jh/DuT+SgWl2SAQBLcc8R1JW9//zvq+z4D0SjVRNhaX/NFKBNkTDQjj7GtkXmnUunPvDkWNuER76ulS+pXZCpAZO+jw0HQfz3rVvwQGYdELZv82TwoTaOfJ41Qw46QtQMQnmnGex9HNxaueEqEwcTWX8dU6UmyhMngXhKBTyUNMAldUABCzFW+oDr0twfO0xmFnLYGYNvu++9hMMExYT6RjGnHuvgKd+IuJTv0Aq1VI7xX5mj+8bLdNB25+Dh/8d5l84MsVzywp46v9B7XzxTIvX7/06vgeFQalOm36GVJYN0btBSp4rWqTv5rgPi6C8FpvuAt8vTzFdNFKcoBSc+L/kJhxbvh3GLD4DgmHoaoXj34YfsMnltxIKJAkFX8ORtUw6t5FcYTslp59cYQcA+WI7TbVvH8WFGw4lRnQMY87m+8oVZUqGo2lEbIb9zoaEp5xyc3Lw8DekwfO9t0gq608fE/dokCKAi24YuX7fZqmKe/E3Mq4ApBqu/ihxFNjxiBQnVLRA/ybprZm5TObtvPAbiXLO+Lr03+yO9qVgIRiTlGDv+tH7jCYESsGxUmmhtU9r5y3ki7uwrBAt9RcRi+y/K9bXHgOp5+gaeBjtO2jtoqwgCpt8cReOm6ar/yGUCtBYcza2ZSrgDhdGNb02ffp0lFJ73T7zmc8A8JGPfGSvY+eee+5oLslwiHFy0vQJoinVs+D4j8JRl0AwXk6x2SO/B8Ky32NHpGigY7Wk3fJ95QIEH7Y/IkUFj38XNt0jPTt/+TS8/Bd5rtZS6rzrSXju59CzHp7+Kbzt/8A534VLbpJRB/f/M7Q+Lv06627Ze+3KgmM+BHZAqtWOumRMP7pxjeMOUii1o7WP46ZJ5zbu99xiqYetu35BR9+9eF4aXztoPLTvopRNMnE029p+xUD6OfpTT7Gj4+YxfCeG0WZUI52nnnoKzxupL12zZg1vf/vbee97RwaRnHvuuVx//fXD98Ph8GguyXCIef5XEqEEYxCIwaV/grW/l2FnZ/07PPLv4CjZ25l3AaBgx8MiNJUt0uEfq5XJn1tWSNFBcgrc8QmpfotWi99atE4q2mxbhGna22DSYnjuFyNFC4kmmHu+/H7P50fm5RQz0L9V9n3s0J7u1qf+q/ithRKyniMdrTVKKWwritYeni8NTAPpF/C8HJ5fxLICxCMzAY9YZDqtXbdSKLXvdhUPpQJYKkRD9elUVRxHR++9Q69AyekZ67dlGEVGVXTq6/dMtH/rW99i1qxZnH766cOPhcNhmpqMvfuRQKpV0lu+K02ZobhEJo99WyrRwpXlSjZEZBZdKpv6xZSktermjTR/vveWkWKEDXeI0wAK8GUPJ98PjcfKNWrnSJOm9uH5pbIvQ6X0+Qyx8/HdFurDo9+CVT+AWcvhgv8WB2oQAaqbNyYf17jG1y4dPfeQLWwjHGogl9+J52fKRy1cb5CB9Go0PkoFGEy/iGWFCAaqKTm9e1zLUiERHStIONSAUopEdBbp3MuAIhlfuNfrGyYuY7anUyqV+M1vfsMVV1yxhy3GQw89RENDA9XV1Zx11llcffXV1Nbu3/a9WCxSLI40ZKRSqVFdt+HgMLgDbr5IhEd7EGmQarFctwhMICo/vZIIkApIAcG8d4kYTTttz+uFEmLUCbIXo8oRTTAhVWrtz8KivxuxxAHZ69n6QLmhswj3fh7mnCdps6bjZN/H9wAtRQ1FR87fdDcsfN8bf+9aa1LZNWQLO4mFp5KIzcK2IhPaHiab30Y6twGwyeQ2ofWeFSBKDZUhyk3jY1lhPC9NMFBF0elmaNPO1w4KRXXiaFw3TWffA1RVnEB15WIsFSIeNZNVDyfGTHRuv/12BgYG+MhHPjL82LnnnsvFF1/MjBkz2Lx5M//2b//Geeedx8qVK7HtfXufXHPNNVx11VVjtGrDwaLtGUmrxeqkq3/592D2cpl9s/Euad5c8D5Y9weJWiz7wIe2LbikLGa+lEbf+SkRlp4N8K6fj1wntUMaRZUqp9iU/P7kj2HTvRBOynjqdDu4ZZsbO/Lao7Ffi3xxF519D+J6BQbSz2NbESLhJlrqLyJgR1/7AuMQ2wqjlI3vl1DKLguLByiq4sdRdLtxvTQKG6UC+LqI1i7RcDM1lUvZ1X0brjf0B6NYQeQLrQxmXsT3iwxaa5nadCmR0D58jQwTmjHzXlu+fDmhUIg77ti/EdWWLVuYNWsWK1as4Oyzz97nOfuKdKZMmWK818Y5gzvE8TndLjNsLv2T9LSARDeljHy5v3SruDQnp8A5/yl7Pa+G9iHbDX0bJWJZdys8fwOEKmTD/5PPyqiCh6+WyKk4WDb6tKVK7fz/B/dfKVNEfV9Sf3ZQrHKajoPZ58KxH359U0tfSTq3kV1dfwJ8PL+AbcUAaKpbTlXi6Dd+4UOI1prBzItkCzuIhVvw/DzFUjeJ2Bwq40eVz/GG7X8cN0PJ6SMSaqKj927SuY34fnFYqCwlQlwsdWCpEBqPloZ3k4gaD53xyrj2Xtu+fTsrVqzg1ltvfdXzZs6cSV1dHZs2bdqv6ITDYVNsMAFJToVL/yzVZ82LRwQHZLN+KJo46uJ9D0YrpmSjv3rWiAGok4M/fRzanhKBuOgGEbX1t4qZ55QzZdDaHy+VooChwW5aS1XcwFb461fEFqdnPfhlH7VwhTz/tH/bf5Po66FU6sPzC4CHwkbjY1shAnbizV/8EKGUoqriGKoq9v8BSYpNcL0UnX3342tH/lIALCtEOFhHJNyC1iWy+e14fgGPPKFAPa6boWdgJRXxeYQPsO/HMP4ZE9G5/vrraWho4Pzzz3/V81pbW+nt7WXSpMPUNuQIJzlFbq+X3o0yJrp/i1S1LbgEll0LOx8TU85ARAoBtv1NjlVOlnTd9LPgxtOlqk2Xiyh9R84fEi4rCKd/VSaHtj0tvm9OFmL1kgo8GPQMPgbIApQKUlO5mEioiXhk+sF5gYOEpz3W+C8xSJpZajot1oH/O/T8EpYKoF4xJlVrja9dOvsepFjqRmuFbQWwrDBKWdRVn0pFbA7dA4/iZtYCIkglt5+O3nsARSq7lumTLscyvTqHBaMuOr7vc/311/PhD3+YQGDk5TKZDFdddRWXXHIJTU1NbN68mSuvvJLZs2ezfPny0V6WYZzh5KD7JZlls7tzAMieT/+WkWFta38PzW+F5rdIA2e2u3zeneJssONxiCalei1cCaGY9OnEG+GYD8KUk2TvyPfgbV+Wa3qOuCOccZU0rM49/7VTeweKJLAVoLHtGI01+47iDzWb9TbW6Q34aLp1D+ertxNRkdd8Xnf/owyknyMQqKCl/kJCQfkP6PlF2rrvIJPfgu8XGRIUz7eJhepoaXwPQTsOQDhYh2UFdnPwdvC1JmDFcb0srpcjZETnsGDURWfFihXs2LGDj31sz3nDtm3zwgsvcOONNzIwMEBzczPnnHMO3/zmN0367AijlIE/vB86X5Qv+vf9Yc8Rz7VzJDoBQEnkku8XS5yz/0NGVLsFePYXcor2JY2W7YblP5BCgUglnPKvI3Y58y4cuf5DV8Ez/wVoKbFe/r2D+/4aa86kq/9BwGJS3TsO7sUPIi4uGrBQOH6ersxKmhInEAok9/8cL0t/+lm0dimWehjMrKG+WkoNM7mNZAvb8H0HERwL8LHtBCV3AO07UI44K2LzUHU2rV234utSeRVSTZKIzib4KmswTCxGXXTOOecc9lWrEI1Guffee/fxDMORRsfzI/Yy/VthywOy5xNKwOSl4h59wX/Bqh/Btr+Cm4MnfiCeacW0PA+glCuXTnviVv3ynYCCC38xcs6+aH9a5uAoW1wLDjbVlcdTmTgKhY1ljV+r/5lqGh2qiz63g7p0L7nMDtpyrUyb9MH9lndbKoRtRXDcAZSy99insq0oFjY+oLEkpQaATyTUQjAwsvmslKIiPoeqyuNJZV4EFMmK46lOHEsoWD2hy8sNe2K81wyHnOqZsoeSapWigqd+ItVugYjst1TNgIFtkv7asgLQUv686ofS31PRLIPTPEfSaBqJdsKVMhrhsWsh1gBeQSrlwkmYeoqkvdbcLA7TQcnysPD9r2/tvgu/vwS2/hXq5sOH7ofIPv4ot63XTlMdaiIqwulqCZ2p+0ll02g0+VIb6ex6wuEGQoHqvfZsLCtIc/27SGXWEAwkSe5WWBCPzqSh5kxyhTaCwUqi4RYCdgWulyYWnrzXtQAaa84iHplCJr+VVGYtufwWmmrPJRYx9g+HC2ZctWFcsPpGadYspkUMrICIRt08cYP2HYg1QqZNIhmN7NUEYzK64PIHYONfxAhU2RIFBWNSpYYlpdIg+ziBsKTvrABkOuXa0Vopj17+fZnNM4TvwlPXQddaaVDdeJfsLZ3yLzD9dFjzOyly0Fp2bZb874OfnhsrMrnNtPfcg6dl/8Xz8qiyPaNtR4hHZ9BcfyGWepX54QcBzy+yZdd/47riy2ZbUaY0vo94dNobup7rZUnnNhKwEySis0zUdJAY1yXTBsNr8di3ZQwB5aZNXRaHdJvs+SgF2S446t0yvbNikqTTQAavWbZEGtGkS75XE6u1mXWuRaYD2p8pC5UuO1kHxDB0aHZPcVBKsl/8Dcw8W0q2t6yQijjfhed+Kcef+4WswwrC4Hb49IuyRqXKVcDlYxOV7oHHKLliUWOpSDk603h+AQ1k89splrqIhvdf1eb7DpncRiwrRCwyk0x+I447SDTcQjCQOKC9mSEfNl875dcvMZhZ87pFJ1fYwUB6HbnCFlwvh2WJY3VygvZGHS4Y0TGMC0rZPe83HC1ps95y0ycaolUyO8dzpGptaByCHdZ05zVVuTW8Q/+Erf6xNM8pctTPP8vLdwe474u72ds4ksJrWAhTT4Mnvl9+wbLRZzEtkdWdnypHR2UBLGUBf2QMQ/9WKVSYd6E4T798J9QvLFfDTVCkwkxUX2uXeHQm+WIbSgXwvDy2FUKpvVU1V9hFOvsSlhVmIP08jjuIZUWoiM0hk98sTaDaRaMIBatornvnXgIylHBRSmEpm6ba89nR8Tt8nQE8MvnNtHXfRTw6jcr4gteMVlwvR1v3nThuGl8XUVh4vtj3GNE5tBjRMYwLlnwW/vYNEYdYnZQt92+WfZ3qWVJUsPz7Ihh2Of1lh8DXmi89VeC+XS7/eO9dfDR9G7MaHoBWF7aez7x3zaXhaBGTUKyceuuT61VMkr2YnY8BWtJqR10s83acnKT3SlmomQ27Vg2P9wElx7JdkGiEC395iD60g0wysZBSfy8an0ioickN70XrEpt3/RzH7cPz87R2/oHZUz41/JySm2Zn580SDWnNUD+S5+fJl9pEbLRXdh6AktNHV/9fmRH9yPA1svltdPTeB2jg82IUAAAgAElEQVQaa8/BUkE6eu/GsjTaExsdxx1gMPMC6dzL5Iu7CAVrqUocvd/eHd8vlkcmAIxY9BRKxrH6UGNExzAuWPpFmHa6OARsWTHSzGkF4ZQr4YSPy/2+TZLuCifhrf8I232fu1odAB5pWMD7Igkq02mYOxdaZPO5+hVOKmt/B8/+XFyuozXyU2sZ8haukAho8knQ+byMUrjoBjEr3f6wrEvZYkRaf5hNoa5JLimbcuZIJhZhWTYQxfPzDPUZldz+4XEGAP2pp3G9oTC1nBsFlLJIxo9mMPsijjOA1uVQE3DcNK6XH/ad6+p7mGKpG5Sip/9RbDuG4w7gaxeNO2wmKhFXlv70c1gqQMnp2++E0WCginCwAcd9efgxS4XHdfXgkYIRHcO4QClxBRhKg5W/46idLS4DIMJw2+XQtUaiHK8Ii65UVAQVnXnNM8eewdofXs/SwS1wzjkQj+/1Ok4eVl8vezTpNmhZAjVzJe12+tfknHCFjE7IdkpDqWXDSV+QxlO3JA2mZ15VTvsdRljKpqZy8V6PV8TmM5h5HlAkYrP3SG1p7ZStfcTiJxSsBwV1VadQlVhEdeUJZPPbyOa2MJhdh9ZFfD9PV98DNNe/E4CS24vGlfHkbgqUkuhoD+fqshu1CoC20PgUX2XOjlJqNzEUQsEaGqpP388zDGOFER3DuOL0r4iXmpOTCrMLbxDzTZB0W/uzIhBOTkYV1EYsrjs5xt2tDrMrLZZMfxuofX+x7HgMWp8QwRqaPNq1Bj54DzQePZK2AxGa3R0J5p4v/m5OFmrmvDkD0PGI1h69g09SdHpIJhaSiM4cPtZSfwHJxEIcZwDHS9OXeoqqihOwlE1V4hiy+W047iABu5K6qpNIJo4ZFqZ8YQedffcPm396XgnPL5Iv7hq+vm1FytGUxtcl8oVdaC2jEHy/AOWWVUsF0Phov4RtV1BdcdyrvifbjiANqZqAXcHMlo/vs0zbMLYY0TGMK9wCVEyWfppl10jKa4iutVIt5pbHtLS8VR5fELNZdJS9h2i8ks4X4PbLId1RHn8dEidqZUlEY+/9B/5eHM6TQgcya+kZeBTfd8nkNjGj5WPDTgSuk6Kv/wmype0oFJYVQmuf2uQSIuEmkvFFdPavwPPzdPTeRyhYSywilhKZ/GY8vyDVaH5BIhoUrpfD8wrYdoT66lPp6n8YkD0f0CgsYuEp+LpIyenDthO47gABK46vijTVLqcy/urT9BqqT6fDL6K1R1PtciM44wQjOoZxxWPXQq5Lfn/xf0ZSayAiU3eUNI5WTZfBai/dCn/9qjSHnvcjafrcnS0r4MXfiohluyQlpz0Z9haKS/Qy9RUD4l6NYkr6dCqnHF7RzmB6NZ4vNeiu59DZcx+TG9+DeulpuP7r1Kk82Y+dih8KgLYlDVYmld8w/LvnF8pVcEI03Ew69zK+dgkGq3EceZ5ljcwBr4wvxNMuqfQ6Ss4A4KHRJGKzqE2eCECx1M3Ozt/jenlCwSpikdd2jo1FpjCz5eNv+rMxHFyM6BjGFUPjqFG7/V6mohnOvw62PSxVZvEGePy7MvRNe+JksLvo5Hrgrs+K2FgBGcjm5GQqqfZh/rvFuy3wCqs/v7yVUB4Fw8a7pPAgnJT0XqYNqmfDeT+ElhNH5WMYUzy/SMkdYGgjTWFRKHWgtYu64wbsvn7C2iH53A4Gl8wmFEhSlRhxHoiGmskX2gCPUKCaWHT68LFk4lgCgSSelycWnkzP4GOUnH5qkm/BtuSDH0ivprv/IXy/BGgsFSYYSFK1W/osHKpnSuOlFEqdWFaY3oGVRCOTXzPaMYw/jOgYxhVv/44YdFoBKaPenc4X4I9/B+ldIjAfuh8STVLRhpIo5OmfSXQUq5Ny50x7ubnUgqMvh9ZHR0YkrL0Zpp8B8y4QEXrsO/D8r0SsKiaJs0DTcXDfFyHXK4Llu3LLPwm3fxQ+9sibnyx6KPF9h1RmY9mUc6jyLEA0MkU27RNVFBuSdCybjZtMUFd1GnVVpwwPZwNoqDmDUDCJ77tUJo7CdVMEA1UopVBK7TGIbVLdeXutQSriPCwrjKVD1FafTGVsPvYryqHDoVqUCrC59Wf4ugCDipb6C191po9h/GFExzCuqGyRvZx9sf1h8WDzSlDaBL88BYIRscpRASlAaHsaNt8H7/+jOBG4eREUrWDDH8F1RIBCMXncK2eC2p6Gp68TWxzPEZ+2J74PF14vFXXKkuIC7ZUbUoNSVNC3ScYsTMRUW1/qKXoGHsd102gU4gRtEwxUM6n2PJRS6Es/R8+Gn1Ko0ahwVBwGvBSFUgfVieOorpSIpTZ5EvliOzs7b8H3iyTji6itOomegcfw/RK1ySWEQ/X7XEdl/CgGsy/he3kSsXnUJU8CwNcefnnS6lBhQqHULoIjZ5DKrTeiM8EwomMYFXp0gTado3R7BS/+IkDzUXDmVYrQ3lXMB8ykxeX+nXKXZrZTUm7dL4m4OHnZ22ldCU5BRlT7MsIFi7LNTlkctJby56d/Kj05VqB80pB4lNN7Tk5+FlMw53xoOh6e/W+5vtZwy/tgzjvgvP87MhhuIuD5JXoHV+H7pXLjZNljzQrj6yK+dlG+RX9gJ+lJIbQuoXDx/RLp3AYUip7BlSRis/D8Ij0Dj1N0enDcFJYKksquw/XzpLMvobVPKruecKieitg8qiuOK1eWUX7NKGgPX3vkCtvJF9sJ2DG2d9xEyekjGEgyrekDhIJVxCPTy9VuBRQ2icisQ/QJGt4oRnQMB50OneM6bwPpTk3sygXoHpstT0DlTFj6j288JJiyVDbwB7eXi2htEQUnV/Y80xKhODnY+oBELJFKqYgLJ0WkQKKiQESila4XZSjcSV+A074E624Bz5PXWvJZuP406NsiWpRuh0t+Cyd/EW77MKy5CVDynMX/AE3HHoQPb4ywlC1f3l4OpYIyuwaNUgHikZns6LiJYqkDlIXWFgo5J1lxLH2DT0hJs1KgbDp776NQ6sLXLkhRM6FAFbq8OSYjqovkCtvJFXaSLWxhauOlOG4K18vQ2Xs/jit/EXhelmKpi6yXl4ZRNCWnl67+h5jccBG2HWFGyycYSK8mEmqgMn6YdegeARjRMRx0tugMKUpQCgMabWlKnuLhNpelvLmO8MX/IHN1sGD6qbJ3M7CjbGWjpFhAWeIyfezl4hDdcLSIyv3/LNHO8R+FTXdDapeIT7xB0mOLPym3IbSWBlJV/r1vozyuLEndUTYQdYt7Fz2Md5Syaa5/FwPp5wnYCaor3oKvC/Snn2Uws56S08GQ8Zwqz8xJJo6mNnkS2ncplDqpqjgatJaBbHooWirXs2NRnXwLJXeAQqm9bJHjo7AolnpI5zbQ2fcAnlcsR1E2GhfLChOLTidfGOrjkU5hpUa+qsLBahprzhzrj8xwkDCiYzjoTFcJKgjS31Ki4wud2D9uoa/J56/zi/xDMUBV+I1FO1rLvk6uS+bovOUzMO1UKRR48SYpnc51gwtkusQV2slK9Vrj0fCp1RL1RGuk+m3dH2RWz6JL9/16SsGcd8L6W+X3Yy+Xx/N9Il66nLoLxkYq3iYSkVDDHjYyTrGXgfRqXLds313+wq9KHE1lYiHxyDSUsmiokeZb33fY1v5rPK+A1i6BQAWeV8BSQYpOJ9p3iEemUXJ68LVMDrWsIPHIVHKFnXheDgiitcayQigVo6n2PEKBJMF4JXVVp5DKrCUUrBmeRmqY+BjRMRx0mlWMz9kL2GVl+eWSALfW5AhaUBu28PSIP9frpXsNbLlPvuxLGXjkaph2j5h3LnyfjEewQ3Js5+PSTxOpkp99m2RY3NAE0ZYT9yx31hrQe1vbvOdmiaICUWguN5DueFQKEJQlz3MK0gt06r+8obc1bvC12HbbdhjP01hWmHhkGk2155V92PbE83O4Xrq8D2QRDjaQcTcOb/R39K6g6HSgUCgVJBGbRU3yRKLhFlLZdVjZdfjaJR6dRnXFYkLBKiLhJkBsbBprzqKx5qwx/QwMo48RHcOoUK8i1KsIXz/axykW2Jr2+djcELWRN94VHm+UvRu3IJFHomnkWLhCRGTbQzICYcHFUBwQq5yGReKxtj823Q1//IBc963/COd8d+SYUmL6uTvVsyBSLWKmlLhTR6vf8NsaN0TDLVRVnEA6t4HK+EIaa8/GKqe1XC9LvriLcLCeUHDozQZQBHG8foKBSlwvzbBpHoqS04lSVtlDzSYYqCAWngwoKmMLCFgxqYQrdtGffpZkYtGw6OSLHfQOPIHjSeouHp1BffXpoz5AzjD6mMmhhgnFC/8DT/wAqqaJL1s4MXLMyYnoxBslKillRqxz6hewX5ucnx0PHc/L73YI/qVf5vW8GjtXSgFCug0mL4G3fmbvJtPDBc/Ls6PjJkpuH5aKkUwsIFfYSdHpw/WkACAcrCUUrCeT3zgsMrYVkrIC7aGwUCpEZXwunpej4HRRGV9AKFhHZ+99+NrBUkFmNH+EULCWbW3XUyh1yywcFcC2wkyqO5/K+PxXXWvJHcRSAQL2myiTNBwQZnKo4YjgmA/IbV8EY1K+PEQpAyuulIFrkxZL5dm+xCS8278XOzTiRPBqTFkqtyOBotNDyR3AUhHcsuGn1hpf58tnaDw/T1PtMvpTNbh+lorYPCwVIp3bQKHUQb7YiaUsUrn1soejAgxmXqC6YrEMecPD0w67uu9AKZtCqadcDUc59wn7Ssv6vkNvahWum8X1MmRym7CsAJPq3kVlfM6YfD6G14cRHcNhy9YHoe05KaPeeJf4tO1LsC66Ef74QSj0wRlfl1LqI52SM0A6t5F8oRXXz2JZoXJ5tTQzKaXK/VIKUFTGFxIKVtNYe/Ye10nEZjCQXo3jPoSvXcLBOkpOH1o7WFaMyvgCegefEL82pSgU21BWsLwvpFEEiIQaScRmUxGbjdZa7HlUAKUUfakn6Rt8At/3hveSfA+6+lcQj0zGtl8jZDWMOUZ0DIctlZNFcHyZ8cZj18LC9+6dZquaDh9/dOT+kz+WyrdIDUSSMlxuyecmpuvAG8Hzi7R2/ZFiqRtfl7BUuFyybOH7LpYVJBBIoB35olcqQMBO7HUd18vT3nM3+eIuIqFJJOMLScTmMJh9kUKpi8rYPMKhWuqqTqEv9SSeXwK8cvk1KIJoPIKBKuqqT0Nrn/aeO8kVdhCLTGVS3fl4Xh6tfV4ZBRVLvbR238bUxkuNu/Q4w4iO4bBlysliqzOwDVDQvQ7u/aK4Ue9PQAa2i/1NIQUdq+Wxl++QRtQT/9dYrfzQ4rppXC+NUjZomXGDLgIWQbsCjUc4WEexJHbgWrv0Dj5JvthKMrGIZGIRgIyXzq5H4+K4/dhWjIrEUdRUvmWP16tNLqVY6iGVXS9NvyqIr300DhAgW9hGJvsySgXI5DehsMnkN5ErbKeq4jhyxZ04bpawXUOh1CXl21acYqkH18sRDOwtiIZDhxEdw2GLFYBl34Y/fUyKDLQP634PC94D0/czQFJZ0uzpZEbu+x7semrs1n2oCQVriIankCvswFKR8iZ/AF+7eH6eaLiFYCCJUnY5ygBfF8gVdlIodRENtxAKVqPKQ9eGfIsGM89TcnpoabhouAJOa03PwKOksuvQ+FgqOFyIQHn2jq8d2nvvIRCoACyJvqwwth0jHKpj+qSPoMuNp+ncy3T03ofWDrHIZFNQMA4xomM4rFnwXmhfDat+KNVlypaGUZD96edvhC0PwIwz4biPwpP/V3zcUGCFyrN3Yns6FRzuKGXR0nARpVI3GkVr5+/x/AK2FaSm8q3iSqA9fF2iUOwgYCfIFXeWtUUPC1FV4hhS2ZfI5rcDHkoFKTq9pLLrqKuSGRS5wg76Uk+Xn+eKRxEyb8fzi4gJqaTHHHeAiugc6R+KTiManlReryrb+EBlfB7hUD2umyYabtljtLZhfGBEx3BYoxSc9U3Ah413i7jMXCbHdj0JD31doqAhB+sXfysRUrhSKt6O/5gMj0tOPYRv4hBgKZtwqBGAprrlDGbWEA42Uld1kqTdgOY6KRX0fYeO3vsplNqpShxDKCizHiwryLSmD5Ar7KCt587hQoRAoJJcoZWegUdkpIL2gQC2FaSu+jRSmXUUim0gc0rR2h1+rmVFAE3f4FP4fomqir0N78LBGsLBCTxv4jDH9OkYjli2Pgi3XS4ptFJaxKaYkcKDxCQ4/auw+BOHepWHhlR2Pd39f8OywtRVnYrnZYmEm4nsZzzBa1EodpLKriMYrKYqcQzb2n9VNvSUdJ5ELzOoS56M5xfo6lvBYGat7Cex+1eURDWWFcTXLtFQC421y4hFDuNZ4uMU06djMLxOpp4Gi94v83eqpkHXGql2A/F3m3LKqz//cEVrTXf/3yg5KXxdZGfHzSgrRMCOMbnxfURDr8/d1PdLFJ0eYpGpxKMz90p5RUJNNNefP3w/YEdpqnsHvvZIZV8SD1FKI+vDw/PFQLRQ6qCr/0GmT/rQm3rPhrHD1BIajljsIJzzn/DpF6VXJ7BbS4dXElfqIxWlwuW+Fw+Nh+8XKTl9tHb+gZI7eEDX8Lw8qexL7Oz8I+2997Cr+8/0p58FoLFmGbHIZOLRmdRVnYzWmkxuE6nsBnztYSmbptrlVERn7TGlFBS2FSNgRVBK5ll4fpEJnrA5ojCiYzAgZqDLrt3zsdARWmmrlCIefeUmlmzou26GdHb9a17D1x6tXbfS2vVnscbxPbR2hkcWxCKTmdp0GVMaLyEUrKZ3cCW7uv9Me8+ddPY9AEjEM6XpfQTsSiwVQ6kQ4WADM5o/yoyWjxMMJNHaw3UH6U8/fZA/BcNoYdJrBkOZYz8IW1fAS3+UPZ0zv3GoV3ToyBV2YFlhcQrAwraj6HJjqO87tHbdTsBOUF99KrYV2ev5vQNPkMlvhXLJtK8LBKwkidhs+gafYjC7lmi4herKt9Dd/zcpmdYethUhV9jOGr+fJ3UPLcSYH27A9dJYKlSuTqsFwFIBbDuK73uks1uoqXzrmH5GhjeGER2DYTcuugHOv07GXk+k8dMHm1h4MsVSDyBb9/HINMLBWoLBanoHnsD1UkiqK7zXrJtiqbsceYz06ABUxhcQDtWxo+N+fN+l5PTKlNDCtnJvDvh+kWB0Nr/0t5LBYS39VNScyLxwC5YKkkwcPXy9RGwW/ann0LpIodTKQHo1VRXHjfZHY3iTmPSa4ZCTdjSruly68/6hXgogfTlHsuAA1NecSTTcDGg0LunceirjR5GML0CXmzYlgnH2eq4uC42ldo+AFLnCdkbsauQcX3u76ZIiGKgmlDwRF58ACh9wLJva5IlUVx5PvtRGf+o5HHeQhuoziUdngLJwvRztPXdTKvWPxsdhOIiYSMdwSEk7mo8+kqK1kCeqY9x4eoKpCfO30GiiteaZ/IN0ujtpciIckzyfYKBij3MsZWPbQ6IhDZ8aD8sK0lB9Bj0DjxMMJKiuXLzX9cPBeqoTJ5DOv4zrF3AcGX8AioAdo77qNAaz64iFW4iEm+n0MrhemlCghqbac4hZMc7wm3hcd9Gi4ixWkk7L5LfS1n0Hvl+iP/0s0yZ9iHConlR2LSKALgOZF4YnmxrGJ6P6r/vrX/+6dAvvdps/f2Qehtaar371q0yaNIloNMqyZcvYuHHjaC7JMM54sr+PhQse432nPsax85/lsa7Saz/J8KbY6m1hvb2L3rDNhliR9uwz+zyvKnE8thVDqSDRcAuRcrNoMrGQWZM/wdSmywgFksPnD6SfZ8uuX7C17Zf0pZ/B8/NUVxyHZQUBh6LTwY6O31OZWMD0SR8kWXEMXX0P4HlZQoFqpjZdRjw6DaUU59mT+YZ9PJ+y55FQYvtdLHXh+0UsK4TjpmjtupWB9JqyGamNpcLl1zKMZ0Y90lm4cCErVqwYecHAyEtee+21/OhHP+LGG29kxowZfOUrX2H58uWsW7eOSGTvzUnD4Ue+8iXqvQwFJ8D0hh6meH1A86Fe1n55upCi2ytyRqSGqD0xc3Cu8tAoLO2jFXj7mcaZiM1gevPlOO4Asci0YSeCfV7Ty9Ld/zCeX8Tz81gqgNYBBtMvlPdrxOamWOqkUOwiGm6mb/ApHHcQ20rgemmKTvce5py79/O4Xp5cfgda+/h+iWAgSa6wE0vZWCpEJNJEONSwz8jLML4YddEJBAI0NTXt9bjWmh/84Ad8+ctf5sILLwTgV7/6FY2Njdx+++1ceumlo700wzigNhimw/II2h4WFkfHx7BO2ffFJ+cA/bn+kOngB70DOFpxTLSbn9XPx7L2nyzo1N0M6hQtahJxFTtYq37TTLdmsFNto4ceWpwEU+P7n+UdCTUQOaBmUEusHdAyohqwlEUoWIvrZfG0RLC+dsgXWknn1jOYeRFfO/jeIEG7AkuFKDkDZPIbCQVqhhtJtdbs6PgN+WI7oAlYVdRUvpWu/geHK96a6y/YI+oyjF9GXXQ2btxIc3MzkUiEpUuXcs011zB16lS2bt1KR0cHy5YtGz43mUyyZMkSVq5cuV/RKRaLFIvF4fupVGq034LhIOD7JRw3XXYfHvmiXqyOo2AVGLTSzFdzSFpjZGV0663wjW9AVRVcdx0sWPCaT3k8P0BeW4SVx/qiYlAXqGbfYtLud/Ko/wQODi+zieX2WQTV+Ej9hFSQs0PnoLVGhQ+OIWbAjtJUew79qecIBpIEAhUErCiV8UWkc+tp77kLqRiw8HWRfLFtt4ZOD8/P097zF0BRcgbQuNhWhMr4AmoqT6Do9A6/ltYOlfH5uH6WYqlTBsgZwZkwjKroLFmyhBtuuIF58+bR3t7OVVddxWmnncaaNWvo6OgAoLGxcY/nNDY2Dh/bF9dccw1XXXXVaC7bcJDJu32sSt9BXpWY5iaZX3sJVjlVE7KCnGmd9hpXOMj4vghORwfs2gU/+YncXoMTIiFW5Yq4KOaGC1Sq8H7P7aMfB4cgQbLkyZKjikPwxTjYi9e+ic7EDgoqTU3lCcNlxQfqwOx6WVKZ9eRKrVgEqK48vlzZticVsTlUxPYeEV1VcTSul6E/9TQBO04sMo1MftvwdFAAX7s4bgqtPZkOSgnXKzGQfo5oZDLBQHXZ9donEm6io28FFbFZ1FcdoV5FE5hRFZ3zzjtv+PdjjjmGJUuWMG3aNH7/+99z1FFHvaFrfulLX+KKK64Yvp9KpZgyZcqbXqth9HjReZadMYUmQtrLMbXUTiI8mT6/n616B5NUI83W3inYUUMpiXB27QLLgpoDcyT+QGIG9YGX6VQdHBto2OtL29Meq/01pEgxmRaiRClRol7VUUnFfq46inTuhO9/Efo7qGyIkv7QGXR7jxCPztqrWm1/+L7Hrq7byRV24GsHpYLki7uY0fzR17VpX1e1lOrKE7BUkJ3lqaRSxzTUyyPRjvw+0tvja5eAFaGl7p30pp4CDZm8jNHO5rcQCtYeYPrPMF4Y05Lpqqoq5s6dy6ZNmzjzzDMB6OzsZNKkScPndHZ2ctxx+2/wCofDhMP7/wvTMA7QGu69CTY8h3/aO+laVMDFwtI+nmVh2wlSfoo7/ftwcVmj17GM02mxxqiAQClJqf3kJyI4u/0R82r4+DjB7QRI8RK9RHWIuWrW8PEnvWdZz0Y0mlbaOc86G62ghiqsQzEy+aVnoLcDIiHCnQOE2/txZlYc8Pjm/vRzdPc/iuumEIEQQfD9Ynmk9P5FJ1dopS/1FAE7Tl3V2wjYEWxL/t1qvyTVrDoIykdrh6GhbZaK4uv88HUioSZikWns6LyZQrEdzy8wZMmj/FL5vmEiMaaik8lk2LRpEx/60IeYMWMGTU1NPPDAA8Mik0qlWLVqFZ/+9KfHclmGg819N8OvvgO+x67SNtIL3wOWwlc2s/UsooEqNvvrcXFRKDx8duhdtIxl1dqCBQeUUtsdF5c8eSxsPDwyOrPH8T76hxsjHRz6GWSOmnnQlvy6mToX4pVY2RR+dS2BlvnU1Jx8QNM0Pb9IR+99+OUvdaUCKILYVozaqpN36+EZoVDqIpVZi6VC9KaewPUygCJfbGf6pMuHI8Oa5Il09z2E5xdwvWz5M3MBC40HWFhWEEWAyQ3vxvNzlJzecvWcj8JG4xMONRALTz5oH5dhbBhV0fmnf/onLrjgAqZNm0ZbWxtf+9rXCAQCXHbZZSil+PznP8/VV1/NnDlzhkumm5ubueiii0ZzWYbRZtOLMuNZWbgW4LpEw1EUihmBubjaI+fnUCg0GguLqYz/L4+wCjNLzWCz3kqUCNOtPU0x56s5dOru4fsb/c3MsQ6h6MxcAJ//LmrHRoJHLWZy/YGLetHpGRYcgICdYPqkjxAM7DtS8n2HXV1/wnEHyveLu12rG609PL9IOvsyPYOPgdZEQo1kCltBi7tBwIpTV3M6mewGHHeAqooTCIdq0VoTDU8mV9gu4qcCBO04TbXnHHDUZhg/jKrotLa2ctlll9Hb20t9fT2nnnoqTzzxBPX1MgjqyiuvJJvN8slPfpKBgQFOPfVU7rnnHtOjM9E582J48gEoFZiybYAOaypdpJmuplJLNev0BjazFbs8YjhEkLV6PdW6ipiKvsbFDy3HW0czn9kECRFUI/98+vUgO9iFhYWP2Pl008sq9xnm2rOoVlWHZsHT58vtdeI4A4zsuUA0PIVQcP+FEH65P0epAL7vEAhU4rjiRFARm0++2Ep7z18ouQOAwlIhim4/ASv+/9k77zi5yuvuf5/n3jt9Zstsl1a9IQmJXiSKaBIYF4xLnLjHdhL3+PVrxybFIbbjOHYc269b3LEdEgMGY4MB0wQIgwGBEJJQ71ptn9nptz3P+8cdrXbRrpCEKp4vn/1IaO7M3ntn5v7uec45v4Oj7MAyRwiioVbSqbNRSuGrElr7CGEwoeUNVOwuhLBwvRxhK0041HREp6TGiaU2ObTGsaFvL2xbB/PPg9jopPVKb1+3u6EAACAASURBVBXr2QQInOpwLoFgPnOYZ8whQuSkm21f0TZPqmcY0jnmyJnMljNGPX67vYLNXp4GK4chvaozGUgkISyWystokukTsu9HgucV2Nn9v9juAJaZZHL7u7HMYFlOaZ9SZSeGjBANB/nYYPDbowwVVmMYcTqaX49SJbQOxhjsHbiXXGENSnnVcugYidgMWhouY3fvr/D8HNHwRCa0XIdA0NV/N8XydkJmAxNbrz+kJcEax5fa5NAaJxfN7cHPS/CVTw99OLhI5HAORKPZwBa2+TtpFk1cJC/APEgH/LHC1z4v6o3kdJ5pcgptIqiM2qy2skvvQQDPqzV0ig5i1YbPbY7Dd3ubyKsmWqwSb23aSVgKipRQKGwc/qCe5nVi2UknpuNhmgkmd7wT180QstKjKtW6++8lX1qPQNKaXkpdYh5CCFoaL6Wx7jykDA2XxGutyZc2ViMngRAWIbMew0jguAMUyhuZ3PYOyvZOXC+P62ZR2qVQ2oJAUnF6KJQ21dyjX0XURKfGceUp9Szd9AKgUUSJYFejHQ8PC4tu3UMf/bTTerCXOiZs0dtZo17Ex6fH7+U1xlLCIkS37sVln6OyQLJfEJ+uVCj5YSLSZsBNMEMt5jQrzD3+A5SpYGDg46HRCE4N0QEwZBgjPLqUXWtFobwJzy8Dir7sClLxucNiahqjl0eLle10D9yD7ztIaZGuOwfDiNGXWY7WVI1DG+gZ+D2eX8Q0EnQ0vxZDhvH8IlJamNXGzzu2O9y32+PsZoP3zQohTxEBrzGaWhauxnEjq4fYwrbh/9fAaWI27bRiIPHxKRJUhMU4MLdT1hXcMaz0jyYODqpa3FDBpqSLQCCIBgYCQYwIkRGNoXNCIVLSwFcRJptx5lqN1IkUV8sraKWZBHE6RSdFSsd0348HQkgMGQV8ADwvj6/GPy7XzaKUhyHDCCARm4EQRjDSoPoarjuIp0oYMoqvSviqQkfz62msO4+29DLikSlsGPL5l+dsHujy+Poam4e6vGN/sDWOCbVIp8YB2DmQFlhHMae/Te1ktVqDhz9ctZamkQViLi8IQa8Kqr6CThCN9ZIekLX+etbpDViYLDLOp0UcWRK5y+/mWf08Lh5zxAxOM2aPenwSE9nAZnLkMTFYrh4nrMI4uMNRioPLoM7QKBoAWBCJ8B+trWxxHM6NRklVjUDrZR1XsYSH1GNs0lvY6e/iUmMx6erzTlUaU+fSPfgAaI1lNiDHmBy6j0RsBtnCalwvSzwyDctI0p17AK1cNFCfPINUYh7ZwhpcL0vIbCAanoBpxIhF9lc0Fl2NpzRhA3wNhZrmnLLURKfGKFb/Ah79AphRuPbb0Lnolb9mSZdYqVZhY6PRmBjUkWKpXIKUkoSKsW+4VzB1ReBX74IBlFas15vw8bGxecJ/iibStItWkiLJTr0bH5/T5CySYnzD0O1qF4/ox4df+2n9HC26ZZQIvKDXUaJULeU2yJIbzjsZGIQJo1BsH1hJ40MbcDonY553NXPDYeaO0bRcEEWyDGFiUqFCj+495UWnPnkGQlp4Xo5U/LTh/M1YBEUIb8f3i1ScfrZ1/RTHyyBFBCHAkFFMI87ktj/HdvsJW81j9gCdkTb48+kWv93pcV6zwdIJtUvXqUrtnXsVo7RirVpPPwNMEhOZLqe+7HOe+BrklI/slqz8gTgqoqPQw/04YUJMF1M5Q55OWIQAmCamUKbCSlbho/DwKOrSsIAIBAniDDCIh8cAGQbIsFFvxtQWgqBKLK8KXGFcMu5+9Oq+4XLmYL+C3zWSfj2AgYGHPyKHE6Crli1SQeKBu3k2DOvmRcG9hTM4k/nGgdZOCRIkSZJliBAhmsWpU8E2HkJI6keMjX45pDCRZh17+++rNowqlC5hiBiul2Mw9zT1iTOIRca3s5JCcMMZUW6o1ROc8tRE51WK1ppVlT3c5+7iuWIjdWYPX2ysp8U4+F32C+/N8MyCPNGMwZTNzUDoFe9LQsRZKOezSW2hQdRzplxAaITjshACLTRK7+/m36l3EdYhNqttREWEhWI+K/Uq+ujff4zsy7XIIAejD26J0iqa2ay3USHYbgIdNDNaBKaKyazXmzAwmCwmMaSz7KUXATTSwGTZSSxboP35bdz56dfihC2QmlV6DVP0JBJidGmvJUwuMy6iR/dSJ1Inrl/nBOH5in96tsKLWcUnpydpHI5gBUq7DBXWkS+tx/PLtDSMf8NQ49VDTXRepXxzrc3DpRK7mqZQqb7N7y5nubuzftyqn0HfZ9O1eYyiptzs0n9hkaMhOgCz5HRmyenjPq5Qw7keDZja4kH/UYqUMLQkSZIixVHP2Rc5WVgYGCyQ8w66D5NlJ3ERp6RKNIsmomPkIk6Xc5lIBwYGdSJFQRd5Xq3Fx2eumE0DdYgGjZp7IabjQ1xU92X8SqqoiDBFBO4FWmsyuWco23tJxmeTis8e93mvBv7xWZsfbHBRGl7MnM3t520BNcC+oW5CWvh+hWz+ORLR6cQiE070Ltc4xtRE51WIpzT/vcWlEmpApXP70iXs9jR35vO8PpnEGEN4YkLQEDYoSpeoEHREj1+fzEw5nR3+bgYYRCLZynZy5AHw8Rkkg0RiYpEiQSutaBST5STaRHOwfHcIlihNohGM8V2lhRA0sj8aTIg4i+S5PKde4AG1HBeXOHEuePu7WFIs8aTcgIvH6WLuAVHOWBRKG+nLPobWPqXKDiKhFkLWqZ3jORgvDPooHXisDjhhlGhEMMh+89DAwNP3y3QP3MuU9vfiqyKGjCHlqTmZtcbBqYnOqxBDwPSUZGV/GLNoIuIKRPA1/89Mhhcdh8+m06MaFbc4Dj/OZmk3TRaEw8wIhXhd8vjZ8cdElNlyBivVKiwsHBxMTHx8tFZBSbVQxInRRJpt7ECj0FrTLluOaf9LngKb9VYq2CgUBYqsUetZmryM1zNG9KY19PcH4xOs0VV4vrLRKIQw0QR+ZKcyWitKlS7AI2SlDxiZ8JapFqsGfGwFCxsl9ZEYQ8X9JigCE5DBtFHtsbXrR9hON4aMMKX93UTCtbEFrzZqovMqRAjBNy6Icsd2l0S4lS3JAo+USgz5PiGtebRU4sp4nOmhEGnDoMvzeP/evWR8n4iUXBWL8dYTYCnULlqJE6dChWbSmJj0qm7aBneRcGwKkSSz05fzIpvwddBsuV3v4nR9aFHGkWJhYWKyb86LACJinDJhpeATn4C774YpU+BnP4OO/UabyfhsCuXNlO291MXnEgkd/wbYo4Hr5cnmV1MobaJs70XjIYVFffJM2tJXDRtxvmtmiPmNBkOO5qJWk0y2DoZNgiAUSmPKFBqbeHQqfZnlAPiqRF/2MTpb33RiDrDGMaMmOq9SWqKSvz5tXwlvlLsKBb4+MICjNZ7WfKanhzrT5O/SaX6ezTLg+yigpBSVE2THlxJJlhmXU6BAPfUYSAbLq+mubMUTgqZymaTjMCk8kT26GwcXE8Xj/h9Zalx2zCxmoiLCYns+m7LPU2wM02i1Mk+ONtHUWvNMpUJx+3bOv/ce1v/1xXSfM4nOrfcyr/297NU9rFTPExIWFzUtY4KInTKWOGPR1X8X5cruEYPXQGmbTO4ZouE26pMLgeAG6Oym/ZcZz88zUnRcN09z8yLqEvMpO730ZR4laBoVhzxorsapRU10/kS4Nh6nTkqeK5f56dAQCsg5Dv/Q28tgVXAkEBWC99WfuAqriAgTYX+/S8RMYckwUjkYMoxpRJkum9mlutjFHixMChSPrcVMLkfrm/+K1nXrgqjltttg0ujO2Tvyeb6TzeJFIpz3r//AWefm0aYkl4zQovt5WD0W2P1oWK7/wLXmVcdmX48DWmtcN1ONZvYLyD4Cd+mxMY04hgxXh69JwMd2BwCIhlpI111AJrcSKcPUJRYes2OoceKo2eD8iSCE4OJYjKRh4BOMzLKBglK0GAYWMCsU4nvt7cw5xMmsrtb4xzgqikWm0NJwGfWJ+bSllxEOBWMx5hqzSRLHwGCOmPmKJnOWdYUX1DpeVBvx9Bit7qtXw7p1EI/D9u3w2GMHbPJspUJFKUwpybW2ctkP7mbp12+nbcMuANwR/UD7SrZPVYQQNKbORYoQYStNY+pCIqEJSBEjHGohFZ877nPT9RdSl1hIyEpjGlEsK0UyNmv48YrTXc3vuAwMPXE8DqfGcaYW6fyJUSclKSmpaE1SShoNg17fZ2ooxNdbW5lYTXz3eB5/KJU4OxJhUujAsumHikW+OThIWAj+vqmJBZEI9xeL/HxoiHbT5FONjTSZr/zjJYSgPrlweLlmHy2iiWuNpXj4RMfLrxwCnva431/OEDkMJCVR5mzjJXfYs2ZBayvs2hWMt16w4IDXuTAW4+lKBVdrPvjMQzTuzaKE5tzb/0j07E8zS0xno96CRLDwZUq7TwUa684llZiLECaGDKO1xveLSBke5Ui9D9cboj8biEi6/kLa0ktx3AEMI36ASeh+TumpKzXGoSY6f2Jcm0jQ6/tsc11en0gwKxRirW0zKxymoyoSe12XN+/eTU5rDOA18Th/2dDAjBHi88NsdnhZ7luZDFMti3uLRZRSbHMcbrcs/qqhgdWVCg+WSkw2Ta5LJpFC0LVV8dt/VsiNBhf9neC0Nx7ZsVjCOsCj7XBQWnOrvZKSMYhA4wtJgcKBG7a0wK23wooVcMYZcPqB3fjXJhJMsyyKSnF6QxoprKCKLdYEQrDIOI+z1UIMDEz56vjajZxxI4TANMe3INrdcwdlew9CSDy/SGfrmw4YwpYrrMd2+lDKIxKZQHN9rVn01cir49Nf45AJS8nfNIzuC1nykojk4VKJnA6aNF3gnmKRbZ7HTR0dWEBWKeoNg22ui6MUz1YqrLZtSkphAhbBvMms7/O5/n56PY+wEMSkZEYoxEd6e8m8XzH14TjuPzUy61qBcXR6UA+L3xWLbKWPRimxhI+BYKYYp4F12rTg5yW4WrOyUiEqBAvC4aA44Lr3gWFApQRXv31427A8+LLlHtfF1ZrJlnVKFxnsw/GGgjHVnk3J3g34aA2OOzjm9l39v6kWJoDyi4RDp75lUI0DqYlOjQM4KxLBEgK7mq+JCEHW9yn5PjflctxTKJAQghBQARytEVojCXJFWmteqFS4NpGgqBRRIXCAft9ne7FIJuWhM4LtlxW5YEUdwjjwY1hQiq8PDLDN83hLMsnVifHvog+GXxWF8EhRIBDE+woFdvoTWdK4BQeTTuZTMRpHmTAM+D4/zmbZ63l0uS5CCD7e2MgF0WBJ6J/7+nigWCQkBH/b2MibUimoS8M7PnlY+3lfocBXB/vw0bw7Vc+768dvYD2ZcNwMpcpOLKsRpcpYZj0hK82u7lsolrcghEU8OhNGGriqCr2Dy0nXX4gxQoi1HmnyemxHWNQ4cdREp8YBzAmH+U5rKzfncmxwHKTWvCWVwgZ+VyjgKcVWpXAZXYmiCWqZPGBFucxux+GcSIR7CwUiUjLVshj0fWJRQUlp6gdM3vBFyViN57/J5/l9sUhZKVaVy+x2Xd7fcPid+9/OZPh1Po8hBB+orx/uP7qxr49nKxUKKsVvehcwI2RxtysRdPPX9fVcX93uvzIZflcoUFAKDSSl5DuZDBdEo+R8n3sKBRygpDW/yecD0TkCbi30kFUeUmh+Weg7JUTH8wrs6rkV1xtCaReBgSGjNKTOpljZWm3etSnbu5AijNJBI6zrFRjMPYMQBs0NFw+/XnP9JfRlHwUhaWtceqIOq8YxpiY6NcbkgliMC2IxHK2xq0UHJaVISslO38cl+PA41e01ECOIfARgAM85DoO+T1QG0vRvAwNMMU2WJeM0N5hcOTvOZGvsqjMB2FoPjz37ZibDFMviysOMeFaUSmitySnFL4aGODMSYbplscl1CQuBlpLzInG6fR9HOSjgvmJxWHTySuFUBRYgV11ChCAKMoXArUaEzYbB/cUi622bRdEoZ0cPfSBRnZVBVBJoDQ1WFq31Sb/EZrsDeH4BKUL4qoTGR/k2mfxKtA5sbkAQCbWSjE1nqLiWit2L1gqlbWynb9TrNTUspqlh8Qk5lhrHj1rJdI2DEhKCZFU0Mr4fJMcJRGHkAoio/kyxLBJS0mwYLAyHCYmge8bRml2uy+PlMr8rFHhtPM5ka/wigNclk0yvFi5IghzRavvwLWMuiEapEEQiez2PG3p7KWrN6xMJjOo+DypFo2GAEEghmF8tGVdaMy8cHhbWfZwVCarlJlsW18TjNEjJNMvikmiUL/X387+5HJ/r76fLPfQloktTWZY0bOeS+p1c0bD7sI/zRBAJtxG2mtHVZk6qox+CPh2BlBHqEguY0HIdjXXnMrXjPTTWnY3GDexz7N24Xv7EHkSN404t0qkxLkpr7isWedG2uSoe5znbpsf3CcNL/J6DS45DkEO5Nh7njakUc8NhJpgmP8hm2eQ4vOg4eASFCE9VKrzuIKKTkJJvtrbypj17yPg+KSlZFj98q5uPNjbS53ncXyoRk5Ihpcj4Ph+or0cAPx8aYp1t02gYfLShgYSUXFb9Pd/NZLg1nx81cccAzqiKjhSCaxIJnq+K4Y9yOfp8PyimEIJ+36djjGP0tMfzai1D5JghpjJJTmSmMYlC/AU0ik4mnPRRDoAhw3S2vRXb6WVv/z3YTl915pDEkCEi4TYmtlw36jkhqxEpItXqPh/PL9ScB/7EqInOSUh/RWEIaAif2ED0+5kM38tm8YBbczneV19PSAgGlBq13b7lNEMI8krxaLnMO+vreb5SYcD3uaGpibW2zYe6u/G0JlyNKF6OJtPkrs5OniuXmRwKHTQyGg9Pa7ZXq8Kyvs/l8TgTTRMhRLDsVy2IcLXmoliM1hGVfI+USsPH5hF8WZJSssNxWGvbLIvH+dnQEP1+MIu0pNSw+EaFGLfJdqvezka9BY0io7M0iybmiJkkZBwHl0ni1LH3V8qmZ/BhKk4PjBiQp9HUJ886YPtkdCZD4RdwvCzxyBQioZqh558aNdE5QRRcxVseLLJhSHHVBJPvLo4hheD27Q7/uspGCvjnsyK8pvPI+1BeDq01O1yXpGGQNvZn8x8qFvnp0BBbHAeX4KJbrOZ1PplO8+t8nhcqFYrVsup09eKtq68pgD+USnw7k6GgFJMti5s7OnhzMsmjpRKzQyEujcUOaR+TUnLJEUQ4++jyPPqVot0wyCnFmeHwsOBdk0jwTLnMdtflTakUt+VyrLZtlsbjvCmV4txolLsLBWLVY7OEICElP8hm8QlEaUpVpITWmAQuDxDkfjY7zpgjrIu6hF3d0sAIZgkJQecpJDb7GBh6knJlFyMFh+pspIrdBYnRjbCmmWBS+9vx/RKmkTglIroaR5ea6BwldhcV9+12aYkKlrSZ3N/lIYBrOy1CxoFfrH9fbfNUX1ARdft2j+uneMxvMPjKapuMo5AIfrbJOaai851MhjsLBcJC8LmmJs6JRnG05huDgwz6Pna1OVQDjVJyQSzGZMviynicXw4NcVs+z27Pwwfel0qRUYr1jsPrEgmeqVTIViOiLa7L70slPtPUxN8qRViI43ax6bQsZlcbYJtMk3NHJPfThsHX29oAeKBY5MfZLK7WrLFtylrzsYYGzo9GMYE+36ff9+n1PO6unrNB3+fGpiYKSrGiXB7ObAgC0fnKwADfa2sjXM2JOVpzb6HAU47Henca/W6UWeEyb2iK8KJd4WuDg4Sk5B/SadqPIKo7EQQFD3Jfqq/Kvgh9bEcBKQxkbUntT5aa6BwFdhUVb7i/wM5C0KsyNSnIOlBwNZ+LlPnMwih/MX1096NfvTHcZ5c4UFG8Y3mF7XmFq6E+pJmeOnbLa47W3F0s4mvNoFLcXyxyTvWCbFbv7KNCsCweZ144zJWxGC3VC2Go2uiZUSro15GSqxIJJlgWXZ7Hr3I5Bv39PReWEKA1qpjnjmyGF60Il8Xjw7mTY0lICP69pYW1ts0Eyxp2XXgpqhq1FZTCR/P9gX7qpeS1L5kptNlxeN62yfo+r0skmGhZrHUcHIL3cd87ViclO12XLa47HO38NJvl5lyOrJ/CrZqTZt0Yd4bz/Fc2S2/1nPV5HrdMnHgMzsbRJ11/AZ5fwHEzWGYK04hiuwOYRpLGuvNP9O7VOAmpic5R4IVBn55ScNHyNWwvaMIGlH3oLsNXVtssajGZktwvIv/39DArejy25hVXdJi0xyTdZU1HXNBT0lzTafGZhUfuKfZyWMBUy+KFSoWQEEyrVoqFhOCz6TQ353I0GQYfamig3jiwkcYUouoRHHyI9k0i/df+flZVKghgXihETinOikS4KtPDI3f/gh8sfj12JPApmxEK0Xkc7uhjUo6KcPZhK8WQUjQbBkvicZ6pVLg1myFhV/C1YuuGvXDORaOeMyMU4qft7RSUosk0KSuFURVpCBaZUtXIJm0Yo0Rus+vi6X3SFDxDIylrTX5Enqx/hGCfzPTmuwGPiS3X15bJahwyNdE5CixsNGiOCnYVNVLAjJSkp6yRQhORw9OiR9EQkTzy2iRKa57p8/mX58o4SuM6MKNO8ukFEZLWsfsiCyH4l+ZmHigWqZeSK0dEHedEo8NRz3hcHY+zw3XZ7Di8NpGgrXpx7fO84RLnqaEQX2qpJop/dTtFp4IvJJFyETccofCSgoRjiac9ipRIkkAKyW7X5ZM9Pez2PGaFQrRWjU8v2rOZzbEUS158muu2rILTz4bw6HMRkZJIVViiUvJX9fV8vr9/uOfeUYrFsRifSqdHCfZrEwnW2jaO1igdyM6CUIg3JJN0eR635HII4J11dcfnpLwCfrF+E19dE8IQir+f/xzXzz6waKBGjbGoic5RYEJccvfSOLdtd6mzBNdPCbE97/P9DQ57ipq3TrOYkpT0lBVP9Xpo4NzmILoZqGje9nCRrBPc/y5MS36xJE577NhXrqUNgz87wg76sJR8rPHArvn31tfz7UyGiBCjp4+2drLksbt4bPta1k6cybJ4gtljuFcfC0q6zHJ/BQWKNIk0l8hFPFgsst5x8IGnKxUiQNQwaEh38OPvfYbWgb1IKwQ3fwPe+5mDvv5rEgl+nc+z2rbRBFGgJQQTTZOHikW2uS6XxmJcEosRFYLP9PYSri7ndYRCPFku838bG3lXXR2xqvP3yc6PN1nkvRAKwS+2Fbl+9oneoxqnCjXROUpMiBt8fN7+i8WCtMm3FpkUXM0XV5X55toKvWVNvtovOLtO8D+XJ9iaU5Q8EAKUDpbn9gmO1pq9ZU3CFKRCxybqKSrFNwcHKWvNu+rqRjlJHwlXJxJcGothCEFo5JLLomtIGAZf7u9BdbQjm5tf4Z4fOl26myxDWFj06n4GGaTJiAzb9miqbY1aY9Q10lCfRhayEI7A1jUv+/oxKflKaytf6e9npW0TE4KrEwmWl0r868AAtlLcWyjw444O6gwDReC2UNGah4tF/lAq8a8EDawzLIuvtrYel2XHV0JnXLK9CBLNpPjJL5I1Th5qonMUKCuFozQvDmqSlmBew/4v4a3bHP57s0vB21/LYwjYVdI8N+CzqMVgelKyMaeQEv5i2v6LzX+ssfn5JgdDwJfOjbJs4uFfiLpcl4rWTH2Jc3FBKX6QyfCrXI5MtfTowWKR/5kwgUmv8IK3z/ZmFFLChVcHfz3C19Vao1AY4vAucimRwMLCxSVChDhxrklEeaBY5MlKhVS1p8YH/iKVIrLsz+DW7wR3AYuuOaTf0W6a/EdrK9ur9jpNpsmH9+6lz/NICEFWKQY8j7gQ6KrgKCBK0Cy7b2luvePwv7kcn0qf3A7LX7lwAjet78EQPn952swTvTs1TiFqovMKeaZc5osDA3SVfQo7Y4RyET53VoTrJgcXbsfX2Gp08agA2iKCBQ0G6Yjkq+dHeP+KMmVP89PNLtdMCtEQEvzPZofeisb24UN/KHPHlZIFjYd+wX2wWOSrAwP4wJ+nUrx3xBjqW3K5UYIDwcXvn/v6+FF7+0mXGC7pMiv8J8mRZ6aYxgI5jwxZirpEm2jBEuMLZYtoZrE8nwEydIhW4iLoEfpaayt7PI+ElKOLJS5+HUw/HZQPEw4cZzAeQgimViPFewoF1juBgU5eay4Mh5lkWTxVqUB16a3H91FCkAKGtB4eGR45Duf+00+VuWWrQ2tUcOsVcSYlxv9cDTmanrJielJiyGDfWqIGnzqz45jvZ41XHzXReYX8Mpejz/MoKA0tZXIDYR7qcrlussWQo7lvj4cUwcUkYcKkhGB2vcHH5oaZXK1m67fBVZAOSzK2ZktOcXGrQUNYsL1ahm37mhXd3mGJzn3FInmlsITgt4UCs0IhlheLnBmJUFaKl6bxDYJ+FFX9+8nEdr2TfgaRCDboLcT8KCt5Hg+fNlq4wrjkoELZIdvoIOjJKShFpVp9VlCK5aUS88JhzoyMqBbsmPKK9lcR2OTUSYklBB+srx/2dZsVCrHFcZgbCvHJhjTr++BhN0dP2OaMSOSYFxKsz/r8dKODpyHnav5pZYWfXjp2+fqGIZ+/XlFi0NYsaTf5+gXRQ3KTqFFjPGqi8wppM00kYEmo2BLb1+wsKNYMevxmp8vqQUVHVNBva5ojsLuk6a34aO3wo0uC039+c7DEtquomFMnmRQXPNbj84VzInzw8QoDtqIpLDgjfXhSMNuyeFoIFNAsJR/t6cHVmjsLBT7X1MRZkQhPVyo4Wg+7Rl8ZiyEIRgtsqSbAz4ocvHRba81q2yanFOdFIsPNkK7WfC+TYWWlwmWxGO+qqzviCCpMCI3GxiVMiM1so0QZgaCbHipUiHJgxV3O93mmUqHDNJkTDrOyXObz/f3YWvOGRILfFYsM+j5JKfnP1tYDrGsKVVfpyBhLhjnf539yOUpK8ZZUiibD4LFymagQXBaNsrZarXZtIsH06usmpOQb1WW4Tsvi7/9Y4fd7PCwZ4YYzxUEZEQAAIABJREFU6nlb55Hn1GxfY0leVhRe+qgxzvZDtuI/VlfYUVDUWYJH9nrsLGimJGuiU+PIOaai86UvfYnbb7+d9evXE41GWbRoEV/+8peZPXt/qct73vMebrrpplHPW7ZsGffee++x3LWjxl83NJAUBnfstFm1NYSv4PkBn+sfLOErTd4D24eyB7lqEUFMah7v8fjQ4yWummDyxikhfnl5nG15RV0IPrCizO6ioiMm+fmlUTblFNOSBgsPU3TeVV/PBMuirDWrKxWcav9MudoQ+q1qv8lne3t5ulxGCsEq2+aRUolvDA5S0ZqHikV+3N5O8zhNlQB3F4t8c3AQR2sujcW4sVok8IdymdvzebTW/NzzOCsS4fSXEbDxaNJpPDx8fFw8SgQTJjVBnsdU5gHh2Va1m9/YzzPgm6zJTOMz6YncUyjQ5/sI4PvZLEIImqSkoBTbXXeU6NyZy/H9oSHCQvCPTU2jIyGCkd135PNoYKPr0m4YPFAsYgDvb2jg0+PkZaJSclo4jK80f+j1MQUUXfhjr8fbph2Z6Px4o833XnRojgi+eWGU6angZPR7Hqtsm+mWRbMw+fxzNt1lRdyEIRdiBnxm4YFWPXuKPpfdXWDArhZaaM3sOoPmSE1warwyjqnoPPLII3z4wx/m3HPPxfM8brjhBpYuXcq6deuIj+gLufrqq/nJT34y/P/hcYwST0YSUtJeiLN1k0S7Gk8FM2VyrsYQwTJLZ1yyNa9Q1dxORYHpa36/x+W+PS537XT59MIIW/M+P9zgsD7r0x4T7C4qdhY1b5xyZBciq1pFBcEb/dtCAVtrYkJwRdX7bN8YArNqTVNUioHqvJyoEFS0JqsUB6s1e7ZcpqgUMSF4olzm7Xv2sNlxaKxWakFwd32oyzJaa9brTQzqDJ1iAhNEO5vZhl9Nt3t4pEhSpIiHj4fPr/RvWazOp1MG/mW+9nnGX4VllGg3IBvrYnWliU7THHaA1sEvo8f3OSMSGdVA+s2BAX44NIQA4lLyq1yOdtPki/39dHse766vZ7D6GhLod13WVCoMVU0/f53PMz0U4vxIZNzozpCCy9tNfrvLJRmCS9qO7OuYdzXfWedQ9DSD2uOjXTmmlSRvT6X4dibDTs8jJSX2ujqe7dXDVXvTEoKCD8v3ejSGBenI/mjutm0uAyMmSZxWL/ne4hjxY9g7VuNPg2MqOi+NVn7605/S0tLCypUrueSSS4b/PRwO01b1wDoVSVkCSwQiYxIUPanqnwJojAg8LdiaD7aZEBMUPSj7QQn17Ts8fr+ngCXBUVDxoKesmZSQzG945dkVVa2WOjMcps4weF99/bDl/i1DQ7zoOCSEoM4w+HBjI/PCYe4vFtnpuiyJx5n+MtVs50WjrCiXcbWmQQhW2zYKKHgeTVIyKxxmSSzG3EMsx96l9/C8WoOLx0a9BQNJihQGBj4+EslZYgEP6ixFStVlN5vVat2w6ABYQmIK8DSEkJwdjTI/HCYuJV+qFlgA1EvJd9raiFWX0DbZNj8eGhp+3NaaNtPk9nyeVZUKEvheJsPn0mk2OQ5lrbkumeTrg4PDz9ngOPxjXx+fTae5/CB2P58/O8JrJ1nUhcTL5uscX/PsgE9zRAxHMgBhCfVhQcZRhNpL9FouuQrstD26hyCdEmQ8nx0ZPVzQooFBR+Mo+OoLFW7d5vKLJTFaosE5mJyUhA2o+GAK+Js54VGOGjVqHCnHNaczNDQEQONLmgqXL19OS0sLDQ0NXH755XzhC18gPc7ShG3b2COGeeVyuWO3w4fIxa2S6XUGK/t9mqICgaavAq4OvrAxQ/DwaxL8cIOD7cNrJ5n813qH27YF620CKFSHthgCoia8Y3qID8wJMynxyr/oy0slvpvJYGtNwwhH6YeKRb44MIBHsDKlhOD3hQJnRSJ8t62NotYkqhFQr+cx6Ptj2vVfnUjQaVnkfJ8ny2U2Vt9nCIwvv9DcPGpkwMvh4A4vm2k0Hj4ZMrTSjIvPNDGZAZGhSacpU8HHRyCJif2RiiEMLjTOZjUbKPgWSxPzmRkKlsfeVlfHk+UyD5SCuaRL4vFhwQEY9H1GGtFMtyzeW1/PrbkcQgj86niGBZEIN0+YgE+Q3/nq4ODwc3yCUvpNjnNQ0QkZgosPIcLRWvOpp8o80OURMQRfPS/CZR3W8Gt8/YIov9zisD5l0GW4uAq2FRT965P017mcfppNW6vksS6F1nBFh8msOsnNWxzqQpIdBcVzAz7LJgbn4fWTLDJ2ULxyTafFdUcYbdeo8VKOm+gopfjbv/1bFi9ezPz584f//eqrr+b6669n6tSpbNmyhRtuuIFrrrmGJ554AmOMzuwvfelL3Hjjjcdrtw+JQQd2FTSNYUHB1ZzeIPG1os8Omj67SgqF4OPz9+cEvnGhydy6Mp9d6QzffUYlODqw0fn7MyPEzKOzlJHxfTyC5TK7Orq5BXiuUhku0/WBrO/zWLnMwkKBt6RSJKvLQnfm89zY14cPXBCJ8F8dB5bKzquK0WnhME+Wy6yplgs7wCd6erh5wqHb9k8SE9ktutit9wwvqWmggsNSeRkPqxXkdR4TkznMoJcBYkSYoacwoAdppAEhBG2ilTazdcxP+bxwmKcqFTSw1rbp8TxWVSp4WrPecYaT7RK4Ih4nLiVvTqXIKUW35/GWVGq4YMIgmP3TYhjsHuGbljYMFkejPFIqsd1xuDQWY8oRNt/mXFjRE+R/so5mebc3LDoA8xsM5p8TZZdr8s3BQVZnPQZ3hWk2DdyiZKmdYGcc5s02WdxmctUEk91FzUNdHj1lTWtUUBcSfPn5CklL8O6ZId47K8x7Z4XRWuM4mtAxalCu8aeF0Hq0Kfmx4oMf/CD33HMPK1asYOJBHHS3bt3K9OnTeeCBB7jiiisOeHysSKezs5OhoSFSR2jp8kpxleYtDxZZ2e9T9qE5Ilg6weB3u33iRnDB/NWVcQTwjysrZGzN+2aHWNgoed3vS7haU3IhYkJHTPKdRbHDLhoYi6JSwwacEOzH0nicjzU2IoVgZbnMx7q7yVVn4CSr5b2fbGzkdSPclf9s927WOA6S4CK8fNIkGg4SuWitWbZrF3u8YLxDWAh+29k5rsPzeOS9AndyDw4OBgYhQpwnz+IZ9RwSiYNDmDAFiigUEkmUCHPFbE435o7/utXz8kiphNKaqBA0myYbHGc4R6MJBreFCbzovt/e/rL7+0ChwOf6+3G1Zlk8zkcbG3nRcfhCfz8VpegwTX7U0UFCSmxts05vxNUuc+RMUuLgVv9Ka979SImn+nwiBtx4dnS4F2wsfrfL5bNPlyn7MC0p2VvyybuCVAhuuiQ+/Pnalvd5bsDnzEaDTz1d4fkBHyngsnaDqUmD0yIGy28TZHvh0gsF73yrRMqa+NQIrr11dXWHfe09LpHORz7yEe666y4effTRgwoOwLRp02hqamLz5s1jik44HD7pCg0sKfje4hhL7y1guhpXafaWYGJMMGBrLmkzmZqQ/N3TFZ7o8ch78OxAmQ/OsbhqgsGj3T5TEoK/WxDhrCaDpsjRWTu/v1hkealEiCCJ/7XWVhaOqMBKGwYfbGykTkqkEDxYLDLTslhWLT7YxwTLYl31ghyTksRYjgMjEEJwVSzGz3M5NIHN/5Hc3++RexFKIACFoo4kE2hju0jTrweIEqVMuToiOdjGxWOH3sXpjC06BaX4eHc3mx2HUrVXydeanOsGQ+hgOPoTBMUY80Z83vo8j9vzecJC8OZUatS5uDKR4JxoFFfr4Wq/+4pFKkoRFYJBpej3PBKhEKvVOjbqzSg0A/4g15hXHvRcSCH41qIYD3W5tEQli1oOflPymk6LhrCgq6iQAm54pkLSCiopB+z9nVhTk4G4KK3ZWwom1pY8zV07PSzpEdtq0rHBQhpw13LBJYsEUyfVRKfGkXNMRUdrzUc/+lHuuOMOli9fztSpU1/2Obt372ZgYID2Q7izPJloi0nObzZ4ZK+HlIKFaclH5sboLitmVDu5w0ZQKKB0kLu5c4fHz5bEGHJsyr4mbomjIzhaU1x/HzfrNLlwENW0GMaorvuNjsMne3oYUopJpsm329q49iVis4/PNzcTq1Z8/U1DA9bLiA7Ax9NpYlKyxXW5Lpmk6TCjHAAbG4EgRBiFooUWDGFwqVhMhgxxHedx9Ud20wXo6gA1QRNN3JTN8mipxPnRKO+vNmYCbHIctrkuSSnJKkVMSsxqn5JLIDTtpslV8TgVpTgjEmHpiPPybwMDrCiVKGvNL3M5ftzRQfuIY3vpGIhLYjHuLhQY9H0ujEaHLYZKuhTkrrSi4cHf4//xF+Q7T+cHCz9AMhbmXTNDByyv1oXEYVUyXtgS7FfZ0/x+j8dTfT4XtRosaj3wvZBC8KHTwnxtTYWcGxQQSAXC1CgB2oUBQ3PHXof/M+nYjdyo8ernmIrOhz/8YW6++WbuvPNOkskk3d3dANTV1RGNRikUCtx444286U1voq2tjS1btvDpT3+aGTNmsGzZsmO5a0cNrTVDSrEnp9lV1JhScPVEi0/MD3IydSFjeLu/mRNiTcbnqWpvBmhueLrM2mwwk+Ufninz4GsSh1RanHM0OwqK6Sl5YO5nYAsv7FpF76RrqPNKFK0YSxMJJo+oQltTqZDxfeqkpMvz2OG6LBjH3TguJV9oObxZ9iEh+PAYLtSHw3Qxlb300EsfHj4vsJasn+VK81KaaQIBl3Mxa/SLFHQRm8DlOe+08fNcDlcptrku88NhFlVLxKdYFq2myR7XJSUlZnUI3duSSZKGgaMUF8XjaK35RibDvcUiU0Oh4Whnt+tSqjpE7/U8bs/lDnqcky2LH7W30+/7dJrm8Hublmm2qh007Blk3l1PoF2J2radXdlp3Nd5BbavR+UAXwlRU/CdRVFKHsRMxi3hfvuMEClL8IEVpeHZULk2nz2uSzQvcSZ6vOicbF4VNU41jqnofPe73wVgyZIlo/79Jz/5Ce95z3swDIPVq1dz0003kc1m6ejoYOnSpXz+858/6ZbQxsLVmi/09/NkucyWdVEy/SFMASt6PCIjvptdJcXHniizs6C4ttNge17RU9bsLUN3SeEBcTOYsXIo9JYV736kxK6iYnadwU8uiR3gQj3JzpLyKwyaMWLKo6AUZaWGzTjPiERoMgyySjHVsoaHuJ1MJEScq+QSfqFuAYJG0F76cLXLH9VK+vQA08UUFsh5dOluVqg/4uHRqx2UnjFcDDDytDYYBh+qr+e5SoVr4nG86jC62aHQqIvxDb29PFEqVfuqFD+sFk9MtqzhIol9+aqXIy4l8ZdEh52igw1swhJDCCGQGnwEjg7cK3680eHPp4eGS5jH5bG7YM0fYc5ZsOS6oHJlDIQQFDzFM/2K+Q1yVE/OSKamJP6IE3Zao6SpXfNUv4MlYHFr8DkZtBW/3u4yUFFcPsHi7KaauUmNQ+OYL68djGg0yn333Xcsd+GY8qJts6JUouJDxfRRaBwl2FVU9JYVbbFAeW7b5rJ6MIhufrbJAxHY5hQ9sERwR2kruHJC6JCinCd6fbbkFSlLsC7rs2rA55L2EW9lejod0y/iSz1P8sPULFY0zOSeQoHJlsVfVk0/p4VCfKe9nW2Ow/xw+GXzNCeKtXoDaoRsNNHIDr2bXXoPAsF6vYlOJlCijI+PiUl7KM8bUxYry4LzIxEuGNH0+Z1Mhu9nMiiCJcZvj7OMu8N1KVQ/vztcl5XlMk3VYgODoNpPwRGPIKgTKZYYi+nrHIA3JpFPrmBrcg6/qbsICQzamtu2OXxo7kGina1r4ZffgkoxEJ72yYH4jMHuouKdy4t0lzWTE5L/XhIbU3hmpSQpCzJOIKqzUoJ1GYXjg5Dw/KDPxiGfty8vsS0f5IBu3eZy25WJo1LeX+PVT+325BWQNgyiUpLzfeKtNuWBENoxiBmwq6hpC1Z0aAgJpAiEJWkFFyxfQUgGglMfCnIRRe/QQp2ZKUnKEgw5muaIYGrqJV92IVCnXcuK9iwPZTJ4gNCaO/IZ3lgnaBCBoWSHaR52Rdnxppc+Qlj4KCwslhgX0aW7EQh8FEb1v07RwTZ2kCFLUiQ4v87jI/WTDlhKujOfD84HgU2P0npMoVdVwREEpeSf6u0lIgT1Ug5XuFlCsNfzDn4A5SLs2hwYiCZGG3mmRSNp0QiXz4TL38EsW1H/2zzdZSj58Fi3x4fGL8KDcgl8D0KR4M9yYdxN79/tsjmnqAsJtuV9Vg/6XNZxoEjsLioSIYGngim4j3b7+61w/ODxh7s8espBv48PZF1NV0nVRKfGIXFyX3FOciZYFv/c1MRjpRJrCoKHkYiwYHGLQV9F8fEnSsytN7ikTXJO2sCQmg/PjVDyYEvO57wmk++ut3mk2yMsxSHboMxtMPjBxVGeG/C5sMWkM37gl31lpcIt1eoxAIkirys84K9msTyfDnlqOEBMEhMZ1BlMNHPELEIixCQmkhcFBsgwRXQOlxtfIS/hfrWcQbL8Ua3EEQ6zjdGzXqZaFl1eML21yTDGFBxPa3qr/mwasAGhFENaMyUSYU4oRJfn0WaaXFzNFR2AUrB7M/zk36B7JzS2wif/ExrHz401hCXzGgwGbZ+wAVvyGq31+Caps8+AC5fCqsdh7rkw/4IxNyt5mp9tdij7UCppJicEc+oPzM30lRV/+ViJISdY6pUShpz9y5OmhLdODdEcldSFBBVPIwRc0GwethltjT9daqLzCjknGuWcaBTSkD9Ns6eoiJrwlgdL9FcUd2x3+Qc/iGgiEt49U3N5h8WS6nLY1y+I8nS/T2NYcNoYF4LxODNtcmb6wLfv8R6Pr6+tsE3ZVCYoIhGBozUxw+OC1CAOLt26Z9jm/2RnpphG2mhE4dNE4FIhhRyzD0cJRYEioCljs1I/T0IlmCD3L6F9taWFrw0OUlCKjzQ0jP1Ltcav9i6ZBFVtxWrk85RtM8k0+ffmZuZFIgdUq1HKQ9cOuOe/Yc2TkM9CujUQnlu+BQsXw/lXgjzwvdZac1ba4IXBYEHx3CbjAMHRWrM1r4ibgraYBe/6NLxTj5vLAegtawZtTVtEkPM0100JjTkOfWte0VfRNIUlXSVFcYTgpEz4P6eHePPUYBjgdxfFWD/kM6/e4LxmY3jOznFny1p46gFomwSXviFQyhonNTXROYokreAOctOQj+1rXLXf3gagrODOHS6Xj+gkDxmCxWOUsB4JSmv+/pkSO0MVPMvH7A9jTqhwXSLBacmN3F+wuKV3Bm9LNnDWwXsRD4uMrRi0NVOT8qjPWilTxsMlTePLjkWwhMVk0ck6vQHQOLg8pp7kNeLK4WgoYRj808uMyv6PTIaBag+PBFKAJwQlrUlKSb9SlDiwPJrBHvjaJ6F3TyA+yXrQGoYGgz+fegCe/0Pw2BVvPuD3fuKPZf57s4sAXj/J5N/P25+LqniKe3a7/NeLDs9nFDFT8N3FUZZOsA4qOAAT4zC/QfJEr09DSPDGSWN/3uY1GMypM1g/5I8afyCBXy+Nj7rJuajN5KIjNCg9HHxfs2uPZuMWTbEEly6SNDZU964wBN/7J8j0ghWGSBR9wTJ6+yAeh0S81k90MlITnVdIX1lx9y6PpojgNZ1BSeyMlOSaTpMfrndHbWsIuPgoCcx4VFI24aYSIakRKujP+UBDA3fnT2N1YQgD+JmruSrqHVHvzEt5fsDnL5YX6S5pQhJuPCvEX5124FybIyGjsyz3H8fGpkmkuUxe9LKjqs+RZ5D38+xkNwpFhQrPqFVcblx8yL/3oWIRCPI5hhCcF43youNgKYWvNS2mOaphdJi1T0PPLghHIT8IQ/1gmMFPqQCeA54Pe3eM+Xtv2+aidBBdPNnnDzs6Dzmaq+8tsmFof0mF7Wu+96IdiM44KK3ZPKT48uoyD3X52CpwP//Yk2VuvzJOQ3h0VJCwBDddGmNd1uemjTa3bPOCYomY4IzDGB54tFBK880fKB57UlMuB9p674M+/+/LBiFLQDEXFFGEIsG5zfTzs18qlj+uiUbgEx80mDktOIdaa55drekfhPPPEtTX1QTpRFETnVeA0pqPPFHmuQEfS0LGjvDOmUHp7eSExJIgVGCnEhLw+skG1085dqdcCsHFkwX3VDRaQyiseUddPa2myZ2FIpWq63VEaw6tZOHluWOHw96SHh7Z8MXnHa6ZFP7/7J13nBX19f7fn5lb997tHZallwUEpGPDgmDXGGs0Mf6iJhoTE03RxJiYRGM0GsvXaDSWGGussWLBBgioCEjvHbaXu7ffmfn8/jh3d1nYBRZXwYTn9doX7O69M3NnZ+b5nHOe85wO60w7I+bEqaaGQvLJMHatjWxyttBIExrNVr2dBt1IgerYCLYFSikmmuOotxuJEMGFi6ROdukzDfN4qLUsUun/315cjA002TbLkkkGut0dCzB69oOMINRVSU0HRDFiJQGxHrcch9s9h1G4KsHFA9vLtPM8ii1pMUnPjLafz622WN/stNaYQP6OPTpIkbXAdjRXzRWD0Lq4biUzR8OqJod3tlmc3XdXmXzQrRhf6GJglkGBL05tXHP50M7HM3yZqK6FRUs0La5XWkNlDVTXaOYv0oSae3DcyPPosfhZdHE5Hxgn8drbGtOEaAxmz3MY2E/IcvbHmgcfc0im4IPZ8PtrTVzd5G14EF3DQdL5AojbsDbk4DVEbbQqJGaPVTGHR1alUErUPW5DFGqf1DqsCmmG5Hw5x6O1ptpMoFxSjxiTHn1cvYPhZ1Jrxvj9ux3K1hUMyDIw0rJvSJuH7jwHuwNEnCj/cV4nQRI3Lk5mKrlG+xNTTyMt9Ghjs9JZQ47KxqVcaK25vb6eGZEII7xebi4sxEzn8zOUn8nmYcyz56PRjDSG42ixyPGqPfcj3VBYyKvhMH6lOCUYxFQKE+m3eTMc5tZEgmMzMvhJXl77qZv9hkqN5W+/BitFK0UoJXUi08XzZVN5kGH4FycYmGW2c5h+5tgAN3wWw28qbh3fJpXuk2mQ6VHUx+XvGnDBEcUmt47rXE69OuTw3vYUMUtGO+z4eA26d09YIKKGG8d0IpL4ipCTDfl5UNcgHK4UlBTCvPma51/VxOIwI/NC/nDVmdRG/Tz8gCIaE3LKzoLSkrZPvXETJBLg80FlNTSHIfdLug8PYvc4SDpdQSIBt95KavkKnjnrp1QOGE5ZAOZUa7wmTCqUVVXcgqSjyfG0yaA1CoXC/BIXV5WW1TrLRiGeZ0opCk2TI/1+ZsZiZBoGl+V03932rf4etkY0D61MYijN1Yf49mruyno2EkeWsElSrNJrmcCYdq/x0z6FtZb1aEdzhDmRD6NR/pWeebPFshjg8XDpDsKAQlXAyeZUQOpCb9jv0EyEfpQzzhzdunK34w5WArzZbcecY5pcmN1e3gwwMxpldiyGC3g9HOb4QIARO09CPWQi9OwLG1dDMg4uNyTFbtxxe5hdOhGvKUQQTrWPNytyTZ49blcrosHZJn8c7eX3CxIYCm6f4GNq2e7Js8RvELOgOdWSJpQvjwFXDvXt0bvtQIDPq/jFj0xef8fh7fc1lgWnThPSiMUgkYSaBPz+bxkkk1BXD8EA2DacOk0xZXLbzTb2UMWHcyEckdc885LNWaeZFOQdjHa+ahyUenQFTz8N993HY815/LK+J7csijO70iHDkJt5ZUiW+OVBxfeHeMjzKqb0cPHdgR6G5Rj0z1TctTTBojp7DzvaN2y2LFzpVbkCytKNi4ZS/LqggPtKSni4tLTDmTj7CkMpfjnSx6pzslhxdjaXDdm7bWfq9g/XLHZ1qR1hDKOAfIw0YXvwUKmrcbRDY7rQ35JyqrV3PacqPQtoibOCamqJEWMFa2jSMoOp8vmlPNxvHQ/2q2T+79bt8ZiDhoELiGuNWykyO1JKebzww5vh1O9CVl67iMfl2ByXHSPHozit3M2xPfZuzedozcwqq7Umc8nMGN+fFaU61nlImeNV9MsyyHCB3xTCKfErMtyKwTlGu3RZ1NLUJxy2RJw9NnR/1SguFMNX2wa3C15+E46cqGhRqmtg63ZoCkkkFI/DmJHQtzfsOGpr8ADFzb82KS+DxiZ4bxb865m28xeOaOZ+6rBh04H1+f8bcTDS6QpiErv/a+K5RD1txXIbaRT0pGWjSikur/BxeUXbKviPC2L8c3WKhfUOq0MO06cFuj1PXuH1MtzrZU0ySaHLxfk7rNZNpRhwAFndKKVwazcaB4UioHYVH2SoDE5zncB6ZxOfOAtwsOmpSjGUwUmBAE81NbEylaLANPludjY1upZlzkq8eBllHIJPeWlyQqzTG1vTdA42TtqVeuFfq2isH41hppj7N8WoX4PZQV0+5ji8Fg5ja80pwSAbUilODQbp29n5LO4Fk0+DD/7TTlmmApmcfubxnJ61d9LBhoTDXxYnmL4lnSZzNBFLVorvbrMYkJXk5yM6T7FdPdzHjQviKKSJeF2zZlhOe4fqp9cluWVRnOqYJtsjkev1o/a9hpNyNC7Vub9bV/H6OzYzPpRUmtcDRRkwoJ/i99ca/Pomh+ZmcUpIWRDIgIH9hITufkBTVGDz25+bZGdrljkrqctuIMEIFD5QEInBitWa92bZLFgsKbcMP/z0BybDKw5GQF8WDpJOV3DuufDRR2wsLE//QC7MEXkmo/JNvj2g84d6xBLvMANF1GqbU9+dyDQM7ikpYXUySR+3m9xODDwPBOSobIIEiBHDj5881XnKr69RTpbKJKmTFKkCANyGwVM9e1Jj2+SYJm7gVftTQoRRgMdxM9yoYLrzDlFirdvKJZdsJVFVZmEKZdg4totgThNGJ3fD/zU08Go4TDytXnOAFckkn8TjzI/H6ed286uCgvYS6oJSOPECeO0xkUjnl8Alv4GsTnqDdkLK0Vw6M8r7lTZai1Fn76Bia1QUAbajeXlTiiUNNn0zDZJ+gB7XAAAgAElEQVQ2fKOPm3GFbR/ipF5ujipxYSj4+/I465qTrAnZvLTR4sIBHhytuWtJgm0RTUqDTsCLGyyuqNDk+7p2dTpac+vnCZ7fkGJItsHdk/y7qOO6irfes/nbwxrtiACwrAf86BIT01T076M47QTNK9M1yZTUcXqUQDAIy1ZKvaa6FtZu0BSN2MYSvRwbh76n21hPj8djmkyZDH+83SYcgWQKsjIl/bZitT5IOl8iDpJOV5Cbi/XoP3E/14xKCHEU+eA/xwf22Bx3yWAPa0MO9UnNNcO93d7P0oKgYXDoznWGAxBZKpNjzSOp1XUUqHyCqi3dlnJSvOHMoIFG8snlRGMK+UausHQqBXffCcuWoc49l6KpUrdxtINFm4uAhc02XUmMtoF/QQJMNY9plV2Pv+dQzF8tJtbsY+T1Azptd1meSJByHGJaYyOHsd2yeCYUItswqLYsXguHuWDHOpBScNKF8mWlpfOuvfdpq45pVofEry8pwjdO7uVmUrGbB1YkWNVksy3qsL7ZwXIg4FZ8WGnx+rRgO/PXYFp2/foWG0crwpbmxQ1JLhzgkdPpyFh1EJumIr8i0931a3N1yOGptUlsDR/X2LyyyeI7A/ctso4nNNsr4a33RYWpEVI5cqJBvz5tx3bmKQY+r8NLr2vCEdiwGTZskqinuhZ69RQiiqXHn5sYFFfU8a0/RMlTOdxxn01DI61Gu4kEFOTBsCGKULNm9TpNeU9FYcFBAupOHCSdLiKsHYYNjbG82cao9XHryOBedWP3zzL593GBr+AIvz7IVlmtUceOWKZXUkc9oKmhjuV6FcOpkF8++yzccQckk/DRR/D++1BcjKEMxhgjWeQsxae8VBiDWOdsaE2lGRiMMw7Fr9oI2V1WxMTHdj+y4d+hEKuTSZp2qHVowKWk1mBpjdsw8O1uEdEFsmlBaYZibIGbDytTpBw4tdzNFUN9ZHsUR5e6uGRmlPe3W+h05OUzIGpBxNK7OI4DTCg0WdZoE7PgoyqbZ9cnObuvh8mlLrZGRFIecMFfJ/rx7IPaJcut8JqKuriIanK9XdtGREdZ6CwmHNW8c9coqra5cBzw+yQKKe8J046Vba7doGlo1AzsB2NHwePPQjwhxOQyITtTRAaRKNx8p8Pl3yujrF8ltbqevqo3eSoHpRS1dWIM4aQbuHNz4dfXGOTnwu9vs9lWCdnZcP3VJj1KDhJPd+Eg6XQRDzU2UhuMkZ0B/cvglF5fbGbM1xktppjdHbW5lBvSK1wFuNQOl2koJFVlr1eWpulGToByo4xyo20y7TZdiRs3Dg555GBi8qr1Jj78HGaOI2OnOpKlLeIkyNB+trCNsI5yX4OHkNO+YF9gGIz3+znU52NhIkEfl4tTOhmAt6+QSaF+PqvzkO1WrGiymVNtMa2nC6UUPzvES9zWNKc0MQsakprvDHB3bG8Tsjm9t4uHVwm5xB24eWGcs/t6uLzCw4pGm9q45odDvV2yYtoRpRkGt43389rmFIOzDU4q69qj5XNnKRv1ZratLmTdZptcv4twBCYfpujXR3H04SIk+HiBw/2POCKNdsDtBssC0xRZtWkKARmGXCY1tfDBTIMrBk7aZZ8nTjFYtdbBtsXBQAGF+Yr1m2B7Ffj9opR78TWHS79tYLpg9jxNQyMcMUGRf1D5tk84SDpdRMiRrnCvASm1Fw0p/6VYVGdzzccxwinN7w71ckKv7hMpVDCQalVNla6hRBUziP6tv1t+5plsqa5m3KuvknP22dC3L41OIx/rBRgYTFRjCRoSUWapTBp0Ey5M8sljjvMJUaIAfORoppiTW7cb0s18YH9EjBhZZNJIE8ujWdTbfbB2EHm6gWsLCjjE66WHy8W3vsSmSb9LMbHQ5Iy3I8ytEXXeyb1cPHJUBkNyTB48IgOvSWuarKMI5ZVNKX47P07KcWjphWwZxQ0wIMvklakBrE7e3xVMLnUxuXTfHik2NhrILIngzbAIh71kBuG0Ew2KC+GeBx0WLnaIJ4RkvB4RAuTlyIfxe+Rf25YMrEYynG63EMmOiMY0TSFAa3xeiYq0hhOPUzQ0at6fJfd1TZ3s68M5Gp/XpmepwRPPOVg2zJsPf/yVibG/POe+xjhIOl3Et7KyWJ9KEXEcLu/MMPJ/AH9ZHGdRnY2j4Sdz4ywvc3ebYskwDI5hV9uaj2MxbojHiV50EUMuvZT/KynBoxRv2e+njT4hoiOcbpwEwDjjUHJ0NgpFX3qz1tnQ2tFfq+vbbXuz3kozzZi4qKEOhSLluPAoGx8mSa0Z5vFwcjDI401N1Ng2E/1+fltQ0L5BtJtRE9csaXRaHQU+qLSoiTv8Y0WSf61NkelW3DnRx2HFHafwXtuUIpTSeA1FjleT51NoDbfs0HxqKIWnmzQnWms+r7eJ25pn11u4FPx4uHePzajDjQpidpzcohQ/uSpF9UqDwQMVvcsUH33iMH+RJhyWxmOlRLHmdknqrawUzjldsWQlvDlDY6cLb2U94NgjDQ4bD+/PdsjPVeRka/5yr0NTM3jcEI1Lw2hWEMrLFD+93iEaFbJymWAaIi6Y/i6MGi7vc5kSCSWSkv47iK7hIOl0EYO9Xv5ZWiozVfaDNciBgrq4xk53uodSMqq7PPjlno/PEwnCjkOmYbAhlaLasihzu0nsIBaIEm/9v0d5GKaGtH7fy+nJBjahUBRTSMJxUErhUYogAUxMbCwy8KOAIRkhtsdLqEm5ODEQ4PLcXJ4KhViZTGJpzfRwmPOzsqjopO8p6TjMjsUIKMVYv3+frpciv2JApsFndTZKiZNAfULz6Ook9Umoimm+9V6U60b6+M5AD/6drF1G5Rt8WCnNqMeWuLlrkqQUu+vatRzN0gabLI+iT9DgtLfCzK2RSprfBJ+piNmauybt3t0gR2VzvOto+aYPNPROUEeCpA7g8ygSyTanC8OAoyYJMcybDzk5MGKYwdAhMOMDW2ZVeYRETjpe8fvbbFatleho2BBFVY1kZ6uqhbSUkobR92eL5Y5GxAh5uZKeQ0vEs3SFRFKWBX1ywN+Jwm9b1CFqafpnGvvFPuhAx0HS2QeodBH5fxnn93ezoM4m5UCet+uF433BWJ+Pl0yTsOMwwuulOG3lM0D1Z6VeDcBQNbjT9x9hTqBEF+HgsC1WxDn1WzGV4pf5+Yz3leEYmhDNlKsyfHiJmwm+XZzVboFhaU0i7V2ntWZtMtkh6dRYFhdu3cpW28YFXJyVxVUFBe1eE9FRXJh4VecNtYZSvHh8BncvTZJ0NBcP9JLhkp876eMIpeC2xXHqE5rrRrVfel862Et50CRiaU4sc3cL2TSnNH9YEGdpg01lzGFTWOM24PuDPa2E42hx5vCZcnxdwRYd4UF7FREs+qog5TUD2h23UkIgCxZLHWf9BnjnA82g/uBySQSChqMmKZqbNZu3yuvDEViyXBONicigpZ/Y7ZKIpqyH1HEiEfD64JILDZ56wWF7NbhN2W9mUN7Xu6zDQ+fZ5UluWppAG5qLB3n4yfCDodDOOEg6B7FPGJZrEnRL/5GjxYPuyx7kNcrn496SElYlEjzW1MSJmzbxjcxMfpg3lmHOEEwMAjsYh2qtWapXUK8bGaYGk2/kMUTJULdbm7ZR70gH/hNNTUzw++lNGc2E8ePHo9z4kQfGjo/pcT4fOYZBTGsylOq0F+r9SIStttQpUsBLkUg70lnmrGSpswITg4nGuN0O1Qu6DX61E5ncMt7HtZ+IIacBNCbg+Q1JrhruJWOHaMc0FCf12reR2p3hhQ0p/rMxRdLRNKW9VB0bnt2QIsPVZr2T44VB2QZXDeuaA8YK3UQTSXyYbNQR8vwJoO3zawdWrJGHv22LeCDU7HDn34VYXKakvbZsg38+LaKDVEqimkRSIhWQYzQMIa5jjlCcdZpBYYEmGtUcOUmRl2NQWqJ4/W2HrEzoWap47mUHvx9Onbbr333ufJub3k+yPdchw614Zl2Kq4Z5D0Y7O+Eg6RzEPqEhqXEZikIfJB2oSzjATjdiJASpJOQUdLiNfUFvt5s76ur4LG09/GBjI1MDAQZ6d1WPLXQWs1AvQaPZqDdzDqfjNeQBWORysSaZRAFFpomjHWY586i0t+MPW0yOjCCr15Bdtlnh9fLTvDw+jEYZ7fMxyd/xGIedyahwh++11qxwVmNhkyTFWr2+y0P1zujtYWpPNzcvjHP/8iQoqEtoXt6Y4rz+ey/qsB3Nj+bEeHdbir6ZJndN8jMoe/eLhxYhgoGs/p30DLlBWSY/Ge7h7mVJegUUfx7nw2N2vUG0lwrgw0UcixL8TDvUxzvZokoDIYmt2wEtabG+5TBzrhT+lZLpER4vvDfLoboWwmFaVw4tz3+XS8grGITxo+Fb3zQwDMXxk9sTRN9yxQ+/13Y+jj5cSU1pJyKZOdfh7gc0hbaH0CFJonk2w3J3HcJ3EAdJ5yD2EYcXuziuh4u51TZHFJu7DqJb9gk8dJOQzsnfgWnndct+Ha1ZEG+r29hAqhO/sGpq0WmrVQuLRkIUIwPcfp6Xx7NuNwZwXlYWIZrZ7mxHVVXT7IItj97M0NN/BiNGtNumUoozs7I4M2vX/qIdcVwgwPEZGcxKm6z+ZocoRylFtsqiStdgoDr0ndsbZLgUlw3x8vLGFFFbFgFdzfvesSTB0+tSaKAqbnPF7CjvnLR7m55v9nWzqslmRZPD6HyDFU0OxX7FtSN95HkNjir9YpHVYJXNZeYgKnWMCpVNboaLb57i8PSLDpGY+KvF46I40xrWbZQIxu2SWoxSkiJreY2jwedpU7OlUmKZc+gIxZETQaFYvgqGDt7NaPA0OlOrPfeySK/dCUX/5R7yxzjcPqH7PA7/m3CQdP5XkYzLYLHs/D1OnuwIPlNxzyQ/cVvy9u1u1mQCHrgRKjfLXf7mUzD13H3az85IaY1XKQykS7+Py9VpIX+A6st2XYVGEyBAAW09VYUuF1fsoD5MaD++uCbigr7PzaPsyfegsRBuv73dNqsti380NrIllSLsOJS73fwsP3+XKaJKKe4oLqbStsk0DII7mYMeZoxnnd6AGzf9VZ99Ph/lQYPrD/Xx7/UpDsk1OKN31x74myNtg+EA6hN7NrzMcCn+MLZ7BvV1hn4qk37paa9aaxJJjc8nDgPLVrWlyBwt6bXcbAg1iwggmZTLLpmEEUOl16YpJEKEw8ZJ709hgaJHicGjT9m886GDacBZp8nP43GYOEbh64IVUG6OorJaYxiKigGKX3zHTWYHTboHAUofaLayXUQoFCI7O5umpiay9rD6PIg0tq6Dv10PzY1w2Alw7o+6hRBasegjuOOnkIgDGgYcAn98ots2//eGBl5obsYH/K6oaLe2P/VOPfU00pteuI3dP5CbIpU0XHMpZf96GzOeQpWXw6xZ0LNn62turKnhrXCYpnQR3wAO8Xi4tbiYUpeLWbEYltYcmZGB5wBKraRsh8qYpmeg/UjxtSGb498I05iU3rN/HOHj5N4Hxgp9i46wSofwbM3kH3/2kbIkcsnJhto6iW5ysqC0BFatERHAeWco/v2ypr5ByKhXT7jpVwZ/uddhxWpJ0bld4kL9yx8bXPdHh3BYajt5uUJcjgPjRil+enn7hYTWmoefdJj9sWbIALj8YpPMtGKzulYzfYaDx6M4Zar6QqOyE9pmtq4mhcNhqohM1b01ue7Cvj57D0Y6/4uY+zZUbxFL5elPwsqFYsU/6giIhiAjS+7CFZ/BxzOgoASmfUvu4r1BZg5k5oKulyXnNy/v+jHWbof6ahmMtpONzGU5OZwSDBIwjF0ijJ2RZ+SRRweuEYvnymfPK4Zzr4RgNtmBErIrpoB7JuTky9OnpqYd6UTS/mstKzUHWJJMcnllJT1Nk4/jcUylOCszkx/n5bEplaLM7SbQ0RiErwgrGm1OeStMUxIGZxu8dUKADLccT/8sk9VnZ1IZdSjJMFoH4e1v1OkED9irCJHEUBk4xmAc28Aw4bRpiiXLYfM2TXmZjCmwbUmnvfCaZvQI+OhjSaGFI9AcVlTX0DrgTadrQg/+y6GhUYwt/D7p20ml5N+Va3ddi7/ypsOLr8oU1rp6ScedMlXIpahA8Z1zu0dI86qzhVm6CoBNKsKl5qBu2e6BgoOk87+IglJweaTQbyVh40r46zW0NiT07As/vhX+9huo2SrvWTIPfna3kNGe0G8ofPtnsHw+DDkUDj2ia8e3ahHc9XNJAY44TObT7LBfpRQ93Z2v/urqNdsqYUC/Tnopkgl47DZoqIZEDJZ/Ct+9FoZPgG99C958E1atghNPhEMOaffWi7OzqUylWJFMEkv7nmUrRa1lsTmVwgKU1rwXjbIokWBNMkmBafJojx4U7WFa63+am3mwsRFba76fm8sZmXs3AmFPuGdpggaZI8eKJoc3tlh8c4dR1aZh0DN4YJDNah3ifacSR2vCpPDjIlYSY/LZMbbOCzKwHwzoq3j6RYdEUpo0W6CB2npYshwKCqCyUqKfZ160qaoVwoG0nDsBq9O9O26XGH2edari4SelufTIiXLdOI7GsjXPv6J5Y4ZuNQe1LHCZX06SqIZ4ay2ySsf2/IavGQ6Szn5EUtt8pusxgENVPm71Fd34R54s/856DdYthVgk3bSQvom2roOP3oBwY/pO1bBykURHxb3gvRdhzecw8giYMKXjfUyY0vnv9oQn74S6Smk7XzRbyCF/79Rdm7dqbr7TprlZUii/vtrEt3MPkXZE45tMiNChegs8+mf44+NQWAivvAJNTeIAuVOKrMLr5bGePXG0ZkUiwc11daxLpUg6bbURjRDR0vQU102Wxb0NDfy2oKDTPpnP4nFuqauj2XEwgL81NHBcINDxoLguojxotKrM3Ab03ovJrvsDKe3whL2OBhIylhsXSRxK8HPWEX6yj5RIYtVacZ82DdFNDOwH6zcJEWQGJUDt3xvqamVGznuz5U/e4kCulMiqI1FRsfl9cNxkxRETTfr2ltk9Pq/miedsZs4RomlqFrNwpSTg710Gxx715ZzHI1QRW3QEG82xRumXso/9iYOksx/xorOJeboGgC0qyplm769mx4YpQ8ZGHwVP3QXz3oF4VKIekId93wqoGAOffQgoyMqBQJZEPM/dJ1HIknkSFZWlvdG0lsjB6/9iNaKG6rQW15Fjyc7f67cuXi6GjMEAbNwMW7ZKxANAUx289i859hMvgJcegsYa8PjBTkG4CdweGd6SlyfEpDpOmRhKMdTn456SEq7Yvp3VySQOaQdqIJo2CU1TNu9HG0jW1XNdbn+yzF1vuy2pFAndMmhOxOfddXNefYiXmrjD5/UO5/R1M7bgwLztHTQWDgYKjWacKmCsUUABPnw7/B0G9IWTj1fM+VQzdLDiu+cbNDdr7nlQs3mb5rijFNGo2GW0eLW2ZGhzsoScDBNsC046XjF+tKK6VvPoUzajDlG4XYpb7nKorJYA2zSEsIMB8HnhO+caHHuUwh1thM/mQ2k5lHdfCmy4kcuvVCY2+oCt53wRHJhX3/8I1ugQcWwUig26+UvZh9a7ef5n5sBlv4UpZ8Pz98PmtVKDmTQNxh0nXy88AO/8G+IxGUjWd6jcrR6f3L3R9HFHw3D3L2DzGhg0Cr7/O/DtxvqkuRH+/X/Q3Ig+/RLsPoNxtRzo+ONgxvOyPD3pwi6NBujfRxFM5/J7lEiRuRXP/x3mTBcWGDxKIpvHbpNIxxeA338P8oth2ASY8RykEnDEyZIq7IAoQPpxCkyTpUCL/WtAKcJac4zfz9xEAocEU/JWke2O80aqjnPNw3bZTpVltbp2ZyjFjYWF+LupvuI2FH+ZsHsbmt0hoRMscpYSI06FMah1kF53IqSTPONswMbBi0EvFWCyUUJuB24NhqE45wyTc85o+1leruKGn0tqzOVSPPKkjW1r3G4I+MVF+oKzFYePU7zwqubdWZr+fRRnnmKwbgM89LhDLA6z5mnGHapoCglh2TaYPijvIQR0zBGKqccoVDIOd14DW9aBPwg/vAkGjey285Gh/nsfzf+9n+wAh6M1cWySOCggU3XvKGk7CW//Ata+BX2PgWl3aEwPHTNQv6Hw87s72ZIWknF74aPpkF0gkUw8CkeeIj+/9UpY9bkQiZFOiS2aDaV9RISQ0UFt4qGbYN5baA01KxdyyXUPc0lmkNMCARgyFma+JvsNNXTpcw8eoPjVT002bdUcUqEIZOzwecNNbfmVcJM0rV70C7jtKlj6sZBbc6N8Fispr5v1GkycCkNGd7rPK3Jz+TgeJ56u8SS0ZqDXyx+Ki9mSSvFo9CPyPVEsbZIyq7G01X5cAzKJNKgUplLkmybj/X4+qrJ4cm2S8oDBlcPaOw2Ekpo1IZsBWWaH83O6E8v1atbo9YCm0W7iVHMaRjengmfrapboBpLpRdhEVdQh4ewOSilcLohENbPmaTL84kIw+XDFBWcZrdfCOWfAWadpLAs8HsX7s21q66W+E0+IKMBxdOuCzW3CSVMUi5dLjee9WQ71G8IcsS1FiT8g4pu1S7qVdP6bcZB09hNstITPuLDQBLv5T7FpFix7DpTpEJqxgPgv7yPgboAzLoHDT2z/4lADPHwzbF0rUc+089t+V9hDRAeJmNQ/nrlHchNeHxx6pKTaVi4UUQJaloeOA28+DVWb5cF+1W1Q1LP9PjeuBEejFWSH6ilfu5iKV/+Bg4ORUyQpMH8AFnwI518lLeZ7iX59VLsJk604+TsijEgl4RuXyc8+/wgqN4GhJLJRtKUZtZbP2hFp7oAKn48/FRXx94YGfIbBacFgaz1msMfNRJ1Lraonw9D0UPmYOzs3AEdlZLA4kcDWmqMyMni8vomb5mjiSTEkzfUpLh0s56A27vCdD6JsDDv0CSr+PM5PdVwzKt8k7wuOiO4ItrZomW4kIwi6v4DuxsDCIZlOSD7irCJfD6eP2XUxhc8rIw82b5M/azIJTz5ns2a9ENC4Qw3+ep9NdS1MHKv4ZKHGUEI4/XrDKdMU6zfCjJlyCcQS8MRzQlKfLADD0CiVw1z7ev6kf4Q7MxcGH9rt5+S/FQdJZz/BrQwOV0XM1FVkYTLO6N6UhScT3J4Ux5T9lgGF7+GtikMwE174uxT4d0xZzX5dHAQMQ2oeY46RCAVgzNHSb/PWM1CzDRJRSa253SJAUIYsBw2X3KGmKTnureskIqreKg/2KWe3P8DRk6F6C9pxWN5rMKfMm05RQzUqlYSt69NdfgmRcbu7KQrsPwyu/4d8zpZtFvWS1JkypKJc3As2rQbHwTZcPHfy79nS1IvT01FFZzg2EODYgMzxsbTFdl1JyvGxUq8m4dpGNiaD1UAqjEEddr2fnpnJII+HuNYsj8f5W20T9akgSitcmIRTbQ/6j2tsVjfahC3YHtVMnR4h6Bb581NHB8jZS/PVdSGbFzemGJpjcuJu/NkGGwNocJqI6RiHGENbx33vFVauhHXr4PDDYTe9HIerIj6jjlWE0EAMh7/opVyjh9FXdY14TFNx9RUmz/7HYc6nmvdm6dbJostWaZavcli/SS7VN9/VpCwRFAQ8cMJxivdnaT5fJq93py+NppBsWyOS6mBAUe/rS/zCP+LuUwrFvXAczaYtkJUp6b6D6BgHSWc/YkqsjJy3ishwmfQ7ydWtf40eY+GEq1fQc9YnuMz0GMVYVMhhzltwxElyV731NLz/kqTLXC6pw7REFUs/gUf+BKF6iTzQkk4zDBh3rKQT5r4tD+2+FdCjt6TVqrfI8tK2JN/do++uB3j+j6FfBVY0zMKKiQx5/Z8ElEIlE7IfldYaHXZC9zWufvAy/OchyAjCpTdA78EQC0uqzU4BSogVwB/g2aN/zh+sUSRXJJm+xeKVqQF8exh0prVmljOX7boKAwMbGxcuLCy00nh2Uxiu8HrRWnNfQwMhwyK7LEZ4u58xuQbn9Wsj3kIfRG2ZAAoQsyHbrdjY7LC00d7VkqgD1CccTn0rQmVMYyr47WgvPxzacZNtUAXbDbzbW1hz55D87rcxm5oxR4/B9cKLMlOgA/iVix+Yg7nRXkgjYkudxGGmU0XffYh2SosVpcUKrbXMzUkrj20btldpUkloStvkeD1ga5gwBg4fr/jJ9Q5NIfldMgWZATnXti2XvmFAKAzjRxtkThgPyN/9H487zJ6n8XrhqstMhg3p/FqJJSqpD32MaWRQkHM4puEnvB38+eA6MHpzvzQcJJ39iDd+pFjxolxhTT+Bo3/XfdtWqQQDh62B5QYkDEhlSGE+EYNH/wQf/geC2fD5HIg0y++SBmTmSQrq43ekrlK7HeKRtHRaSbrtnB+Kqu2WK6B6m9yFkRDkFkl0kozLknDM0TD1HBg6dtcDdLmhYgzeUCPf7dETvvVjyCuA6U+JVBskovIHRKzgD+49+cx8VRo/tZZUYmkf2LIG3nlWorZQvci+v3utvNZOe++nEqKLDWRCj75sGXUCiZUp/KbMDwolNT6/HEM8WUNTeBGmESAvayxG2u0gSYoauwZfLEk0w8Sl3Fhp4sklG4CaVIqFiQSDvF5679RvtDGVYk1S0nve4gSn9jW5vaStuXVpg80PZsdIpW35W2TAMVszMNtkSPbepdc2hTXVcS1TRzU8uDLJ0aVuhuV2n1P4BytnseXHZxIIhTnmkTfI37gRBnWu8spSHn5gDOYuZzkJbLwYZLPvUW7FYEXgXSEcj1uMQP0+GDFMlI1KtQXngQCMG23w6UKNyxS3gxZ59OABsHCpZI11upXN44H1GyEc0QQDimgM5s2XaLQpBPM+cxg2xMROQdMmyOoJrjSna63ZXvs6yVQdoECbfPqbY1j3FmSVwZlPyusBlicSbLEscTff2+bsAxz/86RTvxasBBQN/eLb2pCUjHRfz97dKGvfgmSzXMifPdS9pMNjt8EnM2Tjgw+VQvjr/4LmJlndL54rdZlUitb+HJS6XR4AACAASURBVIWs+u//rciLE3GRDbc6JWnoPRA+fReWzRdycWypeWgtNZ63n0k3hHigsRaGjuv4+JbPF3+2ZFyipot+CWddDhOmwpN/FbIbMxneeBIevUXScd/+Wfvm1Jbj2pGMmuqkzlS7XSKtjStliaqQKM/rk2NeNFuUeb0Hw5w35bWQJt8EHHYCp/bx8MZWm/qE5sw+LgrTjaZaO2yreYVkqg6VLqgX5EwCwJOwmHz/y/jXraN+QC+sy36N7XETIEAPVcLKRIKLtm0jojV5pslDpaUM2OF6MdND5bINAwUcG2xzz07amstnR1nfLOMMDGRQ2pSeLr7Zx824Qhf5vr0jnSE5BoU+RWVMzmF1THPpzCjPHBegV+CL14VS2uG108eQSiYwLYtUMMj5vffcEjDQyOY3jOQjXU2GcjFZdc19e0cMH6L4zTUmlTWaogLNMy9AY7OmqEBh27r18tEaJo2Fx/8trtRpA3NMk/RIA5j/edtrHUf6fFr+D0JmhQWwZl16gFxPxcrlmte+B9ZGKKlQnPU0ZKSz6I5O0rJk2LwmzvynNYYJiWZY9Ypi7A/g01iM62tqiGrNYI+He9OTcr/u+J8mnQ9+DzNvSj8v/x+ccv++b+vu+noebpQV+nlZWVxbUMD6ZJL/a2jA1por8vIYtBMZZZVBJN0DSdqeo9tEQcs/lbsmmZR00okXwMJZ0luD7A9HQ3YeNNa17dzrF+JxucByQTBL7GgcW2xzomHYsEK26/WDzy8puZGHywP8yFNFlqwMKN3NQ2bBh9DcINtYMFOip5ptEjFd81eJhN59Qb5cbmlWnTRVtrtmidSW5r4t6ZqLrhUFHkjhXykhGq0lcpFfyIceNEocD8JNklq86Fr4xqXw6mOSYgQhzNGTGZxt8srUAKGkptivWmsxWtvYThSljNb/t0At+5TC5Ruw3R7Klm3FXNkAI9sk0k+GQoS1kEa9bfNJLNaOdHq53VyZm8vr4TAVXi/Hp+tEAFsiDtUxB1NJOqjYDy8fH2TgHkYRAKR0ipV6DRYWA1V/kpaPJ4/285clST7YblHkVzQkNcsabD7YnsJnwvBck36ZJp49pBQ7goWDCgZJpkxwNLUXn9dpam1nFBt+vkH39Kz1KVf0KVcsXaFZudYmGhOfNH9GevQ1MGkcDK8w+OAjcYp2tIywzs2G8880iMY0bpfGSkeXffsI6Zw6zSArU85NLA7RaHpejw3NYYd774OsRSa4wFmgWf+uYtg5orIryj2aLVUfsnmLj2eeHY2vSJO/SWFmQna57GfnSbl/rq1lfjzOGJ+PX+Tn4z1ALIu6igOCdO69915uu+02KisrGTlyJPfccw/jx4//0vc7/4G2zMriJ74Y6TwXCpFeK/NSczPXFhTwt4YGZkejWMC2tTXc3tCTnhPkuQgw5RZ45RJZZE/4cTcSDkhqa9Zr4E8TQn2VrP4NlxCIYUCPPpJ6WjJPFF3+DGn27NUfZr0hr4lHhVTiUemSW7kwTUhJOXmJKDTUQOVG8Wr76e3Qsx/atlhSdAqNcx3GjlJiR+OknQBcbug1UNJnqST0GiBpvsfvkCistLfUXLLzhTgb0x4mt/5Yft+yRPX6hAhfewx+dIv8LDMHvvkD+PuNkGobgSDDU/LhzMukn8hKtQiy4Owr5Fiev1+OzecX6XRxGRku1U6qDGAYbvKzJ1LXNBfTyCA7uMP4g5x8lMeHKxaWCDBHGltTOsViZxm2qTAJYgMeZDDdzjgxGKTE5cJnGOyYfOsZMBiaa7KwzsZlKG4e69srwgFY5CxltV6L7WhumBfkk015eF1wxRAP9QmTzWGHYTkGNy+Ms6TRQWtxDz+2h4sHjsjY5RzsCX7l4jSjnOnurWTi5rz97B/WHNYkUxKRpFJw1ETFvPnSx3P80QY9ShSF+bB5q1z2HjeMO1RGJVTVQM8e0NAoqbbfXGNi7kTEW7bBtsp0b48F/35Jzl+mF4wYEITcfm2vzwoM4c23BjL3E004CmqEg5GpKD0KtmYr6ueDk/TiLzSJucXN/L1IBJTinWiUwzIyOG6HBcnXCfuddJ555hmuvvpq7r//fiZMmMCdd97JtGnTWLlyJUVFRV/qvrN6QfN2ee4Eir/YtgpNk/p0rJ2Xzr1GHIeI1qiEona+4qnrHEZfaDDlT/KevsfAJR9DKiLH0q0470eSkvJlQJ/BsGqhpI3yCiAShtO+CydfBD86AZIxySlYKYlios20hl6p9BhIreXBHGmW7UD7SEIZQjybV8O085jxgcO/HnFIpRxGHaL4xYnL4ZGbJWV37g+l6TKYLYQy5mi4/wZxIrAt6Xm45zq44SGYfDq88YRERKH69IdL3/B2msCC2e0/+2cfilZ2Z7jdcrwnXgBz34KBI2XfAMd9U87RlrWimOu76wC3HZGXNZac4EiUMltTbAD0Gya9P6sWiqNDbxmfPc+Zzzq9kf5BkyPschyrjLMzs1rHMiyIx5kbizHM6+WzWIyXw2EsrckxDPp7PPw0L49yj4eHjszgoyqb3pkGw7tQf4kQwUGzpiaPeZuzSTlSJH98bYrZpwTZFBGp8rTpETHFBBI2zK+xWFC3d+IErR20tjAMidwmGyUcroowUR0q9r5KjDpEMWakYvkqzbjhiv93gcHZp8OqNZp/Pu3gdsNF5xkkU7BtuyYjQxGNaR5/VqKfslK47rcGPUoVZgfXVq+eMhAuGpNAWwE9hkJ1yqaoUXHiFQY9diptZgXltnGZUldrHKtZnQEfPqqJxcDtdpOdX8iwUZpjj4abjRoijoNXKXxf4zTbfiedO+64g0svvZSLL74YgPvvv5/XXnuNhx9+mGuvvfZL3fd5L8H0q6SmM/UvX2xb43w+1qdSKOCibHkITgsEmBuLEVzjpuLeXGwNq16mlXQAMvKBvXd52T2qNssMm4GHyCp7yA69A/2GwSETYUXahHPqeVC1SYQFLYoxwxAiqdws+YVUUiIaxxECCofkNd4MeZ9jt21fKXD7pEO7Yiyr1vqJxWVluWqtxpn+FEbVFiGDlx4St4NDjxSl26zXJeXVmgoDtq2HF/8B086F+e9LpEa68qu0iBaGjBYHgVO/2/48bF0rAoSWepRjS3jZWCeWPxdfKz07OyKYDdfcKZ/Ll7FXogWjs1EJY4+RrzQqdRXr9SYsLJRhc3Tuds4wR+NON4huTqX4TU0NjbZNwDAwAFtr6h2HOsdhnWWxPpXi2bIycr0GJ5d3PSQebAykwW7Eb5h4lBJ9mIZeAYNMj8EwDyRsTa+Awaom8ZEzFeR6DXrvhRloIlnL1pqXsZ0oeVnjyM+eAIDrq/IT3AN8XsU1V5ikLI07HbXl5cBLr9tsr5JL/D9vONz4SxMjnbZ66HFbRANuqGuA6loZfxDowNwhw6/43S8M7rrfYVs1WGkn65O+pTjjJANPBw2855xhADbT3xVj0mRKIia/T0YsmCYktrj4vBqalmkuO7uReVk+RhUUdzqx9uuA/Uo6yWSS+fPnc91117X+zDAMpkyZwpw5czp8TyKRINFS6UNmOuwrgsVw1tP7/PZWOFozKx4n1zSJa82ytPpoWjDIB7EYNUvc5G1y43IU5Ud+8f11iA0rJW3UVCeNmDc8JIovkObPT2bAUafBBT+VFBTAS/+Qh3KLXU1xudRGUol07SctXc7MhlCjpN80MgW0qU72WdRDUmXrlsGaxZLq2rya0ZNu4tOF0gMxdpTCMHPbZhtnpYenrVwoEU5jrQgKTJdEOi3psxnPynFXjIY+FfDJu0Igbo+k8TrrAD/uLOk3ysiEM78PT/wVGqpkWbnis87PoWEIWe0rrJSMgqjZJlZC6YbYZh3BQGFi4uAwQPXFwOTdSISo1uQZBlHHIWAYxByHYV4vi3e4xgHqHYe41rg7IMNtUYd7liaI2pprR/gozdj1QV+iijjFnMaJxQ45oxyeWpeid9DgtvFt6T2vqXh9WoC/r0hSHXPoFTSY0sNN2V4ICxrDn6eFFSb1oY/JyRyFaRx42l/3TmlCv19hWWLyuXQF/OvfDhedJxHk5MMMFi6xCTVLCfOv9zn07gXXX2N26F7ep5fBX28y+MmvrdZ5P8tWwTlndLyAyQwqvn2OyYIlNjW1QjL5uVBTK5diygKURFD1W5sZ9bd7+KZ3E5z9Q/FO/Jpiv5JObW0ttm1TXNw+t1VcXMyKFSs6fM+f/vQnbrzxxq/i8DrFonicDakUk/x+ilwuDKUY5vXyUTSCVikSrm2sdcL0N/pyW1ERlVdbRMaZOBFF/6lf0kGtXAC1lUIYG1aIzczJ3xaSuOdaSX0pA87/CZx6kaz4Z78uKapkXIjogp/IKIFkAt59Hl58QGo54ZD07iRigBJhwXd+Dk/fLfvsNVBSYsmE7H/u20yccjY9f3kozWEY7FoBmwfC0WfIknLqOXLMi+dI7cQXkP3sGDnZtkRXdkr6hY77ptRw0GLQuXNKbUdMO1/SZm6P1IUWzRLCMl17PxNoX/DYbeLZZtuiFPzNP6CsPz1VKbnkECZCsSpkhDGMJ5qaeKSpCQc43O9nrM/HokSCIV4vp2dmMtzrZUE8zifxOG6l+EYw2Knj9OWzosyuttEaZm63mHtaZofFf5dy4VLw/Qr4fkXHPTm5XoNrR3Y+FK8zuMxAWlhhYRrZGF8T77BLLjT44+02W7dL9vWdDzTnnuHg8xkM6Ke47UaTN2Y4PPOibjWRXbxMZva4OqlzDa9QvDdLY5owbPDu9+/xKH50icmb7zrk58Fxk+G634towUlnuJuaoFQ30tO/TTwQl8w7SDpfJa677jquvvrq1u9DoRC9enV3QaRztMgYI45DL7fJLSUZlBm5XJeXw23eZWgVZYC/kQVOLeWqF27loqfXDfvo8r/XGJCe+9KiQpv9hnil+QOiCGtRdM1+TUgnEmrrdrPTv/vPw0I6Hi8Ul4mDpTdDVvC9B8LmdSIiWDQbXsqTVb3jiJuB2yuiApS85uGb6FVUJmmwhbOEsHoPgl/8X5sbQP9hQgKRJhE11GxrIzZ/hmwzmRQF3fgp0ty6fhkcfpK8fnco2MES/rSLoa5K+o3O3sNAOSslZqNNtXDYSVDWb/ev3xFL5rYRZ7hJFgJl/clQfsYwmZtra9hmaeqzoyxNJklpjUcpliUSvFBWxrpkktfDYW6rq8MBTg8G+UtxMQnH2e0snnVhBzsdHG4Ka97dnuKEsu718tsTcjPHAGDZYbKDI1BdcS3YjygplrEGT7+gaQ6LA8ETzzt87wKDmXMcPvvcoaFJLvOm9G1078MOvcvg51e2TQ7dERedZzB8iJDOmJF7TtMOHqAYPEDOV6hZ4zg2iXRW20gbZUStHNZbfajwru647+1rhP1KOgUFBZimSVVVVbufV1VVUVLSsT7f6/Xi3Uvp5ZeBFckkEcfBZ2g2WBGeTy6gp9uhmCL6B7a2vs7GwqDjCy6sI6zV6/HiZaDq1zVbkc7Qf5g4Mr/zrCi8WiKFeFRISKev4L5pafH442DhTPh8rnyv0tYwn7wrtaHhEyAQhO318r7aSinaR0NpV4Pp6XqJJXUff4DWQoDpkrpQY63UhUBSats3Sm2mOL1IqK+R1J9ji/VNdr5M8izqKX5rG1bI16gjROF24dW7fOy9Qvkg+O3De7DcRn7/8M0izzZMOTe/e2SvXK5rdC2u0WPIeWMLyrbkPTuk6t4IR1kQT2EADzQ0cFluLovicWxErfZxPM7NtbVssywMIGAYzIvH+Ylp7jE6+/YAD7csSki3lYJ7liaZ1tP9lRbvDcPVWsf5uqA5rPnLvTabtsg6qSWQ/HAOTJ4ko6kbGkVLY5hS23G5pCy5eh0sWKw5apKisUmzdKWmd5mirIeMRpg4dt/O/bqNmkQyrZEx09M9FBiZmaiTLoX+WhzSv8bYr6Tj8XgYM2YMM2bM4IwzxKfccRxmzJjBlVdeuT8PrVNM8Pt5vrmZWjtOsSdM0BUmgmYTW9q9rg99OiQTrTWz7LnU04BCYRkWw1VF9xzcuVfCqMPh1X/KAzMZk7tl7NEyPjq3CE5JF9CD2fDTO8Qb7ZVHJDXWb5g0YiYTEiWVDxGZtZUScijtLemuzBxpy64YI4qyqs1S41FpwikpFxl16+Qwt6jW+g9vP4xt5qtChpBuyoxDYSn84h6pDW3bIFHNiEndc3729BCe/7587lhUHvShejkXeyCdzc5WNn78L4Yt+JBYVgB/NIkyTHjxQWmOzSnAq0TBZaXrMlMCAUb7fFSmUjwdCvFMKETEtjGVIq41mcChfhe3WJ8TweJ4owdHGR0vxH4xwsfiepv3t1sYCjaEHRbV2Yw6QOfmHChYsFizaq0YhCYSbV61kQis3Sj1SCM9S0dbELWEcBIJQMHCJQ4jh8Ef73DYul3m7Vx3ldmx2exewHY0f/+nQ3O45Xu5ZBNJmHyYYvBJI7vPEmo/Yr9flVdffTUXXXQRY8eOZfz48dx5551EIpFWNduBhoEeDw+UlDA/tZVK1wYcpVEYGChUeviUQlHUiSRNo4kQbfXlCutI9x2cUqLoKh8kNi+bV0va7fCTOi6QKyVptEt+I9+/+k95yHp9QjJnXAKLP5Jll88vsuXiMnE1GDwKrvyTPJCXfQp3/kxEAKYLJp8h6aXPPpCH7tGnCwkNHNH+AT5oJKxe1DaS0TClvvP33wkBKCW//92jkJW36/F/EWgt8mjtSE1KKajaIsfgcsnPJ06Vxto9oEbXMuTl9/GFIriSKbCRpttIs5B2TgFnZGZSa9tstizOzMwk0zDINAx+WVXFkrSThQFkA8N8Pq7My+NtczVraEYDTzvr6a2C9FYdH8+vR/nYHouyuN4haWu+/WGUV6YE6LMbk9L/dRTkKbxekTlnZMg6wzTFi62sFCaOUXy8QOorqbSw0tFS4Pd6Yd58KCmSPh6PC6qq4e+P2Vx3lUlO9p7JIRLVfPSxxu+HSWNFZx2Pt7kcaC1KOZlnuP9l592F/U465557LjU1Ndxwww1UVlYyatQopk+fvou44EBCocvFNLOcjVqxxFmBg00fVc5KvYYwYTSa+Swi38kny2j/kDCUwRA1kGV6JT589Df6fPEDikdFrdVYC8eeKeabJ3+769sZPVlW+qEGiZjGHiND3p5Oz9o58QKJOl5+BNavkH/P+J7kmL93vYgPSnvDUafKw/qsH7Rtu2W66I4463KJfLZvbHNSXP6ZEE0iLtuwUm19Qd2JGc+J+adGJNfTzpOIcM50OY/DJ8B5P96rTZWoYlKZQVR1A9rllnpUOCREaUuNx28Y/ChvV+LcaklLsQLcwP/LyeH0rCzyTZM3LKf1dw6aep3olHSG5JhcWeHl+7NjpDRsi2qeWJfi16MOkk5nGDpY8YOLDFat0wwbrPhwjubzpZoBfaG0GK68xMS2NWvWa353q0OoOe3hZoHfK6SQFdT0KOb/s3fe8XFU19v/3pntu+rFRbJly5J7Nza2weACtkNJ6C1AIEAgkJBQEgikUn+EvISEEAIhlARCCRAIHRMwmGLj3pskFxXL6lpp+8697x93JVm4SJblGj3+6GNJOzNbNDPPPec85zms3ah/LtkK/35bcuUlHX/uj/5NsmKNHqtQXSM4+3STc043ePJ52ZoNNwy9Bsrte2wQDoBQqtVY66iE3+8nJSWFxsZGkvdhnX4osEVuZ4H8IjFzBPrSm7m2WXvcNqzCmNhaezU6jZpKeOfv+gw//XJdMH/6fl38Rumb+z3P64hCSpj3sm5UHDdNN2R2hNqdmjx8Kboxc8t6ePa3Oq/w3Tv1VfD7WzQZGAZce5cmqO5AfTX84lJ9o/bXacnz2ddostt1lReLasKo3QlnfEe7KHSEsmKd7jJtcO618OTd+r0JQ39mv3pKbxcOatLN7NPe560D+CvXY3zwLxyedDYNTiJUuoaChRtJizrhN8/udYrqAzU1vOj3I4ELkpK4Myur9bFi2cSf5XqCWOTj4wfmMNz7OF9Kmy0m/aeZmNR/risLHTww6ejt5zjUKNmquP8PFs0BHen8+jazdfBb5U7JE/+Q+P3anWDLNijMF1xzuUE4LLnhNkUwqDPJM6cJrrti36SjlOK6Wy2CQd2fc/wEwc3f1/ssXCLZVKIoGCioq9NmpNMmi72q5Q4XunrvPeyRzrGEPqIXAgOVmH7oZ+8jqF1i/2WpbF6lb5ZVZZpU/PVww33aEToW1Uvi6oqEgsqu1VRv/E3LmDethP6FHc9y/89TultfKd2gWb5F/x+PwYM3wnV3tW2raKvJdBb/fRUWvAl5Q+GSH+mUXQs+f1dHCLGIdrO+8bdtnmq74onfwGdv6de4dD48/GaHg9b458P6MxCJ12zYdAoQdE6lRWTg8ux7zPZekNx7GFz+S9bKDawOLkH2G0Ll4L6c9uf/YrY0nO4BP83I4EyfD5sQDP6aQGaQkcSDYiKNREnGgdlBeiXXa3D+QDvvl8Xx2mBWTs/lvT/YWKwVbEleqKzWtjaFCfFidpbguDEGG4oUx40R3HRd24Jk0VJtIBpLuE/POqnj5xJCMOMEwXsfKZKceqRCCyYfZzD56Bao7RM9Z2U3wiWcDBdDWKc2IhDk0SbljqkYDTSSTBLO/RzDC2g12J9/rov2VmLqVMU2HeWEQ9oXTSktBnAkCC0SSmzr0P+3GFruCzu2JSQz6OMLI+EUoLTM+sv39UC2VV/oes3+FPkrS3VDajSsnyd/eFu/QTgIH76sa0fCgJFTNPHsCVvW6eS6EPo1VVe02s3sFfEWOx+0eKJmR0uyHNZ8pQUU37ltv6KbPSGsIkiHAyMWIeJ1IWefj5myd8sJIQTD9+C/1gJDCNLo3PkihOB3k9xcPMgiwykY3Elfth5oDB8sSE2BpiZta5O7y+m3Yo3ixX/L1hEGHg9MGKPPlW2l2rHa59UihP/7g+KqSyVTJ+77XLrwbIMpk7QkOjvzyIpiDiZ6SKebMd4YTQ69iSuLPkLXpaIqxkfWpzTgx4ubWeZJeMR+rqZrEg7MLZFFPA6lm7SVjZK6AF84Gq5sc3dgzInabmbjMl2fKRi952PvilnnwQt/ABScci5k5cL912l3aSlh2XxNDL96ev9eP+icjxBtvUS73uDtDl0DCfg1gS79WIsYTrtM11t2xcnf0nUmKSEnf89D4r6OC27Qo7Yrtuq0WizSVrFF6Z6j0y+D7NxOvZViv8WCSosRaQYTs9ouowJjIJVqJ+EkF8O9Bdi/0Q0zM/YDDlMwJbvnsu4K8voJfv1Tk/IKxeAC0c51IBTS46xDicFvjz8rueRcWLtRsqNSp8hiMX2KBwLw1vsdk44QgrzOnW7HFHpqOgcJlrJYIVdTpWpJF6mUqK3YsRMlymTjOPL3V0BQVQa/+a5eoe8KYWi12eAxcOcT3fPi/fWAalOMFa2BR3+may5Oty7+3/dC14796Zt63k1zI6SkaVn2GZdrwqzYqp2x1y3Ryju7Q6fNHnxV12J2RdEa/VmMn9YW2e2KeEx3brs8WtEH2sn6oZsSY7ZFYoxQwnOuX6GuvXTCBqc6JDnvowAVAUWSXfDXaW4m7CJPlkoikdiOkq78HnSMcERx570WGzbryMQ0dSotGNRk5HBoKbVSWtk240T40ff2/PdvaFQsXKqorlEU5gsmjRcYu5iIRpViTSRCtmmSa++4R+xwoaemc4RhpVzDGrUeiaJG1eLCSZQoTpykidT9O9iiefCP/5fofTHaoh1htDkNnNYFtdre0OKN1oKCkTpSeOGP+rmnndH1Ywuh3aTjcS0prquB6jItfug7QD/Pm89AaZF+3JcCe2qyLRipv/aGh2/VbtOgzU2vuE27DBim/pIWDBoF6VmQlgVzLum079r2gKQmrEi2C/wxxcZGyYTMtscNYaBtOzuHiB/W/gvsbhh+HpiH1kygB52A3QHn3hjg2WcFO5Z7IKqjHo9bS65bLAMNQ5/aOX3an7NKKdZuhOpqyVsfKDaV6EA7yae46tsGp04XBIKKj7+QvJxdQ2lKGK9hcFdWFuN3Sb/WNyje+VC7HZx2imid53M0oYd0DgJCKsRGVYSFJocYMfLIobfRmwyRtn+kU18Nf71LF9ghYcCZBr3yoKpUn7lpWbpRs6PXVQexUNso3HbYukFHGem94NQL2qxqWjBlrm7ujMf0DJ7OQqk2X7ah47SaLhZrI05DaKsbKdsGDU06RRMP6J6glZ/D+E5UZ1tgxXWU0+Iy/ckbetTDuJPgg5egeK2OgGZfoP3g9hPDUk3GppusrNMjBqb17vgyiipFUMo9jhx+70dQ9B4goH4LnHTnfr+kHhxkvCK3sji1Bue1At/f++Fcn0F9Y6K1zKnTa9BmXfPuh4pvzFKt6rcFCxVPPS91mi6qT3+ldGfA9jKdbHryH5LPNsYp+nYEdwBiHouFoVA70nnyOcmSFdqg9K334QdXG0w+7shw8u4sekjnICBGHLHL6tzAII4kQqSViDqNNYv0mSnQZ3TeUD10bNgEeOc5nWKaflaHiqstH8E7PwQrogfGHb9rC0o0DI//ShfkbXZNOKdesPtBOlnvINisXadjUU048/+tCWD62YlJo279mNOt6zFnXdW+aTTUpKM3u107IDTWdu55W2DaICsHtm/SP4cD8NAtcPP/g+x+Oo1n2rWoIS0bRkzslNVNCzw2wd9O8rCpUdLfa5Dq3Pdqs6Sxjr9uWM36jD6cnpHFNWntI8nKVYABMgZVq/f93MG4YmmNRT+vwYCk7r3ZSKXY3GixrFZS7JfM6Gvr1BydYx1SKVapen0J2i3coxsJLM8gKwPOO1Pw5PMKKSGauLRdzsRYgqiitBx6ZcHmYk0ULpd2GLDbdZNpSipMGq//jlu2K+xBA0etjXBulEzDYPjXpg3X1imiUb1ua/DDE3/X86pcHZyDRxJ6zqgDgFKKYrWFOtXAUFFAsqHzmkn4GC6GsFZtIE4cUkCY2gAAIABJREFUHz6qqKFS7mQTxZxinkyK2D0Hul2WsV5uwie8HGeM1Sq33v319El/vRYL/OB+7UMGmnw6iVXPQ6BKC9mWPgGTfrhL60s0oonC7khY3tTt81j7RDgIv79Zy5Nj0USHf6JhcvkC3Wz66uP6qrvwh/r9fR3Fa7WfWzSsazpd6QP6xqXw5F066gGteHv1cWhu0KQUCWpye+wXMHWuds3eD7hMwej0TqjDGmtx/fZGflxdQWl2LvdfdgfnJye3i3jGXgGLHgbhhVGX7P1QLxRHuGd5hOa4Is0hGJxi0NtjcOsoF/07MfNmX/BHJae9H2CzX5uH+mzwn+0xXpnlPeBjH+0whKBQJLNK1eE2TSbnJtM0FQYNMMjPU4TDOqUGWgOTmQ6XXSD405OKzcUSnw++OVfg9WiymDYZZkzTDib9cwUZ6fpCnDPT4OXXJTlvZOCeEOaMiXam929bTEqpOPt0g4cfl4Qjel1WXQtLV6p2kusjHT2kcwBYJdeyTK1CodisSjiXM3AZLoQQjDZHMEoNR6EoleV8ob5KCAliNKvAbqQTVVEWy+VEiFCj6qi16uklshg/aDT26+6Gret1l3wL4ewnMgbrxb20IHPo1yycfCl6HMAHL0LvvM41ke4N5VugvERfXdJKyJLjumg/cpJ2S7j14X0fo7pCO0x7kjQR7kko0BG8SdrRIODXz23FYf7rbYl3SNR3RGJ2UPdDKUX18qWk7Syl2ukmr3I74yuK8AxuP5V00g+g8DSwOSF5L8HkmnqLe1aEqUxMpgzGFdVhC7dNYskwj56w/71Fu+KvG6Osb5StU0ObYxC0JP/ZHuUHw7vw+R9juMQYyFiVxtrPnLz1nItAAJKSJLOn67pOU2KKus0Gs2cIcvoYbCrWjaZ19fDJ54pf/cTA3yQYOrj9XJ+yCkVdA8yaJmhqFrz2lon1hZePV8PpdymSkwSvv2PxzjxF797w65/AHfe2GZF+tVQyYbTA4aCdIOFIRQ/pdBFKKcrVDpSWQBEhQp1qpC9tF6gQejXT28gm3UqjET+ZpJMtdNU5ruJsV2WYmPSirRM9SpQaaqlRtdSrBuaOmKVTQAeAKTeBNxuiTTDyoj1scNqlcMp5OhQ6kF6V3v20us3fAEroQXJT52qLnRET9Y1/xWdaUTb7oj0/16RTdFQUbIYTTwNvF1SJE06GLedrxVpOvibDmsTohFisbXS1VDBmatff7z7w21URFm3txUMiiayQn3ByGpcNGY3ja02eQkD6HlyCdkUortnAZuiplKahvwcIW/vetzPw2MAEEgt2LPTN4bF1EXYEFZcWOBiWemz3/UipeOU/ki+XKEYMFXznIqOVHBzCZJRM57E3NJHE41oaPf/zxGDdhAZYKu2plp2l/diiUb2u2VYG28vAbtfOBRuL9A4OB/zpSUk4DKOGC4YUJGo9EZ2GW7tBUZAPb7yrqG+A8kqoqoLRI2HZCn38/y6ARcsshg0W3Px9Y4/jFo4k9Eimu4CwivCZXMhOVU0E7QsmgKEUMsU2aY/7WMoiQBAvHkxhUq1q+MpaRgN+TAyGiyGkihTWyg1UUtVKZi5cXGI795C8r25DXZUe0NZQo+snoAlGCHjoZn3jtzvg+nt09LYnBJsh2KQJrDuMDhe8Ca/8Racpw0FA6Qjvhvv0GO+vS7IPEIGY5OS3A4QtRX7NRr5rbuKs2ZO0K0QXIJXi/1aGeWNbjByPwZn9bbyyNUYwDucNtHNhvoNMV9cXC/6o4idfhVhSE8dnE5Q2S8IWxBV47DAkxeSd2V7Mo2Al3VVsLFLc93tLTwVRukg/ZaJBNKqY/7kiGlN8/JmiaItet7icWh5txSGUmPienAwpSdqjLRzV6S+BHkdtGDrj7HZrY08hoE9vTUaehDHHb24zuP8Pku1l2ng0py/cfbvBj38uqarW27hdcMm5egZQINRmppHkg2suMzjl5EOTDu2RTB9CbFOlVKkaTMxWf2kbJlspozZej4mJHRsu4WKsMQqf8GIKk2S0VUu9auAT6wua0B7mJibr1SZGieHMVSfxkfiS7ZQjgH7spSt/D2iSUf4mi6gnwlwjhylG9sF4+x0jPbutgfPTN7VUZ8l8XY+SVsIXztq3kafH1ymH505j2pkw4nh47fG2NJvNAUPGdTvhvFsa5d4VYWrCCkMIijKGUDd6NPTv+hwoQwjuGOvmjP52vv1xgNsXW9hNiFiwviHCm9tjvDzTR7Kjc6QQikv+sy1OP59gai87yQ7B4yfqFF1NWPLougj/3hqjNKBojsHWJklc6WjoWIXdluhAkAnH6cRp8fIbknc/1MvAYYVw+inQ1CyQSvHlYh2VGIm+HSFgx04dgSi0jc7wIYIdO2HdRj19tKZWa2lsho6WPG7d6zN4EOT0FRw/XlBXr41ArTh4vYIrLhQ88qTCsrQXW14/QXqaJh1IZI0FpO1joO6Rgh7S6QKcODEQWMRx4CBOnCgxFFFixJBYgMCu7AgpOMHUq/kqVcNSawVhIoSJYMdGlBhx4kjLwvbsg8RXlTGzcBxlV18DDic5os++X8wueF5tYQ31KODvsphRpOIzDmPTx6YVbe4DoSZIy9RjDpZ+sv8WOrsiEiH+1F+pE40kzfom7sJRndsvPVvLvb3J+mpOzdgv1VpHUErxh5XN/LY4ihU1cBkGg5IF1w51clZe9zzPA6siVAT1DS0ab+tgKmmSFPktxndiho5SitnvNrOuQWEKuGOskx+PbEsLZ7oMfjXezbJai+0BC6kgKhWOY1xPMDAPLj7H0Om1IXBcYurn9rIEERlQUwe/uFV/xj+/L45h6L+FlDBtCuTnCf7yjGpNtxmJfdasVwSC2tkgO1tHSgItHhhaKKipVaSnwaNPShSK/rlQvAWaA7B8pWT6iSapqZKlKxT5AwQTxgiybtJRUU2tJsz+ufDJFxJLtinijkT0kE4XkE0mfUUfAipAI01YWK22XhKJQp9QArBoS7ivsFZRT0PrzJ14awYdpJAQDLAjP4PmdD+9N27EP2oEFaqSHPogdi2A7wXNKtb63BaKZuL4OIykM/EU2LhSCwmy+umu/wFD4YIDG9Bn/e2vzO9fRs3oXFyB/zI91pdU+979zdrhlPO0Kq6uCmactXs/0gFg1SbFP6L1KNNDXEFMKSZn2zhvYPc9R7YKI6SBTJwLLaSTn2RQ0MnZOTVhi3UNComuQfyzONqOdFqQ6hCt53FMwpp6yajOKPaOUgghmDNTMGdm+9/PPElQsk3LoufM1J/7oqUSIbTsGXQqbN1G3bzZAkPAuFHw30+1zBn0+mtwPpxzhv4cCwbqyGjZSvj7S5KGxEhsd0JaHQrDA48o/nCfZOxIg7G79EPn9RP89ldwxz3aimfNBijaAus2SQb0F0esn1sP6ewnpJJ8Kr+gjoYEwUhs2IgTx4kDLx58+AgTwYGdUcYIQNd0mggQJYaJiQcXzbuQDgLKxhVSM6gPcZcd5W5AyK8wlMGMtzaRveALmnP7UnH1NeQljcS1B9PQbxn92S7XEUEyglR6ie6ztW/aAYv+qPnj+B9Cyh6Uzrth7sWQm68tfCbP6XDscmfRaNVTOzIHM2IRTPewI1beedJxuvW4hIMAf4PCiBqk5QZpqnYy3O7kppHdOFr9j3/kwT89yjXubK7+zh8p6ZVPih2uHebkysGOTqfWLCV0mSxxf/TuxTL/nAF2PtkRx1KQ4RS4O7hbfFwR463SGNN62fhW3gGOy67fDitfAkcSHHdF1xSM3YTJEwwGDxLE49qYc/U6xWNPS0JhPVK6JarJ7QtV1W2+sqapazKhcBs52W3gcAgK8/VnE4lI7v29pLpGR0F2e2LQbqTtuMEQ3HGv5IdXg8ctqKxSjB8tSEsVNPoFTYluh1BEE1Y8rp/zSEUP6ewHlFIEVYgmmrFhEsFCYCAALx68eEjCx1hzFMmivdX+WrmBAIGEQEART6TmQuikrFu4SRo4nkqfH8OwEbIp7Ei8O+tI/u/7xOIS24YqGhe+wpezQswwT9zt9RUayfw/MYkgcZI5wIv+a5j/K9jwuv7eXwrnvdiJnYTQRfpuhm/22Xga3qOpTxJ2m4t0957HOB9qjB9lMO2FDJZnNDHea/DISUmkdVdOqqEB/vQnbIEABXX1XLzoX/zj4p9RH1UMTDJIc3b+eVKdBiNTDTb6JXYDrhm650jsjH52tjdLltdKTu9n22skJZXiw/I4l38SJCbhheIYDhNO69fFCE9K+PAeCCdcOCJ+mPHTrh2rm5Ce2nYtVdcqIhEtJKgNauIxDBg7UhCJwNZShQ0tMli2QiCEwuPWZDBmpE7hgb6fPPq0ZNt2fVybXUc4/XJg6iTBsy8qggkD+XAY3nxfUlquv++fC3f/zKRvb10zWr1e4fVoMcHs6YL+e3IdOULQQzqdQEzFqFY1rJRrqKEOgUhEK25yRV+qVA0hQjTgpxE/SMFJZlu9QirJRlVEPJGGMzBx46aeBhyJfwIweufhVuU00IhKVIhwujDtLgg1oOwGMbeLBtWw19dqFwYpByGlFqrd8/eHA44hI5kRzdURjqcXWSKz450OAbwewe+udBEMuRJjhrsxveF2Q2oq1Ndj2u3EMzKpjehU7kslMfp6DI7vpLu0yxQ8fbKHN7fHyfEIzh6w53qTaQh+OMKFUi1ayt2xMyS54YsQS6rjRKQWGkQkrKi1OK3fXnbqEBKiLWPcFTRVdvVABwXjR+s/x86Emszj1mnKYEhw3pmCraUWazdoJ4IRQ2HlOr1dZgbc+D2T1GR9XjT6Yc067VIQDOnR1PfcYTKwv3588CDFY09bVFZpNZzNFITCmsB2VkNVrSI7Q3Dz9QZl5ZCRrkmnphY+mK/I6QMjhx55KbYe0tkLlFJsV2VUyWrK2EGAIFGirY+7MZkppvGR+owQIeLEMTAwMZFfs7qJJ+o6LY8l4SVIEIFAJexx7NgoUdsYzlCWswonDqLEGJIxBscVBQS+/DdFOQY7Jo5imOhag+iBYMot0FgGyoITbj/kT78bfI5UCh37aZx6CGAYAl/nfEP3D04nPPkkPPccZk4O5176PVaukXxaabGkxuL2xSE++IYP+z4kzVIpVtRaeO2CISkmN47oON25uDrO1QuCBOOK28a4uHpIW7qwLCD509oIK2st7EbL2azdDM4bcAALH8MGfcdC+XIdLRee2vVjHQREY0K7NNl03aWpGfLz2qZ73nK9SW0dpKS0ZJQVZTsUUycZrYQDmiD69NKpsAwXXHmJaCUcgKGFgnvvNFm4RKve0lLhocd0n0/f3vDAHySRKFx6vsHIYYIP5itMQ/H+R4raek2G110hmDLxyKrD9fTpfA1KKTbLElaptfhpavVQc2AnsgvpGBicKKbwmfoSiUQgcOIgiSRONI/fzdRzpbWGTaoYBw4GiQGsVuswMBJqNwkIvLg5xZjOfPkZ9TRiYnKSMYU8Qy8ZQyqMRRwv3u5dRXcSu5pb9+Dw457lYZ7ZHMUAMt2C+af5cJjtz4uasGRbsyTLKfj92jAvlsRRCq4e7OCGEU76ePQfsy4ieXBVhJqw4ntDHa0zgma+08SKWh1R2QScP9DOxYPsCAG3fRWmIigJxbUfXYoDLi9wcN5AO/183XCjqykGpw+Seh34sboRgaDix3dYlCcCMLsN0tM0SVxzmUF6WuevzYZGxaJlisx0GD9atLuuY3GlnQ98iopKvZhp9Cv+9KSkZBvELR0dZaZDVqZg/SZtyRNOdCIIAclJcMNVBtMmd/9F29On000oUltYrJa3Nn22JBbkLoIBgcCNi3rqMDBQaJmjQhEiREAFdyOdMeZIBso8QoSxlIUPH0GCgGiNhCQSm7LhwImR+LdarmslHXdXRlx3I3rI5sjCdwY72OS32BlS/GiEczfC2dJkceWnQUqaJHGpe3p0RRH+vCHKi1ti/HKck8sLnTyxIcorW7T6sbjJ4t3ZXl7cEqciIFtTa3EFb5XG+Pe2GD6bIBhX9HYL6lDMzrFx5WBHp1N8nUJmBzYNBxML/wpbvwRfJsy6A9xt17PXI7j2CoPfPiJbh7f5m2H5asXb8yTnf8votAFnaopgzozdt91WJrn9LklzQDebmqYOdk+aIiiv1H/DWAz8TZCVCTt2KgxDR14tUEqXx97+QB4U0ukqekjna2hOFPt1skBfbhmkUSAG0VtkUaEqqaeBAaK/VqwpBzGMBBkZxIhTTyO5X2vqjKgIH8kFNNKIhcSBHTv21ihJoWgiwNtqHiFCWFjEieMHtspSBhhtCXJLWkgkduPIHfDUg4OPfl6Dv5+891zegkqL0oCORFrIpoVAFFAbUdy5JEym0+DznXECcYXbhKgleHlrjAdWRghZYE/IsewmxCyIJQ4SU9AYUwxJMXlgkpuUTqrnjnhUb4aij3VoX78dlv0TTmhvrnvcWINf3ipYsNDi86/apnO8PU/x+jsWw4bA7Tea+Lxd+0xe+rei0Q8oqK2HlGSdhist102oTbqvXE9sD8DJU2D+F5qc4ruIYg0D+vQSrFqro6OxIwUD+h/ev1MP6XwNA0Q/tlNGkCBJ+BjKYPLNPIzEMt9QJr3pRSZ6qqYwDHbISoooIUIYExu9VdZux62Qla09OpBo7kuk1lp+Z2AQIICJ2UpEEaJ8Jr8knVSSjSRK5DY+kwuRSAarQUw192y704OjG/UqQolqJld4uix9H5FmkGIX+KP6/Ep3QJbboKhRty8rIBiHH3wZJGJpa36loJdbsKDSIiYhyS5IdWj59PwdcXaGJME4hC2Fzwaz+pj8avwxRDjtkOh620sqe+QwwchhNqZOlLz5gaJih2JrqX5s+Sp48z3Jxed2Lc2YkZaYZpL4WUrdCzR2lP79pwv17y1L9/m8/aGuDzUH9BcKBg2E6ScK8nIFDz8uCYbg/Y/h3jvNdmq8Q40e0vka0kQqp5mnEiWKB3e7HGuJ3MZSuQKJpFDkM94cw0DRn2YCmNJsdZGerz4nz8rlOGMcAsFauYFNqoS2dSatZGMmJkwarYY6orWOFCeOQhEjTpmqYDhDWCFXtzaVblLFTFTjsIueiKczUErxot/P/GCQCS4XV6WmYh6G2lhHaFIx/mxtoJoISdj4vjmUvmL/XaQnZNp4cpqHT3bEqY0ohqeZXDjQzpMbI9y7IkIgDmlOaIiCpcAAYsDyWguPTZLjFTRFFVEJT2+K4rMLbhvtYntA8sSGKFEJH++wuLRJ0fdgiCcOF7IKoXAWbP0CfFkw/tv73HzMSIMxI+H5Vyy2lanWQW6RaNfL5ZdfJKhrgC3bFCceD6mpBinJ+hxeta6thwf09/4maGrSP7tcmozmzhKcfqrJh59owvG4oblZ9xKlH0YNTg/p7AF2YcO+h4+mVJUlmjsNtqlSxjMGgF4iCxcuQoRRKMJE2KiKyVJZpIgk1qmNWEhMbJhoD7YwIZoItEY0JiZ96EW+MQC3cFEv6/lKLcfCwo6ttZ7jok09ZEt4v/Wgc1gXjfJUYyNRKdkcjTLM6WSa58BGAnQnNshG5skKAGqI4MWkiRjbVXOXSAdgfKZtN2uca4e5mJtr544lYdbUWwRjirDSq2oHullUAfdOcDGvPMoj63V+LioVm/2SCZkmYUsTVdiCIr/VqempRxWOv0p/7QdOny3YVqpYu0GPj5r/OcybH6dXL7jsfINxo9pfq2UVug+nYODuIwnsNoOf7MG446MFElDYbW0Npy1o4aFwRI9YmDdfMXemYuwoQW4fbT46pFCQn7dfb6vbcYydKd0PS1msluvwqyZcODExUUiyRVsKLVtkcop5MttkKSvVWmLEEMA6uZGpph5JIJGYmBwvxhMVMZbLVTgSkVELcQQJttZueplZmNLGVrWdDNLpL/SglZONqSxQC4mqGOONUZjiyJJDHsmwEv0mQoiEZdGRg41WAw+pdUgUdgRe7ISwSMVB/tcajbsDeUkmz033EIgpZr7TTHGTQgBJDnDZBHNybAxPM/n2/DhyF9v+Obl2LKVwmdoaxxSQbD/yosVDjZKtit//RRIIwqyT4bOFerJnJKL7cR56TPLUH8Bu19f6519J/vacJG7BrJME37mwc9fxlImClWu1K0JzQDeKKtrXcew28Hl1749lQWa64O47TGpqoXev9rN8Dgd6SKcDLJUrWas2oFC4cDFVTEQJ6Ce0UCCu4jQRIBkfI8Uw1qlNxIgBggABvrSWYGJLqOEE69RGBlOQUMJZOHHQ4qDl/lruvtDIp5D8dr/zGl7mMusQvPNjDyOdTr6dnMzHgQAT3G6murvPJuiAEAjwTGQFVpK2OY6hGE0qE4ws+go3aXuwPOoIL5VEeHhNhF5ugydO9JDt3j0iFkLgcwjGZ9rYGY5hM6C/z+DDb/gwhGBpTRyFTrtJYEq2ybTeNvxRxaQsGxsb9djsYy7K6QI+/VJSVaObOBd8CYGgJhzQZqH1DfDaW1LPzCmERUu1AajTAZ8vUlx+gepUG4TbJbjpOhOlFGs3KqqrJcXbYP5nEAhplwSdhoPzv2ngcAgCQYXLBf1yjozFQc/Z0gGqVHVCzaYHtWWKTHyGTnWEVZiPrM9ooolUUnDuYmujUFhY1Cc82iQKL26aCWDDxnHGWBpVE71FNpWqCguLYUbXZq30oHMwhODK1FSuTD2ymkrlzTcR/tU39XwfwBQG3zByyTK6RopNMclNC8OELdjYaPGjhSFemLH3osv3hznZ0iQJxBW3jnJhJG5+hckmI9JM1tZbeGxw93hNfskOwT+meyj2Sxoikte3xZicbevc+O5jFFmZArtNEYuDzwfBoPZQi8W0TY7NBq++BW/Ps5h+gu65icV0JDJ25J7dKxr8ihWrFX16CYYUtH/8tbclb72vo50WL+A+veB7lxuMHg4q4a/31PMWn3+l6JUFt1xvto7GPpzoIZ0O0Jfe1MgaFIpk6cbrbLsRVNatpcG9EzsOah317CoUsGHiwkWQEAYCA5MoURw4SDdSSRdp7Z6jB/+7MBYvYc7j8M71ZyHsdi5IHd1lwgEIxXVPTYvxZGMHBe0xGSbvzvWiFO2GtCU7BNcPc3Db4jBxCc+XxLg/w044WoWyQthEX275KkxVSGIIrXC7c6xrv3zgjhXMmSGw2wzqGyA3B/76dwlCRz4tNjkt46M+/0q1/m2EgNEjdCOoaejajr9J8dy/LBYs1MNtfUlw4zXta0Lz5muCa4mmvF79XGNHtm1TVqH49EuFVLBlO3yxWHHmnB7SOeIxdlEpSZs+Jey2M2h7GHHTGdrSta4K58uPY/vWWGJuJw6RgtOehEUjEou+9GGsMZK1aiMmBgViIH6ayRBp7QinM9DeV9qWRyLpL3KxiZ4/3TGDiy5i7mOPcfy8ZThu+xnebx1YB3622+CifDsvlcTw2uDOMXtvKg7FFY+uj1DaLLl4kIPJuzR3+lWUd3dEaIwqwhY8uTHG8alrGO78CKXiLG2aQkNkOGFL+609vSnGRzvivD/HR9Ye0nnHMmw2wexEk6dSilDIYPlqxahhgpknwYfzFS/+WxG39GC3zVv0foEg/Pkp+PtLFr2ztTfbJ18o5n+upc+mCSIAm0sU43YZG5XXT7B6rcLp1JFOi7P0i/+2uPAsAyEEyUnaI66uXhPS4VSs7YoeG5yO8Opf4L1/amt104S7/gGpmSyrfI9itQXTkvRfXsKA3Om4x85iuyrDi4d+IueArWqUUqyUayhSW4gSJY6FDRv5Io/J5nHd9AZ7cNihFKxdq+8Qg7qvCz9mSWyG2Od5+Jf1Ye5ZHiGuoLdb8NmZSfjsgnWygedlCSs3JbFkVQbRmIndgLuHfsK0jA0YwoHf8vDrzRexqFq1Sq6dJvxhipvzu3GG0LEApRQr12q12thR8H8PSxYvb3tcCF38P+0UgVLw3keqVQhgCBg1HH55q8HiFVCyTTF8sGBrqeLN9xXNzVqxJoTe9rhx4PMKJo0X9MoSfLlYktNXMGua2E0ldyDoscE5WJg4ExZ/BAE/HDcTUjIIqTDF6SGsJgcxQ2Fz+sjMOx6Eh2FicLvdAyrOf+R26ogwQ/RhuNG55UZABdmpqtikirV1TsIqR6GoVofZ5rkH3QshYOTIjrfbT9jNjqONRVWSYGLOYEVQURG0GJxiY6Gsop4I/QuiWKbF2uV9cJlg2HMwjRKUsujjy+TlmT5+szzMM5tjKAVpTsFA3/9WlNMZCCEYO7Lthj+wv2TJirZ+G6X0V5JPMG2KoLxSUlZuUV2tiMRMVq2D3z0qKdqiCeaLRYorLjZAKVzOhN+a0jL2pSvB41asWqf4zW0GV1xssmWbYt1GGDZYYZo96rUjG/0Hwy+fguZGyOoLQo+hdhlumpKTMSyFd9r54M5uv5+/DpxuPrXX8pXSNaES1USO9DLOSGeGsfcx1DWqlk+tLwkTwSK+m2v1QNGZCWo96BAtV3oHE1mPVcxf8hVUxLAzFEvYSHYIXAmiaiBKFAkGjBjUzBV2XWM6s984VDwTS4bwuQdhGAa/neThnLw4C6vjjM+wcVxWz22lIwwZLDBN1Sp1djl1lHP6bIHLKfj5+cuJLn6R8kqDx1Zfxpr6YazdqNcnDrse2JaSAoMLBJuLVatoAbR7QSis03OPPyOZPQP+8bIkHodpUwTfu/zwCj56zo7OwOPTXwnYhMlJ5lS2qG14TQ+DxMD22//zYZj/OiSnYd3+C1QqxFE0EaeBBjbIRjJxMcrYc22nXO0gTBgbdkCRTjp+/BiYjBLDGGYM3uN+PdgPbNgA118PtbVw551wwQWH+xUdUvgrNlGw4Vl+oQwCXMAaxwhuHOWhX8IrzI0NZ8Ijw4fJhfm7pMvsu3cXTu5lY3KvnttJZzEg1yA5ySIS0f00DgcUDhJtRqHr3sIRbyTbqzgr/32K1gwjL1cLAhoa9TrpnXmSm75vUFdn8MF8i3c/1IQUCOq0nM2mR2h497+YAAAgAElEQVRX1+r+IZcLFi9XXH2p6tY02/7if3OJ1w1IEcmMNUZRaAxq9WUDoKwI3v67jnTKS5j23geMEKm40asL3fOg2Kaa93psn/ImfNcipJLCXHMm55nf5BzzdIabQw7LWINuRTCo/TgOJ554Alavhp074e6723fX/Q/AHqrFQwQTyR95jv8bWMp1w1yt59ZkI4sUHPiwcZLRo67sbmRlwqABbaedlPD8vySWlci3efSC1O0WZPVL56zTBcMGi1ajTynhq2WwbgP0zxUMKzTwebXLdFoapKZo5Vvcgpo6vX08DiOGdm9dpyvoIZ3uRsW2RKJWgFKkhKNcYw7mp8ZIfInA0oeNqSJ7j7srpShWWxNWg4J+IhdTmNiF/djwWJs3DyZPhkmT4PXXD/x4SsGmTVBRsX/7paTo5aJltX3/PwR37ijIyMdjE9SmDmXWqKHtHh9nZPATcyS3mCOZuY9UcA+6BrtNcNuNJlMmagGBYWgdSet6csJlMORUjKFzKTz7Ar45x6BkW3vNl5Q68gmHFVMnCUYOS3i+RfSMHY9HRzuxmD5u72zYuFnxwB/jLFspicUPj4bsoMTDW7du5e677+ajjz6isrKSvn37cumll3LnnXficLSF6Xtasb/wwgtcdNFFB+NlHRoUjobcQbCzFJLT4ezvAZBluLmHcWwlwAC8JBl7VvdYWPhpwoYNi3hi5s4xhEcfhdJSHe1cdZUuoBccwCTUe++Fv/1N5w7uuhN6pcDgMdC7g7rXj3+sr9qaGrjuuv850sHpI33ObRBuJMudusdhSV1xQjgceLE4yrtlMSZmmnx/mLNdr9GRDK9HcMNVJq++KWlsgjNnG21RiCcdxuiUbyyu+O0jFptL2vYVQq+X3nhHUrJNcPuNBpYlsJm630dKuPwCwZPPKZwOiMZgY5FuWN1eDktWSPIHwDdmCaZO1M4FhwoHhXQ2bNiAlJLHH3+cgoIC1qxZwzXXXEMgEOB3v/tdu22ffvpp5s6d2/pz6hHWLb7fSMuCOx+H0mLoXwjJbXWbJMPBKPYtJbUJGykkU84ObQIqjqypiQeM3Fzw+/VVUVcH558PyxPa0XAY6uuhd+/WJV9cSYppwoednBbTyx079LIwKQmee07nDZrr4LU/gs+l/wY/fRQy95EWSkmB3/wGtm3TX8GgXhr+L8Ew9c3tKMa6eosHVwaIxeIsrnEyONVkds6BZQSkUixWNTQQ5TiRScZBJF+fV/Cdi/Zd2G9o0OMLvB5dr7HbNIlEoppEikoU4QicOl2wqVjb64weIRg7ysDlsmhqblPJtTSTRmOwZj2UlimKtkiuvvTQiQsOCunMnTu3HZHk5+ezceNGHnvssd1IJzU1ld69O58zjkQiRFo+ObRW/IhDSob+6gJCKkwjjdixI4AmDnPto7tx003w5JN66hVAdTUsWADPPKP/lxLOOgsefBAFPC9LWK3qsWFwsTGQMZdcD6+9piuvf/kLjBwES1dAkgdMtJVMYz2Ul+ybdACWLYNLL9UkOHEivPSSPm4Pjh74K3gi9BfSVRP/lNOJWGce8CE/V1W8IbcTR7GSOm4xRx7WERgZ6TB8iGDVOoXXo8mm5eWEwnDCJK1+K8wXOB1atbbgS8XaDRaxGLidWu3Wkk2GhD2PDRCwqfjQptkOWU6hsbGR9PTdV1U33HADmZmZTJo0iaeeeoqOelXvv/9+UlJSWr/69eu3z+2PNmi9kIGAxHfHWNonP5/6Cy8k6vGgnE590z/7bHj6adi8WavJXnsNtm8nimSDasQAgsRZ31yu60CWpSOTX90Oa5briCk9G/oPgnAQ+uTBoBEdv5b583V6ze3W0dbWrQf5zfeguzGs/kuGiZ34iPA9MZ9TsyLtHg/GFUtr4tSGO+8pXq3CxJDYEdQTJZzokWtBs4zyYHw1t8eXME+Wd8v72BcMQ/Dj6wzu+LHJH+83OPVkHeT7vDB8MNxwtYkQgpJtivpGnWmua4CSrYnIRmg3AptNr6mSfJCWqn/ndMD0qYf2HnNINI5FRUU88sgju0U5d911FzNnzsTj8fDBBx9w/fXX09zczI033rjXY/3sZz/j5ptvbv3Z7/cfU8TjFE4mGePZrEpIJokCkd/xTkcR3mxu5k933UWvq67iTI+H8599VqfUhBZe0NwMGanw7rM4TjmHgQN9rFeNuDDJN1M0QUQTS71YEMr8eobygiUw8QT40U+hfwF4OjEOYMIESE7G8jdSPTyf5TmCmcrCeRSOi/BbFt+vrGRrLMZsr5dfZmYe/SrHTkC4U/E4bHhkXJuUOdpSYcG44spPg6ypt8h2CZ4+ycuApI5vsBOMDFZZdYSwmCgy8QobIRVnuaxjg2pkLfU0oJtiXpHbGE8mGcbBrX/ZbYJhgwEE110pGFqoHQtOPkFgtwmqaxVPPS8JhXUKDiA5Wa/NBg8SXP9dgxWrJa+8pX3fzj7dYMIYgZTQL+egvvTdsF+kc/vtt/PAAw/sc5v169czdGibEqa8vJy5c+dy/vnnc80117Tb9he/+EXr9+PGjSMYDPLggw/uk3ScTidO59FR4Owq+hk59OMQnwmHCB8GAgSVojQvj5wf/hAWLdIPKKWXYiOHQIEHFs9DbF3Dd379FOscmSQJO4M8SfDCC3DffZCdDa4gvPhe61Rh+eFHLLxpBo3mTobIYeQbHUyrOvlk4i+9yBubPmLp9NE0OGvYKi2+LfLxCBu2PRTXj1T8ubaGcN1WTHsSr0nJNzxuJslmcCaD4xiuVRXMBGVBsB4GnghmWz1nQ4PFmnoLtykoCyg+2xlnQFLH6dPeuLlSFGDHoE/CUf7vspg1qp4QFrtSuQIiX4uEugPRqGL1OkVysqAw/+sD3gSnTm//uw2bFVU1kJWh1235A6B8R5vzdFWN4p0PdRbptFPhm3P3bY90MLFfpHPLLbdwxRVX7HOb/Py2lXlFRQUzZsxg6tSpPPHEEx0ef9KkSdx1111EIpFjnlj+VzHS6WRVJIJsbqZg8WJdT0lOhsJCXe+xNRD5+BUiHi/JoQDOWJxxrkR9LOCHUb3hzRcgJQeaGqFoFqxYDS43dSmKbZSjGk2WpYTo4+jVOnF1b4iPH8eyMQa1hIkjWa5q2aAa6YObK81CeokjZObOvqAkc9b8k8trNtBkuriz8Hxyd8yDnavBmQQn/kB/Xl1AbcMiav2LsJtJ5GR/C4f9CBIeWHGo2wL126Fph36PaW2qxQFJBtkuTTjJDsHw1I4XEfUqwqPWBsoIYiI4VfbhDNGPbao5kfTWNQkFmAgmikz6Gt1L6ioa5k/3FbN0a28cDpOrr0rihOP3HX0P7C9ISYbGRsjMgB9fZxAKC9JSIDlJ8PQ/LSqrtdP1C6/CkEGKMSOPAtLJysoiKyur4w3REc6MGTOYMGECTz/9NEYnJKkrVqwgLS2th3COYVyZmsqgQIDoQw+RFonoimZyMtxzD8yeTWndVp6Z3JeA3eC4esm5vhSEUvDgA/DIQ5Dlgh/MRp5+K3+xZ7PghX9x4YIFnL5uHV8WxFid3I+keIiCcJgOhIIAuITJXNGX51QJJnpYWRRJJSEWqWq+eTRYDgVqGd1QTDUGWbEmrm1YR5+aNYnHaqBsSZdIJxypZmfdPBQWsXgDVXXzye11zh63rQ5Jvj0/QHlQ8d1CB7eM3jfZdxqhRti+EOweGDAFjMQtq2oTzH8Qos2aAZxeWPUq9B4B3kwA0p0Gz5zk5bOdcYanGYzL6Ph2t1Y1UEGQOJIYME9VcJzIYLzIYJGqRmKSjJ0TRC/miL6YB0FqH9m6krWludhFnEDIxpoVjZxw/L7JPrev4Oc3mxRtUQwbLMjObE8o6WmJrHRqFPv4Bt7Y4mT0iPTDEu0clJpOeXk506dPJy8vj9/97ndUV1e3PtaiVHvzzTfZuXMnkydPxuVyMW/ePO677z5uvfXWg/GSenCEwCYEM30+nVYTAtLT4bbbYPZsABanCHYkZxNTkvczBUmygjk7lFaqhYJQ3ATPzGflegevfveHKI+Hh08+Gdv0yXwu1+FXThrsLkaFvR1GOS2YbGSz2fKzklqCSOJIPbpZtZfeKqWoJowHG74jqVHXlYLpzaCXvwLlcHNq/9EQ2AZNVTrdlNQ1R4FovA7VkrtEIVVsr9vetjjE0hqJAn67OsL5Ax3070T9ZJ9QChY+DjVFuo8o4oeUXFjzOjSUQqRF2anAioFD7NZvlJdkkNeJlFoLsoQLO4IWOUIEyUpVzzlGHhPJxIONrE6eV12F0+NkeOYWllUOxWsPMXJI5861fjkCqbQDQWa6wrbLWOorLjFZVxwjfHkRtpwQO20GyxWMF11T2R4IDgrpzJs3j6KiIoqKisjNzW33WIs6zW638+ijj3LTTTehlKKgoICHHnpot7pPD45BpKay+MU/s6xpG3kBOHXa+bQkD9KFE0splNBpjBWqljm+/uD1QW21vhGtKMcRX455Vh0hux2H3Y6RlYmkF6gYMbvJAqeNsSpArvBSrcKsUHVk4mSsaL+6U0rxslXCauqRCGyJJIqBIPVrodJrcjtfqWpcmHzHLCBfdEKscChgc8CJNyLKlyN82dBnFKTlQtkKSOoF/fZzDEY0AGXL8NoduBy9icSqMQ0XvdL3PiY9bLWNMJQKwlbXZbhSKeaVx6kKWsxt8JOFoT1darbAmv9APKxJpuUZhQGpuTDsjAPuOxoiUvg2g3iGIiyUblwQeupsHr6OD9ANEDmj+eHlH7N61Zek5OVRMHV0p/b7crHkr/+QxGIwZZLg+ivbUnKpyYI7fyH5HVEQJobLopwg4zlGSOeKK67osPbz9V6eHvzvoEqFeG2ol2YK2YBBlhFgAnr1eKLIZhV1bKQRGwb5IhlSU+HxJ+D558BfBR8uYHjFDq599lk+/cEPmNC/P3OcyURlX96lHBuCMBZLZC1Zhou/WpuoIowdgWUojhOZlMsAJaqZ9aqeZdRhoTAQKBRe7JgI7LusmoMqzhJVg0TRQJTlso588wghHQBvBgw+RZPy6tdg/Ts6FTXxil28VTpGpLGc8Bd/IqVxB6bdw8Ax5xLtfxYOWyqGsfcV96/HO1lbb1ETUZw3wM7g1K4rAF/ZEuOu5WGiEt4Q3+al8D2YQkHVeh3tKKXfW1IvcPhg6BwtIugmTLJlEZIWH8oKMnAyZS+WVQcNwsAxYhYTOqH63xXLV+vx1W4XLFupiMUV9l2inX5JTibIVNaqBtw4GL2fwyS7Cz22sD045IgiCRBP9D9YbFfNTEisuGzC4HpzKCtUHQoYKxIr16lT9VckAjfeiJg/n3MNg3OHDm1t6DxD9GO91chOwpgILCTFqolGojgQRJFUEWaxrOE5WUyAOAp9EUi0EasTg+yIYGqJn+H5DvDqp3dhkoGTMoLYMcg+yCmWLiNUDxveJRyNEkby8eeLmJY+msxkb4e7llp+nrZWEpp8IieUrOOMjasx6stwFew9wmnB4BQbK8/pniGKGxolIUvhNRQlYQdNOEklDOEGsLnBioAvC2b/Gtwp3fKcX8fJRm+miV4YR5HsfEiBYNFSPcZ65DDRjnBAR2uXGYOoIEgKdpLF4WmE7iGdHhxy9FVuTETiH9Sp9g19NmFwnMhs9zulFDsI4XAYZD7+uLa+sdl22+8qs5DFqpYNsoEFaicLVBV9cFFHlPREeu1tWUZoF5mrRFctPNgwpOLkx15h6iMvak+4l16CzEwMIbjKLGSZqiUZBxMOQy68U7C5kMIkjEkEGwvlAIqLLW4d1/GuX8lqap1O7PE4nw8cxqytRbhzOrFjN2NOjo13SmMEwxHmsJoUQjq6caeBYQdbBhx/VXvCkRZ8+nstMMgeAifddMB+ekcT4QDMnCbIzjTxNysmjN7zazeFoB8dL0AOJnpIpweHHIZh0Fd62IaWoVYT5h9WEQNJYoyRTtIuRfpKFeQdWU65CtBIDDsGFxoDGGvb800/W7iZQ18+pZIgFhYKieT7xlDyhA+PsJEvfKxUdYSxsCMYgA8LRSMx0v1Bhj//FjideoT0p5/COVqxlSaczBJ9D8ln1GU4PMQmXct7Cz5js8rmTdsUvmvbZUVbvhy2fN5WAzHbbgEZpgebYSdug8xwCMfka6Fv5+oJ3Ynjs228foqX2voww5Z8hgg6wOaCaT/SQgLDBvavRZqb5kHZUk1OZUtg8zwYMueQv/bDCSEEo4YDHNlk2UM6PTjkKFFN1CT6YuIoSmimSDXxOVV8YVXxI3N4qyvAK3Ibm5WfIHFsSuDAZLGqZew+CqAmggyc1BLBACx0A59H6NN9huhDpuGiRDUxAB+jDZ3CqyFMalMFzojSLoupqbp/6CiDM288GbZRvLohyqkewRWFCdIJ1sGSZ7Xqq3KNlhbvUgs5UfTC5jRojDczKSML09Y96bKuoLfHoLcnC5J/AnUlkDEIfPuorQTrQCWsbhQg/7fmIx1N6CGdHhxybFPNhLGQ6PuDlVAhmQhqiFBLhL7ohrtY4kbii0SQSmJTiv6BZui99+mpQgi+axTye7mWJuL/n73zjpOrLNv/9zlnyvZes5tNsimb3klIAgZCCb0poNKkCYiCgIUorwK+AooviqgvTfmB8tJFekkgBENCKum9b+9ldmannfP8/rhntqRuGhA81+czn8zMnjaz2ec6931f93WTRwIDuinNDKUYo7IYQ0+lUz6JMGCgOFfPny8zf0aNOrIf/nPCaUVuTtvdbdmKSBrKcMkCHQn2+LFLGZyg8sHzJXI2T82Xx4EQbAVlijuBOxGGnHb0r83BIcEhHQefO4aodFJxEyDa2d2tABcGxSSRS1fq5DyzhH9aO5m6YRF2xE+irRnX0ABnnShS4e7QGh57DN5+m5zp05n1w+9TaQQpIqmzr6bGDjBf15GBh2lGHolqL38C48fL46uGlDwYegZsnQcZfaXZ8qsCwwRPMqAhowRMxy38ywqHdBx87ihSSdxmjmCeXcMa3UwOCZyh+hBWNv1Vag+p8kCVyo9dIyFxJ2x/XUYfpBf1qEV0YskSeOABmcvz2WekjB1L2Sldyqsd2sdD9loCWLhQ7LTaudoc/KUsGNvaplJXo9EUqULMI2FCqhQMO1seXzWMuACiIXmMuvCLvhoH+4FDOg6OCNbbLeygnWEqnf4HaJrUWpOFh4vMflzEAUw54yg7TYgm2AYDTtzrpEsiESElwxB1W3xmTwxrdUunTX0EzWIa8FtRrjOHdNZ7vixYZa9jg96EBgY3JTFxkwWjp8g0Wgd7IjUPTvjBF30VDnqBY8dG18GXFtu0j6ftrbxrV/KktZkGHdzntivtJn5lreRBaw0V2t/5vtaaRh3Cty+rFdMjaqQxF0PaPmxdpkyBM88U18NIREYmdEMxySR1u89KwGA77azVLQD4dZS3rHI+sKo7a0lfFOp0PTYawiFqm9fB07+FP94pnfkOHBzD+HLd3jk4JlGvgwSxSMQkiEUTIXLoKWlt1xH+rWv5wK4mggUoPrCrucocBMD7dhVzdTUuDC43Shlq7HtseYXf5unNYTwGXDbEZIWnlqC2ONHIJ7ejQ8ZOBwJw/fU0NVSx8OZLSVQuppHLTeZQ1lktLKCOMDYeDDJiTXK/t9ayg3YUsN3ycZ1r32KF7tip26nTQcpU2hFruCsximmxW9HRKCWfbYWEJKjdBS2NB56I6sDBlxgO6Tg4bAxXGRSRRANBBqpU+u/mUbVd+3jR2kEVgc55JIm4OqOOSsvP27oCO2ZFs0g3MJR9k87Pl3bwSa0cZ0lHB0UTqtBodlnt/LBPH4lygkHweHhmWAI7wrsw3G46VJSzVDFlrnSG2RkstRuowM+bVjlnmcVUIpGXDWykdc8Td7SK5NhXA2Uz2Vw6jk/sOlbpJmygD4k95N6HgzI1iFwzG92ymezFL0uEM3yiTEh18OWCFYGWCvF9O0oOCV8lOKTj4LBRbrfjQTGRbC5U/XoMP9umfTxhbaKRIBqxk0nAZLLKZaZRRL3dwX16dWetJQmTggPMsKnt0OS01vOLv93BkPrNLL3jPBZdf6FMc/zZz2QE9YsvYnu9NBblgoZ2Iryhy/nEquMbRn/GG9ks141U6w6UZfOS3k6hSmIXfgxgMHvpUdn2sfS3oIiufoUXClxUeQ3C2GTg3kPufThQSpFNFpRMhp89Ck21UDrisLvsDxcL7Fres6vIVB6uV0NI3o8f238E/I3w7i8g0CCvS6eL391XeXDeYcIhHQeHhQrbz+/1OmxgFS3Yls2lW3dI53veUCrKxtNBlBRc+IiShItvG6WMiTVkLrTrCGFhIBFGf1I4RRXu+4RVVdzTvJoV8+Zz/IYFJHpNMh96lu3nzWBG4Vjs1FRqHvsDqeNGkTrnI05pdPHKEBMr5k7QQJDX7F2MVVkYlgXtPnQkgqrbybVFJ/Bomk2AKIPVXkjHdAMKtEVEGTSpCDYy+ymEZohKJo+j4MmWUyiPLxh+O8Iz9jYi2FTqAE+zle8x9MA7fpVRsayLcEBuTDqaYfode7omOAAc0nFwmNioW+lecm9s3gir3wYrDI3bGJVRwEd5XtqIMJwMrjUGk2Z01T36qxQ8WqIFF4qzjOJ9j4netg3OOIPJDQ0cl5WF8iiUFSXBm8UdSeNxqyyetbexSjeTeMPXuPbb3+Ck5RuoCCQxP8lPRErziPMbnL6yjsCWRQQyUjjjT6+w6lcpNI7OJozN83o7fewkyoxu6ZKBJ6EDzZT7tvFW6WDaPG40Nm4UF6t+TDZyj6kR1weLABY2OjZdB/z7ma/zH4OUXOi8ZUJk6a0V8sgZ9EVe2ZcWDuk4OCyMI4sX2NHpKjDUTpJud2WCtsnUJreZI6hHmjR3r3cMMdK5gTLW6hbGqEyG7UdAwG9+A1u3glIYoRBceinYNuqCC/B8PJ/W0r6sGSY+B612iJUvPU7J3U8wc8JIGv7vPioSNcUkM8MoYJ6uIbUonYuu+BuexmbCRQX8Oz+dcGzxsNCssJt6kE7I5WbH2DP5q70llg6MkoBBMi76qxQW6nradJjjVS55x8KY64NErpHABDubZTSSgMH5Ri/l7l9l9BkLE6+Ata+LvZDLI7WdQxyc958Ah3QcHBayzATutsbwlq6ggSCrs12MHnIiOeWrIX84FIwiVblIZd+5/zHGnpY0e0VtrdxJ2rb04dx2G/TpIyMPKitJy81l5NP3snRqGe5whIIlayA9ndzFK/nhO9vgkkukhmSvJkAUM09R+OJ/M/rNfzP/mnOJ5nhRRFBI7SnX6EqPlGs/T1mbaSdKOFZ/8mCQjoeTVSGbdRtvxcQQ62jlJ+bIz6XpVGvNrpgAooTkoz5++AZXGWFbmmt7M4L+Kw+lYNhZ8mjeKYKCvKHg/XwGvh2LcEjHwWGjj5mMFdVspR0U/PewUv5nxKVHdn78mjWwbp38kRsGuN1w+eViyLllCwCqspILl9bQ54RTyQ75Gf3BZ1BdLdvfdx/YNm99YwI+JC1koaka3o/a4f0Jo8nGIIRBHglk4KbaDlBPB7lGIoutehoJ4cbAxGCSyqZEJTNV5WEoxSuWRHsuFG2EkWrPEXAROAA+1DW8Z1cCcLrRh1O7u2B3tMCWudJUO+iUfRa3my2LJ1ta8Ns2l6WnM9izf9m3xzgKnysclt9VUdEeIyuOGWT2k4eD/eIY/e06+EKxYQNND9xLrSvKjp/dwkkDjqeGjk4PtQAWYWwSj2Tv8aWXCrloLcSTmiqptk2bJPIBcLtJnvY1ZpAPT/xWmkQtSxa0igq4+24ST38eM011EkQOCdQTRAENhNBAFQEqAGhlid3ASXYBn1BHEAuNpg9JXGL071G/mWTkss5qJUCU6argiMime4PP7EY6iBLG5m27guNVbqfPHEv+H9SuBZQQ0IQr9nqMp1paeN3nQwM7IhGeKiw86hFTDzQ3yw3E+vUwdiz8/e+Q/MXOfHFw9OCQjoODRuCnd+BesIAioDHq57Enf8s0I49X7J1YaAaSSsKRXnRbY30z8cWwthYNaJeJcrtAg/rFL2DyZPj97+HBB2U8Qfyu2bLA62W6nUM5zbQQ4WxVxFu6kkRMAkQ7BRHx8W4K8BNlLjW4ULgwGKTS+JZRuodgoK9K5k5zFCGsrkX/c0ApKWykFQ10YDFP1zBeZ/OaXc75/gryAFNb0LAVmnbInfhuhNKudecNg9/+ApwY5s2DZcsgJQUWLYKFC+HUUz//63DwucAhHQcHDSsQAECh8XSEKMfPLWo4pUYq7UQZptKP/J3yXXfBj34kUU1qKkQi2MEAWttE0hIJTBxJ1qxZMr5q4UIwTRnEZlly9zx4MGRnUzDtFH5UWIj+65O81j9IEyEiaBQKk64xC3FKScKFB1HXeTE4TuWQu49R1W5l4P6cnaXOMIpZaNfTgYULA0vDn/UGauiAshFcuHoxOYEAZv0meOdnUDRBhqF1M0z9dnISOxt24rMtbvZqlCr+XD8D/fsL4bS2QnY2lJR8vud38LnCIR0HBw3P3fdS/fM7aPco3vvplUwmF0MpBu6tt+VI4cYb4brrREDwP/8Djz9ONNnNzpkjaRs7mKqvT+NsbExMOPN0WLwIEhLg61+Hq6+G9HQ45RRxKli3Dt+/XmbRraeRGKOaAhKpiBXkvRicRD4JykWJSsatDZbQSCGJHLfbGO3eYKNu5RO7jlwSOMMo6uGi3Vv4dITFup4EXExWOZ2RVpLh4goGMtuuJlN5mKJy+VBXAbC0ZAibCwbw4w//RUFLLdhamlsbt0ixO4ZBW9/nrytekNSl6YacYnHyPpp45x2JSIuKRJX4+OMS5UyfDkPEfqhJh5hjV2GgOM3oQ/oRshhy8MXCIR0HBw3vtBMpmbuIbdrHFShK1NFT6nxoV7PArqMvyVxan0DCT2ZBVRXk5mJUV5CxuY51v/w2uXlDxP6/eRfkbYZbp0IwBf76BjzxBHg8Xd38Hg8J6fdeHywAACAASURBVFmk4KIu1rB6osrnHV1JFFvqPcrkPLPrjnsEmZ3PbR2LhnoRzQV0lH9Y22gjjIkiTbuZrg4sp7W1pgOLJEyUUjxjb2GL9qGActXOhUa/zrrRaCOrc/opwHRdwLtaxAWl7lzy8AihgAw40xo+/oPUeUacC62VXT+3ItC47eiSTjAIP/mJCAc++wwGDIBf/AJmzOix2Uv2DtbFzFjb7Sjfifn0hcMat5vPt+7k4IjBIR0HhwRDKQYdpchGa837dhXzdS1VdACwk3Zylq3l7Pfek2invR13cTEZW+pJ2uqlrU8fmnSIrIpl4G+CftnQ2Aj+ZujokIUuIwNOOYV515/PB9OHkobJiSqfPiqJ41UuQdviY11LMi4mG7l7vbY1djMv2zsxgG+ZpXt1Ltis2yjXfoapdJJxEcXGRGFDp90PyFTUZbqBCJqJKrtzoJzPDvOUvYVqOhim0vmWGkCNlu/BR4R5upYKKyCuCkoxWeWS3G00w4VmP06yCwhika8SMU75ufSRhNuh/1SoXg01a6WI89lzMPFq2LUEoh2AghXPQf5QSN77d3DY0BpqarpcwJcu7RKIdEO7jnY2orYTIRrVPP6MzfKVmkGlilu+a5CU6BDPsQaHdBx86bALPx/oagJ0zbnXgN9rdkmmTRN8PubfcAHvHdcfS1ez1mrl9rQCDNMtjgjuVAjbXeq2QID2O27l3fFeQkRpI0opqYxUGRhKcaZZzIk6Hy/mPlNgr9nlVBFAo3nJ2s7PXGN6/Hyr9vFXaxOtRNBojieXU1UfPtY15KkEjleykGutedbaynIaMVBsVz6uNAfRrEM8bK+nEj+JmKzWzZxg5DOQVD6hDhtwo9iGjx3ah6ENtuPj2t0csTMNb9eLxHRpYIyjYbMQjtbSxJtXBuO+KWamWgtpr34Vjv/uof4K94/t27tmHwF89BG89hpccEGPzc40injJ3oGBYqZRxKZNsHCpxlCwaq1m+SrNCZMd0jnW4JCOgy8dTBQq9m986U/FzfSxp8MFi+Uu+ZxzoLmZhosmEvW4cEcjNCkfkb7H4TXc0F4PReNhbgheeEHqOx4PZmYWbjoIEMVC87GuYZnVyCVGf8YYWQdUnvmJdIoNduCnwQ6S062JtFoH8BMlGrPcWU4jY1UWdxtje6SDPta1LKKBSGy8QnlsttAiXU9DzBw1gEUSLtJwU0cQLyYdWASxMRC/N4XNWloO7gsumwlBn3iEDT1DRAX5w2UwnrZixH6UloZAAL73PfDHZikZhhDd6tV7kM5wI4P/UmOgrQ3j3nuo2OjDnX4v7UYqiWke0pz+y2MSDuk4+NKhWCVzrtGX5bqRfqQwXmVTqBJx5Rpwzy1iJprZDwacwHF2G+t8nxLEZtqubXgz3dB3ohxo8WIpTsfvqI8/nsR+pVxmdrDArmONbsbCpoUQb9rljFSZmDFi0FrHajs9I57hZFBLjWyD5t92DRca/Ylqm3Ltp0mHSMZFEAsThRsDF8Ye9Yc1uhkTRRRRzE01ZGRBIi7cKCyklyiKzQK7jrYY2SVhUkwyEezO2T8gNSBDKbEgqlkrY5v7jJbhd7vDmwqTru75XmYJjDgPNs0GbxqUnX7Iv7/9orISdu4UAUFlpdTaSkrk8dxzUtfJz+/c3FBKGnv//GeKIxFuLKjiszEXMbgkmVHDvnF0rtHBUYVDOg6+lDjByOcE8nu+6W+ARU9CqA1ML3hTGZDZj5/Oe4ug6SIz0AZluV2k88wzMuYgMxMSE6Xp0OOhDA9lZjp/tTaxWDdgIVYyT9gbuc4YQoAoT1lbqKWDKSqPc4ziTtI4xyhmqd1ABxZuFCFls9pu5iV7O7UEcWGQiovpFNBGhDIjjeEqA1trXrV3skm3MVZlUkYaO2jHjcFYsjjZEBfpcWTRrEKs1i3U0YENvBfagRGNgmnQVyfxveShLNUNNNkhLDQjVWaXqGHTHFjzL4lY+k6Cydf2/kvPGwo7FkA0CJs/hIlXHuZvcTc0NMgNwPjxcjMwZIhYGb3zDvzgBzH1nAnTpomybcgQqff85S8QCgEwqXU2k06wICcN1rph1EVH9hodHHU4pOPgqMO2I1h2AJeZdniKo5BPajVmAtgRCLbC9vkk+ltItCOQkAYFo7q279tX7HJsG4YOhbSeRf9L1ADW6BYpUqNZoZuYp2tQqM4o4j1dSYsV4mSjkOU0EtE231QDmKdraCPCMt3IfF2HhY6l3WyC2Awx0pjUTYwwx6riXV2JDWzX7dykyrjWGEwEzTAlpqJvWuW8pysxUAwhjWZCRLFJqm8m6jYxTIP8pWtIOXsSX6OAbCOBIBajlCjrmuwgoboV5FohXKYX6jYc3PdbuSJmWpkglv1jvykGlkcC8+eL7D0QgCuugNtvl+jm+edh9mxob5ftlJI+q9/9TmTUCxbI789QkOCCJDe4FCQlQNVKh3SOQTik4+CoIhRppLLuVaJWgNSkIRRkzzx04snoB32Pk/RaVj8ongBvzxICQkFKPuQP69r+lluk6bClRRa63c6bariZrvN5S1dioDFRNOkwfVUyBor22DCET6lnkV1PFHChSMDAQtMek1t3VXkEhSRSpnpOkKztZhNko2kixClGl0/aFruNN3Q50djogG34OFUV0kKE4jffZfb0IST4g5z0/Idw9vcxlOokG5Bx4PfZqxlSmMOF9ZtJ1RYJxeMP7vtNKwQ7CsEWyC6NzQ86AohG4cc/ho0b5ffx3HMwa5aoCuOkopREOi6XRDvu2LmnTYPCQgg3yXanDoE+6ZCQCIWjj8z1Ofhc4ZCOg6MKn38j4UgzSrnxBTaSnX48Hvd+xhfsD4YBE6+CURfC2jdh3v9Ir4nWgN5zaFZiItx8834Peb5RQsSyWUIjqbiZbORQRDK7VDvzdS1hbEIxUQBAFDrrNTbQQRQPZqcsupBEbjWG4cJgkV1PGJsJKpuTVSFLdQPtWOTgZYrqioK01rxi7yQaO4sGUnBzZjytd/y5TL3pVgyfD+Oee/f6Oap0gFbCrMrpy6T3X6Z0czkJw93w85OhoJc2+5EOGQtjKYl4okHp6zlcvPOO+KrZNrS1wYgRUsu54gr45BNxjSgshLPPhqYmSYfOmiX7TpgAb78Nq18Da5PUrDxJMOka6DNm/+c9EvD7pZ9owAAhQweHDYd0HBxVuF0ZKOVC6wguMwPTPMwxvkpB9RrY/rEsYrYlKSDlErXaQR9OcbFrAGfqYjwYeJRJne5gpW7GRhOly5csTjwuVGdEkoiLUlLYFqvPBLEwlcH7ViXvIem0DbRwvauMB9REmnWYPLw9xgLYQBsRvDG7nRRc3GSUdUWEEybgmhf7vDEvOUtbNNBIIomkqVT6kkwiLoa9+yn9X1uEx1bw8WPw2uvw61/LAn8grNsCv3gbghH4+mQ466C/zr1Da0hK6pK7//KXQjSrVomq0LbhwgvhkUdk+08+EdeJIUPgu9+Vf/vfDGtelfHQQ04Vtd3Rxtol8LdfQIsPGACP/q0rAnNwyHBIx8FRRVryMEATjjaTljQU0zgSNQItDKAMUWLlDoLM/jDo5EM+YnepdIMOESDS2cbpikm4NSLdLiKJrdqHioQpbI9wVtZg/sFOQlhMVXm4lcESGvDHjrAuJmn2KpOCvQx3M5XiRJXHR7oGNyaXm6UUqN3I2TA6HRW01nxiL6ZKV+PCxTRzMoVGPj9nNGszNpLgTsBbGyvad3RIIb43pPPBBmjsAFPB+1tErHGoWLVKnCBycuD73xcLo/nzRRZ96qlCQN/4Bjz7rPitnXuu7NfQADfcILL4hASJer75TYluxl92wNPW6yDv25W4MDjd6EOm2u0zNDfDkiWwYwecdppEMHvDnDkw9zdQmgxGAqzYIdHaaCeld7hwSMfBUYVSivSUEUf2oH0niWNy4zYYcAIMnnHAXQ4GpSqV/qSyhhZMFB4MsvDQRhQ3ipmqD6s+fZvAru2c+tTblEw9jZ/c/V8EschCSLW7V3NCL/7MZhpFHEcuXowD9goFCVGr6zAwCBGm2q6h0Mwn30gk//TL4ZcR+NOfZGE1TRjUi7HJWkN7QPKHpgdKBu5RAzsgIhE554YNcMcd4gjhckl0cO+9XeexbbmuX/1KRlZkZHSZfLa1idggMVGO19BwUJfwor2dTboNBQRti6vMbp/98cflOurrZXTCX/8K778vvny743e/g6mxHiINZCaLzNvBYcMhHQfHHlwemHD5ET9sqw7jxiBJubjZHMo/rG2spRkXBj6iuFAEsNisfHzz7qdg7drYJNP5JCsXSdpEa81cXUM7EdwYeDGZpvIOeG6lFNl4sbVmvl1LufYzSmUy0sjcY1svHjJIp55G3LjIVt2mrhoGXHutRAdPPy1S4yt7IX3+f/8PXnlFZg+BpLcOhnSCQbjsMnj3XYmutBaX75QUiS7WroWVK0XGvmuXRDO33iqRg9bw4osyG+mcc+R6H31UyGjKlN5fAxDQVmdU2tHNcohgUOpELS1Ceh6PXMcHHwjRlZTAsGHiYO52Q24ufLAEzhggJPz1H0lE5uCwcdRIp3///uzcubPHe/fffz933nln5+tdu3Zx0003MXfuXFJSUrjqqqu4//77cR2rkwMdHLP40K5mtl2FG4PLzFLKVDpXmgOpJIBXGzxlb6GGDtwY5JMI55/fObGU885jp27nOWsbPqK0EELH1HBTVS5nGb0fFbBWt/CavYsQNqt0E7erkXuMUjDqNvC19QupzEoiuf8p5Kf13fNAycnS+d9bvPmmEI5hSKRx++3w0EMwatSB9wVYvlzm4sQJRymp26SkSOQTFwmEw7J4//a3Mgn2zDNl++uvl/P+6U/wwx/KdTQ3w513wnvvdZm17g0+H/z0p7BqFefc+T1eOWMEJoqZqlAsd5SS48QJB+Rc0agQnGEIKaWmClEWFsJ/zYLlheB3ixilsM++z+/goHBUV/d7772X66+/vvN1ampq53PLsjj77LMpKChgwYIFVFdXc+WVV+J2u7nvvvuO5mU5cNADttbMtasJY+EnygvWdoapDE4yCuirkkHBdWoIn+lGMvEyTmVJnWLqVDnA+PHMsTdTTQcdWFgxkYEHRRYeduGnr07udDvYH9qJEMbGwqKBKH+zNnOjGky64ZXFMxyAT/6C199AaTmwZTOc+7su5d6GxfDRHJg8A8Yd3/sv4bTT4I03ZCHWWkjkttuEHObOFRXZSSfte/+SEhELNDXJa6Vg4EB5/eGHctz0dFns29uFKJ54Av7xDzl3e7vs09Ag5BUOS4pt1y6J1hIS4MknJRobO1bIpKZGoqXmZnj1VQCG/fAX/Pz99+Cfr6KefFJSfKYp5407aSslpJyWCtU1EtlEo0JKpgnhIPzpbrh5Bgyd7hDOEcZRJZ3U1FQK9iHXfP/991m3bh1z5swhPz+fsWPH8qtf/Yqf/vSn3H333XgOMKfdgYMjBUMp8lQiW7WPCDbVdNCoQ1RZAW51iUoqW3k5Ve22+EyY0Pk0ERc61iCqkCFw6biZq2t5z6pipMrkSmPgAXuU2rWMng7HjlPdWMHCR//MGXPWiiBgUIlImeMIB6Svxl0A25bDRRdAVQukPgSvvgkTe0k8N9wAdXWS1vL5pBbT1CQChPp6aax97jkoLhZiGDGiZ/RRXCwpsp/8RMjgvPNkRPg778h28c+dkyOvfT55HQjI1FCXSxb+pCQRG9TUyDbXXCPks2YN3H+/bD93rtR7lJLen5/9TKKq9nYIBlH/ek0cDWpr5RwuVxfhgBBYght8TeAywG2AHVsKTVPcHNJcsHATfLgBfjFJ0m0OjgiO6pjDBx54gOzsbMaNG8eDDz5INNrlGrxw4UJGjRpFfjefpZkzZ9LW1sbatWv3ecxQKERbW1uPhwMHh4srjYGcaRRRTBKgCWHJ9M1eoojEzj4bAA8mfUiijTAKWK9bae/mmr0vfKrrScDoNIHWtsXcy0+jvr1RUkEzzoBPAuIObbqhaCyk5Mki/PijUNEESR5o88Mn83r/BaxZI4QTT0H17Svna20VwmluFkIZP15SZbfd1nMhBzj+ePj4Y6nN/O53QgSBgKSuZsyQfqG2ti73gfj+cZeCU08Vn7XvfleO8/bboi776CM5VjxtF19HbFuI8oUXhKCCQYmQXnqpS6ygdZcrRdxmJyUFrpsBF4+Hn50Jd5wG554jVjy33grXfgMykuGv8+HZhXI9u39WB4eMoxbp3HLLLYwfP56srCwWLFjArFmzqK6u5qGHHgKgpqamB+EAna9ramr2edz777+fe+6552hdtoP/UKQrDzNVEaZW7NR+7Djx6I69ypx3xzu6klBMs2agMFBswUcwlm4bTBpJvfhz66MSadIhPBjY4RD9Vmwm6vHgbfVB3S5JUVVVwcXPwOjBkFog0vFf3wtP/Qs6IhC2oDBbCKq3+O//lshAqS612Uknwb//LZGIZYlfWnwu0dtvS79NVta+j7llC+TlCRFs3y5Gn8GgHL+gQMhHa/lM3/0uTJrUtW9yskQw8+dLZHL//VJnevllIcH4eISUFLm+eK0mGpXI5tJLhayKY/W0OXOITX6Db38bLjgOdn4MoQ5YXw3/Xgl19aJm87jhmkvBXg0paVJ7ikREfODgsHFQkc6dd96JUmq/jw0bxO/p9ttv56STTmL06NHceOONPPTQQzzyyCOEYsZ9h4pZs2bR2tra+SgvLz+s4zlw0B3pykMSJhm4MVE9ZvrsC+060iOKsWKEZWORiEkqbr5jDOrVH9s3jVLONfpyCf356S2Pcv31D/CDy+4mrSl2J9/cLOmp5DRI6yOEA/Dpp2CYkJUNpaUwex6M6taxr7XUUK65RiKD3eH394wMJk+WVNfzz8Prr0t6KSFBFu1QSM6xfj1ccomIDb7/fbm+7rjwQjlmNCopuvgcJMOA4cPl+GlpEkF1J5z49axcKedsb5ca0w9+IPWeJUvEVic/Xwr/iYnyME0RA8yaBX/4A6xYIQKJuPw6LnK48UYY/w0YfRE0psCzy0GFYPsmiZxMF1x1MxQUyfOLL3YI5wjioCKdO+64g+985zv73aa0tHSv70+aNIloNMqOHTsoKyujoKCAxYsX99imNpaD3VcdCMDr9eL1HkbTmgMH+8Eolckolck27WOsyqY/MrRFa3EniA93K9d+Vutm+pDICDLII4Fy/J1D1oxuj2RcPGivoUglcZUxaL99OMnKxQxVCM2NMG8puJOgpV7u5FNTIRSi/sZLWDiymiSrjSnGcSSrJFngN26MLao3w6Cyngd+7TVZ3EMhkTWXlHTKkW2tef23t7L6V5cy9JM1XGiW4MqOTV697z4x4AwEJNopLRVp9PDhQjg1sUJ8QwOccopcRxx33SXX/ec/C/FEoxJ5ZGcLSWZkCBnEZdpPPgl//KP0w/zhD13ihqwseR5HWpq4LJx4okixx44VsYJpwk03ifqsOzIyJPqJRORx110SMZXNhHWbYnYTNgzLgaxYVDtjhkRHLS0ipe6O5l3idJ5bduT86f6DcFCkk5ubS+4hFtRWrFiBYRjk5UnPwpQpU/j1r39NXV1d53uzZ88mLS2N4cM/B4sLBw72ggRlcq05pGs+DdChozxtb2GX9lNEkkz0pAULTQImVxoD6UMSlTHSiaBxA7kkMYIMFlAHwBbtY4Vu4gSVv+8LiCMjQ5yxlyyRVFPMFDMyoC8fX1lGKNhEe2KATXoL49RoSU9NmSLbjekW4di2pMp+97uuwWnBoGz/1ltQUsIW2pg/JANtpfLp8MEMdZcxCqQY/9RTXWOl3W7Z78c/7irqay1E1tq6p0WMYQjJxBtEMzPF0mbJErmGhgaJVvr3h3/9S6KlSETScn/8Izz8sNR6cnP33uB6xhnyACG8feGOOyTiaWiQ77J7RDZ2HPzyPGhqg0Gl4O02Ga6oaM+G0F2LYcGjYoxaOBJO+vHBN9H+h+Oo1HQWLlzIokWLOPnkk0lNTWXhwoXcdtttXH755WRmSrPb6aefzvDhw7niiiv47W9/S01NDXfddRc333yzE8k4+MJhdFtIVulmNsa63FfQRMxetHOAWgOhmCN1FyJoauigL0mxNJ2FB4OU3v7JmaY0Ur7ySkxtlQBLl6LeeA3P9kqCA/NQgCs5djylpNGyoUFIJhyWu/62NmkStbtdnWFI/WbOHLjmGlwYGCjCpgydc8c/md/fcz/LkvTWiBGShopEugrsoZBEPbvjkkskqlm9Gr7zHYmyTFOilaIiuOcescC54QY5Psi1JyQIUR1kc+heMXSo1KDuvFM+z8UXS9pwxgwoOR5OiEB7HZRMFrud/WHDuxAJyPOqlTJuIyFt//s46IGjQjper5fnn3+eu+++m1AoxIABA7jtttu4/fbbO7cxTZM333yTm266iSlTppCcnMxVV13FvXG7DAcODgG21rxbEaWmw+asYjcFSYcv0EzGhQtFR2yEQVzHpJFU2miVSVTZrNWt3X4qbtSLacSLQQlJjFFZjFb7Kbzvjqoq+N//lUhj2jRYvRrXpi2cdtHvWfLAt0gcMIyyrw3uuc/dd4t6S2vYulUiHK9XFvBwWMgpKUlSdYNl3wGkcLZRzBrdTBnpDImPZbj5Zimix9VjXq8U7S+7TKKFODHHpdO7NYMDQi5PPtn1evJkEQgoJdHS2LFd77/+ukRM/fpJKvBIYtw4aTKdN08cG7IU1L4IfXLFQHTMxV31sTiqVsHKF2S+0MSrZLpq93Sa4RIVoYODgtL62NYCtrW1kZ6eTmtrK2lpzh3Hfzpe3Bbm3s+ChG0YkWHw0inJuAxZHHfYPt7Q5Xi1yflmCfm9UKVBzGBT17HDbqeWDjbTRiRGLhm4udEcSpb28LC9ntpOauqKhlyo2ERRNyepAmaavfTwuvdeqW2kpkoRPB4JtLZKmurll6W2EkdtrdjfrFolpDNggEzenD1b0ldDhkhD66efwsiRcqe/P0QiQmBr1kgqraJCpMwg9Z6cHPnXMOT5v/4lhDZs2MGPAdBaLGlaWsSlIDn54PbvLR56CH7/IPx4MqR75Nq9KXDaL4RUuuOd/wJfDaBldlPeUFj5kgwPdHlhzKUwdObRuc5jAIe69jp+Mw6+UtjUahO0NEmmYme7xhfRZHoVbTrMw/Y62oiigForyF3m6AM2a4a0xRLdgIHiErM/bgzW2S08qjfgwcRCs8P28S5ttBEmEZNhZFBHB5X4iUKsf0cTxmKeruFrOh8DxWy7ilW6mVwSOM/s25MEg0FJCbW1SQ/K4MGSwvL5JL31xhtdJpkVFWK0eeutEm3E02IV5fDTa+CSk+C+n0FGTD68u1Jsd2gNn30mzaDPPivHOuEEsadZtUpILztbpM6XXw5f+5rUba67Tq73rLNEPHAwtY7WVjHkXLtWbHN+/vNDr5VoG4Jt4E3b0z7npJPgpWe6rXyxe253IkSCsPxZqN8ECekiFtC2RECuRNi5UGo57mQZePcfTDiHA4d0HHylcGZfF2+XR2iPas7s6yLDIwtXAyGC2J1mkK2Ee9Rl9oV/2jtZosXpuFIFuNjsT6lKJUG7aCGMF5MSkvlQ1+DBIIRNlvIyWKXxtl0ur/HgI4qFJhU3bgzesyt5U1cQwWYHPkK2xffNbiqpVaugslKK6O3tkhKaPl2ijunTuwjnhRdkgfb5JBopKpLtPR5o98HLb8JEUxy5T//lnimkveHhhyXCamwEpSEtQ9JsU6fCP/8J27aJciw5uUtKfO+9UtNJTpY0Vk3Nniqy/eGee6R+pbW4Tx9/vDSLHiyCPpj9K/DXybiLk3/Ss04zfjw8/xp89hyENovMfOy3ICUXtv0bdi2CsB+ad0o040mG9GKJctwJolxTGnJ64dztYK9wSMfBMQtLW9TpBrzKQ1ZsdPOEHBevnZZMU1hjpPp5whLzzBGk049kttGOAZyhijrFAqvsJhbqegpI5CyjuFMWDSKNjifLdmgfK+0mWnWYQCyJFsTiJb0DGx0bwOZmlMqgTKXT10wmqm0GksoC6mjREY5T2SzVjayKDYmLk2BA79YP1K+fRBNVVaLwmjYNJk6URxxtbeIMUFfX1fjY1CQprtZWWcAbAX8EEtq77toPhFdfhXBIVoeCJDirDPJPlahh5Eh57I7hw6UfpqNDnnd3ZI43bO4P8REGcaPQ2bOFfHJzxQS0N9NPO1rgw99Ay05AScRStRL67yZG6NcP+t0p0ZA7SXpxAHy1MjFVx9KY0aA8OlrkmINOkdqOtqHkuANfj4O9wiEdB8cktNZ8ai+lXFdiYjLJGE8/Q9yWcxMNshI091nbqcRPBM06mjmOXL5llJKJh7TYMDmfjvCCvYN2ImyklSzt5cRukuapRh5v2hVobGoJ8qS9iQQMwjHbfA2UEyABkxRc3GIMI9+QNNlg0jpDqZMoZI3dzMP2eloJ48LAjPXxpOPmfHO3ekJ+Pvzf/0n/yejRcue/O2bPFnIBEQn06ycOAM3NUhsxDFnsgyaMvEAK373B1KmwcT0YNowqgQlFMDAfrLDY/O8NX/+6kF1FhYwn8HikaH/ppUKOM2dKOq6hQZwFdq8n3XWX1Itqa6XZ9LHHZD+l5DPOnr3/aw4H4O1ZEIgZjsbTZvtTliWkCYFsnw9t1VC3USIfmy7iIfbcikLtOhh7yf6vw8EB4ZCOg2MOttbMrQ5RkVVDgssgTJhqXUuGzmeb9mEAKbjwE+0s+IfRbKWNa4yeaq8oNnZsDIGG3YTPcIKRT5lK52lrCxtoRSGOAxl48BHpHGGgADdSPG/QQXK6jSNo1iH+Zm1mE21YsfHXBpoM3JxPCZmmlyHEFkfbloL8+vXSz7JunYgDTjxxzxpHXl7PYn5bmzxaWrqck4eMhOsflRlEvcU998DIgbDmXzAsVchmxyeQkCoqr71BKanldMePfyxRmFJSg4rPqvnRj2Dx4p7RT1mZ1KMCAbG4V7bArwAAIABJREFUmThR9tMaqqv3f73tdbD8/7oRDoABQ06Hgr0MELSjULFMiARkXyvWoOryys9tq+s9lJBTVv/9X4eDXsEhHQfHHB7bEOLP60KcPi6DoYX1ZLjdpJLFn60NVBIggk3qXv5rl5Cyx3uZyssZRhHz7BoKVRKTVM4e22TjpZEQJooomgg22XiZovJIxKRc+2knSrFK4vf2OhRwrtGXqYY0PX9k17CB1h50JhGOh5fYiWHBmUaxOBG88oo0MzY3iyBAKXjgAZEWX3RRzws74QR48EEhp/Z2qe+4XPJITpZel1tvFcKJRMQrbdEi+Na3pEa0r0K9xwOXXQflY2Dh45JisiIyrfVgkJbWRRxx+xvYv3lmXP02c6Y4VHs8UrPaH5Y8DXXroTNZacD4b8GI8/a+/eKnYOtHsm1asZCLFRbCT84R8rIicjylwIzdQFSvAX+DbOPgkOGQjoNjDgtqLcKWYs7KUTQ0NvLgxAxatIdG3YhGx8w64+abki1xofAT4RFrPecbfSlRXQQ03ShgurHvmoGhFONUFot0A23IdNEaOigllTPNfp3bPRhdQyiWdvvUru8knWgsuokviQNJ4VtGKU/bW1BAJBphQ81aZrgs6a0JBrvs+JWSxXDp0j1JRylpvjznHHkEg7LP1VdLB3+/frKP1uIk8Mwzst+qVdIXc6ABbX2Pgy0fQeVyeR0N7nfzPfD440JudXVw1VUStdXVCanur8ZjGFJXqqoSZ4YDyadDPumX8SRBUjaM+6ZInPeFimUSzaCgvRa8qRBul9e+mq40pOmO1cA0JGTINm1VDukcJhzScXDMYWaxm1VNFpbtYqS3L/kqgWQi5OJlV0wSbaIYRjoVBAhjk4abXfjRGv5p7eKHroOzWvqG0Z9xOptn7K20IWmXgLaYbVfRlySGGhmUqGSqtXSr91VdiqmzVBGrdBMNBMkigWvNIeSrREbrLBaEK/HU1TPi4RdhwRbpI3n5Zal92LbIpDMyZFzAjBliC3P11V0X1tIi+6xaJZYzLS1CJt2nhv75z1IfirsLtLV19fw8/7z8bMAAUaClp/f84KZbiu2GKaqug0Fpqcy+ORQotacFzb4w8nz47Hm51knXHFhZlpov4gCQsRDFE2Dje11OA3ZEyMaKyOdOzAIrBOlFkD3w0D6Pg044pOPgmMNlA90UZET4MFpLek6UKruYNiKcrvqgUPiJkqJcjIwp2gD+Zm+mVncQRdNGuIe3Wm9gKMVglcZVaiDv21V4tMEW2lhhN5KAyXVqCBcYJRTrZBQwUXWpt5INN79UY6mmg0w8nYafFxgljPh4Ce6Hfs+ArbVSRH/sMSGJhx+W15MmiRPAY49Jiuyee0QyHTfWve22nv08mZldXf5xzJnTZXgJQkpjxoi7wC23SE0IRI49Z07PtFv/adC0XWoapV/r9ff1uaJ4AvQZK9fdG3XetO+LZNq2YNy3INIBW+cJ6RgecHslaupoE9JJK4Cxl4p02p1w4OM72C8c0nFwzEEpxcbMXQR0G+uAStvfOYLgZFXA2WbfPfYZTgZLaMBGenYW6waOVwdvXjtIpTHITGOb9vEXawMJmASxqdNBBhlpTFN5e93PpQz60jNNZChF2eDxUN8hqaRoVAhk3TooL5e0WHwkc0uLpM+amqR2M2uWHGTVqq6RBCDRzKJFXaO0QRyaly0TUpo0SSIbpeSYHR3xL1WaMv1+mVETR8lxkD1A7vpTeyFb/qJgHIQDQkounHiLPPc3wof3Q0cznQnQAScIEVUul/dSC5y+nCMIh3QcfGFYZ7dQof1MUXmkGgdnER9XgQG0EY7N2oR1uoWz2ZN0Fuq6zrpKEIsaHWCr9pGFh0x18AazfUlmoEplu26ngASGqfQD77Q3lJaKA/KFF0rTpVJdw838fiGKJUu6UmNai2dZfb3Uaa66Sho5lZLCvW0LYXXHTTdJZBMKSZQUt6g58UR5/f77UrA/55y910++yjWM+k1iaxMnHE8SDDoZEjMhvY+8P+gAdkEODgqO95qDLwTz7Bqetbdho0nHwwPGBNy7W5bsBzt1O/+0dmKh6UMin9GEDQwnnQvMfmTvRiSPRjewgiYiaLwY9CGRFiIk4eJ6cwh91cF7fUW1TQNBMvHiPVzjx7lzZTx0XZ305WRkyNTOlJRYr02wqyfHMKT2orV0/V91lRDK3/8usuQnnoAJsUK6bUvKLBqViGf38QMg8uzmZjjuuL3//KuM1ir46EHw1wMKhp0jvTjOuIIDwvFec3BMYZluwEJjIJHKTtoZRO//42YhpNJAiCw8XKr686ouZzXNlFt+vm8O69Erc7E5gBTLxVpa8RNlJ36ScdFGmHW6pSfpdLTAplgz4pDTIbEriqmxAvxFbyRIlG+ofkwy955OO2gMHCi1lUhEfM8uuEAaRP1+IYT4hEyvV4gkHBYiSkyUmTfLlokrdGKiyI7jeOghqQ/ZtogQHnhgz3PvPqSsN2jcJnUQw4QR5/f4jnrAjgkWIrE0nndP2XrP7aMizfakyPPKzyApS1wFelOv2RsiQVGlpRZITaZ+k9R0DBPGXw4n3SHnzBksIgMHRxUO6Tj4QjCMDNbThkaTjItiDjDHpBsCOspL9na24CMRgzW00JdkOoiSjIsWIuzQ7WTgYaGup4Uwx6kcLjL686m9lDA2GujAIhPPHrUWlv+fLHYgPRtTbuj80f/otTTF1GtP6a2M1zm4DnUx7I76eolG4n0tti11m7//XQr8OTlSz7n8cvjHP6QWk5AgJJWWJhHK3lJj8+bJNqbZ5RB9uIiGYOGj0FIhAoNtH8P4K2DgiT2JoXo1LPuHqN5sS0w1J1wOxeP3flytYfHfoHxZTMKMyJc9SUJAA6cf3HXaNtSshhUvSs0mrRC+dhusfBlaYinINa/Ke+kxM1QrCitfhIbNMl+nbKYT9RxhOKTj4AvBmWYx6baHCu3nZFVIQm8tWoDn7G2s1M2EsAhiYaIo136iaBoIkY2X/iqFT3Qdr9vlWNisppnTjT6dDgQKGEsWp5l9GKR2i7CCLV3PO5q7nuoorUQ6X0exUb1xDe0NxoyR9Nby5RKp3Hqr1FvOO0+MLzdtksXv2WclvZaYKP9OmSJSZ88+HAfOOUcGqGktz48ErLD4lmkb0NIns+wZsYsZ3K3+seQZaC2XbZQpxLH5g32TTtgvDZhWqKuPRttgucV1oLeIBOXGoXyx2ONYYfAkiolnw+ae7gzmbvW8ymVColrD2jcgZ6BEQA6OGBzScfCFId482RvYWrNWt9Cho+zQ7THfMmn8TMBgOU0Ysbk16XjIUQk022Gi2LgxYpY1MpAthIUXk3PMvnuv5Qw7W+7QAYZ1Wbt4MSkkgQokVTSAFMyDqEPtFy6X+Iu9/bZEMfHGzZoakUPbtkQ08bEFliX7rFkj723aJORy5pk902vf/a7UdyIRaQjdHW01sPZ1STWNPL93ogFvqhTX177Wkxxadsm/9ZuFlOKEA0JIyth7+sqKQO16ISRtdYkmlCGP5ByJOnqDjlb44L6ua4kjHJCoyZUA474tFj+GC0ZdsNsBYr9P2xIyff8eGWuQUSz+dX3G4ODw4JCOg2MCH+sa3rArpMeG+HA0AxsbP1ZsKLQ4DyigQvsZr7JYo5vxE6WEZF63dxGNNYqeovrsWzzQZwzkxzy7zK4/EUMpbjNG8Gd7A9V04CfCNu2jVKX27kNoLWq0lJQ957yAEMyvfy39OU8+Ca+9JtM0AwFJn/l8QjTxFFychN54Ax55RMQExcUiDEiMzeZRqqcz9e747Fmo3SDPoyGY9r19b9sdYy+Bkkkyf6Z5l6TAiifAipdg27yYjUw3pBXBkNN6psi0lvHPa1+LuQoYEnnklUFqHpiJUDRG5MrufQzc07b0ERkuyOwnownaa/ditaOEcKyQqNL29TmLx0HzKbD1Y0nxWVaMFNdBayVc+Ij4szk4ZDik4+CYwDbdTgfRTv8yDSRiEEQTQRPCog9JNBNmKz4esFZTRBJnq2LySeS/9cpOa5wObMoJ7P+E5t7/NExl4CNKEibtWKyymyg1u5GObcP8t2Dea0IsA4bDltWQmQur62DuvyWKeeqpPbv/Fy6UGTpZWbBli0QuQ4Z0kVRWlhAQiOjANGUM8/r1Eh2Zprg8v/8+nH9+777YSKjrGz1Ym5us/nDKLKnteJIkIln6jByr0ywTIYxp39uz16VmjdRP4k4AKEl9pfWBSVfTK6x9XUQfyoCCkUI6kQ5QLsDuFu1oqdtkH6DfxnCJqaknGZb9vSd5hf1CzA7pHBaOUG7AgYOjizEqC0+3/64GUEBiZ6+OgcJHhCgaC00Qi634eFpvYZ6ujk3vFGg0zTrEoSAJF7l4iaDxYFK0e7S05AN4+jewdjGsWQRvPg07N8Kyj2H1x5LmWrAA3n13z4OPHy+CgeZmiViGDROH6UceESeCOXPghhuEfC64QEQGr78u/TamKXflCQkH9lTrjtEXyZ1/Rl9JH+0NttUzVdUdypAxz/G0XN5Q2VZrsaVxxSZyvnc3zP1NrEYTJWzb/DYQ5esjruMPJadjxQknb2iPlOYBsWuxRCIdLbBlbpdVjztBCMZwAUr+NcwuFd2BMOR0KJ3eFWEpU8jwQOo7BweEE+k4+GLQ0UZz7XLmZCYRSsnmLKOYrP00aU4wssnFy2y7iioCDFUZnKuKecLexAbacKFIxk0EIZOY1zAGii20M5Q01tOKBjLwcKrR54CX2KbDrNLNpONmp93OSpoJYhHBJo8ETlN9mNDN7gaAhmpRoe2uLjAMcLmhvUUil/y91DaGDZOxBqtWiUAgJ7aQn3++RDhz5sho6KIiuO8++PRTIaE77xTSWbxYRkbHLXJ6g7yhMPOeff98+3xY/S/wJsPk67tGXu8LE6+APqNh+0JRjoX9gI7Jn1fCJ/8LDZtZVDiRd/KmojwuXs+fwAmWj4njLhIC2x1WFKIdUksCKF8K69+W1GFSltRvrCh0u7FA29DRJPN/dAegpMa07WMY/fUDfy+mC6beCMdfJxNFQ21iCXQklIr/4XCaQx18/miphHf/CzsaIOD28sgpl1CYWcZ3zIOzGlltN/OWXUEYi+FkcIKRzzLdwBYtlZ9qOjBQFJJIDR3YaKaQy3lmCZ4DNHNGtc3D1joqYjNCI9hEYlJrhQgSzjdKmGHISOZy7adZhyirb8f7x1lQuUUUU5NPhYYayMiBonHw8SdS2L/kIBsQr75aoqOODunPiUYl4snLkzTc7scKNMOOBZL2GnDiPtOF+4VtwZs/lXqLtuQ4x13Vu33DAUl7bZ8fkyfrmPw5FQyDJUmFzBpyKSHTQ4KCh/ILGJWwF18zXy188hdREfafAgNnwDuzYmSmJA3mSZJrtKyu4WvxyAYF8Sqg6RHhwNAzD/67cLAHnOZQB8cGtIbVr0AkgFaQFA4xqmILVZkHRzgddpT/tTfEZAVQqJLIUV6adZhagvQnhbONvijgHbuCKJoomhU0cwH99n9wIECUekK4UYSwYsOpe8KMRTNr7Rb+YW8lhMWgnDRu/OXfMPxtQjRNTXDNNbD+fTjXJ/NvuosIts2H7R9Dbtm+78DjKTm3WxwL4l5rfr/UdJSSWoNtyQKsNXz6ODRulTvzsB+GH4JcWimJcDpi82Watos6LDEdNrwHK56T40++DvpP7bmvJ0nUcINPgfmPQHs9DJgG2/8NQR8TA9Vc5wqxJCGdaYmJjPTuJcrd+SmsflWmenqShUTDHUJogERQEeg7SaIqDEnpNW2XmpKRIGadx10r33FytoycdvCFwiEdB58vtv9b5tajMTRYhkl7TilnGgdI2+yG9lj9BiSp0qSDbMXHCt2EAaynlePIYZyRzXbdzlbtI4SNhc3rdjkXmfsnnlTcDFXprNXNZOAhBTdVBFBAOm7Gkd1pGLpFtxEgSiImu3Q7PrciPTNmJvrGG2LA6fXKyIKrrhKbG4DG7bDwfyX1VL1aFtahZ+x5MW63DDV79VU5jtstKrazz5Z6T91GWPxXiIZh1IUSkfhqY70xYXl+KFCGpNTm/lYijZYKuWGYdA2sfEFqNSDy8t1JJw5viogN4sgZBBXLUZklfLOojG+ufFEaca2IpNYmXCGy6rYa6bUJtslniChILIzVijyiQkOJOGD42TD+20JG794l5wy2ST1p8KnQslP81LIGHNr34OCIwiEdB58v6jbKwuFORtlRXFNv4JvF0w76MLlGImV2Ghtpw0RxulFECm5cGHQQxYvZOULgjP/f3pmHN1Vv/f67d5ImTad0HmgpHaCMh7lVBBll9AD6qujxHkQQD4igB/RF9MGB8wgoTq++Cg5Yvdf3olwPHnEEWiwcKQqigFCGFlpo6SSl85A02b/7x8rQ0HRCmrR2fZ4nj83Ozs7qz7JXfmv4LrkXDlkuowwNUEFCrqimKrN9+ygkM3GiQwTTiiRJ+KucgALUwh8aBEraFsch9JX88XNlLmb+fRMiC8vh98gaRyNmaCg1btbW0s9BQY43ll+g3IMk05qUX2j5F375ZeCOO2jX8+uvFFa76y5yPpnbSDlBUgFZX1JZcsIEIOsLQNa03IzZHgzRgD6QKswUC8nFXMmjz7Lt/mQVTe801ZLTDG6SUxIK7cJsCfmooY5el4uH7DsfCIVCZKe+pso1i5GOaXS04wofSP8t/IWO6YPo9+w/wzFuQOsLRP6JhrT5hdM4guP/pCIDrS8wfiUVTDAehZ0O414iBwNFx+nbfcxYSs52AEUInBWVaITACnkALsMIP2jga1WpvlvugyxRiXjJD4mgxLMsSRgvh+Nb5RIAYKQcQppkr79OzmfxYhrlfBUqSUJskxHXLc3fGSgbsHrBi/D+iirSpFNLSAdt+3Zg0CCSszl/nnYm0U12dL1vAI5/CtSV0U05aRod/+47qlbT68nZDBhAu5ubrfNsJl8VIvIJtjouhWT7AWszJshR5H5P+aRrofYyDS6rKCDncTmHGiYNMUC9nnJFgX3oMyAoFHbjErrJSxLlY6qLgOhRwMh7nRPx9pyLDckxosDQm9QNLvxAnx/Wn3qCVF50jdHzgZB+wNld9P8wcRKF/UbNp12XTwjt8IzVtIM01QCVBex0ugBcSMC4nyt5dBMI7d/hBPceSyF2i0uwQGA4gvEXVTxU7UjICyFwydqb0wt6SDNnAkePUn4lIeH365JFRVFTpxDkLEJCqFmzpobkbN56C+jtqjKrESg6Bew/BkBFpdBTp5LCgBBUufbee61/trEW+GUnkHUc+KkYmDADCL8E5B8GyfX7AHe847ohtdXr1tCsmepSKjWWVdTLo/KiSrLxKylcdjgVyD1gbVoF9bGotdQsei6DdlsSgImrnavTFIUaQ+3htVhqOtUHUe6opoScT/4h606qBoAMeBuAwbOBy+eBomPW9R8GjF5AmnDlF4DIIXStf79OStI+wcDNK2nXxlwXuJCA6T4E9Wn1ZSEEjogyFIhaDJYDnbTRzqISJlhQDwsyUIzDlsv4m9wPg+TWbyaSJCG6qbDn9Ok0LE0I+vn3MmEClTtbLOQ0srIo6W80AhkZtMt5+WV6rSkqDbD1M+Cdd6gq7cUXqTxaCLqJe7fQiW+jqgr423wg+yRwvgSYPQD47jxw6wwAgpyAsQb46gngxgfbHkbW2EBNm94G2lHUlVNRgK1xVJIBSOR0fKy7qqTptKtoqKIwn1BIv66qiKrILA2A1r95j4ssUw5qyG2OY3VXgJ/+D3Ahk9YgMJauax+VbS0eOPEvR05JpaHdYuExst1sAnIySDNt/GNA1SVSmPbq+PgK5vrDTofpcpwSlfhEyUUNzEi3FOMhOQkDZAMAYLAUiGxRDQuoNLYOZuxQLrTpdJqxYgUJbJrNwNix12ZoYSHw8MMUOlu8mJyXjw/tTnbvBpYvJ2kbo5Gmcv7tbzTrZsoU5+v8/DONKqispEdQEJCYSJVpa9Y0/9yKfHIkoX2BtO3AKAtw40DgmAHQq4GBQUB9GaAzUD4Dgt7z3QvA9H+0PAFUKEDmZqD0NN3IR9xLN/0reYBvOO0ujLXkDCOHOMYZ+EcCk56gUN7OxyicJsmAzh8YeheFtaJH0g6mLQ69T6Kf5gZAo6cenIAYxy5KVlNoVqO3io4K6yjt8eQcG+sdjaw/fQj4hgHhbYxuEAo5O50/7eKYToWdDtPlqIAJtTDbe2O2K3l4WhoKSZJwsxQOk6Rgu8i1S+KYIfB/LefRT/LHKLmdUy4lyXmkc3upqiIVAIOBEvoHDlARwn/9FzVr2goFZs6knxctolBZUJBDmDMujvJJXl7AqlVUEJCRQbskWSZHOHcusHp188/PP0w7AVupsL4G8NEADWZgUDjQ0AjotEBQCNDnz8DxHTRLBgpVd2XvpUovV5jqaE6O2QgYK0n2f8xDQOYWCm3V/AYMub3l/qKaEnqvJFFO6cIPVAAw8n+1va4VFcDevUDecSACAAQVL/iGUGHB6W8onxSSSPNwbBV5PsEUmvP2B8IGkOOorwAg0fHCY607HWMdcOg9Up/WBwFjV9A1mU6DnQ7T5RgiBcIHaphgghoSzE2aMiVJwhlUQgMZjVDgDRWuwIgDohTHxBWESDr0kTpRqmThQiA9nUqXJ0wgJ9HYSGGwq8cLjBxJIwo2b6Z5OdHRtBtauZKclSSRI9qwAXjySUfvjcEA3HOP688v+hVorAVkL9IZS5oOlP0KaOsBjS+AWkCyap/1GUvJ9l1rqb9Fo2tZOBOg8JNfOE3RlCSgtgw48y3tmmQNDW1LmOD6plxbRnkdpdGqVybRjqTiIoA2ikUaG4F776VBdF4ScE9/YEgE7Wp6DaedVPJCx/l1V8j5Zn0DmKoBCOob0gUAyQ9QGbrZROG8wFZK48svAvtfo52ZWke7q0s/kzAp02mw02G6HH6SBsvlgfjfSjaMUDBb7u1UOVYrzPCCCmqr42mEAglAAyTUiMbrM9/GFfX1DlUAgFSflywBLlwAFiwgeZumbN4MvPAC7Vz69QO+/JJEPisqyFkpCums+fhQOO3ECVKOfuop10UHAH3Tz/8JaLCOrs7aCcSNph1F5SUgO43KmSsLKa/iHwFMWkPHNXqaS5P2PDVJ9rnB+dqSRMn3vXl0A7YNk5NUVMKs9XPttBQF+P6/HeMEdP7W3YehfVVzpaUkWurjQzvJAiMwwloZ520NmwqFwm7CQmXRSdMoxPfDu1Q48NtZYO8LtFsZcjvZ4B1IIqCuMNZSb5Ntx9RYD2iCHHkqptNgp8N0SXrLPnhKGkph/KvCOTPlaPxTuQALFFTBBBkyjFAQBT2SpABcEUYIAMGtaLldE4WFjrECtoeLUms7589TPsfbm26stqKAp56iXI1OR+E1tRr48ENgxw4gIoL6cVoibhw5gcOpdKM01VG/S+wNVDF2yqpMoNJQOEwfRH0zwQ8Cp76hmTXmBpLql1VA79HO1y86TjpnipmuU3KKdjdCoc/wcjHhtbqIwlOKmXI5iZOA+HF0429PHiciAhjaD/g+k0KDN48DpHLarWR9Sfmo37IdO5K+k4Hhd5MAp28Yvd7YQCHA+gpyfjM2AoFXNRz/dpZGFuj8SN2gugT2XiN9MDWm8rycToedDtNlkSTJ5aZliByIQZIBRmHBVpGNc6IKMgAtZOxVipAhigEAf5ZjOjQork1++okS/rbKspMngfx8IOaq3o8rV4Bt26hAwGKhcxcudITfbrnFUUxgc6jR0VTc0BaSRAPNstOA0lPWQWegHUxIX0DjQ+coFroZhyU1ebNibbq0Jt+z9zg7nepSckyK2XF+QwWF3BImtJzLufQzhdUAum5ArzYrFJ3ISQP+IxiYfgvQAMAnHzBaNdQsZnIUwmxVr1aAkpOO9w6eQ4UOTRtrFQtwaiegCwT0BnJOIf2AH9+zVtdZyKHZUGuB8atoSijT6bBkKtM9KC8HHn0UuPNO1O//DvmohSxJ+IsUBzME6qAgC5XYJS6hHmY0wIIDSgdGHLfFhx/SFE6zmW6+NgWDK1eczzOZgNtuo7zN999T+XN8PPCf/+l8niR1TPCzKSo1lQJH/IkqyAJigF4jSBImJIFCdz7BQMRA5/fFj6fwkSQDGq2LKaHWcQRNXb3FDJz4HPhiFfDrDhfD0QCU5zf5vVQth7RcYaqzKkaDKu+CtQ7RToAkcCRQTomyevS72vCPsioXNCmH9vIBLv4EnPoSOPI/pEOXd4CKHGQ1ICQaFidZryerqVeoe7csdht4p8N0D955B/j4Y1QZfPGW7iLKzD6IkHzQF36os5ZPW6yzdFSQIAD0klyEgq6FhgbKzSgKPVQqCpXdcYdjdo2iUJn0u+9SkYDFeuM0mYAzZ4CtW4GiInJcrsYadBStDzD5CVIM0AU4Bovd/Ch98/cLp5yK03t8ganPkvpzYx1pk53fTwUHsnWUdK9hJOWvmKlYQZLoM7R+VPkWk9x8vIF/JN3oFTOFuzpS/aXSUMiuwfpZvhFA3eUmc29UQNRwEh01G4EBM2jXVVlIowpCk0iFoaECkP2pNLuxDig+6ZAYMhupgm/ALCqMCIylYoHz+ylPpNbRtNO4sZQDYzqVTnE6GRkZmDhxosvXDh06hNGjaUsvufimt23bNtx9992dYRbTnbGGtc7eOAjFvcOgFxIuSbUIgxYSHJNUAqDBeCkCXpIKyVI7y6fbQqOhijKbwvPkySS0GdVkJs9rr5G0TnGx83vVanJAy5fT77BlCzWOXj019FqQZLrJ2xACyP4OyN0H+EUCKYuaN0TqAynRvucfQHWhte/FQoKYlQVAwc+gCZ5aup7Wh0JRSiMds+mcNSVpGlXLVV6iwgFTPW1K2jPwTKUBbvgbOTp9IDmD3f8ghWwogCwBhUfJJm9/cn4VBcD+V6lh1C8cuOFBKq5Q60g6p+wcOSUhyJlq/UixIHIw0G8KXUuyllRfzqaNi7Q4AAAU30lEQVSQoyag9co+5rrRKU5nzJgxKCoqcjq2du1apKenY9RV89pTU1MxvUlHuMFw1bczhgFoONnp04gy1cFH44VaWYE/vDBZjsIVxYQTKAcAVKARpWjAPXIHBpm1hUoFvP028P77JLS5YgVVWjUlM5NKf1Uq2vX4+1NZdXAwOa3Ll+kGWFpK/Si33eb6s66VggJg83qgbxmgAilYyyq6ocuys+aZucG6M9CQs6j5jY4f+5QchmIGoCZBzaHzKDRVngeED3L92V56yuHkHqB8y+EPaPc14i9UfNAWQX0cOaCLP1LBgJeedig2BQJI5GR+O0uNscYawMuXdmGNDc6qBuEDgZnrKTRYU0zOz+acm65D7xTSZqsqBHonO5pdmU6lU5yOl5cXIiIc29TGxkZ8/vnnWL58ebPdjcFgcDq3LYxGI4xGx6jhqqqq328w0/WJjAS2vIyo/a/hwV/2IrdXP/TtOxdRsh6PyAOx3nwcpaiHAFCJxuv/+UOGAK++2vLrf/4zFQ6o1cDgwcC8eeRYVCoaabB0KeWDAgOdRT+vhbo6IDeXckXe3hS+mzABiJSBxDGAItEOoSwX+Go1fYNPecBxY9f6Uijp/L+pwszuGASNjFZkUi0YNZ92N/2nk6Dn0e3AMZAywdW9LIXHySnYJoXWGIGTX7TP6di4nENjEiwmcnwqDe3EzCZH3iZ8IKkjeBtomqd/FBUuXI3aix7aVr58yDKQNLXl15lOwS05nZ07d6KsrAz3339/s9eWLVuGBx54APHx8ViyZAnuv/9+l2E3Gxs2bMBzz7UyXpf541KcBdSWIbZRj9isH4GwcUAwfTudKffCDuUi1JAw2TrN063cdx/J1jQ0AKNGOYtrLlxIO559+6hqbfTolq/TAr+JBvwkLiOwphHJdzwI+cxZICmJlKx37KDen3IzcPYy0C8E8PalsJHZRD092ekUbrPxpzuo9FijJyWBrK8od2KrbBt6JzkcxULl2Tl76WfIwJldzZ1OSKJDYNSGTTG6PQhhnf5pss7LaaTPCogGwvrRriWgF5U0SzIwaTWF0ILjXZdxM10WtzidrVu3Ytq0aYi+6hveunXrMGnSJOj1euzevRsPPfQQampqsKKV0tE1a9Zg5cqV9udVVVWIubpklfljEtibbjCmOkoeN8lnDJODMUgKhARA7ak59rbhbK6YM4ce14BZKNhqOYti1EMtGWEeEIqxeReomfTgQaBPH8oRlZUBrx8C3nsbuH0e8N1GKiWWZOpNaYokUQ7kyEdA3vegPI6OigBUXg4xzfILQP4RChkCoLJrM+16/MKpH0eAKtZGLwR++R/qlVFrSXetLcrO07C2inwashaaRNI1soqcXNk5cpqNDVb1h3pg0GyqvGtWfcd0BzrkdJ544gm88MILrZ5z6tQp9O/f3/68oKAAu3btwvbt25udu3btWvvPw4cPR11dHTZt2tSq09FqtdC6Gm3L/PEJSQTGLqcbVMSgZolqjaecTSfTAAsq0QgNZJg0alxOjAEq0mj3lJhIoxkkCcjLI8c2wKo1lrKIKs68fByzepqSs5fUnBvrAUhU9VVfQSXZP30IxKZQ745K7WiKlTUktJn1JYXthKBy47JzQEAUMOExqp4zxDgPc3NFYwOQ+RYVBgAkNPqn/6Ck/9FPKHym0lLOSaMDoKZm1UGzr9/iMm6nQ05n1apVWLBgQavnxMc7/6GlpqYiODgYs2e3/YeSnJyMdevWwWg0smNhXBOS2LY8/x8MX0mDZCkEP4rfEKzWY+SE2wFEAzfdBPTtSye5qvj0j2pdbNPSaG0ulR3KzFAoxFV+wVpgIGgsgV8kNaACpP1m01a7fBb47Qztjq7k0ZjphPHt+8XMDU0EQgV9lpeeKtB0AdYR3EZA0lJuR+VFJdFMt6ZDTic0NBShoe3XJhJCIDU1FfPnz4dGo2nz/KNHjyIwMJAdDsNcxVy5N8YjAnqooRuiAoakXPvFjDXkMBImkHMpOU3VbPbx0xqrqoEZgEQVYIqg3YbtmCRRuCt6FO0+jNWUH/LtgHaZtwHoO4VyRIoFiL+ZwnUAEDOSCgGKTwCBcVROrVIDQdexKpHxCJ2a09m7dy9yc3PxwAMPNHvtiy++QElJCW644QbodDrs2bMH69evx2OPPdaZJjFMt0SSJAThOnwZO/b/gFNfkXLAsHnUTHrkI+DsbvI5ipnyPwHRFHarKLA6IYV2HVo/QGcNtyVMBKJHUPiuJIvUENoKqQnriAUvq1zP4DlUHafSOJczAyToGTnk9//OTJeiU53O1q1bMWbMGKccjw2NRoM333wTf//73yGEQGJiIl555RUsXry4M01imJ5LdQnlYswNACTg5E4qGY4YRKKhFhP9PHguqQxIMvXu5Oy1aqrFUD9MSF+qjNNZJ7qGJV2l8dYCdVeAfS/TSAGtHzDxcSoeUHNkoychCdG9BYeudU43w/Q4yi8Cu55xSMwEJwAzn6efK/KB+koqT246PdNiBi4cJIcUe2P7ypNrL1PIzRDj6A0qvwh8twmotenhSUDEEOCWp67Xb8e4mWu997L2GsP0FAwxpD+WnU45knGPOL9mcNF6oFI78iztwVhDEjXVpeSgxq0gJ3T8n0B9ufO5riR1mD887HQYpqcgScDQO+jRWdSUAnXljn6qS0dp4mhDhVVE1FqkENqvfWOsmT8c7HQYhrl++IbTxM6aUhrgFtCLnI2XDxUvRA0Dhs8jmR2mR8JOh2EYB0KQ2nTNZcrH6AM79t5ftgF1ZaQo0H8GCWleyaNChYghQPJCDqv1cNjpMAzj4OgnVFJtMZPiQHh/YMDMlgezKRaqcjPVUi9P0XFyOI0NpEwtTaDR0sPmXfvQOuYPBTsdhump5B8BSrNolHNsCvXhnN9vbQBVSHmg6AQNRPMNA+LGARAUNosdA2R9bj1fcYyBtjWO6gKotNoGOxzGCjsdhumJlGQBB96gUmivf5PQZ3A8iXjWV1hPso7HszRSccCx7RQaU2nIyWTvpVk39vOt71HpSF2gzxgP/GJMV4edDsP0RM7tcyhJG6spD2MTVM1OJ921ujIacGaqB6AAEORwLGZ6j0pDFWpOs1tBlWvhA3h3w7iEnQ7D9DTqK4ArudYnAlB7A2ED6ak+iGbp2GioAfa9RGoGAdH0Xu9A0m2LGkqTPlU6UplurAOCYoHIoUBkK2MemB4NOx2G6Wmc2Q3UWivMZBVw49Lm83YsZqDgCI0bqC6iIoG6cuCmh4HgPiRdY4hmbTSmw7DTYZiehlCo4kyjp5LomBHNz9n3Eo2gBsgxafQURdP5sFYa87tgp8MwPY2kaZSvaagCBs6iWTVNqS6lijVhzeNIXoBfGBA3FvDv5RGTmT8O7HQYpqehDwRuWtby6yo19ejYhrz1HkVhNYa5DrDTYRjGGX0QcMODwNk9VEI94FaUHNqMArkR8aEjEBg71tMWMt0YdjoMwzQnZhQ9ABSf+QJvJcSgSqtDSP0VPGKsgJ/W4GEDme6K3PYpDMP0ZC7odajUecPHZES5tx6FssnTJjHdGHY6DMO0SnzEaAQqEup1eoTKvuil7oAIKMNcBYfXGIZplVCNASvUN6FQ1CFW8oWvpPG0SUw3hp0OwzBtEiRpESRxfw7z++HwGsMwDOM22OkwDMMwboOdDsMwDOM22OkwDMMwboOdDsMwDOM22OkwDMMwboOdDsMwDOM22OkwDMMwboOdDsMwDOM22OkwDMMwboOdDsMwDOM22OkwDMMwbqPbC34KIQAAVVVVHraEYRim52C759ruwe2l2zud6upqAEBMTIyHLWEYhul5VFdXIyAgoN3nS6KjbqqLoSgKCgsL4efnB0mSPG1Oi1RVVSEmJgb5+fnw9/f3tDntojvaDLDd7qQ72gx0T7u7ms1CCFRXVyMqKgqy3P5MTbff6ciyjOjoaE+b0W78/f27xB9MR+iONgNstzvpjjYD3dPurmRzR3Y4NriQgGEYhnEb7HQYhmEYt6F69tlnn/W0ET0FlUqFCRMmQK3uPlHN7mgzwHa7k+5oM9A97e6ONl9Nty8kYBiGYboPHF5jGIZh3AY7HYZhGMZtsNNhGIZh3AY7HYZhGMZtsNNhGIZh3AY7nU4mIyMDkiS5fBw+fNh+nqvXP/74Y4/Z3adPn2b2bNy40emcixcvYtasWdDr9QgLC8Pjjz8Os9nsIYuBvLw8LFq0CHFxcfD29kZCQgKeeeYZmEwmp/O62loDwJtvvok+ffpAp9MhJSUFhw4d8qg9TdmwYQNGjx4NPz8/hIWFYe7cuThz5ozTOQsWLGi2ptOnT/eQxcSzzz7bzKb+/fvbXxdC4Omnn0ZkZCS8vb0xZcoUZGdne9Bi1//uJEnCsmXLAHTNde4o3bfYu5swZswYFBUVOR1bu3Yt0tPTMWrUKKfjqampTn9ABoPBLTa2xLp167B48WL7cz8/P/vPFosFs2bNQkREBDIzM1FUVIT58+dDo9Fg/fr1njAXp0+fhqIoePvtt5GYmIgTJ05g8eLFqK2txUsvveR0blda608++QQrV67Eli1bkJKSgtdeew3Tpk3DmTNnEBYW5jG7bOzbtw/Lli3D6NGjYTab8eSTT2Lq1KnIysqCj4+P/bzp06cjNTXV/lyr1XrCXCcGDRqEtLQ0+/Om/S0vvvgiXn/9dXz44YeIi4vD2rVrMW3aNGRlZUGn03nCXBw+fBgWi8X+/MSJE7jllltw55132o91xXXuEIJxKyaTSYSGhop169Y5HQcgPvvsMw9Z1ZzY2Fjx6quvtvj6119/LWRZFsXFxfZjmzdvFv7+/sJoNLrDxHbx4osviri4OKdjXW2tk5OTxbJly+zPLRaLiIqKEhs2bPCgVS1TWloqAIh9+/bZj913331izpw5HrSqOc8884wYOnSoy9cURRERERFi06ZN9mMVFRVCq9WKbdu2ucvENnnkkUdEQkKCUBRFCNE117mjcHjNzezcuRNlZWW4//77m722bNkyhISEIDk5Ge+//36H51RcbzZu3Ijg4GAMHz4cmzZtcgqdHTx4EEOGDEF4eLj92LRp01BVVYWTJ096wlyXVFZWIigoqNnxrrLWJpMJR44cwZQpU+zHZFnGlClTcPDgQY/Y1BaVlZUA0GxdMzIyEBYWhqSkJCxduhRlZWWeMM+J7OxsREVFIT4+Hvfeey8uXrwIAMjNzUVxcbHTugcEBCAlJaXLrLvJZMJHH32EhQsXOinod8V17ggcXnMzW7duxbRp05opY69btw6TJk2CXq/H7t278dBDD6GmpgYrVqzwiJ0rVqzAiBEjEBQUhMzMTKxZswZFRUV45ZVXAADFxcVODgeA/XlxcbHb7XVFTk4O3njjjWahta601pcvX4bFYnG5lqdPn3a7PW2hKAoeffRR3HTTTRg8eLD9+PTp03H77bcjLi4O586dw5NPPokZM2bg4MGDUKlUHrE1JSUFH3zwAZKSklBUVITnnnsO48aNw4kTJ+x/o67Wvav8/f7rX/9CRUUFFixYYD/WFde5w3h6q9VdWb16tQDQ6uPUqVNO78nPzxeyLItPP/20zes//fTTIjo62uM223j//feFWq0WDQ0NQgghFi9eLKZOnep0Tm1trQAgvv76a4/bXVBQIBISEsSiRYvavH5nrHV7uXTpkgAgMjMznY4//vjjIjk52SM2tcaSJUtEbGysyM/Pb/W8c+fOCQAiLS3NTZa1TXl5ufD39xfvvfeeOHDggAAgCgsLnc658847xV133eUhC52ZOnWquPXWW1s9pyuuc1vwTucaWbVqldM3EFfEx8c7PU9NTUVwcDBmz57d5vWTk5Oxbt06GI3G65YovBabm9pjNpuRl5eHpKQkRERENKuwKikpAQBERERcF3ttdNTuwsJCTJw4EWPGjME777zT5vU7Y63bS0hICFQqlX3tbJSUlFz3dfy9PPzww/jyyy+xf//+NmdYxcfHIyQkBDk5OZg8ebKbLGwdg8GAfv36IScnBxMnTgRA6xwZGWk/p6SkBMOGDfOUiXYuXLiAtLQ07Nixo9XzuuI6twU7nWskNDQUoaGh7T5fCIHU1FR7hVdbHD16FIGBgdf1JthRm6+2R5ZlezXVjTfeiOeffx6lpaX2Y3v27IG/vz8GDhx43WwGOmb3pUuXMHHiRIwcORKpqantmmjYGWvdXry8vDBy5Eikp6dj7ty5ACiElZ6ejocfftjt9rhCCIHly5fjs88+Q0ZGBuLi4tp8T0FBAcrKypxu6J6mpqYGOTk5+Otf/4q4uDhEREQgPT3d7mSqqqrw448/YunSpR62lL6ghoWFYdasWa2e1xXXuU08vdXqKaSlpbUYvtq5c6d49913xa+//iqys7PFW2+9JfR6vXj66ac9YKkQmZmZ4tVXXxVHjx4V586dEx999JEIDQ0V8+fPt59jNpvF4MGDxdSpU8XRo0fFt99+K0JDQ8WaNWs8YrMQFFJLTEwUkydPFgUFBaKoqMj+sNHV1loIIT7++GOh1WrFBx98ILKyssSDDz4oDAaDU2WgJ1m6dKkICAgQGRkZTmtaV1cnhBCiurpaPPbYY+LgwYMiNzdXpKWliREjRoi+ffvaw7GeYNWqVSIjI0Pk5uaKAwcOiClTpoiQkBBRWloqhBBi48aNwmAwiM8//1wcP35czJkzR8TFxYn6+nqP2SwEVS/27t1brF692ul4V13njsJOx03cc889YsyYMS5f++abb8SwYcOEr6+v8PHxEUOHDhVbtmwRFovFzVYSR44cESkpKSIgIEDodDoxYMAAsX79+mZ/2Hl5eWLGjBnC29tbhISEiFWrVonGxkaP2CyEEKmpqS3mfGx0tbW28cYbb4jevXsLLy8vkZycLH744QeP2tOUltY0NTVVCCFEXV2dmDp1qggNDRUajUbExsaKxYsXe9xpzps3T0RGRgovLy/Rq1cvMW/ePJGTk2N/XVEUsXbtWhEeHi60Wq2YPHmyOHPmjActJnbt2iUANLOlq65zR+F5OgzDMIzb4D4dhmEYxm2w02EYhmHcBjsdhmEYxm2w02EYhmHcBjsdhmEYxm2w02EYhmHcBjsdhmEYxm2w02EYhmHcBjsdhmEYxm2w02EYhmHcBjsdhmEYxm38f19wf5feGdAMAAAAAElFTkSuQmCC",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x000000002A770B00>)"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Test 2"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "M = 4\nN = 30\n\nts = collect(linspace(0, (M+1)*2pi, M*N)) #+ 0.2*rand(M*N)\n\nr(t) = 0.5t/(2pi)\nX = vcat([[r(t)*cos(t),r(t)*sin(t)]' for t in ts]...)\nX = rescale(X, 1)\n#X = hcat(X,ts)\nX = hcat(X, zeros(M*N))\n#X = hcat(X, 0.2*rand(M*N))\n\nlabels = ts\n\nPyPlot.figure()\nPyPlot.scatter(X[:,1], X[:,2], c=labels, cmap=\"rainbow_r\", alpha=0.8)\nPyPlot.axes()[:set_aspect](\"equal\")",
"execution_count": 9,
"outputs": [
{
"data": {
"image/png": 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3KV2/1uV9l3okPH0v1gtN6VdKTRGI8FJlglGJaDEulyYys1a9pVH86/Mhf/2jgCASsom4VF0hAGuFW1a6fOLtCRLu/P4bnWtnev7XnppSagrfGK5KZmvdjLqxd8Ty90/FS0e6m4/O2GQSUAzgsW0RD22OeNcaPZ3WA51TU0qpk3jw9YiJitA6TTGVtG8QgQdejarfMDUtDWpKKXUS+0biObSZ5nBTvmHnkO42Xy80qCml1ElkEuakm7aGFrIJnU+rFxrUlFLqJNYtd3FdQyk8MafOihBEwlsu0EXp9UJnNtVp2xMEPFYoMmojOlyXW7MZujx9K6nT1xcF7Isq+MawykuRNPV3nX3tUofLFzls2BvRkoS0H9fDrITCUFHobIpT+1V90DOROmWhCJ8bGuFrY+MUrRwZkvmH4VE+3NrCB1qatYK7OiX9UcA/TfSzoVKghOAAHY7Hnak23plqras1iJ5j+OQ7Evzxdys8u8cyVhYg3qB3ebvDf789weKW+gvG85UGNXXK7h0e5b7RMVLG0OU6GGOwIoxay98Mj5BzHd7dPL8X6Ko3NmxD/mBsH7vCMhnj0GZcIuLKJf8w0c+ojfhgtqPWzZyiPWP4zJ0JXusTntsbEUawssPhumUOvq5Pqysa1NQpGY0i7h8bxzeQc49elTrG0Oa69IUR/3ckzzuaslM29FTqeN8qjbA7LNPueEfeKy6GduOQtxHfKA1zWyrHIjdR45ZOZYxhTbdhTbf2yuqZvjrqlDxfKjMSWXIzFBDOOQ77wpAtlUqVW6YaiRXh4XIez5hpL36ajUNJLE9UxmvQOjUXaFBTp6RkBZmc+5iOa8AKlLXIqzqJEsK4jWbct+3wnOyI7tumzpAGNXVKen2PpDGUZigVWrRCyjEs9nVEW80siSFtnBn3bTtcirZZ921TZ0iDmjola5IJLkwmGLUWe1xgC0WYEMtNmTSdmtqvTsI1hluTOSoiRNNcII2LJWkc1iU04UidGQ1q6pQYY/jNBe10ex59UcRIFFGwlqEoYjCKOD+R4KPtrbVupmoA70y1sshNMGhDJsQiIoQijNiQsghvS7bQ6yVr3UzVoDSonUNhKGzaJjz/imXfobk3t7QqmeDPe7p4X66ZtONggVbH5cOtLfzZwi66tZemTkGH6/N7ucVcmcgSTm5COiIRWePyk5l2PpLtrHUTVQPT/dTOARHhsaeF+x+0HBoAa8H3Ye0qwwff47B00dxLca+IMGEtWceZ93ttqTO3KywfqSiyxkuTdXQuTcV0P7UaeuiHwr3/ZokiaM6C60K5As9uFHbvj/gf97gs7p5bJ/6EMSRcPQGps7PMS7JMhxrVOaRB7SyNTwhf+ma8NcWCtqO3Z9KQSkL/EHz1QcvdH9IAMJcVpMgO2cuQjOLi0ON00ksPvtGPmFLVpJ+4s/TcRiE/Dm3T9I4dB9IpeOYlIT8u5JrmVm9NxXbIXp6yL1ImgMlU9W12Ny00c6tzLS2mubYNVGoe0aB2lobz8b8zjcQlfCiVIT8OOc1SnnMGZJgn7QuERGRJcXjnrQjLCHketc/wTucWvDNYdxVKyG7Zx07Zw4QUyZg0y81SlppFeNoDVGpa+sk4S7kmQCCy4E6TSxoE4LnxXJuaezbbHVQIyJLm2K0kXRzSpBghz14OspzFp/V7y1LhB/YpDkk/AA4OozLGAelju+nkZuc6Eqa+aiMqVQ80pf8sXXWxoSkLY9OUqhOBiRJcebGhpVmHHutBJBE75QBP2Y08YV/mddlNRYIz+l0iwj4O4eEy3d7ILg6CcHAyMJ2OF+xGDkk/KZJkyZAmRZYMKZIckn6et6+cUZuVmuu0p3aWck2G977d4V++ZhkajXtk3mT241gB2lvgrrfqtUM9GJVxHpYNDJPHAgYBMTzPZm7mCnrM6W93YpFpA9rxjzkdE1Jkl+zDw8Nl6rCli4uHx27Zy6WymrRJnXablZrL9Gx7DrzrNsPPvs+hvSWeOxsYioPaRecbfvuXXJYt1l5arQUS8n15hkFGSZKgifRkDyhJgSIPy7Pk5fQqwxtj6KCNgGja++NgZmin5bR+75CMEBDgz3DN6eNRIWBIRk7r9yo1H2hP7RwwxvC2mwy3XGd4bZtQKkFnu2HFUnQn6DqxkwMMM0aGFM4x13IODhlSFCjyOnu4mtWn9XtXOcs4YPsoE5DEP3K7IBQpkSbJcnN682lv1PM7/Bh9Zyl1Ig1q51AyYbh8tZ5q6tE+OTS5dc6JgxMGg4PDLjnA1eb0gtpSelhtzuc12c44RTxcBCHCksRnnXMFKXN6i4sXmDYSJKgQkOLEn60QkMCn3bRN89NKzW8a1NS8EGJP2rdxMEQzDCOejDGGq1hLt1nAFrubAYZwcellIaucZbSZ0xt6BEiZJCvMUjbJVkJCvGM+piEhERGrzHmnHSwhXiZwUA5SpEiSJD2mB9/4b/yDSjUIDWpqXmg3OXbLAWSGxI6IiAWc2S4Dxhh66aHX7TnbZh5xmbOGcVtgnxykTAWDOdL2XrOIy5w1p/07d9qdbIw2UqR45LYUKVa7qznfnD9nhsoLNqLfBiSMw0LHx5kjz0udGg1qc9hoFFGwQrvrkHLmd07Q+SzhFbZTokyK5JTAVibAweECs7SGLZzKMx43OdexXw6xS/YyQZEMaZaZJSwy3Tjm9F7PPXYPz0bPYrGkSOEYByuWMmVeiF7AcR1WmBWz9GyqI29DvlIa4rFKngmxOMBSN8n6VDs3JLSqy3yhQW0O2lgs88XhMZ6cKBMBTY7hjuYMP9XWTLs3P2tQtpgmrmUtT8lGCpTwJ1PlQyIMhrWsYAldNW7lVI5xWGJ6WMLZ9QCtWF61r2KxpEkf6ZE5xiFNmqIU2WQ3scwsw23QHafHbcSnxvfxelgkgUPGGCJga1jiLwoHGLUhd6R0DnI+0KA2xzxZKPF7BwfJR5aM45A0kI8sXxge45mJMn+6uIMF8zSwXWiWkSPLa7KD/QwAQg8dXGSWsZxFc2b47XjDDDMmYyRITPscEyQoSIF+6WehWViDFp6975RH2BIWaTXelK2Q0sZhxIb8a3GA6xLNtDt6ypvr9BWeQ8pW+F99w4xFlm7PPXICSzsQirCpXOGfhvL8167GuWIdkXG2so8hxvBx6aWL5Sw8o1qKAD2mgx7TgZV4FZl7msN4jSiQYMbMT4iXNQhCwJlVVqk1K8L3yqO4mGn39ssZlyGJeKIyxrvqsLcmIuwYFsbKQkfWsDg399+Ts2lWg9pjjz3GZz7zGZ599lkOHDjA/fffz1133TWbh5zXnpwosS+MaDsmoB3mGUPSMTw4XuQXF7TQNF2hyjrziuzkaTYREB65bSv7WUCO2+UqciZzxr/7dOekGlnGZHBxiYimDWwRES4umbP4e9ZSUSx5iUjO0NN2jAGBAVt/QfvpvRF/vyFgU78ltOC7cM1ih1+6NsGqBfPnPXouzepfrVAocNlll/HZz352Ng+jJu0LQkBIzPDhThtDwVr6w9NPXa+2PdLHU7yGxZIlRRNpmkiTIsEAo3yf57D1u2l7XcmZHB2mgwoVjt/oXkQoU6bVtNJOe41aeHYSxuBjCGd4Oxx+zpk6u5D5wc6I3/5OmRcORCQ8aEmBa+DRnRG//s0SWwZtrZvYkGa1p3bHHXdwxx13zOYh1DHSjkEkHo6ZLo05lHg9Vtqp/7mjV9hJSEQT6Sm3uziTgS3PPgbopbNGLWwsl7iXMBqOMsEEvvhHem4BAUmSXOZc1rBzir5xWJdo4jvlEaw4J7z3J7AkjOFqv372fgoi4S+eqDARCN1N5sjf3nchk4BD48LfPlPhM+/Q2p6nq64uXcrlMvl8fsqXOnXXZ1JkHIcxe+Ilq4gwbi2XphJ013miSCAhBxmesfahh4vFcoDBKrescbWZNm7ybqLX9ALEvTaERWYRN3o30uGcfjHnenJHqo02x2NQIioS93CsCGMSURThBr+Z5e7pL1afLc/ut+zNC20pc8LFhGMMzQnDM3st+/LaWztddZUo8qlPfYpPfvKTtW5Gw+rxPe7MZbhvZBxDnMrvGEMowtBkNuQH25rr/orcIpMLjU9OTrP6/XzXalpZ562jKEVKlEiSbNh5tOP1ukk+1rSYvykcYq8tk7cWENLG5e3JFj6S6ayr931/QQitkPCm71ckPRgtwUBBWJyrcuMaXF0Ftd/93d/lN37jN458n8/n6e3trWGLGs/dna0I8I38BP1hxOQcOR2uy691tnJdtv6HMxJ4tNFEP6MkOLGEUzRZ8moB+mk/E2mTJn3csO5ccIGX5k9yy9gYTrA/qpAwhku9LJ1u/ZUByyXjHlkYCZ57YrANIvAcaE7WTyBuFHUV1JLJJMlk/QwRNKKEMfxGVxvvb2vm8fEiBSv0+C43N6XJNkhVEWMMq2UZ/bx0pHjvYXH1+zI5MiynMddUzQUlKVGSIr7xyZCtm16QawyX+Vku8+t7q/lrl7h0ZmFwAjqOa6qIkC8LV/S4nNdWH3/XRlJXQU2dO4t9j/e3NW5poAtYQh8jbGYPFYq4k9XvD2dD3sYVZ7xWTZ25cRlnU/gK+2UfkUQ4GNqdDi5y19Dp1FdFlnqW9g0/e6XPn/4wYKAgtKTAdw3lUBgpCU0Jw89f7dfNxUIjmdWgNj4+ztatW498v2PHDl544QXa29tZurR+6uyp+mOM4Ua5mCV08jp7GCSPj8tyeriQ3rNao6bOzLiM83jwCAUZx8PDx8di6bMHGbaDXOOvo8dZVOtmNowfWxOffj//XEB/IS5n5jmG5a0Ov7IuwbVL9KLtTBg5fuHKOfTII49w2223nXD7Rz7yEe699943/Pl8Pk9LSwujo6Pkcjp/olQtbQieYqfdQYY05pg1XyJCkSJNponb/Xc0bP3IWikGwjP7IkZL0JU1XLXYwWuAZTez7UzP/7PaU7v11ltPWOyplGo8JSmxX/bh400JaBD3qpOSpCDj9MlBek5zp+/5Lu0bbl6uM0HnSmNkDiilaqooE0QS4c5wHewaFwEmZKK6DVPqOBrUlFJvyDcJDAbL9IuBZXLBs0+ims1S6gQa1JRSbyhLlgXOAoJp6kcClKmQNAm6HV1moWpLB3LVrJmQMrvpp0RAE0mW0kXC6FuuERljuNBdw7AdokSRhCTjIUexR0purXQuJGl0namqLT3DqHNORHiObbzIDsoEgAGELCmulwu5QBMJGlKX083V/vW8FD7PhBRA4mo1CZPgIudCLnRX17qJSmlQU+feC+zgGbbgYMiQwpmciylQ5lE2khCP5aa71s1UZ2CRs5hufyGH5CBFmcDHp9vp0R6aqhsa1NQ5VZaAF9mBwZDm6InOwSFLknFKPMs2lkmXVktoUK5xWaS9bVWnNFFEnVN7GaBImdQ0hYgNhhQ+g4wxxHgNWqeUmus0qKlzqkKIEPfMpuPgYLEEhNVtmFJqXtCgps6pZtI4GEKiae8PifBwT9jRWimlzoV5H9SsFbbtEF7aaNmzT7Ss11laxALaaKI4meZ9LItQIWQZXTSZ+t/XTSnVeOZ1oshzL1j+/euWvfshisD3YOX5hve/12HlCk1iOBOOMdwoa/gOzzFOiQQeLg4hEQERLWS4hlW1bmZ1FYeg7wUoDoOXgo610LIM5lmiTCQhZcq4eHWXLRmJ8FJYYGNYIELodZJcn8iR1eLMDWdWq/Sfrdms0v/0s5a//gdLuQxNWfA8qARQKEBLDn7rV1zO18B2xg7JCM+zjb0MYrG4uKxgIVdyPi0NvG2M2BAZ2oQMvQ5RGZPpwnRfgUm1T/NggT2PwfbvQFiMl+thwHjQsRrW/BR49XVynw0VKbM12sSeaDsBFQyGDrOQld5qFjidtW4eAzbgzwr72BYVjwyaG6DN8fildA9X+E21bN68dabn/3kZ1IJA+O3fj+jrh7bWqRfMIjA4BJdfYvjYr+tV2tkqSIkyARmSpExj1wWU8ijRK1+Asd0glnjpsQEvjbPiXTiLrp/6A4degFf+Jf5/vyl+o4lAVI6DXM+1sPYD0xzIQn4fBOPSbwZGAAAgAElEQVSQyEHzoobt1ZWlzFPBIwzbQRzcI5u9hlTwTIIrvXX0uEtq1r5ALJ8Y382WqEjOuCQmdyCIRBiRkKxx+f2mpSxzdbi82upy65l69comoX8AmptOPFcYA5kMbHpdOHhIWNhdu5PJ4euNRl7PlTUpsjT+CUHEYl/7IuR3gN8Mrn/4DqiMYbd9HZNqw7RfOHm7hd2PgESQbD36i4yJhyBFoO9FOO92yBzTWxnYBFv+A8b2xT9rXGhZCqveBe0rq/Z8z5Vt0SaG7SBJUjjHDOV54lOSCV4ON9DpLMSrUfm0F8IC244LaACuMbTjMSghD5WH+YVMT03ap07fvEwUGc1DZME/cSkVAAkfghBGRqvbLogD2cNjRX51zwBv3XKAd2w9yB8cGGZjsVL9xqijRrYjozvjHpd7zBvHGEg0Q1TB7vvh0duLQzB+ANwZsjy9FNgyDG05elv/a/DC52FkJ7iJ+Pc6CRjaBs//PQxtnf531alIQvZE23FwpwQ0mNyDjTRFmeCg3VujFsJLYYEIpgS0w4wx+BieCXRNZSOZl0GtuQkcA+EMS6WCMJ5ja26ubrtEhP/TN8rH9w3xRKFEWYSCtXxtpMA9ewZ4KK97Vc0GiSrY0W3Y4deR8vRXMjKyNe59OdNcCRkDbhIZ3Y6Epfg2GwIy87ChMYABG0wewMLrX4ewBKk2cJNxL81Lxt8HE/D6A3EPr0GUKBFQmXEPNsc4gKEgtQsawZFh5Ok5xhCgWdGNZF4OP1682tCxAAYGob1t6n0icbLI2tWGRVXeReMH4yXuGymQMIYO9+iVrTjCQGT59MERLk0n6Pbn5ct2zomNiPY/SnTgSaQyBgjGTeIsWIu37J2YRNOxD47/PVmQEomHDAHSbeBlICjEva7jRQEYB7KTb7KRnTB+CPzs9GPiXhbye+JhyVzt5qBOh4eHwSAz7sEmgODV8DS02E3G+8SJ4Ezz2lbEstLLNPQUwHwzL3tqiYThvesdPA+GhiEI4vNRuRIniWSz8OPrnaq/kb82UiAUIedOfVmMMSxwHfKR5cF8saptmqtEhHDHA4S7voME4+BnwG9CxBId2kDw2r1IeMzf+nDwsdMvKicsQ7oDvMnhRjcJPdfEPbbDvbEjB7dxEkimG9onlzeU8yDh9D1BiIc8bRQ/7ng2nLldNZQ0KTpM94x7sAUEuMaj21lUg9bFbvRzNBmXEQlPaGNRIhzgzYnW6X9Y1aV5e8l/8w0OjgP3f8PS1z+5Ts2H85bBB97nctEF1b8ye6UUkJohkDrGIMDr5WDa+9XpkcI+bN8z4CYx3jHzXk4GcRPY8T1EfRvwFt0EgOlYGw8DlobixI9jX6ewDAacRddjjp2bWfZmGN0JI9uIH5CIA5cNIdUCa94f99YAEtl4uNGGU+fsDrMBOG78OIgD4/7nYPcPIT85J9VxESy/CRZccM7+TmfrfG81A0EfJZkgKWkc48QXFAREBCxzVtLknNvlOqejzfH52XQ3f1c8yKCEJMXgGENJLAa4NdHKDX7t2qdO37wNagA3Xu9w3VWGTVugUBDaWg2rzgfHqc1Qg2/AvsHQva+jIOeEHXgZiSpTMxMnGcdDMNhDG+BwUHOTuBe9n+jVL0B5OO5RGWdyGNFguq7ELLx26i/y03DZL8D+J2H/U1AaiYcku6+AJW+amvXYuiL+vnAInGnWmQSFOAsy1xsHtFe/Arsei+9zk/G/B56Hvldg7ftg6Q2z8Wc7bR1OF1d61/Ny+CxFmQCJ99Zzjccy53wu8a6sdRO5KdFCp+PznfIwL4YFLMIqN81bk63c6Lfg6tBjQ5nXQQ3A9w2XrIHJlbE1dXNTmi+NjCMiJwx9BiI4Bq7NNH56fD2QSjyMN+MQs+MfecxhpvV83Mv/C3b/U8jASxBVMM1LMT3XYjovwzjTrGv0krD0Fui9eTJF3znaO5tyPBcueBe89M9QHomzLB0v7qEFBXBTsPKd8c8efAl2/SDu+fnHLGSXDFTy8Nr9sGAVZGu/sBmgx+2l0+nhoN1LQcbxiIcca9lDO95FXoaLvAyhCBbBx+g8WoOa90GtnvxYa5Zv5yfoiyI6XPfIFWIgwkAYsTLpc0uzBrVzwUxWiZjuAiK+IwR/ml5cpgt35Z2w8s7TPOBkJZGT6b4MLhHY8k2YGJgMgh409cAF74bONfHj9j4Zz6ElW048RiIHpWHYtwEuuOP02jiLPOOxxF1e62a8Ie9wVqpqWBrU6sjKlM8nFrXxhwdG6I+iI9nbjoGVSZ9PL24n7VQ/tycgZCuH2MohSlRoJctFLGIJ7ZgGPQE4HRfDgR/F1T28qRcKYiOwFrfrquo3bOHl0HUxDO+Ayjgkm6FtxdTe3eie6efd4Oiw5di+2W+rUnVIg1qduakpzb+el+ChsSKbSwGegaszSW5qSpOqwVxfgRIP8DyHiNdvORgOMMLrHGA1i7iVtTh1GNhs4QDhyGawASbVjte2ZkpCiGlaittxGVH/s4iE8VwXBqIShCWcbA9u9zW1abzjxcOHM97vv/F6tZmyKJWa4zSo1aE2z+Un2mpfRFUQvsdGDjJKlgTuMStAyoS8wl7aaeJylteukceRqEx5x1eJhl6ZXAAdCxIPklj2brwFlwDxXJq38r2QaMIe2hDPn0m8Ts0suBh/xXqMn63V0zi5hZfCtofiwHb80KkN49u61tSmbUrVmAY1NaN+xtjLEKnJ7WOOlcQjIOJl9nAJS0+4v1bKO75KOPACxk1BIl40KxIhwTjl7V/B+Fnc3AogznL0l78TWXwLNr8LJMJkF+Kk6yPBYka9N8Dep+K5s2RLnGQCcSZmJQ+5xdB9aXxbZQIGNkNUiRNH2pZPn6iiGkYxEF4dsIQWVrQZOjP6eh5Lg5qa0UFGCLGkmH4oK4lHniIjTLCA2vcs7cRBoqFXMW4Kc8w8mTEu4jcjlVGCAz88EtSO3O9ncRc0UM+mqQuu/Fl44QtxYDs8EmkcaOmFK34uHn7c/C3Y/jCUx+NlAK4f33/p+6FtWU2fgjp9oRW+8HLAl18NGSwKIpDx4S3LPe65JkFbuv6mAWpBg5o6iVOtd1cfdfGikdfjFPjEianiZrI+Y5TfjgQTGL9x93QD4gXWN38cDr4QL742TlydpGtNPCf36ldhy0Px7cnc5Jq6SpyA8tTn4IZfg5xWnm8UIsL/fqLCv70W4jnQkowTyAoV+OrmgG3Dlr94R4rmpAY2DWpqRt204uIQEJGY5q1SIaSZNK3Ux9yT2ACBaWv4AfGJXSLEVjA0eFCDeHF377oTb58YhO2PxcHt2PqVXjKuQ1kcgm3fgyt+unptVWfltQHL118PSfuQOyZwtaTi3trG/ogHtoR84GJNENLBWDWjLnIsoo0SIdFxRWkrhFiEi+mtm/k0J7Ugris8Ux3EqILxskfWqM1ZB16Kq/1Pl+hiTBzc9j8PQan6bZuBiDAc9bMjfI0d4WsMR/1aGf8YD+2IKEdC8zS1sX03Lu31wJYZth2ZZ7SnpmZkMNzOxTzAc/QzBsQp/RbBwXARi7ic+pmbcdvWYBIt2PIoJHJTFlWLDRGx+J1XYZw5/ravTG7lMmO1FC9evB0Wwa/9Yv4JO85LwRMM2wHs5C4HjnFpczq41F9HxpnjFyGnYHDCxvusz/CaJl04VJh+N4T5Zo5/utXZaibNe7mW1znIVg5SokLL5OLr8+isq8XXxk2QWL6e8rYvQ2UUcRNxkeCogojFzS3HX/imWjdz9qUmK6GInT7TMQriYFYH84qBVHi28ih5O4xvEiRMEoCIkMHoEM/Ko1yffCu+maaLMo+0peLP2UwVcCoRLGqun89iLWlQU28oic8l9HIJvbVuyhvy2lZjLvwZgoM/IhrZDGIxiRb8rqvxu9dNyYqcsxZdDq99Lc56TB2XNGOjOJlmyU3xMGSNHYh2k7fDJE16ctPQmIePg0veDnMg2sVS7ySL0eeB25Z7fPm1kIkAssfF99AKkQjvXKnzaaBBTc1BbvNS3OalSFhCbIDxMxgzTbHhuSrZDBe9Gzb+OxSHJ7e1cSCsxEOOzQth5e21biUAB6PdAFMC2mGOcTASB775HtQu63Z4y3ku39oaUrGQS8SjyxMBjJWFVe0O77lQgxpoUFMNRmxIMPIK5cEXkMoIxm8i0XYJifZL4wXXxzBeCsM86JlN57xb4uzILQ/CeN/kFjU+9F4Lq9fHQ5TF0bjnls7F82w1EEh56h50xzMOoVSq16A6ZYzhf9yYpCNj+PrmkIEJsEDGi3txv7UuQWtKhx9Bg5pqIBKVKey4jyC/FZC4gn15kHB8J5XB58me/1M4fnOtm1kfjIHe62DxNXEB5KgcVxRJt8He5+Hpe2FoFyCQboUVN8GqN89cKHmWNJkWRuzgjIXxRSzZOtqippaSnuHXrk3y4UsSvHAoIrSwqt1heWt9ZB/XCw1qqmEUD3yfYHQLxs9ijinYKzYkLOxhYs83aVrxkzVsYR1ynKnVQ17/Hrz073GNSD8NGCgMxLcNboPrPwpu9U4Li73z2G93EkjlhGSQQCo4xmGxd17V2tMI2tKG25brqXsmGuJVQ7DhBJWhF8HxpwQ0iGs4GjdNmN9CVBqoUQsbwHg/bPxa/P+Z9jio+am4p5bIwr4XYdeTVW3SAmchve5KIgkpyQShBIQSUJIJIglZ4p5Ph6OVT9Sp06CmGoIt9SFhEePOkLHnJpGoQjSxv7oNayS7n4agGCeSHM9LAgI7fljVJhljWOtfzZrE1WRNDkuEJSJrcqxJXM3F/jW6A7U6LdqHVQ3CvPGGxObIf9R0xvvif2cKEm4Cxg5Ov6XNLDLGYbl3IUvdVRQlXjieNk3TZkTWghVhs53gtaiAFWGZm+Zytwm/TtqnptKgphqCm16I4zVhwwnMdBUmohLGSeI11f9aupp5ozV6YuMeW416Ro5xyJr6SgoZtAGfK+9ha1QkmizcbQJYaJJ8NLWYlW7tF7CrqfRSQzUE4yZJdFwdFySOylPuE1tBojJ+21qcRGuNWtgAei6J914Lp0mRFxtXGum9uvrtqlOBWP68tJtN4QRpHNrxWGB8mnE5IGX+orSHfqvLDeqNBjXVMFLdN5FovwxsBVsZwVby2MoIEpbwW1aRWXxHrZtY37rXQOcFUB6LixkfLhgcBTAxDJk2OP/m2raxjjwXjbHDFmkxLknjHJnb841DGx6DEvBoMFzjVqrj6fCjahjG8cgs+zHCBVdQGXoJWxnB8Zrw29bi5y7AOPOoasiZcBxY91F4+vNwaBMEExyZg8z1wLU/E29AqgB4IRzDCvjOdNVODJ4Yno7yvI/uGrROzUSDmmooxjj4zSvwm1e88YPViZJNcOM9MLwL+jbFFUVaFkP3WnD1ouBYJbEnTTtyJh+j6osGNUWEZTMHeZX9DFIgiccFdLOWxbSQrnXz1LlmDLQvj79G98OWR+CpL8Q7Y7csgvNvgvOur1nprHqx2EnyjJm5Mn4gwlJ3npZhq2Pz+11bQyUrFK3Q7Bq8Gq7DibB8m41s4RAAHg5lAp5iO6+ynzu5nG7qKyOtIRzaD089BoVx6O6BRUthaACSKVhzGaTrIGvu0CZ4/G+glI/LYxkH+rfBwDY4sBHW/XzVy2bVk3V+K98JBhkjInfcqbIoEY4x3ORrYlK90aBWZdtLAV8cLPDdfIlAhJzrcGdrhg8syNLmVT9v5wX2sIVDpPDxOTr8JAhjlHmQV/gg1+FUOadIRAjGt1MaepGwdAjjJEi2XESq7dL6rO84MQ5PPAIHdsNzT8HW1yAIwAoUxiCKIJGCZBpa2+G2O+CuD0DP4tq0NyzDk5+PA1qm/Wgaf5I4iWT3BuhcBRe+pTbtqwOLnSTvTXTxpcohBm1A2jgYoDi5C/ybvFaudvWCr95oUKuilycq/MbuYfrDiLQx+AYGw4i/6x/jB+Ml/nJZOwu86s1rWCwvsxeDmRLQIN71OoPPEAV2MsgKOqvWLhFLYf9DFAefQWw4uW2MJSjsoTi4gZbl78dLL6xae97QE9+Hv/1M3BObKEBpIu71ZLJQKMbBzRiolCCMYKAPtmyCL/wd3PgW+PBH4eLLq9vmvS9AYRDSLSeuS/NTceWRrY/CBbdNv9HoPHFHooMuJ8GDwSDbozic9Top3uy3c6vXhqvVTuqOBrUqsSL80f5RBsKIhZ6DM/lhaCIem3+tGPC3fWP87qLqDWeMU2acEgmmD6QeLkLAAONVDWrlkY0UB54Cx8NNtBy5XcQSlYfI7/oKbRd8FFPrOZ9SEb797/BPfwFhCLk2GB2J14IZE/fQrICfAGvj9WFBGGchikBpHL73LXj6h/Dpz8L1N1av7SP7QJh53sxPwfgAlAuQqm7POJSAvmg3g+FBLBE5p50e7zxSTraq7TjsKi/HlW4zBSIigWbjHvn8qvqjQa1KNhQqbCuHtLnOCR8I3xjSxvDgaIlf7rK0VmkYMh5SNJN1Ek4kSHzeq2LpKRGhOPAMgsV1pyapGOPgeE1E5X4qY1tItqyuWrumsBa+8S/wzS/Bnm1QKceV7YNSnE3oTc5DhcFkxrxAFE4GEcCaye8Fwol43u0/fxB+/0/grp+oTkUPx4vbNVNJLLFxD63KyyTG7Qgvlh5lXEZB4vffQXawI9jI6uR19NSoYr8xhiY8rcLWAObvuEKV7a6ERCKknOk/FRnHULDC/iCsWpuyJOiimTLTHzMgwsNhCW1Va5NEJaJSH8aZvnCxcTwQIaxl4eIv/hX882dhZCDuoR0+8VdKk58oib+OXC3YOBAeviucnGvDxGn0jhf3+v74f8JX7qvOc1h4UXzcaLrqIhIH6K5VkKheQksk4WRAGyFBipTTRNppImmyhAS8Wn6S0Uh3YVAnN+eDWhgKu3cLO3cIxeJMfZLZlzRxj8jK9G2IEBwgVc1CshguZykuhgkqk/2yWEhEiYBe2qqb/Xgqz7+WV8v7dsG3/g0SyXi4EXO0R+O4cdvEMqUA85TXXOKAZkz8/0EwGeQsjAzBn306npebbZ0roWuyusixZbPEQmk0Lm584e2z345j9EV7GJdREqRxzNEeojGGBGlCKuwJX69qm1TjmbPDj9YK3/++8N2HhIGB+LzS1ARvutGwfr0hVeWtz69rStLsOuQjodU78dj5SFid9lmerO5Lsoou8qzkKbYzRpnD3QsHhyW081bWYqoYRYyTxEv3EIzvhGnWAIkNAAcvW4PCxflh+Pz/hpE+8H2oFME1cWYjTjwEGYWTQc2Jg93hAHdYNNlDOxzo7DEBzwrs2wN/8gfwiU/P7nMxDtzwC/D4X0P/VijnD98R986u+AnoWTu7bTjOUHQQEcGZZsjTGIMjHgPR3qq2STWeORnURIQvf0n49rcFDGQyk/P2BfjmA8LuXcKv/ppDIlG9k3WX73JXa5p/HiyQjyzNjsEYQyTCcGTxjeEjHU1Vn4A2GK5mOSvoZDMHGaZAAo/z6GQ5C3Cr3Jk3xpDuuJZgYk9ckd9NH1n4KhIhYQEvvYhE8/lVbRe7t8Kf/i7s3BzvGh1IPJdmJoPSkTmoycAWBJNPiDg5xBAHrfCYChShPTGoCfCN++FX/xu0L5jd55Rugbf8Fhx8Ffa/HPfYct2w7DrIts/usachp1Cdw4rMuBhaKZijQW3XLvju94REArLH7FKSSEClAhs3whNPCLfcUt0Pxj3dOUoiPDBS5GBocYjPYc2uw3/pauZtLbWr3tFOlnVUOVDMINGymkzXzUz0PY4N8hhj4hMZ4Ka6aF7245Np/lUSBvCXn4CDeyHTHL+J3HhuD4nif6MIsIDE9xmByMaZg5UQgkqc3n9scDs2wEVyNMCNjMD3HoT/9IHZf27GAA6US3G2Y6UE2c643VVeeN3stmPCOLiZaZYRWAlZ4C3UgKZOak4GtaeeFCrl6S90E4n43x/8QLjlluq2K+EYPr6olZ9sz/LIWJmxyNLtu9yeS9Hha929w4wxZBfeQiK3ktLQi0STi68TLReSbL0Yp9qliV58EvbtjBdNi8DocBzEXBeMB47E/x9GceJIpglueju8+d2w5Lz45/oOwte/BJ//HIyNMSXlNLSTw5LEQaZchpeen/2gFgXwxL2w46m4d3l4uHTH09CzBm75ZUhWL41+obec7cHLlG2RJJkpwSuQMsY4LPFWVa09qjHNyaA2MDC5md8MF3R+Avr7qtig46xI+axIzd/yQ6fKzyzGz9So4saxtr4ap+rbKD7pNzdDfjQORI4brzuzNl5s3bMUPv6ncTA71tLz4O6PQXMH/P5vTab2y9EsyMm8EcIo/n7bttl/Xq98G7b9CPx0PBR5WFiB/RvhmS/Cjb84++2YlDRp1ibWsbH8Q8pSwMEFDFYiHOOwzFtDp6ubwNarvo3wypeh72Xws3Dem+GiuyBdveRpYI4GtaZpNkY+Vhi+8WOUAuJgtf0VKOahNBbfZgykU1AJ4h6b2Pi2q26EX/wYdE8TiK2FP/xD+PP/A24AickF2oeTSKzEQVLieWBmWPpxzgRl2PxwHJQTxw17e4l48fWuZ+Gyu6C5egvvu7xernHezt5gC/3RHiyWFreDxd5KOt0lOvRYpzb8DfzoT6BSiN9SYmH7d+G5v4P1/x90VnFJ6ZwMalde5fDoo5ZyGZLHLXeKJi+4192gHw51Cr7xT7Dx6TjYOMdkNEYBJH1oWgDjo7DqYvjvfzbz8MB998HnPgfFcUg68eOOPPTwmrbJ2yILzbO8jGJkTxyokzOsQ0tkoDAUZ0ZWMagBNDttrE5ey2qurepx1ZnZ8X14/FPx/zcvPvoRsCEMb4cHfgk+9BB40y89Pefm5Dq1NWvgkktgfCzOeJTJC+BSCUaGoacHbrpJg5p6AwMH4Vv/N66on0wfXUDtuHEySBjAxCik0rD+QzMHNGvh85+PkzGOJIqER7MdMUd/NrLxbZdfNbvPTSYXiJ/8QcetsVPqRC/8I0RlyHRM/Qg4HmS7YGgrbHuweu2Zk0HNdQ2/9J8dbrwREBgajL8qZbjoIvj1/+rQ0qJBrV6JWCqF3ZTym6hM7DmlVO9ZseGReCF0cwt0LYonY6MwDmaHhx2DEtz5Qbj+zTP/noMH4zkyz2VyBX6cKBlGEBz3FQn4SXjX+tl9bq2L4w1Dg+L09wdF8FKwYPnstkM1tCiAfU+CP0OH303E10X7n6lem+bk8CNAJmP4xY+6rH+PsHmzYCPoXWpYsQIdl69jpfxmxvoeJioPTKZ2u3jJTpq730Ky2mvTRoYmhwmdOG120XIo5CcLFds44zGZgjvef/JKKIeHCpxjriFDC54Tp/5PKThi4M4fgyWznBCRyMDKG+Hlb8bb0Bw7NhSFUJmApVdB66LZbYeaG97glFrNDv+cDWqHdXcburs1iDWCUn4zI3vvR2wFx81gjAcSEpQOMLz332jrfR/JpioGtlxrHLzGhuL90qIwDmRNzZBpiQNcugnSb5D2vnAhLFsGr74yOScncTALbXwyMOZoYOvshN/82Gw/s9il62FkL+x9Ka7G73jxRAhAxwq4/sPVaYdqWK4PC6+EXY9AapoNRqLJXZd6rqhem2Z9+PGzn/0sy5cvJ5VKcd111/H000/P9iFVAxKxjPU9HAc0L4dxfIwxGMfH8VqQqMTYoUeqOxR5waUQFicLF1cAiYceRwehf29chPj62+NhyZNxXfjIR+J5uFR6co12vEMCwtGF17kW+Lt7YdUFs/7UgHg3gUvWwyV3xnUgmzqg+4I4mL3tY5DRXZ3V/8/encfHfdWH3v+c3zK/WTQz2mVblvclTuwkJouzbwSSEAiE3LAUuOwtpdCWcGlJaemT2/bh6fPQp9xbeoFLaROgpRAgARJCNrIQcDYnTuwk3jdZtqx9RhrNzG855/7xGy+yJO+aGY3OO695xdaMNMfS6Pedc873fL/Hd96HwLAhPzh2RqYk5A5Aej4subF845nSmdoPf/hD7rjjDr75zW+yZs0avva1r3HDDTewefNmWltbp/KptWnGHd1DUOwrzdDGzqyFEBhmHL/QjV/oxo6VaUns6V+MXTIURinRIyhV3nDgrf/lxL7Whz4Er70G//mDsISW55YKGxPutZ17Pnz7X+DsMtVb3PEcvPJAqa+aDDc/5p0PF/4XSOrfzWrmBoqHdvr8bKvP7qyiLgI3LrC4dZnFrET50ySW3AQXfwZe+F8w3FXaRwvCRY5UO9z8z5PvuU0FodTUrXauWbOGiy66iK9//esASCnp6Ojgs5/9LF/84heP+/nZbJZ0Ok0mkyGV0m3Ta1k+8zpDnfdiWOkJ9zyVkkh/mMb5v4eTXDL1AxrshS9/OAxgvh8WMw5KS3NChGe56lJw17/BrHkn9jWlhCeegB/9CDZsCAPbeefBe94D179lbACdSpuehLXfKx1LqAuzOf1iuI9WPwduLB0S16pOwVfc+XSRpzoDFIqoKfAleBLak4J/vDbKssbyBzalYO+z8Np/woENYMVgyQ1w9u2QnH1qX/NUr/9TNlNzXZd169Zx5513HvqYYRhcf/31rF27dsLPKRaLFIvFQ3/PZrMTPk6rPaaVCOs5Kh/EBNVWlI8QFoZVprd8+3aFy4uphnDZMFUf/l3JMKnCtmGgB/buOPGgZhjw5jeHt0op5mDdj8O30nVH1JEzrfDA9dB+2PBLuEzvp1Wjf3/d48nOgLQDsSOaCQdK0TUs+evfFvn3t0fLXxhdQMel4a3Spiyk9/X1EQQBbW1tYz7e1tZGd3f3hJ/zla98hXQ6fejW0aFL4swUdrwD02lGBqMcvXiglEIGo1jRWVjRU3zbd7JMq5TAcXAPzwj3oCy7VBarlM1oTbNcq90vhYeuoxO88zXM8DjBjufCowoVoJRkRA4xEgwQKK8iY5hIUUkyysOv4Lk9N1Dct9XHEhA7qn2VKQQNUcHWQcnz+yt0BKZKVNVv5J133skdd9xx6O/ZbG40ZqUAACAASURBVFYHtjLIUmAPgwRImkkwh3RZe6gBCGGQbLuOoc6fIv0MhhkPiwUrHxmELWiSbdeW7zjGwrMg3QjZIYg6MDIYdolWlNL8TahrgMUryzOeMyVXOqYwQc8yIExn84tQyIYztzJRSrHP30qn9zp5OYxCERFR5thLmW+vxJxo9l4Gu4M8j3h9vBxkkSgSwuRKq5Hr7SbqRHkvn/tzit68IjHJtyJqCTJFxeYBySVzZm6B9Cn7qTQ3N2OaJgcOHBjz8QMHDjBr1qwJP8dxHJyj61ppU8Yl4Em28joHcPEBgYmgjSQ3cBYtlLdAZjS5jPqO2xjpeQK/0ItSeYQwsWPtJNuuw6lbePwvcqY4Mbj2Vvjx/4LCYPgx42DGYlBqBurByBAkp1GWYLSudG6u1P/taNIv1YMs484+sN19id3eRkBhEQEEriqw032FbNDPqui1mOVsNwRsCkb458IehvFxMDARZJTP/d4BNgTD/Gl0AckyBjZLlOpgT3K/UgoJ2DVZUuPETdk/PxKJcMEFF/D4448f+piUkscff5xLL62ChdcZTqF4mDdYzz4UiiQOSSJEMOkiw095lQyTVJuYQtHkUpoWfYLGhR+mYd57aVz4EZoWfQynblHZx8K174J4qTyWlKXCoWHwpy4dJpE89L3yj+t0zFsdFjAu5sbfp1TYzbvj/DCBpEyGgwE6vdcxMHFEAlPYmMIiImJYOPQHezng7yjbeAA8Jbmn2MWw8mnEpk5YxIRJWtiksdguR3nQLW+rj9l1gsX1BiPuxEugOQ+iJlw4a+bO0mCKz6ndcccdfPvb3+aee+7hjTfe4A//8A/J5XJ89KMfncqn1U7AfrJsoRcHkxg2ovSfjUkShyHyrGdfRcYmhEEkPpdoajmRePuEDSPLYuv6cKmurQPqmyGRhlQjzOqA5tlh37TXng/PsU0HSoVtZla8Ocx8zGdK7XRUuOSY6w/Ppp37trIO64C/gwC/NEMbyxQWKNjnbS3rmDYGIxxQLilhjVvytoSBjcHaYIi8Cso2JkMI3r/CxhSCwYIas/dc8BXDLlw2x6xI9mM1mdK583vf+156e3v58pe/THd3N+effz6/+tWvxiWPaOW3lT4CJHHGL9AbCCwMXqebq1hU9v21qpHpDy/48brwdjTbCSuNZPrDoFetAg82PQWv/xqyPYQzzVbID8HoEKDCaiJNC8Ksx6b5ZR1eXo6AAjFJux1DmOTVcFnH1KOKKBT2JG+oHAxGlWRAebSXcVn0bYtM9uds/nWDR3cuLEqtAMsQXDzb4K8u09s3U74g/JnPfIbPfOYzU/002kkqEGaWTRawTAQuPhKFOVODWiJVagXjh9mQEM5sCrmwH5nvlfafytyJ+2QEHjz+DdhRquRjR8M9wYGu8M/n3ABN88L2MrOWTbzPNsUsETlm7UCJxBblvVhHMMKtR9SEyUkShVF6XDkJIfjEuRGunWfxq50+e7OSuojgqg6TS+eYWFPdh28aqKrsR618koQXCYWaMLB5SBqJY9ZmI4cTs+JCSDaE/dLSTVDMQ+bA4UPYUoYlsr77t/Dhv4RZ5Z3hnJBNT4cBzYmPzWZ0EpAbhC2/hffcArFkxYbYYs1jv7+VQPnhcuMRlJIoJG1WGZOEgJVmkqgwGCUgwdFjUoyqgLPMBM0VyspcXG/wR6uPU55thprBV6yZbQVtRLDIM/4sUDg/g1WU6UzYJGRQoJDbQWFkO4Ff3uUnICxW/NbfC/882AND3WFAE0aY2m9aUN8C3bvg7v8O+QmSLypJKXjj1+Gfj07PFyLcP8tnwnNpFdRozqHBnINHAV+5KBXuFwXKo8gocZFijrW0rGNqMSJcajVQUJJRFRzavwqUYgifiDC4yW7RHT+qkJ6pzVANxLmYefyOXQxTJIqFKC05+kjaqec82isyNiV9sn3PMJp5GRnkAYUwHGLJFaRbrw3PsJXL1e8KU/l/+s/hciMCDAURJwxo0VID0Z698MrTcMlN5Rvb8fhuOLO0J1m6O1iWa6gyCUGHhiEMVkavYnPxWXr9TorkSmlLBmmjlbOjV+AY5T1iAPD+yGx8JM/7GQbwEKW8jCQW74nM5jxLl+6rRjqozWCXsoA6HF6kk0FGUYCDxXm0cRkLcSrw8lBKMtj9IKPZDWG6ihkHBEoWyQ29jO/209TxPgyjTEsvQsBV74Tf/jzci4omwioiToxDG0GmFc6KNr9UXUHNtMI9v8Cd+P6D2XNmZZbQjmQLh5XRq8nJDENBNxJJ0mgkbbRWbDYUEQYfdzq40W7hZT9LAUmTsLnQSpf1fJp2cvRPZgYTCM5lDiuZTT85AiT1xIhOkBFZLm6+k/zw6xhGFMM4PMMQZgwhbIr5TvKZjSQa3lTegckgPN+VOOrduZJQHA1b1OxYD8/cD+ddHe7FVcJAF2x7NqyAEk1Ay0LofDU8d3Z0cPDdMOjNPbcyY51AwkiTMNKVHsYY7UaU9mpOBtLG0EFNw0CUvXrIZEazr6NkgGGNb7wpDAskjGY3lD+odSyFvqOW6Q4u7/lumDQy1AO/+Bb8+j/h3Z+FlZeXb3xKwnM/hpd/ObZuozAAL0wKiafDIKZUOObCMLSfA+0ryjdOTZtiOqhVwD434FdDefa7AXWmwbUph1VxW286A4GXBcSk3wshzNJjyuziG2DD72B0GOLJMIgcDGgHk0aa54RBY3gQ7v1HqG+FuWVKcNjwGLx4f9itsa6pVIy5VCGk4IIZlM6kcXi87Svh+j+qSBq/pk0VHdTKSCnF9/tG+Ub3MMOBOpRI/73eHNekHO7qSJMwZ/YFxrSShFfdiSkVYNgVSD9ffgFc/W546ifhjEwQnlVTgGmESSNWadk21QhDvfD8Q+UJaoEH6x8Kx3Jkar4QYSq/DMKkkDW3hQeuTRvmroI5Z+mAptUcHdTK6FdDBb62P0xNb7MNDCHCMy9S8fBQgYQhuGveNCqOOwViqbMYzbyClO64ZBBVKkkUT1WgMr4QcPPHYN5yWPtLeOPZ8OOJVFgH0omNfawh4Plfwr6tYRBZfiGcfx00TlzM+6Tks7DntbC0VcOcMGAN94bFiifiJMLq/IlGWP32039+TatiOqiViVSK7/bm8KRiVuRwWR0hBAlTECD5VabAx4s+85yZ+2Nx4guIJpeTH34dpXwMI9ygV9JFqiKRaDvx1KrKDE4IOPeK8Paj/x9efAQaWsc/bjQD+WFAQc+eUlvgzfDcL+G9X4BF553a88sA1t4LrzxS+vqEs8N0a3jcwJlk+frgUm5QPf3JNG2qzNyrZ5l1ugHbCj4pc+ILT50hOOBJnhtxZ3RQE8KgYfY7MK0ko5kNBMEIoDAMh3hyJenW6zHMKqhvN3thGCykPHzeC8I9rJGBcM8tmoBkY/hxJcMakff+A3z0b2HXq9DbCVYEFq8OA93BHmduAXauDwNXsgnmrwqD19Pfg5d+Gc786hrDpUO/CH2dEBTDjycmmOl7BTAj0KR7E2q1b+ZePcvMlWHh0cnarBtCIAR4snKddauFYdjUt72FZNNluPkuQGE7bViRKlqaPe9qeOKHYVJIqvHwbCifPRzo6o5ITRdGaa+tG775x0d01AaefwDmLofbvgDb18FvfwTDA+EMzzCgvg0uuhk2PB5WBjlymdGOQioCg3tLHa0TY8+dyQCKIzD3nDC9vwpIFTAS9BEon5iZImpUrkSXVnt0UCuTORGTpCkYDhTRCYqOFqTCQrAwqn8kB5lWglhyWaWHMbFUY5i2f+8/hkkhdiQMQPlwZkmiISyzdaTAAy8PSGjpODzD84qw+zW4+8/DslVKhTMu0wqXFQe74ZFvgymgfoI9OWGAkwJvJFz6FEY4A5R++JzpWXDNx8efUyszpRTd7mb2FjdQkOHyrCEsGqy5LIpdrIObdkboK2iZJEyDWxpi/GtPjqJUOEcENqkUQ75kecxmTZ0uUjptrLw8TNt//iF447nSvlY8rDhS38y40vP50lEE2xm7ZGk74TGBAzvCQNhwROCy7HAJcqgLAjl5NXsrAkYKLn4nbF0bpu9H6+GsK2Hl9eHXqLC9xQ3sKrxYauniAAYSjz5vB7lggHPrbsIxquO8pDZ96aBWRp9oq+PVUY91Iy6GgKgh8BUUS8kjd3WkJ12e1KrU3KWH0/aVgp9+DV56LEyvP/JHqRS4o+GfnYnqGKpwSXKiFHshwuaexWy43xaJjX+M70I8BRfdCpfcHhZeNsyKz84OKsocncX1gBhTx9HAwcRmVA6xt/gai2NrKjdIrSboQypllDQNvr6wgc/PSbHAsTCAlCn4ry1x/mVxI2fHK1+DTzsNQsCFN4T91UYGD9dWhHBvSwZhM86jlyUh3Ic7FqcOEFAYGX9fUFpmPPvqw33fTKtqAhpAn7cLX7nYYny5KSEMTCx63G1I5VdgdFot0TO1MkuYBh9uTfBfW+J4CiwxefKINpZSknxuO7nsBjx3AMOMEq9bTiK1EtOcYPZSCfPPhrf9Pjz0L5DpDZcZlQpvVhQi9tilx4MOvgbMSbooyyCcrQkBw/1hsohhhtmWXgGa58HqG6fu33WaXBnOUo9VKUbi4SuXiC4WrJ0G/eqpECEEER3LTphSAf09vyKX3VhapjPBlRTznYxk1tMy5zbsSGOlhxm66AaYvyJchty7JcxGXFaqVfn4PWEgOnIJUSkojILlhLMupcbOspQME1CWXAgrr4QXfx4mjyhZ6l59DVz+vjA5pUrZB88bqok7SSslMYWFKfSesnZ6dFDTJqVK5aom6oxdbsNDL5HLbkAYkTHV+5WSeG4f/QceoG3uBxHVUvapdR7c+LGxHwv8MBlk42/ChqKRaDgD81yIJeCS98O6ByFbqg5i2qXCw7nwvNvVH4BZi2DFldC7O7wv3QZ11RvMDmq2F7C78BK+Ko5bglRKIfFos5eO63ytaSdLv4K0cbrI8jJdbGcAhWIOKVYzhyU0VSTAKRUwknkZYExAg3A/RpgxioVuioW9RGPzyj6+E2Za8M4/gYXnwkuPhoevIzacew1ccCPMWQILVsEzP4J9W8KkEMuG5WvgyvdBW+mcmWFC26KK/lNOVtRIMidyNp3FV3FlHks4CAQSH18VcIw62p0KlD/Tao4OatoYGznAw2yhiI+NAQi20c9OBrmYDq5hYdkDm+9n8f0swpi4kogQFkrlcQv7qzuoQRjYVr8lvAV+mO145B7b/JUw7xwY2BceAahrDA9f14AF0Qsxhc2+4mu4apSD59TS1mwWxy4lblZXHzVteppxQU1KhZRgWZVfUqs2GQo8whY8AlI4RwQvmzwez9PJPNIsprxnnk4siE7Dn6c5ya+fENDUDrSXdThTTQjBvOj5zHFWkPG7w4oiRpo6s6mibZd8JdmnigQo2oRDXEySrKNNCzMmqO3YpnjyUcn6l8Ls6TntcPWbBZdcITAnqcc407zGAQr4RwW0UAybDAVeYX/Zg5pppbDsBjy3F4zxiQRKeQhh4kTnlnVc2qmxhEOTPb/Sw0AqxVNBP4/7ffQqF1DEsbjUbODtdpsObtPUjAhq655X3P0tSS4HTqmYw45tsHO7YtPrio/8vqEDG9BNWPl9spmRhcG+0mPKSQiDZP0FDPQ8jAwKCMM59M5eqQAVFIjGFxCJzin72LTp636vm4eCHgDimBhAnoCH/R52q1H+OLIQRwe2aadKUsWmzvCw4vv/KsnnoakZkilI1EFjE8Ri8Owz8OwzuogwUPq1npwCzAot89WlziVZfwEgkf4wgT9M4GWR/iiR6Cya2m7WncO1E7ZX5nks6MVG0CBsHGFgC4OUsEgJi81Bjt8Gg5UepnYKaj6ovbBWkc1Aff34AgvRWHgk6KnHdVADWEgDAggYX91CoQiQLKW5/AOj1JKm+c20tr+PuvRqnGgHsbplNM26mba5H8CyUxUZlzY9PR8MUVSSBONnYrYwAMVv/YHyD0w7bTW//Li/K5xhGJOsIjgO7OsC31czPnlkOS2sZQ/9jFJH5NDMTaIYoUgMm/OZXbHxCSGIxjqIxnRfsGqjlMKVOQI8HKMOU1R3ybcB6YblOSeZ3UeEUdpn06abmg9qpnXsvDgpwbYmrlw00zhYvJuV3Mdr9DN66PA1QIIIb+csmklUcIRaNRr09tCVf4WRoBeFxBIOLZGltEfPP1RJpNokSoe8J6tw4qNo0Ptp01LNB7WzVwoef1jhuhA5KnFOKXBduOgSMCbocTYTtZDgI1zAFvroZAiJoo06zqaVONOnhJFSCinzYfklM149lUZqTE9xCztGf4NUPqaIILDxZZGuwitk/f2sqLupKgPbajPFk0EfRSTRo5YgA6UIlGKNVZlKLa8PBPx4q8eT+wK8AFY2Gdy2xObNc029b3wCaj6onXMuLFoMWzdDKn04sMkAhoYgHodr36oveEeKYLKSNlYy/Q79KqXI5TaRyb6M6/YACttuJJU8n2RylQ5uZ5AnC+zOP4tUAbZIHLrgmsJCqoBhv4f9xY3Mi11Y4ZGOt8yoY5WR4qUgQ4AiXgpsRSQjKqDNcLjKKn8Pusc6ff7q2QJZV+GYAkPAb/b5rO0O+MBym8+vjugC6MdR80HNNAWf+mODb/5Pyc7tMJw9fF8qDR/6uMHCxfpFUiuGhn7H4NBalJKlklqCYrGH3uIjFIvdNDe/RQe2M2TA24knC9giNm4GYQgToQx6ipuZG12NUWVLeYYQfDwyjzqvixeCDAPKA8IkkeVmHR+251Jf5n3B3rzkrueL5DyYHReHv6eOIOsq/n2zx+oWk+s7KnPZ9ouw7VHY/2qYdDdnNSy6LuxPW01qPqgBNDQJ/uzLBq9vgNc3KHwfZrfDRZcKkkkd0GpFsdjN4NDzgIllHe5ZZhgOUhYZHtlAPL6YRGJJ5QZZQwqydK5xkjcJprDwVRFfFYmIiRqjVlZMmHwkMo+3S5fNcgQfRYcRZaGIV2SZ76HdPoMFRWt8fAJLKiLYn5P8ZJtXkaB24DX4xWdgYGepTaAKG2U0L4Vbvg7Ny8o+pEnNiKAG4Yxt1fmw6nwdxGrV8PBrKOVimuPT+w3DwfeLDI9s1EHtDDGJoFCTt5NBIjCrPhOy2YjQbFS+bdGWQYlUCnOSNwkxS7Ch/zjNZKfASA/c9/swtAcSrYdnZn4RejaF933wPohVSbMIvQ6j1QzX6wOMYzaidN2+8g6qhjVG5mMKi4Dxqe9KKQLl02jPr/qgVi3s41yNpTr+Y6bCaz+FTCckZ49darQcSLbBwA544xflH9dkdFDTaka4hzb5QfrD+2zamRA3G2iOLEEqD18VUSr83ksV4KlRbCPK7KhuJ3OiLp5lYhoCNxj/GlZKUQgU17aXf29y6yOlZhITPLVhAQK2P1b2YU1KBzWtZiTi4bKiUsG4+5SSgCKRqKLF/xqwMH45bc7ZAHgqhytz+KpA1EyzLHE9dVZLhUc4fVzbbrEkbdBXYExgC5SiJx/uq922pPyzXm803D+bjDDAHS3feI5nxuypabUvkVhGJPMirnsAw4gjhIUQAqV8gmAUy6onWXdOpYdZU0xhsThxJe3R8xjy9xIoj5hRT709t+oyHqtd1BL845VRPvebAtsyEillWA1JCBocwV+vcTinqfzf09azoef1MEHk6JV9pUAF4WOqhQ5qWs0wjAiz2t5FT88DFN1upMwDYdeBSKSF1pabx2RFamdO1Ewxy6yiK9s0tSBl8IMbYjzR5fNcd4AnYXmDwU3zLVpilVlYW3U7bPoFFDIQqx97X34Q7Bic8+6KDG1CQh1cCK9C2WyWdDpNJpMhldIFa7UTo5SkUOikUNiLApxIG/H4QsRxZg5KqUO92Y732FrkyVH6i9vIeF2Aos5qo9lZijNBNqk2cygFT/9/8Py3QPoQKVXKc3Ng2nD5n8Clnz3zz3uq138d1KqYVIpMoDCBlKW3P6eKlB5DI68yNLIRPxgGYZCMLaEheT7RSGulh1cWw95+to08hhuMlD4iAIVlRFmYuJpGZ1Elh6dVmFKw6QF4+fvQszH82OzVsPqDsPSG8cuSZ8KpXv/18mMV8qTiR/157u3Ls7cYIIA31dl8qDXOFSmdvXcmSenR1fcLcoVdgEAIG6TP0MgGhvPbaG+6mUSs8l2ap5IrRw8FtIiROHSYWimFp3LszD1JzKwnZlX+LJdWGULAineENzcHCIhU33l6QGc/Vh1fKf5id5b/u3OYrXkfQ4RJ6k9nXD67I8MPe6sozagkUJI9KsM2NUCvylV6OCdlcORlcoVdGEYUy6zDNBxMM4ZlJpGywP6BR5HSq/Qwp1R/ceu4gAZhVQtbJPBlkZ7ipgqOUKsmkUT1BjTQM7Wq8+BAgYcGCyRNQdw8fIFJmoo+X/IP+0a4IuXQ7lR+z0cpxav08Ax7GCSPRGFjME/V8xYW0Sqqu02NUpKhkY2AwDjqgLAQAtOI4wdZRvLbSSXOqswgyyDr7QMmLnclhEAIk4zXWe5hadop0TO1KvOT/jwSxgQ0CC8uTZbBcKB4YLBQmcEdZR37eYAtDDBKFIskEUwE2xjgP9hQ9bM2PxjFD0YwxMQVWQ8mi7g13wFZcqyugwJKBf80rfrpoFZltuZ9opP0djOEQCnYXfDLPKrx8srjKXahUKRwsDEwEDhYpIiQocDvqO5394YwEQgUE9fTO5hDJWp8QaPOmgWlGo5HU0ohVUDSrlzHc007GbX92zoNxUzBqHfsd8WTBb1y2sIAOTySEzQODYObySb6eYvyiFdp7T/TjBFz5jKS34EhnHE1I5VyEcI8bqKIVAEjhZ3kvV4EgnhkDgmno+yV3gv+EAPFLYz6/ZjYpJx51DsLj1t7sclZSnfhVTyVw+ZwXzSlFL7KYwqbFqd2l1+12qKDWpV5a9rh7p48UqlxzQALUmEJuDJd+QzIXKmIrTHJspWFgYskh0uc6gxqAI2pNzFa3Esgc5hG2CH74Hm1QBZJxpfi2JOn9efdA+wdfJiiP1gqO6kQwiBmtzG38SYiVnmOovTkN9I18jsC5YICJaC/uJm41czi9E3HPGsWNVMsTFzNztyTuHIkPKdHGKxNYdORuJQ6u3obxmaVx7PBIOvlEAUlaRdRLjEbWWEkdUPNGUgHtSrznpY4DwwWOeBJmi0D2xAopchLGPIlF9bZXJGsfFe+g4FKoiYMbD4KE1HVAQ0gEZ3PrMbr6Rl8kiAYKR24UQgskvHFzG5666QzLs8fZk//A3jBMKYZP1QWSkqPUXcfnf0PsLDldgzj+N8DpRR5vxc3yGKKCInIHAxxYr+eGXcPe0d+i1ISW9QhSjN5qQJyXi87Mg9zVsNtx2yO2ugsImrW01vcRMbtBBRJezYtzllVHdC6ZJ5vejvpUUUMBAbQpfK8JDNcZTZxu9WuA9sMo4NalVkUtfjHhWm+tDvLXjcszKsAW8AlyQj/78IUdhUsPy6jiTg2o3jUHbUEqVAUCVhFK4lJkjCqSTqxgkR0PsOjW3D9QQxhk4gtJBaZc8wlxMHR1/GCYSxzbCq8YdgIYZD3eskWtlMfP/bS3ah3gH3Z3zDqHUCqICzrZSZprbuQxtg5x13G7B3dgJQ+tpEY81hDmNhGjFG/l6zbSdo59jJq3GpkvnUZVHfS6iG+kvyrv5seVaQBe0zwGlUBTwZ9dBgxLjObKjhKrdx0UKtCFyUj/OzsJn49VGRL3sc2YE1dhAvq7Kp51xkXNleoeTzGDoZxiWFhIvCQjOKTJMLldFR6mCfMMuM0JM8/qc/J5reBMCZJhTcBxXBh5zGDWt7rY+fAL/BkDlNEsY0YCokbDLM3+yRS+bQkJh9XoDyGvX0YpeLNRzOEha8KDHv7jhvUppvX5TD7ZYEU1rjfi7gwKSjJU0E/lxqNFelkrVWGDmpVKmYIbm6McnOlB3IMa2jHwuB3dJKhePicGmluYDFtoraLB0vlIo6RCg8g5fgGmkc6MPICnsxhG8lDF16BiWHW4QU5ekZepCF2FpYRnfgLHMpYPPY4JsvwnM52q1EkYE/WKRqDblVghICkvtTNGPonrZ0yIQQXMofzVBt7yOASkCbKbOpmxDtjx27G9TMT3ncwPd45RmkpLxhluLgbQ0Qm/H5ZRgxf5sgWd9IYWzHh1zCETcxsZMTvBsYnEB3sLRe3mo/3z6lZtf9K1I6kz6lpp80WJotFIytEC3NEckYENICG+NkIYRDI4rj7AlnAMGzqExMHo/AxeRTBpAkh4bKmwC+10Jn4MYLm2DkIBMFRs8KwdmMex0xRX4MFiRcbCQzAVRPPQvNI5ooYCSpffUcrHx3UNO0UJaOLqI+fg1I+nj9CIIsEsojnDwOKluQaovbkMyTLiCEwkWriw/RKSRQK2zh25kZTdDnN0XOQ+LhyBE/m8eRoaVkzzoLkm497Vm06Oksk6TDiDOPjH3FwXCnFiPIxgWvM5hnzJksL6eVHTTtFQgjm1F9LLNLGYO5Viv4QAAlnLk1155OMLj7m51tmnFR0IYP5TSg1/vC3L/PYRpyUs+C445iXvIqU00Ff/g3yfh+GsGhwFtMUXUHUSp/Wv7NaGULwcWs+3/R3sk8WUApMIEAREQY3GG1caNQf9+totUUHNU07DUIYNCZW0hA/h0DmQRiYE1QnmUxb4kJGil14chhTRDGEhUISyAJCGLQl12Aaxz9sL4SgwVlEQw0uMx5Lq+HwBXsp6+QQrwYZ8gS0ixhrzAYWiLiepc1AOqhp2hkghMAyT74fR9RuYlHjLewbfoacuw9fFkEYRKx62uoupCGqy1MdT0yYXGE2cYU+j6ahg5qmVVzMbmZx47soeP24wTCGYRO3Zx2qUKJp2onTQU3TqkTUbiJq69mGpp0Onf2oaZqm1Qwd1LSqMao8MqqIP8m5I03TtOPRy49axe1SGdbSxU6GkCji2Jyv2riMdqInWKle0zQNdFDTKux11cf9bKFAgIOJhcEILk+xh50M8QF1zwkarQAAIABJREFUjg5s2rTQPSr5yU6PX3X6ZFzFwqTBrQtt3tZhETH10YJy0VcLrWKKyuchtpdqRkYOFQeOYOIj2UOWtXRxLbVVXV6rPVsyAX/0TJ7OEYVlgG3A870BL/QGPNZl8dVLokR1YCsLHdSOQynF9k3w3G8UPd2QqIM3rRGcdxHYEf0iPR1v0E8WlzrscdXuLQxMBC9zgCtVB9YxGlxqWiVJpfjS8wX2jChmxcE84sB33lc83uVzzxaXP1hR+Y71M8GUBbW/+7u/48EHH2T9+vVEIhGGhoam6qmmjJSKH92tePpR8FwwDJAS1q1VLF4On/oCpNI6sJ2qQQoIwJwkX8nGJI/HKB6pCSrQa9OTpyQbZIZONYoAFht1rBCpqukVeLKe7w3YNCRpdMYGNICYJRjxFPfu8PjIsgiOnq1NuSkLaq7rcvvtt3PppZfyne98Z6qeZko9+TA88RA4UUim4ODr1XNh6xvw/W8qPv3n+kV6qiKYKMJO2RP1JZOlj9u6ynrN2C1z3OPvokcd7mwgggN0iDgfsRfQKibpG1fFNg1JfAXRSV6mCRt684p9OcXClL5eTLUpW9O56667+NznPseqVaum6immlO8rnnhIIQTEE4cDGoAdCT/2+iuwd7ea/Itox7SUBmwMigTj7lMoivgspp6YThSpCYPK5dv+Dg6oIkksGkSEBhEhgcUulePb3g4KavxrodqZ4oherRNQCgwBll5BL4uq+jYXi0Wy2eyYW6X07IeBXohN0vUjGoNiEbZvLu+4akmrSHAOzRQJKOCjCK8MAZJhXGJYXEJ7hUepnSnPBv0MKpd67DF7pLYwSGOzTxVYL6ffNsVFLSZRC3ITdxBi2AszIdsTepZWDlUV1L7yla+QTqcP3To6Oio2FilBceyuuUKAnH5vLKvKzSzhfNqQKLK4ZCmSK+2h3cpy5ovabJsyE62XQxiICffOwiCn2Cgn7iRezc6qN7mizSLjQsEf29dtsKgwhOBDyyLTds9wujmpdZ0vfvGL/P3f//0xH/PGG29w1lmnVln8zjvv5I477jj092w2W7HA1job0vUwNACRCXIUigWwbJh/7JZZFSWV4rmsxwP9RTqLAU22wY2NDtfWR4gY1fELFhEmt7KMy9VctjKAh6SRKGfRREQX9K0pLhLzGG8TBYIi07OazN9cFGXEz/NCb0B/USGEAiWIWfCpFRHeNV8voZfLSX2nP//5z/ORj3zkmI9ZtOjU+zk5joPjVEeWWyQiuPItcP9/KIqFMFnkoMCH3AictRIWLq3cGI/Fk4q/3DnML/qLuDJc9w8UPNhf5NKUzf9YmqK+ihb5W0WcVk6+dYs2fbSL2JgEkSMpFS4+z5mGiSIADY7g21fFeKY74NddHsMezKszuHmexfJ6/easnE4qqLW0tNDS0jJVY6k6b3k7dO6Cl56F3HA4MwsCUBLmzocPf1pUbRPCf9mf56e9RVKWoMU+PMaCVPw24/K3u0b46pJUBUeozTSXmE28KjPkVUDsqFn4CD4OBhcb07dLgW0Irp1jce0cPSurpCn77u/Zs4eBgQH27NlDEASsX78egCVLllBXVzdVT3tG2RHBJ/4EXr4E1j6l6NkfHr6+6HLBmqugLlmdAS0fKH7Qk8cWUHfUuZioIagzBY8OuuwpBMybLA9Z086ws0WKK41mnpa9FFRAFBOFooDEQnCTNZt2I1bpYWrT3JQFtS9/+cvcc889h/6+evVqAJ544gmuueaaqXraM840BRdeBhdeVp0BbCJb8j69riRlTTzmpCnY7ypeGvZ0UNPKxhCC26y5dMg4zwR97Fd5ELBCJLnKbOFco77SQ6wpSsGBN2DnM+AVoXkxLL0O7Om5wnvCpiyo3X333dx9991T9eW1YziYfzVZGBalR03PLfkTt0cNs04dYA/DGAiWUs8FopUWoffuKsUQgkvMJtYYjeQJMBBEdULQGVfIwoN/AdueBK8AB09QpNvhbX8Liy6v6PCmlF78rUGLoyb1lsFwIHEmyHIcCRQxQ7AqUbs//t+pfTyq9uASlMpwKbrJsU71cBtLOEs0VnqIM5oQgri+/EwJpeAXfwabH4NoCmKN4fGjwIOhvXD/n8IHvgttKyo90qlRPelv2hmTtAxua3EoyHB/7UieVGQDxeXpCEvjtXlR2a2yPKr2IFGkiZDEJkmENBHy+NyntpGZJAtP06a7vS/B9t9ArB6c5OFqSKYNqdkwOggvfr+yY5xKOqjVqE+3J3hzQ4ShQLGvKOnzJPuLAb2eYlXC5q6F0yNZ51S8qA7gEpDAGlNTUiBIYjOCx6v0VXCE1W1EefxW9vKzoJOHgn3sVjnUsepAaVVl+1Pgu2BPsMouBNgx2PRIOHOrRbX5Vl0jbgr+aWmKRweL3N9bZE8xoNk2uLnJ4e1NDqkqOqN2pu0ii4UxYZFko/SxPWr42OViZqgXZT/3BZ2M4CMI92cfk/s5R6R5v7lwXCq+Vn3c0fClPdlpI8MC6UHghrO3WqODWg2LGIKbm6Lc3FTj6U5HmSiYHa12Q/qp2yyz/DDYjYckjY0hBEopikjWqyGMYBcfsaq4hI4GQEOpp64MwJjgPYg3Ck2LJp7J1QL9u63VnKXU4yMPFUg+0sF2Ngt0TclxnpIHKB4R0CBM6IgKkxgmG1WGLjVa4VFqx3P228L9tFzf+O4BXiEsHnH+eyafyU13OqhpNecC0UoUi2G8MYHtYNHkFBHOpbmCI6w+I8pjmxohijFhlZwoBh6STbJynTO0E5Noguv/AqwIZPeF6f1uDkZ6ID8AC6+A1e+t9Cinjl5+1GrOHFHHO1nMz9V2MriH9oYEgjQO7xPLSIgzs5lwQI2yTvWyT+UwMVgu6jlPNJ2xr18uYfhXWJMs3QohEAq8mj/dWBvOvRXqWuH5f4POF8P9s9RsOP92uOjDEKnRpUfQQU2rUeeKZuZSx3p62aOGMREsFmnOpZk6ETkjz/GsPMBDajeF0iFihWKzGuQZtZ8PGMtoF5M04ztF3SrPa2qQUXzqiXCeaCR1hv4tSSySwmZIuTgTdBr3lUTBtOxMPVMtujy8jQ6E2ZCJptpMDDmaDmpazWoUUa6jY0qyHLerDA+q3UgU9UQOJadIFP0U+IHcyh8bq85I+xxfSe6Xu1mn+nCRh2aeD9PFDUY7V4i20y6sbQmDNaKZX6ouPCWxj2jiqZRiGJ9GIqzUe5HTTnyG1RnQe2qadgqekz24BNQddRbOQJDCpo8CGxk4I8/1S9nJs6oHA0E9EepxSBPBQ/KA7ORl1X9Gnucao5WlIskIPhnlklcBOeUziEcck/eY83WPO63q6aCmaSdJKcU2MkQmOQtnYqBQ7FbDp/1cWeXyvOrDxiB2RAA1SgfJAyRPym7kGTgc7QiTT5pLuMWYS7OIolCYCNaIJj5tLWOFoWdpWvXTy4+adkqOH0TORA2OrSpLHp80E++dxbDoIU8PeWadgSarjjB5szmLa1UbBQJsjDFLkZpW7fSrVdNOkhCCBaQmzQQMUAigg9MvReaWnmOyHTMDgUSd8axEQwjiwqqpgFYIFHtzkoGizuCsZXqmpmmn4GKjlS1yiBwe8SOWBRWKYTzSOKw8A50AWkQUE4GHJDJBVqJLgINJI85pP1etGihKvrPN5b5Ol6wHpoDLWyw+sTTCmxr1JbDW1M7bME0ro+XUc52YC8AQLsN4ZHHJ4JLE5n3GEmLi9C+Yi0gymzg5/HEVUgIkRSTnT8NzceXSX5R8bO0o39xSZMhVOKUr3sP7PD6xdpQnu2u0qu8Mpt+maNopEEJwnWhnoUqyTvbSyQgWBmeLBt4kWmgQZ2bmZAjBbeYC/i3YyiAuEQys0szNR9FBgrca7WfkuWrR/95aZMNQQGtUYB/RWzBlQXdBcdeGApe0WETNGq0ZNQPpoKZpp2GhSLHQTE3pc8wTdXzKPItn5AFeUQP4SJJEuMho5grRpmdpkxj1Ffd3ekQNxgQ0CN+UNDmwNyd5otvnpnb9PawVOqhp2jTQJmLcZi7gFjUPl4AoFmatVqQ9Qw4UJCOeIjbJLCxihMfYO0d14kgt0UFNOy2BUjzQ5/LDAwU253xipuCGxgi/NyvK4hrtrF1JtjCw9Vb4CUlYAtMQ+JOcrZAq3KWM6fPkNUX/dminzJeKP986wue3DLM245KXil5X8p19ed67McOzGb0Jr1VOa9TggkaTYV9N2Lk760HcElzTppcea4kOatop+3FPkft6iyRMwRzHpME2aI4YzHYM+j3Jf9s6zGhwJo4ga9qp+eRSh4QlOFBUeDJ8LUqlyLiK0UBxW4dNR0JfBmuJ/mlqp0Qpxb935wFFnTV2z8IQghbbYF9R8nB/sTID1DTgshaLv18do9Ux6C0q9hck3YVw2fH3FkT44krddaDW6E0P7ZQMB4pdBUl8kk34MNtM8kYu4NbyDk3Txrip3ebKVovHuz06R8PX7HWzLBbU6c20WqSDmnZKLBHW0DjW6qICbL0WoFWBOlvwzo4z03tOq246qFUJt6jY+AL090A0Bisvgobm6k3ZjpuCS9I2j/YXSVtqXD+vfKCwhODStN6E1zStfHRQqwKvPKu499uKwb7w7wqI3QOX36C45UMCy6rO4Pbh2VGeGXLp9RTNdriXBlCUigFPcnHa5jId1DRNKyO9OFRhWzYo7vlaGNCS9dDQDPWNEATw+P3w8+9Vb/bg5fUR/npRHXFD0F1U7C0EdBUCBj3F6qTN15YlDwU6TdO0ctAztQp75KeKfA4aW+Dg9d8woC4FI1n47cNw7TtU1S5FvrctyuVpm5/3Fdk+GhAzBVfW21zbEClVbNA0TSsfHdQqaLBPsf01iCcOB7QjxetgqB82vghX3lj+8Z2ouVGTT889/QaVmqZpp0svP1ZQMQ9SgjnJWwvDCINdMV/ecWmapk1XOqhVULoJnBi4hYnv931AQFNbWYelaZo2bemgVkGxuODCK6FYhMAfe59SMDwU7rWdc0Flxqdpmjbd6D21CrvhdsHWDYquXWA74DjgB5DPhXtqt39SEHF0woU2/Q17ivVDPoGC5UmT2TH9nlo783RQq7B0g+Azd8EjP1G88HS4f2aYsOpieMutgqUrdUDTpjdXKr6+tcB/7HEZcMO6iwlTcONsmzvPitLk6OCmnTlCTdSToUpks1nS6TSZTIZUamq7C1eD/KgiOxhWFEk36mCmTX9KKf7s1Tz37nWJCEjbYXm1ER9GAsWb6k2+u6aOlF27r3cZwM5nYc+6MDFs9gpYdg1YTqVHVt1O9fqvZ2pVJBYXxHRm/EnxpOI3gx6bcwERA65ssFmW0C/rarFuMOD+Lo+kKUgeEbjqIxCXsD4T8NMul48sqM0r/OBe+Ml/g/2vgywlfgkBjfPh1v8H2ldVeoS1R//2a9PWuqzHFzbn2DEaIAmTa6ImvLUpwleWJUhZelmr0h7c71GUiubI+JlYxBAIFD/dW5tBzR2FH/1JGNASjWCXutz4LvTvhB/9KXzs+5CeXdlx1hr9W69NS9tHA35/4zBbcj71tmC2YzDbEVgCftZT5E/fGEFW78r6jNFTlAgYV/D6IMeA/XlZ3kGVyabHoXsTJFsOBzQAKwLJNsjsg/X3VW58tUoHNW1a+m5XngOuZLZj4JTKcQkhSFkG9ZbBk4MeL2T843wVbaq1RASKcG9tIkUJLdHavAxteRKUBHOCmt6GERZdeOPRsg+r5tXmq0mraUopftHr4hhiwoLJcTPMuHus363A6LQj3TQ7gmNALhh/nyfDTMh3t9dmnzN3FMQxrrCGGT5GO7N0UNOmHU9BQcJkCXMHl7pyx+pgqpXFRY0mN8+xyXiKflfiS4VUioynOFBUnJMyub1Gm3e2LglnapOtgvsutC4r75hmAh3UtGknYgjaHYPJtmIO7qV1RM0yjkqbiCEEf78qzqcWO8RNQY+r2F8IZ2jvnGPzbxclSNdoOv+5t4CTgNHB8fcVhsGwYPW7yz+uWqezH7Vp6f2zHf562yiFQBE1x14U+z1FyjK4pbU2ZwDTjWMK7lwR41OLHdYNBgQKVqRM5sVr+z1161K4+tPwxP+EzH6IlLpxuDnAgAtuh6VXV3qUtUcHNW1aet/sKI8PuDw94GEHgoQpCBQM+5KIIfjCwhjtM3ymNuBKfrbf49WsjwFc3GDxtrbImPNi5dQQMbi+rbYD2dEu+1h4Ju35/4B9r4ZLkbNXwoXvgfNuDRNGtDNLVxTRpq2cr/jfe/P8sLtInysxBKyss/jk3Cg3tZT33JNUit8N+vy4O2yWWm8J3tbq8I7WCHVW+YPIU30en9swSk9RIku/4YaA+XGDb5yX4Ny0fj9bboXhsLpILD1x/0RtrFO9/uugpk17hUCxryhxDJjjGJOeiZoqgVJ8afMoP9hXpCgVlhAESiEErExa3H1uHXPKOGvckQt413PDDLiKWY7ALH0/PKk44CrmxwwevDRJQ0RPE7TqdarXf/2q1qa9qClYFDdpj5plD2gA391b5HtdBRwD2h2DWY5Be9Sk2TZ4NevzJ6/nJj2nNRV+1OXS7ypmHxHQAGxDMMsR7MlLftHtlW08mlZOOqhp2mnwpeKergIQHvw+MqhGDEGDbfBCxufl7AQHtabIY70etmDCM3yWCA9DP92ng5pWm3RQ07TTsKcg2Z2XpCbZN4sbUJSKdWWsbuLKY/9iG4SVPDStFumgpmlnwPEWPcu5cX1BvUlRTVyaSimFBM5Lz+zMUK126aCmaadhXtSgPWqQ9ScOW6MSIkLwplT5gsh72iNEDcGgN3ZMSil6XEXKErx7jj7Dp9UmHdQ07TRYhuDD7VEkiuGjApsnFYOe5IK0xQVlTKG/tNHmTxdHkQj2FiQDrqTflXQVFRFD8N9XxFiU0DM1rTbpwyqadpo+Otdh04jPvd0u2YLEFgK/tOB4Tp3J185OlD0r8zOLHFalTX6wt8hzgwEm8I5miw92OFxQr3/ttdqlz6lp2hkgleLJfo97u1225wLStuAdrRHe1RYhZesFEU07Wad6/ddv2bRDZKB4dS089wh0d0I0DquvhIuvh/pmXQLhWAwhuK45wnXNeq9K0ypJBzUNgMBX/OB/wIu/BinBsmGwB/Zuh7UPwyf+StG+SAc2TdOqm14X0QD47S/hhcfBiUFDCyTrId0E9U3Qtx++/w9h4NM0TatmOqhpyEDxzC/DP0fjY+8zzDDA7d8Nm18u/9g0TdNOhg5qGpkBGOgeH9AOsiNhB9+928s7Lk3TtJOlg5oWtsE4xnaZUuFN6FeLpmlVTl+mNNJNMGcB5Ecnvt8thokji84p67A0TdNOmg5qGkIIrroFTBNGsuGs7CDPhVwWFq6ARWdXboyadiL8Igx0QqZ77OtYmzl0Sr8GwAXXQN8+eOxeGOwNlySVCtvNLzgLPvQFKtKrTNNOhDsKv/sevHQf5AbD1+/sFXDpB+HsN1d6dFo56aCmAWHAuvEDsPISxYu/hgN7IZaAlZfAyjUQcXRA06qTm4f//Dxs+x2YNkQSoALY/TJ0vQY3fA7WvL/So9TKZUqC2q5du/ibv/kbfv3rX9Pd3c2cOXP44Ac/yJe+9CUiEV1xoZrNXSyYu7jSo9C0E/fy/bB9LcQbwI4e/rhTByP98Pg/w/JroH52xYaoldGUBLVNmzYhpeRb3/oWS5YsYePGjXzyk58kl8vx1a9+dSqeUtO0GWrdfYAxNqAdlGiA7AHY+Cu44qNlH5pWAVMS1G688UZuvPHGQ39ftGgRmzdv5hvf+MYxg1qxWKRYLB76ezabnYrhaZpWIwIPhvZNHNDg8DGUwa7yjUmrrLJlP2YyGRobG4/5mK985Suk0+lDt46OjjKNTtO06ciwwoAm/YnvP5gBGZmksIBWe8oS1LZt28Y//dM/8Qd/8AfHfNydd95JJpM5dOvs7CzH8DRNm6aEgHPeCn4hrHpzNC8PZgSWX13+sWmVcVJB7Ytf/CJCiGPeNm3aNOZzurq6uPHGG7n99tv55Cc/ecyv7zgOqVRqzE3TNO1YLn4vJFvDvTO/tHuhFBRGIJ+BJZfCvNWVHaNWPifVJLS3t5f+/v5jPmbRokWHMhz37dvHNddcwyWXXMLdd9+NYZzcxFA3CdU07UR0vgo/+7+gb9fhsm62E2Y93vKXEE1WeIDaSTvV6/+Udb7u6uri2muv5YILLuD73/8+pmme9NfQQU3TtBMVeLBtLfRuD5ccF6+B1iWVHpV2qqqq83VXVxfXXHMN8+fP56tf/Sq9vb2H7ps1a9ZUPKWmaTOcacPyq8KbNnNNSVB79NFH2bZtG9u2bWPu3Llj7puiiaE2wwz2KEaGIJGGxjZd7UTTtNCULT+eCXr5UTvavu2KR74Pm16AwAfTgsXnwVs/CPNX6OCmabXiVK//ukq/Nm3s3ab41p3wylPhodpoXfj/19bCt78EOzZU7fszTdPKRAc1bdp48NuQ6YP6VojVhR25Y3XQ0Aa5DPzsGyClDmyaNpPpoKZNC927FTs2QDw5vgO3EOHe2r4dsGfTxJ+vadrMoFvPaNPCUA943uTnjWwnnK0N9QC6mekZ0bMTXrgPXvs1eEVoWwwXvgvOfQsYJ39CR9PKQgc1bVqI1YWduQMv/P/RAj+80EYT5R9bLdqxDv7zL8LWLZYTfm93vgS71sPWZ+Hdfxkm6WhatdHLj9q00LEMWjtgNHO4SO2RchloaA0zIbXT4+bhJ3dBbgDSbVDXCPF0+GcnDq88BOt+XulRatrEdFDTpgXDFLzlg+EyY7YPfC/8eOBDth8MA67/PbAjOq3/dL3+JAx1Q13z+P1LJwGKcFmyeg8DaTOZXkDQpo3zrxb4nuKX34GhPsKrK/B/2ru7kLjSA4zj/xndiSN+ZCV+rEQTNRctTWMXv4rSrLKSpN0NeFEptJRJSEMIKohpQXJjoIRQEkjASD5uJlAIyUUxoblpUzFaihKarKVJMY0kQasbo6TRicnupM7pxdlYzI7ZmVDnPXN8fjCo4wiPL+M8vud955ysHNjxc6j5odF4K5qftbj5e/jsj1/NKAug8kdQ9Qn4/M4r4cf37Y8rHV5clw6z4/YJg/06p6I4jEpNkkplo4fv1lnc+yvMP4WMbPhWNaSlO68cAGYmLIK/gtkJe10q9T2Yug9XT8HfByBwzMKf4azs3lSW/mGIxorYMzitqYkT6WkpSWed38O2H5hO8c0sy+J3v4GZccjOXb5j8D9heHAb/hSE3W3mMkZTVgV//i2EvwDfG1eUtiz48gV8px58fiPxRN5Ka2oiq+RfozB+F9Kzvr4FPtVn7yr87A/wMuSsxamSCijaCi/+bW/lf82K2LshfWlQ82Nz+UTeRqUmsko+H7NnZCvNaNLS4WXInsk5idcLPzkKxdvsi2w++9y+zT2xf5dPfwlbakynFIlOhx9FVsnSmpMFRFk2i0Tss6E4cW0qOw9+cRbuD8E/h+DVF5C7GbbthPc/MJ1OZGUO/HMScYfSD+0t8C+f24cg3/QyBBs2QkFp4rPFItUH3/7IvokkCx1+FFkl7xd4+N7H9puZv3zxv/d1WRa8mLdnaXXNkPKes3Y/iiQzzdREVtGnbXaB/eMv9kewy8yXBh/9FL7fZDafiNuo1ERW0bp0Dz/7tcWjv8GdQbvY1udD+cfwQZlmaCL/byo1kVXm9Xoo/dBeYxOR1aU1NRERcQ2VmoiIuIZKTUREXEOlJiIirqFSExER11CpiYiIa6jURETENVRqIiLiGio1ERFxDZWaiIi4hqNPk2V9dVrz+fl5w0lERCSRXr/uv+6BWDm61EKhEABFRUWGk4iIiAmhUIjs7OyYH++x4q3BBIpEIkxNTZGZmYnHk/gzms/Pz1NUVMTExARZWVGu8ijLaLxip7GKj8YrPm4YL8uyCIVCFBYW4vXGvlLm6Jma1+tl48aNpmOQlZWVtE8MEzResdNYxUfjFZ9kH694ZmivaaOIiIi4hkpNRERcI+XIkSNHTIdwspSUFOrr60lNdfSRWsfQeMVOYxUfjVd81up4OXqjiIiISDx0+FFERFxDpSYiIq6hUhMREddQqYmIiGuo1ERExDVUajF49OgR+/bto6SkBL/fT1lZGV1dXYTDYdPRHOvo0aPU1taSnp7O+vXrTcdxnJ6eHjZv3kxaWho1NTXcvHnTdCRHGhwcZPfu3RQWFuLxeLhy5YrpSI527NgxqqqqyMzMJC8vj6amJu7du2c6VkKp1GIwOjpKJBLh3Llz3L17l5MnT3L27FkOHz5sOppjhcNhmpubOXjwoOkojnP58mU6Ojro6uri9u3blJeXs3PnTp48eWI6muMsLCxQXl5OT0+P6ShJYWBggJaWFoaHh7l+/TqvXr1ix44dLCwsmI6WMHqf2js6fvw4Z86c4cGDB6ajONqFCxdob2/n2bNnpqM4Rk1NDVVVVZw+fRqwT9xdVFREW1sbnZ2dhtM5l8fjobe3l6amJtNRksbMzAx5eXkMDAywfft203ESQjO1dzQ3N0dOTo7pGJJkwuEwt27dorGxcek+r9dLY2MjQ0NDBpOJG83NzQGsqdcqldo7GBsbo7u7mwMHDpiOIklmdnaWxcVF8vPzl92fn5/P48ePDaUSN4pEIrS3t1NXV8fWrVtNx0mYNV1qnZ2deDyet95GR0eX/czk5CS7du2iubmZ/fv3G0puxruMl4iY0dLSwp07d7h06ZLpKAm1ts50+YZDhw6xZ8+etz6mtLR06fOpqSkaGhqora3l/Pnzq5zOeeIdL/m6DRs2kJKSwvT09LL7p6enKSgoMJRK3Ka1tZVr164xODjoiGtSJtKaLrXc3Fxyc3Njeuzk5CQNDQ1UVFQQDAbjuhKrW8QzXhKdz+ejoqKCvr6+pQ0PkUiEvr4+WltbDaeTZGdZFm1tbfT29nLjxg1KSkpMR0q4NV1qsZqcnKS+vp5NmzZx4sQJZmZmlr4HPBUTAAABAElEQVSn/66jGx8f5+nTp4yPj7O4uMjIyAgAW7ZsISMjw3A6szo6OggEAlRWVlJdXc2pU6dYWFhg7969pqM5zvPnzxkbG1v6+uHDh4yMjJCTk0NxcbHBZM7U0tLCxYsXuXr1KpmZmUvrtNnZ2fj9fsPpEsSSbxQMBi0g6k2iCwQCUcerv7/fdDRH6O7utoqLiy2fz2dVV1dbw8PDpiM5Un9/f9TnUSAQMB3NkVZ6nQoGg6ajJYzepyYiIq6x9haGRETEtVRqIiLiGio1ERFxDZWaiIi4hkpNRERcQ6UmIiKuoVITERHXUKmJiIhrqNRERMQ1VGoiIuIaKjUREXGN/wI/TfnZAQw/7QAAAABJRU5ErkJggg==",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000030227F98>)"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "Y = tsne(X, 2, 0, 20000, 2.6, verbose=true)\nsleep(0.2)\n\nPyPlot.figure()\nPyPlot.scatter(Y[:,1], Y[:,2], c=labels, cmap=\"rainbow_r\", alpha=0.8)\n#PyPlot.axes()[:set_aspect](\"equal\")",
"execution_count": 10,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInitial X Shape is (120, 3)\n\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mStarting with random layout...\n\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mComputing pairwise distances...\n\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mMean σ=0.201124020925497\n\u001b[32mComputing t-SNE100%|████████████████████████████████████| Time: 0:00:02\u001b[39m\n\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mFinal t-SNE KL-divergence=0.5517339334528646\n\u001b[39m"
},
{
"data": {
"image/png": 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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000030572240>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "PyObject <matplotlib.collections.PathCollection object at 0x00000000290605F8>"
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Test 3"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "M = 2\nN = 30\n\nts = collect(linspace(2pi, (M+1)*2pi, M*N)) #+ 0.2*rand(M*N)\n\nr0(t) = -3.0+6.0t/(2pi)\nr1(t) = 6.0t/(2pi)\nX = vcat([[r0(t)*cos(t),r0(t)*sin(t)]' for t in ts]...)\nX = vcat(X, [[r1(t)*cos(t),r1(t)*sin(t)]' for t in ts.-pi]...)\nX = rescale(X, 1)\nX = hcat(X, zeros(2*M*N))\n\nlabels = vcat(ts,-ts)\n\nPyPlot.figure()\nPyPlot.scatter(X[:,1], X[:,2], c=labels, cmap=\"rainbow_r\", alpha=0.8)\nPyPlot.axes()[:set_aspect](\"equal\")",
"execution_count": 11,
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x00000000305B0240>)"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "Y = tsne(X, 2, 0, 20000, 2.2, verbose=true)\nsleep(0.2)\n\nPyPlot.figure()\nPyPlot.scatter(Y[:,1], Y[:,2], c=labels, cmap=\"rainbow_r\", alpha=0.8)\n#PyPlot.axes()[:set_aspect](\"equal\")",
"execution_count": 12,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInitial X Shape is (120, 3)\n\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mStarting with random layout...\n\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mComputing pairwise distances...\n\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mMean σ=0.16914869386066195\n\u001b[32mComputing t-SNE100%|████████████████████████████████████| Time: 0:00:02\u001b[39m\n\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mFinal t-SNE KL-divergence=0.541105634268231\n\u001b[39m"
},
{
"data": {
"image/png": 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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x00000000304609E8>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "PyObject <matplotlib.collections.PathCollection object at 0x00000000291FFB70>"
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Test 4"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# https://github.com/ozt-ca/tjo.hatenablog.samples/blob/master/r_samples/public_lib/jp/double_spiral.csv\ndouble_spiral = readtable(\"double_spiral.csv\")\nX = convert(Matrix{Float64}, double_spiral[1:2])\nlabels = convert(Vector{Float64}, double_spiral[:label])\n\nX = rescale(X, 1)\nX = hcat(X,zeros(size(X,1)))\n\nPyPlot.figure()\nPyPlot.scatter(X[:,1], X[:,2], c=labels, cmap=\"rainbow_r\", alpha=0.8)\nPyPlot.axes()[:set_aspect](\"equal\")",
"execution_count": 13,
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x00000000305741D0>)"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "Y = tsne(X, 2, 0, 10000, 3.0, progress=true, verbose=true)\nsleep(0.2)\n\nPyPlot.figure()\nPyPlot.scatter(Y[:,1], Y[:,2], c=labels, cmap=\"rainbow_r\", alpha=0.8)\n#PyPlot.axes()[:set_aspect](\"equal\")",
"execution_count": 14,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mInitial X Shape is (200, 3)\n\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mStarting with random layout...\n\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mComputing pairwise distances...\n\u001b[39m\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mMean σ=0.205029017496523\n\u001b[32mComputing t-SNE100%|████████████████████████████████████| Time: 0:00:02\u001b[39m\n\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mFinal t-SNE KL-divergence=0.22258018139730673\n\u001b[39m"
},
{
"data": {
"image/png": 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S++arr5JbVM88AyeeCCV6nlv1jB4NbubNm8ehhx7a/vG0adMAmDJlCg899BBXXHEFzc3NXHDBBTQ0NHDggQcyc+ZMgsFg++fcdtttmKbJ5MmTiUQiTJw4kbvvvrsnl62UUqo7ZGdLtub556G+XgqMHUc6FN99t2R3xo1L9SpVBuq1PjeppH1ulFIqBRYtkmGZ69fLSanWVglu3Dqc4cNluGZxcapXqtJUn+tzo5RSKsM98YTMkwqHZTI4SK1NNAotLfDll/Dss6ldo8pIGtwopZTqGa++KkGMYcj2lDuGwecDr1dmTT3xRKpXqTKQBjdKKaV6Rl2d9LbxeDa9zUy8/HQ4dKJUd9HgRimlVM8oLNz89G/3+lis99ajfjA0uFFKKdUzxo6VLamNRzE4jgQ1pgkbjeBRqjtocKOUUqpnnHkm5Ocng5l4PDmSwe1aPHlyqlepMpAGN0oppXrGIYfIJS9PLj4fBALSsTg3VyaIn3lmqlepMpAGN0oppXqGzyeN+o48MhnguEHOyJFw//0wdGiqV6kyUI92KFZKKfUDV1YGjz8On3wC774rW1K77irjGfz+VK9OZSgNbpRSSvUsw5AxCzpqQfUS3ZZSSimlVEbR4EYppZRSGUWDG6WUUkplFA1ulFJKKZVRNLhRSimlVEbR4EYppZRSGUWDG6WUUkplFA1ulFJKKZVRNLhRSimlVEbR4EYppZRSGUWDG6WUUkplFA1ulFJKKZVRNLhRSimlVEbR4EYppZRSGUWDG6WUUkplFA1ulFJKKZVRNLhRSimlVEbR4EYppZRSGUWDG6WUUkplFA1ulFJKKZVRNLhRSimlVEbR4EYppZRSGUWDG6WUUkplFA1ulFJKKZVRNLhRSimlVEbR4EYppZRSGUWDG6WUUkplFA1ulFJKKZVRNLhRSimlVEbxpnoBSqm+o/5bWPsJOA5U7gnFw1K9IqWU2pQGN0qlWP0y+OJpWPGOBA0D94fRp0HJzilc1IYN8PTT8NxzUF9PS+VuzGq5mmXfDiXaYgDgz4Ghh8PhN0B2aQrXqpRSG9HgRqkUWvpv+Pdl0LoBzMS/xrUfw/xHYMLNMPKEHl6AbcP8+VBdDaYJK1fCzJkweza0tkJ2NjF/AS/OP41VsVwCuTXkDSsD00O0ERa/CE3VcMqT4Mvu4bUqpdRW0uBGqRQJrYBXLoLWesgqAn+uBDiOA8018PoVUDYKSkZ04xetroYnnoB//hPWrIFwGOJxua2xUYIdAMsCw4CWFpYYh7LaGks2NXibYrAmCgMHEcgHTwDWzIOvX4bRp3bjOpVSagdocKNUCjSugacmQ8MywIBoGAwTAvmQWwk55dC4GhY+CQdf001fdPFimDIFli+XCKq+XgIbM3GuwHEkoLEs8HjkY9tmMUfjYOA1onJdbS0UFkJePt4A4EgGR4MbpVS60NNSSvWy1g3w/FmwbgFgJLM1VhRa6qD2CwivlDhj5Xvd9EVtGy67TAKbykqIJgKVrKzOAY0b6FiWfI5h0EIpJnG5n2HI561aJW+R9bfUdtM6Vc+xbWhuTmbnlMpgGtwo1csWPgW1i2jPelgRcCzAkItjSwDUsh5ibd30RT/4ABYuhJISyda0tEgw05Flbfp5hkEBK7A7JnkNA6IxaGqST4tDwaBuWqfqfmvXwg03wF57wR57wN57w803w7p1qV6ZUj1GgxuletlXz8nbeFQCmXZO4pJgWxBr6aYvunChBDXBoLx1nGSWpv3rJ7alNjKK5zGxiDqJimH3PtEI0WYwPbDrKd20TtW9li+HU06BO+6A9evl/11tLdx6K5x6qmTglMpAGtwo1cua1kFbSLahNsexJWhorpH6nB3m9bZvI+H1youcuz3RMcgxzU0CnKG8zgheJuIU0OyUEjeziTt+mpuyaGuAnY+RI+EqDV19NSxdChUVUFYGOTlQVAT9+sGiRfC736V6hUr1CC0oVqqXef0Qj0jwsqXyh7wq2a5qXCvv75Dx46W+pqkJ8vLkRa6xUbam3O0px0lmb9xAyLYxgUnmZRQb37LAOJMWpwQMg+xKP7ufDftcIs9FpZklS+C996T4u61NMjZNTZ3qqXjsMXn/iitgt91SvWKluo0GN0r1sux+gLPRltRGTC94s8Bqg0BeN3zRUaPgkEPglVckc1NRIX1sIhHJ1riZnWhUPs7Lk+JTx4FgEG9hIfvn/5O92v7F+uYBcMYZlNx4Dv6cblib6hlLlsj/Y8eRY/+2LYGNG7i6wexLL8Gnn8L998M++6R2zUp1Ew1ulOplhYMTWZv45u9jW9BWD1V7Q3F3dSr+3/+VbM2cOVJ3k5OT/Es+K0s+zs6WwMa9LFnSXjhMKIQ/L4/K8w+C/z5Tf3uku2BQ3q5d2zmgcU+92bZ8HAhIVmf6dHjttU0LzZXqg/TXk1K9rHQk7SejOhYQQ4frHPAGYfxlXdb4bp/iYmng99Zb8O9/QygEgwfDrrtKYFNYCOPGdX5xa2yUjsVr1kB+PkycCFU7ukemesXee0tGLhYDv1+ydG5g01Fdnfz//+QTyewdd1xq1qtUN9LgRqleVj4GcMDwgMcHdkwyNR1PSxkm7P4zGHpYN39xrxcmTJDL1sjLk1M1qu/Jy5PAdc2a5HaUW0/ldIiqLSvZ/2bqVHjmGTj44NStW6luoKellOpl/jzpRGwYEti4QY7hkYs/H7JLoN/oVK9U9XkHHSRbjq6NAxuXG/zU1cGkSXDLLdrsT/VpGtwo1csKBskU7ewyCBQkrjRkynbBIMivkplNRcNSukyVCY44Qho3DhggtTVdbUtB8nq/X4rKb7gB/vrX3l+vUt1EgxulellOmfSGceKQ1x/KdpUBmcU7Q7AQWhska9N/71SvVPV5e+0l2ZuWFglyfL5NMzdusONJ9CawbanHuuYaePfd3l+zUt0g5cHNH/7wBwzD6HQZOXJk++2O43DNNddQWVlJVlYWEyZMYMmSJSlcsVI77oAroGy0NOlrXS+diFs3SMO+3HI4/Eapu1Fqh5gm3HknHHOMZGU6blFtfD/LkuJjkABowwbpbvzww723XqW6SVr8+hw9ejRr165tv7zb4a+Fm2++mTvuuIMZM2Ywd+5ccnJymDhxIm1t3TV0R6nel1sBpzwJ+/4asoqloNgbhLFnw6nPQMUeqV6hyhgFBfC3v8GLL8J110k2JxiUTI3PJ9tV7rFwl2nKxw0NcPnl0gtHqT7EcJyuqst6zx/+8AdeeOEFPvvss01ucxyHqqoqLr/8cn7zm98AEAqFKC8v56GHHuL000/fqq8RDocpKCggFAqRn5/fretXakdZUYiEwZcDvs38Ya1Ut3n3XfjpT6X/jRvEuBmbjbmjOfLypMh46tTeW6dSbP/rd1pkbpYsWUJVVRU77bQTP/vZz1ixYgUAy5Yto7q6mgkdjq0WFBSw7777MmfOnFQtV6lu5fFLgbEGNqpXHHigzJTKzpagJr6ZbpKmKVkdj0c6HV97rfQ8UqoPSHlws++++/LQQw8xc+ZM7rnnHpYtW8aPf/xjGhsbqa6uBqC8vLzT55SXl7ff1pVIJEI4HO50UUqp3hBtgmVvwJJXYP3XqV7NZlxwgcyV6vi7tWPzRsOQLSvLkuAnFpN+OVOnyvZWahP+Sn2vlDfxO+qoo9rfHzNmDPvuuy+DBw/m6aefZtSoUdv1mDfeeCPXXnttdy1RKaW+l2PDR3fDJ3+DllopY/FlwcD94dA/QtFOqV7hRo49Vraopk6Vt27A4vFIs0c3sAHJ4pgm1NTAf/0XLFsGv/516tau1PdIeeZmY4WFhYwYMYKlS5dSUVEBQE1NTaf71NTUtN/WlenTpxMKhdovK1eu7NE1K6XUOzfAOzfKqTdfYqBoy3r48jl4/BioX57S5XVt2DB49lnpZOwWGQcCcpsb2Lj9b0xTbjdN+L//g/nzU7dupb5H2gU3TU1NLF26lMrKSoYOHUpFRQWzZs1qvz0cDjN37lzGjx+/2ccIBALk5+d3uiilVE+p/RLm/gVa6+U4/4al0LxOjvhbMdmeevwYCXzSTkkJ3HuvTIp3HJlB5RYYu9tTpimpKL8fysqkb84zz6R23UptQcqDm9/85jfMnj2b5cuX8/7773PSSSfh9Xo544wzMAyDSy+9lOuvv54XX3yRBQsWcPbZZ1NVVcWJJ56Y6qUrpRSxFnj+LGitAysCjjsnzJaLxytjNdZ/Df++PMWL3Zz99pOBqkOHypaUYSQLir3e5CiG4mK5zeOBxYtTumTVhXhchuL+8pcyAPW886RGKhpN9cp6XcprblatWsUZZ5zB+vXrKSsr48ADD+SDDz6grKwMgCuuuILm5mYuuOACGhoaOPDAA5k5cybBYDDFK1dKKfjwTqhbLPGMAThGh/mUthz1N32ADcvflCxP2faVE/asgQPhqafkBXHRInmhtG2pvQHpl1NaKu9bFuTmpm6talOtrXDRRfDaa8n/Z9GoBDeHHgr33Qc/oF2MlPe56Q3a50Yp1RNiLfDAgdCwXHoVOYkEhzvRwP3tanrA8EKwAA6/AX7085Qsd+ssXw4XXywZAI9HanFKSqCwUJ5YLAbr1sGtt8IZZ6R6tcp1/fVw113ShToUgqam5A+gYcDxx2/fVmJNDbzzjmxX7ryzNIE0e2/TZ3tfv1OeuVFKqb4qtELGZ2SVyBFwx0LSNy4DsCXoyS4CHOlGndaGDIEHHpDTVCtWSI2NW2Tc1iaTw0eNkttVegiFJOtmmlBdLQGoxyMXx5EMzgsvwN//DmedtXWPGYnIANUnn4RwODl3rKpKTsxNmSKBb5pKec2NUkr1VaYPMMH0ypR32ZdKbEk58r57P3+uvC3fPXXr3Wr9+sGDD8LIkTJjavVquYRC8KMfSfCTl5fqVSrXwoVQXy+F3rGYFIF7PJ1rp2xbgpWtrb+56iopNI9G5fHCYfkaCxfCJZdInda//tWzz2sHaOZGKaW2U9FQKN5J6mhyKyHeAm0NdCjAkQGo+QNl26pqL+i/T4oXvbVGj5b6jTfegM8/lxfKvfeWKeMdG/6p1HMcqZFqbk4GNRszTdlOfPddOOywLT/eokXw3HMSwEajkg0COS0HktX58ks4+2y48EL47/9Ou3oezdwopdR2MkzY83w5DdVWDwVDZBCq4b6+mODNglgTFA+Dibf1sWnvfj9MmiQvXldcIYWpGtikn9GjZZyGbXddD2NZ4PHgGCbW6trvbzA9c6ZsQWZnS0AEkr0BCXZsW96GQjJz7KCDpEYrjfSlf2ZKKZV2Rv8Exl8mwUzTWikc9ueCJwDBQqgaBwdOh588DyU7p3q1KiMVFcExxyQzOB3ZNq1WPnM9l/Fg+BXunn4s9+0N7/4ZGtdu5vEaGuQHurlZHs+b2OSJRiVQMozOIzqWLJFhrL/9rRSkpwE9LaWUUt1g/dfw5fMQXgWBPBg+CQYd2McyNarvamqSTtOrV0v2JtGPoJl+PMffqbF3w/TYeAeWYcU8WFEZCXLyo12MBpkxQwalBoOwapVk8GxbtqM6Ms32rBCOI7U9VVVyJP3SS7veHttG2/v6rcGNUkoplQlmz5YMyoYNEnD4/cyM3czCluPJ8dThGVAOxSWAnNprWgtDDobJT24Uh6xeLVuQ4XDysSxLipXdJk5u12pIboUZBlRWyu033QRnnrnDT2l7X7/1bwqllFIqExx8sEx7Hz8eiopo8lSxtPVQvJ4o8ZIBhJqKqf8WQish1gyBAlj9IdR9udHj9O8vmRefL9nbyA1kNg5sIHlM3LKgtlZObd17b3KMRwroaSmllFIqUxxyCPz4xzB3LvVvRojc1p+4FSC63uh0iq+tHgL5sm1atxjKdt3ocS68UDpS33QTLFiQ7HrcVUG5aSYbBtq2bJF9/bWcqBozpuee6xZo5kYppZTKJB4P7L8/5pGHEo0GiTQamB7w+MHjk7eGCZEQxFrBG+jiMQwDTjsNPvpImv8demjyxFTHapaOgY3PJ8XHjiMBzsY1Or1IgxullFIqA+VWylR6tzN2PCIXOy7BjePH7VsCAAAgAElEQVSAHYPSLc0683jg9NNh1iz461+lYNgNctz6G5Agxx266jiyJTV4cE8/xc3S4EYppZTKQHWLErGGLUGMY8uIECsK8Ta5j8cP4ZVb+YDnngv/+IeM3wAJYtwj4W6DP7c9d06OzCNLEQ1ulFJKqQy09hOwIiTnnXU8G52ov/HnJAe+bpV99pF+NqWlMqTTPSll25KticUkg7PffsmAJwU0uFFKKaUy0JJXEoHLxg1fDMnY4Eg37bLR2/jAxx4LAwfKeIaysmSRsd8vDQVLSuC883b8CewADW6UUkqpDFOzAFbP7XCFkWgomTgtZcVk96hwCOSUbeOD5+fD7bdLYGPb8rayUoKdQEBmTp14Yrc9l+2hR8GVUkqpDDP/USkiNnxAotbGcY+CAzgyzX7ggdv5BQ46SIZrPvZYchbVAQfAGWfAUUd1PeOqF2lwo5RSSmWYb1+TrSc7BqZfghvbQraoTNmuMn0wYEem1I8YIWMarr22m1bdfTS4UUoppTJIcy20rJfhrXZcAhvTKxdIzNeMQDBfZqBlIg1ulFJKqQwQa4F3boBFz0JLrQQw7f1s7A7zoxy5fuwU8GWndMk9RoOb7RReBV+/DM3rwJcFleOg327bUZillFJK7aC2MDx+DKz5MBHIdCx5MSSwcTsTGyZkl8K+v0rZcnucBjfbyLHhg/+DeXdDW4NEyvGI/OAE8mHkSfIDU95hnEY8InM8/LlyaaqB796GeCsUDYOB4zf6QVRKKaW2UiQMjx8Lq94HzM4TEZxEoOPYkqUxTOltc/gNkFeV0mX3KA1uttFnD8GcW+T9WIt0ejQ8gA1tIfjiaVj1AZzwABQOhU/uk+uijWB4IVgo2Z54mxStm14oHQkT/gyVe8rjNlVDaAX4cqBslAY+SimlNu+D22HtPMAAb4e+eaZXmvi1T0Rogd1/CnucAwP3T9Vqe4cGN9sgHoGP/5p8Px6VIWTuPqYVk0tLLfznCgl6ar+QoWTeLAlaNiyV+wcL5TrTL/0IXjgXjroDFj0D37wmw8xMj0TWFT+Sia0lI2DIIXJ941rAkdkhZhdDWrdFaCWs/1qeS+Wekl1SSimVplavhuefh8WLiXgKWfTCbzGMPAzT6HQ3dyvKtiC7BAoGw3H3pmjNvUyDm22w9hNoXAO+XAlgTE+HAi0kSrbj4MmS+5peyB8oQUO8DWLNSL8BoHVD4vNNebzG1fDsz8CJgT9PLk2rZebH6rmy5eXNhkBeIvtTCzhQMBDKx8pWV91XkknyZUFWsWyN7XoKDBjfeZ2upmqY/cdEMNUi98kugz3OhX0uSlbWK6WUSgPRqBy7/tvfoLUVfD4aGENbwy/wmjYWBSQb2SSYQFxegwoGpGLRqaEvX9sg3iaFWm4zpC4zJok5YrEWyCqRwAYkGLHjifskfvaMxOdHw3Kd0yBbVG0haFouX8e9f7RZtrU2LAFMKBwkzZnWzIMV78qRP8cBO5pYmxeqP4Mvn4UxZ8Oh13be3mrdAE+fAjWfy+P6guDNdmitjvDe76I0zZjF4ZV3YtgWFBfLnJDTToMhQ7r5u6qUUup7ffqpDK5cuDA5sNLjwQy2YngM/FaYiJODbXkxPR0CHCd591GnpG75vU2Dm21QPEyyIu4eJh27PZIs3JIPwBtM3hZrSrxjdJgSnwhCbBKP6ZFTWNGmzoENibH0bRskEMGWbSuPPzHO3kzU8JgS5IDcP94mWZ7PHoTSXWDMmYmlOfDieVIbBIlgrMnBWGcRoJkAIb74ag/GLK6ln/EFBIPw3nvw4INwyy1w9NHd/a3tWk0NfPGFzC3ZYw8oKOidr6uUUulkxQqYOhW+/lp+Yfv98ta2KWn+lELjW+qMEQSdEG3xYmzHaP/j2Y7J2/77wcgTUvcUepuWqm6DgkFS8xKPJPYx4x0q0h0JSHw5yUDFmwg0HFvqc1xuYONyt4wcRwKb9i2kRCDkBlBu8GSY0FovTZogkUFyko9lGIlCsmgi2HIkwHEnvy58Epa8LO97AvJcTCMOdpw2O5+InU2cIIs9J8oo+2hUyu/DYZg2DZYu7a5vadfq6+Hyy6W995lnwk9/CgceCH/6E0QiPfu1lVIq3Tz2mNTZ2Lb8LnZfJEwT02cyzrkP07Dx0Ux2VhOGKa9PViKTX/kjOOXJzO1p0xUNbrbRwddIYa/hlR8aKyrZE7fFtTdLAoqSERBpTAQ9bkan41aokdyWao9znM5bR13VyWDL5zq2bEG5R/yg89h693HirVK/U79M6oVsC+b9Vd6ansSSHAcjHsc0bAxsIhRi4aWFxLRX04SGBhlx39AATz+949/IzWlpgZ//HB55RIKprCzJHK1YAddfD/vuC6+/Ln/BzJ8PGzb03FqUUiodvPiiZGtg0xcG02Q3nmB8cAam6eA4RnvbkawS2PU0mPIWBH9giW/dltpGBYPg1Kfh0/vhk79B01oJKrxBCWyC+bDXhVC0E7x6iRz7ziqR7IgTTwYgRiLbYlsSjGPSHri43H3SjtysjzszpJPO26ybbps5cioqtDyZeQISC5A7G1hY+LDxkW3Uye0eD8TjUsDm9cLbb8NVV23393CL7r8f/v1v+XpuW033rxWQgOaYY+QfemEh5OTAccdJRqmgAD7/HGIxGDkS+vXrmTUqpVRvam6WLHowKO97Ohd8GgaMD9zFiOB/WHzknTSW70kgH4YfBf33/mG2E9HgZjvkVcJBv4MD/luyIavnQksdBItg2JFy5A6ksdI7f4KWmuRrs+FJFiLblvzQeQOQ0w/CqyUAMn2019q4WR3DkyhkTmSBskogEkqecoLOQ1jd+/lz5X4lI+RYee0XclugAFrrEgFUF8/RQ4wRnpkdHrBDVZrjdPEZ3WDdOjkJEInIP2TLjfxIBjiOI8GLZUEgIPd75BF44QX5h19fL9to8Tjk5clgt2OPhVNPhcpK+PhjePVVyUBVVsIJJ8DOO/fM81Fpr60BFr8oRfl2DMr3gFEnyylEpdLGiBHw/vtQUiLZbcvqHOA4DkSjlAxvY/97hkN+6paaLjS42QEeHxQOlktXdv+pDCVb8io0LJdfog3LpR7GzbxYUQmKJt0Onz0AX72YCHo6FB0bHjrV3fiy5ai36ZXj5Va8wxZX4nOcuGxHudmZsedIUFU4RAKbtpBkm6QQ2cBwJJqykchqmPkf+hkL5ZNtW/4hBYPQ2Aj791D3p4cflq0odyssFksWEbkZHGg/JUBTE/TvL2+//RZycyE7WwIXy4JQSIqSP/sMbrtNHrOmJtFOOhEY3XMPXHAB/Pa3naNDlfFq5sNLF0Dou8S/G0P+rc6bAUf8GXY5PtUrVCrh9NNhzhz5nVVcLNvxliW/s6zE6ZOKCvk9l6+RDYDhOD31Z3j6CIfDFBQUEAqFyE/h//hYK3z+CCx4TDI+pgeGHAZ7ToWqvaQ3zj/OgNb10vvGjkrwEmuVrE2gAPL6Q6RBAiDHAatNAiRPQI6Lu8GMxy89cbxBCbIOvyGZmnzrD/ILPFAoXysaBicuWRIHg2KW8EvPXnj9iR+NWEy2fIJBCR5efFG2fbqT48A++8gxR/evErd42A1uXF6v/COPxeQf9Lp1nTM7hiH3sW25j9cr2RzHkcd1A6bsbGhLnO8fPx6uuQYOO2wzxU4qk6xbCI8dLf2hvH7595ZVJP9emtfJHxCnPQvlu6d6pUohv8cuuQReeinR68OUP95aW+X9I46QwGbEiFSvtNtt7+u3Bjcp4NiyZeXxb1q9/s1r8PqV0mDPva/phQH7wdF3Q04prP5I+tvgSPfirGL46gWo+1I+L9YqfWtKdpEmfoMP6rzn2haCF6bA6g8Tr/NeiDdb2OEWCp1vmZx9AaUtnyQDCp9P/hooLISbboKTT+7+b0prK4wdK/9g6+vlH2w0ccTMTWO5P6qBgAQp0ahsPTU2ysdupifgHlNzJHjp+CPuHqF0Ayc3tWuaEihNnQpXX61ZnAy2fDY89zOpl+uYEQVpnZBbJVu2e5wLE25M2TKV6iwahYcegkcflZNThgFjxsB55/Vee44U0OBmC9ItuPk+0SZY8grUfyt/SQ45VLoNd2dCIdIIC5+ABU9A0xqpzRl1XISxBS+S//pDsHy5BAt+P5SXy7Hs00+HXXbpvkV05GZuqqslWGluTqZb3dtBvglZWXKb40hBcWNjchvLzeqA3Gfjo+MeT6ITo5P82OeT68rL5fo775RaHJVxmtfBIxOg/huItSFFbRv9BjR90hG8aBicPzcVq1RqCyxLttd9PjnBmuGZ5u19/daamzTkz4XRp/Xs1wjkwbgL5GInanYMIwCcCped2rNfvCuGIR2Qb7kFBgyQrSZ3X7kjr3sG35KtMr9f6nRsO7nd5OpYo9OpIVGHY2jufRxHanbq6+Hvf9fgJkN9+ZyMTvEEpBgf2KSxpmNJEX60MZUrVWozPB6oyuBx3t1Ec+8K05smwf+UKZIZqquTLbCdd5a6GMOQzEwgkMzGBINSTJyVldyDzsvrXJvTMTuz8RPs+LFb4xMISCZo/vzklpjKKGvmJX4suugn5TbMdHtTuaNTlNohzc3w0Ufw4Yfyh5jqFZq5UemjXz/pxPmHP8Cbb8opqMJCKCuTmh+vV35RhEJy/9paCWrKyyXgCQTkmGQsJte72RyPRwIYN0jqmK1xi5CLiuR+blYnLaI91d3c2rP2/7vGJu2g2q+Pt/XasrqXZcnJmuXL5Y+Dgw6S7QvVOxwH5s2Dp56Cl1+GtWuT2+mlpfCTn8Bll8n/G9VjNLhR6WXAAJl4u3w5LFkiActee3X+RbBuHcyeLYHOkCFy+//+r/wyaW6Wi23LllU8LlmYQKBzIXHHLaucnGS9TUuLFOf59M/2TNR/H1j8Eu0dwh0bsMFxo5tEl/BAgYxS6XM+/FAabC5eLD/7IH8gnHOOjDTx6q/8HuU4srV+111SF+P+vjHN5Pt33ikjbO69V3/P9CAtKFaZo65O0r/ffivjGVaulNNSX3whb01TTmWFw/JLyOeTRn4lJRLk1NbKL/+HH4Yf/zjVz0b1gJb18PcjEgXFLckAx7ZoD2zyB0rWZuSJcOw9qV7x96tdBPMfg+X/asFe8g39+Yjdy2cxsGSxZHEaGuSF9Ze/lHYHque8/DJceKEElrW1kg12M8KxmGynDxggv4NmzJDu6mqL9LTUFmhw8wO3Zo1kdV55RbI6AwbIX7br1nXuupyXJ8fAzz471StWPWjVB/DieVC3uMMwWiTQyatKdu0+6VEYdECqV9s1KyrF0R/cDtWfJmJ1o5lArAHLE8BnRti//O/s3e8f8gn19fJz/uabMFDbL/eYU0+Fd9+VoLK+PjkPCiRbbFkweLBsuU+cKEe71RZpcLMFGtyoTTQ3y19Zb7whWZ1dd4XJk2HYsFSvTPWCpmp45yb4/EGIR2QEii8n2QF8/9/C3hemepWbaqmTnlbzZsicuOSJLxl+6zFiFAbWErWDGMDJQ3/HwNwF8sK6di388Y9w/vmpfAqZq6UF9thDIs3aWvl4422naFRqCz0eGD5cfv+kA8eRBqpLl0p2afx42c5MA3oUXKltkZMjR89P6+Ez9yqtRBphycuSvXEsOOBKCRBWzQErBv33gtGny7DBdGJF4eN74cO7pLt5rKnDeBYveH0OjhXHcnyEouUUB1bQGOvHwg1HSnBjmsmutj8kbW0SZLgHEnpArAW++id8+bSf0IqncRyTAr6jMv4Rw8w3qTI/2fR8QiyWPoN9v/5a6rTmzZNte49HtuqnTIFLL+2zdVp9c9VKKbWNqj+XzsTh1YAjR70NjwytnXgb7HT4Djx4NCrbEDk50i+pm4RWwid/g88fkqDGPaqOCUaiJ49jgWUYeADTsIg7AWJ2Nl4zypqW0fJA8bh8Yqb3R1m1Ch5/HJ55RmruWlvlMEJVlTQhnTpVZjNth3ibdJb354EvS65rrYcXp0qwHG/1Eo3uhuMYVDOaJRzBx5ELGOKZzVH+3xB0GmRr0OeTn5cTT+zGJ76dVqyAM8+Ut4WFEtS4dVq33iq1QX/8Y6pXuV00uFFKZbylM+GZn0jGA1NeYywvZJVCcy28egmc/k8o2ZYB8atWwRNPyJT5xYuTJ++OPJLYWb9gQ3A3DI88psf//Q/XkW1Jh/Lnz4KGZdAWTtYCOXHaGw+23z9uYHo8GPE44CHmBMCRYAfHgfXr5UX9qKO2bSEp4jjyvFs3SPBZMGgrPunTTyV4WbFCXpTdBqAtLVLjcsst8J//SLuJsrKtXkd4FXxyH3z1vGRpvEHY5QRpgDr3L7DyfdnSbF0PmAYeKwKGgeV4iZLFN9bh/DtyE8cb52H4vBJw7b03HJ8Gk1kfeEC+X5WV7aNobE8Aq7g/3lANxmOPSQ3i8OEpXui20+BGKZXRVn8E//y5jDXx+GRgreNIZ+7masitkBfRBY/DIb/figd0HPjrX+F//kcCHPfItWkSzyriw4dKWHCfSUthBCMQILcK9jgHRhwHX78op5s8fhh4AAyfJE00l78Jqz6EdQugYTm01cuoCCsGOeVAQ6KpoJEYjut0mBrhNt82fWDaYAOWhUWQoYF3paA+GJSth6Kibv3edgc70YKquRa+eArmPyqn2eIRCSQC+TBwf6mDqhi7mQeJRuFXv5LnGonI/yO3/YPb+LOoSBp03nYb3HDDFte09hP4/O+w9FUIrZBarECBzB6LtsCnD8j2ZltIAptIKDEH0G9ixH0Qj2FiEyOHLFayzD6YGs8YKkrXSYD5pz+lvs9NLAbPPUerr5yv6k9i4YYjWN82mIiVjd/TSmlwGWPNxxn90kw8l12c2rVuBy0oVkpltOfOlJNFVlQKhzuyYhLsZJVA0VA4952tecDnpBYhHJaMQOJEjGWZ/Cv2F5YaR2MSIxCM4gweQqTRlMJfI9ENHKRWxgMFAwETQt9BWwNYEYlVPL5EEIOsz7YS2R8DrLbkoE9J5ci7kh2ycWI2QaOBLLOB08t/Qenufrj4YjjmmB35NnabeBt8O0uyaWvmyTgMx5GsWrxNsiOOTXt2ypcjzy23HE58GCr37OJBX3lFCqWDQdmO8ng6D7+NRqWJXkmJvH3vvU0CPceRNb17E6z+INEKy5BMmemR97NLIbdS1hdaLust2hk2fC2PYXoAHLBtnLiFbZkUBGuIkcsBJy1mv+tKYaedeuLbuu3CYep2P5V/rruRuthwIlY2bjtLAwev0YqfJkaOW8Wk9/dOWcduLShWSqmNhFdJsbDpAzu26e2mV663onL5XrYt/UliMckGdBjtsYSj+cY5kqCzHl/AhpgFVhNGfj7NNfKCWDRM5roBxFph7afyfnaZBDOmL5FsiCVGQATkeseWtx6frNldq+GRmhsSmSjHMfEGTXIGFXLkJQ2UHnGPbCmkyZT7Ja/AW9dC3aIOJ70SR/Hbew15wBNMXhdrkaxJ8zp45wY49ZkuGogvXJhIx9nJzuMdeTwS4ASDEpCuXNkpuHFsmP1HKdpuXifXGUbiZybR8BFHTqv5cyWb5M+VAvV4Cxu1uTYkyvF55N2B/aERrLH7QJrENQCWL4eXN1zPhuggYrYfw3AwkX8kDh7iBAgYYRYvGcWgZ2D3n6Z4wdsoPX7ilVKqB7Q1gBVPFoBunKd250nFI1C111Y84NKl0jk7O1teSDu8iC6yTsbBxEdr8gu1RWhZn+inY8j2hSvWLNc7tmxDgbwmGobTXivjxCw8XkdaMSXKZwyvXNqfTyIg8AahcAgc8gc4600vwy8aDiNGpE1gs3w2vPor2LBUJrKbPgneDBLDexPLdGzas1GSCZFtw0AhrP0Y6r7q4sET9SLtUc/mNiTcOXLBYKerl86ET++XoNIwJFNkJB4SR4JJN8Bp3SBXBxOxUaRRnkt7Ns39NEvWbyb+XxWnWdnKt295WG+OxONEcPBgEm+fPCM/fwYxcnACWcz/++a/pelKMzdKqYyV0w+8/sS4ME+H7Ejidje48AZhtzO24gEjkeRoD+j0G7/BGYwHN/2TKIrxmETCyTqfjtmhSFhe0G1brje9jtTvxOIYjgMEZTvKbsMwAhheAztmSBDgyPMwfYkC1+Nh7Fkw+KDki2k6cRyY+39S90SiMNoNXNz/Ge3BgZPMUkHiexSV5xpthKa1UDZqoy+w335yZNnrTc6S63iE2bKkSWdjI4wdu0mB7IJHbezWOEbUAceHYRg4hpHc9kucTDPMztPkfVmyVn+uFBS7TSHtxM9VsFhOVOVVSn1VOln7CThZ2dAWhahsRXWcQ2JgETNzCeZ62PBN19u66Sw9QnqllOoBOf1g2JEQb5Xuw+4LpR2Xv9Ldv8jHT5MC3+81eLD0THFrONwTOUCWsR6LROTkOOBJTKp34x+nwws6ie0kOuxmWLZsd+FgGAYGUvRhOSbYFlnZbWSVJeOprBLY+5cw9X048UEYelgKA5tly+DPf4ZJk2DCBJg+HT7/vP3mhmVQ/ZkU5MbbklmaTpzNvJ9gxyTACXbVW278eNhzT6mDys9PdgN2EgGjO0DX75fxCB2yWc4bb7L2nyvwNqyFpsQpq7Y2TDuOYTjt/4NsN3OW+LitXrYZdzkuUUvlkZ+neJus1ZOVLEQ+4n+kOWRacZBFFxV22OdzU4FGe6DoWPL80jFo3hINbpRSGW2/y2ReVKxZgp1AIe39Ynw5cPDVcMAVWzkIPj9fOlm3tkrNhmlKQOI4jDT/hQQjPnmNKCoGnx9fdqKexEh87QRvVnK7yht0cOK2BC6GkSjhcPCZrYCJg4nVGMFwHAoGw0G/g0u+hiNvgdJduv97ttUcR7rsHnecnEJauFCawj34IJx8cvt4gUi4c01Rx9jFMElGeF38P3AsqcGJhKBkOFTs0cU6TBPuvls6BHu9EsTEYtLEz7KSxcS//z2ccELy895+G2PK2XjaGnEwCHhb5WvaQCyKaW681yR9blrXy7rG/QKOvx9OegT2PA8qfiQFx7kVkN8fdj8DTn1KAs90U7knYII32wNeL44/CP6AnDILBnHw4s0yiLfJHwgdA/O+oI/FYkoptW2Kh8Pkx+HdP8N3s+WFy58DZaNhv1/LL+5t8utfw8cfS0fX3FzZ6ohGGWU/xQJOZZ25O8E88FWWgiPbRjRIHYdbTAySgWipBUzILWwl3OzBxofpxHHwYBgOOd56olYO+b617OJ7hdyzT2LEJcPIH9CN36BtVV8vjfKeflqOXq9ZI1mRIUM6b9fV1cF118Fuu5E3aC+8QcmgBQoSJ6RIzPQyk+PdDDNZW2QnJra31+dmw/jLN5P1AWnU98IL8Npr8PrrsHq1BDg77QRjxsCxx3buCrx4MZxyCqxfz07Oa8y3f0autRYvxcQJYDpxTDuK7QnixA0JeCSJhumDvS6EvX4h6xl6WDKAcWyINssWzvf2N/rmG5l798YbkmHaZx9pNrhnV0fCutdOE6QHU91X8r2NNZuSnTE69FIyIVggrQz6Gj0KrpT6wQithMbVctqldOQWXii/TzgMjzwCTz4pM5tiMdh5Z8I/OpbXvjqPVV/kEW8DHHnhCBZJTx3bljoNx5btC3dryrTaoCFEi1OEjQcD8JltBDxN9M/5gmP7X0/Ohq8kE3LktkZj3WTxYnj4YXneDQ2SDXEcCXZMUz4eOjQ5T8lxJMA44wy47TZeuQgW/UPqUELLE0FC4s9rK5rcbnOLvN2slj8HSkbCj6+CkSd0tbDtsG6dDK6cPx+8XmrMPXg68igxJ4cA9YQZRJygbNIYXkyvQU4/qZvpvy/sfBQ7HmC+/rr05tmwQb5nhiHbnTk58P/+H/z8593xTLeodpH0gKpfJpmxjicKvdlQOBSOvDm19UI6OHMLNLhRSvUIx5EtqmCwvY7DcWDdQqiZL69XVXtL9mjpTGkUWP2ZFMsOmyjHa+u/hc//EmLd7A3YeAn4mikKrKFfcClD8z9mUO6nmM1hKWZ++WUZ8tobli+Xnj5ffCGBzdKlEtS1tSVnVRlGImLzSYBXWCh1Sa7aWqiogLlzqV8Gz54h9TeGR04d2bFkxiZQIH1/+u2eKN71QL/doGocDPpxNxez3nUXXHONZN0SPXG+tibyn+ifaHOKcDCIG1nYjklWicHev81h3PmQtX2TGzZVXQ1HHCGdoysr2/dEHRtq1xYSMQvJn3E1Bcdtrmth92mpkz5QS2dK6wTTByW7wJCDJZjsssapF2lwswUa3Cil0pljO0SP+yl8+CH+AQUYng4pJduWrZ8DD5SZSVtVHLSDHn8crr1WBm22tkoQ4HQoNPX5ZF2RiNzfLa52HNhll+T2VG2tbBfNmQNIhuCD2+SFNNYqTQuzSyUbMvpU2SrZ1lEV22XSJBnX0NCQLDYGmp0yvowfT218Zzx+g0E5nzLs8Sn4Jh7UvV//7rtlZlNVVXtQvDQ0ng/W/ZS6tsHYcfDm+Rk8uZQDr9zGsSAZRpv4KaVUH2WYBoEbroSzzoI1q6VwORCQ4CEcluzHNdf0TmDz3ntw9dXJTExdXXLPyHESJ7qQAMfjkVoRt+ePW8Tr98t9IxE4+OD2hy4aCkfdIdmCpupktqbXhcMSkMXj8n4iC5Vj1LKX735wotJMaNQ4OGx893/9efMSDWUksPmy/lBeW3UpMTtAljeMbdrEW0y+fhFqPodTnoLiYd2/jEzWZ05L3XXXXQwZMoRgMMi+++7Lhx9+mOolKaVU9xk7VgZxutOiGxvl7YknyvVjxvTOOh56SIZN5ufDd991Ou7eLhaT+hC3viYa7XxO2nGgpkaOwv9009a22aWy5ZSSwAakuWEkAuXlyS01q0Mls3vC6ne/Sz7H7mSa7QFjzA7wztqfE3d8+M0WwtF+hOKDaIqV0rIBqj+FRw6T7sktdd2/lEzVJ4Kbp556imnTpvH73/+eTz75hLFjxzJx4kTWrVuX6qUppVT3GT1ahnK+955MG3/vPfm4t+psYu614PsAACAASURBVDF4+23pwFxXl8zSuK1rO3KDAY8nOd7AcSQoW71aCmNvuqn3grJtcdppsmbbllNeeXnJnjjxuNRQuX17esL48e1DPb8N70NjvAQTi3CsgrgdwMHAxgOJZoChFTDrKnj8WKnnUt+vTwQ3t956K+effz7nnnsuu+66KzNmzCA7O5sHHngg1UtTSqnu16+fBDQdjy73BsdJbkGFQsnCYdg0uOnYIK+sTI7Fjx4NBxwgg0VfeUV6AqWjiRNlbY2N8jzLy6F/f8lWlZTIttz55/fc1z/pJKm3qa6mKVqE45i0xItwHAMDSwKbxKmxdo5MjP/XhXLSTm1Z2tfcRKNRPv74Y6ZPn95+nWmaTJgwgTmJIjWllFIbaW2FFStkW2XtWulLM2+eFARPmCBHtDcaQ4DfLwHK++93HkAZ62LqKEhw4/fL1zj/fLjxxp7ZxuluHg/ccotklR55RAZpGgbsvbccwT7llJ79+sXFcM89cOGFZH27AsvyYjkePMSlyzUGhnuCKvGfaLOcuqv/Fr55TUZuqM1L++Cmrq4Oy7IoLy/vdH15eTlffdXVBDWIRCJE3Cp+pNpaKZUmvv0W/vEPaYTn9cJBB8lfsr2dpchULS3ywvnEE7K11NgIzc0SdOTmyvf8rrukR89f/gKHbdQ+9+yz4aOP5H3blvu7dSgud0snNxfOPVcCgjFjeqfgubt4vTB1KkyZIsGfxyOF2701aHSffWDmTHZ69F94r3KItJng8+LEPbgpm/bBqGbyrWPDmo81uPk+aR/cbI8bb7yRa6+9NtXLUEpt7Nln4aqrZCvAfYGcNQvuvRdmzJC/nNX2i0TgF7+QBnFuY7iGhuSx7dZWqacpKZHmcZdeKt//srLkY5xwggSed96ZLGp2X/AdJ5mZyc+XbsB7dDUPoQ/xemFgiiqby8oIXnYuO30GCx5FtqPcg2nufxJDX9vfqq2S9jU3paWleDweampqOl1fU1NDRUVFl58zffp0QqFQ+2XlypW9sVSl1JbMnw9XXglNTVJvUFkpdQ6VlVKA+stfyguu2n7PPSfBSnExlJZKszjbTmZULEsCnNWrJWCprYXnn+/8GKYpPVjuu0+yae72VGmpjDIoLpbrr7uu7wc2aeLwG+UEGdCpzsYwE9PRHemq7U4mr+z56Qx9XtoHN36/n3HjxjFr1qz262zbZtasWYwf33X/gUAgQH5+fqeLUirF/ud/5EV1/XpYtEjm6rit+ysrpVHdiy+mepV925NPytusLPneRqPyccfTTu77dXVy+2efbfo4pgmnniq3/epX0nXY55P777KL1KtccEHvPKcfgPwq2G8aZJdIEGN4EhevbEOZXumO3LwOinaC4RNTveL01ye2paZNm8aUKVPYa6+92Geffbj99ttpbm7m3HPPTfXSlFJbEgrJYMC77oIFC5JHh01TMjjNzVIjUlUlt82ZA+eck+pV913LlskxZkhmwToGNe5pKK9XioQjkfbuvF0qL5dA5sorpedNMAijRm35c9R2OeC3MmLi479BeIVMsbdtydz4cqCtAQoGwbH3JIaxqi3qE8HNT37yE2pra7nmmmuorq5mjz32YObMmZsUGSul0si6dXDmmfD55/JC6x4xdvujBALy23v9eilMheR91PYpLJSMDUiWxTQ7b0u5Ojbb20wGvJOyss51OarbGSbsd6lM4P7uHVi3QAZbtqwHf7bMIht5EuTo/4at0ieCG4CLL76Yiy++ONXLUEptrWuukcDG603Wbdi23Gbb8uIbCEiwU1cnWYFx41K75r7uxBPh5pvle+pmyDr2rnHnKNm2XAoL4dhjU7tm1UmwEHY5Ti5q+6V9zY1Sqg9asUJO7JimZHAsKxnYuNwXWMOQLaqyMjkSrrbfGWdIx921a6VDMEhwCZ0zZ7GYXP+nP8mpJ6UyjAY3Sqnu98ILsGqVnNaJx5PXd9wecYcwWpa80N5+u/a62VGVlfDww5IB83rbW/zj8cgR8IICKTbOyZFA8uyzU71ipXpEn9mWUkr1Ee+8Iyej3EaabiErJIcruh97vXIK55xzNm0mp7bPLrvASy/B3LnwxhvwzDOSPXO/5zk5cPTRcP31vdewTqleZjhO5lfwhcNhCgoKCIVCeixcqZ4Uj8Mhh0hPG7cBXFfcACcvDwYMkP4sI0f22jJ/UGxbOg4vWiSB5AEHwNChqV6VSlfO/2/vzsOjrO7+j7/vWZPJTkgIKGstIAoIKjzBYkUpaNFqtdY+rVvV0irVVtQqtSpqEYT+tLaPSrUqPrYuRetufaQWtcpiRXABVFA2IWEPCWSdmfv3x3cmk0DAAAmTTD6v65orycyd8cwhZj4553vOcW1lY2mp1WQNHZqY2kyCA33/1siNiLScRx6Bd9/ds75md/G/qUIh2wlXwab1eDwwfLjdRPbl3Xdtc8aPPoLq6sTBqHl5toHj2WfbuVudOiW7pV9J4UZEWkZpKdxxh9V4BIM2LbW3kBMM2u3mmzUdJdIWvP++nRO2ZYuN2OzYYaOv0ahtL7B1q61+fOIJO2w0WUdWNJMmXEWkZcyebecYxYuG4xu9NSwidhwb4s7JsaMXzjvv0LdTRPY0Y4YFm/x8WwxQVmZ/qMSnkKurbUXj8uXwq1+1+T2pFG5EpGX885+2V43fn1gB5fUmioghsd9NKAQ33WS/SEUkub74wgrQg0H7vLLS7o8Hm2jUziSrrLRRnQULYOnS5Lb5K2haSkRaRk2NBZrCQttnJRKBQMDm7ePLwR0Hhg2DW26B0aOT216RjuTf/7YppYULbbrJ57P/Z7OzYeBAOwpl585EnQ3suXXDtm1WjF5WZnU5Rx+dnNfSDAo3ItIyBg+2gxYPO8x+EW7enAg18Smq006D55/f8zgAEWk9f/yjnRFWXW0jMLt2JUZRO3Wyaajt2xPnju2tVq6y0v5ogTZ/vpimpUSkZZx3nk03bdtmozf9+lnRYVGR/QLt3t0KjhVsRA6defPgrrvsc9e1UZt4sAEoL7f/Rx3HQo3H0/T/o/EpqrIyOwuuja++U7gRkZYxdChce639Aly/3n5pxnchDoVg0qQ2PYwtkpIef9wCzZYtNpoaP2ssHLZRmNpaWxkVr3+rqUmcSRY/IgUSZ8RVVsK4cdCzZ/JeUzNoWkpEWs4VV8CRR8Jjj1nRIcApp8AFF8CJJya3bSId0bvvJmppwEZgGo7MRKMWbnr0sPATH7lpuJO449j3p6VZrdzttx/617GfFG5EpGWNGmW3+KGYmoYSSZ5duyyY+Hw2ShPXcAVjdbWtlEpLs/vz823VYzhsNToVFfb1TTfBL3+Z1B2Lm0vTUiLSOvY2dy8ih05hoQUYrzcx3dTwrDdILPXOzrZNNb1eC0V1dfY9X/sa/PnPNu3cDoINaORGREQkdQ0caMvA6+oar4SKf4yPrm7ZYisen34aVq60fat27rTpqnHj7AiGdkThRkREJFWNHg1//auNxMR3HN59qbfXC4MGwYMP2t5UAwbYrR1TuBEREUlVY8ZYkf+KFRZcqqsT01F1dRZ0fvELq6cJBpPb1hakmhsREZFUlZYG991n00vhsAWcUMimqPLy4IYbbPVTCgUb0MiNiIhIahs0CF56yeppXn3VpqiOPto23hwxIiUL/x3XbeNHe7aA8vJycnJy2LFjB9nZ2clujkj7FA7D3Lnw8stWfNi9O5x5pu1UmoK/HEUk+Q70/VsjNyLy1crL4fLL4c03LeR4PDZX//jjcO65MG1au1kiKiKpTzU3IvLVJk+GOXMs1GRm2iZfhx1m8/SPPw4zZya7hSIi9RRuRGTfVqyAWbPs1OCSElizBj77zD6mp9uIzaOP2iZgIiJtgMKNiOxdNApXXmlnzziObcEeCNjnO3bAF19ARgZs3AjLlye7tSIigGpuRGRfZs60IuL46cB1dYkdTR3HRmvKy226KhJJdmtFRACN3IjI3vzlL3DjjRZoGnJdCzqRiN02bYLcXOjXLzntFBHZjcKNiOxp3Trb2Ct+cN6+hMO2xbu2WRCRNkLhRkT29OyzVlOTlbXnOTS783hs9ZSISBuhcCMie/r8c5t+angScLzOpiGv1wLQkiWHtn0iIvugcCMiewqFLMikp9sKqYYaBpzMTLvG6z207RMR2QeFGxHZ06hRFlhqaqBz56brbjIy7DA+14UTTjj0bRQR2QuFGxHZ06hRMHSonSEVH73xeu2jx2MnDffsCZs3Q2EhfO97yW6xiEg9hRsR2ZPfDw8+aCMytbU2TQW2MspxbNRm61YoKIB774Vu3ZLbXhGRBrSJn4g0ragIZs+GhQvh7bdtFGfLFqiosPAzYgScc45dJyLShijciMjeeTxQXGw3EZF2QtNSIiIiklIUbkRERCSlKNyIiIhISlG4ERERkZSicCMiIiIpReFGREREUorCjYiIiKQUhRsRERFJKdrET0T2adtK+PQF2LUZ0jtB33FQMCDZrRIR2TuFGxFpkhuFt6fB4oegrtIO/wZ473446vsw6nbw+pPbRhGRpijciEiT3v8z/Oc++zwSgboKiEahphze+xMEs2Hkr5PbRhGRpqjmRkT2EK62cBOpgcotULPdRnIcB6JhqK2Aeb+zqSoRkbZG4UZE9lD6AVSsh5oKCzWeAHh84PHaVJTjg5odMG9GslsqIrInhRsR2UOkxupsomELNc5uj3tivzm++GeiFkdEpK1QuBGRPXQ6Aks0rk1F7c6NguOBqm02hSUi0pYo3IjIHrK6Qf7XwWXPkRnXBTcC3iD4QzayIyLSlijciEiTTrjB6msitRCpg2gk9rHOgo0vHfqM1nJwEWl7FG5EpEn9z7Tw4k+3QmIAjx9CBRDItA39jrk4qU0UEWmSwo2INMnxwJkPQ58xkJ4PabkQyAJcyCiEU++GrkOT3UoRkT1ptlxE9iqjEL4/G9a+DavftCmq/K9D3zMgPS/ZrRMRaVpSR2569eqF4ziNbtOmTWt0zdq1axk3bhyhUIjCwkKuu+46wuFwklos0vE4Huh5InzzJjj5dhh8oYKNiLRtSR+5ue222/jJT35S/3VWVlb955FIhHHjxlFUVMS8efMoKSnhwgsvxO/3c8cddySjuSIiItLGJb3mJisri6KiovpbRkZG/WOvvfYay5Yt4y9/+QvHHHMMp512Grfffjv33nsvtbW1SWy1iIiItFVJDzfTpk0jPz+fIUOGMGPGjEZTTvPnz2fgwIF06dKl/r6xY8dSXl7O0qVLk9FcERERaeOSOi111VVXMXToUDp16sS8efOYNGkSJSUl3HXXXQCUlpY2CjZA/delpaV7fd6amhpqamrqvy4vL2+F1ouIiEhb1OLh5oYbbuDOO+/c5zXLly+nf//+TJw4sf6+QYMGEQwGGT9+PFOnTiUYDB5wG6ZOncqtt956wN8vIiLS0spWw7JnYPPHthFmz29C39MhmPWV35o8ZWXwwguwZAl4vXDccTBuHGRmJrtl++S4bssee7d582a2bt26z2v69OlDIBDY4/6lS5dy9NFH88knn9CvXz9uvvlmXnjhBZYsWVJ/zapVq+jTpw/vv/8+Q4YMafL5mxq56d69Ozt27CA7O/sAX5mIiMiBWfo3+NdNULPDzmtzY+e25R0BZz4E+X2T3cImzJsHP/85lJRANGoN9nigRw944AEYNKjVm1BeXk5OTs5+v3+3+MhNQUEBBQUFB/S9S5YswePxUFhYCEBxcTFTpkxh06ZN9ffNmTOH7OxsBgwYsNfnCQaDBzXyIyIi0hJcF5Y8CnOutaNLAtngDVhG8AZh2wp4cTyc/yr40pLd2pgtW+Cll2DyZKishG7drMEeD9TVwerVcNll8Oqr0KlTslvbpKTV3MyfP5+FCxcyatQosrKymD9/PldffTXnn38+eXm2icaYMWMYMGAAF1xwAdOnT6e0tJTf/OY3TJgwQeFFRETarNqdsPFj+PcUWP0G1O0CXKiJlYA6XjuXLZgHWz+Dlf9nR54kVU0N3HknPPEErF8PO3faaM327bE05oXcXAs069bBc8/BJZckudFNS1q4CQaDPPnkk0yePJmamhp69+7N1Vdf3agOx+v18tJLL3H55ZdTXFxMRkYGF110Ebfddluymi0iIrJXVdtg4R9g2dOw/QsI1wBu7Abg2Odu1A6jrdpiIzlfLkhyuHFduPZaePppSEuzaSjXtVs0atf4/bB5s9XhhEIwd67Cze6GDh3KggULvvK6nj178sorrxyCFomIiBy4qm3wzI+gdLF9HamzQ2ejdbELnFi9DdSHHceBcBVU7btUtfW9954VDmdnW6CprNzzmmgUAgGbmqqogKqqQ9/OZkr6DsUiIiKp4P0/W7DJKITKzTZI4/E1CDeuZZp4wHEj4ASBMNQdypwQDsM//wnPPw9r1kBBgQWV6moLL2vXWsDZXSRiAcfrtYCT13bPYVG4EREROUiRWlj6lE0xeQM27fRV3Ci4YTu/Lfvw1m8j27fDrFkwfboVDYNNL6WlWX1NOAy7diWmoZpSV2f1N44DPXsegkYfGIUbafdcF3astSWWmV0h48AW64mIHLDqMrv5Q/a1d29rXtwG01KOTVv5Q5Db2jlh0yY4/3xYsMACjNdr91dW2ohMejps3WoBx+dLrFffXTRq4SYz05aEt1EKN9JuuS589hIsegA2L7XiPF8QjjgViidCbq9kt1BEOgp/Bnj8VmcDkJYLuzZBNGz3N6y7iX8M5kAgw8JN39NbuYFTp8IHH9jIi9drxcFgv0hrauw+jyexn03DzXgahhyPx1ZM5eTAiSe2cqMPXNLPlhLZX64LK16BR74BfzsbVr4CO0vtl4gbsc2ynv4BlK1JdktFpKMIZMDXvmVLvl3Xpqayulo2oOEAiGPLwNNyIRAb5Tl+QitPS23cCK+8YoEmEkmM2oA10Ou1epv4rsN1dXuO3ng8EAwmAtAZZ0CvXq3Y6IOjcCPtzqI/wUs/g/X/if1h4bP57p0lNj0VqYUtn8L8/5fslopIRzJ0PKTnw84NtgQ8PR+ye9gUleMFTwB8AQhkWhjK7QWn3AHDr2rlhq1caTU16elNP+71WmDJz08En/j0U3xXYseB2loLPeecA7/9bSs3+uBoWkrala0rYN7vYntHYCsRInVArP4tGk5skvXhYzDyRsjs0uRTiYi0qC4D4TsPwpzroeyLxDYxmUXQ7zvwX1dbRihbY7sRdxloIzytzu+3gBIIWDgJh+3ruPjoTE2NrZzy+Wz1VFaWFRuXldnS77Q0mDYNLr00NiTVdincSLvyybO286cvDXBj89hREvtHxEKO44WaCluaeeKNSWywiHQo3UfARa/D6jehbBX40qHXSZDTPXHNIVkZ1dDgwXaEwoYNNjpTWtp4eir+eV0dfOc7cO65FmI+/9yCTSAAI0bAr38NJ510iBt/YBRupF3Z9rl99PhifxU1CDZgn7vR2OPAyldh5CRbaikicih4A1Z/02YEgzbacuut9nlODpSXW6iJDy+FQjB8uBUeFxTA6NGwaJEtGS8shKFDG4/2tHEKN9KuBGL1bsEs6lcdNDU66kbsL6aK9VC5xTbVEhHpsC67zI5OePhhm3bKyLBpKNe1wuCbboKzzrKQAzaSM2xYUpt8MBRupF3pMxqWPmm1NYEM29smPnoD2HCNJ7EawfHYKI6ISIfm8cCNN9qU04sv2gqqTp1g3Dg4+ug2X0Ozv/RrX9qVPqdA1+Ng/UIIZENtRawWrsGhdL6gzWnXVECX4yGt7e4QLiJyaPXtC9dck+xWtLr2M4Emgs1lf+dB6PXN2LktsX2o8Nhyy+zukN/PVlB5AzDkkr3/QbL9C1j5f7D6DStSFhGR1KCRG2l3MgrhnCeh5H1Y8TJ89LgdUhffBXRniU1ZDZ8IXx+X+L66Klj5D1g6G76cb1ule3w20hMqsCB0/ATbDl1ERNovx3WbOjwitZSXl5OTk8OOHTvIzs5OdnOkhdVVwef/B5+/ZtNUnfrCgHOgYEDimp0b4YVLYP17UL3djmpwiNXm5NnS8mgdHDseTpqcrFciIiINHej7t0ZupN3zp0P/s+zWFNeFV38BGxYltkL3BQHHCpOrtkIw26axljwKA38I+X0P5SsQEZGWpHAjKW/jh/DlAjukrvxL6ldWRWttBAfXpqji++W8fiOc+7eUWzwgB6lyq51ptrPEVuIdcSrktN1DkUU6NIUbSXkb/gORGpt+ciO2PDxaZ6M2NjeFrbZy7cPyZ+B/T4FvzYBuxya16dJGLJkF70y3KU3HY9sPvDMdBl8EI3+tOi2RtkarpSTl1e+DEzuN143ERmwa7o2zm3Xz4bkLbSpLOraPn4I510H5epvi9KVDRhf7uXrvflhwd7JbKCK7U7iRlNdlsK2kilRDel4s7MQDze7Bxolt+ufCrk3wzrTEmXLS8Wz8CF76KVRtg3Cl1WftWAPbVloRujcASx6xx0Wk7VC4kZR32PHQ9Rh7A0rLabBjcROhxeNNTDs4HljxD3j4BHj+x/DZS7ETyKVDqNwKf/+RrcBzvLGZyyhEoxCugu2r7DiQqm2w9u1kt1ZEGlK4kZTneGDs76FzP3sj8qU3dZGN7nj8NmXlRqBymy0z3/Y5fPoiPHsRPH66velJ6lv+99hUFFaf5YYTu2G7URsJrNxi99VVJru1ItKQwo10CHm94bxnYdTt0P0E+4vb48dCTSA2xeDH3rgi9j2O145jqdsFNeV2jtUXc+DeI+GdGbG6HUlZX8wBorGbS/1qOidehE5s80gf5PZOWjNFpAkKN9JhpHeCoZfBj16G7z8Dub1sGsqNxP4Sr4tNOzng+GJ/qUdtpZXjsRvYG9rrk+D+QbDsGdXk7FMkAuvXQ0mJzee0I3VVEK6hyd+S8W0C3CiE8m3qU0TaDoUb6ZC+NgbO/iv0PMneqKJh+ws8mGNfu7H9b3DA8dvj0Toa1els/cw2B1z4h+S8hjYtHIaHH4ZTToGRI+Eb34AzzoCnn243abDwaIjU2s+F48FG9RrcAHCgaGgi+IpI26D/JaXDOux4uHAOnPkIFB0T2wcnDLh2CKfjjRUfx2pw6vfEia2ochx783v3jxZ0JCYahV/9Cm66CVasgEAAfD5YvBiuvhqmT092C5tlwPdixeUR+3moP6QVwLXHgjmQWZS0JorIXijcSIc36Hy4dB6c8ziMnm5vVqH8RH1FvLam4Y7F8b/UfWl2ovjyZw99u9us116D2bMhMxO6doWMDLs/GIS6OrjvPliyJLltbIZux0LXYwHXRu0cj9VlebwWdDK62NEf3Y5LdktFZHcKNyLYfiW9vgnH/dTOqApXN5iCiG0CGF8p4/E1/j6wvU8k5qmnbFoqKwt27oTPPoNVq+DLL2HLFqvBufZaq8dp40ZPsxPjvYHYv78DgWzI7m4/F7m94eunJbuVIrI7hRuR3Yz6LfQYaX+lR2qpP5oBLNh4fA1qdLLtsUBWEhvc1nz2mU1FVVbCmjVQXW3LzpxYQoxEYO5cOP98qKlJdmv3qdc34eTfQmZXSM+1ET1fwJZ+5/aC02eCP5TsVorI7nS2lMhu0vNsimrJLPjXjXaophuN1dl4E1MUWV1tNY3HD0eMTXar25CcHFi9GjZvthEcnw9qa60WJz63F43a1FVdHfzv/0Ko7SaEoZfB4cWwbLYdwupLg96nwJHftRV4ItL2KNyINMEXtCmq3qNg7k3wyfOx1VLEzhYqtKBTtRV6fhN6npjc9rYVbhS+HHAZa95aRrg6Sr6zkr41LxB0qxsXLQUCFnD++U+YORMmTtzLE7qwa5cFpLS0Q/MimlB4lN1EpH1wXLedrMs8COXl5eTk5LBjxw6ys7OT3Rxphz6fY6M4O9YmlgX70qDXSTDm/+kveIBdm+GVK+DL+RGiG7dDuBZwyKSUb3EdfZx/WVjxeKy4OBy2YuOvfQ3efrtxeAmH4ckn4bHH4Isv7HtGjoRLLoERI1qmwbW1NrqUlgb5+S3znCLSog70/VvhRqSZ3KidIbRpqdXjdB8BBQOS3aq2wY3C7O9b/6R3AqemiupVWwm7QcKkk8Z2fsBZdPN+AH6/jeLU1UFREXi9tsKqb197snDYloz//e/2dUaG1eZs324jON/9LlxzjQUkvx+6d288KrS7DRvs+TdsgM8/h5UrrcB55077/sxMKC6G8ePhRA3BtaraWnjnHQuV+fm2/1EwmOxWSRumcLMPCjcirWvNW3bIZCDLim13loJbF4FoNFaL7SGHNVyadjKZzqZELU737vaG9/rr0KePPdns2RZugkELNeXlVpwMiSVsPp/V6XTqBEcdBT/9KZx+euNGRSLwu9/BQw9BWRns2GGBKi6+1j8UsltGBsyYAWeffQh6rAN6+WW44w4rMg+HLdQefjhcf736XPbqQN+/tVpKRA7a6jdiuziHYWdJbPYp4OD1hPFRi0OEHfTg5Zq7cGvDFiq6doWKCvj616FXr8ST/fWvFmjixzZUVFhQiUQS4SYSsVqcnTvhvfdgwgQLMQ3dcw/84Q/2RlpTYzU+Xm/iOfx+u1VVWViqqYFbboFt2w5l13UMr70GV15pmzpmZlqoyc+37QGuuQaeey7ZLZQUo3AjIgctXG0fK7fYFJXXB068tsbx4BDFIcJ69zjWp42EHj0sYHi9cOmlVlMDFkDefddGauJnUTlO4vH4QLPHY7eKCpvaAtv5eP16+3z7dgs7fr/V1FRX23+r4flWdXWJJerbt9ub7ZYt8NJLrdtZHc2WLXD55bBunY2grVoFy5bB2rX2b7B9O0yb1nhUTeQgKdyIyEHrdISFmtpdtoqsnuOBtDRcx4ePGlwnwDrnBAsljgNXXQXf/37i+kjERm3Agse+Zs29Xrt+504LJuXl8Pzz9thbb9mbZl5eIijFny8+HeW6idGccNiey3Fs2kRaRlkZnHWWbQ0AiVqrqiqbJty28RKijAAAGD5JREFUzf793n/ftgQQaSEKNyJy0PqdGTubK7JnHnFdB3xe0ov8EEonetQx8ItfWA3Gddc1LgZesWLPUZrdP2/85IkVWK5rowFgU1bxkaF9FRs39Vzx4yLk4D38sI3SeDz2b1FXlwiYYOHS57NgOXWqjfKItACFGxE5aKF8O6rAG7DDR6NhO5MrUmcfgzkOgfx0yMmh4Ddnw6RJ0L//nk9UV2fhwudrPIW0e0DxeBKjMcFgIvxkxbaK7tnTnqOqyp6v4fUNj/V2HHtjDQTsvx0MwujRLd9BHVF8OX8waP1eW5vo94Yf48XFZWXwrA5pk5ahcCMiLaL/WVA80fb/ib93+dIgqxtkH2b1OHm9oM+39vEkvXtD5842nRSIHdwVnz5qKB5KQiGrqdm1y95EvxV78uJi6NcPtm61+7Oz7fqGIznxwBMfrSkvhzFjYODAluyWjqu83KadsrIS04BNiUSsNsrngzffPLRtlJSlcCMiLeabt8AxP7bDJtNyID3fanF2ltr5TKfeY7s/71V2Npxzjr0R9uxpq2r8/sS0Rlw4bOGnWzer3ykrg1NOgeOPt8c9HpgyxYLSl1/aCp20tMRhnY5jwSYctvtDIVuOfNddzZ/Gkn1LT7d/u+rqPcPp7uKF3Soqlhai4xdEpMV4/XDq76H3yfDxE7DlUwhkQN8zYOCPILdnM55k4kT44ANYuNDe8Lp1s/Cya5cFGq/XbqGQjQyEQhaIpk1rHEyGD4cnnoD777djHvLzLTQVFsJhh9mIzuGH2w7Jo0bBkUe2Wr90SOnpcOqpVncTr4tqKuQ4ji3DT0uDY4899O2UlKRN/ESk7dm50+o1nnjClndnZ9vOxGeeaXviLFiQOH185EjbK2dftm+3aZL8fBvFkUNj2TKrYdq4MTGVuDeHH27TUvHNHEXQDsX7pHAj0o7FC4Glffr97+FXv2p6yqlhLc4PfmBhVqQB7VAsIqlJwaZ9u+IKm1p0nEThsNeb+HeNH4Hx+ef73tdIZD/ot4aIiLSeQABOOCGxDN/jsYATDzmZmVYHVVZmxcciLUDhRkQ6jGgY1r8LX/wTNi/TQMEhc+yxkJsLOTmJqSivFwoKbPl/NGpLxnVCuLQQrZYSkQ7hk+dhwd2w/QuI1Nrmglnd4Khz4djxkFGY7BamsG9/G/7nf2zU5vDDEzsTh8M2WlNVZcdwaApSWojCjYikvKWzYc6v7IBPx4HqMhvFqdoGW5bBoj/DcT+FoZdBqLO2umlx/fvDf/83PPKIBRq/345a2LUrsUP0Z5/ZGVQNT4gXOUBaLSUiKa2uEh4ZaRsJeoNQ/qXd7/HZ7EikJhZmHEjvBIcNh2MuhiPPVshpUeEw3HOPjeCsW2ejN47TuLi4Wzd45hkYMiS5bZU2Q6ulRESasPoNqCiFtE6wa5Pd5/XbRzcMuLaLMkBNOZS8B6/+Et6eqpqcFuXzwZVXQlGR7VuUk5MoMo5GbQRn9WqbwlqxItmtlXZO4UZEUlrlFsC1aahILXhipzi4Uau7AcCJjeREIZgNvgAsehA2vJesVqeof//bRm0yMmxKyuu1KSm/P/Fx82b4yU/2veGfyFdQuBGRlJaebx8jtbE7YlNN0dioTfxrx6F+FCeYC+EqWDa78XNVbIB186H0gwbBSJpv/XoLLTt22NcNzwuDxBlTy5dbEBI5QCooFpGU1nsUZBZZMHEcCy+Ol0Swce1rF3A84A3YdR4fbFluz7FjLbw9DT6fY6HH44W8PnD8z1Wbs1+ysmwKqrq66ZVRDc+gWrwYTjrpkDdRUoNGbkQkpflDMOJa8KVZiImGG5zfGAs4Hp/V3/hD4EuPPRSBQLaFomd+BMuetmuCeeAJwMaP4dVfwJJHkvXK2qFRo6BTp6YP0HRdG9VJT7f6HCVGOQgKNyKS8gb+EL41Azr3t9GZSE2iWNjxWpDx+G3fG4BI7BikI06FN2+HkkVQvcNWWm1dBmWroGYH7NoIr10HpR8m53W1O7m5MGFCYo+b+D9CNGpnT3m9do3fD8cdl9y2SrvWauFmypQpjBgxglAoRG5ubpPXrF27lnHjxhEKhSgsLOS6664jHA43uubDDz9k5MiRpKWl0b17d6ZPn95aTRaRFHbUuXDZAjj7r9D/u5Dd3ZaG41oRcV4fG7UJV1toye9re94secTCELECZDdqYSgaBmJ75sz+HuxYl+QX2ArcKHy5EObeDC9cBk//N7wxGT590ZbYH5ArroAf/tBGZmpr7RaJ2O7EXbvalNWgQTBiREu+FOlgWq3mpra2lnPPPZfi4mIeeuihPR6PRCKMGzeOoqIi5s2bR0lJCRdeeCF+v5877rgDsPXtY8aMYfTo0cycOZOPPvqISy65hNzcXMaPH99aTReRFOUNWMg56lyoqbDVUG/dBltXQNVWu8bjg6IhcNof4LkfW4hxfIll4/ECZFy7OR7YWQIL74Exv0vO62oN4Wr4v4nw6UtQUxYLM7GBFl8I8r8OJ/7Gao72i8cDDz1kQeaBByzcxA/UrK6GAQPg3nu1W7EclFbfxG/WrFn88pe/pKysrNH9//jHPzj99NPZsGEDXbp0AWDmzJlcf/31bN68mUAgwP3338+NN95IaWkpgUAAgBtuuIHnnnuOTz75pNlt0CZ+IrI30TCseQtK3gcc6HYs9BgJ6+bBMz+wpeRuNDFSEy8Fif/m9HhtdVUoHy6dD+l5yXolLWvuLfD+A5Zn4sHP8VE/ghXIsE0Pv/0/8PVvH8B/wHXhvfdg9mzbnTgrC047Dc44wz4X4cDfv5O2Wmr+/PkMHDiwPtgAjB07lssvv5ylS5cyZMgQ5s+fz4knnlgfbOLX3HnnnWzfvp28vBT5LSIiSePxQe+T7dZQ2WorBQnmxvbKoYkaVxfw2Jt8uMp2QU6FcLNrMyz9m03b7b7xIV4Le5FaG81Z8HurTXL2d6DFceD44+0m0sKSNu5XWlraKNgA9V+XlpY2+5qm1NTUUF5e3ugmIrI//CH7mN6p8cZ/rhsbtYmN3KTn2eceH6TlJKOlLW/Df2wqyvHZiJVntz+DPbFVZ/502PopbFqanHaK7M1+hZsbbrgBx3H2eduf6aLWMnXqVHJycupv3bt3T3aTRKSd6XkipOda7UlurwYjEw2CjTfNVljV7IDD/iux2qq9i9TFAlyU+tfaSHzjQ69NUdVWHMLGiTTDfk1LXXPNNVx88cX7vKZPnz7Neq6ioiLefffdRvdt3Lix/rH4x/h9e7umKZMmTWLixIn1X5eXlyvgiMh+ySiAQRfCu3+0YJPRJTFF48ZGajK7WDFxMBeGX5nc9h6wykp49VVYutSWYo8YQUHfkfhD3vo6o0aF1NhqMSd2LJQvmDqhTlLHfoWbgoICCgoKWuQ/XFxczJQpU9i0aROFhYUAzJkzh+zsbAYMGFB/zY033khdXR1+v7/+mn79+u2z3iYYDBIMBluknSLScY241mpLPnzMpqT8IaszcTz2ebQOcnvDqNvh8P9KdmsPwMKFcNVVdt5TvEL6/vvJHzyYHkOfYuW/M/AGIVJt+wA5TmxaLmoHkdbthK+daiNbIm1JqxUUr127lm3btrF27VoikQhLliwB4IgjjiAzM5MxY8YwYMAALrjgAqZPn05paSm/+c1vmDBhQn0w+eEPf8itt97KpZdeyvXXX8/HH3/MPffcw913391azRYRqef1w0m3wJAfw8pXbSO/YLYtKceF7MOh10mxr9ubVatg/HjYtAkKC205NkBVFbz3Hqf0/ynl/R+l9GMv4erYXj+x0Zv4/kBZ3WHkpGS9AJG9a7Wl4BdffDGPPvroHvfPnTuXk2LnhaxZs4bLL7+cN954g4yMDC666CKmTZuGz5fIXB9++CETJkzgP//5D507d+bKK6/k+uuv36+2aCm4iMhufvtb+P3vbfO8aNT2mcnJgbQ0qKmBbduonP4QH5edyuKHYfvnNorlT4e0XBux+a9f2GaHIq3lQN+/W32fm7ZA4UZEpIG6OujVCzZubLy+3eOBzp1tg71162wn4QYj5RUboGq71SNlFB76ZkvH0+72uRERkSSIRm06qqTECmgcxwqJfT57bPPmxMGVlY3PWMjqpuJhaR+0v7WISEewdSu8+CKceSY89liigBjsEMuamsQozubN9rFfv0PfTpEWoJEbEZFUVlsL06fDX/8KpaWwY0dixKb+DInYuu7aWggELOj4/XD2/h4cJdI2KNyIiKQq14UbboAnnrBC4YahJh5sGn4OVo/jOHDBBVaXI9IOKdyIiKSqDz+Ev//dDqLMyrI6G68XXBfXhRKGssU5klJ3MGX0IkKALu5HHNX5Dbr8/OfJbr3IAVO4ERFJVS+/DNXVkJ9vozGx2zrnBN50f0MpA6lyO+PixSFCgArWu8P4uHo8I14o4LifJfsFiBwYFRSLiKSq7dvtY7xQOCuL9ZGhvOA+SAmDqSE3drB5DQB1ZOLzh4lm5/H2NFj9RlJaLXLQFG5ERFJVly6NC4fz85nv/pIqN48Au4jiw0sYDy5e6nDxsMvXjfQCH+Ea+OB/k9t8kQOlcCMikqq+8x0IhaCsDIAy3xGs9xQTpIw6QgA48VMxPV48aV6iYQ+1FXZ21rr5do6USHujcCMikqr69oUf/9jqbjZupKoyjajjx+ePYrHGsQ37ggFIC+J4POBCNBL7/pTfv15SlQqKRURS2a9/bdNTf/4zobVr8EZrCHvS8Of4cHb5cP1OfUmOGx/E8UFtBfQYYyegi7Q3+rEVEUllHg/85Cfw1lvkvHgfPcaEqMnpQaBnZ7xBh2hdbKsbIBq2YBOps5POB1+Y7MaLHBiFGxGRjiAYhOOOo/jOQjK6etm1EUKdweO3074j1VZf4w1aDXLxtdD75GQ3WuTAaFpKRKQD6TIQvvsY/HsKbHgPAtkQrQWPF3J6QO9T4KjzoNuxyW6pyIFTuBER6WCKBsP3noJtK6B8PaTl2n2qr5FUoXAjItIBOQ7k97WbSKpRThcREZGUonAjIiIiKUXhRkRERFKKwo2IiIikFIUbERERSSkKNyIiIpJSFG5EREQkpSjciIiISEpRuBEREZGU0iF2KHZdF4Dy8vIkt0RERESaK/6+HX8fb64OEW4qKioA6N69e5JbIiIiIvuroqKCnJycZl/vuPsbh9qhaDTKhg0byMrKwnGcZDenRZSXl9O9e3fWrVtHdnZ2spvTLqkPD4767+CpDw+O+u/gtfU+dF2XiooKunXrhsfT/EqaDjFy4/F4OPzww5PdjFaRnZ3dJn8g2xP14cFR/x089eHBUf8dvLbch/szYhOngmIRERFJKQo3IiIiklK8kydPnpzsRsiB8Xq9nHTSSfh8HWJ2sVWoDw+O+u/gqQ8Pjvrv4KViH3aIgmIRERHpODQtJSIiIilF4UZERERSisKNiIiIpBSFGxEREUkpCjdt3JQpUxgxYgShUIjc3Nwmr3EcZ4/bk08+2eiaDz/8kJEjR5KWlkb37t2ZPn36oWh+m9CcPly7di3jxo0jFApRWFjIddddRzgcbnRNR+7D3fXq1WuPn7lp06Y1uqY5fdqR3XvvvfTq1Yu0tDSGDx/Ou+++m+wmtVmTJ0/e4+etf//+9Y+7rsvNN99M165dSU9PZ/To0axYsSKJLU6ut956izPOOINu3brhOA7PPfdco8eb01/V1dVMmDCB/Px8MjMzOeecc9i4ceOhfBkHReGmjautreXcc8/l8ssv3+d1jzzyCCUlJfW3s846q/6x8vJyxowZQ8+ePVm0aBEzZsxg8uTJPPDAA63d/Dbhq/owEokwbtw4amtrmTdvHo8++iizZs3i5ptvrr+mo/dhU2677bZGP3NXXnll/WPN6dOO7KmnnmLixInccsstvP/++wwePJixY8eyadOmZDetzTrqqKMa/by9/fbb9Y9Nnz6dP/zhD8ycOZOFCxeSkZHB2LFjqa6uTmKLk2fXrl0MHjyYe++9t8nHm9NfV199NS+++CKzZ8/mzTffZMOGDZx99tmH6iUcPFfahUceecTNyclp8jHAffbZZ/f6vffdd5+bl5fn1tTU1N93/fXXu/369WvxdrZle+vDV155xfV4PG5paWn9fffff7+bnZ1d32fqw8Z69uzp3n333Xt9vDl92pENGzbMnTBhQv3XkUjE7datmzt16tQktqrtuuWWW9zBgwc3+Vg0GnWLiorcGTNm1N9XVlbmBoNB94knnjhUTWyzdn9/aE5/lZWVuX6/3509e3b9NcuXL3cBd/78+Yeu8QdBIzcpYsKECXTu3Jlhw4bx8MMPNzoefv78+Zx44okEAoH6+8aOHcunn37K9u3bk9HcNmX+/PkMHDiQLl261N83duxYysvLWbp0af016sPGpk2bRn5+PkOGDGHGjBmNppya06cdVW1tLYsWLWL06NH193k8HkaPHs38+fOT2LK2bcWKFXTr1o0+ffrwox/9iLVr1wKwatUqSktLG/VnTk4Ow4cPV382oTn9tWjRIurq6hpd079/f3r06NFu+jR1tiPswG677TZOPvlkQqEQr732GldccQU7d+7kqquuAqC0tJTevXs3+p74m05paSl5eXmHvM1tSWlpaaM3YWjcP/GP6sOEq666iqFDh9KpUyfmzZvHpEmTKCkp4a677gKa16cd1ZYtW4hEIk32zyeffJKkVrVtw4cPZ9asWfTr14+SkhJuvfVWRo4cyccff1z/89RUf3b0n7WmNKe/SktLCQQCe9Qotqc+VbhJghtuuIE777xzn9csX768UcHcvtx00031nw8ZMoTKykpmzJhRH25SUUv3oexfn06cOLH+vkGDBhEMBhk/fjxTp04lGAy2dlOlgznttNPqPx80aBDDhw+nZ8+e/O1vf+PII49MYsukrVK4SYJrrrmGiy++eJ/X9OnT54Cff9iwYdx2223U1NQQDAYpKirao8o9/nVRUdEB/3eSqSX7sKioaI+VKrv3Tyr24e4Opk+HDRtGOBxm9erV9OvXr1l92lF17twZr9fb5M9TR++b5srNzaVv376sXLmSUaNGAdZ/Xbt2rb9m48aNHHPMMclqYpsV/xnbV38VFRVRW1tLWVlZo9G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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "PyObject <matplotlib.collections.PathCollection object at 0x0000000029239CF8>"
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"gist": {
"id": "",
"data": {
"description": "Julia/Test/Test of TSne.jl.ipynb",
"public": true
}
},
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"display_name": "Julia 0.6.0",
"language": "julia"
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"version": "0.6.0"
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"toc": {
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},
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},
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}
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