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@sergeyk
Last active December 11, 2015 20:19
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Plotting some (outdated) art genome gene correlation data for Leonard.
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{
"metadata": {
"name": "gene_correlations"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plotting correlations between genes, and outputting to graph form.\n",
"\n",
"2013-02-20 (Sergey Karayev)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from genome_analysis import *\n",
"group_name = 'appearance_genes'\n",
"gene_names = get_gene_names_for_group(group_name)\n",
"df_full = get_dataframe()\n",
"df = df_full[gene_names].copy()\n",
"df_nonzero = df[df>0]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Loading DataFrame took 4.008 s\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Visualize boxplots for the genes, taking into account only nonzero \n",
"\n",
"fig = plt.figure(figsize=(20, 5))\n",
"df_nonzero.boxplot()\n",
"fig.autofmt_xdate()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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ENm3ahG7duoWysrKwYcOG8Mgjj4R27dqFd955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\niImJ4fHjx9jZ2ZGfn09CQgKTJ09GqVQSFxeHqakp7du3B+DDD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CGEEEIIIUSdJcEtIYQQ\nQgghhBBCCFFnSXBLCCGEEEIIIYQQQtRZEtwSQgghhBBCCCGEEHXW/wA62lDJ/YwJcwAAAABJRU5E\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x108222a90>"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Visualize scatterplots of a subset of genes.\n",
"\n",
"df_subset = df_nonzero[['Biomorphic', 'Dynamism', 'Patterns', 'Grid', 'Sparse']]\n",
"fig = scatter_matrix(df_subset, alpha=0.4, figsize=(8, 8), diagonal='hist')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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gAM6fN5JJ7cApIjfffDMdO3bk1ltvZejQoQwdOpQNGzaQnp5OcnIyTz/9dJP1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\nd4SEhNy3vYkTJ5rPtNyvPbFx1DVixx4gbvwBto3BVmLGoq1tix2Td7c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"text": [
"<matplotlib.figure.Figure at 0x10b635890>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Or what we came here for: correlations.\n",
"# These don't use NA values in the computation of correlations, so they are\n",
"# too dramatic due to not using a whole lot of data.\n",
"\n",
"df_nonzero_corr = df_nonzero.corr()\n",
"fig = plot_covariance_matrix(df_nonzero_corr.as_matrix(), df.columns, color_anchor=[-1,1])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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JcZQYRyGEEEKI/FS5JQ3iFOXGoEGDcHFxKTKZrbQFq0y1bvtpfzut277lrtGq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\nFRYHs0RERERUYf0/OMXi3hpSBSIAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10cfaa910>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# These correlations treat missing gene values as 0 values.\n",
"# Note that the correlations are now smaller.\n",
"\n",
"df_corr = df.fillna(0).corr()\n",
"fig = plot_covariance_matrix(df_corr.as_matrix(), df.columns, color_anchor=(-.5, .5))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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YMGFCmW3i4uJ47bXXKh1TtWrVSEhIKLNPIYQQ4l6rUoNZyXGUHEdxb7Rp04Z6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\nIjJYDGaJiIiIyGAxmCUiIiIig/X/1BqSkTJsUuwAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10a444e90>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# We could also ignore the gene values and just look at correlations\n",
"# between present / not-present.\n",
"\n",
"threshold = 30\n",
"discrete_df = df.copy().fillna(0)\n",
"discrete_df[df>=threshold] = 1\n",
"discrete_df[df<threshold] = 0\n",
"discrete_df_corr = discrete_df.corr()\n",
"fig = plot_covariance_matrix(discrete_df_corr.as_matrix(), discrete_df.columns, color_anchor=(-.5, .5))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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Gjx9fbJl169bx5ptvlrpPlSpVYtOmTcXWKYQQQjxoFWowKzGOEuMoHoyWLVtS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\nfim1WEQqI3VmK7DcfDYfHx/279/PoUOHWLRoEcePH8+zn/LZRMSIFi1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R7sSEyMhIYmNj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\nR9lQVHsbAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10bf9f150>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Lastly, we can look at average co-occurence: average of\n",
"# \"if A is present, chance that B is present\" and \"if B is present, chance that A is present.\"\n",
"# These will be non-negative.\n",
"\n",
"m = np.zeros((len(df.columns), len(df.columns)))\n",
"for i, column in enumerate(df.columns):\n",
" m[i,:] = 1. * (df[df[column]>0]>0).sum() / (df[column]>0).sum()\n",
"fig = plot_covariance_matrix(m, df.columns, color_anchor=(-1, 1))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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Hl1hm/fr1vPnmm+XuU9WqVdm8eXOJdQohhBAPWqUazEqMo8Q4igfDy8uLunXr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\nLAazRERERFRmMZglIiIiojLr/wFyIaLjnm200QAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x105b38890>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# TODO: also plot the full co-occurence"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# And we can output to graph form.\n",
"#\n",
"# We are simply going to add all edges,\n",
"# making sure to sort the source and target alphabetically,\n",
"# and then turn the list of edges into a set, thereby removing duplicates.\n",
"#\n",
"# We'll use the all-values version, but only include positive correlations.\n",
"\n",
"G = nx.Graph()\n",
"G.add_nodes_from(df.columns)\n",
"edges = []\n",
"for column in df.columns:\n",
" source = column\n",
" targets = df.columns\n",
" weights = df_corr[column].values\n",
" edges.append([tuple(sorted([source, t]) + [w]) for t, w in zip(targets, weights) if w > 0])\n",
"edges = set(reduce(operator.add, edges))\n",
"G.add_weighted_edges_from(edges)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# We can quickly visualize the graph here.\n",
" \n",
"fig = plt.figure(figsize=(15, 15))\n",
"ax = fig.add_subplot(111)\n",
"weights = [e[-1] for e in edges]\n",
"nx.draw_spring(G, ax=ax, edge_color=weights, edge_cmap=plt.cm.Reds, width=2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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V/kFwU5VuZvwqnUSoA3aAUAcAAHAQtRsW6qTRAp0k1VekKLBdc5WF/rfpqtK54SuAg3Se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\nyVEsIq8J0wPhPF66+E988tSzjLx1CsddPl5m+HMaYYTzHPmrNltxh+lNZ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XrkELoMG0Kn\nwwcSysmW16DqwQbIVg1WSraWCOVWn7CJR2yHT7z+tM+rI6h5EG2wrMCRPcE3ARPiCqxr+bhbbWBf\nxykXWEzVLAeuKfQ0zl0X54IPH017ib9PuhmAkbddz3E3TE67dqxUirnX38b8ex7C9Hg46k+XMPLm\nyXhMnMSRStoYgbBMNqWScp89plO7WFsY7rFxmrinXcOZx+EGhgJX0sKQrXV0o3ot/c0cr0AWBEK2\n42xauNusZJqcpJ0X9391juo4ToGZbkgVCFdtI1PTvWu/d5Jy38J5v6lLb73DrkWXEvtUIskHf32O\nt+6fStcjhzJ66gNVa6Yb4r8eDaCuIRri/2JUB+aEysC7ZVrBbMnK/VZukJqZS8ax3S9NT+3ALhGT\nAEVn2X1BOfn5zaSQ0oREZr4T6QYQbtOMeoWuKXL1XNMTA6/zvWF62PT1tzx27GlOU/E3Z5PbpLFr\n5yxE6U5pbCIEj425nJF3/4X2B7SV+xPIqt7tTAjVc06PZY4caysJGIhYJWL9MgiEMbsNsN3e7I+7\nJZj5ju1B+c5dTCpuhy8Y5KF9v+D1u2zWU0k10U05v9Pr05MjU2aYK3eUkFWQR6wygj8r2858S/Di\nYjfcPcUypGN2hHOkDDBS5jJPSI9l7yzgyXOuoH3fPvx5/izHtEQbF2TsbzUDWu23zuRfAUN3S4Sg\nMtlxTejdUy5bchWrkK0XsvIkqNB1rYYhP59pdgHquhcy4+8+b74gFWu/Z1L3Iwnn5/PgnnTTkV8T\nIlrO6lkv8vQVt1O5r4zmBx7ApW/MolHbNu6DkfezW9Ksew2qe1SkUtJ0Ih5xAJ9Aso7+UDrrGI9K\nAJBU7TdUHzARj8pzF3eB4PzGGIXNMULZpJJJNqkeeas+/Jh1n35GIuqw7IZp0uaQg+gybAhdhx5O\nhwEH4/d55D2m60g1S2bfE8KRSqcBInutzrmxGSVpJEI0Jo9v1y6IRiEnR/73eKTNvGU5bBs4kvT9\nYfnc++Fy3JR92Fw1adrcI/MzWqLt8bLouRd58YKJCMti+NUTOfWe2zCsJLHSvXw/dx4eE5p2akeT\nDu0wdc+6tPtGYAPF2vbb9Dp1b3Y9rwJVNlvuvv9TVe/7asJ+licTaSAzLTxe1dYmXbacNia6PUR9\n2NLqdyQD8LnAuJVSSVMlPXXJLe3P6nvfbariXqcQTsLV6zJrqrZW7zc2TqkuVLmCSEQxgPJdu/nn\nHQ/z9dz5nHrf7QwYN6aBtfsdRQOoa4iG+L1FMlm1gWh9oyZmLh5xgItmV0wPRnbhv6GXnHAaxhqm\nAnamw+TZ2cssZ7IIaGv6eknz9HG5WbRMB7VqpJC1humV465BqJ4AmF6nUL3aiULVWPn+Ap48ZQyx\n8nK6HTWMCa++kM6ACCEZhFLZj+6f9z5JQbcDOfycUXLsDFMab2S+tK2UY4VtGLLWQo9XKgWxckQs\nglj3DfiCmB17y+PQkyzTK1mhXb/Iz+Q3Q5vILHvjbZ78wzl0GtSfq96Z7Uw+bdmZmngpNlcICypK\nyZyMvXrrQ/Q+dSQdBxwqJ2KJGIYvoCR8pfU7F/qc+UMYftW7z5bJpoOwl6/5C5/MmMPIKVdy3NUT\nZGbZMKVzpnY7dLnh1WpRrx3z3AYg+0ocBjmUC7nFVbPuiZidsNDztrTQrpqmV9YKVrnn1D5aFtXo\nwiCUjRAWe775jCmHnkB+82bcvXl1/caylhDbN8LebZTsiUkDldU/klNcxITXXqLjoAEZCyvW2y1r\n09LYGu4JmUiKSodc00xv0JxKKoMSF1jUf7Mshxm3UrK2KrcICppiqmdjIhplw+df2kzehi+WYiWd\n5IzH56N9/0M4/k8X0KVfTyyPD08403THcJhmwHbaNBQzop8x4ACkigoJ5O67D2bMADd72L49XHYZ\nnH+eYueqAR5VwlDn3Ej/3kAet+GRsst4tCqQcTv8OgdumxoJcABgMsFXc/7Bc+f/iVQiwaCz/sDo\ne2+QLSV+FXjzpNe7ef3g8Ve9N+obbpm0sORzKqHeD/FoukOzex90D1CPV7aCr8L8iYyvuNYjnMdJ\n2jPAdMCfLWf2OM+TandfyORkpXKD1jLqzH2pMdT7JqmYb9MLPp8Dfqv9iJEB8hxjlt88UglZW6uu\nwc0/rGHO9XeC18/Ypx9JTwRlhmVBeblMdni9EI/L48z9jVo0NIQdDc3HG6Ih/tsRV3U5X30Fn3wC\npaWQlwdHHQXduskHe11F7kIoW39HgiKz51EHzAXCdk2BocFVPFK7u+CvCe3mpdm3yD6n35i2/Y5W\nOC8/UKBJ2rjbLEcVwFaT7XVd+2NmMGsuyaB+GQbC6f3WNDiOlCszghhUJl01GTW/NL+cOZvp51wk\nm4r/8QzOfu4Jh/VSIWKVkm1D8MPCz9lXHuPE88+WdRSQJtNy5IgJKN8jG04bqj7EZtBkltfweGXN\nEsiscWUZaZOZzNi71f52/UcfAdDh4ANlT8OawrIQoWzJoIVz5Xl0r1+keOjYUVzzwWu0Pri3rMHR\ndXc6e53WyNld9+VJB2Fyg3IdbhmSmngJYPmCzwE48MSRzrWeXYiRXVDzMdQjRCIm67F0a47cxrJZ\netpC6fJe2etthzxnwSzIypcNpy1L1huJaDqg0xNIu58azjGmkvKrchUlniCumCl/VvhfOja565Z9\nvTXufTDXfP4B00aN54d3P+ChYScw9ulHGTBujGtfDVVPGVBMm5LbJmMSQLslzfZHDDCEau6snEyV\nwYnh8UI4BxHKlsevJ+9WSgIDM4N5ipYituzDAvD68foCdOrViU4Hd2fktROJVVTIRugLF7Nq4WJ+\n/nY5P37yGR/nhenSrycr3l3AR8+/RpchA+hy+ABa9+ruAjRqvz2yb106c6JcguMCEhZcdRX87W/V\nD+r69fLvU6bA88/DMUcDSWW04ZZd6meXC4Ro+aZdF2jI52RanaDhtEKwHNZcYPDSnNd54eW/887c\nV2X9Y/nuNBD4yedLuPD223ht5lTenzodr8/LDx98SpveBxDMycYXcI93BnPsUaBN1/J5fRhZhb8p\neBAgJ/q6NjvmMmDSoRliZXxliFTVZ5seR30/icy/Ucd+qyRWCkc6XYVRdz231HMobX+DWU7yzzAg\nmOskNl2sns306XFNa7NipZu7pNU/upQNtlTXfZwqGZnhwPkvnS/dCikZQ0TKaXFAZ654fTrfvfMh\nT550JgPPP4chl16I6Qb1EZUAevttePhhWLFC/i4vD4YOlU3UO3aUzdN/bSK7IdKigalriIb4b4UQ\nUFkp3cQef1xOCDKjWze48koYOxbC1UzkFJgTCcfiW+iJvnZMDEnAlGYSkEqqibshrdX/HTIOy5Ks\nhLCkE11QTegipRjq5SdsC2rhAm37IYX0ZkggteueC8DVaI5QVwsEcCbt0Qrnha0tz6uZxL7/0FTm\nXHUdAMOvuoxT7roZ0yBddpRKqAbjUfZsLWH6lbdw2SvT8AX8DgOWypQkKWZVg97qnBkxMLLzsRIx\n+PEruXzLztUfu6aTXI//+0aew/ovv+XSFx/jwOGDcSacijVIy2J7VA8ntT/2soI373iQeXc+xHGT\nJzLyxklqYm/ITdqMYT2zyZr1FRYEsqsY5mxZsZLbDuxHTuNi7tmyBmPHRrlsbrHsN/YrQuht7pMs\nKl4/5DfD8PkzF7TrzTQjabcMCWZDoxYSKmiWoUpkTLI065BKOWY4AafdhoiW8/PHH3LniLG07NWD\nG75d9KuOz9798j2webWcILftiWEYpJJJ5lw9hQWPPgnA0X++gpPvuiW9QbiOjHo7u1+huwZUCNq2\nbUPJjp34fD4KCgpo3749l1x8MX84+cT09iIgrxOPH1AyzUQUkYjb0l+jtueUdoVVICQSibF2yTI2\nf7+CYy44g+3rf+KWwacBkFPciGZdOtLtyMPp0Pcg2hzUg0A4xIyZs/jrs8+zZu16QqEgA/sewk2T\nr+bA7geAJwRnnS2batc3pk+H004FT3WJFSPdKMPVCN5+fgPaXEUYpmTsbCMfzTpVb+zhadKOH7/4\niPZt2+AAgdpYHzOddfNqwx7XuS/bJdfj8f8mjbBFMu600IlVVAVx2kgqEJIsoLCqPvu0nNGdsKt2\nYy62zt0XMFORUNsYVVmlSDerMkwIhjDcTKfbcMmuCVQMoMfjJLOEJVvaWCkJ3D0e7PYMde1PvUoV\nMlg9N9jb3xAC4pWISIXMPyUSLHzmZVYsWMzpD99D066dJaM9d66cv+zYUfO6evWCOXOgZUsI/gcN\nYf6PRgM0boiG+G+EELBnDwwbBsuW1bzcypUwYQK88AK89Zas2dCfT8YQiZgW7UgwpzLd+EOQVQB+\nx40uLTToSSXkBKI2d8H6HI5bCul2g0wmJCiyUqoPUMhx04uWV7WZztw/d92aN+N3mf2E9jdMEwJh\naeIQj6jJdBl2bzJ5YPL3KACUTDjOYC7plmWl+MdtD/HeE9MBOO2Wqxl+8TlpTJjcpnqRJqIk4wme\nvewGxk+9C5/XcABSMlOy5QJ0VjWTGi2XMg1neZD7q4GnW2aoJzCJqGKCQiTiKTYt+wHDMGh37Ego\nKKh7bBVYMTSzpmz6g42KAYjFFOOiMsqyWX3caXHhBuS1mQZ4/Qp8x6uAuhVvvwdA92OGY1gqy61Z\nLm00sB8hrJSSWyq3ylAu5BVXBRNWSk5EhUUVh8vcIgjnSTY8zWTGdCZn1R2vsNKljV5/en1XKkk8\nIpm6wG/A1NnmJLlF9rn2eL2MeuRemh3Qlb9fNol373uErStXc97Lz1RtQOxxMW/xiByTSFl6vV0i\nimEYzJv9MsOOO4my8nI++ugjrrjiCj5fvIj7/3IzNuuhkjuGBjbq/jSUWZJu3CzK9sprz2M6QM7w\nyESRdq00Y4RMkx4De9JjUG8wvTTp1o3Hti3H9HrxeKtOgq+//U5mvTaXaY89yMC+h7CvrIy5b77D\n62/N58ADD4JHH9s/QAdw3nnQry+0ay2fI5qx9HjlfibjjlOj1y/da3Xdr8cnb2Vdm1nTxL6KOYqw\nVQx20swV8UiUn5evYuvq9ZRs2MTP360k1KiIc55/imBtcjhd+2pva/9DpBKO+UZmfTc4iYFA2K5B\nNDR7lcpgrfSzoxZJZFq4E1T1AUEaBGY65qoaOvneiDqA2h9UElD9efV7e6wcaan9DI+75KDu82sl\nJJgzPWC6anft9bj3xaoKhuUB40h59XVRTasW27gmo1avtjE1DI4YcTxnjR3LeWPOwBSCYRedQ79R\nJ/Huo9MYfvmlZM9+BWPy5Go/fgRwFnAeyPlPnz7w8ccyiR2oX/lFQ1Qf/4Eqy4ZoiIaoEhUVMGRI\n7YDOHZ9+CsceKz+XiCGU7b8GcyJSLl+SwSwobI6RV4wRqKO/nF9lxeKRGicMQghEMi7NNyr3IUp3\nIvZsQ+z8GbF9PWLLGsSmFfDzCtiyRvaE2vWzbMpctsupoQrnyskZKjubjMsXd3aBnBhm5UNhc2je\nBVofiNGyG0azjhiN22I0aoGR3xgjuxAjlCPrRZQph0gmEPGY3L9ImezRVr4HUboLsW8HYu92xJ6t\niF1bELt+kfu9YxNix0+Iko2Iko2we7OUKlXuk5Pzir2y1q10hzyGyr2qLUNUZU3d7ospkrEYz192\nPe89MR3T62X8E3cx/KKznRe1+4Xt9duT/xcm3c7xky6hsHVLB0RqiVsgSwKKgFPHJ7yqrqiwORS1\nhOLW0LgNNG6H0aQdRqOWchW2YYKQJhMFzTDym8hrIrdIjmV+E6cWTxhs+nY5yXic5gd0ITvklRPr\nuuSt/qDM2IOSz0n3u2COdNRs0qmdYgSVVDTNJVCB11ilHPdIuZOQyLwW9fEk41X+tlyDumOPcgCR\nLyCv+5rs92sIkYjJdg/RcrmP+U3kuGUCulTCtvsWVkqCo2i5nKgXNsfw+tIBnWZjwDl+y5LXcDhP\nnedwVbY8GZcgKeqMTSyi5Zf/WiNikUoq+S/ymsqIwyecyxXv/oNwQQHfz3uHewcexa6NP1VdkWHI\n6yic5ySGUgl5TqMVTqN1jw8SUXJ8BiOHD2HW9L/xyONT+XHtOkAQi1Yy6fobaXNAL5q078rFV04i\nqqSmH33yKS07H8jfZrxMh75H0PKwY3j+42/kNewPsejr7zl+3MU06jmQVv2H8+CMWRjZ+RhZuby5\n8DMOGj6S/A7dGXT8qaxatx6P14MQFiKVJBmppHTrNpZ98RUPPP4kt44bxyfX3MGVzXvx4OGn4P3s\nO0a074TweNn30EOcDTQG2gJ34PDo04FBwC1AC+AQ4HtgTipFjwEDadq6PS++OleOkWUx7qyxXHnJ\nhZx22qkUtenAESeexk8b1tkuvIs/+4K+Q4+moHVn+g0/ns+WfGVf+3PfeZ9hp4ymoGNPOhwymJdf\n/QcIi+kvz+LwE06FVJIhJ50BQO8jTyC3Y09mv/sx8z74nII23bmiXX+eOOtK9uYW8sCSz7n20w+5\n7h+vMOGQwyhXLSTGjRvHVVddxZlnnklhYSH9+/dn/do1+qTXO1kiUklEZSli7zbE9vWwbT3s2eb0\nS9XPhrzGUNxGtlkJ58lEZSKGYfe6M5xkQThXvjP8QSVr/TfUj4GTDNMmWCopKQLKvTZaIffN9Mj3\nmw3oDClHDmbbbT6c9hHprqSOBN3N2JvpICwVh6QyF4pXOjLlRFw9LyG7WVtymsv/Zl5jwk1ak9O8\nDTnN2jDzldnVOHharneTSsgmVFuPSKl850VK5f2rWeOMZ69hGDJpF8rFyGlEShhkFeRzym1TyPrm\n6xoBnRqh9NLhsjIYPhzKy7nlllvw+Xzk5OTY/++///5/9Wz+z0QDU9cQDfGfjspKuO02WL58/z63\naBHiqacwJpwvCSLNzHm8EhS52hF89NFHnHXWWfz888/VrkoIISUftlRTgZXM/mvVyvyqC6MaR0hZ\nr2Joa3GQL7Vwnvy7dg1LKNlRrFI1aFVZ+bTC+bqKzP/FqE3e4q6NcNeDCUG0rIynz/0TKz9aTCA7\niwtf/CsHHD3c5aqmDDl0fUyplKF8PONVWvYbQLfTzpCTdtVk1sgtdmSR7r5goRwJaOudkZbHJISo\nHtgbhpx0JGKAxdovZXKhw4BDnPomIso8xm87FFaJQAiilmPGEIsQyMnGME16HD1ELqNbHwSznfoz\nPZYCJX9S11oi6kyk3HbjpsdxKlUgL1pWxtpPFmOYJgccPcyxVA/mKJc81ZC7jn6Lkmnbp5grxW4W\nNKvqCGubEClDlGQcSnfJsckplFI129pfZb9TqXRwrH+frADhdYE8nMy+N+AwNK7JmOHx0vXY47h4\n1jT27VCNzPfXuU9H2W55POFc6QhZTXQZejjXLvmQJ0aOYsvyH7jr0CO46PWX0w1U3AyG7sGWTGDX\noenQk0YVhx7ch+bNmvL1su/o1LkL195yE9+v+IG33vgnwUCA8ydczG33PMCdN10HVoqSHTv49uuv\n+OK9N5j71nwuu/JPnDpiGHl5BVx1+31cP+kK3jx2BGVl5azbsAGRSvLN8pWMufBSnn/6rwzt25up\n057jxDPPYtXH7+D3StbUA+Rk+VixYR1NmzTmjxedA+NPp3Tnbrat3cj2dT/hDQRJzpvHxB072ANs\nAHYCRwLNgHPVMX0JHAssB64DTkYCvXcrK3nnzju5+aYbGXPMEFC1U9NemMnbs57n5ScfYdLNdzB2\nwkQ+fmM2u3fv4YQx43n4jpsZ+4dTmfn6PzlhzHjWfr6A7KwwV15/M39/6lH69enN9h072bV7r9OD\n0+OF/CYs/GQRHn+A7777nvbt27P87Xe59fSxJGMxmnfvyXmzn2fIyBMYP348r774En8eMoKXf1xO\n3oCh3L5wPgDPPPMM06dP5/HHH2f8+PFcf+NNzJz2BHbNazUhNIOtmbhM2bGhAI+ui/N4JcOeSqZd\nH3JZXQvt7qf33w2RiMl7RzOMqiWMfd/X1ky8yspcoCpaAVbUMZ9Jk4G66/j0t+ljUb51o/19ux4H\n88zjDzPs8EF6Q9Un6IRwmDxb6eECmdWwvI4xi7t3owCPF09eESTjiFgCc8qUuo8/M5T5kOH1Mnr0\naGbMmLH/61CRTCbx/o/W6DUwdQ3REL9BtG3blnA4TF5eHm3btmXYsGHMmTOn+oUNA555xv5xOjA4\nY5FxwI3VffTxxxGGFxGtBAwpDctvguEqzBaWkoYIIVmrfTsQu7dIdmrbOsQvq2DTCti8Sk5ky/dI\nZm1ficzeR8oc1kTXK6jeUoRypJtlVr5k2bILILvQBpVyAi3sSb6h5GlCyzwTUYcJK98lv49XOi+Q\nVMKZjFtJl+13BujKZMHS5CuGAxq0fbnXLzO72iwmlCv3OacR5BZDYTNo1AKKWkkGrKiVZLZypOGG\nkdMIo7AFRlErjKKWGI1aUGYFePiMi1j50WJyigq56o0X6T5kAIawMHwBDH8Qw+eXTdwTMVnDKCw2\nfb+KH79dw1GTLleSNSXbC+c6gK5irzwPIPdT/622UMdvaEAJtbNtijklHuWXZTLB0GHIEMUOKiBk\nJeX5qdyn5LLVONAFwjJBAJCK06p7Fw79w4kUNG+KXacDDgupGR1hyYlEUPUj9Kq+crr3VKzC2a4+\nHtckcdUHC0klErTvfyjhggI5iQS5/3obscpaAbuwUvLaVy6khPPkua8O0MVlQ24hhDS6iVVCTiN5\nfWiXOw1GhVD3j2sdhinvH81y6AmTlv+CcpMMyq/6Og1IExJhWXh8PnqdMILDx4+W4xItk/uR3A+X\nV7CTC+QW17pY444dmLz4PQ4YcSTlO3fx0LAT+Gzac3K7lfucjH603DFP0feqrttE/cr0qlohafff\nvGlTfv75F0Qyzt+efY7brrmK7m2b06FZI66YMJ6/z55jj5FlWdw25c8UFxUx7o+jME2T1es2gC+I\nBaz7ZTv7oklyfCa9i7MQW9bx9NTHOWPEEZx4xABy8wqYfNG5lFdG+GLTLoyW3aQqoKgV5Bbz87YS\nmjVpYu9vblEhnfv3YfCYUzho+BGYL7/MLGAikAW0Ac4EXnCNVTYSzBUgpWUbgElAs3icseEw20p2\n8JMrydan54EMGtAffyDIZReMY9GSpfyyeTNvvvcB4VCIs/9wMiYWY045gXAoxBvvfoDpCxBPJFm7\nZSeVvhyadO3NAYOPwmjUUvXg82IEsuwegUII3rn7QaYefzqxinL8oRCTP3uf9Tt3sGnTJq688kqa\nde7EY0s/pVkom8U/ruL+wccQK69gyJAhnHLKKRQVFTFmzBi+datK1P0uLAsRLUfsK5Gqh61rYfcW\n+fxKxgBDXr+5RfK52rSjVAr4AxjJuGS0E7H0emV/SF734Vwb+P23AZ0QAlG+F/ZuV4kimUhNY5z8\nYXl/11eaqs2hwAG0WXnyuLPy5Xs1pxHkFKn/jSCrUL5/g0rFYbOAuvWB634zDJZ89Q0Dhh9PfptO\nNOvSg4nXXE8ilVLOnh7Mgma8NPs1eg8eRmHrTlx29WRlDJbAise4+popNG7biYMGHM7zM17EzC7E\nikVU/aNyr63cC5V7efbpv9KtZy8KmjXjmFWr2OQ61PeArkgW+3qcXawS06bJPF8Nz7J//vOfdO/e\nnYKCAoYOHcqqVavsv7Vt25YnnniCgQMHkp+fz7p16zBNkzlz5tC1a1fatWvHzJkzWblyJYMGDaKw\nsJDLL7/c/vzWrVsZM2YMzZs3p7i4mDPPPLN+5/F3Fv+bULYhGuI3DsMwmDdvHsOGDaOsrMypG/n8\n83TpQColi4d37/51G9qwAZYsgQF95WSubLdkDDTDpuVruzfL7/duI01bb9v0B9JlH0ba66n2l6hI\n1UyaGYaSCyrnRt1It7qHtLvGwV0HZiAnDV5dL+FyRNRNazMs6v8tfXLMLIdhEJZ8kSm78B0bf+LR\nEaewY+16itq34/K359C4ZRPHUTQeUbUhWY4pTTJO5b4yXrvrCS5+Y7bcZ90SwKcm8pYlgXVCTYhy\nCh2Z7H7tuwkpxYRSfVbdMD0IXxASUcLZchsdB/V3TBI0M5WKpzO4VDpAWdfDBbNsSWKT9q049c4b\n5EaqcwrVRinaGCFW4YyVXzjgXjNV7ibM2pzD62fF2+8CSnqZVA6gHq+c0Ho8ygI+mcbuuUMkolIK\npt0t85pINrTKgpbcZiopTWyScn2a4RKGKc0kLMsB0ToZoh3tNDPqZjk0M64ZRm+gajsPtwnEvhK+\nmP1PVn++jMMvPIe2fXrhGAwp5kBn0atrqKwPJx6VCQPDlNeX3hd3fY6rdijsh0tnPc2c6/7Cgr8+\nx/MXXMGW5Ss45bZrpYGKYQAZjGEqKeuCdC2qcOS5OjZv3Uqr5k3ZsX0blZWVHH/GWNdjQGBZQo6Z\nP4tmzZpR1KYzpJJ4U3GKGjWivFImg2Y8/QT3PPw4HbrfQ8+ePbnnrrvo26U9m7bvYOGSr5kzvyc6\n0ZNIJNmyZYscWo9HTsJDObRu156t27cjshtRETep3LWTZEU5IhGjScc8dv/yCwngYNf+Hwy84vr5\nAJwsue7+2EN99W7ZQmFBAZu3ldCmVSsMA3od0NWuKe7ctjVZ4TBbtm1ny/YSDurR3WGoTA+H9DmI\nzbtL8ebk8+rLM7j3oUeZOGkyh/Xvz0P33Emnjh2cukaXq/CsS69i0/wFAAw8axTffPgeQa9gy8Z1\ndO7UkSwzBZFSCgpzGDn6DL6c+yY71q1nxdYNDB8zym7l0bQwl/JymXwSqaR0hbXrYzPC61fJiQB4\nfPI5JyypyEhUYxiU1lbEcMxBnAWqfqbaMNK+1LpMnX92lhPJOOgG9qCSl4ph1Mv6Q/KZU13vvLq2\nWalKFHwB7NrSWvfRlPWkevqeuXrd5D6rEG92AY88eLQXYgAAIABJREFU8jAH9+7FF198wR/POZeO\nHTpwxcUX2u/kZ198mb8/+xSVkShHHH8SI48dwYjhw3j6uRnMm/8e3y76iHAoxCljzqn6nlXPsLnz\n3ubm2+/gucce5eCZs7h59mxGA4uQrPapwLPq60PAYmTio0rs2iXnONUA4zVr1jBq1CjmzZvHEUcc\nwX333cfIkSNZuXIlXq8sUZg6dSpPPvkkffv2ZetWWc/++uuv8+GHH/Luu+9ywQUXcMQRRzB16lQM\nw2Dw4MFMnjyZli1b8uCDD9KiRQvWrVuHx+Nh6dKltZ+H32k0gLqGaIjfOHJychg5ciRNmzZl4MCB\nXHTRRRQXFzNx4kTeefttwpEIFwBTgFXAxUACyEHekPcCLyOf1Q8Dw4C5wBZkpvjj444ju7iYP00Y\nx8TzxgEQicW55JobmPfeh3Rs24azR53mMCO/JtwgzP0gt4GY+7+TIbQdODEkGNH22y4QZsQjzgQv\nlJdufpGMu/r8BCSL89/K0mqTDs20JWOQSrDpq6957JRzZFPxPr257K05TlPxQFg1WXfkpEKBAsuy\nmH7lLYx+6jFpOpGIqgytIV/CqZS0mE8l5VjlNqoWjNQYbqbSVNLauuriglmQiNLjyEF8N38hhW1a\npx+/7gGl2bNk3AW61KRdu+UFJLAzDMhv2pjSHTvJbdOh+u2aHjlhj0VUxrcirWmww2ZZDsDTRgnK\nIGj5m1Im1v2oI5zaLb9iH1XTX1sK5jJjqSq3DEBB06rsHMhjtevnLDmp8fpk5h5D1tFo8KnHzBuQ\nx5FyMXBuSZb+qhMF4MjnagsrSdmOXSx+4RWChY1oe9ggpx4mQ6ppM5p2k2X9qrck2wCysXusIt0A\no7oQAo/Xx6j7b6XncUfxw3sLKGjWmI1ffk3bQ3o77q7Vf7ia3xl8+c03bN22nT79BlDUuj2hUIj5\n8+fTt1+/qotr11H7ugg6DLBh0L1rF2Y8+RipVIr7Hn2CyyZO5Msvv6Rl5+6c2aINt547Bqu8lFaH\nHkxpyQ4WvzCHOZ8sprw8SsWuPZTv3EW3M05g2/YS/nLGWWyZ90Ha5m9a9C5N/H58wFJghPr9UqBl\nzaOWcciuGilLJge+XfEDugfa6nUbqaispEXbDjT/eRtfT5uBoaR9AEu/WcapJ40EIRjQ91Ben/kC\n0WiUq6+7kSm33MbsF55zFA3CYtdPP4MQfD//A5rk5DJ+2sPsyQ0x9cN3wUrRvElj1vy4loqyUrJU\nfea3PyxnxPg/krd4GR8t/pjPXnyFTeecRasDOyOiLpfS8r3p59XjdRJBXl/6xN9Kko46qrkeRCaI\n+32E7Wjrdrb0B5X5k/u5KiARkS/x/Q3djxHkOuvbx7O2EBbEyiGyjz4HdFTbSTDw0D6MPfN0Fn66\niCsumWA/Dy+98Hy6du0KQjCwX1+WLf+BEcOP5JXX5zLqtFNo3qwpAGedeQYLP12cvi01B3hy+gwu\nPm88w4cMgQce4magKbAJ+AgoBE5XH7kUuKG2/d+5k1c++oh58+apTRisWLGCWbNmcdBBB3HkkUcC\ncPnll3PLLbewePFiDj/8cADOPPNMBg9O1z1NmjSJ5s2bM3bsWC699FJGjBhBr169AOjXrx/vv/8+\n48aNw7IsSkpKKCkpoU2bNgwcOHA/B/73EQ2griEa4t8Uhx56KM2bN2fp0qW89dZb7Nmzhw3LlrHz\n3HM5cv58ux7jSWAa8Inrs4uBVsBt6mcLGIms0Vh+6qmsHn0Go8+/kC4dO3L0EYO57f5HWLvhJ378\nbAHllZWMGHW2fLmmmVO4ZYmm89USshDb9EAoXzm0yQx8nQyYlqVFSp2JXTAbQ7MS1YU/hO2+GClV\nNXbqUeT1y58r9ykbc2Q2/b8pvzE0QPWzcv58njzjXGLlFXQdNpiL5rxAMN/VD03XNyalmYawUoqN\ng3/e8wSDLp5A0y6d5FjpDG0oW77cy3bJCbnplYBuv5vCC2d/DRdwqC0CYUTpTroN6U+34UfUfL4N\n08UmplTfwLhTu6YdLQ1pQmEYBtmNCpWLXw3HYUh3Q7vOTrukuptZa1bZF4CEVyUDDLasXMOezVvJ\nKS6i1QEdHamqx+u08vAFHRlxMi5t4TPdLcN5yv0xIzOsJ3TxiD2u0n1UgSZfSCYwtERZtyPQ4NEt\nqVSZ/bTj1nWDYLO/tV3j0jo9RbxSrtMfDqvzrO5VH+kA2N33yp40CoSegGopqO3OKZBsm+v43fVy\nKroNPpRugw9175mr5Md0WEjbBCMHTA8ilAvZjSjduY2PP/6EK6+9nokXXUCnTp3B6+eCCy7gpptv\n5s4776R3795s3bqVFStWcPTRR9v7s2fzFip27aZ85y7iFZUse/tDKr74ji83rOX0UafRsU8PvKbB\nzp072PvjKroLg+v+/gq/vPw6XQuLuOOLN/jgi6W8+eA0fBn0xpBzRzPp8kt54slpHJ4dpFPjxnjz\nclmXiPDo89O5u2VLzgCeAA4DdiFZuutqPGMZ0b69/OrxKsmcn2+Wr2Txd6s4tF9/pr44m8MOO4yW\nXXpwfFEzrpg8hRdefYPRo8/klVdmUxmJcMIpp1NSFuOzzz5j+PDh4M/CF8pi5561Uq7oD4HpZdVn\n3/K3M8cTwiDetIhr3nuTZt268NHChfY56Tf4CFq1asUjT0/nz5OuZtHiRXyz7HuefeZZ2l5XzOwD\nDya+tYSHjhvFpc8/bDNQQt/PASWj9rlAjtuIIzN0Ui+NPa4tkVDjD3V/oNbF61iXVg4n4xCtdK59\n9fw33M9T03W917rqGv4ghGKzcckn64rqQHE1v1f375of13LVlBv56ptlVEYqSSZTHHJQ77QkTO8e\nB8pvDINmTZtQXlEBhsHWbds5qFdPe7/69O6lljMz9tXgp00/8+lnn3PfI4/LJuOAH9iMTEb3dC0d\nQkoxa4xkklGjRlWpqdu6dSt9+vSxfw6Hw3Tt2pXNmzfbv+tXTVJIAziv10thYaH9M0CTJk3sz0+Z\nMoX777+fgQMHUlBQwOTJkzn77LNr29PfZTSAuoZoiH9jNG/enE2bNjFr1izeeOMNsnJyyCoqsusx\nzqXmd4H7918C64FPgVBxMY0HHcbpJ53ArLlvcvTwI3nljbe4YfIkClq2pcD08Ic/nM5zM16QjoiZ\n7lpVNiSk5E9YUtaRYRtfY6QSEphoCY4GZHWBEcOQzIVmfyL7ZJ2AfkF6/fLnyn2ScYgIOWn5L9dV\nfDnrVbup+KFnnMw5Tz2A1++RTJA/mP6C93gRpkfWKyL47t2P8QTD9Braz2lSqwGc6ZU1TroFQU5h\nPfsO1RKaDaqDqTNMD1vWbqR5p3b0Pe34eq7bA34PEEwHdcICkcRAtl4wPUpi6eq1VnUHDLuRsGwr\nkYBoqnqzAa9fgTrBigWyR9uBxwyXckt3GwjtXql7FirWVAhLypE1E5rXuKrcUoO5RLojrEgoN1B/\nCMOnZJV6n3yB9POlzSJA/i2TAdQTYw3K3CC2plAsTDwqGTh/KKBAsJLYWungK+14ULtrCAwB5BQh\ncgrl76qVi1UTdiJIgsiy3Xt4+84H2bDkK2KVUUY/+QidBg90niUaNPqkrHfkiSfh8/nIy82lfZvW\n3H79dYw+4zSIVVC+bSujDunHw18v49ihwyitrCQvEODQgiYs9ARZtX0re6N7uK6lMxUso5wPH3mC\nH/Awnwj3Tn8Gj+mhV4cOTL31FvKbN+GKh+6i6/FHMfnaG1i0cSOvHHY0h/c7hNMnXUxuTi5ZhQVk\nNyogqyCfFgd2o3/eqXTu0J4nnpnOe2t+xLvboGvjplx64vGIYIjHZs9mItAeCAIXAuP18FCNCk5/\nk50Nxx0HV12FkVUg3Wg9Xi4YdzYPPDaVhaPG0KNHD1588UUwDBoVFTNv3jyuuOIKJl5+OZ06dWLe\nvHkUFhWxbds2HnrkEc4ZP56cnByGDh3Kk08+ZYOmfVu28egxp2KlUozs3psFOzbTbdBhTJs2jeLi\nYpm08Xjxh7y88cYbXHLJJdx7//20bN6Ml59+jM75fojsoethB7Pr21VE1m7h0T9exuB7r0e3LjGK\nlFuvZuzdtv46dKuJ35HJSbVh3+MyOSFESrUnUcykxwvBHNXkXB+jYuN1Cxn3Otz1pK71Vvm9UKyt\n3eKEuhNwvyIu/tOfademNWuXfUlWVhY33HZHVbYtLZzEb7OmTfnmu+WcctKJAHz9nTJ2M0ypxMGQ\nXw2D1q1aMm7MaCZfcpns5fj22/YafwTcHt8R/h975xkmRbV14bc6T/fkIeccRCSIZFFAghJUQAQR\nBNQLCpgVA4riFdOniNcsIqKigiQBFRUFE5JBguSc06Se6Vzn+3Gquqp7emAI3uuPWc/TD0yH6qrq\nqnP2PnvttSRDqdg9SElJ2FNXqVIlFi1aFP27oKCArVu3Urly5ehz5yOOoi9kZmVl8fzzz/P888+z\nbNkyrrvuOnr16kVGRsZZtvDPQmlSV4pS/I04dOgQFSpUIBQKcfnll0tzzebNufzTT2P6Mc6GfYAX\nqATSrHzaNCKRMB3atEZRFI4cO07TS+pHg8lmDerwoapC7jGidDz9YbXG/q1XYYKa+uTZKH9CyF4L\nfeJTLNpK8ZmrDTFQFLmK78szJNDd6UYgb7PLpvGCXIOS6U77nwUH8abifV56Fouu1qiGZSKh95Io\nihTSKMgBNczJ/Yf5Y/4S7vxwspy4C7U+OpCf0Q2rHS7ZHH++x2j2QCtppQ5YNecbrh97N9UvO+P6\naWJYrNEV+6ifFjD/mZfpNe4BrHa7fM5iK5r4mhHts9NWx/3eBBUuJaoM16BVC17ctobk8uUgLMCe\nCnYFxZEkrye9H1BTACVYKKmtkJhuGQnLBQRTz48AjW4qYv0edZXHBObzUSU7hFGBM0PVKJeKoiWJ\nxWwjvr9N2y/dp86hLyboexoTRCqm5xIvGRW9whSj8hDTkxdfXZFIqZxCz+ee5r1+Q9izeimTOvWk\n45gRVLvsEgqOHcWbnYs3r4CCU9ncU+tSCtIq4T15ioKTpwgd3MjPvz+E/4ffuPGZsaRXLE+bG7ph\nDfqpNf4I2XmHIQwUHOcUUBYYYs/Ak5VJclYGyVmZvJyZTnJmBp6MNG7OTMeTkSb/1hI1X04OrpQU\nunXuSLfVMogVQoVgQBMTcWniF6ch+zhYpcVB+yqVqTdkMDVbNKFM9cpYdO+3lPKkV6/Ox/v2JTyf\nt2kPHXUAnVCoDhrEth+WMmnAbVzaoJEWzKskJ3uYM2duwgWPdu3aJezpqVChAkuXLi3yfMjvR1n6\nB213H0MFuj/2IL2fHVfENH7fvn1ygSJQSMPyafz02ZTYHi6hgtXOtPfeIWJ18Om9T7B82qeknMpn\n/5b18lzohuHx11aMh2gJ1R/lfxInPubr+mK+t5j7QuhK0FH7GUkrV9T4hQ+N2XIhEMJYcIveX3H9\n5Urcv1G/OYp/r/4eexK4kklOTSWjTDksnjR+WrGS6Z/Ponr16nIu1T/rTpOetgiExYbQBI369+vL\nK5Nfp3uXzqSmJDN1+ifRMTD2X4URw4fywGPjaNKkCVf37Yv/m2/4Dkm5vA5JufwSqQj7Fmcoalqt\niPr1Qet7NaN///4899xz/Pjjj1x55ZW88cYbVKlS5YJpknoCOWvWLNq0aUOlSpWwWCyEQiFyc3NL\nk7pSlKIUEqtWreLIkSO0bt0au93O6tWr6datG9xxB6sffpgq2qCuhWAxiH+uKrLn7mhaGo7Dh0GE\niAaOVhsVK1Zg3bZdNG/dFtQIazdt0ZaPFWNV8Ez2BFGhB91XyhaX+GkTQFCjTOqBwLkqfsUcpCI/\nW6g1ofv0xE3bltUuqYyFOabEL7WENJWLA1VVmffoeL57eTIAff/vObo8OEbbP6tRCdKrVWFNGc2X\nByE/oUCAz5/8P4Z/MR1LWoY8f3rPoMCgATo9Mom9WElrCSt1uUeO8utHX9DroRG4kuwINSJFP84V\nuhgCIBQL37/+HnvXbuDerz6VE38kBL6gIdltdRS9ZqJ9doVF++wURfYchlTEwUNUmz5Nejfm54PH\nA02bIh56CBo3BpshWiADWFM12e6SvkqRCBA0KnNx94bQgi5FS8oEaL1DzuLV+IQwKFu6ibL5fXoP\nnR40RkIQ1s61WZykSJKG3D+Hi5YD+tDiphuo3KhByatsWnImLBbIOS6v0azKUuhFV+k0J/9CJZCX\nR/aRYxzbsYcDG7eQe/ioTMpOncarUSALTp0mEpL7oIbDLJn0Zol2x+Z0klwmi0NbdvDJfU/SdlA/\nLru2Iy37X8/lfXpwZPtu8o6fxp2WTHJGGp70VFyes3huAtFAt0jfrxW02oJwOEFVEUGpYuorCGBx\nJOOyKBAooGaLy6jZ4rK4zSoQLEQ89hjKyJElO+c6kpKIPPAgi0c9xNYffuLntz/g6hG3EfL7jeT5\nApF98BDv9rmVvavW4HC7GfLhW7To3wfQruMYw+/CokIcFhOd0uGSar0IbKpg8Duv0KxXV2rr50RR\nTJRdKGKKHaVin1tC9b+E7J0LGveTRgtXlLhZWJ8Lz5ZQFXkuwXv9mo+lPsedp5l7YijRhPTpZyZI\nIZDqNWnVqhWjR41i4aKFUZqsoiiy/06bkxQ1LAVgwgHuvO1Wtm/fTu/+A6lcsSIjbx/KytVrUNQw\nIijFs0SgEBEOcEPP6ygoKODhx8exd/8B0hWFrkJwE1AGmdDdoz2GISnMCdGzJ4rVmvBer1evHp99\n9hljxozh0KFDNGvWjAULFpyxOlcSATX9PatXr+b+++8nPz+fFi1a8MEHH1CjRo2zfv6fBkUUpx1a\nilKUosSoWbMmU6ZMoXPnzuTl5fHzzz9z33330bt3b1599VUGDx5MXl4en376Kaf27eOa1q15zOtl\nOPAtcpV3F1IWG2SvxmZgDnLlRQWuADpefjmjP5xK1eqV+WvbNvz+AC2aN+PRp57htxUrWTB/Pt5C\nH92vvZbc3FzpU6ea+x0SPEpE+4jrg9BNY3Xq2YUkI6oqEzdtlbgI1TISlpOOpm4Yk/j9jYiEQky/\nfRQrPv4ci83GbR++Tatbby7mGDRvt0hY2kkUZAMw/cFn6fzoI1RpoungBX2yggcmpUSt8pOUfG7C\nKPEI+WWCYnOi7l4P3myU+i1RUrKK/cjaL+fx3k1DeGzJLKpdWl9K9CdSgDwbdF89oYLTzQPl6lKY\nnc2kU3tIctmM98QEScV44EUFCnSxDzuoChw4AIMHS/XX4tCgAbz/PjRrhrBbIeeIFoQq4PJEk7TE\ngaUSfSVqDyJUuVqvU0TPhECh0VvoSpab0+mRkYiROOqBtlABzccwUcWhJIhW0vQqmwUVBb+3EO+p\nbPJOnIr2obntgqYt65F9PJsvXpkefb7g1GmcyR7qX9WWSzp3oEHH9ngy0qNfEQmH2bNqHX8t+Zkt\nS35m35oNqBGZGDg9HjxZmYDg9IFDIARZ1SrT4pabSa9ckeSsTJLLZOFJTyM52YEnIx1HepbRj2h+\n6Mq2+jmKN6KPUkB1sqOpMh0NqCW9UChan5cusBPWVWwTn1shkGqYcoPR5EXknQLFilKhBgo2eGQs\nvP12yX4bmw11/nwsHTuyb8tWFj79PBsXfgvAz7YwjVtdwQdzZ5OclWHshPyPkRCdpeq08/cVvDfw\nDvKOnSCrelXu+uIDKl9aX1Ykw5r/Z/zCjl7xttmjiytFg9+4JES7dnetXIdQBXXatCjZOSgRzpQk\n6f+WpEJ1Lu/V7u+gX9KF9UTXnSZ7wgPeWPEjV6pcKLoYiIQNdkZyZsnbHUoKvRfWbDQe7XU8w9ii\nj8/atSUiYaPXORzmzY8/55V3P2T3pvVSvEiNoJgWCARo7AEHPPcCyqRJ577vK1ZAy5bn/rlSRFGa\n1JWiFBcBNWvW5NixY7JvJC2N2rVrc9ddd9G/f38AcnJyGDNmDIsXL8blcvGvgQN44v0pKNnZhIAb\nkf1yDuA4sBNJXdiNNLmdAxypUIEH27Xjx19/JRgM0qBeXf791BN0uqoDPp+Pkfc+wMJvF1O3dm2G\nDhnCxJdeZv/+/Qn3NwZ6ABXyG5RKm6OonPyZEA0qEzys1rMnYWpES+yE/O541Us1IpMhocpkwJ12\nkVc3Y+H3enmv3xC2LP4Bp8fDiDmfcEnXzmc9BlGQJ/33hMrSaTNxV6xGq6G3yuMXKuSeMFVkkNUc\nnS4I2rEnn99EH/TLIM7uRN2zEfJOotRtgZJWvBfZzPvG8uPkt7nriylcdnVL2TOWXj7mPWczsgcM\nURGtl+rxGpdyev8B/r37T8pUqWDQGvXAO75qrCvoWU10xHBI8zBUYOt26Ngx2oR/RthsiJkz4er2\n4M/h0/nf8PHsr1g85wvTPpihBXiKYixd6D2CKWVNwX4czMGTbiuiP49g2icz+GD6J/yyeOH5VSoU\nBYGFcDiCGvTjsAoWv/ERm374mWqXN8PqSsJ74qRRQdP+LczOSdiT8q/JT9Ks25XMfvE9fviwqIem\nKzWV5KxMUsqVpcYVzajTtgXVLmtEVrXKMTQ+NaISjqhYnS6sziR5HwrB9m++5t1b76IgO4dKl9Tn\nrlkfUrZaFS2gPANLwHS8RRaIFEVeEyCT47jjEtHkRzWEYnSF1kQQAl++l0PbdlPpkga4MzMNUSiQ\n21AU2Q+bn43we1HKVpHVawFCVWDSayj//jeEzlApLVuWwPTpHLQ5KV+vBslZ6SAEe9ZsYOHESWz+\nbqk85ynJdLprGJ1H34EnI+3s58iEn6d+yhcPPY07LYWrbx9Il1HDsNsSSOJH+0u1RM5iroTEJT7F\nQQ0TCYcZU7YhaiTCDRMep/vYe4tu4xwSqtjn/7sQqioX3szzXUqmPC+66BLI83Ym0a/zgVfz8HO4\nNBrkeUCYrnm9p1b//5lC+mjiBnoCJ6LU82CUso7Njh8rP/6xlq49evLb8hXce9+9dL6qA69OnGBs\nTv89C/OMRTh7EiSlo3TpCsuXl/yYnnkGHnhA9qCW4rxRmtSVohT/bagRyM+FvfuhYyfIzj77ZypW\nlHSzatVApxvovTaJvH90WKzGhH62JMgsmKJPNoW5RrAa7RFKsMp+NugBW3EP3Z+nMFdu3+6SlMRi\nEztrbA/eRUTe8RO82eMm9q1eS0rZMoz++kuqt2h+5g8JgfDly/MXDrJn7SbWfPcrN70wXr5udxn+\ndfqQm5Jl2AUECiV1Twv4azS5gg+mTKFzl64l3/GgT1N5dKHu2wQ5x1FqN0fJKF/sR56/4mr2rV7L\ngz8tpM4lmp1BmaoxFMyzJnVCGOqnmlH2hEtbcXjzX4zb8DtVLrvU2DcAq43DJ7IZO3Ysy//4g5On\nTlK9alWG3jqQe+8eiUXvV7Pa5bk5egwaNYKcnJKfC7sd8cdyaFBXekrpSZoOmwP0/qBoVU7I/fQX\nSDqaMxnFZuotM694ayIHvy5fziNPTmDz1q3YrDYa1q/La89PoEWzpkyb8QUffDyDX76ZX2T3VFXF\nYrEQDoY5snMvecdPkH3oKKf2H+T4jj0c2baT7IOH8eVKWtSN4+6h612DGde6N6cOHDnr4bszMkgu\nk6n1oWWSWaUi/e8ZgGJRWPXHThypafK1Mll4sjLxZGZgcxRTJRbC5IOZwHNS7w9SI5zYs483b76T\no9t3kZyVwYiP36RuG5NaZvw9b1bhVRTZv6iaPDdNXxFV4tTHnEi4WJaBAPz5BRzeuou/fl7O/vWb\nCfn83PvFW4SCIezJ6SgWvbJnLZpMRrejoFgsiEgYceKApCcmZYLVgfLee/DGG7KCrKNNGwJ3j8LR\n50bWzJrL1NtHU7d9K+6ZNx2rTaPtCsHuletY+PxrbPlhGQCu1BSuGX0HnUbdjjs9/YxJUjjg57f3\nPyRS6KV+2yuo1CDONkQXH9Ifdme09yla4NTPX7RibII+Z+gU/EhYUuNR+OWTOcwY9RBCCLqNvZ8b\nnn+6RBS3fxJEwBdbnfOkSTGUqMWMBqe7aE/shSIU0JgailQ4PlP1PyZxi/ePPAO7Jn4BSftXhDWr\nE3OrgILhEerygMm43ldYyFVXX8Vff23FnZREz+5dmfzSRJKTk8Fql9Vw72njnOniSJ4MlEgIghHo\n2xe+//7s5+X552HMGEmlL8UFobSnrhSl+G8iEoG843KirFEdNmyQg9nChfK1eNjtcmCc/Bo4bZoE\nsm46ajFEKoqj2ugBUMhv9DPF09106MGA36uZrWrJnMUqe9mKm+Bi6B56wBVP8dQDw7P09enJnar1\nHDjdsfQyT7rRg1eYo1XsLhItBjixe0+sqfjiOZSrU4zXmhm6rUM4iPd0Dt9/MJM7Pp8GaMGT3ytX\nQhHyPKeUMapxOpXV4ZY9V4FC2Rrky5fH6kqOOcZIJII1rnqkqiqWcxRK8Xu9HFi3AYvVStUWzSHk\nlddJoFBOziWFvrqrWDTDbRmkAhTk6J6DrmgydPTwIS67oi1Dhw7lt99/p2yZLDauX8eTT43n9iG3\nkppqMfpbIhaYMOGMCV1Ce/VQCGXso/DlLFBNQYduQaBfh4oikzl/gdbfqEBKOorFBiIMQb0aU5QW\nmZeXT8/+g3j60YcYPmgGDoedX5avwG634z2dQ86R47LnzGLF5y1k7riJ7Fm9nuxDR7Da7by49XcK\nc/N4ru21xR6bYrHgycygQt2a8gntOrhiYD+qNL3MoDea/nVnpMsEwgSRfRSO7wV3Kq2GDCKexgda\nX5EwydLHBJRm6paiiaqYTKOtsiJftm4dnlz5Patmzmfpex8x+cZhDHx1Au2G3KxdI1pWoY8t+pCn\nJR0CYpO2klDEtbEhHFHZv2Eza+Z9y/JPZ+PLy9dOmZXrx91Ph2EDALA77ER77/S+NqGa9s+0ac0W\nQlHDMvgPBcCfA8npcNcIxJgx8jPBAEqSG++hw3wz+W1qWOzUvqo9nqxMti37nTlPvshNL4zT+tc8\n1OrUmXs6dWbX7ytYMH4iW3/4iYUTJ/HjWx9IDK0qAAAgAElEQVTS+YFRdLr3LpK0e0ioqqxY+wuJ\nePOwqCE6DOhp2klt3Ha6o4lIkUQrxu8xvsKoaJVyLZGLnxv030qBK0cMx5WezodDRrD4xUn4cvMY\n8OYrmqDMPxtCjcgqmdkbMiVLLmD58/8+umV0BwT4NKaByyPv5ah1SFy17TwTN4SQx6knbdEELmh4\nibo84ConE7hEPZ3a55NEkJU/Ljaet1jB5pS9ufmno8b0oF1/KVmyTzdQIK8xuw3mz5d0+RdfhMWL\nY+OTlBRJp3/4YShbtjShu0gordSVohT/LUTCkn6nag3SaWXlQJmXJ6k8b7whB0CvF1JT4corYYRm\nEuqwSrqIokBauWjwHAM9cQoHivajxCNKdzNMmRFCBvRmA1RX8oXTT/SJS40zSI5P+s4G8wq/TllU\nLDLhTKREeI7Yv24Db1zbl7xjx6narAmjv/6StArFV7miCAUQBTlQmIsaUflg9JPc/O4bxmf9BTI5\nUxQZF7uSweUuPhlVI9SsVZsPXn+FTh3aM23GF0z55DM6db6Gj6ZPZ8iQIRw8eJD09HQOHTrEkiVL\nmDVrFg1qVmfM/ffz82/LSXY5uH9Ab8aMfQKlTBVJzx05koULF1K7dm2GDRvGhPHjuf6En2qXN2Pc\n2l/YsWk9tcpIv6th942latWqPPvss0UqdS+88AJTpkzh2LFjVKtWjeeeeoIbel4HTjfTPpnBlClT\nSD5ykt92b2fQwFt4Z8Yn8riEgEABd941iqPHjrNg3lxJQYo5dpWlP/7A4KHDObB9Ewg7lC9PjYIC\npgKdgKeBbUA6MA+4G3ge6Ymk65StA7oCR/ft4+PvvuGDadP55dtFgMCSmsXH773Ny6+/wf4DB7ml\n7/X856XnkFLd8PCTE/j4i1lUrliR++66k2Gj7iN86lA0cPWeyub0wcOsXrmGQeOeJO/wHg5v3sbM\nRyZw+uAhco8cR6gqWUP6sGzHNq5q05rXJ78B4Qjd0svTuHJVPGUySe/blVfefIc9e/aSkZzCkB69\nuKVPH5KzMtiwayejH3+cRx9+iFdffx3UCP9+5D72vDeLg39u4cFlC3h3zmxmzZmHP+CnT+9eTHpx\nIi6Xi8KCAu55+FF++Gkp+V4vjRo0YOnHb6KEApBeHsWdIq/DeCpWSREjBmH6f4wnpkRBdg5bf/oV\nhKBZ724ajVNL3uIXgs5W9TdTvG0OsDsIFAbZ+M33rJ27kE3f/EDI54u+/dKuV9H3mbFUqFvT6JHU\nhWrSyqGY1XQLcoy+PqFGK2pmiFBQLt44klBsdoRQEQe2acmhBdxp/DJnCZ/d/wSNundhzDez2fnr\nciZ16kkkFGLoe5NoffuwhOyCHb/8zsLxE9n208/YXU4adWzHNWPuoGazS7DEJWGhQJADm7eTWbce\n6TVra8qsCXwWzdW4IpRMzbqmJJYDvnw5pygWqZKoKPy58Fve6zeYcCBAy0H9ue3Dt6XS7T8UIlCo\nVedUQJEJelKKVLb0mSjdfwfdUr/P/IWG8q3DbVSez/bZBImbfEk1KJPmJE73+tTnGS2RO6MAlq4W\nHA7ECeEoUhzK5pDJnDc7atMDyNc8GShJGmUyaOorTkox5rj8fAgEYOdOKCiA9HRo2FD+HqV0y4uK\n0kpdKUrx30BxCR3IBA5g7Fjw61UFRdofOJ3ybyFkFSXog7xTMrGLDw4URVO9ssvBUqda6J+P3x8z\nrVJRYilyICeD8xHNiIce6FnOIAKiB3h6hU/fd4FGGRKJgz6hyskaYoO+eNsGPRksBluXLOWdGwfh\nz8+nwTUdGTnnE1wpJTj2SBjh90aNxBf837t0HvuQkdAFfbLqqXsaOVyAWsQCIQZ6kGWqjq5cvYYO\nrVvx54rfcaZlMPKuu3n//fd5//33mTFjBqFQiPbt2tK+TWs2rV/H1t+WcMvoB6nfsh3dbrqVZ555\nht27d7N79268Xi/dunUjEpS/de12rWDtLzIQ0PZZFjISBzZ16tTh119/JS0tjXfefINBw+9k9+YN\nlK8uK5orV66kc6169MPD4OviKgpOD7/8vpzHHrpf/sYWLWiIHrvFSNBdqfDxx1BQUKTjZzbwCqC3\n4i/VnrtD+3sGsifV8vbbCL2vK2LQlKd+/Amff/A2hT4fV/fsQ6/rutOtc0fefPt95i9YxMwXnsd3\n8jRjX3gFgNduGErOoSNkHz5KyOfHnpTEqJkfULlyJfoOGEKtgKBR3ZrUv6otnswMGnW5mm9XreTl\nz2bQvsXlbF2/ivc+ncH706Yz6w/p4fT1N9+yaOYnVKlSldlfLeTWO0Zy84jbqNXkEvZ7T3Pi5El2\n79rB9rUr+H3ZEroPHM7wstUBePndd9l9+BBfz/4cl9PJHaPvY8LEF5g4fhwfTv8YX2Ehf/62FI87\nieV/rJAJnaLI6y8RI8D4keRvopiqcEpcVS6+X8rvlfeh3Sl/SzUSrfi509NofsO10QRDDQWk59eZ\nkjdzf6XOLLDZpSiDSb3xyF/b+fjuh9m9Yk30o7VaNqPbvXfSqHMHbPY4Owy9WhwsNO4xNaKpn2r7\nI4RRQYmEICkVoUqpe8UuE8no+2xOlJqNEaeOSJ/JvJM0bV6DL6wW/vr+R/KPHaVO25YMeGUCn97z\nGJ+MeZTyTZpQs2WsyIgQKnVaNuW+edMoPHYEh91i7HskhKqqeHO9LJ8xl79+XoHiTGL4jKmkli9H\n3IZiq3HxY75uN1BSywEd0Uqdkfxd1rM7Y76ZzVu9B7Dy05kEvAXc8fmH2F0Xma54gZDVuexY38jk\nTFmhCvouLt0ynioZQ5sUxtxqsRbtMdXZLgkWWoQQmtBPILbypkYARVLFXR5J59eqtSVSMDYvApvn\nfdDuO6n0K0BW5fJOGveJlvwqnnRDwTWa0FGEXUJKinyUKVPi01mK80NpUleKUvzdiIQh97gcEG12\nSC2buErjcslHIigKJGdArjZpe0/LQby4FUVLAmpmER8fjOpcdJLRqBThgKka9l/omVAs0vg8WoH0\nyP0KapOxK1UeUwzFMxx3XCpENJpRIg2DYsRcVs2az7Rhd0tT8YE3cdu0t4vvLzJDVWVCVyD7ADcs\nXkZG/Uuo3baVfF1/TT9/7jQZVAf9hqBDOCSfM1dMdVisWr+HB5vNxtOPPojDYYOgFyJhWrVqxcCB\nAwFYs2YNu/fs5dfvvyEpPYuyra+gX+f2fDHnK7rddCszZ85k3LhxpKWlkZaWRp8+ffjPS/8H2KjT\nvg38BxkI2F1R773iSBz9+vXTzrfgvrvuZNLk11m5fiO9atQBpAFsv5ZtWbVtPwTiggVF4cDBQ1Ss\nUFH+HfQDxRjeRyKwaVPCfagKjDH9fQsykbsDGQp9of2tbN+OUrmS3F1VjQazIwYPpH71KqihEA0r\nVeatsc+wqcIHvLt5HQ0rVOToyg0kZ2XSvVUbNh04QNf7RpBatgyezHSSszJxeNwoioWFsz7jxUmT\nmf3TMt78fRnXde3CB2+9TpmyZWHlCjweN889Ox6LxcKI4UOZ8MLLHD95inJly3Jdty7y2rXaGXBz\nf958fyq//LGKZpe3AKuDcDjMmNGjsbtT6NDqCpo1asjG7QdoiGDGvPl8t2AejRo2BKFy78g7eODx\np5g47lHUSISTp05x6NAhGtavR7vLGshKlNMjaaXF9rZazv1eDwVAqFIwwebU1PI05dJwqEjwGrN1\nxWLQ/mxOee3ZHUWrToD31Gk2zF/EutnzSS+XSa9xD1KxXi0e+WE2m777Ce+xEzTt0RlXchyFy2KV\ni1NOtzZ+hOWYovsh6kGoWUFTD8JTysjPeHMg7yTCkQRJyVo+q0hKpkUqY4oKNSHnGCn2IzRo04wt\nv65h7Vuv0+GB+7hy+C0c2PgXP78/nXf73Mpjq5aSmpVmWAyY+mzdbjnu+P0h/vxuGStnLWDnyvUE\nCuQ42O722xj41ityfNITgUgIwgksa3SBFL0/7nzGcX0xDYrYL9Tv2IH7lnzFf7r3ZcP8RbzZsz8j\n583A9Q+pvIhAoaQJCr06ly5/P70H+HzolmYLkHiRkjNVu6OLGIr2OVPlLbppYSwyhPxG5c1EFY8u\ntLo8GmU/CeVcqa+6qqV57gTDssXEehFBn1yM1kVQLFZwuFGSM2LZMUG/0dvvTL4oVh2lOD+UnvlS\nlOLvRExC59ASuvPsP1AsMtDIPSYHfV/e2dWzFMUwStZ76/QJRo0YfV5gNMjr/ndCjdKN/icqZY4k\nuQ8hv1wpdKfJYzFDCElt1AUvnFpQV5x1g570aVjy9kfMemIiAJ3vGkbf5x7HEvRK/7BElT4TVTVa\noVPDnNh7gC0rNjHw7de0fcqTSZ1epbTajfPodMvrQv8tgj6wSIGThJOhxUqTJk1wZJaX2wyHUNQw\nrZo2lkGhI4l9+/bh9XqpVKcBoIBQiYRDdGjTGoAjR47QrFmz6CabNmlCOBgAbNRu19r4LpdH7tcZ\neh+nT5/Oq6++yr59+wCB11vAydOG2E+TJk1ITpfXpT+/qFpl1apVOXzytPFEsBAUT5FjF5EISjAu\nKdTQKu7vPsgk7yiSmmkB2gP4/fgLCgn6/CiOJIT221/eoDaqrwDVlcolLVtQtUoVHnzyCaY0a8Hw\n8Y9z4w29AYUqG/7k/76cySXXdsNiscqsJBKJXkMNLm3Ch1OngRpmxYoVDB9xF6+/8z4Txj0GQtCo\nQQMsmtdexdrSJsCrWinnSeebebN55rmJ7Ni9F1VVKSwspFPna2RgpVhITk6mVrWqUnZdqDRv3Ihf\nN+7ADxT6fPToc5NxroRA1WiDt982GK8vQK9bhiKEYET/3jw8bACUqSID2wtANPDUqwV+ryZYImJp\n22YoCsFgmLXzvyX78HEyq1elyfU9SYpPwHQxG6sNLDbyTp5iw7yFrP1yPtt+XBa1UVAsFnIPH6PX\nuPup2rQxl3btaFQd9OqFXesfsjuNe1bfT9Cqddo4bHMY17sakfd5sqQZinBIjt+aKq+i971GVVwj\n0R5YUjIhowItBg1gy69rWP3d71z1yMOIUJB+Dw2nQvWKlKlSHqf3KKi5scducxg9cU43SRYrl/Sr\nwPfvzogmdABbFv/An/MX0uS6LlgVUZS+FxXGsseOV+cL8/YTjE01W7bgwWVfM7nL9WxdspTJXa5n\n9Ndf4vkfGjYLNSKTuaBGxbU7pbKl1W5cszoS0S2LswSIVtJKtBOm5M38GwmjbzQc0sSz/LHJG6B7\n5ZFSRhMwcYMzKeGCR4mgqqa+e1OVXLfTsTliFppFOCSrz3r/oaJIVUt3Kkr8+QoFIKSda6fn4ls0\nlOKcUJrUlaIUfxcuZkKnw2qD5CzIPyl7HawOSb84GxStGd6aLAf3wjyT2aqirbrp+6bRqxSrMdnY\n7EUG/r8depKmr6j7cjXFS2vse9xpmkqnZrLrSQOrO3ZbcWIuIhJm7hP/5rtJ0nOq74SxdBk9HFDP\nriaqPzT6TtDnZ97/vc/QT6bK4M6bbQQU5iqdeSK02sDikfsc1JK7QIGW/BWt1tpsGiXNk6ElsBas\nFou8BgKFVK1QjpSUFI7u3oYjJQP16G44sgulUl0AKlasyLp166KJ3bLF3yGEoEzNGqRXqojb7ebo\n0aPUrFEd8k+xdv0GqtaqW2Q/9u3bx/Dhw1nw1Vd0v6otCEHNS5vFrFHbbDZcGqXYn59fZBsdOnRg\n9py5DB1ymzS+Ret1sjkJ+QrJ3rKZE8eOserLuVyRkcEp4GDcNuKvwgxkD90XwBZgoP5CZiYn9+7n\n6LadfHTnvTTtotne2hxY0stitTsNddikFCpWqsy6zX9x481yC2s3bZHvd2jS/ZGwVl0kqiyo/UGr\ntu0Y2L8fc79ayISnntQqX2jVoTDo+WmgkEBeNn1vGczrL/6bYbcOwmqzcWW3Hgh/gazCBwrwer3s\n2vYXtapLVdI1Gzfjiqi4sJKU5GLxgrm0bNkqrtJmwZ0Gj41/hsfGP8Om1Sto17Ez113djkb14lPh\nM0OYkzdzz05xfUBRhVvtWkWAxYLiSsFpc9D01nJMGTicryZOxjr6MQZP+Q+tb7mJqNpllD4ox6XC\nw/sJ5eVgsyo4kz3UbN6Y5r260uS6zqSULSu/LxSUasAWqxZM2mXw6dBozULVqgh+U9KHDHId2hhh\nrnBZrNF7VQgBOUcNaqnLY3ze5pSBtrkPKRxECQdpPegmfDm55B0+TODkMexWsHs8dBzaL/o1eSez\nSa1Ww6DLxSVMB9b/yTs33MKpffupclkjbnz+Kew2C9WbNsbpcQORKEtP0ZO4RCInF4qIicFRzNhf\nuXEjHvp1MZOvuZ49f6xiUsee3LN4blF66N8MobNOvNlGX6QnXdIEQb5mplvaNYaELjBWEksAwKg3\nC6IesAmqdNFnhEBRFLk4k3eyqFCNXk12GQqUsk/yQhNyYdy7Md+pRHtSscRWcCVd9bThpQryPLmS\npX9pfGIfDhpsGkfShfmsluKioDSpK0Up/g5EQloP3UVM6HTo/jaFuXIAtpYr2epYVAgln2izmiNB\nT1cRmqbJOkGxxPgd/e1QFOlZ59OS0MLcolYGemKnqU9SkCv/Np8TRZFJqsVKJBTi45H38cf0z7DY\nbAyZ+hatb705tm8v5hE2KFlaUCdUFeHLRwG+fGYSfcc/iMOfI5Xx9PNm1Xpz9L65eCqrnkxb7QZl\nLRICXwiKM6HWKq/C5jCM39UIrS6tT83q1Xj86QmMHnMvVZyCLbv24j9WSMtKdejfvz/vvvsurVq1\nIicnh/kLFqAAtdvLKl3Tpk358MMPadiwIbM/n8PWnbu5vohKHjidTpxOJ1npKeTm5PLWlKkcPny4\nyPtcKZKC5c8rmtRNmDCBxo0b88jDDzHylgFkZqRz4NQpHhs3nvp/7eP0wSNECPHaS//HCy9P5EUo\n0lOXCLcALwD7gZ+05wI9enD4g48I+vws/2wuyz+bi0Aw8dpbuaRRQxpc3Q5fbi6iShUA+vfvzyuv\nvMK1115LSkoKU6dONYIrVY3xtdq2ey+LFi3i5ptvpkKZTDasWcUnn8/kqg5Xmu4PxQj89GRIuweT\nPW6yMjPxFxYyc95XrFi9lo7t20UVGa1WK29++AkvTBjP8j9WsX7zX1wfsWGxWLnzztt56rkXmThx\nIk2bNuXIkSNs3ryZrl27smjRIurXr0+tWrVQCnOwWCycDIhig8Ri1fKKFXFQjJ40i0aZdrpRbE7D\nkzIc1CpaBqU6KS2NUQtmMvvhcSyZ9CbTbhvJwQ2buHrMCP6c/zW7fluOJz2Fhp060ODqdlSoV4cK\n9erQ6e7hCCFQ9EpJOFS0amJ1RPv4CPk0YQ8lrldIE6jw5UvqtBqRki06FU7RxB3081SYJ39vRQpr\nKI4koxppd8Tei6GADG6FwKIodB59h9YLFYzSrUUoyKlde5g8/BFO7jvEgH8/zFX3jCoyjq7+YjY/\nv/U+7W67mcv79KR8nZoxrx/dvou1cxexcfGP5Bw+RrdH76fdHbdJj7qLDdVE/TvDeF+uTm0e/OVb\nJne5noMbNvJKh+7c+/18MqtVvfj7lAAioiUj0eqcC5IzJDUxFJTXRPz1rF/niWAWATIL+iT6bv39\n+rUZ9EnxlZBfKpFmVpTU79zjcpvuNCN5c3lMlhMXAbogmS6gYk42rXY5ZySg+gud8ZJ/yjhPNjs4\nPFJYyeYsGidEQkYlz+66+PYPpTgvlCZ1pSjFxcbfmdDpcGkVt6BPDsSJhFPMCAdjPefsTsMOIDoR\naNQMs7qdHjhZbEZgqvv56Cp059p4f67Qgy3dysCXJ0VElLjELinVUGrT7Q7iVg7jTcX/NftjGnW7\nxtiGxQIUkyBrFUPhl0pqCrDso1k073s9WdWqxtFaTOfO7H+UqK/Pqj/ccjLWvcCCPoiEUBSlyKSv\nKIr0E0rJgpAfi8/Lwi8/58HHn6R123YEgwEaVK3EhMcfBuCpp57i8OHDXHnlldSpU4crylfmu6NH\no9TLyZMnc9ttt1GvXj3697mRATf0lAGK6fsAKlSowPMTJzJ46HD8fj/Dhg6jffv2sfulKNGkLuAt\nkFSecBARCnBy5y72/L6C8Vd1ZsoHH/HupMn4gdp1ajNyxB1c/3Q7Zox5jBtzTvLV5g0sv/NOHq1e\nnSr79hnfQeIkrzeyp6460BigfHkcvXuTseArPOmppLsyyT1xEiUCvpxcdvy2kh2/rWQ9PnbN/wY+\n+4pqLZpzRb0G9OrVi8qVKzNy5EhWrlyJRVE0CW8RpeKmOOys+P03Xn3lFbJzcshIT6dX9668PP4J\nKMhBCfll/04k7jwqCk5XEpNf+DcTXnyFux8cS5/evRjQr68m5JAOSSlUqFCBWvXqU79pC0QkzJvP\nP8vK+5/F6fHw4osvMmHCBPr168fJkyepUqUKd999N127dmXHjh2MHj2akydPclm9Wjw1ajhXde8p\nA8twECJxCVyxoiVKAtEhm6y+oRiJU3Jcb68QRjUzTgjIYrVy06vPk1KuDPOfeJYfXn2DH159I/q6\nzekg9+AhQrnZXHbdNbjSpBCDIj8s32S1GfeWzaktbuhV1ELtulVBFcZijsmvTeSfNBZrFEWOe1at\nsqgfQiQMOcfkH+5UmdBFbQ8sCFWAP9fozzNR54TNgbA5UOxOKfFud0pje5uTMmWq0POBEUy79ylm\nPv0qFStnUbdtC8ishEjO4OD6P2nQuhkten4e+1PofXFWO+WbNqfy/qOs/Wox2QcP8fnoh1j8wiSu\nfeIh2g4fXLJ+4JIi2s91dipnZtUqPPjzt/yn240cWP8nL7fvxv1LFlCubgksYc4TQl9oKdQX0zTh\nEKsdJVBQzMKEYtDio9YvOpNDLdqbaP4+/TzovW/+AijMlwsK8dAF0UD+djUukxTev6OVQV+Y0Xpc\no9BsCIrzqY1WN/NOGOOURd4vSlKKrCQnqv6q4Vjj9tKE7h+DUkuDUpTiYiIckj50qioH07QyF58S\no0OoMnmMhLS+gTJFJ15VlcGorv5lscrkJwHFT74/UvwKphAG/SK+58qiCx4U44F3MaCq2uStygkz\nKTVxldGfb1AoTYld/omTvNnjJvauWkNK2TKMWjSLGldcfk7fLwrz5D6Eg+xes5Gdfx2g2wOjJB1W\n1UzRk5I1mWxhrIqeTa5dhznQ0FeLrTZNTMVhBCPxMPc0Bf2InOOIkwehTBUsNRrHvVXQOjWLg948\nVm3aSKVGDWNfVyNwUjNUjjMiBzQVVi2pN/VXiKiaWpAjGzeSd/AAVrudfes2sWvlOnatWEveiVMx\nm7I5nVRv0ZRLrrmajiOG4E5LZefvq5jcayAhf4A+LzxD56rlsQ4adPZzF39Knn4aRo+AwtPyHGZV\nkf2Ha9ax+vPZ7Fj2K8e27UjY9weQlJbKnvQklmefYM3ir6l8aUNZ2TEluwZ1WTEUZc10yOL6MvUq\nTqE0dY6vtC/95TcG3zmCA3v3IHxeyDtObl6ARxu2J7V8OV46urP44xaq3EfvaUn30hKLMyZvVpsh\npmHaVz0Jjfq56XStghwZ2OkiJGaEQ5JWqyiQZNCOj+/YxdrZ81n75Xz2r1kX8xFXiofej91L21tu\nxJWeYexvyCTmEDXFTlAxiqoHGolXzH2ii0ZFQojTh+Q+ulNlspicqSl4CklvtlgQpw7JBSK7U/bX\nOd1SMCVYqCn0xo9/WuLocIIQhPxBJrTuTvPrr6X3+Iex2Uz7bLWx4vO5LHn9PZr06ELXUbdhS0mP\nCfYL8/JJysyS1MpiRE5UVWXDvIUsfPp5Dm3cDEBmtapcN+5h2gwddHEsBrya0IjNWWIl5MKcHN7s\ncRO7fl9Bavly3PPdPKpcdun570PUyy3WgFuEQ7EiXxY5TkrhkARMh6gPqmok9cVBsSCsVpnnR0IQ\n8EWp7gkTRZsjtvrm9IAall6jFkviuflCobcl6AuB0X1XjETuDIIlIhSQ44NOn1Qscp5xuBNTLXWo\nETnHaiJPOD0X/9hKcd4oTepKUYqLhWhTvdaDkfo3JnQ69L49oUqaokcTTtFXy315xiTk9MiEoyT7\npHvghPyJB2yNyoiIFE3woj0eCRQdLxS66bgmXIArpeh3CKGZfWvVgqRUThw4zH+69+H4jl2UqVmD\nexbPPbcVZG2bojAXAoXkn8pm/qRp3PrOJBTvaWN/UrLkOQ/65N/Jmcb+RdXq4midJfHoisIUdMfb\nNkT7+KyIE/sRx/dBShaWKvU4muNl1959tGrVipkfTWfEHXfQIimNJd5TCY2DRfZRef5SsuQEbz4P\nhXkycbA7Y/o2fKdOsXv1enatWMuulevYs3YjIZ8/ZrvJZbKo3a4Vtdu1oU77NlRpdhn7Vq5hyaQ3\nObB2PQ8tmUtGpQrs/H0VBXleGl9zJRaLE0aOhE8/Lfnv1aEDYtEiyD8qr88yVWSDf1xvJaEA/pxs\n1i34jo3f/siutevZdOgQlVWFo0T4jQCVsdIWFxarlfRK5anerDGNu19Dsxt7kpSqKf3pyqFn8/yK\nOcmqDKpAXje6eEIkzNJffmHwHSM5sG2TFOQJFHDiWC5PNb+GMrVq8u9dG4zkTadORvT+meKCVcW4\nL62mBJP4SrApyYsXCAKZaPnyElfpwFAWdCRxZOc+1n45j7VfzufQn4aSqdPjpnG3q6nTqjlLp8zg\n6I7deLIyGPn5VOq2bBK7qKQnzq5ko/IeDkFYF31KsNCh3xMxCpzyfcKXb/jNZVSUx5l/GhCQnCGT\n6NOHidLT1UjRPijFIitCuriJzSkTRH28tbuYOnwMKz+dyfXPPcW1Y+81VG/N3n7RS0GFQAGiMF8m\nDzYHSlYlSC17VnVDVVVZN3s+C59+niNbtgKQVaM61z35CK0HDzj/5E4I8GqLME6PYXlSAgQKCnjn\nxkH89f2PuNPTGf3NbGq1vuIs33cGS4CY3RJGL7IO3XTdoiVtEY3Crh9HcWOrpsAq9GQvrFXf/AVR\nOm0R2J1xPXBulPheMv3eFsJQPb4Y0Ic6HlcAACAASURBVI890cKryYbgTGOQiIQluycqbKTIxQi7\nC8WVEisuVOTDqrw+hSqT6Ivt6VeKC0ZpUleKUlwM/C8SOh2hgKRPgEwibA5DERJkIOdOS2xYfjbo\ntgKWM0wUVlOlIn71UxehOF9J7USIhLUKh9avlmilUAjJ9w/62L9hM2/cdDt5x06cm6m4eVtBnwwG\nC3NRIxE+GfsCA996FUfEJJqRnCEn3HwtEEote27SzvEJR7x58NmGal1dMxRA5Gcjju6G5Aws5Wuw\n/+BBegwYwu69+/C4XFQ6nc/wa3txz9ezE++KL18ehyNJUnt1GeyA9CISkTCnDxyWFTjtcfivHUVs\nEJweD5f3v5Ha7dtQu11ryterg6IohAIB1nwxhyWvvcWBdRsAsNrtdLn/Lno9cT9Wm0GxUzV2sOWB\nB7B8+OHZz2PXrogvvwTf6VjBGqdb0rLOcB36fD6u6tmHLVu3YQPqelJpGVSI5Cau5jmTPZSvW5u6\nV19Ji5v7Uv2K5gmT5GKRd4IY+XwAIVj6048MGTqU/ds2I7zZEPJz6lgOf3w2h1otm9HwqjZnXgSw\n2mS1OBKGstXkGCDQ+tLiKw2KtkCgV+vOQLUT4oxVOhEOcXjtatbO+4a187+NJhkg+yybXNuJ5r27\ncsnV7bCnpIEjCV+Bnym33M7m737Eardzy/+Np92t/Yzql9OtUS613t6gP07cxKb5x1mMvrpE+61J\nyAs1IvvlnB6UjAry5bwT0hZAUeTYUsTKRUt0NSVF7AmELAIF8h6xWMGVwp+LFvPFqAdoN+wWrnv0\nvqLJdvReEexbt5E9K9fSsldHXOEC4xisdsiogJJZEeUsiYEaibBm1lwWPfMCR7duB6BMrZr0eGos\nLQf1l/fUuUDvYYbzmj9CgQAfDBjG+nkLcXo83PXV5zTo2CGm2hbz/zNZAiCp8UIf1/VquU0K4yio\nhv+iuZKrb1unvesJnJ4U+gvk9gK+xN9vd8UKmLg8RURtEkKv6lntUSXVC8I52BAUByFUee/qi5Ag\nP+dwSVVXl+fMMYvOglEj0Wu8NKH756E0qStFKS4U4aCkQWortKRm/fcSOh0+r6xgmQMyvc/sQiwJ\nhGqsYielJl611qGv7qvCSESiUGIVNC90MggHjZVGh7soBQxACLYuXsw7/Yfjz/fSoFMHRsydQZJu\n9l5ShAIIvxeRfxoFwcJX3+fqe+4mxaOtzrqSZY8fSBpmJCyfuxjG7ToiYZmg6MmdggxmzeIuNruR\ngHpzEMf2gicNS4VYoYUZDz3Dz1NncMPTj9D9kXtjqn1yxToiAx59lV6xEAmHObRlu1aFW8+ulevI\nOXIsZrtWu53qLZpRu11rUsqVZc4jT1KteVMeX/Nz9D1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BNk7oPbHniKh5uPd0rMiOI0nS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QPML0palb7aqqJwaPNWHcAtJ3fJco7t3BWzL8Vmo0bzxuR0bEurAf1pcG4nlGuuhTiedTHh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\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PRSkhplUx7ebaEStLFshKnu22kzSPKues105B9xhl5NrUGiNqtjpcnXwO6Id4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\n591x96L78cYbr+HAjx6B1lnb44tf/QaFpav75/Y7f40d9toPzTO3xeE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LFi3C8tVrkXYN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\n2o8PxP2nn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UaA7muhqDI+kY8v+VxwlHm4rnkOZls0CWDl6Vzup5gJ3tSh2hcCIaCQh8Y4\n5j56Lxob6tEyZjR23HJTGLYFvPsuMGkSVn30CWLtbQjF6rDVIdOVw2swWvE+5cOHjzUDn9T5GDlk\ns1Qm9NZbwHvvk5vcu18Du+1GKkm9Ckn9/LV/4Ib9DkFyVQ8mbjEVJ80/C3Vh8cQaNQFs7PpF/W6c\ncyDRC97fCfStLC7lCteJHrlWUvTkAD6vSlxcH+SylbaEwiVMMMw11Afnnj23Pcia21zEy5RlIJTm\npsl+M3DhxhYpU8tWB5seuB9C9fX48h9vYNn7H5b3Lg2GhDCuiTUNvFwpZIklQATWiwAwUZ7plNpJ\nsxWuQn91QeyCETg9UFLJlSRQWvQPtM80DdBCqvSO82Ilz/Iq2XQpgFpAmV+kJbHzvl2zpg7w/m7K\n9msdV27wIw04AE+ljguDDQCqlHAgeDlSuidS3OvJNHE8apgIMQKA3igIuMjmSvXSfjej1Zc0y2s+\nn3EGuQzAnOt/DWg6Xl/0CK456Gic+denEGtzqcJONl0b7Y/EKiDZC26GK7sIhmPCmKKflDpAleu6\nYbv61dw/qwC3LXI2FOsmCd2D51+BT195DW2TJuLEh++BMRChA+gYFApCDRL3EzM8YJwGhYd3g8sI\nEcMEIo1qoqxCqajzO21A5fLfwda3GkJY9tr/PTLINI1ciyP1QAvALTGxIcs1k710LsoJpFAE0E3a\nVA5BvKEInms/MAAwTHBoQD5Fk1udX4I3tAORBiKYwTCQzWMDnYNdeD7wzDMIuCs5WlrQdswx+Pn9\ntyKv69AsaYoTqa1U3ocPHyMCn9T5GH5YFpBOA3/4A3DddcCXXxb3BhgGcOCBwLnnAuuvj/df+ycW\nHHAo8uk0puy6DY69+CSYIZNmJCdMBRMDfGmXzfu6gL7uYmfEUJRKK2MifsAukFJilZQQlalwciAd\nGv4+uEqDHC/iVgsqqWrVBGAHozRIzaVJFQvlyR5/mGBGIthi1gy8svB2vHbHvZhx1bya3s+FUsfq\naiB1soRJBt2WlrxJCPtvp/cj2kC9Q+6+Knd5pgw3DwSVaya3BQEUTodGsLrzRQ6EDRNAVBGjQs6l\n5LkcOSV0g0Zj6bhwOSyfCWfhOrJMT8fJ4r7UCdZ9Lnida6l+paJ7lV5KQipJnBMaXgKvyY9ITBHG\nWsCY2PcmHVt5fPI5Itzu3Dc3rIJYLlM80aNpgBlzeo3mXHcZNF3Ha/c8iGv3OBA/feFxRJuaiOAm\newEwKl3WDafXCKk+ylrzgnTIzCTAeSuYGfLebqukj7CWe01vp+pBFe9768nn8fw1CxBpbMQpix9A\nXUvzwJ/BOZEEqRaDEYGo0LvpHR7eAoTrq++bc7IgByB/tgcR9CwVrQWl6l8N5PC/BEzX6f4s7tG8\nkFeumimp2mrgwbDrugBdnmXqnSB3hgGux+gckLmm6TipdqkMMH062F//6r1CK1dCmz8fwd/+FuZN\nNwEzDwGCpvcEhg8fPtY4GOe1NtT48DEA8nlg6VJgp52Ar74adHH7ggsQP2oOLt9uD2y8zRTMPvsY\n6IYBdKwDNmY9esim4+Ra2dddPOCNxMAaRwGhOjFT6VVK6S5NtItNTGQZZS2QAw2vXpXhUtUGMhcZ\njhloaT0t4xwMUw1ghwGfvfo65m+3Oxo6RuPXX79Px9ML0v46SH0YnHPwfz1FA+/NdgerRjUCaNAv\n1aZwBbXBKpBBBbdpuWhT+fZy0RuSzxRPGDjqXBCAUO+KlKmA6rtbnWPj9OHlFIECRN+Vps5njygF\nHl8JvuRjMhGauGnxgDuTBE+sAv/yXSAcg7bR9sWb3fUlmGaQyUdTR7EKV8hXMDTRlCOlEVDlonJ9\nJWmItQ7PIFlm+MnjwnQqWTNMFAXRF5EmplxPpbLKOU1qZFPgHLjnrHl45c77sc7WW+CM5/6EYD4B\ndH1FIdnjNqD9k8/SwBcAmjoq9/N+9S6dGy1jwBpGeRI23vUlLdMwiia6wvVVETueSQDd39I2NY8G\n4xzd3yzF+T/4ITRdx+nPPILJu+088IfYFl3zjlpoEFnwuAdSeHiPuEdw+t7vIjy8jAAObCIz5D7h\nUgxG/jwn0Na8OsjzWZfpiiilNcOkuJlhug/IXVFmmsRFxl4SCASASAvYzrsAb7xR/QrceCNwxBFA\nrTmIPnz4GBH4Sp2P4QPnQE8P8MMfAsuXV/UW7dJLEQVw/stPItrzCVikHpgwBUzXwTu/IktmWZ4W\nCAGNo8DqGoFA0DVw5a6ZSZcS52SJhQbvg/MaGFQibrWg6MHv7h2pQlUbKTBG5McwlTtm7woidoPk\nUVWDidtshfb1JqHzk8/wwXMvYOO99/BesDTLLJemY22Y1TswupWtYIVst4LIiQInEhLxHsg6pYJm\nSBGFXMalzqVVb6U0VXFHImg6kYihlutqOmDq6hg4UQrie2SNVS6DoigFXcyUS7Uu0ePYqTvLSNWo\npPySWwVSSTTx/aXmQs66uQxNdJcpkHTzcwxnTBVVIL97OKAbZBhRyJEZCbeU62KRQ60HkXND9KKB\nMbBMEof/5kLoAQN/veUe3LDfTJx64zyYGoAG1bvLAkFw6UqaWFXZNMUUpb2FfGWiZlGGl1MQV8X+\nKSq7bGgD4xy5TBZXbL83AGD27387OKHLZ0vKLSOeOWJOeHhildqv32V4OGNE4GuF5+RblYQQUK8N\naX2rUQNL/17bdXLxxRfjs88+w1133UXRJg1tdOxyaUXwVi0FN0xM2fNg3HD1ldhp223VvhHfyXQD\nPFoPcB3szLNqI3QAcPLJwC67AOuvX3GRuXPnYuzYsTj//PNr+2wfPnzUDJ/U+Rg+JBI0azcIoZsL\nYCwAeYs3Lr0UsUN+DD5hCmAXYNQ34+Mn7sPEdSeR0Uk4VtwcLuEuZXTMLkJq8EkLqQe7dDb0Im41\nqWrMNVtb+qB2zeT+tzf5B4Iq9iCfBfq7aOBcSe2qEowxbDPncPzpV/Pw2u33ViZ1pZAmKXVVWqIX\n9dGFvZXGXFoN/g3hJFfNZ2s6EUtTmAvI3jerQEHTgHDGDKlzS64PY8JN01RkaihwRynYttqOgAEn\nVoHbQCELVsiCNbSRaUo2pQxYZDmxY6xgubYjTyRQqKTUi1OloQkAp+xVKj8yKsIZDA/zuS8D6+V1\n7/QMie0zByjLdIMxUmqZBpaO49ArzkUgaOLPv78NN3O4M1kAACAASURBVB5/NubedBkC0ZIyy2iD\nKAMVOYjBSPm6yRxId6yFC5xzWn9dLKdVOZnT10XHKxwD0zRwznH9jJ8gubIHu/3sFOxwwtGV3+tZ\nbtngWS7HM8ni8PBAiHr3hmGiZ41DKmd6jddfxVJR9zNjzZWKPvXsn3Hl1f+LDz78CJqmYbNpm+JX\n555HzqZlm8zovAxGgKbRFH2RSeGdV18EUv1U7RIMA2aE+tPFNcQ0HdCCwF131bjOoM+44grg2muB\nmLdb8YIFC2r/XB8+fAwJPqnzsdp45plncMUVV+CD996D3d2NSQCOApE3L3jd4tn83wC/uQqwSIFg\n49aHNnZi8UJuEsY0MlsJBOGYXcgHai4/tBKcAZ0fvyNVbaQh3QHl7G6qj5StupbV6i3c+shD8dj5\nl+KtRxcj2dODaNPgPXLcIXVV9NNxTooNoAK/S/+eTSpHvgrKxKBw98KF6kS4ecYJ+qWyT0HiNMNl\ngOKKRDCCgwY4DwoZ0ZDup883TBqcc+64bPJCDswGYGgqEkFug1ToLGGQIfeDlQczTBoiSpfNaspI\nJYGVJDAYUaS6VIFdHThmMpni0muAzGQYU0Qvl4Kj1FVD7CINROxSffjxJWfBCAbw9P/+Abec9T84\n4bEHobvOf6bp4NEGmnhI9ICbIRS5s+Yzyvk0k/B2+ZXKlyzfrKL0m2dTVAKp6Y775hNXXYuPX3oN\nU/bbCwfPv6zym6sst+T5LJE5eb7oASqbDf1/GB7ulCjqAIZQmj/kUlHx7HJxwYV33I3zL7sSN10z\nH3vuujPy+QKe/cuLuP/eO9HS1ETnXN+Kisogk5MdMQod5xxikitO91rGqHVBCwK33U598EPB/fdT\n77wPHz6+c6zB4ngf30csXLgQRx11FE4/4QR8fuihWALgdwCeAeCVclSxoOWBB8DCdWDNowFAmJ3Y\noq9H9vaId2saiQC2RYPsfFoM+rLKcMIhdIwGMbqhlBUzLKyhY9TTEm2kmftoo1KqQlHVeO4oHt9R\njMFIgzFSIupbaVCQywC9y8sH0TWgefw4TP7RLijkcvjXooeqe5NwvhzUJEUO4GV/XGnZJecUuiwJ\nXSi22uojrRij8yHaSCV8wSidE7IEUdrwawb9A0S5YJwcLAv51ev10XTaFvm5+bRQqMKkaMdaYKcT\nsHuWU3i2hPs7ZV8eGOWxSTUtGFVq52D7ySqIEkix/0MlcQOrS+q4KDFN9pJ6nO4vLu8M19NERJ28\nZhvp+zmnY5Dq9Y7tKAVjZBIiTCgOPO8M7H/uaXjr6b/gtp+cCNsqUVukUY1t0SSIs75CLZX3GNtW\nBMkNJ6OuOlLHbRvoWUb/qW8FA/DxK69j8WVXY+zUjXHsvbdAqzRZkMuIeBfxnWaEzlnXd3KrQOpN\n99cqEzHWCrStRffi7+O9biTBSp81Qdezpo7O20gDPWvqWmhf17fTv1gbvRZtBiKNiBc0nHPx5fj9\n767BgQcdjHB9E+qbW/HjGTNw7fwrwd0qOLfx2OInsNGW26Bp7ATssuc++PDdt+hayMQxYd318cJT\ni8FSvfjg3bdx8NEnYdS07dGx2Q4466LLwPMF4IEH8BiAjQA0AdgFwIeuTZsA4EYA24i/HwoVv/li\nOo1xEybgD3/4AyZOnIgxY8bg9ttvd947Z84cXHDBBQCAVCqF4447DhMmTEBLSwt23HFH9R0TJmDB\nggXYZpttMGrUKJx99tlIJpOYOXMmWltbsfvuu6Ovr2+4j5oPH98r+KTOx5ARj8dxzjnnYMGCBZix\n336IvvACTABbA3gUgAlgDoCfAZgJoAXAX8RrF7g+Zz6AMdksNtx4Y/zx4UfpRVkqCVBJitODJmdS\nNfEAFW6HpnD/Knt4NgmiVk9/C0Zo2UCwOPTYH8A4gbjOwLV3BfURDZGIbDPnMADAa7ffM+iyFFFR\npVInHSMBIt/uY2fbZIiSz4JKzRrLS+WGA5pOnxttou8IhOj77IKYZEir5QB6PZukcsd8ZujkTjcU\nsctn6fhkErTv4t1gwTCZgPQso/IrTadyP0dFE9eULXrS5Ou2RZ/jxD14QEY8ZJNw+hNDdR6KrmtC\npVpIYpzqBfo7iZSL4GToAdrmWBvtbzNcXNaqG0C4QVjya2Lb+pRxxGAIx8ADIXDOsc/PT8LMy8/F\nvxY9iLuPPw22qweRyX48gMrZ5Dkoyy11QwTeg0h8KSRJlERsMCW8v5vO8yiVI8e7V+H3M49B/ah2\nnPL4/Qh5lbvJMt207J8T14BrUoNzGzyxigxhRMg1Ig1A+wSwuibUnA/pY/UgK0JcWZnvfvwp4vE4\nDpo1m45dpEFNJsVa1YRjfRs+XrYKs445Edf+7nfoXvYt9txzL0yfPQcFjZ6NTPYlMh0XXfkb7LLD\ndljywZv4/M3XMfOg/cF0Ax8vXYpZAK4F0A1gTwDTAUjbIQYiddcC+AeA1wHc7tqEzt5evPnmm3j9\n9dcxb948nHLKKQ4BY4w5EwS33XYb0uk03n77bXR2duKKK65w7QaGhQsXYsGCBXjuuedw0003YZdd\ndsGRRx6Jd955B/F4HI899thIHgkfPv7Pw797+xgy3n33XcTjcRxwwAE0UOnt9VxuIYCDAKwAsD3o\nASGHe08D+B8Afwbwz8suxUN/epz+INUxWfoWCKkSOqm8hGIlRE2qasb3V1UbaegG0DBKBS0nesg0\nYQimAaWZdQMikyAFyAwN3MNjucK7g5FitcMqAMlVwlREI3I40lbbTPSfCTMJhOtVKaiMSpAh1ozR\nfsxlaDCdTVVHOgA4sQLZFG2/VNysvApTByiSQBALns/ROtU1FpVG8rpmWobbYIyB2zaYbZH6luyl\nHq74SlKjchmlfOfSyuHSCKqMQ691lftmsG2SBh79XfQzX0rkWoUqGhmYBDFRdhltovUCiPwne4iE\nDkaiU/1kggJg1xOOwBH/Ow+v3XEvHjj9bLgNolkgWHRtcNsuNnKSpC4TL/8OqZpJ448BDEB4Nk3X\nXSAIZoZgWxauO/BIWLk85v5pEZrXGu/x+Rad//L60Aw6/uIa4JxTeHnXV8oQJxgBWtcGa2gvzzf0\nsWYgr2XbFs6zBXzz1ZdobW2FJiM6chk6rtkUXaeFvKOY33/vPZi2yVTstt0PodsFnH7isfjm22/x\n6qt/L74WNR22zfH10mVY1RdHpK4eW2+1FcBt3J9MYhqA3UBFp6cD+AbAq67V/AmALQGsByJ9b7r+\nZnOOefPmoa2tDXPmzIGmafjoo4/KNtW2bXR3d2PJkiXQdR3bbbdd0d+PPPJIbLrpppg6dSq23npr\njB8/HtOnT0dHRwf2339/PP/888O22334+D7CJ3U+hoxvvvmGHjyyVDIcxrag8owIgJfFclsDmA1q\n4CwdYj8AYG8AGwKINrfghGNE07/TlG6JEkxhNZ9NKcVD9oCl+sjdMNUvXk/Qgy+bArJpNRh1gqTF\nA9G2htZ7932HVCTqmgEw2o+9ncU2/1VAZtYBVah11ah0Th4dXJlvAoUcDWhl+WNdsypzW1OQxCLS\nQKVU7vLMQlapz5LsFHJ0vmYSohfPXSYpyIIkWvFu+plNqrw8ubym0XfFWoG6JrC2tej1vk4iJNIM\nQU6lSJVRvt8M0zq7++IkeU71kWLU3yUiBQrKbXMgJ1m5P7z+VhA27PEuUubyGRQpf0VErkaiIc0i\nok3q/MillXrrca1z2yKSk8tQOSYYtj/iYByz4Cq8dNOteOSXFxURO0Qb6XvyGUHeuIidMFReXTqB\nsrQgEV7PBrG/51yUXWq6Uxr6wNkX4+s338FRd9yIdbbeovxNTrmlmCQwI0ToxP7juTSw8lsqq7YK\ntG+ax4I1jwULmOWf52NgeBAx6rPNi1iUEiKWTdK1nE7QNZ8Sz65kr3qGpfud+8H49hZ0d3fDziS8\nn19cPLusApYuXYrNNpnqPDMj4RAmr78elixdAqWaU9/e/155OVKpNDbeegdstcvueOq55wHOsSwU\nwmauzYsAmAxgieu1TV2/dwBwa9Edra1obSXHWMMw0NraikRCLSGvhWOPPRY777wzpk+fjkmTJmH+\n/PlFu3WTTTZxfh81alTR/9vb27FkyRL48OGjMnyjFB9Dxvjx4+nBY9vQbBvYYAO8+tln9DdQ/xwD\nkbpKWAZgd/E7X389bBogRYhnEpTN5JRcesQBiIGRKCoSD7XV2KCiwRZzfbfX7/B+/fuEUJRUqP6V\nNJDoXaEG21Vi26OPwCsLb8ff71qEA359UcXMOh4fJHRcEjpZUugOyR6qw+VIQtOUgmy7A7EtNfCW\npNMqiHw1pnpFvRQ82a8jHSllHpxjyiJeD8eI5GWTRMYaR6kSL/HZvJBTyle0QRAgGaXAhRKQowGq\nJJycAxDlfZm4S0kvdcgsKb+UiqIcmLpVX81QEQTDlJPo7KtwPW2H7HXMkNMngiU9gAmRXxiqA5PO\nkP3d2HLGPjAjYSw87ucIRiPY98Jf0lZpOni0kd6X6gcPRcGE6yYLBMENkwbfpS6ZdkF970DOl/0i\nZqS+FYwxvPn4M3jxpjswfd6vsMXMGcXL2jZtl1RQGaNSVKnODUd4+PcFjrOly6lSxuE4zw/33+Dx\nmutvww3Xc2Tjjaegvr4ejyx+CgcfeACca4qXfj/H2DEdeOKZZ51lkskkPvz4E4wd06EW03TAMLHW\nxHVxww034IbfL8A9ixbh2FN/im++/hpjdtoJT9x5p7N4EtRTN7bCqhbtgdZWyrmrApFIBOeeey7O\nPfdcvPfee9h2222x7777YsMNN/T+Hn/C1YePmuCTOh9DxsYbb4xYLIZHH30UMw46CPjZz4Annyxb\nbqC59g4A/wGALbYA6xiDf//97/SHuiYanMrZTytXrmYIcEARP9knpxnip4oaYED5Q9odZ1D0kB8i\nqiKEFX533v9fBMMkUpAQZV0y165K4rTOD7fEqPXXxYqPP8UHz76AjfepEG8gTFIqKnVyhhpQxijD\n5XA5kmBMkbBgVCnO7u1x3OsgT2ZXz6ibxHkUVphhpX6lE2R7rxtAcwf4sk/BVy0DGtqpT0ruF24D\nqT4wRvb4rNQ5lDERx8CE8imdYA11PXK7OCMQECQvoK4rzl09hG4ip6usv+Ekcl4wAoDeKJQToTSm\neoWJRZS2ra+Llm1oo5+iVwn93dhkr11wyr2/x40/OQ1mJILdzzqdlgnV0bbJgHa3KhyuA+Kr6O9u\nUmdZSnmsoEByqbiJ47jqmyW4/cSfY6vDZ2Kf888uXtguCHdL1yRBpBHQtArh4Y1AtHnNhoevLpz7\nPS8mNF738AH/Jj5juFE2EQh439vF39yvyXWybQDS2Zl+xqJhXDXvQpz6szNhaBy777IzCgULz//1\nJbz48itodtyEGQ6ZcRAun/9bvPC3v2OH7bfH9bfciXHjxmHbXfYgssU0x6zl7rvvxp577ommpiYY\nARO9vb0oWBYO+fnPcfmdd+IFADsAuB7AOADbVrMPDjgAePrpin92E7PFixdj8uTJmDhxIhhj0DQN\nXV1dte1zHz58VIRP6nwMGbFYDFdeeSVOPvlkcM6xxw47IDpuHN7+9lskB3ifi0ZhJqhW/4NZs7B2\nNo1bbr4ZAPUGsUhD8ftkSWbBFfjs/t22gLwFVKgS5O4BshyA6gFAM2igU2mg4DVT6zWTK///fSOG\nmkaz+5kEDRLTcRokx1oHteqXmXWPnncJXrv9nhJSRzuJ25wG2gANPEvh1UfHOSlGUqEIxUbGEGU4\nYFuq5LeQV71VEtLi3DE0YK5+KyZK+yoMxGW5IbfpOzJx4Q7ZQr1TsoTScAWG2yJyQczel0GSRNkr\nZpjCnMSlvDmkLq+2SV6HEvLYyPUMhCgnS6vCYXM4wRgFgwdMKsfOi5D7fI5UtVQfAEbnuEQgSCSv\nrws/2HEbnP7AQlw/ey7MSBg7nXw88e9AkI5pPgtuW0SmAZqMiq8ikt04Sn1mkVJXft1wzqnsMhAE\nC0Vh5fO48bATMHbjDXHkzdcXK2u5jFCnxY1GDNqd8HB3KWYoBtSvwfDwmoiYa7n/OiKGod9nnYkN\nSdQsUaqpiNtg23bcUUdi3NixuOLqa3DcqT+FruvYcvMt8Kvzfolnnv0zlc3WNWGDTbfAfffdh9N+\n/gssWbIE06ZNw+OPPw7DLL+2n3nmGZx55pkoFArYdttt8eCDDyIYDGKDDTbAfaecgtNuuAFLAEwD\n8DgqDxDFngBGjQIOOgjs2WcrbofbKOXTTz/Faaedhu7ubkydOhUXXXQRdtpppwHf6/U5Pnz48Abj\nvr7tYzXx9NNP48orr8T7778PZLOY2N+P40BZdSeASjHnuZY/uuS1qzo6cI1to7GhAZdecC5mHXUs\nPvnoI0xcd92a1oPbtjfZkwPqgSCdNN1kT/7u9MEM9OWDzCBXRRiHC7WUi9Y4YMln1YCRaUQeAgOH\nE/d8uwTnrbUh9EAAVy37GNFm4SCY7gc4B7c5+Nt/AUJ10DbbvfjN3CYSyTmVVgbDNCBK9QoCwSqG\nKX8n4FwQnII6B71MZqSSbAQAMEGOpCsmUwqzs7zIZBwoCDwTd/q2EKkHX7kUvGcZ0DIOWiAKHomo\ncWS8H8wAeDBM5iruz8mlFTmT5kMDnf+SdOczKnbEC0wo6UZAOXJ+F4M0aQpjkcrICzkglwFrX6d8\nfaw8KXm2hW/e+RDXzjweM+Zfjm2OOATIJklZK+QBMwwmlD6ezwJfvUvHbJ1NnHsHX/E5lXgaJpU2\nl5As3r+SFPH6FjCmYdGZF+KdZ/6Cc15/AfXtQkX0KreMNAKGCZ5NCsfMIYaHF92XoH4vI10efyu9\n/w073PcpVHHvKv0bipdZXRQRNvdPS/2/qs3S1LWu6XBUe3c+6ppCMglcfDHwm99Ut3xjI/Dqq8Ck\nSYAHgfThw8eah0/qfAwvkkngD38Afv7z6pafPBn429+ApkaafXbP7ktHy2F4sHHZ11NK+KSL2EAD\nEcbUILSU8GnG8M0eumeoK6qD3yUxlPOznPrbrDytazCiogUq9Bdeu+dBeP/Z5zH7hqux08nH04uS\n1MV7wT/7N9A6Dtr6WxbvD2nOoelU8mZbROgkqYw2rnlDFDcc5dhDqXLAys+dSsSsIEwWpJ1/aeA9\nY0RuA2Yx6ZPrko6Lkkkd3BbvfeRhsGt+B7z9NpDPA8EgsOOO4GedBbbDDqL/Lyjy1ZJqQBqMVN63\ntqWuV7fy6JRpFuja1XQV1O51fjout2oCZY2hkAOPrwSTYeCyRLa0JNQqUG+iVcDyTz7HtTNPwIxf\nX4AtZuxLSl98FW1bfRtYMEz3mi/foe0evyHFTADgyz4GYq1UChuuL1JfeT4LrPgSiDWDGQH8+9En\ncefcX+Ds1/6MMRv9gBbyKrcMN4BbeSKD+Yy4Vxn0+YEQ2ED3k9K/DTsGIGJek00jTcRqAecuIy0P\n4lbVvdY1OeNF3Nh3tG0DIZkEbr0VOP98oL+/8nKbbgo88ggwejQQqnLSwIcPHyMOn9T5GH4kk8Bz\nzwFnnw188on3MqYJzJwJ3HADUOfKurItRRgAeviZ4cHVgtUA91JX3ORvsFnXUnXP9f81Xi5Skfih\nwusevw8XXAO1vuUr8Mkrf4cRMLHpjOn0eoHcCO3eTqD7W7BR64C1r60Gc9JcBIxK2mzRD8U5EYdo\nY+3uiKsDOdBzE7hqDU1qPQ+k+2U+o9S30pl7GXDs3ge2JHYMePRR4PQzKkaNAADGjwcWLQI2mQow\nURImA91L961tKVOWIuWbKbMTwyRimEsTQZIlsXLfyf7YQoV9J/ebNGAZwePLM0ngq3fI/Ke+hQgQ\nIMpEI8UE07ZIsbPyWPn1Elw760TMuPx8bHLIjykmINlL52RzBxhj4Mu/IKLVOh6ssZ2qCFZ8Blbf\nBg4GFq6DnCDhtg30ddIEkRlEclUPXrrtPmw56yC0Tlib9p2VV0QfADQDXNNrSQKsEgOQrUH/hoqT\nOv9VcJdGViJu1dwHS1U1V//2/+lInWSStuWPfwSuvRb46CMgkwEaGoA99wR++Utg4kQic4OU3/vw\n4WPNwid1PkYGuRwZA/znP8A11wCffkoPhuZm4MADgRNOoIeeV4AuQIO+nCvHSzOKLdfXEKrq4xsI\nmoe6J37/rzUsGLCPsOR3yyIVRs46j4TSIgdHkkhoGqlVRbPdNZaRVgNH3XWROK/bpR4Y3NBkdSCz\nqmRouWdpZkiVMyYSwI03Ar/4RXWfHwgAjz+OnS+7DEcePhvHnniS+nzbcpFLtwpZQuTc+1mao4Tq\nil1KS+GQPNc1VQpNI5VcKnnD2I/HO7+iHrbGUWBta9P9xl3WaEZUpYAgpby/G8zKo29FF66fPRcH\nXTUPP9htJ1WSHIyABSPk5tq7nMotW8aQC2W6Dyw6QGSH50q6erJoxcRxpuPDnYkYBmg6TSINSrb+\nDxKxWuAQNrt4/7lfqwYOUdO9idv3ZX9VQqEApNOk4hsGkM2S0l9f/12vmQ8fPirAN0rxMTKQNfbb\nbgtstBH9Lk0awmF6UAwEIwDo9TQ7nUuTSpPuF6YNgwQRDyOYNK0wdTiW7y4U9fGV9fIVaL1zBQDp\n8veW9fEVqzvfWVN4rWVBVoF6eeSgPNpIA/oSEvjKwtvx1b/ewNTp+2DKPrvTvgLw/9q78/A463L/\n45/vM1v2hC6UQoEWCoIgtKCAh0VlU1SgQEFkLyiHfT0gAoL1cCzgOXoU8KDCAUpZTq0i0AMCKl6y\nnB+LVEoFFCilxbJ2STKTzExm5vn98X2eeSbJJM2ePJP367pypUkmk8kkaeaT+3vft9u63r5f/QTv\nuFiX4OS/XFq1KZ262Psn04djXqbTA/diNa7rQBPJPpjrNHBn+PrCPv/5z2v58uV6//33Fa/yql6l\nqwH8B5eFvK2OGSNFq6Snnup7oJPsA7WjjpLZfXe7XNuVHSaSTRf7zoqiCTt0JDrAPXWlnC4/V8WK\nVOkAloJUSHcOWz2uUujhdpT5Y4RbKNgjlZKtAvsV4Wjcfu3dQjBZ1QRVFxNLyHULapwyWRcuuU3/\ndcr5ijnSzM/u6e0ja5NrnGDEe7Zdrv+95JT+urXfk65kv5ZeVX/l8y+pI5vTJ76wv1Rw7cROL4S4\nkaikiNTeHPyBIVFjj3SOlZ7S4eZ/LQuFnoPbgI5GdglulRRyByoa7fxH1+pq+wRgzCLUYfg1Nm76\nMuUY41UCEsEgBn+M+hD22w2GcRzJSZQd1NG9jy/nrWbIBcfP/CNt3a7YyO1pcMtQ9vENhUjUW3uw\nwT4ITm20n19dk4IpjtKWs2fpb0/9P03cYgu5BSPT2mYf1TZMllItMjUN9gFZOhn0zPlTFqXgGK60\n6Qpitwl8/fyc/PDgut3Dn1/F8h+s9xYUB/jgcNWqVXr++ee1zTbb6KGHHtLcuXO90OYtXa/yj2dm\ngvtKkrId0lVX9fvjqb1dWrVKam+zS8FLRb3v71iibCU2l8sp2mn/oH9n9/Pz9u/zSEyKe9WW0ipp\nPh98P5SG+tLjbsXVEJv4gqeT3hJu74hnpz8SmOB7T/J6qEwx3Jl4ldxsWnUTmnTeff+lX3zjEh0+\n/2pN33Wm/XrkO7xez/e8Ze1e9db/I0GsSopX2f8fPl5jh6wYo2UPPqqnFv5S5y5dLBWyUqY1uEej\nVZ2nvUbjdo9dorZ/9/FYVzwame85uPVF2aORJcFtLP3/CQBDhFCHsc8Y+xfpWCLot8t6Y8mHud9u\nMEzpg/Aumc8t9meVG9zSZQ9Ypvt19xj4IlE7iGGkGSPVT7BfIz/c5bJ2OqYXjmbsvqu2+saJStx4\nvfTQQ/ZBurxg/KUv2R7MvfZSMQj5Y/Ilb8JlPxvyO4W9Qucg3enBoQnyR9f7rvh9VRoO+/jAstv1\nlAt75cPgwjvv1MEHH6S999pbd911lw11kk477TRNmDBBa9eu1eOPP64dd9xR9y66W9tNmyoVCnr8\nnnt1/rJlSspOn31W0smSzpD0XUlvSbrbu0mrJG0nKSfJkaQPPywOcnjrnTX65gWXaPkrK2SM0Re/\n+EXdcsstavT+QDN9+nRdfvnlWrRokZYvX66W5mY5xqhYRZG8P1hkg/uupwEdfRn0Yxwp6gRfS7dg\nK1nyw1/pkTrvfvT363U6Lue9rd1bxl030U7/LDegQ/KCc7v3cXJeuDMyjVPkJjeoul46686f6M7z\nrtJXr7tGU6c2BgvWq+ulthb7PRyJSrFqr9Lr/aEj1Wwr8tGY1q1+V4//5Be64LFfKZJJFvvnXGPs\n59byoX2fsC8P73Q0Mt8lsPXjaGS5SZHj6WgkAJRBTx3CJ99hw12x3y7S+6S+EHJL+426Br4B9fFF\nvT6+4W9sv/P223T7bb/QUw8vsQ+uaidIqXbbZP/nP/f+zrvsIj3xuFRXIxXsEcPpu31Gt99+uw46\n6KC+3YA+DjT54zP/p5O/eY7WrHyj54EmfZo+qt4vMwAzd9tD86/6tvbacw/t8pnP6h9/f1WTN5+s\n0848Rw88vFR3/vxW7b/vP2neP5+turo63Xf3Qn289j3N2PETurOjQ0dJ+rGkKyT9l6TTJc2X9KZ6\nDnVfkHTyaafp9F/8XG+9+aZWrVqlA/bfV6+99prmnXmWDthvX/3ohusluZqx86dUU1OtW//zh9rr\n03soUXqc2p8m6z/wHoi+Duhw5YV0vxJe7sisKZmyGbdB6a2XbICYMWvTI//94U2lg0qq6qRIXIXW\n9XI62pXLdui+b12nI/71KjXUxryl8FEpnpBWviVtbJaqq2VmTJeiMbm1NdK6tTK1Dcrncrpl7jyd\ndNvNmrBZTXDc0hgp5e+iM7b6V7fZiPwMD0hPRyNLh5H05eFGaRD3v4c4GgkAm0SlDuETidmR3bls\nMEylvTVYkjxWH/T0g+nab1TC7W1wy6b6+IyjGZ/5nG676Yc66MADi+HvzkX36r/vuFNPPfXU4G98\nJBp8LVxXSrVJe+wprV4tSTpN0n2SSjcbzZS0v+nTXQAAIABJREFUTJL++ldp9h7Sspekxjqpqlab\nXDo70IEm1Q32wWFvwzw6VW8GoJe+rp7+/fQzz+ofa9/TEV/5surr6vTJnT6hexb/Uhede7YkV5/b\n75901FcPkySdeNwxmr/gRqkjrUceeUQTIhEd02Grm2dL+nbpTenL7f3wQ7nZtLbbcrK222qK5Oa1\n286f0NlnzNNPf3F7SZ+hq+OPOVr77/vZ7veVLxJVsEy9a0hTmdeZkusZINf1jjdng5+N4iTRklDW\ntLnkuvb7yi30Hj6diJ3kWToJN52UnKic2kblU/YX6Yn/fo0e+vdbdcSVl8m0ZaUf/UDm9tul9etL\nrsuRvvxl6fLLpD0/LZm8HrjmOp1w842a0FQluQX7dcp5pxEkGyDrJwWrF0ZLj7vZSoJbX5SdFDlK\nu9kAoIIQ6hBOxtijftF49367WJV9oF6hDw6McYIepy5c/0FtTzv53IJ9PN2RllIbgnds/VjqSMv9\neHX5JeyR8n18+XxekZ7GWtdPlNrapC8eVAx0kn08/y11XkjfyQcfSAcdbKt65QJ61ypc2erMyA00\n6Tcj7xif97JXiPHfeNc99+nQgw5UfYPtMTz2qDm66577vFAnzdrtU8Wr2mLKFCWTKUnS2vff1+71\n9XbKrOyfA3bu723L2/1zH6xZqYu+8696+vk/qzWZVKHgasJmTXLTSfs1caW99pxlv9+ciPfkPUDv\nyEhybb/XSP+BxZhgUqZUUrUNBrCYQj4I8ilv3YNf3Y56Q1i63u6cvwMuYS+TSXnDm5oViSeUkxQ1\nGc35zrdVuHuRzAUXlF/EXihIS5fKLF0qHXywCkuW6LArLlJtjb29rmQXoxfy3vLwSZ2Xww+nrmP+\ny/W09UW3kFbS09bfIUwAgD4j1CHcSvvtsu3e8ua0PSoVrxmz/XbDxXR9UFui2McXidijXLWbBcHI\nr1Tksrr+Rzfp9nsX64OP1mmbrabquisu0ZzDDpEbienOxQ/o9kX36aAvfF53LrpPp55ysi68+GLN\nm3e6nnnmGc2aNUuHHHKIf2PsnsLnnuvX53C3pKtfe03Odtvpkm97taaOjNTWovZki8666FIt/e0T\n2n7GdM076ev6/n/8p9a8vkKKRLX2w490/iX/oj/96SnV1dXpkksu0fnnny9Jam9v19lnn62lS5dq\n5syZOvXUU8vfgHLVNb8PrKeBLD2tgein9vZ2Lf7Vr1UoFDR1xg6SpEw2o+bmFi1f8VcZY+zVFtc5\neOEjEtPUqVP1cltbcF2SXi+57lpJH5S8vKzcp97YKMXjuur6H6m5NalXnnxETY0Nuu2exfreD38S\nVLvcgqK5jN3F1gM3nVRxOIUf+kpfNk7nMOi9PKS9YsZ44T4qxavtku+3X7YTPCdvawNeviOobvvV\nMeMEAS8StZNA/aquX4nOtnv/52QUdYzcaK3MnXfJufDCvt223/1Ozhe/qNrf/04qZOTmsrYCGIlK\nTVvYdQhDdV+U7mbrKbj1aTebUeeBI2V62gAAo4JQh8rgROwxpdJ+u0zKBrwK67cbKOM/wJWR4jUy\n9RODtzVMtpWBidM0c5fd9NTvTldjbbVuve0OnXTepXrr//1BUyZPknIZPf/nZTpgrz308u8eVCIe\n17wzTlNCBa1Z/pxWrlmrQ+Ycpx1mbi+3pVnmhhvK3paeHj6+KumfJT0uaa/ddtNlr76qf/zjH8UH\nz/MX3KiVq97RyhXLlExn9cUj5tijqrVNKhQKOvzoY7Xfvvtqxct/0d///ncdf+JJ+sTM7XTowQdr\n/jXf0Ztv/F1v/nW5ksmUDv3qEbZA1t7aPbgNtXLHD8sMSfnNAw8pGo3q5T+/qHjCrg1wXem444/X\nwl8+ECwcr/F2RSW8inRVrb4y91idd+m/6CeSvi7p3yWV1lZmS/pXSS/JBrxbyt3MvfeWqWlU3aQp\naioYxbbaQc+vWKFb7r7fVrM2swNZ5Dh2EEhNYxASCoWgiloMv7nON6IP3NLgMNRhsOVje3vjVTK1\n3lTe4iqFjuDYplvQqrfe1Haz9lLu43/IcbzQ0pGWCt46hUSt/ZnJ2EqpWblGuuii/n2yzz0n94pv\nS/OvsUfJ6ydKtU39H3bU49HIkmEkfdEppJUZRjKO/kAGAGFDqENl6anfLhKz4a4C+u0Gy3VdzZkz\np9MY+mw2qz333FMmVqVjTzi5+PqLr/qu/vPnd+j5tz/Q4TvNlmqaFI1Gde13rlbcMcpn0/r1I4/r\n0XtvV3VE2mX6ljpk/8/q7TXvSjU10q9/3f3jywaOm0teN0fSHZKWSPq0pP0k6YkndOHy5brp5z/3\nqiMJLf7Nw7r6W5epcbMJanRdHX34V3XH3fdIbc164YUXtXLlW3r6saWqrq7WlM/M1rFzjtD9992n\nQw/YV4uXLNHVl/+Lmupq1FRXo7lzDtcdd9/by+CZrqGr3OtK+8B6uXwfLbznPp1++umaNn1Gp9ef\nd955uuCCC3TIIYd0Cy/+y5MmT9aS++/XBcccowW5nOZJ2l3B4NWDJZ0i6SBJMyRdLunJ0ivabLPi\n/siLL75YF110kaZPn66dd95Z55xzrq677jqZRI33QR2Z6nqZhkmdPwHXlVo/tlXhuomSCkHYKw0Z\nxUpRmZeHKgx2C3/GTmaNxKTazez+OC8MTp+5oz788MPiUWJjjB57+MHOH6BQsEcjZUNcsWIXieuP\nT/xeJx93nNYMoDpr7rhD7vULpMbNZCI9/Er2q+w9BbcB7WbrGt44GgkAYUaoQ+Up7bfrSNsqT75D\namuu+H67vjDG6MEHH9SBBx5YfN1dd92l2267TZK0cOFC/fCHP9Q777wjSUomk1q3br1MLCETS2j3\n3XdXYtJWkqSP339fuVxOsw44VGqsl/IdmrXHnnr73fekVErfz2a1wPsYJ0v6qWzWuUzle+rekw0i\nkiTX1XabNRXH6Mst6L3339fs3XYtBrE9dt/NhjpJ76xeo2QypS13CDrJ8vmCDtj3s5Lr6r33P9Cs\nT+0qvxI3e7dP6Y6e7yT/Rng9b34Vz3/3ku8f0+Vl/5Wmy8vdXuz+Po8++IB9dXF3ob3MsXOO0LFH\nHRG8j7dX7fP77avVK98qrn744iEH62833CBdeqmaZcPztJKPcLM6h+njS/795G9+I+23n+S6mj59\nun7zm990unVnnnlm8d9vv/22yrN3kimO7o9I/fg7itt1T9lQh8FEtX1qb7FPsmHQuHk9fM9/68DP\nHVAMOqvWvOt9Rq4NjJF4ycfOy/jTNv0/FJUcfe2XVErm3vukU0/pObgN5Ghkt+A2fv/PA4DxgFCH\nyuX3wEQTtmrXqd/Oez0PdCR5D6YlrV69WqeffroefvhhfelLX5IkzZgxQ6WbT0orfJMnT1Y0GtVf\nXllRXDmw7NW/ycTiMsbRlZKu7MftmCrpiZKX31r1jpqbm+0Aj3yHpm4xRcuWvaTZu+wkSXpp2UuS\nXCmX0dZTN1d9XZ3e//tyxePxzlecz2rqlM217C/LtMendvbed1nxfSvF40/+SXt97TglH3tM//b4\n45osaZ++vON3vyvN2r374vFOTKdnZYNsafJtXdftXTcVfk1v4dc/AllmGqnbqd+x0L2HzHVtlS2X\nDfrkOl1WNqBlSybGeqFP6ZTkOLrj/iX695/epjVr39Pmkybq8nPP1JmnnKBUwdFhRx2lrKR679b+\nTdLPvOcTJS2WtLmkuyTt6V39WknnS/qTpLoLLtAl69fp/HNtcH719b/p6u/9m57+v+fkOI5O/Npc\n/ceCf5NrjC694mo98tjj+uDDD7XDDjO19KGHtPmULfi/DADGObqaUfkcx/bbVTfYviDXtX137S22\njwZFiURCiURCEydOVHNzsxYsWKC1a9f2ePlIJKKjjz5at956q9rb2/Xqq6/qD3/4g31jTU3xOF+p\n3ra3zZX0oqRnJGWN0c33329DZHW9VDdBxx33Nf1s4X366+r39czLr+tXS39re+rqJmqvzx2kGdvN\n0JXX/0irPmpRvqpBK95eqxdfXynVbqbjjjtOd97/K23MSu+uT+qB/33MPhCuabRP1f5TQ5eneqmq\n9KkueEr4T7VdnmrsoJ7iU3Xnp1i1rRp3ekrYPzR0eooHT5F4yTTPkqmekaj9vnai+r/nX9TM3XfX\nzs8+q79MmqTfqNve+86MkW68Qbr0EknZTXx3dFm/UAxM/lPJWHvXtcNH/Ce/qlW6dzHfIeWzwdTa\nXNYG7NKnjoz9Q0ynp/ZgSIn3ZDraZTrSMrmMTL5DppCTcfMy8tYWGGOHurS1SLG4TKJapqpGqqq1\nT8bIjcbtABV/smzU+8OANw1zyuaTtfSe27TutT/ruisu0bnfvlbLlr+i2tpaPXr22dpSUqukFtk/\nTkjSr2Urz3+X9FlJ53mvL0g6XLaKukLSwq220vU//okef/JPUiyhaxf8QF846CD9Y81qrXzrLX3t\nxFOk2iY98uTTWvbKCj3z7LNav369fvazn6u6to5ABwCgUodxJOKFg1zWPhgs5KU0/XaSirvgpkyZ\nogULFujkk09WOp3WvHnztN9++3W7XKmbb75Z8+bN07Rp0zR79mydf/75euSRR6T2dmnuXOmeezp/\nLEk3SvrPktdVS/pQ0idlKxwnSHKqqnTptttq2rRpxb6oa669Vmvfe0/7f+7zmjlzpubNm6dbb71V\nikQViUS1dOn/6tJLL9U+++2vbDarnXbaSdddd50Ujeva+d/TWWedpe13+qR22GEHnXf++fr+979v\nA1WFuPb7N+ja73vDaVIpu0rihhuk//mf4qoDSbZ/7owzpEsukerrpbo62TqTp1uPllvmn10u46/T\nSLcGP2ubep/icJp+fJze3qf4YpfXtbXYY4zRhFTT1K3o6MroqJPPUDRq/w/4wgH760fX/5u9THWd\njBPRV448uni9x590sn668H49tWyFZu/3Bbk9rPX4hKRvev8+XbafUZJekLRS0tOy3/tTmpp07KGH\n6v4HHtKhh89RQUar312r9c0tmjJlivbae29JUqFQUEtLi95++21NnDhRs2fPLvtxAQDjj3HdAXR2\nA2HnukG/nS9WZf9Sz1juofPKK9Juuw3sff/0J2n//Xu9yGWXXaYXX3xRTz75ZK+XG9daW20oXrNG\nSialxkZp2jQbcmprh/Zj5bK2dzUSs2szxgh37Rv2OOikrWUmbtXt7TNmzNDtt98e9Jnmslr199e0\n3a6zlevokBOJ6NFHH9X8+fP1xhtvqFAoqK2tTVdccYXmz5+vP/7whzr50ku1puQ6vyvpLdkVHZK0\nStJ2knKyA4FOlFTnXzgWU76qSgcccICWLl2q1atX64YbbtDixYs1Y8YMzZ8/X4cddpjy+bxuvfVW\n/exnP9O6det00kknacGCBXY6JwBgXOM3AcYnv9+upik4ZtWRllLN9jl/6xga229vh2/016c+JX36\n091e/f777+uZZ55RLpfTww8/rMWLF+uoo44aghtawerrbXjbaSd7n+6wg1RdPfSBTgp+bsbQcUA3\nnwv26XWd1ln2HdySQTWSjFEmk9Exxxyjb3zjG/rwww+1YcMG7bXXXsVeU7PrrnK7BKve7oGtZeui\nH0jaIGnDY4+ppaVFS5culSRts802uuWWW/TRRx/pwgsv1BlnnKFCoaBIJKJzzz1Xy5cv17PPPqtf\n/vKXevTRR/t6VwAAKhihDuNb13470W83pGpqpIcesuGur7baSvrd78r242WzWZ111llqbGzU2Wef\nreOOO07nnHPOEN5gDM4Y/GNI63ob1GoaZGK9dhhahZw3XbVzLKurq9PEiROVTqd1xx136Lnnniu+\nbcrmm+t919V7JZfv7Z7YS3atxJWSVk2bpvxnPqMVK1boxRdflCQtWrRIH330kXK5nKLRqDZu3KiO\njg49+eSTeuWVV5TP5+U4jhzH0ccff9zHOwIAUMkIdYAU9ABV1dnjl36/XXtrL3vM0CcNDdILL0j/\n9E+bvuzs2dJLL0m1VXaIRhfbbLONXnnlFaVSKb377rv6wQ9+0GkaJ0bZGKzUqcWb6NmXKp0UVOmi\n8WL/aCKR0I9//GN973vf08yZM/Xiiy/q+OODhRA7zZqlU088UZ80RhNkV3N42wo78V+OSFoqOwFz\nn9ZWTd5mG5155plqabETNx977DHtuuuumjJlihYtWqQlS5YokUjogw8+0LHHHqumpiYdeeSROuGE\nE3TyyScLAAB66oCuyvbbJbz9dvwdZMDa2qQ33rCDO371KynrhbZoVDriCOlb35J23VWKRaWst+A5\nXmPve4RDtl1KJ21/aumglFHidmSklcvsz+32e/S83NvnD3qR7ETU/vy8Z7PS3/4m7buv7WPsi29/\nW7rqquE5CgsAGFcIdUBPCgX7ILW4x8zrw4ux325QWlpsT1cyaQN0XZ2dzNjQEFymNFQnaoO+R4xt\nmTYpk7I/J1V1m778MHPXvSt9/K5UP1Fmyx02/Q7ppF21EE3Yibj9lU5L774rHX20HRLUk8ZGacEC\n6ZRTCHQAgCFBqAM2JZ+zy8vzOfuycewDPoLG8Mq2B0fhqursREWMbemU/VlJ1NgwPopc15Xeftl+\nD03bSWZT0zgL+WDheHWjt+h8AHK5oGp3ww3SE09Izc32Dxk77SRdeKF0zDHDM30UADBuEeqAvnBd\n+xf8TFuwYJn9dsPLdTtXSqvqbe8jxq500n7N/AXso8htb5VW/9X+nG6/R7f9it1kUnYlQzQ+dIG0\npUWKx+1TPm8redXV9sgxAABDiN8sQF8YYx/sRWLe0cC0DXltzfTbDRd/7YRbsPd1Omn7tAjRY9dY\nGpTS4k2FbJi06UBXKNhAJw3tMvrSI8WOI8WoNgMAhgePQoH+8INGbaPtu5Gkjozdb5dlv92QM8ZW\nTSLeuol0q30AjrFpjIQ61y3YZeNS36Ze5rxjvpEYfzQAAIQSoQ4YCONIVbV2v50fOLJttnKXyxLu\nhpIxUqLOPth2vWDnEuzGJv/7fpQrdcmNtgc2UbPpY6Buwf5hRhraKh0AACOIUAcMRiRqe738/XZu\nwR4TTLcGg1UweMbY+9iJBPcxwXnsGSOVun4dvfQDnROlZxMAEFqEOmCw/H67mka7V03GBrr2FjsN\nkOOCQ8M4tmJXXA5PsBtz3NGv1Ln5nJTaYF+o38TRS9cNQl2cKh0AILwIdcBQMcY+MKxtDBZm5zL2\nSGa2nQAyFBzHq4oaqZCzEwu5X8eQMVCpa11nvydqGmVim1g7kstIcm0F2KFKBwAIL0IdMNSMY4d7\n1DR6u9W80fz02w0NJ2KPvMrYqZjZNu7TsWIsHL9s/sg+39SAlNIqXaxq9I+MAgAwCIQ6YLg4ETuC\nv6q+cy8Y/XaD50RsxU6yQZlK6Bgxuscv3Wza/owZR6qf0PuF81n7M2kcFtsDAEKPUAcMt2jMTslM\ndO23S9JvNxiRaEmwy9j9gRhdo12p8wek1E+Q6W01gevaFSQSVToAQEUg1AEjwRj74LG2MRibnstK\nbRupMg1GJGaPuko21BHsRs8ofw+7riu1+EcvJ/d+4XyHV6XzhhwBABByhDpgJBnHVuyK/XYK+u06\nMqP+wDiUonFv6qjsfZnLju7tGbdKjl6ORuUrnbQ/Q9GYVNPQ8+VcNwj/VOkAABWCUAeMhnL9dpmU\n1E6/3YDEElKs2v47k5JyHaN7e8aj0T562RxU6XrdTVfI2ZUYMlI0MSI3DQCA4UaoA0ZTab+dP6af\nfruBiVcFqyQyScLxSBvFUOcWCnaVgbTpqZfFKl2CKh0AoGIQ6oDR5vfb1dBvN2ix6qBHKk2wG1mj\nOPkytcFW3xI1Momani+XzwXfEzGqdACAykGoA8YK+u0GzxjbX+fvB0wnvaN2GHajefzSn3q5qQEp\nfpUumrA/bwAAVAh+qwFjjd9vV02/3YAYYydiRqIKgh1HWSuVm+uQkhvtCw0Te75gIW+nXkpBRRwA\ngApBqAPGqojfb1dbpt+O6lOvjJESdSVL31vtcwyf0arUta6T5Eq1TTK9rScoVuniksOvPgBAZeE3\nGzCWGWN7f2qauvTbNUuZNo5k9sYYu5zcOF6wS3J/DafRCnXFo5e9DEgpFIJVF1TpAAAViFAHhIEx\nQb+dX43oSNthKvTb9cw4dm2EcWx1k2A3jEZ+UIqbbbdfUyci1W3W8wVzXpUuErOXBQCgwhDqgDBx\nIrb6VOy3c71+u5agXwidOY5XsfOOsGZSBLvhMBqVumavSlc3QaansOYW7B8+JKp0AICKRagDwqhb\nv13eDlKh3648PwzL2PCb5ejqkBvhUOe6bnD0srGXqZd+oHOi3vAcAAAqD6EOCCv67frHiXrBTvZ+\n6mgf3dtTcUb4+GV7q5TL2OPI1fU93CQ3CHVxqnQAgMpFqAPCjn67votE7VRMyd432fTo3p5KMtLH\nL1s+ss8bJsn09DFzGUmurdQ6VOkAAJWLUAdUimK/XYN9AEu/XXnRmD22KtlqnV/JweCMYKhzCwWp\ndb19oaeF46VVuljV6CxFBwBghBDqgEoTidrjaInaYOpje6t9ot/OisaleI39d7YtGHePQRjB45fJ\n9fZ7uapWJlFd/jL5rB2SYhzbgwoAQAUj1AGVqNhv1yjFvQe9+Y6SfjsWcSuWCHoRMykpRzVzUEby\n+GVxN10vVTr/aC1VOgDAOECoAyqZMTbU1TR16bdrts/He79drEqKJuy/M0kpnxvd2xNqI1Opc3NZ\nKbXRfpz6ieUvlO/wqnQm+L4HAKCCEeqA8cDf1dap367N9tuN5wqVH3r9B/6shBi4karUta6zz2ub\nZKI9HKvsoEoHABhfCHXAeOL321XVBf126XHeb2eM7a+LxCS59v4Yr/fFYIxUqPMXjjdOKv/2fIf3\n9TNBFRYAgApHqAPGG/9IGv12AWPsYBm/iplOSoVxeD8MyvAfv3Qzbbb/0YlItZuVv1CxSpegSgcA\nGDcIdcB41anfzqtodKSlVLMdMjHe+u2MsRVMJ2KDbTo5PgPuQI1Epc4fkFI/UcYp8+urkAv6ImNU\n6QAA4wehDhjvHEeqqrX9dpGoJNeO+R+P/XZ+sDOO5Oa9YDfOwu1AjMB95LpuydTLHo5e+hMvown7\nNQQAYJzgtx4AKxKVqui3k3Hs/WCM/bwzBLtNKzl6OVyVurYWu08wlrB9oV0V8vYYsRSsqgAAYJwg\n1AEIdOu3MyX9dqnxcxzR8YKdjD3Ol0kR7HozkkcvGybJlPs4fi9dNG6/fgAAjCP85gPQXbHfrrGk\n3y4zvvrtnIitWko22GbbxsfnPRDDHOrcQj5YZVDu6GWhYKt4ElU6AMC4RKgD0LOe+u3amu2D6EoP\nOZFoEOxy2aAahC6G+fsgucFWiavqZPyJraVyGfs8ErNhHACAcYZQB2DTuvbb+dMh063BtMFKFYnZ\ndQeSDXUEu+6G+/hl80f2eePk8h+7dNk4AADjEKEOQN906rerUbHfrL1FSld4v100LiVq7L+z7fYo\nKsoY+lDn5rK2Miwj1U/ofgH/a+FEvWoyAADjD6EOQP8YI8WrpNrGYBdYzu+3a6/cI5nRRLCsPdsW\n9HBheCt1/oCUuiaZSKz7x/WrdHGqdACA8YtQB2BgjGOPJdY02iOKcm2oq+R+u1hVcMQvkwpG6I93\nIxHqGsocvcxlJbm2j86hSgcAGL8IdQAGx4nYvWHjpd8uVhVMBE0nK/Nz7LeSPXVDea3plJRps4Gt\ntqnLG7v00g3nOgUAAMY4Qh2AodFbv12hgvrt/HUPkbh9OZ0cX8vZyxmuSl2xSjdRpuvuuXyH/QOC\ncbxKMQAA4xehDsDQ6anfrm1jZfXbGWMHp/jHTtOt4zvYDUOoc12308Lxbh8vS5UOAAAfoQ7A0OvW\nb6fK67czxn6OTtR+PulkZU8A7dUwHL9sa7bVuFhVsCvQl89Jbj6YyAoAwDhHqAMwfIr9dvX2336/\nXXuF9NsZY5ezl35ulRBY+2s4jl+WVOlM1+ullw4AgE4IdQCGXzQmVTd4u96MVPD77ZLh77czTjAk\nppAfn8HOHdpKnVvIS63r7Qtdj17mc/b7RyYYWAMAwDhHqAMwMoyxlZXaxmAtQC5bGf12xWDnBdZM\nKtyfT78NcaWudb2tfFbXy3TdP1es0iWo0gEA4CHUARhZxrEVu3L9dh2Z8IYhJ2KPmcrYXrBMW3g/\nl/4a6uOXLR/Z512rdIVcsBswRpUOAAAfoQ7A6CjXb5dJhbvfzokEQz3y2fBXIPts6I5fuh0Zqa3F\nBsT6iZ3fmM3Y59GE/eMAAACQRKgDMNqK/Xa1wfHFMPfbRaJBsMtlguOClWwoK3X+gJS6zWQi0eD1\nhbwNylJwfBcAAEgi1AEYC4yxx+lqmiqj3y4SsyFVsqGu0oPdEIW6zrvpJnd+Y4dfpYtLXReRAwAw\nzvGbEcDY4S/1rmkM9o9l2224C1u/XTQuxWvsv7PttmpXsYbo+GWmzd5XkagdqFO8+kJw/1GlAwCg\nG0IdgLHH702r9vvtXK/friUYlBEGsYQUr7b/zrTZ6mMlGqrjl/6AlPpJMqU9c36VLhKz3w8AAKAT\nQh2AsSvStd8ubweppJP232EQqwqqS5lUuEJpXwxR9dR1C1LLOvtC46TSN3ReNg4AALoh1AEY23rs\nt2sOz9qAWFVwnDSdDO90z7JK7v/BVOpSzTbwxquCfkQpqNI5UXssEwAAdEOoAxAO5frtOtLh6Lcz\nxvbX+Xv5wlRp3JQhO3oZDEgx/nW5rpSjSgcAwKYQ6gCES1j77YyxFahIVJIb3pUNPRp4qHPzOSm5\n3r5QunA8l7VfXydClQ4AgF4Q6gCEU6d+Oyfot2tvHbtVMGOkRF2wbD3dap+H2VBU6lrX2+upaZCJ\nJYLrLe2lG4odeAAAVChCHYDwKvbbNQZTJvMdY7vfzhhbaTSOF+ySY/N29tVQhLri0cuSKl2+w94/\nxgmOrQIAgLIIdQDCzxgb6mqayvTbpcf5FVOrAAASA0lEQVReaDKOVFUfVBhDHewGt6PO7cjYo7PG\nSHUTvFdSpQMAoD8IdQAqh+N4/XYNdlqi69qKXXuLlBtj/Xb+bTVGKuRsX2AYg91gK3V+la5ugozf\nN5fP2bBrTBDSAQBAjwh1ACpPJGoHqZT226XHYL+dE7EVOxl73DA7Ro+M9mYQoc51XanZWzjeMDl4\nA1U6AAD6hVAHoDJtst9ujAwo8ad5SnbaY7Y9ZMFuEMcv0ykb4CIxqbbRvi6fs5VLGSmaGKobCQBA\nRSPUAahsPfXbpZrHTr9dJGqnYkpSLhNUqsJgMMcvW/wq3cRgN12xSpegSgcAQB8R6gCMD1377TTG\n+u2iMXtcVLLBpiMzurenrwYY6ly3ILWusy/4Ry8L+WDXYIwqHQAAfUWoAzC++P12/lqBsdRvF41L\n8Rr772ybPY455g3w+GVyoz1qGa+WEv7n7FXpogn7tQEAAH3Cb00A448/VbFsv11qdPvtYgk7IESy\nt2UsVBF7M9Djl/7Uy8bJ9uhlIS/lvRBLlQ4AgH4h1AEYvzr123lBoiNj++2yo9hvF6sKbk8maSta\nY1b/K3VuPielNtgX6r2F4/5x02jcDo8BAAB9RqgDAMeRqmptv13E67fLttnKXS478uHOD5v+YJd0\n0psIOQYNpFLXus6+X02jTCxuK6M5L9T5VUoAANBnhDoA8EWidm+c32/nFmygSo9CtcwY218XiUly\nvWA3hnbs+QYS6vyjlw1dqnSRGFU6AAAGgFAHAKU69dvVqLgYvL1l5PvtjLETMZ2oDU/ppFQYI/v1\nivp3/NLNpu1QGuNI9RPs59VBlQ4AgMEg1AFAOcZI8Sq7FDs2iv12xtjKoRPxKoetY2dxutT/Sp1f\npaufIONEvEDn2uAaiQ7LTQQAoNIR6gCgN8ax1bLR7Lfzg13pkdCxsDRd6leoc123ZOH4JPu+OX/Z\nOFU6AAAGilAHAH3RY79d68j02xnHfnx/t15mrAS7fhy/TCdtZS4as8db/VDsRKjSAQAwCIQ6AOir\nsv12Odtvl04Nf7+b49hQ6X/cTGr0g11/jl82e1W6+kk2AnaUVOn6u+cOAAAUEeoAoL/K9dvlMlLb\nRinbPrxBy4l4wU52gEu2bfSCXT8+rlso2FUGktQ42d52t2Arj5HYMN1AAADGB0IdAAyU329X0xgE\nk2z78PfbRaJBsMtlg4rXaNpUpS21wR4bTdTIxKup0gEAMIQIdQAwWE5Eqq63PW/FKZVJO7p/uPrt\nIjEbKCUbkLKjEOz6c/SyuJtusr1PCvngOCsAABgUQh0ADJVozE7JTHj9dgW/326Y9stF497HktTR\nHux7GzF9G5Li5jqk5Eb7QsPEoEoXpUoHAMBQYNwYAAwlY+yRwmjcVs860vaIZC4rxauH/rhhNGEr\nZtl22183ktWvvlbqWtdJcqXaJhnj2LArE/QjAgCAQaFSBwDDwTi2ilau364jM7T9drGqYM9bJmWH\nkIyEvoa64tHLSSW9dAmqdAAADBFCHQAMp3L9dpnU0Pfbxaps1U6yxz1HYndeH45futl2e3uciFTT\nEAROqnQAAAwZQh0AjITSfjszDP12xtjjnRHv6GU6aYeRDKe+VOr8Kl3dBBk/0EUTtpIJAACGBL9V\nAWCk+P12NU3Bcclcduj22xljQ2MkJsmV0q3DG+w2Eepc15WavVBXP8F+rhJVOgAAhhihDgBGmh++\nhqPfzhi76sCJ2utJJ+2Rz2GxieOX7a12KXs0HgxvicbtUUwAADBkCHUAMFr8frvqrv12LYPriTPG\nLicv3Zk3HMFuU8cvWz6yzxsmyuT9Kl3V0N8OAADGOUIdAIy2iN9vV+v12+VL+u0GeHzSD3bGsdeR\nTg3txE1JvVXq3EJBal1vX6husM8jMap0AAAMA0IdAIwFxtvb1q3frlnKtA0skBnHC3beYJZMcmiD\nXW+VuuR6GyYTtTL+26nSAQAwLAh1ADCWlPbb+X1oHWk7TGUg/XZOxK5TkLFHOgcaEMvpLdT5Uy9r\nmyS5tscvEh2ajwsAADoh1AHAWOREbJWt2G/nlvTb9XO5uH9dkpTPDs2kTUk9Hb90c1kptdG+vqra\nvpIqHQAAw4ZQBwBjWdl+u9b+99tFokGwy2Vs9W+weqrUta6zz2vqZZyIDZVU6QAAGDaEOgAY60r7\n7eJe5Wsg/XaRmA2Hkg11gw12PYU6fzdddb19HqvqfUE5AAAYFEIdAISFMTbUDabfLhqX4jX239l2\n+34D1v34pZtps8dEnYhUVWOHtfi7+AAAwLAg1AFA2BT77RqCJeP96beLJYKKX7bNVv0GolylriWo\n0hnjUKUDAGAEEOoAIKwiUXvEMVEb7KNrb7VPm+q3i1UFw0syqf4PX5G6hTrXdYNQV1NvX+9XFAEA\nwLAh1AFAmBX77RqD6lu+o6TfrtDz+8aqgtCVTtqVB/3S5bhnW4ut+kVi9rZEqdIBADASCHUAUAmK\n/XZNXfrtmu3zcv12xtj+Or/nrb8TNYstdV5wK1bpGryjl4kBfSoAAKB/CHUAUEkcp0y/XZvtt8uV\nOWJpjD2+GYlKcqV0q1Topbrnc12VDkpxC/mSVQYNNtBRpQMAYEQQ6gCgEvn9dlV1Qb9duod+O2Ok\nRF2w5Dzd2vuxza6MkZIb7PvEq2Ricap0AACMIEIdAFQqf1BJ2X67VOfgZowXACP29elk7ysSuk6+\nbP7IPq9plKIJGyQBAMCI4LcuAFS6Tv12XgWtIyOlmqVsSb+dcbpU9noLdiVHL/1F6JKtDlKlAwBg\nRBnX7cu2WgBAxcjn7H46f9qlcaRETTBgxT+q6bp2iEqitssuuhb7ciQi5Trk5jqkto+lfE5mygyp\nqnbkPycAAMYxQh0AjEeua49ilq49iMRsuHMiwc47uTbsmZiUy0kvvyz94AfSX/4ipVJSfb20335y\n/+VSadttZaqqpVhsVD81AADGG0IdAIxnrmtXHmTTKh6pjCXscc1CwVbs8o70l5elb3xDeuONnq9r\nzz2lRYukbbeVqqtH5OYDAABCHQBAstW6TLuUy3iv8Prwsjnpt7+Vjj9eyvdhh11trfSHP0i77y4l\n6K0DAGAkMCgFAMaJ+vp6rVq1qvwbjWN74aobgp11hZz0+uvSCScUA913JZ3c2wdJpaRDD5XWrRv0\n7f3jH/+orbfeetDXAwBApSPUAUCFmT59umpqalRXV6cttthC8+bNUyqVUmtrq6ZPn977O0eiUpW3\n3y6Tl771LakjWFrep3Xizc3S976n0046Sd/5zncG86kAAIA+INQBQIUxxmjp0qVKJpN67LHH9Pvf\n/17XXXddf67ADkdpbbVHKUv0+bz+okV9/3gAAGBQCHUAUMF23313ffnLX9aKFSvkOI5WrlypbDar\n2bNn6+abb5Yk5fN57bvvvsXgt3btWh0zZ44m77ijZki6qZfrP1bSVEmNkj4n6VXv9T9PpXTv/ffr\nxhtvVH19vY488sjguo85RpMnT9aMGTN0003Btbe3t+u0007TpEmTtM8+++i1114b4nsDAIDKRKgD\ngArkz8BatmyZHnnkEc2ePbv4tng8rkWLFumaa67R66+/ruuvv16u6+qqq65SoVDQ4YcfrmlTp2rF\n5z+vhZKul/R4Dx/nK5LelPQ3SdtKOtF7/ZmSTtx5Z33rssvU2tqqBx98MLjuadO0YsUKLVy4UNdf\nf70ef9xe+/z58/Xmm2/qzTff1JIlS3TTTTfJmD4d+AQAYFyLjvYNAAAMLdd1NWfOHEWjUTU2NuqI\nI47QlVde2ekI5i677KKrr75aRx55pD7++GM9//zzMsbo+eef18qVK/X00qWq/uY3NUW2Gne/pEPL\nfKzTvOe1kq6RtKOkVkn1kpTPyy2ZmPnCCy/Y6376aVVXV2vKlCk69thjdf/99+vQQw/V4sWLdfXV\nV6upqUlNTU2aO3eu7rjjjuG4iwAAqCiEOgCoMMYYPfjggzrwwAN7vdwpp5yiq666SnPnztX2228v\nSXrnnXeUTCa15Sc/KbW1SZLykg4o8/55SVdJWiLpIwVHPz6WF+oSCSka/JopXveWWwbXkc/rgAPs\ntb/33nuaNWtW8W2zZ88m1AEA0AccvwSAceqcc87RV7/6Vf32t7/VM888I0naeuutVV9frw/ee08b\nlizRBkktkpaWef97JS2U9ISkZkkveK/3h6mY7bdX6SrU4nV/8IE2bNigDRs2qKWlRUuX2mufOnWq\nli1bVrz8Sy+9NKSfLwAAlYpQBwDj0N13361ly5bprrvu0k9+8hOdeuqpSqVS2nvvvTVjxgxdefXV\nWrXjjspvvrlWSHqxzHXUyR67rJG0Svb4ZdFnPqMp226r5cuXK5fLSVJw3VdeqVWrVimfz2vFihV6\n8UV77ccdd5zuvPNObdy4Ue+++64eeOCBYbwHAACoHIQ6ABgn/KEjq1ev1sUXX6yFCxeqpqZGX//6\n1/XpT39al1xyiRzH0dKlS7V27Vrt87nPaXJrq86UrdZJdk+dP7rkSEkHSpol6XBJXyt5my6/XGec\neabWrFmjiRMn6uijj+583fvso8mTJ+vMM89US4u99muvvVbbbbedtt9+e82dO1fnnXceg1IAAOgD\n45aejQEAoFRbm/SVr0h//GPf3+fUU6VbbpFqa4ftZgEAgACVOgBAz2pqpKVLpcMO69vl//mfpZ/+\nlEAHAMAIItQBAHpXWyv96lfSE09IhxwidT0SGY1Kc+dKL7wg/cd/2CAIAABGDMcvAQB947pSMiml\nUtKKFVJLi9TUJM2eLUUiUkPDaN9CAADGJUIdAAAAAIQYxy8BAAAAIMQIdQAAAAAQYoQ6AAAAAAgx\nQh0AAAAAhBihDgAAAABCjFAHAAAAACFGqAMAAACAECPUAQAAAECIEeoAAAAAIMQIdQAAAAAQYoQ6\nAAAAAAgxQh0AAAAAhBihDgAAAABCjFAHAAAAACFGqAMAAACAECPUAQAAAECIEeoAAAAAIMQIdQAA\nAAAQYoQ6AAAAAAgxQh0AAAAAhBihDgAAAABCjFAHAAAAACFGqAMAAACAECPUAQAAAECIEeoAAAAA\nIMQIdQAAAAAQYoQ6AAAAAAgxQh0AAAAAhBihDgAAAABCjFAHAAAAACFGqAMAAACAECPUAQAAAECI\nEeoAAAAAIMQIdQAAAAAQYoQ6AAAAAAgxQh0AAAAAhBihDgAAAABCjFAHAAAAACFGqAMAAACAECPU\nAQAAAECIEeoAAAAAIMQIdQAAAAAQYoQ6AAAAAAgxQh0AAAAAhBihDgAAAABCjFAHAAAAACFGqAMA\nAACAECPUAQAAAECIEeoAAAAAIMQIdQAAAAAQYoQ6AAAAAAgxQh0AAAAAhBihDgAAAABCjFAHAAAA\nACFGqAMAAACAECPUAQAAAECIEeoAAAAAIMQIdQAAAAAQYoQ6AAAAAAgxQh0AAAAAhBihDgAAAABC\njFAHAAAAACFGqAMAAACAECPUAQAAAECIEeoAAAAAIMQIdQAAAAAQYoQ6AAAAAAgxQh0AAAAAhBih\nDgAAAABCjFAHAAAAACFGqAMAAACAECPUAQAAAECIEeoAAAAAIMQIdQAAAAAQYoQ6AAAAAAgxQh0A\nAAAAhBihDgAAAABCjFAHAAAAACFGqAMAAACAECPUAQAAAECIEeoAAAAAIMQIdQAAAAAQYoQ6AAAA\nAAgxQh0AAAAAhBihDgAAAABCjFAHAAAAACFGqAMAAACAECPUAQAAAECIEeoAAAAAIMQIdQAAAAAQ\nYoQ6AAAAAAgxQh0AAAAAhBihDgAAAABCjFAHAAAAACFGqAMAAACAECPUAQAAAECIEeoAAAAAIMQI\ndQAAAAAQYoQ6AAAAAAgxQh0AAAAAhBihDgAAAABCjFAHAAAAACFGqAMAAACAECPUAQAAAECIEeoA\nAAAAIMQIdQAAAAAQYoQ6AAAAAAgxQh0AAAAAhBihDgAAAABCjFAHAAAAACFGqAMAAACAECPUAQAA\nAECIEeoAAAAAIMQIdQAAAAAQYoQ6AAAAAAgxQh0AAAAAhBihDgAAAABCjFAHAAAAACFGqAMAAACA\nECPUAQAAAECIEeoAAAAAIMQIdQAAAAAQYoQ6AAAAAAgxQh0AAAAAhBihDgAAAABCjFAHAAAAACFG\nqAMAAACAECPUAQAAAECIEeoAAAAAIMT+P6nme2xCbohuAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1077bd450>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# And then export it to json for javascript magic.\n",
"\n",
"from networkx.readwrite import json_graph\n",
"import json\n",
"data = json_graph.node_link_data(G)\n",
"with open('{}_graph.json'.format(group_name), 'w') as f:\n",
" json.dump(eval(str(data)),f)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
}
],
"metadata": {}
}
]
}
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