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{ | |
"metadata": { | |
"name": "", | |
"signature": "sha256:316c9bd5d67d3c04ea7799a9c7c85052dc84e027faa8bbdffb0fd9e488594ff0" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"ProjX is a prototype implementation of a query/schema manipulation language for NetworkX. This example has highly limited functionality and the implementation is naive; it's just a little demo for some code I whipped up last night. I hope to expand the functionality to be able to compose complex multi-part queries. The class can be found at: https://gist.github.com/davebshow/6ac8fa577cc31e3b5d79 The notebook .json is here: https://gist.github.com/davebshow/af9610221bfe4dc1e052" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"%matplotlib inline" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import networkx as nx\n", | |
"import matplotlib.pyplot as plt\n", | |
"from projx import ProjX, test_graph, labels, colors" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.rcParams['figure.figsize'] = 17, 7" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 3 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 4, | |
"metadata": {}, | |
"source": [ | |
"This is the starting state of the graph. Note that node types are color coordinated, but not consistent across further examples." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"g = test_graph()\n", | |
"\"\"\"\n", | |
"def test_graph():\n", | |
" g = nx.Graph([(1, 2), (1, 3), (1, 4), (1, 5), (2, 5),\n", | |
" (3, 9), (4, 9), (5, 6), (6, 7), (7, 8),\n", | |
" (10, 5), (11, 5)])\n", | |
" g.node[1] = {'type': 'Person', 'name': 'davebshow'}\n", | |
" g.node[2] = {'type':'Institution', 'name': 'western'}\n", | |
" g.node[3] = {'type':'Publication', 'name': 'LLC'}\n", | |
" g.node[4] = {'type':'Publication', 'name': 'socialnet'}\n", | |
" g.node[5] = {'type':'City', 'name': 'london'}\n", | |
" g.node[6] = {'type':'Institution', 'name': 'stats canada'}\n", | |
" g.node[7] = {'type':'City', 'name': 'toronto'}\n", | |
" g.node[8] = {'type':'Person', 'name': 'adam'}\n", | |
" g.node[9] = {'type':'City', 'name': 'new york'}\n", | |
" g.node[10] = {'type':'Person', 'name': 'javi'}\n", | |
" g.node[11] = {'type':'Person', 'name': 'chong'}\n", | |
" return g \n", | |
"\"\"\"\n", | |
"lbls = labels(g)\n", | |
"clrs = colors(g)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 4 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"pos = nx.spring_layout(g)\n", | |
"nx.draw_networkx(g, pos=pos, node_color=clrs)\n", | |
"nx.draw_networkx_labels(g, pos=pos, labels=lbls)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 5, | |
"text": [ | |
"{1: <matplotlib.text.Text at 0xb1004ac>,\n", | |
" 2: <matplotlib.text.Text at 0xb10046c>,\n", | |
" 3: <matplotlib.text.Text at 0xb1004cc>,\n", | |
" 4: <matplotlib.text.Text at 0xb10052c>,\n", | |
" 5: <matplotlib.text.Text at 0xb10056c>,\n", | |
" 6: <matplotlib.text.Text at 0xb1005ec>,\n", | |
" 7: <matplotlib.text.Text at 0xb10064c>,\n", | |
" 8: <matplotlib.text.Text at 0xb1006ac>,\n", | |
" 9: <matplotlib.text.Text at 0xb10070c>,\n", | |
" 10: <matplotlib.text.Text at 0xb10076c>,\n", | |
" 11: <matplotlib.text.Text at 0xb1007cc>}" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
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QqVMntm3bBsDq1aupVq0aPXr0wGw207BhQ5566ilWrFiBxcMDL+Clq8S3k4Lh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\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0xb0aa86c>" | |
] | |
} | |
], | |
"prompt_number": 5 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 4, | |
"metadata": {}, | |
"source": [ | |
"MATCH subgraphs." | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 5, | |
"metadata": {}, | |
"source": [ | |
"Simple subgraph matching using a \"mode sequence\", which limits a depth first traversal to walk only paths containing node types that match the sequence. For example, if we are interested in all of the paths between a person and a city by way of their publications, we could say \"MATCH Person-Publication-City\"." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Wrap the graph with ProjX\n", | |
"p = ProjX(g)\n", | |
"subgraph = p.execute(\"MATCH Person-Publication-City\")" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 6 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"lbls = labels(subgraph)\n", | |
"clrs = colors(subgraph)\n", | |
"pos = nx.spring_layout(g)\n", | |
"nx.draw_networkx(subgraph, pos=pos, node_color=clrs)\n", | |
"nx.draw_networkx_labels(subgraph, pos=pos, labels=lbls)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 7, | |
"text": [ | |
"{1: <matplotlib.text.Text at 0xb266a8c>,\n", | |
" 3: <matplotlib.text.Text at 0xb266bcc>,\n", | |
" 4: <matplotlib.text.Text at 0xb266c0c>,\n", | |
" 9: <matplotlib.text.Text at 0xb266c6c>}" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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Dhw8RHh6OyZMn49q1a5BIJNi4cSPMzMxw9OhRbN68Gc+fP4dI7kX7eGFeIY5P/Rk+0d6Y\n83QmWvUzRYeRHaBhqIH7V+7j8T9P4B83ElP+mYzC3EIcm3IcAFD0rAhLly7F1KlTkZmZicuXL8PS\n0lJ63WXt6RKJ5LXXWV5CQgLatWuHrKwszJ49GwEBAdJto0ePhpKSEpKTk3Hp0iXExMRgy5YtMDc3\nx4YNG2Bvb4+cnBw8evSoZr5AIiKiBk5B6ABERETvw6effgoDAwMAgLu7Oy5fvgwA0NHRwdChQ6X7\nff755+jTp4/0uUgkwpgxY9CyZUsAwIABA3Dt2jXpPl5eXpg3bx7u3r2LXbt2QV1dHY8ePcLs2bMh\nFouhoKAABwcHFBQUQEVFBUZGRggODoaRkRFU1JSR9yAfqrqqL95LToQHVx+gIKsAqWfFCLz0ohh+\n8McD6JnrQctUCwDQZ6kTNnTYjMHb3fDg+kNYW1tjxIgR0uspP1JdtvrJ667zZS1atJAW4/7+/pg8\neTIePHgAiUSCY8eO4cmTJ1BWVoaKigqmTZuGzZs3Y/z48eBqK0RERG+PhTkREcmEsqIcAFRUVJCW\nlgYAyM/Px/Tp03H8+HE8fvwYAJCbmystMIuLi1FcXIyYmBiIxWL8/vvvyMjIkLaC3759G0+ePIGj\noyNEIhFSU1MRFBQEOTm5siVUMGzYMGzatAmqqqoVMokminAj4gaaLNCDkpoShu31wLmV53Hv1xSU\nFJZgjWEw5BTkkHs/D0/FOdjSdRvG/T4Wms01UVpciozL95Gdlo0u7lXP6l6muut81aRv5T+vsty5\nubnIzMxEUVERmjVrJt1eWlqK5s2bv9H3QERERJWxMCciIpkkkUiQmpqKxYsX48yZMxg/fjyePn2K\nq1ev4ujRozAzM4NYLMbz589x69YtnDp1CsbGxiguLoa2tjbGjRsHIyMjJCcnY968eUhKSkJ4eDi2\nbduGmJiYN8rwyaRP0GdQH9gH2UFeUR6tXVqhtUsrFDwpwC+fn0LGpQwMj/TCNtvtUNFVwUfHvQEA\n2feyIacgh1sHk2FlZYWUlJQq36Os6F61ahVu3ryJhIQENG3aFJcvX0aXLl2qLMyrYmJigkaNGiEr\nKwtycpXviKuJmd2JiIhkDe8xJyKiBic3Nxc3btxAbGwsdu3ahezsbAQHB2Po0KGwtbXF6tWrsWfP\nHtja2uLgwYN4+PAh7t27BwUFBWRkZEAkEiEyMhIZGRlwdHTEV199hRMnTmDHjh1wcnJCu3btMGTI\nEHTt2hW6urrS9x00aBBu3ryJ0NBQFBUVoaioCBcuXMD169dfmdPS0hKtTFvhWsR15D3Iw42omyjM\nK4RyY2WoNVGFgrIC1PXVoN9ZH49uPUZhTiEKcwvxy+enYO7ZDn9svoqvvnyRLSIiAsXFxcjKysKV\nK1cAvPjxoWzkPzc3FyoqKtDU1MSjR4+k98W/rWbNmsHFxQUzZsxATk4OSktLkZycjNOnTwMA9PX1\nkZqaiqKiov90fiIiIlnEwpyIiOqN0tJSZGRk4OLFizh48KB0ne7Ro0fD2dkZFhYW0NTURNOmTeHu\n7o7FixcjJiYGpaWlMDY2hq+vL4KDgxEYGIiRI0ciLS0NiYmJsLCwwO7du7Fv3z5MmDABIpEI7dq1\ng4bGixnTy48Cv2q977LnGhoaiImJQXh4OIyMjNCsWTMEBQVJ1xnfvXs3OnToUOHYtSvWInZaHO7/\n8QDnv03AGqPvsFL3W9yLT8HAH1wBAMMjPWE/yw47e4biu1bfQ15ZHvnp+Sh+VgxFRUUcPXoUq1at\ngq6uLqysrPDHH39Uyjpt2jQUFBRAT08P3bt3x4ABA6oc3a7uGgFg165dKCwshIWFBXR0dODl5YWM\njAwAQN++fdG+fXsYGBigadOmb/HtEhERyS6RkJO0iEQiCSeJISIiACgoKEBaWhpSU1MhFosrPVJT\nU5GRkQEtLS0YGRnByMgIxsbG0r/LP7S0tOpVS3XEvgiM/zgQ7uFuMO3dotp9n2U/w8HhR9BKuRWm\nTJiCgIAAfPLJJ5g7d+4rW8uJiIio9vw7n8w7/0sHC3MiIqpVEokEWVlZlYrslwvvvLw8GBoaViqy\nyxffzZo1Q6NGjYS+pFpx8uRJePt6Q8dcBx0nt4fZkA8grygv3f7w74e48sMfuLr7L/j5+iF4dTAU\nFBSQmpqKESNGQEtLC7t27arQWk9ERES1i4U5EREJrrCwEGlpaVWOcIvFYqSlpUFVVbXaEW5jY2Po\n6urWq1Hu2lBYWIgDBw7g2++/xbW/r0HHRAcKjeSRl5WP4twiTAiciAmBE2BiYlLhuKKiIgQFBWHf\nvn3Yu3cvunXrJtAVEBERyRYW5kREVGskEgmys7OrHN0uezx+/BgGBgZVjnAbGRnB0NCw0jJh9Hpi\nsRj379/H8+fPoa2tjVatWkFJSanaYyIjIzF+/HjMmzcPn3zyicz/0EFERFTbWJgTEdF/UlxcjIyM\njNe2lisoKLxydLt88d20aVPe11zH/PPPP/D09ETr1q2xdetWNG7cWOhIREREDdZ7K8yjo6Ndp02b\ntqakpER+3LhxW+bMmbO8/PaoqKghCxYs+FJOTq5UTk6u9JtvvpnVp0+f2LLtJSUl8l27dv3d2Ng4\n9dChQ+4vXQQLcyKiGpSTk1Pl6HZZ8Z2ZmQk9Pb1qW8uNjIykM5JT/fPs2TNMmzYNJ0+exL59+2Bp\naSl0JCIiogbpvRTmJSUl8mZmZjdOnDjRz8jISGxjY3MhLCzMx9zc/FrZPnl5eWpqamp5AHD16tWO\nQ4cO/enWrVttyravXr16xsWLF61zcnI0Dh48OPili2BhTkT0BkpLS/HgwYPXtpYXFxdXO3makZER\nDAwMoKCgIPQl0Xuwe/duTJs2DcuWLcPYsWPZ2k5ERFTDaqowr/bfzBISEmzbtGlzy9TU9A4AeHt7\nh0dFRQ0pX5iXFeUAkJubq66np5dZ9jw1NdX46NGjA7/44ouvV69ePeNV77Fw4ULp305OTnBycvqv\n10JEVC8VFBRUObpd9sjIyIC2tnalortnz54Vim9NTU0WXyQ1cuRIdOnSBZ6enoiPj8f333/P+/2J\niIjeQVxcHOLi4mr8vNUW5mKx2MjExCSl7LmxsXHq+fPnK031GhkZ6REUFLQ0PT29WUxMjEvZ69On\nT//2m2++mfX06dMqb3ArX5gTETUkEokEmZmZr20tz8/Ply4TVlZgm5qawsHBQSaWCaPaZW5ujoSE\nBEycOBHdunVDREQE2rVrJ3QsIiKieunlweRFixbVyHmrLcxFItEb9Zl7eHhEenh4RMbHxzv6+fmF\nXL9+vd2RI0cGNW3a9IGVldWluLg4pxpJS0RUR5RfJqyq1vK0tDSoqalVGuXu1q1bhedcJoxqm5qa\nGnbt2oUtW7bA0dER3333Hby9vYWORURERP+qtjA3MjISp6SkSBdLTUlJMTE2Nk6tan9HR8f44uJi\nhaysLN3ffvut+8GDBwcfPXp04LNnz5SfPn3a2N/ff9euXbv8a/ICqOEZOHAgfHx84OfnJ3QUkkES\niQRPnjx5bWv5kydP0KxZs0pFt7W1tXTk29DQECoqKkJfEhGAF/fABQYGomvXrvDy8kJ8fDxWr17N\nTgwiIqI6oNrJ34qLixXMzMxunDx5sq+hoWGara1twsuTvyUnJ7du1arVPyKRSJKYmNjFy8srIjk5\nuXX585w6darXypUrZ3JWduGYmppi27Zt6NOnj9BRUFhYiCVLlmDPnj1IS0tDkyZN0KdPHyxYsAAt\nWrSosO+OHTuwdetWxMfHC5SWGpLi4mKkp6dX21qelpZWYZmwqmYt5zJhVJ9lZ2djzJgxSElJwY8/\n/oiWLVsKHYmIiKheei+TvykoKBSvW7duSv/+/Y+XlJTIBwQEbDU3N7+2cePGCQAwYcKEjfv37/9w\n165d/oqKikXq6uq54eHhr+yNe9O2eKod//4DI3QMAICnpyfS0tIQFhYGKysr5ObmYvfu3Th58iTG\njh0rdDyqp8ovE1ZVa3lmZiaaNGlSqcju0KFDhefq6upCXw5RrdLU1MT+/fuxZs0a2NnZYcuWLXB3\nd3/9gURERFQrXruOea2+OUfM3ws/Pz/s2bMHjRo1gry8PBYsWIBTp07B1dUVU6ZMke7XqVMnLF68\nGEOGDIGcnBzWrl2LNWvW4OnTpxgzZgyWL18uvQ9227ZtWLlyJTIyMmBra4tNmzahefPmr81y4sQJ\nDB48GElJSTAyMnrlPk5OTvDz84ODgwM6d+6M4uJiqKioQFFRETExMRg0aBAyMjKkWQ4cOIAvv/wS\nly9froFPi+qakpIS6TJh1bWWl5SUVLsmt7GxMfT19blMGNFLfvvtN3h7e8PHxwdff/01/ztCRET0\nFt7LiDk1DCEhIfj111+xdetWaSu7qakpVq1aJS3Mr1y5grS0NAwaNEh6XGRkJC5evIicnBz069cP\nZmZmCAgIQFRUFJYuXYrDhw+jbdu2WLp0KXx8fHDmzBkAgLu7OxwdHTF79uxKWU6cOCGd+KoqIpEI\nIpEI7dq1w8aNG7Fly5YKrex6eno4fvw4XF1dpdc3atSod/+g6L3Lz8+vsq28rPi+f/9+hWXCyopv\nJyenCoU3lwkj+m+6d++OxMRE+Pr6ok+fPggLC6v2f6OJiIio5rEwl1Hu7u6YMGECkpOT0bp1a4SE\nhMDb27vCSMmcOXOgpaUFLS0tTJs2DWFhYQgICMCGDRsQFBQEMzMzAEBQUBCWLFmClJQUmJiY4NCh\nQ1W+b1ZWFgwMDN4456s6Kvz9/REaGgpXV1c8evQIMTEx2LBhw1tcPdW2l5cJq6q1vKCgQLpMWNnD\n1NQUPXr0qLBMmJKSktCXRNSg6enp4ejRo1iyZAm6du2KkJAQ9OvXT+hYREREMoOFuYxSVlbG8OHD\nERISgv/9738IDw/H/v37K+xjYiKdkB/NmzdHWloaAODu3buYOnUqPvvsswr7i8XiCse8ip6eHpKS\nkt4p+8iRI9G+fXvk5+fjxx9/RM+ePaGvr/9O56Q39/z5c+kyYVW1lqenp0NNTa1Sa7mdnV2FkW8d\nHR2OchPVEXJycpg3bx66d+8OX19fTJw4EV988QXk5eWFjkZERNTgsTCXEa8qfkaNGgV/f384ODhA\nVVUV3bp1q7D93r17MDc3l/5d1trYvHlzzJ8/Hz4+Pm+do1+/fli7di3EYvEbtUq+KrexsTHs7Oxw\n4MABhIaGYvLkyW+dgyorWyasqtHtsuL76dOnMDAwqHT/dteuXaXPuUwYUf3Vp08f/P7779JblEJD\nQ9GkSROhYxERETVoLMxlhL6+PpKTkyssl2Zvbw+RSISZM2fC37/y8vIrV65Et27dkJOTg+DgYOkI\n+cSJEzF//nxYWlrCwsIC2dnZiImJgZeX12tz9O3bF87Ozhg6dCg2bNiATp06oaCgALt370ajRo0w\nZsyYSrlTU1NRVFQERUVF6ev+/v5YtmwZUlJSMGzYsP/6sciMoqIiZGRkVDt5mlgshpKSUqVJ0zp3\n7oxBgwZJR7+bNGnCZcKIGjhDQ0OcPHkS8+bNQ5cuXRAeHg4HBwehYxERETVYLMxlRFBQED755BPM\nnj0b8+fPx4wZMwC8KHAXLFiAqKioSscMGTIE1tbW0vVuy5Yy8/DwQG5uLry9vXH37l1oamrCxcVF\nWpgPHDgQPXv2xNy5c1+ZZd++ffj6668xYsQIpKenQ09PDy4uLliwYEGlffv27Yv27dvDwMAA8vLy\nePDgAQBg2LBhmDx5MoYNGwZlZeUa+Yzqq6dPn1Y7wi0Wi5GVlSVdJqx8e3nHjh25TBgRvZKCggKW\nLVuGHj16YNiwYZg9ezZmzJjB20+IiIhqAZdLk3EhISHYvHkzTp8+XeF1OTk53Lp1C61atXrrcxYV\nFSE7Oxvy8vLQ1NSstdHVtm3bYuPGjRW6ABqS8suEVdVenpqaColE8sqlwco/5zJhRPQu7ty5g+HD\nh8PIyAjbt2+HlpaW0JGIiIjqBC6XRu8sPz8f69evr7CW+X9VVFSEyMhIrFm+HOcSE6HWqBFKS0tR\nWFKCQa6umDZrFnr27FljIy0HDhyASCSqt0X5q5YJe7n4vn//PnR0dCoV3U5OThUK78aNG3MEi4hq\nlampKeIiFm44AAAgAElEQVTj4zFr1ixYW1sjIiICXbp0EToWERFRg8ERcxl1/PhxfPjhh3B2dsb+\n/fsrjWrLy8sjKSnpjUbMQ0JC8Nmnn0K7pASWOTloB6BsDt/nAP4QiXBZTQ0qurrYFRYGe3v7d8ru\n5OSE69evIyQkBM7Ozu90rppWWlpaYZmwqorvZ8+eSZcJe3l0m8uEEVFd9uOPP+Ljjz/GV199hfHj\nx/OHQSIikmk1NWLOwpzeydeLF2PtsmUYlp+PZtXsJwFwHcBxVVWE7N0LNze395Sw5pRfJqyq1vL0\n9HSoq6u/trWcy4QRUX128+ZNeHp6omPHjti4cSPnpyAiIpnFwpwEt3nTJsyfPh2++fnQeMNjxAB+\nVFVF9MmTsLOzq814b0wikeDx48evbS1/+vQpmjVr9srR7bLi29DQUOYnoyMi2ZCfn48pU6bg3Llz\n2LdvHywsLISORERE9N6xMCdBZWdnw6RZM4wqKIDeWx77F4C/2rTBnzdv1vqocVFREdLT06ttLU9L\nS6uwTFhVreVcJoyIqLLt27dj9uzZ+Pbbb+Hr6yt0HCIioveKk7+RoHbu3InWIlGlovwhgKMA0gGo\nAnAB0O6lfSwAnE5Px/nz599p1Lz8MmFVtZZnZWWhadOmlYrsTp06Sf/+8ssv0bJlSyxevPg/ZyEi\nklVjxoyBtbU1PD09ER8fj7Vr17JziIiI6C1xxJzemkQiQZvmzdEzNRWm5V4vBbAegA2AbgDuAAgD\nMAGA7kvnOCsSQXvYMITt21fp/CUlJbh///5rW8slEkmVo9tlI9/6+vqQl5ev9B7ljRkzBiYmJvjy\nyy//82dCRCTrnj59inHjxiEpKQn79u1D69athY5ERERU6zhiToJJSkpCzuPHaPHS65kAcgCUjYG3\nBGAC4A8AvV/at5NEguCoKCxfvrxS8f3gwYMKy4SVFd99+vSpUHjXxDJhJSUlAF782EBERP9d48aN\nsXfvXqxfvx729vbYsGEDhg0bJnQsIiKieoE3zNZhpqamWLVqFSwtLaGlpQVvb288f/4cAPDkyRO4\nubmhadOm0NHRgbu7O8RisfRYJycnzJ8/Hw4ODtDQ0MDgwYORmZmJkSNHQlNTE7a2trh79650/+vX\nr8PZ2Rm6urpo164dIiIiqsyVmZkJTQUFlJXEOwD8AuAAgEIAIQDy/90mAXAXwFYAywBswIuRdFUA\nhcXFWLlyJVq1agUfHx+UlpZCT08PeXl5yMjIgKqqKsaNG4fvv/8eX3zxBUaPHg1nZ2esX78eixcv\nrlCUDx48GGvWrAEAXLt2DU5OTtDW1kaHDh1w6NAh6X6jR4/GpEmTMHDgQKirqyMuLq7CteXk5KB3\n796YNm3aG31HRET0/0QiEaZMmYLDhw9jxowZmDFjBoqKioSORUREVOexMK/DRCIRIiIicPz4cdy+\nfRt//PEHduzYAeDFetkBAQG4d+8e7t27BxUVFUyZMqXC8Xv37kVoaCjEYjGSk5Nhb2+PgIAAPHr0\nCObm5li0aBEAIC8vD87OzvD19cXDhw8RHh6OyZMn49q1awCAPXv2wNLSUnre0tLSSlmvAvgQgBaA\nRwDOAEjGiyL8HoBeAObixT3nP+JF4S4vJ4fc3Fz4+/tjyJAhuHv3LrKyslBYWIiCggJcvHgRjo6O\nld5r9OjRCAsLk45yZ2Zm4uTJkxg5ciSKiorg7u4OV1dXPHz4EN999x1GjhyJmzdvSo8PCwvD/Pnz\nkZubix49ekg/66ysLPTt2xeOjo7SIp+IiN6era0tEhMTcfPmTfTq1QspKSlCRyIiIqrTWJjXcZ9+\n+ikMDAygra0Nd3d3XL58GQCgo6ODoUOHQllZGerq6vj8889x6tQp6XEikQhjxoxBy5Yt0bhxYwwY\nMAAffPAB+vTpA3l5eXh5eeHSpUsAgMOHD6Nly5YYNWoU5OTk0LlzZwwbNkw6av7RRx/hypUr0nPr\n6Ogg998W8DJWAJoA8AEgAnD230dTvCjW2/y7XysAhgD+BiAvLw8bGxucOnUKFy9eROfOneHg4IBf\nf/0V586dQ9u2baGtrV3pM7GxsYGmpiZOnjwJAAgPD0fv3r3RpEkTnDt3Dnl5eZg7dy4UFBTQu3dv\nuLm5ISwsTHq8h4cH7O3tAQCNGjUCAIjFYjg5OWHEiBG815yIqAbo6Ojg4MGDGDx4MGxsbBAdHS10\nJCIiojqL95jXcQYGBtK/VVRUkJaWBuDF+rHTp0/H8ePH8fjxYwBAbm4uJBKJtMVbX19feqyysjKa\nNm1a4Xlubi4A4O7duzh//nyFIri4uBj+/v6vzGRmZgaRsjLScnNh+O9r6v/+pz6AngASAfgCWIkX\no+PLyh1fCkARQD8nJ1h164a4uDgYGxujV69e0NbWxqlTp9CoUSM4OTlV+bn4+/sjNDQU/fr1Q2ho\nKKZPnw4ASEtLg4mJSYV9W7RoIf3cRCIRjI2NK2yXSCQ4cuQINDQ0MGHChCrfk4iI3o6cnBzmzp0L\ne3t7jBw5EmPGjMHChQtfOyknERGRrOGIeT21atUq3Lx5EwkJCcjOzsapU6cgkUiqnMSsuknSmjdv\njl69euHx48fSR05ODtavX//K/eXl5fHx1Km4/IrlcO4DKMGLe8t/+/dvS7xoYy97BAHIVVfHtNmz\n0atXL/zyyy84ffo0nJyc0KtXL8TFxeHUqVPo1atXlZl9fX0RFRWFK1eu4Pr16/Dw8AAAGBoaIiUl\npcLncPfuXRgZGVV5LpFIhMDAQPTv3x8DBw5Efn5+lfsSEdHb69WrFy5evIjffvsNLi4uuH//vtCR\niIiI6hQW5vVUbm4uVFRUoKmpiUePHknvFy+vfHFa3azjgwYNws2bNxEaGoqioiIUFRXhwoULuH79\nepXHBI4fj7/xYhZ24EUhDryYgT0aQCqA23jR2p6EF/eblwIoxosWd4maGvr06YPu3bvjxo0buHDh\nAmxtbWFhYSEdwe/Zs2eV729sbIyuXbvC398fnp6e0pZ0Ozs7qKqqYsWKFSgqKkJcXBwOHz4Mb2/v\nKj+HstfWrVsHMzMzuLu749mzZ1W+NxERvT19fX3ExMSge/fusLa2xunTp4WOREREVGewMK9HRCKR\ndOR72rRpKCgogJ6eHrp3744BAwZUGhUv/7z8sS9v19DQQExMDMLDw2FkZIRmzZohKCgIhYWFAIDd\nu3ejQ4cOFY5t2rQpZs6ejQhVVZQC0hnanQEMAtAcwMh//9MHQDyAbwCsAvCLnBwWL1sGOTk5qKqq\nwtraGu3bt4eCwos7K7p37w5TU1Po6elV+3mMGjUKV69ehZ+fn/Q1RUVFHDp0CMeOHUOTJk0wZcoU\nhISE4IMPPqj2cyh7bdOmTTA2NoaHh4d0BnwiIqoZ8vLyWLx4MbZs2YLhw4dj+fLlr5xQlIiISNaI\nhFy/WSQSSbh+dP0lkUgwcdw4RIeHwzM/H41fs78YwG45OXTv3RsxP//8zmuQx8fHw9fXt8Kyb0RE\nVD+kpKRgxIgR0NXVxc6dO6GjoyN0JCIiorcmEokgkUjerbABR8zpHYhEImzYsgWBc+Zgk7IyDqqo\nIAX/39YOvGhfvw5gr7o69mloYMOOHbj/4AGWLFnyTu9dVFSENWvWIDAw8J3OQ0REwjAxMUFcXBza\ntm0La2trXLhwQehIREREguGIOdWIR48eYfu2bQhevRq52dnQUFBAKYAnz5+jbdu2mD5nDjw9PaGs\nrIz09HQ4Ojris88+w6RJk976va5duwYbGxt07twZ0dHRUFdXf/1BRERUZx04cAATJ07EggUL8PHH\nH79zRxUREdH7UlMj5izMqUaVlpbi3r17ePz4MeTl5aGnpwdDQ8NK+/3zzz/o2bMnvvnmG/j4+AiQ\nlIiI6pJbt27By8sLH3zwAbZs2QINDQ2hIxEREb0WC3Oq9/7880/07dsX27dvx8CBA4WOQ0REAiso\nKMC0adMQFxeHiIgIdOrUSehIRERE1eI95lTvdejQAVFRURg9ejR+/fVXoeMQEZHAVFRUsHHjRsyf\nP1/6wy0REZEs4Ig5Ce7nn3+Gr68vYmJiYGlpKXQcIiKqA/766y94eXnBzs4O69atg6qqqtCRiIiI\nKuGIOTUYzs7OWLduHQYOHIhbt24JHYeIiOqA9u3bIyEhAc+fP4ednR1u3rwpdCQiIqJaw8Kc6gQv\nLy8sXLgQLi4uEIvFQschIqI6QF1dHaGhoZg8eTIcHBzw448/Ch2JiIioVrCVneqU5cuXY9euXTh9\n+jR0dXWFjkNERHVEYmIivLy8MGjQIKxcuRJKSkpCRyIiImIrOzVMc+bMgZubGwYNGoTc3Fyh4xAR\nUR3RpUsXXLx4ESkpKXB0dMTdu3eFjkRERFRjWJhTnbNs2TJ07NgRQ4cOxfPnz4WOQ0REdYSWlhYO\nHDiA4cOHw9bWFkeOHBE6EhERUY1gKzvVSSUlJRgxYgQAYO/evZCXlxc4ERER1SVnzpyBt7c3fH19\nsXjxYigoKAgdiYiIZFBNtbKzMKc66/nz53Bzc0OLFi2wefNmiETv/M87ERE1IA8fPoSvry+ePXuG\n8PBwNGvWTOhIREQkY3iPOTV4jRo1wk8//YQ///wTc+fOFToOERHVMU2aNMHRo0fRt29fWFtbIzY2\nVuhIRERE/wlHzKnOy8rKQq9eveDn54c5c+YIHYeIiOqgEydOwM/PDx9//DE+//xzyMlx7IGIiGof\nW9lJpqSlpaFHjx4ICgpCYGCg0HGIiKgOEovF8Pb2hrq6OkJCQqCnpyd0JCIiauDeWyt7dHS0a7t2\n7a63bds2afny5ZWGK6OiooZYWlpesbKyumRtbX0xNja2DwCkpKSY9O7d+5f27dv/1aFDhz+Dg4M/\nfdewJLsMDQ0RExODhQsXIiIiQug4RERUBxkZGSE2NhadOnWCtbU1zp49K3QkIiKiN1LtiHlJSYm8\nmZnZjRMnTvQzMjIS29jYXAgLC/MxNze/VrZPXl6empqaWh4AXL16tePQoUN/unXrVpuMjAyDjIwM\ng86dO1/Ozc1Vt7a2vhgZGelR/liOmNPbunLlClxcXBASEgIXFxeh4xARUR118OBBBAYGIigoCFOn\nTuUEokREVCvey4h5QkKCbZs2bW6ZmpreUVRULPL29g6PiooaUn6fsqIcAHJzc9X19PQyAcDAwCCj\nc+fOlwFAXV0919zc/FpaWprhuwYm2WZpaYkDBw7A19eXIyFERFSlwYMH49y5cwgNDYWnpyeys7OF\njkRERFSlahf9FIvFRiYmJillz42NjVPPnz/f7eX9IiMjPYKCgpamp6c3i4mJqTSMeefOHdNLly5Z\ndevW7fzL2xYuXCj928nJCU5OTm95CSRrHBwcsHPnTnh4eODkyZPo0KGD0JGIiKgOatmyJc6cOYMZ\nM2bA2toaERERsLKyEjoWERHVY3FxcYiLi6vx81ZbmItEojfqM/fw8Ij08PCIjI+Pd/Tz8wu5ceOG\nWdm23NxcdU9Pz31r166dqq6unvvyseULc6I3NWDAAKxduxaurq44ffo0WrVqJXQkIiKqgxo1aoT1\n69cjPDwcLi4u+PrrrxEYGMjWdiIi+k9eHkxetGhRjZy32lZ2IyMjcUpKiknZ85SUFBNjY+PUqvZ3\ndHSMLy4uVsjKytIFgKKiIsUPP/xwv6+vb6iHh0dkjSQm+pe3tze++OILuLi4ID09Xeg4RERUh3l7\neyM+Ph7fffcdRo0ahby8vNcfRERE9J5UW5h37dr196SkpLZ37twxLSwsVNq7d++IwYMHHyy/T3Jy\ncuuym90TExO7AICurm6WRCIRBQQEbLWwsPh72rRpa2rvEkiWTZo0CWPGjEH//v3x+PFjoeMQEVEd\n1q5dO5w/fx5ycnKwtbXFtWvXXn8QERHRe1BtYa6goFC8bt26Kf379z9uYWHx94gRI/aam5tf27hx\n44SNGzdOAID9+/d/2LFjx6tWVlaXpk6dujY8PNwbAM6cOeMQGhrq+8svv/S2srK6ZGVldSk6Otr1\nfVwUyZbPP/8c/fr1g5ubG0dAiIioWqqqqti+fTtmzJiBnj17Ys+ePUJHIiIiqn65tFp/cy6XRjWk\ntLQUAQEBSE9Px8GDB6GkpCR0JCIiquOuXLkCT09P9OvXD99++y2UlZWFjkRERPXMe1kujai+kJOT\nw+bNm6GiogJ/f3+UlJQIHYmIiOo4S0tLXLx4EZmZmXBwcMA///wjdCQiIpJRLMypwVBQUEBYWBge\nPHiAKVOmgN0YRET0Oo0bN8aPP/6IUaNGwc7ODpGRnKuWiIjeP7ayU4OTk5ODPn36SJfFISIiehPn\nz5/H8OHD4eXlhaVLl0JRUVHoSEREVMexlZ2oChoaGjh27BgOHDiAVatWCR2HiIjqiW7duiExMRF/\n//03evfujdTUKleIJSIiqlEszKlB0tPTQ0xMDL777jts375d6DhERFRP6Orq4vDhwxg0aBBsbGzw\n888/Cx2JiIhkAFvZqUG7ceMGevfujfXr12Po0KFCxyEionokLi4OI0eORGBgIObPnw95eXmhIxER\nUR1TU63sLMypwUtMTISrqyvCwsLQt29foeMQEVE9kpGRAR8fHygoKGD37t1o2rSp0JGIiKgO4T3m\nRG+oS5cuiIiIgI+PDy5cuCB0HCIiqkcMDAzw888/w9bWFtbW1vj111+FjkRERA0QR8xJZhw6dAiB\ngYGIjY2FhYWF0HGIiKieOXr0KMaMGYOZM2di5syZEIneeYCEiIjqObayE/0HoaGh+PzzzxEfH48W\nLVoIHYeIiOqZe/fuYfjw4dDX18eOHTugra0tdCQiIhIQW9mJ/gNfX1/MnDkTzs7OuH//vtBxiIio\nnmnevDlOnz6Nli1bwtraGr///rvQkYiIqAFgYU4y59NPP8VHH30EV1dXZGdnCx2HiIjqGSUlJaxZ\nswYrVqzAgAED8P3334MdgERE9C7Yyk4ySSKRYOrUqbh8+TKio6OhqqoqdCQiIqqHkpKS4OXlBXNz\nc2zatAkaGhpCRyIioveIrexE70AkEmHNmjVo0aIFhg8fjqKiIqEjERFRPdS2bVucPXsW6urqsLGx\nwZ9//il0JCIiqodYmJPMkpOTw7Zt2yASiTB69GiUlpYKHYmIiOohFRUVbN68GUFBQejduzd27twp\ndCQiIqpn2MpOMq+goACurq7o1KkTgoODufwNERH9Z3/++Sc8PT3Ro0cPfPfdd1BRURE6EhER1SK2\nshPVEBUVFRw8eBBnzpzBokWLhI5DRET1WIcOHXDhwgXk5eXB3t4eSUlJQkciIqJ6gIU5EQBNTU1E\nR0cjLCwMwcHBQschIqJ6TENDA3v27MGECRPg4OCA/fv3Cx2JiIjqOLayE5Vz9+5dODo64uuvv4af\nn5/QcYiIqJ77/fffMXz4cAwePBgrVqyAkpKS0JGIiKgGsZWdqBa0aNECx48fx6xZs3Dw4EGh4xAR\nUT3XtWtXXLx4Ebdv30bPnj1x7949oSMREVEdxMKc6CXm5uY4dOgQxo0bh1OnTgkdh4iI6jltbW1E\nRkbiww8/hK2tLY4dOyZ0JCIiqmPYyk5UhdjYWHh7eyM6OhpdunQROg4RETUA8fHx8PHxwahRo7Bo\n0SIoKCgIHYmIiN5BTbWyszAnqkZkZCQmTZqEuLg4mJmZCR2HiIgagAcPHmDkyJEoLi5GWFgYDAwM\nhI5ERET/Ee8xJ3oPPDw8sHTpUri4uCAlJUXoOERE1AA0bdoU0dHR6NWrF6ytrREXFyd0JCIiEhhH\nzInewOrVq7Fp0ybEx8ejSZMmQschIqIGIiYmBqNGjcInn3yCuXPnQk6OYyZERPUJW9mJ3rN58+Yh\nOjoasbGxaNy4sdBxiIiogUhNTYW3tzc0NTWxa9cu6OrqCh2JiIjeEFvZid6zxYsXw8bGBkOGDMGz\nZ8+EjkNERA2EsbExfvnlF1hYWMDa2hrnz58XOhIREb1nHDEnegslJSXw9fVFfn4+9u/fz9l0iYio\nRkVGRmL8+PH44osv8Omnn0IkeudBGCIiqkVsZScSSGFhIYYMGQJ9fX1s27aN9wMSEVGN+ueff+Dl\n5YVWrVph69atvH2KiKgOYys7kUCUlJSwf/9+JCUl4bPPPgN/XCIioprUqlUrnDlzBnp6erC2tsaV\nK1eEjkRERLWMhTnRf6CqqorDhw8jNjYWX3/9tdBxiIiogVFWVsYPP/yARYsWoV+/fti6dSt/CCYi\nasDYyk70DjIyMtCjRw/MmDEDkydPFjoOERE1QNeuXYOnpydsbGywfv16qKmpCR2JiIj+xVZ2ojrA\nwMAAP//8M5YuXYqwsDCh4xARUQNkbm6OhIQElJaWolu3brh+/brQkYiIqIaxMCd6Ry1btsSxY8cw\nffp0HD16VOg4RETUAKmpqWHnzp2YOnUqHB0dER4eLnQkIiKqQWxlJ6oh586dg7u7O3766Sf06NFD\n6DhERNRAXbp0CV5eXujfvz9Wr16NRo0aCR2JiEhmsZWdqI6xs7PDnj178OGHH3IGXSIiqjVWVla4\nePEi0tPT0aNHD9y+fVvoSERE9I5YmBPVIGdnZ6xfvx4DBw5EUlKS0HGIiKiB0tTUxP79+zFy5EjY\n2dnh0KFDQkciIqJ3wFZ2olqwefNmLFmyBL/++iuMjIyEjkNERA3Y2bNnMWLECPj4+OCrr76CoqKi\n0JGIiGRGTbWyszAnqiUrVqzAzp07cfr0aejq6godh4iIGrDMzEz4+fkhNzcX4eHh/FGYiOg94T3m\nRHXc7Nmz4ebmhoEDByI3N1foOERE1IDp6enhyJEjcHV1hY2NDU6cOCF0JCIieguvLcyjo6Nd27Vr\nd71t27ZJy5cvn/Py9qioqCGWlpZXrKysLllbW1+MjY3t86bHEjV0y5YtQ6dOneDh4YHnz58LHYeI\niBowOTk5fPHFFwgNDYW/vz8WLVqEkpISoWMREdEbqLaVvaSkRN7MzOzGiRMn+hkZGYltbGwuhIWF\n+Zibm18r2ycvL09NTU0tDwCuXr3acejQoT/dunWrzZscy1Z2kgUlJSXw9vZGaWkp9u7dCwUFBaEj\nERFRA5eeng5vb28oKysjNDQUTZo0EToSEVGD9F5a2RMSEmzbtGlzy9TU9I6iomKRt7d3eFRU1JDy\n+5QV5QCQm5urrqenl/mmxxLJAnl5eYSGhiInJwcTJ04Ef4wiIqLa1qxZM5w8eRJdunRBly5dcObM\nGaEjERFRNaoduhOLxUYmJiYpZc+NjY1Tz58/3+3l/SIjIz2CgoKWpqenN4uJiXF5m2MXLlwo/dvJ\nyQlOTk7/6UKI6rJGjRrhwIED6NevH+bMmYMVK1YIHYmIiBo4BQUFLF26FD169MCwYcMwe/ZszJgx\nAyLROw/sEBHJrLi4OMTFxdX4eastzEUi0RsN7Xl4eER6eHhExsfHO/r5+YVcv3693ZsGKF+YEzVk\n6urqOHr0KHr27AldXV3MmcNpF4iIqPYNGjQICQkJGD58OH799Vds374dWlpaQsciIqqXXh5MXrRo\nUY2ct9pWdiMjI3FKSopJ2fOUlBQTY2Pj1Kr2d3R0jC8uLlZ49OiRjrGxcerbHEskC3R0dBATE4ON\nGzdi06ZNQschIiIZ0aJFC8THx8PExATW1ta4ePGi0JGIiKicagvzrl27/p6UlNT2zp07poWFhUp7\n9+4dMXjw4IPl90lOTm5ddrN7YmJiFwDQ1dXNepNjiWSRoaEhYmJisGjRIvz4449CxyEiIhmhpKSE\n4OBgLF26FK6urtiwYQPnPSEiqiOqbWVXUFAoXrdu3ZT+/fsfLykpkQ8ICNhqbm5+bePGjRMAYMKE\nCRv379//4a5du/wVFRWL1NXVc8PDw72rO/Z9XBRRXdemTRscO3YMzs7O0NTURP/+/YWOREREMmL4\n8OHo3LkzPD09ER8fj40bN0JdXV3oWEREMq3a5dJq/c25XBrJuDNnzmDo0KGIioqCvb290HGIiEiG\n5OfnY8qUKTh37hz27dsHCwsLoSMREdU772W5NCKqXQ4ODti1axc8PDxw9epVoeMQEZEMUVVVxbZt\n2zBr1iz06tULoaGhQkciIpJZHDEnqgPCw8Mxc+ZMnD59Gq1atRI6DhERyZirV6/C09MTTk5OWLt2\nLZSVlYWORERUL3DEnKgB8fb2xrx58+Ds7Iz09HSh4xARkYzp2LEjLly4gCdPnsDe3h7JyclCRyIi\nkikszInqiIkTJ2Ls2LFwcXHB48ePhY5DREQypnHjxggPD8e4ceNgb2+PAwcOCB2JiEhmsJWdqA6R\nSCSYOXMmzp49i59//hlqampCRyIiIhmUkJCA4cOHY9iwYVi2bBmUlJSEjkREVCfVVCs7C3OiOkYi\nkWDs2LFIT0/HwYMH+S9DREQkiEePHmHUqFHIysrC3r17YWJiInQkIqI6h/eYEzVQIpEImzdvhoqK\nCvz8/FBSUiJ0JCIikkE6OjqIiorCkCFDYGNjg+joaKEjERE1WBwxJ6qjnj17hkGDBqFt27b44Ycf\nIBK98w9xRERE/8np06fx0UcfYcyYMVi4cCHk5eWFjkREVCewlZ1IBuTk5KBPnz5wdnbGkiVLhI5D\nREQy7P79+/joo48AAHv27IG+vr7AiYiIhMdWdiIZoKGhgWPHjuGnn37CqlWrhI5DREQyTF9fHzEx\nMXBwcIC1tTVOnz4tdCQiogaDI+ZE9UBqaip69OiBBQsWYOzYsULHISIiGRcdHY3Ro0dj2rRpmD17\nNuTkONZDRLKJrexEMubmzZtwcnLCunXrMGzYMKHjEBGRjEtJScGIESOgq6uLnTt3QkdHR+hIRETv\nHVvZiWTMBx98gCNHjmDixIk4efKk0HGIiEjGmZiY4NSpU2jbti2sra2RkJAgdCQionqLhTlRPWJl\nZYV9+/bBx8eH/wJERESCU1RUxOrVq7F69Wq4ublh3bp1YDckEdHbYys7UT10+PBhjBs3DrGxsbCw\nsPa4DAEAACAASURBVBA6DhEREZKTk+Hl5YW2bdti8+bNaNy4sdCRiIhqHVvZiWSYm5sbVq1ahf79\n++POnTv/x959R0V1tV0A3zP0JkWxUQTFHkFFREQELLSAGqVZwBg0JgZjx5IXe8QaS+zGgoBdY4sC\nVtRYCNaoGBTpaFRUFFDq/f4wzidWlHIB928t15qZW2bfSRSeOc85V+w4REREaNSoEU6fPg1tbW1Y\nWFjgypUrYkciIqoyWJgTVVH9+/dHQEAAunfvjn///VfsOERERFBWVsbKlSsRGBiIrl27Yv369WJH\nIiKqEtjKTlTFTZs2Dbt378axY8egpaUldhwiIiIAwPXr1+Hu7o4OHTpg6dKlUFVVFTsSEVGZYys7\nEQEAJk+eDBsbG7i5uSEnJ0fsOERERACAFi1aIDo6Gnl5eejQoQPi4uLEjkREVGmxMCeq4iQSCRYt\nWgQjIyN4enoiPz9f7EhEREQAAHV1dYSEhOCHH36AtbU1tm3bJnYkIqJKia3sRNVEfn4++vTpAw0N\nDYSEhEAq5fduRERUeVy4cAEeHh5wcXHB/PnzoaSkJHYkIqJSYys7ERWjoKCArVu3IjU1FT/++CPv\nI0tERJVK27Ztcf78eaSmpsLGxgZJSUliRyIiqjRYmBNVIyoqKti7dy9Onz6NqVOnih2HiIioGC0t\nLezatQve3t5o37499u/fL3YkIqJKga3sRNXQvXv3YGNjg2HDhmHEiBFixyEiInrDn3/+ib59+6Jf\nv36YOXMm5OXlxY5ERPTRyqqVnYU5UTWVlJQEGxsbzJw5E76+vmLHISIiesP9+/cxYMAAPH/+HFu2\nbEG9evXEjkRE9FE4x5yI3qtBgwaIiIjA+PHjsXfvXrHjEBERvUFXVxcHDhxA165dYW5ujqNHj4od\niYhIFBwxJ6rmYmJi4OLigm3btsHOzk7sOERERG915MgR+Pj4YNiwYZg0aRLvLkJEVQJb2YmoxI4d\nOwYvLy8cPHgQ5ubmYschIiJ6q/T0dHh7e0NNTQ0hISGoVauW2JGIiN6LrexEVGL29vZYvXo1XF1d\ncePGDbHjEBERvVX9+vVx9OhRmJqaom3btjhz5ozYkYiIKgQLc6LPRK9evRAUFARHR0ckJyeLHYeI\niOit5OXlMWfOHCxduhS9evXCwoULwQ5LIqru2MpO9JlZuHAhVq1ahZMnT0JXV1fsOERERO+UkJAA\nT09PGBoaYt26ddDU1BQ7EhFRMWxlJ6JPMmrUKLi7u8PJyQlPnjwROw4REdE7GRsb49SpU6hXrx7M\nzc1x8eJFsSMREZULjpgTfYYEQcAPP/yA69ev4+DBg1BRURE7EhER0Xtt3boV/v7++PnnnzFkyBBI\nJKUeoCIiKjWuyk5EpVJUVIT+/fsjJycHO3fuhLy8vNiRiIiI3uuff/6Bu7s72rRpgxUrVkBNTU3s\nSET0mWMrOxGVilQqRXBwMPLz8+Hn54eioiKxIxEREb1X06ZNce7cOUilUrRv3x6xsbFiRyIiKhMs\nzIk+Y4qKitixYwfi4+MxevRornpLRESVnqqqKjZs2IAxY8agc+fO2LRpk9iRiIhKja3sRITHjx/D\n1tYW7u7uCAwMFDsOERFRiVy+fBkeHh7o2rUrFi5cCGVlZbEjEdFnhq3sRFRmtLS0EBERgeDgYCxb\ntkzsOERERCViZmaGmJgYPHjwANbW1rh9+7bYkYiIPgkLcyICANStWxeHDh3C7Nmz2RZIRERVRo0a\nNbBt2zYMHDgQHTp0wO7du8WORET00djKTkTFXLt2DV27dsW6devg4uIidhwiIqISO3fuHLy8vODu\n7o6goCAoKCiIHYmIqrkKa2UPDw93atas2Y3GjRvfnDNnzvjXt4eFhfU3MzO7bGpqesXa2vrPK1eu\nmL7cFhQUNLFly5bXWrVq9Xe/fv025ebmKpU2MBGVr5YtW2LPnj34+uuvcfLkSbHjEBERlZilpSXO\nnz+P2NhY2NvbIzU1VexIREQl8t7CvLCwUM7f339peHi40/Xr11ts3ry5b2xsbPNX92nYsOHtEydO\ndL5y5YppYGDgjG+//XY1ACQmJhqtWbNmyIULF9r+/fffrQoLC+W2bNniXZ4XQ0Rlw9LSEmFhYejT\npw8uXbokdhwiIqISq1mzJvbt24cvv/wSFhYWiIyMFDsSEdEHyb9vY3R0dHsTE5NbRkZGiQDg7e29\nZc+ePT2bN28uu2mklZXVmZePLS0tz6WmpuoDQI0aNZ4oKCjk5+TkqMrJyRXm5OSo6unppb3+HlOn\nTpU9trOzg52dXWmviYjKQPfu3bF8+XK4uLggKioKjRs3FjsSERFRiUilUkycOBFWVlbo378/Bg8e\njMmTJ0NOTk7saERUxR0/fhzHjx8v8/O+tzBPS0vTMzAwSHn5XF9fP/XcuXOW79p/7dq1fi4uLgcA\nQEdH5+GYMWMWGBoaJquoqDxzdHSM6Nat2+HXj3m1MCeiysXd3R2PHz+Gg4MDTp48CX19fbEjERER\nlZidnR3Onz+Pvn37wsnJCWFhYahdu7bYsYioCnt9MHnatGllct73trJLJJISr8x27Ngx+3Xr1n3z\nch56fHx8o0WLFo1MTEw0Sk9Pr5+VlaUeFhbWv7SBiahiDR48GMOGDYOjoyMyMjLEjkNERPRRXt51\nxNLSEubm5lw/hYgqpfcW5np6emkpKSkGL5+npKQY6Ovrv7GKxpUrV0yHDBmyZu/evT20tbUfAUBM\nTEy7jh07nq5Zs2aGvLx8Qe/evXedPn26Y9lfAhGVt3HjxsHNzQ0uLi54+vSp2HGIiIg+iry8PGbO\nnInVq1fDw8MDc+fOBe8MRESVyXsL83bt2sXcvHmzcWJiolFeXp7i1q1bvXr06LH31X2Sk5MNe/fu\nvSs0NHSAiYnJrZevN2vW7MbZs2c7PHv2TEUQBMnhw4e7tWjR4np5XQgRla+goCCYmZnhq6++Qm5u\nrthxiIiIPpqzszOio6Oxa9cu9OzZE48ePRI7EhERgA8U5vLy8gVLly71d3R0jGjRosV1Ly+vrc2b\nN49dtWrV0FWrVg0FgOnTp09+9OiR9vfff7+iTZs2F9u3bx8NAGZmZpd9fX03tmvXLsbU1PQKALxc\nsZ2Iqh6JRIIVK1ZAR0cH/fr1Q0FBgdiRiIiIPpqhoSFOnDiBRo0awdzcHDExMWJHIiKCRMw2HolE\nIrCNiKhqyc3NhZubGwwMDPDbb79BIpGIHYmIiOiT7Ny5E99//z2mTp2K77//nj/TiOijSSQSCIJQ\n6n88WJgT0UfLyspC9+7d0alTJ8ydO5e/yBARUZV169YtuLu7o3nz5li9ejU0NDTEjkREVUhZFebv\nbWUnInobdXV1/PHHHwgPD8ecOXPEjkNERPTJTExMcObMGairq8PCwgJXr14VOxIRfYZYmBPRJ9HR\n0UFERARWr16NVatWiR2HiIjok6moqGDNmjWYNGkS7O3tERwcLHYkIvrMsJWdiEolPj4enTt3xi+/\n/AIvLy+x4xAREZXK1atX4eHhAWtra/z6669QUVEROxIRVWJsZSeiSqFRo0Y4ePAgfvzxR0RERIgd\nh4iIqFS++OIL/PXXX8jJyYGVlRVu3rwpdiQi+gywMCeiUjM1NcWuXbswYMAAnD59Wuw4REREpaKu\nro6wsDAMHToU1tbW2LFjh9iRiKiaYys7EZWZ8PBwDBw4EIcOHYKpqanYcYiIiEotJiYGnp6ecHNz\nw7x586CoqCh2JCKqRNjKTkSVjpOTE5YsWQJnZ2fEx8eLHYeIiKjU2rVrh/PnzyMxMRGdO3dGcnKy\n2JGIqBpiYU5EZcrLywuBgYFwcHBAenq62HGIiIhKTVtbG7t370afPn3Qvn17HDhwQOxIRFTNsJWd\niMrFrFmzsHnzZkRFRUFHR0fsOERERGXi1KlT6Nu3L3x8fDB9+nTIy8uLHYmIRFRWrewszImoXAiC\ngLFjx+LMmTM4dOgQ1NTUxI5ERERUJu7du4f+/fujoKAAmzdvRt26dcWOREQi4RxzIqrUJBIJ5s+f\nj2bNmqF3797Izc0VOxIREVGZqF27NsLDw2FnZwdzc3McP35c7EhEVMVxxJyIylVBQQE8PDygoKCA\nzZs3Q05OTuxIREREZebQoUPw9fXF8OHDMWHCBEilHPci+pywlZ2Iqoznz5/jyy+/hImJCVauXAmJ\npNT/dhEREVUaaWlp8PLyQo0aNRASEoKaNWuKHYmIKghb2YmoylBWVsbu3btx8eJFTJo0Sew4RERE\nZUpPTw/Hjh1Dy5Yt0bZtW5w9e1bsSERUxbAwJ6IKoaGhgQMHDmDPnj2YP3++2HGIiIjKlIKCAubN\nm4clS5agR48eWLx4MdgZSkQlxVZ2IqpQqamp6NSpEwIDA+Hn5yd2HCIiojJ3+/ZteHp6wtjYGL/9\n9hs0NTXFjkRE5YSt7ERUJenr6yMyMhKBgYHYtWuX2HGIiIjKXMOGDXHq1Cno6uqiXbt2uHz5stiR\niKiSY2FORBWuSZMm+OOPP/Ddd9/h8OHDYschIiIqc8rKyli+fDmmTZuGbt26Ye3atWxtJ6J3Yis7\nEYnm5MmT6NOnD/bt2wdLS0ux4xAREZWL2NhYeHh4oF27dli2bBnU1NTEjkREZYSt7ERU5dnY2GDd\nunXo2bMnrl27JnYcIiKictG8eXOcO3cORUVFsLS0xI0bN8SORESVDAtzIhKVq6srFixYACcnJyQm\nJoodh4iIqFyoqakhODgYI0aMgI2NDbZs2SJ2JCKqRNjKTkSVwtKlS7F48WKcOnUKderUETsOERFR\nubl06RI8PDzQvXt3LFy4EEpKSmJHIqJPxFZ2IqpW/P394ePjA0dHRzx+/FjsOEREROWmdevWiImJ\nwb///otOnTohISFB7EhEJDIW5kRUaQQGBsLW1hZubm7IyckROw4REVG50dTUxI4dOzBgwAB06NAB\ne/fuFTsSEYmIrexEVKkUFRVh4MCBePjwIXbv3g0FBQWxIxEREZWrs2fPwsvLC15eXvj555/5s4+o\nCimrVnYW5kRU6eTn56NPnz5QV1dHaGgopFI29xARUfX24MED+Pj4ICsrC1u2bIGenp7YkYioBDjH\nnIiqLQUFBWzduhVpaWkYPnw4+AUeERFVd7Vq1cIff/wBJycnWFhY4PDhw2JHIqIKxBFzIqq0MjMz\n0aVLF3z55ZeYPn262HGIiIgqxLFjx9C/f38MHToU//vf/yAnJyd2JCJ6B7ayE9Fn4d69e7CxscH3\n33+PkSNHih2HiIioQty5cwfe3t5QVlZGaGgodHV1xY5ERG/BVnYi+izUrl0bhw4dwi+//IKNGzeK\nHYeIiKhC1KtXD0eOHIG5uTnatm2LP//8U+xIRFSOOGJORFXCjRs3YG9vj5UrV6Jnz55ixyEiIqow\nf/zxB7755hsEBARg9OjRkEhKPThHRGWErexE9NmJiYmBi4sLtm3bBjs7O7HjEBERVZikpCR4enqi\nXr162LBhA7S0tMSORERgKzsRfYbatWuHrVu3wtPTE+fPnxc7DhERUYVp0KABTp48CUNDQ5ibm/Pn\nIFE1w8KciKoUe3t7rFmzBq6urrhx44bYcYiIiCqMoqIilixZgtmzZ8PJyQkrV67kLUWJqgm2shNR\nlRQcHIzJkyfLRg+IiIg+J3FxcfDw8MAXX3yBVatWQV1dXexIRJ8ltrIT0Wdt4MCBGDVqFBwcHHDv\n3j2x4xAREVWoJk2a4OzZs1BWVkb79u1x/fp1sSMRUSmwMCeiKmvkyJHw8PCAs7Mznjx5InYcIiKi\nCqWiooK1a9ciICAAtra2CAkJETsSEX0itrITUZUmCAL8/f1x7do1HDx4ECoqKmJHIiIiqnB///03\n3N3dYWtriyVLlkBZWVnsSESfBbayExHhxT+Gv/76K+rXrw8vLy/k5+eLHYmIiKjCtWrVCjExMXjy\n5AmsrKwQHx8vdiQi+ggfLMzDw8OdmjVrdqNx48Y358yZM/717WFhYf3NzMwum5qaXrG2tv7zypUr\npi+3PX78WMvd3X1H8+bNY1u0aHH97NmzHcr6AoiIpFIpgoODUVBQAD8/PxQVFYkdiYiIqMJpaGhg\n8+bNGDx4MKysrLBr1y6xIxFRCb23lb2wsFCuadOm/xw+fLibnp5emoWFxV+bN2/u27x589iX+5w5\nc8aqRYsW1zU1NTPDw8Odpk6dOvVlAT5w4MBgW1vbqG+++WZdQUGBfHZ2tpqmpmam7M3Zyk5EZSgn\nJwcODg4wNzfHokWLIJGUuquIiIioSvrrr7/g6emJXr16Yc6cOVBUVBQ7ElG1VFat7O8tzM+cOWM1\nbdq0KeHh4U4AMHv27AkAMGHChNlv2//Ro0farVq1+js1NVU/MzNTs02bNhdv377d8J1vLpEIU6ZM\nkT23s7ODnZ3dJ14KERHw+PFj2NnZoXfv3pg8ebLYcYiIiETz8OFDDBw4EBkZGdi6dSsMDAzEjkRU\n5R0/fhzHjx+XPZ82bVqZFOby79uYlpamZ2BgkPLyub6+fuq5c+cs37X/2rVr/VxcXA4AQEJCgrGu\nru79QYMGrb98+bKZubn5+cWLF49QVVXNefWYqVOnlvISiIj+n5aWFsLDw2FjYwMdHR34+/uLHYmI\niEgUOjo62LNnD+bPnw8LCwts2LABTk5OYsciqtJeH0yeNm1amZz3vXPMJRJJifvMjx07Zr9u3bpv\nXs5DLygokL9w4ULbYcOGLb9w4UJbNTW17Jcj7kRE5alu3bqIjIzEnDlzEBYWJnYcIiIi0UilUgQE\nBGDbtm0YPHgwAgMDUVhYKHYsInrNewtzPT29tJSUFFnPS0pKioG+vn7q6/tduXLFdMiQIWv27t3b\nQ1tb+xHwYnRdX18/1cLC4i8AcHd333HhwoW2ZX0BRERvY2xsjPDwcIwZMwZ//PGH2HGIiIhE1blz\nZ5w/fx5nzpxB9+7dcffuXbEjEdEr3luYt2vXLubmzZuNExMTjfLy8hS3bt3q1aNHj72v7pOcnGzY\nu3fvXaGhoQNMTExuvXy9bt26dw0MDFLi4uKaAMDhw4e7tWzZ8lr5XAYR0ZtatmyJPXv2YNCgQTh5\n8qTYcYiIiERVp04dREREoFOnTjA3N0dUVJTYkYjoP+9d/A0ADh486Dxy5MhFhYWFcn5+fmsnTpwY\ntGrVqqEAMHTo0FWDBw/+7ffff//K0NAwGQAUFBTyo6Oj2wPA5cuXzQYPHvxbXl6eYqNGjeLXr18/\niKuyE1FFO3z4MPr164eIiAi0adNG7DhERESii4iIwMCBAzFy5EgEBARAKv3gXZSJ6C0qZFX28sbC\nnIgqys6dOzF8+HBERUWhcePGYschIiISXUpKCry9vaGjo4Pg4GDo6OiIHYmoyimrwpxfjRHRZ6FP\nnz6YMWMGHBwckJr6xlIZREREnx0DAwMcP34cTZo0Qdu2bREdHS12JKLPFgtzIvps+Pn5YdiwYXBw\ncMCDBw/EjkNERCQ6BQUFLFiwAAsXLoSrqyuWLl0KdrQSVTy2shPRZ2fixIk4cuQIjhw5Ag0NDbHj\nEBERVQrx8fHw8PBA48aNsWbNGtSoUUPsSESVHlvZiYg+0axZs9CmTRv06tULz58/FzsOERFRpdCo\nUSOcPn0a2trasLCwwJUrV8SORPTZ4Ig5EX2WCgsL0bdvXxQUFGDbtm2Ql5cXOxIREVGlERoailGj\nRmHu3LkYNGiQ2HGIKi2uyk5EVEq5ubno0aMH9PT0sHbtWkgkpf43lYiIqNq4fv063N3dYWlpiWXL\nlkFVVVXsSESVDlvZiYhKSUlJCbt27UJsbCzGjRvHxW6IiIhe0aJFC0RHRyM/Px8dOnRAXFyc2JGI\nqi0W5kT0WVNTU8Mff/yBiIgIzJ49W+w4RERElYq6ujpCQkLg7++PTp06Ydu2bWJHIqqW2MpORATg\nzp076NSpE8aNG4fvvvtO7DhERESVzoULF+Dh4QEXFxfMnz8fSkpKYkciEh1b2YmIylC9evUQGRmJ\nGTNmYOvWrWLHISIiqnTatm2L8+fPIy0tDTY2NkhMTBQ7ElG1wcKciOg/jRo1wsGDB/Hjjz8iPDxc\n7DhERESVjpaWFnbu3Alvb29YWlpi//79YkciqhbYyk5E9JrTp0+jZ8+e2LNnDzp27Ch2HCIiokrp\n9OnT8Pb2Rr9+/TBz5kzeepQ+S7xdGhFROYqIiICvry8OHToEU1NTseMQERFVSvfv34ePjw+ePXuG\nzZs3o379+mJHIqpQnGNORFSOHB0dsWTJEjg7OyM+Pl7sOERERJWSrq4uDhw4gG7duqFdu3Y4evSo\n2JGIqiSOmBMRvceqVaswd+5cnDx5kqMARERE73HkyBH4+Phg2LBhmDRpEqRSjgFS9cdWdiKiChIU\nFIRNmzYhKioKOjo6YschIiKqtNLT0+Ht7Q1VVVWEhoaiVq1aYkciKldsZSciqiATJkyAo6Mjvvzy\nS2RnZ4sdh4iIqNKqX78+jh49itatW6Nt27Y4c+aM2JGIqgSOmBMRlYAgCPDz80Nqair27dsHJSUl\nsSMRERFVavv27cPgwYMxYcIEjBw5EhJJqQcViSodtrITEVWwgoICeHp6Ql5eHps3b4acnJzYkYiI\niCq1xMREeHh4wMDAAOvWrYOWlpbYkYjKFFvZiYgqmLy8PDZt2oSMjAx8//334BeLRERE72dkZIRT\np06hfv36aNeuHS5evCh2JKJKiYU5EdFHUFZWxu7du3Hp0iVMmjRJ7DhERESVnpKSEpYuXYqff/4Z\njo6OWL16Nb/cJnoNW9mJiD5BRkYGbGxsMGjQIIwbN07sOERERFXCP//8A3d3d7Ru3RorV66Empqa\n2JGISoWt7EREIqpZsyYiIyOxbNky/Pbbb2LHISIiqhKaNm2Kc+fOQV5eHu3bt0dsbKzYkYgqBRbm\nRESfSF9fH5GRkZg8eTJ27twpdhwiIqIqQVVVFevXr8eYMWPQuXNnbNq0SexIRKJjKzsRUSldvHgR\njo6O2LRpE7p16yZ2HCIioirj8uXL8PDwQJcuXbBo0SIoKyuLHYnoo7CVnYiokmjTpg127tyJfv36\n4dy5c2LHISIiqjLMzMwQExODhw8fwtraGrdv3xY7EpEoWJgTEZUBGxsbrF+/Hj169MC1a9fEjkNE\nRFRl1KhRA1u3bsXXX3+NDh06YPfu3WJHIqpwbGUnIipDYWFhmDBhAk6cOAFjY2Ox4xAREVUp586d\ng5eXF9zd3REUFAQFBQWxIxG9F1vZiYgqof79+2P8+PHo3r077t69K3YcIiKiKsXS0hLnz59HbGws\n7OzskJqaKnYkogrBwpyIqIz5+/vD19cXTk5OePz4sdhxiIiIqpSaNWti3759cHNzg4WFBSIjI8WO\nRFTu2MpORFQOBEHAqFGjEBMTg8jISKiqqoodiYiIqMqJiopCv379MHjwYEyePBlycnJiRyIqpqxa\n2VmYExGVk6KiInz99dd48OABdu/eDUVFRbEjERERVTl3795Fv379ICcnh7CwMNSuXVvsSEQynGNO\nRFTJSaVSrF27FvLy8hg4cCAKCwvFjkRERFTl1K1bF4cOHYKlpSXatm2LkydPih2JqMxxxJyIqJw9\ne/YMzs7OaNGiBZYtWwaJpNRfqhIREX2WDh48iEGDBmH06NEYO3YspFKOM5K42MpORFSFPHnyBPb2\n9nBxccGMGTPEjkNERFRlpaSkwNPTE7q6uggODoa2trbYkegzxlZ2IqIqpEaNGggPD8f27duxcOFC\nseMQERFVWQYGBoiKikKjRo1gbm6OmJgYsSMRlRoLcyKiCqKrq4vIyEgsWrQIwcHBYschIiKqshQV\nFbFw4ULMmzcPLi4uWL58OdiJS1UZW9mJiCrYjRs3YG9vjxUrVqBXr15ixyEiIqrSbt26BXd3dzRv\n3hyrV6+GhoaG2JHoM8JWdiKiKqpZs2bYv38/vv32Wxw7dkzsOERERFWaiYkJzpw5Aw0NDVhYWODq\n1atiRyL6aCzMiYhEYG5ujm3btsHLy4tz44iIiEpJRUUFq1evxk8//QR7e3tOGaMq54OFeXh4uFOz\nZs1uNG7c+OacOXPGv749LCysv5mZ2WVTU9Mr1tbWf165csX01e2FhYVybdq0uejm5ravLIMTEVV1\ndnZ2WLNmDdzc3BAbGyt2HCIiokrNyMgIR48efe8+Pj4+OH78OGbPno3Bgwfj2bNnZZ4jMTERUqkU\nGhoa0NDQgLGxMebMmVPm70Ofl/cW5oWFhXL+/v5Lw8PDna5fv95i8+bNfWNjY5u/uk/Dhg1vnzhx\novOVK1dMAwMDZ3z77berX92+ePHiES1atLgukUg4mZyI6DU9e/bEnDlz4OjoiOTkZLHjEBERVVr/\nzeX94H4tW7bEX3/9hZycHHTo0AE3b94slzyZmZl4+vQpNm/ejOnTpyMiIuKjji8oKCiXXFQ1vbcw\nj46Obm9iYnLLyMgoUUFBId/b23vLnj17er66j5WV1RlNTc1MALC0tDyXmpqq/3Jbamqq/oEDB1wG\nDx7827smxE+dOlX25/jx42VwSUREVYuvry9Gjx6N7t274969e2LHISIiqnR8fHyQnJwMNzc3aGho\nYN68eXB1dcXSpUuL7Wdqaoo9e/ZAXV0dW7ZsQbNmzdCsWTNoamoiICCgWGG/bt06tGjRAjo6OnBy\ncvrkL8g7dOiAli1b4tq1ax88r1QqxfLly9G4cWM0bdoUADBq1CjUqVMHmpqaMDU1lZ0nMzMTvr6+\nqF27NoyMjPDzzz/L8m/YsAGdOnXCuHHjoKOjg4YNGyI8PPyT8tPHOX78eLEatswIgvDOP9u3b3cf\nPHjwmpfPQ0JCBvj7+//6rv3nzZs3dsiQIatfPnd3d99+4cKFNsePH7d1dXXd9/r+L96eiIgEQRAC\nAwOFNm3aCI8fPxY7ChERUaVjZGQkHDlyRPZ827ZtgqWlpez5pUuXhJo1awr5+fmCIAiCRCIRbA2M\nMAAAIABJREFUunTpIhw7dkwwMDAQtLS0hJUrVwqCIAi7d+8WTExMhBs3bgiFhYXCzJkzhY4dO8rO\n5erqKsyZM+etORISEgSJRCIUFBQIRUVFwqlTpwRVVVXh6NGjHzyvRCIRHBwchEePHgnPnz8XwsPD\nBXNzcyEzM1MQBEG4ceOGcOfOHUEQBMHHx0fo1auXkJWVJSQmJgpNmjQR1q5dKwiCIKxfv15QUFAQ\nfvvtN6GoqEhYsWKFUL9+/bL4mOkj/VfTvreuLsmf946Yf0z7+bFjx+zXrVv3zct56Pv373etXbv2\nvTZt2lwUymD5eCKi6m7atGno2LEjevToUS5z4oiIiKoTNzc3xMXFIT4+HgAQEhICb29vyMvLy/YZ\nP3487OzscPnyZRgaGiIgIADJyclYuXIlJk6ciKZNm0IqlWLixIm4dOkSUlJSAAD79u1DQEDAe9+/\nVq1aqFmzJoYMGYI5c+bA3t7+g+cFgIkTJ0JLSwtKSkpQVFTE06dPERsbi6KiIjRt2hR169ZFYWEh\ntm7diqCgIKipqaFBgwYYM2YMQkJCZOdp0KAB/Pz8IJFI4Ovrizt37rDzrgp7b2Gup6eXlpKSYvDy\neUpKioG+vn7q6/tduXLFdMiQIWv27t3bQ1tb+xEAnD59uuPevXt7GBsbJ/Tt23fz0aNHu/j6+m4s\n+0sgIqoeJBIJlixZAn19fXh5eSE/P1/sSERERJWWsrIyPD09ERISAkEQsGXLFvj4+BTbx8DgRSmj\nra2Nn3/+GcrKyrCwsMC1a9cwYsQIaGtrQ1tbGzVr1gQApKWllfj9MzIy8PDhQ1y/fh3+/v4AgKSk\npA+e92UmALC3t4e/vz9++OEH1KlTB0OHDsXTp0/x4MED5Ofno0GDBrJ9DQ0Ni52nbt26sseqqqoA\ngKysrBLnp8rlvYV5u3btYm7evNk4MTHRKC8vT3Hr1q1ePXr02PvqPsnJyYa9e/feFRoaOsDExOTW\ny9dnzZo1KSUlxSAhIcF4y5Yt3l26dDm6ceNG3/K6ECKi6kAqlWLDhg0oLCzEN998g6KiIrEjERER\nVQoSyZtNuAMHDkRYWBgOHz4MVVVVWFpaFtv+6vzulJQUmJqaYteuXbh37x66dOmC+/fv49GjR3j0\n6BGys7PRoUOHUmU0NDTE6tWrZed823lfv47hw4cjJiYG169fR1xcHObNmwddXV0oKCggMTGx2LXo\n6+uDqqf3Fuby8vIFS5cu9Xd0dIxo0aLFdS8vr63NmzePXbVq1dBVq1YNBYDp06dPfvTokfb333+/\nok2bNhfbt28f/bZzcVV2IqKSUVBQwPbt25GYmIiRI0eWaAVaIiKi6q5OnTqytvWXrKysIJFIMHbs\nWPj6vjkGOH/+fDx+/BgpKSlYsmQJvLy8YG1tjVWrVuHo0aPo2LEj7ty5g8zMTGzfvr3UGb/77jvM\nmjUL169fB4APnjcmJgbnzp1Dfn4+VFVVoaysDDk5OUilUnh6euKnn35CVlYWkpKSsHDhQgwYMKDU\nGamSKouJ6p/6B1z8jYjonR49eiSYmZkJU6dOFTsKERGR6Pbs2SMYGhoKWlpawoIFC2Svz5gxQ5BI\nJEJCQkKx/SUSifDrr78KDRs2FGrWrCmMHTtWKCwslG0PDg4W6tSpI0gkEqF27dqCn5+fbJuzs7MQ\nFBT01hwJCQmCVCotdq5XhYSECK1atRJq1KghGBgYFDuvVCoV4uPjZc+PHDkimJqaCurq6kKtWrWE\nAQMGCNnZ2YIgvPg9YMCAAYKurq5gYGAgzJgxQygqKhIEQRA2bNgg2NjYFHvf189NFQNltPibRBBx\nJEYikQhivj8RUWX377//olOnTvjxxx8xfPhwseMQERFVOiEhIVizZg1OnDhR7HWpVIpbt26hYcOG\n7z3+0KFD8PX1xfDhwzFhwgRIpe9tKiYqRiKRQCiDxc75fx0RUSVWp04dHDp0CHPnzkVYWJjYcYiI\niCqVnJwcLFu2DN9+++0nn6N79+6IiYnBgQMH4OrqioyMjLfuV1RUhIiICDg59YCRUVPUrq0PY+Nm\ncHbuiUOHDnFdGCoVFuZERJWckZERwsPDMWbMGOzfv1/sOERERJVCREQEateujXr16qFfv35vbH/b\nYnHvoqenh2PHjuGLL75A27ZtcfbsWdk2QRCwdOky6OkZwd19KCIigKSkLrh/vw8SE+0RHi6gd+/B\n0NdviBUrVnJtGPokbGUnIqoioqOj4erqih07dqBz585ixyEiIqqW9u7diyFDhmDSpEkYNmwYfHy+\nwb59J5GT0x2AHoC3FfwCgFSoqh7CV1/ZIzh4LeTk5Co2OImirFrZWZgTEVUhhw8fRr9+/RAREYE2\nbdqIHYeIiKhaSkhIgLu7Ox48eIz79xXw7FkfAIolODIPqqo70LevHdasWflRo/ZUNXGOORHRZ6hb\nt25YuXIlvvzyS8TFxYkdh4iIqFoyNjaGsbExUlLS8OxZb5SsKAcAReTk9MaWLftLNP0sMTERUqn0\no+enf+pxVHnJix2AiIg+Tu/evfHo0SM4ODjg1KlT0NfXFzsSERFRtXPmTDQEoQ4ApVdejQZwCcA9\nAF8A6PWWI5WRnd0BQUG/wM3NrQKSUnXAEXMioirIz88P/v7+6N69Ox48eCB2HCIiomolNjYW9+7d\nB6D52hYNAJ0BfGg6WQtcvHgRt27dKpd8VP2wMCciqqLGjh2LXr16wdnZGU+fPhU7DhER0VsZGRlh\nwYIFMDMzg5aWFry9vZGbmwsAePz4MVxdXVG7dm3o6OjAzc0NaWlpsmPt7OwQGBgIa2traGhooEeP\nHnjw4AH69+8PTU1NtG/fHklJSbL9b9y4ge7du6NmzZpo1qwZtm/fXuKcCQkJsLW1RY0aNeDi8iUK\nC7VRfKG3bQD+ALAbQByA5/+9ngpgPl4sAPfSTTx/XoDg4BAUFRVh9uzZMDExQa1ateDl5YVHjx4V\ne++1a9dCT08P9evXx4IFC2SvR0dHo127dtDU1ETdunUxZsyYYseFhoaiQYMG0NXVxaxZs2Sv5+bm\nYuTIkdDT04Oenh5GjRqFvLw8AICtrS127doFAPjzzz8hlUpx4MABAMCRI0e4ho1IWJgTEVVhs2bN\nQtu2bdGzZ088f/78wwcQERFVMIlEgu3btyMiIgIJCQm4cuUKNmzYAODFvcH9/PyQnJyM5ORkqKio\nwN/fv9jxW7duRWhoKNLS0hAfHw8rKyv4+fnh4cOHaN68OaZNmwYAyM7ORvfu3TFgwADcv38fW7Zs\nwbBhwxAbGwsA2LRpE8zMzN6Zs1+/frCwsEBGRgaMjU0gCPdRvDBvAuBHAOMAqAN4+YWAPl7MQU94\nZd+/ARggISEZv/76K/bu3YsTJ07gzp070NbWxg8//FDsvY8fP45bt24hMjISc+bMwZEjRwAAI0aM\nwKhRo5CZmYnbt2/D09Oz2HF//vkn4uLicOTIEUyfPh3//PMPAODnn39GdHQ0Ll++jMuXLyM6Ohoz\nZ84E8OLLjuPHjwMAoqKi0LBhQ5w4cUL23M7O7p2fEZUfFuZERFWYRCLB8uXLoauri759+6KgoEDs\nSERERG/48ccfUbduXWhra8PNzQ2XLl0CAOjo6OCrr76CsrIy1NXVMWnSJERFRcmOk0gkGDRoEIyN\njVGjRg04OzujSZMm6NKlC+Tk5ODh4YGLFy8CAPbv3w9jY2N4eHggIyMDmpqasLOzw8KFC3H48GGo\nqqoiICAAq1atwoIFCzB9+nQEBARg2LBh6NOnD86dO4dLly7B3t4e589fBFAPxUfBW+NFAS4HoAGA\nZwBy/9v2BV4U4/jvtVsADJGdnYNVq1Zh5syZqF+/PhQUFDBlyhTs2LGj2MJtU6ZMgYqKCr744gsM\nGjQImzdvBgAoKiri5s2bePDgAVRVVWFpaVnsc50yZQqUlJRgamoKMzMzXL58GcCLLyEmT56MWrVq\noVatWpgyZQpCQkIAAJ07d5Z9xidPnsTEiRNlz6OiomBra/uJ/5WpNLj4GxFRFScnJ4eQkBC4ublh\nyJAhWLt2LaTS0n3v+vXXX8PAwAAzZsx463apVIpbt26hYcOG+P7776Gnp4f//e9/pXrP1wUFBeH2\n7dtYs2ZNmZ6XiIgqXt26dWWPVVRUkJ6ejmfPnuHevXuywjAzMxMA8OzZM4SGhiInJwcpKSk4d+4c\nxo8fj6ysLJw8eRJPnjyBk5MTsrKycPfuXSQnJ6NevXp49OgRcnNzoaamBolEIrtVWa1atXD79m2o\nq6tDTU0N6urqsse1atWCkZERatWqhcOHD2PcuHFQU1PD3LkLsW/f5VeuoAjAUQDXAWQDKPzv9Ry8\nWByuFYC1AFwBxOJFUS+Frq4OIiIS8dVXXxX72SwvL49///1X9tzAwED22NDQEH///aLIX7t2LSZP\nnozmzZvD2NgYU6ZMwZdffvnWz1VVVRVZWVkAgPT0dDRo0KDYOdPT0wEAVlZWiIuLw71793Dp0iXs\n3bsXU6ZMQUZGBv766y907ty5xP9dqeywMCciKmNGRkZYt24dunTpUmHvqaioiF27dqF79+4YN24c\n5s+fj6SkJDRs2BBqamoAXvxi8t1332H8+PEfPN+rv9B8yIoVK0qVHXjRwufj44OUlBTZaxMnTiz1\neYmIqHQEQUBubi6ysrKQnZ2NrKysj358584dfPvtt5BKpcjKykJGRgby8vKwY8cOSKVSFBYWwsjI\nCAYGBigqKsJff/2FAwcOQF1dHbm5uSgqKoKOjg4MDQ2RmpqKJ0+eYOTIkVBXV8fVq1cxe/ZsnDlz\nBuHh4di0aRMOHTr00deZlJSEoKAg2NjYQFVVFXFxcTh48AgKCtT/2+NvAP8A8AWgBSASwOlXzqD7\n3+s3/9u3FdTVb6NTp744ceIY1q9fDysrqzfeNzExEQCQnJyMpk2byh7r6ekBAExMTLBp0yYAwM6d\nO+Hu7o6HDx9+8Hrq16+PxMRENG/eXHbO+vXrA3hRwJubm2PRokVo1aoVFBQU0LFjRyxYsAAmJibQ\n0dEp+QdHZYaFORFRGZNIJBAE4cM7ljE1NTXs378ftra2CAoKQr9+/QAAmZmZkEqlOHv2LLp27YrW\nrVvD0dHxg+cT4xqIiOjTCIKAvLy8TyqcP/RYXl7+raPNb3uspaUFfX39Yq9fvnwZ48aNg729PdTV\n1fHrr78iJSUFoaGhGD9+PP7++2/8/vvvyM7Ohp+fH2JiYhAaGgqpVAp7e3v07NkTfn5+AIA7d+4g\nLS0NTk5OAIDnz59DQUEB9erVg7u7O6ZNm4bQ0FB4eXkBAC5dugQNDQ00a9bsvZ9fgwYN0K5dO0yZ\nMgWzZs2CoaEhCgoyAeT9t0ceXrSwK+HFKPnt/14vwIvRdClejJqfBZAGoCuAU/D09MTDhw8xadIk\nBAcHw9DQEPfv38eZM2fQo0cP2fvPnDkTq1evxu3bt7FhwwaEhYUBeLG4m6OjI3R1daGpqQmJRFKi\nrri+ffti5syZsLCwAABMnz4dPj4+su22trZYunQpAgICALyYdz5hwgQMHDjwg+em8sHCnIioDPn4\n+CA5ORlubm6Qk5PD5MmTERUVBScnp2KL2ZiammLGjBno2bMnpFIpFi9ejEWLFuHJkycYNGgQ5syZ\nIxuxXrduHebPn4+7d++iffv2WL16NQwNDd/6/jo6OoiMjESnTp3eKKw7dOiAli1b4urVq7hz5w7W\nrl2LkydPyra/2p4OAA8ePICDgwPOnj2Ltm3bYuPGjW9939fb3vfs2YMpU6YgISEBurq6WLZsGRwd\nHbF+/XrMmzcPqamp0NXVxfjx4/Htt98iOzsbzs7OyMvLg4aGBiQSCf755x+sWrUK8fHxsjlxe/fu\nxcSJE5Geno7WrVtjxYoVsl+0jIyMMHz4cGzcuBFJSUlwcnJCcHAwlJSU3shLRCSmlwV0WRbOLx/L\nycl9sHB++VhLSwt6enol2l9evnQlg5KSEho3bowmTZoAAJSVlWXF5ciRI9GvXz/UqlULenp6GD16\nNPbu3Vvs+Fc7uN7W0fXyuYaGBiIjIzF69GiMHj0aRUVFaN26NX755RcAQFhYGIKCgnD16tW35ty0\naRMGDhwIHR0dWFlZoVUrU1y9ehcvfpyaAYjHi9XXC185ahkAewC2eDHP/DCAxlBQuA4/v2+grKyM\nESNGQBAEODg4ID09HbVr14a3t7esMJdIJLC1tYWJiQmKioowbtw4dOvWDQAQERGBMWPGICcnB0ZG\nRtiyZYvsZ9v7Otv+97//4cmTJzA1NQUAeHp6FptyZmtri9mzZ8va1jt37ozs7Gy2sYtIIuaIiEQi\nETgiQ0TVjbGxMdauXStrZd++fTsWLFiAs2fPAgAuX76Mrl274u7du5CXl5eNCOzcuRNPnz5Ft27d\nEBAQAD8/P+zZswdjx47F/v370bhxYwQFBeHAgQP4888/AQBubm6wsbGRfeP90u3bt2FlZYX79+8j\nPz8fUqkUp0+fhoODA/bv34/k5GT89ttv7yzMv/76a+zatQsHDhxA+/btERAQgPPnz8v2f3XfQYMG\nwcDAANOnT0d0dDQcHBywc+dOdO3aFenp6Xj69CmaNm2KAwcOyObInThxAs7Ozjh16hTatGmDqKgo\nDBgwoFgr+7Rp03Dr1i2EhIQgLi4Obdu2xZ49e2BnZ4dffvkFq1evRmxsLOTl5WFsbIw6depg9+7d\nUFJSgrW1NUaMGIGhQ4eW639rIqreXi+gy6qIlkgkHyyISzpC/fKxmpoaFBQUxP7IqpXExESYmprj\n6VNXAA0/4shbqFHjIK5evVhs7jhVT/91SpZs/t97cMSciKicubm5YejQoYiPj0ejRo0QEhICb2/v\nYiMQ48ePh5aWFrS0tDBy5Ehs3rwZfn5+WLlyJSZOnCibdzZx4kTMmjULKSkpMDAwwL59+976ng0b\nNkRwcDCcnZ2hpaUFBQUF1K1bF3PmzIG9vb3sNjXv4+rqik6dOgF4cdsVTU1NpKWlyea9vc3atWvh\n5+eHrl27AoBsPhsAuLi4yB537twZDg4OOHnyJNq0afPWtvlXX9u6dStcXV1l5x07diwWL16M06dP\ny77df7niL4BiK/4SUfWXn59f5u3bWVlZEAThowrlunXrlqiAVlRUFPsjoxIwMjLCvn274OLSEzk5\nrgAal+Cof6CqegAHDvzBopw+CgtzIqJypqysDE9PT4SEhGDKlCnYsmULdu7cWWyf11djfblyalJS\nEkaMGIExY8YU2z8tLe2DP/CbNWsGiUQCJSUl7NmzB9bW1iXOLJFIoK+vL3uupqYGHR0dpKenv7cw\nT01NLbZa7KsOHjyIadOm4ebNmygqKkJOTo6sxe5D0tPTi7XRSyQSGBgYIC0tTfba21b8JaLKJT8/\nX1b0lmURXVhYCA0NjRKPMNeuXbtEhTYLaLK1tcXhwwfh7NwDBQXXkJ3dGi9ulfbqAKkAIBFqapeh\noJCGiIhItG/fXpzAVGWxMCciKmNvm/M1cOBA+Pr6wtra+q33IU1OTi62curL4tfQ0BCBgYHo27fv\nJ+cJCQlB7969cejQIVkhrKamhpycHNk+d+/eLXaMIAjF2sqzsrLw8OHDYiPgb2NgYIBbt2698Xpu\nbi769OmD0NBQ9OzZE3Jycvjqq69ko+IfWgFeT09PduuYV/O960uCkq4oT0RvV1BQUC5zoAsLCz+q\nRVtXV7dE7d6Kior8e0/lxsrKCklJt7Bx40bMm7cYjx4dgiDUQ0GBAuTl8yGRpKNmTTWMGzcCPj4+\nqFGjhtiRqQpiYU5EVMbq1KmD+Pj4YrdLs7KygkQiwdixY+Hr6/vGMfPnz4elpSWePn2KJUuWyEbI\nv/vuOwQGBsLMzAwtWrRAZmYmIiMj4eHhUeI8jo6O+PXXX+Hs7IyoqCiYmJjAzMwM165dw+XLl9G0\naVNMnTr1jeNezmW3sLBAYGAgrKys3loIC4IgK7D9/Pzg4OAAV1dX2NnZ4c6dO8jKykL9+vWRl5eH\nWrVqQSqV4uDBg4iMjESrVq1kn1lGRgaePHny1l9oPDw8MHv2bBw9ehQ2NjZYvHgxlJWV0bFjx7de\nM9cvoc9FYWFhiQrijy2i8/PzP2qec82aNUu0v5KSEgtoqpI0NTUxfPhw+Pv74/Tp07h58yaePn2K\nGjVqoHHjxrKf80SfioU5EVEZmzhxIoYPH46AgAAEBgZi9OjRAABfX19MnjwZe/bseeOYnj17wtzc\nHJmZmRg0aBC++eYbAECvXr2QlZUFb29vJCUlQVNTEw4ODrLC3MXFBZ07d8aECRPemuXlLwmenp54\n/PgxHBwccOrUKTRp0gSTJ09Gt27doKqqilmzZmHNmjXFjuvfvz+mTZuGM2fOwNzcHKGhoW+c9+Xj\nl88tLCywfv16jBo1CgkJCahTpw6WL1+Opk2bYsmSJfD09ERubi7c3NzQs2dP2TmaNWuGvn37omHD\nhigqKsK1a9eKnbdp06YIDQ3F8OHDkZaWhjZt2mDfvn3vXCn4Y+7DTlQRXhbQZT0KnZeXV2zu8oeK\nY0NDwxLtxwKa6O0kEgmsra0/anoYUUlwVXYiogoSEhKCNWvW4MSJE8Vef/02ZeUpKCgIYWFhOHHi\nBHR0dMr9/YiqmqKionKZA52bmwtVVdVPWm37fY+VlZVZQBMRiYirshMRVSE5OTlYtmxZsXuZi2HC\nhAl4+PAhXFxccPjwYairqwMAMjIysG7DOgRvCsa/d/5FXm4eNLU10dGqI0YMG4EOHTrwl3+qVF4u\nIFjWc6BfFtAlLZDr169foiJaRUWFf4eIiOidOGJORFTOIiIi0KdPH3Tv3h07d+6EVCottl1OTg43\nb96skBFz4MX868GDByMlJQUbNmzA+P+Nx++7fkdTtyb4YnALaJvoQE5RimcPnyP+j3hcXv43dDR0\nMHfGXLi6ulZIRqo+ioqK8OzZszIpml99/uzZs48qoEv6WEVF5Y2/o0RERO9SViPmLMyJiD5DBQUF\ncHV1xZmYM2jRvzk6/q8D1HTV3rqvUCTgVng8Ir89jMCAQIz8cWQFp6WKIAgCcnJyynwOdE5ODlRU\nVMq0fVtNTQ2qqqosoImISHQszImI6JNlZGSgnVU7mHzbCFZjLT98AIDHSZnYYr8Nc6fMxdcDvy7f\ngPROgiDIRqDLsojOzs6GsrJyqYvm15+zgCYiouqMhTkREX0yXz9f3FKPQ7fFXT/quAc3HiC042bE\nXY9D3bp1yyld9SAIAp4/f17q21a9/jgnJweKioplvoiYqqoq5OTkxP7YiIiIqhQW5kRE9EkePnwI\nw4aGGBo3GGq1i7ev/z5gDxKPJCIvOx+qtVTR2s8MNj8VvyVMxLeRcG3QA4E/BVZk7HIjCAJyc3PL\nfBGx7OxsKCgofPQI84ceq6mpsYAmIiKqJFiYExHRJ5n/y3xsuhAG11CXN7bdv3Yf2o20Ia8sjwf/\nZGCjbSh6bHCFiVMj2T53L/2LfT3+QMrtFMjLy8POzg4+Pj7w8/Mrdq7ExEQ0bNgQBQUFb21ljouL\nw08//YTjx48jPz8fDRo0wNdff40RI0a8df+XBXRZz4HOysqCgoJCmS8ipqam9s77rBMREVH1wNul\nERHRJ9m4eSNazzV96zbdlrrFnkvlpW+MqtdtXQfKtZXx559/wtbWFhKJpNhtoARBQF5eHh49egQA\nuH79+huLiiUkJGDmzJlo27Yt+vbtC0EQkJaWhkWLFuHAgQPvLMDl5ORKXCBrampCT0/vg/urqalB\nQUGhjD9lIiIiopLjiDkRUSVlZGSE4cOHY+PGjUhKSoKTkxOCg4OhpKSEx48fY8CAAYiOjkZBQQGs\nra2xcuVK6OnpAQDs7OxgY2ODo0eP4sqVK7C3t8e6deswYsQIbN68GbVNdeG5xwNaDTQBvJg7Hj48\nEncv/IuioiIU5BSgqLAIzksdYf5d2zeybXPbAZVUVdSoUQMXLlyAuro65OTkZEU0AKiqquLJkydo\n2rQpNDQ0ihXEMTExKCoqQt++fT9qQTEW0ERERFSZsJWdiKiaMzY2Rp06dbB7924oKSnB2toaI0aM\nwNChQ/Hw4UNERUXB2dkZBQUF+Oabb5Cfn4/ff/8dwIvCPD09HREREahZsyasrKyQl5eHVatWoY9X\nH9TrUg+Kagrosc4Vedl5WNFsFexm2sLUpxX+vXIPYd03odv8rjg05gjaj7BA7I4bGHp5sCzb3r77\n0aVeV/To0QNjx47FV199BV9fX1kBraio+N5W9nr16mH27NkYOHBghX6mRERERGWJrexERJ+BH3/8\nUbb6uZubGy5dugQA0NHRwVdffSXbb9KkSejSpYvsuUQiwaBBg2BsbAwAcHZ2RmxsLLp06QJN7Row\nsjPEhdUvznVz/y1oGWvBbOCL9va6reugWe9myEzKRAuP5nj+8FmxohwACp8Uwq6vHezs7KChoYF6\n9erBwMCgxNeVkZGBevXqfcInQkRERFT9sDAnIqrEXr0lmYqKCtLT0wEAOTk5GDVqFCIiImRzubOy\nsiAIgmy+d506dWTHKisro3bt2gAA646dEHsxFvlZeQCAzKRMpJ1LxzztX2T7FxUUwdT3CxTmF0Kl\npkqxTLlPcpF0JgkWv1l88nXVrFlTdi1EREREn7s3l70lIqJKb8GCBYiLi0N0dDQyMzMRFRUFQRDw\nrulBry7ONmLYCCTsu42Xe2oaaqKBrSGGxQ2FywonjEj1x7jHo9GkRxPEbr+Bpj0bFzvX3yFX0bV7\nt1KNeHfr1g07d+785OOJiIiIqhMW5kREVVBWVhZUVFSgqamJhw8fYtq0aW/s82qR/upjCwsLaGlo\nIz87HwBg8mUjZMQ9ROyOG4hZfh6L9H7FXM0FODT2CHqGuKG+RX3ZsUWFRbiy/G+MHDay2Hvl5+fj\n+fPnsj8FBQWyba++/vz5cwiCgGnTpuH06dMICAjAv//+CwC4desWfHx8kJn5f+3df0xzGKDKAAAN\n50lEQVTUd57H8Ter1FzFAlbLjxksgUFAygy1IAJidCtbIKmiNVmNGi+OlLDWHneN65nGiu61yl7b\nbNVNtRaS7eG5JrstuhGmVQupjsi01jLrCh54UhlwsEvBFrcVxO/9YaY3Eh1mgPE7wPORvJP58fnA\nd3jxQd7yne/nxsh8kQAAAEYJGnMAGCWctyUrKiqSH374QaZNmybp6emSk5Nzz1/FHePvN9fPz0/y\n/zlf/nH9H9J1pVsmTZkkqz5ZIc3HLsvfGzvlZxN/Jtq5Gll6cInELp4pfz14QfY99Z4oiiInX/5U\ndJoYmT9//j2fq7CwUB599NGfat26dT99voCAgHueq66ulqioKKmtrZWWlhZJSEiQoKAgWb58uaSk\npMiUKVO8+WUEAADwOVyVHQDGqT2/3yM7/nOHLK9cKtNnTXc59k7/HTn58qfy/ZmbYq4xS2Bg4EM6\nSgAAAN/FVdkBAMOyccNGCQoMkg3zNkjcslgx/EovYbND7xnz440f5a8fXBDruxckNmKmmGo+oSkH\nAAAYYYOeym4ymbLj4uIaY2JimkpKSjYPfP7gwYOrDAZDvV6vt2ZkZJitVqteRKS1tTVi4cKF1QkJ\nCX976qmnLuzevftlb7wAAMDQrVm9RpobmyVPt1Qql5nkg6fL5S/Lj8mxVSb5MKdC3o18T/7JPFkO\n7TskJ02f0pQDAAB4gctT2fv7+yfExsZeOnHixCKNRtOWkpLy+aFDh1bGx8c3OMbU1tamzZo162Jg\nYOANk8mUXVxcXHz27Nm5drs91G63hyYlJX3V09MT8Mwzz5yrqKjIc57LqewA4Dv6+/vlzJkzYrfb\n5datWxIUFCTJycn3bNkGAACA//dQTmW3WCxzdDpdc2RkZIuIyIoVK/545MiRJc7NdVpaWq3jdmpq\nap3NZtOKiISGhtpDQ0PtIiIBAQE98fHxDe3t7eHOcwEAvmPChAmSmZmp9mEAAACMOy4b87a2Nk1E\nRESr475Wq7XV1dWlPmh8aWmpMTc3t3Lg4y0tLZHnz59/OjU1tW7gc8XFxT/dXrBggSxYsMDNQwcA\nAAAA4OGpqamRmpqaEf+4LhtzPz8/t88zr66uXlhWVrbObDZnOD/e09MTsHz58j+98847/xIQENAz\ncJ5zYw4AAAAAgK8a+Mfk7du3j8jHddmYazSattbW1gjH/dbW1gitVmsbOM5qterz8/MPmEym7ODg\n4C7H4319ff4vvPDCn1evXl2el5dXMSJHDAAAAADAGOLyquzJyclfNDU1xbS0tET29vY+cvjw4V8u\nXrz4qPOYq1evzli2bNmH5eXlq3U6XbPjcUVR/IxGY+msWbMuFhUV/c5bLwAAAAAAgNHM5VXZRUSq\nqqpyioqKftff3z/BaDSWbtmyZef+/fsLREQKCgr2r1+//v2PPvpo6YwZM66KiPj7+/dZLJY5p0+f\nnjd//vzP9Hq91XFK/M6dO7dkZ2ebfvrkXJUdAAAAADBKjdRV2QdtzL2JxhwAAAAAMFqNVGPu8lR2\nAAAAAADgXTTmAAAAAACoiMYcAAAAAAAV0ZgDAAAAAKAiGnMAAAAAAFREYw4AAAAAgIpozAEAAAAA\nUBGNOQAAAAAAKqIxBwAAAABARTTmAAAAAACoiMYcAAAAAAAV0ZgDAAAAAKAiGnMAAAAAAFREYw4A\nAAAAgIpozAEAAAAAUBGNOQAAAAAAKqIxBwAAAABARTTmAAAAAACoiMYcAAAAAAAV0ZgDAAAAAKAi\nGnMAAAAAAFREYw4AAAAAgIpozAEAAAAAUBGNOQAAAAAAKqIxBwAAAABARTTmAAAAAACoiMYcAAAA\nAAAV0ZgDAAAAAKAiGnMAAAAAAFREYw4AAAAAgIpozAEAAAAAUBGNOQAAAAAAKqIxBwAAAABARTTm\nAAAAAACoiMYcAAAAAAAV0ZgDAAAAAKAiGnMAAAAAAFREYw4AAAAAgIpozAEAAAAAUBGNObyipqZG\n7UOAF5Dr2EW2YxfZjk3kOnaR7dhErhjMoI25yWTKjouLa4yJiWkqKSnZPPD5gwcPrjIYDPV6vd6a\nkZFhtlqtenfnYuzih8/YRK5jF9mOXWQ7NpHr2EW2YxO5YjAuG/P+/v4JL7300l6TyZR98eLFWYcO\nHVrZ0NAQ7zwmKirqfz/77LP5VqtVv3Xr1t+8+OKL77k7FwAAAACA8c5lY26xWObodLrmyMjIFn9/\n/74VK1b88ciRI0ucx6SlpdUGBgbeEBFJTU2ts9lsWnfnAgAAAAAw3k109WRbW5smIiKi1XFfq9Xa\n6urqUh80vrS01Jibm1vpyVw/P7+hHTl83vbt29U+BHgBuY5dZDt2ke3YRK5jF9mOTeQKV1w25n5+\nfoq7H6i6unphWVnZOrPZnOHuXEVR6MoBAAAAAOOay8Zco9G0tba2Rjjut7a2Rmi1WtvAcVarVZ+f\nn3/AZDJlBwcHd3kyFwAAAACA8czle8yTk5O/aGpqimlpaYns7e195PDhw79cvHjxUecxV69enbFs\n2bIPy8vLV+t0umZP5gIAAAAAMN65/Iv5xIkTb+/du/el55577uP+/v4JRqOxND4+vmH//v0FIiIF\nBQX7d+zY8VpXV1dwYWHhuyIi/v7+fRaLZc6D5j6MFwUAAAAAwKihKIpXq7Ozc+qiRYuOx8TE/E9W\nVtYnXV1dQfcbV1VVlR0bG9uo0+madu3atdnx+LZt24o1Go0tKSnpfFJS0vmqqqpsbx8z5boelJVz\nbdy4cbdOp2vS6/X1X3755dOezKVGZ7ZPPvlkS2JiojUpKel8SkqKRe3XQrmfa0NDQ9zcuXNrJ02a\n9OObb775iqffE9TozJY167s1WK7l5eWr9Hp9fWJiojU9Pd1cX1+vd3cuNXqzZc36bg2Wa0VFxRK9\nXl+flJR0fvbs2edOnjz5c3fnUqM3W0/XrNdfzKZNm35bUlLya0VRZNeuXZs3b968a+CY27dvT4iO\njm6+cuVKZG9vr7/BYPjq4sWL8YqiSHFx8ba33nrr39QOhRo8K0cdO3YsNycnp1JRFDl79mxqamrq\nWXfnUqMzW0VRJDIy8kpnZ+dUtV8H5Xmu169fn/75558nv/rqq//h3LyxZn27hpOtorBmfbXcyfXM\nmTNp3d3dgYpy95dG/p0dHTWcbBWFNeur5U6uPT09kx23rVZrYnR0dLO7c6nRma2ieL5mXb7HfCQc\nPXp08dq1a/8gIrJ27do/VFRU5A0cM9ie5wpXb/cZ7uxP75x5ampqXXd3d5Ddbg9lb3vfNtRsOzo6\nQhzPs1Z9jzu5Tp8+/Zvk5OQv/P39+zydC/UMJ1sH1qzvcSfXtLS02sDAwBsid38W22w2rbtzoZ7h\nZOvAmvU97uQ6efLkm47bPT09AdOmTfu7u3OhnuFk6+DJmvV6Y97R0RESEhLSISISEhLS4fxLvMP9\n9jxva2vTOO7v2bNno8FgqDcajaXd3d1B3j5mPNhgWbka097eHj7YXKhnONmK3N0icdGiRSeSk5O/\nOHDgQP7DO3K44k6u3pgL7xtuPqxZ3+RprqWlpcbc3NzKoczFwzWcbEVYs77K3VwrKiry4uPjG3Jy\ncqp27979sidzoY7hZCvi+Zp1efE3d2VlZR232+2hAx9//fXXX3W+7+fnp9xvf3NXe54XFha++9pr\nr+0QEdm6detvXnnllbdKS0uNI3Hc8Jy7e9vzP7qjz3CzPX369Lzw8PD2b775ZnpWVtbxuLi4xszM\nzFMje5TwlLu5jvRceN9w8zGbzRlhYWHXWLO+xZNcq6urF5aVla0zm80Zns7FwzecbEVYs77K3Vzz\n8vIq8vLyKk6dOpW5Zs2a/2psbIzz9rFheIaa7aVLl2JFPF+zI9KYHz9+POtBz4WEhHTY7fbQ0NBQ\n+7Vr18KeeOKJ6wPHuNrz3Hn8+vXr33/++ef/MhLHjKFxZ3/6gWNsNptWq9Xa+vr6/Nnb3ncNNVuN\nRtMmIhIeHt4ucvfU2aVLl35ksVjm8AuD+tzJ1Rtz4X3DzScsLOyaCGvW17ibq9Vq1efn5x8wmUzZ\nwcHBXZ7MhTqGk60Ia9ZXebruMjMzT92+fXvit99+O1Wr1dpYs75rqNl2dnY+/vjjj3d6vGa9/ab5\nTZs2/dZxBbudO3f++/0u/tbX1zcxKirq8pUrVyJv3br1iPMb69vb28Mc495+++1/Xbly5X+rfSGA\n8VyusnKU8wXCamtr5zouXOLOXGp0Znvz5s1Hv/vuuymKcvciGOnp6eaPP/74F2q/Jsqzdbdt27Zi\n5wuEsWZ9u4aTLWvWd8udXL/++usZ0dHRzbW1tXOH+j1Bja5sWbO+W+7k2tzcHH3nzh0/RVHk3Llz\ns6Oioi67O5candkOZc16/QV1dnZOffbZZ08M3C6tra0tPDc395hjXGVlZc7MmTMvRUdHN7/xxhtb\nHI+vWbPmg8TERKter69fsmRJhd1uD1E7pPFe98tq3759Bfv27StwjNmwYcPe6OjoZr1eX3/u3LnZ\ng+VM+UYNNdvLly9HGQyGrwwGw1cJCQkXyNa3arBcr127FqrValsfe+yxG0FBQV0RERFXv//++4AH\nzaV8p4aaLWvWt2uwXI1G4/tTp07tdGwl67wND2vWt2uo2bJmfbsGy7WkpOTXCQkJF5KSks7Pmzfv\nlMViSXE1l/KdGmq2Q1mzforC25EAAAAAAFCL16/KDgAAAAAAHozGHAAAAAAAFdGYAwAAAACgIhpz\nAAAAAABURGMOAAAAAICKaMwBAAAAAFDR/wGOwcmBwkjrOgAAAABJRU5ErkJggg==\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0xb0c3e4c>" | |
] | |
} | |
], | |
"prompt_number": 7 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 5, | |
"metadata": {}, | |
"source": [ | |
"A longer example: \"MATCH Person-City-Institution-City-Person\"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"subgraph = p.execute(\"MATCH Person-City-Institution-City-Person\")\n", | |
"lbls = labels(subgraph)\n", | |
"clrs = colors(subgraph)\n", | |
"pos = nx.spring_layout(g)\n", | |
"nx.draw_networkx(subgraph, pos=pos, node_color=clrs)\n", | |
"nx.draw_networkx_labels(subgraph, pos=pos, labels=lbls)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 8, | |
"text": [ | |
"{1: <matplotlib.text.Text at 0xb388b4c>,\n", | |
" 5: <matplotlib.text.Text at 0xb388b6c>,\n", | |
" 6: <matplotlib.text.Text at 0xb388bcc>,\n", | |
" 7: <matplotlib.text.Text at 0xb388b0c>,\n", | |
" 8: <matplotlib.text.Text at 0xb388c8c>,\n", | |
" 10: <matplotlib.text.Text at 0xb388d0c>,\n", | |
" 11: <matplotlib.text.Text at 0xb388d6c>}" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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s2MCCBQuYN2+epdetW7fSuHFj0tPTmThxIuHh4ZZjoaGhtG3bllOnTjFlyhQW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\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0xb0a7dac>" | |
] | |
} | |
], | |
"prompt_number": 8 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 4, | |
"metadata": {}, | |
"source": [ | |
"TRANSFER node attributes from nodes of one type onto their neighbors of another type. Once again uses a valid mode sequence." | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 5, | |
"metadata": {}, | |
"source": [ | |
"Let's say we want to get rid of nodes of type City, and push their attributes on any Person they are connected to. It is important to note that this type of action will (in this case) cause the graph to split into disconnected component subgraphs. Query: \"TRANSFER City-Person\"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"subgraph = p.execute(\"TRANSFER City-Person\")\n", | |
"lbls = labels(subgraph)\n", | |
"clrs = colors(subgraph)\n", | |
"pos = nx.spring_layout(g)\n", | |
"nx.draw_networkx(subgraph, pos=pos, node_color=clrs)\n", | |
"nx.draw_networkx_labels(subgraph, pos=pos, labels=lbls)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 9, | |
"text": [ | |
"{1: <matplotlib.text.Text at 0xb45aeac>,\n", | |
" 2: <matplotlib.text.Text at 0xb45ae8c>,\n", | |
" 3: <matplotlib.text.Text at 0xb45af0c>,\n", | |
" 4: <matplotlib.text.Text at 0xb45af8c>,\n", | |
" 6: <matplotlib.text.Text at 0xb46006c>,\n", | |
" 8: <matplotlib.text.Text at 0xb4600ec>,\n", | |
" 9: <matplotlib.text.Text at 0xb46014c>,\n", | |
" 10: <matplotlib.text.Text at 0xb4601ac>,\n", | |
" 11: <matplotlib.text.Text at 0xb46022c>}" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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fby03m80sWLCA2rVr4+bmxiuvvEJSUhKtWrXCw8ODsLAwm/obNmygadOmWCwW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\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0xb29e4cc>" | |
] | |
} | |
], | |
"prompt_number": 9 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 5, | |
"metadata": {}, | |
"source": [ | |
"Or query: \"TRANSFER Institution-City-Person\" to transfer Institution attributes to Person nodes connected through a City." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"subgraph = p.execute(\"TRANSFER Institution-City-Person\")\n", | |
"lbls = labels(subgraph)\n", | |
"clrs = colors(subgraph)\n", | |
"pos = nx.spring_layout(g)\n", | |
"nx.draw_networkx(subgraph, pos=pos, node_color=clrs)\n", | |
"nx.draw_networkx_labels(subgraph, pos=pos, labels=lbls)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 10, | |
"text": [ | |
"{1: <matplotlib.text.Text at 0xb56c12c>,\n", | |
" 3: <matplotlib.text.Text at 0xb56c22c>,\n", | |
" 4: <matplotlib.text.Text at 0xb56c10c>,\n", | |
" 5: <matplotlib.text.Text at 0xb56c18c>,\n", | |
" 7: <matplotlib.text.Text at 0xb56c20c>,\n", | |
" 8: <matplotlib.text.Text at 0xb56c2cc>,\n", | |
" 9: <matplotlib.text.Text at 0xb56c32c>,\n", | |
" 10: <matplotlib.text.Text at 0xb56c38c>,\n", | |
" 11: <matplotlib.text.Text at 0xb56c40c>}" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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+vr74+PgA0K5dOxo2bMj69et1MTxoe6bKlStjYWHB4cOH2b17Nx06dKBChQqc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\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0xb29e68c>" | |
] | |
} | |
], | |
"prompt_number": 10 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 4, | |
"metadata": {}, | |
"source": [ | |
"Finally, we can PROJECT across as many modes as we want." | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 5, | |
"metadata": {}, | |
"source": [ | |
"Let's create an association graph by projecting Person across City: \"PROJECT Person-City-Person\"." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"subgraph = p.execute(\"PROJECT Person-City-Person\")\n", | |
"lbls = labels(subgraph)\n", | |
"clrs = colors(subgraph)\n", | |
"pos = nx.spring_layout(g)\n", | |
"nx.draw_networkx(subgraph, pos=pos, node_color=clrs)\n", | |
"nx.draw_networkx_labels(subgraph, pos=pos, labels=lbls)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 11, | |
"text": [ | |
"{1: <matplotlib.text.Text at 0xb64d0ec>,\n", | |
" 10: <matplotlib.text.Text at 0xb64d02c>,\n", | |
" 11: <matplotlib.text.Text at 0xb64d10c>}" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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LFy6ocePG2r9/vxo2bGh1HADlHOeYAwAAFJO8vDytWLFC/fr1U+vWrXX69Gmt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\nB4mmMPCK5177AAAAAElFTkSuQmCC\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0xb4d2c4c>" | |
] | |
} | |
], | |
"prompt_number": 11 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 5, | |
"metadata": {}, | |
"source": [ | |
"Or on a longer mode sequence. Note that only matching paths generate edges: \"PROJECT Person-City-Institution-City-Person\"." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"subgraph = p.execute(\"PROJECT Person-City-Institution-City-Person\")\n", | |
"lbls = labels(subgraph)\n", | |
"clrs = colors(subgraph)\n", | |
"pos = nx.spring_layout(g)\n", | |
"nx.draw_networkx(subgraph, pos=pos, node_color=clrs)\n", | |
"nx.draw_networkx_labels(subgraph, pos=pos, labels=lbls)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 12, | |
"text": [ | |
"{1: <matplotlib.text.Text at 0xb764b6c>,\n", | |
" 8: <matplotlib.text.Text at 0xb764a2c>,\n", | |
" 10: <matplotlib.text.Text at 0xb764bac>,\n", | |
" 11: <matplotlib.text.Text at 0xb764c0c>}" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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wyy+/yBPuAwcOYNiwYfL9uD09PdGlSxelYz6y+vp67NixA6IoIjs7G0uXLkVo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| |
"text": [ | |
"<matplotlib.figure.Figure at 0xb4d2cec>" | |
] | |
} | |
], | |
"prompt_number": 12 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 5, | |
"metadata": {}, | |
"source": [ | |
"!!!Bad sequence returns empty!!!" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"subgraph = p.execute('PROJECT Dog-Cat-Dog')\n", | |
"print(subgraph.nodes(), subgraph.edges())" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"([], [])\n" | |
] | |
} | |
], | |
"prompt_number": 13 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 5, | |
"metadata": {}, | |
"source": [ | |
"!!!Query must begin with valid verb!!!" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"subgraph = p.execute(\"MERGE City-Institution\")" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"ename": "SyntaxError", | |
"evalue": "Expected query to begin with \"MATCH\", \"TRANSFER\", or \"PROJECT\".", | |
"output_type": "pyerr", | |
"traceback": [ | |
"\u001b[1;36m File \u001b[1;32m\"<string>\"\u001b[1;36m, line \u001b[1;32munknown\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m Expected query to begin with \"MATCH\", \"TRANSFER\", or \"PROJECT\".\n" | |
] | |
} | |
], | |
"prompt_number": 14 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 5, | |
"metadata": {}, | |
"source": [ | |
"^MERGE will be a valid verb in the near future :D" | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"NEXT STEPS: " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Queries like this: <br>\n", | |
"\"\"\"<br>\n", | |
"MATCH City-Person-Institution<br>\n", | |
"TRANSFER City-Person<br>\n", | |
"PROJECT Person-Institution-Person;<br>\n", | |
"\"\"\"" | |
] | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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