{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Embedding graphs in Minkowski spacetime\n", "\n", "\n", "> The views of space and time which I wish to lay before you have sprung from the soil of experimental physics, and therein lies their strength. They are radical. Henceforth space by itself, and time by itself, are doomed to fade away into mere shadows, and only a kind of union of the two will preserve an independent reality. — Hermann Minkowski, 1908" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![title](../images/lightcone.svg.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### **Implementation of Lorentzian graph embeddings:**\n", "\n", "**[1]** Clough JR, Evans TS (2017) Embedding graphs in Lorentzian spacetime. PLoS ONE 12(11):e0187301. https://doi.org/10.1371/journal.pone.0187301
\n", "\n", "The authors also released their own open-source Python library that can be found here: https://github.com/JamesClough/dagology" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Despite the author's excellent and highly accessible code, I decided to attempt my own limited Python implementation to incorporate it within the format of my larger repository, and to potentially pursue implementing different variants of the MDS algorithm along with some newer packages like `NetworKit` that offer drastically better performance for the distance calculations on large networks. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Two Main Steps:**
\n", "- Given some input DAG, we compute a pairwise dissimilarity matrix by estimating space-like and time-like distances, which we call separations.
\n", "- Apply generalized, Lorentzian Multidimensional Scaling with this separation matrix as input\n", "\n", "\n", "Given only pairwise separations $M_{ij}$, can we find coordinates in Minkowski spacetime that preserve these pairwise separations? The full spacetime embedding algorithm from **[1]** is summarized below:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "DAG Embedding Algorithm:
\n", "1. For every pair $i, j$ connected by an edge, find length of the longest directed path between them, $L_{i j}$
\n", "2. For every other pair, find the naive spacelike distance $N_{i j}$ .
\n", "3. Create separation matrix, M, such that $M_{i j}$ = $-L_{i j}^{2}$ if there is a path from $i$ to $j$ and\n", "$N_{i j}^{2}$ otherwise.
\n", "4. Use Lorentzian MDS with $\\mathrm{M}$ as the input matrix of squared separations.
\n", "
" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T02:59:59.033400Z", "start_time": "2019-10-05T02:59:59.021430Z" } }, "outputs": [], "source": [ "# import libraries\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import networkx as nx\n", "# plotting style\n", "%matplotlib inline\n", "plt.style.use('default')\n", "# display multiple outputs within a cell\n", "from IPython.core.interactiveshell import InteractiveShell\n", "InteractiveShell.ast_node_interactivity = \"all\";\n", "# ignore warnings\n", "import warnings\n", "warnings.filterwarnings('ignore');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing causal sets & synthetic DAGs in Minkowski space" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T03:00:30.961453Z", "start_time": "2019-10-05T03:00:30.415499Z" } }, "outputs": [ { "data": { 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sample_graphs import causal_set_graph, uniform_box_graph, random_dag\n", "\n", "# plot causal set graph & transitive reduction\n", "N = 10\n", "G = causal_set_graph(N, 2)\n", "options = {'node_size': 400,\n", " 'width': 1,\n", " 'with_labels': True}\n", "draw_pos = {i:G.node[i]['position'][::-1] for i in range(N)}\n", "trans_G = nx.transitive_reduction(G)\n", "plt.figure(figsize=(12, 6))\n", "plt.subplot(121)\n", "nx.draw(G, pos=draw_pos, **options)\n", "plt.title('Original Causal Set Graph')\n", "plt.subplot(122)\n", "plt.title('Transitive Reduction')\n", "nx.draw(trans_G, pos=draw_pos, **options);" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T03:00:31.500404Z", "start_time": "2019-10-05T03:00:30.965445Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot uniform rectangle graph and transitive reduction\n", "N = 10\n", "G = uniform_box_graph(N, 2)\n", "draw_pos = {i:G.node[i]['position'][::-1] for i in range(N)}\n", "trans_G = nx.transitive_reduction(G)\n", "plt.figure(figsize=(12, 6))\n", "plt.subplot(121)\n", "plt.title(r'Random Uniform $[0,1]^D$ Graph')\n", "nx.draw(G, pos=draw_pos, **options)\n", "plt.subplot(122)\n", "plt.title('Transitive Reduction')\n", "nx.draw(trans_G, pos=draw_pos, **options);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Evaluating Minkowski Graph Embeddings\n", "\n", "We now attempt to apply this DAG embedding algorithm on real data, beginning with a few synthetic datasets: causal set graphs, uniformly scattered interval graphs, and Random DAGs.
\n", "\n", "Finally, we apply the embedding to real world citation networks, such as the collection of directed citations existing between published scientific papers (from KDD 2003 data), as well as the network of citations documented between legal cases in the Supreme Court of the United States **[2]**
\n", "
\n", "**[2]** source: The Authority of Supreme Court Precedent James H. Fowler, Sangick Jeon Social Networks 30 (1): 16-30 (January 2008)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ex.) Causal set graphs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Note: how to handle embeddings where time direction is reversed?*" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T03:00:31.520350Z", "start_time": "2019-10-05T03:00:31.502399Z" } }, "outputs": [], "source": [ "from eval_metrics import add_edges, roc_auc_score, plot_roc_curve, sensitivity, specificity\n", "from dag_embed import MinkowskiEmbedding\n", "plt.style.use('default')\n", "plt.style.use('seaborn')\n", "def plot_embedding(G, X, title = 'Original input graph'):\n", " # use input graph and embedding to plot in 2-D Minkowski space\n", " N = X.shape[0]\n", " plt.figure(figsize=(12,5))\n", " plt.subplot(121)\n", " plt.title('Spacetime Embedding Recreation')\n", " plt.xlabel('Time')\n", " plt.ylabel('Space')\n", " plt.scatter(X[:, 0], X[:, 1], s=100, edgecolor='black', linewidth=1)\n", " # add node labels\n", " for i in range(N):\n", " _ = plt.text(X[i, 0]+0.03, X[i, 1]+0.03, str(i), size=14, fontweight='bold');\n", " # add edges to the plot\n", " for u,v in add_edges(X):\n", " _ = plt.plot([X[u][0], X[v][0]], [X[u][1], X[v][1]], c='red', linestyle='--', alpha=0.3);\n", " plt.subplot(122)\n", " plt.title(title)\n", " plt.xlabel('Time')\n", " plt.ylabel('Space')\n", " X_orig = np.array([G.node[i]['position'] for i in range(N)])\n", " # plot original coordinates and edges from input graph (i.e. if input G = causal set) \n", " plt.scatter(X_orig[:, 0], X_orig[:, 1], s=100, edgecolor='black', linewidth=1)\n", " for i in range(N):\n", " _ = plt.text(X_orig[i, 0]+0.01, X_orig[i, 1]+0.01, str(i), size=14, fontweight='bold');\n", " for u,v in list(G.edges()):\n", " _ = plt.plot([X_orig[u][0], X_orig[v][0]], [X_orig[u][1], X_orig[v][1]], \n", " alpha=0.3, c='red', linestyle='--');\n", " plt.show();" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T03:00:32.934042Z", "start_time": "2019-10-05T03:00:31.525338Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 20\n", "G = causal_set_graph(N, 2)\n", "causet_embed = MinkowskiEmbedding()\n", "X = causet_embed.fit(G)\n", "plot_embedding(G, X, title = 'Original Causal Set Graph')" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T03:00:33.218408Z", "start_time": "2019-10-05T03:00:32.940984Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Sensitivity at c=1: 0.7524752475247525\n", "Specificity at c=1: 0.9665551839464883\n" ] } ], "source": [ "# plot roc curve\n", "plot_roc_curve(G, X, title='Causal set graph')\n", "print('Sensitivity at c=1: ', sensitivity(G, causet_embed.predict(G)))\n", "print('Specificity at c=1: ', specificity(G, causet_embed.predict(G)));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ex.) Uniform Minkowski $[0,1]^{\\mathbb{D}}$ Graph " ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T03:00:34.305515Z", "start_time": "2019-10-05T03:00:33.222351Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# evaluate on uniform box graph\n", "N = 20\n", "G = uniform_box_graph(N, 2)\n", "uniform_embed = MinkowskiEmbedding()\n", "X = uniform_embed.fit(G)\n", "plot_embedding(G, X, title='Original Uniform Box Graph')" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T03:00:34.583249Z", "start_time": "2019-10-05T03:00:34.307472Z" } }, "outputs": [ { "data": { "image/png": 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yordeJPPHayhvvH7yx2sof7yG8mbO148BloiIiIhkhQGWiIiIiGSFAZaIiIiIZIUBloiIiIhkhQGWiIiIiGSFAZaIiIiIZIUBloiIiIhkhQGWiIiIiGSFAZaIiIiIZIUBloiIiIhkhQGWiIiIiGSFAZaIiIiIZEUpdQFE5ujOndv4+utoZGamw97eEaNH+8HTs0qxPO/y5VFITU2Fi4sLxowZVyzPa+h5Ctrj4uLwv/+dga2tPVxdXbFw4WI0b96y2OsgIiJ5Kqmfg8VFEEVRlLqI5ORkDBo0CHPmzEHr1q2LPCYmJgZhYWG4desWKlWqhIkTJ6JTp05GnSch4VFxlGsQpVIBV1cHpKRkQKXSmOy89HJUKhVCQgKwd+9uJCYmaNvd3T3QtasPFi+OgFJp/O99JfW8hp6nXDl3ODs7Iy0tDcnJSXqPEwQBr7xSAzExx2Bra/vSdZgDvgflj9dQ/ngN5cdUP6+excPD6bnHSD6E4PTp0xg0aBD+/fffpx5z48YNBAQEYPz48Th16hQCAgIQFBSE+/fvm7BSKg1CQgKwfv2POm9aAEhMTMD69T8iJCTQrJ7X0PMkJSXi+vVrRYZXABBFEdevX4O3d5tiqYOIiOTJVD+vXpakQwg2bdqE8PBwfPrppwgODn7mcS1atEDXrl0BAL6+vti4cSPWr1+PwEDz+EKSDGnyIOQkQ/Hfn5T4OFR8sBmfdhRRzh5wsQMUwpMPEGFr/SsUe7Ngb+9g8GkyMzPQ0/p3dOn/tA87Xux5jT/P8wm4huwtg+Du7vHCz2EuFAoBsFHCPlcFjUbyD5roBfAayh+vobwU9XMkIxfYeB44dC2/s2Pfvt24c+e25MMJJB1CkJCQAFdXVyiVStSrVw+rV68ucgjBuHHjULVqVUyePFnb9sUXX+Dff/9FdHS0wedLSkrPfzOZgJWVAs7Odnj4MAtqNT82KVGiCKjSochOhpDz35/sJChynrydH1KF7CRtaBXyTDekhIiISE6y8pRY9mdLBLxxHAI0eCMKOP7fh+V+fv6YM+eLEju3q+vzO3Mk7YH18DCslycjIwN2dnY6bba2tsjMzDTqfG5uDhAE0wTYAs7Ods8/iB7TqIDsFCArCchOesbfiY//nZ0MqHOlrpyIiMginLpVGcN+6otLDzyQnmODaT4xeKPG4wCbmZluUMgsSbJYhcDOzg7Z2dk6bdnZ2XBwMO6Ll5ycwR5YU1JlPu75zEmC8F8PqaJwL+kTPaeK3FSpqyYiIiqV8tQKzNnbAXP3dYBakz9NKjSmLT5qcwL7/8nSHmdv74iUlIwSq8Pse2ANVbduXVy4cEGn7Z9//kGjRo2Meh6NRjT5GBy1WiP/mZeiBkJuqjZ4FvV3kfeps5//3GZCY10WeUpnXLh6F/cfqpCUASRnAoUvnb29Hd55ZyAcHR0Nfu709HRs2PAzsrKynnrMizzvi5zneQQB6Nu3H8qXr/jCz2EuFAoBtrbWyM7O49g7meI1lD9eQ3mZ9q0Si/a4am9XKRuPPo02oefKLMTeyW/z8CiP0aP9JM82sgiwvXv3xnfffYft27fDx8cHu3fvxokTJzB16lSpS3thploPVI865xlBNKno+3JTIYjyCOGioIRYxg2a//6IRf5drlCbK6DIfyuEBn6M9et/RFFDwwVBwKBB76BfpwgY83unAODQJhXWbyve5zX2PIaoUaMm3v/mu5eqw1wolQrYujogi8v3yBavofzxGsrL2LrZiN6+FFlZVgAO4XbaIUQeeXzdBEFAly7dJJ/ABZhxgG3WrBlmzpyJ3r17o1atWoiKikJYWBimTp0KT09PREREoEaNGlKXabSnra/2668/G7e+mihCyHtYRE9oUqG2FN1eUpV8oolG6agTMosKpPn/fhxIRWun/G7EF7R4cQQAAfv27UZCwgNtu4dHeXTp0u2/+83neQ09j7u7B5ycnPDw4UMkJSXqPe7JdWCJiKh0yMlRoUyZx5mjbFlb/PjjYCxb9iViYy8iIeFxeC3un1cvyyw2MjAVc9jIILCIHj6lAnCzB9wdgAG9fBA8dkQRQbRwj2kKBFFlstfzMkRBAdHmWQFUt3c0/29XwKqMZDU/uQOJg4MTRo/2Q+XKnsXyvAU9766ubhgzpnie19Dz6O7EFQt7ezu4uLghNHQJmjVrXux1SIkLqMsfr6H88RqaJ1EUsXr1eSxZcgw7dryLSpX0Nw4oqZ+DhjBkIwMG2BJS1Jv2zp3b6NbNG4mJCfAsC3w9AGhbHSgro4UKRCu7pwRQ16d+XC/alAUEyffMMBq/8cobr5/88RrKH6+h+bl79xGCgnbjwIGbAIBOnapj3bp3ilylSarrZ0iANdshBJZo+fIo7bCB8D7Am/WlrUdj4/KMcaJF95JCaS9t0URERGQ0URSxYcPfmDJlP9LScrTtVao4IzdXrTOUQA7kVa3MpaY+XiKqWTH2wosKa72xoM/+mN4Noo2LduISERERWa7ExExMnLgP27bFadsqVHDAl1/6oEsX+c0nAhhgTcrFxUX7b3vroo95mA3kWjmhbMXaBsym/2/iktLxpSYuERERkWXaufMqQkL2IDHx8eZP77xTH/Pnd4Krq4zGMBbCAGtCY8aMw6+//ozExAQ42Oje9+Y3wL44wMWtPHbvPgjRDJaoICIiIvmaMSMG0dGntbfd3GwRGtoVvXrVlbCq4iG/mTUy5ulZBV27+kAQ9Htgb6cCKo35rK9GRERE8taq1ePxit2710RMzHCLCK8Ae2BNbvHiCFgLaigU63Ta7ZzcMKjjm2azvhoRERHJm69vbYwc+RqaNq2AQYMaFrnSgFxxGa0S8qylJ4TsJLj/rDto+kL7Qyhf4zWT1UfPx+Vf5I3XT/54DeWP19B0Tp6Mx9atcZg5s0OxBVUuo0U6BFWmXlsFz5ooNb9JEBERUbHIyVEhLOwYIiJOQqMR0aRJefTv30Dqskocx8BKQFBn6bWJXF+ViIiIjPDXXwno3v1HLF16AhpNfjfYL79cRGn4cJ09sBIo3AMrKmy4JisREREZRKXSIDLyJEJDjyIvL/+jfWtrBT799HX4+7e0qLGuT8PUJAG9AMveVyIiIjLA1asp8PffidOn72rbGjRwR1TUm2jUyEPCykyLAVYKDLBERERkBFEUsXLlWcyefRhZWSoAgEIhICCgJSZMaCO7rWBfVul6tWZCrwfWSr47YRAREZFpHDlySxtea9RwQWRkD7RsWVniqqTBSVwSENSFViFgDywRERE9gyAICA3tCg8Pe4wc+Rr27x9aasMrwB5YSQgq3VUIOISAiIiInvTgQQZu3EhDq1aPQ6q7uz2OHBkBFxdbCSszD+yBlYCgytC5zQBLREREBbZuvQJv79UYMWILEhN1P7VleM3HACsB9sASERFRYamp2Rg7djtGjtyGpKQsJCZmYu7cP6QuyyxxCIEEOImLiIiInrR//3UEBe3GvXuPP6Xt2bM2pk59Q8KqzBcDrBTUXEaLiIiIgPT0XMyYcQirV5/TtpUtWwbz53dGv371S8WmBC+CAVYCQh4DLBERUWl37NhtBATsws2badq2Tp2qY8kSH1Su7CRhZeaPAVYCXEaLiIiodEtPz8Xw4VuQkpINALC3V2LGDG8MH96Eva4G4CQuCXASFxERUenm6GiDOXM6AgBataqMAweGYcSIpgyvBmIPrAS4jBYREVHpkpenRm6uBg4O1tq2/v0bwN7eGj161IKVFfsUjcGvlgT0emC5CgEREZHFunw5CT17rsPkyft02gVBQM+edRheXwC/YlIovIwWe2CJiIgsjkYjYtmy0+jadQ3Onr2P9esvYseOf6QuyyJwCIEECk/iYoAlIiKyLDdvpiEwcCeOHr2jbatTxw2VKjlKWJXlYICVACdxERERWSZRFLFmzXlMmxaDjIw8AIAgAB995IXPPmsHOzvr5zwDGYIBVgKFJ3FxGS0iIiL5u3cvHcHBu7Fv3w1tW7VqzggP7462batKV5gFYoCVAHtgiYiILMu1ayno0eNHpKbmaNvef78RZs3qCEdHG+kKs1CcxGVqGjUETY5Ok2jFAEtERCRnNWq4oFmzigCA8uUdsHZtHyxe7MPwWkIYYE1MbxcuAKKSy2gRERHJmSAI+PJLHwwZ0giHDg1Dt241pS7JojHAmpqqqADrIEEhRERE9CIePcpBUNAuHDx4U6e9UiUnLFniAzc3dkyVNAZYExOKDLD8j05ERCQHhw//C2/v1fjxxwsICtqFtLRsqUsqlRhgTazwBC4AAHfiIiIiMmuZmXn47LP96NfvV9y+/QgAkJaWg7/+SpC4stKJqxCYWOEltESlff4CcURERGSWTp2KR0DALly9mqJta9euCpYu7Y5q1cpKWFnpxQBrYoK60BJa7H0lIiIyS7m5aoSFHUV4+EloNCIAwNbWCp9/3h6jRjWDQsEOKKkwwJqYfg8sJ3ARERGZmytXkjBmzHZcuPB4iICXV0VERPRAnTpuElZGAAOsyelvYsAeWCIiInNjbW2F69dTAQBKpQKffvo6AgJaQqnk9CFzwKtgatyFi4iIyOzVqOGCGTM6oEGDcti16z0EB7dmeDUjvBImVuQkLiIiIpKMRiPixx//QkZGnk778OFNsHv3EDRuXF6iyuhpGGBNTG8ZLU7iIiIiksydO48wcOAGBAXtxqxZh3TuEwQBZcpwtKU5YoA1MU7iIiIikp4oili37gI6dFiFQ4f+BQB8//3/EBeXLHFlZAj+WmFiestocRIXERGRST14kIEJE/Zi586r2rbKlR3x5ZfducKATDDAmljhrWTZA0tERGQ6W7dewcSJ+5CU9LhDaeDAhpg7tyPKlrWVsDIyBgOsiekHWPbAEhERlbTU1GxMmbIfGzb8rW1zd7dDWFg3+PrWlrAyehEMsKZWeBktTuIiIiIqcRs2XNIJr76+tREa2hUeHlwNSI44icvEOImLiIjI9EaMaIo2bTzh7FwGUVE98N13vRheZYw9sCZWeBIXOISAiIio2N258wienk7a21ZWCkRFvQkrKwGVKzs945EkB+yBNTH2wBIREZWc7GwVZs48hJYtV+L48Ts691Wt6szwaiEYYE2s8EYGnMRFRERUPM6duw8fn7WIijoFlUqDgICdertrkWXgEAIT4zJaRERExSsvT42lS09g8eLjUKk0AAAbGysMHdoEtrZWEldHJYEB1sT0AixXISAiInphV64kwd9/J86eva9ta9TIA5GRPdCwoYeElVFJYoA1Nb2duDgDkoiIyFgajYgVK85g3rw/kJ2tBgBYWQkYP74VQkLawMaGPa+WjAHWlESxiElcDLBERETGmjr1AFauPKu9XaeOGyIiusPLq5KEVZGpcBKXKWlyIYga3TZO4iIiIjLaiBFNUaZMfi/rmDFe2Lt3CMNrKcIeWBMqPP4V4CQuIiIiQ4iiCEEQtLfr1SuHBQu6oHr1smjXrqqElZEU2ANrQkUHWPbAEhERPcumTX+jT5+fkZ2t0ml/771GDK+lFAOsCQnqIgKsFcfAEhERFSU5OQujR2/DmDHbcfToHSxY8KfUJZGZ4BACExLyCi2hJSgBKxuJqiEiIjJfe/ZcQ3DwHjx48Hjy8927j6DRiFAohGc8kkoDBlhT4hJaREREz/ToUQ6mTYvB2rV/adtcXW2xYEEX9OlTT8LKyJwwwJoQl9AiIiJ6uiNHbiEwcBdu3XqobevatQaWLOmGChUcJayMzA0DrAkJKt0eWC6hRURElG/GjBhER5/W3nZwsMbs2R0xZEgjndUHiAAGWJPS30aWPbBEREQAYG9vrf1327ZVsHRpd1SvXlbCisicMcCakF6A5RACIiIiAEBwcGscPnwLPXvWxkcfeXGiFj0TA6wJFV5GiwGWiIhKo0uXEnH27D28+24jbZu1tRU2bx7I4EoGYYA1IfbAEhFRaaZWaxAdfRoLFvwJjUZEo0bl0bhxee39DK9kKEk3MkhKSoKfnx9atGiB1q1bY+7cuVCpVEUeu2rVKnTu3BleXl7o1asXdu3aZeJqi4FegOUkLiIiKh2uXUtB794/Y/bsw8jNVUOl0iA8/ITUZZFMSRpgg4KCYG9vj8OHD+PXX3/F0aNH8f333+t7KJF1AAAgAElEQVQdFxMTg+XLl+Obb77BmTNn4O/vj6CgINy+fdv0Rb+EwqsQcBIXERFZOlEUsXJlLDp3/gEnT8YDAAQB8PdvgcjIHhJXR3Il2RCCmzdv4sSJEzh06BDs7OxQtWpV+Pn5ITQ0FKNGjdI59tq1axBFUfvHysoK1tbWUCrlNQKi8BACcAgBERFZsDt3HmHQoI3Ys+eatq169bKIiOiBNm08JayM5E6yBBgXFwcXFxdUqFBB21arVi3Ex8fj4cOHcHZ21rb37NkTGzduhK+vL6ysrCAIAkJDQ1GxYkWjzqlQCCYbX2NlpdD5GwAUGt0eWMHGAUqlpJ3g9AxFXUOSD14/+eM1lC9RFPHzzxcxefJ+pKXlaNs//LApZszwhqMjt1GXA3N+D0oWYDMyMmBnpzsGtOB2ZmamToDNy8tD/fr1MXfuXNSvXx9bt27F1KlTUatWLdSrZ/i2cm5uDiZfDNnZ+YnXKOTo3Gfr5AJbVweT1kPG07mGJDu8fvLHayg/ublqRESc0oZXT08nfPvt2/DxqSVxZfQizPE9KFmAtbe3R1aWbo9kwW0HB91QN3v2bHh5eaFJkyYAgH79+mHbtm3YtGkTJk+ebPA5k5MzTNoD6+xsh4cPs6BWawAAjlmPYP3EMZl5SuSkZBT9BCS5oq4hyQevn/zxGspbZGR3+Pj8iMGDG2HOnI5wdrZBCn/myYpU70FXAzr3JAuwderUQWpqKhITE+Hu7g4AuHr1KipWrAgnJyedY+Pj49GoUSOdNqVSCWtraxhDoxGh0YgvV7iR1GoNVKr/Lnqe7htXrbB7fB+ZLZ1rSLLD6yd/vIbmLy0tG2lpOahW7fHOWY0alceRIyPQqlVVpKRk8BrKmDm+ByUb1PDKK6+gefPmmDdvHtLT03Hr1i1ER0ejf//+esd27twZa9aswYULF6DRaLBz504cP34cvr6+ElT+EgqvQsBltIiISOYOHLiBDh1WY9SobXohp04dN4mqIksn6ajc8PBwqFQqdOnSBQMHDkT79u3h5+cHAGjWrBm2bNkCAPD398eQIUMQEBCAli1bYsWKFYiKikKDBg2kLN9oejtxcRktIiKSqYyMPEycuA+DBm3E3bvpOHv2PiIjT0pdFpUSkq5D5e7ujvDw8CLvi42N1f5bqVQiICAAAQEBpiqtRAh5XEaLiIjk7/jxOwgI2IkbN9K0be3bV0P//vLqWCL5ktdCqjKn1wPLAEtERDKSk6PCggV/IirqFMT/ppTY2SkxbVoHfPBBU24FSybDAGtChTcyYIAlIiK5OH/+Afz9d+DSpSRtW4sWlRAZ2QM1a7pKWBmVRgywpiJqIKizdZsYYImISAbu30+Hr+9PyMlRAwCsrRWYNKktxo1rYZaL3JPl4/86Uym0AgEAiFZchYCIiMxfhQqOGDnyNQDAq696YPfuIQgMbMXwSpJhD6yJFB4+AACikrtwERGR+SlYM/3JMa2TJ7fTBlkbGyupSiMCwB5Ykyk8gQvgOrBERGR+/v03Df36/YLly8/otNvaKvHxx80ZXskssAfWRIrqgeUyWkREZC5EUcSPP/6F//u/GKSn5+LUqbvo0uUV1K1bTurSiPQwwJqI3goEVraAwA5wIiKS3v376QgJ2YM9e65r2zw87PHwYY6EVRE9HQOsiegHWA4fICIi6f3222VMmrQPKSmPV8p5771XMXt2Rzg5lZGwMqKnY4A1Ef01YDmBi4iIpJOcnIXJk/fjt98ua9s8POyxeHE3dO9eS8LKiJ6PAdZU1LrLaHECFxERSeX8+Qd4991NePAgQ9vWu3ddLFjQBeXK8ecTmT8GWBMRVBk6t9kDS0REUqlRwwV2dvkRwMWlDL74ogv69q0HQeBWsCQPnEVkIkLhjQzYA0tERBJxdLRBREQPdOtWA4cODcc779RneCVZYYA1EU7iIiIiKWRl5WHWrEO4cSNVp71NG0+sXdsXFSs6SlQZ0YvjEAIT0Quw1hxCQEREJSs29h78/XciLi4Zp0/fxaZNA3V21yKSK/bAmkjhIQTsgSUiopKSm6vGF18cga/vT4iLSwYAnDlzD+fPP5C4MqLiwR5YE+EkLiIiMoVLlxLh779TJ6w2bVoBkZE9UK8ed9Uiy8AAaypcRouIiEqQWq1BdPRpLFjwJ3Jz1QAApVKBkJDWGD++FaytrSSukKj4MMCaiH4PrL1ElRARkaW5fj0VAQE7ceJEvLatXr1yiIzsgaZNK0hYGVHJYIA1Ef1ltBhgiYioeFy/nqoNr4IA+Pm1wKRJbWFryx/zZJn4P9tEuIwWERGVlM6dX8Hw4U1w8OBNRET0QJs2nlKXRFSiGGBNRC/AchIXERG9AFEUERPzL7y9q+lsPjBjhjdEUYSjo42E1RGZBpfRMhGBk7iIiOglJSZm4sMPt2LgwA344YfzOvc5OFgzvFKpwQBrIlxGi4iIXsaOHf+gQ4fV+P33fwAA06bFICEh8zmPIrJMHEJgKoU3MmAPLBERGeDhwxxMnXoA69df1La5udkiNLQrPDw4IZhKJwZYE9GfxMVvOkRE9GyHDv2L8eN34c6dR9q2Hj1qISysK8qX5yd5VHoxwJpI4QDLZbSIiOhpMjLyMHv2IXz77f+0bU5ONpg7txMGDWqoM3mLqDRigDUFTR4EUaXTxI0MiIjoaUJD/9QJr+3bV8PSpT6oUsVZwqqIzAcncZlA4QlcAAMsERE9XVBQa1Sq5Ag7OyXmz++EX37px/BK9AT2wJqA3i5c4CQuIiJ6LCMjDw4O1trbLi62WLGiJ9zd7VGrlquElRGZJ/bAmgB7YImIqCgqlQZffnkcrVqtxN27j3Tua93ak+GV6CkYYE2h8BJaggJQlJGoGCIiMgdXr6agV691mDfvCBISMhEcvAeiKEpdFpEscAiBCRS5hBZnkBIRlUoajYhvvz2L2bMPIysrf4KvQiGgcePyUKtFKJX8+UD0PAywJsAltIiICABu3XqIoKBdOHz4lratZk0XREb2QIsWlSWsjEheGGBNQFAX3oWLAZaIqDQRRRHr1l3A1KkHkZ6eq20fNeo1fP55e9jbWz/j0URUGAOsCRSexMUVCIiISpfg4N348ccL2tuenk5YurQ7OnSoJmFVRPLFSVwmUHgZLfbAEhGVLl271tT+e/DgVxETM4zhleglsAfWBPR6YK0YYImISpO33qqDMWO80K5dVfToUUvqcohkjwHWFNgDS0RUauzdew17917H/PmdITyx4szs2R2lK4rIwjDAmoCgLrSMFgMsEZHFSU/PxfTpMfjhh/MAgJYtK6NfvwYSV0VkmTgG1gT0l9HiJC4iIkty9OhtdOz4gza8AsDu3dckrIjIsrEH1gQ4iYuIyDJlZeVh3rwjWLHiDAo20bK3t8bMmd4YNqyxtMURWTAGWBPgJC4iIstz9uw9+PvvxJUrydq21q09ER7eHTVquEhYGZHlY4A1AfbAEhFZDrVag0WLjmHJkuNQq/O7XW1srDBlSjuMHesFKyuOziMqaQywJqC/kQEDLBGRXCkUAi5eTNSG1yZNyiMysgfq13eXuDKi0oMB1hS4lSwRkcUQBAGhoV1x+vRdDB3aGMHBrWFtbSV1WUSlCgOsCRRehYABlohIPq5fT8W9e+l4/fUq2jYPD3scO/YhHBysJayMqPTiQB0T0FtGy4rLaBERmTtRFPH99/9Dp04/YOTIbUhM1P1ezvBKJB0GWBPQm8RlzR5YIiJzdvfuIwwevBETJ+5DZmYeEhMzERZ2VOqyiOg/LxRgY2JiMHToULzxxhu4c+cOwsPD8dtvvxV3bRaDy2gREcmDKIr49ddL6NBhNQ4cuKltHzq0MT7/vL2ElRHRk4wOsEeOHIG/vz88PT3x8OFDaDQaqNVqfPbZZ9iwYUNJ1Ch7AidxERGZvcTETIwcuQ1+fjuQlpYDAKhQwQE//dQXixZ1g6OjjcQVElEBoydxRURE4JNPPsGIESOwa9cuAEBwcDCcnZ3x3XffoV+/fsVepKyJIidxERGZuZ07ryIkZI/OONd33qmP+fM7wdWV8xaIzI3RPbCXL19G586d9dp9fHxw69atYinKohTqfQUAUclvhkRE5iI1NRv+/ju14dXNzRYrV76Fr77yZXglMlNGB1gnJyfcv39frz0uLg5ly5YtlqIsid4KBABEpYMElRARUVFcXGwxb14nAED37jUREzMcvXrVlbgqInoWo4cQ9OrVC3PnzsXcuXMhCAIyMjIQExOD2bNnw9fXtyRqlLWiAiyX0SIikk5mZh40GlFnTOuAAQ1QvrwDvL2rQRAECasjIkMYHWCDgoJw79497VjXvn37QhRFdOzYEUFBQcVeoOwV2QPLMbBERFI4dSoe/v470aqVJ8LDu2vbBUFAx47VJayMiIxhdIC1trbGokWLEBgYiEuXLkGj0aBu3bqoXbs2RFEsiRplTW8Cl8IGUHADNCIiU8rJUSEs7BgiIk5CoxFx7VoqfH1ro0ePWlKXRkQvwOgk1aVLF2zYsAHVq1dH9eqPf1u9f/8+evfujePHjxdrgXLHFQiIiKR14UICxo3bgYsXE7VtzZtXRO3arhJWRUQvw6AAu337dhw+fBgAcOfOHcyaNQtlypTROebOnTscN1SUwrtwMcASEZmESqVBVNQpLFz4J/LyNAAAa2sFPv30dfj7t4RSyc0oieTKoADbrFkzrFu3TjtEID4+HtbWj/eAFgQB9vb2WLBgQclUKWOFd+FKTM3A3Tu34elZRaKKiIgs39WrKfD334nTp+9q2xo0cEdU1Jto1MhDwsqIqDgYFGArVaqE1atXAwCGDh2KyMhILpllAJVKhdUro+BX43FbfEIafLp5o2tXHyxeHAGlkuNhiYiK099/J6J79x+RlaUCACgUAvz9W+DTT19HmTL8nktkCYz+/OSHH354aniNj49/6YIsyejRo3H+zFGdtsxcIDExAevX/4iQkECJKiMislz16pVD69aeAIAaNVywZcsgfP55e4ZXIgti9Lv5zp07+OKLL3D58mWo1WoAgCiKyM3NRXJyMi5evFjsRcrR7du3sX37dgypr9uemZf/tyiK2LdvN+5wOAERUbESBAFffumD5cvPYOLEtnBwsH7+g4hIVozugZ09ezauXLmCN998E/fv30fPnj3x6quvIjExETNmzCiBEuXpq68i8eDBA9gX+r6Zmfv43wkJD7B8ebRpCyMisiAPHmRg+PDNiIm5qdNeubITZs70ZnglslBG98CeOnUKy5YtQ8uWLXHo0CF07doVTZo0wZIlSxATE4OBAweWRJ2yk5KSAgCwttJtz1Xr3k5NTTFRRURElmXr1iuYOHEfkpKycO7cA8TEDIOzc5nnP5CIZM/oHticnBxUqZL/kXfNmjVx+fJlAECfPn3wv//9r3irkzFX1/z1BQuv0qLW6N52ceE6hERExkhNzcbYsdsxcuQ2JCXlL1WYk6PG1avsECAqLYwOsFWrVsWVK1cAAK+88gouXboEANBoNMjIyHjWQ0uVsWP9Ub58eVgVDrBPbFbm4VEeY8b4mbYwIiIZ27//Ojp0WIWNG//WtvXsWRuHDg1Ds2YVJayMiEzJ6AD7zjvvYOLEiThw4AC8vb2xYcMGfPPNN5gzZw7q1atn1HMlJSXBz88PLVq0QOvWrTF37lyoVKoijz1x4gQGDBiAZs2awdvbG8uXLze2dJOqUqUKfH199XpgVf/1wAqCgC5dunECFxGRAdLTczFhwl4MHrwJ9+7ld5aULVsG0dFv4ttve8HdnZvEEJUmRo+BHTVqFJRKJQRBQJMmTeDv749ly5ahUqVKWLhwoVHPFRQUhAoVKuDw4cNITEzExx9/jO+//x6jRo3SOe7q1av46KOPMH36dPTp0weXL1/G8OHDUb16dfTo0cPYl2AyX3/9NXZ/dgzA454CtSa/57VLl25YvDhCuuKIiGTi7Nl7+OCDrbh5M03b1qlTdSxZ4oPKlZ0krIyIpCKIBdtrFYPMzEzY2xv2W/DNmzfh4+ODQ4cOoUKFCgDyt6wNDQ3FgQMHdI6dPXs2UlNTsWjRIm3b9evX4ejoCA8Pw3dUSUh4ZPCxL0upVMDV1QHZO/xge3GZtv2Phw3h9M4GVK7sabJa6MUUXMOUlAyoVJrnP4DMCq+f/BVcw9Onb6NDh1XIzFTB3t4aM2Z0wPDhTbh9uQzwfShvUl0/D4/n/2JqcA9sdnY2jh07BoVCgVatWsHW1lbn/oMHD2LmzJl64fNp4uLi4OLiog2vAFCrVi3Ex8fj4cOHcHZ21rafO3cObdu2RUhICI4cOQI3NzeMGDECgwYNMrR8APm7sSgUpvmGZ/Xf4FcFdC94y5ZtkFmtqklqoJdTcA2tCg9kJlng9ZO/gmtXp045zJzpjV9//RvR0W+iRg0XiSsjQ/F9KG/mfP0MCrB///03Ro0ahaSkJIiiCE9PT/zwww+oXLky0tLSMGvWLPz++++oVauWwSfOyMiAnZ2dTlvB7czMTJ0Am5aWhtWrV2PJkiVYuHAhYmNjMWbMGJQtW9aoIQRubg4m/43dxlr3fGVsbVHG1cGkNdDLcXa2e/5BZLZ4/eQlL0+NqKiTGD3aCw4ONgDyr+Enn7RDcHBbs/xBSs/H96G8meP1MyjAhoWFwc3NDV9++SVsbGwQGhqKBQsWICgoCB9++CESEhLw8ccf4+OPPzb4xPb29sjKytJpK7jt4KAb8GxsbNClSxd07NgRANCyZUu8/fbb2LFjh1EBNjk5w6Q9sM7OdsjNyYHNE+3ZeRpkpXC1BjkouIYPH2ZBXXj9MzJ7vH7y8/ffiRg3bgdiY+/jwoX7WLTIh9dQ5vg+lDeprp+rAR19BgXY8+fPY+nSpWjRogUAYN68eXj77bdx7do1ODo6YtmyZahfv/5znkVXnTp1kJqaisTERLi7uwPIn6xVsWJFODnpjn2oVasWcnNzddrUajWMHb6r0YjQaIptyK9BRLXuzgUaUcFxQDKjVmt4zWSM18/8aTQili8/g3nz/kBOTv73zO+/Pwd//5Zo2tSO19AC8BrKmzleP4M+i3n06BFq1KihvV21alXk5eWhXLly+OWXX4wOr0D+GrLNmzfHvHnzkJ6ejlu3biE6Ohr9+/fXO3bw4MHYt28fNm/eDFEUcfLkSWzduhVvv/220ec1ObHQsmCCVdHHERGVQjdvpqFv358xfXqMNrzWqeOG338fjGrVykpcHRGZK4MCrEajgVKp21mrVCoRGBioN5nLGOHh4VCpVOjSpQsGDhyI9u3bw88vf2H/Zs2aYcuWLQCA119/HdHR0Vi9ejWaN2+OKVOmYNKkSejSpcsLn9tkxEJ7xwpGr1xGRGRxRFHEDz+cQ8eOq3H06B0AgCAAY8Z4Ye/eIdyUgIie6aXSlDFLWBXF3d0d4eHhRd4XGxurc9vb2xve3t4vdT4pCBrdACsq2ANLRKXbvXvpCA7ejX37bmjbqlVzRnh4d7Rty1VaiOj5DAqwgiDozd7n+nsG0uuB5QxaIirdNm26rBNe33+/EWbN6ghHR5unPoaI6EkGBVhRFNGuXTu9Nh8fH71jL126VDyVWQq9AMseWCIq3T76qBl+/z0ON26kYcmSbujWrabUJRGRzBgUYOfPn1/SdVgusdCsPQZYIipl/vknGbVru2lvW1kpsHx5T9jZKeHmZn7rSxKR+TMowPbt27ek67BchXpgRQZYIiolHj3KweefH8T69RexZcsgtGpVWXufp+fzt4okInoaDsgsYQKHEBBRKXT48L/w9l6Nn366AI1GREDATmRl5UldFhFZCK7pVNI0XAeWiEqPzMw8zJlzGN98c1bb5uBgjcDAlrC15Y8cIioe/G5S0gr3wHIZLSKyUKdP34W//05cvZqibWvbtgrCw7tzUwIiKlYMsCWNY2CJyMLl5qoRFnYU4eEntdt129paYerU9hg9uhkUCi67SETF64UD7MmTJ3H16lW89dZbuHfvHqpXrw5ra+virM0ycAwsEVm4kJA9+Pnni9rbzZpVQGTkm6hTx+0ZjyIienFGB9j09HSMGjUKZ8+ehSAIaNeuHcLCwnDjxg18//33qFiR2/89SeAyWkRk4caNa4HffrsMjUbEhAltEBjYCkol5wgTUckx+jvM4sWLAQB79uyBra0tAGDixImwt7fHwoULi7c6S6BhDywRWZaCYQIFGjRwx6JF3bBr13sICWnD8EpEJc7o7zIHDhzAxIkTUbXq4/2qa9asienTp+Po0aPFWpxF4BhYIrIQGo2IlSvPomfPn5CTo7vCyqBBDdG4cXmJKiOi0sboAJucnAwPDw+9dkdHR2RlZRVLURZFbwwseyaISH7u3HmEgQM3YMqU/Th9+h4WLPhT6pKIqBQzOk01btwY27dv12tfvXo1GjZsWCxFWRJB5DqwRCRfoihi3boL6NBhFQ4d+lfbnp2tgiiKz3gkEVHJMXoSV0hICD744APExsZCpVJh2bJl+Oeff3Dx4kWsXLmyJGqUN65CQEQylZCQiQkT9mDHjqvatsqVHfHll93RsWN1CSsjotLO6B5YLy8vrF+/Hs7OzqhevTrOnj2LSpUqYe3atWjdunVJ1ChvGt1VCEQFl94lIvO3bVscOnRYpRNeBw5siJiYYQyvRCQ5o9PUsWPH0KZNG644YCj2wBKRjIiiiKCg3fjppwvaNnd3O4SFdYOvb20JKyMieszoAPvhhx+iYsWK6NOnD/r06YNq1aqVRF2WgwGWiGREEARUruykve3rWxuhoV3h4WEvYVVERLqMDrAHDhzA5s2bsXXrVixbtgzNmjVD37598eabb8LR0bEkapQ1gasQEJHMhIS0xokT8Rg0qCEGDGgAQeBWsERkXoxOUxUqVMBHH32ErVu3YuPGjWjatCmioqLwxhtvYMKECSVRo7xxHVgiMmPHjt3BqlXndNqsra3w66/9MHBgQ4ZXIjJLLzWjqEGDBlCr1VAoFFi3bh0OHjxYTGVZEA4hICIzlJ2twoIFfyI6+hSsrBTw8qqosxEBgysRmbMX+jz71q1biIqKQo8ePTBw4EBcuHAB06ZNwx9//FHc9cmfptA6sAoGWCKS1rlz9+HjsxZRUacgioBKpcHKlbFSl0VEZDCje2AHDhyI8+fPo0qVKnj77bfxzjvvoHLlyiVRm2UQdZfRYg8sEUlFpdJg6dITWLToGFSq/O9NNjZWmDSpLfz8mktcHRGR4YwOsLVq1cKECRPQqlWrkqjH4hSexCUKXAeWiEzvypUkBATsRGzsfW1bo0YeiIzsgYYN9bcHJyIyZ0anqfnz55dEHZaLqxAQkYQ0GhErVpzBvHl/IDs7//uRlZWA8eNbISSkDWxs+KkQEcmPQQG2QYMG+OOPP1CuXDnUr1//mYP7L126VGzFWQRO4iIiCeXmqrFmzXlteK1d2xWRkT3g5VVJ4sqIiF6cQQF23rx5cHLKX9iaPbBG0jDAEpF0bG2ViIzsgZ491+HDD1/DZ5+1g52dtdRlERG9FIMCbN++fbX/FgQBvr6+sLGx0TkmMzMTP//8c/FWZwkKj4HlKgREVILu309HVpYKr7ziom177bWKOHFiJDw9nZ7xSCIi+TAowCYnJyM7OxsAMGXKFNSpUweurq46x1y6dAmLFy/GiBEjir1I2RI1ECDqtrEHlohKyKZNf2PSpH2oWdMV27YNhlL5eMw9wysRWRKDAuyhQ4cwefJkCIIAURTRv39/vWNEUYS3t3exFyhrhYcPAAywRFTskpOzMGnSPmzefAUAcObMPSxffgbjxrWQuDIiopJhUIDt06cPPD09odFoMHz4cISHh6Ns2bLa+wVBgL29PerWrVtihcpS4QlcAFchIKJitWfPNQQH78GDBxnatrffrot3331VwqqIiEqWwctotWzZEgCwevVqeHl5QankeqbPVUSA5TqwRFQcHj3KwbRpMVi79i9tm6urLRYs6II+fepJWBkRUckzKE1FRkZi5MiRsLOzw4kTJ3DixImnHuvv719sxckehxAQUQk4cuQWAgN34dath9q2rl1rYMmSbqhQwVHCyoiITMOgALtx40YMGTIEdnZ22Lhx41OPEwSBAfZJRQ0h4CoERPQS/v03Df37/wq1On+CqIODNWbP7oghQxo9c41uIiJLYlCA3b9/f5H/pucoogdWZA8sEb2EatXK4qOPvLBs2Wm0bVsFS5d2R/XqZZ//QCIiC/JCAzKzs7OhUChgY2ODq1ev4uDBg2jWrBm8vLyKuz55K3ISFwMsERkuN1cNpVIBheJx7+qUKe1Qt64b3n23kU47EVFpYfSU+JMnT6JDhw44ffo0EhISMGDAACxbtgzvv/8+duzYURI1yhdXISCil3DpUiLefPMnfP11rE67ra0SQ4Y0ZnglolLL6DS1ePFidOnSBY0bN8b27dvh6OiIP/74A1OnTsXy5ctLokb50qj029gDS0TPoVZrEBFxEt26rcX58w8wd+5hxMUlS10WEZHZMDrAXrx4EX5+ftrg2rFjR9ja2qJjx464du1aSdQoX0Uuo8UAS0RPd+1aCnr3/hmzZx9Gbm7+95BXXnFBXl4Rn+gQEZVSRgdYOzs75ObmIjc3F6dOncLrr78OAEhMTISTE7cq1FHUMloKrgNLRPpEUcS3355F584/4OTJeACAIADjxrXA7t1D0LChh8QVEhGZD6PTVOvWrREaGqrdiat9+/a4dOkS5syZg9atWxd7gbLGSVxEZID4+EcYP343YmJuatuqVy+LiIgeaNPGU8LKiIjMk9E9sNOnT4e1tTUuX76M0NBQODo6YvPmzVAqlZgyZUpJ1ChfDLBE9BwnT8ajQ4fVOuF1+PAmOHBgKMMrEdFTGN0D6+bmhoiICJ22kJAQ2NjYFFtRFqPInbi4CgERPdaggTtcXGzx8GEOKlVyxJIlPujc+RWpyyIiMmsvNCDz3r17WLt2LQKS9e8AACAASURBVC5fvgylUok6depg0KBBqFy5cnHXJ2+FemA5gYuICnN0tEFkZHesXn0e8+Z1gouLrdQlERGZPaO7A69cuYLevXtj8+bNsLGxgSiK2LhxI3r37o24uLiSqFG+Cg8hYIAlKtXS0rLxySd7cPNmmk57mzZVEB39JsMrEZGBjO6BXbhwIdq0aYOwsDDtsIGcnBx8+umnCAsL41qwTyq8DiwDLFGpdfDgTQQF7UJ8fDquXk3Bxo0DuBEBEdELMroH9vTp0/D399cZ81qmTBn4+fnh9OnTxVqc7Gk4hICotMvIyMPEifswcOAGxMenAwDOn3/AjQmIiF6C0T2wDg4OyM3N1Wsvqq3UKzyEgGvAEpUqx4/fQUDATty48XjIQPv21bB0qQ+qVHGWsDIiInkzuge2TZs2WLhwIVJTU7VtycnJCAsLQ5s2bYq1ONnTGwPLFQiISoPsbBVmzTqE3r3Xa8OrnZ0S8+d3xi+/9GN4JSJ6SUZ3CU6YMAGDBw9Gp06d8Morr0AQBFy/fh3Ozs5Ys2ZNSdQoX4WX0eIQAiKLd/78A4wbtwN//52kbWvRohIiI3ugZk1XCSsjIrIcRgfYihUr4vfff8fmzZsRFxcHURTRv39/9OrVi1vJFsZltIhKnYSEDG14tbZWYNKkthg3rgWsrPgJDBFRcTEqwF65cgU2NjZ45ZVX8N5775VUTZaDy2gRlTqdO9fA0KGNcebMPURG9sCrr3pIXRIRkcUxKMDeu3cPY8eOxeXLlwEADRo0wNKlS1G1atUSLU72OISAyKJpNCK2b/8HPXvWhiA8XhJr9uyOUCoVsLHhe56IqCQY9JnWwoULkZWVhdDQUCxatAh5eXmYNm1aSdcmf3rrwPIjRCJL8e+/aejX7xd8+OFWrFlzXuc+e3trhlciohJkUA/siRMnsHTpUjRv3hwAUKNGDQwYMAC5ubk668FSIRwDS2RxRFHEjz/+hf/7vxikp+cvHzh9+iH06lWXO2kREZmIQQE2JSVFZ7hA/fr1AQBJSUmoVKlSyVRmCbgOLJFFuX8/HSEhe7Bnz3VtW5UqTggP787wSkRkQgYlKrVaDSurx72HgiDA2toaKpXqGY8ijoElshybN1/GxIn7kJKSrW17771XMXt2Rzg5lZGwMiKi0oddgiWJqxAQyV5ychamTNmPTZsua9s8POyxeHE3dO9eS8LKiIhKL4MDbGxsLMqWLau9LYoizp07h3v37ukc17Jly+KrTu44BpZI9hYu/FMnvL79dl0sWNAFbm52ElZFRFS6GRxgAwICIIqiTtsnn3yic1sQBFy6dKl4KrMEekMIuAoBkdxMntwO27f/g+xsFRYs6IK+fetLXRIRUalnUIDdt29fSddhmTiEgEh2UlOzdSZkubjY4rvvesPT0wkVKzpKWBkRERUwKMB6enqWdB2WSW8dWAZYInOVlZWHefOO4JdfLuLgwWE6YbV5c662QkRkTviZdkkqPAZWwQBLZI7Onr2Hrl3XYvnyM0hOzkZw8G69IVNERGQ+uApBSdIbQsAvN5E5yctTY/Hi4/jyy+NQq/MDa5kyVujQoTpEEXhid1giIjIjTFQliZO4iMzWpf9n7z6jorraKADvKfQiqICKBQuIHQTFhqKg2KMpGmOJNSqiYo8xdrDEDqghlkQjlsSSqFGxRTQ2TOxdURHEAggivcz9fvAxOhQFZbgM7GctVzJnbnmHw8DmzLnn3oqGp+chXLv2QtnWpIkF/P07o27dCiJWRkRE78MAq068iIuoxMnMVGDt2v+waNEZpKVlvUflcikmTHCCl1dzaGnxfUpEVNJ9UIC9ffs2Nm3ahIcPH2LVqlU4evQoateujRYtWhR1fZpNwXVgiUqaYcP248CB+8rHdetWgL9/ZzRpYiFiVUREVBiF/kz7+vXr6NOnDyIiInD9+nWkpaXh1q1bGDZsGP7+++9CHSsmJgYeHh5wdHSEk5MTfHx83nt72rt376JJkyY4f/58YUsvfhyBJSpxPvssax1XiQTw8HDAkSP9GV6JiDRMoQPs0qVLMWTIEPz666/Q0tICAHh7e2PQoEHw9/cv1LG8vLygr6+PU6dOYefOnTh79ix++eWXfLdPTk7GpEmTkJKSku82JUrOAMtVCIhE16OHDcaObYY//+yDOXPaQVeXM6mIiDTNB43A9urVK1d7v3798ODBgwIfJywsDCEhIZgyZQr09PRQrVo1eHh4IDAwMN995s6dCzc3t8KWLJ5cF3ExwBIVF0EQsGXLVXh55V4Sa+ZMZ7RoUVWkyoiI6GMVeuhBS0sLCQkJudojIyOhp1fwe4Pfu3cPJiYmsLB489Fd7dq1ERkZifj4eBgbG6ts/8cffyAsLAw+Pj5Ys2ZNYcsGAEilEkilxbMujkwmBQTV6RASqQxyOVci0BQymVTlv6Q5oqOTMGnSUezbdxcA4OxcDZ99Vk/kqqiw+B7UfOxDzVaS+6/QAdbNzQ3Lli3DihUrlG2hoaHw8fGBi4tLgY+TmJiYK/BmP05KSlIJsKGhoVixYgW2bdsGmezDRzHLlzeApDgXdswxAqutqwttU4PiOz8VCWPjgv9hRuL788/b+Oab/XjxIlHZdvnyCwwf7ihiVfQx+B7UfOxDzVYS+6/QAXbatGkYPnw4WrVqBUEQ8OmnnyIhIQG2traYOnVqgY+jr6+P5ORklbbsxwYGb0JeamoqJkyYgO+++w5VqlQpbLkqXr5MLNYRWOMcc2BT0wUkxSbmsweVNDKZFMbGeoiPT0ZmpkLscug94uNTMX36cWzbdkPZVqGCHpYv74QePawRy/eexuF7UPOxDzWbWP1nWoDBvkIHWENDQ2zfvh1nz57FzZs3oVAoYGNjA2dnZ0ilBR9itra2RlxcHKKjo1GxYkUAWSOtlSpVgpGRkXK7a9eu4dGjR5gxYwZmzJihbB81ahQ++eQTzJkzp8DnVCgEKBTFeHvIHAFWIUiRkcE3sKbJzFSw30q4kycfY/z4IDx58lrZ1rlzbfz8cy/o6EjYfxqO70HNxz7UbCWx/z748tuWLVuiZcuWH3xiKysrODg4YMGCBZg3bx5iY2OxZs0afP755yrbOTo64urVqyptdevWxY8//ggnJ6cPPn+x4EVcRGqVnp6JWbOCsWHDZWWbkZE2fHzao3//hihf3pAjr0REpVChA2yHDh3eOY/02LFjBT6Wr68v5s2bB1dXV0ilUvTq1QseHh4AAHt7e8ydOxc9e/YsbIklB5fRIlIruVyqMurq7FwNq1a5o2pV4+Kd705ERMWq0AG2d+/eKr8Y0tPTERYWhpMnT8LLy6tQx6pYsSJ8fX3zfO7SpUv57nfnzp1CnUc0uW5kUPKu4iPSZBKJBMuWdcSNG1Hw8HDAkCF2xTbPnYiIxFPoADt27Ng827ds2YL//vsPgwYN+uiiSg3eSpaoSF2/HoW4uGS0aVNd2WZmpo8zZwZDR4c3JCAiKiuKbEiwffv2CA4OLqrDlQ6KHLfFZYAl+iAZGQqsXHke7u6BGDnyAGJiVFcwYXglIipbiizAhoSEQEdHp6gOVzrkmkLAX7JEhRUaGosePbZjwYLTSE9XICoqCf7+F8Qui4iIRFToRDVw4ECVObCCICAhIQF37tzh9IGccgVYjsASFZRCIWDjxsuYP/8UkpOzPs2QSiUYO7YZJk9uIXJ1REQkpkIH2KpVc98/XEtLC19//TV69OhRJEWVGjnnwHIVAqICCQ+Ph5dXEE6dCle21aplAn//znB0/LgbmhARkeYrdIBt2bIl2rZtCxMTE3XUU7pwFQKiQhEEAdu338CMGSeQkJCmbB8+3A7ff+8MfX0tEasjIqKSotCJytvbGzExMeqopfThFAKiQomOTsb3378Jr5aWRti583MsWNCB4ZWIiJQKHWCtrKw0Zx1WsfFOXESFYmamDx+f9gCAL79sgODgQWjbtvp79iIiorKm0FMIrK2tMXnyZKxfvx5WVla5Vh5YuHBhkRWn8QSuA0v0LrGxyZDLpTAyevNzpG/f+qhd2xTNmnGuKxER5a3QAfbx48dwcHAAAERFRRV5QaUK14ElytexYw/h5XUYHTpYYdUqd2W7RCJheCUioncqdID99ddf1VFH6cQ5sES5JCSkYfbsYPz66zUAwLZtN9C1ax24u9cWuTIiItIUBZoDW69ePV649SFyBlguo0Vl3NmzEXBx+VUZXgGgffsaaNzYXMSqiIhI0xRoBFYQBHXXUTrlXAeWI7BURqWkZGDBgtMICPgP2T9O9PW1MHduOwwa1Ejl5ihERETvw3ubqhOnEBDh8uVn8PQ8hLt3XyrbnJws4evrjpo1uZ40EREVXoED7MGDB2FoaPje7Xr16vVRBZUqXEaLyrjLl5+hS5dtyMzMGnbV1pZh+vTWGDWqKWQy3tiDiIg+TIEDrLe393u3kUgkDLBv4wgslXFNmligTZvqCA4OQ+PG5vD37wxb24pil0VERBquwAH29OnTqFChgjprKX24DiyVMYIgqMxnlUgkWLmyE7Zvv4Fx45pBS4vvASIi+ngF+gyPF1h8oFzrwPIjUyq9Hj2KQ69ev+Hkyccq7ZaWRpg0qQXDKxERFZkCJSquQvCBOIWAygBBELBp01W4uPyKs2efYPz4IMTHp4pdFhERlWIFmkLQu3fvXLeMpQLIeRGXlIs+UOny9OlreHkdxt9/hynbZDIpIiNfw9iYPzOIiEg9CpSoFi5cqO46SifOgaVSShAE7Np1G9OnH8erV29GWwcObIS5c9vB0FBbxOqIiKi045CgOnEKAZVC0dFJmDr1GPbvv6dss7AwwMqVneDqWlPEyoiIqKxggFUnrgNLpcyZM+EYPvwvREcnKds+/dQWCxe2h6mpnoiVERFRWcIAq065RmC5CgFptkqVDJGUlAYAKF9eF0uWuKFHDxuRqyIiorKGAVadOAeWSplatUwxc2ZbnDjxCEuXdoSFhYHYJRERURnEIUF1yrUOLAMsaY6kpHQsXXoWiYnpKu1DhzbB5s2fMLwSEZFoOAKrTrmW0WKAJc3w77+R8PQ8hAcP4vDyZTIWLOigfI43NiEiIrFxBFadcs2B5d8LVLKlpmbAx+cfdO++Aw8exAEAtm69jufPE0SujIiI6A0mKnXiHFjSIDduRGHMmIO4eTNa2ebgUAl+fp1hYWEoYmVERESqGGDVKdcyWhzwppInI0OB1av/xQ8/nEF6ugIAoKUlxZQpLeHp2QxyOb9viYioZGGAVSfeyIBKuNDQWHh6HsJ//z1VttWrVxGrV3dBw4ZmIlZGRESUPwZYdWKApRLu4MH7yvAqlUrg6emIKVNaQkeHPxqIiKjk4m8pdcoxhUDgKgRUwowe7YCDB0MRHZ0EP7/OaN68itglERERvRcDrLoICgCCahtHYElEgiDg+vUoNGpkrmyTyaTYsKE7jIx0YGCgJWJ1REREBcerM9Ql5/QBgAGWRPPiRSK+/novOnYMxIULkSrPVapkyPBKREQahQFWXXKuQAAuo0Xi2LfvLtq124xDh0KhUAgYO/YQ0tLy+AOLiIhIQ3AKgbpwBJZEFheXgunTj2PXrtvKtooV9TFrVltoa/N7kYiINBcDrLowwJKIjh9/BC+vIDx7lqhs69atDpYscUPFivoiVkZERPTxGGDVRJJXgOUqBKRmCQlpmDPnJDZvvqpsMzbWwcKF7fH55/UgkUhErI6IiKhoMMCqSx4BlnNgSd3Gjj2Ev/66r3zs4lIDK1d2QpUqRiJWRUREVLR4EZe6cAoBiWDq1FbQ1pZBX1+OH35wxY4dnzK8EhFRqcMRWHXJYxUCSPj3AhWtjAwF5PI331f16lWEn5877OwqoWZNExErIyIiUh8mKnXhCCypUXp6JpYuPYsuXbYhNTVD5bnevW0ZXomIqFRjgFWTvC7iEiQc8KaPd/duDLp1244ffjiLK1eeY8mSs2KXREREVKyYqNSFqxBQEVMoBAQEXMSCBf8gNTXr+0smk0BHh29jIiIqW/ibT104hYCKUFjYK4wbdwhnzz5Rtllbl4efnzuaNq0sYmVERETFjwFWXfK8iIsBlgpHEARs2XINs2YFIzExXdk+cmRTfPdda+jpaYlYHRERkTgYYNUlzxFYTjmmglMoBAwevBeHDoUq26pXN8aqVe5o3bqaiJURERGJi4lKTSSCQuUxb2JAhSWVSlC/fkXl4wEDGuLEiUEMr0REVOZxBFZdBNWljTh9gD7ExIktcPXqCwwZ0gQdO9YSuxwiIqISgQFWXXLOgWWApfcICgpFRMRrDBtmp2zT1pZh69beIlZFRERU8jDAqkuOObCClF9qytvr16n4/vsT2LbtBrS0pHByskTDhmZil0VERFRicQ6smuS6kQFHYCkPp049Rrt2m7Ft2w0AQHq6Ajt23BC5KiIiopKNw4LqkivA8m8FeiMpKR0+Pv9g3bpLyjYDAy3Mn++C/v0bilgZERFRyccAqy4cgaV8/PffU3h6HkJoaKyyrVWrqvD1dUf16uVErIyIiEgzMMCqC5fRohzS0jKxbNk5rFoVAoVCAADo6sowY4YzRoywh1QqEblCIiIizcAAqy5chYByyMxUYP/+e8rwam9vAX//LrC2Li9yZURERJqFEzPVRMJ1YCkHPT0t+Pt3hp6eHN9+2wp//dWP4ZWIiOgDcARWXXgRV5n34EHWHNdatUyVbfb2lfDvv8NhZqYvVllEREQaj6lKXXIE2OiXcXjyJEKkYqg4KRQCNmy4jA4dfoWHx0FkZKjOh2Z4JSIi+jgMsGqQkZGBDet/VGmLiY1Dx47tMG7caGRkZOSzJ2m6J09eo0+fXZg+/TiSkjJw8eIz/PzzZbHLIiIiKlU4hUANJk4cC8mdf4C3bl2fqQCio6OwY8dWABL4+q4RrT4qeoIgYMeOm5gx42+8fp2mbB8ypAm++qqRiJURERGVPgywRezJkwgcPXoY7tVV2zP//ymyIAg4duwwnjyJgKVl1eIvkIpcVFQSJk8+goMHQ5VtVaoYYuVKd7i41BCxMiIiotKJUwiKWEDAakRHR0GW4yubKbz5/6ioFwgI4AhsabB//z20bbtJJbz26VMfwcGDGF6JiIjUhCOwRSwuLg4AoKel2p6SnnO7WJBmu3fvJYYN2wfh/3+cVKyoh6VLO6Jr1zriFkZERFTKcQS2iJmYmAAA9HME2MS0nNuZgjSbtXV5jBzpAADo2rUOgoO/ZnglIiIqBhyBLWIjR47Bzp2/wUA7SqU96a0RWDMzc4wc6VHMldHHSkxMh56eXOWWr9Ont0KzZpXRvbs1JBLeCpaIiKg4iDoCGxMTAw8PDzg6OsLJyQk+Pj75LjG1bds2uLu7w97eHu7u7ggMDCzmagvG0rIq3Nw6wUBbtT17BFYikcDVtSMv4NIw5849Qfv2m7F+/SWVdj09LfToYcPwSkREVIxEDbBeXl7Q19fHqVOnsHPnTpw9exa//PJLru2OHj2K5cuXY/Hixbh48SIWLVqElStXIigoqPiLLoDly/1g17CuSltSWtbIa9++X2H5cj+RKqPCSknJwOzZwfjkkx149OgVvL1P4f79l2KXRUREVKaJFmDDwsIQEhKCKVOmQE9PD9WqVYOHh0eeI6vPnz/HiBEjYGdnB4lEAnt7ezg5OeHChQsiVP5+crkc7du0UGmrY9sER44Ew9d3LeRyztzQBFeuPIej40/w87ugvFCrUSMLyOWcOk5ERCQm0ZLUvXv3YGJiAgsLC2Vb7dq1ERkZifj4eBgbGyvb+/fvr7JvTEwMLly4gOnTpxfqnFKpRGX+ojpJM5NVHrdo2xEp1asVy7np46SnZ2LFivNYuvSc8jaw2toyfPdda4wZ4whZzjXSqETK7if2l+ZiH2o+9qFmK8n9J1qATUxMhJ6enkpb9uOkpCSVAPu2qKgojBw5Eg0bNkT37t0Ldc7y5Q2Kca5iisojPaNy0DM1KKZz04e6dSsKgwb9gX//jVS22dlVwubNvdCokcU79qSSythY7/0bUYnGPtR87EPNVhL7T7QAq6+vj+Rk1VHK7McGBnkHvcuXL2P8+PFwdHTEwoULC/1R/MuXicU2AmuUkqDyxU1K10JqbGKxnJs+zIkTYfjqqz1IScm6kFAmk2D69DYYP745ZDIJYtl/GkUmk8LYWA/x8cnIzL4VHmkU9qHmYx9qNrH6z7QAA36iBVhra2vExcUhOjoaFStWBACEhoaiUqVKMDIyyrX9zp074e3tjXHjxmHo0KEfdE6FQoBCIbx/w6KQrhp2MqW6yo+jqWSys7OAubk+Hj+OR506pli7tivc3OogNjaRfafBMjMV7D8Nxz7UfOxDzVYS+0+0SQ1WVlZwcHDAggULkJCQgPDwcKxZswaff/55rm2DgoIwZ84c+Pn5fXB4LXYZSSoPBVnJG34nVYaG2vDz64xvvrHHsWMD4OBQWeySiIiIKA+izsr19fVFRkYGXF1d0adPHzg7O8PDI2uBf3t7e+zduxcA4O/vj8zMTIwbNw729vbKf7NmzRKz/HeSZKhOjxDknP9akjx/noARI/bj8eNXKu0tW1aFt3d76OW8FzARERGVGKKu51SxYkX4+vrm+dylS28WjN+3b19xlVRkJBmqUwgEOUdgS4o9e25j2rRjiItLRXR0Enbt+qLY5kYTERHRx+OCpOqSYwQWHIEV3cuXyZg27Rj+/POusu3evVg8fvwKVlYmIlZGREREhcEAqyYcgS1Zjhx5gAkTjuDFizf98sknNli82BXly7NviIiINAkDrDoo0iFRpKs0cQ6sOF6/TsWsWcEIDLyubDM11cXixa7o1avuO/YkIiKikooBVg1yXsAFcBUCMZw7F4ExYw4hPDxe2ebmVhMrVnSEhYWhiJURERHRx2CAVQNJjiW0AECQ64tQSdmWkJCmDK8GBlqYP98F/fs3LMa7sREREZE6MMCqQyYDbEng5lYLAwc2QmhoLFatckeNGuXELomIiIiKAAOsGuQcgRUgAWS6IlVTNqSlZWLPnjvo06eeygirj097aGvLuEwWERFRKcIAqwa5phDI9QF+bK02t25Fw9PzEK5de4GMjEz0799I+ZyuLr/FiYiIShtR78RVWuW+Cxcv4FKHzEwF/PwuoGPHQFy79gIAMG/eKSQkpIlcGREREakTh6fUINcUAhnnvxa1Bw9iMW5cEEJCIpVttrYV4O/fGYaG2iJWRkREROrGAKsGuQIsL+AqMoIg4JdfrmLu3GAkJWUAyJqd4eHhiGnTWnHKABERURnA3/ZqkDvAcgpBUYiMfI3x4w8jODhM2VajRjn4+XVGixaWIlZGRERExYkBVh0ycwZY3oWrKCxdelYlvH79dWPMnt2WUwaIiIjKGAZYNeBFXOoxc6Yzjhx5CKlUghUrOqFDByuxSyIiIiIRMMCqgSQjUbWBF3F9kOfPE1Ru+WpqqoctW3qhRo1yMDHhurpERERlFZfRUoPcI7AMsIXx6lUKxow5iLZtN+P58wSV55o0sWB4JSIiKuMYYNUg5wgsA2zBnTgRhnbtNuP3328hNjYFEyYcgSAIYpdFREREJQinEKiBJJMjsIWVmJiOefNO4uefryjbjIy00bOnjYhVERERUUnEAKsGXEarcEJCIjF27CE8fBinbHN2ro5VqzqhalVjESsjIiKikogBVh1yBVguo5WX1NQMLF58BmvW/AeFImuagJ6eHLNmOWPIEDtIpRKRKyQiIqKSiAFWDXJdxCXjCGxOgiCgX789+OefcGWbg0Nl+Pt3Ru3apiJWRkRERCUdL+JSg1zLaHEObC4SiQRDhjQBAGhpSfH9922wf39fhlciIiJ6L47AqgEv4iqYHj1sMGlSC3Tvbo0GDczELoeIiIg0BEdg1SD3RVxlO8AqFAJ++ukixo49lOu5adNaMbwSERFRoXAEVg0YYN8ID4/H+PFByrmuHTpYoXdvW5GrIiIiIk3GAKsOue7EVfYu4hIEAVu3XsfMmcFISEhTtt+5EyNiVURERFQaMMAWNUHIfScuWdkagX3+PAGTJh3F4cMPlG1Vqxph1Sp3ODtXF7EyIiIiKg0YYIuaIhUSqN76tCxNIfjzzzuYOvUYYmNTlG39+jXA/PkuMDbWEbEyIiIiKi0YYIuYJD0xV9vT6FewKOU3lEpJycD48UHYs+eOss3MTB/Ll3eEu3ttESsjIiKi0oarEBShjIwMzJ4xIVd7z88+w7hxo5GRkSFCVcVDR0eG5OQ3r69nTxucPPk1wysREREVOY7AFqGJE8fi0vE/gCaq7eFPY/Box1YAEvj6rhGlNnWTSCRYutQN9+69xJQpLdG7d11IJLwVLBERERU9Btgi8uRJBI4ePYxqOaZ5pmUAGQoAEHDs2GE8eRIBS8uqYpRYpM6cCUd6ugLt2tVQtpmbG+Cff76GTMaBfSIiIlIfJo0iEhCwGtHRUdDXUm1PSn/z/1FRLxAQoNkjsMnJ6Zg58wR69/4dY8YcwsuXqkuGMbwSERGRujFtFJG4uDgAgFym2p6emXO72GKqqOhdvvwMbm6BCAi4CEEAXrxIxMaNl8Uui4iIiMoYTiEoIiYmJgXczlTNlRS99PRMLF9+HitXnkdmZtYSYTo6Mnz3XRuMHNlU5OqIiIiorGGALSIjR47Bzp2/AYjKdxszM3OMHOlRfEUVgVu3ouHpeQjXrr1QtjVpYgF//86oW7eCiJURERFRWcUpBEXE0rIq3Nw6Ib/r7iUSCVxdO2rMBVyZmQr4+19Ax46ByvAql0sxZUpLHDjwJcMrERERiYYjsEVo+XI/rJv9HMBRlXYzM3O4unbE8uV+4hT2AaKikrBixXmkpWVN4q1btwL8/TujSRMLkSsjIiKiso4jsEVILpdj3FjVGxno6uniyJFg+PquhVyuOX8vVKpkCB+f9pBIAA8PBxw50p/hlYiIiEoEzUlUGsrAwABVqliKYwPeFwAAIABJREFUXcZ7PX36GoaG2jAyerOQbd++9dG4sTnq1zcTsTIiIiIiVRyBLeMEQcDvv99E27abMWtWsMpzEomE4ZWIiIhKHAbYMiw6OglDh+7DmDGH8OpVKgIDr+Po0Qdil0VERET0TpxCUEYdPHgfkyYdRXR0krLts89s4ehYRcSqiIiIiN6PAbaMiY9PxYwZf2PHjpvKtvLldbFkiRt69LARsTIiIiKigmGALUNOnnyM8eOD8OTJa2Vb5861sXSpG8zNDUSsjIiIiKjgGGDLiLNnI/D55zuVj42MtOHj0x59+9aHRJLf7ReIiIiISh5exFVGODlZwtm5OgDA2bkagoMH4csvGzC8EhERkcbhCGwppVAIkErfhFOpVAJfX3ccOhSKIUOaqDxHREREpEk4AlsKXb8eBVfXLfjnn8cq7ZaWRhg2zI7hlYiIiDQaA2wpkpGhwMqV5+HuHogbN6IwfvxhvH6dKnZZREREREWKUwhKidDQWHh6HsJ//z1VthkZaSMmJlnl9rBEREREmo4BVsMpFAI2bryM+fNPITk5A0DWfNexY5th8uQW0NFhFxMREVHpwnSjwcLD4+HlFYRTp8KVbbVqmcDPrzOaNeMdtYiIiKh0YoDVUEeOPMDIkQeQkJCmbBs2zA7ff+8MAwMtESsjIiIiUi8GWA1Vu7YpMjMVALJWF1i1yh1t21YXuSoiIiIi9WOA1VC1apli1ixnXL78HD4+7WFszAu1iIiIqGxggNUAsbHJWLkyBNOmtYK+/pvpAUOH2vFOWkRERFTmMMCWcMeOPYSX12E8f56IjAwFfHzaK59jeCUiIqKyiDcyKKESEtIwadIR9Ou3B8+fJwIAdu68hZcvk0WujIiIiEhcHIEtgc6ejcDYsUF4/PiVsq19+xpYubITypfXE7EyIiIiIvExwJYgKSkZWLDgNAIC/oMgZLXp62thzpy2+PrrxpwyQERERAQG2BLj8uVn8PQ8hLt3XyrbnJws4evrjpo1TUSsjIiI1MnT8xtcvnxRpU0ikUBfXx/Vq1uhb9+v4Obmnmu/q1cvY8eOQFy7dhUJCa9RoYIZHB2boW/f/rCyqpnnuf79NwS7d/+Omzev4/XreJibW6BVK2f07z8I5ctXUMvrKwlOnDiGHTu2Yu3aDWKXojZBQQfw66+/IDLyCSwsLPDVV4PQo0evd+6TkJCAH3/0Q3Dw30hOToK1tQ2+/no4WrRopbLd/v17ERi4GU+eRKBChYro3Lkbvv56GOTyrBj58OEDTJ3qhY0bA2FkZKS21/g2BtgS4uTJx8rwqq0tw/TprTFqVFPIZJymTERU2tnY1MXEid8qHysUmXjx4jl27NiKOXNmwNDQSCVUbNnyCwICVqNZMyeMHTsBFSua4cmTcOzevRNDhw7Ad9/NyhV6f/zRH4GBm9C+vRvGj5+EcuVMEBp6H4GBmxAcfBz+/j+hUqXKxfaai0tsbCyWLVuMJUtWiV2K2hw/fhTe3rPxxRdfwsmpFU6dOoHFi72ho6ODTp265LlPRkYGvLw8EBb2EIMGDYOtbT1cvPgvpk+fhDlzFqBdu6yLxjdt2oQFCxbAxcUVHh7j8epVHDZs+An379/DwoVLAQA1a9ZC69bOWLVqKb7/fm6xvGYG2BJizBhHHDwYivT0TPj7d4atbUWxSyIiomKir2+Ahg0b5Wpv2bI1evTohL/+2qsMsKdPn8KPP/pj8ODhGD58lHJbe3sHdO7cHXPmfIcFC+aiVq06qFWrNgDg2LHD2LLlF4wbNxF9+nyl3KdpU0e0atUGQ4b0x4oVP2Dx4hVqfqXFb9Om9ahb1xa2tvXELkVt1q1bAxcXV4wbNwkA4OTUEvHx8diwISDfAHv69Cncvn0Ts2Z5o1OnzgCAZs2ckJmZgVWrlsLZuR0yMwWsXr0azZu3gLf3YuW+devWw8CBfXDhwjk0a9YCADBgwBB89lk3fPFFP9Sta6vmV8wAK4rMTAUuXHiKFi0slW0ymRSbNvWEqakutLRkIlZHRKRBFJmQpMWKXQUEbVNAWvQ/u7W1dSCXq94e/Oef16F69RoYNmxkru3lcjmmTPkOn33WHYGBmzBz5jwAwK+//gIrq1r44ot+ufaxtKwKD49xSExMgEKhgFSa9yd/sbEv8eOP/jhz5h+kpKTAxqYuRo4cg8aN7QAAbdo4YsiQESp1rVv3IzZs+AnnzmVNkfDxmYMXL56jWrXqOHo0CFWqWMLQ0AivX8fj55+3qpxv1qzpePAgFFu2/AYAuHLlEtatW4tbt25AW1sHrVs7Y8wYL5iamub79YuLi8P+/X9i6tQZKu3379/Dxo0/4erVS3j9+jVMTcvDxaUDRo8eCx0dXeXrGTr0G5w58w/Cw8PQr99ADB48HM+ePcPatb4ICTmHtLRUNGzYGGPGjIeNzZvQ9vRpJNav/xH//huCuLhYGBkZw8mpJcaNm4hy5fKeFrhhQwB+/nldvq/lu+9mo2vXHrnanz6NRHj441zfDy4urjh+/AgePw5D9eo1cu0XFvbw/6/TWaXdzs4BW7f+ivv378LMzAyvXr1CmzZtVbapWbMWTExMcPr0P8oAW7FiRTRt6ogtW37B/PmL8n0dRYUBtpg9ehSHceOCEBISif37+8LRsYryOXNzAxErIyLSLNqP9sAoZDKkKVFilwKFrhleN1+KNKveH3yMjIwM5f9nZmYiKuoFfv55HZKSEuHu3hVAViC7ffsm+vUbmO+FveXKmaBZMyf8808wACAmJhr379/FV18NynefXr0+e2dtycnJGDVqKNLT0zFqlCfMzc3x22/bMGnSWKxf/ytq1LAq8OvMmu8rgY/PEiQmJiI5OQnz58/C48ePUL161nGSkpJw+vRJDB48QrmPl5cHHByaY968RYiPf4X163/EuHEjsX79ZmXozOnEiWPIyMhAmzbtlG3R0dEYM2Y4GjRohO++mwMtLS2cPfsPfvttG8qXr4BBg4Yqt920aQNGjBiN2rXrwNy8EuLi4jB69FDo6OhiwoSp0NPTxW+/bcOYMd9g3bpNsLKqiZSUFIwdOxImJqaYOHEajIyMcPXqZfz88zpoa+tg2rQZeZWKHj16wcmpVZ7PAVl/aOTl0aOsIFqtmmpIrVo1a/vw8Md5BlgTk6zg//TpU9SuXUfZ/uRJxP/bI1GrVk3I5XI8fRqpsm98fDxev36Np0+fqLR36NARy5YtQlJSEvT19fN9LUWBAVbNEhMT8eRJBKpUscTmzdcwe3YwkpLSAQDjxx9GcPAgyOWc50pEVFhGZ8dBmv7q/RsWA2lKFIzOjkPMBwbYy5cvwsWlhUqbRCJBrVp1MH/+IuUI2LNnWUGicuUquY7xNkvLajh1Khjx8fGIinoBAKhS5d37vMuBA/sQGfkEGzcGwtraBgDQuLE9hg7tj0uX/itUgM3MzMSUKdNRtWo1AFnhWE9PH0ePHsbQod8AAE6e/BtpaWnKj7YDAvxRvXoN/PDDCshkWSPdDRo0wsCBfbB//1589lmfPM918eK/sLKqpRKmHjy4D2vrupg/fxEMDAwBZH10/t9/F3D58kWVAFu/fkMMGDBY+TggYDVevXqFrVs3KOcLt2jRGv37f47163+Et/dihIeHwdzcAjNmzFGGzqZNHXHr1g1cvvxfvl8Xc3MLmJtbFPjrmC0h4TUAwMBAdRBMXz/rcWJiYp77OTu7YM0aX3h7z8KUKd+hRg0rXLlyGdu2/Qogq190dfXQpUsX7Ny5AzVq1ETbtu0RF/cSK1cug0wmR0pKisoxbW3rIyMjA1euXELLlq0L/VoKQ9QAGxMTg5kzZyIkJAQymQw9e/bEtGnTlFe1vS04OBhLly5FeHg4KleujKlTp6J9+/Z5HFU8GRkZWOu3ArPqvmlLSU5Bhw5doav7BZ4+ffPNVb16OSxd6sbwSkREsLGxxdSp3wEAXrx4gfXr1yIjIwNz5y5QWVFA+P8ai3n9nnxbdsgDBEgkWb9nMjMVH1zf1auXULlyFWV4BQAdHR0EBu4s9LF0dHRURhP19PTQtq0Ljh8/ogywR48Gwd7eARYWlZCSkoIbN66jX7+BEARBOVJdpYolatSwwr//ns83wEZGPskV9ps3b4HmzVsgIyMDjx+HITz8MUJD7yE2NhbGxuVUtn17ZBIA/vvvAqytbVCxopmyDolEghYtWuHw4YMAAGvrulizZj0UCgWePIlAREQ4HjwIRVjYI2RmZub7dVEoFFAo8u8jmUyW5wh69vdEzuey26XSvEfdTU1NsXLlaixYMBfffDMYAFC1ajWMHDkG8+fPgp5e1rrzc+fOBSDF4sXeWLRoPnR1dfHVV4OQmpoCXV3Vke/sr3XOEVt1EDXAenl5wcLCAqdOnUJ0dDRGjx6NX375BcOHD1fZ7tGjRxg7diyWL18OFxcXHD58GF5eXjh8+DAsLAr/14q6TJw4Fs8uHFUGWEEAdl1thNjYrgDe3IBg4MBGmDu3HQwNtcUplIioFHjd0rfETSH4UPr6+rC1rQ8gaxSrUaPGGDy4HyZO9MSGDVuU8zyzR/3eFxAiI59AT08fxsbloFAIkEgkeP78ab7bv379GjKZLN+PfV+9egVT0/If8tJyMTUtnytsde7cDUFBB3Dv3l2YmZnjwoXzynmrr1/HQ6FQIDBwEwIDN+U6no6OTr7nSkhIyPXxuUKhQEDAauze/TuSk5Ngbm6B+vUbQEdHRxn63q71bfHxrxAREZ5rtDxbSkpWqNu+fQu2bPkFcXFxKF++AurWtYWurp5ytDQvP/+87oPmwBoaZi1blZiYoNKenJwEAMpR5rzY2tbH5s07EBX1AikpKahatRouXcoaJTYyMv7//gaYMWM2xo6dhGfPnqJy5SrQ09PDX3/tRdOmjirHyw60OWtRB9ECbFhYGEJCQnDy5Eno6emhWrVq8PDwwJIlS3IF2D179sDR0RFubm4AgK5du2L37t3YsWMHxo0bJ0b5uTx5EoGjRw+jwf//eItK0MfoXd2x61p95TZSaSJWreqMvn2biVQlEVHpkWbVGzHVe5bKi7hMTctj4sRpmDFjKlatWoo5c3yU7Q0aNMLJk3/jm2888hyRS0xMwIUL5+DsnDXv08TEBHXr1sO5c2cwevS4PPfZtGkDdu7cjh07/oCFRaVczxsaGuUZmq9fvwp9fQPlagc5RxCTkwt2+3MHh2YwMzPH8eNHYG5uAblcDheXDgCyApREIkGfPl+hY8fc6+HmN/8VyHrtOUPjli2/YMeOQEyePB0uLq4wNMwKeCNGDHpvnYaGRrCzawpPT688n9fS0sLhw4fg778So0Z5olu3T5R/fMyc+S1u3bqR77E/+eRTtG7tnO/z+U0byQ7oERERKheSRURkzWWtWbNWnvu9ehWHM2f+QcuWbWBmZq5sv337FqRSKayts0bj/v77b0gk2mjQoLGyn2NjX+LFi+cq5wOy/hACkO+FakVJtAB77949mJiYqIyg1q5dG5GRkYiPj4exsbGy/f79+7CxsVHZv06dOrh9+3ahzimVSvIdSv9Y69atQXR0FPD/ADtw26cIuvP2Rw/XoFAcwK1byZDLndRSAxWt7DV4uRavZmL/ab6C9aEU0DZ/x/MlX3agzDmlzNXVDfv2tcLRo0Ho3fszODhkjXaNGDESXl6eWL9+LUaP9lTZJzMzE8uWLUJqaioGDvxaecwBAwbh+++/xe7dv6FvX9WVCMLCHmH//j/QtKkjLC3zDkn29k0RHHwcjx6Fok4dawBAWloavv9+KlxdO2LChCkwMDBEVNQLlddx7doVAG/6ML/XCkjRqVNnnD59Eqampmjb1gXlymXlAGNjI9Sta4vw8DA0bNhQuUdKSgpmzJiKli3bwNq6DvJSuXJlPHz4IFdNtWrVRq9eb+Yrv3jxAg8ehKJevfoq20qlEpXHTZs6ICjoIGrWtFIZ2VyxYgnS0tIwbdoMXL9+BYaGhhg8+M1c2qSkJFy7dhkymTzfqYOVKlmgUqXCf6psZVUDlpZVERx8DJ06dVK2BwcfQ/XqNVC1qmWe+0mlEixYMBdTp05H796fK+vM+l5wgKlpOchkUmzfvh0xMS+xbt0vyn137twGqVSGtm3bqryemJis+daWllXUPkVStACbmJionF+RLftxUlKSSoDNa1tdXV0kJSUV6pzlyxuo7XasSUlZw+WJaVmPl3Q/jL/vW8FAOw2xyfsB3FRuZ2rK1QY0ibGx3vs3ohKL/af5SnsfZi+dmNfvhtmzZ6Jnz55YtWop9uzZA7lcji5dOuLZs2/xww8/4OHD++jduzfMzc0RERGBbdu24datW/Dx8UHz5vbK43zxRW9cufIfVqxYgnv3bqFz584wMDDAtWvXsHHjRpQrVw5Ll/6Q7++nAQO+xK5dOzBt2kSMHz8e5cuXR2BgIFJTUzF8+FCYmhqgfXsXHD4chGbNmqJmzZrYs2cPIiLCAbzpQx0dOWQyaZ7n+fLLLxAYuBkymQxr165V2WbKlMn45ptv4O09Cz179kRmZiY2btyIK1euYNy4sfnW3b59Oxw7dgRyuUJ5hygHB3usWbMGv/8eCDs7O4SFhSEgIABpaWlIT09TOZaenrbK41GjRiAo6AC8vMZg6NChMDU1xYEDB/Dbb79h+vTpMDU1QLNmTbF79+8ICPBD+/bt8eLFC2zYsAExMTEoV66cWjKAp+cYTJ8+HebmFdGhQwccP34cx44dwYoVK5Tne/nyJR4/fow6derA0NAQpqYG6NatG376aS1MTY1RoUIFBAQEIDo6CitWLFfuN3DgQAwbNgxr1qxEhw4dcO7cOWza9DO++eYbNGxYV6WOe/duQk9PDy4ubXLNjy1qogVYfX39XB8tZD/OeSWdnp5erivdUlJScm33Pi9fJqptBFZfP+svsYsRwP1ooFHlF9g+YCf+i4iAz7EEle1iY/O+IpBKFplMCmNjPcTHJ3/UxQ8kDvaf5isrfZiennVhT16/G0xNLdCnz5cIDPwV69ZtxJdf9gcA9OrVB3Xq2GL79q1YuHAR4uJiUaFCRTRv7oRp075HzZq1ch1v0qTpaNjQDn/+uQczZ85CUlIiKlWqjG7demLgwK+hrf2u308SrF69Dn5+K+Ht7Y2MjEw0aNAQq1f/BCOjCoiNTcTo0eORnJyKJUuWQCaTwc3NHWPGjIO391xlH6amZiAzU5HneczMLGFjUxdRUS9Qv76dyjYNGthj5Up/bNjwE8aOHQctLTlsbevB13ctatSwzrfupk2dIJfLcejQUbi5ZY1O9ukzAM+evcAvv2xCQsJqVKpUCZ06dYFUKsWmTRsRFvZUOYiWnJymcmxtbUMEBGzE2rX+mD17NlJT01C9enXMmDELPXr0QmxsIlxcOmHYsAfYt28vtm7dCjMzM7Rq5YxPPvkMixZ54+LFa/l+rP+h2rd3x7RprxEY+Ct27dqFKlUsMXv2PLRs2U5Z/19/BcHbew5Wr/5JOZo/YcI0aGv7YsmSpUhJSUHDhg3h7x8AS8uaiI1NhEwmRZs2beDtvRAbNqzDjh2/oVKlSpg4cSr69Pky19f92LG/0apVGyQnZyI5+cOzTkFCvkTIOWO5mDx69Aju7u44ffo0KlbMuuvUgQMHsHjxYgQHB6tsu2LFCty4cQPr169Xtg0fPhwNGzaEl1fe81DyEhWV/+Tpj/XkSQQ6dmyH6OgomOoBXzsCLxKArZfebGNmZo7Dh0/ku5YblSxyedYoQWxsIjIySu8vz9KK/af52IearyT04YoVP+DRo4dYtWqtKOfXZIXpv6dPI/Hll72xbt2mXHNjC8vMzOi924g2OczKygoODg5YsGABEhISEB4ejjVr1uDzzz/PtW3Pnj0REhKCAwcOICMjAwcOHEBISAg++eQTESrPm6VlVbi5dYJEIkFsMrDylGp4lUgkcHXtyPBKRERUjAYNGoq7d+/g5s3rYpdSqgUGboaLi+tHh9eCEvXqBl9fX2RkZMDV1RV9+vSBs7MzPDw8AAD29vbYu3cvgKyLu1avXo2AgAA0a9YMa9asgZ+fH2rWrPmuwxe75cv90Ldvf5Wr+YCskde+fb/C8uV+IlVGRERUNlWoUBGTJ38LX9/lYpdSaj18+ABnzpzCxIlTi+2cok0hEIM6pxC87cmTCKxbtwZJSQkwMDDCiBEeqFIl76sAqeQqCR990Ydj/2k+9qHmYx9qNrH6ryBTCHgrWTWwtKwKb+9FfNMSERERqQEXSCQiIiIijcIAS0REREQahQGWiIiIiDQKAywRERERaRQGWCIiIiLSKAywRERERKRRGGCJiIiISKMwwBIRERGRRmGAJSIiIiKNwgBLRERERBqFAZaIiIiINAoDLBERERFpFAZYIiIiItIoEkEQBLGLICIiIiIqKI7AEhEREZFGYYAlIiIiIo3CAEtEREREGoUBloiIiIg0CgMsEREREWkUBlgiIiIi0igMsERERESkURhgiYiIiEijMMASERERkUZhgP0IMTEx8PDwgKOjI5ycnODj44OMjIw8tw0ODkaPHj1gZ2eHLl264O+//y7maimnwvTftm3b4O7uDnt7e7i7uyMwMLCYq6W8FKYPs929exdNmjTB+fPni6lKepfC9GFISAi++OIL2Nvbo127dggICCjmaikvhenDTZs2oUOHDmjatCl69OiBoKCgYq6W8vPy5Ut07NjxnT8bS1SWEeiDDRgwQJg0aZKQlJQkPH78WOjWrZuwbt26XNs9fPhQaNSokXDkyBEhPT1d+Ouvv4TGjRsLz549E6FqylbQ/jty5Ijg6OgoXLp0SVAoFMLFixcFR0dH4dChQyJUTW8raB9mS0pKErp37y7Y2NgI586dK8ZKKT8F7cP79+8LTZo0EXbv3i0oFArh1q1bQvPmzYWDBw+KUDW9raB9eOLECaFly5ZCaGioIAiCcOjQIcHW1lYIDw8v7pIph3///Vdwc3N758/GkpZlOAL7gcLCwhASEoIpU6ZAT08P1apVg4eHR54jc3v27IGjoyPc3Nwgl8vRtWtXNGvWDDt27BChcgIK13/Pnz/HiBEjYGdnB4lEAnt7ezg5OeHChQsiVE7ZCtOH2ebOnQs3N7dirJLepTB9uHXrVri6uqJ3796QSCSwtbXF9u3b4eDgIELllK0wffjgwQMIgqD8J5PJoKWlBblcLkLllG3Pnj2YPHkyJkyY8N7tSlKWYYD9QPfu3YOJiQksLCyUbbVr10ZkZCTi4+NVtr1//z5sbGxU2urUqYPbt28XS62UW2H6r3///vjmm2+Uj2NiYnDhwgU0bNiw2Oql3ArThwDwxx9/ICwsDJ6ensVZJr1DYfrw6tWrqFq1KiZOnAgnJyd06dIFISEhMDMzK+6y6S2F6cNu3bqhYsWK6Nq1Kxo0aIDx48dj0aJFqFSpUnGXTW9p06YNjhw5gq5du75zu5KWZRhgP1BiYiL09PRU2rIfJyUlvXdbXV3dXNtR8SlM/70tKioKI0aMQMOGDdG9e3e11kjvVpg+DA0NxYoVK7Bs2TLIZLJiq5HerTB9+OrVK2zevBk9e/bE6dOnMW/ePCxevBiHDh0qtnopt8L0YXp6OmxtbfH777/j8uXLmDdvHmbMmIE7d+4UW72Um5mZWYFGwUtalmGA/UD6+vpITk5Wact+bGBgoNKup6eHlJQUlbaUlJRc21HxKUz/Zbt8+TI+//xz1KxZE2vXruXHXiIraB+mpqZiwoQJ+O6771ClSpVirZHerTDvQ21tbbi6usLFxQVyuRzNmjXDJ598goMHDxZbvZRbYfpw/vz5sLa2RuPGjaGtrY3PPvsMdnZ22LNnT7HVSx+upGUZBtgPZG1tjbi4OERHRyvbQkNDUalSJRgZGalsa2Njg3v37qm03b9/H9bW1sVSK+VWmP4DgJ07d2Lw4MH4+uuvsWzZMmhraxdnuZSHgvbhtWvX8OjRI8yYMQOOjo5wdHQEAIwaNQpz5swp7rLpLYV5H9auXRtpaWkqbZmZmRAEoVhqpbwVpg8jIyNz9aFcLoeWllax1Eofp8RlGVEuHSsl+vXrJ0yYMEF4/fq18spLX1/fXNvdv39faNSokfDXX38pr9xr1KiR8ODBAxGqpmwF7b9Dhw4JDRo0EE6ePClClfQuBe3DnLgKQclR0D48c+aMUL9+feGPP/4QFAqFEBISItjZ2QlHjx4VoWp6W0H7cMWKFYKTk5Nw/fp1ITMzUzh48KDQqFEj4ebNmyJUTXl518/GkpZlGGA/QlRUlDB27FihefPmQosWLYRFixYJGRkZgiAIgp2dnfDnn38qtz158qTQs2dPwc7OTujWrZtw4sQJscqm/yto/3Xv3l2wtbUV7OzsVP7NnDlTzPJJKNx78G0MsCVHYfrwxIkTwqeffirY29sLrq6uwrZt28Qqm95S0D5MT08XfH19hfbt2wtNmzYVevfuzYGBEibnz8aSnGUkgsDPX4iIiIhIc3AOLBERERFpFAZYIiIiItIoDLBEREREpFEYYImIiIhIozDAEhEREZFGYYAlIiIiIo3CAEtEREREGoUBlog01sCBA1G3bt08//n4+BToGOfPn0fdunURERGhlhojIiJy1Va/fn20adMGEyZMwNOnT4vsXB06dICfnx8AQBAE7NmzBzExMQCA3bt3o27dukV2rpyyj//2v3r16qF58+YYNmwYbt++XajjRUZG4q+//lJTtUSk6eRiF0BE9DG6dOmCGTNm5GrX09MToZr8+fn5wd7eHgCgUCgQHh6OGTNmYOTIkfjzzz8hkUg++hw7d+6Ejo4OAODChQv49ttvcezYMQBA165d4ezs/NHneJ9//vlH+f+ZmZl4+PAhFixYgKFDh+Lo0aPQ19cv0HGmTZsGS0tLdOvWTV2lEpEGY4AlIo2mq6sLMzMzsct4r3LlyqnUaWFhAU9PT0yePBl37tyBra3tR5+jfPnyyv9DYXNxAAAJYklEQVTPeZNFXV1d6OrqfvQ53idnX1SqVAmzZs3CgAEDcO7cOXTo0EHtNRBR6ccpBERUqsXHx2P27Nlo164dGjRogNatW2P27NlISUnJc/tHjx5h2LBhcHBwgL29PYYNG4Y7d+4on3/9+jVmzpyJFi1awMHBAYMGDcK1a9c+qDaZTAYA0NbWBgA8ffoUkydPRuvWrWFnZ5fr3DExMRg3bhycnJzQuHFjfPnllwgJCVE+nz2F4Pz58xg0aBAAwNXVFbt371aZQvDtt9/iiy++UKnl2bNnqFevHs6ePQsAuHjxIvr374/GjRvDxcUFc+fORUJCwge9zuxR4ezXKwgC1q9fjy5duqBhw4ZwcHDAyJEjER4eDiBrakhISAj27NmjDLxpaWlYsmQJnJ2dYW9vjz59+qiM9hJR2cIAS0Sl2rRp03D16lX4+voiKCgI06dPx+7du7Fjx448t584cSLMzc2xa9cu/P7775BKpfD09ASQFbxGjBiBR48eISAgAL/99hvs7OzQr18/3Lx5s8A1KRQK3Lp1C2vXrkW9evVgZWWFhIQE9OvXD8+fP8fatWuxfft26OvrY8CAAYiMjAQAzJkzBykpKdiyZQv27duHmjVrwsPDA0lJSSrHt7e3V86F/f3339G1a1eV53v37o2rV68iLCxM2bZ3715YWFjAyckJt2/fxuDBg9G6dWvs3bsXS5cuxY0bNzB06NBcI7vvEx4ejiVLlqBKlSpo1qwZAGDTpk0ICAjAlClTEBQUhDVr1uDhw4dYtGgRgDfTLbp06YKdO3cCAKZPn45Tp05hyZIl2LNnD7p06YJRo0bhxIkThaqHiEoHTiEgIo22b98+BAUFqbTZ29tj48aNAIDWrVvD0dFR+RF91apVsWXLFpWRzbc9fvwYrVu3RtWqVSGXy7FgwQI8ePAACoUC58+fx6VLl3D27Fnlx/UTJ07ExYsXsXnzZmUAy8uIESOUI5BpaWkQBAGOjo6YP38+pFIp9u7di9jYWOzevVt57KVLl8LNzQ2BgYGYMmUKHj9+DBsbG1SvXh06OjqYMWMGevTooTxuNm1tbZQrVw5A1rSCnFMHmjdvjmrVqmHfvn3KcL5v3z588sknkEql2LBhA1q2bAkPDw8AgJWVFZYtWwY3NzeEhITAyckp39eZPc8XANLT06GlpYU2bdpg4cKFyvmv1atXx6JFi5Sjq5aWlujSpYvyoi0TExNoaWlBV1cX5cuXR1hYGPbv34+dO3eiUaNGAIAhQ4bg9u3b2LBhA1xcXPKth4hKJwZYItJoHTp0wOTJk1Xa3g5sX331FY4fP44///wTjx8/xt27dxEeHg4rK6s8jzdhwgQsWLAA27ZtQ4sWLeDs7IwuXbpAKpXixo0bALI+ln9bWloaUlNT31mnt7c3mjRpAgCQy+WoUKGCSp13796FlZWVyjxWHR0dNG7cWBm2PT09MWXKFBw5cgSOjo5o06YNunbtqvyIvqAkEgl69eqlDLC3bt3C3bt34evrCwC4efMmwsLCVMJottDQ0HcG2D/++AMAEBUVBV9fX8TExMDLywtVq1ZVbtOhQwdcuXIFvr6+CAsLQ2hoKO7duwcLC4s8j5k9up09LSJbeno6jI2NC/Xaiah0YIAlIo1mYGCAGjVq5PmcIAgYNWoU7ty5gx49esDd3R0TJ07EzJkz8z1e//790blzZwQHB+Ps2bNYvnw5/Pz88Mcff0ChUMDQ0BC7d+/OtV/2PNb8WFhY5Ftndq15rUSQmZkJuTzrR3XHjh1x6tQpnDp1CmfOnMH69euxatUq/Pbbb7C2tn7n+XPq3bs3/P39cfXqVRw8eBD29vaoWbMmgKwpDj169MCoUaNy7fd2wM5L9musUaMGAgIC8MUXX2DYsGHYs2cPTE1NAQDr1q2Dn58fPv30UzRv3hwDBw7EsWPH8l02K3vaQmBgIAwMDFSek0o5E46oLOI7n4hKrZs3byI4OBi+vr6YPHkyevbsierVq+Px48d5zuWMjo7GvHnzkJ6ejk8//RRLlizB3r17ERUVhZCQENjY2CAhIQFpaWmoUaOG8t+6deuUy1V9KBsbGzx8+FC5bisApKam4vr166hTpw7S0tKwcOFChIeHo2vXrvD29saRI0cglUrznAf6vmW5LC0t0bx5cxw6dAgHDhxA7969lc9ZW1vj3r17Kq8xMzMTCxcuLNS6tXp6eli6dKny65pt7dq18PT0xJw5c9C3b1/Y2dnh0aNH+c6vzQ7nL168UKlp9+7d2LVrV4HrIaLSgwGWiEqtihUrQi6X4+DBgwgPD8e1a9fg5eWFqKgopKWl5drexMQEJ06cwPfff49bt24hPDwcW7duhZaWFho2bAhnZ2fUq1cPXl5eOHv2LMLCwrB48WLs2rULtWvX/qhae/ToAWNjY3h5eeHq1au4ffs2pkyZgqSkJPTt2xfa2tq4cuUKZs6cicuXLyMiIgK7d+9GYmJinh/1Z883vX37NhITE/M856effort27cjNjZW5UKvoUOH4tatW5g1axbu37+PK1euYPLkyXj48GG+Uy/yY2tri+HDh+PAgQM4fvw4AKBy5co4ffo07t+/jwcPHmDFihU4fPiwSp8YGBjgyZMnePbsGaytrdG+fXvMnj0bx44dQ3h4ODZs2ICAgABUq1atUPUQUenAAEtEpZaFhQUWLVqE48ePo2vXrhg/fjwsLCwwePBgXLt2LdeIn1wux7p16yCVSjF48GB069YN586dw08//YTq1atDJpNh48aNaNy4MSZMmICePXvi/Pnz8PPzQ8uWLT+qVmNjY2zZsgVGRkYYPHgwvvrqKyQnJ2Pbtm3KkLZq1SpUq1YNo0ePRufOnbFjxw4sW7YMjo6OuY5nY2ODdu3awcvLK98VF9zd3QEAbm5u+F97d2jjMBAEUHSuAJdg4grcRSQDA5sYGAekiSgKM0kDkVyBG9oewk2sOxZ00inoNNJ7cNHCr9Vqpqqq93nbtvF8PqOUEsMwxPl8jrquY13XP79K/OZyuUTTNO9RXMuyxL7vMY5jzPMcpZS43W7xer3eG9GmaYpSSvR9H8dxxOPxiNPpFNfrNbqui23b4n6/xziOH98HyO/r+9OZKAAA8I+8wAIAkIqABQAgFQELAEAqAhYAgFQELAAAqQhYAABSEbAAAKQiYAEASEXAAgCQioAFACAVAQsAQCoCFgCAVH4AMp1sfWsMSdoAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Sensitivity at c=1: 0.98\n", "Specificity at c=1: 0.9833333333333333\n" ] } ], "source": [ "# plot roc curve\n", "plot_roc_curve(G, X, title='Uniform rectangle graph')\n", "print('Sensitivity at c=1: ', sensitivity(G, uniform_embed.predict(G)))\n", "print('Specificity at c=1: ', specificity(G, uniform_embed.predict(G)));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ex.) Minkowski Embedding of Random DAG" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T03:00:35.278426Z", "start_time": "2019-10-05T03:00:34.586281Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 20\n", "G = random_dag(N)\n", "random_embed = MinkowskiEmbedding(n_components=2) \n", "X = random_embed.fit(G)\n", "plt.figure(figsize=(12,5))\n", "plt.style.use('default')\n", "plt.subplot(121)\n", "plt.title('Random DAG')\n", "plt.xlabel('Time')\n", "plt.ylabel('Space')\n", "plt.scatter(X[:, 0], X[:, 1], s=100, edgecolor='black', linewidth=1)\n", "# add node labels\n", "for i in range(N):\n", " _ = plt.text(X[i, 0]+0.05, X[i, 1]+0.3, str(i), size=14, fontweight='bold');\n", "# add edges to the plot\n", "for u,v in add_edges(X):\n", " _ = plt.plot([X[u][0], X[v][0]], [X[u][1], X[v][1]], c='red', linestyle='--', alpha=0.3);\n", "plt.show();" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T03:00:35.519834Z", "start_time": "2019-10-05T03:00:35.280385Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Sensitivity at c=1: 0.7419354838709677\n", "Specificity at c=1: 0.6504065040650406\n" ] } ], "source": [ "# plot roc curve\n", "plot_roc_curve(G, X, title='Random DAG')\n", "print('Sensitivity at c=1: ', sensitivity(G, random_embed.predict(G)))\n", "print('Specificity at c=1: ', specificity(G, random_embed.predict(G)));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparing sample graph embeddings" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T03:00:35.528797Z", "start_time": "2019-10-05T03:00:35.521816Z" } }, "outputs": [], "source": [ "def evaluate_avg(graph_generator, num_nodes=20, num_trials=10):\n", " scores = []\n", " for i in range(num_trials):\n", " if graph_generator==random_dag:\n", " G = graph_generator(num_nodes, p=0.1)\n", " embed = MinkowskiEmbedding(n_components=2) \n", " X = embed.fit(G)\n", " scores.append(roc_auc_score(G, X))\n", " else:\n", " G = graph_generator(num_nodes, 2)\n", " embed = MinkowskiEmbedding(n_components=2) \n", " X = embed.fit(G)\n", " scores.append(roc_auc_score(G, X))\n", " return scores" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T03:00:46.790588Z", "start_time": "2019-10-05T03:00:35.530792Z" } }, "outputs": [], "source": [ "causal_graph_scores = evaluate_avg(causal_set_graph)\n", "uniform_graph_scores = evaluate_avg(uniform_box_graph)\n", "random_dag_scores = evaluate_avg(random_dag)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Ex.) Citation Networks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**arXiv physics paper citations: `hep-th`**" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T03:00:47.757012Z", "start_time": "2019-10-05T03:00:46.792584Z" } }, "outputs": [ { "data": { "text/html": [ "
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cited_fromcited_to
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" ], "text/plain": [ " cited_from cited_to\n", "0 0001001 9308122\n", "1 0001001 9309097\n", "2 0001001 9311042\n", "3 0001001 9401139\n", "4 0001001 9404151" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "hep_df = pd.read_csv('../data/arxiv_citations/hep-th-citations.tar.gz', compression='gzip', dtype=str)\n", "hep_df = hep_df.dropna()\n", "hep_df['cited_from'] = hep_df['hep-th-citations'].apply(lambda x: str(x).split(' ')[0])\n", "hep_df['cited_to'] = hep_df['hep-th-citations'].apply(lambda x: str(x).split(' ')[1])\n", "hep_df = hep_df.iloc[:, 1:]\n", "hep_df.head()" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T03:00:48.005629Z", "start_time": "2019-10-05T03:00:47.760001Z" } }, "outputs": [ { "data": { "text/html": [ "
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arxiv_iddate
000010022000-01-04
100010032000-01-04
200010042000-01-04
300010052000-01-04
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" ], "text/plain": [ " arxiv_id date\n", "0 0001002 2000-01-04\n", "1 0001003 2000-01-04\n", "2 0001004 2000-01-04\n", "3 0001005 2000-01-04\n", "4 0001006 2000-01-04" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "(29554, 2)" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "slac_dates = pd.read_csv('../data/arxiv_citations/hep-th-slacdates.tar.gz', compression='gzip', dtype=str)\n", "slac_dates = slac_dates.dropna()\n", "slac_dates['arxiv_id'] = slac_dates['hep-th-slacdates'].apply(lambda x: str(x).split(' ')[0])\n", "slac_dates['date'] = slac_dates['hep-th-slacdates'].apply(lambda x: str(x).split(' ')[1])\n", "slac_dates = slac_dates.iloc[:, 1:]\n", "slac_dates.head()\n", "slac_dates.shape" ] }, { "cell_type": "code", "execution_count": 164, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T04:08:30.092865Z", "start_time": "2019-10-05T04:08:28.586242Z" } }, "outputs": [], "source": [ "import datetime\n", "N = 40\n", "top_cited = list(hep_df.cited_to.value_counts()[:N].index)\n", "edges = []\n", "for node in top_cited:\n", " cited_by = hep_df.loc[hep_df.cited_to == node, 'cited_from'].values\n", " for x in cited_by:\n", " if x in top_cited:\n", " edges.append((x, node))\n", "\n", "degree_dict = dict(zip(hep_df.cited_to.value_counts()[:N].index,\n", " hep_df.cited_to.value_counts()[:N].values))\n", "top_cited_df = slac_dates.loc[(slac_dates.arxiv_id.apply(lambda x: x in top_cited)), :]\n", "top_cited_df = top_cited_df.reset_index(drop=True)\n", "top_cited_df['degree'] = top_cited_df.arxiv_id.apply(lambda x: degree_dict[x])\n", "top_cited_df['num_date'] = top_cited_df.date\n", "top_cited_df['date_time'] = top_cited_df.date.apply(lambda x: datetime.datetime.strptime(x, '%Y-%m-%d'))\n", "top_cited_df['num_date'] = top_cited_df.date_time - np.min(top_cited_df.date_time)\n", "top_cited_df['num_date'] = top_cited_df['num_date'].dt.days\n", "top_cited_df['num_date'] = top_cited_df.num_date / np.max(top_cited_df.num_date)\n", "date_dict = dict(zip(top_cited_df.arxiv_id.values, top_cited_df.num_date))" ] }, { "cell_type": "code", "execution_count": 165, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T04:10:37.964366Z", "start_time": "2019-10-05T04:08:30.402111Z" } }, "outputs": [], "source": [ "# build graph and fit embedding\n", "G = nx.DiGraph()\n", "for node in top_cited:\n", " G.add_node(node)\n", "G.add_edges_from(edges)\n", "embed = MinkowskiEmbedding(n_components=2)\n", "X = embed.fit(G)" ] }, { "cell_type": "code", "execution_count": 166, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T04:10:40.087822Z", "start_time": "2019-10-05T04:10:38.110980Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('default')\n", "plt.figure(figsize=(10,6))\n", "plt.grid('off')\n", "plt.title('arXiv Citation Network (hep-th)')\n", "plt.ylabel('Time')\n", "plt.xlabel('Space')\n", "node_list = list(G.nodes())\n", "node_colors = np.array(list(date_dict.values()))\n", "node_sizes = np.array(list(degree_dict.values()))\n", "# switch coords to place timelike coordinate on y-axis\n", "im = plt.scatter(X[:, 1], X[:, 0], s = node_sizes/2, c = node_colors, cmap=plt.cm.coolwarm,\n", " vmin=0, vmax=1, edgecolor='black', linewidth=1.5)\n", "for u,v in add_edges(X):\n", " _ = plt.plot([X[u][1], X[v][1]], [X[u][0], X[v][0]], c='gray', linestyle='--', alpha=0.1);\n", "cbar = plt.colorbar(im);\n", "cbar.set_ticks([0.1, 0.9]);\n", "cbar.set_ticklabels(['Older', 'Younger'])\n", "#plt.savefig('hep-th_citation_network.png')\n", "plt.show();" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T03:02:54.471505Z", "start_time": "2019-10-05T03:02:53.089270Z" } }, "outputs": [ { "data": { "image/png": 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caseidusidpartiesyearoverruledoverrulingoxfordliihcindegoutdeghubhubrankauthauthrankbetweenincent
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121US2NaN17590000000.0202500.000000209450.00.000000
231US3NaN17600000000.0202500.000000209450.00.000000
341US4NaN17600000000.0202500.000000209450.00.000000
451US5NaN17620000100.0202500.000029155070.00.038877
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" ], "text/plain": [ " caseid usid parties year overruled overruling oxford liihc indeg \\\n", "0 1 1US1 NaN 1754 0 0 0 0 0 \n", "1 2 1US2 NaN 1759 0 0 0 0 0 \n", "2 3 1US3 NaN 1760 0 0 0 0 0 \n", "3 4 1US4 NaN 1760 0 0 0 0 0 \n", "4 5 1US5 NaN 1762 0 0 0 0 1 \n", "\n", " outdeg hub hubrank auth authrank between incent \n", "0 0 0.0 20250 0.000000 20945 0.0 0.000000 \n", "1 0 0.0 20250 0.000000 20945 0.0 0.000000 \n", "2 0 0.0 20250 0.000000 20945 0.0 0.000000 \n", "3 0 0.0 20250 0.000000 20945 0.0 0.000000 \n", "4 0 0.0 20250 0.000029 15507 0.0 0.038877 " ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scotus_df = pd.read_csv('../data/SCOTUS/allcites.txt', sep = ' ', header = None)\n", "scotus_df.columns = ['cited_by_id', 'cited_id']\n", "scotus_df.head()\n", "scotus_df.shape\n", "judicial_df = pd.read_csv('../data/SCOTUS/judicial.csv')\n", "judicial_df.head()" ] }, { "cell_type": "code", "execution_count": 154, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T04:03:59.674440Z", "start_time": "2019-10-05T04:03:59.362313Z" } }, "outputs": [ { "data": { "text/html": [ "
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caseidusidpartiesyearoverruledoverrulingoxfordliihcindegoutdeghubhubrankauthauthrankbetweenincentdegreenum_date
0101617US316McCulloch v. Maryland1819001119800.000000202500.0296601880.0000000.171621196-3.256212
1115622US1Gibbons v. Ogden1824001115600.000000202500.0142215820.0000000.164436156-3.119051
2119522US738Osborn v. President, Directors & Co. of Bank1824790701011200.000000202500.00535616470.0000000.159238112-3.119051
37417116US616Boyd v. United States1886001013010.000004184270.0434771030.0000130.142113130-1.418249
410465166US226Chicago, B. & Q. R. Co. v. Chicago18970010112320.00290931240.0263812360.0012080.145005112-1.116494
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" ], "text/plain": [ " caseid usid parties year \\\n", "0 1016 17US316 McCulloch v. Maryland 1819 \n", "1 1156 22US1 Gibbons v. Ogden 1824 \n", "2 1195 22US738 Osborn v. President, Directors & Co. of Bank 1824 \n", "3 7417 116US616 Boyd v. United States 1886 \n", "4 10465 166US226 Chicago, B. & Q. R. Co. v. Chicago 1897 \n", "\n", " overruled overruling oxford liihc indeg outdeg hub hubrank \\\n", "0 0 0 1 1 198 0 0.000000 20250 \n", "1 0 0 1 1 156 0 0.000000 20250 \n", "2 7907 0 1 0 112 0 0.000000 20250 \n", "3 0 0 1 0 130 1 0.000004 18427 \n", "4 0 0 1 0 112 32 0.002909 3124 \n", "\n", " auth authrank between incent degree num_date \n", "0 0.029660 188 0.000000 0.171621 196 -3.256212 \n", "1 0.014221 582 0.000000 0.164436 156 -3.119051 \n", "2 0.005356 1647 0.000000 0.159238 112 -3.119051 \n", "3 0.043477 103 0.000013 0.142113 130 -1.418249 \n", "4 0.026381 236 0.001208 0.145005 112 -1.116494 " ] }, "execution_count": 154, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# select only top N most cited cases\n", "N = 50\n", "top_cited = list(scotus_df.cited_id.value_counts()[:N].index)\n", "edges = []\n", "for node in top_cited:\n", " cited_by_id = scotus_df.loc[scotus_df.cited_id == node, 'cited_by_id'].values\n", " for x in cited_by_id:\n", " if x in top_cited:\n", " edges.append((x, node))\n", "\n", "degree_dict = dict(zip(scotus_df.cited_id.value_counts()[:N].index,\n", " scotus_df.cited_id.value_counts()[:N].values))\n", "\n", "top_cited_df = judicial_df.loc[(judicial_df.caseid.apply(lambda x: x in top_cited)), :]\n", "top_cited_df = top_cited_df.reset_index(drop=True)\n", "top_cited_df['degree'] = top_cited_df.caseid.apply(lambda x: degree_dict[x])\n", "top_cited_df['num_date'] = top_cited_df.year - np.min(top_cited_df.year)\n", "#top_cited_df['num_date'] = top_cited_df.num_date / np.max(top_cited_df.num_date)\n", "top_cited_df['num_date'] = (top_cited_df.num_date - np.mean(top_cited_df.num_date)) / np.std(top_cited_df.num_date)\n", "date_dict = dict(zip(top_cited_df.caseid.values, top_cited_df.num_date))\n", "name_dict = dict(zip(top_cited_df.caseid.values, top_cited_df.parties.values))\n", "top_cited_df.head()" ] }, { "cell_type": "code", "execution_count": 155, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T04:04:32.918416Z", "start_time": "2019-10-05T04:04:00.618584Z" } }, "outputs": [], "source": [ "# build input graph and fit the embedding\n", "G = nx.DiGraph()\n", "for node in top_cited:\n", " G.add_node(node)\n", "G.add_edges_from(edges)\n", "embed = MinkowskiEmbedding(n_components=2)\n", "X = embed.fit(G)" ] }, { "cell_type": "code", "execution_count": 160, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T04:07:08.365254Z", "start_time": "2019-10-05T04:07:06.196008Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('default')\n", "plt.figure(figsize=(10,6))\n", "plt.grid('off')\n", "plt.title('SCOTUS Citation Network')\n", "plt.ylabel('Time')\n", "plt.xlabel('Space')\n", "node_list = list(G.nodes())\n", "node_colors = np.array(list(date_dict.values()))\n", "node_sizes = np.array(list(degree_dict.values()))\n", "node_names = np.array(list(name_dict.values()))\n", "for u,v in add_edges(X):\n", " _ = plt.plot([X[u][1], X[v][1]], [X[u][0], X[v][0]], c='gray', linestyle='--', alpha=0.1);\n", "im = plt.scatter(X[:, 1], X[:, 0], s = 2*node_sizes, c = node_colors, cmap=plt.cm.coolwarm,\n", " vmin=-1, vmax=1, edgecolor='black', linewidth=1)\n", "cbar = plt.colorbar(im);\n", "cbar.set_ticks([-0.9, 0.9]);\n", "cbar.set_ticklabels(['Older', 'Younger'])\n", "#plt.savefig('SCOTUS_citation_network.png')\n", "plt.show();" ] }, { "cell_type": "code", "execution_count": 161, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T04:07:32.357114Z", "start_time": "2019-10-05T04:07:29.386740Z" } }, "outputs": [ { "data": { "text/plain": [ "0.9130434782608695" ] }, "execution_count": 161, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "0.7507481829841812" ] }, "execution_count": 161, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sensitivity(G, embed.predict(G))\n", "specificity(G, embed.predict(G))\n", "plot_roc_curve(G, X, title='ROC Curve - SCOTUS Network')\n", "scotus_score = roc_auc_score(G, X)" ] }, { "cell_type": "code", "execution_count": 162, "metadata": { "ExecuteTime": { "end_time": "2019-10-05T04:07:36.414786Z", "start_time": "2019-10-05T04:07:36.122543Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "overall_scores = [causal_graph_scores, uniform_graph_scores, random_dag_scores, hep_th_score, scotus_score]\n", "# prepare dataframe for use with sns.barplot\n", "cite_scores = pd.DataFrame([[3, hep_th_score],[4, scotus_score]], columns=['dataset', 'roc_auc'])\n", "test_dataset = list(np.repeat(0, len(causal_graph_scores)))\n", "test_dataset += list(np.repeat(1, len(uniform_graph_scores)))\n", "test_dataset += list(np.repeat(2, len(random_dag_scores)))\n", "test_scores = list(causal_graph_scores) + list(uniform_graph_scores) + list(random_dag_scores)\n", "result_df = pd.DataFrame(np.hstack((np.array(test_dataset).reshape(-1,1), np.array(test_scores).reshape(-1,1))),\n", " columns=['dataset', 'roc_auc'])\n", "result_df = pd.concat([result_df, cite_scores], ignore_index=True)\n", "plt.figure(figsize=(8,5))\n", "plt.style.use('seaborn')\n", "sns.set(style=\"darkgrid\")\n", "ax = sns.barplot(data=result_df, x='dataset', y='roc_auc', hue='dataset', dodge=False, ci=None);\n", "ax.set_title('Embedding Scores', size=16)\n", "ax.set_ylabel('mean roc auc')\n", "ax.set_xlabel(None)\n", "# add values onto barplot display\n", "for i, score in enumerate(overall_scores):\n", " ax.text(i-0.125, np.mean(score)+0.025, str(np.round(np.mean(score), 2)))\n", "handles, _ = ax.get_legend_handles_labels()\n", "ax.legend(handles, [\"Causal set\", \"Uniform cube\", 'Random DAG', 'hep-th network', 'SCOTUS'],\n", " fontsize=12, loc='best', bbox_to_anchor=(1, 1));\n", " \n", "plt.show();" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" }, "nbTranslate": { "displayLangs": [ "*" ], "hotkey": "alt-t", "langInMainMenu": true, "sourceLang": "en", "targetLang": "fr", "useGoogleTranslate": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }