{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Cooccurrences of lexemes between the books of the Hebrew Bible" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Research Question" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What does linguistic variation between bible books tell us about their origin, and about the evolution and transmission of their texts?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Method" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We study the co-occurrences of lexemes across the books of the bible and represent this data in a undirected weighted graph, where the books are nodes.\n", "There are edges between very pair of books that share a lexeme occurrence. \n", "Edges are weighted: the more lexemes are shared by a pair of books, the heavier the edge. However, the weight is corrected and normalized as well. \n", "\n", "* *correction*: frequent lexemes contribute less to the weight than rare lexemes,\n", "* *normalization*: the weight contribution of a lexeme is divided by the number of lexemes in the union of two books.\n", "\n", "The initial plan was to consider only common nouns, but we are also experimenting with nouns in general, verbs, and all lexemes.\n", "Moreover, we also experiment with two measures of normalisation: \n", "\n", "* *normal*: divide by the sum of the number of distinct lexemes in the concatenation of two books\n", "* *quadratic*: as in *normal*, but divide by the square of the sum.\n", "\n", "More formally:\n", "\n", "Let $B$ be the set of books in the Bible.\n", "\n", "The *support* of a lexeme $l$ is defined as $S(l) = card\\{b \\in B\\ \\vert\\ l \\in b\\}$.\n", "\n", "The lexeme content of book $b$ is defined as $L(b) = \\{l\\ \\vert\\ l \\in b\\}$,\n", "\n", "and the lexeme content of two books $b_1$ and $b_2$ is defined as $L(b_1, b_2) = L(b_1)\\ \\cup\\ L(b_2)$.\n", "\n", "The cooccurrency of those two books is defined as $C(b_1, b_2) = L(b_1)\\ \\cap\\ L(b_2)$.\n", "\n", "We now define two measures of *weight* of a cooccurrences edge between two books $b_1$ and $b_2$:\n", "\n", "$$W_1(b_1,b_2) = {\\sum \\{{1\\over S(l)}\\ \\vert\\ l \\in C(b_1, b_2)\\} \\over card\\,L(b_1, b_2)}$$\n", "\n", "$$W_2(b_1,b_2) = {\\sum \\{{1\\over S(l)}\\ \\vert\\ l \\in C(b_1, b_2)\\} \\over (card\\,L(b_1, b_2))^2}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Compute" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import the python modules, the plot modules, the LAF-Fabric module (``laf``) and initialize the ``laf`` processor." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 0.00s This is LAF-Fabric 4.4.7\n", "API reference: http://laf-fabric.readthedocs.org/en/latest/texts/API-reference.html\n", "Feature doc: http://shebanq-doc.readthedocs.org/en/latest/texts/welcome.html\n", "\n" ] } ], "source": [ "import sys\n", "import collections\n", "import matplotlib.pyplot as plt\n", "from laf.fabric import LafFabric\n", "fabric = LafFabric()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the data, especially the features we need.\n", "Note that the task will be named *cooccurrences*.\n", "After loading we retrieve the names by which we can access the various pieces of the LAF data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 0.00s LOADING API: please wait ... \n", " 0.10s INFO: USING DATA COMPILED AT: 2014-07-23T09-31-37\n", " 2.91s LOGFILE=/Users/dirk/Dropbox/laf-fabric-output/etcbc4/cooccurrences/__log__cooccurrences.txt\n", " 2.91s INFO: DATA LOADED FROM SOURCE etcbc4 AND ANNOX -- FOR TASK cooccurrences AT 2014-11-12T10-05-55\n" ] } ], "source": [ "fabric.load('etcbc4', '--', 'cooccurrences', {\n", " \"xmlids\": {\"node\": False, \"edge\": False},\n", " \"features\": (\"otype sp lex_utf8 book\", \"\"),\n", "})\n", "exec(fabric.localnames.format(var='fabric'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For your convenience:\n", "\n", "* *NN*: iterator of nodes in primary data order\n", "* *F*: feature data\n", "\n", "You can inspect the API by giving commands like ``F.*?``, ``NN??``" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "F.*?" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "NN??" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are going to generate data files for [Gephi](https://gephi.org), in its native XML format. \n", "Here we specify the subtasks and weighing methods.\n", "\n", "* *Subtasks* correspond to the kind of lexemes we are counting.\n", "* *Methods* correspond to the kind of normalization that we are applying: dividing by the sum or the square of the sum.\n", "\n", "We also spell out the XML header of a Gephi file" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "tasks = {\n", " 'noun_common': {\n", " '1': outfile(\"noun_common_1.gexf\"),\n", " '2': outfile(\"noun_common_2.gexf\"),\n", " },\n", " 'noun_proper': {\n", " '1': outfile(\"noun_proper_1.gexf\"),\n", " '2': outfile(\"noun_proper_2.gexf\"),\n", " },\n", " 'verb': {\n", " '1': outfile(\"verb_1.gexf\"),\n", " '2': outfile(\"verb_2.gexf\"),\n", " },\n", " 'verb-noun_common': {\n", " '1': outfile(\"verb-noun_common_1.gexf\"),\n", " '2': outfile(\"verb-noun_common_2.gexf\"),\n", " },\n", " 'all': {\n", " '1': outfile(\"all_1.gexf\"),\n", " '2': outfile(\"all_2.gexf\"),\n", " },\n", "}\n", "\n", "methods = {\n", " '1': lambda x, y: float(x) / y,\n", " '2': lambda x, y: float(x) / y / y,\n", "}\n", "\n", "data_header = '''\n", "\n", "\n", "LAF-Fabric\n", "\n", "\n", "'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Initialization" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "book_name = None\n", "books = []\n", "lexemes = collections.defaultdict(lambda: collections.defaultdict(lambda:collections.defaultdict(lambda:0)))\n", "lexeme_support_book = collections.defaultdict(lambda: collections.defaultdict(lambda: {}))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Walk through the relevant nodes and collect the data:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 30s Genesis \n", " 30s Exodus \n", " 30s Leviticus \n", " 30s Numeri \n", " 31s Deuteronomium \n", " 31s Josua \n", " 31s Judices \n", " 31s Samuel_I \n", " 31s Samuel_II \n", " 31s Reges_I \n", " 31s Reges_II \n", " 32s Jesaia \n", " 32s Jeremia \n", " 32s Ezechiel \n", " 32s Hosea \n", " 32s Joel \n", " 32s Amos \n", " 32s Obadia \n", " 32s Jona \n", " 32s Micha \n", " 32s Nahum \n", " 32s Habakuk \n", " 32s Zephania \n", " 32s Haggai \n", " 32s Sacharia \n", " 32s Maleachi \n", " 32s Psalmi \n", " 33s Iob \n", " 33s Proverbia \n", " 33s Ruth \n", " 33s Canticum \n", " 33s Ecclesiastes \n", " 33s Threni \n", " 33s Esther \n", " 33s Daniel \n", " 33s Esra \n", " 33s Nehemia \n", " 33s Chronica_I \n", " 33s Chronica_II \n", " 33s Done\n" ] } ], "source": [ "for node in NN():\n", " this_type = F.otype.v(node)\n", " if this_type == \"word\":\n", " lexeme = F.lex_utf8.v(node)\n", "\n", " lexemes['all'][book_name][lexeme] += 1\n", " lexeme_support_book['all'][lexeme][book_name] = 1\n", "\n", " p_o_s = F.sp.v(node)\n", " if p_o_s == \"subs\":\n", " lexemes['noun_common'][book_name][lexeme] += 1\n", " lexeme_support_book['noun_common'][lexeme][book_name] = 1\n", " lexemes['verb-noun_common'][book_name][lexeme] += 1\n", " lexeme_support_book['verb-noun_common'][lexeme][book_name] = 1\n", " elif p_o_s == 'nmpr':\n", " lexemes['noun_proper'][book_name][lexeme] += 1\n", " lexeme_support_book['noun_proper'][lexeme][book_name] = 1\n", " elif p_o_s == \"verb\":\n", " lexemes['verb'][book_name][lexeme] += 1\n", " lexeme_support_book['verb'][lexeme][book_name] = 1\n", " lexemes['verb-noun_common'][book_name][lexeme] += 1\n", " lexeme_support_book['verb-noun_common'][lexeme][book_name] = 1\n", "\n", " elif this_type == \"book\":\n", " book_name = F.book.v(node)\n", " books.append(book_name)\n", " msg(\"{} \".format(book_name))\n", "msg(\"Done\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sort the data according to the various subtasks, and compute the edges with their weights." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 43s all: nodes: 39; edges: 741\n", " 43s noun_proper: nodes: 39; edges: 741\n", " 44s verb-noun_common: nodes: 39; edges: 741\n", " 44s verb: nodes: 39; edges: 741\n", " 44s noun_common: nodes: 39; edges: 741\n", " 44s Results directory:\n", "/Users/dirk/Dropbox/laf-fabric-output/etcbc4/cooccurrences\n", "\n", "__log__cooccurrences.txt 1115 Wed Nov 12 11:06:39 2014\n", "all_1.gexf 41738 Wed Nov 12 11:06:39 2014\n", "all_2.gexf 42256 Wed Nov 12 11:06:39 2014\n", "noun_common_1.gexf 41714 Wed Nov 12 11:06:39 2014\n", "noun_common_2.gexf 42239 Wed Nov 12 11:06:39 2014\n", "noun_proper_1.gexf 41868 Wed Nov 12 11:06:39 2014\n", "noun_proper_2.gexf 42548 Wed Nov 12 11:06:39 2014\n", "verb-noun_common_1.gexf 41751 Wed Nov 12 11:06:39 2014\n", "verb-noun_common_2.gexf 42247 Wed Nov 12 11:06:39 2014\n", "verb_1.gexf 41755 Wed Nov 12 11:06:39 2014\n", "verb_2.gexf 42252 Wed Nov 12 11:06:39 2014\n" ] } ], "source": [ "nodes_header = '''\\n'''.format(len(books))\n", "\n", "for this_type in tasks:\n", "\n", " lexeme_support = {}\n", " for lexeme in lexeme_support_book[this_type]:\n", " lexeme_support[lexeme] = len(lexeme_support_book[this_type][lexeme])\n", " \n", " book_size = collections.defaultdict(lambda: 0)\n", " for book in lexemes[this_type]:\n", " book_size[book] = len(lexemes[this_type][book])\n", " \n", " node_data = []\n", " for node in range(len(books)):\n", " node_data.append('''\\n'''.format(node + 1, books[node]))\n", "\n", " edge_id = 0\n", " edge_data = collections.defaultdict(lambda: [])\n", " for src in range(len(books)):\n", " for tgt in range(src + 1, len(books)):\n", " book_src = books[src]\n", " book_tgt = books[tgt]\n", " lexemes_src = {}\n", " lexemes_tgt = {}\n", " lexemes_src = lexemes[this_type][book_src]\n", " lexemes_tgt = lexemes[this_type][book_tgt]\n", " intersection_size = 0\n", " weights = collections.defaultdict(lambda: 0)\n", " for lexeme in lexemes_src:\n", " if lexeme not in lexemes_tgt:\n", " continue\n", " pre_weight = lexeme_support[lexeme]\n", " for this_method in tasks[this_type]:\n", " weights[this_method] += methods[this_method](1000, pre_weight)\n", " intersection_size += 1\n", " combined_size = book_size[book_src] + book_size[book_tgt] - intersection_size\n", " edge_id += 1\n", " for this_method in tasks[this_type]:\n", " edge_data[this_method].append('''\\n'''.\n", " format(edge_id, src + 1, tgt + 1, weights[this_method]/combined_size))\n", " \n", " for this_method in tasks[this_type]:\n", " edges_header = '''\\n'''.format(len(edge_data[this_method]))\n", " out_file = tasks[this_type][this_method]\n", " out_file.write(data_header)\n", "\n", " out_file.write(nodes_header)\n", " for node_line in node_data:\n", " out_file.write(node_line)\n", " out_file.write(\"\\n\")\n", "\n", " out_file.write(edges_header)\n", " for edge_line in edge_data[this_method]:\n", " out_file.write(edge_line)\n", " out_file.write(\"\\n\")\n", " out_file.write(\"\\n\")\n", "\n", " msg(\"{}: nodes: {}; edges: {}\".format(this_type, len(books), edge_id))\n", "close()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\r\n", "\r\n", "\r\n", "LAF-Fabric\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n", "\r\n" ] } ], "source": [ "!head -n 100 {my_file('verb-noun_common_1.gexf')}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output files can be loaded into Gephi and subjected to various graph rendering algorithms.\n", "After some playing you can get this out of it:\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Python module *networkx* is also capable of graph layout, let us try the most obvious methods." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import networkx as nx" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "g_nc1 = nx.read_gexf(my_file('verb-noun_common_1.gexf'), relabel=True)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Nmzbcu3cvXS4XV65cyRo1arB8+fL85JNPOHr0aNpsNj722GPct2/fP3737t27\n2b17d/r5+fHpp5++YC7x1Rw+fJgjhg5lkLc3U7y82N1iYS+jkR2sVgaaTGxYsya/+uorWSZRiDuY\nhK+45ebMmcPAwEBu3ryZP/zwA/V6PfV6PY1GI+fNm8fNmzd71gY+deoUly1bRqvV6nlU7evrS5PJ\nRIPBQEVR2K1bN9rtdsbExFBRFCYmJtJsNntawaqqcvTo0ezbty/1ej0DAwNZvnx5RkVFeQZRde3a\nlTabjfHx8TSbzdTr9VRVlbGxsdy8eTNzcnI4btw42mw29uzZk0ePHqXL5eLixYtZpUoVJiUlcc6c\nORwzZgxtNhu7dOnCvXv3/uO3p6enc8iQIfT392fnzp35888/X/IaZWRkcPv27Rw6ZAi9DQam6nTc\nA5AXvfIAfgqwptXKauXK8c8//7zVt08IcQtI+IpisXDhQtrtdq5du5YHDx70PPo1GAycMGECjx07\nxuDgYHp5eXHHjh08cOAAo6OjPVWxoqOjqaoqw8LCCICVK1dmnTp1GB8fT51Ox8DAQAYEBFzQCo6J\nieHy5csZExNDnU7HmjVr0t/fnxUrVmRQUBBHjx7N6tWrMz4+noGBgZ4CHxqNhg0aNOCRI0d48uRJ\nDh48mP7+/nzhhReYmZlJp9PJefPmMSEhgbVq1eLChQv5yiuv0G63s1OnTvzll1/+8ftPnz7NcePG\nMTg4mI0bN+a3335Lp9PJTZs2sWvbtvQxGhlvMLACwAoAfQG2BfgtQNclQtgFcJROx5jgYAlgIe5A\nEr6i2KxYsYI2m42rVq3i8ePHPaUkjUYjn3nmGebm5rJ69erUarWcO3cus7Oz+fDDD3uqYkVERFBV\nVUZGRhIATSYT+/fvT5vNxrCwMGo0GiYlJXlazeePiB47diwNBgO9vLxYp04dBgYGMjo6mnXq1OHL\nL7/MwMBAVq9enSaTydMy12q17NevH8+ePctDhw6xW7duDAoK4oQJE5iXl0eHw8GZM2cyNjaWDzzw\nAJctW8ZXX32Vdrudjz76KPfs2fOPa3BuhHRMTAztZjNLGwx8TVV5/KJwzQQ4CWACwEoA0y4RwAQ4\nUqtl9cREGWUtxB1GwlcUq9WrV9Nms3HJkiU8e/Yso6OjqdVqaTQa2bp1a+bl5fGJJ56gqqocOXIk\nXS4Xx40b55liZLVa6e3tTS8vL1osFgJgamoqo6OjWaVKFaqqypiYGPr6+l7QCo6MjOTatWtZo0YN\n6vV6Vq5gadY3AAAgAElEQVRcmdHR0axQoQL9/f05YMAA9urViwEBAUxOTqbJZKJOp6NGo6HVauXk\nyZPpdDr5888/s2nTpoyKiuLMmTPpdDpZWFjIDz/8kBEREXzooYf43XffcezYsbTb7ezYsSN37959\nwTX4448/GBMczOc1GjovE6rnt3DfARgMXPIxtAtgdauVCxcuLKE7KoS4ERK+otht3LiRdrud8+bN\no8PhYHJyMjUaDfV6PWvXrs3MzExOmDCBqqrykUceodPp5MqVK+nt7U1FUagoCuPi4jx9tACYkJDA\nzp07MzIykv7+/jQYDExKSvLsc64V/MILL/Cjjz7yTEtq0qQJfX19mZSUxPDwcI4fP94zujk2NpZe\nXl6eR9GlS5fm6tWrSZLfffcdq1evzipVqnDFihUk3aOTJ0+ezNDQULZs2ZLr16/nf/7zHwYGBrJD\nhw7ctWsXs7OzWTEmhuO02iuG7sWvjwBGAvzrEp/NANg4JaUkb6kQ4jpJ+IoSsXXrVgYFBXHmzJl0\nuVxs3rw5VVWlTqdjbGwsjxw5wlWrVlGv1zMhIYFZWVlMS0vz9PECYMWKFT1FM84V6Tg3FSgpKYkA\nPAF8/kpJERER3LJlC1u2bEmDwcCYmBjWrFmTMTExjIyMZNOmTfn2228zJCSEKSkp9PPzo9lsptls\npkajYUpKCg8ePEiXy8UvvviCZcqUYcOGDbl161aSZE5ODsePH89SpUqxffv23LJlC8eNG8fAwEAm\nVanC5kbjJftxr/bqBfD5S7yfC9BmNP6jEpcQ4vYl4StKzM6dOxkSEsJp06aRJJ966ikqiuIZobx7\n924ePHiQ/v7+9Pf354EDB3j27Fm2adPGM8c3JCSEVquV/v7+ntKU51ZZqlKlCs1mM318fFi5cmX6\n+vpe0AoePnw4v/76awYEBNBgMLBp06YMDAxkjRo1PAOsnn32Wfr7+7NevXq0WCyeUdparZZPPPEE\nMzMzWVBQwMmTJ7NUqVJ89NFHefDgQTqdTq5Zs4atW7emRadjKZOJYb6+9FEUfncDwUuAewEGFY14\nvviztl5enDVrVgnfUSHEtZLwFSVq3759LF26NCdOnEiSHDlypCeAvby8uGbNGp45c4aJiYnU6/Vc\nvnw5XS4X33zzTZrNZs/yhXFxcdRoNKxYsSIBMDY2lsOHD2dgYCATEhKoKArr1q1LLy+vC1rBpUuX\n5k8//cSePXvSYDAwKCiIzZs3p91u9xT2+PDDD/nQQw8xJiaGycnJ9PLy8gzIMplMfOONN1hQUMCM\njAw+99xztJhM9DEYaFdVegMcCHADwE8Axl9m9PK1vuoD/OwS76eazXzvvfdK+G4KIa6VhK8ocWlp\naYyKiuIbb7xBkpwyZQoVRaHJZKLFYuHs2bPpdDrZunVrqqrK//73vyTJb775hj4+PtRoNFQUhSkp\nKVRVlcnJyVRVlVqtluPHj2dERATr1q1LrVbLsLAwJiQk0N/f/4JW8JAhQ7hlyxZGRUXRYDCwfv36\nTEhIYOXKlRkWFsYOHTrwww8/ZGRkpKfetLe3N006Ha0ANQBVgDqApQBaAE4GmHNeQI4A+OI1BOwf\nAP8LcCjApwGOBLgcoBPgewAfv8Q+XaxWzpgxoyRvoxDiOkj4itvCH3/8wbi4OI4ePZoul4sLFiyg\nRqOhxWKh2Wzmm2++SZIcNWoUVVVl165d6XK5eOjQISYkJNBoNHr6gU0mE4ODgz2lKbt06cIOHTow\nLi6O4eHh1Gg0bNKkCb28vDzlLAEwNDSUO3fu5JgxY2g0Gunl5cVOnTrRz8+PdevW9ayCNGTIEPro\ndLSoKrsC3Fb0KNgFMAvg/KIWqh3ga+e1dPsA/L8rhO4qgK0A+gFMBfgfgG8VhXYlgLEAuwFMAfgY\nwCSAMUWfhWo0HDNmjEw5EuIOIeErbhvHjh1jYmIihw0bRpfLxY0bN1Kv19NqtdJisbBfv36eAhda\nrZbJycnMzc3l2bNn2aFDB1qtVqqqSj8/P09hjdq1axMAw8LCOGnSJAYEBLB+/fpUVZUVKlRgTEwM\nAwICLmgFP/PMM9y/fz+rVatGo9HI6tWrs379+oyKimL58uXpq9Oxr1bL01dpwe4DWL0oMB0A+wF8\nu6g1PB3gAwCji/pxSxWF9UC45/heakrRBrgLb1gBDgO4peg7thUdr4bVynCbjW++9pqEsBC3OQlf\ncVs5fvw4q1SpwgEDBtDlcvHXX3+lxWKhxWKh1Wrlww8/zNzcXO7cuZNeXl4sVaoU09PT6XK5OH78\neFosFqqqSlVV2aBBAyqKwnr16nlqOL/77rtMTk5mSkoK/f39aTQa2bJlS08d6XMhXKpUKe7YsYMf\nfPABLRYLjUYjO3bsSG+NhqOvo4/2bFHIDih65FwLoA1gk6IW8n6AR+Cew/t/cBfVKAd3//Dljvk+\n3PN+D17isx8B1jGb2bpxY+bm5pb07RRCXIaEr7jtZGRksGbNmnzqqafodDr5119/0WazefqAq1ev\nzlOnTvHkyZOMioqiyWTihg0bSLrn3/r5+XkGVTVs2JB6vZ5RUVEMDQ0lALZt25bDhg1jqVKleN99\n91FVVT7wwAMMCwujzWa7oBXcr18/Hjt2jE2bNqVRo2FHXP+AqQyApQEmFoXugSts6wL4HcAyRa3b\ny33XJIBlARZc4rM8gK1NJrZv3pxOp7OE76YQ4lIkfMVtKSsri3Xq1OFjjz3GwsJCZmdnewZDmc1m\nRkdH8/DhwywoKOCDDz5IjUbDqVOnknSvClS+fHlaLBYqisIyZcowPDycBoOBjRs3JgAGBgZy7ty5\nDAsLY8uWLWkymejv78+HH36YAQEBF7SCg4KC+MMPP9DPZOL+awjbPwHuAvgzwHS45+GWhbsf92oV\nrc69jgOsDPDVK2xzP8C5l/ksF2BNi4UfvP9+Cd9JIcSlSPiK29bZs2fZsGFDtm3blvn5+SwsLGRS\nUpKnHKXdbufPP/9Ml8vFgQMHUlVV9u/fny6Xizk5OezcubNnNLTJZGKjRo08VbN0Oh1VVeXkyZPZ\nunVrli9fnpUqVaKqqmzdujUDAwM9reBzIVxXp7tsEObCXWmqBtwDpsoVtXTtcPfnNoK73/d6Wsw7\nAfoUHSsQoDfACIDtAa6Ge8rRg1fYfznAyjExdLlcJX0rhRAXkfAVt7Xc3Fy2aNGCLVq0YG5uLl0u\nFxs3bkxVVWkymejt7c1vvvmGJDlt2jRqNBrWq1eP+fn5dLlcfOedd2i1Wj0t2U6dOlGr1bJcuXKM\njo4mADZp0oRTpkxhQEAA27dvT61Wy+joaDZt2pRBQUHUarX0wj/n1+bCvbxf66JgfADgAoCF521T\nWBS+W68jdE/APUjLB2AngGsBHgN4Cu5H1u8UtaTLFW2z7zLHcQKMtVg8j+SFELcPCV9x28vPz2e7\ndu3YsGFDnj17liTZvXt3KoriGYg1c+ZMku660SaTiZGRkTx+/DjJ/y3mcG494Lp16zI4OJhms5nt\n2rUjAPr6+nLlypWsXLkyGzVqxIiICE8VK39/f/prNFxXFGq/ARwC98CpRLhHK/94mQBcALDmVcL2\nZ7hrN0+Ae3pRONwDtE5cYR8XwJVFLeJuV9juNUVhr27dSurWCSEuQ4UQtzm9Xo/PPvsMpUqVQpMm\nTXDmzBl8+OGHGDFiBHJycqDVatG7d2+MGzcONWrUwP79+5Gfn4+oqCjs2LEDdevWxbZt21C2bFl4\ne3tj7dq1IInatWtj3rx5ePzxx5Gbm4tGjRqhe/fuqFChAhwOB1q2bImPPvoIsbGx0Ov10AJYCiAZ\nAAGMAZABYBOAqpc595kAUi/xfn7RZykAmgNYBWAHgP8C6A9gAoCAK1wTBUADANsArAEw5TLbxZE4\neujQFY4khCgRJZ3+Qlwrp9PJHj16sEaNGszIyCBJTpo0iYqi0Gaz0dfXl7169aLD4WBOTg6Tk5Op\n0+k4Z84cku5H2F27dqW/vz+1Wi11Oh179+5NjUbDatWqMTExkQBYp04dLl26lCEhIXzsscfo5+dH\nP0XhyKJW7sai/tvSRY+Er9SqvR/4Ry3ng3CXmWwI93Sjc4+pU+GeC3w9/cKEe7qSN9zVsEbBPRI6\nveizZQAbJCeX5G0TQlyChK+4o7hcLg4YMIBVqlTxPFb+8ssvqaoqAwMD6efnxxYtWjAnJ4cul4vd\nunWjqqp84YUXPPtPmjTJU+NZURR26dKFAQEB9Pb2ZmpqKgHQarVy3bp1bN68OZOSkhhRujS9ioL3\n3OPkGtcQjNXhLo5x7u8HAIYAnHjRdqcA+sI9Uvp6w5cAe8Dd5/wi3OUn/QC2gbs6VttGjUrylgkh\nLkHCV9xxXC4Xhw0bxsTERB47dowkuXbtWup0Otrtdvr6+rJatWo8ceIESfKtt96iRqNhixYtWFhY\nSJL8/vvvabfbPdORKlWqxPvvv5+qqnLAgAE0m80EwLFjx3LixIn0Mhj4zHlh9xDco5uvFoqNAC4t\n+vNZgHEA373EduMBPnqDwUu4pzYF43/zfrPgri0dDjAhKooFBQUldr+EEP8k4SvuSC6Xi2PGjGGZ\nMmX4+++/kyR/+eUXms1m+vv709vbm1FRUUxLSyNJLl++nHq9nuXKlfM8sv7jjz9YtWpV2mw294hm\nLy8+/fTTVFWVdevWZbVq1QiAlSpVoq/RyN+Kgs0B90IKOdcQii8C7Fv05w8ANr9CC3nlTYQv4R7Y\ndfExzgCsC7BmpUpScEOI24iEr7ijvfHGGxeE7NGjRz2PkK1WK+12O3/88UeS5P79++nv708/Pz/u\n27ePpLsfuHv37p4AVlWVzz33HL29vRkQEMBnn32WKAqwc4F2Eu4pPtcSiH8UbZsJd9GMZZfZLhxg\n2k2G76O4dFnKXIDVFIUN6tSROb9C3CYkfMUdb+LEiSxdurQnUM+cOcPw8HCazWZaLBb6+Pjw66+/\nJklmZmYyISGBer3e857L5eK7775LHx8f6vV6KorCFi1aMDk5mRqNhvfVqMFx54VZBtwDnK4lEKfD\n3f86GO5ViS5X4aoU/jdI6kZfjwOcdpnPDgE0KwpTU1Nl0QUhbgMSvuKuMG3aNIaEhHDnzp0kycLC\nQlaqVIl6vZ5eXl709vbmhx9+6Pns4Ycfpkaj8awhTJLr1q1jUFAQfX19qaoqw8PD2b9/f5rh7j89\nF2ROuNftzbpKGC4pCtV5cK9E1PMK25aDe77vzYRvy6LvutznzS0WlitXjq1bt2ZOTk6J3CchhJvM\n8xV3hSeeeAJvvvkmGjRogG3btkGr1WL79u2oW7euZy7w4MGDMWbMGGg0GsyfPx8jRozAsGHD0KVL\nF7hcLqSkpGDbtm2Ii4tDUFAQjh07hvfeew9QFJw977tUAM0AfHaF83EA6AVgNoDWcM/l9b3C9ikA\nFtzE7z8DYC2AGlfYpu/ZszA5HDAYDGjUqBEyMjJu4huFEDelpNNfiH/TvHnzaLfbuXHjRs97Xbt2\npaqqDA4Opt1uZ2pqqmfU85w5c6jValm1alVmZ2eTJPPy8piamsrAwEBqVJWJADtf1IpcAbAiLr/q\n0FcAa5/39zfgXqv3cq3SrXDXgS68wjZXek2Ge2rRlbbJBajXaOhwODho0CAmJiZ6BqsJIYqXhK+4\n6yxZsoR2u51r1qzxvPfcc89RURRGREQwKCiITZo08YTtTz/9RKvVyqCgoAvC6L333qO3onAB3IOm\njl/06DkO/5tGdPGrIS4c/PQZLj/S+VyfrC8uv0rRlV4OuMtcfnMN2+pV1bPO75tvvsnSpUtz165d\nxXuDhBASvuLutGrVKtrtdq5YscLz3oQJE6goCmNjYxkUFMSkpCT+9ddfJMm///6bkZGRNJlMXLt2\nLUkyLS2NQQYDXXDXT37toiD7Bu7ayjvPC+QVALsUBen9AB+Gu15zGkB/uEc/XyoUN8C9WEIQwF+v\nI3hdcE9laoCrrzNcAFAFuH79es81+fTTTxkYGMjvv/++eG+QEPc4CV9x11q7di3tdjsXLlzoeW/O\nnDlUVZWxsbG02+2MiIjg/v37SbofNz/wwAPUarWcMmUKt2zZwire3iTcCyeUwj+nA82C+3FxT4Bl\n4H4U/Q7Ar4vCeS7AJ4rCuDwuP+jqW7inM30AMAzgT9cQvIUA+8A9hen0NWz/E0C72UybzcZ58+Z5\nrsnKlStpt9sveE8IcWtJ+Iq72g8//MDAwEBPfWfSvcqRTqdjVFQUfX19abPZuGnTJpLuaUf9+/en\nRqNhmzZtPOFLuEtCloH7EfG597LgLm5RG+D6K7Q+TwJ8HaAFl54OtLUouAlwNtzTkx6Du5zlxcfM\nAPg23PWhG11j8BJgD72ePhYLhw4dytDQUL711lueeb9bt25lSEgIJ0+eXCL3SYh7jYSvuOv99NNP\nLFWqFD/55BPPe7t27aLZbGZISAi9vLzo4+NzQQv5gw8+oEajoZ+qXhB+b8Ndm3lqUQg2gHt+7bUO\nlNoI0KsoYM9//0xR4J57LH0C4JsAY+Duz20J97rBtYpa0Y/CvajD1R41n3tlAvQ1GLh+/XrGx8fz\niSeeYEJCAvv27esZfHbw4EGWKVOGI0aMkGIcQtxiCkmW8IBrIW65PXv2oFGjRhg5ciSeeuopAMDR\no0dRvnx5qKqKwsJCqKqKcePGoWfPngCAdevWoWmdOlhAot55x1oN4C24l/KrBfcyg5rrOJfv4J56\n9CGAtuft2w+AP9xLFZ7jAvADgGMAcgA8C2Ak3NOYrkdPANsTErBu+3acPXsWbdq0gcFgQF5eHqxW\nKz7//HNYrVYcP34czZo1Q4UKFTBlyhRotdrr/CYhxLWQ8BX3jAMHDqBBgwYYNGgQBgwYAADIyspC\nYmIiTp8+DZ1OB61Wix49euDll1+Goih49ZVXsP7FF7H0omPlAwgDsAFAmRs4lzYAfoR7znAvAPUB\nHAfQHcBhAIbL7LcD7nV8PwLQ9Bq+hwBehjvofQCc8PXFyvXrERsbi969e3vmNR84cACLFy9GcHAw\nsrOz0b59e6iqitmzZ8NisdzALxRCXFHJNryFKF6HDh1iTEwMx40b53mvoKCAFSpUoMFgYEhICENC\nQtitWzcWFBQwMzOTfiYT9130GPfTov7Wax2VfPFrNdxVrTbDPSArCWA03KOd213lcfIGuAd/vYQr\nL0G4G+75yZXwv9KV0wH66PXctm0bXS4Xx44dy7CwMPbp04fh4eGeCmEFBQV8/PHHWb16dc/SjUKI\nf4+Er7jnpKens2zZsnzppZc8fZsul4v16tWjVqtlbGwsS5cuzQYNGjArK4vvv/suY81mHoN71PMs\nuKcFDcKNl4R0wV3r+eKFFn4r6vvtgv8tD3ip10GAqUX9v4/APap6NdwjrD+Ce23fUgBfKOrvPX/f\nWQC9dToePnyYpHsEuM1m46BBg2i327ly5UrPNXn++ecZFxfnWbhCCPHvkPAV96S//vqLFStW5JAh\nQy4YXNSpUyeqqsoKFSowPDyclSpV4oEDB/hws2b0VxRGFrVMOxQNgAoHWAPutX1zrzOAmwE0A+wO\ncAvAvUWBPALutXnj4K5cdaka0ulFweoLd0GPFgDvKwrdtkUBm3+F734SoM3Hh3///TdJcuPGjQwO\nDmb//v0ZGBjoqYNNuheuCA0N5fbt24v9Pglxt5LwFfeskydPslq1auzbt+8Fa90+++yzVBSFVatW\nZWBgIC2KwuZmM5fjn6sSOQAuBNgEYERRS/h7gB3hLsChBWgsCulBuLCAxuNwj57+D9yPmy1wz9kd\nBTAU7oIdbYpawm0B9gL4FMDGRe/5AlxwnYF/7vUL3KscWa1Wbtu2jaS7qEi5cuXYuXNnRkZG8oUX\nXvD8x+SLL76g3W7nqlWrSuReCXG3kQFX4p6WmZmJpk2boly5cpgyZQo0GvfY4/Hjx2PQoEGwqipm\nulxoeQ3H+gxADwB2AIPgXlDBBsAJ4HcAM+Ae+FQZwEQAzwHoBPeI57MA2gP4G0AWgCYA3i467hG4\nR1ZnANAWHf8M3IOuvruJ317PbMZvdjuOHj2K6dOno3Pnzjh9+jTatWsHAMjIyEDZsmUxbdo0GAwG\nrFmzBu3bt8eECRPQsWPHm/hmIYSsaiTuaT4+Pli+fDnS0tLQtWtXOBwOAEDr1q3hbzJh7jUGL+AO\n0o8AFAJoByAU7lHLZgBlAfwH7hBuBuB+uAM1sWhfC4D5AAIAeAEofd5xQ4uO3RfuKUOtAWwFrvm8\nLueRnBxUTUxEp06d0K1bNwwePBg+Pj5YunQpoqKiUFBQgBMnTuChhx5CRkYG6tati1WrVmHIkCEY\nP378TX67EPc2CV9xz7NarViyZAlOnTqFDh06oKCgAOPHjUOqw4GHrvNYbQG0APDuZT43ABgAYCrc\nIX3+P0AdgFkA9gFQrvI9p+GeE3wz/AF8u3w5vL298eabb+Kdd95B/fr14XQ6MWXKFDz22GPYtWsX\nQkNDUatWLaSlpaFChQpYv349PvjgAzz77LNwuVw3eRZC3JvksbMQRfLz89GxY0fk5OTgx3XrsC0n\nBxE3cJzdABrCPV9Xd4Xt/g/AVwC+vej9ZAB1Abx5hX2fBFATwFM3cH7nTAMwXlWhADii06Flu3aY\nPXcuAgMDsWnTJgQHB+PLL79Ez5490apVKyxatAjz589HjRo1cOrUKbRs2RIRERGYPn069Hr9TZyJ\nEPceafkKUcRgMGDOnDnIyMhAUn7+DQUv4H6UHAf3Y+Qr6Qngl6LX+QYD+BjuvuLLCQLw2w2e3zmH\nADR3ubDT5cJ3+flQPvsMRhJZWVmIjY3Fpk2b0Lp1ayxduhRLlixBs2bN0KxZM3z11Vfw9/fHypUr\nkZOTg2bNmuHMmTM3eTZC3FskfIU4j06nQ8WYGLRxXin6rq4ZgE1X2UYPIBX/fETdEYADwNdX2LcD\n3AFdeIPn54C7f/rcsKlKAKa7XPgmPx+m3FyEhoTg/vvvx9SpU5GcnIwNGzZg8+bNeOCBB9C3b1+M\nHz8eRqMRc+fORUxMDB544AH8+eefN3g2Qtx7JHyFuMjpkydvuj/VD+5+2avpDmD2Jd43A3gD7trO\nl1IJQCSARTdycgAWwz2oq/JF7ycBWJmfj1O//44WLVqgV69e6N27N8LDw7Fu3TpkZ2ejTJkyeP/9\n9z0lOt9991088sgjSElJwf79+2/wjIS4t0j4CnERo8mE/Js8Rj4uX5/5fOEATuKfIWssOsZgAJcb\nlNEXwFgAeTdwbmMB9LnM54kA/lNQgL0//oj33nsPU6dORUpKCnQ6HRYvXoyEhAQoioKtW7eiVatW\nyMnJwYsvvojhw4ejTp06+OGHH67zjIS490j4CnGR4MhIHFBv7p/GAQDB17DduW85P3zPwj3f93O4\npyP1AJB7iX07AIgF0BlAwTWeVyGAxwBEwD196XI6A/jjyBF8/PHHWLp0KXbs2IHY2FgcO3YMkydP\nRmpqKg4fPgySqFu3Lo4dO4bU1FS8//77aNasGb7++koPzYUQEr5CXOTRbt0w3WiE4wb3zwMwE8Cj\n17BtJgAT3MUzzpkFoB6AKLjDNxPuFvLTAA6et50KYByAXwE8AOBqD3wPwN0XnQt3f/GV/vGbATyp\n1aLw7Fn07t0bS5YsgV6vR1xcHNauXYtBgwZh0qRJ2LRpE8qUKYNatWph9+7daNGiBRYuXIju3bvj\no48+uoYrIMQ9qkTrawlxm6qZmMj5N1i68WOAD13jttMANj3v7y6AVfDPBReWAfQBaCuq+xxf9Gcj\n3HWmewG0w73S0lcAjxTVhD4CcH7R+dgBjgRYeI3n9jXAhsnJ/Oijj2iz2fjFF1+wfv361Gg0nDBh\nAknyxx9/ZGhoKDt27EibzeYpP/nLL78wMjKSY8eOvaB2thDCTcJXiEv45JNPWNViYc51Bm8WwISi\nes/XsrJREsAl5733BdyLK1xcQ7o/3AsprCuq86wvCuOIohrPEQBHA5wEsA7ctZ8NcNeMvq/oPwTX\nu/DDRoAhFgsLCgq4efNmhoWFcdSoURw8eDA1Gg27detGp9PJ33//nRUrVmSzZs1ot9s5ffp0kuSR\nI0dYsWJF9uvXjw6Ho2RvqBC3GSmyIcQluFwudG7dGnkrVmBWbu41DZ7KAfAI3I+L38PVq1RtANAF\n7sfFGgCr4S5LuQxA1fO2ywYQBiAa7hHUPeEusmE7b5sf4Z6y9CWAbnDPA84A8Po1nPflrAbQCoBX\n6dLYuHEjVFVF69atERwcjObNm6NXr16oUKEC1qxZA5Lo0KEDMjMzceTIEXTr1g2jRo1CVlYWWrVq\nhYCAAHzyyScwGo03cUZC3D2kz1eIS1D/n737jo6q6toA/tw7vWcymUwKSUgPIUCoIQRIqAGRDoIU\nAUFfVARfBaWJSFMEVKQqSrOBFKmiUlWKQpAikEg1goUEQkL6TDLP90dgPvG1IAoBPL+1srKSTLlz\n7pLtPufsfWQZi5cvh5ySglS9Ht/8yeP3o2Kd1g/AHPx54P0RFYHtBVSsEb+GioMVluPawOtGRctK\nAHgQFYH6GVwbeAGgHio6Vp1ERXvK5QAy/uQa/sxxAFQoUFxcjPDwcBw+fBg7duyAt7c3XnnlFXz4\n4Yc4ceIEwsLCkJ2djXXr1qFOnTrQaDRYu3Yt+vXrB61Wi02bNkGWZaSmpiI393oKsAThX6CSM29B\nuK2VlZXxxUmTGODlxcYmE98F+O2VtdQMVJzj2+DK1G8s/vfg+t/6+hZg2JVp46EAvQF2APjNrx7n\nvLKea0LF+bzXO13sAngvKs4KPvcXp5p/OSUeJUk0mUz08vJiWFgYJUniqFGjWF5ezlmzZtHX15er\nVq1iZGQkNRoNP/nkE5LkzJkz6efnx6ZNmzIlJYU5OTksLy/nsGHDGBcXx3PnzlXyXRWEyieCryBc\nB6fTyZUrVzK1USNWsVhoBhgJsN2V9d0SVGx68gU4EuCZ3whmewD2vRJ0n78SsJ8G+N2vHlsC8F2A\n9bQR/lUAACAASURBVACGAxx9A8GzEBUbrJ69weD7FUCzQkGVSsXY2FjabDYGBwdTlmU2btyYRUVF\n3L59O/38/Dht2jTee++9VCgUfOGFF0iS69ato4+PD9u1a8eYmBiePn2abrebL730EoODg3n06NFK\nvqOCULnEmq8g/EXp6eloUbcuMouL/+fghOOoWO9dioo1Wh9UtHI8i4pa3Efw/12tXkJF2U8XVExX\nS1cetwYVnaceQMUJSMdRcYbvXzXqyrUcBP5Sn2oXKkqXGj35JC7k5GDJkiWIj4/HqVOnIEkSnE4n\nDAYDdu3aBbVajU6dOqFWrVoICgrCiy++iC5duuD999/H4cOH0aFDB9SuXRv79u3D2rVr0aBBA7z9\n9tsYMWIEVq1ahaSkpBv4ZIJw5xNrvoLwF1WrVg2RMTG/eXBCFICXUXFu76uo6CL1FCrqfk8AGI6K\no/zmAVgIYCeAaFQEaBeAb1CxYWozgAsA7sWNBV4AGHnlNdsC+Ok6n1MGYIBSiZMGA16ZORPx8fFY\nvnw5jhw5AovFArfbDYVCAaVSierVq2P37t3YtWsXSkpK8Omnn+KNN97A2rVrUatWLYSHh+PLL7/E\n2bNnERcXh3vuuQdr1qxB3759sXTpUnTu3Blr1vzZ8ROCcJeq7NRbEO5Ey5YtY7LReENTup+jok7X\n/Rt/6wnQD+BHAJtd+X4j73H16z5UlCaFANwAsOwPHnsYYJMra8XJyckcMWIEZVlmixYtePz4cQYG\nBlKr1TIkJIRWq5XBwcGUJIkPPfQQy8vLOWXKFAYEBPC9996j1Wql1WplRkYG8/Pz2b59e9arV49+\nfn585ZVXSJL79u2jv78/58+fX8l3UxBuPRF8BeEGlJaWMjooiHNk+S8Fw4sAYwAu/o2/uQHGo6Ke\ntw4qNmJ9/TeD7zCAM1DReKM+wKoApwDci4qNXwcAvgOwjizTolLRqNVSr9cTAE0mE9955x0ajUZa\nrVbu37+fXbt2pSRJjIuLo8Viod1up1KpZI0aNZibm8sNGzbQbrfztddeY1xcHFUqFdesWcOysjIO\nGzaM4eHhjIiI4NChQ1lWVsaTJ08yPDyc48aNE804hH8VEXwF4QadOnWKAVYrX7/OAPwzKjZRPfU7\nf9+Dig1W5Ve+glGxCzrsSiB2AKwF8AWAWdcZfJ+4Enyv/vwFQDPAagEBrGqz0UelYpDFQi8vL6pU\nKg4ePJhms5kGg4FKpZIAOGrUKDZo0MCzoerNN9+kQqFgSEgIDQYDDQYDTSYTTSYT9+3bx4yMDEZH\nR/PRRx9l9+7dKcsyn3vuOZLk7Nmz6XA4WLduXXbo0IEFBQU8f/4869aty0GDBtHlclXuTRWEW0Ss\n+QrCDQoLC8Nne/fiJYcDbQFsB37zBKILqNhcVRcVvZWn/c7rzULFhqxPAdRHxfprY1Sc6/stgK9R\nUUN8AhVry30BnP+Ta/wJgO0XP+9FRe3wtz//jD6PPIKzly/jgSFDoFarkZKSgjfeeAM1a9ZEdHQ0\nLBYLjEYjXnjhBRQUFGDUqFEYO3YsFi1ahLS0NBQVFQEA9Ho9JEmC0WhEQkICNm/ejK+++gqZmZnI\nysrC2LFjMWnSJLRv3x7/+c9/sHDhQmRmZiI3NxfJyclwu93YsWMHzp49iy5dunheVxDuapUd/QXh\nTvfuu+8yWqNh7JXMdSjASVemj3uiorSoHyrKd34vQ90B0AhwGip6N6/H/7aY/PX09dMAQwEe/53H\n5KKinOmHKz+vA+it07Fly5YEQEmSGBoaypMnT3L37t2MiIhgamoqzWYzTSYT+/fvT5PJRK1WS0mS\nqFQqOXfuXFosFprNZu7cuZOtW7emLMuMjIykxWKhn58fJUlily5dWFJSwtGjRzMkJITz5s2jRqNh\nZGQkL168yIMHDzIoKIjNmzdncHAwjxw5QqfTyb59+7Jhw4a8cOFCZd9WQbipROYrCH9TdnY2WgE4\nAuBNANsAvI2K0qHmqDiJaDGABr/z/C9R0cXKjIpOVztRscv5j/7j9AYwFcDTAFLx2xnw2wBaoSLz\nfQXA/bKMSyUlIIlVq1ZBr9fju+++Q3R0ND799FMcOHAAYWFhMJvNiImJwdKlS5GSkgKbzQaz2Qyl\nUolHH30U9957L+Lj49G0aVMkJCRg+vTpOHXqFKxWKy5fvgyj0Yj169cjJiYGjz/+OKZOnYpnn30W\n06ZNQ15eHqpWrQpZlvHll18iNzcXwcHBSElJwRdffIElS5YgOTkZjRs3RmZm5l+4C4Jwh6ns6C8I\nd7opU6bwaYXCk3GWXMl4G6DiZKDfy2Czrqzf+lz5rkPFjuO/uqnqmSvv98vfFaGiCUhPgF6yTB+t\nlnXr1mVwcDDNZjO1Wi3feOMNdu7c2ZMFh4eH8/Tp0/z4448ZGBjI1NRUqtVq+vv7895776XFYvFs\nxnI4HBw3bhwVCgXr1avHXbt20cvLiyaTiWazmXq9nhaLhRqNhps3b+aBAwcYEhLCp556inXq1KFS\nqeSyZctYUFDAjh07slatWrTZbFy8eDHJii5ZgYGBPHjwYCXfXUG4OUTmKwh/k8ViQa5a7flZg4q6\n3sEAxgCIREUP51UANl752wOoWLc9joozezMBtAdQ4wbefyQq1oWvZr9lqMiksxQK7A8OhldwMAYP\nH44ffvgB1atXh1arRWhoKAYPHowffvgBy5cvh16vx+nTpxEZGYm0tDQcOnQIXl5eCA4OhtFoxKZN\nm5CamgqlUgmdTofs7GxMmDAB48aNw5kzZ9C6dWt88MEHqFGjBgoKCuDj4wOSsFgsaN26NT788EPs\n27cPaWlpcDgcuO+++9CrVy9MmDABK1euRMuWLWEymTBmzBiMHz8ejz/+OF5++WW0atUK27dvv4FR\nEYTbXGVHf0G40+3atYuRBsNvZrhugF8CfAxgZ4BtrmSjM66s2/JKZuy48rgbLSkaBHAywEsA79Fq\n6W82Mz4+nnv27OHq1atZpUoV9uzZk/fffz8DAwPZsmVL+vr60mq1UqVScdq0aezatStRsWeMUVFR\n/O677/j+++/T19fXc45vTEwM69SpQy8vL+p0OgJgkyZNPGu/Tz31FMePH09Zllm1alUaDAZarVbK\nssyUlBTm5+dzyJAhjIqK4rPPPkuFQsGWLVvS6XRy3rx5tNvtjImJYd++fVlaWsrt27fTbrdz+fLl\nlX2bBeEfJYKvIPxNbrebNUNDufkGA+dOVDTB+K2mG9f7tQcVzTl0AJPq1GFeXh7ffvtt+vn58eGH\nH+Z3333HYcOG0dfXl08//TQjIyPZtGlTBgcHMyoqirIsMzY21lPXK0kSFQoFp06dyrNnzzI1NZVx\ncXF0OBxUqVTs1q0bDQYDNRoNAdBgMHDMmDGemt9NmzbRaDR6pqp1Oh01Gg19fX158uRJvvnmm7Tb\n7Zw6dSp1Oh1DQkKYlZXFjz/+mD4+PqxTpw6bNWvGnJwcHjp0iIGBgZw5c2Zl32pB+MeIaWdB+Jsk\nScKjTz+NOQbDDT1/LYCq+PNjCP9IOIA8AEktW8Lk64s6derAy8sL6enpUKvVSEhIQK1atbBhwwZs\n3boVDocD1apVQ1FREapWrQqLxYLs7Gz0798fw4YNQ9euXVFeXo5nnnkGrVq1woIFC/Doo4/C5XKh\nfv36WL16NeLi4mC322E0GlFaWorJkydj4MCByM7ORpcuXfD2228jNDQUpaWlMJlMUCqVcLlciImJ\ngclkwtq1azFz5kwMHToUTqcToaGh8Pb2xvbt23Hx4kUUFRWhUaNGMJvN2LVrF+bOnYtnnnkGbrf7\nb4yUINweRPAVhH9A7z59cMhoxBLpr4XQTABvqlSw6HR/6/01ABRqNRo1aoS9e/ciKSkJTz31FHr3\n7o2hQ4di48aNmD9/Pp544gm88cYb6N69O1auXImuXbsiNzcXISEh8Pb2RnBwMF588UXs378fixYt\ngtFoREZGBkJDQ1FcXIw9e/agvLwctWvXxrFjx5CXl4dGjRpBr9dDo9Hg9ddfh8lkQosWLdC1a1c0\natQIw4YNQ3Z2Nry9veFyuWA2m9GzZ0+88847+Oqrr7Bt2zYkJSWhZs2aaNSoEdLS0vDll1/C7XbD\naDQiMTERWVlZ2LVrF7744gv0798fLpfrb42XIFQ2EXwF4R9gNBqxcft2PGMyYel1BuCTAFrq9ejR\nvz/yf7Fh60ZcBECnE1qtFmlpaSgsLERpaSl8fHyQmJiIVatWYcuWLejXrx/atGmDM2fO4IsvvkB2\ndjZycnLQpEkTXLx4EWFhYTAajSguLsbAgQPRv39/dOvWDeXl5XjqqafQuXNnfPDBB+jcuTPUajVC\nQ0OxZcsW1K9fHxqNBhqNBidOnMCmTZswbNgwLFiwABs2bMCyZcuQnZ0NlUqF4uJi6HQ6zJ8/H+3b\nt8fGjRthMBhQVFSEXr16YeDAgZg0aRK2b9/u+Z+CNm3aYOfOndiyZQtyc3PRvn17FBQU/K0xE4RK\nVdnz3oJwNzl27Bir+vqyi8HArb+zjnsG4EiVij46HV+fO5cXLlygl1bLC39jzfdVSWLN8HAqlUra\n7XZu2LCBW7duZVxcHJOSktiuXTsGBQVx2bJlPH/+PAcMGMDAwEC+//77XLduHUNCQti5c2fec889\nDA0NZXx8PIOCgqhSqejn58d58+bRZDIRABUKBV999VXu37+fsbGxbNCgAdVqNR0OB2vVqkWTyUS1\nWk0AvPfee1mlShVqNBouXbqUUVFRVCqVnnInnU5Hs9nMr7/+mq+88godDgefeeYZKpVKJiUlsaio\niE8//TSDgoJot9v56quv0uVy8aGHHmLdunX5888/V/YtF4QbIoKvIPzDLl++zDmzZ7N6SAhjjEY+\nptFwjCTxSZWKbU0meuv1fOKRR/jtt996nvNAt26c9hcPafjljupInY6fffYZL1++zPbt21OSJNaq\nVYvp6emcNWsW7XY7u3Tpwri4OKakpPCbb77hzp07WbNmTbZo0YJff/01hw8fTrvdzkceeYRVqlRh\n06ZNabFYGBAQQFmW2adPH3bv3t2zI7pGjRo8c+YMn3zySTocDoaGhlKWZbZu3Zp6vd4TgG02Gzt1\n6kRZljlgwAAOGjSIkiTRz8+PBoOBXl5elGWZ8+bN45YtW+hwODh8+HDq9XoGBATwxx9/5BtvvEGb\nzcbg4GAOHTqULpeLzz33HMPDw3ny5MlKvNuCcGNE8BWEm8TtdvPzzz/nzJkz+fzzz3PatGl8//33\nWVhY+D+P/fLLLxlmMNB5A8H3U4BmWeZDDz3EH3/8kWRFBl69enVKksTOnTvzu+++4yOPPEK73c4e\nPXrQbrdz2LBhzM7O5iuvvEKbzcbRo0dzz549TEhIYEJCAnv27EmHw8GEhAT6+vpSrVbTarXylVde\n8WTBSqWSc+bM4fbt2xkSEsL69etToVAwIiKCgYGB1Ol0lGWZADhw4ECq1WqGhoZywYIFVKvV9Pb2\npk6no8lkoiRJvO+++3j8+HHGxcWxV69eDAkJoU6n486dO7l582b6+PiwWrVq7NixIwsKCjh//nz6\n+/tz3759t/r2CsLfIoKvINwG3G43O7RsyQFa7V8qOToLsIpOx6VLl/Kpp56it7c3n3vuOebn55Mk\nP/zwQ9psNqpUKo4bN44HDhxg06ZNWb16dbZv355+fn5cuHAhz549y549e7Jq1ar88MMPOXfuXPr4\n+LBv376sVq0a69atS7vdzsDAQEqSxA4dOrBbt26eLDg+Pp6nTp3igAEDWKVKFdrtdqpUKjZt2pRG\no9GTBderV4+hoaFUqVScM2cOg4ODqVarqdfrqdFoqFAoPJ22unbtyoSEBCYnJ1OhUHDu3Lk8evQo\nQ0JCWLNmTdatW5c//fQT16xZQ7vdzo8//riS76IgXD8RfAXhNpGfn88G1avzQa32ujLgDIABsswn\nhgzxvMaZM2fYu3dvzzqty+Wi2+3m+PHjPZnmypUruXz5cgYHB7Nly5asXbs2ExISuHfvXm7evJlR\nUVFs3749v/rqK/bo0YNVq1Zlv3796O3tzcTERE+DDaPRyMmTJ1+TBb/++utcs2aNZ/1XlmXGx8fT\nbDZTpVIRALVarWcaukePHuzevTslSaLNZqNOp6PBYKBWq+W2bds4YcIEBgYGsm/fvpRlmQMHDuRP\nP/3EhIQExsXFMTg4mEePHuXOnTvpcDi4dOnSSryDgnD9RPAVhNtIfn4+27dowQiDgTMkydMF65df\nXwMcpNXSS6vlA336MDAwkJ07d+bRo0c9r5OWlsbmzZszOjqaa9asodvtZmFhIbt160ZJkhgbG8u0\ntDQ+99xztFqt7NSpEx0OBwcNGsSzZ89y8uTJtNlsnDx5MtetW8ewsDC2bduWSUlJjI6OZpUqVTxZ\ncLNmza7pjlW3bl2mp6ezY8eODAsLo9FopNFoZI0aNWgwGKhQKAiAnTp1okajYWBgIKdNm0alUvk/\n09CTJk3i2rVrPWvRSqWS9erV48WLF9m9e3dGRETQZrNx27ZtPHbsGIODgzl16lS63e5KvIuC8OdE\n8BWE24zb7eauXbvYu3NnWjQatjKb2cNkYmezmbVNJgbZbJz0/PP86aefSJJFRUWcNm0a7XY7+/Xr\nxzNnznhe56OPPmJcXBwbN27MPXv2kCRPnTrF+Ph4SpLEdu3a8ZtvvmG3bt0YFBTEdu3a0W63c9as\nWTx+/Djbt2/PqKgorl+/nqNGjaLNZmOfPn1ot9vZsGFDmkwmT6Y6evRoms1mTxb81ltvcdGiRfT2\n9mZUVBQBMCEhgTqdjkqlkgA8HbaUSiWnTp1Kh8NBtVpNjUbjOcqwVatWPHjwICMiItinTx+aTCb6\n+vry9OnTHD16NAMCAmi1WrlkyRKeO3eONWrU4LBhw1heXl5Zt1AQ/pQIvoJwG8vKyuJHH33Ed999\nlytWrODnn39Ol8v1m4/Nzc3ls88+S29vbw4ZMsRThlNWVsaFCxcyMDCQ3bp144kTJ0iSmzZtosPh\noFKp5IgRI7hlyxbWqFGDDRo0YP369VmzZk1+/vnnXLt2LUNCQtijRw9u27aNSUlJrF27Nu+55x4G\nBgYyIiKCfn5+lGWZ9erVuyYLbtCgAQ8ePMjk5GRGRUVRpVLR19eXAQEBntaUkiTx3nvvpSzL7NCh\nA9u0aUNJkmg2m6nRaKhSqehwOHjo0CGmpqayadOmDA8Pp0aj4ZYtW7hw4ULabDY6HA6OHz+eOTk5\nTE5O5n333ceSkpJbdq8E4a8QwVcQ7jLnz5/nE088QW9vb44ePZqXLl0iSRYWFnqmkx9//HFmZWWR\nJKdOnUqNRkOLxcKlS5dy9uzZ9PHxYevWrRkYGMhevXrxxIkTHD16NG02G6dPn8758+d7ypeCg4NZ\np04dz3GCKpWKQ4cO9WTBKpWKixcv5owZM2i1WlmlShXKssy6detSr9d7suCkpCTq9Xo6HA6OHTuW\nsix71pf1ej1VKhVXrlzJESNGMDQ0lCkpKZRlmTNmzOC2bdvo4+PDqlWr8oEHHmBeXh67devGlJQU\n5ubmVubtEITfJIKvINylMjMzOXDgQPr4+PCFF17wlDhlZWVxyJAhnjXdwsJCFhcXs3fv3pRlmRER\nEdy2bRsfffRR2u12tmnThjabjVOnTuWhQ4fYokUL1qxZk+vXr2efPn0YFBTEzp0702azMTY2lj4+\nPp6DGq6eFwyAiYmJ3L17N2vXrs2oqCgqFAqGhITQbDZ7ArDFYmG1atWoUCg4evRoWq1WarVaqtVq\n6nQ6SpLEYcOG8e2336aPjw979OhBWZbZs2dPHj16lKGhoYyMjGRKSgovXLjAIUOGsGbNmvzhhx8q\n+W4IwrVE8BWEu1xGRga7d+9Of39/zpkzh6WlpSTJ48ePs1u3bqxSpQoXLlzIsrIyZmZmskGDBpQk\niS1btuRnn33GlJQURkdHs2HDhoyKiuKmTZu4bNkyBgQEcMCAAVyxYgUjIyPZvHlz1qhRg7GxsbRY\nLLRYLFQoFBw4cOA1WfCSJUs4ZswYent709vbm2q1mtHR0Z7gCoAtWrSgLMts2bIlGzduTFmWqdPp\nqFarPdPbX3zxBYOCgtijRw/PaUqnT59mYmIiIyMjGRMTw9OnT/OFF15gSEgI09PTK/lOCML/E8FX\nEP4l0tLSmJqaytDQUC5dupRlZWUkyT179jApKclzFKDb7ea2bdsYGBhIhULBIUOGeEqTkpKSGBIS\nwk6dOvHQoUN84oknaLfbOXv2bM96c6dOnWi1WlmjRg16eXlRoVCwatWq7NChgycLbty4MTdv3syI\niAhGREQQAKOjo6nVaj27oWNiYmg0Gj3T5LIse9aB1Wo1LRYLt2/fzsaNG7NFixa0Wq20Wq08cuQI\ne/bsyZCQEPr6+nLfvn1cvHgxHQ4Hd+/eXcl3QRAqiOArCP8yO3bsYKNGjRgXF+cpQ3K73fzwww8Z\nFRXFFi1acP/+/STJmTNnemp6586dy/Hjx9NqtbJ58+a02WwcN24c9+zZw0aNGrFBgwZcuXIlk5OT\nWb16dTZq1IghISG02Wy0Wq2UZZndu3f3ZMFqtZpLly71TG/r9XoajUb6+fl5aoJVKhWrV69OhULB\noUOH0mQyeTLgq92z5s+fz8GDBzM6OtqzqWv9+vV89tln6XA46OXlxbVr1/Kjjz6ij48P161bV8l3\nQBBE8BWEfyW3283169ezZs2aTEhI4NatW0mSTqeT8+bNo5+fH3v37s0zZ87Q6XRy4MCBlGWZVatW\n5Zo1a9i9e3cGBgYyMTGRISEhXLlyJd988006HA4+9thjnDt3rme92OFwsEaNGjQajVQqlfTz82O7\ndu08WXBycjJXr15Nf39/BgcHe7JerVbraU3ZoEEDyrLMpKQkT5mUWq2mWq2mJEns3bs3586dS19f\nXyYnJ1OWZU6YMIFLliyh1Wqlt7c3X3vtNe7du5d+fn5csGBBJd8B4d9OBF9B+BcrLy/ne++9x/Dw\ncLZs2ZJ79+4lWXE4xHPPPUdvb28OHz6cOTk5/Omnn9i4cWNKksSmTZty1apVrFmzJmvVqsXw8HC2\natWKe/bs4cMPP0x/f3/OnTuX/fv3Z0BAAFu2bElfX1/6+/vTarV6aox/mQUvWbKEPXv2pL+/P1Uq\nFb29vWkymTzT0L6+vjSbzbRYLOzXrx8lSaLBYKBKpaJCoWBkZCQ3btxIf39/3nvvvZQkiZ06deLW\nrVtps9no5+fHJ554gunp6QwLC+Pzzz8vmnEIlUYEX0EQ6HQ6OX/+fAYGBrJLly6eblk//vgjH374\nYfr4+HD69OksLi7mrl27GBIS4mn3OGvWLPr4+DApKYk2m43Dhw/n1q1bWbt2bSYnJ3PRokWMiYlh\nYmIiQ0NDGRMTQ51OR5VKRavVytTUVE8W3Lx582vqdmVZZmhoqKcmGABjY2MpyzL79+9PnU7nmYa+\nOhW9evVq1qlTh82aNfNs5kpLS2NYWBiDgoLYsWNHnjp1irVr1+Z//vMfz9q3INxKIvgKguDxe92y\njh49yvbt2zMkJITvvPMOy8vL+frrr9NgMFCv1/Oll17iY489RpvNxoSEBAYEBHDJkiV87bXX6OPj\nwyeffNKzIatly5b08vJicHAwLRYLJUlicnKyp0e0RqPhokWLmJqayoCAAEqSxICAgGumoa+WI9Wt\nW5fR0dGUZZkqlcozDT1x4kT27t2b1atXp81mo9ls5s6dO5mUlOSpSz558iRbtWrFjh07sqioqHIH\nXvjXkSEIgnCFTqfD8OHDceLECQQHB6Nu3boYOnQobDYb1q1bhyVLlmDmzJmoX78+IiIikJeXh/79\n+2PUqFFYu3Ytpk+fDr1eD51Oh8mTJ2P58uV4//33kZWVhcWLF2PChAkAAF9fX1gsFlitVuh0Onz5\n5ZcgiRYtWqC0tBQDBgyA2+3GiBEjYLFYUFhYiPLycthsNigUCqSnp0Or1eLUqVP44Ycf0KFDB5SV\nlUGWZSgUCowbNw4XLlzAAw88AKVSiYCAAKSkpOCxxx5D06ZN8fPPPyMlJQXTpk2D0WhEy5YtkZOT\nU8mjL/yrVHb0FwTh9vVb3bLcbjeXL1/uOWzhm2++YXZ2Nps3b05JkpiQkMDXX3/dk2H6+Pjw0Ucf\n5dq1axkbG8s2bdrw5ZdfpsPhYNOmTWm1WhkWFuY5TKFevXrXZMELFizwZNMAGBQU5MlwATAqKoqy\nLLNr165UqVSeKW2FQkF/f3++/fbb9PX1ZVJSEmVZ5siRIzl+/HjPLuwtW7Zw+PDhrFatGjMzMyt7\nyIV/CRF8BUH4U5mZmXzwwQfp4+PDF198kYWFhSwpKeGrr75Ku93OBx98kOfOnWNaWhrDw8MpyzLv\nv/9+jhs3jl5eXqxfv76nHviFF16gzWbjM888w4EDB9LhcDAhIYF+fn40Go3UarXUaDRs0qSJZ503\nNTWV48ePp8VioVar9Rw9eHUa+mpNcvXq1RkUFESFQkGlUkmVSkWVSsX58+czNjaWTZo0oSzLTE1N\n5ZIlS+jl5eVpq/nyyy+zSpUqPHz4cGUPt/AvIIKvIAjXLT09nd26dbumW9alS5c4cuRIT3acl5fH\npUuX0mw2U6vVcsyYMezRowf9/PwYExPDOnXqcPXq1ezSpQvDw8M5Y8YMxsXFsU6dOnQ4HAwPD6fB\nYKAkSaxevbonC9ZqtZwzZw6rVatGh8NBAAwICPDUBCsUCnp7e1Ov17N58+aeOmGlUklJkjh06FB2\n7NiRNWvWpFarZWhoKNetW0ebzUZvb28+//zzfO+99+jr68sdO3ZU9lALdzkRfAVB+Mt+q1vW999/\nz379+tHhcHDWrFksLi7mk08+6antnT59OmvWrMmYmBj6+vqyX79+fOeddxgWFsbOnTt7AnhiYiKt\nVqvnUAWVSsWEhARPFty2bVsOGzbM077Sy8vrmmnoqzuxW7duTYVCQY1GQ4VCQUmSWL9+fY4aOBMi\nvAAAHf5JREFUNYoBAQG02+00GAxcs2YNw8PD6XA4+MADD/Djjz+m3W7nihUrKnuYhbuYCL6CINyw\nHTt2MDEx8ZpuWQcPHmRqaiojIiK4YsUK5uTkeI4JrF27NidNmkQfHx/Gx8d7DmwYO3YsbTYbR44c\nyTZt2jA0NJShoaEMCQnxnOsbGhrqyYJ1Oh2nT5/OoKAgent7U5Zlz3dcOaBBqVQyIiKCdrvdMw19\nNVjPnDmTPj4+jI6OpkKh4Jw5c9i4cWP6+fkxOTmZn3/+OQMCAjhr1qzKHmLhLiWCryAIf8svu2U1\nbNiQ27ZtI0l++umnjI+PZ8OGDfnFF1/w8OHDjImJoSRJ7NixIwcPHkyr1cqYmBjGxsZy6dKlTE1N\nZWxsLMePH09/f3/Wr1+fZrOZPj4+1Ol0VCgUrF27ticLvueee9ivXz9P4w6bzeaZhgZAb29vajQa\nNmjQwDM1fTUIT5w4kWFhYaxduzYlSeJjjz3Gvn370m63MzIykl988QWjoqI4atQo0YxD+MeJ4CsI\nwj+ivLyc77777jXdssrLy7l06VIGBwezU6dOzMjI4PLly2m1WqlWqzlkyBA2a9aMwcHB9PPzY/fu\n3Tlv3jxWqVKFPXr04IABA+jj48PY2Fj6+/t7an0DAgI8WbBer+ekSZNos9k8LSx/eUKSn58fJUli\nUlISJUny7IQGwJ49e7JFixaMi4ujLMts2rSpp3+13W7n5s2bmZCQwH79+tHpdFb2EAt3EVHnKwjC\nP0KWZfTq1Qvp6eno1q0bOnfujO7du6NevXr49ttvkZiYiMaNG2PHjh04evQohg8fjtdffx2HDx9G\nr169oFarceTIEYwePRoPPvggAgICsH79evTv3x8qlcpTE+zr64tLly6hsLAQ1atXR1FREcaOHYvE\nxEQ0a9YMJpMJxcXF8Pb2hkKhwM8//wy1Wo29e/eiSpUq0Ov1kCQJCoUCH3zwAc6ePYumTZsiICAA\n+/btw4IFCzBlyhSUlpaia9eueOqpp3DhwgV07NgRBQUFlT3Mwl1CBF9BEP5RKpUK//nPf3DixAkk\nJiYiOTkZgwcPxn333YeMjAxotVrExcVBo9Hg+++/R+PGjTF16lSYTCa0atUKbrcby5cvx9q1azF+\n/Hjs3bsXsiyjVatWAACHwwGdTgeVSoWMjAzYbDYYjUZs2LABW7duxeDBg2GxWJCfnw+VSgWVSoXS\n0lK4XC4UFBSguLgYUVFRKC8vBwCcOnUKixYtwoMPPgi9Xg+Xy4Unn3wS06ZNg0qlwsCBA9GqVSv4\n+/ujefPmyM7OrszhFe4SEklW9kUIgnD3ysvLw4wZMzBnzhz07t0bY8aMQVFREcaMGYMdO3Zg/Pjx\nSEpKQs+ePXH06FG0atUKZrMZO3bsgEqlQnx8PJo1a4aXX34ZzZs3R05ODo4cOQKXywVZlnHp0iWU\nlpYiIiICJ06cAAC0a9cOeXl5OHLkCHJzc2E2m5Gfnw+S8PLyQl5eHuLj43HgwAEoFAqwYgkOQ4cO\nxapVq6DRaHDmzBlMmDABixYtQk5ODvr27Quj0YgVK1bg448/RlhYWCWPrHAnE8FXEIRbIisrC1Om\nTMHbb7+NwYMHY8SIEThx4gRGjBiBrKwsTJ06FW63G4MGDUJeXh569OiBQ4cOoaCgAJcuXcKDDz6I\ngoICrF27Ft27d8fq1avh7e2NzMxMlJWVwel0Qq/Xw+12o7CwEAaDAYMGDcJbb72FoqIi6HQ6lJSU\noLy83NOG0tvbG/n5+SgtLfUE4BYtWqCgoAA5OTk4ceIE+vbtizNnzuDYsWNo1KgRWrRogZdeegnr\n169HnTp1KntYhTuUYvz48eMr+yIEQbj7GQwGtGnTBvfffz82btyIxx9/HP7+/pg5cyaioqLwzDPP\n4PDhw1i0aBGqVKmCefPmobi4GB06dEBGRgbOnj2LY8eO4fHHH8fmzZvh5eWF6tWr49SpU7BarVCr\n1SgsLERpaSlCQkKQnZ2Nr776Ci1btoRKpcLly5dRWloKjUaDsrIyuN1uKJVKlJSUICQkBDk5OZBl\nGWfOnEF5eTkSExORm5uL3bt3w263IyEhAVu3bsV3332HkSNHon///oiPj0d4eHhlD61wBxJrvoIg\n3FLBwcF466238PnnnyMtLQ2RkZHIzMzEvn370KdPH3Tp0gVHjx7F119/jVatWmHBggXw9vZGgwYN\nUFBQgNmzZ0Ov16N169b45JNP0LZtW3h7e8NkMkGtVsNgMODcuXPQ6XQwGAz46KOPkJmZifvuuw96\nvR6lpaUwGo2QZRl5eXlQqVQ4c+YMoqOj4Xa7AQA///wzVqxYgfbt28PLywvHjh3D5s2b8dBDD+H0\n6dN49tln8fLLL6NPnz549913K3lEhTuRCL6CIFSKmJgYrFixAuvXr8e6detQo0YNaLVapKenIy4u\nzrMDef/+/TCZTHjvvfcQFxeHiIgIHD9+HLNmzULnzp0BVExpN2nSBCqVCg6HAxaLBS6XC0VFRQgI\nCEBBQQHeeustNGnSBEFBQSgrK/PseC4uLgZJnDlzBt7e3lCpVJAkCeXl5Zg7dy5SU1NhNBpBEq++\n+ir++9//4vLlyxgyZAimTp2KUaNGYcaMGZU8msKdRqz5CoJwW/jss88watQo5OfnY9KkSWjYsCEm\nTJiA5cuXY8SIEYiNjcXDDz+M7Oxs3HPPPTh06BBkWUZhYSEGDhyIDRs2wMvLCzqdDt988w2Ki4sB\nAIWFhZAkCUqlEsXFxTAajWjbti02btx4zVowSRgMBpSUlMDX1xc///wzAIAk6tSpg7KyMly6dAnn\nzp3D0KFD8c4776CkpASTJ0/GggUL0Lp1a0yfPh2yLHIa4c+J4CsIwm2DJDZu3IgxY8ZAr9djypQp\nCAgIwOjRo7Fv3z5MnDgR58+fx3PPPQeVSoXU1FR8+umnMJlM8Pf3R5MmTbB06VK0aNECu3fvhkaj\nQVZWFoqLi1FWVgYfHx9cuHABANCyZUscOHAAeXl5kGX5mnXg8vJyBAUF4fvvv4ckSQAAs9mMxo0b\n4+DBg/jxxx/RoUMHfPPNN8jOzsajjz6KXbt2oUqVKli8eDE0Gk1lDqNwBxDBVxCE247b7cayZcsw\nbtw4hIWFYcqUKXA6nRg+fDiKioowadIkfPDBB3j33XcRFBSE6OhopKWlwe12o23btigqKsKBAwdQ\nt25dbN++HSqVylPnSxJqtRrFxcUwmUxITEzEzp07UVRU5HkcAKjVami1WhQWFnp2QgPAfffdhy1b\ntiA3NxcxMTGwWCw4cuQI2rVrh+LiYly+fBkffvghzGZzZQ6hcJsTwVcQhNuWy+XCwoULMXHiRCQk\nJGDixInIyMjAyJEjUbVqVTz55JN4/vnn8dVXX6F27dooLi5GXl4eiouL0bt3b3zyyScICAhAbm4u\ncnJycPHiRbhcLrhcLlgsFuTl5QEAmjVrhn379nkCsNPpBEloNBq4XC54eXnh0qVLACqy89TUVOzb\ntw8lJSXQarVISUnBli1bEBcXh2rVqmH//v346KOP4O/vX5nDJ9zGxOKEIAi3rV92y2rYsCFSUlKw\nfv16bNy4EZ06dUL//v0RFRWFZcuWISsrC99++y0iIyMhyzJWr14NpVKJyMhInD17FrVr14ZarYbd\nbofFYkFhYSFkWYZGo8H27dshSRLq1asHWZZBErIso7S0FG63G5cuXYKvry9IQpIkfPLJJ7BYLAgI\nCIAkSVi3bh26du2KQ4cOYfv27WjRogUaNWqEb7/9trKHULhNieArCMJtT6fTeZpyVKlSBQ0bNkRG\nRgZ27tyJ4OBgPPLII+jVqxdeeOEFT0YaExODc+fOYeXKlWjUqBGKiopgs9kQFRUFlUoFtVoNpVKJ\n0tJSGAwG5OfnY+/evahbty60Wi3cbjfUajWAimw3JycHBoMBACBJEr777jucO3cO1apVg7e3NxYv\nXowOHTrg/PnzWLhwIfr27YuUlBR89dVXlTl0wm1KBF9BEO4YFosFEydORHp6OmRZRkJCAkhi586d\nyMnJwfTp0zFhwgT06NEDO3bsgNFoRFhYGL788kvs3bsXjRs3xunTp1G9enV4e3vDbrfDYDCguLgY\nkiRBrVZj586dUKlUiI6O9mTAkiTB5XKhtLQUkiR5gnBJSQl27tyJ+Ph4eHl5YdmyZWjQoAEA4OWX\nX8ZDDz2Ee++9Fxs3bqzMYRNuQyL4CoJwx/H19cWrr76Kr7/+Gj/99BOSk5MRERGBjz76CDt27MD2\n7dsxd+5chIeH4+uvv/YE2Y8//hiyLMPf3x9FRUWIjY2FQqGAwWDwrO9qtVrk5+fj22+/RZ06daBS\nqUASCoXCsyO6sLAQXl5enuv59NNPERYWBrPZjC+++MIT2KdPn44HHngAgwYNwsKFCytxxITbjdhw\nJQjCHS8jIwPPPvssdu/ejbFjxyI8PByjR4+GLMvo378/pk2bhszMTNSpUwfHjx+HUqlErVq1UFpa\nipycHCiVSly4cAF5eXlwOp1wu92enc8mkwkmkwnnz58HAM9pSEql0tOe8iq73Q6VSoXc3FwoFApE\nRUUhPT0dnTt3xq5duzBw4ECMGTPGU74k/HuJ4CsIwl1j//79GDNmDE6cOIHnnnsOSqUSY8eORfXq\n1VG/fn1MmzYNZWVlqFatGk6dOgW3243WrVtj9+7diIiIwJEjRyBJEoqLi1FaWgqlUukpPapVqxaO\nHTsGl8sFSZI8m6+AirKkqzuklUolqlWrhu+//x4FBQVo2rQpvvrqKyQkJODixYtISkrCrFmzoFAo\nKnOohEomgq8gCHedX3bLGj9+PDIzM/Hiiy+iQ4cOKC8vx9tvvw2r1QqTyYT8/HwolUrUrVsXe/bs\n8bSvLC4uhsvl8jTeKCsrg8lkglKpxKVLl6BQKDxZsCRJMBqNyM/P91xD/fr1cfz4cVy+fBnNmjXD\nnj17ULVqVfj4+MBut+Odd96BTqerrCESKpkIvoIg3JVIYsOGDRgzZgwMBgNGjRqFXbt24c0338SD\nDz6ItLQ07NixA1WrVsWlS5cgSRLCw8NRXl6OkpISzylIV09KkmXZE2yjo6Nx8uRJz88APMcUXs2U\nASA8PBznz59HYWEhateujfT0dJhMJtSvXx95eXlYt24drFbrLR8bofKJDVeCINyVJElC+/btcfDg\nQTz++ON48sknceDAASxevBjnz59Heno6Ro4cCYVCgcuXL8PhcCAjIwMnTpxAUFAQSktLERoaCoVC\ncU27SKVSiW+//RZ6vR56vd7zXm632zMlrVKpAACnTp0CAFitVhw+fBhWqxWlpaXYsWOHpx3m2bNn\nb/3gCJVOBF9BEO5qsiyjV69eSE9PR5cuXTB48GAUFhZizpw5SEtLg0KhwNChQ/Hjjz/C5XLB19cX\ne/fuBUmYTCbodDoEBwfDbDZDrVajvLwckiQhPz8fRUVFCA4OhiRJnvVfkigrK4NWqwUAFBQU4NKl\nS6hSpQouXboEp9MJLy8vrF+/HjVq1EBSUhKOHj1amUMkVAIx7SwIwr9KUVER5syZg2nTpqFdu3Zo\n1qwZZsyYAaPRiJCQEHzwwQcwGo2eNV1/f3+43W7Isowff/wRZWVlKC0tRXl5uecxRqMRTqcTTqfT\n8z6SJF0zVQ0AERER+Omnn1BcXIyIiAh8//33SE1Nxe7du7Fq1So0adKkMoZEqAQi8xUE4V9Fr9df\n0y3rv//9L5KTk9GjRw/s3LkT7dq1Q61atZCTkwOdTofvv/8e586dg9VqhSzLCA0NhU6ng0qlgtvt\nBlCR3TqdTvj6+nqyYJKewHv1mMGTJ096aoqPHz+OsLAwfPLJJ6hWrRq6dOmC1atXV9q4CLeWCL6C\nIPwr/bpb1vPPP4/7778f8fHxOHr0KHr27AmTyYSioiJYrVYcOnQI5eXlMBgM0Ol08Pb2hsFg8JQM\nybKMrKws6PX6/znT92rdMABkZWV5suX09HT4+/tjz549cDgceOyxxzBv3rxbPhbCrSemnQVBEABk\nZmZiwoQJWL9+PR555BFcuHABy5cvR+vWrbFp0yYUFBTAarWipKQEVqvVs7Hqhx9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw_spring(g_nc1)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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kvcgBRaNGjbKRBkctDx061KYxhsNhm4at6zoaGhrg8Xhs0cYdVXXiFKjOiNTm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw_circular(g_nc1)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw_spectral(g_nc1)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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yNzfX8t2oUaM4e/Zs1tTUsK6uTpqf7d7bKoGKefP5fKyrq2M8HmckEmEoFGIs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\n2eswmfF43JKX6xQJb59r/XMQ4Ld7+K5+Hwc0YL/fTzMQ4KIeB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw_shell(g_nc1)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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bW9rMLcXI4/GI4iO85nQ64XQ6UVNTA6lUCpVKBa1Wi6CgoGbFJ1JTUxETEwOd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\nK/fccw9z5szB4WhdaVx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw_random(g_nc1)" ] } ], "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }