{ "metadata": { "name": "", "signature": "sha256:e17fb31d86520a6f12f697a6dafc93280d55c89097921e842689f8fe7c189f19" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Structural Similarity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "During this seminar we will:\n", "1. Consider some node similarity measures, particularly: *Euclidean Distance*, *Correlation Coefficient* and *Cosine Distance*\n", "2. Take a look at *[Cuthill-McKee](http://en.wikipedia.org/wiki/Cuthill%E2%80%93McKee_algorithm)* node reordering procedure\n", "3. Calculate *Assortative mixing coefficient* for some **[Game Of Thrones](http://cdn.meme.am/instances/55597956.jpg)** network" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import pandas as pd\n", "import scipy.spatial as spt\n", "import matplotlib.pyplot as plt\n", "plt.xkcd()\n", "import networkx as nx\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Task 1 - Similarities Calculation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Calculate *Euclidean Distance*, *Correlation Coefficient* and *Cosine Distance* for some toy-network (Zachary again?) and for [Les Miserables](http://www-personal.umich.edu/~mejn/netdata/lesmis.zip) dataset\n", "2. Visualize them\n", "\n", "**HINT:**\n", "For correlation coeficient you can use *np.corrcoef()*, for the distances you may implement them on your own or use *scipy.spatial.distance.pdist()*" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Put your code here..\n", "#\n", "#\n", "G = nx.karate_club_graph()\n", "A = nx.to_numpy_matrix(G, dtype=int)\n", "A = np.asarray(A)\n", "\n", "def plotDist(A):\n", " \n", " f, ax = plt.subplots(2, 2, figsize=(10,10))\n", " ax[0, 0].imshow(A, cmap = 'Greys', interpolation = 'None')\n", " ax[0, 0].set_title('Adjacency Matrix')\n", " \n", " D = np.corrcoef(A)\n", " ax[1, 0].imshow(D, cmap = 'Greys', interpolation = 'None')\n", " ax[1, 0].set_title('Correlation coeff.')\n", " \n", " dVec = spt.distance.pdist(A, metric = 'euclidean')\n", " D = spt.distance.squareform(dVec)\n", " ax[0, 1].imshow(D, cmap = 'Greys', interpolation = 'None')\n", " ax[0, 1].set_title('Euclidean Dist.')\n", " \n", " dVec = spt.distance.pdist(A, metric = 'cosine')\n", " D = spt.distance.squareform(dVec)\n", " ax[1, 1].imshow(D, cmap = 'Greys', interpolation = 'None')\n", " ax[1, 1].set_title('Cosine Dist.')\n", " \n", "plotDist(A) \n", " " ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Bgwdj2rRpANr1TyIDgEEuDwC1vpwLAEePHkVxcTHkeyCn33DDDXj33Xdx+umn4/7778ei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\nLJUBgN1uDxs/w4xwcV4E4XhpqVhJkaQxsZLMYpkdb/wmLTZJgN7XMTZ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1a9b4yTRq1CgA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a4RluvZIM81C3hKkjdHWKbOJH8K8ezKENfnRFKmtgzJ34Wos3Vspl2zQWS6xKR9TWlmWW4L096N\nbCeZ2QwydaEv0G89ifjuQZLPBXmuh+ZBbSMqF9Ud69VBnrvZRKbljOzOZ4W+2F1BCBVd9Gs2w6gS\nEKHjTjSo/rhPgBrK/WuoO0xeVBSl2WMsBcg0EWp4/l8AnAbgAwAvK4rSrItcSaZBnaftA/VdfAPg\nANTQ8TcB+BbASQBeUxSlWYLg+ernMgBjoR4v8APUhaU1UOe590Fdp/C+T67SZpApC2o9dYe66LEC\n6ghgL6jHm0yDunh/OIBPAPw90kd4UA2u9xvfMyt9zy8GsB9quP+roR7XkA5gL4B5iqJsi6RMPrlS\noNbHWKjv6EwALymKsoNqjKcbAWyD2uZeVRRlc6RlasuQPAnA3VDXRAwG8C8Ai3yj5y0lUz8AD0Dd\n3WuFajPmKYryjWnGppdDAXA5gDFQbcVuqEez/A/qsU25UI9xWgbgreZao0qyL4AboB4rogBYB3W9\n1yVQZ1NOAvAV1DrbGeo+TShPLFR7MAzHbEURgJ+gHm8yGqrN/RLqkSfzIjgqbpTrTJ9cdqjHjdRA\nPX4lE+rxM5Og2oruAN4E8M9It3vD789voW6AugDAYgCLoC4svxfqESjDof5uL2zMMVqCIAiCIAiC\nIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiC\nIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiC\nIAiCIAiCIAiCIAiCIAiC0BQoLS2AEBySMQBOAXAOgI4AvgSwWlEURuh5qQCeB3AugDwA9yuKsu44\n8scDGAagEsDmSMnZUEh2BvAggJEA7ADWAXgAgNf371gATgBfAXhQUZT9LSSqIAg+SCYCOAPAKADl\nAL5QFGX7cd6jD4DeADYpilLUSHl6AJgKIAHAUgCfB9o6khaotrAAwPbWZgsFIWogOZrkLtbl1Qg+\n8+WAZ+WTtIf47tkk3yL5EsmBJDsFyLuapDVSsh4vJE8imRukPr8luT/I9R0kpSMhCC0EyRiSk312\nyEgtyd8dx30eM+QtJXl+I2TqEUSeL0leQbVzC5L9SB42pC8mGRvifleRXETyCZIdGyqXILRLSN6n\nadmBAwf4v//9j4sWLWJ5ebl2uWuEnvsjSY4YMYLffPON9qwRQb7Xl6TbYAw8JNeQPLpkyZJ/rly5\n8nmSVSRvj4ScDYHkKpJctWoVBw8ezAEDBtDr9eoF2Lx5M0eOHMk+ffowLy9Pu9yrpeUWhPYIyTiS\n72uK+O2333Lt2rVcvHixdunnMPkVkn1I/oYkjxw58tjChQs3kfwfyd2NkOspkvzvf//LWbNmMTfX\nr//1LcmTSS4juXvx4sUrN23aNMeXdpkvfwLJM6k6Xb+lPz9SHUUTBCEcJC8nyerqaj788MOMi4uj\nxWIhAK5atUpTqnepjug8S/Jckqkk/0jyr1R7KO+R/DfJ2SQfJ/k0ySdJ/p8v77kkM0g+4Pv7dZI3\nk3SRZKdOnfjpp59qz7qW5J9ILqQ68jRFS/j3v//N99/X7RlJcujQoRUjRoz4keQvJN8geRvJV33P\nP91nvL4jeYikl+QGkktJXhCkLuJJTiO5guRykjNJdvYZwnEkn/PJNJHHenVnkXyG5D989TOG5Akk\nWVpaSofDwRtvvJHffvutLnNNTQ179OjBSy+9lFu2bGFtbS2p9kAtzd4ABEHQnZKCggJOmjSJAJiY\nmEgAxk7jIyTnk3yU5Em+fCdSHUnaabRLr7zyyia73c6qqipt9Ptn378bfbZlos+unOJ79j9IPk/y\nVzSMMPuu85prrmFsbCwtFgtvv/12/vTTT9qjynz/ftu3b9/qCy644AuSlVQ7awtIFjCA2bNn8/vv\nv9f+/JHkCS1V74LQJqDq9OST5L333sv09HR+/vnnrK6u5iWXXMKvvvoqUM8iQocOHbh27dqw33vo\noYc4adIkv2s1NTWas9EQbjLUhZOqIasv66kOZ4dkzZo17NKli9+IEknu3r2bFouFpaWlxsurW7It\nCEJ7heQQkvR6vRw+fDjPOuss7t+/nzk5ORw8eDArKiqCqXc1ya1UR7RJkrm5uTxw4MCxL1RXH4c5\n8eMDknE+2d4hyeuvv5733nsvlyxZwoEDB9JisfDdd9/1F6i6Oqgt3L17t5+tGTp0KF9+2W8FRA5J\nR0u/B0FotZC8hyQ/++wzJiQkcMuWLUYF+kz7z44dO3jXXXdxzpw5utLt2bOHS5Ys4bZt2zhlyhTe\ncsstrK6u5vLly7l9+3Z+/PHHvOaaa/j000+TJGtra/nxxx/zt7/9LadNm8atW7fqD0pNTeWGDRtI\nqs7PkiVLeOONN/LBBx/koUOHuHfvXl588cUcMGAAu3btygsvvJBvvPEGSfLNN99kdna2fq8vvviC\nU6dO5bx583Qn5c033+SDDz7IVatW8bzzzuP06dM1o1JIMsFXF0vJ/2fvvOOjqNb//5lssimbZNNI\nwFBCU0QpAgoIF0X6V7ggxYbyAy+2exFU8KuiCLlcbKjXjteu1/pFacoVK4pdpIgIFi5NgRTSt2Q3\nu/v8/pidyWyZMyGF7G6e9+uVV5J55pw5Z3bOZ5855TlEBw8epBkzZtCUKVNozZo1ar7Hjh2jO++8\nkxYuXEi///67etxut9MDDzxAM2fOpGXLllFlZSUREW3bto2uu+466tatGy1btkwVtj179tDixYsp\nJyeHCgsLadWqVUpZSsjfW8UwzMmD5B5wuvvuu6lz585UVhbQGVOs6Nd7771H119/PT377LPk9XpV\nvXr++efpggsuoPj4eBo8eDAREe3du5fefvttIiLatGkTzZo1i7Zu3Upjx46la6+9lurqZB+rtraW\nHn30UZo5cybdeeed2iH5v/rL9gIR0ezZs2nBggWqlj799NOUkJCgHSakRx99lKqrq4mIqLS0lBYv\nXkynn346AaCVK1fSmjVraOLEiZSbm0v9+/ensWPHajV/ait/DAwTmZDcBfwzEdHkyZNp3rx5SqM5\nQESPENF/iIg++OADio+Pp4suuoh69epFkydPJiKiF198kbKzsyk/P5/uvPNOSkpKor1799LcuXMp\nLy+P+vbtSwsWLKDs7GwiIvrXv/5F+fn5dP/999NNN91E2dnZqmCkpaXRt99+Sz6fj2bNmkX5+fl0\nzz330PDhw+nyyy+nyspKuu+++2jkyJHUo0cPuvfee+mLL74gIqLu3bvTu+++S0RETz/9NCUlJdGl\nl15K+fn5tHChPBVr5cqV1L59e8rMzKSlS5dSYmIi/fST2mt+NhENJSKqrKyk/Px8uuGGG+jRRx+l\nAQMGkNPppAMHDlBmZiaNGDGC/vSnP1GXLl3I7XaTz+ejMWPG0KhRo+jhhx+msWPH0uzZs4mIaPz4\n8ZSfn0/5+fk0a9YsKiwsJCKiK6+8krp06UJZWVl0xRVX0MKFCxXhtRNP8GaYkwoRtScij9vtpvbt\n29Prr6udxZ8T0b/IP4y1fPlySktLo8svv5yys7Pp/vvvJyKihx9+mNLS0qiwsJDWrVtHQ4YMISKi\nf/7znzR+/HgiInrjjTcoKyuLMjIy6I477qDs7GzatGkTERFNmzaNhg8fTg8//DD9+c9/pqlTpyrX\n3+gv37NERH/5y1/ohhtuIC1Lly6lrl27qj1YZrOZfvjhByKS54GeeeaZ9OKLL9Ltt99OK1asoD17\n9lBhYSF17dqVxo4dS/fffz8dPnxYyW5ca38WDBOREFFH5Q0kLi5OO4Z9E8nzhYiIaPDgwXTnnXcS\nkdzDZDKZqLKykp599lmyWq1qY5syZQodP36cZs+eTWeffTY5nU4qLi6mqVOnks/no/z8fPryyy9p\n+/btNHbsWBo4cKDaZZycnEw7duygb7/9llJSUtTx+Dlz5tCtt96qisMjjzxCY8eODRAMZQjP4/FQ\nXl4evfDCC0REtH79esrLyyMionvuuYcA0HvvvUdERL1796Z33nlHyWISyXOoaMWKFTR+/PiQruy/\n/e1vNGHCBPL5fFRdXU3t2rWjzZs301dffUUFBQVkt9vplVdeoc6dO9M999yjprv33nvp8ssvp2Be\nfvllOv/884MPr2ztZ4Jh2hrkn5D97rvvUm5uLrlcLiJ5iO1iIvqOiKiqqoosFouqH08//TT17duX\niIimT59Of/rTn2jDhg3kdNavQfn73/+uThl45ZVXCAA9/fTTREQ0btw4evLJJ+nHH3+kvLw8qq6u\nptWrV1P37t3p9ttvV7J421++Z4iI5s6dq3WW9hLJvVJms5m+/vprcrlcBID2799PdXV1ZDKZ6Oab\nb9bOiVSZMmVKgE4R0WfkH/ZjIgseaogM2gHA0aNHAQCnnXaacvw+AFcCABFhx44dmD59OgDgzDPP\nhMViQWlpKQBg+PDh6NSpEwBg7dq1yM7OBgBMnToVSUlJyM3Nxdtvv42SkhKUl5fjH//4B8aPH4+R\nI0diy5YtkCQJRITa2lokJibio48+wogRI1BQUAAASEhIQHJy/ZznpKQk1NbWBlTCbrcjNTUVR44c\nQXFxsVrWoUOHori4GF6vFxUVFRgwYADGjx8PpV4ej0fJwgSgHwC89957uOaaayBJgR0827dvx7Rp\n0yBJEtLS0tCnTx8UFRVh+/btsFqt6NevHx5++GE88cQTuPXWWwPSxsWFf9xNpoCVvZcB+Ijkyey9\nwiZgGKYlaAcAhw8fRs+ePWE2mwFZE96EHG8Ov/zyCwBg3Di582Xo0KEoKioCACxfvhz5+fmYO3cu\nunbtit27dwOQdclisQAAKisr0b59e8yZM0e9qMfjwfbt25GdnY3Bgwdj+fLluPfee7FixQrllBEk\n9zQnAUBtbS2SkpIUmxsA4uPjYTKZ4PP5YLfbAQAWiwXx8fF49dVXsWPHDgwfPhzjxo3T6l2wjm4F\n8BCAv5AcG4qJINhZigx+B4CuXbsiPj4en3yizi9OePvttzF27FgAgNVqRUVFBQCgqKgITqcT+fn5\nJ3Qhn8+H2tpajBkzBgcPHsRtt90GIsK+ffvgcrlAREhMTERqairq6urUdLm5ubDZbOr/ycnJcDqd\nAXkrDpfVKs9PVMr622+/oXPnzjCZTKiqqsLgwYPVNGazGTU1Ncq/GZDFEXV1dYpYBpCRkaHm6/F4\nsH//fhQUFICIUFFRgVWrVuG7777DxIkTceDAATXvuLg4uN1uJZv/A3BFmONfALgIwCYAqwD8REQz\nT+D2MgzTeH4HgF69emHXrl2qE+TxeLBixQrcfPPNyMjIgNvthsPhAAD8+uuv6gtdr1698Prrr+Po\n0aMYOXKk1tkBkRwXsrKyEoMGDUJ8vNx5o9WfsrIyPPDAA9i5cyemT5+Ow4cPK1qTA+A8ACkA4HA4\nkJiorvLvC8gvqAkJCejfv3/INS+55BJ88sknOHDgAH766Sds2LBBPSdIR8+GHOjyKQA/E89diii4\nuy8CkCTpOBF9n5aWNmjJkiWYPHkyJk2ahAMHDuCHH37AfffdB0mSMHPmTPz1r3/Fddddh1deeQWz\nZs1Se3uUhgngPwBKAMwOOn4HgL926NAh/8ILL8S6detgtVrhcDjw/PPPY8KECVi0aBEA+W1n9OjR\nWLRoEZ566ink5ORg3bp1MJlMICJIkgRJkgKcKUAWHrfbDavVikmTJuHyyy/H9OnT8dhjj+G6664D\nIPfiaHty8vPzceDAAeXfrgB2Ahh42WWXYcGCBSgvL0dtbS1WrVqFd999FzNnzsT8+fMBAF999RUy\nMzNxzjnnoFu3brjrrruwbt06FBcX45dffsGqVavw3nvvYdCgQfD5fNp7IcHvlHm9Xu3xYQCk7du3\nr1yzZs2kwsLCoyaT6UEiel2SJF/jP2GGYRrAFgDO888/P3n48OEYNGgQzjvvPHzzzTew2Wx49dVX\n0b17dwwYMAAzZszA6NGj8cADD2DFihUoKirCqFGjMGvWLFitVvz6668YNGgQgCNSqZ4AACAASURB\nVHpdAmT9URwlADjllFNw4MABzJs3D4sWLcLatWtRXl6OAwcO4IknnsDrr7+OkSNHArKjlAgALpcL\n27Ztw/bt2wEAX3/9NW6//XbcfffdSElJUfXE7XbjhRdewBtvvIEpU6aguroaNpsN6enp6vUlSdK+\nrGHLli0rP/744wsLCwsrATwIYE2L3W2GiUaI6Dyi+pVq8+bNo/vvvz8g8JnT6aTbb7+dhg0bRrfd\ndhvZbHJYj48//pgWL16snLaa/NG4V65cSW+99ZZyfAER3UhUv2ps6tSpdOmll9Irr7xCXq+X3G43\nzZ07V125tmHDBrroooto0qRJ9Nprr9H48ePVFR6bN2/WXpOIiF566SWqqqoiIqLy8nK6/vrr6dxz\nz6WVK1eqEx9Xr16trp4jInrwwQe1S2fvIaL+RPLKlieffJLOO+88GjVqFL366qvk8/nI5/PRk08+\nSSNGjKA5c+YErIbbt28fLViwgCZOnEh//etfA8ItLFq0iK655hrl3+fIH/zzoYceookTJwbUY8iQ\nIQ/Fx8f7iouLC/2HOFgcw5wESI7/RrW1tfTss8/SvHnz6Pnnnw8IGXD06FGaPXs2DRs2jJ566ilV\nFx5//HG64IILaMiQIXTDDTeoq2F37dpFmzdvJiKizz77jO699141r9dee02dB3ro0CFauHAhTZo0\nia655hp1VTDJMeiyyD+f8v3336cRI0aQyWSihIQE6tOnjzo/k0jW8KeeeorcbjeVlpbS/PnzafDg\nwTRy5Eh1rpTC/fffT2vXrlX/79mz5+MJCQlel8t1NxF5jO8Yw7RBiGgW1Qc207KV5CjZDeEyIhoT\ndMxNckRbE8mB3BqLXhleI3kbgsbwGdUHaxvqvw9XnWAe+4joN9EJP/30E/3666/KvzcQ0UwiogMH\nDtDOnTuV488SkYOIdrrd7suIqIqIPmzt54Jh2gokb3PykE4zfo+CAk42A/8lObaRHsVE9Cd/2XoT\nUaViqKurU8MW+FlJRF804Joe8q+sC8NWt9s9k+TvgfWt/Xkw9TRqeTTJm5Iuhrz5aByATwDcLUnS\nYZK3iVgGoDfkCXEJkDcdTPb/b/YfMwVdnwB4AXgA1Pl/uyBvzOoC4ARQA8Dm/9uu+bsC8qaFDv/f\nlX57FeRNYauNNjMkOa5OKuRJhqdAnj+T4/9J8Zc/zf9/OuQuWbP/t/K3xf+T7K9jHELvscdfT6+/\nXjX+H7u//A4Auf48bAD2AdjvvycFAAYAOAh5Y8id/vzP859/xF93C4A8f13In2cc5GFXk79sSl90\ncPmUz8HpT6PMa0sCsMOf528Auvnz+B7Aev+96QlgL4CN/jJNBvAB5E0lH/ff07/6y/ofAF38eQyA\nPF/hqP/epvjLf6q/vMn+33X+v5P95RbNuSP/+S5/fsrYX62/HtUABkL+PAH5WVnlr8dUAF8DOAPA\n+/68Mv1ls/jPsUJ+XhL9dTD7f5TnOrhsynPt8v+ugzw51KX5cUD+zKv9Pw7UP/N2yM94KYByf3lr\n/OfVSZJEJE9CtUB+frP8Zcz2lzfVX/5cyJ9Div//NNQ/v0n+e5sI+RkJ104VfP46aetQB+A0SZJc\nYc6PGEhebXQ1gP8HeZPqnwE8IknSe357bwD3AOiFKNAuTb0iRcOq/HVX6m/yn+vw/4735+v1XzfF\nX9YM/7UT/b8z/H8r5yoapqQPuQWaHw/ktlHlr5cL8vQEZQ+2H/x2+Ot6GLIGDYY80XoQ5GHBNyVJ\nqvbf33jImnQzgFGQ9dgH+XPbC+BTyM9JTwCd/PVN8f9t8ZfZ5/9R2pdIw5TnSXmmaiE/N4pO1EB+\nXmr8x4B6jUmE/CxYUa9/SYhQ7VIuFAEa1l2SpNow5564s0TyfmGfov7LR8sIyF+KfU803xaGIH9o\nNsg3hiA/EIr4WeBf6QDIk6AdDgfKyspQWloKu90Op9MJm82GsrIyVFVVoba2Fm63Gy6XC7W1tair\nq4PD4UBNTQ2cTic8Hg98Ph98vvqpLpIkqasmTCYTEhMTkZaWhvT0dCQnJyM1NRVWqxWpqalIS0tD\nWloaLBYLsrKy0L59e2RlZemu6IpQFGFQ5whpsdvtqKysRFVVFaqrq1FeXo6qqio4HA44HA7U1tbC\nZrOhqqoKdrsdNpsNDocDLpdLvb9EpJ1zBKD+PickJCAhIQEpKSk4++yzkZCQgEOHDiE5ORnp6enI\nyMjAqaeeitTUVNhsNqSlpSE3Nxfp6elISUkJmNsQBSj3WW3TbrcbZWVlqK6uht1uR1VVFUpLS1FR\nUQGHw4Hq6mrU1NTA5XLB7XajtrYWTqcTLpcLdXV1qKurg9frDXiGAfn+xsXFIT4+HmazGYmJiUhM\nTERCQgKee+65z00m0yxJkg6e3Oo3DJI3h94EeX5aMCshvwTuBRApq5F8qP9SdPj/J8jtKR71jk4a\n/BOQAdawZkBxUAC5TSlOWgAnS8Pi4+ORnJyMlJQUWCwWpKamIj09HVarVf2dmJiIjIyMaNMw5UVD\n0a94tKKGvfzyy9tMJtOVkiTtDS7oCTlLJO+XdQhAuw0bNmDZsmXw+XxYunQpLrroIgAo9fl87SRJ\nwrRp05Ceno6srCzk5eWhQ4cOyMrKQkpKCqxWK6xWq/qhWyyWFmlAHo8HdrtdnVhXWlqK8vJyVFZW\nory8XL3pJSUlKCsrU4Xk6NGjIZOXwyFJEhITE5GUlISEhAS1PsnJyYiPj0dcXJz6Q0Tw+Xzwer3w\ner3weDxwuVyoqalBTU2N2oCMSE5ORnZ2Ntq1a4eMjAx06NABHTp0UI/l5OQgKysL2dnZsFqtyMzM\nREpKSsgS/Kbi8/ngdrvhdDpRVVWF4uJiHD16FMXFxer9raiogM1mg81mQ3V1tSoYirg05B4DQFpa\nGlJTU5GamoqUlBSYzWb1/ioPvVI/5T57PB61sXg8HjidTjgcDlWwGoLZbEZOTg7y8/ORk5MDq9WK\nrKwsZGRkICMjQ/1SyMzMREZGBjIzM9XzEhISGn1viUh9Zu12u/qM1NTUoKqqClVVVaipqYHdblcF\no6qqSr3vRUVFKCsrCwntEI7k5GQkJibCbDYjKSlJ/V8RaZPJpN5fSZJUcVfusdvtVr+Y3W43Dh06\nBABPS5J0baNvQAtCRI8AmH/o0CEsWrQI27Ztw9SpU/GPf/xDWQ6+wufz3cEaxhrGGtY2NIyIVMd2\n3759ALBWkqSQlYgn6izNBfDM999/j2nTpmH16tUwm82YOnUqNm7ciNNPPx2zZ8/G5s2bsW/fPowc\nORI7d+5U404YVTgpKUl9I1Eab3x8fMDDpFRS+VG8RpfLBafTCbfbrX44Rg9yfHw8srKykJOTg5yc\nHKSlpSErKwunnHIKsrOzkZmZiby8PFgsFvWtSXnQEhMTm91r93g86gOmPFh2ux3Hjx9HUVGR2nCP\nHz+OsrIylJeXq407eBl/cD2Ve6rUQ2msSoMFAhupIoZerxd1dXXqG6jL5VLfUkWYzWZkZ2erAqG8\n/aSkpAQ01KysLKSnp6s9PVlZWeobVFJSElJSUoLjIDUZIlLf9pRG6nK5UFFRgdLSUlX47XY7SkpK\ncOTIEfWNUfmi8nq9wmsoXzrKG4vyfCuNl/zxpRSxVkRDub9G+QPyF522l0y5n7m5ucjLy1O/6NPT\n02GxWGC1WpGTk4Ps7GykpKQgNTW12Z5hpd37naVdkiT1a5aMmxEiygRQ7vP50L9/f8ydOxcXXXQR\nlixZgk6dOmH58uUA4J09e7aJNaxxsIaxhkWjhgXp11FJkkJi8pzoVcYAwKpVq7B8+XKcc845AICr\nrroKr7/+Ov7+97+jrq5O7T784osvAAA2mw1FRUUoLy+Hw+FQP2DFQ1a8T6Wb2Gazwel0qh61tptS\n6Z5U3nYUr1H5MM1mMywWC9LS0tQuy/T0dKSlpSE7OxvZ2dnIyMhAdnY20tLSAt4Glcal9ebr6upU\nQSspKcGBAwfgdrtVgVNsQ4YMUcsZ3KWqWRqvvj0o4mkymVBdXQ2TyYThw4dj7ty5asP829/+htNP\nPz2gnpIkqX9ry+50OtWAk8ePH0dFRQWqqqpQUVGBiooKtavS4XDAZrPB7XbD4/Go91d7b5XGrXS3\nJyQkqF67cn8VsUpOTobVakW7du2Qn5+PvLw8ZGZmIjk5OeRNUOl21r6lKvdL+bumpgZEpA4NlJeX\nB3yxZGRkoF27djCbzWqaY8eOAQD2798fcJ+1PwUFBSHH0tLSYLVa0blzZyQlJQWUV/s5aX8D9UKl\nfCkowxrl5eUoKytT3zptNhtqa2vVL0Glq1i532azGRkZGepzqrwRKV9oyhCGMpyhlFd5Gwx3j5X7\n6XA44PV6YbVa8cwzz6C0tBRVVVWYNWsW7HY78vLy1Gc+GKMvkdTU1JBjSrv3kxNyQmQwDAC2bNmC\nvLw8NQRFYWEhzj//fMVZMkWzhinDPkr7V4Yujh8/DovFgqKiIjgcDnWYTdG8999/H3V1deqXXm1t\nbYDG5ebmAkBAmU0mE8xmM04//XQkJSXhnnvuwfjx45Geno7U1FSMGjUKSUlJ+O2335CTk4OCggL0\n798fqampaNeuHbKysgKepWjQMKWXTymX9vehQ4eQlJSkDnEqjq8ytOlwOPDDDz+oPVNaDfP5fAHx\n55R7rDiDJpMJe/fuVR1FxWFLS0tTfyclJanPR4cOHVRnIi8vD/n5+QE9RZGsYU6nE6WlpXC5XOjZ\nsydWr16NyspKlJaWokOHDti/fz8++eSTgB4r7TDc2WefrQ6/KT/a9mexWNTvAJPJhKeeeipEv4hI\nCp4reKLOUhcA2Lt3L26++Wb1YEFBgRpI0eVyaQN2AZDFtUePwCkAO3bsgNlsVn+UhyIxMVHt0tZ+\nsQWj/aIlIvXtwWQyBbxRKH8rjk98fDwKCgowZcoUlJWVoaysDC+//HKDulP9XXRhaYgXDdTHPdK+\nAWmCMmLt2rXq3+PHj0dKSkpIHlrKy8vVt9eEhARkZmYiNzcX8fHx8Pl86nFFkBWRU0Qv3Jet9u+4\nuDiUlpaqD2KXLl1ARCgpKQlwLhWR3bNnDzp16qTec0VwtfenW7duuvWprKxs0P0z+ryCndbgMetg\nRF3O+/fvVxuW9j7GxcUhPT0dmZmZiIuLQ05ODtasWYM+ffrAarXijDPOUBug9jnWdrfr/SjRzrXP\nr9IVX11dDa/Xiz59+gTcE219f/zxRwByhONrrrlGPa4EOBV9BiLCOUpASLsPKzYRgKpfAwcOVA92\n6tQJx44dU2OINVTDDh06pH6RaefxKJ958DBWMMozqfxWPmvl7Vz5klK+qGpra1FZWYk//vgDc+bM\nCdCwc845BzU1NcLnXPSZ790bMkUjLIrzpEShdjgc6i4CAPDxxx+H1O/VV1/VzW/48OHqsJu2F0GZ\ni9O/f3+kpKSovRrKHBOz2Rwwrye4jIr2JCcno7KyUu1ZUuZpWSwWdd5QXV0damtrYbfbcejQIeze\nvRs7duxQnQll/pHT6YTP58O3336rW5/evXsL75+ySwMg1jDlPmvPOXz4sDBvEb1790ZycrLqrCi/\nFSfHarXixhtvxLPPPouOHTuiT58+yMvLQ3JyMuLi4lSnUnE2ledZq//KM6rc58rKSiQmJqo9T5WV\nlWowZbvdjk2bNqkvGTabDZWVlaiurlZf1qZMmYK1a9fi4osvVusxZcoUAMC6det069qzZ09d2wcf\nfBD2eFCbVxZ1OLTnnKiz5AFkEdAG0nI6ncjMzAy5qNVqRXV1dZhsgPPPP18J9hXCBRdcICzEl19+\nqWs744wzhGmzs7NRUFCA9evrV2U2dNw5ElHENBxGjseAAQMM88/NzVXfKgGguLgYAALuXzBpaWmG\n+UYbSpezdquCYHJycjBt2jT1/z179qjbzugh6sVRHB49jBzAlmDZsmUoLCwMOFZdXd0gsYkA6oBQ\n/XK73UhPT1ed2IZq2CWXXILLLrssrO2bb77RLUTXrl2FhdyyZYuuTRkOnDNnTkAb1GyRFFXU1dXh\n2LFjau9wMGeddZZu2qeeesowfyJSv5u03HDDDcJ03333nWHe0Ybi0JSUlIS133jjjbj66qvV/xXH\nb8+ePbp5du/eXXjNIUOG6Nr+85//CNO2BA3UL0BeeRegXyc6I/EoAPTo0QM//fSTenDHjh3qTXO7\n3eo2FVpBYhgmNlEiJAdtTxO+C6p1OQaI9QtgDWOYtoSOfrULPu9EnaVPAeDSSy/FPffcg59//hmb\nNm3C6tWrMWPGDAByt5zSDS16C2cYJjaIj48PaPd+QsQmAvgCkId+fvnlF7z55ps4cOAAFi1ahCuu\nuEI9iTWMYdoOOvqVF3LeCeb7fwAeGTt2bPyiRYswdepUWK1WvP7662jXTtZGZQIvUD8nI9zEWb0h\nOIZhIpdFixZh2bJlIce17d5PHoCfQk5sRSRJqiCiNxISEi7duHEjbrrpJtx555244oorcO219ZEO\ntHWpq6sLmdwPiIehGYaJTL766itMnjw54JjJZAqnX7kI4oScJf+GrzMArJ0zZw7mzJmjNZcDyNI6\nR8GrwhiGiU2CX4oQRmwihBsB9D3jjDN6h5nseRuAe8PUhWGYGCZMm88KPueEAxRIkrSOiE4DsARy\nmPdhkLc7WQmgGIDqod11110oLCzEeeedp6ZXepTCvZ0qGE0aq6io0LVpd3QOR0JCAr7//vuAiWwN\nDb7166+/6tq0K0KCCV5FE0xGRgYAeWLn7Nmz1ePp6emGb7B6EyMBecKxiF69egntAHDw4EEsWLBA\n/d/hkOe8/c///I9uml27dgnzbN++va5NdB8BOZaNXpn0Ji4aXRNA2NVKCg2dsP7HH3/gpptuCkin\nlE2P48eP69qMnmXtKspglEnERUVFWLhwYchx0cpOf3BGXYInPJ9yyikAQu5hiNhEApIkFRPRIAA3\nAZgOeWpBVwAPSJL0JRHdC9TXZcOGDbj00kvV9Bs2bAAA/PnPfxZeZ8eOHbo2i8UiTCta9aQ8T4MG\nDUKHDh3U47///rswTwAYM2aMrk27YjIcX331la5NKe+IESPQuXPnkOPXXXedblrRyiUADQpyKULP\n6X388ceF6S688MJGXc9oQYdCuHIpozMtgWiStkJwmRqSRvnu0qMpK/jWrVsXUiZlFZzou8sokKXe\nCvMg/QpppI2K5iRJ0q8Argw+Hm4JMxCZQ25G4tBaBPXWRQQ33nhjaxchhEgsE4CAkBqRwqJFi07K\ndYLavdgjaEUkSXICuNv/ExZtXfRWvLU2ipMaSXTp0qW1i8AwjSJIv0I8qhbZpIeH3xim7WEkNtEE\naxjDtC2C2nxIvInmdpYoLi5Ojf/C4/4ME/sowUuD4j6FBreJDljDGKYNoUzuDtKvkDkQze0seZUI\n2oB4HgjDMLGDtt37EU+4ilwCNIydJYaJbXw+X4P0q7m9mbqEhAQ1IjY7SwwT+xARtO3eT7Q6Sx5t\nXdhZYpjYxuv1htOvFh+GY2eJYdogDRGbKMHNzhLDtB08Hk+DXvYatRpOgCsxMVFd7jly5EjdfddE\n4QGuvDJkoV0AS5cu1bUFReE8YbuIoHDoASibmobj1FNPFeZ75MgRXZtReUVlCt4MNJiGbp4ZDtGG\nkdu2bROmFYVqOHTokDCtsjfWiV7XKDyE6D4bLfUuKCjQtRl92WqXWgdjFD26qKhI1/buu+8K04pW\nLU2dOlWYVtk0W2Hs2LHQtns/0dqzFKBhyoaqwYhCAwBijXruueeEaUV7VTZ0w+5wiJbh7969W5h2\n48aNurbBgwcL04q2jDHaTkZkHz9+vDCtaJK+3oaqCsOGDdO1idqlUTgWkZaIrml03awscaSO/fv3\n69pE+xgaYaT1Ivr37y+0i/wAkfa99tprwnwnTZoUciyMfrX4ajhncnKyujko9ywxTOyj7O4etClw\ntK6GC9CwhsZgYxgmOvF4POH0K6QXorm9mdqkpCQ1KBQ7SwwT+/h8PmjbvR/9Ls/IJkDDmtITzTBM\n5OP1esPpV3Lwec3tzbiVHXwBdpYYpi3g8/mgbfd+QsQmSgjQMJPJ1MrFYRimJfF6veH0q8WH4QLG\n+3lyJMPEPj6fr0Fj/lFCgIZxzxLDxDZerzecfrX4MFxNWloanE4nPB4Pv5UxTBvA4/FA2+79ROsw\nXICGGS2SYBgmunG73eH0K8R5aW5nqVrZ/NNms7GzxDBtAI/HA2279xOtjT9Aw9hZYpjYxuVyNUi/\nmttZcig7+jocDnaWGKYN4PV6oW33fqK18QdomCg0B8Mw0Y/H4wmnXyFziJp7QL4yM1OORVdWVobi\n4mLdOAwVFRW6mdx1113CixQWFuraBgwYIEwrijVihChWRfv27XVtx44dE+ar3LNwlJaWCtOK4lXt\n3LlTmHbcuHFCuwhR/BNR3ChAXOavvvpKmPaCCy7Qtb399tu6th49egjzVRpLOIxiwYieKaNYSaJn\nKlx8Hy39+vXTtRnFbElLS9O1lZeXC9Oed955Af8nJSVB2+5POeUUIIzYRAkBGtapUydUVVWFnGQU\ne+v555/Xtf3lL38Rpl2/fr2uTRRnzAhRbLTDhw8L015++eW6tnD3R4v/eQiLUXynCRMm6NqWLVsm\nTCvCaD5tz549dW2LFy/WtY0ePVqY7yOPPKJrmzt3rjDt7bffLrS3BiNHjhTaRboqit0FiL8Xq6ur\ndW1GvcGPPfZYwP/t27cPp18hHUnN3bNU0q5dOwDA8ePHkZwcrQtiGIZpKEQEbbv3E61LYQM0jIfh\nGCa2KSsra5B+NfucJavVCkB+22ChYZjYh4igbfd+otVZCtAwHoZjmNimpqYmnH6F0NyCZlO6p+12\nO0e/ZZg2ABFB2+6jnAAN49ABDBPbOByOBulXs4cOUGaVV1dXc88Sw7QBiAjadh/lsIYxTBvCZrM1\nSL+a21kqy87OBiBPEk1KSmrm7BmGiTSICNp2H+UEaBg7SwwT21RUVITTL1/wec3tLFWZzWYkJSXx\nWxnDtCG07d5PiNhECQEaxlMJGCa2qampaZB+NfeAfDkAZGdno7i4GBkZGTjjjDPCnqh0e4XDaJ6A\nKDzA5MmThWk7deqka1u+fLkwrWiZpGiJpGjJLgB8+umnujbR0nJAvP/eueeeK0xbV1cntIsQLdPv\n0qWLMK1oOX2HDh0anVZ0XaO6Bm2ieEJpRfh8Yp+hY8eOujav1ytMKwpZIMoXAH7++Wddm6iNAKHL\nrokIQH279xOtzlKAhsXFxWHLli0hJxkttRc9M6LQAACwYcMGXZso5Mr8+fOF+f773//WtRmFVBG1\n92uvvVaY9qyzzhLaRaxbt67RaUXccccdQrso7IryvIdj3759wnxFaY1CvUQimzdvbrG8Rd+LF154\noa5NL1yRHsoImJF+NXfP0lFAjltQUlLCK0kYpg2gfAEo7d5PtDpLARomeqljGCb6OXr0KIAQ/Qp5\nK29uZ8kOoC4rKwvl5eUwmUzCng+GYWIDIoLS7v2Io3FGLgEaZjab+aWPYWIYu90Ot9sdrF8hQw3N\n6slIkkQAKjMyMtR4BTzmzzCxDxFB2+4BND5Ufivi17AqbV04uC7DxDaVlZXB+hXiLDVqzhIRDQXw\nJ/+/ZshbG5gArAZQY7Va21VWVsoXiI9v0hYjDMNEB1arFUq7RwQ7S0TUHsBUAGmQdSsOQBKAnQDW\nQNawHKUuKSkphlt6MAwTvSiBKTX6FbLH1Qk7S0R0NYCndcy3AziQnp6uzirnoG4ME/sosZY0q0nE\nG+q1EkTUGcA2ADk6p/wTQKW2LhwChWFim8rKymD9Clld0xhP5iYAeOaZZ1BZWQmXywVJknDaaadh\n+vTpZgCZKSkpcDqdICKYTNG6+TjDMA2FiKBt95IkiZfytR4zAeR8/fXX+Pzzz+H1euH1ekFEuO22\n25CQkDAPwFZtXTgECsPENg6HI1i/QpazNmbOkgsAXnrpJfz222/qBMiuXbuqdovFAiKC0+nkniWG\naSNo2z2AxsdbaFlcALBr1y6sXr0akiQhISEB3bp1U7SqDv4tT5S6cM8Sw8Q2drvdUL8a7ck4HA5c\nfPHFOHr0KDp27KiNfXQsLS2tEyCHEc/IyAgbL0Y08dvIwUpNTdW1GcWX+f3333Vtu3fvFqYdMmSI\nrk0UZ8loRaCoPhkZGcK0aWlpjcq3IeVq7HWNEF23KWUWlcmorqIeUKNYSU2hKT2vTUkrus9GizLC\ntU9JktT7b7PZkJKSEqnOEgBZv0aOHIlevXqhtrYWEyZM0MaPqtHWhYhC9oxyOBzC/EUxsoz2z9PM\nmwghKytL12YUV+3DDz/UtYnijAHi+EA1NTXCtEVFRbo2o7lgNptNaG8sLTUHzeheiOB5cYGInrnm\n3oPSZrMF61fInMvGOEsdAODYsWO48sorMWPGDDz66KOYMWMGbr31VgBor93B99RTTw2byffff9+I\nSzMM05qIvqy17T43NzdSQweo+vXQQw/h8OHDSExMxL333ovvv/8e8fHxKQDc2rrccsstYTMaNGjQ\nSSs0wzBNR+SAvfLKKwD09asxXQsWAOjbty+2bNmCRx99FO+88w5WrVql2LODhUaSpJCfp5/WmyPO\nMEyksmzZsrDt+aGHHgpwlhC5cZYsgByt94knnsAbb7yBl156CTk5Ofj666+Vc8wN0TAlmB3DMNHB\nCehXswzDpQLA+++/rx6wWq3abrF4pTurpqamScM1DMNEB9q27h+KiFRn6b8AlF5wlYyMDO2Qj5c1\njGHaDmH0K4QT6lkiIgmQ53C8+eabapfWiy++iMGDByunlWsvajQHhWGY6Ke6utpQbCKEboC8p5Uy\nl+b333/HF198gf79+yvnHGMNY5i2Qxj9koLPOdGeJQmAA0DKSy+9hMceewwpKSn45Zdf8MEHHyjn\n/JCWltZBuejMmTMxdOjQkIw4sjfDRB/z588P6ZUB5MnmBw8eBKCKTaTGOGT9cwAAIABJREFUDIkH\ngIMHD2Lu3Lno168fvvnmG9xxxx3KJs67ABzRCmefPn0wZcqUgExEC0UYholMCgsLwx7XTvD261dI\nR9IJOUuSJPmI6KG4uLg7N27ciK1bt8Jut2P48OGK8/MjgM8tFst4QJ6xznGWGKZtYLFYADT/SpVm\n5kkAc+fMmRM3ZswY7N69G08++STat2+v2P8KYIC2LhxniWFiG5vNFqxfTe5ZAoClAOySJN1zzjnn\naI+/BuBGALOUbuuampoWcZY0S3xDWL58uTCtKDzAAw88IEz71ltviQumg2gGPgAsWbJE1xb8Rssw\nkQgRQdvu0YSwJC2JJEk/ENF5AJ7q2LHjGZpQIz8CWCBJ0pdEdIa2LqKwII3BSA/mz5+vaxOFB7j+\n+uuF+YpCBxgh0txHH31UmPaNN95o9HUZ5mRgs9mC9SvEcTlhQZMkyQfgXiJ6HEAfyNsa/C5JUgkA\nEJE7PT0dJpMJ5eXlHJSSYdoI2nYPIGK7YyRJ+oKI+gLo6z/kBbDbv4kuANRq68ITvBkmtikvLw/W\nr5BItI32ZCRJsgH4OoyJJEmCxWKBzWZrUuBDhmGiA/8WAWq7R+TOWQKgvvTt1DF7tXUxm80ns2gM\nw5xkbDZbsH6F+EYt4cnEAUBiYiJcLhc7SwzThlDaPVpGW04W8UB9XXgxCsPENn7N0upXyMteSwha\nEgB1Uzp2lhim7aC0ewDR3B0jAfV14Z4lholtlO2LNPqVHHxOS3gyaYC8MsZut7OzxDBtAGXSstLu\n4Y+UHc0odeGNdBkmtlGcJZF+tYQnkwgAycnJcDgc7CwxTBtCafcAmncJ2cklGaivC4cOYJjYRgl3\nItKvlvBkMgHAbDbD7Xazs8QwbQil3SO6h+ECNIxX9DJMbOPXLKF+6QfPaCRE9A6AiSNGjIDJZMLm\nzZvx73//O+S8X3/9VTcPozkCBw4c0LWdf/75wrSirQuM4p/MmDFD16YXGRSA4dLjzMxMXdv27duF\naffs2aNrE8WUAuQtHxqL6F4tWLBAmFYUl+XBBx8Upr355psbdV2jWDCioZa6upA9FRuM1+sV2kWf\nn2avsrAMHz5c17Zzp95CLxnRM5eXlydM27Vr17DHk5OToW33kig4TwRDRCsALNbWZeHChQHndO/e\nXZiHMmE0HKeffrowrbL7eThEAT+Nbvfbb7+ta7vvvvuEaUWbBldUVAjThtvBQUEUNwrQf9YAeT+/\nxmJ0r7Zt26ZrGzhwoK5t9erVwnxF3yGiawLAgAEDhPbWwCgOoChG2WuvvdbovP2b3YaluLhYmG84\nzZUkCT6fT6hfLdazFKU6yTBME4iRdp8DxExdGIYxQHn5F7X5lnCWsgD5jVqSJMPeGoZhYgel3QOI\n5oafD9TXxefztXZ5GIZpQZSdRkT61WI9S3V1dTCbzSw0DNOGUNo95Mj+0UoWUF8Xo6FUhmGiGyWW\nmki/WsJZSgeA2tpaJCYmstAwTBtCafcAalu7LE0gC6ivi8fjae3yMAzTgihzVkX61azOEhElwb/k\nzul0Ijk5mYWGYdoQSrsH4GztsjSBTKC+Lk2Z4M8wTOTj1yyhfjV3z5JV+cPlciExMZGH4RimDaBM\njFTaPaJ7GC4NqK8Lv/AxTGyjxFIT6VdzBxBR13K6XC4kJSUhKSkJY8aMCTmxpKREN5O+ffvq2gCg\nffv2ujbRUsWG2EUsW7ZM17Z06VJd2yWXXCLMd9q0abo2o/JOnz5d19alSxdhWlG4AyNEaUX1MUrb\noUMHYdq///3vjbquUV2HDBmia5s4caIwrQij8AyiZa5GS7IPHTrUqDIBUHbWDkv//v2FacOtGDGb\nzejevbva7hGlw3D+3vFkoF7DKisrsXbt2oDzrrnmGmE+P/74o67t8OHDwrSisAO1tY2/rffff7+u\n7dZbbxWmFT3Hq1atEqatrq7WtT3++OPCtFOnTtW1ffzxx8K0IkaNGiW0P/HEE7q2jz76SNe2f/9+\nYb6itKJrAuL6ivIFgHvuuUdoF3HVVVfp2nr27ClMm5OTo2s788wzhWlFK9M6deqka9u1a5cw3/z8\nfN38RPrV3D1LakAhm82G1NRUXg3HMG0AJfis0u4B6AcEimzU3nGlLspWCAzDxCbKMJxIv5rbWUoG\n5BnldrsdVquVh+EYpg1gMpkC2j0A/ahxkU0GEKhhNTU1rV0mhmFakNTUVEP9am5nKRWoj66ZkZHB\nPUsM0waIi4sLaPcAxGOIkUsaEKhhomEkhmGiH4vFYqhfze0spQDA8ePHAQDZ2dncs8QwbQCTyRTQ\n7gHoT4qKbJKBQA2rrKxs1QIxDNOyWK1WQ/1qkdVwysTUrKwsdpYYpg1gMpkC2j2AslYtUONJBQI1\njJ0lholtUlNTDfWrRSZ4K+JitVp5GI5h2gBxcXEB7R7RO2cpBQjUMJ6zxDCxjcViMdSv5naWMoH6\ntzIehmOYtoG2ZynKh+ECesd5GI5hYp+0tDRD/WruOEvZgLz8DpC7tkpKSlBWFtojL4rPcOqppwov\ncuzYMV1b7969hWmVJc6N4eeff9a1zZgxQ9f25ptvCvNdsmSJrq1Hjx7CtKL6GMX4EcWrMkIUC2bo\n0KHCtHv37tW1ZWZmCtOKnG/RdUXXBOqXjoZDVFcj9uzZI7T/9NNPurYjR44I0xrF+hEhisElal8A\n0K5du5BjycnJAe0eQLR2x6QBgRpmMpmQm5sbcNKXX34pzGTjxo26tssvv1yY9q233mpQQYMRxaUB\nxJr72WefCdOOHDlS12YUs+jtt98W2kXMnDlT12bUppvC888/r2sbMGCArs2o7bjd+rFaRdc0uq4o\nXpsRRs/NwIEDdW3nnnuuMG04rVC47777xAUTsHv3bl1bQUGBMO2HH34Ycmz27NmG+tUiE7yVWeXp\n6encs8QwbQDtarj09HQgep2lTCBQwzjOEsPENhkZGYb61WJzlkwmE1JTU3mrAIZpA0iSFNDuEb2h\nA7KBQA3j0AEME9tkZGQY6leDh+GIKBvAaQAOS5L0BxFJAE4FUADggCRJvwJIB2ShycjIgCRJ7Cwx\nTBtAcZaUdg8goib6EJEJwEAALgC7JEkiIsoCcBbkTTO/lyTJDc0Eb6UuSvc8wzCxSWZmpqF+NchZ\nIqK5AB4GYAFQR0T/ADAKwAjNOZvhX3ZbXl6uLL9jZ4lh2gBxcXEB7R4RNMGbiHoBWA1A2YzqXSL6\nBcBCzWnHiWg+/L3j2rpwzxLDxDaZmZmG+mU4DEdEdwN4hogsW7duBYAEAIUARhw/fhwffvihsinn\nSAADAHm837/8Dl6vtxmqwjBMJCNJUkC7R4T0LBHREAA7AJz53//+V1lsMhHAQq/Xiy1btiiT7HMA\nvAa59zygLhw6gGFiG6vVaqhfQmeJiHoDuN3lcmH27NmYMGGCatuwYQMGDhyIf/7znxgwYAA++eQT\nADABcvRbJSAlT/BmmNhHkiS13QNwA4iUWdGPA0j6v//7P/Tp0wffffcdAFmjBg8ejDvvvBMzZszA\njTfeqJx/umLPysqC2+1GbW3IBuQMw8QIFosFycnJhvplNAzXBQB+/PFHWCwWNcCk2+3GDTfcgHfe\neQd9+/bFF198gfnz52P79u0A5CXPZ555Jmpra9UQ4sH4918Ji9GSadHy8k8//VSY1j95KyyiJfwA\nsHz5cl2bKHSAUb5nnnmmrm3WrFnCtN27d9e1TZ8+XZhWFGbBKJjomjVrdG1GS1GvvvpqXZvREuap\nU6fq2tauXatrM1pmn5iYqGurq6sTphVhdN34eP0maNQrK0prhCgMxrhx44Rpg++V8nkr7R7AMUmS\nIiUabQEAvPfee+jVq5f6XK9YsQLjxo3DihUr4HK50K9fP+zevRtnnnlmAlBfl6qqqrDhOw4fPiy8\n6ODBg3VtyqobPa677jpdm6iX65FHHhHmu2DBAl3bE088IUwrCg9g9EIs0oodO3YI0z755JO6tqaE\nJLjzzjuFdpH+zZs3T9d27bXXCvNdsWKFrm3x4sXCtKLrNiX4s1Fa0XWbgtF1Rd8jF154oa5NdI/D\nkZ+fD8BYv4yG4b4CgEGDBmHJkiVqLJqtW7fitNNOQ9++fQEAw4YNw4EDB+B0OgHIb2W5ublNik/D\nMEx0oIia0u4BND7oS/OzHgBeeOEFZGVlqRq2fv16zJ8/H4Ds/I0ZMyYgdpJSFyPHhmGY6MYfhNJQ\nv4SvppIkVRHRpQDeKCsrUwOzFRcXo0OHDtrzkJqaCrfbjfj4eLjdblgsFmRmZmLixIlh896yZUsj\nqsUwTGuSl5cX9nhdXZ3a7gFE0vKxvwG4CgC0GqYRRgByBF8lnpK2Lj169MArr7wSNuMRI0aEPc4w\nTGSi15sVpF/2cOc0JM5SLSCH/1eicWZmZgZE5fZ4PKiqqkJaWprau5SSkoJ33nkHkiSF/XnhhRdO\noIoMw0QCy5YtC2nLkydPDmj3kJfiRwpqyGSthqWnpwdsY1JcXKw6gg3VsEOHDp3MejAM00Saol9G\nE7wTAawD5L2fFK9swIAB2Lp1K+x22QH79NNP0a9fP8TFxanLbNPS0ngVCcO0AdLT0wPaPSKrZ0md\nnKLVsKFDh+KDDz4AIM/B/PjjjzFkyBAAYA1jmDZEGP1qVM/SaAD49ddf8fDDD2PHjh14+OGHYbVa\nMWvWLIwePRpLlizBZZddhltuuQUAUFJSAkDeEybcnnAMw8QWeXl5Ae0eERI2wM+NRIQ77rgDFRUV\nmDdvHmpqanDzzTfjlltuwe23346RI0diyJAh6NatGwAQaxjDtB3C6FfYiYpGy2mqACAnJwezZs3C\nlVdeiU6dOgEAVq5ciU2bNmHXrl347LPP1JVVStd2ZmYmzjjjDLzzzjthM/bvv8IwTBRx/fXXY+HC\nhQHHzGazOjnav1I1kmZFV0mSlDlq1CgMGTIE8fHxSElJwdChQ7Flyxa89dZbWLRoESZPnqycT5WV\nlRIg14WIwm7marQajmGYyKOwsDDkmHZI3q9fYbuTjSZ4f0FEL2RlZc3RTNTeBnnbAIwfPx7jx49X\njh8EUKCsgEtMTOSAlAzTRtC2ewCR1PD/CmDdBRdcYPb/fxhAZ0DenXzRokXac5cAKNTWpSlhIxiG\niXwSExMbpF+GgVokSbqKiB4B0AmABOAQgH2Q91CaBOCo/++NAFzKUlur1Yrc3FxlwlQI69ev172m\nUfyY0tJSXdv+/fuFaUXxnaZMmSJMu23bNl2bfxZ9WMLFadFyxRVX6NpefvllYdrzzz9f16ZMWmts\nuUTorXIEEPwFdEJplaCBegwdOlTXtnnz5kZdExDH/GiK028Ug0ZkN0rblHKJ4tuI4m8B8hwfLZmZ\nmdC2e2gmVbc2kiS9R0SdIL/gxQMoAlAK4A8AYyALYwGAdyVJOkpEf9fW5fPPP8drr70Wkq9RPJ3g\ne6TllFNOEaY966yzdG1FRUW6tjfffFOY77nnnqtrMwqRIIpptG7dOmFaUWw0/9CnLps2bdK1vfXW\nW8K0Ioxi8Yi0/u6779a1jR49Wpjvv/71L13btGnThGlPNH5Qc9GUGE4tdd1+/frp2t59990Tuk5G\nRkawfoWNedSgqHaSJP0A4Iegww4AAUvaiEidKJWent5qN5lhmJOHJEkB7R6RtRoOkiSVAHgvjCnc\nMUlbF+2KOYZhYo+0tLRg/QrbndyQ0AEnhNZD461OGCb2iYuLC34zi6RhuBNGWxdeDccwsU2YnqWw\n+tXszlJ1dbUapJKdJYaJfZSQIUq7B+Bp7TI1BW1duGeJYWIbpWdJo18np2fJZrPBYrFAkiQehmOY\nNoAkSQHtPtrR1kWJ6s0wTGySmpoarF9hRazZnSW73a5OduaeJYaJfSRJCmj30Y62LjZbJMXXZBim\nuUlJSQnWL3O485rdWXI4HOoKOO5ZYpjYR+mB0ax8TWrN8jQVbV2MVpQyDBPdpKamButXWGepQavh\nTgSn06nu7F1UVASPJ/z0hWPHjunmYTaHLatK9+7ddW1xcWL/zx/OvFFs3LhR1zZjxgxdm8lkEubb\ns2dPXdt5550nTPvpp5/q2vQ2PW1ouRpLnz59Gn1d0WcLiMNKiK5rVNeEhARdW1OGloyW94vqY9Qz\na/SsiygoKNC1+WON6JKUFOgLxcXFBbR7AOIMIhxtXXr16oX27duHnCNqs4A4dMDu3bsbXTbREn+j\n53T27Nm6tscff1yYVvTiKwpDAQBdu3bVtYnCJADyfn6twddff61rE92LnTt3tsg1mUAOHjzYbHkl\nJSUF61dYYW3uniXyeDzqFwD3LDFM20Db7gHoe55RgLYuHFiXYWKb+Pj4YP0K26PS7MNwdXV16ls6\nO0sME/tIkhTQ7qEjNtGCti56PeMMw8QGCQkJwfqVGu685naWJHaWGKbt0RCxiRbYWWKYtkMYZ+nk\n9CzxMBzDtC0kSQruxo7qXbJ5GI5h2g4JCQnB+hV2T7Rmd5aIqEkTTxmGiT6C2n1ma5alqWjrwuFP\nGCb2aYh+tYhXEwuB6RiGOTE07T6qnSWANYxh2hpG+tXsoQO0iLYKyMnJ0bUZLV0WLVUdNmyYMK0/\nnHlYjIYN7733Xl1bly5ddG2bN28W5ivabdoognBubq6uzWgX8pEjRwrtIkQhDUQ7owPiJbLvvPOO\nMK0oHILoukbLck877TRdW8eOHYVpRXz88cdCe3Fxsa7NaKuNMWPG6Nq2bt0qTBtuObzCgQMHhGmH\nDBkitCMGnCUFvaXtotAAAOByhd24HAAwYcIEYdp169bp2kRBMo0cvB49eujajHa8nzlzpq5t1apV\nwrSbNm3StRk94yKNuuqqq4RpRXr+4osvCtP26tWrUdcVhWcAgKNHjzbqmgAwZ84cXZtRmxWFmDFC\nVF+jEBrZ2dm6tjVr1gjTjhgxQtdWUlKiazN6lt9++22hHTrTCFqkZ4nnKjFM20PT7qN6zhLAGsYw\nbQ1Nm08jopA3j2Z3liRJ4nF+hmljBLX7sGITLWjrwsNxDBP7BOmXGYA1+JwWcZYUD42FhmFiHyIK\n3jg7rNhEC6xhDNN28Pl8wfoFAFnB5zW3s+SLi4vjniWGaWOEafchYhMlkLYu7CwxTGzj8/nC6VdI\nrKVmd5aU0OEACw3DtBW07d5PtEbxDtAwDoPCMLGNEmMpSL9CYi01txLUJSYmqitFWGgYpm2gbfd+\nwgZ2iwI82rqINjpmGCb6cblc4fQrZEVvc3szzpSUFHW5e0vtas8wTGShbfd+ojV8gEtbF7PZ3MrF\nYRimJXE4HOH0K+Rlr7lfmxypqalZSiyQvn376m4XIIopsXfvXuFFxo0bp2urq6sTpm1Kb5coXlJh\nYaGuTRTTBgB69+6taxPFRgHE9bnggguEaa+77jqhXcQPP/yga1u8eLEwbf/+/XVty5YtE6YVlXnn\nzp2NuiYAXHLJJbq2JUuWCNOK2LNnj9BeUFDQ6LwffPDBRqcVxQXr3r27MO327dsD/u/Xrx9SU1OD\nYwBFa8+SMzU1NV2py5o1a/Dbb7+FnGQ0xUCkUSKtAFoubEFGhv5H8tFHHwnTijT5rbfeEqZtQFwb\nXUQxfp599llhWtF9fOGFF4RpRTHMRPsFLl26VJjvM888o2vT7E12wtc1iuUnirNk9CwPHDhQ1/bz\nzz8L09rtdl3b3XffLUwrKtd///tfXdsTTzwhzHfQoEEB/3s8nnD61eI9SzUWi0W9KM9ZYpjYx+v1\nQtvu/URrz5JNWxdREFuGYaIfp9MZTr8swec1t7NUZrVaUVNTA6/Xy84Sw7QBvF4vtO3eT4jYRAnV\n2rpYrVEbAYFhmAZgs9kapF/N7SxVK29iDoeDnSWGaQN4vV5o272faHWWqrR14Z4lholttO1co18h\nb0kNmrNERO0BPAJgNIDjACogd7PH+3/iACQBcCQlJQEAamtreXIkw7QBiAjadp+WlgZEUFBKIooD\ncBOAGwGYABQDcAHIBSBB1rBEAAcAuLR1MdqnkmGY6MbtdofTr5BpBIbOEhH1B/AegPb+SL3CYHMp\nKSkAZA+NhYZhYh+fzxfQ7v1ExJwlIkoG8CqAi/z/Q5KkDjqnt4N/NRwg18ViidYOMoZhGkJtbW04\n/QrZ31I4DEdEZgDrALT//PPP0alTJ3WX6BtuuAE9evRAly5d0LlzZ0yfPh1AvbPkdDp5GI5h2gBe\nrzeg3fuJlM10lwK4qKKiAhdeeCGefPJJAPLqoW7duqFbt27o1KkTOnfujCNHjgBAorYuyt8Mw8Qm\nWmdJo1/JwecZ9Sx1AtDljz/+wKxZs1BWVqY6QG63GzfeeCNmzpwJSZLUiZDK7/LycnTs2LE56hIx\nRKLz15QyiZbWRmJdm4LRcuy2tst8c9ZXOxG6vLxcORwiNq3ECAC44oorsGfPHkyYMAGAvEy7U6dO\nWLNmDUwmE1JSUtRpA9q6ZGWF70hvyv1rrWettcrcUvVtSY1qjTIbXTPWNLkp9WnOe2G325GdnQ0g\nQL9C4jgYTfAuBlDdsWNH7Nu3D4mJiWpcn5KSEmzduhVTp07FzJkz8eOPPwKAKi6VlZUx9+EyDBOK\nx+MJaPd+xEFjTh6/AsCGDRswceLEAP1yuVy45pprMGnSJDz//PNqAm1d0tMjpYOMYZiWoKqqKpx+\nhUy4FvYsSZJkI6IrAawnIrhcLnXWeFFREcrLy/HPf/4Tv/32G6ZPn45ffvlFFZfq6mpYLBbdMf+D\nBw82rmYMw7QaeoFOlRgl1dXVyqFIWd1xC4D/ZzKZUF5ejpycHACyfu3duxe33HILevTogUsvvRT9\n+vXD0KFDAzTs1ltvxa233ho2Y34ZZJjo4pNPPgl7XAkerNGvRoUO+BoAKioqkJOTowrE4sWL8e67\n72LAgAG45JJL4PF4UF1drXZhV1dX4/XXX4ckSWF/Hn744ROsJsMwrc2yZctC2vLMmTMD2r2fiJgZ\nLUlSKYDPAaCsrAy5ubkAZKdv8+bNmDZtGvr164eLL74YX331FQA0WMMYhokumqJfDQkdcBcgbyOS\nnFw/DWHSpEnq3y6XC5WVlUhKSlL3gysvL0fnzp0bWSWGYaKFqqqqcHOWIsJZIqI+AP4EBGpY8HZL\nRUVFql5p68IaxjCxjY5+JQWfZ7QaLg/AvLq6Onz33XcoKSlRu7Euu+wyfPbZZzh27BjmzZuH0aNH\nIzExEampqUhISAgoAMMwsUtFRUVAu/cTIjatxH2AvG+g3W7Hxo0bUVNTg5deegmFhYUoKyvD6tWr\nsX79ekycOBEAWMMYpg2ho18hcy6NepbaAXL39aZNm3DxxRfj888/xwUXXIB58+bhtttuw++//44L\nL7wQ//rXv9REVqsVlZWVOPvss1FcXBw246AdfhmGiQJGjBiBb775JuCY0lujtHs/kTLBuwMAvP/+\n++jbty+KiopQUVGBP//5z1i0aBHOOuss9OrVC2vWrEFeXh4AbAMwUKlLZmZEhItiGKYZ2LJlS8hG\nup06dQIQol8hvpGRs/QTgPfat28/4amnngowDBs2DJ9//nnw+esBTM7IyODVcAzTRlB2Q1favZ8G\n7Q5wElgJ4NVwk7Sfe+654ENHAMwH8KVSF+5ZYpjYRpmnFKRfpuDzDL0ZIkoHcBWAXpCH7XZC3iqg\nG4DJAL4H0B7A0wA2Ayjv378/unTpgtWrV4cTJABQ452Ew8jJcrvdurY33nhDmNYfyrxR1x03blyj\n0rpcLmG+GzZs0LUpQwN6KHPEwmEUQb22tlbXZhTzY8CAAbq2nTt3CtOK8o6PF3/HKl/M4WhKDBPR\nvdJsrnjCGKVNSNDvgPH5fMK0TXkZEd1n7dzEcChbA2jLkZ2dDaXdr1+/HgBskiTpN7aTBBFJACYA\n+B/IK/QOASgHQAAuBXAQQF8AawA84U+matgbb7yB//3f/w3J9/HHH2+xMt9xxx26Ns0E1BCMnnFR\nmZvyLC1evFhoX7FiRaPzFmFUZpG9rq5OmFakqy0VK6kl4yw1JW5UU8rc2HybwomWKSMjAxUVFcH6\n5ZIkKUDoDN/+JEmqBqC3dC2gVRNRPCB3Z1VVVcFsNkOSpDYX8I9h2hJK+1bavZ+IGIaTJIkA/Mf/\nE8xTwQeCNSw5OZk1jGFimJqaGgDG+tWQ0AENRpIkDwBHenq6+gYkenNmGCY2ICJo2z0ixFk6Ufwa\n5tTWhfe4ZJjYxev1wmazBetXiG/UrM6SH1tqaqoapI6dJYaJfYgI2naPltGWk4VdWxd2lhgmtrHZ\nbMH6FUJLCFoNO0sM07YI4yxFMwEaFjxHi2GY2KKmpqZVnKXKzMxMlJWVgYj4rYxh2gA+nw/adh/l\nBGiYsiM5wzCxiRImRKNfISLWEs5SWVZWFtxuN5xOJztLDNMGICJo2z3CiE0UEaBhRqsDGYaJbsrK\nygz1qyVioVRlZGQAkCNjnnrqqcjOzg45adeuXboZbNu2TXiBI0eO6Nq6dOnSwGKGYvRGPH/+fF3b\n9OnTdW1Dhw5t9HUXLlwoTNunTx9dm15AUAXRkl+jZZ3bt2/XtfXv31+YdseOHbo20X0ExKEhRNc1\nCmcQjTHBRGXetGmTMK2yy3Y49DbLFUFE0Lb7lJSUaHaWKrV1KSoqwtatWwNOMArpMWzYMF1bz549\nhWmNnlU9mtJmH3vsMWHaF154oUWu+/XXXwvTBm9Lo2XUqFHCtCJdNZoeIgr5IQq78fvvvwvzFW2f\nYxRmRBTOoCVpqZ5io3xvuOEGXVtZWZmu7bXXXjvhslRVVQXrV0jclpboWSr2R8JFcXExzOZI2Xyc\nYZiWwufzQdvuEd09SyXauoR72WMYJnYoKSkJ1q8Qz7UlnKUjp5xyivzHkSPsLDFMG8Dn80Hb7hFG\nbKKIP7R1adeuXSsXh2GYluTIkSPB+nVS5iypb2WlpaWGEZkZhol+tD1LpaWlQHT3LBVp68JbnjBM\nbFNcXGyoXy3hLFUp4lJVVdVq46wMw5w8iAjadh/lVGrrYrFYWrk7skQbAAAgAElEQVQ4DMO0JNp9\nIP36dVKcpVpl9YjT6URcXDTHpmMYpiEQEbTtHoB4Y7vIxqWtC6/oZZjYRrvqVU+/WsKT8SjzlNxu\nNztLDNNG0LZ7RLmzpK0Lz7tkmNjG5XIF69dJ6VnyxMXFITk5GTabjZ0lhmkDEBG07T7KcWrrwnGW\nGCa2cTgcwfoVEg+jJWZfewDAYrHAbrcjKSkJ3bp1Czmpffv2uhkYxcDo0aOHrq2urk6YtinO27hx\n43RthYWFura9e/cK87366qt1bUbxXERzwoximPTr10/XZhQ7RRQLRhRXBRDHQ1q2bJkw7VlnndWo\n64rqCgCXXHKJrm3JkiXCtCKef/55oV0UF0zZDVuPzz//XNdmFMNEdN2OHTsK04abw5OcnIyMjAy1\n3SOM2EQRtQC0dcG3334bcIJR+/B4PLo2UXwzoOXi2jzxxBO6tg8//FCYduDAgbq2efPmCdOuWLFC\nXDABV111la7N5xN3Xoruo9FcWtF3kOizNdIvUVqj7z1RfTdv3ixMK4pJZfQsi2Jw/fLLL8K0osUR\nU6dOFaYVsX//fl3bsWPHhGnD6WpBQQEACPWrxbp9EhMT4Xa7ozLYH8MwJ4Yi5Eq7R3Q7SwTU14WH\n4RgmtvFrlla/QmgJZ0lSLlpbW9sC2TMME2kob/Gadh/NzlIcUF8X3kiXYWIbZURKpF8t4SyZAHmy\nJ/csMUzbQOlZUtp9lCMB9XXhniWGiW0UZ0mjXyfFWYoD5PFXo/lDDMPEBkrPkqbdR/Nbkgmor4vR\nXBKGYaIbZS6ZSL9awllKAeQJdEYbAzIME1vESLs3A/V14cC6DBPbKJol0q+WcJaSAHlnZo/Hw8Nw\nDNMGUHqWlHaPFlw8chKIA+rrwls2MUxsozhIIv1qCRVIBAI9tLKyspCT/PuvhOXQoUPCC3z11Ve6\ntg4dOgjTpqamCu0iREu1lU34wpGZmSnM99NPP9W1fffdd8K03bt317W98847wrSiZa5GTq4oBINo\nGb7RdY2W3orsl112ma5NFNoBAE4//XRdW1PCTWRlZTXabjRXZubMmbo20bMKiNtJenq6MO1pp52m\na9O0+2h+SwroHY+Pj0fv3r0DTsjOzhZm0KtXL13b6NGjhWn37dunazMKJyHioosu0rWJlmIDQFFR\nka7tuuuuE6YV1VcUggQAZs+erWtbunSpMK0odICRvh0+fFjXJtIgI50RlVl0TQC46667dG0///yz\nMK0Io1AVos++vLxcmFY0Feehhx4SphU9ryIfobq6Wpjvtm3bQo4pUfo1+hUi+i3es8QwTNtB0+6j\neewqGaivCw/DMUxso/gqIv1qCWcpEZDfxn0+Hw/DMUwbQmn3iO6epSSgvi68CwHDxDbKal6RfrWE\nCiQDxt2cDMPEHjHS7lOAmKkLwzAGKEORojZvOGeJiAoAXAKgE4DDAN6UJOkQEZ0OYC6AAgCHADwn\nSdJPAMQTHhiGYU4SRJQMYDqAQQAcAD4C8Alkh+hqAEOB/9/eeYdJUWUP+63J3TM9GRgyiAK6Ioig\nJAVBBFFE1szKihHj6hrWb1lZww/ZRdcsYFhFF0XXBAIGDCNiQhBUMLEG0CEMYXIOPef7o7qK6p7u\n2zgzPYn7Pk8/M923TtW5t+49deuGc6gCVgCvGIZRh29kSaPRaCxCdpZExABuAu4OSJonIluAwFWe\nfxaRWUBnMIe19C4SjebgojW1exE5BlgGOIPd/T9gO5AIOHdeTAc+FJHTfWmtKi8ajSZyWFPtqjav\nmob7E3B3XV0dzz77LNdeey1Lliyxhqv61dbW8uijj3L22WfzyCOPWKve5wL9AXvLbaSCQmo0mtaH\nY6t9i+7uEJGewPtAt6+++oobb7yROXPmWDtzuwFp69evZ/r06Vx77bVs374d4HjgESAV9udFO9fV\naNo3VgdJZb9UnaXLAKZPn87zzz/P4MGDmTdvHk8++SQA119/PStWrOAPf/gD2dnZ3HrrrZac7ixp\nNAcpraWzBJwHeJYvX87UqVPp06cPOTk5dqTzjz/+mDPOOIMJEybQq1cvTjzxRKqqqgD+APSB/Xlp\nB042NRqNggPpLKnGmAsAbrzxRgYNGkRUVBQ//fQTP/74I3v37mXZsmX8+OOPJCQkMHr0aA499FDm\nzp1LdHR0OuAXUymYTxKXyxXywmVlZcqMjRs3LmRauLfAxuxsGTp0aMg0lX8Na6V9KM4888yQaSNG\njFDKqvLTsWNHpeyVV16pTFdxxhlnhEx74YUXlLKDBg0KmdYYP0sqny2qa4LaN1Sgj53fQjAfY048\nHk/ItHA+dZYuXdognUDtWyWcn5Jvv/223m/R0dEMGTLE2e6rGqxc01AAMHDgQNatW0dmZiZbtmxh\n7NixAMybN48FCxYwZcoUwOw8rVy50mqLh8J+G1ZZWVkvz+EWfycmJoZMe/DBB5WykXrBXLJkSci0\n9957Tynr60gGZc6cOUrZxx57TK2Ygl27doVMe+KJJ5SyqnIMp3OPHj1Cpqlc4oTz/aSyX+HC6qiu\n+/777ytlX3755ZBp4eqyyidbUVGRUjYlJSVk2syZM5WyKlT3NpyfuCFDhtT7zbLDKvul6izdDrw7\nePBgALKzs3n88cd555132Lx5M8cee6wdjTstLQ2Px0Nubi5du3YFoLS0lKSkJKKiooI+tLdt26bM\nkEajaX1YnY1QWO0eUL/xRJ4lwIKePXtGg+kE97LLLuOiiy4CTMd0zz//vH3w7373O3744Qfraxrs\nz0tqampQ46xdCmg0bYvs7Gxlusp+qVp7HZhuwGfNmsXMmTNZunQpAwcOpLq6up6hqKurw+12298r\nKipwu9388MMPGIZR7/PAAw8ceA41Gk2r4Pbbbw/anvv27Qvsb/eYO89akhrMhdxkZ2czZMgQJk6c\nyJ133glQz4YF2C8XhLdheomBRtO2aIz9Uo0sXWedfPPmzXzxxRd2qJDu3buzdetW+8Di4mKKi4tJ\nTU21f6usrCQ+Pl45fKvRaNoHVrgAq93T8tNwpwI9v/nmGy644ALeeOMNv6lYy4ZZU6xbtmzhmGOO\nsZITQdswjeZg4UDsl2pkaSCY609uu+02du7cyddff011dTVHHHEERUVFfPDBB4gI8+bN4/TTT7fn\nPkWEkpISPB5Po2IZaTSatkFKSopfuwdauuEPAnjllVe48MILSUlJYfPmzezbtw+AyZMn88ADDyAi\nbNy4kTVr1nDyySdbsi5twzSag4cDsV+qkaVoMBe6nXfeeaSmphIdHc2kSZO47bbbWLx4MX/84x8p\nLi6mb9++PPfcc7ZgeXk5tbW1pKWlMXjwYHbv3l3v5OXlLT1Kr9FofisnnHACa9eurfd7amqqX7sH\nCptdOX+iATIzM/nHP/7Bm2++SWJiIjU1NXz22WfcdNNNXHLJJWRmZuJ2u5k/f741cv4BMNqZl8LC\n+lnR3r01mrbHmjVrgi7wHjJkSFj7peosvQZcE2SXxC6g8/Dhw9myZQslJSUkJydbxmMTcFRBQQFg\nLvzW8/oaTfsnJiYGZ7un5TtLK4BZV111FVdddZXz943AYI/Hw4svvkhJSQkul8vaLlwN3AFkO/MS\nrLOk0WjaD8nJyWHtl6qzdAvmNN0kQDC34hrAv4FDgNSoqKiLUlJS1gOHAQ8B3wMvWNsJU1JSKCoq\n8lvfZLFnz56QF96wYYMyY6+88krItJ49eyplVVu1w/HGG2+ETDvrrLNCpg0bNkx5XlV+Vq9erZQd\nMGBAyLRgI3pOVFvtw6HqBB999NENvu55552nlP3iiy8adN1webXmrIPRGD87l1xyiTJdtV04nMsJ\nVZ1btWqVUjY9PT1kmrXYMRTWLtjA33755RfA3i7coj0MwzDWisgFwI1AJ2AfUAk8C2wFNgMXezye\n7cAIYCnwV3wBNJ02LCYmhuOOO87v/B06dFBef+TIkSHTLr30UqWsqo6Hc+ugwtoJGIxHHnlEKbto\n0aKQaQ4fe0GxfFsF49NPP1XK9u/fP2RadHS9wPAHTLiRQZULGpVX919//VV5XlV7D+f2pjH5VRFu\nQOOaa65psKyKu+66q8HXzc/PD5kWzo1CMI477ji/Ns9v6SwZhlEOXK26gIhc4TtHtWEYdSIyA/b7\nlklLS1P6htBoNO0DwzD82j0+P0ctiWEYzwHPBUl6GEBE7gTiADEMo9r32xjwt2E7duxoDnU1Gk0L\nkZGREdZ+NcpRiGEYtYZhVPqCTwKkw/5eX2Zmpg4VoNEcBERFRfm1e8yRnFaNYRhiGEaV1VHykQb+\nNiyc4z2NRtO2SU9PD2u/mtqrmnkV346T9PR0HSpAozkIMAzDr93TCkaWGkgK+Nuwxkx9aTSa1k+H\nDh3C2q+m7ix1ANNbLpjhNvTIkkbT/omKivJr94B6wVzrJR38bZhqfYRGo2n7ZGZmhrVfTd1ZSgdz\nvt/lcuFyufSaJY3mIMBas2S1e0AdFK/1kgn+NkyPLGk07Zv09PSw9qupO0uJYAY/7NSpExB+hb9G\no2n7REVF+bV7IPR219ZNB/C3YXpkSaNp33Tp0iWs/WrqzpILTEPTpUsXwIzBpNFo2jdWZ8lq98DO\nltSnEaSDvw2z1jJoNJr2h2EYdOrUKaz9UvlZagjJAIWFhXTt2pW6ujp69+4d9MCsrKyQJ1H5ogA4\n9NBDQ6aFG8lqTKTwCRMmhEy74447QqZ99913yvNedtllIdNOO+00pazK90Y4HybOWFmBhPNDovJb\ntHHjxgZf9/bbb1fKDh48uEHXVV0T4Nxzzw2ZNnv2bKWsiqeeekqZrvILFi7MxocffhgyLZz/E9V1\nu3XrppRNTEz0+x4dHU1mZqbd7oFywzDaakA1PxtWWlrKRx99VO+gcO1Dtfxg1qxZStlIOfKdP39+\nyLR33nlHKatqdyp/OBDen46Kiy++OGRauM1DqnIM57Ooof6QwtkvlWy4554qv+F8C40bNy5kWri6\n/PDDD4dM27Jli1LW57MoKCr/W+H4+eefQ6bt3Kl+Twu0q4mJiURHRzvtV1kw+9XUI0spYC6OzMjI\n0N67NZqDAMtJn9Xuabs74SDAhukpOI2mfWM56A1nvyKyZikvL4/MzMywHog1Gk3bx+osWe2eNuBj\nSYEH9ufF2iGj0WjaJ1ZUj3D2q6k7Swl1dXVUVFSQlJSkR5Y0moOA6OhonO2eIBG72xCJzryUlpa2\ntD4ajSaCuFyuA7JfTd1ZirGGrXUQXY3m4CAmJgZnu6flg+g2hkRnXnQQXY2mfZOamnpA9qvJO0u5\nubmAuYBbT8NpNO2f2NhYnO2etrsTDiDemZddu3a1sDoajSaSZGZmHpD9itjIkl6zpNEcHDhHlnxz\n/m15oU+0My/abYBG077xeDwHFNeyqV0HGGVlZYC5HS8+Pt5e/BmIagt/KBkLt9sdMq2yslIpG27L\naEMZNmxYyDSVvgDx8fEh08JNZaq2m/br108pe8455yjTVTRGZ9V1jzjiCKXs2WefHTItISGhQXIA\n//3vf0OmOXxvBOXKK68MmRZuZELljiKS62VUu7zCbWEO1Ku2thZnuwfa8kKfaGdeQt2DcHXc2mHT\nENlIoXp5fe+995Sy1pt3Q2hMflVbxFevXt3g84ZDpfMHH3wQMu37779XnlclG66cVLInnniiUvbx\nxx8PmTZz5kyl7OGHHx4ybeXKlUpZ3xqgoKxatUopq6JHjx4h03w72kIS6HqoZ8+eB2S/mnpkybB8\nGHg8Hr1mSaM5CIiJicHZ7mnjnSVnXvQCb42mfZOQkBBov8qCHdfUnaXAi2o0mnZOdHR0YLtvy7vh\n/F74dFw4jaZ9E6Sz1CwjS/abmGr4TaPRtB9iYmIC2315iyrUOAxnXvTIkkbTvklISAi0XxXBjmvy\nzlJRUREAycnJehpOozkIiImJ8Wv3tO3Okl9e9MiSRtO+cblcgfYraKimiIwsqRZ2azSa9kVUVFRg\nu1cHaGzlOPOiR5Y0mvZNXFxcoP0KOsrT5J2lioqKsLu/NBpN+yE6Ojqw3asjc7ZynHkpL2/Tg2Qa\njSYMcXFxgfYr6LbRJh/+KS4uthd3//rrryGjLKsWgAdGNQ+kuro6ZJoqqjOot882hsmTJ4dMq6pS\nB2BX6RwusrYqYnT37t2Vsn//+9+V6SpUUdXDobquyqUEqF0LqMoqXF5V7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Q5S+b3Jzc1V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\nMMM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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "G = nx.read_gml('lesmis.gml')\n", "A = nx.to_numpy_matrix(G, dtype=int)\n", "A = np.asarray(A)\n", "\n", "plotDist(A)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Jq9Ua0GAzMzORmpqK1NRUpKenIzMzU+9NJSYmwmq1BvhpaQlI6j0/rbG6XC5U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\nKGbPni29hN58803k5ORg0KBB2LRpE667TvYFM2nQiqQ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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Task 2 - Node Reordering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Without special preprocess procidures graph adjacency matrix can look very noisy and hide network's structure (just look at the matrices above). Offcourse usually you don't know the structure itself (communities, groups of closelly connected nodes, etc.) unless it is given, however there are some procedures of node reordering that provides a better view of the network's adjacency matrix.\n", "\n", "*[Reverse Cuthill-McKee](http://en.wikipedia.org/wiki/Cuthill%E2%80%93McKee_algorithm)* finds permutation of the nodes that minimizes the **bandwidth** of the matrix, which is calculated as:\n", "$$ \\theta = \\max_{a_{ij} > 0}|i-j|$$\n", "Unformally, this algorithm puts some *mass* on the diagonal of adjacency matrix.\n", "\n", "Run this reordering with *nx.utils.reverse_cuthill_mckee_ordering(G)* and compare with the results above" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Put your code here\n", "#\n", "#\n", "G = nx.karate_club_graph()\n", "\n", "# run procedure\n", "cm = nx.utils.reverse_cuthill_mckee_ordering(G)\n", "# get permutation\n", "l = [n for n in cm]\n", "l\n", "\n", "A = nx.to_numpy_matrix(G)\n", "A = np.asarray(A)\n", "# apply reordering\n", "A = A[np.ix_(l,l)]\n", "\n", "plotDist(A)\n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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2orq6GkePHlUMt7q6Gna7HTU1NYpxu91uDB8+HFdeeSWam5uxcuVKbN68Wamn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CkkLTX9HASh1kJyGkl+++23DAoK4p49e5wV6FvtP/v37+fUqVM5Z84cXekOHTrE1atX85dffuGE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"text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "\n", "Task 3 - Assortative Mixing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this task you should download some data, convert it to network and calculate assortative mixing coefficient. Particularly, download [*characters*](https://www.dropbox.com/s/cmenu2mo20ow9ep/characters.csv?dl=0) and [*events*](https://www.dropbox.com/s/rgooboda819cvuk/events.csv?dl=0) datasets.\n", "\n", "The first dataset provides information on characters of the Game Of Thrones universe. The second one -- describes some events that have occured with them during the story. We are interested in **killing** events since they can be considered as binary relations and consequently -- graphs. \n", "The attribute wrt which we are going to compute assortative mixing is called \"Team\".\n", "\n", "We will explore datasets with *pandas* module. The list of usefull functions:\n", "* read_csv()\n", "* characters.head()\n", "* dropna\n", "* set_index('characterID')['Team'].to_dict()\n", "* events[events['event'] == 'killed']" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Put your code here\n", "#\n", "#\n", "events = pd.read_csv('events.csv')\n", "characters = pd.read_csv('characters.csv')\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "characters.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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characterIDNameTeamisDeadisCapturedisHurttitleprefix
0 2 Addam Marbrand Lannister 0 0 0 knight Ser
1 1894 Adrack Humble Greyjoy 0 0 0 NaN NaN
2 7 Aegon Frey (Jinglebell) Frey (North) 0 0 0 NaN NaN
3 8 Aegon I Targaryen Targaryen 1 0 0 King of the Seven Kingdoms King
4 12 Aegon Targaryen Targaryen 1 0 0 prince Prince
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5 rows \u00d7 8 columns

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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 36, "text": [ " characterID Name Team isDead isCaptured \\\n", "0 2 Addam Marbrand Lannister 0 0 \n", "1 1894 Adrack Humble Greyjoy 0 0 \n", "2 7 Aegon Frey (Jinglebell) Frey (North) 0 0 \n", "3 8 Aegon I Targaryen Targaryen 1 0 \n", "4 12 Aegon Targaryen Targaryen 1 0 \n", "\n", " isHurt title prefix \n", "0 0 knight Ser \n", "1 0 NaN NaN \n", "2 0 NaN NaN \n", "3 0 King of the Seven Kingdoms King \n", "4 0 prince Prince \n", "\n", "[5 rows x 8 columns]" ] } ], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "kill_events = events[events['event'] == 'killed']\n", "kill_events = pd.DataFrame(kill_events, index = None, columns=['characterID', 'event', 'withID'])\n", "kill_events = kill_events.dropna()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "kill_events.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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characterIDeventwithID
7 1808 killed 2068
9 1825 killed 1808
25 557 killed 456
289 1186 killed 1528
518 755 killed 629
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5 rows \u00d7 3 columns

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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 31, "text": [ " characterID event withID\n", "7 1808 killed 2068\n", "9 1825 killed 1808\n", "25 557 killed 456\n", "289 1186 killed 1528\n", "518 755 killed 629\n", "\n", "[5 rows x 3 columns]" ] } ], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "G = nx.DiGraph()\n", "\n", "for row, data in kill_events.iterrows():\n", " killer = data[2]\n", " killed = data[0]\n", " G.add_edge(killer, killed)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 55 }, { "cell_type": "code", "collapsed": false, "input": [ "ch_team = characters.set_index('characterID')['Team'].to_dict()\n", "for k in ch_team.keys():\n", " if k not in G.nodes():\n", " del ch_team[k]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 56 }, { "cell_type": "code", "collapsed": false, "input": [ "nx.set_node_attributes(G, 'Team', ch_team)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 57 }, { "cell_type": "code", "collapsed": false, "input": [ "nx.assortativity.attribute_assortativity_coefficient(G, 'Team')\n", "as_dict = nx.assortativity.attribute_mixing_dict(G, 'Team')\n", "as_dict" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 63, "text": [ "{'Bolton (Lannister)': {},\n", " 'Bolton (North)': {'Bolton (Lannister)': 1,\n", " 'Greyjoy': 1,\n", " 'Stark': 3,\n", " 'none': 1},\n", " 'Brave Companions': {'Lannister': 2, 'none': 1},\n", " 'Citadel': {},\n", " 'Drogo': {'Drogo': 1, 'Targaryen': 1},\n", " 'Essos': {'Targaryen': 2},\n", " 'Faceless Men': {'Citadel': 1, 'Lannister': 2},\n", " 'Frey (Lannister)': {},\n", " 'Frey (North)': {'Stark': 3},\n", " 'Greyjoy': {'Greyjoy': 4,\n", " 'Stark': 4,\n", " 'Tyrell': 1,\n", " 'Wildlings (north of wall)': 1},\n", " 'Lannister': {'Frey (Lannister)': 2,\n", " 'Lannister': 1,\n", " 'Robert': 2,\n", " 'Stark': 4,\n", " 'none': 1},\n", " 'Littlefinger': {'Littlefinger': 1, 'Robert': 1},\n", " 'Martell': {'Robert': 1},\n", " 'Night Watch': {'Night Watch': 4,\n", " 'Tyrell': 1,\n", " 'Wildlings (north of wall)': 5},\n", " 'Red God': {'Renly': 2, 'Stannis': 4},\n", " 'Renly': {'Brave Companions': 3, 'Stark': 1, 'none': 1},\n", " 'Robert': {'Brave Companions': 2,\n", " 'Essos': 1,\n", " 'Martell': 1,\n", " 'Robert': 5,\n", " 'Second Sons': 1,\n", " 'Stark': 4},\n", " 'Second Sons': {},\n", " 'Stannis': {},\n", " 'Stark': {'Bolton (Lannister)': 1,\n", " 'Brave Companions': 1,\n", " 'Drogo': 1,\n", " 'Frey (Lannister)': 2,\n", " 'Frey (North)': 6,\n", " 'Lannister': 4,\n", " 'Night Watch': 4,\n", " 'Robert': 1,\n", " 'Stark': 1},\n", " 'Stormcrows': {'Stormcrows': 2},\n", " 'Targaryen': {'Drogo': 1, 'Essos': 2},\n", " 'Tyrell': {'Lannister': 1, 'Renly': 3},\n", " 'Tyrion': {'Lannister': 1, 'Tyrion': 1},\n", " 'Wildling refugees': {},\n", " 'Wildlings (north of wall)': {'Bolton (Lannister)': 1,\n", " 'Night Watch': 5,\n", " 'Stark': 1},\n", " 'none': {'Lannister': 3, 'Night Watch': 2, 'Stark': 2, 'none': 1},\n", " 'the Others': {'Night Watch': 5, 'Tyrell': 1, 'Wildling refugees': 1}}" ] } ], "prompt_number": 63 } ], "metadata": {} } ] }