{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 2 Spectral Graph Theory\n", "\n", "We'll see here two of the most celebrated algorithms stemming from Spectral Graph Theory:\n", "1. [Spectral clustering](https://en.wikipedia.org/wiki/Spectral_clustering): clustering data using a similarity graphs\n", "1. [Laplacian eigenmaps](https://en.wikipedia.org/wiki/Nonlinear_dimensionality_reduction#Laplacian_eigenmaps): dimensionality reduction which preserves geodesic distances" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import scipy as sp\n", "import matplotlib.pyplot as plt\n", "from pygsp import graphs\n", "from additional_utils import AR_index, generate_concentric_circles\n", "import networkx as nx\n", "import sklearn\n", "from sklearn import datasets, decomposition\n", "from sklearn.cluster import KMeans\n", "from mpl_toolkits.mplot3d import Axes3D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.1 The spectrum of a graph" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We consider here only undirected graphs, such that the Laplacian matrix is real symmetric, thus diagonalizable in an orthonormal eigenbasis\n", "$$\\mathbf{L}=\\mathbf{U}\\mathbf{\\Lambda U}^\\top,$$\n", "where $\\mathbf{U}=(\\mathbf{u}_1|\\ldots|\\mathbf{u}_N)\\in\\mathbb{R}^{N\\times N}$ is the matrix of orthonormal eigenvectors and $\\mathbf{\\Lambda} = \\text{diag}(\\lambda_1,\\ldots,\\lambda_N)$ is the diagonal matrix of associated sorted eigenvalues:\n", "$$\\lambda_1\\leq\\lambda_2\\leq\\ldots\\leq\\lambda_N.$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recall that $\\lambda_1$ is necessarily $0$ and that $\\lambda_2>0$ iff the graph is connected. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-09-14 03:28:24,731:[INFO](pygsp.graphs.community.__init__): Constructed using eps-NN with eps = 2.23606797749979\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "G = graphs.Community(N=100, Nc=5)\n", "G.plot()\n", "eig_val, U = sp.linalg.eigh(G.L.toarray()) \n", "# you obtain the same thing than if you had done G.compute_fourier_basis() and looked at G.e and G.U" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Look at ``` eig_val```. Look at ```np.finfo(float).resolution```. How many connected components are in the graph? Check with the networkx function nx.connected_components ```G_nx = nx.from_numpy_matrix(G.A.toarray()); sorted(nx.connected_components(G_nx), key = len, reverse=True)```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that we used ```sp.linalg.eigh``` to diagonalize $\\mathbf{L}$ because it is the eigensolver optimized for symmetric matrices. Also, ```sp.linalg.eigh``` cannot take sparse matrices as entries. For sparse matrices, optimized eigensolvers exist to obtain the first few eigenvalues and eigenvectors, such as " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "eig_val, U = sp.sparse.linalg.eigsh(G.L, k=10, which='SM')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use option ```which='SM'``` for smallest magnitude search, and ```which='LM'``` for largest magnitude search. ```eigsh``` is nevertheless only made to compute only a few eigenvectors. You will quickly see the utility of ```sp.sparse.linalg.eigsh(G.L, k=10, which='SM')``` versus ```sp.linalg.eigh(G.L.toarray())``` if you increase the size of the network to $10^4$ nodes or larger for instance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.2. The Stochastic Block Model (SBM)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Stochastic Block Model (SBM) is a latent variable model of structured random graphs. \n", "* The set of $N$ nodes is partitioned in $k$ blocks $B_1, \\ldots, B_k$ : $\\cup_{i} B_i = \\{1,\\ldots,N\\}$ and $\\forall i\\neq j, B_i\\cap B_j = \\emptyset$.\n", "* We define a probability matrix $\\mathbf{P}\\in\\mathbb{R}^{k\\times k}$ such that $P_{ij}$ is the probability of connection between a node in $B_i$ and a node in $B_j$. \n", "* To generate an instance of SBM: for each pair of nodes in the graph, draw a Bernoulli random variable of parameter corresponding to their respective blocks.\n", "\n", "To simplify, we will suppose that all intra-block probabilities are set to $p_{\\text{in}}$ and all inter-block probabilities are set to $p_{\\text{out}}$. Also, we will consider only balanced SBMs (ie SBMs whose blocks have same size).\n", "\n", "In the case of balanced SBMs, instead of the pair of parameters $(p_{\\text{in}}, p_{\\text{out}})$, we can consider the pair $(c,\\epsilon)$ where $c$ is the average degree of the graph and $\\epsilon = \\frac{p_{\\text{out}}}{p_{\\text{in}}}$ is a measure of fuzziness: the larger $\\epsilon$, the fuzzier the community structure. The relations between both pairs of parameters are:\n", " $$p_{\\text{in}} = \\frac{kc}{N-k+(k-1)\\epsilon N}~~~\\text{ and }~~~p_{\\text{out}} = \\frac{kc\\epsilon}{N-k+(k-1)\\epsilon N}$$\n", "Note that, for a fixed triplet $(\\epsilon, N, k)$, $c$ is not a free parameter. \n", "\n", "**The classical inference SBM problem** is: given an instance of an SBM $G$, infer the blocks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Impossibility threshold\n", "In the balanced (ie: all blocks have the same size) and sparse (ie average degree $c=\\mathcal{O}(1)$) case, the following phase transition has been shown ([Decelle et al.](https://arxiv.org/pdf/1109.3041.pdf), [Massoulié](https://arxiv.org/pdf/1311.3085.pdf), [Abbe et al.](https://arxiv.org/pdf/1503.00609.pdf)). For a given pair $(k, c)$, there exists a critical fuzziness $\\epsilon_c$ such that as $N\\rightarrow \\infty$:\n", "* if $\\epsilon>\\epsilon_c$, there exists no algorithm capable of extracting any structural information.\n", "* if $\\epsilon<\\epsilon_c$, it is *theoretically* possible to retrieve some kind of structural information\n", "\n", "with $\\epsilon_c = \\frac{c - \\sqrt{c}}{c + \\sqrt{c} (k-1)}$" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "N = 500; # number of nodes\n", "k = 4; # number of blocks\n", "c = 16; # average degree\n", "\n", "epsi_c = (c - np.sqrt(c)) / (c + np.sqrt(c) * (k-1)); # critical fuzziness\n", "epsi = epsi_c / 40; # this is a very strong block structure\n", "\n", "pin = (k * c) / (N - k + (k - 1) * epsi * N)\n", "pout = (k * c * epsi) / (N - k + (k - 1) * epsi * N)\n", "\n", "z = np.tile(np.arange(k), (np.int(N/k),1))\n", "truth = np.reshape(z.T, (N,1))[:,0] # the ground truth community assignment truth[i] is the community number of node i\n", "\n", "G = graphs.StochasticBlockModel(N=N, k=k, z=truth, p=pin, q=pout)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With ```epsi = epsi_c / 40```, ie, a very strong block structure, blocks appear even 'visually' with spring-based plotting algorithms:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "G.set_coordinates(kind='spring') #here with a spring based algorithm\n", "G.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.3. The Eigengap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the first few eigenvalues:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "eig_val, U = sp.sparse.linalg.eigsh(G.L, k=50, which='SM')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(eig_val, '+-')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The large gap between $\\lambda_k$ and $\\lambda_{k+1}$ is called the \"spectral gap\": it heuristically appears when there is a strong structure in $k$ communities (even though there exist some theoretical justifications)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise: eigengap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Plot a SBM graph with the spring-based plotting algorithm with $\\epsilon=\\epsilon_c/3$ for instance: one can no longer extract communities 'visually' !\n", "* Let's formally define the normalized spectral gap as $\\Gamma = \\frac{\\lambda_{k+1}-\\lambda_k}{\\lambda_k}$. Plot the average of $\\Gamma$ as a function of the fuziness $\\epsilon$ in the case of balanced SBM graphs. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.4 The first few eigenvectors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have seen that an eigengap usually exists in community-structured graphs. What can we say about the first few eigenvectors? " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot them in a balanced SBM graph:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "N = 500; # number of nodes\n", "k = 4; # number of blocks\n", "c = 16; # average degree\n", "\n", "epsi_c = (c - np.sqrt(c)) / (c + np.sqrt(c) * (k-1)); # critical fuzziness\n", "epsi = epsi_c / 40; # this is a very strong block structure\n", "\n", "pin = (k * c) / (N - k + (k - 1) * epsi * N)\n", "pout = (k * c * epsi) / (N - k + (k - 1) * epsi * N)\n", "\n", "z = np.tile(np.arange(k), (np.int(N/k),1))\n", "truth = np.reshape(z.T, (N,1))[:,0] # the ground truth community assignment truth[i] is the community number of node i\n", "\n", "G = graphs.StochasticBlockModel(N=N, k=k, z=truth, p=pin, q=pout)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "eig_val, U = sp.sparse.linalg.eigsh(G.L, k=10, which='SM')\n", "G.set_coordinates(kind='spring')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "G.plot_signal(U[:,0])\n", "G.plot_signal(U[:,1])\n", "G.plot_signal(U[:,2])\n", "G.plot_signal(U[:,3])\n", "G.plot_signal(U[:,4])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**(Bonus question)** Why is the 5th eigenvector so localized?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember that:\n", "$$\\lambda_k=\\mathbf{u}_k^\\top\\mathbf{L}\\mathbf{u}_k=\\sum_{i\\sim j}\\mathbf{W}_{ij} (u_k(i)-u_k(j))^2,$$\n", "such that eigenvectors associated to low eigenvalues tend to be smooth with respect to any path in the network. In block-structured graphs, this usually means quasi-constant within each block. Also:\n", "$$\\mathbf{u}_2= \\text{argmin}_{\\mathbf{u}\\in\\mathbb{R}^N \\text{ s.t. } \\mathbf{u}_1^\\top\\mathbf{u}=0 \\text{ and } \\mathbf{u}^\\top\\mathbf{u}=1} ~~~\\mathbf{u}^\\top\\mathbf{L}\\mathbf{u}.$$\n", "Because $\\mathbf{u}_1=\\frac{1}{\\sqrt{N}}\\mathbf{1}$ where $\\mathbf{1}$ is the constant vector equal to $1$ (this is true in the case of the combinatorial Laplacian), this equation is equivalent to:\n", "$$\\mathbf{u}_2= \\text{argmin}_{\\mathbf{u}\\in\\mathbb{R}^N \\text{s.t.} \\sum_i u_2(i) = 0 \\text{ and }\\sum_i u_2(i)^2 = 1} ~~~\\mathbf{u}^\\top\\mathbf{L}\\mathbf{u}.$$\n", "In words: $\\mathbf{u}_2$ is the normalized vector that minimizes local variation **AND** that has zero average. Similarly, $\\mathbf{u}_3$ is the normalized vector that minimizes local variation **AND** that is orthogonal both to $\\mathbf{u}_1$ and $\\mathbf{u}_2$. Etc.\n", "\n", "Spectral clustering takes advantage of this property. Let us look at a 3-block structure, for better illustration:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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FqtCtRr15WVBTSNq1tpuAGSHvWR3qqg6t9Xka6hpmNdq2E3XQLEUrnwk4Quq/SlPhNWhtZMi+BOA/qKJXC2wDFnTwc3sF1RXiCNl2tVL3Spr5eLXvj2y2ZYcc+5D2meajhqnZ2nmP1qFGlFRon8NgrWwo8KXWv3BRDVdq35tAVEMxMDPkvbsJNUqlHjW64SGt7FJtf4PW138FvkfH+qanhdTp0QghrkC1zm872n3RASFELOrNbYSUMu9o96e3oguvjo5OmwghzkWNnBGoi6JOQ3Vz6eLRSfTBNR0dnfY4D3VgtQQ1dG2BLrqHh27x6ujo6HQzusWro6Oj0830ymxGqampMjs7+2h3Q0dHpxewZcuWSillWvs1wzN3doysqvZHdq7t7s+llPPaq9crhTc7O5vNmze3X1FHR+eYRwhR0H6t1qmq9vPt54PbrwgY+x9IjaSe7mrQ0dHR6WZ04dXR0dHpZrpEeIUQ84QQ+4QQOUKIFolgtOz432nbfi2ZRqDMH1K2tCv6o6Ojo9OTOWwfr5bQ42nUtHdFwCYhxFIp5e5AHSnljSH1r0fNbxrAKaU84XD7oaOjo3Mk8KJQ7nd06TG7wuKdCuRIKXOllB7UJCltZfG6FDVhi46Ojs4xSVcI70Ca5mAtolnqwwBCiCzUZUZCVxewCSE2CyE2CCF+1tpJhBDXavU2V1RUdEG3dXR0dI4O3T24tgB4T0oZGhSXJaWcjJpd6wkhRNicolLK56WUk6WUk9PSOh2Sp6Ojo3PU6Yo43mKaJr8epO0LxwLgD6E7pJTF2t9coS57PhE1tZyOjk4XoCgKW5Z/T862fIRBMOakkYyfORohxNHu2jFLVwjvJmCEEGIIquAuQLVemyCEGAUkoa7mENiXBDRKKd1CiFTUJN2PdEGfdHR0gI3LtvLYNc/ganDjdnoQQmC2mkhMi+e2N//ImJOOa/8gOl3OYQuvlNInhFiIuraSEXhZSrlLCHEfsFlKGQgRW4C6KkJoVp7RwHNCCAXV7fG30GgIHR2dzrPh4y08cMnjuJ2eJvv9Pj9lDRX8ec79PLrqbkZP+3FVqJxtefzv8Y/YvnYXUkqGTxzCRTfPZ8KsMbqF3IX0yuxkkydPlvqUYR2dlkgp2f7Fbt5//GM2fLIFqbT9+x40sj+v7P0XUkr+c9OrLHthJV63D8WvrmcqBFijrUw8bTx3/e8mzJbet1alEGKLNo7UKY4/3iI/XxbRTGD6DyqN6Fy9MleDjo5OS9xON3897xF2f7MPV4M7ojaVxdXs25TDd2t3seyFVbgbm1rHUoKrwc3Wldt58ncvcMtLvz8SXe/R+CQc8ndm/dHW0acM6+j0ER689Al2rt8TseiCKqpvP/wBbz3wPu7G1tu5nR5Wv7We6jJ7V3T1mEe3eHV0+gAFe4rYsmI7Hpe3w22/WroJEYHHUQhY9eaXXHTz/E70sCU+r4+vFn/Lkqc/o6rUTmxiDPOuPo0zrphJVGxUl5yjp6ILr45OH+DTF1fi90aWM7YFirp8cXt4XF7ydxe2XzECyvLLufnUu6mvduB0uIL7D+4p4uXb3+Lhz+5g1NQRbRyhd6O7GnR0+gBFB8rw+zopvB1g9Zvr2fHlnsM6hrPBxf/NvIvKoqomoguq68NR08Cf59xHWX75YZ2nJ6MLr45OHyAmvnsezX0eH7ef/RDlBzs/bX/lf7+goaYBpY2IC4/Ly//+0XeTFerCq6PTB5hxwTQsUd0T6uXzePngyU863X7xv5a1OwDo9/r5/NW1KIrS6fP0ZHQfr45OL0ZRFLZu3crGnPWYbEY8zo4PrnUUn8fPx8+vYMRPM1EUJewmpWyxz+/34/V6Kc0vi+g8fp+fxjonsYkxR/iKuh9deHV0egl+n5+Nn2zl/Sc+pvhAKRggaWQs484awWWXX8YF8y7ihul3qNbkEZ4X5W7wYDKZMBqNGAwGDAYDUkrcbjculwu3243H48HlctHY2EhjYyNOpxOLxYLBZADa90crfgVLlOXIXkgEeKSRYn9ChLWLIqqlC28nkVLidLiwRlkwmiIPrnY6nCx/fR0fPPEJlUVVmK1mpv50IhfdPJ8Rk4YewR7r9Gbq7Q7+dPq9lOSUNRmQspfVcvDrMvoZMrFX1eCPQNC6ArPVRG11LVs/3cWelTm4HB4scSaGzx7McdOHkJScRL9+/UhISAhu8fHxmM1mogpe4JMXV6L42nYjjDlxJBZr75spFwm68HaQ0txDvPvoEla8vg6f14+UkhNmj+Oy28/n+FPHttm2/GAF/zfjLurtjqCPy+Pysm7R13z14SaOnzWGwr3F1FU3EJsYzdyrZnPOb+eQ3C+pOy5Np4cipeS2sx6kYHchPk9TYVV8Ch6fwrM3v6aO2HSDS1QYYOD4frzwq3dRFAVPo+reaKyEXZW5FK2p5LG195Ke2XKabVlZGZ5+9bRnkttirFx6+/lHovs9An1wrQPsXL+Ha0+4hU9fWo3b6cHv86P4Fbau3M4d5zzEWw+932pbv9/Pn06/l6pSe4uBBUWReJweNn32HWX5FTTWNVJ+sJJFf/+QK0fewPfrdh3pS9PpwWxds53c7fktRLcF3TQOJRUo+r4Ul8MdFN0AznoX5QcruXHmXbidP37P3W43n3/+Oa+++ipes5tTrp2CwRxefqzRVs793VymnjUxbHlfQBfeCKm3O7jj7IdxOVxh4yXdjR7eemgxmz7bFrb9pk+/w15eG0w+Egkelxenw8Wd5/yN0rxDne67Ts/C5/WRsy2P3d/sa3MKrt/vZ8OGDTxx8zN43b5u7GH7+NqYrKH4FeqqHax552uklOzevZtnnnmG3NxczGYzc+bMwZIF5945mwFj0jGYBOYoExabmawxg/jTy7/n2kd+0Y1X0/3oroYI+ezl1fj9bVsc7kY3b9z/HlPm/Xin3r/lB97/58esX/wtnmbp+SLF5/Hy/j8/ZuG/rulUe53up6G2geWvr+ObpZvxeXyMnDyUs645nbWLvubDf3+K3+/HYDDgcXkZN2MUv/n7FUEfv5SSPXv2sHLlSlJSUrD4bUd8sKyrcTlc/O+xJVRbS6muriYqKoqYmBjmz5/PO++8w5w5c1i+fDmPrb2XJx/9FyOyRjLv3Hlh3RN9EV14I+Szl1e3yNwUjv1bcqm3O4hJiOaxX/+Hde9+jdflbTNYvD18Xj/LX12rC28vYd3/vuHRK59CCIFLSzyz+5t9fPDEMoRBtHjq2bZqBzeechf3L72V1BGJLF++HI/HQ0JCAnl5edQ5647GZRw2hftKOLihDH+Sm+mzT2LKlCm88sornHLKKRQUFPCTn/wEh8NBUkYiWWMzjxnRBV14I6ahtjGieiazkYbaRt566APWvftNRGIdCU7NxdGRCAqd7mfT59/x6JVPhUk+roqt9Ie/AbsbPdxxzkNMv3Uc0iCbPF2lT0iktqAB6etdZq/0S9Y8twGDMOLbZebAGTkMHz6c7Oxs1q5dy/XXX893332H1WolJqbvxeq2hS68EZKYnkBVSfsp8TwuD9t3bGfJ05/h7USmqNYwmY266PZwpJQ8fcPLLUQ3Uvx+P0Vbyuk3KRkguOJD6ph4fvikBH9v8zcAilei4OObjzYR920Mr+1+mo8+Wcr06dOx2WyUlpZiNBqJjY092l1tFa80UuZN7NJj6oNrETL/9/OwxdjarZc9aRCbPt2GonRtPKXfr/DHGbdTb3d0qF1FURVfL9nEVx9+26eTjvQEfvgun6qS6k63V7ySip21RFtjGDx4MFOmTGHatGnExMXwqycv6MKedj9+r0JjpYvXH3iHkpISpkyZAqjhZVJK3eLtDEKIecCTqGuuvSil/Fuz8iuBR/lx9eGnpJQvamW/Au7U9j8gpXytK/rU1cy+dDqv3PkWrgZXq3WMZgOxE8xUFtnxe7o2tkcqkj0bc7hqwvUsfO1XjD9+PCkpKa3WL84p5V+/f5EdX+7BbFU/Zp/Hx6hpI7jhmd+QNXpQl/ZPB4oPlGIwHp4tU5vXwIo7NyIMBjIn92PgySmcPv9Unr/hTRD0ukG2UDwuL588u5K7V96E2WzG6/VSXV1NbGysLrwdRQhhBJ4G5qDOl9skhFgaZtHKRVLKhc3aJgN3A5NRv1JbtLY9Ls29LdrKT+88hQ/uWI7X7WsirMIgMJoMjL1wCHMvPo3FTyxDGNR4x65E+iX1hxpZ+eJ6Nk/aTGxsLKNHj2bMmDGkpaUF6xXtL2HhibfRWOdEKhKv+0eXx44vdnP9ibfx5PoHGDI+q2s7eIzg8/koKyujsLCQsrIyqqqqqKur4+DWUtzuyFd/aA2pgFQUCjaWULi5lJLt5VTssfdq0Q3gcfrIHjAEgPLyclJTU6mqqtKFtxNMBXKklLkAQoh3gPOASFYLnguskFJWa21XAPOAt7ugX13K2rVr8Vk93PXRjTy84F84ypzBMmEQSCGZMPZ4vv/+e0bPHM4PK4rbXWiwMyg+hY2Lvidz2wAWvngV5fVlvPHGG1gsFsaMGcOYMWN4YME/aax1Em4hUynVIPd7L3yMV/Y+qa8cGwafz0dtbS12u52SkhIOHTpEdXU19fX1uFyu4MBXYFAoMTGRMWPGcPLU6dz3wZP4u2omgwTFJ8lfdahPiC4AIb+J0tJS0tLSqKysxGI5+jkZupOuEN6BQGha+iJgWph6FwghTgH2AzdKKQtbaTsw3EmEENcC1wIMHjy4C7odOVu2bGHHjh0suPBSrpv0J5zVzWae+RTwwX/veB9TlJHU0QnEpNmoP+Q8MrOJJBTuL+Gecx7j6c0PM3fuXIqLi9m9ezfPP/4S+bsOhhXdUKpKqtmzYT9jTjruCHSwZ+Pz+airq8Nut1NTU0NVVRXl5eXY7XYcDgderxchBIqiYLFYiI2NJSkpiSFDhjBw4EAyMzOJi4sLe9Oaef40vnhvAz5PF0546CuiCyh+ycfPLufK+xaw97v9OCvcNBz0UG93EJ8cd7S71210V1TDR8DbUkq3EOK3wGvAaR05gJTyeeB5UJd37+oO+v1+8nYcxN3oIX1wKmmDVP/p/v37Wbt2LVdddRWv3fkujqrGVkOCAHxOP2XbqjEYBQaTQPHJIya+rnoXf/3lQ5x/61lMnz6dmSfPZONLO1Ha6F8Aj8vDN59sYvD4gZjNZsxmMwZD3xhr9fv91NbWUlNT02SrrKykpqYGl8sVvF6fz4eiKMTFxZGcnMzIkSMZOHAgaWlpJCcnYzZ3LEnLwn9fw96NB6gorMLbmvj2cl/t4bLo0SVs/GQruTsLsFhM+P1+Frz+W04+bwp/ePIqkjK6NoKgJ9IVwlsMZIa8HsSPg2gASCmrQl6+CDwS0vbUZm3XdkGfIsbv8/O/xz7ivceW4nF7MRgMeN1eRkways9umcumAxu49NJLsRfV8ekLq9sU3SDaI6LBLEgdmkhtsQOfxx9Z2w4gFSjdUsWB/TmsfHsde98vRCoyIheH4pds2bwV+7NleL3eoJUXEOG2NpPJ1KmyrhL4cMIaeG2322loaMBms2E2mxFC4PV6cTqdWK1WUlNTycjIIC0tjZSUFFJTU4mPj+8yl0tcUizPbP47L/zlDVa+8QV+n9LS+j2GRRfA51anTAO4vIHQOz/rF29k5/o9/GfLI31efLtCeDcBI4QQQ1CFdAFwWWgFIUR/KWWp9nI+EFi06XPgISFEIP3WmcBtXdCniPD7/Nx5zsPsWL+nxUSHXV/vY88lB7jq0Yt5847FrHv36w4Lp+KV2IvqOP7Xw9j2nwNd2fUgUkpyvirgh49LVOs6QqLibFx81QWcesn04L5Aoupwm8/nC7vf4/HQ0NDQZp3mW3sCbzKZkFKdRBDaJ7fbjdPpxOPxYLVasVqtmEwmhBD4fD5cLhcej4fk5GTS0tJITU0NbikpKVit1iPxEQDq59DY2EhdXR11dXVMv2YSNU47G94Jn7tDpyV+r5+a8joe/82z3L/01qPdnSBeaaK0i+N4D1t4pZQ+IcRCVBE1Ai9LKXcJIe4DNksplwI3CCHmAz6gGrhSa1sthLgfVbwB7gsMtHUHi/+1LKzoBlC8Cq/c/C4Go6HzPjsF8j4v6fIIhyASDq4p75Doghqcf/LPpjbZZzQaMRqN2Gx3QLiCAAAgAElEQVTtxyt3FillMIyoqqoq6Getra2lvr6e8vJyXC4XVqsVm82G0ahOGgmsYBA4hsfjQUoZFF4hRPD/uro6qqqqMBgMEVvi7Vnxfr8/mOTb6XTS2NhIQ0MDDoeD+vp66urqsFgsxMfHEx8fT7Qthk3vbcfv7ZtL1xwp/D4/W1dup7rM3qfToXaJj1dKuQxY1mzfX0P+v41WLFkp5cvAy13Rj46gKAr/+8fSdqf0Kn6lQxnFWrT3KdgPNHS6fXsIk8DT0LEZcsIg+NV9lxyxJNOKolBXV9fCxxrYHA4HsbGxJCYmkpCQQHR0NBkZGaSmpuJyuXA4HMEQraSkpKDFGmq9RkW1vbhjwGJuz3L3eDw4HA4cDgfV1dU0NjbicrmCqygE6gVWWQi4SQJL2wSS3VgsFkwmE16vl7q6Ovavz0NpZ4BTJzxGs5Hv1+5m9oLp7VfupRyzU4ZLcsporHe2X/EwOWKWrobf1fETSEXyxn3vkZAaz6yLTsJk7tjXIJywBsKvAsIaCLMKbJmZmWRnZ+Pz+WhsbMRut1NZWcn+/fsBmvhcR40aRWpqKomJiUGLt6MIIYKDZ4HH/3Cbw+HAZrMFLdWUlJTgagmBLS4urtVBNp/Ph8PhCB4rYAVXbNnU7goLOq0g6dqokB7IMSu8bqfnsGcZ9Wbqqx08ds1/+PfCF/nDk1cz4+dTiYpVrcjaqjqW/Ocz1r+/AVejm6RBCYyZOxRruinoEggV1oSEBDIzMxk/fjxRUVG43e6gsFZVVbFr1y5qampISEgIimtmZiYTJ04kJSWF6OjoDg9uKYqCw+Ggtra2iZDW19cH9zkcDqKjo5sIaEJCAv3792+yz2QyoShKcH0wp9OJ0+mkpqaG0tLS4OuAiyH0tdfrJSoqiujoaKKion78P86G0WTQxbcTSCnJHDXgaHfjiHLMCm9aZkqPSy7d3XjdXrxuL4/86ikeuQoSB8SRNCyO/K9KEMKAovkny3IqyNmQz7BJ2dz29g2kZqRQX19PZWVlcCsoKKCyshKfz9dkUGvChAmkpqaSnJyMyRTZ183v9wetyFBhDRXVhoYGYmJimghofHw8AwYMCEY0GAwGPB5PE7Gsq6vj0KFDLQTU7XZjtVpbCKjNZiM6Opq0tLQWAhsVFYXVag1706ieZmf1fzZ06ed1rJDcL5Hjpgw/2t04ohyzwhufHMekM8bz7bKt6K44QIGaonpqiuoBkCHBx1JKPE4v+7/9gVvm3c2YSwcTExMTFNf+/fszfvx4UlNTiY2NbdN69fv9wcGoUGEN7KutraWxsTFoqQbEz2KxBC1WoImFGhiUC4ioxWJpIo6hApqUlMSAAQNaCKjNZuvSOObkfklMOesEvl22rc8/Nncl1igLC5/6dZ+fUXnMCi/A1Q9exndrduFuPPz59ccCfq9CTZ6DC868mFFTRrQo9/l81NTUNHn0r62tDW51dXW4XC5sNlvQKg0sDx4YDAtMHQ1Yoa0JaGxsLBkZGS0ENCoqqtN+4U6/L34/lZWVVFRUUF5eTkVFBRUVFRjGuojaYKGh0t/hqJNjAYvNjEdLnWqLsYKEP736B6bMPeEo9+zIc0wL79AJWTz48W3cdd7fUfz+Lkta3pfxur28dO8bzLpuCjU1NTQ0NNDQ0IDL5cLn8wVD0gJTbn0+H1LKJo/soQLaxC/aTEA7OmvsSOP3+6murg6Ka+BvwH+dnp5OWloa48aNCw4Wuv/i4RdD/kBdVf3R7n6PwhZr5aKb57Pv2xyMZiNTz5rE6ZfPCI4z9CR80kC5p2unMx8zwrtvUw7v//NjDmzLw2QyMvWnkzjvD3M5/tSxLCp5ntVvfsm/r38JfxuL+PUqjtC0VKlI8nYW0H9/QlA8U1NTSUhICIaGNbdSAzPIeguKojQR2IDI2u124uPjgwI7evRoZs2aRUpKSqv+67ztB/G49Bt6cwSCrDGZ/OKvF/Wq70ZX0eeF1+vx8tBlT7Lps+/wuDzB6bTFB0r58N/LuObhyzlv4TxqrBUo7Sxm2VsQJogfFE19sRPF2/XqK0zQ0NAQHPkPTGAIhHC19TrSfZ1t15FjgrrseGNjY3BzOBzB6cVxcXHExsYSFxfHqFGjiI2NDU7SCLhHAuLcWl+Wvb4iuO6azo84HS7+cfXTbF+3i4X/vuaYE98+L7yPX/scmz7d1mI5lkACkxdve5M161fjafRiMBrwK708/McAMRk2BkxLpXRLNTV5DujC+0lUrI2rb/8Fc345CyllcFMUpcnrw9l3JNqFzjILTJhwOp2YzWZiYmKIiooiPj6ejIyM4OSM0OMERLn58cOd2+fzBUPPdn+/75jPzdAargY3y19by7gZo/v0ZIlw9GnhPVRQEVzltzW8Li+5y0tJGZLQJ6Z3Gs0GnBUe9i8uQkqJwWhAkYr64+8CARAGwWmXzog4NKw7kVJSU1PTYpCrsrIy6F9OT08P+mDT0tI6lQdWSkl9fT3V1dXY7Xaqq6uprKykvLyc2traoAhHRUWRlp1C8abKI5KbuS/ganDz5oPv6cLbl/js5dWRZerySqyGDjj1e3BaP79HadY37YVR6/ZhWL9CCO5b8hesUUcu2UwkSCmpra1tIbAVFRXYbLagDzY7O5spU6aQlpbW4QQ5fr+fmpqaJuIa+FtTU4PVag1axoH8DWlpaUybNo1hw4aRmZmJ2Wwmd0cBv110S2QnNXBkUoj2cEpyDlFVaielf9/NzdCcPi28RftLIoqhNJtNDBk9mNL9hyKLbOihogu03jc/qvgexpJEZquJ2MTuW6IlYFmWl5e3EFiLxRIU2MzMTH7yk5+QlpbWoQQ/Ho+H6urqFuJqt9upr68P5uhNSkoiNjaW1NTU4EBhbW0tGRkZZGVlkZ2dTVpqOjlb8tRp6A5jMMPaqkXrIrpRCyNknZZBwapDR3yaeU/DZDbirHeCLrx9g5iE6Ijqeb1erP0NrSeu7iMcjrULIIyCjWs2YUk2BqMXumLigZQSh8PRIkyroqICk8kUFNiBAwcyceLE4CyySI7b2NgY1mq12+243W6SkpKC4pqRkcHo0aNJTk7GYDBQWFhIQUEBBQUF1NfXM3jwYLKysjjxxBPp378/RqMRv8/PGw+8xwdPfILiV5BI/D4/tgQrQ8/sT/neyNZKE0JgtBhJGh5HdU79MWX5+rw+EtMTWuz3uL047A6iYm09MszscOjTwnvKhSex+q31OB2trwwMagaxGqqRvX1g7Qjj8/nY8O0GDtTuRggRXF7IYDBgNBqDqRUtFgsWi6VJrG5MTEwwKsDr9dLQ0BBcdqeiogKDwRD0u/bv358JEyaQnp5OdHTbN89Awp5wVmt1dTUGg4Hk5OSguGZnZzNp0iSSkpKaLN9TU1NDQUEBu3fvpqCgAKfTGRTaSZMm0a9fP7xeL1VVVVRWVrJv3z4qKir56P5VVObUtIgecZQ3snNRLnGDoyOzeA0Co9XA8HMH8N1zP+Bp9IUVX2ESIOVh30R7EqOnj2jyJJW38yBvPfg+Xy3+FmEQ+H0Ko6aN4PI7L+gzkyv6tPCecNo44pJjcTW4Wp0WLEyC9PGJlH1fpS5aqQ+CtIqQggeeuofo+Cg8Hk8wMXlodq7QsKza2loOHTqEx+PB7/ejtHJjE0JgNBo5dOgQVVVV5ObmBoXbZrNhtVqDs9E8Hk9wqnAgUiEqKipouSYnJzNmzJig0IazjKWU2O12vvvuOwoKCsjPz8fr9ZKdnU1mZiZjx44FCIrsgQMHgnmCY2JighM7DqwpCCu6ARSvpC6/EWEE2c7DlN+jULyhEqPZwPHXDiP3s1Kq99VrbWXQ/SC7eAacMGo30KNkcxjMBowjvLz66qucd9555HxbwL0XPIrX5UUJ+S3u+mov917wKBf/6Tx+effF3dpHrzRS7tYnUESMwWDgoWW388cZd+Ksd7XMqysgPTOVKVeMZs1jm/RpnW0gjIKkkbE8++J/uPDCC0lLSyMhIQGr1YrX6w0+1gdcBX6/n/T0dLKysoKugvT09OAy3oHleBoaGoIWa0VFBbW1tcFwr6qqquDMt2A/msXkGo1G3G43JSUlFBYWYjQag1Z3YADMYrEghAjG7NbV1QGQkJBATExM0JotKytj3759GI1GrFarugyU1xsU3MzMTFJSUoKi/tUjT0QQJy0xWY34FH+7vtuGEhf7PigkYUgsYy4ZTNm2anKXlXYol4jRqmZEi8QiNpgFWbPTKfq6Cq/jyLrZjCYD/pBMbQaz6p6ac+PJjJoxjF27dvH4w/9k87/343OH77y70cO7jy5l9Ikje73l26eFFyBrTCbPbfsH91zwKDlb81qUVxRV4vpeYDFZgSOfn7c3IoyC2ORopl89icraCv773/82cTWYzWaioqKCg1HDhg0jLS0tmDUsILYOh4PCwsImA1oBl4DP5wsKWr9+/Zq4BxISEjAYDMHEOKHpGUOzjDVfFSIQ+RC8Dk20A/G2gcxqocIeyOHr8XiCCc7j4+OxWq0oikJtbS0ul4v8/Qexl9e2+95JP5gsZqw2K846d7szIxWvpDbPwd4PCrHvr+/YQJtQ1/qL1A2heCUFq8vJntOPg+vKUTzKETM+FCmJzYjC2+hDmAWZUzIYN3ckCWlxFBcX4/f7se9sbHfRAXejmzfvf08X3t7A1lXbKdxb0rJAql++NYvWY4k9Jt6KDmMwCTKOTyHrjHRqG2vIysrCbrdTV1dHYmIil19+OW63m/r6eioOVfL1B5tYsnYVbqeb6DQrGZOTsCWrj+YBIQtkHktKSmLMmDH069cvaA23NYPJYDAQHR1NdHQ0KSkpwf0+n4+cnBz2799PVVUV1dXVTfzPgQgDn8+HxWIhJiaGmJiYoFUrhMDv97fIx2s2m7FarVgsluASQIEbgLvRTaSTrRS/nxk3TaDwq3Jy1hS2atEF63slVbvrOh49I+n4uoA+Sf6KMk64bhj5Kw9Rva/+yETtKJA1OpOf331mcMXn2tpaqnLVG6OUkvwNka0buHdTDo31TqLjeu+AW5eojRBiHvAk6pprL0op/9as/Cbg16hrrlUAV0spC7QyP7BDq3pQSjm/K/oUwO/38+Ktb7aZgczn9qP4FKzRFj1RTggGk4HzbprLZbeeT3x8PAcOHOCLL74AIDs7m/z8fJ5++mkyMjIo3nGITS/tBrRYYsCeJyjbWs0Jc8ax8JmrUFCor68Pbg6Hg9zcXL7//nvq6+vxeDzBKbqh03UDm9VqxePxYLfbycnJobS0FIfDEVyLLWDNRkVFkZycTHp6Ounp6UH3QEdWtJBStrCuQ/+3musidgGkZiUzesIoxk0cy+fmtez5JK99S7YbvV6KlOx7rwhnlfuInVdKyb6vc5k1a1aT/R6Ph0OHDlFSUsKmx/dHdCyTyagLrxDCCDwNzAGKgE1CiKVSyt0h1bYBk6WUjUKI36Eu736JVuaUUh6x54Ztq3biiyThuYDopCh8Xn+vT5QjjKJrlpIXkp17t/PUUyUYjcZg6kabzUZZWVkwC1nO1jx2vp4fFNwAil+i+H1sX7Wbl25+h7sW3dTm6QLL9AR+iCUlJRw4cIDGxkY8npY3RCEENpuNpKQk0tPTg0u3JyQkBIW6szkAhBDBRD/Jyclh6+T8ooQVr61t4rtsjslqZM5VM7EKG589t4Y9yyIQ3e7GDw1lbUf+dAU+j4+1a9dSU1MTdDM1NjaSmJhIUlISMUnRuOraz2vh9yvEJXVfPPmRoCss3qlAjpQyF0AI8Q5wHhAUXinlmpD6G4AruuC8EXEovzxoEbWF4pMkZseQMjCRg9tLgnlCeyO2ZDPOKs9hj1RLBRKHxwaXWQ/gcrmCIWMej4e85WUtRDcUt9PDN0s3seajdQydkB1M+VhfX09RURGlpaVUVlZSV1eH06n62UNXEPb5fMTGxjJw4ECGDx/O8OHDUZSm1nN9fT2HDh0iJycn+FpRlCYWczgrOiDQneGKOy/ky/c20FDb2Godn8fPons/RvEpar6Qnia6HcUARqOBpCHx2AvqEIh2XScBbHFW/H4/WVlZnHDCCcGQvoD7pna3k6WPrWjzuyQMgpPmTz7qsycPl64Q3oFAYcjrImBaG/WvAT4NeW0TQmxGdUP8TUr5YbhGQohrgWsBBg8eHHHnrNHWiAP8PdLN5CtGME0ez2f/+JKqQnvE5+lJuOzew/6BCyMkDo3BFm8J+kgVRQluLpdqIblqPThK2h+U9Hl9vPbQIoafPaDFjTAQnRBYjt3n8xETE0NycjIZGRkMGDCAhISEFrl6W7NEA7jd7uBAW+hWVlbW5LUQolVRDt3fPK9DRlYa//ziPv4y9wEa6xtxN4RxU0lw1h55a7I7EAZBxsQkJpx9HI2iHsUv8Ti8lGysouTbqjaTMVlsZi688VxOP/30JvullOzdu5dVq1Zhy7IRkxBDfaWjyYBnk+NYzVxx54VdeVnt4lcMVLsjm4wVKd06oiSEuAKYDIQ6erKklMVCiKHAaiHEDinlD83bSimfB54HmDx5csTP0T+ZMwFfBK4Dg9nA4En91ccgxU6/6YlU/8/eKwPVDzfW02ASxKXEcsJlI1AMfhJsSexblcuh/eqgVeKQWDImJWKKNuKq9iCMAto5p1TAXeVl4sSJpKenYzQaqaqqIj8/n4qKClJSUkhLSyMxMZGYmJhguJnT6WT//v0tfKwBX26kW2JiYpPQsmC/pMTj8bQQ59raWoqKipoIt9FoDCvId356PW//fTFb3t3VJXHgwqi6KLyNPevLZ000M/ycATSiJnWffdqppKam8mHcUip31OFxtP6UaI2yMP/385rsKywsZMWKFbjdbs4880yGDx/O3Nk/5aZT7sLpcOFq+NHtYLaaMRgN3LXoRoZOyDoi19eddIXwFgOZIa8HafuaIIQ4A7gDmCWlDL6jUspi7W+uEGItMBFoIbydJSkjkWlnT2Ljx1tanRIshKBfVhqnnjeTdx9fSuH6cvBpgzU9OjFD12GLseL1eZESMk5IZPovJnP5ry7lpp/fzvovdmAwGPG61R9WQ4mL4q8qufKBBRx3zXDuXPwwTnf7Vl10bDTFxcV8//33DBw4kMGDB3PGGWcwaNCgDq82EYivDV2wMnSrra0Nu9/n82Gz2VqsfBG6LzQ9ZOiiloHojdDBQbvdzsGDB8n7/mCrVlpHMVqN+Np43D5aWBPNTJs2jY0bNzJhwgSGDh3KokWLSM5I5IIHz+TTB9fjbnQ3mSkaFWvDEmXhH6vvIUmbFlxZWcmqVasoKSlh9uzZTJgwIfhUOmhEf1478G9WvbmeD59ahr2slqhYG2f84hTOue5MUge0/ZTTWxCH+2URQpiA/cDpqIK7CbhMSrkrpM5E4D1gnpTyQMj+JKBRSukWQqQC3wDnNRuYa8HkyZPl5s2bI+5jvd3B9dNuo7ywssXKwgajgZj4aJ785kFev+ddvlm66ZiKbDCYBJnTMphx8VTGjhuLUzTwxfp1+P1+ir+ppOiLSryu8Dcsk9XE6HOz2P1RHn5320JhshqZ8/uZXHDDOQwcOPCopZX0+/2tinVgay7ogcG9UHEO3YQQPPGzV9r0TUZMwCvWw3TXaDEw5uIsMsam4HK5WLBgAUuWLMFisTB69GjOPPNMvG4vX7y3gY+e/Zya8joSUuM457dnMuvik7BGWamvr2ft2rXs3buXk08+malTp3bL8k5CiC1SysmdbZ9wXIY88flLI6q7/NQnIzrXYX/7pZQ+IcRC4HPUcLKXpZS7hBD3AZullEuBR4FY4H/aY14gbGw08JwQQkH9yv2tPdHtDHFJsTy9+e+8cf97LHt+JRKpDtp4/My6+CSuvH8B29ftZsNHm48t0TUbiB8UzcizMympL6Tgi1xMJhP9+vVD+uDrNbvanJnlc/v4YXkJ866azecvr2szE5zJZOJ391591JOdGI1GYmNjiY2NbVEmpWxiSbtcriYiHJhRF5gWHUi043Q6UboiigR6nOCCmtEuJjWatFFJwRWclyxZghCCKVOmcPLJJyOEwGKzcMYVp3DGFac0ae92u1mzZg2bNm3ihBNOYOHChRElOerLdInZIaVcBixrtu+vIf+f0Uq7r4HxXdGH9oiJj+a3j/6Sqx64lOL9JSiKpP/QjGAs4NsPL27iU+pzNEvUYok1M+bsoRw3OxuDyRCcQFBbW0txcTHl22tQZwi0LSget4eCmlzi+8VQV+bA52npl7TYzNy56KZuEV0pZVAMQ4Uz3P+hrwN/DQZD0LIN/RvY+vXr16Js1apV7OxfQFVRzRG/vu7GEmXGGGvg1Jsm4xOqLzwwkWTu3LlMnDix1bZ+v58tW7bwxRdfMGzYMK699loSExO7sfc9l2NuupbFambI+KbO+Xq7g5Kc0qPUo26imX76PQrxqbEoKDgbnHg8Hnw+X3BarbPKjRLBo7P0S06cOJ3zXpzHy7e/xacvr8ZgUI/h9fjIGJbKyLMHMWVe5KHagZtAW8IZWP69uXC63e7gFOZwwhmY2ty8LPB/R10gUkqKioo4///O5vW/vtfmRJ1IOJx8yV2NyWbk+MtHYOkvqHPWMGDAAOrq6hBC8POf/5zjjjsubDspJbt372bVqlUkJydzxRVX0K9fv27ufc/mmBPecHhcXgwmI/TyiRMdwe/xs/HlHbyR/wwJqfGUlJSwa9cudu7ciaIoxMbHgKhodyaT0WTEYjVji7by+yeu4pqHL2P/5lycDU6SBiSQ0C+ODz74gGXLljF48OBWLc7Q/71ebwtBDH0dyEYWTji7Ij9wRygtLSUmJoZzr5zH0qeWU1lU1eaEivYwGo2YbKYesUBm9in9SR4ZR0NDA2azmYMHDyKE4PLLL281pDM/P58VK1YgpeScc85h6NCh3dzr3oEuvEB8SmzE8+77Eoqi8PAfHiNxYhSKouD3+zGZTCiKQvyQaIxmI/4wroNQ/H6FMk8hL7/8chPrEwgKotFoZNu2bTQ0NAStzbi4ONLT01sIZ7iQr55Mbm4uQ4cOJSrGxhPrH+DWM++nrKACd4jbKirORnxKHHN+eQpv3P9+qzczW7SV8286mxWvfYHb6e5QVrIjwQ+ri0mbGI/RYgh+pgsWLAgruuXl5axcuZKKigpOO+00xo0b12s+w6OBLryA2WLmjCtm8dnLq/H7jh2r1+v2se/LPCZPOA5FUbBYLBiNRnWxxlSJLclMQ7m/VaEQBsHAUf04ff7ssI/soT+8NWvWUFFRwU9/+tNuurruITc3l2nT1PlCqQOSeWHH47zy+H/Z9vFuTH4zSRkJzLv6dCbPPZ78/Hx+cOwj98Myag/Vq1atVEP5pITL77qAS/78M05bMIM/Tr+ThrrGo7rMlPRLvvn7bhBgijKSPb0//Rb2b1Knrq6ONWvWcODAAWbMmMHFF1/cIxdCPRx80oDd2YsnUPRkLr3t56x55ysa61qf/tkXMWJk+vTpDBw4sElMq81mo3RBOdefeBuNtY1NklIDICAuOZaHP7qD9MFp7Z5n5syZPPvss+zdu5dRo0YdoavpXrxeL8XFxWRnZwf3CSHwxbm45dXfkZXVdCwhLy+P6FQrT258gNzvDvLcQy8xLHsYE2ecwKyLTyIqRl0vLmtMJn94/Ze8ds8i7HscGM0mPG4Ptmgr5iQjNXn13XOB8se/vkY/eetKuWbsjfzr6wdJGpDA+vXr2bp1Kz/5yU9YuHBhh9a7O9bRhVcjIyuNx9bew61nPoCrwaXOqz8GGD35OGbPnh22bNCI/jy79VGevek1Ni7bisWmxlx63V6yJg/g1F9Pi0h0QQ0nO+ecc1i8eDFDhgzpdH6EnsTBgwfJyMhoci319fXY7XYyMzNb1M/NzQ3mHS7rV8Zx87I4//z5DBs2rEXdfQV7OPV3U7n80ivI2ZHL+4vf5+wL5rHu4/WsfHRDu3HTbSLUgJWODuL5PX5qK+u4YcbtTPnjcYwaPYrrrruO+Pj4zvflGEUX3hCGnzCEt4ue5b3HPuLVv77TdbGZPZSoWBvn/985bdbJyErj7vdvobayjvxdakqOIeMHY44y8cwzz1BYWBhWZMKRnZ3N0KFDWb16NWedddZh9/9oE/DvhpKTk8PQoUNbDPC5XC7Ky8tJS0tDCEFxcTEGgyFsPGtgLbqrrrqKqBgbNd4qppwyiY3fbmTg6P5YrJaIZgq2hoCIQgXDIRWJo6aREzInc+b80zrdh2Od7hv+7SWYLWYu/vN5xCa2DLDvSxjNBrLHZTLxtHER1U9Ijef4WWM5ftZY4pPjiIqKYu7cuXz00UcRZX8LMGfOHHbv3k1xcYtZ5b2O1oR3xIgRLeoWFBSQmJhIRkYGAMXFxcF8E81ZuXIlsbGxDB48GCklO3bsID4+HpPJxMGDBVx0y7lYozv/xCDhsCZq+Fw+vvlgS+cPoKMLbziMRiOjpg0/2t04IgihTv9MyIzlogd/elgjz2PHjiUxMZGvvvoq4jbR0dHMmTOnw4Ld02hoaMButzNw4MDgPr/fT25uLsOHt/zu5OXlYbPZSEtLQ1EUSktL8Xq9LYRXURT27t3LiSeeCKjRAh6Ph3379pGYmMj48eO57LYLmDz3eEzWyJK6N8dkMSHF4T3N1ZTXHVb7Yx1deMMgpSRnW8v12XozwiCwJVoYd/px/PKfFzD9huPZsPkb8vPzO39MITj77LPZsGEDVVVVEbcbP348sbGxbNiwodPnPtrk5eWRnZ3dZEWLwsJCkpKSwk5HzsvLCy4AWl5eTnx8PF6vt4Wve9OmTUgpg8K7Y8cOMjMzaWho4ODBg0yfPh2j0cjF95/N6J9lE51qxWgyqOlPTYZ2f9FmmxmjyXjYU5NTB6a0X0mnVXThDUP5wUoaavpWdENUjI0/PHE1oy4cjDlVMGTIEOLi4njvvfeoqen8VNeEhAROOeUUPvroo4izcwUE+6uvvsJu7505j3/44YcWbnkcoakAACAASURBVIYDBw6EdTMElrqvq6sjPT2d4uJiMjIysNlsLVJUrl+/nmHDhgVX/Ni5cye1tbWkpaUxatQoEhIS8Hg8LF++nOyTBnDSTeN4Lfcp7vj4ek7+yxji+8eoaTrDYDAaiE+Oxec5vCT/tlgbZ18bNgtAn0RRBA6XJaItUnThDYPX7cVg7FtvjaIozL5oBldffTUWi4XCwkJiYmKIi4vjnXfeCbu0TqRMnToVr9fLtm3bIm6TlJTEySefzCeffNJl6RS7Cyllh/y7+fn5DBo0CJ/PR3x8PEVFRaSmprZwM+Tm5uJ0Opk5cyYARUVFGAwGqqqqKCoqCu7/8ssvSUlJoa6ujjPPPJPaRjtfbf6SmIQYjr9qGGnDkjCYDQjtKyyEGis8aGR/7vjwjxitnf9uG00GMrJSOf7UsZ0+ho4uvGFJGZh8WNM+exoGs4EZl07BGmXFZDIxf/58pk6dSllZGV6vF0VRWLJkSacF0GAwcO6557Jq1SocDkfE7U466SQcDgc7d+7s1HmPFgG3SuhKx7W1tTgcDgYMGNCifl5eHsnJycGIhpKSkmBi9lBWr16NzWZj0KBBgOpmsFgs9OvXj5EjR5KUlERlZSVbtmyhsbGRmJgY4uPjWbJkCT/72c/UfQnRXPDQXH52/+lknpjBtHMmMe/q03ho2R28sONxtuzcxMhTszGaO/7Tt8VYSR+cxt+X/1WflXaY6MIbhqgYGzMvPBGDofd/uazRFtJGJyCHOIMCJ4Rg8uTJXHrppcHVF4qLi/nyyy87fZ5+/foxceJEPvvss4jbGI1Gzj33XJYvXx6cktobCFi7oeKTk5PDsGHDwuaJyMvLw2q1kp6ejtvtxm63B2f5BSguLqayspKJEycihEBRFHbu3IndbqesrIwZM2YgpWTZsmVMnDiRsrIypk2bxuLFi7nkkksoLi4OLv6Zk5ND3IBornnkMh5Yehs3vfA7xs8cHVw4NG1iPCZL23lwhVEw7pTjiI6LwmIzM2jkAK577Fc8v/0xUvondd2beYyiC28r/Oqei7HF9tKZOFrkwvGzx3L3+3/ivg9uRRgEy5Yta2JdDho0iGuvvZaUlBQcDgfffPMNe/fu7fRpZ82aRUlJCfv3R7ZMN8DAgQMZPXo0K1as6PR5u5twboYDBw6EjWaoqanB4/HgdDpJT0+ntLSUjIwMPB5PE+H98ssvEUL8P3vvHR7leeX9f+5p6qj3giRAQo0q0YsQvZhiwJgONvbGySZ5991sym93s0k2eTfZls0m2cS405uDzdIMCIkqBJIMqFLUhXqvo2nP74/RPGaQAMl0PJ/rmovRzPM8c88AX5059znfw8iRI+XXUCgU+Pv7ExYWhpeXF7m5uXR2dlJcXCxXk6xYsYLg4GAyMjJwcHDAx8cHf39/ampqSEhIkK9vNBo5efIko0aNwtVnEP/8+Y9QahQo7skHK1UK1PYqkr43gd+m/pLPW7ZxpHMXHxX8joVvz8b+EcrYbHyFTXjvg3+4L/+R8nPcvAfh4PKVACuUCnMUGeyFxkHdKxds72xP4DA/ucvrWaDSqIhbMox5P5lCwtxRhIeHs3DhQhQKBceOHbMSX2dnZzZv3kx0dDRarZaDBw9SW1v7tV5XrVazaNEijhw5Qnd3/921Zs6cSWFh4SNVWDwtTCYTJSUlVsJrMBgoKSm5bxlZWFgYdXV1eHt7U1FRQWBgIFqtVm6xrauro7S0FHd3d7y8vAD48ssv0Wq11NXVMXXqVLq7uzlx4gTjxo2jqqoKrVbLq6++SlhYGDdv3kSr1WI0GikrK8NgMDBlyhSr6Q5ZWVkMGjSIlpYWYmJiMLhoSfjucGZumoqzuxNCIXBwsWf2humM/+to3vjRUxsE/o3EJrwPYOjoMHZXvMsPPvg2k5eOY9SMWOa9kcR/nfslu0r/xO/O/4rEVZPwDHDHzceVMbNH8LNPf8Cfr/474SMGPzPxNXQbuHmyjNycXDIzzYXusbGxTJkyBY1Gw/Hjx63EV6lU8uqrrzJlyhR0Oh0ff/zx1/7qHx4eLnen9Rc7Ozvmz5/P4cOHMRjuP8XieeDOnTvyQE4LZWVleHt74+jY20jFUnZWV1eHj48PlZWVBAYG0tXVJUe8Fy5cwN3dnbg480wAvV7PzZs38fHxISQkBF9fX1JTUxkyZAjnzp1DoVCwbNkyhgwZgslkIjk5GaPRSHBwMG5ubjQ3NzN27Fh5Dd3d3Zw9e5ZZs2aRn59PcHAwp0+fxtXXhb/b+tccbPiYE4Z9HGrZTsKGWGLHR+Pj4/OEP8lvNjbhfQgqtYppKybys7/8Hf+W/E/8zbt/xdDRYYBZmH+y4/vsqdjK/ur3+c0X/8jY2SOxd7Dj31N+xpxNM7Bz0OA4yAEHZ3scnO3x8HPj2/+1maAof9T21h3bSo0ClebrFcXfS3dXN0Fug0lJSeH27dsATJgwgejoaJydnXuJL5gjz1mzZtHV1cWf/vQn9PqvV3Zk6U6rqKjo9znDhw/H29ub8+fPf63XfFoMJM0gSRLFxcX4+PgghMDJyUmOeC3C29LSQkFBAU1NTcTGmrsI8/PzMZlMtLa2MnXqVGpqarh+/bosqtOmTSMiIgJA9k8Gc+RsMpmYOnWqlUPYhQsXCA8Pl32Oz58/T0BAQC/rRq1WS3p6OomJiY/7Y7NxD49FeIUQ84QQN4QQt4UQP+7jeTshxN6e59OFEKF3PfeTnsdvCCHmPo71PA/YOdjx/f95i33V7/Ojbd/l//z5bX515P9jd8W7LPveAj7M+R3/78jfM2lZAgFRvnhFujJ2fRQzfj6GQf6P3q5sZ2dHRnomU6ZM4eDBg9TU1AAwa9YsfH198fLy4vjx42RnZ1udN3nyZKZPn057ezv//d//PaAqBQuOjo7MmTNnwN1p8+fP58qVK9TV1Q34NZ8WAykjq6+vR6lU0t3djbe3N21tbRgMBtzd3WXhvXjxIoMHD8bPz082m7lw4QLOzs4EBATg7+/P0aNHGTNmDGfOnMHFxYXp06cD5rxtamoqGo0GZ2dn1Go1nZ2dVuN4WltbycjIICkpidzcXNzc3DAYDLS2thIdHW213rS0NCIiIqyqNWw8GR5ZeIUQSuCPwHwgGlgthIi+57A3gSZJkoYCvwV+03NuNPA6EAPMA/6n53ovDY4uDkxanEDSmqnETY2Sd72FEIyaEcvPP/0hn+T+gR057/L695bj4emBndujexcZ9UaWrVrCuXPnmDBhArt27aKtrQ0hBIsXL0alUhESEsIXX3zRS3wTExMZM2YMnZ2d/PGPfxxQ5GohNjaWQYMGcfHixX6fM2jQIKZPn87hw4efy9re7u5uqqurrewem5qa6Orqwt/fv9fxd+d3LY0TgYGB5tFKXV0IIbh+/TqSJMlpho6ODmprazEajUydOpVr166h1Wq5cuUKKpWKuXO/ik2ysrJwc3OjtrYWSTIPcJ02bZpVN11KSgpjxozBxcWFnJwcysvLmTZtGt3d3VbmRp2dnVy5coVp06wHVdowN1BouzT9uvWXxxHxjgNuS5JUJEmSDtgDLLnnmCXAJz33DwAzhfk7zhJgjyRJ3ZIkFQO3e673jUOpVBIXF8eWLVtY/5NVvdIQA8Un1ItxifEsXLiQK1euEBMTw65du+ju7kapVLJy5Uqam5uJiorixIkTXL9+3er8hQsXEhYWhk6nY8eOHWRkZAxIDC3daWlpaQNqJ46Pj8doNA6oGeNpUVpaSmBgoNWmlSXN0Fdd6/2EF6Crq4uioiIiIyMpKysjKioKgOTkZDQaDT4+Pnh5eXHy5Ena29sxGo3Y2dnJx+n1es6dO0dQUBCSJKFQKDAYDHJVBEB1dbVsUF5SUoLRaGTatGlUVlYSFRVlteYLFy4QHR2Nu7utVOxp8DiENxAov+vnip7H+jxGkiQD0AJ49vNcAIQQbwshMoQQGc/zV9HHwdw1SfiF+n7tOmKVnRLvSS7U1NQQHR3NlClTuHHjBl5eXnz66aeYTCbs7OxYs2YNhYWFjB07lpMnT1qJrxCC119/HS8vL4xGI2lpaRw6dGhAm19ubm5MnTp1QBHs123GeBoUFhYSFhZm9dj90gyW6oewsDBqa2t7CW9nZycFBQV4eXkRFhaGg4OD3CJsiVyPHTuGwWDAzc0NNzc3Jk2aJH9junz5MoGBgeTm5iJJEiqViunTp1vVEZ86dYpp06Zhb29PSkoKDg4OjB8/nvz8fKs0Q3t7O19++aUt2n2KvDCba5IkbZUkKV6SpHhv7/6Zb7+oKBQK/vXUT3F0Hdi4EZVGhVKjJGyuH0vfWMjOnTtpaGhg3LhxREdH09jYiF6v59ixY0iShLOzM+vWrSMz05wLvld8VSoVmzdvxs7ODoPBQHd3Nx999BEtLS39XtP48ePR6XRcvXq13+f4+voyevRovvjiiwG9/ydNUVGRlWm5Xq+ntLS0z4GO1dXVODs74+zsTF1dHZ6ennJFA5jFLjQ0lOLiYnlT7dq1a+j1ery9vdHr9eTk5BAbG0trayvt7e2MGTMGMG+CXbx4kaFDh6LVahFCoFAo5OuA+RdCU1MTY8eOpa6ujoqKCpYsWUJTUxMdHR1Wc9POnz9PXFyczdD8KfI4hPcOcLcTdlDPY30eI4RQAa5AQz/P/UbiFeDB8r9ZhOhn1Kt2UDLnzel8lP87Ri+M4cyZM0yZMoXt27fT0tJCUlKSvLteWlpKWloaAB4eHqxevZqzZ88ye/ZsTp06ZSW+9vb2vPXWW3R1ddHR0UF0dDTvvfceRUVF/VqXJYI9derUgCLY6dOnc+fOHW7dutXvc54kra2tdHR0WI0pLykpwc/Pr09PXUuaoaWlBTs7Ozo6OnBycsLR0RG9Xo9eryc+Pp7Kykq5QuHMmTOoVCoSEhLYu3cvw4cPp7KyEn9/f0aNGiU7mV28eJGIiAgKCgrkWXmJiYlytGsymTh58iSzZs1CCMH+/ftxdXUlLCyM3NxcqzRDa2sr169fl30gbDwdHofwXgGGCSHChBAazJtlh+455hCwsef+CuC0ZP7ueQh4vafqIQwYBlx+DGt6KYifMxI7h4cn7JUaBQv/IRFjWDsKR9i8eTNqtZr09HTGjx/P9u3b6ejo4JVXXkGlUuHl5UVaWhp5eXkABAQEsGzZMk6cOMHChQt7ia+rqysbN26koqKC5uZmli9fzsGDB7lw4UK/Ugh+fn6MGjVqQO3EarWahQsXcvTo0Ucy8HlcFBUVERYWZvVV/n5uZPCV8N6dZrB4MGRmZiKEoL6+nsjISHl0emtrK87Ozpw8eRInJyfCwsJQqVSUl5fLAzXb29vJyMggNjaWyspKtFotDg4OVqmDa9euYW9vz/Dhw0lPT6ezs5Nx48xbJ/emGc6ePcvo0aP7tLK08eR4ZOHtydn+NfAFkA/skyQpVwjxCyHE4p7DPgA8hRC3gf8L/Ljn3FxgH5AHHAe+I0nSi+uO/ZiJTBiKd7DXgw8S4B/uh9pTgbe3N9u2baOuro63336b1tZWCgsLiY2NZceOHXR3d7NixQpaW1sZOnQoR44ckSsWhg4dyuzZszl27BjLli3j1KlTXLt2TX6ZwMBAli1bRkZGBg0NDWzZsoW8vDwOHDjQry61xMTEAbcTDxkyhODgYFJTU/t9zpPi3jIySZLum981Go2Ul5cTGhoqj/u5c+cOAQEBmEwmLl26hKOjI9nZ2XI1Q0pKCpIkYTKZ0Gq1LFu2jDNnzhAcHMyQIUNwc3MDzK3FcXFx5Obmyg0blsgWQKfTkZKSwuzZs2loaODcuXMYDAZiYmJobGykra1NTjM0NTWRl5fH5MmTn+hnZ6M3jyXHK0nSUUmSIiRJGiJJ0q96HvupJEmHeu5rJUlaKUnSUEmSxkmSVHTXub/qOS9SkqRjj2M9LwtCCP5x79/g4OJAn2ZQwjzCJ35jFBs3bkSj0eDi4sKOHTtoa2tj06ZNFBUV0d3dTVhYGLt27QJgzZo1lJeXM3z4cPbu3St74o4cOZKEhASOHz/Oa6+9RnJyspX4xsbGMn36dI4ePUpTUxObN29Go9HwwQcfPLRywdJOPNAIdu7cuVy/fp2qqqp+n/O46csGsrGxEYPB0GeH1922j3dXNAQFBZGXlycb5LS0tMhRcXm5eY/Zzs6OMWPGkJeXx/Dhw8nPz5dN0Zubm8nOzmbs2LHk5eXR1NSEWq2WKx3AXIsbEhJCQEAAn3/+OTExMfj4+ODq6kpeXh5RUV+VNJ49e5b4+Pg+O+5s3IVJYNKq+nXrLy/M5to3lbC4wfz+0v8jZvJwNPZqHAc54DjI7BgVNyWKnx/9AU36enbs2MHKlSsJCQlBrVazfft2JEliyZIlXLp0CV9fX7y9vdmzZw8ajYZ169bJpVA7d+6UW4QnTZpEaGgop06dYs2aNSQnJ1ttjCUmJhIVFcWOHTtob29n8eLFjB8/ng8//JAbN2488L2Eh4cTGho6oHZiJycnZs6cyeHDh+UOradNbW0tGo3GqtTqYWVklpHvtbW1eHh4UF9fj6+vLxcuXCAqKkqOQhUKBWfPnsVoNOLp6UlXVxexsbHk5uYSGBiIi4uLnKI4c+YM8fHx5Ofn4+LighCCYcOGyWtob28nPT2dmTNnkpaWhkqlQqfTERNj9s7Ny8uT0wwNDQ3cuHGDSZMmPcmPzsZ9sAnvC8DgqCB+e/afeT/nt/zt++/wt++/w/u5v+U/z/yC8UkJfOtb36KmpoY///nPzJ49m3HjxiGEYOfOnbi7uzNhwgQOHTrE6NGjcXR0ZP/+/bi4uLBmzRrZE2Dv3r0YDAaEEMybNw9nZ2fOnj3LunXrOH36tJX4rlixAi8vL7Zu3Yper2fs2LGsXr2ao0ePcvr06QcK5Jw5c8jJyRnQsMtRo0ah0Wi4fPnZpP/v1yb8oPxueHg4JpOJ+vp6OTIuLS3FZDLh4eFBZ2cncXFx1NfXk5ubC5i/4cyZM4fTp0+TmJhIVlaWHO3W1dVx8+ZNxo0bx+XLl2lqakKhUDBixAj5dVNTUxk5ciQGg4GLFy+ycOFCbt68SXR0NE1NTbS2tsrNH2fOnGHChAmyUY+Np4tNeF8g/MN9mbZiItNWTMQ/zFd+3MvLi+9+97t0dnby+9//njFjxrBo0SIkSWLXrl1ERkYSFhbGtm3bmDlzJpIk8fnnn+Pj48OKFSsoLS1FCCGP7xFCsHTpUrq6usjIyGD9+vVW4iuEYMuWLQgh2Lp1KyaTiaCgIN566y3KysrYvXv3fU12LO3Ehw4d6nc7saUZ4+zZswMqZXtc3Cu8Op2OioqKPsvIdDodVVVVBAcH09TUhLOzM7W1tQQEBHD+/HkmT55MdXU1Qgh8fHzYvn07Qgi8vLxwcnKSu9p8fHxob29n+PDhgDkHPGnSJG7duoVGo0GlUmEymeR8bV1dHfn5+UyZMoXPP/+cGTNmyFG2i4uLnLpQKBTU1tZSVFQkb9jZePrYhPclwcXFhe9///sA/O53vyMwMJC1a9eiUCjYvXs3kyZNwsXFhQ8//JBly5bR1tbGkSNHCA0NZcGCBTQ0NFBTUyNvZKlUKlatWkVZWRkFBQVs2LCB06dPyx1lKpWKt99+m+bmZnbu3CnXBa9fvx4vLy/ee+89qqur+1xrXFwcLi4ucklbf/Dy8mL8+PEcPXr0qbYTGwwGysrKrBoniouLCQwM7DWoEsxOZQEBAWg0GquKBktONzY2VnYz27NnD62t5mm9bW1tzJkzh1OnTjFv3jwuX77M+PHjUSgUVFZWUlFRQUJCAhcvXqStrQ1XV1dcXV3lUrZTp04xZcoUvvzySzQajZwH7ivNkJqaysSJE/tcv42ng014XyLs7Oz43ve+h7OzM3/4wx/QaDRs2bIFe3t79uzZw8yZM9Hr9Wzfvp1Vq1ZRU1PDyZMniY6OZvLkyXKjgyWytbe3Z+3atWRmZlJRUcGGDRtISUmRxdfV1ZX169dTXFzMsWPmfVGlUsncuXOZMWMG27dv79WKDOYIdtGiRVy8eJHGxsZ+v78pU6bQ2NhIfn7+Y/i0+kdFRQXe3t5Wtbr3cyMDc3R8d37X4sFbXl4u51Nrampob2+nvb0de3t7lEolY8eOpaCggKCgINzc3CguLpbNbk6fPs3UqVMpLy+ns7MThUJBWFiYHO0WFxdTW1tLaGgoaWlpLF68GIPBwM2bN4mKiqK5uZnm5mZCQ0OpqqqivLxcLi+z8WywCe9Lhkql4p133sHPz4+tW7fS0tLCX/3VX+Hh4cHBgwdJTEykpqaGo0ePsnbtWgoLCzl37hzjx48nJiYGe3t7Tp48SXGxeby9i4sL69at49SpUzQ1NbFx40Yr8R08eDDz588nIyOD9PR0eR1xcXFs2LCB1NRUjh8/3iut8HXaiS2jgo4fP45Wq31Mn9iDubdN+EFlZICVSXpdXR2DBg2iq6uLuro6Ro0aJY9512g0tLS0YDAYUCqVjBw5kitXrjB79mzS09PlhomSkhIaGxsZM2YMFy9eRKfT4evrS2dnJ8HBwUiSxMmTJ5kxYwaHDx8mKSkJNzc3bt26RUBAAM7OzlZphtTU1F4m6TaePjbhfQlRKBS88cYbhIeHs2PHDgoLC9myZQshISGcPHmShIQEcnJyyMzMZP369Vy7do1Lly6RlJSEv78/7u7uHDhwQLZn9PLyYtWqVXz22WdotVo2btxIamqqLL4JCQmMGjWKEydOWNXp+vr68tZbb9HY2Mi2bdt6da6NHz8erVY7oHbikJAQhg0bRnJy8mP4pB7OvW3CdXV1ck72Xrq6umhoaJDbgmtra+XOsgkTJqBUKjl8+DAqlQp/f3+USiVGo5GkpCRSU1Plza5r164xfvx4JEkiOTmZxMREedKwJEnMnTuXsrIygoODyc7ORqFQ0NzcjIODg9xWnJub2yvNUFFRQXV1tZVJuo1ng014X1KEEKxZs4aYmBg+++wzrly5wvr164mNjeXy5csMGzaM06dPU1lZyfr167l06RJXr17llVdewcHBAS8vL3bu3CmLZXBwMIsXL2bPnj0AcjSblZUFwKJFiwgICGD//v1UVlbK63BwcGD16tWEhYXx3nvvyfWqYG2I09HR0e/3NmvWLAoKCqyu9STo6uqivr5eLueCB5eRlZSUEBISIgtqU1MT9fX1aLVaxo4dy2effUZrayseHh7cuHEDnU6HRqPB09OTqqoqJk2aRFZWFkOGDMHV1ZWbN2+i0+mIjY3l0qVLmEwmAgICGDRoEDqdDldXV06fPk18fDzp6em88sorCCHQ6XQUFhbKaYbGxkZCQ0NJSUlh2rRpVibpNp4NNuF9iRFCsGzZMuLj40lOTub48eMsXbqUyZMnc+vWLby8vNi7dy96vV4uGysoKGDlypUYDAZcXV3ZvXu33PAQGRnJjBkz2LFjB3Z2dmzYsIEzZ86QlZWFQqFg7dq1ODg4sG3bNrkpw7KOxMREFixYwJ49e6wsJv39/Rk5cuSA2okdHByYO3cuhw8fHpDR+kApLi4mJCTESqgelGawtBWDuU7W1dVVFupTp05RXV1NcHAwHR0dcpdafHw8X3zxBXPnzkWhUJCens6ECROQJInTp0+TlJREV1cX2dnZmEwm5s+fT0VFBcHBwVy+fBk/Pz/S09OZNWsWrq6uANy8eZOgoCAcHR3Jz89n+PDhVFRU0NjYyKhRo57Y5/XSYhLQqezfrZ/YhPclRwjB/PnzmTp1KpmZmezbt4/ExETmzZtHXV0ddnZ2fPDBBzg6OrJ27VqOHTtGaWkpa9asoaOjAyEEf/nLX+Ta3DFjxjBq1Ch27tyJs7Ozlfja29uzYcMGJEnio48+orOz02otkZGRvPHGG1y+fNnKYjIxMXHAhjgxMTG4uroOyGh9oNxbRqbVaqmsrJQ3z+7FYgMJ5jSDu7s7ra2tKJVKuZEiLi6O9vZ2dDodCoUCtVrNoEGDiIyMJD8/H1dXVwIDA8nJyUGj0RAREcGVK1cAc9u2v78/ZWVl+Pn5cfHiRVxdXXF2drYS1HvTDFFRUZw+fZrp06dbmaTbeHbYhPcbQmJiIrNmzeL27dt88sknjBw5khUrVtDV1YXBYOD999/H29tbzuXW1dWxdu1aWltbaWxs5MSJE/K1pk2bRmBgIHv37sXNzY2NGzdy5swZMjMz8fLyYsWKFXR3d7Nt27Zec9s8PT3ZsmULer2eDz/8kObmZtkQ58iRI/1uJxZCsGDBAtLS0gZUGTEQ7hXeoqIigoOD0Wh6Gxfd615WW1tLW1sbCoWCpqYmVqxYQUlJCXZ2drJ/bkBAAJcvX2bu3LkIIbh06RITJkzAaDSSkpJCUlISRqORS5cuYTQaWbhwIWCutKirqyMsLIycnBw5xQDmKRnFxcUMHz6clpYWuZW7o6PDqtnCxrPFJrzfICZMmMCCBQuorq7mvffeIyQkhPXr12MymWhqamLnzp0EBQWxfPly9u/fT2dnpxz55ufny1ULFtHTaDR8/vnnuLu7s3HjRs6ePUtmZibDhg1j2rRptLa2sm/fvl6dbBqNhuXLlxMbG8v7778vb2ANHjx4QO3Ebm5uTJky5YmMCmpqakKn01l5MTyoW62kpITQ0FBZAKurq6mtrUWlUrFu3To5DWEZ5mmx6BwxYgTe3t6Ul5fT0dFBZGQkX375Je7u7oSFhZGdnY3RaCQwMBBfX1/0ej01NTUUFRVRW1vL7NmzrXx0b9y4QUhICA4ODuTn5xMREcGZM2esbCNtPHtsfxPfMEaPHs2SJUtobW1l69atuLi4sGXLFhQKBcXFxRw9epTw8HAWL17M7t27USgUrFixAr1ez5kzZ2Q/BoVCwfLly2lububkyZN4eHhYie+kSZMYMmQI1dXVfQqjEIJJkyZZWUx+nXbiCRMm0NXV1We98KNgiXYtQvqwMjKLDeTdPwshmDhxIg4ODuTk5ODvef/6SgAAIABJREFU7y9XitTW1tLQ0CAPrrx06RLjx4/HaDRy9uxZucPwzJkzGAwGXnnlFQAqKyvlqgg3NzerUT/QO83g5uaGXq+XH7PxfGAT3m8gMTExrFixAp1Ox4cffojBYOCdd95BqVSSkZFBWloakZGRzJ07lx07duDq6sqCBQsQQvDZZ5/JVQtqtZrVq1dz69Yt0tLSZPE9d+4cmZmZLF68GGdnZ27fvs3Zs2f7XEtYWJhsMXn06FFmzJgxoOnElsqIkydP9sopPwr3phlqamrQaDR4eHj0OtbiXmYR3pSUFHlkT1hYGG1tbbIlpslkwtHREaVSycyZM7G3t6epqUlumLh8+TJBQUEEBARQVFREW1sbgYGBcuSdnZ2NwWCgtrbWKsUA5hx0aWkpw4cPp7W1ldraWm7cuEFiYmKfVRg2nh024f2GEhERwapVq2Q/h9raWr7zne+gUCg4ceIE165dIy4ujunTp7N9+3ZCQkKYNm0aarWa3bt309zcDJgrDNatW8elS5fIzs7Gw8ODDRs2cP78ea5du8bq1asxmUxkZGTcd4Clq6urPGIoLS0NjUYzoHbigIAAYmNjrfLQj4LJZJKNbiw8qFutqakJSZLw9PQkLS2Ny5cvo1araW1txd/fn9zcXAYPHkxlZaWcLnBwcJA3xNLT0xk9ejQmk4mLFy8yY8YMANlwaMkS8+xYy0w2tVrNnDlzcHFxsVpHQUEBYWFh2NnZkZ+fj5+fH0II2e/BxvODTXi/wYSHh7NmzRrZIOfGjRt897vfRaFQ8Nlnn5GTk8PYsWNJSEhg27ZtxMbGMmLECJRKJTt37pS7x1xdXVmzZg3Hjx+nqKjISnxv3rzJa6+9htFo5NSpU/etXFCpVCxevJiJEydSV1fHuXPnBrRplpSURElJSb9HEj2I6upqnJycrHKnD8rvWqLdK1euyA5q3t7eeHp6otFoyM7OprGxEUmSiImJQa/Xs3jxYoQQaLVauWEiLS2NiIgIvL29qauro6qqCn9/fywzBvPy8uju7sbf37/PjbLc3FzZjyE3N5fm5mZmzJhhi3YfFQmUWtGvW3+xCe83HMsGm0Kh4OLFi1y+fJl33nkHIQSffvopWVlZTJo0iejoaHbs2MHkyZMZPHgwer2effv2ySkBX19fVq5cyaeffkpVVZWcdjh//jw1NTXMmjULtVrNwYMHH5jDHTt2LGvXrkUIwfbt2/udctBoNCxYsIAjR470qqQYKIWFhVbRbldXFzU1NQ8sIxNCcOHCBcaNG4dGo8HJyYnAwEAaGhpobm6mrq6O4cOHc/36dTQajXytrKwshg0bhlKp5MqVK3LONzk5GUmSWLp0KWCeamHxw1i2bFkvMe3s7KS8vJzIyEja2trkYZv3i9JtPFtswmuDgIAANm7ciCRJ3Lhxg9TUVDZv3gzA4cOH5V3xkJAQdu3axbx58/Dy8qKhoUG2kgQIDQ1l4cKF7N69m6amJrna4cKFCxiNRiIiInBzc2P37t0PjGaDgoL49re/TWdnJ1u3br2vxeS9RERE4Ofnx7lz5x7p87i3TbiwsJDQ0NA+O74kSeLWrVvcvn2b9evXc/XqVZydndHpdAQFBZGdnS1bbU6cOJH6+nrZ3MZkMskNE5aRPm5ubnR0dMg+yZbcbnp6OlqtluDg4D7noxUUFDBkyBA0Gg25ubkIIUhKSrJFu88pjyS8QggPIcRJIcStnj/d+zhmlBAiTQiRK4S4LoRYdddzHwshioUQV3tutraaZ4SPjw+bNm3CYDBQX19PcnIyK1asQJIkzp07x+HDh5k9ezZeXl4cOHCAV199FScnJ27fvm0ldNHR0UyZMoUdO3bQ0dFhJb6enp7Y2dnh5+cnP38/Bg0axIYNG2hqauLdd9+9r8XkvcybN4/MzExqa2u/1ueg1+u5c+eObBgOD87vXrx4Eb1ez8aNG2lsbEShUNDR0UFzczMBAQFcvXqVrq4uYmJiOH36NAqFQm5BtlQdODk5WU36TU1NRZIkXn31VcC8aZaSkoKDg4PVCPe7ubuaISMjQ54qbOP55FEj3h8DyZIkDQOSe36+l05ggyRJMcA84L+EEG53Pf93kiSN6rn13y3FxmPH09OTzZs3o9PpMJlMcqRrNBrJz89nz549zJkzB3t7ew4dOsTrr7+OWq0mLS2N7Oxs+Trjxo0jOjqaXbt2odPpZPFNS0tjyJAhNDQ04OvrKz9/PwIDA4mPj2fQoEH3tZi8FxcXF9mp6+vU9paWluLv7y971T6ojCw/P5+zZ88SFRWFl5cX58+fZ9y4cXR2dtLZ2Yler6etrQ0wD+60dK85OTkhSRJpaWlMnDiR1NRUxo4di7OzMwaDgaysLDw9PfH1NZvdHz16FDCnUyzR8t10dHRw584dhg0bRktLC42NjcybN88W7T7HPKrwLgE+6bn/CbD03gMkSbopSdKtnvuVQC3g/Yiva+MJ4ebmxubNm+nq6sLZ2ZnMzExiYmLQarXU1dXxySefMGvWLIxGI8nJyXJ++PDhw5SWlsrXSUpKwsfHhwMHDmA0GmXxzcjIICYmhrKyMpydndm/f/8D87iJiYm0tbWRmJhIamoqx44de2je1+K+lZmZOeD3f28ZWWVlJU5OTvKUXws3b97kyJEj+Pn5ER0dTVlZGe3t7Xh6euLi4kJgYCCpqamYTCaioqI4e/YsGo0GZ2dnHBwcKC8vp6urCw8PD27evClP+r1w4QImk0mOduvr68nJyWHGjBl0dHT0OVwzLy+PYcOGoVar5dHwfU3HsPH88KjC6ytJkmX8azXg+6CDhRDjAA1QeNfDv+pJQfxWCHFfS3whxNtCiAwhRIalCN3Gk8HFxYVNmzbR1dWFr68vhYWF+Pn50draiiRJfPzxxyQmJtLc3ExaWpq8GbZnzx7q6+uBr8zOJUmSo093d3c2bdpETk4OkZGRVFdXYzQaHxidajQa2TR906ZNNDU19WkxeTeW105JSZEjzv5yr/D2lWa4ffs2n3/+uWwmHxoaKo/1qa+vR61W4+PjQ2Gh+Z+5h4cHrq6u8nt0cHCQ24PPnDnDxIkTsbe3R5Ikzp8/j6urKwEBAQDs3bsXT09PPD09CQwM7LP7zDJpwmAwUFBQYBvp8wLwUOEVQpwSQuT0cVty93GS+V/Vfb/bCSH8ge3AZkmSLD2kPwGGAwmAB/Cj+50vSdJWSZLiJUmKt5TX2HhyODk5sXHjRnlDp6WlBScnJ+rq6nB1dWXXrl1MnDiRyspKcnNzWblyJSaTie3bt8u5W6VSycqVK6mtrSUlJQUwR9SbNm2iuLgYHx8fdDqd1cihvhgyZAghISGkpaXJFpNbt259oC2kj48PY8eOHZDrWXt7O83NzbKfLvR2IysuLubgwYO8/vrrCCFwc3OTqwhGjhxJbW0tRqNRrtwIDw8nKysLLy8vYmNj0Wq16HQ6SkpK8PX1paysTBbKL7/8EoPBwLJly+SfGxoaWLt2LRUVFVb2lBYsrz106FAuXryIJEk24X0BeKjwSpI0S5Kk2D5unwM1PYJqEdY+dzSEEIOAI8DfS5J06a5rV0lmuoGPANs8kucIe3t71q1bh16vJygoCCGEPAPM39+fw4cPExcXx61bt6isrOSVV15Bq9WyY8cOuaRLo9GwZs0acnNz5RpXi7FOXV0der0eLy8vrl+//sDUwJw5c8jOzqaqqorExEQWLVrEnj17uHLlyn2j5alTp1JdXf3QsfMWLGPZLVFlR0eHVRVCaWkpBw4cYOXKlQQHB1v5L0yYMAGVSkVtbS3Nzc1W3X1jx47l1q1bxMXF0dXVRUFBAWPGjOHcuXNyUwrAiRMncHJyYvDgweh0Oo4ePcro0aNxc3OjvLy8z/xuXl4eERERcvNFWFiYbbrEC8CjphoOARt77m8EPr/3ACGEBjgIbJMk6cA9z1lEW2DOD+c84npsPGbs7OxYs2YNkiTh5+eHq6srJpOJiooKAgMDuXz5shzVdXZ2kpiYSFNTEwcOHJAF0cnJiXXr1nH+/Hny8vKAryJfi5vWyJEjSU1Nva9IOjk5MXv2bLmdOCIigjfffJOMjAwOHTrUZ+2uWq1m0aJFHDt2rF+uZ/emGW7fvk1YWBhKpZKKigr27dvH8uXL5Rrc4uJivLy8KCoqIj4+HkCOeCVJwtvbm6qqKlkMfX19ZeH19/enoaFBnhhx48YNuru7ZU+Gv/zlLyiVShYuXIjRaKSqqsoqErdgqWa4cuUKKpVKvp6Nx4cwgapT9OvWXx5VeH8NzBZC3AJm9fyMECJeCPF+zzGvAdOATX2Uje0UQmQD2YAX8MtHXI+NJ4BarWbVqlWo1WpcXV3x9PSku7tbboGtqKjA19eX8+fP4+DgwOjRoykpKeGLL76Qr+Hu7s7q1as5cuSIvAlnEV8hBGlpaUybNo1Dhw5RUVHR5zpGjBiBo6Mjly6ZvzR5eHjw5ptvotfr+eijj+Q25rsJCwsjNDT0oa5nkiRRWFhoVb9rSTNUVlaye/duli5dKguzpeysvLyc+Ph47Ozs6OzspKury8pYZ/bs2RQUFBAXF4fJZEKv1zNs2DDS09OZMWOG7I/7v//7v9jZ2REZGUlpaSk3b95k4cKFKBQKqqurcXNzw97e3mrNra2t8oQMyzy2+3XX2Xi+eCThlSSpQZKkmZIkDetJSTT2PJ4hSdKWnvs7JElS31UyJpeNSZKUJElSXE/qYp0kSfffMbHxTFGpVKxYsQIXFxecnJzw9vamvb2d2tpaXFxcEELg4uLCqVOnCAoKYujQoWRlZcnpBTBPm1i+fDn79u2jpqYGMIvvG2+8gVqt5tSpU8yaNctqk+5uLJtmFy5ckCdcWCwm4+LiZIvJe7G4nt09kuheGhoaEELIJjgmk4nCwkI5n/3KK69YiVp5eTleXl7cuHFDzqlaZqJJkoSDgwOOjo5ERUWRl5dHbGysnPsODAxEq9XKNbklJSV0dHQwd+5c9Ho9+/fvx9vbW36+vLyc4ODgXmvOzc0lMjKSK1eu4O7uTkREhC3N8IJg61yz0W8UCgVLly7F09MTtVqNh4cHjY2Nsg9BcHAwarWaw4cPM2LECPz9/Tl58qTVAMzw8HDmzZvHrl27aGlpAczi+9Zbb6FUKuVJCXfPe7sbd3d3Jk+ebFUJYekKs1hMnj9/3irv6+joKKcp7vUGtmBpE7ZEq3fu3MHR0ZHPPvuM+fPn9zKaKS4uRqlUMmLECJycnABzKZgQQhbf+fPnU1JSgpubGx4eHuTk5KBUKrl69SpJSUlyLvngwYOoVCp5YGh3dzdLly6V1/Ig4R06dCjp6ekoFAqioqL69xdp45ljE14bA8ISdVpE1tnZWZ620NTUxLhx4xBCcPDgQaZOnYqbmxv79++36jyLi4tjwoQJ7NixQ24HdnV15e2330an05GZmcnIkSPZuXMn3d3dvdYwceJEOjs7ezVUWCwm8/Pz2b9/v9W5I0aMkMu4+uLeNuFr167R1tbGnDlz+vSyLSwspLa2lkmTJgHmet/KykpMJhMKhYLY2Fj8/PzIzs4mNjYWSZL48ssvsbe3R6VSERkZCZij5NbWVqZNm0ZZWRnXr18nIiICf39/wJyu6Gtjrbm5maamJqqqqhg6dCi1tbW2NMMLhE14bQwYIQRz584lIiICjUaDRqOhsrKSjo4OioqK5BE1+/fvZ968edjb2/PJJ5/Q2toqX2PixIkMHTqU3bt3yxtjbm5uvP3229TX11NRUSFPLb63YeJuD957244tFpMODg68//77veqKz58/3ysXbDQaKS0tlVtsGxsb+fLLL0lISCAuLq7X+9dqtdTW1hIZGSnX5x49elTOwSqVSmbMmIFer+fGjRvExMTIDRNarZaZM2fK0ezBgwdRKBQkJCRw8OBBwJwasdDa2orJZOrVwJGbm8uQIUPIysrCx8eH8PDwPkcS2Xg+sQmvja+FxYRl9OjR2Nvbo1QquXPnDh0dHWRlZbF69WoUCgX79u1jyZIlmEwmPvzwQ6sodM6cObi6uloN0/T09OSNN96gqKgIg8GAUqnk0KFDvUrGAgICiIuL69ODV6VS8corrzBhwgQ++ugjCgoKAPNm3MSJEzly5Agmk4mOlg4627qoqKjA3d0dJycnmpub+eSTT1AoFCQlJfX53ouKipAkSfZWyMrKQgghp0aSkpJwdHTk1q1b+Pv74+LiQlpamrxBZhF4y+TfsWPHkpKSIguwZVowQFlZGcHBwb3af3NzczEajcTExFBaWirbQdp4MbAJr41HYsqUKUyaNAk7Ozt5mm57e7vscKbRaNi3bx9Lly6lo6OD7du3yyIrhGDp0qVyzapFXAMCAli1ahXZ2dm4ubnR0NDQZ1XCjBkzKCsr4/bt232ubezYsaxZs4Zjx46RnJyMyWRi9IgxXDlwnRW+b7DC501e9dzM3074Oc25XTTUN7Jt2zZCQkKIjIy874yyy5cv4+Hhgbe3N52dnaSkpJCQkACYo/Fx48zl6Dk5OcTGxtLY2EhpaSl1dXVW5juHDh1CCEFERAS5ubl0d3czZcoUq9fqK7/b2NhIc3MzRUVFJCQkUF5eTkRERH/+umx8DYQJlNr+3fqLTXhtPDLjx49n1qxZcmlUe3s7ra2tHD58mC1btuDi4sLBgweZP38+1dXVfPrpp7LIKpVKXnvtNe7cuWM1HigyMpI5c+aQkZHB4MGDyc/Pt6qQAHNFw8OmEwcGBvL2229TUVHBh+9+zHcSfsTNL8ppa+jAoDdiNBhpqWnjzPuX+VbCDxgROxKj0XhfNzKj0Uh5eTlD/CP45J/28pNl/0zL1W5OfHYKgISEBBQKBVqtlqKiIqKiokhPT8fX15dBgwbh5eUFmAW1vr6eiIgIjhw5gouLC9OnT+9VMtaX8Obm5uLi4sLIkSOprKwkLCzMlmZ4wbAJr43HwujRo1m0aBFCCLq7u1EqlbS0tLB//342b96Mp6cnx44dY+rUqRQUFFhFsHZ2dqxdu5arV6+SlZUlPz5hwgR5DllkZCTnz58nPz/f6nWHDh1KcHDwA1uOnZycWL9+PRffvUpVcS16be9mC71WT3tVJ+mfXKe4uPi+wnsu5TzXPy7k9+s+Yte//IW8k7e5si+bk7+8RM6OEiYmmDfbLGN4AK5fv051dTX+/v44ODgAcOTIEbnszMPDA51OJ5v7WNDpdDQ0NMgbbRauX79Oc3MzU6ZMIS8vz5ZmeAGxCa+Nx0ZcXBzLli1DkiTZ+tEyNn7Dhg34+/tz7tw5Ro4cycWLF61msDk7O7Nu3TpSUlKsutcWLFhAYGAgmZmZREVFcfjwYcrKyqxed+7cuVy/fp2qqirux51bVdTcakAy3t8q0qAzcmbfRZw0zn2ajXd3dfO7DR/QWt6JTqvHZDCnTIwGIyaDREtJBz+c9Qt03Xo5zZCVlcWgQYPkKgYHBwdKSkqoq6vD29uboqIiWltbrb4xyGu+cwc/Pz8rA/b6+nqam5uJj49HpVJRWlpqSzO8gNiE18ZjJTo6muXLlyNJEsXFxcTGxtLU1MRHH33E66+/TnBwMNeuXWPw4MEcPnyY4uJi+VxPT09ef/11Dh06JBvgKBQKVq1ahYODg9wwsG/fPnlMenVJLSc/Ooui3JE//MNWOtv7nlZx7tNLGPUPHyOk1xm4ffQOHS29Tdp3/Ns+Ohu6MRn6Fm/JKFF5u5rjHydz584dhgwZQnp6Og21jXQXSnz+81P8ds37/GjmP3PzUDm3z5cxNHwYjo6OfQ6ktGys3U1GRgaSJDF58mRu3LghD7e08WJhE14bj53o6GiWLVuGwWDg+vXrsoXkBx98wIoVKwgNDaW0tBQPDw927txp1aXm4+3DnKS57Nn9Vfeag4MDa9askbvJBg8ezEfvfswPZv2MN6L+D+/9cDtf/M8Zsnbns8LnDbb/Yn+vKoiW+jaMhn7Mb5Og4GwR68K+w83Mr9xLJUni8B9PYdL33YBhQdvRzZ5fHyQiIoJbt25Rk93IhV/nsO2nB6jMrqMir4rG4laqM5vI2V/EH17bBhV2fZqWV1RU9BLeq1evEhcXh6Ojoy3N8AJjE14bT4S4uDgWLFiAVqvl8uXLLF++nNbWVrZu3crSpUsZPHgwzc3N2NnZ8d5773HxyBV+MPNnLHJax48n/wun/ymLHy7+GbeumcXP29tbLksrLSwj7fc5XD+Th75bb/7abzRh0BrRaw3s/dfP+MP3PqC6uporV67w6aefkns7G6Hsn4mJUW+kvdmcNmioMrcmFxUV0V7f2a/z68ubiImJ4S/vH+LqrpsYug3ounpv/klGCZNe4tPfHGX/fxyyfk6SegnvjRs30Ol0zJkzB61WS0lJiS3N8ILSe3qfDRuPiYSEBNra2jh37hznzp1j06ZNbNu2jXfffZc333yT7Vt38eXBXO5k1HPa8NWmmslojiorrtTy3Ql/z6+O/ISxSSOJjIyktraWvb/6nM6mrvvma7s7dRzeeoJG+2o8B5v9csMnBnP7izv9nloM0NXRxU/W/YyQGd4YDIZ+nych0d3dTdaeAkz6h48f6u7s5qN/3MPcTTMY5OkCQF1dHY6OjnI7MpgnDwcFBeHg4MD169cJDQ3tVQVh48XAFvHaeKIkJSURGxvLnTt3OHPmDO+88w4mk4lffPtf+OIXF6i4XIf0gJypsdvIPyz6NU215m6zCeMnUHy+8r551rvPLb9Qy/Dhw1myZAnzlswhZsYwVBrlA8+7G5NBovxSjTwl2Mm3fyKnUAi2/X4n2ube7c73QwjB8Q9PYzKZaGtqp+hWkVW0W11dTX19vdzUYUszvNjYIl4bT5xly5bR3NzMrVu3SE5OZu7EBfzwH//5oflSC5JJ4tff/08WvjOLvMwCDP3I1UomuHOtljOnzqJyMIutzq0DSQxsAKahy8ilf8/DNcQZQ1d/o2VBVVYDCqUCUz829AB0XTr+990T7PjlAfTdBowGI/7DfPAw+DJ1+QS++OIL7OzsGDx4sOxhvHRprxGHNp4AwgSqvvdsvzY24bXxxFEoFKxbt44//elP5OTkcPzwOSRD/0QXwKgzUnC6CN+EDJQ6Nf21mzZ0Gbn82xtEzw/HqDVx+0wlxu7+v64FXZuButzeXr/3w2Qw0VDQNuApxzXFdVbnVN6o4d82/5HT+8+hGWlgzJgxCCG4efMmgwcPtqUZXmBsqQYbTwU7Ozs2btyISqgovVrJQCevG7RG2traaOzs7dP7IEx6E3lHCrlxugRDd//zu4+KodP40HTIvfQl1NqObtIPZVF1uYGRI0cCtjTDy4BNeG08Ndzd3Vk4ZxHia/yr0zir8XH1Q63UMHpR9MBytUZJbnZ4mkgm6Wu913sxdBspTq2Wh4MWFxfLDRk2XkweKdUghPAA9gKhQAnwmiRJTX0cZ8Q83gegTJKkxT2PhwF7AE8gE1gvSdLDh2PZeGEZFj0MIQkeMJC6NwLaq7v47EfJSEYJ50BHJMUAQ+ZngQQoBEIhIT2i7pv0EsXZZWhVHQQHB8utxzZeTB719/GPgWRJkoYByT0/90XXXWN/Ft/1+G+A30qSNBRoAt58xPXYeM5xGuRI9MQBRmuS+WbSmwWsrbwTo/bpR7BfB8koMSjUCaES3JucVvTx2P1Qq1V0NHfa0gwvCY8qvEuAT3ruf4J5UnC/6JksnARYJg8P6HwbLy7rfroSO8dvjptWa1kngwIdiF49mGGLAwiZ4cPc705j6U/nEJfUu1W4L4wGI86eThQVFfXZXmzjxeJRhddXkiSLM0k14Huf4+yFEBlCiEtCCIu4egLNkiRZKtMrgN7zq228dIyZGceGn63CzuH+4qtQ939U9vOOZJBoreiiMq0Bn1HuhCcFsPg7c3EJtWftD1egsnt4vtp3sDdaRYfcQGHjKSKZy8n6c+svDxVeIcQpIUROH7clVmszb8neL/E2WJKkeGAN8F9CiCH3Oe5B63i7R7wzLAYpNl5cXvvBYn79xT8wenYcQoBQmMV28GR/Jv1dHELx8ggvmFMObXc66azUIUkSXl5e1NfXM3pmHI6e9g/8n6hx0PDGr9bY0gwvEQ/dXJMkadb9nhNC1Agh/CVJqhJC+AO197nGnZ4/i4QQqcBo4FPATQih6ol6g4A7D1jHVmArQHx8/Auws2LjYcROieJfv/gpZWVlbP94B5LChLe3Ny0tLQMuxXoRMOpMVKbX4xwUhJOTEx0dHfzpT39i+Opgrn9chK5Vb9ViLJQCJAiNDiLjxFUqukuY/7v5z/Ad2HhcPGqq4RCwsef+RuDzew8QQrgLIex67nsBk4G8ngg5BVjxoPNtvPyEhISweNkrKJVK6urqiI6OlrvNXjZa73SgVCqpqanBZDJRX1+Po5s98e9EMDjJF42TSt5wk4wSQsDNzCIO//kkObuKeDv6BxReK3mm78HGo/OowvtrYLYQ4hYwq+dnhBDxQoj3e46JAjKEENcwC+2vJUnK63nuR8D/FULcxpzz/eAR12PjBSUuLo6EhASMRiMN9Q14hA561kt6InQ16sjdX8IH73+AyWSSR/ZUX22kNLkGg9ZolbAz3WUEZOg2UlfRwN9M+ykVt+5v+m7j+eeR6nglSWoAZvbxeAawpef+RaD3jGzzc0XAuEdZg42Xh5kzZ5KVmcWJ/zhPw63Wh5/wgtKQ14JBayR0pg+30itovNmOvr3/7mfadi3v/XA7Pz/4wye4ShtPEptXg43nBiEEphI19TdbH26go6DHPFxCenqdwI8Fk0Gi6XYbzYXt5jbhAZYkS5LEleNXaalvxdXr5fxm8LJjaxm28dxgNBpJ33ft4aIrIHCiJ17RLmbPh/sUQCjUApT3f/6ZYjLncAcquhY09moqbtrSDS8qtojXxnPDrcwijP3xVJDgzoWGBx4iFDAo2JGIZcE03Gil+IuqfpmSvyhIkoRSZYubXlRswmvUd9skAAAS7UlEQVTjuaGjpRPFY6rflUzQUtqJZDThP9YDJ197SpJraC3pPcTyRcRkNBEaG/Ksl/GNQJhA1fl4f2nbfmXaeG7wDPDA0E/j8P4hUXmlEQCXQAe6m14O/yW1RsWcjYnYO9qmC7+o2ITXxnNDaEww3sGej+16khHa75j7OJuL2tH3e4LE84tKo8Iz0IPNv1z9rJdi4xGwCa+N54ot/7L28bYL91yqLrsFk+7pOZrZeajNjmSP63qOdmjs1UxcHM//ZPwGZzenh59k47nFluO18Vwxeek4IhOGUJB++5GvJZRg56Ym+5NiWkqfbm5X16xH5ajC0GVAoVTIAzNRmNfUVae775RkAASoNWpGJkYzemYcPsFejEqKxc3b9em9CRtPDJvw2njueOc/N/GDpJ+h7+5/U0FfSEaoz2l5JtUMkgn07QYUKoFn9CAGBTmiGaTGLdwZk8HEtfcL6WrQ9WkrpbRX8ptj/0hkwlBbHvclxZZqsPHcETUhgpDooMcyNudZl5CZDBJ12S3ouww4+dnTVd9NaUoNujbDfb38lCiQTJJNdF9ibBGvjecOIQS/Pv4PvDHi+3Q1a5/qkMongWSUKE2upTS51pxzfsjvAp1Wz89e/Tf2Vb2Hxv6bYxj/vCJMoLaVk9n4JuDm7cq3PlrLuHVxuAe5YuegwcHFgaARfti5qVGoFY8lIn7q9PP/r8lo4uyBS092LTaeGbaI18Zzy/DoSG7evkHw+Als2bIFgMbGRv74xz/SXtVF6dkaGgtaH3mQ5PNIV7uWc59eYta6ac96KTaeAC9izGDjG0JgYCBtbW3U1taazWQADw8PvLy8cPS1wyXAYSCzil84urtejoYPG72xCa+N5xalUkloaChKpZKWlhb58dGjR6NWq9E4q1Aon0cHnEdHpVYRGhv8rJdh4wlhE14bzzXh4eGo1Wpqa7+aKhUTE4PRaMRj+CAro/CXCYVSsPiduc96GTaeEDbhtfFcEx4eTnd3t5Xwuri4oFAocHFzfjE32B6CEIJpKycSMMTvWS/FxhPCtrlm47nGy8sLIQQVFRXyY0ajEaPRiBDihTNB7w9CIXjlW3Oe9TJsPEEeKV4QQngIIU4KIW71/OnexzEzhBBX77pphRBLe577WAhRfNdzox5lPTZePoQQhISEUFX1lel3U1MTTk5OtFS19bs864VCkkjZc+FZr8LGE+RRI94fA8mSJP1aCPHjnp9/dPcBkiSlAKPALNTAbeDEXYf8nSRJBx5xHTZeYoYPH87t27cxmUwoFArys25w8b+zaat8Obx178VkkmiqaXn4gTaeCsIooep4vF+tHjVDtgT4pOf+J8DShxy/AjgmSVLnI76ujW8QkZGRSJJEY2Mj1SW1/GbF/9Ba0fFSphkAlCrFY7XHtPH/t3fn0VFVeQLHv79aExIHQoAYtmBcIGgLahTHZRoFl4ZWVFzQngZ6sBF77J5Da3dr292nXdtlenRkFGVwPe0B26UbcIF2Y3AOooYzCAFFkRZMDEsigWC2Wn7zRxUYIZWqpCqvUpXf55w6qXp169Xv5lX9zq373r2350k28Rap6oHfgDuAojjlpwGLDtl2l4isF5EHRMQGp5vD5OXl4fP5+Pjjj3lwzgJavm5/cpls4fZ6uGDmOekOw3SjuF0NIvIG0N7p1VvbPlBVFZGYXwcRKSayzPuKNptvIZKwfcACIt0Ut8d4/WxgNsDw4bbkSW8zYMAANlRUsm5lZVYnXa/fw+h/PI4Rx9s1vNksbuJV1YmxnhORnSJSrKo10cS6K1ZZ4ErgL6oaaLPvA63lFhF5EripgzgWEEnOlJeXZ/FXz7Rn6OBhvHjfy4RDWTg+OMrtczG8bCi/fzHm18BkiWS7GpYCM6L3ZwBLOih7NYd0M0STNSIiRPqHK5OMx2QZVeWlh17hkav/xPZ3d3U8eXgmEhCP4O3jQdzC3tp9/PHHj7JpzScHh0mb7JNs4r0HOE9EPgUmRh8jIuUisvBAIREZAQwD/ueQ1z8rIhuADcAA4M4k4zFZ5k93PM8Tv15E8/4WNJiFiUhAg0qgMUiwKURt1Vf870vv8avzbucP//wQoVCWnkHs5ZK6nExV64AJ7WyvAK5t8/hzYEg75c5N5v1Ndtu5bTeL7/krrc2B+IUzVTs9JxpWmr9uYfWS93nsxmf4yYM/cj4uc5CEFU9jcquhHCoLB1yabLHk4eWEw1nYyk1QS2MrLy94nYY9+9MdikkxS7ymx/pw5UaCraltaWQal0tY+dzqdIdhUswSr+mx7ORSpNW7a3ttusMwKWaJ1/RYo04/BnGnO4r0cnvd5PXtk+4wTIpZ4jU9VuGYfMTVuz+ibreLMy85Nd1hmBTr3Z9q02Pt3LmTmvpqSsYcdjFMr+H2uDmu/GiGjey9/4NsZYnX9DiqyooVKzh+9PFUfVwT/wVEfpK7fW7ElR1LAXn9HgoHF/C7529MdyimG9hE6CbtWppaqNm6C3EJxaVF/P3zrezbt4/172wk3JrYEOHiEwcw/Y7Lad4RYv7PnqJpf3M3R91FAl6/F5/fSzisuN0ujh5bwtb122htCoAIHq+bi64/nyt/MYUjCvLTHbHpBpZ4Tdrs2VnPM7f9mdefWYXL7eLA7DfFpxRSfEYBwaYwXp+XUGtL3H1pK+BXBo7u26NHe7lcLh5dey/1uxvw9/FzzNgRuD1uQqEQdV/uAVX6Fxfg8dpXM5vZ0TVpseuLWm447Wb2fbWfUODbifLv73xJ9bpdjJ99GpsDXyS0P/WGWL16NeFwGE+ei9am7og6eR6fh/yCfIaXfXv2MbfbzaBhA9IUlemIhBXP/taU7tMSr0mL26bez97ahnZnG9OQ0toQZNPfPsOf6yPY0nEWzc3PYe79/8rYc06gubmZGY/9lEbit5LTQcNKvnUf9Hp2cs04buv6bWzbVNXhFI8aUqord3LchBH4cr0xy7ncLgYM7c+Y8ccDkJOTQ8HAvimPORVcbhdnTx2Hzx+7PqZ3sMRrHPfusgoCLfGHAnu9Xs6ecBbnTjuLnLzDFyfx5frof2Q/7lnxWyIzi0ZM+vF57ZZ3RAcXVXj9Xq759WXOxWJ6LEu8xnFNDU0JTWgeCoVpaWzh5wuv5zeL53LCWaMQlyAC/YsLmPH7K1lY+R+H9Y1O/OE/JXdyqgtXpIlLOPXCsRQWF5Cbn/Ot53y5PnLy/Nz2l19QMtpWljDWx2vS4Mijisjp46e5seN+WK/fS9GIQYgI4yafwrjJp6CqhMNh3O7YY4n7HJHLPX/7Lb+ceButzYFOTbQjHhAVwp2ccN2X42P2/dMpLh3EyudW89d5r1JXU0+fI3I5f+Z4Jl07gX49tAvEOM8Sr3Hc+KvOYP7cJ+OWE4Fxk08+ZJt0mHQPGFl+NAsrH+Cl/3yFV//7DRr3JXiZQxgKBvdjT019QsnXm+NFNcydy24+uE7aBTPPscUqs0lYcX2d2pO11tVgHJffL49LfjYJf5/Y/bA5ffz88HdXJHUiauDQQq67fzpL6p/hpw9fiy/XF/c1GoaGuv24vC48vsMTvLiF/II8cgt95A/OZcLsM/jR41MZe84JXY7T9D6WeE1azLr7Gib84Gz8ub7o4IkIj9eNL9fHpf82ialzv5+y95twzVmQ4DSTrU0BQsEw6lL6DfoHXC5BRMgblMNJV4/kvz68i/G3nEL59SMpO7+U4mHtLcJtTGxJJV4RuUJENopIWETKOyh3oYhsFpEtInJzm+1Hich70e3PiUj8JonJCi6Xi7mPXce8NXdz/vTvMrxsCCWjhzJp9nk8tu7f+Ze7rvnWlQrJyuubx9S53yeng1Z2WxpUCELRiEEs+/pZXmtZxLQHJzPqnFKqv6zG4/EQDoepr6+nf//+KYvT9A7J9vFWApcBj8UqICJu4GHgPKAK+EBElqrqJuBe4AFVXSwijwKzgPlJxmQyyFHfKeHGx3/iyHvNvGMajQ1NvPb4WwRbg3GvrAgFw3xeuZ2qzV9SemIJZWVlrFmzhqqqKjweD6pqidd0SVItXlX9SFU3xyl2GrBFVbeqaiuwGJgSXdL9XOCFaLmniSzxbky3cLlc3PDQLOavvY8x3x2d0ExmgZYAq55/F4CRI0dSV1fH9u3bDybePXv2WOI1neZEH+8QoO2A+6rotkKgXlWDh2xvl4jMFpEKEanYvXt3twVrst/wUUM4e+rpCZ24C4eU2po6IDIqrqSkhMbGxoPdIH6/H78/TYM1TMaKm3hF5A0RqWznNsWJAA9Q1QWqWq6q5QMHDnTyrU0WKhzSH7cn/mVpbq+bqrrtNDVFLkcrKyvD7/cTDEbaC9baNV0RN/Gq6kRVPaGd25IE36MaaDtcZ2h0Wx3QT0Q8h2w3ptuVXzA2oRFqLpdw5tTTWLRoEYFAgFGjRrF/736qPtxB7aa9BL9SW5TTdJoTAyg+AI4VkaOIJNZpwDWqqiLyNnA5kX7fGUCiydyYpPj8Xq6+5VKevePFmCPovH4PA0b3pWj4QNy1wqJnF1P/QTPvPr7pYNL+7OUdvPPIWmbfP52zp57uYA1MJksq8YrIpcA8YCDwioisU9ULRGQwsFBVJ6lqUERuAFYAbuAJVd0Y3cWvgMUicifwf8DjycRjTGdc9ctLqK3+iuVPvE2guZVw+JuWa05+DiecOZIbn57DK6+9QktTC2/e9z57q/cTCnxzNUSIMDs+3829M+ZRv3svF825IB1VMd0pFIaGr1O6S8nEn0nl5eVaUVGR7jBMltj8wRae/+MyNqzaRDislI4p4cqbLuakCd/B5XKhqtwz50FWPvku4WDs74svx8tTn8xj4NBCB6M38YjIWlWNOc4gnr6+Ij1j0FUJlV1ePS+h97K5GkyvN/LUY/jN4rkxnw+HwlS8tL7DpAuRgXFLH1nOrLt/kOoQTZaxIcPGxFGzdSetCcwfHGgJsGbZWgciMpnOEq8xcQRag7gSHL4cDCQ+BaXpvSzxGhNHUcnAhBKqiFB6YokDEZlMZ4nXmDj6HJHLWZeNwxVniLG/j4+pP7/IoahMJrOTa8YkYObt01jz8tqYE6r7cn2MGX88ZeOOdTgy0+1CIbRhf0p3aS1eYxJQXFrEA6vuoHBwAblHfLOmmsfrxpfjZdzkk/ndCzeldCpLk72sxWtMgkpPLOHZbfOpWL6OlX9eTePeJoYcV8zk2RMZckxxusMzGcQSrzGd4Ha7Dy68aUxXWVeDMcY4zBKvMcY4zBKvMcY4zBKvMcY4zBKvMcY4zK5qMMaYDmg4TKihIaX7tBavMcY4zBKvMcY4LCNXoBCR3cA2h95uAFDr0Hulg9Uvs2V7/SD5OpaoapeXJheR5dEYElGrqhfG3WcmJl4niUhFMsuG9HRWv8yW7fWD7KyjdTUYY4zDLPEaY4zDLPHGtyDdAXQzq19my/b6QRbW0fp4jTHGYdbiNcYYh1niNcYYh1niPYSIXCEiG0UkLCIxL2ERkQtFZLOIbBGRm52MMRki0l9EXheRT6N/C2KUC4nIuuhtqdNxdla84yEifhF5Lvr8eyIywvkouy6B+s0Ukd1tjtm16Yizq0TkCRHZJSKVMZ4XEXkoWv/1InKy0zGmkiXew1UClwGrYhUQETfwMPA9YDRwtYiMdia8pN0MvKmqxwJvRh+3p0lVx0ZvFzsXXucleDxmAXtU9RjgAeBeZ6Psuk583p5rc8wWOhpk8p4COhp48D3g2OhtNjDfgZi6jSXeQ6jqR6q6OU6x04AtqrpVVVuBxcCU7o8uJaYAT0fvPw1cksZYUiWR49G23i8AEyRzVqbM5M9bQlR1FfBVB0WmAM9oxBqgn4hk7EJ3lni7ZgjwRZvHVdFtmaBIVWui93cARTHK5YhIhYisEZGenpwTOR4Hy6hqENgLFDoSXfIS/bxNjf4Mf0FEhjkTmmMy+Tt3mF45LaSIvAEc2c5Tt6rqEqfjSbWO6tf2gaqqiMS6nrBEVatFpBR4S0Q2qOpnqY7VpMwyYJGqtojIdURa9+emOSYTQ69MvKo6McldVANtWxRDo9t6hI7qJyI7RaRYVWuiP9V2xdhHdfTvVhFZCZwE9NTEm8jxOFCmSkQ8QF+gzpnwkha3fqrati4LgfsciMtJPfo711nW1dA1HwDHishRIuIDpgE9/sx/1FJgRvT+DOCwFr6IFIiIP3p/AHAmsMmxCDsvkePRtt6XA29p5oweilu/Q/o7LwY+cjA+JywFpkevbjgd2NumyyzzqKrd2tyAS4n0H7UAO4EV0e2DgVfblJsEfEKkFXhruuPuRP0KiVzN8CnwBtA/ur0cWBi9fwawAfgw+ndWuuNOoF6HHQ/gduDi6P0c4HlgC/A+UJrumFNcvz8AG6PH7G1gVLpj7mT9FgE1QCD6/ZsFzAHmRJ8XIld2fBb9TJanO+ZkbjZk2BhjHGZdDcYY4zBLvMYY4zBLvMYY4zBLvMYY4zBLvMYY4zBLvMYY4zBLvMYY47D/B4Qubl0/oFjiAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "N = 300 # number of nodes\n", "k = 3 # number of blocks\n", "c = 16 # average degree\n", "\n", "epsi_c = (c - np.sqrt(c)) / (c + np.sqrt(c) * (k-1)); # critical fuzziness\n", "epsi = epsi_c / 40; # this is a very strong block structure\n", "\n", "pin = (k * c) / (N - k + (k - 1) * epsi * N)\n", "pout = (k * c * epsi) / (N - k + (k - 1) * epsi * N)\n", "\n", "z = np.tile(np.arange(k), (np.int(N/k),1))\n", "truth = np.reshape(z.T, (N,1))[:,0] # the ground truth community assignment truth[i] is the community number of node i\n", "\n", "G = graphs.StochasticBlockModel(N=N, k=k, z=truth, p=pin, q=pout)\n", "\n", "eig_val, U = sp.sparse.linalg.eigsh(G.L, k=10, which='SM')\n", "G.set_coordinates(kind='spring')\n", "\n", "G.plot_signal(U[:,0])\n", "G.plot_signal(U[:,1])\n", "G.plot_signal(U[:,2])\n", "G.plot_signal(U[:,3])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Say we want to recover in which block belongs each node. The first eigenvector's information is useless (as long as we use the combinatorial Laplacian anyways) as it is constant. A solution is to plot each node $i$ in 2D with coordinates $(u_2(i), u_3(i))$:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.scatter(U[:,1], U[:,2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Look at ```plt.scatter(U[:,1], U[:,2], c=G.truth)```: the nodes in the same block are in the same 'blob' in this 2D plot! This observation is the basis of spectral-clustering-type algorithms. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise: spectral clustering\n", "\n", "* Show that, in the last example, performing [$k$-means](https://en.wikipedia.org/wiki/K-means_clustering) in the $2D$ plane defined by $\\mathbf{u}_2$ and $\\mathbf{u}_3$ recovers the 3 block structures (the ground truth is in ```G.truth```). For $k$-means, use the function ```KMeans``` in the toolbox ```sklearn.cluster```. To measure performance, you can use the function ```AR_index``` which computes the [Adjusted Rand index](https://en.wikipedia.org/wiki/Rand_index) (both functions were already imported in the preamble)\n", "* Given the intuition gained, write a general spectral clustering algorithm that takes as entry a graph $G$, a number of communities $k$, and outputs its community structure in $k$ blocks. \n", "* Plot the average performance of community mining with this spectral clustering algorithm on balanced SBMs versus the fuziness $\\epsilon$. \n", "* To go further, you can read [\"A tutorial on spectral clustering\" by U. von Luxburg](https://arxiv.org/pdf/0711.0189.pdf). You will learn among other things that a degree-corrected version is in general preferable (using the normalized Laplacian instead of the combinatorial Lap for instance). For arguments to choose the \"best\" degree-correction, see ['Improved spectral community detection in large heterogeneous networks' by Tiomoko Ali and Couillet](http://www.jmlr.org/papers/volume18/17-247/17-247.pdf)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.5 Creating the graph\n", "We have seen the spectral clustering algorithm with inputs a graph $G$ and a number of desired clusters $k$. In many cases, however, the input data is simply $N$ vectors in dimension $d$. The construction of the graph is a problem in itself! Let us look at a toy point cloud example where spectral clustering is useful: two concentric circles. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "N_in=300 # number of nodes inside\n", "N_out=500 # number of nodes outside\n", "sigma_in= 0.15\n", "sigma_out= 0.15\n", "data, truth = generate_concentric_circles(N_in, N_out, sigma_in, sigma_out, d=2)\n", "\n", "plt.scatter(data[:,0], data[:,1], c=truth, cmap=plt.cm.Spectral)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$k$-means will obviously not work on this example. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise: which similarity graph should one create from the data?\n", "Look at Notebook 1 for the two main ways of creating a graph: $k$-nearest neighbours or $\\epsilon$-proximity. \n", "* What is one of the main differences between the graphs created by these two techniques? (regarding the degree distribution for instance) \n", "* How does the performance change vs the choice of $k$ (the number of neighbours in the kNN graph)? \n", "* How does the perf change vs the choice of $\\epsilon$ (in the $\\epsilon$-graph)?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.6 Laplacian eigenmaps\n", "\n", "Consider the data \n", "$$\\mathbf{X}=(\\mathbf{x}_1|\\mathbf{x}_2|\\ldots|\\mathbf{x}_N)^\\top\\in\\mathbb{R}^{N\\times d},$$\n", "where each data point $\\mathbf{x}_i$ lives in dimension $\\mathbb{R}^d$. \n", "\n", "Laplacian eigenmaps are a non-linear dimension reduction technique that relies on the assumption that the data lives in a low-dimensional manifold of $\\mathbb{R}^d$. Different from PCA applied directly on $\\mathbf{X}$, Laplacian eigenmaps take into account the intrinsic geometry of the data by first building a similarity graph and then looking at the first few eigenvectors of its Laplacian matrix. One possible formulation of the problem is the following. \n", "\n", "**Problem.** Consider an embedding $~~f:\\mathcal{V}\\rightarrow \\mathbb{R}^m$ and denote by $\\mathbf{y}_i=f(i)\\in\\mathbb{R}^m$ the coordinates of node $i$ in the embedding space. The goal is to find an embedding such that points close to each other on the manifold are also close to each other in the embedded space, thus: an embedding preserving local distances on the manifold. \n", "\n", "**A solution** proposed by [Belkin and Niyogi](http://www.cs.rochester.edu/~stefanko/Teaching/09CS446/Laplacian.pdf) for an embedding in dimension $m$ is to\n", "* first create a similarity graph (for instance via one of the two techniques in Notebook 1)\n", "* compute the first $m+1$ right-eigenvectors of its random walk Laplacian matrix $(\\mathbf{u}_0|\\mathbf{u}_1|\\ldots|\\mathbf{u}_m)$. The random walk Laplacian matrix is defined as $$\\mathbf{L}_{rw}=\\mathbf{D}^{-1}\\mathbf{L} = \\mathbf{I}-\\mathbf{D}^{-1}\\mathbf{W}.$$\n", "One can show by the way that the normalized Laplacian $\\mathbf{L}_n = \\mathbf{I}-\\mathbf{D}^{-1/2}\\mathbf{W}\\mathbf{D}^{-1/2}$ and the random walk Laplacian share the same eigenvalues and that $\\mathbf{L}_n$'s eigenvectors and $\\mathbf{L}_{rw}$'s right eigenvectors are connected via a simple transformation $\\mathbf{u}_{rw}=\\mathbf{D}^{-1/2}\\mathbf{u}_n$.\n", "* Embed each node $i$ via $\\mathbf{y}_i=(u_1(i)|u_2(i)|\\ldots|u_m(i))^\\top\\in\\mathbb{R}^m$. In fact, $\\mathbf{u_0}$ is constant thus useless for the embedding.\n", "\n", "**Informal justification.** Let us write $$\\mathbf{Y}=(\\mathbf{y}_1^\\top|\\ldots|\\mathbf{y}_N^\\top)^\\top\\in\\mathbb{R}^{N\\times m}.$$\n", "Once $\\mathbf{W}$ is created, the idea is to find an embedding such that two points are close to each other in the embedding space if they are connected and far from each other if not. If $m=1$ this means finding $\\mathbf{Y}$ such that $$\\sum_{i\\sim j}\\mathbf{W}_{ij}(\\mathbf{Y}_{i1}-\\mathbf{Y}_{j1})^2=\\mathbf{Y}^\\top\\mathbf{L}\\mathbf{Y}$$ is minimized. The obvious solution to this problem is the constant vector (associated to eigenvalue $0$). To avoid such trivial solution, we enforce $\\mathbf{Y}$ to be orthogonal to $\\mathbf{1}$. The solution is thus $\\mathbf{Y}=\\mathbf{u}_2$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TODO** Find another high-dimensional example to compare PCA vs Laplacian eigenmaps embeddings?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Two toy graphs:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Swiss Roll\n", "\n", "Axes3D\n", "\n", "n_points = 1000\n", "X, color = datasets.make_swiss_roll(n_points, random_state=0)\n", "\n", "fig = plt.figure(figsize=(4, 4))\n", "ax = fig.add_subplot(111, projection='3d')\n", "ax.scatter(X[:, 0], X[:, 1], X[:, 2], c=color, cmap=plt.cm.Spectral)\n", "ax.view_init(4, -72)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# two concentric spheres in 3D\n", "\n", "X, truth = generate_concentric_circles(N_in, N_out, sigma_in, sigma_out, d=3)\n", "\n", "Axes3D\n", "\n", "fig = plt.figure(figsize=(4, 4))\n", "ax = fig.add_subplot(111, projection='3d')\n", "ax.scatter(X[:,0], X[:,1], X[:,2], c=truth, cmap=plt.cm.Spectral)\n", "ax.view_init(40, -72)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise: PCA vs Laplacian eigenmaps\n", "* Write the Laplacian eigenmaps algorithm and (at least visually) compare its embedding performance on the swiss roll dataset vs PCA embedding (both embeddings are in 2D). For PCA, use: ```decomposition.PCA```. To compute the first few eigenvectors of the random walk Laplacian, it is more efficient (and stable) to compute the first few eigenvectors of the normalized Laplacian via eigsh (because it is nicely symmetric), and then use $\\mathbf{u}_{rw}=\\mathbf{D}^{-1/2}\\mathbf{u}_n$.\n", "* Do the same with concentric data in 3D: ```data, truth = generate_concentric_circles(N_in, N_out, sigma_in, sigma_out, d=3)```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.7 Laplacian Eigenmaps on real data" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1083 digits, 64 features\n" ] } ], "source": [ "digits = datasets.load_digits(n_class=6)\n", "X = digits.data\n", "y = digits.target\n", "n_samples, n_features = X.shape\n", "n_neighbors = 30\n", "\n", "print(f\"{n_samples} digits, {n_features} features\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot images of the digits\n", "n_img_per_row = 20\n", "img = np.zeros((10 * n_img_per_row, 10 * n_img_per_row))\n", "for i in range(n_img_per_row):\n", " ix = 10 * i + 1\n", " for j in range(n_img_per_row):\n", " iy = 10 * j + 1\n", " img[ix:ix + 8, iy:iy + 8] = X[i * n_img_per_row + j].reshape((8, 8))\n", "\n", "plt.figure(figsize=(8,8))\n", "plt.imshow(img, cmap=plt.cm.binary)\n", "plt.xticks([])\n", "plt.yticks([])\n", "plt.title('A selection from the 64-dimensional digits dataset');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot different " ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" } }, "nbformat": 4, "nbformat_minor": 2 }