{ "cells": [ { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2018-08-18T20:14:32.644514Z", "start_time": "2018-08-18T20:14:32.639496Z" } }, "source": [ "# Intro to Unsupervised Machine Learning\n", "\n", "**Lecturer**: Ashish Mahabal
\n", "**Jupyter Notebook Author**: Francisco Förster Burón (CMM-U.Chile/MAS), modified by Ashish Mahabal.\n", "\n", "This is a Jupyter notebook lesson extending the La Serena Data Science School 2018 and adapted for the NARIT-EACOA 2019 summer workshop.\n", "\n", "## Objective\n", "Introduce the user to unsupervised ML techniques using Python.\n", "\n", "## Key steps\n", "* Visualizations\n", "* Clutsering of data in the absence of labels\n", "\n", "## Required dependencies\n", "\n", "Nominally, you should be able to install the python modules with `pip install `. The external astromatic packages are easiest installed using package managers (e.g., `rpm`, `apt-get`).\n", "\n", "### Python modules\n", "* python 3\n", "* astropy\n", "* numpy\n", "* matplotlib\n", "* scikit-learn\n", "\n", "### External packages\n", "None" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:55:59.155039Z", "start_time": "2018-08-22T02:55:58.797330Z" } }, "outputs": [], "source": [ "# import libraries\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- No labeled data available\n", "- The goal is to discover \"interesting structure\" in the data\n", "- Sometimes known as **knowledge discovery**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More typical of human and animal learning. No expert to manually label the data is required.\n", "\n", "*When we're learning to see, nobody's telling us what the right answers are - we just look. Every so often, your mother says \"that's a dog\", but that's very little information, You'd be lucky if you got a few bits of information - even one bit per second - that way. The brain's visual system has $10^{14}$ neural connections, And you only live for $10^9$ seconds. So it's no use learning one bit per second. You need more like $10^5$ bits per second. And there's only one place you can get that much information: from the input itself*, Geoffrey Hinton, 1996" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# **Visualization**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Plotting libraries**\n", "\n", "- matplotlib https://matplotlib.org/index.html\n", "- Seaborn https://seaborn.pydata.org/\n", "- Bokeh https://bokeh.pydata.org/en/latest/\n", "- Highcharts https://www.highcharts.com/\n", "- Altair https://altair-viz.github.io/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Visualizing many dimensions?**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**The iris dataset**: 4 dimensional dataset of flower characteristics\n", "\n", "![](images/iris.png)\n", "\n", "![](images/irises.png)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:55:59.393414Z", "start_time": "2018-08-22T02:55:59.156283Z" } }, "outputs": [ { "data": { "text/html": [ "
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"output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(dfIris, hue=\"species\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Parallel coordinates**\n", "Plot datapoints as lines" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:56:01.281684Z", "start_time": "2018-08-22T02:56:00.878838Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pandas.plotting import parallel_coordinates\n", "parallel_coordinates(dfIris, 'species', color = ('b', 'g', 'r'), alpha = 0.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Andrews curves**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Points are Fourier series\n", "\n", "### $f_x(t) = \\frac{x_1}{\\sqrt{2}} + x_2 \\sin(t) + x_3 \\cos(t) + x_4 \\sin(2 t) + x_5 \\cos(2 t) + ...$\n", "\n", "and are plotted between $-\\pi < t < \\pi$" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:56:01.682359Z", "start_time": "2018-08-22T02:56:01.283337Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pandas.plotting import andrews_curves\n", "andrews_curves(dfIris, 'species', color = ('b', 'g', 'r'), alpha = 0.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **RadViz**\n", "\n", "- For D dimensions, D springs are attached to each point in a regular polygon of D sides\n", "- Each spring has a stiffness proportional to the corresponding (normalized between 0 and 1) dimension value, and the point is placed where the sum of the forces is equal to zero" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:56:01.859496Z", "start_time": "2018-08-22T02:56:01.683814Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10, 8))\n", "pd.plotting.radviz(dfIris, 'species', ax, color = ('b', 'g', 'r'), alpha = 0.7);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Non negative Matrix Factorization (NMF)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Decompose positive valued data matrix as the product of two positive valued matrices" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](images/NMF.png)\n", "\n", "**$V \\in \\mathbb{R}^{MxN}$**. Positive data matrix. It contains N samples and M dimensions (data points are columns).\n", "\n", "**$W \\in \\mathbb{R}^{MxK}$**. Positive dictionaries matrix. Columns are the basis vectors or **prototypes**.\n", "\n", "**$H \\in \\mathbb{R}^{KxN}$**. Positive coefficients matrix.\n", "\n", "sometimes this is written as $V^T = H^T W^T$. It depends on how you present the data to the method.\n", "\n", "\n", "This is achieved by minimizing the error function\n", "### $\\min\\limits_{W,H}^{} || V - W H ||^2_F + \\lambda ||H||_1,~~~~ s.t.~~~ W \\ge 0, H \\ge 0$\n", "\n", "Note that $v_i = W h_i$, where $v_i$ is the i-th column vector of **V** and $h_i$ is the i-th column vector of **H**" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2018-08-18T21:35:07.955241Z", "start_time": "2018-08-18T21:35:07.844042Z" } }, "source": [ "![](images/NMF_Face.png)\n", "\n", "
From https://archive.cnx.org/contents/e7ae2f9b-2809-47da-b7e5-6a5106d0386f@2/non-negative-matrix-factorization-nmf
" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:56:02.333258Z", "start_time": "2018-08-22T02:56:02.140220Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn import decomposition\n", "\n", "iris = np.array(dfIris.drop(columns = ['species']))\n", "species = dfIris['species']\n", "iris_colors = {'setosa': 'b', 'versicolor': 'g', 'virginica': 'r'}\n", "\n", "nmf = decomposition.NMF(n_components=2)\n", "nmf.fit(iris)\n", "iris_nmf = nmf.transform(iris)\n", "\n", "# projected coordinates\n", "fig, ax = plt.subplots(figsize = (10, 10))\n", "for specie in np.unique(species):\n", " mask = (species == specie)\n", " ax.scatter(iris_nmf[mask][:, 0], iris_nmf[mask][:, 1], label = specie, c = iris_colors[specie], alpha = 0.5)\n", "\n", "# loading vectors\n", "basis = 0.1 * nmf.components_\n", "for idx, var in enumerate(dfIris.columns[:-1]):\n", " ax.plot([0, basis[0, idx]], [0, basis[1, idx]])\n", " ax.text(basis[0, idx], basis[1, idx], var)\n", "\n", "ax.set_xlabel(\"NMF 1\")\n", "ax.set_ylabel(\"NMF 2\")\n", "ax.legend(loc = 1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# MNIST dataset\n", "\n", "1797 handwritten digits, 8x8 images" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:56:02.413120Z", "start_time": "2018-08-22T02:56:02.334990Z" } }, "outputs": [ { "data": { "text/plain": [ "(1797, 64)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn import datasets\n", "\n", "digits = datasets.load_digits(n_class = 10)\n", "X = digits.data\n", "y = digits.target\n", "n_samples, n_features = X.shape\n", "n_samples, n_features" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:56:02.549498Z", "start_time": "2018-08-22T02:56:02.415396Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 20\n", "fig, ax = plt.subplots(figsize = (10, 10))\n", "img = np.zeros((10 * nrows, 10 * nrows))\n", "for i in range(nrows):\n", " ix = 10 * i + 1\n", " for j in range(nrows):\n", " iy = 10 * j + 1\n", " img[ix:ix + 8, iy:iy + 8] = X[i * nrows + j].reshape((8, 8))\n", "ax.imshow(img, plt.cm.binary)\n", "plt.xticks([])\n", "plt.yticks([]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### MNIST + NMF" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from matplotlib import offsetbox\n", "# Scale and visualize the embedding vectors\n", "def plot_embedding(X, title=None):\n", " x_min, x_max = np.min(X, 0), np.max(X, 0)\n", " X = (X - x_min) / (x_max - x_min)\n", "\n", " plt.figure(figsize = (10, 10))\n", " ax = plt.subplot(111)\n", " for i in range(X.shape[0]):\n", " plt.text(X[i, 0], X[i, 1], str(digits.target[i]),\n", " color=plt.cm.Set1(y[i] / 10.),\n", " fontdict={'weight': 'bold', 'size': 9})\n", "\n", " shown_images = np.array([[1., 1.]]) # just something big\n", " for i in range(digits.data.shape[0]):\n", " dist = np.sum((X[i] - shown_images) ** 2, 1)\n", " if np.min(dist) < 4e-3:\n", " # don't show points that are too close\n", " continue\n", " shown_images = np.r_[shown_images, [X[i]]]\n", " imagebox = offsetbox.AnnotationBbox(\n", " offsetbox.OffsetImage(digits.images[i], cmap=plt.cm.gray_r),\n", " X[i])\n", " ax.add_artist(imagebox)\n", " plt.xticks([]), plt.yticks([])\n", " if title is not None:\n", " plt.title(title)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:56:05.405135Z", "start_time": "2018-08-22T02:56:05.283642Z" } }, "outputs": [], "source": [ "ndim = 2\n", "nmf_model = decomposition.NMF(n_components = ndim)\n", "nmf_model.fit(X)\n", "mnist_nmf = nmf_model.transform(X)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:56:07.956223Z", "start_time": "2018-08-22T02:56:05.407371Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_embedding(mnist_nmf, \"NMF\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:56:08.057273Z", "start_time": "2018-08-22T02:56:07.957416Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import colors\n", "\n", "evNMF = nmf_model.components_\n", "maxabs = np.max(evNMF.flatten())\n", "\n", "fig, ax = plt.subplots(ncols = ndim, figsize = (10, 10))\n", "# use divergent color scale, red is negative, gray is positive, white is zero\n", "cmap = plt.cm.RdGy\n", "norm = colors.Normalize(vmin = -maxabs, vmax = maxabs)\n", "for i in range(ndim):\n", " im = evNMF[i].reshape((8, 8))\n", " ax[i].imshow(im, cmap = cmap, norm = norm)\n", " ax[i].set_xticks([])\n", " ax[i].set_yticks([])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### t-distributed Stochastic Neighbor Embedding (t-SNE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Visualize high-dimensional data by giving each datapoint a location in a two or three-dimensional map.\n", "- Variation of Stochastic Neighbor Embedding (Hinton & Roweis, 2002), faster and without crowding of points at the center of map " ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2018-08-20T13:28:12.001768Z", "start_time": "2018-08-20T13:28:11.966952Z" } }, "source": [ "### SNE (Hinton & Roweis, 2002):\n", "\n", "* Convert high-dimensional dataset $X={x_1, ..., x_n}$ into two or three dimensional dataset $Y={y_1, ..., y_n}$ to be displayed as a scatter plot.\n", "\n", "* Start by converting high-dimensional Euclidean distances between datapoints into conditional probabilities $p_{j|i}$. \n", "\n", "* $p_{j|i}$ is the probability of picking $x_j$ as its neighbor if picked from a Gaussian centered at $x_i$.\n", "\n", "### $p_{j|i} = \\frac{\\exp(-||x_i - x_j||^2 / 2 \\sigma_i^2)}{\\sum_{k \\ne i} \\exp(-||x_i - x_k||^2 / 2 \\sigma_i^2)}$\n", "\n", "* Do the same for the low-dimensional counterparts (assume $\\sigma_i = 1/\\sqrt{2}$ for convenience):\n", "\n", "### $q_{j|i} = \\frac{\\exp(-||y_i - y_j||^2)}{\\sum_{k \\ne i} \\exp(-||y_i - y_k||^2)}$\n", "\n", "* If the map points $y_i$ and $y_j$ correctly model the similarity between the high-dimensional datapoints $x_i$ and $x_j$, **the conditional probabilities $p_{j|i}$ and $q_{j|i}$ will be equal**.\n", "\n", "* Use the Kullback-Leibler (KL) divergence between $P$ and $Q$ as the cost function!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](images/KL.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The previous assumptions make the cost function very simple:\n", "\n", "\n", "### $C = \\sum_i KL(P_i || Q_i) = \\sum_i \\sum_j p_{j|i} \\log \\frac{p_{j|i}}{q_{j|i}}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Need to choose $\\sigma_i$. Small values better for dense regions, large values better for sparse regions.\n", "\n", "* The distribution $P_i$ has an increasing entropy as $\\sigma_i$ increases. \n", "* The user defines $\\sigma_i$ via setting **the perplexity** (which defines the entropy and indirectly $P_i$):\n", "\n", "### $Perp(P_i) = 2^{H(P_i)} = 2^{-\\sum\\limits_j p_{j|i} \\log_2 p_{j|i}}$\n", "\n", "* this method has the problem that it tends to cluster points at the center of the map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### t-SNE (van der Maaten & Hinton, 2008)\n", "\n", "1. instead of using the (asymmetric) conditional probabilities $p_{j|i}$ use the following symmetrized version (symmetric to exchange between $i$ and $j$)\n", "\n", "### $p_{ij} = \\frac{p_{j|i} + p_{i|j}}{2n}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. use Student t-distribution with one degree of freedom in the low-dimensional map (a heavy-tailed distribution). This pushes data points away from the centre in the mapped space.\n", "\n", "### $q_{ij} = \\frac{(1 + ||y_i - y_j||^2)^{-1}}{\\sum_{k \\ne l} (1 + ||y_k - y_l||^2)^{-1}}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "SNE and t-SNE have one **free parameter: the perplexity**, which is how well a probability distribution should predict the samples assuming the previous model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Iris dataset + t-SNE" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:56:08.068365Z", "start_time": "2018-08-22T02:56:08.059003Z" } }, "outputs": [], "source": [ "from sklearn.manifold import TSNE" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:56:09.879921Z", "start_time": "2018-08-22T02:56:08.069714Z" } }, "outputs": [ { "data": { "image/png": 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nj2688UadddZZeu2119TV1ZXQ7xQrTkEOoe5gm9a98oFcBTaVjS6Q2+vXulc+0KKzp0nSgF+rnFiU5pUbp+5gm7buPKQjLV6NLXZo9swJI+r3B4BsVTJrlg6uf15ST+Wry+tVp8ejsfMGP3kYq9NPP13Hjh3TkiVLBn3dddddp9tvv10LFizQpEmTVFZWFlEhi8V5552nd955R4sXL1Z3d7e+/OUv69RTT9Vll12mCy+8UC6XS1VVVTp+/Li8Xq8cfSp/yWYJxlLTM4H6+nrNnTtXW7ZsUUVFhWE/9+mXdsvt9cvlsIef9f7/QF+74vwTDVtjOvUOqI4Cm7y+gNy+wIgLoQCQCd59912ddNJJw3qPu26PmrdtU8fRRuWNKVPJrFlyVU5JyfoGsn79elVUVOj000/XwYMH9aUvfUmbN29WTo55NvL6/m2Hyi1UwIZwpMWrstEFEc8cBTYdaekpyQ72tb6ysVK0dechuQps4RAa+rh156GM/90AAJKrcorhgauvqVOn6rvf/a66u7uVk5Oj++67z1ThKx4EsCGMLXb0q3J5fQGNLe4pTQ72td4G28rM5KAyVEAFACBRM2fO1Nq1a9O9jKTK7PhogNkzJ8jtC8jt9as7GJTb65fbF9DsmRMG/VpfvStFORaLXA67XAU2bd15KA2/VfKMLXbI6wtEPBsohAIAgB4EsCFUTizSorOnyeWwq7HVJ5fDHq5aDfa1vo60eOUosEU8y4ZK0XBCKAAg/TKk9TujxPM3ZQsyBqGwNdyv9TbUVmayGN1nFgqhvX/medWTM3pbFQCyVX5+vpqamlRaWjrsMQ6ILhgMqqmpadinMglgBpk9c4LWvfKBJEWcFjyvenLSfka6+sxiDaEAgPSqqKhQfX29jh49mu6lZJX8/PxhT2gggBnEiEpRppxIzMbToACQCWw2myorK9O9DIgAZqhUV4rMeCKxb9iaNM6lN3YdzrrToAAADAdN+FnEbCcSQ1uibq8/HLZ+vfl9dXV1Z91pUAAAhoMAlkXMdiIx2uiNzq5uNbUdj3hduqt0AAAYjQCWRYYzFsMI0UZvFDntavf4I54xNwwAMNLQAzYMmdA8bqYTidFGb5SOzpfneE+VLlWnQQEAMDsqYDGK1s+07pUPVHewLd1LM61oW6K5OTn6l3mfME2VDgCAdKACFqNMGfFgJgxpBQAgOgJYjMw44sEIiW67mmlLFAAAsyCAxcioq4TM5NXt9fr15vfV2dWtIqddgc4urXvFw5YhAAAJogcsRmYb8TBcdQfb9PRLu/XD1W/r6Zd2D9m7VnewTb/e/J4sCqrIZVegs1v7Go6pq7ubmV0AACSICliMhtPPZLbTkvHcEbl15yF1dQVV6LTLIovstlxJUlPrcdmsuUYuHwCArEMAG4ZY+pnSdSH2YOI5QHCkxatCZ0/lKxS+bLYctbn9OvXjY4xZOAAAWYotyCTrO/090NWtA0fcWvFMbFt/qRBtIOpQBwjGFjtUWpQvf2e3/IEuBYNBeX0BWXNzMmbbFQAAsyKAJVnvsNNy7Lh272lWMBhUUErb7LB47oicPXOCcnNzNGmcSzZrjto9fgUl/cu8jw9YNRtunxkAACMVASzJeoed+sNu2a25slgscuXb0nbxdDwHCEI9b+VjR2l8mVP/XFWum684Xf9cVRH19QyqBQAgdvSAJdnsmRO07pUPJElun182a44CnUFNLe+pGqV6dthABwDiGYg6nBlew+kzM9shBQAAjEYAi8FwAkPvsGOxWGSRRSdOHq3iwnxJqZ0dNtQBgFSGnFgH1ZrxkAIAAEYjgA0hnsAQCjuhapjNmqPuj5rYY7l4Ot4KUTqvS4p1UC1XOgEAQA/YkPqeahxOH1eoGjaci6cT6aWK57Rj358dbxN9rH1mia4RAIBsQAVsCIneATncrb9EKkSJXJeU6NZgrH1mI/FKJwAA+iKADcHowJBI4Ot9AMBRYIt5y1NKztZgLGEzkTUCAJAt2IIcgtF3QMYzsyskni3PEKO2BhNZIwAA2YIK2BDiHeEQr0QrRPGedjSy0pfqE5kAAJgdASwGRgYGowNfCFuDAAAYhwCWJMkcLpqOClG6gh8AACMRASwJsmW4KFuDAAAYgyb8JEhkVhgAABh5qIAlQaKzwlKNuxcBADAXKmBJkMjoiFRLZLI+AABIDQJYEhg9K2w42B4FAMB8CGBJYObhoty9CACA+dADliRmPUHI3YsAAJgPASzLzZ45Qb/YuEvte1vk7+qWPTdHhS67vjyMAas08QMAkFxsQY4AFll6PgkGI/8fA5r4AQBIPipgGSSeStTWnYc0vtShaSeMDj9ze/3auvNQTFWs3k38ksIfY30/AADojwBmoES28uKdtp/ojDKzzzgDACATEcAMkuh1RfFWohJtwh/u++kXAwBgaPSA9VJ3sE1Pv7RbP1z9tp5+aXdS+5wSnccV7ziJRGeU9X3/gaPHtPP/mvR/9a39/kb0iwEAEBsC2EdSHR4SnccV77T9RGeU9X7/noPt2tdwTJPGuVRZXtTvb8TQVwAAYsMW5EdS3Wye6Fbg7JkTtO6VDyT1BDevLyC3L6DzYhgnkeiMstD7n35pt8YWFwz4N6JfDACA2FAB+0iqJ8YnuhVohmn7Q/2NzHwnJgAAZkIF7COpnhgfClC9G9TPq548rAAVrZJlZNP7UH+jaFW6Q00elXV164er36YpHwCAj1AB+4gRF2pXTizSFeefqG8u+aSuOP/EhIOI0U3vQ/2N+lbpAp3dssgiW24OTfkAAPSS1gD2gx/8QMuXL0/nEsLMsMU3XEY3vcfyN+odMosL8zW+1EFTPgAAfaRtC3Lr1q1at26dzj777HQtoR+zXqg9kESb3uPZvhzO34imfAAAoktLBay1tVUrVqzQNddck44fnzUSaXo3YvuSpnwAAKJLSwXs7rvv1k033aRDh6JvRbW3t6u9vT3iWUNDgxFLyygDjaY4ubJET7+0e9DKlhF3PCYyOgMAgGxmeABbs2aNJkyYoNmzZ2vt2rVRX7Nq1SqtXLnS4JUlJh1X8EQ7WXlyZYne2HW435VHZ5w8TvsOu8Ov+7/6VlWWR64v2duDyTj5CQBANrIEg8GgkT/wK1/5io4eParc3Fy1tbXJ6/Xq4osv1ne+853wawaqgC1dulRbtmxRRUWFkUseUt3BNj218V21uTvk7+yS3ZqrIleerrzgJMPDxtMv7e43KuLA0WPa13BMMz9WFq5E7fy/Jk0a51L52FHh14Xed8X5Jxq6ZgAAsk19fb3mzp07YG4xvAL2xBNPhD9fu3at3njjjYjwJUmFhYUqLCw0emlx2/h6nQ42uuXMt8lZYFMg0K2DjW5tfL1O37i0ytC1RGt8b2o9rq6uYMR246TxLu1rOKYiVx7bgwAAGIxBrElQu7dFjjyr7LZcSZLdlqtgMKjavS2GryXasNQ2j19FTnvE6yaUudTh75bLYWd7EAAAg6U1gC1evFiLFy9O5xKSxzL4/43qEYvW+G7NzVFpUX7E67y+gKaWF7HdCABAGjAJPwmmTyqWr6NT/kCXgsGg/IEu+To6NX1SsSRjJ9ZHG5b6L/M+rtzcnJRO+QcAALFjCzIJLvhMpRrbfGp3++Xp6JQ9N0fjS5264DOVkowZ+dBbtGGp5WNHcRoRAACTIIAlQeXEIn35gpMH3GI0w0T4TJvyDwBANiOAJclgASdaY/xQE+HTMVcMAAAYgx4wA8yeOUFuX0Bur19N7T699e5hvfnuYbUcOx61D8zInjEAAGA8ApgBQo3xgc5u7Xi/UZJ02sfLZMvNiRqseveM5VgscjnschXYtHVn9KubAABAZmEL0iCVE4tUXJivT580LmIrUurfjG+GnjEAAJA6BDADxRqs4ukZSyX60QAASC62IA1ks+bor7uPaNs7h7Tzg0a1HDseNVj17hlL99wu+tEAAEg+AphB6g62qbHVJ29HQNZcizr8ndr5QaMamrz9glW0YaqLzp6WlqoT/WgAACQfW5BJNtB23dadhzSh1KmyogLVH3HLczwgZ75NpUX5UYOVWeZ20Y8GAEDyEcCSKLRd5yqwRWzXLTp7WjjI5FgsKi7suZexOxhUY6svzasenNn60QAAyAZsQSbRYNt1Y4sd8voCEa/PhCBjpn40AACyBQEsiY60eOUosEU8C23XZWqQMVM/GgAA2YItyCQabLsuFGQy8UJss/SjAQCQLQhgSTR75gSte+UDST2VL68vILcvoPOqJ0siyAAAgB5sQSYR23UAACAWVMCSjCoXAADmtLelXjUHtqvR06wyZ4mqy6s0ubgiLWuhAgYAALLe3pZ6bajdLI/fq1JHsTx+rzbUbtbelvq0rIcKGJKC+yIBAGZWc2C7nHaHnPae8U+hjzUHtqelCkYAQ1i8IWqwAbSEMACAGTR6mlXqKI545rAVqNHTnJb1EMCyRKIVqERCVO8BtJLCH7fuPEQAAwCYQpmzRB6/N1z5kiRvwKcyZ0la1kMPWBYIhSe31x8RnuoOtsX8PRK5dHuwAbQAAJhBdXmVPH6vPH6vgsFg+PPq8qq0rIcAlgUSCU8hiYSoTL1mCQAwckwurtCC6fPktDvU5G2R0+7Qgunz0nYKki3ILBC66Lu34VagErl0e6gBtAAAmMHk4oq0Ba6+qIBlgWRUoBK5q5IBtAAADA8VsCyQjApU77sqPzzQJo8vIEe+NbyNOVSYYgAtAACxI4AZINUzspJ10Xfo9Q1NHo0tLpCjwMZICQBAVjHLNHwCWIoZNSMrWRUoRkoAALLV1r1vae27m9QZ7NIou0uBroA2uDenpRmfAJZimRZoktHQDwBAKsVTxdrbUq/n3t0ki9QTvro7tb/9kE4onJCWafg04adYps3IYqQEAMDM4r3TsebAdnV2d8lhK5DFYpE91yZbrk1Nvta0TMOnApZiiYx3SAdGSgAAjDacila8dzo2eppVmNdT+bLl9hRGbDlWHfO7NcM5Pcm/0dCogKVYIuMd0oGREgAAIw23otXoaZbD1qdVJoY7HcucJSorKJa/K6BAV0AKBuUL+GS15KZlGj4VsBRL1glFIzFSAgBglOFWtOK907G6vEob3Js1qXCiGn0tautwy5qTq0tOms8pyGxFoAEAILpGT7NKHcURzwaraFWXV2lD7ebw67wBnzx+r86tnDPozwldRVRzYLusuVbNGDc9bSMoJAIYAABIo+FWtHoHqVDP2LmVc2IKUma6iogABgAA0iaeipaZglS8CGAmlerp+QAAmEEiFa1MRgAzIaOm5wMAYAbZUNEaLgKYCSVrej5VNAAAzIkAZkLJuA6IKhoAAP1xGTcGlMj0/FDVa9s7h2TLzdHUiiLlWCymv4MSAIB4DCdQhYa+Ou2OiKGv6biMm0n4JhTv9PxQ1cvt9SsoKRgMaveeZrUcOy7J3HdQAgAwXMOdot976KvFYgl/XnNgu8ErJ4CZUrzXAfXuHXPl23ouG7Xmqv6wW5K576AEAGC4hhuo4r3GKBXYgjSpeKbn9+4dqxjr0u69LbJZLXL7/OEqGpdqAwCyxXCn6Md7jVEqUAHLImOLHfL6ApKk4sJ8nTi5WBZZZPmoB4wGfABANilzlsgb8EU8GyxQVZdXyeP3yuP3KhgMhj9Px2XcBLAs0rd3zGbNUflYl266/JO64vwTCV8AgKwy3EAVGvrqtDvU5G2R0+5ISwO+xBZkVgn1jvWe/XVe9WSCFwAgK8UzRd8sQ18JYFkmnt4xAAAylVkC1XCxBQkAAGAwKmAAACCjmGWafSKogAEAgIwx3OGrZkUAAwAAGcNM0+wTQQADAAAZw0zT7BNBAAMAABljuMNXzYoABgAAMoaZptknglOQAADA1Pqeejx9wkztP3Yo5uGrZkQAAwAAphU69ei0O8KnHt86tDNtVwglC1uQAADAtLLl1GNfBDAAAGBa2XLqsa+0bEGuXLlSmzZtkiSdddZZuvXWW9OxDAAAYHJlzhJ5/F457Y7ws0w89diX4RWw119/Xa+++qrWrVun3/zmN/r73/+u3//+90YvAwAAZIBsOfXYl+EVsDFjxmj58uWy2+2SpI997GM6ePBgxGva29vV3t4e8ayhocGwNQIAAHOYXLAgviEAACAASURBVFyhBdPnRZyCzMRTj30ZHsA+/vGPhz/fs2ePNm7cqNWrV0e8ZtWqVVq5cqXRSwMAACY0ubgi4wNXX2kbQ/H+++/r61//um677TZNmTIl4mvLli3TokWLIp41NDRo6dKlBq4QAAAgNdISwN566y39v//3//Sd73xHF154Yb+vFxYWqrCwMA0rAwAASD3DA9ihQ4f0jW98QytWrNDs2bON/vEAAMCE+k67ry6vyrptx94MD2A/+9nP1NHRoYceeij8bMmSJbr88suNXgoAADCBvS31embHerX73Qp0daq+/ZA+bNqry09dmLUhzPAAduedd+rOO+80+scCAAAT6V3x2tNaL6/fq1H5o1Rgy1egu1MNnqN66YM/6mufzs7+bybhAwAAQ4Xud/T4vSp1FKvJ2yxvwKdgd7csFovsuTYVWPP1ftOedC81ZbiMGwAAGKr3/Y6SlGPJVVDdave7NcaW948XWvq/N1t6xaiAAQAAQ/W937GkoEjdCup4Z4cUDCrQFZCv87g+UVIZ8b6+lTOP36sNtZu1t6Xe6F8hYQQwAABgqDJnibwBX/j/HyuZrAJrnmw5Vnn8PgUljXeN1eemnRnxvt6VM4vFEv685sB2g3+DxLEFCQAADFVdXqUNtZslSQ5bgWy5Np1QOFGljmIFujsH3Fps9DSr1FEc8cxhK1CjpznjtiYJYAAAwFDR7neMZeREmbNEHr833DsmSd6AT9acXG2o3Syn3RGxNblg+jzThjACGAAAMFw89zv2rZx5Az55/F7l5dojmvpDH2sObDdtAKMHDAAAZIRQ5cxpd6jJ2yKn3aEF0+cp0N0Z0dQv/WNr0qyogAEAgIwRrXI20NZkmbPE6OXFjAoYAADIaNXlVfL4vfL4vQoGg+HPq8ur0r20ARHAAABARhtoa9Ks/V8SW5AAACALxNPUn04EMAAAkBEybdbXYAhgAAAgKVIZkELXEGXSrK/B0AMGAAASlup7GrPpGiKJAAYAAJIg1QGp7wXekvlnfQ2GAAYAABKW6oDU9wJvyfyzvgZDAAMAAAlLdUDKxFlfgyGAAQCAhKU6IGXirK/BcAoSAAAkLBSQep+CPLdyTlIDUqbN+hoMAQwAACRFNgWkVGMLEgAAwGAEMAAAAIMRwAAAAAxGDxgAAEiLbLrbcbiogAEAAMOl+uois6MCBgAADNf76iJJ4Y81B7YPuwqWiZU0KmAAAMBwybq6KFMraQQwAABguGRdXZTqS8BThQAGAAAMl6yri1J9CXiqEMAAAIDhknW3Y6ovAU8VmvABAEBaJOPqouryKm2o3Sypp/LlDfjk8Xt1buWcZCwxZaiAAQCAjJWsSprRqIABAICMlomXgBPAAACAaWTiTK94sAUJAABMIVNnesWDAAYAAEwhU2d6xYMABgAATCFTZ3rFgx4wAACQcrH0dpU5S+Txe8P3QkqZMdMrHgQwAACQUqHeLqfdEdHbdfqEmdp/7FA4lJ0waoLeOrRTUmbN9IoHW5AAACClovV2dXd3a+27myIa7t86tFOnT5iZcTO94kEFDAAApFSjp1mljmJJUquvTQeOHdbB9gZ1B7sV6ArI8lE4k6T9xw7pizMuSudyDUEFDAAApFTovsZWX5vea6qTvyugzu4u5Vpy9V5TnVp9bZKyt+E+GgIYAABIqeryKnn8Xu1prZctxyqLpNycXI3Kc8qWa9OBY4clZW/DfTQEMAAAkFKh+xoD3Z0KdHXKlmvTyWXTZLHkSMGgvP6eZnuP36vq8qp0L9cQ9IABAICUm1xcoU+XnxYxZmJUnksftu6XJDntDp1bOScrG+6jIYABAABDVJdXaUPtZkk9/V7WXKvKR43L2pOOg2ELEgAAGCK0FTkSxkwMhQoYAAAwzOTiihEZuPqiAgYAAGAwAhgAAIDB2IIEAAAJi+Wy7XR+P7OhAgYAABISumy7972OG2o3a29LvSm+nxkRwAAAQEKiXbbttDtUc2C7Kb6fGRHAAABAQho9zXLYCiKeJXKvY7K/nxkRwAAAQEJCl233lsi9jsn+fmZEAAMAAAkJXbbt8XsVDAYTvtcx2d/PjAhgAAAgIcmecD8SJuYzhgIAACQs2RPus31ifloqYBs2bNAFF1yg8847T7/61a/SsQQAAIC0MbwCdvjwYa1YsUJr166V3W7XkiVLVF1drWnTphm9FAAAgLQwvAL2+uuva9asWRo9erQcDofOP/98vfjiixGvaW9vV319fcS/hoYGo5cKAACQEoZXwI4cOaIxY8aE/z927Fjt2LEj4jWrVq3SypUrjV4aAACAIQwPYMFgsN8zi8US8f9ly5Zp0aJFEc8aGhq0dOnSlK4NAADACIYHsHHjxukvf/lL+P9HjhzR2LFjI15TWFiowsJCo5cGAEDWiuVy62y/ANtMDO8BmzNnjrZu3arm5mb5fD797ne/05lnnmn0MgAAGDFiudx6JFyAbSZpqYDddNNN+vKXv6xAIKBLL71Up556qtHLAABgxOh9ubWk8MeaA9vDFa5YXoPkScsg1gULFmjBggXp+NEAAIw4jZ5mlTqKI571vdw6ltcgeZiEDwBAhoi3R6vMWSKP3xuuakn9L7eO5TVIHu6CBAAgAyTSoxXL5dYj4QJsM6ECBgBABhioR+ulD/6o0QVFg1bFQpdb966enVs5J+J1sbwmEZywjEQAAwAgA0Tr0fJ3BvTOkd365MSZEVWxBdPnRQ1hQwWeVF2AHareOe2OIdc5UrAFCQBABihzlsgb8EU829tWL1eeS067QxaLJVwhqzmwPU2rjK539c7M6zQSAQwAgAwQrUfrWIdblUWRFSQznlxs9DTLYSuIeGbGdRpp0ABWU1OjdevWqbGxMeL5unXrUrooAAAQKdSj5bQ71ORtkdPu0KnjTpLNaot4nRlPLkar3plxnUYaMIA98cQTuvvuu7Vp0yZdcMEF2rZtW/hrv/jFLwxZHAAA+IfJxRX64oyLdF31l/XFGRfpc9POzIiTi5yw7G/AAPbcc8/pueee0//8z//okUce0U033aTa2lpJ0S/UBgAAxopWFTNjY3umrNNIA56CtFqtcrlckqQzzzxTt956q6699lo999xzslgshi0QAAAMLFUnF5MtU9ZplAErYCUlJXruuefU0dEhSVq0aJE+97nP6Wtf+5qOHTtm2AIBAACyzYAB7J577tFzzz2njRs3hp8tX75cp512mg4cOGDI4gAAALLRgFuQkyZN0tNPP93v+Z133qmrr746pYsCAADIZnFNwh8/fnyy1wEAwIg13Gt6uNYn8zGIFQCANBruJduJXMqdbdx1e7TvmdV6/79Wat8zq+Wu25PuJcWMuyABAEijgS7ZrjmwPWpVa7ivN5NkVu7cdXt0cP3zsjqdspeWqtPt0cH1z2viwi/IVTklqetOhQED2MGDBzVx4sSoX/vTn/6kM888M2WLAgBgpIh2yfZg1/QM9/VmMdCF3KdPmKn9xw4NO5Q1b9smq9Mp60cjs0Ifm7dty4gANuAW5De+8Y3w5zfccEPE11asWJG6FQEAMIIM95qeTL3WJ9qF3F3dXXru3U1xbad2HG1UrsMR8SzX4VDH0cYB3mEuAwaw3tPu9+/fP+DXAABA/IZ7TU+mXusT7ULuJl+rOru7IkKZ0+5QzYHtQ36/vDFl6vJ6I551eb3KG1OW1HWnyoABrPe0+76T75mEDwBAcgz3mp5MvdYnWuXumN+twjxXxLNYt1NLZs1Sp8ejTrdbwe5udbrd6vR4VDJrVlLXnSoD9oBR5QIAwBjDvaYnE6/1qS6v0obazZJ6QpY34JPVkquygsh+tli3U12VUzRx4RfUvG2bOo42Km9MmcbOm5sR/V/SIAGsu7tbbW1tCgaD6urqCn8uSV1dXYYtEAAAZL5Q5a73KcjFJ83XW4d2yuP3hkOZx+/VuZVzYvqersopGRO4+howgL333nuaNWtWOHRVV1eHv8YWJAAAGK5olbuJheMiQtm5lXMyrroXjwED2O7du41cBwAAGIEycTs1GZiEDwAAYLABK2AnnnhixFZjMBgM/99isWjXrl2pXx0AACOUGe57NMMastWAAWzr1q39nj3//PNasWKFrrrqqlSuCQCAEW2gqfHRxk2kKiQNZw0YvgEDWHHxP46Fejwe3XvvvXrzzTf105/+VJ/61KcMWRwAACNRrPc9RgtJz+x8XiUFRers7kookGXynZOZYMgesB07dujiiy9WR0eH1q9fT/gCACDFok2NjzagtO/1Pp1dnWpwH9Ge1vphX+0T7xoQn0ED2OOPP66rr75aX/va1/SjH/1IhYWFRq0LAIARK9b7HvuGpPpjDSqw5ivQ3Tnsq33iXQPiM+AW5JVXXqkdO3bouuuuU1FRkX73u99FfP1zn/tcyhcHAMBIs7elXq2+Nu08vFuuPJcqiypks9qiDigtc5bI4/eGtwe9fp+sObkRoSzeqlW0yfXDGZKKwQ0YwCTp1FNP1auvvqpXX3014rnFYiGAAQCQZL17umaMPVF72+q188hunTrupKjN731DkjXXKl/Ap8riE8KvibdqFW1y/UgZkmqEAQPYU089ZeQ6AAAY8Xr3dDntUrGjKFzhihZ8+oakqaNPUJO3RbZcm4LBYMJVq5E6JNUIg1bAXn/9dU2aNEkVFRV65ZVXtHr1as2YMUPXXXedcnKY4QoAQCL6jpDY07Jfk0dHBp6hthD7hqS+35OqlTkNGMDWrFmjxx9/XI8++qg6Ozt144036pprrtG+ffv0ox/9SDfddJOR6wQAIKtEGyFx1NOk/Nw8jS8cG37dcLcQ46laMXDVeAOWsZ555hn9+te/1imnnKKNGzfqjDPO0LXXXqv7779fW7ZsMXKNAABknb4jJJx2hyoKJ2hf+0F5/F4Fg0F5/F55/F5Vl1elbB2hIOjxexMeXYHYDRjAurq6NGbMGEnS22+/rc985jOSJKvVGnFFEQAAGL5oc7bGjxqrMY5SOe0ONXlb5LQ7Uj55PloQjHd0BWI34BZkd3e3JCkQCGj79u26+eabJUmdnZ3yer3GrA4AgCzVd4SE1LPdWFlygr444yLD1tHoaVapozjiGQNXU2/AAFZVVaWHHnpIHR0dKi0t1cknn6z29nY99thjqq6uNnKNAABkHbPM2RooCDJwNbUG3IJcvny5/H6/Ghsb9eijj0qSHnnkEf3973/XrbfeatgCAQDIRqEREkZuN0ZTXV4V7jUzqu8MkiUYDAZjfXF3d3faxk/U19dr7ty52rJliyoqOJkBAECycAoy+YbKLYPOAevrkksu0bp165K2OAAAkH4MXDXesMpZwyiWAQAAYACMswcAADDYkFuQhw8f1rhx4yRJDzzwgCTpgw8+0LRp01K7MgAAkBb0hKXegBWw1tZWtba26t/+7d/U1tam1tZWVVRUqLGxUdddd52RawQAAAZhMr4xBqyA3XLLLXrttdckKWLul9Vq1bx581K/MgAAYLjek/ElhT/WHNhOFSyJBgxgP/vZzyRJt99+ux588EHDFgQAAIwX2nZ8de8bGp1fpBMKJ6iooFASk/FTYcgmfMIXAADZrfe24+j8IvkCPtU2fag2X7skJuOnAqcgAQAY4XpvO1YUjldQkkXS/vZDTMZPEQIYAAAjXKOnWQ5bgSRpdEGRPlFaqQJbgVqPt6XtiqRsN6xJ+AAAIPv0vZB7dEGRbLk2Oe3T9cUZF6V5ddmJChgAACMcF3IbjwAGAMAIN7m4Qgumz5PT7lCTt4VtRwOwBQkAALiQ22BUwAAAAAxGAAMAADAYAQwAAMBg9IABAJAFQlcJNXqaVeYsUXV5FT1dJmZ4Beytt97SJZdcooULF2rZsmU6cOCA0UsAACCr9L5KqNRRLI/fqw21m7W3pT7dS8MADK+Affvb39Zjjz2mE088Uc8++6weeOABPf7440YvAwCArNH7KiFJ4Y81B7ZrcnEF1TETMrQC5vf7deONN+rEE0+UJE2fPl2HDh3q97r29nbV19dH/GtoaDByqQAAZIzeVwmFOGwFavQ0Ux0zKUMrYHa7XQsXLpQkdXd3a+XKlZo3b16/161atUorV640cmkAAGSsvlcJSZI34FOZs2TI6hjSI2UBbNOmTXrwwQcjnk2dOlVPPvmk/H6/li9frs7OTn3961/v995ly5Zp0aJFEc8aGhq0dOnSVC0XAICMVV1epQ21myX1VL68AZ88fq/OrZyj3773skodxRGvD1XHkD4pC2Dz58/X/Pnz+z33eDy69tprNXr0aD3++OOy2Wz9XlNYWKjCwsJULQ0AgLRJRT9W6Cqh3t/33Mo5mlxcMWh1DOmTlib8yZMn67777pPFYjH6xwMAkDahfiyn3RHRj5WMexcHukposOoY0sfQALZr1y5t2bJF06ZN08UXXyxJGjt2rP73f//XyGUAAJAW6ejHGqw6hvQxNICdfPLJqq2tNfJHAgBgGo2e5rT0Y3HRtvlwFREAAAYpc5bIG/BFPKMfa2QigAEAYJDq8ip5/F55/F4Fg8Hw59XlVeleGgxGAAMAwCChfiyn3aEmb4ucdkdSGvCRebiMGwAAA9GPBYkKGAAAgOEIYAAAAAYjgAEAABiMAAYAAGAwAhgAAIDBCGAAAAAGI4ABAAAYjAAGAABgMAIYAACAwQhgAAAABiOAAQAAGIwABgAAYDACGAAAgMEIYAAAAAYjgAEAABiMAAYAAGAwAhgAAIDBCGAAAAAGI4ABAAAYzJruBQAAgMy2t6VeNQe2q9HTrDJniarLqzS5uCLdyzI1KmAAACBue1vqtaF2szx+r0odxfL4vdpQu1l7W+rTvTRTI4ABAIC41RzYLqfdIafdIYvFEv685sD2dC/N1AhgAAAgbo2eZjlsBRHPHLYCNXqa07SizEAAAwAAcStzlsgb8EU88wZ8KnOWpGlFmYEABgAA4lZdXiWP3yuP36tgMBj+vLq8Kt1LMzUCGAAAiNvk4gotmD5PTrtDTd4WOe0OLZg+j1OQQ2AMBQAASMjk4goC1zBRAQMAADAYAQwAAMBgbEECAIC4MQU/PlTAAABAXJiCHz8CGAAAiAtT8ONHAAMAAHFhCn78CGAAACAuTMGPHwEMAADEhSn48SOAAQCAuDAFP36MoQAAIEOZYQQEU/DjQwUMAIAMxAiIzEYAAwAgAzECIrMRwAAAyECMgMhsBDAAADIQIyAyGwEMAIAMxAiIzEYAAwAgAzECIrMxhgIAgAzFCIjMRQUMAADAYAQwAAAAgxHAAAAADEYAAwAAMBgBDAAAwGAEMAAAAIMxhgIAgAzmrtuj5m3b1HG0UXljylQya5ZclVPSvSwMgQAGAECGctft0cH1z8vqdMpeWqpOt0cH1z+viQu/MOwQtrelXjUHtqvR06wyZ4mqy6uYMZZCBDAAADJU87ZtsjqdsrpckhT+2LxtW9QANlC1bG9LvTbUbpbT7lCpo1gev1cbajczWT+F6AEDACBDdRxtVK7DEfEs1+FQx9HGfq8NVcs63Z6Iapm7bo9qDmyX0+6Q0+6QxWIJf15zYLtRv8qIQwUMAIAMlTemTJ1uT7jyJUldXq/yxpT1q3b5W9oGrJY1TvWr1FEc8b0dtgI1epqN+2VGmLRVwHbt2qUZM2ak68cDAJDxSmbNUqfHo063W8HubnW63er0eJR/wqR+1a7Wv/1NXf5AxPtD1bIyZ4m8AV/E17wBn8qcJUb+OiNKWgKYz+fTfffdp0AgMPSLAQBAVK7KKZq48AuyupzyNzXJ6nJq4sIv6Pj+feFqlyUnR1aXS7ZRo+Stq4t4f6haVl1eJY/fK4/fq2AwGP68urwqPb/YCJCWLciHHnpIV111lf76179G/Xp7e7va29sjnjU0NBixNAAAMoqrckq/hvtDG16QvbQ04pmjcoraduxUp9utXIdDXV6vOj0ejZ03V67iCi2YPi/iFOS5lXNowE8hwwPYli1bdPz4cX3+858f8DWrVq3SypUrDVwVAACZKdrJxmi9Ybl2u0afdqqsLmf4tWPnzQ2Ht8nFFQQuA6UsgG3atEkPPvhgxLOpU6fK7XbrySefHPS9y5Yt06JFiyKeNTQ0aOnSpcleJgAAGWugOWCjP/Uptf7lL5IUUe2KZz4YUiNlAWz+/PmaP39+xLM1a9boJz/5SUSQWrhwoX71q1/J1SulFxYWqrCwMFVLAwAgKww0B+z4/n2auPALEZWx3tUupJ+hW5CXXXaZLrvssvD/p0+frvXr1xu5BAAAskbH0cZ+vV6hk43ResNgHgxiBQAgQ+WNKVOX1xvxLHSyEeaW1kGstbW16fzxAABktJJZs3Rw/fOS1O9kY29c2G0+VMAAAMhQA80B6x2uBruCCOnDVUQAAGSwoXq9hnthN4xBBQwAgCw2nAu7YRwCGAAAWYxGfXMigAEAkMUGurC7ZNasdC9tRCOAAQCQxWJp1IfxaMIHACDLMZTVfKiAAQAAGIwKGAAAGBBDXFODChgAAIiKIa6pQwADAABR9R7iasnJkdXlktXpVPO2beleWsYjgAEAgKgY4po6BDAAABAVQ1xThwAGAACiYohr6hDAAABAVAxxTR3GUAAAgAExxDU1CGAAAIwwzPZKP7YgAQAYQZjtZQ4EMAAARhBme5kDAQwAgBGE2V7mQAADAGAEYbaXOdCEDwBAltrbUq+aA9vV6GlWmbNE1eVVKp01SwfXPy+pp/LV5fWq0+PR2Hlz07zakYUKGAAAWWhvS7021G6Wx+9VqaNYHr9XG2o3q2m0ldleJkAFDACALFRzYLucdoec9p5+r9DHmgPb9cUZFxG40owABgBAhhpsnlejp1mljuKI1ztsBWr0NBu/UPRDAAMAYAhmHFwamudldToj5nmFthPLnCXy+L3hypckeQM+lTlL0rdohNEDBgDAIMw6uHSoeV7V5VXy+L3y+L0KBoPhz6vLq9K6bvQggAEAMAizDi4dap7X5OIKLZg+T067Q03eFjntDi2YPk+TiyvSsVz0wRYkAACD6DjaKHtpacQzMwwuzRtTpk63R1aXK/ys7zyvycUVBC6TogIGAMAgzDq4tGTWLHV6POp0uxXs7lan261Oj0cls2aldV2IDRUwAMCIMtyG+hKTDi51VU7RxIVfiPhdxs6bm/bDAYgNAQwAMGIMdXIwGjMHHVflFFOsA8NHAAMAjBi9G+olhT82b9s2aJAh6CDZ6AEDAIwYQ50cBIxCAAMAjBhmbajHyEMAAwCMGJwchFnQAwYAGDESbag345VEyEwEMADAiBJvQ308JyiBgbAFCQBADMx6JREyEwEMAIAYcIISyUQAAwAgBpygRDLRAwYAGLGG01Rv1iuJkJmogAEARqRQU32n2xPRVO+u2xP19aETlFaXU/6mJlldThrwETcqYACAESmea4m4kgjJQgUMADAi0VSPdCKAAQBGJJrqkU4EMADAiMS1REgnAhgAYESiqR7pRBM+AGDEoqke6UIAAwAgyxx59XUd3rhJ/uZm2UtKNO6C+Rr7z3PSvSz0QgADACCLHHn1de37xS+VW5Av6+jR6vR4tO8Xv5QkQpiJEMAAAEiR4UzaT5bDGzf1hC+nU5KU89HHwxs3EcBMhAAGAMhq6QhBoZ97cP3zsjqdEZP2U93o729ulnX06IhnOQUF8jc3p+xnYvg4BQkAyFrDvW4omXpP2rfk5MjqcsnqdKp527aU/lx7SYm6fb6IZ90+n+wlJSn9uRgeAhgAIGulKwRJ6Zu0P+6C+eryHVenx6Pu7m51ejzq8h3XuAvmp/TnYnjYggQAZK2Oo42yl5ZGPDPquqG8MWXqdHvCd0xKxkzaD/V59T4FWX7ZpfR/mQwBDACQtdIVgqSeSfsH1z8vqSf0dXm96vR4NHbe3JT/7LH/PIfAZXJsQQIAslY6rxti0j4GQwUMAJC1QiGo9ynIsfPmGhaCmLSPgRgewI4cOaI777xTR44cUX5+vh555BFVVFQYvQwAwAhBCIIZGb4Feeutt+qcc87Rb37zGy1cuFCPPPKI0UsAAJiUu26P9j2zWu//10rte2a1IeMigHQwtALW3Nys3bt364knnpAkXXLJJZo9e3a/17W3t6u9vT3iWUNDgyFrBACkR7oGl8YrXQNekR0MDWD79+/XxIkT9f3vf181NTWaOHGi7rrrrn6vW7VqlVauXGnk0gAAadZ7Zpek8MfmbduSEmySGZjcdXu095dPq7OtTV2BgLz79uvYBx9q8peuMG0IIzCaS8oC2KZNm/Tggw9GPJs8ebJ27dqlG264QXfccYfWrFmj5cuX66mnnop43bJly7Ro0aKIZw0NDVq6dGmqlgsASLNUzuxKdnWtYdNLOn7okKwOh6wOh4KBgI4fOqSGTS9p2nVfT3i9yeSu26OGTS+p9W9/k23UKDkqp5i+ujgSpCyAzZ8/X/PnR07d3bdvnxYtWqRzzjlHknTRRRfpgQce6PfewsJCFRYWpmppAAATSuXMrmRX1469955yCwqUY7dLkix2u3KDQR17772E15pMoeDpqz8Q/p3d772vUdOnh28EIIClh6FN+JMmTdK4ceP0xz/+UZL0hz/8QaeccoqRSwAAmFQqZ3al61qgdAsFz+7OTuXY7T3/bDb56utHxO9vZoaPoVi5cqW++93v6uGHH5bL5dJDDz1k9BIAACaUypldya6ujfrEx9X+zi5ZLBZZbDYFAwF1+46rcMbJca8xFT1aoW1dq8Ohbr9fFrtdFptNnV6vYTcCIDrDA9jUqVP79XwBACClbmZXrNcCxRqCxs//vDqamnua8L1e5dhsypswXuPnfz6u9aXqBGgoeBZUVOhYba0kKRgMKsdqNexaJETHVUQAgKwXy7VAoRDU6fZEhKBos8hclVM0+UtXqPj0f5LrY1NVfPo/JXQCsnePmiUnR1aXK9yjlYjQtm6OzSrXJz4hSep0u+WcWkkDfppx7/vVQwAAEoJJREFUFREAYEQYqro23Eb9ZFbrUnUCtPe2btfRRhWf/k+MnzAJAhgAAErtGIyhpPIEKFcxmRNbkAAAqCcEdXm9Ec+MalRP5QlQmBMBDAAApTcExdKjhuzCFiQAAEp8DEaiYyTYKhxZCGAAAHwk3hCUaReJI/3YggQAIEGpGiOB7EUFDABgGqmYBm+EdJ6gRGaiAgYAMIXhDEI1m3SeoERmIoABAEwhk7fxGCOB4WILEgBgqNA2o/vDOnV5vMp1OuWaOkXuD+vknDIl4rWZso2XyovEkZ0IYAAAw4S2Gbs7u9Rx+IhksSjgdis3L08dR44qJy9fjvKJ4ddn0jYeYyQwHAQwAIBhQtuMnro9yrHblWO3q9vvl7+5WY4TTpBn/37ZiwqV63Coy+tVp8ejsfPmpnvZGSNTDzGMRAQwAIBhQqcFO71e5RYUSJIsNps6vV4VnnKyujo6ZHU5I7bxJGnfM6sJFUNgFllmIYABAAwTvnTa4VC33y+L3a5gICDrRxUv19QpmnT5kvDrCRWx632IQVL4Y/O2bfytTIgABgAwTMmsWTq4/nnZSkrk27dP3YGAgsGg8sePj7rdOJxQMdK335hFllkIYAAAw/Q+LdjdcTx8CrKgfELUwBRrqDCiUmb2gBeuLn4UUqXMOsQw0hDAAACGGs5pwVhDRbRKmb+tXXX/+zPljx8ni9UqyaJgZyCu8JQJW6Gh6qIkDjFkAAaxAgBMK9YBpx1HG5XrcIT/729plW/fPvnb2qTcXLW/s0tt77wj5VrjmrCfCUNiQ9VFq8spf1OTrC6nqQIiIlEBAwCYVqwDTvtWynz19ZLFIntRkY4fOKhcR8+Jy+MHDqho5gxJsTenu+v2qKnmTSkYlNXpVEFFhezFo03ZX8UsssxBAAMAmFosoaLv9lugrV3KzVFBRYWOvfdeeORF50f3NcYankJbjzlWq4LBoLr9fh2rrdWo6dOVY7PSX4W4sQUJAMh4fbffbEWFck6aJHvxaFkdDgUDgfC4Cyn25vTQ1qNz6lQFOzslSRarVZ4PP+SuRySEChgAICv0rpSFKledbrfyyyfq2N/fVVBBFVZWhvvIYmlOD53CtObkaNT06fLV1yvg8chisdBfhYQQwAAAWad371jXUZ8KZ5ys0ClIq2t0zBdl9+4tsxePlr14tDrdblldTsIXEkIAAwBkpWQ0pDPaAalCDxgAAANgtANShQoYAGDEimW6PaMdkApUwAAAI9I/GvU9EdPthzOgFYgXFTAAQNKZ/d5EaXgXfQPJRgUMAJBUmVJZ6nt9kRT7gFYgUQQwAEDSuOv2qO5/f6Zj738gT90eBdraTXlvotQzYqLro8n4IbEOaAUSRQADACRFqPIVaGuXddSo8LU9/pZWU1aWYr3oG0gFesAAAEkR6qmyFRWq2+9Xjt0uqedi7BzblJRWluLpOYv1om8gFQhgAICkCF3bU1BRoWO1tT0PrVb529qUl8LhpaHKm9XpjOg5i2VeFyMmkC4EMABAUoSu7bEXj/7HvYlt7crNy1OO3a5DG14IV6ckJe2UJKcZkYnoAQMAJEXvnipbUaGclVOUN36cbMXFyrHZwtWpvb98Wnt/+XTSTklymhGZiAAGAEiKaNf25JWWqGD8OFldLllycmR1udTZ1qbOtraIZ4mckuQ0IzIRW5AAgKTp21P1/n+tVG5RUcRrugMBBfu8L5GKFRdmIxMRwAAAKRPqCwv1ZUlSjs3W73WJVKzMcJoxEyb/w1wIYACAlIlWnbJ+VBHrdLuTVrGKdprRqFCUyClMjFz0gAEAUiZaX9jkL12hyV+6IuJZssOKkdch9T6FmYyeNowMVMAAACk10Kyt/9/evcdGVf55HP9MO22hLYiwbYdNtQW5RRGVEEVjbGAL/Q2lVLzBMmKFRK5q4x9EIDFcqqACIbVFQI0RXPYHEiMUwsVogqYtIiULihdgs60UtoVikTLQTmfas38gs5SCcuk8Z9q+XwkJc+b0zHf4JuTT5zzneUI5OmRyaYrL659diacw8XcYAQMAdDgml6bgKUzcCgIYAKDDMRmK2FMSt4IABgDocEyGomvNc2MCPv4Oc8AAAB2O6aUp2FMSN4sABgDokAhFCGfcggQAADCMAAYAAGAYAQwAAMAwAhgAAIBhBDAAAADDeAoSAIA/mdrAGyCAAQA6rSsDl8PplO/3WnV1JbXYwJtFVREKBDAAQNgK5YiUt7xC/7u1SM64OEX36qU//uugAhcvKqZXLzkjIkK6gTfAHDAAQFi6HJAC3gstRqS85RVtcv3a776TMy5Ozvh4OSIi1BwIKLJrV9WfOBE8J1QbeAMEMABAWLo6IDnj4+WMi1Ptd9+1yfV9NWcUGRsbfO388++BKzbxDtUG3gABDAAQlq4OSFLbjkjFJPyLmq4IW12Tk9Vc36AIpzPkG3gDxgPYiRMn5PF4lJ2drcmTJ+vkyZOmSwAAtANXBySpbUekeg4frsCFCwp4vbKamxUR5VRMb5fi+vZV4++/yxkfxwR8hIzxAJafn6/MzExt3bpVo0eP1sqVK02XAABoB64OSG09IhXfJ1X/mj1Ozvi4YOBKeX6S+s2arv6vvqy7/30i4QshY/wpyObmZnm9XklSfX29unTp0uqcuro61dXVtThWXV1tpD4AQHi4HJCufAoyMf3f2jQUxfdJJWTBFsYDWG5uriZOnKhPP/1Ufr9fmzZtanXOunXrVFhYaLo0AECYISChowpZANu5c6eWLl3a4ljfvn3l8/m0ePFipaena/fu3Xr55ZdVVFQkh8MRPC8nJ0fjx49v8bPV1dXyeDyhKhcAAMCYkAUwt9stt9vd4lhtba3cbrfS09MlSRkZGVqwYIHOnj2rnj17Bs/r3r27unfvHqrSAACdENsMIZwYnYR/5513KiYmRmVlZZKkAwcOKC4urkX4AgB0TN7yCh3/50Yde69Qx/+5sc0WVL3Rzw7loq7AzTI6B8zhcKiwsFB5eXlqaGhQXFycCgoKTJYAALCBt7xCv/3Hfypw7pya/H5dPF6p8//9P0p5fpKRUagrF3WVxDZDsJ3xSfhDhgzR5s2bTX8sAMBG1Tt3q6GqSs7YWDljY2X5/WqoqlL1zt3qN2t6yD/fV3NG0b16tTjGNkOwEyvhAwBC7vzRo4rs2lUR0dFyOByKiI5WZNeuOn/0qJHPD/WirsDNIoABADq8UC/qCtwsAhgAIOS6Deiv5voGNTc2yrIsNTc2qrm+Qd0G9Dfy+dda9Z5thmAn43PAAACdj8v9D/l+r700Cf/iRUVERSmmt0su9z+M1cCirggnBDAAQMjF90lVyvOTWIcL+BMBDABgBCNQwP9jDhgAAIBhBDAAAADDCGAAAACGEcAAAAAMI4ABAAAYRgADAAAwjAAGAABgGAEMAADAMAIYAACAYQQwAAAAwwhgAAAAhhHAAAAADCOAAQAAGEYAAwAAMIwABgAAYBgBDAAAwDACGAAAgGEEMAAAAMOcdhdwo5qamiRJ1dXVNlcCAADw1y7nlcv55WrtJoDV1NRIkjwej82VAAAA3JiamhqlpKS0Ou6wLMuyoZ6b1tDQoMOHDyshIUGRkZF2lxNUXV0tj8ejDRs2yOVy2V1Op0c/wge9CB/0IrzQj/ARyl40NTWppqZGgwcPVpcuXVq9325GwLp06aJhw4bZXcZ1uVwuJScn210G/kQ/wge9CB/0IrzQj/ARql5ca+TrMibhAwAAGEYAAwAAMIwABgAAYFjkwoULF9pdRHsXExOjRx55RDExMXaXAtGPcEIvwge9CC/0I3zY1Yt28xQkAABAR8EtSAAAAMMIYAAAAIYRwG5DWVmZnnrqKWVlZWnGjBk6d+6cJKmurk7Tpk2T2+2Wx+MJruKP0Dlw4ICefvppZWdnKycnRydPnpREL+yUn5+vgoKC4Gt6YZ9t27ZpzJgxGjVqlDZs2GB3OZ2S1+vV2LFjdeLECUlSaWmpsrKyNHr0aK1cudLm6jqPwsJCZWZmKjMzU++++64kG3th4Zalp6dbx44dsyzLspYtW2atWLHCsizLWrRokbV27VrLsizriy++sHJzc22rsbMYMWKE9csvv1iWZVmbN2+2ZsyYYVkWvbBDXV2dNW/ePGvIkCHWe++9FzxOL+xRXV1tjRgxwjp79qx14cIFKysrK/j/Fsw4ePCgNXbsWOu+++6zKisrrfr6eistLc06fvy45ff7ralTp1p79uyxu8wOr6SkxJowYYLl8/msxsZG64UXXrC2bdtmWy8YAbsNO3bsUL9+/eT3+3Xq1Cl1795dkrRnzx5lZWVJksaOHatvv/1Wfr/fzlI7tMbGRuXm5mrQoEGSpIEDB6qqqkoSvbDD119/rdTUVE2ZMqXFcXphj9LSUg0fPlw9evRQbGysMjIytGvXLrvL6lQ+++wzLViwQImJiZKkH374QSkpKbrrrrvkdDqVlZVFTwxISEjQ3LlzFR0draioKN1zzz2qqKiwrRcEsNsQFRWlI0eOKC0tTfv27VNmZqYk6fTp00pISJAkOZ1OxcfHq7a21s5SO7To6GhlZ2dLkpqbm1VYWKj09HRJ9MIOTz75pKZNm9Zqz1Z6YY8r/90lKTExUadOnbKxos7nrbfearGVHj2xR//+/fXggw9KkioqKrRjxw45HA7betFu9oK0086dO7V06dIWx/r27atPPvlEAwcOVGlpqTZu3KjXXntNGzduvOY1IiLIum3hr3rR2NiouXPnKhAIaPr06de9Br1oG3/VixtFL0LPusZKQw6Hw4ZKcBk9sdexY8c0ffp0vf7663I6nSovL2/xvqleEMBugNvtltvtbnHM5/Ppq6++Co60jBs3Tu+8846kSwn6zJkzcrlcCgQC8nq96tGjh/G6O6Jr9UKSLly4oJkzZ6pHjx5avXq1oqKiJNGLULpeL66HXtgjKSlJZWVlwdenT58O3gqDPZKSknTmzJnga3pizoEDB/Tqq69q/vz5yszM1Pfff29bL/j18xY5nU4tWrRIhw8flnRpNGDo0KGSpLS0NG3ZskXSpXliw4YNCwYChMacOXOUkpKi/Px8RUdHB4/Ti/BBL+zx2GOPae/evaqtrVV9fb2+/PJLPfHEE3aX1ak98MADKi8v12+//aampiZt376dnhhQVVWl2bNna/ny5cEpQ3b2gpXwb0NZWZmWLFmipqYmJSUlafHixXK5XPrjjz80d+5cVVZWqlu3blq+fLmSk5PtLrfD+vnnnzV+/Hj169dPTuelQd3ExER9+OGH9MJGl5egeOWVVySJXtho27ZtWrt2rfx+v5555hm99NJLdpfUKY0cOVLr169XcnKy9u7dq6VLl8rn8yktLU3z5s3jNmSIvfnmm/r888919913B49NnDhRqamptvSCAAYAAGAYtyABAAAMI4ABAAAYRgADAAAwjAAGAABgGAEMAADAMBZiBdDuTJ06VcuXL1fPnj1bvef1evX222/r0KFDcjgcioiIkMfj0bPPPitJmjx5sizL0vr164Mr8dfW1urRRx/VkSNHJF3aT3TAgAGtVupftWrVdZfOKC4u1rJly7R169a2/KoAOigCGIB2p6Sk5LrvrVixQrGxsSoqKpLD4dCpU6c0YcIE9e7dW48//rgk6dChQ1qzZo1mzZp13eusW7fumgHvag0NDVq9erU2bNggl8t1818GQKfELUgA7cq8efMkSTk5Oaqqqmr1fk1NjXw+n/x+v6RL274UFBQoJSUleM6sWbP08ccf6+DBg7ddT3Fxserr67VkyZLbvhaAzoOFWAG0OwMHDtTevXuvOUL166+/Kjc3VzU1NXrooYc0dOhQjRkzRn369JF06Rakx+NRXV2dPvjgA23ZskWNjY1/ewsyOTlZq1atum5N+/btU15enrZv397G3xZAR8QtSAAdyqBBg7Rr1y799NNP2r9/v0pKSrRmzRrl5+dr5MiRwfOee+45FRcXa+HChZo/f36r69zoLUgAuBXcggTQbv3444/Kzs4O/gkEAnrjjTd07tw5DR48WFOmTNFHH32kmTNnatOmTa1+Pi8vT/v371dRUZEN1QPozBgBA9DuREZGKhAI6P7772/11GFFRYXef/99zZkzR1FRUQoEAqqsrNS9997b6jp33HGHli1bxubUAIxjBAxAuzNq1ChNmjRJR48ebfVefn6+zp8/r4yMDGVmZmrcuHFKSEjQ7Nmzr3mthx9+WC+++GKr4zk5OS1G17Kzs/XNN9+09VcB0EkxCR8AAMAwRsAAAAAMI4ABAAAYRgADAAAwjAAGAABgGAEMAADAMAIYAACAYQQwAAAAwwhgAAAAhv0feyu9JB0tQIAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tsne_model = TSNE(n_components = 2, init = 'pca', perplexity = 25)\n", "iris_tsne = tsne_model.fit_transform(iris)\n", "\n", "fig, ax = plt.subplots(figsize = (10, 10), sharex = True)\n", "for specie in np.unique(species):\n", " mask = (species == specie)\n", " ax.scatter(iris_tsne[mask][:, 0], iris_tsne[mask][:, 1], label = specie, c = iris_colors[specie], alpha = 0.5)\n", "ax.set_xlabel(\"t-SNE 1\")\n", "ax.set_ylabel(\"t-SNE 2\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### MNIST + t-SNE" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:56:33.125363Z", "start_time": "2018-08-22T02:56:09.881361Z" } }, "outputs": [], "source": [ "tsne_model = TSNE(n_components = 2, init = 'pca', random_state = 0, perplexity = 10)\n", "mnist_tsne = tsne_model.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:56:35.563788Z", "start_time": "2018-08-22T02:56:33.127377Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_embedding(mnist_tsne, \"t-SNE\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](images/tSNE_animation.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See http://scikit-learn.org/stable/auto_examples/cluster/plot_cluster_comparison.html\n", "\n", "![](images/clustering_comparison.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clustering is the process of grouping similar objects together.\n", "\n", "Two kinds of **inputs**:\n", "\n", "1. **Similarity-based clustering**: input is an NxN **dissimilarity matrix** or **distance matrix D**.\n", "2. **Feature-based clustering**: the input is an NxD feature matrix or design matrix **X**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Two types of **output**:\n", "\n", "1. **flat clustering**, also called **partitional clustering**: objects are partitioned into disjoint sets\n", "\n", "2. **Hierarchical clustering**: a nested tree of partitions is created" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2018-08-18T20:55:32.629185Z", "start_time": "2018-08-18T20:55:32.622099Z" } }, "source": [ "### Dissimilarity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dissimilarity matrix **D** is a matrix where $d_{i,i} = 0$ and $d_{i, j} \\ge 0$ is a measure of distance between objects i and j" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most common way to define dissimilarity is to use dissimilarity of attributes:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## $\\Delta(x_i, x_{i'}) = \\sum\\limits_{j=1}^{D} \\Delta(x_{ij}, x_{i'j})$\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Common dissimilarity functions:\n", "\n", "* $\\ell_2$ or squared (Euclidean) distance: \n", "\n", "### $~~~~~~~~\\Delta_j(x_{ij}, x_{i'j}) = (x_{ij} - x_{i'j})^2$\n", "\n", "* $\\ell_1$ or city block distance\n", "\n", "### $~~~~~~~~\\Delta_j(x_{ij}, x_{i'j}) = |x_{ij} - x_{i'j}|$\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:56:39.521529Z", "start_time": "2018-08-22T02:56:37.267053Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_embedding(mnist_tsne, \"t-SNE\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Mixture models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A mixture of distributions that represents the probability distribution of observations in the overall populations.\n", "\n", "The probability of datapoint $x_i$ given some parameters $\\theta$ is:\n", "\n", "### $~~~~p(x_i|\\theta) = \\sum\\limits_{k=1}^{K} \\pi_k p_k(x_i|\\theta)$\n", "\n", "where $\\pi_k$ is a categorical distribution and $p_k(x_i|\\theta)$ is the probability of $x_i$ given that it belongs to the class $k$ and that it has parameters $\\theta$. Also note that $\\sum\\limits_{k=1}^K \\pi_k = 1$ and that $0 \\le \\pi_k \\le 1$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gaussian Mixture Model\n", "\n", "In this model, each base distribution in the mixture is a multivariate Gaussian with mean $\\mu_k$ and covariance matrix $\\Sigma_k$:\n", "\n", "### $~~~~p(x_i|\\theta) = \\sum\\limits_{k=1}^{K} \\pi_k N(x_i|\\mu_k, \\Sigma_k)$\n", "\n", "\n", "See http://scikit-learn.org/stable/auto_examples/mixture/plot_gmm.html#sphx-glr-auto-examples-mixture-plot-gmm-py" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T03:28:08.020398Z", "start_time": "2018-08-22T03:28:07.768169Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn import mixture\n", "from scipy import linalg\n", "import matplotlib as mpl\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "X = mnist_tsne # mnist_pca mnist_nmf\n", "scaler = StandardScaler()\n", "scaler.fit(X)\n", "X = scaler.transform(X)\n", "\n", "def plot_results(X, Y_, means, covariances, index, title):\n", " splot = plt.subplot(aspect = 1)\n", " for i, (mean, covar) in enumerate(zip(\n", " means, covariances)):\n", " color = cmap(norm(i))\n", " v, w = linalg.eigh(covar)\n", " v = 2. * np.sqrt(2.) * np.sqrt(v)\n", " u = w[0] / linalg.norm(w[0])\n", " # show only predicted classes\n", " if not np.any(Y_ == i):\n", " continue\n", " plt.scatter(X[Y_ == i, 0], X[Y_ == i, 1], color=color, alpha = 0.2)\n", " plt.scatter(mean[0], mean[1], c = 'k', zorder = 1000, marker = '*')\n", "\n", " # Plot an ellipse to show the Gaussian component\n", " angle = np.arctan(u[1] / u[0])\n", " angle = 180. * angle / np.pi # convert to degrees\n", " ell = mpl.patches.Ellipse(mean, v[0], v[1], 180. + angle, color=color)\n", " ell.set_clip_box(splot.bbox)\n", " ell.set_alpha(0.5)\n", " splot.add_artist(ell)\n", "\n", " #plt.xticks(())\n", " #plt.yticks(())\n", " plt.title(title)\n", "\n", "fig, ax = plt.subplots(figsize = (20, 10))\n", "n_components = 10\n", "GMM_model = mixture.GaussianMixture(n_components = n_components, covariance_type = 'full')\n", "GMM_model.fit(X)\n", "cmap = plt.cm.rainbow\n", "norm = colors.Normalize(vmin=0, vmax=n_components)\n", "\n", " \n", "plot_results(X, GMM_model.predict(X), GMM_model.means_, GMM_model.covariances_, 0,\n", " 'Gaussian Mixture')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:56:42.219735Z", "start_time": "2018-08-22T02:56:39.822168Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_embedding(mnist_tsne, \"t-SNE\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using the Bayesian Information Criterion (BIC) to determine the number of clusters\n", "\n", "### $~~~~BIC \\equiv \\log p({x}|\\theta) - \\frac{dof(\\theta)}{2} \\log N$ \n", "\n", "where $p({x}|\\theta)$ is the probability of the data given the model parameters, $dof(\\theta)$ is the number of parameters and $N$ is the number of points. The model with the minimum BIC is preferred.\n", "\n", "See http://scikit-learn.org/stable/auto_examples/mixture/plot_gmm_selection.html" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:58:25.397994Z", "start_time": "2018-08-22T02:58:24.352414Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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73vGOBTu/no5uvvlmvvjFL84bCBtjjpwdjRljlpVWq8Wll156QgVBxpjjxzJCxhhjjFm2LCNkjDHGmGXLAiFjjDHGLFuH3TXWbre59957WbNmzayZFsYYY4wxTzchBHbu3MmmTZvm3ZV42IHQvffey5VXXnlMLs4YY4wx5kfhk5/85Kz9jT2HHQitWbOm/4RzZ2gYY4wxxjydbN++nSuvvLIfv8x12IFQ7zhs/fr1nHLKKUd3dcYYY4wxPwILlfNYsbQxxhhjli0LhIwxxhizbFkgZIwxxphlywIhY4wxxixbFggZY4wxZtmyQMgYY4wxy5YFQsYYY4xZtiwQMsYYY8yyZYGQMcYYY5YtC4SMMcYYs2xZIGSMMcaYZcsCIWOMMcYsWxYIGWOMMWbZskDIGGOMMcuWBULGGGOMWbYsEDLGGGPMsmWBkDHGGGOWLQuEjDHGGLNsWSBkjDHGmGXLAiFjjDHGLFsWCBljjDFm2bJAyBhjjDHLVvZUX4AxZukZjyWPFx0mozLkhNPyOiPOXm6MMU8/lhEyxhxT47Hk3k6LUoURcZQq3NtpMR7Lp/rSjDHmAPZfNGPMUWlrZKzssjMEBGVXLBmRjKZL/89qAkR4vOjw3Lq95Bhjnl7sVckYc8TaGnm86LA3RhoIgvDDokt0StM5apKCoTowHvWpvVhjjJmHHY0ZY47Y3lDSUqUpjppz5M6x0udMaGRfjP37dYAhJ0/dhRpjzAIsEDLGHLGOQlCdlVp+RpYxHSOTMRBjZEdZ8N3ONGOh5J7OlNUKGWOeViwQMsYcsbqAF2FmaNOUjLPrdZoC22LJE2WH02s1nuFyK5w2xjztWI2QMeaIjfqMfTGwN0ZUBQGmNXJSlnN6VufBbotVbsAKp40xT1uWETLGHLGGOE7L66zzni5Kl8j6POP0rE5DHJNRqc95TB2YtMJpY8zThP2XzBhzVBriOD1vcHp+4MeGnNDRKhNUscJpY8zTiWWEjDHHzWl5nWkNtGKkHUoe7bb5TmeSPSHwWNGmrfHQT2KMMceRBULGmONmxGVsqjeJRB4suuwOBWt8RkeV73U7PNRtWTBkjHlK2dGYMea4GnEZG7IaUWFvDDScwwMdVbaWBcPOc3reeKov0xizTFkgZIw57joK4yFQd0ImqT6oDhQq7Axh3vqi+dgyV2PMsWZHY8aYWdoa2V52eazosr3sHpOjq7pAFGVmiXQAaiIIi+sgs2WuxpjjwQIhY5a4wwls0n0LIkJThIiwvSyOOhga9RmD3jMRI2VUiqi0VckFTsoWl9F5vOgwIJ6mczjnaDrHgHgeLzpHdW3GmOXNAiFjlrDFBja9YOneTovxUBJRRIRchJo49oajy7o0xLGp1mQ0c0xroKORERFOynLW+dqinsNmEhljjgc7XDdmCdsbSmriyKu6nFSKkwKbUZ+xN5RMxMh4LFntcxzgEHaUBWuznLo4MqB1DGKNEZfxE/Uh9oaSjqbjslGf0ZDF/X/MZhIZY44HC4SMWcI6Cs05cUIGjMfIvtihpcrOsovgCBTURAChhrAvlKzJapSkoGWmtsaDBjQLfbwhjvXZ4jJAc52W17m304KYMkEdYFoDm2rNQz3UGGMWZIGQMUtYXWBKI60Q+kFJ03nGY1kdlzkcjkxgXwiMeA+ieIWuKoUqe0NJ5oQd3RZPhoJtoWQipDb4BoKrCp7X+px1Wc6oc7RCpO48TYES2F4WrM/yRWd/5tObSfR40WG86hrbVGta15gx5qjYK4gxS1jTOR7utBgQn7IoCjuKDntCYMg5us7jBJwIdWAiRM6p5XyvaPP9bovJjtJVJZPU2+WBUhUFJAoRJSoEFKVFUxwtjTTE8cy8xjN9jbU+Z6iqMzrSbFDPiMvmXdZqbfXGmCNlrxTGnIAW+4u/FSMn+YwdZcGYKjVABLoaqONRlK5GOiqoKo+HLt8optkTS1aIZ9R7aggi+8/GxkMgE5AZzfCKUiqMeM94SGHRo0WX73fbINDEcX6tyU+7rL+J/lh+L+6tgr0RSXVE93ZabKpbtsgYc2j2KmHMCeZwfvFPxMhkCKz0OScBO0JJOwYGvKONMoDQUeX+osUjoSAH1mc5Z2T1/uDDubxAJGWHemJ1e+/jijAqrn+vaQ18vTPJPUWb59cHuLA+wOgxClJmttVDVUwd0+3zZY+MMWYme5Uw5gRzOL/42xpw4vpBTRTIxeGdMIBwb7fFt7stEDjF56zy+YIBUE9DHJMxgKT5GxHoakSAbWUgaMoQDTtPLkIEMoRTszoK3NGe4uudKTblDV5QH+LkbJFjpRcwGZWROddcB8atrd4YswgWCBlzgjmcX/wN8UxooFAlA5xCByVX+GbR5uGywyqX0XTCKp9Xz5+CGS8p6JkbGGUiDDlPWyOlAigBKKKSi+AkFVpPxMCg89Sq+/eeZ12WE1X5ftHhnm6bi+qDvLA5dMSF1NZWb4w5GhYIGXOCOZxf/MMuBTItjbSjssIJ3y9K7u6mwuZTfE4Ehlw6wpqMAS9CVh1/TcYwK4jpyUQYkv2P0RirIKi3R8yh0A+C5nIirPYZQZU7u1N8p2jx4voga3ztsOcLWVu9MeZo2GRpY04wp+V1pjXQipEYI60YmdbAafncucspoBBg1GWc7DO+X3T5RneaEe9Y4TxuRramrREvgkcQ0ltf3X4wQVMnWVsjkzHQ0lQsHVHCIU6nvAgnuYzJEPin6XG+1Z2i0HTM91jZXtRakF5bfSbKuEYyUSuUNsYsmr1SGHOCOZx5OmmAYc6esuDL7Un+pzvFOpenSdOqBBXaRBo4gkI2J6nkoDr+OghRWlWLvQdUYQqlIdIvoJ6rFzgFhY4GBpxjGOEb3Wl+UBaclzdY5TwnZ35Rc4gWaqs3xphDsVcOY05Ai/nFP3O6833dae4qptngazjSvCAEhsWhCJMxIAIRWbAbbEEKdRG6qrhq3lDUVDfUEDcr6PECuQitGPtHcJMRApFB51lLxrbQ5clQcFljBc8QmbUW5GjnEBljzFwWCBmzBPWWrdbEsbVsc0t7kiEcToROVc8DqXB6EEdAmYqRoEpNHE1Js4OC6gE1Pr3ApqtKqZGWKvWqPqirEVQYEket6mqbW3e0K5QMiMNXc4hqIgSgo5F6dft4DHy2tZfVWcZanx+zfWfGGDOXBULGLEFjoct4CGwLJbe29zEgaZ1GJ0YC+//hlwqlKC2NqMKIS11mYyHSEM+KOcMPS9XUVYYyHkK/dR7nqYtjtc/JEAKKwKy6I9g/e6jQSK065spEmAglnSqgisCgOErgk5O7uXJoFStddsC+M2OMORasWNqYJaatka1FQVeVr3YmaYgjqDIRS8ZjoKuRAu0fe3U0IkhauCqCQxgQT0SZ0siOUNCpipV7RcvjMaS1HCLUxTERA6VqFWgpQbX6vAe+yOQI3Sq7U5KySzVx/ZlEASWQWvGnY+ATE7vYGQpGfVZlurqLKqI2xpjFsEDImCVmbygZdJ67u9OMV4FJKypTMRU0Zwj7YkhHUQjtGJmOgS5pwWrQlOUJCjVSYLQrlJSausAKjVDVEomkAKoujkCkoykT1OtE602hLlGmNLAvhioIS6s99oSCqRjpEmk6x7Bz5KRrzEg1RhMx8oXWPvbGku1lUS2LFSLC9rKwYMgYc1QsEDJmiekoTMfAt4oWwyKUVQDUy7I4EYarQKUkDT+siaNOen9fTEdeuQMkBSSqvWMu6Go6WuuV7JSAqtJRqM0ZwtgQR1cjEzEQq+yQanUcFkN6DOnYLgBTVRG1E2HAeYad5+QsY0oD/zi5B4+QV/VLuQi1apmrMcYcKQuEjFliaihf7UwxLI7cCQXpH/qIT1OeVzjPiPMMSHp/tc/I+qsw6GdratXLQyQFOEFTYCMCjqrAOUamYkCqgKlWrd8oNYVJmUiVhUqBkwDD3uOq+65wDhXoqKIKk7o/YEqdZ0pTHMN4toaCb3enZn2tGSnwM8aYI2XF0sacgGa2xs+dxDyB8njZZb3L8AjRQQAGRdKAQ9nfFh+UfpaooxFfHYW56uhrZjDiJQU2q33GrlCSKUxX2aRMhFHnqUnqQGtr7E+eRtPQxpnb6qNCJKJV233v87SjkrvIoLh+oXVL00yiNZJxe2ea07NGfz9ZCVZEbYw5KpYRMuYE02uNX6hW5vb2FKu8B+kFCkK92gjvYVYxc6+GJ0MYFM9Kl7Euy8irLI1UQRDQD7Tq4ljrc1b6jEHnWek8q31Gvfq4g1kTpXufYyYnUJC6yBykVBHCgHPEquOsLqleqFSlRGm6dHz3udZe2jHtT+tqZNTb/+eMMUfOXkGMOcHsDSU1cf1ZQDMHDjadZ0vost7lTFUZFQcUqkxX3Vkzi5kbHLhJ3iNsyGsUVXH0fMtXZ+4a0+oxPXOHMM63rT6rJlt3q/qlHCEIDIgwHlKBt5LuP+w9UZXxUFIX4Ydll3+c2sNljSFOrzWOeFmrMcaABULGnHA6Cs05x0G9gYNjRQeA3DmGVPob4jMR1rr8kJvkvewPkhZz5DRfkDN3CON8n2PEZWQSeLIscZqGLQ5UQVomaWnriuo5SpRWjJQomcAal/N42WWPKitCoC7OgiFjzBGzQMiYE0y9OvLKZ9zWq5W5uztNiJEfahcBBpxjcJ7t8TPNzO4croMFUof6HIN4plzEVa3yvRlCDedmndl3YkREUNVUw+SEIfXc3p7g7KGTbPWGMeao2H+jjDnBjPosDUVURVX7tTIA3+u2+8dbHmEyRMZj2e/iOh4ykX69Uaja7Bfz+XqF1xGdVY9UrzrN0vGY0tX0NhVyJ0MijMXA9lBY15gx5qhYIGTMCaa3Ud6Rtr4XGhBR7mhPMqWxGmSYOsFykf5usOOlt3ZDScdaCrNa6Be6/+5QMh5KcoRcwFd1SCMuY8RlCGkFSC7QFEfNSb/oWkUYQPh6Z5oaFgkZY46cHY0ZcwJKwVBt/3JVHI+VBU6hHSPOyYxC6dldXMfavPvEhNkt9JVeEAQzjrzmdKb1jtV6jy011SHlCC0iUdMAx5XO80TZoXX8vjRjzDJgGSFjTmAzO8j2xBInMK2R8RgImvaJOZndxdXTC0rGQzhoBudQ5tsnNreFvqcXNBWq1Ub6FEAVpPfny1z16pCyapWHQ6k7R+4cI85zV2fqwE9kjDGLZBkhY05gvQ6ydgzs00iNNDyx0MhUTEHEoDuwq6oXBKVgJBUqT8bQDzg6GhkPJd1qbcbIjDlBc/XmBM3M/cxtoe8Jmo7PAvtffBzpCMxJejufhQq6B8Tx/aLDjlCw1ufzPNIYYw7OMkLGnMgksq3scl+nTVcjg1XLeVuVlkak36o+OyrpZV7aGpmIcdb7HY3sqAY21quBjTvK/Rvo5+ptt+8VN7c0sKMs2BVKdpTdWY+bGTT1bi2qlR7jMdDRQ9cWzcxgORGcwANF+8i/h8aYZc0CIWNOUOOxZGtR8ERZMBa6BIU9MZCLcEqWc5LPQedvm+9WgZL2FqgqtDTSrQYX5lWtjlTHV7k4xhdYbto7uhJgOkZ2hZK6OAbE0VV4rOiwsyxSnY8IQbX/thMj+0Kgq8pUDHRU2VZ22R3KWcd1pSrjsWQqRqY1MBX3d8MNi+c73TZ6HDvjjDFLlwVCxpyA2hp5sNumKZ5TszwdbWnEkXaH+Wo4YU2Yt+6m1IiQOsuoOswEodRIV2cfc0F6v3uQOKMXDCnKCpfRcI5IGoaY4ZiuuspaMdJ0KciqO0dHI1pd86BzdDW10vdu7wVDUzHQ1rR6I6+2lrVV2RdLgkYeK7s8ULSPa3ecMWZpshohY04gvWWrW8suT5aBkzOh7jxrspxaN+0MU5X+EtO6CPtiOGBVRiaOToypmJp0TKWqZC69N7OGB1JNT20Rk6a7un8JapcUmHlJtUweAUnrPnqTpzsaGaoCslaVMVJSkDNS3b+tMY0FqO4XVOkSacfI7qicmtfwwNayoF6NFrBJ08aYxbJXC2NOEDOXrYoKDYEdoayGKQpNHAUKkjInDXG0VPEcON+nJkLTpaxRSdp52nSOmggjPqOohiKqKqUqhUZGfHbITrNaVQgNqTBa6AVRKTqa202m1R+q+8nMD8y4v1QfCzOO9KIqTlLQlImwJRbUxDEWupjnv3AAACAASURBVGwvuzxWpLeWJTLGHIwFQsacIGa2yjecMOwzFNgTAjXSfrGaCCtdxkB1zIRC03mkmjTda1FviCOgRFKwE0kZpIa4tF2+GtjYUcWhrM3yNKn6EIMTZwZRvRlGhSrDVQZobjfZoDhKNAU1pGAoqNJ0Muv+A85RVIMhew/vVo93pKO7x8ouZQxsLVKw2KwKvbeXhQVDxpgF2dGYMSeImctWV/iMdlmwynn2xpJCU93MhizNWS4VIsqwc2QzNsM7oKNKIDARU3CQA27O/4lSMDR7f1ev3X7u4MSp6vbe8dsqnzFVBUyKssp7atXKjLkLWQedp4ya9pSRirhrVaH13PuXTtkb0nGbkxTo1Ku9ZI7U8v9I0UFFGCsL6k5Y4Tw1cbaPzBizIAuEjDlBzFy22sva7CoLRn3OoBNGi6zfPg/g4/5jp55eVsVrmsED0K3a3jsKu0PBKn/glnrYPwNoJlVlX4yMet+fR1Sq9p+jt95joYWsvZUabY0EdQxJymJptVds5v1HXEZQTd8DETKqZa+kIKpU+EFZsKnWoCFCqbAzlJzkPAUHfj3GGAMWCBlzwhj1GdvLAnBkpCzIiM9Yn+VpurOMz7p/Q9JqCmR/QfS0RgbE0a5qhwIpCxOganfXWYMVZ1Mmo6KkoKZe1SDVhAXXayxms/1i7tO73yqf9zNTDhAc0xqpiaOIkZXe0XAeESFPl8zuGFjn7aXOGDM/e3Uw5gTRW7a6N5S0qu6sXodUqHI/qopUAUyvpT0NSVRKjbSjUlBSoOTiUlDD/qLlmuyvI5oZnHQ0sk8DrZiCjpoKXUn1QSvd7CCmNyn6eJj5NZWa3l/rUvZpTwiscFlVPO5SUKbKlAZGa43jc0HGmBOeBULGnEB6y1bn8iJVQDT7H3UmQgNHqYGaOKAkIFBNc26rMlgdkU0S0hqNGPAz2s9LVXaFkpy0Ab6tyrRGmqTt9jInc7TQeo1joXfUNnccAICI0tVU2L0vlLQVHMqG3NrpjTELs1cHY5aIdS5jep7uqP6iU5SmcziBrDdPCJiIgQg0xVFHCEiVcdH+4yEFWF4cg85XRchywHqNXoHz8Qg8eq37C3WtNcWzVwMO4SSfsy7LGfEZ67wVSRtjFmaBkDFLxDl5nVY8MBDqbYcPmqYyN6uW86Aw6j115xhynhzp7/8aEMdUDIyHkm1lwd4Q2Kdpoz2k50sLWfev1yireT/z1xcdvV5Al4YBzB4HAFCv1oE4lFbV9m/DFY0xh2JHY8YsERuyGgj9lRRT1cwdBQZwaeGpVsdoOJoCDecIGlLXFdXMHnGgyu5q0nNOalefipEgsMI5FEFmHE0tptj5aHVVCRoJCB6oO9fvFgOQNIia9VmtP4F7rCypSyo0t4DIGDMfC4SMWSLW+wxV2BMKuqR1G2knV2Svlgw7TxelG1N9UC5CEZUBl5aq+hkt5hMaQVNBdeZ86jbDU2hkUiNNcaz2B261P156tUGOdJwXSfOLmjNqhApVVvnUiv940aGl6ZjOV2tGTsvrFgwZYw5ggZAxT0O9jEan6g5bTEajJo71PuOhosMK59NCVaCBoyASVMkQpjX063vyatBht2pB77XZ9wIlByDCAI4OEUUYEMeaBWYNHS/tGW3/+/ejCdMaWetyoDrqc56xssuOEPq1Sx5hQoS6dDk9t+4xY8xsFggZ8zRzNBmNZ/o69xVtFKUV0/LU3gqKuvN4ScMIi2p2UMr6SP9YqTf4cIX3tKP2l7F2qkGGGeno7EiCoIN1fB1K0HTdTtIE6d4k6tqM53DVsd7WsmQ6lDR9qnsKwHQo2Qqcnh/2ZRtjljgLhIx5is3N/kxoyd6oNCXtDiuBvTFSLw+d0Tgzr6Ft2BdCv4amNzRxSJSuQiemouPeEVMrRurOMeL31/mUqpRSMhXTwlWPoChOhJK0iHWhIGa+gAf2r+joTaBeeHDjgXz1mAwhEw8CAZ01L1pIu8cei2U60uvNUwJycUzF8pCfxxiz/NiBuTFPod5G+ZYqk7FkS1nw9ekpdpYdngwlu2OJojQQdoZwyOfbkNc4zedMakRJwUMkdVShUGpEqswK1VsRoZzTdt9bfdFrU1dRBp1j1GfUxC24xHShFvcpTdfejpGJGGlX3W2LXYa6mDZ9JWWEhrynq+koUKusWlcjQ/74F3QbY048lhEy5ik0VnbZGUp2xUATx4AIkzHSiZFn1TMU4clQskIcizlFaojj0voQT4SCEBVxwoCkuh5FyMTR0UjU/Ws3FCWb58gtE2FQPCNZalgv0epYKq3ZmO9oa2aLO+xfuTEeUjYmVJ/TQdp35g4dnPQyTBHoxkBWZcpmZpNidU2DzvGMLE9Bk6YMmBcY9Ol2Y4yZywIhY54ibY1sLUu6Ghmo2tG3hC6rXMbeULIvRlb7FIQ8GUt+rL64Qt/T8xrPqTXYWhasdOmfeECrWiHB4SjQfj1Qk4VrdXpHUooyHWP/OZT5d5LNt5jVAS1Nx1i16khOgbYqxFS43TtG69cvzXi/VR3l1UXIxfczQb3PW6ryZCgYdp7doWTUZbQzpR1mHM95Z4MVjTHzsqMxY54ie0PJYFUDlImgwN4yMKmB3CmTWtKOipDqhRb7i3zUZ5yXN1OHlcZZx0i9o6SGOIbd7Pfn0zuSasXYr8cJKE3nZw0z7OkFTj0lymSMtGKgo6l4uydq+ljvGK1UZUdZVPVHKVjaVWWSFhqi2DuKm1bluXmTSNo5ttJ5CpRtsWBHKHAcp+VnxpgTngVCxjxFOgqrfMqPTMTI7lDiJAUI67MGOY4h71jpM56Z1xY9A6chjufWmpzmc/ZUAUwvc9NbWtrrEIuqiMBUjLPWVfT07h/RdF9g0HkypD+deu7n7tXylBqZqJ5zoAq62jFSoEC6lnzGpOiimltUpHGNeISgyngs2RcDUzFQVpmtbhUA7QwF7SqYOj2vk1cB5UPdDhHhVF9jva+xu4w8VnYWXZNkjFk+LBAy5ilSl7S768y8zmQs6UZlUIRh76mL8MysRl0cI86zbp5FqwfTdJ6XDY7iq/qgmcdXveBm0KU8iUP6GZjxWKY/IVRvS6ZixANN5/pBEMy/XHVm4PRkKKtjrXQ9IkLTOTKERtV9NuD2vwT12vn3xcBYWfDD0GU8BNqq/eO0qRhoa6RdFYOj0EFpiFCvnmc6BvaFNPSx5hx5dd3tkLrzjDFmJguEjHmKjPqMrkYa4jklq7E2yxh0GWfVGqzxHkfq5jrSfVmn+ZxNtQY7Z/zy7x0ljYfA7lAA+4+denU77RgRlMmQpkgLSk0cEzHQ1bio5aqqaX3HiEtfh+r+gsSups6vpnM0Zz1eGddIJypOIMQ066ijKYvkAEEYD4GBahJ2JkJLlY1ZI03DJtUjZaKzCiA9KXvVsRMyY8wcVixtzFOkIY71Wc7eUJKJsNJ5zq5l1KvgoKgWhx7pWggR4eebIzxWdpms9ob1am5yhLZCIOJEyEiDCrMqIOpUgxYhZVwGxTPs0sRpIQ1mXGgGUK9zLK8CICdCjZRBEoQoyqDzjFaF0L1C7oDSiZEhV024FshJM4AKVUTSjjFfHalBKr4OKBt8lo7dnALKiM8oSY+HlG3ykrJwxhgzkwVCxjyFUjBUY9RnbC+LKnuSpjh3q2zQ0Rh0jlcNjvLxiV37d4eRgpJSI57UTp+J72+pT0HJ/heHMpX0pAnU+FmDF+fT6xyri2O62lkm1e2DThhy+3eUeZcKn9PmemG0eu5AyuLkkvJANXGscD7NEaomXntgSpVzsjoj4igBh3JOrcETRYctZTdNnybNS1qbZ4x6e8kzxsxmR2PGPA30skMOpVVlgo70SGyuZ2Z1zs8b7IkxBTfVIMWmS0FQUR1VCSkL1ZtI3RvG2KsDmq8maD4zp0APuDT/qEDJ58ki9WqKRrxnhfPUq862IecZcVnV66X4GcdxIz4jaCrGbmvkosYQo1nOpnqT9VVdVe4cq6r6ozYR75T1/th8P40xS4v998iYp4leduh4OK82yHeLNuMaGZGUdckRymquT6mkAuZq51hdhIkYQWAY1w9ChhYxALEhjskYQFLWpiGOHD3kOo2GODoSU3G0puvIqj1oXtys7jfvhG1ll9OzGic7z8oqaGxr5MFui47CkM94Rp6Cq6IaATBicZAxZg57WTBmGRh0wi80Ryg1MhUDVMdvXoRVPmfEe0Z8xohLPWGKMOQdQ9VE6plByKHMbdFf7GN7az2GpAq8UEa852RfY9A5pmNge1mwo+zS1kjNOV47uJKTq2W0/XUlEQZIQxp3hrKqfbJCaWPM/CwjZMwyMOoz2qq8enAlN0/toahm+6z22YFHVXL0O7mO9HkykRSQzbito5EdZVHVNylTqjzabfFzzWG8wPayS0dhXywYchlDTohUBdUK+2Jg1GVWKG2MmZdlhIxZBno1SGdkNX5pcBU15xgQ1+9QO1Iz2/HnG8h4LIyHtE1egDbKpEbWuZxBddzbadFSpSlCK8KeUFJ3jm61E81rWg3S1WiF0saYeVkgZMwy0atB+qnGIG8cPomStBn+SC20af5YB0NdTbVGXSLTGhkUx+bGIPtUGRBPKwZEhCGX5iF1VFlbFZ5PqlIXjlnhuTFm6bFXBmOWkFQn0+Wxosv2qpZmPqdkNf6/oVV0VJk4wmBo5qb5+faAHSs1Se30k9XS182NITJx5KLU2V/7s8JnRI1Mx0gNYdTnrM0yzqk1ARb1fTHGLD8WCBmzRPSKhSNCU1KdzPayWPCX/oasxlVDq4jAk6FADzOT05s7NNN8+8cWq1RlPJT8sOyyrewyHkvKql1+MpZ0Vbm0NkgNYTpGTsnrdNg/JLEujlVZTl2YNYIA4LGyw1hZsKssGCsL2ztmjOmzQMiYJWJvKKmJS4MPq+nLNXEH3a+1IavxhuGT2JDV2FYFHos1d9M8LH7W0FxltVx1UiOedM62syzZUnbZFUoy57isMYRIGji5sVZnrc+Z1kDTeVQ1TZ8Gzqk1OT2vsT5Li2rHQpe9ZcCLo+kcXhx7y8BY6B7+hRpjlhyrHjRmiegoNOcuQQVah4htVjjPlYOruKMzyZfbkzREGHWHfmmYOS/IkYKgxc4amqs3XTrv7TxD8aQlsCMu4+UDI1xQHwBSwNfRlAnaVG/SipHWQWqBnizLWYtnM2BAHE+WJafbK6Axy569DBizRNSFWfu1IL2/mLZxL8KljWHOzht8dnqcbaHLapdRO0iBcW9eUC+IOdj+sVKVtkZCdb/GjMAE0nFaRMkRpjUNb5zUyKm+xksaw5yW1dkbStZntQOGTh5qSKJWwdXs26hmaRtjljsLhIxZInr7yiDtEzuSfWXrfc7rh1Zzd2ear3Qm2RUKRpxnwB35KXqvu8yLkFXHaZMxzAqavIBTIaiyVwNe4eLaABt8zgrnFsxstTXOyhA5gbGyYDIqQ044La+zxnvGQkBU+9+XNsq6Q+xMM8YsDxYIGbNEzNxm36oCgyNpG89E+KnGIOfXm9zfbfOVziTbyoIB51ghDqmCl8UEODC7uwxSKzySbu8NXfQI+2JIAYp4zqs1qTtHwztWVJvk52a2esXhNXE0BfbEku92Wpyc1RgRR0fh3k6L0/KcUiNby5JMUvH1qPOsO07rTIwxJxYLhIxZQjoa2Rn2Z0Sazh3x/Jy6OM6rD7Cp1uSRssPX2pM8EQocMCiOqIqXdOw0HSMBEBRRGJH9Ly29bfQzOaCIygSBSY3URfjpgWFOdhmTUdkTCka942RfwyHzZrZmFocD7AglQy4joDjnaALdELm/0+bsWpMRF2hpOhRbZ3OFjDEVC4SMWSLGY8m9nRYD4hkR6WdENtWbjCyi+HkhXoRz8gZnZ3W2hYIHyw4PFR0eLDoISjsqTXE0RShVGQtdQgY1ERri8JKKqJUUqLVVCaKg8ExX57LaMBtrjVn1SL0jr4kYaccuDfHsDSWjPuvvFdtadhEVGk5Y4TOmYmQIoTvjCK0bY1rA6ny/iNsWsBpjZrJAyJgl4vGiw4B4mlU9TxMgptufWz/6f+oiwjOyGs/Iary4McwTRYf7u23GQskPQocdoWRKIxlCDOnISkmb7FsaGRbPau9Z53NOchnPqjVY57L+UdtMjarVfUvZBQRHpKVCuyxY6T17QiCr1m5EpNpFluqIBmY83RTKCjf7+RfTSWeMWT4sEDJmiZiMysiMoKKrkclYsjsG1vi8n005Wr1sTVuVyRgZdY4XZUPsCSUdVYbEMeA9I94zESK5KGfXmgTVflHzoa6lrZEHu208joYIJbA3Bkad5/Giw2pfY7UXdoYSIbXdN3DsiAXDrkaMkQ5QamRd3pj13IvtpDPGLA8WCBmzRAy5dBzWJAVBu2KgVFgpjojwWNmhgQBuUcHIfGYWKI84Tw3YWpZM+EAnwoYsryZVl6z2OSc5YVKVqbi/xmdvKBkry4New1jo8mQI1CRSd8KweDKE6RiYjMo6DyKONT5LRdaq1J3jkvoQY2XBeIwMOeH5zUGmYxq2eKSddMaYpc0CIWOWiNPyOvd2WhBhMpaUCoVGzqw3iCh7y0DDOVY5YSwEvl+0GXSOEckYdm6RWZoWHYUB56iLEASGRRgUz4BTdoeAElnhM/IqkzMkUKsmPKtKv8urBLaXxQGdbW2NbC0KGqRusqiwSwOrxNEhBXy9eUl1cazxjsKllRprfY21fnY3WNvFo+6kM8YsXfZqYMwSMeIyNtWbZKLsjoE6yrPqDVa4jH0hTVdux8iT1Yb4TlTGy8BETN1UB9tL1ssEtSIMIASFR4sOA86xJssJKAPeI6KUKgzjKFXpagqKMtKE55o4IsqTsawyN4Gxcvaqi72hZNB5hn1GUY099ApPxgAop+V1uhopVPurNboaGfXz/78ujRWozVq7YYwxPfaKYMwSMuIynlsf5Kcag5xdH2BF1S3WSU1adFEyhDaRhjicOHJxtDQedC9Zr1V9yAmx2mOmKngFFWGVyzjF1zgzq+MlIuJShibLqYujJE1yDhrZGUqCQkME0XS0NjMA6yisch4nwojzoEo7RtoxcE6twYjLWJ/lOHTWclULcIwxR8KOxoxZguZOmXYobVIHVwZ0Y/rHX5P0th2VzC3cTdXbY7bCZ+yonrchMKWw0gk1Edqq5CI8rzlEjqMm6XP3MjZrvGd3DGRIf/aPAwaR/voMSMdXEccan4YsOoRhD6PO9ccA9LI8xhhztCwQMmYJmjtlejTzdGLKoBSqOIFWjKz3eeqiqupuFuqm6u0xq4tjbZazL5Q4EZxG1voag1XWZ2Yh8ty6HICt7SmGxaNASyO7Q8mwc2wpi36NUi+Iq4njJJdRuvS866zA2RhzHFggZMwSNTdr0tbIWNlla1nSBGou1fookSGXHbSbamaGqYYw6nMGnGel9wtuf58vY7Mhz9lbBvbFyEQsWelzaggRnVU4fSxWhZinj91l5OFWwb4ysiJznNXMWZXN/vtsRWVXEWhHpeGE1bmn6WzOgTn+LBAyZploiOP0vMG6bMbUZg00xNMUOWjX2MGCk8OZ0LzO11AtIAaaUsNJWp+xNstxM47I7Ohr6dhdRu6e6DDohFWZ0IrK3RMdLhyu94OhVlS2dEqiwmQI/DAoj7ZLnjNYOyBgMuZYs0DImGWmF2SsP8LHHf3nztnVKdJ6DKFfUK2qNvF5CXq4VTDohMEqoBl0QJUhWjVcB2BXEdKYhDJQE2FFJkwH5b6pLs8brltmyBxXFmobY36kGuLYkNVYn9dYk9WoV1kom/i8NO0rI805v2maLt3e047KZEhBUO4EEWHAC6opSDLmeLJAyBjzIzfqs8OaBWSevnrHWg+1CrZ0SlpRZ32sHZUHW4Ed3UCn+lgrwooZR14NJ0wFJZsRCBcKg15oR0sTmuPLAiFjzI9c74jMZgGd2HpBUFAYqIrve8FQ72On1DMiykQZ2dYp2N0NTEXlrOb+wvzVuUckHYepKt2oFBGGvKNhx2LmOLP/fhljnhJWEH3i21Wk46xaFazUBIj7j7NqIgzVHDVX57F2ye4ykIly0UiDphO2dMp+l9hZzbzqLFMGvbA6dzhJQZIxx5MFQqavaMH0TijakDdgYA3kzaf6qowxT0etqPygXeKAhnOszFP2JheYro6zBqoAaTRzjA7VUFWmo/aDoJoIA04oNM21es5gjekQ2VtGdhbpKG2sG1hfy9hQt3Z6c3xYHtoAKQgafwxiAOdg7xPwg6/Akw+kjxljTE/v2CsTyAUCyrZOmgFUaKr5aVQBzky9j83MJEn1tibC7iLSjvB4O7CtE6hJKqDf2il4sDW7/siYY8UyQgZImSBfB42wbytk9fRnxz2w52FYdRasOPXwMkSWYTJm6Zg58HB7N7W7R2C8jKzOHTWBsW5gde44pZZ+tWzplBBTsFQodFU5pZaxtVP2s0WQusa2dQoeagdWekeh6bhsb1DWecegF6ZDYFchnFK3X1vm2LKMkAFSsOJr0NqVAqBuC578Pow/nj62d0vKGC02OzQzw1QbTG8P5/HGmKePmUXRDni8E3iyKGk6WJ07dhWRqaCUqpxSz2g6oelS0OKrozIv9D82M1vUjsq2bsmOQlnlhYCys4h4gVyE8TKSCURV6yAzx4WF1gZIGZvQhbID4mDXA6AKjVXgPEz+EFacnDI8I6cd+vl6GaYszUvrv13s440xx8diVlnMvU87av8oa1sn0hQYD7BvuuQZdc/q3JHNCHR6esHQXKtz388W7S5K0LRP7uR6xnhQ6hLZXSjr60I7QqngRGZ1kNlKDnOsWCBkgHRsNf4Y4GByB4ROCo6aoyACtSHoTIAssoGjaKdMUNFKWab2PuhOQ+9lyo7JjPnRa0XlwVbJdAhEVZwIu0vlnOb+AKYVlYdaBVNB99+nCDx7IAeEfSESIgSNCBCjY6wMNJzjvKHFvUD0AqRdRWBvqYxmjlNrOU5gNBP2ZcLObmBFAA9MBViZZ/0Osl6Gamaxda9V34Ihc7gsEDJACkpGTk/ZoCe/C1kDskGY3g3dSVixAaafTIHRrgdg3w9T9iivp6xRc3R2cJM3oLMPpnYACu296XhMJD1fMZ0+nwVDxvzobO0E9hQlg96ROaFU2FOUbHXC2c2suk/JriIy6FMGZqKM3D9d8J3JgpU1zyPTJbtDYDrCVIhkrosobKh7WpqyQqsyx+rMMZoJXuYPTGZmi0JVb7StE8gdrMs9IExHZU3uWZ1nNJzwcKtgbxnZ0i7JnLChnrG+5lOmqGrbtxoic7jsJ8b05U1YvREU2P0Q7LwX6itg5NQU9LSehHwQYpEyQ+3dMFXCUAd8Pju4GVgDux9O9+tMpgArc9BcBd0pGDjJjsmM+VHb3k1FynmVNckFBlTY3i37gdD2bqAuyo5C+e50wbem0tb4dlRGvGNvGfGiCNVRlSqD3tGKyu37uhTaxQEqaY7QRcM5PzVc45RaGpo4V++YrCbC+ppjRxHpKJw/VGdDPWWAUn2SsqMb2FlGdpeBZ9Q827upk+yMRkZ9Rtu+MYfDAiFzgJFTYWIrrL8gBUDFdMrkDJ+SskL/P3tvFiNZdt75/c45d4kt99qreuXSJJsSKbVkk1o8o4HtsWwZlg3PaDwDWDDGA8P2iw0vDwbmwYD97CfBDwYGAw/smYG8zMAyJM5IlmRaEkWJEiUuYrPZa+1L7hnLvfcsfvjOjYjcqjKrsprdVecPFqMiMuLeG9lZmf/8vv+ydFUmRcVAnt+Mod4V8tOSm7wL3TWwE9i5AeUSdFdEK9SMRJhdD3+47zMh4XnEQaowf3+j8fz+Ts1fjBuqAJWXktRzRjHUCgN0NPigWco1mkAIspq6mGlWD4Qf1j7w1e2a396uuVIYfm6p4McGxZE6ovXG0QS4VhrW8tlzWpK07hxjD0tG0xjDXoDzRjN2nk3rWMtMSqFOeCwkIpRwCPMkJqtgcEHu796E8SboXDREWVxruUYI00Fy012O6zDElm8KsLWs3Vwt67OEhIQPD5cKw43KoVSYWtpHXpxfv7Yx4Z9vTthyngw4n2l2nScAuz6woDVKKQKBHSehiIVS+ACjEJgpAGcotOJKaQghsOkc/9OdIaUe8W+slPzccoeBEePycaJqEFdZTysqL5qlUitWc82N2uFNwHnPnlUsmJltPyHhNEhfNQlHoiUxrdsLACMkxjfiCPONPKy0PK8lN/UItt6F0bpMiIoBTDYBJau2wSXYek/IFSThdELCk2LD+lhP4VnMNJ/o5qxm+9NRpAAV3o/TnuVMs5ZrbtaOf7phaQJcyjXnC81G0xbiEpOgNQuZZuIDAcWSUTQhoCP5WTGaw7OmGSziQr1UGCof+NUHE35np+Y/utTn03OdY0ehtdqXWqGVmjrIrhaGANQoukYnoXTCYyMRoYQjMXWRIZMcV0PZB31VND9ZF4Z3wFmZGJkO3P1z0QVd/32wYyE3wctkSWfyjTAEIUsXvwCXfhT2ehC+CyuvykouEaKEhNNhw3q+sVvR14rVTDH2gW/sVryxUE7JUOsEW288n+hmbDaOb45qvrXuUEpxKTf0New6T6YUi5mmiZb5pnYsGDXN9QkBynh/YBQOmehkB/Q/TQiMY7bQ2AeMUtTBU3koNdyqLH/3/R1++UKPf22lgz5GVN1qiPpa09We+9aTEbiYGxxwrZPvc70lJJwWiQglHInWRTa6L+uuvANrr8nHdq6La6yzKoLp978Km2+JZT54KBegswTByQQIJVOjzhKMt4QYPfgu3Ph9UBlc+UnRIOGhdwGavZRGnZBwUrw9buhrRT+Snr4G4oRodUFGuuuNY+ikzLTy8Ls7lj8ZNSxqESjXwVM7mfR4YORksrSYST7QKFZn5EpxrSN6HhcHQF2tUEDX7M/4uVc7IJArxdAF6uDpaU0TPKDoKIVS8L/cH/F+5fjlC3165jCZmdcQXSgMRVyToRRXUwdZwhkgEaGEbUYosQAAIABJREFUY5F3j3Z1rX1a1lrf+z+FBOVdITBKi2XeSNwIQYmQulwQHREIOSp6cpv3ZUJ0+xtw64/h0/86LL8ixy/6MoXafn/mREuVHQkJh7FjPavZfiLQ1TIpajGJ+po95/lH9yfcrB2XMoVHsW49F3KDUTDxMMgAFGMXyDPFQqYJ1mOUiKWrEKbEwwbooFjIFHmc6DTR3aWBXIuGaOg8uVYMvacbV1yNl2XaioHf3p7w7sTyX1xd4GJxOIuoJUPXykMfSkh4YiQilHAq2Am885vwvX8i38SWY/bQaF0SqHUG3svflRYC5J08DvHjDrwVwqSUEBrfwPd/TR778b8Dl764P426XdWZ8miSlJDwvGIxE+t6f04SNPbyeIuOVjywnn94f4wNElqokUlOCIEmBAotuh8QwiN/lynQYqYZu8Cu82w7T6GkQqPQIp6eF0qP46go1wAKrUQ0XfuARRrpfQi4ELABFozmQma433j+2w92+DdXOixkikuF4WrS/SR8CEhEKGEfmvFs9aWAwZWZdmfjB/D1XxHh88IV0Q610Jk4x7yFaht0IcJqpeMUKFrt8558HCWECCUf7ywBQR77078Hn/x5uPAjQrzwsQstVXYkJBzCJ7o539itwHq6WkjQ0Afe6M/+gb49sfzP90bsWs9apvEBagJdoykR95gLkEVC42Cf5idXCgxsWhhoTa7BB1mBdfVsegRggzjSXIB209XRChcCBhVXbPL9ZZ7kFAreryxf2RrzS+e63KgcYx/4ZDdPZCjhqSIRoQRgRoDufVdyfgaXRQC984FohCab8Of/QAjL8suHX28KSZE2BZTLkh49XofFa5IhZKIxxORyHwXjDSE0xYLcR0FnWXRG3/nHsHsbXvgp2LsD1/9QcoxWXhQSlndTFlFCAsBqpnljoeTtccNGdI290S9YzTQhBH5tc8I/uj/icmFY0Io953HIRGegFQEYukATFEtGCIwLYao5anHUpIcQqH1Azz01U4pCt8+XslUNKKU4nxtq71EoJniKuDpDgfVwKdO8U3m+tmf56YWcoQspLTrhqSN9dSVMm+KH66LZyTpQbUJ2SWo23v4NuPVHot3Jjsn+cbWQGFfLVKizBOa8kBVzwB1rcuitiZC6GcnzlRFbfTMU+32xCD/4dbjzTXjpL8m6beMHUG3BZBvOf1amTSmLKCFByFArjJ7HH+7W/OqDMVcKQ6kVfaPpOz91uisFtYdzuSFT8rAB+pmean5aHDXp0QoqHxioGRPqGkVjA10j67DKi9395Y4hBNBomiCWfKPkmvacJyDOsgsZfG23ZtHAZ7t5apxPeOpIRChh2hSPB4Ksr3wjE5u7fw7v/Y5ogWwlExidyXPmCY63Mt3ZR5TCTCR9FEwOZunw4zs3RWPUXZO8oWYEn/yrUDkhP5vvyURo8SoMXjqLz0BCwrOHt8aWv39vRAmMnacJio7WDGIa88QHzmWGbqEOkZ6jcNSkp/EAap9jbF5TpDUMlHy8PccislK7X7upm61QEFA0BBaNpmPgK1s1i8bwYmf/j6nUOp9w1tCPfkrCs45mIpObrBSi4Ruxtb/zW/DBV6F/XiY9wQt5CV50PvMkpxVBz2NeJH1SuFqqOMplITvlkuQV3f+eTIyKPvha1m5JKJ2QcDTu1o5fub0nlRhGXFohwJ4TJ1mhFaVWkvHjwlQY/TB0zcwmr5D6DQ9cKMwhItWSodXcsHhgujT2gVuVRQFrcX23YSXBun2eBkoF/99uzfLcim7sA2+NLTcqy71abt8aS99YQsLjIhGhBPJYedFdk0lPMxRL+90/lRUWyKSnGUnFRjOSFVozmjtGTyZGk02ZJE02Yzt973TX4i3kAxFQi6VFVmi3vh6nRCuw/KrY9RMJSkg4jF3n+R/vDKl9YDHT9I2IowPiELtdCYGwQf6JecSC/ygy1JKbQknZ6kqmufIYGT4bjaNQUvyq4m1b3rpodNQowZXCMPFS/NriZuXYbCyZUvSMJlOKzcZys3IPOWNCwsORiFACvfPSHaY0rL4qbpB3/pk83lkRMuMqIMR1WBCyZCf7jxN5C8Tb0w6rXSPkqtqS+1kBJtrx8wH84CuiD8pyWLzyJO84IeHZROMDf+/uiE3rJQ0ayBQMolNs03o2raRHVz6w5cT8bpSaiqEfhpYMLcQpza71JyJR86h8IFMiyN6L5+8oqeEwCi6Xsg5bzQ0Xc83/vj6ZTnzu1Jae3k+ielpxp7an/2QlJEQkIpQwTZHWBia78P7vwPnX4cLrMhGKQbAos//W1bNjNCPRGXVXoLsqt6bcPzV6GFwj67bWcg9yu/iCCK97K7B3GzbeEm3Q4gtHH2e0Adf/AN76ityONh7/85KQ8HHDP90Y8+a44XIu05J2TpJFV6aJ+T8SaggT79lzHoOIoU+CJgR2rMcjxOikE6UWspKTkEejREhto4vtICHrG83QBf7f7Wr62MGzpKVYwpMiEaEEIIqPr8H1r8paanBRyMlkW8hMvTebCnlJzt+XI+StEKl5aCOPnwTNSAhW1pFVmM4iAQPOf04Sp8+/Dve/IwTrqLXYaANufk2uu7cmtze/lshQwvOBdyeW396uuFYYVBQouxCI2mZ2bcAAA6MJCAHJkfqL+dygluhsNO5IgjN24u4yU3J18okSwGpuqENg4gMqBBovGqWlTB9JyC7mml/fnLBlPZcKw8hD7QMhWvdHXspcExIeF4kIJUzxzm9K1cXC1dmEJngJQ9Q57N4Rx9buTekMq3aFKLnm0WLpllSN1mev2ffcOSKlcyFDvXOylsu7MhUaXJDH3v7K0de//qas0MoBaC23+UAeT0h4ltH4wP96f8QgWtJhtsbSCLlRSNdY3yhcAB8CgTBNee7GRvlHTXtsEEI1j9NMlLpacaXMyJViFK34FwsjoYtwqLy10HIdv7U14WqZsZaLjmjkhOSt5ZqrKWco4QmQvnoSACEn3/3fRIRc7YgoWmshQSaXiRBBSEpwUoyad2NuUCO9Yc1QhJfaCAlqE6VbUqWMHMs7uT8ftNgSqXmX2VGus/4FuP2nsP3B4UTpyc5M3A3ihpvswPCurNNSN1nCs4qv7lTcqh0vHiAEuVLTxGeAHSckpm8UIxeoAiwZPXV27bSdYvElQnj2J0dnSlHFSY4NsnbLlaKYmyi1rfPZAet8i65WvNLNZufj+CBHgHOZ5mu7Db+41uWT3TzZ5xPOFGkilABIeKGtwMUGeRXH3tWuBC6aQlZSdiR/76wiOUG1EBxXC7Fp+8WUjgnSSDJ0tTMLT9SZvGZeP2QKmGxJplG1I0Ls4A67zpSW9dlbv374PXQWZ8dsJqIpmmzKda6/BTfSmizhGcTd2vEP748peLhWZyHTdGOSdAjQM4oLueFyObO/P2ra08SV1o3Ksd14nA9s28CNyjLxgbE/uX7o4MRKwyGrfYtSKyY+8H7lpgWsn+zmXEtdZAlngDQRSmB4D97+Z7KOUlqIis6AIN8wh/fl1uSQdeV5IJOgdqXlmsMBie0kyDdS14GPk6b4VRfCjOg0wzg9qkWL5GrJDTqYSg0yFbr5h/D5X5I06xZrr4kmCGQSVI9g75YUuHaWJQzy7p/BtS+lyVDCs4GxD/zqgxE2BPrG4BDicRShyJViNdcPnda0Aut5MtSuq9q1WR0CK5li5OFu41k0itVMU8fW+b55+ETp4DUd9fhR8MBvb03wS22CtvhU01Qo4UmRJkIJfO+fRCcYM51O3pUJUbUrhEVpud9OgYKTqdFRK60WrQDalDJlCkGmS804Ei4tRKnakY+19RymnJGio6CNXMf1P5g711jWdd1zokPa/kAI1aUvSiCkUhLGGLxMnRISPu4Y+8Dvbk343e2agVZT+/nDhMsPCzoEDgms23VV16ipSDogE5pCKZYzTTFtoQcQAfM8TqMfOg5NCGQE/mTYQAi8M7Z8c6/i+iSFKiY8OdJE6DnH9gfwwe9JhUa1OyM1Oo8rrNjnFZDpjNKiF8pK0QWZYn+7/Dy8ldfk3bkVWyaPBw9lLFsdr8+mUG1ydTOMrrEjKjhACM8PfkMcZZNtOcbgkmiB+uehuyzn652bu55GCl6bydHHTEj4uGDDer4zrPmNzYkInoE96xlkmgxOleszj/l6jHF0c+WRWE1i03ymJGvMhTYPSO5nbU3GgVMfJYA+LcYu0DOae43n2yOLD1DGKdWC0hKqqBWf7KYfaQmnR5oIPef4i/9DiIrSsqYKLlreQyQ4fbHVL1wSclQPZ+LociG2zS8dvcKaTovySHo8ODu7r3OZ7tiKR+YUHTp2DjsfRBda1Bbd+gZsvCMEanAR6l253nbaZCs5bypqTfg4Y+wD3xnWWB+4UTsGWjH2Ekw4OWCFfxzkcWVmlOT4dKNra+wDVQh0tJ7mE9kQUAjZ6WiZDrkQ2LaercazbT2VD/u6yB4HrXZJAX+619DVMv26VXvu1I5d63l/kkIVEx4PiQg9x5hswZ0/E80NCJmZFzzrXAgPyHSlXJyFGXaXJTixcwwJgv3ESmfRgVbEdvvdKIquZLo0n090VE7RQdgxYGSitf2BaJDKRZkM7dyQ1y6/IuefbAFa3qdS4h5LSPi44mbluFs7vrlX0wQISrq/ai/6nXaV9SQ4KiuobyRzSAEDrSi1kKNcy32FTIdK3f5YObtVVatdWjSKdytLHQJ3Gk+moBPXcvfqtB5LeDykOeJzjDvflFs1R4fnBc9uUTQ89Z48RyEkpVwEVEyTPmZ11R4r78PoQZz6IIWplEKyfKzUaEXarp5lEmX9hxMhb2Wyc/sbcPknol4pF4KUlbB7F5ZfENIzui/rsLyTLPQJH2+MfeC9SUMJ/MXE0Y8C4QBMAnTV8c6r08DGldg8SqXwWn57tsBKZrhQZNFGLxObXAlBCigm3mODrOl2bWA1f/xr6hqx9udKyl6vV5ZSK1bzTM4BXCkz1hvHtZQplHBKpK+Y5xQhwLu/vd91dRAtkdm7K5OVtkJDx76x+VDEtiesnf4cdIN1liSEsU2LtpPYcq+FvJiOvGY+g+hhha06k7DE+9+FV/8qjO9F51opeoV6d0Z6DuYNJSR8XLHeOAaxduJO47mQySTGElgw+sgm+MfBce6xjhYN0Tzm3VobjZOWe98SI5kSbVnHQnY4T+ikmNcu5fGXsnNGM/aBPecwCi7lmi3ruVY+8nAJCfuQiNBziuFdWSkNLovYeJ7AtKsu1wiRaUXNKk6BdCb351Ojx+tga6Ztq3YshEmZOUdZEGISvBAeU8RJ0CQaYT04P7dGO2blBnKdvhFCNbwLwUrydf+8TH5WXk2Tn4RnDxMfuJBrvrpd09EKhQiGHZwZCYLZBAZi2CHHhx3OI1OKndhdppXohYbRrn+vdk90ja3VftUZPtUrKJXibuM4n5tp2vSm9YyjqDsh4aRIROg5xa1vyNSl3jk+8bkZyeQoBGmE162+Zw+K3swpVsXMniwSm+DlPn6mP4JZf1gzhGJRyFA7aTKlvLbzkFXbPFo9k86kFuTyG3DljXj8vf1usYSEjyPGPrDeOLbmfriPfaCnFT+oLOeMRmvoIA3sZ/nDf34C08TMof6BldtRCdJdo3jQhFisKisxlFxzK5xezswTTYc80NUaCFwrDD0jTjUX4EKu03os4dRIXy3PIYKHd/8fCUecn9joTL7JtNofO4mTnQzKZXm82hYnWXl5NrGpdqO1Ps7RW2JV7ezPGMq7sh7zLhKmKKQuF2ehjC2OWrUdnBCZXIjZ0gviEtu7AwTorokuqbf6ND+LCQlPB2MfuFlZ3ptYCiWEoqMVtZf11x/v1Yxd4MXSTCc1C4+Y1DwODoYdtoGKkgkkk6hSC6GZD3JczjQjH9hz0i5fas3IezKlKLVi5D3BqsfWMmlg5ANXC00V06xLpTlXakolH0tIOA0SEXoOsXcXxhuxTPWIxviWkLiaqZ3dGCFHrhYSM09KjvtWlpWR7MTjomSSpOM6zJSRBOUzwgMn6yabnlsL4VJBbP4mlxXd5jtCkNJ6LOHjhLGXuor1mNh8v/FUAa5lWrRAARSKOhw/qXkaaEmQUUJ8tp0IoQutxFUGtAnSC5kmWI8LUCjYi+GObeJ0E2ahjydNlZ5HrmG98bzey+Qcc5OwOvaPJSScBsk+/xxi57rcPqox3hScyNZeLMS6jbnn+QY6K4f7x7pr0m5fLkZxdBuwOCeObhOp57VIB7vJWmRdeT+6iKs5BVrJNaUE6YSPG9YbR6EUgTBNa+4q2GqCOKaC53btWDbq2HTop4GDdvqACKEncwnWbYJ0u1bLFGLnBxaMxig1DV58krTpQik2nWctN9RBkqxDvK1DYC0/2JaWkPBwpInQc4gHbwqZyXuxC4zDjfEga6eT2NrLRckZqnZmk51yUf4c7B+bvmZJiE173HlxdJtIPY+Dq7MWnUXYvcW0F803YtVfvJoSpBM+Pmj1QG+OGpYzDTGhudAK7wN18DTBUKB4t3KHnFtPGwft9G26tG3dEexPkM6V4kJh4hRJsod8JEUDrRnGctYt66MN/uRdYQH5Db4tX11vHKM4CbpWpBLWhNMjEaHnCKMNWH8Tvv9rMmHpLD+ckLTOrJPY2nUG5SD2ks05yo7DcQSpxWRLjqWzuN465ph5P16bBz+SddzitZiU/ZAcooSEjwradZh0dykqH6g8BAU9rbhnHVppai9kZOQD18oPd+px0E7f0Zpt64T4hKNdZe1kSEXCU2jFQMv7u1NbloymoxU2wK3KcuWETfI+MF1/tWQoIeFJkL6CnhOMNqSZXZexK6wrGTyL1yQh+iireuvMOo4otWgiAdH92WPePjpwscW8MNpbaai3Y7nGrJTy1KwHvbXDr9UZqAw6C7IOM8WswX7w0uk+RwkJPwy067AiBgTeri1l5BNaKUptWMoUS5l0bfXN4zuuTovWGTaJouS+UZQxybqrNbnioVolabw3LGSz1vsd61kymq7R8TmAlwyiqycgNY6kA0o4WyQi9Jxg/U0JIJxsihusTXMer8tE5bi+sEdNbuB0q6yDmBdGKwXDe7GQdVnITL07I19HXZ9S8njvvEyv6qHkCA1eSkLphI8HJtESDzLpuFxkbDSWLRt4rZfxhYGMNtcbxx/u1jRzZahPE2Mv2T8g5+poqdjwWq5zNT+5PmnegbZl/SEikylOXI/h5iZCCQlngUSEnhNMdmSicuebcXVlhAg1k5kQ+STTmxbNeFad4RtZs8030M+Lrh96nJhVZEeyDmsm4iwLVjKFvJPrfRTKhf3nT0j4uKCjox5Ize6fyzMuFnCtzKZN8yEEvjduyNTMqv60yFATAxA1kGsROddBJkKFOpwufRqUcR0237hhgzx+EvhA0gElnCmSa+w5QWdRSMdkk6nf3VtxWmkTG+dPiGYsxabBx3yfAnZvysqNcNgF9jDYiQQshiDETEdS1naTaS2ToXlr/WQ7ts5vy/3gxYqfkPBxxMPcT23TvEE6xHZdwAURDI/d47muToL22LkGUGglCdN17BV7EqzG99vE99vE97t6QreXA7rpJ1fCGSJ9OT0nWHtNEpebkXwTdY1oaborJ5/etBg9EPJjCiE8wclUaeeWkCSlj1+1HUSbVaSN/Mk6sWqjYtZnpoRUtWu0IMn/VNuw+a4QsJOs4RISPopoBb8mhgE2QX5XuVlZvj2U8MSeUSilcChyzoaQtGhCYKPxfDCxfDCxbDSOiQ/TnrAWek4P9CToasWVMkPHdZhWPFQo3WYYbTSOHetxIVCo9KMr4eyQvpqeE/RW4eqXZHLSkozBZQkzPOn0poWtZiGI9a5Mc/LBjMwclQJ9HNqsouDkmC2pcVHvEzwMLs0qP5SR59e7gJ4FLu58ICQsIeHjiJYMXS0zQtTk9LSEDo6cm4YS1j6Q6bMhJDAjQTuxuNQo2HGBPeenuT8uBCDQeACFUkLS3hk33KzsibU9B9/v1TLj1W7O1ROQII/ojDxCnh4jhzEh4VgkjdBzgNY2P9kRwrH8suiFvJXpzaMKTg8iK0UX5KoYfBiF0Xn39HqjNquoiRqhYOVYvoamA8tz5amtKLvanTtvbLHfuSlus0tfTCLphI8vWgfZyAfeH1ver5rY5m75dDeTglUvDchd8+RsoO0SK5SsvwSBBsUkusTqaOcHWc/dq+Uau49hfT8NWp2SDRIu2dES0qiZ6akSEs4CaSL0jKO1zbtGyE89nOmE2lTn1h5/UvTOyUqrmcjEZrIllR06j6GGp9Ab5T0RQ7frLozkEfUvyv3h3dm1tUnY3op2yFs5d9ad2fy335fJUDOG7Q/gwfflNk2LEj6KaDOEfjBuuFFZtqxn6Dzf2qtpgpSKouBm1bBlPbWHEMMKz0IobYPodOY5jInJz10twuiOVqxkmiulYeQ8hVLkWlZ1eXzORuOOPcfjYNZrJknSIcCe80y89JsljVDCWSJNhJ5xtLb5snVUxZDCrXdFH9QGIDZjIUonmQzlXckf2nxHRMt5FxauCBGqtoSUnBRtVtHeHSFXWSHH0xn4TNZw7YSpTcJWSghRPZQgxe7qrLzVlLB9HYgC6qIvx91+H5aSpT7hI4T5IMVedI5tWs/dytHVil50Zl1FkSvYsIHFTHGlfDwSdFRbfKaE0PjAlAy5+D2how+7wyofDk1+TmN9PynaSo9CgUf+TghsWsfLZU7PJCaUcHZIX03POCY7+/U/dgLOynqp1digxb5e7Zz8uHlXtDuDC5LubCei7zk4DTrK5XUQJheylvckFHFeuK3U7Jgtacr70bYf6zwWrsgqrbsqmqO9W0KCslJen5VyP3WPJXyUMB+kqOLthdxws7ZkyKTGelFOv97L6Wno68ezzB+ltdmxnjy2x9ch4OKfJshzjlq9tdb3eZzG+n7S63zQOEbOk2mmOiUF7Fh4qdSpTyzhTJGI0DOO1jbfQqlZsnTbCK9NFCrvnu7Y3kbx8hzUnBV/3uVlcrmtjiFD5QJivW/E1dYWt2a9/cTI5DK5Wn5JcoZcJdOphatCzlwtrw9OLP4bb0erv0vdYwkfLbTOrHksGMXFIqeKH1cKLhYGj2LwBNk9B0tTRRitaHxgMdNoFJvWs2M9vYeEJT6p9f1hmCdrHa1wQT4HHaPQKOpY2PqFQZlyhBLOFIkIPeNobfPVnqyRTEfIQzeur1rnV7Utq6bTaIVcLSSlsySBip0lue9q+fhpWuTLRWmr91amS8FLo3zRPdrRZnKZSBUDWHlVRNe2kvfWW4XN96IAe0cs9je+LsLqhISPCtogxXk0AT7fz+kbzWqmOZ8prA8MfeD1fiEk/zFs8zaE2PgOezawZT0j59lzcruYaV4qMy5HG/9xOK31/SRoCdDtyjH2gQDT+g0CND7QNYq+huVM88qH3LOW8OwjaYSecbS2+fU3ZT3VXYXBRSAGFdYjmZbUY9Hn7NwQgnESLY3Ss3WazmUtpZi107cuL9+IBqldZekMOKAjMrlcV96NlnxkStQ22B8FnUkK9eDS/mqN7evy3kYP5DmTPajW5fwL1+RzkpDww8ZabrhRWfCy+rnXCDF5uZPzer/gZmXZiAnSb/QLVrNYUgqcwuQJSGlqFTVCWkmq89gFNqxnOdP0tKZjVLSli22/rcQ4Slt0kk6wo3DwWErBRuOBMM1L2rOeQaYZZJpxFEgPDBRGs2pkapaQcJZIROg5QG8Vel+Wv2sNG28JgRhtCEmxFeSlTGQIIlxevPZw4XQbyJh14hqrlmN1V+UxEBJiK0mO1pkcr32daw4fv117HVWuehSaEQyuwPnPHv5YsSDkaPd2nBp9WiZjd/8Mrn0piaYTnh7GPrAeQwk7WrGWmyMnJm120M3K8t7EMjCKVzsykRk6z+f7s46xjaiZWYh29vyUZKBrFJuVx4eAD3KNYx/IkAmTJ7BnA4NMkyGEpQmB3bnm+L6eaYsep96jnfwYJbqkKgRuV45ubLZft577NrCSiVNuOdP0jGZgxLZ/o7L8/EoX9SEVziY8P0hE6DlDJyY+d9eiwHkInVIEyDoDQqy9eEQWUDMSgtEMoyh5IOTGTsReD7LSGm/I5EhpWc1BfN0pu82OQrUDL/7M4cfzjpCyvAcrL88a6c2KrNxG92HpxSc7d0LCUTjoBHvQeL6+U9HVmnOF5hPdnK5W+4gSwKe6OcU8WfJws3IEwj5XWa4C2y7QP+V2KFfiPNuO7q4QoK8lr2jTChECwHkW4lpqx3rG0a6ugD0fGBiFUfsnRif+3MzrlJCVlw+w5T0GeY8jD5vW4aNtfhJdaqFxNAF+YuG0s7CEhEcjaYSeMxQDRCyZywQo78r6qRUkt71dj8oC8lYIULkox3ONHGM+Vdrkcl9n8nGlZN2VneD4J4Grj54G9c4L8ZpsgYqaJd+Ilb5YSKLphKeHeSfYtgt8byyCOY0Ii/9ge8K3hw0uQC8Kgt+bWFwITLxMSN4cNXx3WPP72xPWGxEPt66yF4uMbetPfD3z9RR7LtBRipXMUEa3mEfKVEVDLdqhygdACE9AhNVtt9ndWiZTk1PY5cc+cLOyvDux3K/d9LU2yDmrmJZdGM2CEeF25T0b1tE3Ety45QJruZ6StISEs0SaCD1nKKI7C2YTm3ZNFbwQlOl06CFoww11DmUkPm1SdYt2DVYPo3BaCckyubzuIHE6DbyTc537zOGP5V24+AXYuwvjdSF8ndUZEcs7pz9fQsJJMPGBXpzsvD9p6CnR3kx8oJ9p7teOO5XlWiktwUXU6/zJbo1HkauA87LC3nOexntuV3C5NHS04lKhD9nXj8PBVZRRMPR+OpXZcZ4M6GUaHS30RZwcQcCgyJBV3J4PNN7HcysKpVkJ4ZHrsbEP3IoTsn6sBrlbOy4WZqpHCohAmiC3vRjS2NNqasuf+MBPD3LWG8e1x9QnJSQch/QV9Zyhf15uW0v74JJoguxESEreF8LwqO6xNty00hjAAAAgAElEQVTQE9vrY/lqEYMbW+s8wPgBqFyE1E0MQVz95MxOf9KC1nmM1+Hyj83OByLIHt2XiU/egRd/Fja+L+fJe0KClJKJUULC00DrBCsU7LrAslExHVl+Q1AKxn420Zl4aZO/XVteKjO2fWDkPOe04XJpWG88uQ7crB0LBjYbTxX1O48kIQdWUT2j0GjqKFS2HvpGyEZHQxE0AyNToCzqdjpGsVHJFCdD7OvSPBbYtYHVg/7/A9iIE7JcK7TSOBcgBLYaz0quUQoWjSaEQI0CAkuZZuKZvr/GS8XGZ3v5qSZRCQknRZozPmfIOmI3b91ebUp0d00+ZoqTEZM23FDpuPY60DjfWuebUQxBjLb9oCTRut59uJ3+UWjGQnRajDbgxtdg/S1ZidVDaHZlMrT2KbH3F/2ULp3wdLEWc3ZqHxhoIUONh+VIGEKArp59291svEx6yhyl4Hbt2LWeXRcYaMUHtWPsPet1w8gJBekrxYPa0TzERt8EWXPtWs+eDdgAHa0xSgjGWqa5UOjp6kvHnCKl1NQZ1oYYEuQHhUWufdGIe23PPXpFV80VpBqlGBiZOI18QCPXEeJ6rKNgLU6nOpqpZmrTBt4Y5NQxebutIznrNOuE5xdpIvQc4vIb8J1fFXIAQl4eR7j8sNe11vnWWdbWYoDcb3U6bWHraeAaIWztWmy0AW/933KbdaC3AuUyLL0gTrEkjE74sNA6wdYbx4Ui4/vjhpUMcgJDG8i04kKRifNLEVveA+dzzaZ1XCkyVPDUwPuV5UJhGLlArjQDY7hQGD5bw1+MG/pHCJabENhsPHdrRx1kTdc3GhsdYT2jqbxMlBaMoaNFDG0Ah9j4+9ERtphpxi4QlAir+0ZL1QVtI/2j0SZR53NkqNSaQstUqWc0L0Y91Z6T1dtypuga6TWz8Vo/1cn4oLJczA3b1nPLBd6dWF6PsQIJCU+CRISeQ6x9StZU83CNTIlOmuFzHFwjE55qV3QOSs9IUawLEqF1mzXkHq1HOojhfXjxp0V03Yzh5tfFJt89L7+5Dh/Iqi/rHE6+Tkh42mjJ0LUy45VuztvjZpoH9OWlztQ1tmE9u86TK8XYOyovGTkPatBKxNUFAW0Ur/UyOnGF9FJH8xdjCUmcRxMCG43UUxQa8qDY8QGH2O6HztPV+wtb21yfJq7L+nO2+Fwp8kxxJRh2XHsuWeU1ARZPYOFfzQ23YlZSpkQgXYfAQiRVknStWNOK5UyjYdpvlinN9crxSiejp6GjDXsukGtYzBQjF/jOsOYnFlLSdMKTIRGh5xBLL0aC4mYTmdG69I3pqOWZbMdcoBMWscJMF6SMVHuMt4BY6Nqeq02OXrgqf5/XFZ0UvoEXYi7S6D5MNuN1KkmjVgpsA7s3xT6fkPDDwmqmWV0oDz2+lhvGPvDJbs6DxrLtAoaA94bSKBa1ZuIVHsULpZlOYpoAL5cZma45OJRpCY2O6y+0YlHJ2qkNKzyY/9OSnYdhIdM0wUu2kJd/X12tWDjBJKZNot5o3NSKf6XIGDtPCIE9B5ZAhqzD5s2kGiFPf/tin7H3bFtPPrcy6xmx+CcBdcKTIn31PIcwBax9WlKku6sywfG1kIiWrLgahrFyY3Dp0WTINSK69k0UXXehuyzVHsoAXgTTxWJslzdCxorB6aZO400YXIaVT8j9ZiIW+c7iTJxNJpMtkydhdMJHE1ObvVEUOmfXwW6c2Hyx36GjFTvWc69xrGaGm1XDrg1MAlwqDJ/sGN6vHPPZozYEQoAcscVrRLSttOiDlg+QoKMSo48SYOdKusdO8tyj0NWHk6jHDradrAdzJau2bbd/ynSn8fzMYsnV0nCjCtxygcU50maDiLrfm9hHhlcmJDwMiQg9BzjopsoHIhr+4Pdm1nZvxVrvg5Sytjb4ybakQ3dXjl+VNWMhQZPt6DbTQojKRSFDRX9/WnS7PvM2CqVPaKEPQYTQb/ydWBiLvJ/eqtRpdJalMmSyCSrApS8mYXTCRxPzNvuOVrzWy7lVNbigKBXUscfr9X4RpymgleJCpig1fLqb887E7TumVFaIw0qExKH9H8C+NvmD1nrHwxOjTzI5Oh0U4FFxSR+l5LT+nYmXbrSfX5Gsi7Xc8O7EMnKBnhEStOMCNpbGtoGTNyrLtSfsPkt4/pCI0DOOZgzb78uURmlxVW28I7k6rhJS4q2sruodmd60a7NmLGQmK8X2TjjsKGvGsPl2TI0Osf3dSbt9M54FKraYX5+ZXM5zUgv96AGcew3Ovz57rHdespDsGKyVaVdvTSZGa586y89kQsLZYd5m394/l2fsOM8oTjeuFfIDfRTrNuaTp89lnq9syjqsJThdoxh7xTgEuhomHiYhMNB6ny4IDlvr5feKx0uMfjwEloxmEgJNbJVf0uIgCyFwp3b8rQs9luP6rasVr/cL/mS35lZtyZA12qLRXCyMBE4Kt0qrsoRTI321POMY3RcSFDzs3ZJpT3dVyMPSSzLJ6ayIUNo70QmVS/K8rJRpTqsjaq3urVNsug7zMnlxjZCpfBAb6H08xnzWz3wjPTGYkUdXbgQvDrDXf0k0Ci3yLqy9JoRr55b8Zjm4Io6xNA1K+KhivnA1V6L90Qo+3y8OTTPmp0ctekbxl5cKfnen4UUjNKZdYe1az56DjoZzxrCQHV5j2SNyiAw81JJ/lshiqvVg7n25INfwwHpe7WR8eaHY95quVlwsJOvIx56yTO2/3taan5BwGiQi9IyjmQiZ2b0lGqA2XHDvDlz5Cfj2P4b+BSEr2oj7yteycuoszyVIZ4et7s0ICOLOCj46wRZl0uQt5GuHJz2tg2weJ7HQ792BKz8Jq584/LG8K5qntU8/7mcpIeHDxbzN/uAE6CAOTo9AiNNPLhR8d+zYtp6lODkRMmRYfcR0tQ1MnDdVuvj4aXBSndFBdI1ooGC/dV9rRe3hb57vTQXiLdYbx6LRnMvblaJm4j2b1nG5yOL1MO1vS0g4KVIAwzOCZgzbH8CD78ttM5bHFbD5nqzERuuyhbdjaZ/vXYDFqzC8J5qe4GDhkqybymV5cZsYnXcPW929jZUZhTzHu2iTN1LuOi+ydo1oiOpdcZP5OeLzKAu9a+TPZ/+ds/2cJST8MNGSoU9284fqWuZDGkO8rUPgUpHx18512bLy+KnOHQMTY0YjLggR6Z7AEt+i1Rl5mPaW7Vh/oqlSm1Ok43E0MuVabzz/wYUeV8vDuReTmL3UYiWXQMg96/d9XtbylJmRcDokIvQMoNUBeSfTH+/k/mhDxMMuanXsRIjIZFPWR3YMF35E6ipabVDeF/KUlfJ8fOwnU5EQzVVv6ExIkFKQ9Zha5bU+TILG69GSHzVBwwdChloL/XGVHiHAznX4zC/CwpWn+3lMSPgooiVMJq59jGJKnD7XzXitm/EgEpC2YPUoQjL/cbHT7ycixwmlj8M+nZGS+Iq2mf4kaMnQam4YGMXd2vOLa11+bFAc+fx2MjZ//1xu6Bp96POSkHAapNXYM4B5HdDuTXF5oWH3Diy/JOGIu7dg6wMhLJ0lmQjZMSy+AGufkSnS4KJoe0whf6bWeitE6aDVPe8Jmcl7M02QWRASNK/PqXaEkGUFmK4cq94VotY//3AL/e5Nqcn49C88zc/g8wcfGho3xocGrXJy00Wrx2i/TfhQ0JKhg1BK8W+f6/DfX9+F4Mi1PtIFdpRLbOTajz/e78MTLxlFw+hQ62up3hj7wMTP+tA6+uErsxACN2rPlxcL/tXlw5lLLU6jq0pIOA0SEXoG0ExkCrNzUyY5eQ8mO3D992aP9S/C5S+KXX68KWLiyz8uK7OyD9/8+7RtijRDIVWdpYcLmNu+sWY0ywQ6qk2+2p2tzECupy1q7Tzk+ONNmUbN2+UTnhw+NFR2B6UMWuUEPJXdocwWExn6GOLFMuNH+xlf3224VgRQ6pAL7KxdYk2QSoyRD5RKRkLbzvOgETs7PgazBo9WmsaGYydOdxrPJzoZf+NcD/2QidRpdFUJCadBIkLPAPIObF0XgmEKIUa718HWQkLKBXGM2bEQoIVLs/6tZighh5/7a/Bn/wAWLgMqTnhOgJP0lB33beph375sJQ60f+nvioU/4ezQuHEkQe2PQyPOPTemzBIR+jhg7APrjZsGCf7UoOBu5Xl7YlnJ9aGk5rN2ic2IVUCpWMrqAi7a4Tta1mQ+yDm6Wh9Juh40Uv/xH17s7YsHOA7HTcYSEp4ESSP0DKB3XlZNPoimZnRfJkLnXpPVlVKS61PtiPtqPm057wNBrPTX/kVxjRGEUJ0VioWoB3JybO/kfrFw9PO9k9TrL/wyrLx6dteRIPChwfmaveou25P32avu4nyND6dsv034oWDsAzcqiwvQ0woXYN163hjkLGWaPRfwBLb3aXVkYrNl/bTc9HFdYjtW+szGztPTGoUEHAYFPaNxIUwnTzr2ixn2d6OFELhdOzoa/tPLg2m/WPve5hvmj3osIeEskYjQM4C8GwmDlzWVa6B3TiZBi9dkbRWskKTu2n79TndZdDrawLUvSxihrcQSf1YoF6OY2kebvJf7R016vIWt90QT9NJfOrtrSJjBY9mrbuGxGNXZdz/ho49pPYdWEiSo1VQH9AsrJbX33Km9tLcHIRdb1rEZyUvtA9vWUfnHd4l1tAKlGHlPR4voua81WinKSM5AfjkD2HaePSevr7zneu14ucz4r64ucKmQyeRRBO8H44a3xvsfS2Qo4ayRiNAzgqUXhMQsXpO1l9ZCigYXZd01uAKLV4T4zKN3XohS7xyc/yz8xH8s66567+yuzeRybeWS6IjKJbl/UEvkath6Hz7378Lrf31/cGLCw9HqfsbNOpXdeeh0x7oJWstqTCmFVgatDdZNPsQrTnhcHLSRg4iHS+BO7fh8L2PoPABb1nO7suRKsZIbFIo9FwAVe74ezyXWNXpKeIbOSwZQXJEtGC0N9VE0XfuADbBgFJUPvDm2/OSg4D+53J9OggBuVpb1xnOrttyphXANXWDk3D7SVyjFeuOOvc6EhNMiLVufEeRdWW+N7st9W4lTy9yD7pJY1LvnDpeQzr+uHgpZ+rn/Dv74V0RovXj1bK7vUVqieg+G9+EL/z68+i8/uyToJG4tH2SHqNCA/AB41DFPI372wVLoJZyq8b5B6YxCL6XV2McExwUs3m4cV4qMFzsZ5zPDr21NyFAMjKKXi6B5IZNU5sfBvM4oU7CcaTJk2tMJsJppukbT+IAi6o8ClFqmRJs2sO48f2Wx4I1+xr05jVPPaN6bWBaNkJ0mJkdX3lMe+HU9pUcnnDUSEXqGkHeF6DQjSY0e3hf7+cZ9WHxRJj+j+/Kc+fVY3p2Jp1v8zH8DX/sfYPt6XK89JWISAgzvyu1P/Zdw8Ueeznk+CmgJC2isr6j9OvVkmxA8PlgCFhuqIwiJQmEwOseQo3WOUR1Ks0hu+njvMLrAnFD8nOkOPjhKPZjOhK2vydTR+9Bktf9o4SgbeRMChdZTbc4LnYxfWOnym1sTtlxg0QSyKEbWCiofGJzSNn8wjTpTsJBpljK9b7LT1Yp2673ROHwIXK8cuYK/udbhfK75k72aLy12WDBC6r4zrKfvZbvxVB4Uklp9rSNnnPjApnXsWU/XaMY+JMdYwpkgEaFnDG2mUFaKNX3xKmy+G0nSmoQZbrwtIulmJJOjvDzcz9VZgp/+r+HrvwL3vhWzgY4JPXxcVDuxSPWz8MVffrYDE0MIDOt7jOw99prbNG4P5xuUAkVBbrqAItddMt3dNwWS1OBAwONCg3UVIeyw19xEoWj8GO8dSoHRPbrZCl2zhtElme5g9IHOpnyF3eoW1oMmw2PxoaZfHP4PkKz2Hz3M28g3rGfsA42HFQOTAM4HCqV5rZtR+YI/Hza8Wzku5zDIFI0HUI/UB83XZ4CInvecp9CKflxVuRDoZ0cTqhACWy6w2Xh+bJDxs0slC0Zzc2JZyjRD71nMMgoFExfYbCx3bGDRKJaMZss6bjeerlF0tWPPOfmVQCkWjU5N8wlnhkSEnjG03WItxusxbdpKUvQoJjqvfx8Ikg6dXYadD4QYnXttRobyHnzpP5M8ou/8qkyYFi4/uaPMTiTssbcGX/rP4dIXn91VWAiBYXOXjcn3GNsNFArQaFWiTRmfY8l0ifwOHA6twlTMaVHoQ5kDITict/I6NNaP2ZnssKOuk+mS9cl3yfUC/fwi3WyV0iyR6R4L5RXGzSbWj8l0h35xhUwfZrrHWe3HzSY+NFg/IdMduvnKka9PeDroasVabhj7wEJMiN6xcN86zucZuYL3K8tKpvnr5zq8OXb81nbNuoXzueZymT1UHzQfwKggOtDkXFUIbFrPcpwEHTxOCIFNF9i1ntd7OZcyxSsdQ64VjQ/s+cCLhaaK662JDwydZ8MGXioNGzbw3XHD+dzwmW5OrhR/tDMh15qLhealTs5ipqljhECy0yc8KdJX0DOGvCOi4ywGtNoKVCYusPGGFK/aXRjvwMoL8pxmKG6yZigTpfk1mcnh5b8MV/8FePufw/f/L3m8d352jpPAO6n2qPeESP3Ivwev/NzZ2vQ/amj8iHujP2Ni1zGqS2mWcH4CKFyoowYogMrw3qJ1QQinE4G6YFFKobRGY9BkBJMTgic3fTLVxYeGrepttqofAOwjRr38/KGJEczWYaPmPlplQsYCKJ1BgGF9l26+Fo9v2a1usVAeTaYSng7m3WOruaHycD6DXesYelBB8eMLBR2tWC0cn+xmfHtkebtyrDeOc7k5tqB0Xhi952QF54JY8EutYubP/rRoHwKbNrDnPS+UGX/7Yp9PdQxvTxy3KsutWr62SwVjD0tR8b1pHUuZ5k7tKZSiq+ByblAKzuWaO41jMTMsGVkLblpHRyvKpBVKOCMkIvSMoXdeesYgkgwNdgiDV6RmI+8J4TEGdNxs2HF0itUyUToKeQ8+82/BSz8Lb/06XP99GI5F25N3JRNIaUmkJsitd0J8vBMX2/nXhVBd+PzDE6WfBVR2m9vDr+NCg6YjBEeJFkehcKGR2ZAyGF0SkE+cUqeL0BbipMhUiccRgkehUCqPxEVhVIFByI73lsYPWR9/V56nDYVeop9fpJ9foDRLBNxsHUZOZbdRWlPqRQiB3eomue6R6QIfLN43NH7C9uQGK91X0srsQ8LEB3q6bWJXXC4NG7G/byFTXCmkhwvgcpFxKTd8opuznGn+aK/hd7Yr7jeejhah83zb+7ww2iLi57EPBAIDJW6xLevoGhg5GHn5uvtsN+Nnlnq83sumx+sZxc3akinFolYEFO9Xlh/LS0II7FlZt32mnzO0gV3vWNBQGM2uC/SVITdS5XFJK/BCntay44lcQsJpkIjQM4aDLrDBeXGPKS3aoXoIKOgszxrgTSH5PtrIROlh6K7Cj/4t+PzfkDLUzXek8X7zB+AmMnEyuRxT50J8Lv4orH7ibLOJDqIZy3tuJvIeDgrCP0xYP+bW8GuyeiSLaz9DCA4fmqnmx8ceAh0CSmlC8HFF9miE4HDB4kKNDxatMowqpBw3iHX6IKmS19QYlWNMIdfgHd5XcWL0NkbldMwa3XyNjllGaVAuYF2N8w/ITQ8XanK1gA+W2g1RSmMocX6U9EMfIg66x9oS0osxl+dg96kkPstzfn7F8K8sl/xgbPnqTsW3RlYqdgCHaI5KLY6uxsO29VNCVHlPO7f0leONQcGP9zt8ppfvE02DkKe3xw2XckMTAkMPOsDrvYI6BEY+0DWaRaMptOJ25YAMF2QtN3TwUkdhg2LkHbUPZAR2razprhXpR1jCkyN9FT2DOOgCa0lC1pFp0NonpP19eFc0QoPL0Owdba8/DtrA8svy55W/8jTexcnRjGUKZkrRQ7la7i+99OGToRAC90ffIgSPVkI2VBT2uNCglAY8RneiW6zCMhbtjipPNBEKwWF9Nb3vfYNlTK77aJURgovOsv3/vGWNpqfXAwqtDaBk2oNY63fq99mpP8DonFzLek0Fmf6gFVrlct2+QCmNVgarajLdQylD48bkhuQ0e8o4yj1WhzAlBw/7GIgL7DO9nM/0cmwIbFnPuvWsN553J47vjhp2nGchU9QeFo3mWpmxkClyFJ/qZlwoNJ/pHb/fXm8cIQRWcj3VvtVe2u6XMs3VMgMc700aBkaznCmaoHivCrycG1YyIXRKwWu9grEL7DohT0konXBWSEToOUBLjJZenJEilcnUxlaiv114cb9r7OOEeacczG4P6p0+DFRuk1Fzn8IsYv14H7GRNVkmvxITCFhaEfRJSFA7BbJ+HF8PGkNuelhf0biR6IJMeeTxZtMoj0KjdQbofbokrTIKsyjHD4695g4heIzK6Wbn6aglSrNC5TZRKsNQYlVNCA2dfJUQPGO3Dg0YXZDrfnKaPSU8qoT0NAWlmZJJ0bncQBd+anF/n9md2uECFBrkO0ag8UJKjrKxt699c9RQe5nuDGLPWK5gxwaWMiFrhVK82pFcoVu15+VOxo8MCkaxEmTTei5khgWj6GnJQkokKOEskYjQc4Z5UvQ4+CitoJqxrOeu/6FMuwaXJBAy7wrJq4cf/jXt1Xdk6qJUJCKS4guIoAqm940q8Mi6bGK3MbpAesNFK2RUNiUz7RRIKS19bTg5njYoZch1F6NyMtM7cr0mazkhXhpNIOB8jVb5IcJkVBbPZchUFxcqvLcMm9uM7F00Of38EoSAY0Sme3TyVbTKmTRbOG8pTB+FovZ7lGZhOilKpa5ni4eVkD5pQen866+WGTcqiw/woLHUcV3W8/DHuxWf6Ob4IEnSoBh7z2Kc8OxYzc3acpWMvlGMXIjrYkWhmAqvXzLiBDNKNEurmWYtD9ysLHdqx/0GLhVZIkEJZ45EhBJOjKNWUOtvAhomG/Ijf/EKLH4Ik6VmLOfeuSFi7/GmFMpW21IVovSj9U5PAxO3KVodZoQCJQnRWmdYV6ExoHTMBaoxqkShadxIQhNVBwhYX5FpmezMr7W0MhK6qDQ+WIwqZD6kFI0bxomRTGTayZCLz3OhiVZ7hSfgQk2p97ffKmXIdIn1MukR11gBSqZQRuWM7T0map1CL7CQDdAU1HYPFGQ6n9Z3EKDxYwo9SMnVH2O0pOjbw5qRg6EPnCsMA6PYbDy/uzXmc70CG2StFoDP9wtW84wqWM5j2LEOF+SXhNf7BRuNO2S9n0+NbrvH2olRu95LSDhrJCL0HOFJpzkHV1DBCxGZ7MDyKzLn2Ip5RGuvPR0y1L6HjXdg7zbYBnqrQoScha13xeG2eAUGL539+R8FP9UBzQiFC5YQHEZ1UJl0eqkQcFiZ4ugS39rgMXgsGQUojQuWTInQup3caJ0hAyEPShGCJ+DwQVxjbUK0cxVBe3Ldnb4+UypeT+suM0eu5ORxTWEWI4FRkTyJu62TrQCaxu9xf/QttDJ0zBrLpXwhuFDjvcWFBkLAFMWUICZ8PNHVipVMMouWaSc5kjnkQuC9ieVqaSiF//L9YcOPLhRcLjI2Gou3mle7OWu5oasVI+ePrAppnWDz8QAQn+dJ2UEJZ4701fSc4CwExUeFNVob3WaRHCkF1RF5RMdd02mI2fx70BqGmyK36S5B/wJMtiUwcnQPXvjyD2dlF6KzpoWQjxnRCKGQeAE8+CDrMKUJ3k0nPkJwANRUvzO/ZlNoct2jdkPR/CgFQV7XHm92Ph+nSXHlhiZr3WXza7uj3kskT0YpnK+jQFvNET1FYRYozAI+NIztPUb2Lt3sPIac3CzGEEhPZbdYKJ/h6PDnBB2tuOUCi9ns62bkQQWx1udaURqN94ExsNl4LpeGc3nGxYJ9BOZRYu/5eIAWqWcs4WkgEaHnBGchKD4qrNFNJEOohc7lOcflEbU4KTGbJ0vjdbH9Z6VognSQ8012YHABuhqKRegu//B0S6VeYOw2jxUFK2UoTF80OFEb0U52lDJxxdUSGdEKSYLzGOvHaJWT6S5aiUi61RQ5HJpc1m7tuVD4aNlXmPj6LOqC1CPt+jPyJf9v5p47v7YD0Cqnk63QuDFDe4fgLUZ36ZpVFosXybM+zluOaWNI+JhgLTe8O7GMXKBnpB1+o7Fs2sBlPJUPLGdSf1ECE++pvT7kWGtRefj2qKIKcK00fK5fTPU/x5XLpuyghLNG+rb0nKCZHE5xNsWjCcs8eufBVUKAgliWCB7Kwew5vgFOkEc0T8yUkltTyuPTa45kyTshS81ILP/NWJKwyyXRB9V7ck31ELJc1mI/LJTZ8iO1MO3KTKtoSUeKUAmBgJN0aEJcX0Fld5HQxB6EQG138MGR6y656ZKbXiRHOk55BO3f27VbpruI9mhMwO8jMkfBqOz/Z++9uiNZrzPN5zNh0gAod8ocQ5E8JOVNa9TdS6vX9PzhuZrLmRut6dZIPXJskaJEHlI8pnyhYNJHxGf6Yn8RSKBQMGVh4jkLCyeB9JXIeHPvd79bKkopBLK9VqMzVGrbHX1cmRlgVYlVI1SMLP0Ldup/Y9Xs4tdG/nsuJwMt/h4PvKg9zxvHZ3nGQIPWiqeVow6RG9YwtpoAGMUrBudliHy1dLxsHJ8Xhh+WBhfhUeVYporP7cxQx0gdIjF9r2Pkdna+0NGentPoK0LXhKPVHJDT5zEUHxfWqC00U2jSGH49h9EZ8oiOttng1Umvo1WsYlNE0PIlbH4OD/4DPPq7AyE0uit+oc0vzv6Y3iUuLAjBU7sJRE7MzulEg84PPESmgCijyaCxukiBhWnXlwLNIHmB/CERY5QltCbq2LbEUtiithAiGitb6km7y04Z128FW+VriBGtDFpnKDQROG4diFxmAHotPynUbK9+jtUDPuFPGGf3D7Xvei4Xt6zmLzYKfj6vKbxibDX3ygHfLB1VlB1jPxxk6GMEUMvLxrPwnpHRZOn3SkXm/mB/2GnxAD0974peCF0Tjq7e8LVUd2su/4UAACAASURBVM5rKD4a1ri5hP3vYPZYDt83vne2qbGzCLOjYmlwC5qHUE3Tao8hPPgzsMOD6/xY4/wuLJhWjzGqxOoRPjYE5yjsxonZOUc9REeR1OjDl1foV6pO7Qi9C9ICC2naK+IhSosMrYihDXoMZ3pcnbBJk2YRqRCF5Ds6KsjguGm5jCyK/Ho+/yd2zZCb5e8ytLdxoepDFy8hrXH6s9x0QYlbRrPTOPZcZGRUZ4o+jlWIhBixa7/PFDShHcE/uJ3eGN3zvulfYdeEo9WcrBQR9LaiIRvAnZ/I13lYF2bRw+63MH0Io3sigLa+eFUsZQMYfSKm6PYxvK/ptPOybHbRKsfqnM38c/aq36D14K2zc0TMBGKM+FCJoEH8Oi5Ua4Zm21WZpNoSZVQ+HNihYwwoZQmxOeT3OY1W2ETAhRUxTacZXdCEJZkeHBJDR6fl2tNKGSzgQ8Wz+T+gMWwVP2KU3e1DFy8hx6/4eNUU/brLaqVwUQQQiP9HK9V7gHo+OL0QukYcreZ8TFphNvkOnv9C/D+bX4gJepJG8Le+JxNgcFDFUhru/9nFED/ruLDCKrlTw+wu0+YhIfoTZrLORmYGrNwuzlcoZQElCdE+JJ9RxtHMoVZ8xOAgRlzadC/rMCwhOnI1Ou2mOw5aZFNCrFEqw+pc7ktocEqTqeGrlzmm0hWjT84lhYsVL1c/Z9KMuJF/SWlv9aGLl4jTpr5Ou+yOi+w2jmFURGT67Hamew9Qzwenb9T3fDSaJTz7F9j9jVR4FDKGn41lJ1ozE7Gkjfxem4+zP+wsWF0SEPOwVoat/Af4uExTXW+OVhmKlDCtZDmr1QOMzmXyjJTws2ZebsVQwIEibbePhNh0OUdNWFK5CbWfdZWlk2grPlYPO8ElCdoGH+pD521TsBu/6K47Rk/tZyyabSq3jwuVTLmpghAcL5Y/59nip6zczls9Xz0fjrZtZdJI+3Gm6JMu++OB5bMio4pQp6mxHw2y3gPU88HpK0I9H4XFDjz6WxE8WRq/f/YzuPfHYoqu0wj+RapincQgu8m0eowLsnE+0xtkeoR6R+/pudnovBgurCDqI+LlIHPIKEsVliiSR4iIURkoqSZlOicEl8IYHQqNi/7UKbKzsL4KpB2/b9KUmvMrSJWpECo8FUYVoAy5GuPCnGeLn1KHGTfLH5842t9zMXgbD89AK340sPxo0B+Gej4ufUWo56Pw8pdS+RncBJMWwGZD2PsGfJNCGj/Ciow3xeohG8Wnsok9LjHa8un4PyKtLHfq5U+i9Qm1yNTWUZNy7E7LlJlNX0YiGLWBiBilI93WeIUm4I8dhz+KUQUR8QcRY5dobdSBYFlfBdJWq2IMeF+jlKwH0UpjdJYyjsRHhJLrL80Wk/pbvpv+FZPqW7mtnp6envdIL8V7PgqrCQxvS0ZQM4P5DmQjIMDW5zA4wwj+RUPE0GGvzN3Bn/Js8Y8UZuvEkfF2s/xR8zOIT6hyUwIigtrqT2aGXdzh0XBErTJppXEQHlXHOTFVaLSyaOxakrU6tT1mdU4MPrXdQtp7Jn6h9v7XfpZuX6OxaG07waSxHKRjG7SKh1K024pUQUaIDc+X/8yk/oY7gz+mtDfO+s/Q09PTcy76ilDPR6HclP1gqx0Yfwqbn0E9gWoGw7tw54JMg70tG8Vn3Br8hMpPZB3GMbTtpIOqTjzk29Eqo7AbKSm6kb1e2Q1iDDR+jg91Cjk8nCskAkRiFUP0+NjI7nlluoWvAZ/G3OOpbbFuy70uMSrH6JJMyz/SgRcoiFAKHk9D7ef4uCJEkXFtUGS73sPonMJsvNKW0yqj0Fs0Ycmj2V/zfPHP6Tnq6enpebf0FaGej8Lt34Vf/V9gBuIJarfF3/2jj7si431ws/gJtV8wbx6T683O69Oy3k4S1KGFq9CKIZmmaoWThCMWQMSHBqX1ofbY+gh7iI7cjNL4vUrBi2Kgzkx+6rqNlvVpsLYK5MIyVapianm51A4T0SaCxybBlhMJhOgwKic3o9cKMKUUmRoSY2BaPWRWP+bO4A/ZyD9/5Tns6enpeVP6itAHpMGzz4JtZuyzoOHkVsRVZngL7vyBiJ/lrviEHvy5pEOfZ+3HZUApxd3hH1OYGzRBorMPT1Ytj6kWvb5VdZwP53UrL6wuyMwQrWw3wRZCQ9uiIpmaz2uUXq9itcgUm8KoPHmaAlrZTvBYUxCiRytLYbYo7daZMoOU0hR2E6tLni/+J8/m/9hXh3p6et4ZfUXoA9GKIIMhx+CJ7LNgiyHZW45YX1Y27ktA4nq6tKsul0n6rGhluT/633g0/e80fkb7GSREh481PtRkZiCyIhmEJQH6VY5Lcz5JOLW/93GFwmB1KS0q5VMS9vmnsw6JMWUgSmvNR5fyjQxK5WhlZaEsGquHGCXepjehFVAL94yH0x3ujf6cgb39RtfV09PT03KtK0IfskKzoMJgsMjBw6IxGBZc30+2R5e4ukpOXzaT9FmxuuT++D8RosPFJT6tyTBIJtCi3sb5FXFtIut1+7zWKzHQtqlqVm6PldujCYvDl1Xx6EVSUeh439JJSDVoiQsrXKzRyLJXjYQ4yi40aD1BRrWft073IZ2GUorcbAKax9O/4eXyl13adk9PT8+bcG2FUCuCApBjCPDexFCD5zlTHrPDt+ywy4wGj0HRnHHn01WkTZe+DIGJ74rCbPLJ8E8hgo/SAwzUQCQkgeGjeGm0sseOtB9nhBbhEyRBGo33leT3tCIhgtFlty9MoTC6fFUcnUKXE5Ruhxjx0aUpN5WWsioyXaCUkvyiJJRiDGui6O2wuiA3m+ytvuLx7G+6abWenp6e83JtW2PrFRoAm4yqCyq2OH/pvsGzoKIhkKEZUpBhaPBsM2NFjU63t09Fg2eTIfk1bYu1XJbAxHdJYba4Vf4ee9WvqcI+xPQa1KXk/SiSmdiesOH9sBFasoVkEkzCDHXaQC+G67aKtN5ui2nL/Wmsj/bLEliL0VlKlFZpms2lxalDQpocMwqI6pV9Y+8KpTS52aLxcx5O/xufDP6Ycf5Zb6Tu6ek5F9e4IhQwRzZBvWmF5qTqkogjx5hBNxWUY1jimLFiSJ+ee93IzACrC26Wv4cmw4WVTFrhpc0TVWqbvb6VtG6EVqrdRq+6Kk2IbYvqIG16vYp01grN0dH+dvs8gNF5l0MU08SYDwf3u50ks7p45yLo4HlQZGaE1SXPlv/E88VP3zrAsqen53pxbYVQhsYf6Qt4ItkbPCUn+X8aAoFIgWWAZUHNNlO2mTGnTufpPQ7XCa0yRvldjLIM9X0yPQQCMURpa4UK51c0fvFan9A6kr6sZYIsVUN8aHBh0SU3t8LpwFStziROXplQU0ZWdQSpQhmdY02J1QNCDCk0MhJCjQ9V8kO9fx+c5A7dYNY85snsf8gakp6enp4zcG1bY0MK9lkAUgnyRDye8TnaYlIJWvKIHSyGMQUbDMgwGBQ1ngxNILLDnDk1kqqiGJADkRpPc82nx64j7UqOlZsQqKlUTu33UiWnweoBVksVcX2z/HG06zKkdRVkO30MiO/IUfkpuRlJCvQ5qzJHJ9SMsrgoAken13CbQSSVI0WIdVdxCtFJGrVJ/qUjqdnvEqUUud6k8hMeTf8/Hoz/I7nZeOe309PTc7W4xhUhwxZDNFDj0XAuMdJ6fyYsyNKqggkVu8xp8F11KcNS0TBlhUGxpGFJTY5hTEmNu/bTY9cZq3OG2R028y8YZ5/jY4VWlswM0N14+sl7wGTNRYnRuYggIkqJ50jMyoraz0+tLB3H0Qk1hcaovNtwv15ZUsp0ty/tqZhaZ57GL5BdGvFM2+7fFJkq2yDgeDj9a5bu5Xu5nZ6enqvDta0IwYEYehNa709GRoZlRoVFUeGT9ydnzJAFFXfYwOFZ4QlENhhQYsmxuDQ9VvftsWtH45dkWvwtkvw8JNMD5u6pVIFUmVpNJ2cESZXGY3RBRpTN8gSMLkApdNQpr8idqSK0bo6WEXgJQWyFDHBsIrRRlibOu91lAB6HVgVKQYg1Kt2XNun6fVSGADI9xIeKx7O/5f7wLxjl997L7fT09Fx+rrUQehta70+eDKpjChbJ8xMI5GQsqFjSMCTnFmMisEDaBiF9meRVehNvUs/lRtZbDGn8DKtLFENiVGR6QFCeaf0dVpUykn6CYFifIgMxQkuVRnen1Wsm0I67T7WX9GvZS2bTdYS0tf7101/yuwG1nyajtEZj5H7EiIuVPE5lifhTW35vi9EFRM3T+d9zN/4pG8Xn7+V2enp6Lje9EHpDMjQ6eYssCouhwDKnRgMramoaahoMmiE5E1bkGCapTebwjCjO7U3quRpolREJ5HYD51fJG1RgjGFg7zC0d3ix/DnOV5Tm5O3r7Q4woywVU1ly2k6NqbMZo2P0SQSpLiTRxwajMkmkNqdPOFqd42O+dh0BYpDsxrWxfmml6TNXqd4UozKUGfFs8U8EPFvF77y32+rp6bmc9GWIN0RygiwNDQ0eh+cFM2YsaAjUOCQbGPYQf8QGBQpFnnKGSjLy1J7rjdLXj8wMuvZTZkbkdpPCbrCRf4pCk5sNPh39Z8b5fZowO9NYeLshPiRDM0qjMPjQoNXxf+7tiHzlp/hQS8iDUt20WOjaZKejlCE3I6SGJC01qUx5NNnBqH1qtb0vr9A6Wllys8n24mfM62fv/fZ6enouF31F6A3JMNxhzD6GGUsaIhU1NxgxICcCSxpKLI5AwLPDkpqanIwNSrbShFnP9UQ2ym/S+CUhNmiVkds03bWmWQbZHSb1N2wvfyGhnHp4YmhgBHKzScDL3jIlLaoQA/rIxbqk6CSSFFqSrSkOhBDH7TY75XGZjQOfkVL4mBa0Ko1VWQqAfPuVG2e/T/K8PVv8I5+Z/0JhNj/I7fb09Fx8eiH0FrRiSATRghU1GYYIzFixw4I5FZ7AJiU5GQ/YpCBjkgIX7zDuxdA1RsTQyRvYlVJsFd+ntLd4sfgZldvFmlGaCHuVLjcISakGEUdt9eW4pOh2DD7iCcGDBktJSAGj512N0bbqWmzM1wSX6sbr32Th65tidE4Mnqezv+Ozjf+C1Vdwu29PT8+56YXQOWnTopc03dTYAMsSx4icb9jhCRN8OoBEIgMyXjLHAw/Z5QFb3GHEiqYTUz09p1GYTT4b/yWz+gnbq3/BhSW5HnfVnJaDkff18k/sRt5bQSKna1xYodpWWDRoJdlFSpu0xuIdTXcpuqBDo95f2vRJiJl7xrP5P/Bg/J87M3hPT8/1pX8XOAftKo0IrJCVBp4KDTxhl2/ZZcIKi6VMVR6DIsd2wqjC8S07LKj4nJvsMu9bZD1nRinNRvEZw+wTdldfsV99jVb2ULvMKCvhhqn6sh56uJ4ULddnCKEhomSiS+tkkM67PKMQAz4s3jgM8WBNB2s70SoMFvURXveZHrHye7xY/Iy7wz87026yEBsav8SFZVdFs3qQ8p5Oruj19PRcbHqz9DloV2nUuG5KTGH4BU/4Jc+paLjNiBEZFk2G7pKmgbRxXkbtt1nwghk5tg9T7Dk3RufcGf4hn2/+7+Rmg8rvdzvATlqn0Z7urqfdQRYDxINgB00m6zHW9oy9aRhiO9Yv+9NAp3z1Nw15fFvaBOpp/Yj96utTzx9iQ+Um+FQ9C9Hj/Aofayo3SXveenp6Liu9EDoH7aJWT0Cn8fd/4wkP2eMGA4YUGDQWw5CczSSCZOWGTnNksvSywPCEfQLhjRa99vSAtMs+Hf8l94Z/TsRT+Uk3nt4uZV1vQR2bFJ0yh9r1HkZlaWVHILRLVOFMKddHkWrQkibMD6belIzWE+O5rutdIgnUY3ZWvzx1L1nlpjRhwaJ+QRNXaKXR2hJCg1KGxi8/0L3u6el5H1z71tiCmpdMWeEosdxmgyH5sedtF7UaNEsa/pWnTFmyiXz6zjAUvFom1ylHyOGp8ShgkEbnf8M2f8H33u+D7LnSKKXYKD5lmN1hd/Ub9uvfotBkeviKf+i4tpnWFo0ELhpa83JEa4PCEILD6PZv4uwj750fCU2MEjYtE2l5ut9nC3l8X4g/KLC7+opPhn987HlCbFi5HYwq8bGhrmcswhOyFHWQmVFfEerpueRc64rQgppH7OCBITkeeMQOC+pjzz9M4YcNnn/iW6YsGZBhMQTCiT4fjWaTQVrMWlKSMSDnJTPqviLU8w6Qdtnv88XGf2WcP6AOU2o/SwtYhePaZpkekOlBN8mlUBido9ZTpTvOPvLe+pGMztLGjQgx0vgFLqyIOA4buj88mR4zqb6l8pNjf9/4ZRJBFSu/jyKidUnjl6yaPZqw6D1CPT2XnGsthF4yJSOjwKLRFFgyMl4yPfb8GQaN5qc8BBQjciwWg6ZMWdMnodP5FOCJaBQFGS9ec3s9PW9CbsbcHf4pX2z8H8cKouPaZu16DGtkeassV7UpElTJ+H0SSmcdpW+FVludijEkARQwKhddhP+oVSGlZI3IzvLfjv19uwZl5fawqkTeMiMqrTFZNjtkZvBB73NPT8+75Vq3xla4V9pgGfq1FaElDX/PN+RYbpAnf49smgdPBmcSQ8XaeTSah+zyBzzoJnl6et4FrSC6UXzJXvUbpvVDFIZMj7pJqdctWI0xEmKdQhhVF/h4npH39TF+mbIqute4VgatJV36fa/ZOA2rhyzcC5qwINOHV920a1CMtuigCErjQ4O1JUaXoOgrQj09l5xrLYRKLA3hkDBpCJTHPC0Nnv+f31LjGKeguRVNu1ayG6k/S2VonQzDPjUTVmxx+JPlefxLPT2vY10Q7Va/YZYEkVUlPtZdppCM2SOb6kONUgqNhRgIuHPn/hz1I8UY0DqJKdqFsHzUihDQicJ5/Ywb5Q8O/S4zAyo3QVOCDrK+BE+hx7hQE6Jj2bxEq6wfpe/puaRc69bYJkP2mPGcKfssmVPT0HCbjUPni0R+ynfssWSMpNE2+G4xZY2jSjvHVrzZFMw2s0Onz+tf6uk5jdyMuZdaZqP8ASsvHhfiwVSYTuP0VpciVpSM1PtQs2x2z2UMPupHkhyivBNBwodbs3ESRpXMmyev/LxdgzLIb6TR+YaMIS7UrNwOCk3tZlRuwtK97I3TPT2XkGtREWrToNsxdUWkIbKk4jZj5lQsqMgwfI/br1Rdfs1zvmWHETkLagyqywSqcckFoQlEVtSUyXN0VgyaCYdHeNf9S0BXtXrJlCG33+bp6LnmtIJoYG4xr58xd4+JIWB0iVZZGnOXNRghuk4gheio/ZzCbJyrPda2vdopstilXn/4NRuvw6gsRQ/ErkJ0NERxkN3ChQpHEkR6TGYGXUhk45ZoNWFg+7/Pnp7LxJUXQm0atMGgICVDqxTppgnAPbawGByB9YwVgGdM+BmPydMlWteDS9NjBk0EGhwembg5znt0EhbN/Eio4nn9Sz0956UwW+SDDW7EH7JonrFff0OdxIBoldhlB8UYZNw8Zf+8iaenrRC1nqT29EWoCCnVJl7XWFV0IYqRmHKGFEQYZLfkb9zvYSjQbT4ThqgyajfrhVBPzyXjyguhNg3aoplQkaWprQlLbjAkEFlQs8mAQGCfJQ2BDI1C8/d8g0YRiFQ0aBQWQ45lwir5jNrpGIVFn7sqdJwQOo9/qafnTWj9L0oZxvlnDLN7rNxL5u4Z0/oRITisGqY5qYhWkiv0Np6eo8tYLxqtmbvxS5QyuLBAK4tWhhA9ITRYM8D5CmOOq2TFY37W09NzkbnyR9WGkKo54NayfmTOK2JSQvR65ShP1aGf8jU1XqZGMOjULqhx5FhyDA0hVZjU2nVHGvwREeNZUuEIWDQDiu78Bs2cmpBG6gFus8EjdgCpBDUEGhrucutDPXU9V5zW/9L4ZTcVtlV+n5vqxyzdS57OfsrSvcDHKOPuWAlZvMBC5k2JUQIC2iWstZ9S+3kKUxwyyDYxqVKkGGF1TqAhBo8PDSFW+ODJs1Fvnu7puWRceSHUpkHbVK3xaV3AmJyAx6OwKGasiCgGZExZ8ZQJT9jr1maImVQ+MQagxlGSs6LGYlBJJEViWrJ68MmwwTNliUaTYfBEpiy7PWQqfQ6tcAxSMvWQnM+4xUumLNJtbFKyoKbBMVwTUj09R2n9La3AMdrShCW1mwGR3EgysoihVw/WA3ubLzb/kln1jJXfY+m2qcOU4GsyMyTG/EzLSi8LPtYUZgulNC4sWDYvxdytB8TYsKi3KbObkodEoLS3cHHBst6TtSMhUIcp0Xk0VhKnXUNhN3sx1NNzwbnyQmhIwT4LAEqyziN0kwGeyIwVlpwlDSWGF0yp8fySpxRYVjRsUuIIBA5K557ABhZFTFUjqebkSDbKelNsSYVGY9NPLQqXfp5xkFuyoumEkNz3nCG3D1WrZNdZZJ8FWwx7MdTzCq2/RSmDVhk+1syqJ6iosVoiGiq/T4gNg+zWaw/UVg/ZLD9n4G+zFb9HjIEmzJk3T1n6lxAlzdqo8tKLIheW3Cx/BMCy2SUzY0KsU3ssyJh8vUsx3CJGT2E3wUGZRUJocGGXgb2BVllaK6KwZkjjl8cKzZ6enovDlRdCGYYthiyo8MjIvEpLA3IMn3OLDMM2Mx6zi0nLUH06T7sstUheoJAmzwYpL6ggIyLBiDIHA4FAuSZo1ltyLe3k2TpHT7csqIjpuydg0N3W+i2Gx16m5/rS+ltaI2/wDTEEUAqj5U9eRYWP9akH6lcrRp+wVX4fFyqWzTbT+rtLL4pcWJKbERv5Z4TYsHQ7qGhROuB8TaDGh4A2FqPytZZXpDBb1GpGFoepfShCVCmD9zXKXK7noqfnOnLlhRAciKGTkEzdyJwF28wYkhOIqZ0mtaAc2wmddrlquzajomGFByL5kcWrdq091+LTdZ+FJQ0rGiwm7TWLzKnwZGyd54nouRa07bD10zECam3nGAfb5t8Eqws2is/YKD47VhRpZTG66Dw3FxUfanysuT/6j0CU8ESV4cOKul4AnsyOsdaglD3k+2lTp2NwaKTy5mMlI/hYUJCr8Ud9fD09Padzsd+lPiARxZicX/C08+0USXSUScK05uosVYc8rhNQNS5VarI0Qn+QMj2gYMoSB11rKxAYcbYdRU1aTmmScBKDd0g/7+k5THuAVqkKqZUsPV1v2EZC2rP19m2b40TRwj3v1lZARHOxhFGMEReXxBh4MPpPlPZG104s7Rbb9WM0OQpL4xZordgovjhUQWun7tJGWWo3kRUmZiyCKDhMcTEeb09Pz+vp/0oTGZonTFHACNmJJLlAUKytzVhfraGQvJ8aR4FFobr/1+hucizDsMGAJRUNHotmlIzSZ7tvGT5NnLVCCgIZHz+Irufi0R6gpY6p0TpDaS3tsCDiOdCQ6eE7Xxi6LopijDRhTuX2L4wwaneoubCksDf4ZPgnFGYTOKikRaKYocOKGB0KzTC7h4rmUAWtnboLjWfSfCetMK3xKpDrAcP8Hj447LXO7+85iouOeZizjHNAYaLF4wjKk5GzoTcpdfmx7+a1ohdCCUfgCXtsUFDhcAQ0ii0Gh/KA2tUaGkWVUqUdAU9DkTbRi9gxrGjWqkiGzVPbc8czSHNpNa4TUiVlFwvQ07PO0bF4o3K2ii8OTY0VZqubGntfKKXIzZjcjE8URiljWkSbyqSChX5nXiMRP40EI6pIpkfcHf054+zBodtYb3XlekxuRvI40GR6iAur41tdSlaSGDWQ9mMEo0uMyvuVGz2HcNGxH/ap4wqDpQkNL+IzSgZs6i2C8myHF9zhk14MfUB6IYS8Cf+K55Rkh8zIrT8oEDox1AobEPHk8F2+EEgbq0ERqLvVG6TrOW0hq3nN7zIsO8w7s7bGUOO41zuEel7DcWPxVg8/aurxccLIxxVNWOLCgtpNWPkJdZgkAaEgRlAKjQGlUmKXpF23Hx3aSc6AJ0ZPSMnVrImcTA+4NfgJo+wemR4fK7LWW11aWVyqXuVmEx8blNKvVNAav8R7R2bkOtvgxVb0Fab/G+05oIorfGywKkMrwyTsS2VfQaMaBnoIAaZh0guhD0gvhICXzHnGJKU2qy7UECAcCUdsN823niFS0nQ78RXSDrMBRbcnrMGTpfMUJwghfUxNqN2TVpKxoMYRsQQ2GHf70foR+p7LiFIKqwZppP8W7UaZgwrOEheX1H6GC0sxI6fwQhE9QSo4KQzR6pLcbGL1kFyPsGaAUTLJZvXg1ApTW0nDKVZhB6uHKKUIeGmZ53dfqaCJEd2T6QFNmMtMaVSE2OBDTZa/29Zjz+XGd1Er7QdrhyFLH7flGKKxNEc2DfS8X669EIpE/oXH5NiUFRS7TKDWNL0ejpilllc7MO/SOP2QLBmYPQpFmdpkAAHS+U5+Iz6uItSuCKlwbDHsxvkDEYPpR+h7rhxKKREwOqdgi9EHjOHRKmOQ3aKwG11rEQUheOb1c0CR2zGF2Txo4ynTVbtcqPBxhcJSZjf6MMWeQ5gufFeGGQwWlwZtdPpAG3Bk59hV2fP2XHsh9JQJuyzYoGCKlONlkWqkwpGl5Rot7bi8eIVEGLWVnNYwLX6HA9Gj0hqP4pSne32cfkHNS6Y8T6P8GsUGUiptM4jEN/Tme596eo5yXCK1D647fR3WRkiy9C4urNDaQJQDl06xGFUjrbuBvU1mBri4SJvnM4wqUEY8Ra0Ju+f64aKTNhgeg6FQJVZZClWyUpV4hGJkwJAdtjFxQBYzXJDNAXf0zY/9EK4V11oIeQI/5zFlqubkaSy+FTIhjcVvHhlzlyBF3VWH1sMUPQGL7aIX16fPXtfCislh1AqlBTWP2CEjY0xOTWDOCo1mTNFlEHki2RmziHp6TiLEhspPWDQviTFgVCbrJvwSawaoqCVlOS4Y2NtXVgy5sGBaPUarHKsGVG6fyu8xzO5izFoYpXc0aklhN9PzMfmgRvSei4uLjnmcoVPFJxCYxxkjpSHM2AAAIABJREFUxlhl2dJbzINlGecYbbgfP8Pj8EoqQXf0zd4f9IG51kLoIXvMqbjBkAV1qu1I9SakqTGdipbHsV4dak3UI0oaHDotbnVJWOVYVrhugmz9On3aKt/+7CVTMrI0haYIVBTk7DJLYipQUuLxjPu2WM9b0q7kqNyUEFIqcmjwsaFy+2RhQKZHIoyikvbRRzRdv0+WzS5a5WilcWFJE+Z471ixf2iKLMS6mwhrn4+r+pz0nMzR6o+LHq0MRrVLtQ1EMUpblcSQ2WKrH3a5MFxbIeTw/ILHDFMvtjVBmyR9gLRX/mTa6tA6B+sz1NrSV9NVjdbDFuW+BMZrmUArXHe/LIZxuoU9HAbIKMgx/eLVnndCu5LDxWXXDgvRs6y2IUScWlHaG0QC3tes1N6VPei7sEKTUYeZLF1VBY2qqP0+Id5FK5vCKE1f8ek5VP0hKmZxzn7YZVNtUehS8oHwqKgxyjL62He451iurRB6yB51MiDDYRP063aGnURIRun13KACTUWTxJQsZw3JeK2AQRI/R4VQiaUhdALLYijI+ZScL7iaB6Cej8fBSo51X5vGxUo8L0oyfRSGoDTOX92JFqvLboQ+hIpAA9GJZ9DNyc2IEBsyO3jnYZQ9l48qrpLJObJkjlaGgoJFmDNnzkiNsCrD0+Ciw0WHvSDp6j0HXKt/kXYUvcLzMx4eMi8f1+Zar9pIorSjTobqAtMlTq+nTbeVpbbq41NVqU7hizoZsZc03eU9vjNCA9xmg0fsAJJ43RBoaLjLrQ/4bF1QVlPYewxuAXYINz6FcuNj36tLTRskmJshq2afJiyJKYvHU5PrLWKMaVQ9YM3VTTQfZDeZVU+IMaJ1RoyBoDwqGJbuJUbLNFg7NdZzvZF2mGUWplSxBhXTguwF4ziioUERWcYVGRm7foeb5lYvhi4Y1+Zfo8Gzz4IIPGGPXRaUZNRpmqv17RyX8xMILKi7VGkFLGhY0pAnM5wIGkdIo/cmVYMcnhUujePLXFjbgjvIFVIM1sYlh+R8xi1eMmVBTYnlLre6dtm1ZTWFF78CW0KxAa6S05/8pBdDb0EbJKhVnsIIAyE4Mr2FZ4kil0BBNMbklPbqCnKrh5TZTZbNHgHxAQ2ze/KBSClK24ugngMMhiY2zOMMS4bGgmqIMVDFmjrOyMkY601yVeBoDhmney4G1+ZfYkFFBOZUfMPLzgckW91PTn6WKlFIUklyhWQSTKXAxYBLFZ529H5FQyAyJCfSEFHUNGRpgWuO7fKJFKQwxwOG5Az7Nthh9h6LCGpD6trve4/h/u9+vPt1yWmDBOf1c3K7AUS0smgsdZxBVGR6gFIao3IKe7VFZ27GKVm6QgKtFSF4rMpRyhxavNpzvSlUySQ8R0cRypGATyuWZGF3Sa4LnHIYDJnK0JjOON1zMbg2QqghUKUqzh4rhmRdIKIndBvlj6sI+TTe3uYFuVQZit1/ByZouzZ5ptFYTNdyC0gpdZiWuq7f0lm9SBcCV8FyAqEBncFgE+wHaJe4hVSC1rEFVNP3f9tXHK2ylMy8cSiBOQsjaj9N4uB65AhJCrWh8Yu03iMjM7ksr0X3+8N6OtpsIKUUS+YQNHVs0ofhORtsopG1KyuW3NZ3uu5Bz8Xhygqh1g/UEJLkEbPyY/aSCDmYEmunw9YTpNcxKR6xzReKXSVHJdkj4ohkkg4pjLFtZbVepLaCJN+lAhXSmo6jFaELi6tg9gJMJiIkODk9/uT9iyE7lNtfX1vgKvl5z1vTeoXU2iSiUprS3pTVE9eEzAwIriE3IrrbNRuZHkiw4hUXgj3no1A5mckoY8lLv82CRfKcDiRKJa7IVYFVGUZZfJQx+56Lw5VM42v9QAHIMQSgJrCg4ilTCgxLXNoOLysyRBQdPyzfpkt72XAEHCxfzTBEZLLLJpGkURTYTlaJ98h2tSNphUkbrsZx88iG+wvNciIiyGSy1LL9/+Xk/d/2jU/BraBeQgjy3a3k5z1vTWYGaWmpT/u+ZInpdZuOaluFmR3gYyVGcj0G1LV8PnpOplAlAc8iLNEohowoyBnpEaWSD8O5yrBk+ChHkUL1gYkXiUty9D0f7X6utk1l00TYBHlTk71fobMut8GHr8vk0WiG5BRkKWpfkyVxo7plGpEynaddhKqg213WVos2GXTTYiDTZHe4RL3i0IA+Ur3SVn7+vik3xBitrLTDlO2N0u+QVgC07R+FprDX0xjchiRuld9LG+TjtX4+el6PVZaCkmnYYxmXKMCoXEIVydNy4IhVckQaqd4ofdG4kv8aDYH8iKgJBB6zxxbDtOk3dlUdmfJSJ1ZlWjHUtrvWc4NEFJXIgLEkUovnR3Utt6Pj+C0RuHmZ0qFdDS+/EeFjB7B5D7JCvEIfgnKjN0a/R0QM9Qf6lv756DkNFx0VKzJVUGLQWtPEJgkgj1UZd8zdU8VPiIGKFU1saGhoYoPY9VT6QG8pVEFOgcUe8vL1vB1XUghlaCocNQ6XKj/bzDpPUN65foSYRNF5WB+1D9iUI3SQHh2OrM14HQoOZQhdaFZTmD4VX04xBN/Ai6/gxudw+/sf+9719PT0fHDmYU4VV0BkEeeM4gCLBSKFLhm+pgIUY2TOjEmYsBt3mMZJ5z8F1v5fJUerSl8Ri+WGusUtfYuxGvettrfkigohy3MmZGRkaGo8v+Y5g9Swal9SLSf5g87CaWGMr6Mdyb80+UB7j2Vqa3gTqhnEIOPsrvkwU2M9PT09FwgXHbM4ISNnpDeIITIPSwoKlFKM9AYjfXixRh1rtsMLnoTH1EhKe4alpESrs7lVfPTsxG22/XMgMlabPFCfclPfxPRtt3NzJZ+xBseYkn1WTFJVqMInT5BMeOXYlPlzvlUar+N1YYwnUeO4xehQdepC046vay1iCMS03I+vvx5XwWwblrsQgPFNGN3phWNPzxWgiissOUopjDJsqC1WYYGPnrHeYEtvddWgJjY8CY94HB4RCRQUjNSbbR8zyjBATPsxRlZxya/Cv2GC4YF+wAP9GZm6JB+wLwBXUggtcVQ0jCjYpOQrnlHRpJaYLEGdUVGmDe9nqd68D2r85TJKGwuTZ/KdKKU0V4PJ0xj7NTq4nyVLaTWV1uFiD4oR5EOYbstztvXp9Xq+enquIB7PQA0kQyim7oAa0KimW6URYuBZeMq34WsCgQGDM1d+zoJSioKCQhWE6HkUHvE4POZz/T3u6we9MfsMXMlnqEnLU23KCHrEPjmWGkeOTanOYpluV2t8DBRwg0syiusqETz1FJwXEaAijG7Crc/eX5ZQ8NKGW02gnks7zjvxJ4X0XSmpVOVDyErIBpCP5L68D0PhWbKUXAUvv5YR/8EGoKCaQzmGeiXP38Yn7/6+9fT0vHdcdMzDnF3/UhKkVSnvNSoAig21gVWWVVzxa/9LJmGfgRpi1PvND9LKMGKEj55vwzc8CQ/5gf4Rt/Wd3lx9AldSCGVYfMoI2mdJjUtZQPIirHGdQXq1Fnz4IWinzaRd5y5HorSrYPtraGagMmj2wSgRRrqAbCRvAu/i4B4jLHZg7yE8/xXMnqdfKBFBHSq98aTtbcEfiB6l5HpMBoNbMLolImV8F8a3Xx3/Py9tllKMMN8RIRTT7W59dnAeAGNAmYP71lQi1D5E3EBPT887x0XHftinjisKVbCKS1ZxQcGAkRqjNAzViG3/gt+ErwDk5x9QiBhlGDPCxYZfhn/lTrzDD8yPyPt22bFcSSE0SHWeGscT9lIcoozJt1vgSfm5q7TU9F1UhdZH6tuwxfXrXd9SHwiMKKjSlvrXZRh9dFwF+4+k4lHP5YCeDWDzvoiBeiEVm+FNOe+bErxUUL75W1juyc+yIQxvv3lVJ3jxLy1ewtNfJOGkYPNTuP0D2Lj/ZsIoNIASwRYjNCsRONOnUGzKiH9IBvJmDtFL5pE2UC3kcX2ouIGenp53ShVX+NhgVYbWBhsty7CijhV5zLmhbvIsPOHr8FsGDM7VmgoxUMcGR41kz2Wyn+wNW2lWZYyjZTfusu/+kd8zv8+m3nqj67rKXEkhNKSgYUGOZZ8VNxkwoyIQsJ3giNg0K/a6HWPnoRU5QKr2BBRQkNEkw7YnMkhrV2s8X3ILg2FBxdZFzRKabYvXxWZQRfm+qmG+KyLClgdtqjc9uE+ewa/+H1jsSktrdOfd3HdtpF22/tyGAPOXUnF6U2GkM3leYhShZSzkOTTAztdw9ydynnwATSnnydJ0XfSQl+Ip6un5iNSryGQvSpGygM0birzs2yen4dP2yfZDrlaWoZbqS65yHsbveBweMmJ0LgETYmAVKzxuLXC3JkQxVr+pGFJKMWRIExt+7v+ZH8YfcU/f71tla1xJIZRh2GLI12zjCIwx3GTIHotua3xM+8DKbtnq231Cb/Dddwm/MtQ0vGDKmJIMQ0PDjBUbDIjAbUaYJIouLMtdETtoqB9K9UcBs2diAC5vyPl8I+2n8xAjPP0X+OqvpMo0vvuO7/wxaA3FWL7gGGGk4faXcP/3YevB8aJosAn730FTi9gCqT6Nb4sRejmR88wqGN0WUbTYlSrR7R/I9fZG6Z53yHlFTb2KbD+N2Fxe8i+fwaN/j3zyWeTOvesjiFqvzzLOAcVQDRnq0YlVHJNy6FyscWllBlFhouGxeshu3GH8Bq0whyOmZd0qiR4dJWbF4cjf0sKRqQwdNf8efs2CBd/XP3inpu3LzJUUQiBiaIcFY4pO5GxSssJR4w/tCXPJOv027TGfVnW0i1hBpsJa0dWu+vDIChCLYZOyC3LcZ9EtiB1SXJxWWQBCDfVM/D+zbWnv1CtplYVGfDFKiaA4zzb6Rz+FX/+/IhbMR2oVvSKMPOz8Fl78Su7T/T+QNR4bnyQ/EvLYxvdg+7ep5ZXBcBNQB/4fW4gwXE5gZGDj7tmfl56ec1CvIo+/jVRLeflqA7NJ5NPv8VpBM9kTERQD7L0Qu99wDDvPYfdFZGMrMty42lWiVVjx0m+zjEuylNo8Y44Ljs21sfejFKpkwZxpmJFjAYOnZjvuM2PKltp6o2pLu4ypPX5AG6UYDgUtvg1GGUZxxFP/GB8dX5of92KIKyyEGjzPmDBeS20uyKhwFF2GkCxBzVJVKEuXe53H5zRWNJ0Qshh8Ejbti1g20wfm1HzJJ4TuMhFDTo7BE9lnwRbDiyGGxjfh+W+kJdbu9GoewuZdKG/C+A6sdqUNlA3Pvo1+9zv4zX+XNpi5QC9DbWCwVuV68jN49D9FKD34I7jzpfx+fEeM0lpL2yt4mWYbbBy0CG3RT4b1vHdePo/MduVlVy1gVUFsQOvI9350/AG5qaAYwO62iKDMQlXB/jbcug91DWWA7aeRO/dfL6guKy46dsMOTWpnKaWoqSgoaKKTfCB1fLSJVZZClYyUp0n7K5vo2Fd7jBi9ccup3VvZfnCGNl36YKPlu0ApxYgRz8MzFPDDXgxdXSG0y+IVda3RWCwhLVltBY9Li1h9qgq16dOrZGQ+TQyFbntZG4AOFe1U0MGLWHaaSVn1FiM0kKdbhMiUCr92Pbe5AMtER3cgf5RMwZW80xZjGZuPXra/21J+l48OKjsnTZD5Bn75f4uwukgi6CgmE7M2iBH8m/8BX/+tiKAHfyRVntlzyQkKXibEFh5uff+j3u2e68XuthQm53vpJTuAlYavfwX3P4+diFlvn+1up+Lnc3m/ygpJdxiMoSyhWkGWybvZZC9y5/7VEkKyEkMK2VoZlFKECHV0ZErhT7MrKNgyUvlZxAXf+W8YxjcXQQAWm45LDp0KQC7KcI9HU1Njse9EtCilGDPmeXiOQvMD8+W1FkMX+Cj0djxjcqyKzlJ7qlXdnkBNg8OzxQCbLtNKl5OM1O2U2JIGBQzJWNF0111iU3vMduP6kcCYkh/yCRbNI3ZwRCoahhQUKeNohwWbF6EqZAtpfa0m4n8J27BxR7wzMUqrbOMTETct2p48QfbiK8nXOa+n6GNiC/mKUe77V38lfYWNT8COYLgF+R1pf8235flS6nytwp6eNyHCcppirdI7embAGzoRM9sPfPOVvGSNhdkUJrtQLcXnXy9htYSihOVCqkUg11ctP95De194PBZLQ0MkdGu3HTU5RRe18jpMqu4T4bf+15ho0Eq/Vd1GK01JQR3lfoQox5E8bbKPRGpq8pifKlpCDMlz1NoyXhVQbWXoaXiCUoof6C+vrYH6SkrASOQxewyOMUBnGGocnpiShiIaqdYsqLvqTkVDRcOSRl7wR2jwTFiySDIqpE7ukIKSjByDxXKbMRZFg0cDJTk3GWDR7LNApV1oCs2KmhUN0/T9KXudCftcuAqmL2D/sXx/m7F2kApIuQE2lwP+airXSwSjpUW07vE5bYLs8T9L9egyopRMopVbyez9S/juH+Dpv8L8hXzMXk5ECNkCCNIqfNt/g56e13DjDsxnSNh7lA5tVcHNT6RQW68i33wlXd/RBsyn4GsoUt7oZA+mE/BBvia7ME5Djc5JteiqYTBkKscqi48NPjhckI3xWWp9nUShSgKeh/4bVnFJpnIiIS1bfXO00pS6YKhGmLZSlY4uOhkvHO7E6wgxUFOnzoKskWqnz46ilGKsxjwJj3kUHr7Vfb/MXEkhNKNilUIUjyMQWVKnTCHIychT1abCUeGSq0dqSqsjYkh8PitIXiCVhE67t6wgoyBjkL5vMuQWYzYZ4gl8xg0WVJhkmHbJvO2BF0wJODYpaQjJRH0OMdSmHhPe3YG4Nf42K7ke52FwU8zDrpKDfpaqJb6Rr9eNh/tGTNXZJUnUPo7gJetIGxGIg015jn/z3+Cn/2fKXFrKpNh8R4Tj5PG7Fac9PYk79xQ3bkHdyAyDDyJkNm/Kn+VkT5wmZQo/jkEsfYuZvIS/+CHcuQdEePodTHdhug+LWcTVYpi+ahSqRCkJPiwZ4aLD0bClb51olAZpV1VxxTRMeRqekMU8HUdOr9ScBRcd8zinihUhygfzJsoxqB2+OfHyOJTMnqHgVAHVVoa+DV8zjddzb+SVbI29ZH7sz9usH4NeM0LLi8qg8a+kPUdybCd02hZZK3psciDlWFY0SbCYpN+PX+Qagbts0hC63WdblCxoWFEBik2GqZzJ+XOG2tTjtkJzFs/OWbCFmKE3c3n3rBciamwposiUcnDX2clG6dWELhX6suIqZLFQBtqJACzGqW02h6//Rh7fp3+SBGQFy5fw+Z9J3MBZDeU9PWcgLxVf/mHsWl/lCAbDFJF1Q/HyWaQcSMurWkkFSFv5fusOlAOJuNJaWmLLJcz2pCX2Oz++ekZpEMPziDEVK7QZsMGYQpWnhh+KSJmhouZ5fEamRPycx7uz3rZqVzYqRZIrmlVcopKfNBJxOCwWHz1GnWyclkBGOY5oNEaZThLFYzobLVpp8pjxK/dv/Kn9D9duP9mVfLSP2CM/phrUpIyGosvukeJhk6pHJZYJK2ocGsUg5TYo6MbcAyEt7fB4AnmSQwWWFQ6IKDjWZN3gKbHcYMCEJRWOBRUTlsxTg+0mAxSKgGfE4Pw5Q+3o9jqneXbOSl7AykklaLAllRHXyDvvWUVWs+SEv+PLQfQigmKQkZtmKc9JCCIWo5fT3/2DGDJGd8VYvf9M1pHYlAfS7xvreUeMtzQ//qPjs4SyImJX8PSZdHW3bsKzx7CYyJ/uw9/C9lO4dRcGI6kWlQPYuCm+ofEVDSK2yr52Mux1VHGFxjBjyixOGTJMESxny/lx0bGMYrpSUTyqWinymBMVLMICR5NGdhD/UtQy2qMkxDE75nbaROoaqSJZDFFFmtiQqYyzTJ7lqmAe53zj/50fmh9fK7/QlRNCDZ6XzNjg1R5vOyWm0IzImVN1ZUaDZkmDRXcrOZoklopUP2orSiqN1td4VjQUWCJQYNhk8NopsyU1v8u9dHnLY/aok5gaAi+YMUUzpmAjLQpxaQT/zOhMKg7n8eyclWwk1aCmSlvnU36OObmffgilOaWye7EJXoIUfS3Pqy1kfL5eigAa3JDxG6L8f/CSNj15Aje/gHITbnz67sRpT08iL9Wh6a56FXnybeD5IxE7ow3Io3S2h2PxFqkIIUo1aLonf55ZJvFhy4X8vOcAj0dFzXfhG3KyTiycVG1pkeToZVf5aaiTmTnD4zGYtINAjlMohUq+HkeDjZbYGrzj4SqSw+FxcuxSmibWZGTSEosNRtljBdRRhgx5Gp9yI9zitnlHCf+XgCsnhNqx+XX120531UnEFFgshg3K5AeKaRO9TgnQUoFRwIKGGp/CGGNXUarSJnuHZ4WjwDCifK0IasOyHiAfrxpcCnqUvm1Jzu9wi0XaMWPRaaTfMz7P+o3WrwJysG03tL+LCa02LbncOHzd51kXoSQq4FISvLS+bKoGKSXxATptoR/ckGqPNrKCRCPP0/iOVIv2HsL0OfzgLyWPyJ5DQPb0nIM2ZHG2KyPxm1uwWIjwufcF3LgNdz+VMMUQ5Mu7VOAdwmxXqko3bn/sR3KxMBhexBdUccVQycDHeu7PSdSxoYlp16TS6XIaHz1KgY8cHD9U61I1Ir7Q4mtCUVMDkMdc/Kpx3k2xyV4yQ0betdLg7P4lpRSDWPLr8CvGenyqafwkWi9VK/LO0nr8WFw5vX90bL6t4kjFJktGaZkXI1V2Nhkkt7/CoCmwhLSZvp0sq/EsUgVJp/O0oYsFls1UwXkdNZ4RRVepalJa6LpwkspQQSRQpymzcwcrtsZmkpEZ/e68KO/iuvPhpdVB4oEyUgnLByJ6bCHtsdHtg5ZXNpQqUVstMjkQRCgVY/j278VUvf9QxGRPzztmsidJ08UI8gzGN8QPNLpxMAWWFXD7vpirrZEYrLKUEXofpCJ0FY3Sb0NGzuP4HZY8DcfEM02LhRiSKAg0iCASn1BI4/s6XY/p8ubEPxTwOEpVYpSIIp3+a9IWy/ZjtgLqWBNj6PxBmcq7jfN1rKliRR2PnyBrsSoDIr/2X514vpNovVRS3ZLj6TzOxJQeHfMwYxL2mQf52cfmYsqzt+AZE8q1h9V0LxzZOF+SUafJsAFZ5+UxHKR6tm57hSLHdoZpv5b3I2JIE9IL8LTQxRUNv8c9Jmkgf8qSCStKMmy6nn1WjMi5yejtlrC+z0Tjt73uYiyCwbuLHaZ4lODTnjUlVS2by+RbNkitxzWx2qZTL/ekYqaNjNv7Ri7XrvP497+WKIEv/6uEMF7hnnwdA5PYdGtkNlVGfo0D3N43TSUv2Txp89FGClGs0mSZh1/+HcwmUg26+wDu3IemgcUSUHDv06tplH4bViyJEXJlk4BRZGeotjRRPlKbVOEBulygjCy1xQJRQclAJsSUAgw6miROOLQKqvX/aAyRQKZymljjokuVFzFIGyw1NbLzQCpRy7gkhkhUAY2hUEVXrQkxoKPhRXzOJps8MJ9hlT1Xhaf1Uhkl74utsFuEefI6GQyWJtZMw4RCleQq/2hVo0t0JDqdBs+cik0ORrNbX1CLQVOS4ZP3p6VticlEmKZKSttiOpVeYFjhKMlpE6SPTodJwGKFI2DRDCg6oTMiJwD52o6zGtDdpwuPIzDkCk8SKQWbD2Dyv9h70yfZsuu677fPnXKq8dV7PXejGw0IAAmCJEBRNElbtINyaAjZYSvsCCn82f+ZZDtsBWXRkkWJoEQ5TIsUQYDCDBDdALrfPFRlZmXmHc7Z/rDPzcwa31Tzq9VRXa+mrJtVWXnX3XsNdyG5AMnZz4J2JSYukhU1gXTWXRCj/UjjlKgpo3g6MX3QMmHKe+a++/Y/h4134YPfsjXaFUFLfibaMNSGDcnoSkKD8lBLtiiuydApISvsodZ4q8/Ic1hZM+JTzuAbfwzbj8xiPxmZbf61t+GX/zNYu2Fi6eISJ1ycFu6He0+96D0MNTUZKV48qabzOBYFOtIFgUQzHAERZ2Ln+bRJ4r8Vr54mSjzalVwiCU2c3KRkUcwhsWUz22OnB/AamOksuqdtAzHRCT16uJhgDZBowsfhJySasubWaKSZExhbyY3pMzhAklAYhhGpJLGOpCCRFFXlkX9ELvn8/nsacgpzxkm25zbPEleKCI2YRW38MvER2sqKFu1mpoy0p11x9chjKaulQ+ekUSjdpk27aHlfEKxld1iNZ8Q0KvutN2zEdF6w2qdDGj83xbHFgAlVLGtV1ujRIT//NOnTxtYH8ORjuAgVIs+CdiWWdRYOMRHLVUrzo8MhXWJk5zjkPSNUo/vwjf8F3vwyvPu1yxs4GVFp4HaYUqrnSShpFJ5IxbrL6ElKB8eQmi25wqT/HLG6LoyHphHSXhRFe5v6/OWfWIbQ+pYNZnsrRpx2HsHPfwxvvm9Dzqu6FpuFGaMwpKYiI2fFrdJxT9fCNFpzX40IBQ2xpClQUdKh+5STt+LEdhNerIzbqb3ddZFxyrK1fjFtQmCmpVVv4GJJuJ3FvDaIODpiU6QggZyCrnTnUypV0yKBXbhPdJcQew4yFCc2rSm1NIeZEolJyowpYx1R+hk9GVAxm9v5e9KndDOgw66OcSSgwljHVDojoYuKMtFdCu0w0SleG2rAiTANU3IpqKVEgEQG8TiO7nk7LVwpIjRkeiBsKiNhZj/6+RSniaNJF5u/lnvFeuT0yMnJKGN1hlWzttlA+Z5J0jKmlFifWUt2hAYYM+Nz3DowmRKEAR02sZNeQ7h6oq3DsPkeaEx2uwwTAfUmehaMtPjK9gmoERb3ksRVJMYRBLjzHUup/uxvw+tfvBw/nyW0U6BP/YSR1my6ggBMaAgKRRA6ScKO1vRRtq7y9PMckXeEN9+FRx3lyUNAYfM1eHIffvI92HrDNEEhGEEarNpa7CffhVtvw1d/+2q2zs/CjIfhARkpGQWBhofhAVvcfCoZ2tEdajX3Vsks6nBMTzPVKX36R67IUnJqKtq+S0UJEg44uZy4Q234iTo7O4jOv6YlYx349qUzAAAgAElEQVSsgkOiCGS/MLqdHikagxk9Es9GNTWZmrss0KCkUZwtNpnSnIc8YEM3meoufbdKSk7Asx2esMo6OOZrsFEY0qilWg/DDmuygcPxyD9CxBKuvXq6znrZrN8zm+uEHA7/lOTs08CVIkIPGJPum6a4uApbbpVvLfRuPumxz1wOTezE8Z+PAecC86yho2BWd/v+AavwaPDUBG7Qw6PzLrMeOY+ZzNvpPfr8DrHLirwPm+/aeqzzHI6z80Brl9dJDKqM2iA1sf1Lk6BlOBfXaRX88A+tk+1zv2Mk6RKg0sBDLUkRptqQ4RjRMNWGVKxaeETDTenSaKB8QSHmNZ4NeUd4413hjXftbVXlj35P6a8aCYKFPb5por3+ffj2f4DPfdmmR1cNozAkIyV1RiYcOQR7/9OI0P1wzxxeiE0/RMzWjpGh47KEcskIGtA4zTH1T0oui4vqY/vBxJxfezYbYhMhJ+5YvVIaNUI+Frg6EgKeTApAlgTYdmYMUcsEkEnGRHcZssMqK6QxhsXhUO+Zhl0KZ4VSPgqkU3JyKRBgplMSTZiyywabTJmwzYhtP4yLu4xU0kgo2fO9zxKX63LzGCjKI3YpDiEqJmy2aU9BdqjZcTk0sf2aHnnsDUvn06Lj9sMpLg5LNWqMYIbnNQZ4oIxrMI3Luj4ZPYoXd4hdZrzxZbOeX2Qs2+WR+PbURM/Bn14qdJrD4BaM7sGf/2O48+1IvC4uxqHhW/UTftSM+LmfMNNAKkIaTQamb1BUlUZD1EZcmaefS4FH9+DBHSM8y3DOVmQAWW6GyD/8p4pvLqu982jYVGbvOcKRUkddzFHw6nkUHlKQA4pIK8Jw+GiJP676womjIwWZ5GSSkUlOR4o5aXlaP9hh1RqKkkgSRcZFLGc9+DfVTpnazUZGHtdYVk7ntbFqKCnm7jcrlFVUA4kmjLBGgKAeVSWot6MSN7ful1qSkpmMUpTcFfTdAE+gx4AZUzyBTpSITJlQMiNRR0aGV0/Av5Rl/0VxZZ6J2o6w5BnuUrsOW4bG9y9jP4Gy71MzoaI8pIy1S2EPiNhh5uNM6Qu8Ed1htjRric8NVthiwBaDV4sEgU2EeptGNC4q2sBDb8J5mtrEE019Miux4yBizrN8AD/8OvzlPzMX2gXEODT8OIwoCaxG98uIhmGoqYNngmeqnm2qaDyAVTGt0DXODt/7hpJl9vCdTmB3aK/raq+Bc2UNth/Cxz+8ekQoIyfsW70EmqeGDY51RMCTR02balyNq86nGE/LEnLi9pAWWFjapzq11h4O7wezdVqYX0Z79VRaxtfH2+GXv3cmOV3XiRlIi2lQT3qkYhOornRpjfsA3ag/ao8qYJOlXAo60pkX0NZaU1DQaIPXmpwMVaWiJJeCRmtycnOckdOlw4DVuR7JIfTl7IXScIWI0AibLjxLsFUWGWyY6/LbQMWjT2zLeUTLuqJlMpSRsEIX64cJ1DS8yyY3GMxJ1hq9V5P47Ic4+MxvXGwi5CsTRKNxJRatOElyOAlqKhg/spXf+JG9/bJop0Pj+/Af/7HZ7cNzVK6cAW6HKQWOvksITui4lE3JGdJwX0sqAhNqCzGVhA4JToRVOYG0832oNPAwlNwJUx6GkuqCT9LOCiEoP/62BSROxov0Ct/Y2+m+c09/Ff7jv4XgrxYZWnGrlr4TKkIINKGipmHFHb+iH+vYzi0iFGLP8UFt1pmSgfBMWUIt8SmDkZ82ZHGmJROdMNPZoQWr7VRHsHVYQ222e7FWg1m8zeNygpbJVCIJHdel53qsuNU95CMVE0LnUkTNjqegwz1uIwG69MlICRLmX9uXgd2+BPrSoyv9qDlRVmSNxDly6ZBKFis/HDldcklZSzbYSDbpu/MhQXCFiNA202f+3FY31K7DjuoGW8ZyHlGbOFTjY2fYghBlJKzRZY0uOTmf4zWI32e5KqPGs8OEh4yfv2H+qmDzPZsKlePzPpLD4b1NZpyzP2oX3WL+kN9VU8HkERBisGKwt0+CDLXToc4q/PjfwV/+njXbXxBMaYwISYYn0GigF9fEDuEN6fKeDLgpOSM8O8HcYidtnW81SgGdZ3w91GsyBDB8bJMgxeo1WhKUpPZ2s0+f2hvYVOinP7paRKjjOmy5mzgSakocCVvu6ULpXR3F9VKIU5NeTHG2ScvTkpv3r76MEM2wMhNB8VavEclVrTUh6pFatN/LghILErHLawtrnDLRCY028++1nwwtkynTFB1MnG7JmtV4GA1LJZunaA91yDiMKUNJQWFHHXOLNpJNuq5H1/UZuBW60qdwHTaSDYD5FKnn+qwmAzaTDXquTyFPr/44bVyZ2fRjxs81YWkDEZ8Vy3lEi/WXxL3rwnXWWud3mDIgZ43OgaoM60MbUS4Vv06puMHKqzUlcomJgb/5f5iN/KJpRpIEmtg90OqCwOJ692M2MmdZu2NoX89GMDihnoIkg/5N2H0If/5P4IPfhDd+8XRXdM+ALiklgY6krFOwHUrua8WIms8xYCvpksXfbR08DXoq+UFDrUmR+ffKMGfiUK9t+o/vmyTEN6YDyvade5r64Nf0Vmwq9N7nFeeujoOs4zrPZJeHRU3EY30MYJOQGHyYkdN9xtb5A1k++ChaVsDH/J865g3lcatQ0+Pgc01bzQHxXBT7y1rbT00FQWikJmeh+1kWYmdkB467JVBt8KIRt0CCw4mbT2u6UtB3KxYjsC9PqM8g5glZ71k3rro22OSRPmCmM1LNyCVHRUkkOxdN0H5csDPPi2NEeaokYllXVLNg6sn8YePmUx0XxW4fcIM6WuKXV2FDJuxSx0ArU03sUjNkcmrHf2Gx9ia8+YsweXzeR3IQkoDWNn2pJjaZSTI7m+xfT4X6ICFxib3/RI9p33To2/9nLHk9P7zpupQEZqFBg7nBepLyLj0ScTzRinou+jw91ASCKo9Dxb0w43GoCKrUXE+Ebn+spJGnh30/jhAOD3nvDYxAffrR2RzjRUNbE9Gojx1hyTxD5zhx8mE4qo9Ml8wzgpGVSivbxh9BspZXZiYwNi+ap6HWmlob80gr1FoxDCPGYUzQtsqDQydGy2StrZJ1WBcaQK4FD/U+qrZaE7EwR0cSp1u2Vuu7Aatubc+qq+M6vJa+wc3kFoUrEBF6MmDNrV2I/rErQYQUZRKJxYvAVlwTHjNmeMSaallX1D50bT9sJ79l11mNp0vGh7x2qB5oSBklY/aQS7CgxiGvaBv5Z/6GObDqC+QiC97yg5ra7PJ5b+HcyjoHm+Nddgg58jblqiZQjuz1Sel7ksy0Q8O78Bf/q70+JwxcyoduhQTHfZ2R4/hsMuD1pIcXQJVxqGk0MCOwflqjcDW90pNQMgwVT0LJ7TC9vN12J4hPPrLy1aJjD8GWDLU5QsUhF+UikHfge3/+av4A25qIijIuruo5KXpeLJOXVkZRUsZVlp830XfokkkWayiOyiRaaH0a9bGPIJDEFnvbP/iYx9Muwvw8qHG/ELvFfrLWfn+Nx5tIQqU1FXvvf6sjehpSSVlN1ng9fYPX0zdZSy4GCYIrQoSqaNB1L3C92aZBB1qyA6NYy7qMZV2RPZyNBDV4plTMqOczowkVn+e1I4nZQSNkuyB7NZ9wyLrw4e/AbMfm9+eJ4G2dtfOpTYLqqRG0OmrQ2tJV3feH31kxR5lvFjuINpEatbUZauLwkyJDIqaxUqzE9c63z+3nN3Apn09X+DBd5XPpCn2XsulyViTFKUy0IaiyKhlb7nTWVLUGdtTS4vOoUdrRej6NelUxmyjDJ5AXC02QiHF8kYVm6DCsrMPHP4TJ+NV7bvJ4mtBw39+zrjD1oIGS8rnLSFvy4iORSnDRRWzlqW0nWLZEDI76iS9rfQINCSkpKSKLM0hDTSopMp8omba1ne60xGxZwN2SshaJJHPS1hbMCjBhr6bzvLJ/ThJXggjNYgL0i2A5DdpCrEwSPT1kOtPa6VfN90IVw86rSIYm1PFYhHfYOPJ7DujSmDRu7jBraBjwCpf7bH0AW5+F6TmKgIOHcgj1xC6VfWPCaNUogBZ7v4aD/WIuMUJXTWE2tK8pBjY9moeiuVgAdcKTv6Jv67Ifft1eTkKg/YLIcDTx6TgXxy3XYdXlbLqCG67gDdc9tX6xMQ23pCCXhFrswqijwk/D7ivtIBvvgJNFp29LhlbWjydBsAhc/PgHrx4RQuFxeEyjtjJCoKbBqRyYpjwNLXnxUReaSEpf+lYySkbOoiXeyr7zYzuYF3b4AhdJTaM1GvcSRrKS+e21JeILYqN2XbYk4E5I5snPGr8yJSUhm4urB7LCNts0oUFVzzX75yRxZYjQi6IhHMgPShCaJV2BiaMX+UGwGBuWeATokpPgeMSY99ggP0aHvkaXbiy7q+K4skvB2qtMhETgw//CbOrnpXlpSiM+7fQmSWw30E56hMPDFNvgxSSDlZswuGkhjPXM1mHVdDEFEndwmnQSSDL7vve+B3/5T2G6c/Lf4xmwKhkNSq0hdhzBisv4MFlhyz27UyyoEl5gupWLY93lrElOEDthZMgr7SDbHb/cdrA3gO9948QO59LA5A+eMl4sQ6txO2ym/3S0guNcOmSSRfdXNm9+N91RYfZy2duZeRiCWk5dMv/P2VSJjCTWeKiay82Jm1vy7fI7tpWp2fFrLQkE0lix0RKfQgo6rphrogqxrLwm9iacZ/bPSeJyH33ELKrhXwRtGnS69KCztxeq/BmWHLo3P0hJcBRYX0odo9MV5Q2Oz6TISGLhqhnvMxy9WO/6SqMYwC/8XfjW/24TmOTkc2aOhUYXnyRGhnxtl8RJHomMsyyh/WGK7QqsPcmHBiZDCCVkvUjuKvscjbef+cXXtu30afFyDjBxRoam21bg+sW/bcGVZ4hcHFsUDLWmjI/tLcmfSoBUlTs647thyAMtGVHjEF6Tgjelx5bkvC4div2TuCWsS84jLemoMA41oHiBDSnMSfaKOsjGO3pAIP086PYtlXrnsbK2eXXcY0+DiE1A7uqd+UQllexI4fMz3SZy4OuTGEIa4vvbdLunhTw2NNYuLw1pnPsEAkEDmZgLzZFE27+50Fy87M/IKaP2qbX7tN83iWLww38mVhbr8Wy6E3LDXgBcCSK0G8MU97fJH5cL1KJLwYgpDTYJ8lGG1o/TmeX8IFj0kjXUMT1I48NI2KXiDVYjlz4eljf0CvSKPS9WX4fP/Zfwg39jJ/WztNRLAtFyTZIuGuZ9CWnH1lxF7yBZiXHzNFMTXpSj2EvWsduqJsx1QmnHpkWlRdaTZPZ+DTZVOonE6u66aZr+0+/BZ34D3v3q4ufYlDAdQr0LVbkgdt3VE6sMycU9F9moNPBv/X3+SnfJcXRxbJITgCdac0cfo9ja7VfcOl9wq3QPIURbrqAOgZl6JmrZRr2oVQIrQS5fQQfZ8DFkL3FN0a5ofvYj5cu//uoQoQQLHUw1QdWaAdrV0tPCE49C2/vVSpYVBYEO3bkV56jOsP1QrDk+i9qfduKTSUbXdSm0mFvmrTKqfyAzqK3JgEjSYlL2cRAV7oY7FFLESVQaWzVtOlVI59JNiC7X0S6hxs8nKncZxsLU7ECb/NPIUJsGPY00KsXRpzufziznB7WwCPRk3pIrCHVcsb3HJvVLrOquAbz2RcvK+fRblptz3LL8JJEWRnqaykiRn9lKLO+bawy1aU/we8mKYsTCpYupko9us6wDk53YYJ9ZkZNLbELUfk+I+iGMqOQnQJCzrpGsj/8Exg/gC79rZGv8wI5vtmsP5DLa/sdlXOmd7bQkqPKv/T1+rhNukiOyfKUMfVL68Wmq1sCfhsf8eXjCl90av+jW6C894ebieMN1GerigmjdLaZRDXtDTV8VDJ/EuryXQH8Ffvgt+PKvn8wxXQYU0qFhTEJGHU/0YJUTz2qb3w8njlzzuYPrWUnPYWiJlIs5P7AQNM+/F/m8zLWmRnRR5tq6vVT3pVgf8zdixbHKWEfzJOuZTtlwm3Rc90Cu0GXBpXxWaFOZA0Tb+Wy+lhIO5vo8DRkJq/TYZMAqPRJkrglqoiB6Ge3VaSf2jzVRQ/QBN2Oj7uV5AFxIiMD7vwmbn4lpzWcEl0CxaussARCbAOVdmxDlfVtz7Rc7L6yECyG1xqhN52KCXbFvmqQcUG6ctH7IpWaxf/QT+M7vw+ihkaO6tDNj3l1omZLMJkVnjO+GIT8Nu2ztI0GHIYuTphVSvhm2+SfNz/i+H+7REuXi2HIFHyYrrLjo8lTTLDXoqdR6XHSMdl6eCHV68Og+THdfHdF0Wx2RxLycQgr60n/pE/z+zrEXJVX7+8da7c/ytGo50RqFSmvGOmYWWpNQOl+ptY33yTHr54YGp1aY2n7nlISRDk2vtC9X6LLgUhKhCWW06ykjZkypCCjVkpJf0ejkOrwg9Sjs7xRLSZjF64H9vWQFKQMKUqyp/m3W6VPQ5dV7sj1xuAS+8Legv3W2TjKXmBV+cMsSoQc3Lbww6y50QIeRlcJKDFE1UpHmsd2ZecszyfLOf5EEO8dhbrSXhYj9DHfuwA/+1SIlW4PFA4wewIOfwM5dGN87eUfbMfCq/EXYZl2yp5KgZaSREPVJ+Xq4z7/0dxjrXhdPu55zcR3mkFOp9bgM2B2+PBFqfz33Pnn547ksaFOlW+1OO0m5KHiWyow2JNEqocxdnZDgl1StiaTkUpBI+tTONEUtq0gDIx0y1cncnVaqPXc8a67QRcLF+a0+B+pIR4bMqPHU0X01im/7SGYsrPDwgtTDEAiMmVFadBYhst0OWRyM7u0la9dnNcov8RYrdBGgx6slxjw1pIWJp9OOWdLPGpIsQhRb+NrqupcDEiWJ6XNd6G3YOiwtjDT5WO1dDBZnEw3mSEvSxe1rOOhGO7H7IdC/YU6y7/5L+1k+jORn+w7QWIaTj6uzMyJDn+qUXZpjBdDHIRfHLQru6Iz/rfk5P/O7Bz6+FS37z+NYu2qoSnu4vSzS1HRCrwLaVOkQV09HpTGfN542XWq3JD72lokscqOtq8wdS6QOQKGMEyYfp0i7uouozMnPZcwVupTPDBmOESVtonS7DhOEXcq5xb2IY79nWZW1k6DWMWYPfFuLteFXPXKKJd1R+weySsE6ffZXaVzjBFAM4Mt/3/49G53t906LmDAdn/x8bYLmNNsbkOjSxee5ZEGCij4UcbrUXcdyiGLaa7FqH1t+30kIpY9DfwtGd+Hbv28EaHTfCNB0ZIQtTc90RfYz3d3j1nwRiAgbkpPj+L/CXf6Df/RCtvuriuB1HnD+suivwsc/sCb7q4xGG574x4z8mG3/hJnOLGhQee78oPPGPDgxkhZYdJUZMeK51nTKgjRUWllnGJYn5NRd2lyhS0mEehRUNEyo5yHgGQk5aVyReTpkKOYkm1JR0RzbOdS6w1oS1BKrJgZU7RdM23e1Bvqv8h63WLkmQaeF3iZ85b+zycZsGHN7TqG2Yj9cYuSkJStNHXVCcc/QBiSGZu/nudQmMN11Ez67JN5Wz8jPce87LQQPzczWfOrhwQ9Mf1UMTMNURcebS0++H+0IbGtNfkJPQV1JuEHON8IT/p1/QHPBrtzPC2169Ekgy2E2hZ0zlO2dNdpJ0CRMGIcddsOIUmc01uQ1T2a+LGh1RG32kUaxs8NRhhnTMJm3yT9t2mWia7PgBzwTHeFIWJN1VJRU0kubK3TpiFDrFgMYMqWKU56CjCJObXISNGqGjNQ462WJaQ2HoV17ZfFrW/W9fUXYQ3DagMWHjNmgx/qrHIR4VujfgF/+7418jO5GYlJBOYbdR6eXprxMVrJDso1azdBZkpoXwTzrKDEylHdMI4TapEhS+5zQmLvtDDDS5qUnQstIRLhJwQ90xB/4e69keOJ+eH/ypss7P7+6E6FSZ6gqM52Yo8t1EJx1gSlPlVdcNLQ6oiwGJYLi1LGru0yYRHKkVFjNxmFkKGhgGqZsh22maiLpDh0qalJJSF3GzeQWG8nmnqLVy4RLRYSW3WKb9OmTzSVfJQ1lDGHLyeYkaBFgBTnpkeuxVktkNRrpnAQlyB4bvhW0ThkyJaB8lpsMD+kmu8YpoLtuGUMuh+3bi2mQBgsRPK3JUIvDNEPHCZzPanL1LNB2PxKt/Rrzkn7+DSOWIosQye7xgaAncjiqjGlO3M4uImyR83Od8Pv+NhO9XKuMk0bT9m6eEDo9+Oi7J3d7Fw0e6wKzdOcEKyk1IjRjaqufZyDYyx1elZ6vtsiJo3AFAxmQkjFjhqIU5DhJ8WL6IR+rnpbRaMM4jBnpKKZYpzFV2mpcRRM6rqDn+ud0704Gl4oITSjR+HqXkpyM3Zj/kwApCRVNDBi3bvcQRWD2Mc82E7aZMKXcw+6X2+Ut2yGNrrDOnAQFArvMLDaGwOe4GWkY8ynVNU4ZIpYzVPQswFBjJ5j60xf57tcMtQJnlx4kPE1lk6pyZPuJ0Jxs4erzQpJFPYiIudrSwv79yTcXa8AzyhKq49TVnUJGlIg5xB5pxT9rbrPzAm3hVwW+5kSJUK8Pd34GvrmaU6Ek5sNlUlBIPicwbcaOx7OruzTHEOyggZmW1FpRa02tFbMjpi1nCScOESEXi3hxkkQBiIsrP53fT2jvx5Qwj39Mol3eYilqKgLNpVyF7celIkJTanYjGUpjU/wKHbJ5vqVl+7SrrJyULjkpydLEyFKiZzSMmTGJFvsaTxYnQfvdYS3qqBeq8Gwx4HXWSHCUMWX6GmeAurT11Gf/c+isQzXGgg7D6XR4LWO/ZggxR1szs2NAjAgN78LO7egOy+1jLUk7Q3v6HqSF5QW5BDprzKtEVm6acPv+92Bl68wCFduVmJ6isHlTcqZ4/nlzm9ErSoaaBuQEf8QuDkV3Hp/cbV4ktCJfu4w2TU2HbvRWGYkQxAjCEcSm0jqG7Uo8fwiehuoCPAZboXT7b2hj0GLK9BJrXp4OtdUc7YbF8oZSVtzqpSdBcMmIUB0fXAmtBVAj2cnISWOytHWHLU94zFJv479i3jMvTKNNvl2L1XGa1CMnI4l6pEUOkY8PHQU+x625I63Cv5KJteeCPDqyCPDeXzch9SzWVZx0Bs9h2K8FCs2iQ6yeRkGG2kSonVQ5F630zemTteOOO82j1d9BdwP6G5aP1OnbVOv7f2Bk6SwOR4Quybyp/rSwJhklnn/R3GV6yYSuJwHfvFzh6mFQhccPTvhGLwhSSVl3m4i4WFwayMjiuaOwlZA21FpTaX3oCqyhssttcVaeGlOcG05Jx/gcsLlOgkhiwmkNsbyVuTu6xbK7zM27yFg6E0J+RXr7LtXZOyMDQkz4sV9TwNOnmLfFtw4vN58OWbDijCayWYNfagRrWa7pf2ZMKZnErITlHCJiXtH7bJLOBdn+OjvoLJH1Yf0NqCrYfQw3PjAh9Wx4MiWtz6vrabU3voousvgnlSSLtnqwj4X6bMjaUUjahOt+fBkYmcsH9jOcPIbv/6s47Tp99EjjjPV0sS45Q2r+b3/31RNQn8KPN83g7s+u5moMoOM6c/HverLJgAEZOSpthrOdOcY6ZhSGNumJ2amWNXTUz+b8e9pSLDTR5NMZAeso60qHQoo99vmWNDlxc6eZxvFCW+Z6FaZBcMm6xrqkJEi0wnv6pOxGQfMOJWCN8L09rb0al2duPvUh2uzbMaARpTra54UKiytP5os0AMeIGTfo8z5bVDSRXMFrrF3b5s8K3VWoRjbFyAqzxbzxSyb4Hd01jcuLEqLgYy5QLF+tJpazkw+OdoK1AuqmNlKkaoGLSZwS+cb+yuartHMkzGkR7x/R7RaMwLk0FsXmcO/79oz+md+A3tqpHm9fEnbPSMy8QcZ9nfGH/h6/m7xG+oqEK57G3ez24dOPT/52LxJSSUllQCEd69cKiqoNfEPUhbZnCdPL1HFy5KJLOeB0b45P/pQ2+bPAvOtMGjLJjMwckZidklJJRaY2EavjObIvfQopmDI9h3twOrhURKhHQc2EHkXsA2uYULFKl0fsHvj8NhuoQOYrMpB5anQrpraCRqvsaFDSyH4bPMncLdbgEP4670P8+AqOXlzIXeOMkBb2kvUhx07inRV444uWlvzpX5hupxg8/223FvP5msstdYvp4YGHaREF0bO4AkvsdasPUl1Mhbrr52urbzVOrU1eMW2Vj283pf08733f6kU2P3Oq4umBpNzWs3kyFRFuaM5PdcIf+4f8zeTmqQi1LxrEnfwcIu/Ao3tQzZS8c7V/hqmkbCY3SENGQ02m+VwrI/F5X+JFhVdPKtm8q8vHBgSweo7sgvTctZb6Z/q8I0hT0ECjNaMwJJPsUjbOL+NSHXlGwho9JpRUeGZUbLFCQcYdduiSzwlPEbVCSdxwdsminseCFQtSZjSAi/vRtkw1ibZ55rzfE5hS82u8x9p1ZtAFgMDqrb0BKapw4zNw87PwnX9ha57uxvOFqGh0gLUkaFnrA3Zbxcrer2mzebJOLC91RsLanKPuqhGitLgY2UKtxil4C1QsdxeCbgSqGTiBH/8xfLEPSWGC6lPAFgXf5eRTrL0qE22YxUiLDgk9SUlE2NKc74chPUn4dbf5XB1nlxFySKXdfvgGypm9TlIoOvb6uNsUgScP4LV3TvRwLyQ6rsOW2+JheEgiCY0qqWR4bWh3j21xqXV3JaSksWH+YvaUPSsOI03LRa5J3K5cxsb5ZVzI30yN5xEjPuIhH/OAh4znOT0tGdpiQJeCItrcW7SuL1joe8Dygbrk81LU3rwc1SZElqtgpvskZiqAjUGHzPgsN3mbzTP8KVzjSLjsoI6lDQJceQ1+9X+EtTdhfP/57OrtmktDnArN4mTH9uqU48NvT7CQwv4NEx+DkYvu6t506YuCdgVYzew4RYwQNaWRIDDi9oN/DbsPT+0wbrgXWxV4VUah5kGY8SDMGIUaH3UZXpWR1kzwsVpHmOAZqcZtIK8AACAASURBVH2OiHBTCr4RnvBRODhFvmpw7niZkG9gMraHe5rZ68l4wf2Pgio8un91dUL7sSE3EBEyyeNkR3Hi4nTEU0WrfKXW6t52gGWxgLumPvc8oZNCW+QqYhUdl7VxfhkXjgi1JGibGSkOR8KQyR4y1CKLU59WE9RK2do6jGXnWJsWXdGQR+dYGsMTByx6UTSuzNosoh1mvMUaX+at6xXYRUF31dZNvl6snpaDAPMe/MLfg/d+zU7kT7OstwJpXxkhUL/XPZUWgBjROuy2WgLlEiMWLgqjvd9LnC5KwOI8ZdrFy/s4/dIm/ltMTB0a+Omf2c/4FLAR/26fx0L/NKJT4uN6W3BiLylCg30MzLG2TsbXw32e6Pk7eU4Tzu21z7fEZ7RtVRl3fgaP78PwsUnbXGyNKZ9yTss7cPuj0z32i4TVZI00hj60DqosCo5rrQgEq7NQZRiGjPyQaZhSahlnrRe3uPV5oSioUmvNg+YeD5p7TPyY8hL/LV04IjShpMRTWFIBGQkZGTUNQybsRFK0w2QpNlzYYsCUak8dRuscW84GSuPUBxZ1Gi5a8hWlwZNHC70n8Bbr/AafJb9cW8SrjbQw7QouEhN3UMviEhP8/sLfs+nHUe317XQEjdqjThQ/z0w/A0ZaqomdJaqxpViPH9nrarIoXfW1dXYFe0ySZosQxeXvs1zYeh5kqHW6ZUXUCsV07ODt7TS3+56vwM4n8Pinp3IYmThu0WH6HKnsTyM6Pl70tBaHoEqlgYk27GoznxwVkpAg/EFztZ1kLa+FvdOfEODJQ9gd28M0BNh+aGRIA+wOjSwdNR3qdOHBnTO9K+eKPn0TUJPSdV360seJw+PJJacrPRAlRF2qx8IILTtII4EymcZlK27dD1WY6pSgPtqLHGPdZRKOD5q8yLhwRMiCCRdPZGBhT9tM+IhH7DBFgICRph4FDthiQBPLVpdDEE0snc2zgcJSNhBYQ337xNkhY50eXQqm1PTI+TU+MydO17hASKN2Ze1Ne32UoHfrA1uV5T2bDu2fPixPR8AcZ3l/oRWqZzY1STKY7tiUp7EoBZoqaoFmMVjRnvSQqMNJMrvtplxMkurSpk71OQYsthOsrBsF3ZEIuDy+ZHaf847prH70R6d2nJ9xPabPEUa6n+gAbfTdkibQzBFBlWkkR+37JyzI0KpkbFPzx/7BqQY7nidEFg/5MuZpOgeTkVXnFYWRHxELX7z/qWUEeW/vH+/Ao/u2RV1GlsNoB5r6av7c9sOJY1M2qWKDwHz1JRmZFOYL04BIEhOcW8dY2FPU2rrILjOsfqqioEPiUstcErnU67ELd4bPYhJnK1Ru8Owwo6ShT27sM3alJCTUNKzR40Nuksfgq8MQCEyo8HE9Novt9QELX1ylSxG/fsiMgpTf4IM9+qNrXFL0NuGX/wFsfWi6oeW117yDKyL4SFLUiEIW16a+YtEu70w35BK7XG4b6LPcHGx5d6EJaktZfRW/b3wSrKcm6J4Nz34q1FaFiJiwO+0YceuuWMhid3VBLLtrNvX66Z+eyqG8IV2eJ+xmmei0aKMwEoSCZD4hmqmf57uk4uiIRbGWSxOoG+T8UEd8J+yc4L26OFh+aPtmEXNVx+qNoEZohk+MMJUzI0HTib3OooRs+/HeyVArmB5fzR/bodh0WzT7ppctsdH4iLQ41TaI0Gz0beBirTVB/ZHnqIuMoIEylIzD2CpG8OQUhJij15UBTiRuaC4fLhwR6lFQxEqMBs8oFliU0e1l6y/L/kmQebVFQcbrrPKEXSZU81DEdvrT1mgkS+uyioaKZj5FUpQhMzbo8tt8SP86JPHqIC3gC38LvvR3jZTsPrZn/v1Fqr6yZzOXGjmQSHZmY3vmr6aLS+w2i6clO8eVss5rwNUmSPOS03PoIFuuCkHtfq6+DoNbcc0XM4/auIDeJnz6LRjeO/FD2ZKcBEfzjOupZaIT1F7aVVlBQiLCimT05qnVSlcS+pLGoNWFmQLMVr9Jzv8THnHvkl7NHoVqpgwfq0117sHuyF58DDufju0RkMWw9tluHATm9lLNYDY1UjR8Yquw/auy4fa53b0zx6qsGvFZmh6mMX26hel/7CJdEBra1VgkRTF1+jIhaLDkbCralGkfK6nyKAaf6i6zMDuVAM+zwIX7jWQk3GCFdTo0BGaUgJBHcjRmxogZM5pYpbFohX+dlej/UmaxWyw+1TOmnO9pWzJkImuJAVjKNlPeZC1Ogi5G5sM1ThAiZq//2j+Crc/adEh1b5FqK8DOOrGcNK632tdJCnVbrFraRGd4FyY72CX2IaWsaREDFrFp07JlO11an50l9leFuOTw94GdNdMCfvLHJy6cTsXx19yA4TPqJpaJTojX4T0SVmJGy0QbJjQkImxKzoYr5iQIiFEZe6/IM3H0SPg3zb0roxeqZsrDu4r3FsJeVzbtGW6bOFrECJFvIEutuSYvYLAWpXECs/gwr2OiQjmz7W9LhjTA8PElPfO9ADLJWZM1qqWqjNZensSLayWQaJsj1JBTkIo1Ijjsc9uy74vQUP8sx2AjiTCvDckkw0Uj0hP/hCY0qAZSsQ3NZdQJXTgiBAsy9D5bbNAnIYkt8IYJJZMojWyrLSaUrNLjfW6ww3ROeJroLjF2vveXrPH/tn6b8CE3+SrvkV67w6428h584XdNSE2INnlsEiKpkaCsa8/0dWmXzWnHzhx5z8jAbATTJ9F55eyMMbxtZ4gQDk5V2noLVeYRtWlhOqJ2onSRUazAzl3Y+fTEb/pDt7Jn1fU0JCKsuIybrsNN12HFRRIUZ0CiMFFzkg1DTR2v0lviVBzy992XlDENfxquRpvocFtJcyNAaRJfx4wg52A8hNUNC2hvue3aln1cxKZDLo36IQdFF7LMdEStqyzvwP3b53s/zxo35bUDYmcnjo4rWHGr9KQPYtqghJSudCmkIJfCCIQkePW2ZtIxtVb76jnOjgwt5wEd52prGzbblZ6IIxdzzCkBEei5AWvJOrnkl1IndCGJ0DIaFBdHje2qKsSGlDV6c4dYHas2PscteuQMmTGjZkZDINAhpY5Zn1YcZwTIghlrfpl3+EXe3CPCvMYVhogJqb/2j+D1L5obzKXQW198POuapdxHYXF/3RxVacd0M2lMnmsnR0lu70ch6+2dqrSam6xjL0nM0GnFyufZQfYsELHj/vj/O/Gp0C0KuiQvNY0p4wWPAtPYI1hETdAMT6n2vh4WrHgYNsn5T2GbT8Plrw6oSyM+dbl4aCXRrNhfMWITPHQ6sL4FvUH8FecwWIW6sSlQ8DYpAiNJrUTON0aEHt49t7t4Llh3G8DhkQ9OHIUrGLgBA7dCIQU1zUIfRCCop5mXfVuVT720PjtLR1mbB9RWmB/larOPLkTedt+FVVa4mbzGzfQ1VpJVEknna7PLhguvBM4QUjqx/x0GdNighycwoWRKbQ82GjJSemR8hs3oMJvRJaWkIYmZQW25ahWb7L/A63yR1+lcr8JeTWRd+Px/ZULqH/4hVE+gsxZrMQJkg0hy4uMjwUhNM7UQxaYEjVOhRMxJ1q668t7i+7S6HBELZnSZfW9pzzb987j3z4diBXbuWKfb6hsndrNOhC+5Vb4RtrnxAn1MXnXeWVarkolYiq/ar6QrtgzrPSX11okw0JSv+/v8D/I2xUUnp8cgK2x6kxUxIzMOIl1i6y0nJpjuxIdoiDV5WW7E5/W37fNmE/uaomODUUls4JnEddqTBxC84pJX4wIyk4xNucG2PqF7SMuAtc83ePVUWsaNRNxJqF1mp5JR6cJ95nDzeg7l7CZCragbbLjQaB0Jm9KTPrlkOLFGeo8ROKfgtSGVlNx1yWRf6jQhErzLhQs/ERrQRVG65KzRpUtOHeWO7TTHY6PFkoo7DOlT8AE3eYd1BGFMxQ5TjH2bav+zbPFf8yV+hXeuSdCrDhGr5/jaP4RbXzQ3F9iJv50Q7df9ZL1FPlA7YQg+Ws+PWHW5xG5zcCuSpOgzOazD7CzwvAGPInYGvP+DEz+U913fprXPOW3yqkxo4rWs4FFKDSakRnFwQCB9HHqSMqHhz8OT578TFwir60JTWd5PVkAZ6+TS1NZaRdcmP63ePytsUrR+w6ZDK2tGflY3bCUWgg1G0xiZ1a7YUFuzvUp4K3nHQhmWHqtzV1Vcd7UTIIn/2Wq2ibsMP3+/Ao028wSss3SULRfCVlrFzCObEdVUzLQkaLBJlxTk5HGQULMum2wlW6Y1U/tZeLX7Vkjnqd/7ouHCT4TW6FLjqWmo5vkhwjo9KhpSkliLYap884o1bNBhnS4foCbgQrnFCgUpffJLp9y/xhkg68LnfwdufWjZOeMHsSJjqahU4mTHZTC6t2hvdykQLHfnaauuVpR81mgF3tFWjvo46RIjQrMds9Nnx1SCFKtw7wfw/m8upmQngE1yNsiZ4uk9w9NSmyK9q0aCMhwVHjs3m3U+F0dX0kMF0su30eYMta6zDXK+FXb40A24dQmf1AHyjrD1ummFNm+azT1JFy8usWlQsvRrburFv5PUCFEZc0V9JFFptq+LTCx8cXXjTO/euWIgAzZlkx3doUt3rrWZr7/wzJiRU5BIOp8CqQamOiElI5U0OsoMXj0qgewMG+pTUioqvNoESxAQ5rUgGqdAOfmcDBUUoPB28jYd1yHVlFJn+Ljq68rl7Bu78EeckbDFgAklNSEa3UtKah4zoSClG0szArBBnwrPBov28YaAA9bYe/Kp8Xtu97pJ/hqIwMa78NV/CHe/Cx/9iRGb7sYihCV4q9DorZmtvhyD89Y1lqQXc9UVPJRDE3yjJh5xzqo0mqiITTJ7v+rRU6oktbXhzqfWTn9CEBF+xa3zdX//qSusSgPbMc6/UkuCr8Rei4jVbRBI1fRBKTJ3lbVoJ0lWtSMxoLWhp6Yh6mnCHzUP+Afp20dqii46jAwJ73wY2B0Z8fHNYgW2TILaddcyWjLUG3AkVC2d+lXD28m7PG6+iaqapkahobamyriWrSjpqkP3PH7iGA0hJaPRZl7P0RKOs0LbLj+JOtoEK4u149d5NdUyVG0YsSJWZ5RKSirHPEAuCS48EYJF0SoYeXnMLhIToz2BXWZ0Y3J0HkXRTRRPexSPZ3AICdphQkJCToJH2WGyR4B9jVcYSQZvfcW0Qz/7M7jzbXtfZ20pjTqDQQd6G+Y8Cw3QOb9V13GoJlG/lMZpVawbnw6jqNstpkSHaZyWIc60QidIhAA+cH3+32Ci6fyIE0KlgXthisI8OqMk0Im1Bh1JqNX6Bd0xBKYVV7fmCI0rtRklfVK6JDzSih+FEV9IVuffe6g1u9pQaqAjjp6krEp25PFeBHQjJ28JTVu1EUKsxYvb3uMIz3EY79iJvZopw22lLm3Vtrou5J3LSSKfhj4D1mWDYdgh4OeEpg1STMmoqahpyDSLC6hAJ5ZHhehhzCSjoJgXuJ41Fu3yURIdj8HWdBxY1ZWUrMnGpZz6HIeL+9d7BCaUDOiYKyR2hTUoY2Y4hDEzMlLGTJlQzSdB+8nNhDIyYBOypTgSEiacQ+XBNS4uij587m9aTcfKa7YuK0d7I3tdYp+Xdy9e03yLZhpXeM5Ur0n8dz1d3Jc2HPJpdv6sC9ufnPghpuL4VbfOcGllsAyvyrZWcxKkYl6bgPWJ+bgScyKsuZyupDigwiZIfknT4aN+qP33VBtUlVI9Y214pCU9Ev4kPGKmnnFo+JEf8XO/y20/YaYNY22Yqeehlhc6f6g32Cv/aic9IrYOE7G390+EngV5boLpNrcohOhIC/DwrlLNrmbOkIjwpnuLGTNUTevjSKipCOqjZCOZ64EUW0V1XCdOWkI0pRslSs9xJtGWyVZaUoUZVShp1CNxQrSMhoYtuXk+B3qKuHREqCZQkLJKh4yErj0lskvNPYbUhGhPtBRqSzs4eGJq7fbLWE6qvsY19mBwE77838Av/bc28Rntr+o4YQv8STfV6/x/hiRf3KYGO3NpsHiAp92XrGOE8BTSsD/vVkiQQ5Om22qMlgQ5hCSWrnoUr0ZoUGU3NDwOJbvqaTRY8epSz1gS12Fg6zWAWRS3ZnFONKFhiucv/DYfh935UsOJMJUwP6YUYaiHk7eLgG5f2PdUNydDK+svToLAOP+dn8GPv6OMduJDR4QsE9LcNEqXHbMw40Fzn9vNJzxo7luCMpBqyqqsoRLm05OULNYCKx269OhTuIJcMgopooOsrWFdTuc5X7g4xTJyZkfXusZaBLVQxQ23eW7HeVq4dPOtDIdHSWM/WBP9IILQJWeXkhJhjQ4BuMcOr7FGHclRqwUC2GYSmbqjSz5/ErzGNQ6FCGy8Y/qhT74Bn34Tdh8tVmEnpQtqKmu2R02UnShUzcut3PIulBM7U/km6pyCTbJ8dbidf1lcLYnFBswLatW0Qic8/epIwi+6Nf4ybHNjX8WN/d2LNZ3EOA1RyxrLsC6xFEdQZUiNAn2SeW6YKpRiYuyChEnMS/FxotR+fwRSddQEeprwZ/qYvyEb3HQdxjR0Yn1HO31KEcoLfAHV7e0NMz8p+MYCF2dTs+pvP4affA9W15Ubr1k+kb+4/PCZMAszHoYH8YK6INDwMDxgi5sECbzl3uYH/nsUdCgxgpSQ0JGuGUL36X4qrXCyd9JimXZNXFGdPRoanCR0ZO8xhX2P6ZKSLbl15dZicAmJUI+CHSaAXdUNmSEoRbTVm+LdKjYGFIxpuMcO6/TnWqCHjPE00XpvpkZlzAYDXmf1fO/gNS4+8i68+zW48YFZye98O+qG0pd3gwVvJEjEyIkGu+20OF638zRkPSNYs3EMlnEm5Mh7MQqgieswtyB01W6s3kjtOKrdvWTslNZBv+BW+VbYJuhenU+CoFELlONoVKljeGJPElJxpMCTKKTOIkHJxVHgaKKGA4iC6HQ+ZWovkmZ4nBq5SaOLRlX5UdhFEIba4FA6JIy0YS0m6+4XY18kdI7h59XMSlfrygTUK2sWlPgsKGf2ENp9CMNH5h7LO1DV8OShdZS9/s7J3IfzwigMyUhJnZEURw7B3t9zPbr02HAb0UHWowoVnsYIjzq8mEPT4UhiqnSyj0i0LfVnjTbzaBqmgOLE1nmJWCvf/mMKeG65W2d+nGeBSzf+aIXTtvv3aEyY7pDO7bOWJ2K7Vx93sctaIAtgbIOfXLTfJ8yWOmSucY1jkRaw9obph37zf4Yv/W0TU4/vW//Yi6Yvt51jLo3lr1Gz45vjdTtPg0ts7VX0F6nXnVU75tAc7BibC8LjU4S4g51oJ5ww3WJFMj4vK2zv+3ssSBCBwrw5JCJ0JOE118WJUZwEoRA3X5cp0IlawCba5FskIvQkZU1MLBpQEhVzlKmPNT3CiqZ8zC6PtKKPY6aej3SXCs+AlIpgLxdUJ9RtI6v2oZrB4wdxMNix148f2PufBb4x51ldWcZQkkOW2MM0TU2QfUoPkTNDTYUjxatnGibshjFlqJjplEI6qATekndx6qhDhYqSi4mfTYBfEtTj8QQNZuPZ93d81vlBsKjXCNoWz7Q5QMFiAFo7fUSpJT36c7fYVcOlmwjBXhdZFm3zXXK2mTCjpooznlbFn5PQ4JlQ4QmMmOEJbDKIxasxe4SaCeUBm/01rnEskgw23zNH2fbP4e73YHzPyFJnba+w+mloXVutcBkiEapAOkevq+D4j7UoDhkPhENi/dXHbKQliLPPDfHYspfP2BmHhtthypSGLilvui4Dl/KryQY/asZ41bl9fT7FEY/g6Cxl/zRqg3yHXfT0JbXVVfTxVOptOoQDmvnXgcVrrEvGSBvquH7LECoCK2R4UXJ1fMKUm6yhcRW3QkrHpQxiVsxQa7akOOqunhuywn6V3u+1zI9itlAWh1nt69EO3HiGX22SLqRlvrYwxt0dIz9pZmGOF0H/8jLIyKm1pKaZXzI3lHNi2ZcBJTPede/xQ/99+jpAxYhNkECiCz2b2eQzaur4qJRoUD/b/CCASs1bXWs958gCcWKVUFPTx54rVJWKis8nX0AuaZTE03ApidAy2lVZEsnRz3hAwLEeU4HGTNDYPZbEAdguFdtMSXGs0CWNK7Oc5FosfY3nR1PCzm27lM568PZXwU+tlf7xR4CD7tpBYrEEVY+GGnwJKBICQrogH4h9/VHrqnaldpyuSJYIVvBGrnwdi2b9XtIk+8gYLETUzQz6Wy+tDxqHhh+HEUUkFSWBH4cRH7LCmsv4ilvjm2GbrSWtUCJyaODisuYnR9jFCFGKMIskaF0yUoSJeobU9DWlJyketSmS5FSt9Z6FGBvgpuY8oKJyyg3t8AEZOGEzrkxU9cLqhESE1XWlqSBZaoWoK5sELaNNnt4P39j7fWMEqOjYy2QMiHWThQDdmE7tJFb0XTxe+FxYcat80vyMVBOQhECNF2VN1il1Rt8NSGVA3w0Y6ZAH+oAU69zSSM0V+1sOBFLJSFVps6ZNl3q2+UE2DTLXdJtw3eqB2kyjhGR+TDNmbMgmq7J2Zsd41rh0q7H9WF6VNTS8zgbvsM4KBV1SXmONHaZRMBnYYUZOQp+UERUjZjFS0VOQXYulr/H82H1oeTxJ1N2kiZGLt38ZvvY/wVu/ZOuy8QPT6eyDqke95RCpc6if4rVEtQFfoyGgnVXUlxbOtn9dVU0WuqIkx9Ld4gpreZWVFpEA1VBNo+srFsZWu3tdYO3n7q8WSQuoJ7D57kv/2G6HKQWOjksRZ68LHLdj6elX3LolRj/DyqklSAKoQI+EgaR0XEIujk0xM8S21kzVz9dfkxiG16ZPdyWhLymFJItsIIVSLEjuo7DLquSomAapRSvYvqhY3YRq30Mvy03kvIymsfcvo80daic9qpEAYY6zNI/6/rF9/aO7cO+2PTRX1y/3BKHjOqy5dRwpDRVCwqa7Qdd1D5SLvuXeoSMdGm1Y9HiFqLfRSI6URBJyyWMr/dmSIIji6OikFrE4DUHwsarGogBinpAqAc97yftXdhoEV2AiBAsyVBMsXXbpCUpRdpiSIuwwI8OxRpcVujxgSI1nRsUNVkx0ySW/hLnG2WP8xAjQvJg1g0zt/W+9BR/8FrzzVVuZffIXVmXhEtPouNQmQapoqEAETQu0GlHXO9Huo6Y98jH0BSNA4jqI5EhTIy5Hsq59WJyd2X2z1y7UOtsmcXIkqe1KfGNTp6a2bjWXLD53f7WIiJ0Jb33hpX9sUxpWlp6Cag1MQsMODZshZ1Uyft1t8u/DQ24+w9/lnmnR0t0eUSNKTKMWMhFCrNfoqqmGQlwQ2KnL3u6R4lVjKKsy0IRPZMo7oUtHEt6QbkwWtpctOR/Xz7NgfQt+/ld737eyZpogsElQ09hDYW1fTMxkHKdEGv0AceNazowIdXvw9vv2ubtjk7WtrFnG0FVAz/XouC7JUqSEV3+gXLTn+rzLe/xAvz+vrGgIZOpQURKSc1mD7YetdlNqahxCrU0soVJyCjQ2ogUNzJhxS16nLxcsKf+EcSWIUIuFtX7xLOhR+uT06eBRskiUHMIbrJHgmFKTk1xXbFzjhaDUhGoKta2vXNY1Mr58oZd14Z1ftbTq0V24/0Pr7AoN4AlpivopWg3R0GoQFHEdSIpI7lOIAmA0EOrhfFIjkiK+R1Js4JJir65oGS6xS34Xq0DaQMW2OmPZGXZYJ9ruQ3j9S7bqe0l04zqsg6OOtRkNgVVSAspDLXlf+nyTbSbaPLV64ygkCBM8GklQvAQmVdMHZeLokTLRhkm8yu9gNvoSTyaONHaZCXCXGb8uN+hIQhndZluSX+h06fVNIfi9yuW8A2ubFog43rFV18ZNe3+7CqtL2H4E3YFpiDTAdNfIT4g3J5iu6PNfsY+Ph/Z1syk8uq+88e7lniQU0mFXx3P3V9sn1t1XLZFKyrps8hqv83N+SkFBTobEhvm2yf08EqSXIUicaGZ49UA9z0BKJImET5jpDBHh7eTlp78XHVeKCO231rf1GjdYYUKJ0PaOmatslS4grNC5Fkhf47mhocKX23g/RGZTpDNAG08zuUciBcnmZw6KRV0Ca2/Zywe/hT7+Kc1Hfwj3vmO3meWQdhBnI2qkba+OX+trRExkKWLEiCRBQ4PWTwjNDi5dxbkuIhmSpAePodX/tB1jbc9Ckh1frzHbsRLaD37zRH5+b7ouPw4jCA2T0NAQKPEMJOOxVjQh8ISKvyYD/n14xJvqSN3zn0QKEobUtj5XpYmRdx2SWJXRaqigRzqfCk1oCGpOsza3aEVTbsuMRpQtd3mmx4O1g1lCPg4B124sHgJNbVK3chYfbt44cjm14WErtp5NF5UcSWrW+eBh+4FtZ4uO6YbufwI3bumlrtpIJaXP4Knloo02lMx4M3mbEAIP9B4JqQUpXiCS3JatCo5UMnyMnclkUUYeVJkx48vuKxQX0ABw0rg4v50TwH5rfVuv0SOPrwvKmB20QgEIHn+9DrvGc8NI0BNCPUZWXoeii5/cg3qKSEpIE3ya2LrrCDSzB0wm36ba7DL77C9Rv/kh5D1cOYHZLuK9CV5atMWoiJ21AHViazJJISnQYJOiprqPdxUhlOh+232r/wlxddZaf5L88HoN1ahBSuBLf8e+/gQwcCkfuhUSHDs0OIVVyUlFGPqKj8MuPwkjbmnBa1Jwn3JPTcazIhGhHwM0dmmiy9TqeUoCKW5f95i9VjUn2EMtmcafiRNhqp6/CperaXSwdtDK3pKdlluq2vvu3bbXqvYw6UROXE7tfYoRplZo7RKoa9h5HC30aYzBwjKMrkK6dCopfTdg9f9n7816JEvT+77f875niS33rLXXmelhkzM9C9WiJcoGBUqQZEvyhe595w9gwB/BH8MXhgHDFmDAtgzZpiBT1gbRksihLGo45MzU9HRPV3VXVVflGus5530fXzznREQuVZWVtXRm1vkDicyMjDgZkRnLP57ncHknnwAAIABJREFUv7i1WiB9coYw0ykOT+ISbsltutpjT3c5iPtUeooz82tC0y/WCLabVGm3RAcmjLku19l0W1/fFX2NuFITIThqrT9++jYD1uguNc7DoC1ZbXEOxHJk6ygU0i6xb2+5FXD5GmQ5kvaI5QifH9UEaKwodv6Ecu8nSNrHda4hWUnMDinWNpEy4Ef7uIPHuKLeTzSiZl9/iKBa1tMiAS8QCsSniLPzxOoAHU2hdxufrS+ugPOQdEzgXYzrMtnBkm1/6fEQShjvWmbSr/8t6Ky81L/jwCX8mlthM2Y8jjMCyiEVEyJdHAp8wZSP3Sb/KNxnpBWr5wgv7EnChMC6pkRM3CzAmqRUxFNX6jNC3Ulmp081kIujh+enesjv6nWSC/RO/2lYqSdCy0bAUNldCmzyMx0teLCIrcBEzAHW7dsUKNQGxv7qopbD15FX05FNiVTr1OkKNrbru+8bgEDAk1DEGbv6mOtyA1XYYxeJjr7rv5JU5iYYsckjOsv6bVG2aiuygoJYX94yknK+6b99pQXSy7hyROhZeBJRatHiuRBLcJkJjptXjsEWaAVZnR0kHo5NhGI5YvrgXxBnO0i+MW97Fpfi8zU0lOADsbuK3vgmISoyGSKjPdzhDjIdsuhLD2iS1wJpqcMXszqI0SN4NJRUh7+Ewbu4fMsuG4NZ4Lur9iolLMgW1CLpAmb7dvve/8vmgPOvLj15VVLuMqaMgUSs88+JsC5pne0DP5Q1fqS7rPL818OLkKsjiJmacyATk7s2QYtNDlFAOYgFFUrAHGhB1JKsVVmTlB0KvtAp78rleC5xXljbVIqZlaLCIgfIOSMxxcwIUair53y9LmukRb1+Xaga7OsG3tuE6NpbcLi3SJze3Kg3rxc3dPulwkpWI4fxAE9K4lNuxVvmddBDfPQM/ODZB3oONMGITeu9Ypk/mZ7djebEkWlGRcVMp3jxfOR/QMe9eE7YZcEbR4RatHgpcClowKV9wmwPBXN/iUO1wqdrdSjh4lUgFgdMvvwnEApcfqy4UIORoCYM0fn599rpIP13iDfeh1DNiZHs30cmQ5ClZFqJ9Vt0NX2RS0A91egePhS4bN0E0TgkyZGsa5qgqp48pbUXOuvCe78Nt75jQu9XjEwcN6TDJwxJgQxHRxwiQq5QonzbDfgkjhhqxeAc76zTuoLDLU1+Yk2CmhyiULvJqjpLKEOYYf1kHTHdodSk6s/jAe+6y0GEALZuwud3FkSoyQFq7PE+qac/PbPCd/r2fd6xaZDzpzfVO291Gts3zFGYZAsXWlXA9s03Y6rQiKoLLayXTAOI8r68z714jx19RE97L1UvVNXxD3aPNau+w1HJ83WXOXGgtgL8XvIDelfcJXYcLRFq0eIcMAK0i0iCy9ZQjej0K6SzjUtXgZoQZRsAhNku0y/+CQCSHYup10CspnWmh0e1QmeHSNKdC6JjNcUlHfAJOlhHB+tw/R3ibIgrpkhZwvQQmezjygqZjjE1h02KRJU4/QTSVZzrGWFDwZlWgLRnE6Kb37Vi2d7mq2nqfAq2XM6OFqbtE+GxFgSNrJEgVvvO3/Q3+YfhC7q6SIY+K5ZDF4/b5JvU6j2KeSVPKvY+e6yBqYa5qDqibJLzqY6PnH7Rcf0W/OJPF983DfQ7Dy1jSAojP2lmU55iZlb5JIWtFTt/MTUX2XI3mfe2Rss6wvZN0wTNJvW9z8HjB5afXBUwPATU7PzbN+RSi6iPoxFV77NHRUFGTkd6OEm4rbfpkLPHHh3tvLQVWdBQ5/8sJkIVJV6T54r1nuoUBb6TfPTGkSBoiVCLFueCuAyfb5hWSANJ9xoyeAsNha3NxOGzDcRltg778p9Y1H6y9CRTT4FiNbbpzdz2Xk+F5hMlm/doKJHkaPqzyweWO6QB1iztOTRC6Gg6GAmWQK0oGsa4ZJVs8GuQZKhP8YOb9QEdrBwLkXkdqGYwOSCLJe+L49PME5KUDVLL6BFlQ1K2JScTx8e6wY/i7pmyhZaxXLTarMMaEtT8PKvTqIMwF0h3cYwJlET6JHYZJ6gqn8cx3/YvVzf1qrC6JYicFC6HAGsbMLNQc6Yjs9D7BDavL6Y/TTdZkyxdVfb9+pYRI2jIkFBMlUf31arsAtz/FRzswLXbZsPfeQDlTLn1LleODF1Pbs4b61FHpQWVBL7pv81YR/ws/jmlVnTIn6jBOavux7yMslixI3UI4tlTzic6ISHhN5KP6F2SVe/LRkuEWjwVu9PInb3AYaWsJMLbA0dQmEXIHWx1Hd3k6jyRPQ+MDB0bPydH301pLJje/+cQA66ZBNUTIK3Gi6oMSYhhivMdIC4s7ovfdnrpqvij5AhOiDIU0CyxaRNbVLMdtLpH1v8hIvXvCCUMviYSNPzK9EdJThoKro0PeNxbZebNy7Im6ZGMnt906/wyjjjQ8rmF00+q6JhDYbSUGKxAFOiTsC4ZXppS1oqgkT+KO7zn+hc6Q6jB6vrJ02ZTm/g0K7FiZh+THdP57Dw011hv8ORusuEBoBj5eaDsPYL9XZsWXbsFo0MjTd1BHcJY53JOJzY9umqrs47rsM01DuMBJTNSMrbdBh3XoUOHH7jf5E74GYfxgC69I0GN8Hy6H4erC13t/tg0xqdnsLxHjUwY05cBH/rfID+eOfYG4eI/elt8bdidRn70VaBSZTOHURX5v+9W7MwignJ3GPiD+xV39iom1eW3yL5sqEZmD/8NsdhbrMMaEhQLcEn9Ds6a5QVnOiMa687yw1OPurme+osDWk2JxQFhtkcsDomxRLVCRJB8k1DtU44/qT3VzkjQS7LFPxcmB3MnXIHyQAIHAjo9YKQVMwIZbh6wWGgkEcdfS65TEClfYuP7cop0nd9ddxC6oySICgVWSHioMz6LowvbPL+MlfXa/r70UA2VlaOGaJuUtGloKc0p5uq11+F+TZqOccgkqdvnK/jiM2XnQR28CBzuWI7QeGh35yxbNMz42mNwVR1lHdfhWnKd28nbXEuuHxEed6XHd/33ec9/kxlTxjpGl/4pVb3qcs0kWCPTOGUv7jGKoyNWfC/eNEG60AiZaNva7p+EQgvGjHnLvcN3/fffaBIELRFq8RTc2Qv0E6WfOZxzDCuhqAL/8ouSf/Z5xa+GkWkZuDeK3B3GlgwdQ7n7H6iGnyFL1nUNJSJ1Wo04EIe4DI2lra5i0z7frMcUNKIakbO4thqipRUaK7tsrEMYq4l9DUi+Tjn9FaGT2jrs6yBBULvv7NV1NxYMtcL5hBgKUhGmBPa0rIXOwoGWAGxLzu+4a+xQEM+RLXQcQZU9NROxp2kFt2BWz6J8dTlvSGox92Odza/XRUaSCqvrtTusFkhPJ/aR54CD6dimN4O6IsP7WvhcYgTplG6yLLccocnYSFWaQbdrmULTesIk3nRIST1ADXVry2UvZT0vnDje8m/zw+RjtmSbMSMmOkFV5+swMA3QRC0k2NX3y7GO52QoISESSCQlk5xEEkQcKakJqY+h0ophHCI4PvLf513//omJ1JuIlgi1eCIOK6VbvwOcVsoXw0giyueHEXHKtLJ3kg/GSlTl8eTivyt+XQiTBxS7/6G2yC+N/rUuOsXN35qL85b9U0MkweXroJFQ7BGmO1a4eoapQ0O00GAv1C6pvwdJujU5Coh4fL5F8dUfEcvDl3zrnwMurWtGYF8LMoRElSqpi09x7KuNERLMVt/g190K35FVdigoNPI4zrgfJzyOs+ea0DRTHqvgqd+FAx3x9MUfEZ2G2k3WIFPHlzo9cr0uMm69ZynQTYlqt2d//unEiE/WsYlOZ0kqIg5QOy1URnpU7XOobAXWyNIaPVF/pT7PDLLUyNRkWCdOF/b7Ot3LX8r6ouhIl28nH/L95C+wJmuMGTHVyZzozHRmtFsEJ94+cMzURmlOHB6bLMemzV5SnPimjAeAUktGOiJQ8S3/Ab+ZfMyqu7pt8s+Llgi1eCJWEmFSv6nYnymDFHZL6HgYpEKeCIcVrKQwLCKzy/Fa8MqhsWL21b8F352LGOcQDyjiUyM2Gm0sXk+GfL6GJDam1jCry1QteyTO9urV2ZN+cSBWY2I1IVaTxROhWK2oSIJzKZL2kaRjrjSE6cM/sEnU14HuqumTgr26SqiQUEK+Wi+gFjje8C4i/BW/zQoJn8cxESWv12g7enYy1Ex5EpxlCdVusULDvJV+DoWRBkZaMVFb293TCV4vxwv67feF8XCRKO0T6K0uVmDeG+FZvtuq6XHp9GDzml1uNrXPm3U3mbN6KgtcxEjV6voiA/TG2/CNX7fzlCVs3oBb714t19iLoC99fj35Lj9IPuZt9y4VJUMdMmFssZ4a5yWvgiMu6di8eBJJySU3EoQjaiRoYKxjRjoChPfdN/nN5Le44W9dqMqPi4BWLN3iifhg3fOjrwIQmVaR3Cv7E7i9IlRqL7PjCr69LowruNE+tgAo939GLA9OZgUB4tO5VV58xwpWY4UkPbPHNxbtcmRCaNe0qSfWr1qO8Pkpqtd6JbawvAsapojvMJ9AnaYzSgfE6SPKvR+Tbf7gZf0Jzo4kN33S5IC1oOx4iJ1Nuj6d2+e3JafUeGrDeyaO32CVL2RiMxkRS4jWyKGWbJ1BNNqkSicI+2q5LPa6LqTiyPEcxtLIT1282iMxwS+RGZFwihvrImKwatb2yXDRJO+9TXCqciGKLibQ5FaGyshOXjvJtk6Rk2R5nTc0hlytGSaUcP0tuN0SnjOjJz2+kXyL2/FtHusj7la/YsSQIIHIDFRRtfDGop6U2vpsUk+EwNWP8YEM2HLbbLltBqy8MSnR50FLhFo8ERsdx8fXTCs0qaCbOP7KW45xqXw1hcwpt7pCsFcgtrotE4rliGLn3yPp6ulnEI9LOrbCIiK+i2TpUYKiAS1Hc62QOHN8WVL16RMhDbWIQ0HDBBBU7clTXIb4DNVoZGv56ohAtkax+2N8/118vvFy/hDPgySHlWts6BbTOGGqgYiySkIpSt9ZT9iTGt6dwG/rJv+KHdY0xddkaHbGdZVHKNV6xzriLEEaMwSICjs6Y1p3jid17ceUQI7HIzhgeIoe46KhmCpVuTTtaZrkaxeXT+xjZQ3GiZEa1H5+PETxOLyHG2/B4QHsPQIEtm7B1vWWBJ0Hucu5zVtsyhZfhYeAlQVPdcxYJmT1+isQmDFjjTU8noSETDK25Tqps0JVp44ggaR9uX8i2r9Mi6dio+P4rZuOj7YT7g4jivJorKznkb0ZdBJHpcJHW/6NtdEvo9j700Wi85NwmuW9QTPZcYmJLERtReZz+/4Jx9VY1qJoB0nX8ow0QAxIklovmk9PToQAEQ+SUOz+CZ0bv/O1vXPMxHHLdTnQsu4CdKwes86fhi4JmXN8V1f5Uz1gQ9Na73M2Yp7geKxTtNYIJeJI8KQ4dnWGIGQIE4SqdpEJkOLoiqPQwD2d8G0udp7QwZ6S9+DmO7D7sK6XqwXSeedom/zKmn08D5JMuP2ecPu9l3/d31R0XIdrXK+t+AUDGbDiVucutFEcWjr60uN6EsbsxR06dPEkpGLC6T6nl8W2aIlQizOiW2cIPZ5E1jowLhzXusJaJm90ltAyYrFPdfDzIy6x50UjdnZpn1js13pqQasZ4jwuO/3Fdt4w3zjSki4aUxD3xMscQbpCGN0lzh7jO9vnvv4vikwc22dYZy3jtutyJx7yDXqMqPhERwzwbJ2hK6mp1HBAUbfROw1sSk6su8ZSTDeUqMzt9QlCk9rSI+F+nHKRu5uH+5Gf/9jWVUlqOp2uWJginJz4hMp0QKEWQDeVGc33zZqsxatHx3VO9H5Var1g+3GPlGxOdkotOQi7OBIGkqFEZkzJtcOMKYm83K6zq4L2rtzizOgmwtsrnre/7ityQVHs/AebvLyIELG2zYtLcdmapU7HyghNvn7EXbYMEUeMFVpNmFdriMedNkE61msmPkXEoy6l2Pn/6Nz665dKTzBwCR+wwhdxwgcMmBAZUpE+pWOgIUAjrYjKfNLTFdO/jbQiqSdBAaVQy+ot58Jq+7s2FR2jC7waG+5H7tigkk7P8oTGh5YanXcWa7EGjbXe+Zo0FXCwa2QpzayIdTw8Sp5UF032LV4tKq0Y6RBVpYqBke5SUrDmNoiWIESTiOUkATXXWCuQfjJaItTiXJhUZpdvE6YNsRpRjX51/mlQU7cRZiCC87k10mdrc9uOiEOr6RECM1911W60Ywc9uQo71mu23GMmyYAweUCcPsR3b5zvdnxNGLiEX3M2+fpI1/k/w5c80hmbpxRPzkMRFWYamdb+tIhrZFYEIhmeAQkHlIS6ksPjmBHo1g61HglOjEhVddjjRcOXv7Ki1f7A9Dtrm/avP9yD1Y3FSqzBbLpwlYFNgnw9EUqzxemzqV1W679ZOyF6PZjpFFVlxpTMpUzCCEEYxkMSSfC1TmimBV1JEBwVBZ43sz7jLLh4j9oWFx6TSrk7tHfIvcTKK9/0QMVqdBfgfJOURheE1lqgaPb3UJgdvhyisTAn2ZzcGIFZrt0QcTif45KuEalTXpTnOUPibBQgzghWsNBFXM7s8b87U2bRRUUmjv/U32SVlL3aWbOMGcFIUO0Akzo7aFQTIkXxdbJvSaSHp4sn1kRzi5x1yVhxJswWscufVZz9ujEe1oGJAA5mYxCF8eh0EXSoFmQHbCCZJPO4J8C4+ejQyNTosPYlujf3jdDrRCAwjVNmcUZRlwQ7fF21ERi4FUAZhoP5R6XxjU+PfhpaDv8G47xTnXvDwM7U7PO5FzZyIffweBJ5e+UCCyVeEVSVcv+nSHK+d1zL5MTSiruWBVQcIGkPSXpWyaGxdpA5jhexCoDvmqtMI+DMkXZ8StQkVh/BosdMkh5x9ogwuU/Su32u2/NCqAtYLXE6tZyhc6Red8Xzd5Jb/IPqHvtasrbUSRZQZhoo6mrKos6RbioNmiBHQag0korDU4uy66+PZxyBpWD3L+BTam9gre+zkWX6bN+CW+/bpOg0+MTWX6qWCj2d2OlNyGIIZrGPwQhQiKY9KqbaOsReA6pYzUtdvdgCOBLpS5/MZWh9HqnzhCLQl5OT0RYLtBOhNxTnnepMKuWzoeLEUqeDKl+OlBD1jQ1UjMUuWg7BnfPJZp42XaN2cZl2x0Es0GBJskcDFZeKWMXbZCLpIEnPPovMW+y1mqLlaN45duwKzMmRiIDvUjz+d0f6j14LqhnsfApf3YGHd+zzzqd2+jkwkIS/m9wiw7G7PBlSm/4IkIrQxzMl1HTItEIgdHB4EXLx9CWhK2aXPxGyWB90dkGnaLfetZVYFeowxBlsXLNk59n05Pmb9OfxgXHqvGMZQ02n2PgQZpM6gyix6VIM8OjBmzsRfl2otGKi49q3aOnRpguqqDSQkCIKTlJW/SorfpXryTU6rstMT/lntwBaIvTG4vEkknvIvI32My9EVX78qOIX+4G7h2FOiiaVcvcw8Iv9wI8fVSREnAizALtT5cHETtcT75LfDFTDzzANzznfDZ+m74mFpT3XqdMgxFAcI0JLBGYpqXq5nwznieWIGCbEMENjSZjtEIsDW7/F8kSPmfgusdhDy/3z3Z7zYv8L2L1rwUCdgX3evWunnxPrkvH3krdYI2VHZ3Ny55ZmZYk4VkjI8GR4PI5uTSw79Uos1kuz5uv8hEXMwhcvIgZrjrfeNxJ0/66Vob79rVr3cyyWqnGLTcfmLKsqmyJtXjN90GRsP++v2Pdiu0WyTp0f1OKVYqZTvHjW3RZQMtEJBSVSt9A3XWPX/DXW/AY918dLMm+pb3E6Lt4ct8VrwSzaJKjB3jTy57uBWVC8g0EmTIaR7Y7waKrk3s7/RVACwhfDyIOxkojinRJxTCsjTW+SaFpjoDq4M6/BOA/madP2HaDWFO/Sefqd8xmxGi/IEXo0IHEpqLFZf7mkUzfdl+YKE2qhhyOGEokVkYhPj9rrRQTFUY3ukb1AFMBzY+8eZL3FKiyps5P27sHWN8592L4k/OfJbf5xuM8XOiVHWJOUA62Ialb4FVImBFYlJRWb+pRqBaxRdV7GmokJpP0x0qsovQvsn+8OjLxsXTcCFOqy1NkEqDM0G7eY1u3zinWFdbtWjprmC+K0rCHSWP/L3pyH/deGQMCTgFRkroPTQFQlUtFzPVbcKplO53q2BpFFRUeLk7iYb2FavHLkDsp6kj+plJ/uWljiZsdeBB5P7Mn9zl44Mjnqp4JDuTeKpE7xiaAI3QRSx5UrXtVYEGa7VKO7FIefUo3uEWa7ptkBwvShEY2nBSg+CzVpWay6BOe7RoI0MrfDu9zCD5vzLFVyNMeRpDPvEkO8rdTE27FihYhHJAEtTFSd9C2B+rjwOulRHvz89a7HQnW05Ars+/Di1vSOeP4zf4tvSZ99KhzChsvoS4ITs8jnOEqiWeWbyZEY+emItzUZ/iQJqs/bucAvNFI3yTaVaCpw+92F/geMBE1GsPfYmuId9uc/2DNdUIxGojq9uh6uHj6WlQ3vNr6++Kk3Bh5PKqlNhvB0XZ+O69B1PQZuhZlOyaVDJBA0oKoEDZRaUGngIO4zisN5qWsLQ0uE3lBsdR2zAEVQdiaBMkYSJ6x3HJkXUm9C6k8OA/eGgS9HkWmlbHQce1MIUXlrxbGegdZvBT/Zq9gvr856rCFBGqaEagKxIlRjNMzmZKg6/KRunHxBHCMx4juIz6DuzWqIj0sHR4jOGW+JOdPClBhmxDCuf6ebO54a59ji6mRoNSYWuy9+286KlS0ruWrsSbGy71e2XsrhU3H8dX+DH7p1HlNQaiSr77uJWIp1RzyuJjqpuFqLYSWsDmF2ynqhqrOEjhOkCwWF7dtHC1O/9T3mG9liCjsPzQUWAqSJrcGoyc50bDqgvAO9PmRdu1tWlU2JNq5bnUaLV4tcTPuXkIE6Ki1QIutug1TS+XqsLwMcQqBCNVJpYKpTxnHMMI44iPstGVpCuxp7Q7GcFL1fQj+BtY6Qe3syi6p8ehAZpELqGlE03OoLgxzWSmFnqkwDbHaFroe9qbIz0SuzHovlCJGEGEbW2u48Gis0zHDpgFAMCeMvEf/y8znEp2gVFmSoXoUta3meinloYqxzg5Yb1CuQbCHSrjVIyxMhuxJCGH6OP6U89pVg433zdpcFSGWvtFnXTn9JcCL8VX+Na+T8P/Eh+xoZSGITn6XdzpiKwbGnR8dpbjETXr8n/Zd2HV8F0twmOpvXFrfxMFNihMcPTQAtDqiHkOO6v/fw0IiP6lGrfa9vzrGqNIJ0+z1ax9hrQCIJfQYUUlBJhcPWyGMdU4Q9MknxeHLp0He2rj8I+1RUpJIgpCiRqc5I4ohV/5w9KlcU7UToEmNZxLwsbn5e5F7oZ0IRoAyKqnJ/GEm98O11TxFtapC4yINxJHeOH1xP6DjHZkfoJcK0gtQ5rvfk6qzHYrkoOm1WNuKJ5SHl6B7Fzp8QZjucDDJ8iVehmpg2qNEDnWUKtJxLlHTtpFgyf5VzGbjMxNfEOq36ZPiiJD3Kw1+8vkyhzgrc/A70t01929+27zsvt8NLRPhussZ/kb7HpsuYEo78C5c6SY/gNLeYqlKifOQu9gvK6rpQFVCW9vgeD5Wdh/D+r8Nwv5adYSuv2XQh9/HORNGd3oIENYLqTs/CGdPM7lbF9OpMgy8yEknY8JvkkhOIRI3M4oRIVWvbSka6WH+NdUyCx9UGACeeBM9Yx1/vDblAaInQJcWLhhouX/52z8SxZVRmVeRgpkyC8N0Nx3rHcatvC4IqQhWUD9YcezPYKwIH08jjiRJU+HDDsZrJ1bHRu9SmJC6t11M2JQqTr8xthTPz6mzvmJvrBbGU/uySHq4mM2e/+FIukUuMQLm8brJPcS5DaoeZOFO5njZtEpehYUqc7by82/YsdFbg5ofw9m/a55dMgpaxIRl/293ie7LGgZTsa2nEpo5K3o8FO3HGQSwYaUWp8YRbbERgk4wbz9mP9rqRdYTtm2KrsYnpga7dgg9/AFVhZMZ7+wCIaiuyTq8+belp5XjydJLAYN1KXVu8HjQJ0gmOghleUlb8KrnLqKhw+CW7/JP+L+3/q0G7Gruk+GQ/8Ml+YBZhkAjvrzp6qZw51PDuYeBXw8jDiTILtvpyAmspfH/bc2sAWZ0U202E7sBTBKWIyrCC611hOBNGFaRO+HDdSFMRlPyK0GuX9gmzXcSlhHKIxIow/QqSHuI8QokTX0+JRvj85TisjqQ/A8fDE89wgGPTHY9QgE9xSQ9UibWTrHGqPXnaJFSjz7/WItZXiQ2X8euyylva5U/jAZ/qiEIjW2QEhILImIpUHR08PUnmU6GZBqYE/nZy61J0szVkCODLzyJ51zQ/ab4QU8cIaxswndp0qNu3vKFlzXyoTvaKrayZw6zF64MI9GUFVfAk5vasHWRml7eJUEbOftzFqcORkEpiLse2gHWOlghdMkwq5ZP9wO/9qmQ7U9Zy4f4Yfn4Q+WhDuN47vRRVVXkwUf79o8D/ez/ws73AuBY2e2cfDnOH/fMvlW+uCu8NhN/Y9KxmQhlhVifJmovM8RtbKV+OrKVpVEZ6qWULvT24GkxIXIbPN4zkaCDGChAk6eOzHuHwE3Nmxcpyf3znaP/XefGM9OdnX/HmLbwsLopJfudnEYf4HEmfrm2RpEOY3D/rNb90yMSxTU6G47f9Fu+GHp8x4hNGRAVXZwaldbjinhZsaMahmFrob7gbXLvg06DTkOZ1d1gq/Nr3lZ/8EfRXISns9CyD1esLbdFye0aTPO2cEaQYF/b6Fq8HlVbM4ozAiFJLMokkkmNBJn5ul6+0oiIQ1HRBFsOYsu7X6LuLrWt7nWiJ0CVCs876ZD+wnSlBhDsHcLMnrGXKLw+UxLsTYuW7w8g/+KTkz/ciTmAlhUyUvGP6oKg2Cs+cPeH1E+XPdpU//kr5v35V8R/f9Hyw6lhhRnyKAAAgAElEQVTvOu6PIt1EceLIHKx3hEkp7BXKDYwEXQWhdAMjQxnkG4sTYwWSEGc7ZrPWAgs8nCCxwKX9FyNDx4kMQBNX+aTS1SMXP5ZLpBFxGeJqjZA4xHXOFvvisnr1F5CX4Y67gMjEsb1EZr5Jn/fiiE/CIY+k5JCKoZaIwpTAYwo+YpW/kmxz3V3O/qbVdeHRfcuj+uAj+Om/twHk2qYRoU530TQfw9Fi1rxjqzWo84g6dk9dXb86j/uLjKZ9PpWMoAGPZxhHdDXixNGRLpFAVwaM4ohAycCvUGpJoCJqxJOSSPvy36D9S1xg7E4jd/YCh5Wykgi9VFipNTjX+447e0rmlFGprGTCQQU3eov12M408nufVfzBg0DXK+/0LQvooFA6iVDWBMiJiaQfFYoXsUyQXNjqOA6KyO/fDfxxJ/L3vpGwO1MeT5T3VhVF2J0qWx3hete9ET1jSfca5eGnxGpMaFrcAZetIggaS2tzf8ak5WloiIw5vwo0TFENiCQLF5nIk0nXaeGKPqlF0TVqS/4zr4s4y1QuD5GXtPq7yEhxVCgbkvGO6/OheMax4j5TCiIrJKySsuYyxhooNJJd0ETpp8HWZKbrGawuRM/9lYUYuipt+nO8mLU5bTaF0QG88wFs35TWNfaKMY1TDuMBB/EAp0LuOohYyGJCQqUVA7dKKim5dEgkYaIjPAneJaRYBVCIFQVt3cYyLt8j+A3B7jTyo68ClSqbOVSq/OirwKiIDBIhqjDIrOx0XJmQ+b0Vx0oqTIPyB1+W/Dd/NOMPvwq83YfrXTfXMVQKncRE1k5s5TWrHWMOZVjCg7FSBksI2shtqfLf/qTk82EkcfB4qiQOBOXhWNnqvhl3JZf0SVfeR8MU4hRcYiRIvAmoQ0EsDs6+xjoN4hGfWSp0NamJjk2cNJiveZl0PfEYdS6Rz1ZoJkMaq0WjvYYzXk8llgfnvz2XCKuSUqF0cKgqo1gx1IoOjk3J2HI5fW95QzMNHOhLFMm/ZhgZctx+3/GX/hpM6ilPQ3RW1k9vp18+T5rBhz9srfOvCpVWjOKQR9VX3Ks+p9QCUZgwYS8+pooWhFvV+UGrbpW+GyxNe570f2n/X8t4M169LiHu7AX6idLPHM45+pljPVXu7EfeX3WMK0t47iWw1RF63vPtDc8sKP/qy8D/8LOSrdwcYctBb2WESalMKxiVlgadOUgclFHoJELmjSA9mipVtKXMSiasZ/BvH0Z+shcpgzKpbLW22ZUrtQ57Flxi5EKSAS5dQcQTg9nVG4Hz8aTmp2KpFFWby9WrKJf2a9eYIpLagizWCcxNcvSz0EyINBoBCjNA0FgQy9Gzr6c4wuzNKJJq1mS5eG44c+s5hATrIxMR+pKQIESU8oTJ/nLig+8JaW4RTmdFMzkKFTy6H1v7/EtGswKLKOM4wuOopKSkIpEUR8KePkbE4fEUx2zzAD3pURGIdcp01EBFoCcvP/vsMqMlQhcUh5W1uy/jRl/YK5VeKnxvU1jJhYcTc419tG3Bh//rL2wV9k5fcPUabGemHBQWdHhQKHlixKfjYVQoh6UyrZRuCpMAk2rxfsEE0vZdngjXOvDjx8qf7irvDBzbXcda+uaQoAYaJojP68RmIxaGiCT5iaTmpxxonvnTaIOafjArXF1upZd5oWp94bNf4aac1SVmiyeiYUYsh0aGnnrRnDB5ePbfdcmRiWPb5XwrGfAX0y3e8X164vHiWJeMVGx95hDSK/IUmneEv/CfwP4ZkxJCBfu7UMxMR/T4AXzxK23J0EvETKc4PF48lQS8ZAgeJaAoJRWRJhQVMpcds81Dz/XpSE5UpdKSqEpHcnqtUPoIrsaj+ApiJREmxxLQowrfGDhzdyWOv3Q95b/8Toe/dDMlqvA/3yn5+X7kGyvW/3VQmMA2dfaS+XCiKErHCyuZI/dCNxVyB4kXVlNBxNZwwzp4zQlkHoIacapU2MiUP9uN/C+/KBlXb85abBkaprika7qbuvHdiuJTnF/uDXvWcZas8iJ17YWzNVssLEwxzOp+MLtDqNS1GxqNjJ086MkJE8wnQcSirtXwKNRt9IdHznsELrM2+hdZ911SZOJ43/d52/fpiEdUKWNgqoFcPKtyxqTvS4APf1NI0rNNhcYjGO7C5nXoDyxXaLgLjx+2ROhlIRBw9Ut0SkIkIDiceCM3VEgd5tCRDplkJ1rmbV22xsD16bkeA9dn1a21QuljePNewS4JPlj3jCphVERijIyKyKgSvruV8PaK51trnrdXPBsdx1ru+IefVdwfw/srNgmaVKbh8fZmAWvOUIpgT1Spg5VM2Ow48kTwYpOgEGFaWV6QYmu3jdzVJQ/CagprHcetvvDHjwI/3Ytv1FqsgYYZuBSX9pGki/gU53PL6WlcX09yji0RlSY1+siPNdpESDzESKwmaDWeT4lsKapGupLOiWOfNmGak6FY1KTL2XliZVVkGk6ct4HU59Vy+BL+cpcPmThuuS5bklOiVCjbknPbdS+lUPpJ6HSFH/z22aZC07GVrX7jQ+PvaQJZD3bfjA3qa4GvbfAAK26VQEkVZ2SaUam10G+KJUyLQC75qS3ziST03YBVt3ZMP9SiwdV5FF8xbHQcH1/zJCLszCAR4eNrRnyWUUblv/uzgvtj5a3aFQYmiHbH+EnmZN443yCqEaWut3Rq+1roJ0LqbHKUOljNhM3ciNNm7tjuOL695vj9uxX3hldDJ/E80DC1JnjxphfyHXCeGEpbN1WT08tYjxMVERNAL5EPjQXiM1zStekPgEsR361JV4bz3VMdY7ZWq51mcYZpi2xNJz5HtbK2dFViKLBVXgep9U1PXukpsTx8WX++S4dMHLd9l+8ka3wnWeOWv1okqMF3PhayzIjO0xAqS5y+/f7iNDE3fouXhOUW+VQy1mSTCDiX0Jc+N9xNxAlRlS59QIgEcrmckQ5fJ1pqeIGx0XH81s0nP9mqKv/gk5Kf7wXeGRxlPYkYyfFLJ2ceiiiEmiRFNbeZF0gS4UYqzEItkFYl9zY5ehJSJ3Sd8j/+rOC//mFOcpx5XWFoKI70j4nPCLO9ujld6tLUCZK6I2TleGq087n1iYUZzpsomlghSR+0xCe9xfRGoxEuxNrnT14ptBpbJUitJ4phirgcAVzSIVama5o7xlxW2+oXKdanrsdUbZrU4kqj2xd+9+8pv/c/QZafzuUByhLe+uYiVLERTm/eeL3X9yqjKVid6ZRARcflrPn3jkx0Kq3qn9sarSvtxOc8uHpvad4g/NsHgX96r+KtwWIS1KCbCFU0bY9in0G43jXpcxnrELTMnGKond5LhEEq9BJnpz8DWx3hs2HkX3xRPfO8VwkaZ0sVGEaMrBusi0u7czv9CXt70/jeQDzi6w6D+meS9Oz/qXEhllbFHq5P1h5pKMEliyBFcbZGi0U9ffL4fL0OV7QJk3OWS7ToGXvSSk/Myt/iyuO9bzt+8NvWSn8aQrDk6e/8BVulzyb2eWUdtm+8OW+GXgeetdZq114vB+1f7ZLi/jjy939ecrN71B7foFlnTSqljDYhWs3MWXa8wrPjBS9KEesJkYNeahOfZ0FEuNWF//2XJd/Z9NzsXX1urRqtkZ5lIjSryUYzJZLF6cvhiqekRovU5Kee8ki9PlP7ZQi6aJ9/hvZIXD5ftdn1rIAIqUUDi0vx+RoaTIytsaxDGi11evF7jkE8sWrbqq86iqlysKe8/S248xP46gvYvnWUjz++Dx//VfjwB8LBnlLOrF5jdb0NVWxxOdESoUuIIij//Z8XZJ5TpzZltDqOSo0AraTy1BVXNxHKYhGw2KzMziqCzrwd/+//rOS/+kGGuwQFlC+EWAInp3AnBRInBRMn6i+OkJz5mWyNVQZicUgURUiITUp09oRGdvGm9fHpwhIvgriOrfLA+hKa49QE7UgC9ZPKV52HlghdaRRT5dF9JakTpn/n78C/+X148Ln1kDkP4wP41nfhL/6O4PyixLVFi8uMlghdQvyjX1XcHUbePaXctIxwUJhjLHVGag4KnU+DTsPTpkdnxbUO3DkI/Hwv8uHGFa/a0NMITj2Jqesvmrwf0/QcOePJ+osnkY+a9IRyBESLM/D5qaRGfDonWRorxFuXWEOyVCOxODjiaovVFJd0TtcbHb8qzYqtxZXFwZ5FQBzuMZ/y/PbfhIf3bDJUlvAf/S58+3tGglq0uCpoidAlw8NJ5Pc/L7ndO/2JaNk2D/VnZ6en2ZOfvFLHU3/+LIgIgwT+8efV1SdC7iRDdEmnTm8NljAncrq9/Ulo1mHzpGitM4IUn3Rt5VbnFSFKnO2BS+ahi03vmEs6hJm5xcxxJhacGEqbYMlCFC3U4u3kDP8vcai+WTqwNw3jQxgeAgrTCcweGae/dgs+/p2rv/Ju8eaiJUKXDL/3WYl38kSHVqXW/zUuTSDtxXrF9DV0y2zm8NO9yL1h5K1TplVXBpJwYu1Vr5qWJz2ntsPXhEfELSYz5cj0PBpqoiLEaoiomn7I1Q/TWkCtIRDjDO/SuW1nuezVJT2zydcCbrtcZfeB+rrVBzx7DQiCxpYIXSU0eqBm+jM8MPfXZGy5QL2+BSc+uAfvfEtb/U+LK4sr/Gp19fD5MPKHDyM3jqudj0DZn1kYYlInSu/PXk/Ah4it0/7ll1f9BdPGbHp8RbZUdCpPWHedliStGua5RPbhEEmNvGhYrOJq55glTadz0nS8d0x8Ov9a55UdhXUNhWUX21OE1yduspsnW7e4/Gj0QDFC3rUh5mgIe3WYovPmBPPOCNHBXhsQ1OLqoiVClwSqyj/8ZUnX83QxsnK0n4r6+9f0PLbdgX/zIDCpru4Tp01pPJyncPO4fR4W/WFL/zfxmbnAEEuaDoW1z9dhiZwI81v6e4uvs4GYW95dag30sRrbZKd2iC1s82dAfPMqNq4qDvZMFJ2mJvpPU6Hbg4MdONyFRw9tOjRYt4/yDN2+LVpcVrRE6JLgzn7kxzuB7WOSk0Yc3RSrVgprma3F9mfKYaF47PSn4fhxjidQnxWpE6qo/GTnir9ous5zrJWWMLfPL59WT3WWJkyC1GnVKeIsk0gksQDEdABhVq+q9NTeMXEZiOCS3rwTzfkckWTeOfZEkfapiOCy57+9LS4kyhkkS8KIYqZznruyDutbUBUQSuj2bHXWosVVRUuELgGiKv/bJ2VdirqYGjTkZblYdVJB0TyhZcJabknSjyfKw0k8leScdpwXIUMrqfDPvrjaRMglnXNNSMSntR4oLpxl4hHfsRVZnf+jGizzJ1tBXI7P13HZKi7p4NM++LzOAQpHe8eaHrNYWj9Z3SHWNNa7dNUI0XORIEAj7rSC1xaXEmkO1dKmc3hgp737gTlNyxkk+bwFhtX1Vh/U4uqiJUKXAD9+HPjsMLJx7HXotGLVfgo7U9MEObHMoVEJ3cR2/qeRnMMyMqkih4UyLJSopi8673prLYNPDwLD8gqvx3zvfG3sjV1+LlQWXNpf9JUt2e7nXWKnpFG7pIe4zIpem94xmPeYWXJ0B51PjmwCZM6x53f1qUZoidCVweq6UBVQloqqMhnaXe/6W1akeu02rKyYFn/7ZhuU2OJqo3WNXQL803uBlfRkgF+lJ7vAci+kXknEKjaKAKt5s7Ja2OkPi0jihGlQvhxFMmfCSAFmQVnL5dxOMxFBxMTdv1Fb6SeV8ngSmUXIHWx13aVurZekd77VGNSi6pNkxKX9oynUS+c/mUbtjqRRA+jcjVb3mCVdUzGJm1vxn5gc/SxoOJmJ1OLSIusI2zdNKzSb2F0sBtj9yiZDg1WQdSNCLQlqcdXRToQuOB5PI3f2w4lpECyKVZcR1drje6mwnluPWOrEClhdcx7lca0FejS2SdBhabRHBCYBDmbKi/AUJ6ZrAiNBd4eRiKVXR+DuMF5qQbWkg/m66ZX/rlPWaacKnU/tMWumTHXlBkaYtJo+H5E7LRyyxaWGkSHH1g2hv4LJwBJrZfnqC5gM25VYizcDLRG64Ph3X4V6wnLyCem0YtUqwmZncboTpYxKqAkS1Kuxql6dqfWKFVEYlnaaE+WwPHvFxmlYTW2lB/B4Esm9VXGICJkXcm+nX1b4bJ0T7q9XhdPWaadpfE4RYlsR7PLkSImxJFYjwmwPjeXZrkM7EbqyONhTegO49hZ4b6WqaQ5Zp50GtXgz0K7GLjCiKv/ii8DGE8w6T6/GUHamyqSCUmGzYxOhoHBYV240q7DUCYMUpsGIlAP69T2jcaIlYsTorLUb/QTujiKjUplFmwQdv+7jSxxL47JVbNWkp5LUlw7xC7mQhkUu4hIZelqPmYbSvm9CFl2CRusy8/naGXRDcsSV1uLqoJxZlpCIsHnNTlO1lVmLFm8CWiJ0gfHZobI7i7zzlJTm06oxymgkY5AJq7kwqwXTgtKp12ZJfchuIowqxQEdB4NUKAL0Ujm1s6yX2PGfRY5EBCe2AuvXl8n80euYX+J5pPgOknQtZFCeI4vnadDw5GTqOpEaFI0BdAqV4LKVeWbQU3vMtO4gW9IQIYJWU8Js36ZGpyVhL99m95JuZ4sLhcZBli79e6uqtcy3eHNwiV+Krj7+8GFF+oQqjafhuJus42u9kBdWM/u6COYi66eQCZRBSb1NoRqidNyRBsrDydls9mbJj/wfv5zxs/3Az3YD+zMrDi2CMgsmmL7M8Pn2UjfYC2KJ6CyXojY6nvlEJxYIOq/diMXBUa3Pk9Ktm3FSM72q06wXwYxHf99JiGUTtbhyOO4gK0ulKlp9UIs3B5f7legKY1op//pBYOscsoxKTay8DCfMQxVXUkcvFaKaVb6fCltdx7WuYzVzbORW3XD8GJZPpHixFdq4VIZl5OE4HiFDZYTdmQl7Px8pKylo7SLbmdr06e3B5XaNAbjudTirxuYZOK16Q8TVBAgjLjEgNBOdJt2axXmegkZYrdFyhWLdYC8useMc/33L100ViPU6sMVVg4mmBedgNmkt8y3ePLSrsa8Ju9PInb3AYaWsJMIH656NzoKX/nQvUgbONRFq3GR+6aKxXmWBTXM2csekerL+57RjFFFJnRGdYWmEKPdmtz+odUdpnT9UBGWQCbszE0lv5DaBWsuEt1euRju9z9ZP1pmcF0fKUBsslaLW6y3c0kNWdSln6BkQj8tWicXhPJG6SZ9erLyeUMKqFZL0W7H0FUZDhlq0eBPRToS+BuxOIz/6KlCpsplDpcqPvgrsThdjlR/vBHJ/Pnv5k9xkyxOYRmi9mcuSwPrpxwBzfE0rI0HeQVQ7bTmAsaovkzpLtZ6FRmdkwumrAklXrfn9ePnquQ5WO77qlZVWY+sWm/84xRrgF0nRqtFWZGcMSBSX4vM1XNKvSZDD+WX32eklrBqm+M71F7+NLV4diins3IcHn9nnYvrsy7Ro0QJoidDXgjt7gX6i9DOHc47ECaMy8s/vFtw9DIzLyE92Iqvp+d6hNSRHsOmNwKlk53mPcb0rCEIRFSdKqIlS18uR1VtS64qi2sBkVNkxnMilFkgfh/hOndPzEuxvzhPLIdVsh1COCdUULcfEamIWd/G4bAXTCVUWr+gzzM31HCLmWkPk87Va8yNPzyYCiJWtAVtcTDQkSOsqeY0tGWrR4jnQrsa+BhxWNgkCmFXKg7GSOWUYLGzwJzuR3VnkvcH5R9WnuclexjESB9PKnGiZh5XEpkFhafXWTYRpEMalEqOyNw04PFsdufQC6WWICL7/DuHwF5Ctnf9AGtBQmE4Hj8YZ4JC0D6qEySNcalMcl61aBPBpzrLnuvJPcZidvKF1blKLC4ndBzDeNwKU5NBfhTSD4R5s3vy6r12LFhceLRH6GrCSWPZPP4P9wtxaVRRWUhMg/+v7JZ8fRlJxbHZeLNjwZSN1cL3n5tZ6J4vV22pNmhoNUuJMHL1fCN/bEt4a+At1W14G0sF7VAc/f6FoxWWhtLoE14igm3b5ZgqkAcoKSXrP2Rz/BDyh6uPIdVMFVdyLEL0Wrw7FFO5/al9rAOdhcgBbb700IX+LFlcdV+ft+SXCB+ueUSWMisikjJQhMiosEfpPHke+GEUyr0SUL8d64aoozrJ6Sx1s5o7rfc/7K44P1pMrR4IAXGcb8dnZE5pPw7waw9VrNrGPWFvzxaFhiiB1EGLxDKv7S0QscOlqmyF0UbH70MiQRouCFgejQ1uNtUFALVqcCS0R+hqw0XF8fM2TiDAJgkb43jXPzhR6ifLFxBxYmRdSp3Wb/MXCs8TW8/OJ8vACXv+XBRFHsvIttBy9wEFMKD0XRNd6HY0RDYWJp2vSI+LqTrjTre4vGxpmrT7oIqLRBX36YyM/VQkxWkeG80aQBu06s0WLs6BdjX1N2Og4fuum46NtKyTNPRyWEeeUvRm8O1gUJezNIt1UzlxzUUaeao1/nci98KvDyB/eL58YFXDZkfTfpdz7s3Nffl6NIQ6X9InlIdoIsJ2HGBGXEsMUcRli3RqvZyKkgaT/9qv/PS3OjoYEpZl9OG9EqKqJsXhY3bQJUYsWLZ6Jq/NqdEnRTYS3Bw4HJCI8GFqys4iwP1PuDWO9ftKnJjk3sETns6U/vw4EVX66F58aFXDZ4fINJOmgsTjfAZZLVQHxOYIHlyLzji97qGos6snR6Vb3lwmNFbgE37nxSn9Pi+fEcM8IUJLC6jaEyr73KaxtQ7cLW7e/7mvZosWlQUuEviZMKuXOXsW/+rLkjx+UTKPyl28m7JdCFZRhERkWERFhLReGpbmcl/N6jqOM8HAcGZaRcalU0QIRn3aZV429qZLKIiqgnzn6iXJn7zVMM14TRBzpygdoNX6BgzQOsKYtvmtOMZ+Zzb3WDokkNOuz57LNnwNaDklXPpgnWLe4IChn4Oth/vq2ucQUmByaVqi3DhsteW3R4qxoV2OvGbvTyJ/uVvx0JxAifLAmrOaOe4eRra4zJxZQ1Lk7N7pCJxFChElQBqk8pdtLqVTJvWX4DEs7f1KnQT8PJpVpk4qoZE7Y7Mi5xM5FVNaO5SF1E9iZXS3dkO+/A7s/fqE2+mX3mDQBi5KACC7pEsPM2DDyclxjT7suda1GsvL+K/sdLc6JNLcpUJLa19tvwcFjqFZh/YZpg9q1WIsWZ0ZLhF4jmkTpYRHJnVI64c4BfGfTmuKHReTBBLZ7pgc6LKzfqyk/reLRqoxlNEWrmRerxnBAtM6yXq0vOu0yp5GdSWVutdQp3QTKqHw5hlu957fyp84Sqo/+XosQuEpw2Tqus00s9pF0cL6DLNVsNLohRGqNkE2GXjUBmiMWSLqCyzZe/e9qsUAxtdVXOTOScxqpGaybRghsMiQOemuWGdQSoBYtnhvtauw1okmUTr1DnWOQCN0U7g4jiTP9zMNJpArKQWH5PIeFsjuz7i44WZUBNu3ZK5SDIhIi82Z5J0ZyTrtMQ3YiRnaWrfo7UyNBmTet0ou419ZzoVSLCogxMioio8oE01cJIkK++UMIxfkrN5opUP216YbmP3x9JAjQaky69uG5p1stzoGzJkRnHSM9UrekimtJUIsWL4B2IvQa0SRKZyV4IAC5g52Jcm+oPBpH9mdK1hUUyLxNgg6LSFDhnb6wcsyq3qzEHHqkLT6q/SyR0+3ty2SH+neBsjO1dVa3vmdU9VSpivZxveeey4HWSYRBZtdjZ2ausY+vmWtsUin3RoEHwwjO1oCXOXTRda7h+7cI00dIuvLcl5+7x+w7rGH+NU6BajRELum1brHXimURNCw+n5YQ3ZChFi1avDBaIvQa0SRKr+XCQSEcFsosBA4KGBZCkghRrcOrn9lKKYqwmtuKafMUy3mzEuunbt4In3pFVRik7okZP8tkp0HTHJ85oYxGrIal2lpNIHFypGX+rOgnwm/dPCrsnVTKL/YDjyeRfgqKcm8E0xD41trlJEMiQrb5AyZ3/9H5tELPU3uh4cj5zl21cQq0GuG7N3Bp/6Ucr8UZUc5sErQMn9jUp0WLFq8M7WrsNaJJlA5Reatv4YkPJnCzJ7yz6tnqOBIRvLNJTD81x9ggFfwpr6lltIyhgyIyrZSuX5SdRn06YTGyc/J4jVaojMJhEfGoVWgEYasrz+1Aq7W9J3BvFPjlfmBvpuzOQBH6KYxK5fHk8lrrfb5F0n8HysPzHaAuRZW0jzyFBMVqysJCry8taVpVIRZkm99/4WO1eE40IuhlhKpNiG7R4hWjJUKvEcuJ0uMgfGM14e++n/E33sv5xqqnikKWMNf5qC6+HmQnNT5fjCKjUplWUKoyCbaKWs0c6/nTV1gN2SmComoapDIuBNO3ejYGmtnWiht9oXOsZf6scHLyun96EAnR+tYUeDBWQlSiKrPLy4MAyDa/j2qF6qu5IcvuMkRql9lLSpouh/je27h8+8WP1eL5MFiHsrBgRFX7XBZtQnSLFq8Y7WrsNaOTCLf6js1o+qBpsLDDzMODccQLRgRUmXpzjPVSYWWJ1ZQRHk4UJ8pqLhzUz539RBmVSjdx8wLUJ8HIDuxMF+uwW72FRb6bCLf7DoUj06gnudaehNPO/3gSWUmNiAVdTK0eT5WtjiO/5PTcZeskK9+kOvz0/2fvPZ8kS68zv995r0tbtu10j8FgZmCGAxAAATqAfqmV2VWsQtrYkLgfFKHQR/0B+j/0VSFF7Ad9kGIpcRVaBrlcLpeeMMTAEGYw0zPTPW3Lpr/mPfpw7q3Mqq5qV9Xd1d3vL2JQXVk3b97MRlc+ec5zzoNkj+FNbGG6bM7xN01btEdBuvaFYJJ+kixOiolAWdo/6CTbb4J+kImyQCDw0AQh9ASZlPM4jU5sgmZamRhKnPLhoCIWa4k1qe6LIsj2BMGksOpJlggisJRaav2khHZy7+yvRdqxcKl39BteOzZPEHXKvD+QMv8g5F5Za+0/fubtmj8awMakopdCP4VxIbzSF9bbz7gSAtLVdyiHH3WhNe4AACAASURBVNkmaJee7Mn3pssWX9fjb5rWfJd46Q2iLIzMPzYOipmsDYMtM0lnbWuFFfndU2CLsRrNcZs3wrRYIHACPPvvOM8QGxMTQc1YeqUwzD23Jp4fbpbcnnrGpdbtKvPrNNPUi7EZ5V4rq57ucdBPhVYMKw9pZL4XD5Iyfz9yD2cOCCFV5dYELnWFy31H7oVrA+VcW55Zo/RBXNIjO/s1NB88+jj9EUiUWNtNvbVQ6pDW42ya1ioHF5OtfvEErzSwj4Pj8fkE/uFvYOOaiaMyr5ckpvb9IosTZSJHHxcIBB6aUBF6gsy8VYKg3uMz8qQOXAXTSqC2lIgIs8r2AG3nAnhiNzdMp07QGEaFta2cUIui/dufTyJ8NXGQPEQF6CBehdXswP0FUKtovZwKF7swzB2X+u65EEENce81qvEnlMOPTrZF9jDTZQ+AqqLlkOzsL5tBO/B4aMSM93DrClz/md22cs6qOsUMVs5CnO6fFMuncOMKTEb1p5E1WD5r5woTZYHAsQlC6AmS1VEXaWRbprPIpqVmlbKcQqHWDkuctaGmlU2WDUthdWFwpBXbeHvqAJRZBSCca8+FTrNfCJS8goFXtmZ2zJMUGyLQOxCxIQgv9x3bM2vnpQ5e7jv0sPGyZxgRITvzC1TTO/hidLLj6BIh8QmNyxe7RO3zJxqnoT7HFyPwBbjEctNOukX4rFHMzOC+cQ1uX7WqkK9g+zZ0ehaYOtqtzdECu5sw2oYbH8D1D6yShMDVH0PWteOSFLbqLdM4aHWg1bWv7R6kbftHGAgEjiQIoSfIettxdegx8WL7f0rvEDyqtkF6UtomaBETM93E9g15nVeEktpAPSvrhYWHVHtsxF0Zl1Y1yiITT7cm8FLXjj2JihHc+zyCsnygopQ5GJV3n6P7HP6/UaKM9oVfZ3Lt36JVjkSnSwz4YoREbVrnvm6TaCeA+pxqtmUBsS4FrahmW0TZ6osthpIMNm+aB8gJpJm1w8opXPmh+X7yMVQVOGdp8rOJtdC8h3JmtysmiuJ0PlFW5CaqotgeJ4qsbSoOusu1OOpaxWn9Epy9fPfOokDgBeU5fOs5vbRj4XLPsTHx+HpZ4moLbo8FF8FyAsPcKjmdRFhKbfS8l5pJedG0LAjnOkcLl1Jt7D6qbUajwvYBVd4zKKCfOLZm3vxIWMV9Wgmr9xm7P0hTeYrdvJJ1e+IpvT3e9gz2jE413UT40banG9tSx0kJmzP4ytnn07LmshXSc19nduNPwa3UgaonyCMuV9RqhmhF++LvnGhLrJptm8CqQ2Nd0kUkxhcjouwFFkLtHmx8C7ZuwuZ1qwTNxiZ4ityqO/01S45PMvs0NNqGWWYCpxFDVb1bo92z48a7VgHK2iZ8qsp+1txnNoabH9Y7isxTRtKCT70DL78FqxehvxoqR4EXliCEnjDtWLjcj+gmwvc3K36wUeHEM82FyDn6qaeTgKgda1NaJhAmpdaxGfc3Lcdi7bBIrPoS114inLA9U0rvGRcWsdGIq3GhxM6z9hDz681m66ZalXvlztSTOqGXKLETfrhZ0YmF1Xoz9qhQXukLo0KYVkorFtbbdvvqc2pRSXqX0fUvkW98G9IVxJ3QP716uaLtFZovV7yfZ0h9iZZDWhd+C5eenH9JfW4RI1ELXFJXg7Zx6TJyAgsfnznyqYmQD75vLa3xwIQLgItg6YxVb6rKfEIr50zANLgYW42gdlzUscpPVdp/3puAApiOreoTRfa47Z5VkMCEUlmCL+3/F6Lws7+HD39Q/7wHn/kqvPo5E2OBwAtEEEJPmCZf68quJ3GglSkbwSa/pl5IRMCZKXqxzfQwpuV2LGzNhGFhRmvFxE47Mu/KxkRZzuqUekzIpMAwtzy0B6WsPU0NO1OlVb//Fl443xF6iQXOfvWCHTjz0K/H/BtUrY33rPIgnphk5fPgUvLbfwNJ/0TaZHvLFVGb/MLb33XJkZ4k9SVa7JCuf5W4+9Kxr2GRaraFrwqkmiIuwyUdxEX4YvDijOXviZ/vmfjxamJlad1ExmgHiikg1hrLp5B1zAQdHfiVnLasojPerRdoOvtH633dOhtaiyzJTPQUMzvX4nLNYmbn8PWkoTg7NuvYNTXX/N1/D3//J3DuFXj7V+Di6ybWAoHnnCCEniDNHqGNiWclBUTYih3nOpbw/p0Nq8Z0E9kbVX9UEgfn2sLPdgTFFia2I3vMbmJp9QfNyQoPXR6P62rSvCJkjx05M3u/vuxox7A5m7fHFk3jDUW9YPI08LBG3wf1xIgI6fKbSJQxu/nngLfKybEutkIRtBqjvmJvv1CVwyFVIfUFmu+Snv0aydKbx3vsg5fic6rpBi5u4csJ+IJytoOLO6Dl851d5r2Zmn/yLfj4R7XwqCDrmRG61Z2Liu4yTCOr4MQZ9FbrSs4hv459aULGe/s7jWKQevIsjU0Ead3+ytqgpX2/WHEsZiZ0ktRuV2/fL4qctAXpBas87dyBf/9/QKcP7/wavP6Fw68tEHhOCP/vfoI0e4QQIakrM2fbwu2xcqlnE2PVIywtPArbDi2MSztX5KAd1UsY683OdbesTqsXlh5yFc3BpYuRKLkXVhJhWCiv9oVJaYGzDYum8ca0Pavgcu/pK6FHMfr6YoRIPG93SQyeIz0xSe8VXPTbTK7/KfgSSXqPfsESoeUIX87MdA+gikqElNN94kPLCVpNyM5/neQxTIjZdNwYnLPMO18gCL4Uku6F59MoXZVw9Sfw7p/Bzm0TDFFiosTFZr6bDOy4dnfennLx3W2ww869u2nH9FdNpPjKRJDP7UNLkpkIEoHZFLLW3CPU4CurAi0izm4/iIgJte6yGbX/+g/gvW/DL/0T8y4FAs8hQQg9QZo9QmkdqppEliFWePs+i+D6SMkiMxDziFNci/RTh2I+Hq/KsPDk3oJcS28CqFJFEDqxHf8wNEsXG//SasuxM7PMMEXpxTAqha+cnX/6XDSNj0urBF3unY4dQgdFjarHFyN8vkvUOnNodUjLEd5XiJZWQYrbIIm9WR1B1D5P5/I/ZnrrL/GzTSRdfiQTtUQJfmrVB43iuiCkCIqWE0i6tico30HijPal3yVqnX3oxzkMX44oRtfRyS007gKK1wryAS5dwUUdvM+JhOevLVbk5q9598+sbdXuwdpFmAxhOjTx0lRcYrEKTDGzKkuUWFVmMpybmg8jn9rXKK4z5ep/H7NJvY+ossfI2iaCiin0V8zvc9BnlEUmwHw5v8/91lVkbUhfgt0t+L//F7j0Jlx4DborcP4VE0uBwHNAEEJPkKYltNpyXB9ZRcSr0o6FbiJc6go/2bbR+ryO3njYKa6DNEJlUHi2Z9YiW82aIFQTSOCONT6/f+mi0E+Um2OPIJzJhDdXoz2jdENjGj91+AJcapWhfIdqtgWS4qIM1N9VHVKfU5UmRLx68LuUCHFrHXefSo9Ll2m/9LsU298n3/q+iaek93A5XxIhOFTM/4o4xCUmfnxhVaByTNx7lezsV4/fiqvx5YhicAUtczTuIXjK8TVcax2XrqDlDEkcDgfxc7RDqCzgve/A9/7MKjHdFRNADb60ys1i20lkHqnRmJebCk1jal6kKusoji2r/sDcEC1iIiqKzeOTz+zx0pZVjRpx0pzD15NiVTHfKaRq3qR2//7PVwRabfM1vfcta/99/pfN9P2pt4MYCjwXBCH0BGlaQlkEFzrCrbFnVAmv9mx6KhKHk4rEOZviKiEWz1rreGWhxEEswnpL9gWoZtHxvUiH0Y6t4vTV8xFfu5iaN2pQMat9QOvt01H9ORSXoNUEX46szSMJvhzgZ1tIlODi7r6Wly9GuKhFld8AyaydVk0px5+Qrf3cfR9OXES69kWi7ivkm9+lGl9DXYrE3QcWRBJlqC8QF1Gv7cbXo/G4mOzibxB3Lp1okGo5uY24DFxp1TMtUZRy8DEuXUFchMQdJG4Rxc/JvppbH8Ff/QEMNqC3biLoIC6ei5Wmwqdq/8UH+s7i9puawQTMaMduLwsTQvkEOkt2/6qs9wTVURutjj1WVZnPqCqtIjUezFt0WRtGdTKzc4CYKGo9oGdruGM7jzo9q2J954/hS78DNz+C19956JcxEDhtBCH0BFlsCSnC5V60Jwr+4nrBWkuJnHl4IoEE2yp9EsOsB6e7oInmOIGTH8Kkgs+vRvuCZgX78493PK/2hEu905cr5pIu+fg6vprhp1uon+HiNpIu4fMRqp5IK2haPb5AVXHpGupn9gk8yhBaNsUVP9ibTZSt0rrw6/jZHfLN71NNrluXK2pB1LqniJG4DYXHVwX4GaC4qEOy9mVa61+uBdIJU04g7oCL0WqGVhOQBNUhikfLgigtUY1sjP5ZJp/Ct/8d/PSbVkVZu8ekXROVUUznubhlMc8JW+SgqRlMxBRTq/i0OjAdgZd5mwxsKaKL7baqsD83VaVJff84rX1D9Uh9d9naeWlmx6etBzdAl/k82LXdM5P3d/4dfOHXghAKPBcEIfSEObIl5JXuAVEgYJ8kT4CD010AeaVMS9jkeJulD8OJ8Erf7RnEK4UbYyWLhCWnbExB8afGG7SI+hJBUC1Riep2U4RgXirvFz7FuwSqbSRuIc7ZtFQ1QyVGy/FcMD0AIkLUOkv7pd/ElyPK0VXKwfv42Ta6t5Sy3haMA3wduKqI5uASovYFou5LuNZZks75xyOCAOI2+AIXtylnW6g4UEVcSpR0kbhrbTsXc3Ch5jPF7Y/hz/+1+YBWL85bW0cRxfunwhATT2lmPh5fj683VZyDbbHp2IRK8/fW7pknqCysKrQoYA7edzK0HUJF3ZprxHM+M1ElcngV637EqVWaGiHX6tjm1+/9OXz2F+cj+IHAM0oQQqeE8z3HcKuiqgPFfb0ZeulgYOkjYnuF5puk80oZlrbPR0pbrFjkD58ufxiF173x/SsDpRPDtUHF1lRtYk6UNDL/5sbEnyqvkGWC9erdPBVVOQXc3u3qCyjH5Ds/BUDiDqoFWni0HFBVOfgCSXpU+TZR++wj+WNc3CVd/gzp8mdQX+LzHbQY4H0O5QTVEnEJRB3b1RN3UO/nhu3HnO0Vt89SDK4AGepaaDlFyxEuWQHv0WKMOkcUt/HTTSqXPlt5Y6rww7+2NlCrB6sXHvy+UWyC46DouGcVZ2ZiY7xrW5+ztomaxtgcZ3cLn4P40tphzYi81GKoOjBS3/iHmsdsYjkWRdaixyiKbfKteW5VadeTZvDH/wr+s//hwdtsgcApJAihU8KlbsSksE/Os8oTidBJhP4xVUmTAzatlGFhm6a1jr5IHHVwq424t2MLQT1O2jzAIIc3VxyREzJnERwfDyxYNo5gWsJkppT+7l1GTx1f4JIevtgFSXCxoKW1fqS1Xu/HKSHpA4ovhuBSqslNfDXFRV0kXQYUVVswGLePN3YsLiZqrUPr9HzydnGXpP8a5eQ2Tj0+aRG7i7i4a5NsxRhfDu21ijuHGs1PLarw7n+A7/6pCaDj7tBZFBVNW6qsvUDFzNpmRT0O7yLLHtPa8yPOqkEPYmxuBFCSWUttD5lXn6rShBe1YRrsGpyzUdVFcRZFtbCKoOrY9ed12231rAm2rRvw42/CF3/9eK9RIPAUCULolNCOhTdWYi52C6p6vP24rarFHLCyrtKAeZC6CcTO9vf0UsBblcidgKF2VCo/f8aqPOttxwc3S7IIZpVyZ2obpM+14ONBxaV+dLqM1C5B1BOly4DgZ5sQt4jaZxCJEB3gshVc/eaoIqgquIwo7luMicS4pGOVvXwXjimETisu7pL2u2j3JfLBhzbCX03QKrfYj7iDr2ak7TPWIrvHbqVTg/e2Yfl7//HkRNCiqChzGGyZ8dhXdZ7YrpmX48R2DU1Hdvt0bJNhD2psTlvzx2p19rfUmoWNzc/zqYkfF9UZZqXtINob2Y/2T7i16nH7g1Wp/jr88C/gra/cv2IVCJxSghA6RbRj4e3ViB9tVScyydXkgHm1Ko2IGZZzr7Qii92oavuGExNFLVV2cx45kb7yJqbeXov2ntNaWygVfnAH+plyqStUCv+w5RkVFi3SiaGXOibDp+sbckl3b6FilK3j4i5VsWstnnKCxL390RgSgc9xqri0j4vmhlg9OBH0nCIuJYo7tkBRBF/luDiGqE0UpfMKUP1anVq8h2//Efzwr2wk/iT8Vfl0v6goS4jr9pJWC62oApJkPukVpVapaffubWw+WG3K6mqTqrX0Dt63aZ81x8O8fea9iS9fLrTK6tfgsAk3MPGmHn70t/Cl3zr+6xUIPAWCEDplfH7N8Z07JxNOWaoJn2HRbI9WJhXsLOSJZZGgar6eytt91Nseo4FXtmbCubY8sDC5M1W+dCail8yPX06EYez48jllXJngqlSpKkupX8ocpYeNqbLeerq+IXEpUbZaR2zkSJSRtl5DXEo127K9QvtGo21rr7TWbG+PiP1MK9QXz98iwSOQuEOkHqmfbzXbtpH+RdGo1emeIPv2H5kvaO2l+5uiH5RGeOz7Pp4LkWYnUCMy1Nf+m5ZVg+5VZSmmtnka7Byx1hus77GksXnMRR+RqomgnduA2H3L3CpWTSVqNrZPVIdNnHVX4f134ed/MyTYB55Jnn6mQWAfr/Yj5IR8M7FYonsklus1LGx+p59YDljhm/aY4lXopbZnaFzacVkkOFFuTfSBx+xzL/zyhf2/hNfbjkFhBumlxKbhbo7tukpsWiqJhCyCYe6ZPaaR/gelEUNR+9w+T4tLukiU2mh9VeKrAl/lSJSSdC/imi3OVW4j9UmXKDu5ZPfTjD330gJdVevdRrOF5Y4leprzxq5/UIugB5gMexCalth0bDt9qvrDjaurQa42KHs/3+3T7A2K4nka/b3Ov7tpwiNOAK3bWrp/1P4gaR3BEcV1S6wwf9J0aIKo3bXzzSYmhKajeURIqw5z3b4Fuxv2/Jq9RtMhDDaP/7oFAk+BUBE6ZZzvCGncTF49uiCy2A5lY6Z0IqsGdRKbRIud4CsliYRZqZzrOPqpiZVZaQKlSaVPnDCrlEmp9zVRT0ulm8Cnl+/eIv3akuOTQcXHIygrj6+UYenZ2vKISJ1GD7MSzp9SeS4uJW6fo3Jb5v3B9v9E2QriUsQlDxXW+jxxWCUt6b9mu5R8PdqfnlKjdD61TK3u8smKIGxKkuE27N6B9pK1msoCei1rvaUtEx3tngmRJqvsfnt+8ul8SWNThQQ7972qMlE9rZZPIfZ2rdRRHU0lqSnGlkV9bX1od+y22dTO3wT8NjEhIrYJO4zSB55BghA6ZTgRPrPieG/bs/6IaQhzk7SwlgrjUtnJYSWD1ZYwKmApFvqJtamaya1YrB2WLSwb8vUixvIBVsFszOB3X46JDxFwl7oRV3Y8qXjWeyaKbk7s9+fWpKIdR3y4o6y2HOvtU6qEaMTQ+UMN0CYGTuEb/RPi0Of/gAslnyrf+3Ob4FqMyjgOByszcQxFBeMd6K/Nd/pUhYmelf7Dm7J9vddHdS58mgmzrHPv+0bxvNoU1WbpZkKtodkZFKeWjybUO45sXxSTobU6EfuZV9tXFAg8gwQhdAp5e9Xx7h3PUZ+tmpH4owzNjUk6EjMgI4riEaziAtCJBa82Ph87u0/irC02KjxZJCQRCOYPup9FSFWpFL5yLtq7ho2J3zcN5hx0U6HyQuQcF7tC7JTdAtYLECdc7J6+BYsPQ5PE/iJWhZ5JNj6Bf/grS4I/KXxZx1lE9ZbnxNpHZWHCImtx6ATWw+BqT1AjthrDM9y7pQZ3T7LpCCajun2n9p+qXevSeu0lcnVumcxbfSL2fT6tIz8e/ekEAk+TIIROIa/2I0TKQ3+2OBKf1BNhu7ktLSxqs/OwUPoJRGICyYzLwuZU6xBW+51Vqf3MCXV6vLCWCVtTC34tKmG1NRdD92K3sPy0ovT8YMOzOVPOd6zlVXi4OvQotmQxtaRXBBNLnVh4ue9YyeT07RV6CNTnexNnuBS0enZ257yo/Ohv7Q3/JDdwuxjK0UJC/IIp2pdHT2A9DGnL9v6krbnPRwSW1u5fXWom2VRhsjuP5aiqOhet3kUUJ7U4yu25SGQLH6fjeveRxbmYSKogewaqf4HAIQQhdAq50DEBc5hPaLHaA81ovOf6yFpf3URwKDu5sJKyJ5iWUkc3USYFlGo+oF5ij1OpVe6z1AzSWRQxqZS8UkoPa637j9BvTJV//IpDRZiWFbHAxkRIHbRiCwIVlCu7kLiKUeFpxUI3dbzRdbzUi2yP0eN5SZ8IvhghEtexEoA8I7tzXlSqEj7+0aPFTtyLtGWCoZiZQKnGJlI6S/unto7DotdHpN439ID5YU1lZza2a0xbc2N0Z9laeXE6D3SNUjveRVY5ahY/NucS6vsuHe85BQJPiWf5fee5JXLCl85EbB7Sci/VRuHBKkDDQim8Ejnb3zMsoFWvjx4WurcrqPTQTxznOo5e4ugkQuzmP0ui+XljZ9Ebay1HO7m/CNqeKSup8MUzkUV1qG3FTiJla2bmotIruzMlV+XO1LM781wZeFKBC20hr5RZxan2B90XX8xNqw0S2e2B08edq/OIiZNkL29sXN8g1jqa1oLoXhNhTdtqtD2fyrrX47R7JuTuNTJ/EBebCdpFgJrvR4C0Y1WgxmNU58cBdv6ldRNHze4gkXkVKEqh/2Ksigg8fzzD7zrPN798wSokB2nCU8GmtCKBSoXUCVFdKSq8VYYGuXJn4hnWrbNkrzpkA/qFt99/S6nQimTvvA2+9iAdReFhY1rx0+2KCx24PqyYlErqanFVj+aDbZEuvfBq3/FK33GhH9d+IPAIDk5lAOtD4ZLaQLrAad+d8yJz66PHt/dG1VLie2smiuLUNkT76mjRUtWxG9OhCZXp0L6/lxh6FNKWteZUTag3509Sq/BoHdraiJ3F6lXatuOytp2nqQa9/FbYIRR4ZgmtsVPKp5YcK5ljVCjdheWE7VjYzRWctbhcPbSR1pLWCUzr6ko/FZYzEzjjct4mS9wheWIL53W12Co9R264LjxszTzXR8prS443luDqCHJfcaHj2JxZay2LrNpzYwKXO9BPHf26SzQrPbkXPr18ekJXj0OzlRrPfKmilkRp+KR8Khls1W2fE6YqzVAsmIjo9GtPDvWk2BG/dqe1VyeK50KkmFqS/Um276L6mhqj9WxiVaGq3mMU51YVqkrLE1usXnX6MKrsuTQtNufgjS+f3PUFAk+YUBE6pTgRfvNSxOZsf5lmsaKjCqrCeltAhMrbvqBZCU1dYmemjEubBJncYwb+qErRUW2xSalMS0+l8Nsvx5zvxSTOtlaPCs96Syi9kMVW7TnTsj8vIsBdZahnmGaXjplHcxAXjNKnmfHg5NtiTWvLST2OrlYxqar7e4OmY0DMtzOtE+mRhRbbMa9psd3W6tn1Fbl5ghT7Psnmm7BbXatmLb5Gra7dt4ngyKfw2s/Ba28f7xoDgadIqAg9RQ4bMV9sDX31XMz/80FJ6XXfbp6motOOo70JsihRRgXk3tpjDvtd3FR3xgVksbJ0j6msQytFR1AqbM2Ez606XuqaWrrUE24MPTuFcL4j/ML5aO/5TL1ybeARaUJgYVTApf7zpcVf9F1CJ85oB25+ZMKg1YPzr9ib80nQ7OE5SfayxTp1eKqzisl0bMLhXiPzvrJoiyiem6rzibXVHpW7RuW9fZ+1TGhFDoisBx7FdThrcu/rjKK5EbzVgW/819YqCwSeUZ6vd6FniEmpXB16PNCx4SKuDv2+qk0/FX71YsTtIzbm76sOISylwss9Ex+xs99x0myJFqU4ZoRZM7q/OVOGuSf3yi9fmLe1nAjnuxFvLUdc7kf7RN2lbsR621FUyrhQikpZbzsudZ+PtljgMTDagQ9+YC2Y7rJ9/eAHdvtJ0Fsx4XGSNOPxUQRpZsJovAuzkYmPe1WgmiT4vQ8rUkdwHOPfyGLoq2BfowiGO/U26b61u9o9E1xlUbe8DmGv2hXZhJgv4Z1vhNT5wDNPEEJPiY2JJ4sgjQQRIa2ztjYm+4O2vvFSTOmV6ohPro0YWstkr5WV1CtCKr//a3KM36eNCNL6MXcL+NyKszT70jMrLUm+m8ihk1/t2LxAl3sR5zr29dPL0bNtjg48Xm5+BK22VRucs6+ttt1+Epx75fj7fA7SVHKqyjYtpy0TDVnX4inuZXxOMjMjax19ob42J2ePfj2NMFtE3LzypAu/b6TOOzvYvmsE0PatebTHYBNeeh1e/bxFiAQCzzChNfaUmHmrBC3SbHZe5ELH8asXY/7yRsXlB9xXFotVmAa5iadOAp3EJsselUHumdTXNiiUix3HP38zZjs3TxJOuNQVLvWOFjftWJ5aqnzgGWQ6vLsNlmQnVxE6c9m+NpuTT4K0NV9QKE2Yam5VlOnIWkpL64dXhpKsNi2X83T6JnvsQahKEyrNfdPWQsr8wvNTb9WfOFnYTF0/rsh+c/Ria03qXvvGJ7B8Fr78j+YBrYHAM0wQQk+JzFmVJV3QBUXtFTrIf/FawnfvVAwLrbdEH02zXRqFfmoeyMLb5Ni9qi/3iu0oPGznkEVK5c2H9I2LEd1YaMfuuZn6CpwyWj0TDov+k2Jmt58EnT5c/gzc+ODkwkKb3T6zCYiC1v/mXGQ/K4t5UOlBMbS4LVrcvLJ0v8gMuLcXaLYgdppz9pbt9mYzdVlXxg5upm4m2Qo1QTcdQX8dvvTb9hzK4ngVq0DgFBBaY0+J9bZjVsHtScXf3yr4D1dzvnmrJDpEq/QS4b97K+HOVPH3MXdO9tLjhUEOwxzQeSTHYTRtr8Jb+vzWzPPJaO5XsnMqg1z5aKj84lnHaga3JnqocAsEToTzr8B0YhWg7Ttw40O4cw3W7g68fWS++Ov2Bu/9/Y99UJrx9HbPBFCc1mGl3iooUTSvxDTsVXMqM1bnMzG7OgAAIABJREFUU/byyB5ksm0xNmM2nguYfFp7eOqQ1+acSWueGl/VY/Ct7v62WLMGgDrdfjKy5/LFX7fn00R79E54M3cg8IQJb2NPiXYs9GL4zu2Kj4aeSe6pvOc7dyq2pnf/Un57LeKXzsdcv88k7bRSxoWFoMbOKkLTUvfCVg9jUpeQxqUdn0WCE+XWRCm8nbPyyp0pfGHd8daKcHPk2Zzqs70JOnD6yKeweQNufmhVlfMvm7F3uG1+mZfeXBAKJ8DqeRv/3rl9MudrSFtWeSnrDDBfmdhKsoUA05qmmoPWvp1azBxlWl6kue9wy76OdxfG9OuAVDh6A7Vioq27ZOKmGa+vStjdMKEzm8DOHThzEX7ln5oAasbt1y48WMUqEDjFhHexp8jPBhUtB68tRby8ErOcRQxzzw+27v4FKCL8s9cTsghGxdFVoaKCSpVJPSGWRlad385N1BxGqZBX1JUk+71tGWe2e2haL0S80BY+uyyMSyGKhH5673ZbIPBQNCKo8bRs3oSffMsMbyvnYOUMdLq22fgkDbpf+i0TA8Otkztn0yJr2mHi6tH06O59Qk01pxEfs3rv0GR075iNRQGVZHb8aAdGu7Yscrxrx0xHh9//qImy6XD+uFEMu7ft9f/Cb9iUWZLBa58PIijw3BCE0FPkk4FnqQ5GFezrUmq3H0Y/Ff7bNxNuT/XQ+A2wybBpnYMo9Q4hh02kHbVQMRbIvbLopfZqrbRJ6flkqKxl8J++FnG2YxfbT4XVVvi/T+AEGW5bNWTrJlz5vlVpRrswG8JkYJWJ7dtWXSkOCeJ7VLrL8Nu/Z22skxRYUWzeoyYQtRmPX/T9NO2n4Q5sXLfnH6dmSp6NAT26+rUoZOLYjldvwseX9Z6geC6IDnLYRJn3sLtpQmj3ji1h/OwvmZdqd8NGUM9cDgIo8FwR3smeIhZQuv+2UWE7en62U3F1UN0lXr54JuK/+XTCJ+PDxVArEtLYqjult9+nnRjakXDUYmmr6giF171x+0pNmF0dKp9ddfzeZxL6iaNUoR1BhLJ8H+N2IPBQjAcmgm59ZG/qWzdM/JTFfCdPFNvo9kkbdJfW4Hd+z4RE0046CZrK0EGPDlj1ZvN6bUaesSd6puNazFTzKbDDWBQyVQXt7lxoRYlVoHy1fzpsEbcwPl9VJjq3bpgoG2yaKfrTP29rBpbWTExlbVg9d3KvTyBwCghC6CnyxopjNxfGpZmgt6ee93c97Vi4Na64NjJBtCiGRITfvJzwz99IuHaIGGrHQiRCGs3DVKm/P6qLlTg41xa8Sh2SqiROuTGGr12I+e8/m9COIlYy4XJPONMWSlzwBwVOjnwKN6/A1Z9YRSJqAmwFxkN7g2+qQJPR4zHorpyD3/mXJlh2bp/c1umDKfFgFZfZxNp8aWbtKFUoZ/ZaiLOfjXePPu+ikPGlCR9x9hjN5FkjXg4TU42PqcjrCI4dE4FpCpffgp/7Opz/VC1Gc0i7dp9QDQo8Z4R3sqfIp5djPrvqUA9bU2VjUrGcOV5Zjugklia/MVWuDe9eCf0blxL+xRtWGVr0DB0UNYJVhCq1kNbNmdYTYvvP146Fl7qOfiKMS/hooPz25Yh/+mpEFjsudk1gTUrwKrzak+APCpwMjTeoyOvlibG1YTzW+mm1Aa1DSx9za2b9Ivzn/yNceA02P7GIi5OmaWmhJlbi1Lw3zfSa+vr5Sb1V+oh/Z2nLXrPxwKbrZuP5hNp4FwYbVm0a7ViVaTFrDOYCbbhj4tNX8PO/ZW3CpXWrSmWZCbXlM/DyG3bNgcBzRtgj9BRpx8Ln12LOty1v7Ht3hH6qTErYnilZBK1IuTlxvHHIB+Bfv5Swmgn/+48LRqVytmUVIxM1srcXqPlkG4nsZY/t5rovVLXwsD2ruDJQWpHwLz+T8KWzMbu5MquPvdARCi/MKrjUCxo6cEIMt636kdXVhnhoXqBILMsKsd1B/TUzvj3u1kxvBX7jX8CHP4S//X9NaCyfObmli760iperJ8Skfp7TIXQ6Jvaacf7+GvcVH4q9fpNxbaCesmegjlLY2YDeqrXOUBNDra6JvOnQbv/qf2JeKRFrpa1dMI/QbGqj9itn6+iQB1zuGAg8QwQh9JRZ3Lb84U7Jzgw6qeJQbo6VwUxZzTyTs/GhFZgvnIn5n3uOf/Xjgp9sVyynsJLJXoBq4eHWWCnVliG2mkWJzszTSWqVoysDz7hQfvGc46vnY1Ln8GrttdwrDtt6nTm43HOhGhQ4OZqliUtrti9oac3elHdu17lW/Tqmom0i5Um0ZkQsUf38q/DtP4b33zVh0Vu1istxaFpaabbgBarbfvnUnmvatp+L+fcOJZ/OBWRVV41HdSutGZH3lZ1PsOpRFFtlaLgJFz4Fv/xPzMwtYte0Xa8R6C5BnkOnB2svzZPq1y4c77kHAqeQIIROEWkiFFMLR93MbdpLULzAN2+VrGXCcip3pdSvtxz/0xdSfrTt+f33Cz4eeiIn9BMbiy/Vqkte2dtOLaJsz2AnV8al8rnViLfXHC91Lfssr5StGXtVoBCNEXhsJJlVMpbPmijKZ/b90hk4e8nMuk/Ll9Luwa/8l/CZr8KP/gau/MBEQ3fVhMqj0MRwRJE9991N80P11kyMRJH5dERqE/Qhm7Sr0tpfUqfGV7UpOmtblam7ZF+nIxNBw2378/IZeOursP6SPSeReWsySe3ng037O3jp03abepAkjMsHnluCEDpFrKaOoq18NLBUeucsSNWrEIsyLZV+GnF16O+qyogIn1uN+MyXHVcGynfvVPzJ1YJRoeR16Grk7BzvF0rkhHNt4TcuRSynwksdIVebNEuiZnReKbyE7dGBx4tz8N678+mwVttaMGcuWxvsab/5isCZS/D1/8o8NB+8Cz/+llVVohjaSyYY5AGrpI03J1/Y/Nzq1LuE6s3Sk5FVcg7bLN3sDxJnY6HqYTown5HUi8Bm4zoSYwLdPrzyWfjUO/DyZ61K1BwH9vquXTCx5AtYOQ+Xn1DlLRA4BQQhdIpYToXYRQwK+/2WRcKo8KSR0EkaozJsTj23RhWvLkV3VYecCK8vCa8vOd5ZEyqF2xPl6lApKvMAZZHyWk/IvSDUlSMPswpmKP0UvCqC+YEuBz9Q4HEx2oGr71krrCjsDX13Cp/9mk1xnTZ6K/DOr8Hbvwq3P4YrP4RP3rOxf8Faea1mausewqgRQ41fqDk0qluBVXF4JQjmZutWxwSRr8zLMx7ON1NnbTj3qomaNIXldfveV4e3uBoxFAi8gAQhdIpYbzsmQ8/5jsOJ4kTYmgkXu0LpLTbj+kiJneWCXR1W/HjH82pPWG85RoWyUyjjXOkkwrhQljLhjZWIyz3lz695zraUlVZENxFWIvP/DHLI2o4s8qhaa25U2WTYpeAHCjxObn5kFaC9YNUzNq69efN0CqEGF8H51+w/VVv4uHnDVgBcew+2b7DP29OkvcdpbZSuP1wclQ6/uHnaV1YFKgur8mzdtBair9cL9Nfg4qetmvbmV0z07NyBjWtmlm53IWmbWOr0Q4srEDhAEEKniHYsXO45BOXDIXQj5XLPkuNnlbW/Eme5YTuF0M+EJadcGylXBsr5Dgxm1P4fpZ8KHw8V8CQOdnNP5KCfCLmHVgItge0SLnaFzamwncNby3dXmgKBx8Jgy0TAcNtEQqeOcBjtPO0re3BErI3VWbL9O1/5XfPj7Ny2Ftd419YBDLfs+Y7qDdrUGWSzSR1zUQez+soMzNNR3dOObMqrv2oCJkmhs2ym8rRlE2YXXzeDdZKaSFo5b8d06tZaVc4DUoMICgT2EYTQKaMdC2+sxFzqKRsTz06hbE6Ucx1hc+pB4c4EznQgiQRVuD7ynG3DlR0lcqAIDovMeKXvuDXxTEvoxEI/s/vdmVhlScSEUSsWzrQd59oEY3TgyZBPbc+NyHwr8s4de9NvHdEWelZode2/w/DeRteL3L4vZib8ityqRt1lq+64yMRNnMzbbO9/z6pQ05GJHudMbN38EL7wa3ORs3nDYjfiZP6Ywx0TZGcuBUEUCCwQhNAppRmrv4yZljcmnjsIpVdWWtCr4y0KX1sTRPlw4Hm5L0xLmwT7aBe+cVkQD2+tRFzuOb5325N7ZSX1XBtCP3V8+axNiQU/UOCJMty28fTr79uUUpJaNWTnNrzzjad9dY8P5+4WSg/qz5kOTShlbdtvlM+s7dUsYcyn9rre+MAqVL1l2zO0fasWRbW5evNGaJEFAjVBCD0DNKJove24OvRsTCqKSkGgqCzy4ubI045hYwrdRGjFZrj+4UbFWtuROFjJHO+chQ93PRMVVjN4e92RRg5H2A8UeMIUM2v3xG/BnU/MZ5N2bG9Nd/lpX93ppNWb711aXrfbZhPzFC2OwbeXzE+0fRtU6jF4teWITZVouB0M0oEAQQg9U+x5iES5suvpJ3ChA7l3/HRH6caeSWkTYOphNTXTcypWOUojE0MrZx15ZUsSQxss8NRo9gd1luCVJbutLE5ug/PzyPlX4IMf2J+TzETRdAKfenu+oTtOrBK0fctaart3bA2Br0x4gvmGZo8hPiQQeAYJv3GeMdqx8MZyzK9eTLjUdXiEbix85WxEGkcsZ0IiQj8Rklh4rS+sthyzCvJKUdW9NlgITQ08VXor5ospizpwtJgbegOH01020eNi8xW52L7vLpsoanYOpZlN3UWpva6oxWQk9RLIqpz/ORB4wQkVoWeUxWgOgPVS2ZyaAbqTWLRGUQnrbehEto16Y+JDTEbg9LC4yG82sTfm4Fu5P91leP2du29vKmxN6yvNYGnVJvGaEX3V+QRZaIsFAkAQQs8N7Vj4ufWI729W7M6UbmIiSJhHcoQ2WODUERb5nRy9FfMIwf6R+eb1DYIzEDiUIISeI1Zbjl84J2xMLM0+c4R9QIHAi8L9KmxBcAYChxKE0HNGqPwEAi8wocIWCDw0wS0bCAQCgUDghSUIoUAgEAgEAi8sQQgFAoFAIBB4YQlCKBAIBAKBwAtLEEKBQCAQCAReWIIQCgQCgUAg8MIShFAgEAgEAoEXliCEAoFAIBAIvLAEIRQIBAKBQOCFJQihQCAQCAQCLyxBCAUCgUAgEHhhCUIoEAgEAoHAC0sQQoFAIBAIBF5YghAKBAKBQCDwwhKEUCAQCAQCgReWIIQCgUAgEAi8sAQhFAgEAoFA4IUlCKFAIBAIBAIvLEEIBQKBQCAQeGGJn/YFBAKBp8fOyPPRTc9wCr0WvHLesdx9/J+PprmyPVRmBWQJrPSEViqP/XEDgUDgIKEiFAi8oOyMPD/4wFN6WO5C6eEHH3h2Rv6xPu40V25sKl6hnYFXuLGpTHN9rI8bCAQChxEqQoHAC8pHNz3tFrQz+zzUzgCsQvTO6yf/GampAl2744kdrC87JBaSGEC5teVJE2EwNlHUSoV+R0K1KBAIPFZCRSgQeEEZTq0ttUiW2O0nzTRXPrrpubntubXj2Rp5rt3xzOoqUFUpV+8ok1wZTJTSw+5Ymcw0VIsCgcBjJQihQOAFpdeCWbH/tllht580N7c822PFidBvC6rC7kS5vWNtuM1dpduGyQySWGhnjiwVJjNIE9geBiEUCAQeD0EIBQIvKK+cd0ymMJl5vPdMZp7J1G4/ae7sKK3ERM5Sx6EIkSgbO56iVEYzWOsLsxLiyO4TOfa+PyjYAoFA4KQIQigQeEFZ7jre/pQjdrAzAu+VsyuwPYQbm/6+7SgzPXs+vOnve7wAUtt80kQ4syREDooSnMClM0LkhCyGsrLjKs/e9wdbeIFAIHBSBLN0IPACs9x1vPO625vkShOrwJSVTXJdWONQo/LOyPPTq9bWsskvYbrJocdPc0VRrtxQltrKSl+oPExyWO3bsSs9YWtg59oaKGWleG9VoryAC2vBLB0IBB4PQQgFAi8wzSTXJ3c8UQzrSw6R+STX9lDvEiHTXPnpVU8UmegpK6sirfSU7eF+0dIIrLUlR1F5RlMTRM6ZyLl0xuEVtgaw2ofJTCjbdr9WS2hnYWosEAg8XoIQCgReUJqqjlcYjDzLPeH2trXHskSIIzMvL2IiqOLGlme1J0SRkMYCKOOpmaEX2R5alSmJHUks3N7xbAw8FNA5K7XosvtPZnBhzXFh7Ym9BIFAIBA8QoHAi4SqjaLf3vZ868cV2yNlksMoh4/vKJOpZ3PXo6p3eXOa6s6sgJUO5CVs7Ch5qXui6aCXZ1bMzc92AcJqF9aXzDh9a1uZ5RoM0YFA4KkRKkKBwHPIrFBubZvp+dod2B7B7kgZTEAVJjNlPFOSCFTMEzQYA15JE2W5p2QJrPeF1SXl7LKyvetxEaQxrPRBVRBRBiOl05p7fRbJEjt3Etvjx5FVm1QhjqwStDsy31AwRAcCgadBEEKBwDOO9+bNubWtfHRbuXLdRJCIoghprKSxiZGzS+CcsD2CbgsUAYXxDNopTKaQpZAlynLXJr0+vu352x9BUUAc221pBJ95xbPegyiCS4nw5mW3z8szzZW8sEWJ3TZMcqWbCWlixxSlEjllOIFOS4IhOhAIPBWCEAoETjFHhZOqKje34PtXPN95T/faSpFTuhmcXwXZ8+vcLTBiBxoL09yqR85BWZrIaae2w8d7odUWdkbK2WUbdQeo1KpHf/cj6LTsun7tHRuBX+ooIrIwhSa8fNYWJm5sK9EKXD4TgViFaDy1x7uwNjdEh0DWQCDwJAlCKBA4pSyOtLczazG9/4lnZwx//55ye1eJRFjtK6u9o0XPYbRSoZwordS8PWUFeWEtrzQRvCq7Y6XbEia5CaSygllu17LShWkC51aspfXd9+Hb75Ws9YWvfVZY7VmVJ4ntv5fOwlJX2Ng10VV5paiUvLRz3Os532uMPxAIBI5LEEKBwCmkmc6a5NBJYWcs/Piq8t4niiicW4WLq82SwocXCHEEvbbU4aZmVO53qCe4ABWSWBlOlaqyh0hjW344ze1rltg54shES+M9+sO/g8FUefMS/NLnIs6v2jm7bRu1L0rl2h0lieyxP76t/OjjikvrNkrf6whJbHMc9xrjDwQCgZMgCKFA4BSw2A4SlGlut+2O4Q+/CRu7nuWueXwqFbqt44uCRgy1UuH6pseJiRmv4L1VdEYTZblne37KyvxAaQJVBRfWZd9EmIjQaVm7rDNWPrgO//BhyWsXha+9JZxbtTR5gIvrsD0UvFeGE8/uyJ5jvw1nVqyKlNVeosPG+AOBQOCkCEIoEHjKNO0grXfxXLvt2ZnAB9fh+gb0OtY+aoo/8QkXRuII+h2rDpXe/EPtllWbBGinQrRsnp68gCSCfhtaydEXkiZC7JSlLnx8U/ngE+Xzr8I/+3rEcCKMp0ocCRtDZTC1x5sW5lPaGipZ6s1LRIjYCAQCj5cghAKBp8z20ETQ9tB287z7Afz4Y/DAet/aQyK1CImFXvvkW0S9lk2PRZG1vbxa1afTErzW+WC1l8d7vW8zriytxVWW4DqAKj+5Cv/bH3p++0uOsoJu2557KwFEaKdKGgvTQnnvqkfVTNvtRB5LEGwgEAhAEEKBwFNnVsBw4vnpNfi7H8PO0Pw6iAmT6QzK2AJIG0/OSbPoGSoqqwo1gms4UUD3CaT7ibHSm6coTeYm7qWusjlUfv8vPZ97WXnrZfMElbUHaaktOGembbWHJM+V0VQRsapVmCALBAInTRBCgcBTRlX5o28qV+/YDp+zyxZIGolVZ1qpCYP1JfdYRFBDI4YOcphAut91xM5EU1Eog7HdNxJY7kKvDe9+IExyz/qSPdflru08msxs6eNqF8SBr4R2CnmheJUwQRYIBE6cIIQCgUN4Urtsbm4pv/8Xyse3LXR0Vpj4SRPLv2naQ5F7PJWgB+EogXQvWqmwOfBsDa0yFEdQVLA7hk4bXj4LP7tuo/cXVtWqX7FyY9PE0oV1x3btSTq3IuTVPJMsTJAFAoGTJDTeA4EDNOZlr+CccnPb8+2fVnx0s2Ka64k9zs8+8fyv/7ai8sqnLzX+G1Bs8qrdEs4sWwL7YWbhsrK21fZIGU4sG+wkOc7542gerYGAc7DUEbIUdoZmlL58Bn5yDW5sCZ0MPrll02EiNoHmtT5+pGTx/LwhkywQCJwkoSIUCBygSUyfzJQPrnsUSJxyc0uYFs0EkzxypUhV+c57nn/z18pKT+lkdv+1JdvAvDs2EdFKlcHYhMHa0vwxygpGU1t4mMTQzgTFRMtJeYgaERRFNiXm9eHPX3noZGYAr7xtsE5j+x6synV2WfnWT60t+MVPw5lluLkDSkUnNa/RrBBevyh71xUmyAKBwEkShFAgcABrT5kIimvDb1VvOB5NKxRY7jkiB7sjm2h6GDH0zZ94/q8/8yz3FO9tyWDplc1dRRV6LRjNYDxtlhyaQMoSM09X9VLCtBZk46nlhkWRVbOaNlZZsW8kvpU+uIiZ5iaCnLNz2Rfdd/5FDnusyMFgUrfGas/QYALdbH6/vIDlDnyyYd6oT19yXFi1ClQT6XFmyVqFRWmtstAWCwQCJ0kQQoHAAbIEbm7q3h6d7YEyyZWdgb2Rn10V2qkJmO2xkm15Xj1/tMJY9Bvd2PT8n/9RObOstBIbTd8ZWRJ8HNl4/Ghqf26n9vhFaSnvFkthokOANBKaOLFZYdWXom5flZWdt6hMXInYMcvdBxNDpbdK0CJO5uffd+wR1aMkqlt9agn3Wi9qbC1UdEoPCKz14Xsf2GTZmWUzVPfbjpWeVd4mM/t7WcwkCwQCgZMgCKFA4AArPeH965aHtTmwN2DnbK/P9si2IosISWxtrk82PFkihxqrF7OzilL5139hG5yTSEDExEXpyQurooit89nz2JTeqj1OZG/MPImV6azZL2QCpfQmQOpkCoZTZVqYFyeqqzHTQommsNK9v5BoKjhu4dDF8zeUlW2ELitIY/P0RJGZmsczq/IMxuwtYjy7PK8yWXaZMpraedNYefd94etvKx4Tgq+ce7hqWyAQCDwswSwdCByglQqXzgj4+Y6btZ4plDgCWfBLF6W1tLxa3pZXa6E1purGb+QV/uCv7bilroWXNigmaHx93sjZjU31pYm+iF0tROrrqLxVWGzBoWWCNaJhPFViZ+cSsa+xs9sf9DWoKhtbH0082wPPYKzECx+dmkpQ5a0tN5opN7eUwcjX12UCKE2E5Y6w2rfJr9jN75smQiuFojaJbw+UD2/Ba+ci3rwcBREUCAQeO0EIBQKHcH7V0es63rwsrPWFooJ+F86t1G/aqpSVcmdHOVdnY1mVSEgTE0Bg7SgR5f/724prd/xeblZezgWJYPuDvDdxk8aQV6DeqiJlZWIjS63iVHoTNp3MRFBemnBZNDIfmsUqDx7PGkfQysww3kx/tTOx5Y61QGt8ROJgNDXBlSYwnsGNLTN9Dyf2WnnM3N1Uvpr7pomw1BF67fn9378urC+HFlggEHgyhNZYIHAITVVoe2StnrU+fOoi3Njw5IUymSmR2HEX1vd/nlgMCc0S+O77nnffV5Y6JnaGuYmdXltxznxBCdZ+K0oTPa3ETMWK2LRVYkGsRWmVIu+gGNsU1tkVuSv3q9MSBhNF6vaZqt23/xD7gMrStjm7hf6Y93PDdOnt3NPa2J0m9tzHUzu2m1mGWOPviSOrHMXRfg9SFJkYWmqbB2qaC+++r/zmzz/0X1sgEAg8NEEIBQJHcH7Voap7b/BlBWeXnW16bsbn+0rk9ouLxRHvXhv+5DtK5EzoOAepmjAZjJWVnrDcnfuJRGynzqLHqPIWu5EkJh5cLUD6dSTFdFa3zRbMzd2WeYqKUq31hoWnPkxq/YMYpocTa/f1O1b92h5YizBNrFKUxOZREmw3UnPfe3mQ1vrKN38C33jHPE6BQCDwOAlCKBA4glYqXFizNldT1Tg4Kt+YoUH3xFJe2JboG5ue777v2R5aeKqvW1rLHTMTV37eJmrGznst2TtPM4kFJiKst6VkqSXR5wV02naug2PtcWQTYtOcRxqfB6gqZWtgpvEktupQEs0N08J887UJLbumdlb7murziNjzWTRbt1I5MsMsjmAzVz6+ZVW4QCAQeJwEIRQI3AMTQ0dXJRqxdGvLc2PDqi9LHbi5ZRNU3/qJ0mvZ+Hg3kz1hU9V+oKOWFi7u8clLxXvzCk0Lq5g4J3tenaPG2h8lGqNhWljml02DWVvt6m17LutL9tiKVaXGM2U4sefQa9nzStL587T6GVSV7F3PUSGvjVCLI/j+h55PXXxKuSKBQOCFIQihQOAE8CpcWLc38uubnmmu7IxgOLXq0GBi1aNOS/b8OpHjyKWFTVuqqsxg7BzEMWhuxuROpsT1/Q4baz8uO0Nb4NhOTejM6hBYsGsZTmzPknOw1HV0W3bMJFd8aa0558xsXZQWr9Ft7a9I3Uuo9dpw5cbJxZkEAoHAUQQhFAgck2ZE3kJBTRS1Us+/+WsLEE0ioaxsoWJZ6Z5fB/Z7ZJrvmwqJV/PdtFL7WlVmQC4qE0Nnl8283LSUjsvidujdMfTbJtQiZx4ghFqUzVt7VQVgHqhWZq9BKzOjdemt1fewLTmwNuSNLRjP5hEkgUAg8DgIQigQOCZNJMf2wKIhbmx6JjPY3IXVnhBFQrdtixCzVPb8OtNcjzQMNx6aojR/jgCTvJ7Mim0Sa7eeGlvuHT9f7OB26DiyKtZSx9pb+0JUsWuuuEd765h5YCKCc+ZR6mT3Pz4QCAQelSCEAoFjUhSe9657VG10vJXCR7frUfmJ0s5MyKwvuX2C5X6G4V7bRufzwrY2n1m2+w0mSr9t5mWvh0+NPWzO2MFssZUe3NpSi/twFpTqPaz39rfjjuNDuj/CJG9m3gKBQODxEBYqBgLHYJort3bMJN34fgZTuDOASq2KM5kdntreiAjB2l3C3Ybh9SVHt2XtpshZq0jV9gQhtuOnCVttaKo7ilV3mmT68hAXT02VAAAUzUlEQVRD9d59/P7KVJoIZ1fsz1r/z2ofsnjejnvcCw9VrcUWCAQCj5NQEQoEjsH20HbdvLQuvH/dU3oYT2B3BKs9m6LK7/Fmfr+KSvPz0VQZTpXh1IzEYEbqWW7J9ei86rNY3alqb1JRKrNC76pK7T3OIXt9klg4t2KP31SYprn5nOLIWmKP4v95GCQUgwKBwGMmVIQCgWMwK8zAHDnh3IqjFcPqklV4sqQOZz1QsXkUVKHXEZa79v3u2CIrFBMv4uZVn6a6U1UWaOrVvD1NpeiwylCTLea9bXs8WPWJI/tz5KwaZUsl719pOg5S70wKBAKBx0kQQoHAMcgSEwZ5YQsFJzlsD62lMyuaYFETJ49KkyQ/nM7zyPLSHkOxKbVONm+RLU6cKVYJGozZ2/1zmCi7X5sODlSaPExza9U16fOPg+yYputAIBC4H6E1Fggcg5WebW9e7anlbUXw8a69gWd1JMZ4ZqPoh1FWJnTGU61jKPbv2ykri+JIY/MIeTVXta9saqsrFr2x2CJbXbJw1GluO3y0FkVJDFsDpdc+vB13vzbd4m6j0ZQ6J81G6ptFkM102cMYtQ9DVfFeWOk+3P0CgUDgYQkVoUDgGDSbp9uZ0Os4Xj4vfO416HUsrd1FYqGnh9y3rGBnZJNZkQMX2UTYzkj3JbwnkbXYxNb3UFYwK024xFFT+Zm3yKYz2+lTVVY5snR69tpZTXXoYVmsNDlnwkxVSON5NepRjNqHMZnB+RV7DQOBQOBxEipCgcAxORjD0Wl5hIX8sLZtkz6I7d8x43HU5HfFZmye5nbe3bHtGspn1mLLS2tbRbUQ2dhVOnVKvVeL9ZgWlo0WRxBVc8H0/7d3b79xnnkdwL+/533nnXdOnvHYjp3m1LSkRU27y2ZXqFqxXRBbgQAJhEBCqgDtDf8XF0jcc4MQEhcggeAGaduuAtukTdo48XnOM+/hebj4ve8cfEg9ju2Yzvdzk2Zie2YsNf7meX4H5/RzfR9HdpOd9n1OzzayVq/IigXtjBvFQOA7BAU5dlr2PM/XHQL37zIEEdHF44kQ0TkqFnS9RBjodVg5FBg5fgVGYjWcTHdq5adHeX2REb1+CgPtREuz+p1GRa/lAK3VMQIUA70iEwAQDTz5SUz+a34ydJaapfzqzDN6HSbZ+x3FGAei/FosTSfJz8j8z2cdcOcagxARXTwGIaJz1KgKrNXurlF0tPtqmm80+Nip06L81CZJtTC5HOrX8z097Sn4QDEQlEOdWL1U1mBTDrXryxi9RvONFlDn11PVkujWehEUfDn1brL8quug57Lhj7OzjZJUB0LmS2RHsV5r9YeTNzXvLrQo0VOyG6sMQkR08RiEiM5RGAiWa0C97HRX1tAhLOLYYuEwkPEesjR1SK1DlDgNKp6eJHmeoBJqONIN7kAl1MeBqf1m1s2EkmKgH9Nc0u6yOHEQOISBfp3TDEM8qd4HmHSYjeLJxxsjKIcafNp9DUlnGb641xb81n1hfRARXQrWCBGdo2Gk+7F+/Y6Hr7YsyuHxKzAA/X29IvCGGHeN1UraNTa9h8zzBOWSXnV1By6bLq3b3wueoLkk2krvAGePBqX1Za0nmreL69sGM+Y1P92hhjetcxJUig7DGOgNHJbKcuxU7ZPkQfDBO/w3GhFdDgYhonOUb6J/a0ODgQPGHVUntaw3KoJGZfbPjttDZrM6HJvX22S3T74RhKXJ52h3mTuyu2xep2mXDwPBftchKDg4lxWFi6BZ05eXL5c9bQjb6wh+5/vCjfNEdGkYhIjOqNWzePLC6tqLELi9bjCKoUtWfcG9m4IvnjksV3VI4TzywuTpze6+h5mOLECvxPKQNf0557EK47h2eWtFZxpNhbulsmAwckiyz6mEWe2Tnd1ob93svKHDojg7DbrH0yAiujz8G4foDFo9i88e626xekVPTz57bBHFOmV5FDvcXNUTonb/bOs18mDTqOj1Uj4raNrhjqx8FQagJzJRojvKpmcTnVa+diNOHIy48VTrYjD7vNolJ6iWgHIWgtJ0chrmHNAfAt2Bhqfe8Oj3wzmH7Tbw0w9YG0REl4tBiOgMnrywKIVAqWhgjEGpaFAKdQdYt+/wbNeiWXO4uQbsdzUYTAeRw91Ypwkp+QnNtOM6svKVHCJadC0i2YqO+QKZ7+lgxigG9js6KyjMirCnn/ek9RyAngr1hhqKfE8HPrb7R9/vVkvw7k2DH73Lv5KI6HLxbx2iM+gOj+7BKhaAKNEZQkUPsM7gN98xCHyBg+7kOujp6Uyrd/rpy3loGsW6biOKj1+MmusPdd+Yl7Xne0ZDS3/OIJSkWuhdrwpqZSDIBidG8dHnPXx65Xv6nINRNjXb5JvkBQV/dt/ZfhdYrgF//GMD3+NpEBFdLtYIEZ1BNcS4Hig3ivVxB8H1VT2JwRqw1U7xb79waFSAaknDTOqy1ncjL52+nIcgz9N5QcZoPY61gmJhcvLSHUwKkq3VK6kZkg1anMN015hnMO4ai7KusW+rORoXUosWUucF3+VQxtdqvaGDdYK/+KmHUlHrmQ66GvqKBZ3LNE/rPRHRvBiEiM7g9rrBZ48tADuerjwYAvfvGmztWzx6ZjFKBJUicKPpsFrXGhmI1vr4Rn/Yl7MwYUSvlZJUw0F/6Mb7yUrFSYF0UMiumKAhaDoo5QXJumEeKAXZpGoHxIm25s8j7xoDshZ+D4DT13mawmvfA2rl2a6xUlZDJKL1S+2+4C8/9tBc0o97vqddd6Wifi+e7zlsNOebQ0RENA9ejRGdQb1icP+ugW+AVk9/yN+/q/87PdvROTqlou4Se/gUePC2trmPYr22wqEi57z2p9Vz6AwcjKdXWt2BBp2TVlZMn9pANDBVS3rKlA9ZtNahFOh8onmctibpZaqhICwIqiFQLmqxdaev7/HJFvDxA8Gb6/q68tEDBX8yATso6ONERBeFJ0JEZ1SvGHzw1mwq+MWjBEtVwbIx6Ax0lk+tbOF5wB9+aPAP/2FRDR3iBPA9Pb7J5/2I6NVT4AtM9mWDgn7sKALKJX1sOoxMn9rkAh8oF/XqbN4hitOOm2WUzyV6mXzf2Pi5izrdehhpNx0ADCLBxz/UZbV5e7+26TscHDiMEqDoA7UyENvZ5+P1GRGdJ54IEZ0DvdaxePTcojewgOhOrutNg7ffEAwi4M664E9+LOgNBc5q0JjustLIkRcVqzDQU5QoOb5A+qRTm7x+aLp4eV4ndYO97Gsdt5ZjONLXWywgqxUS/PlHHr73lnfoxMdhc09XhIQFfd+be/l3ZfJ9frJl8WLPYretvz7ZsjPF10RE8+CJENErmq5tWa4AgwiIWw4rdWQdY4Jba3qltb5s8GcfOfzjf1nATTbIA9kSVuggxDjVICDQuT2+h/FgxekwctZTm9PKw9A834vx7KCRnkjlEW+nLVhrAH/0oYdmTcZffzDSz80GYo+DYF7fNP3sW/sW+12HSigIjH6P9rsOYcHi9voZ0h4RLTwGIaJXNF3bcmPNw8OnWkTd7gKVksmKqD3UK3oAe2cduLlm8Hf/nGK3Daws6dcJA0F/5LDf1fqgNNXrpGIBWLl2fI3PcROoz3oCdJIjV10vuWZLsvDWH2Vt+1nQeb4P/PAe8Nu/YWaCVZLq+xtGDjstvSfcbzsUC3qS9UZTT5ByOy0H33No9YAo0WvAMHDYaQG318/vPRPR4mAQInpF0230SxWDd28B32yn2O3o1On7d804BOXW6oKf/76Hv/+XFJt7wFpd12EUC4JyoD/ojQGWKrrfq9XTcHBcAJn31GYex3WlvWxNhm+yjzcC6xwOOvqefveBw4O3tQ7oWT9FajUoedDrv4dPHXZbOrCxEuoZ0lJFa6UKU29tlDh0+i4LWA57MWBT4FqTV2NEdDYMQkSvqFjQwFDI/m9aqhhteRdgo3lyGV69Ivj573n4988t/vVTIPAdRByKAbDiY3w9Zi2QOGC3bVEM5MzFz2cxc9UVTV11CY4sigX0de12HAYjB2MEP/g14N4NwfUVg+EIgACjyKHdy7fZA42qnu5Uy8BuW4vIh9laj7WGh43m5HkCX2uOolRDU7EAtCOg28e46JqIaB4sliZ6RY2qIMqGDTrnsqGDs/U/JwkKgp9+38Pf/IGHtYZgry1odfVKzGXdYVECdPp68nSaSdTnKbF6CtQbTrrVBNoCf/j5ndOJ2VEsuLMOfPSBzgAK/Mn1WsEDfM9gY8VDoyqolID/+Vrrp2oVDT1RoqdFrZ7DRnO2I2ypbOD7+ueJBZwFVupAoyZssyeiM+GJENErCgPBRlNrhQYjPaU4/AP821q+ry0L/vpjD59+afG3/5Si1QHqZT1lihO9PnJZS9nLJlGfN9/o7jIHDWKp1X89+VPb56PEYb+jk6Pvrhv86U+A7X2HUojxsMnNHYd6Vdd8BAXdgRalokta4dAbApUyUAwEgGBlKX/fs++vVtZOOAcgSiWrEdIus1F8od8KIvqOYhAiOgcaho4PJaedmGyM4Htvefirn1n850OHR5tAq6snH7XS7DTnfBL1RQsDwU5bW9p9T09guhHgiS5PrZW1pufD9wTvv+nhWgN4se+yPWMaToo+0FjRU6xBpLOBAD0pimI90emNtFsOTrvfhrFgvXH0+9moCoKCwPOAZqCTtZNUt94f3v1GRHQaDEJEF2y6qwzIa4n0hOi48LTe9PCzB7pm48UB8MuvLB6/ADoDAOKwlAWJeSY8n5XvZXU5kYaW7mDS4v7GCvCTDwwe3BNUS5MXM4odKiVBtTx5b87p+9k+sHj0TFeFGA/o9HQ/mwDo9S2s00Lyelmwvnz0DYaB4N5Ng//92qI3cCgVNRwJ5FRXkUREhzEIEV2ww8tZgdn5OYc1qoJhBCwvCdaWgbsbgsebKTpD4ItNh6fbGoIqoSBOHMqhhhWR8wsCzjlEidYGdQZ66pIkwGoduLsBXGsAS2VBreTw8KnDjdXJdd/h4nFA96e1+npd1o901lJnADQqerW1XNNaqFurBitL5qXTousVg/fvCqdLE9G5YBAiumCHg0Gnb/HV8xTtHvDlJrBaN1ipT374H645Mga4tmywkgK31oA0cRgmgoIneLYLPNl22OsARhwcBAXPaWu60S304/82k7DknF53pVZfW5zkS19l/HWqJeCdm4IfveNQLQEHXQvf13Z4Iw69AVCv6mmOdZPrvkZV8DybCO17+vV3W1oovVTxsLoEPNlKUfCzeqoVg5trHuLEfWunXe5lV5FERPNgECK6YNPBYDCy+PxLCyc6MTpKgS9f2Kz42GCjqZ8zfdoRxUBzyYyv1gCMQ8OH72lo6A0cttvA8z2LvY6gP9TrrMFI63L6Q2AYZ1ObHeAgCAv6GqolbeVv1IBmVU9c1pcFlVCDU17jVPT1OgsQvNhzaC5pYXM4vvbLr/sMlmsOT15YdId69VUKgFEi2ZBFQaWkH6MFzkenTBMRXRYGIaILNn3C83jTohwCnifwjMD3BZ1eiodPLTZWgM09C+e0q6pSBGwo2NxzuLWGmSB0ODRUStqK/uZL1kzk111G9PNPe5WWv34jgq93HColh2oZ49Oe5UPrMoaRw34HWKkbrDf1Y57t2OwUSsZ1R1Gsp1TF7G+hfMo0EdFl4hwhokugYcKgUjK4vmLgoJ1PcaKt472RDlR8tJlPkQacCPa7QMFz2GvPzsg5S2gQ0Wutgi9z1xOFgeD2uocH9zysNwwCL5/+DLR7Dl/vWGzuWeSnQnlxuIjAWiCKLX751OG/f5Xi660EIhadoXaX1cqYa/YSEdF5YhAiukTVUIunA193iXUHDtZpe3yrp6c1UQx88cyi1dV2ct/ToHSWgY3nLQ90773poVQQ7LYdktTBNw7DSN9bvgID0CnS3+xY7HaBgtG2+199A3yzBby9Lri1ZmBdPoWbBc9EdPl4NUZ0iW6vG3z22ML3Hbojh1ZXH39jRbB94CDZP01MNkF6v+tQCoAbaxoWThrYeNm0qBsojoDUCoo+cGNFd4PttiwqqaDg62lRp28xyAYmrtYNRpFDlDhUy4Yb44notWMQIrpE9YrB/bvAkxcWoxFQKjg0avr4YJgiLALtvp4YGQNYp1dn68vmyp2WOAiur85eszmn+76iWD9iGGcdbQaoV41ezwVAnOq2+TvcGE9ErxmDENElq1cMPnhLj36mp053eqKzdgKgXNR1FALg+srVC0HA0bEAgP6+Vtbhhgddp8daAJo1IMiKvdM0m3v0Gl4zEdFhDEJEr9F0R1nBFyzXgIIncKLXTaUiULqCIQg4fl5QFE+u7TaaGoiGicven4VzwCgByoFgtX413xcRLRYGIaLXbDo05KdD08HiqnZSnWbZbBgI7t/x8PmXKTp9p1dkFUGjanDtmBUaRESXjUGI6Io4TbC4ak4z4bleMfjBPa7EIKKriUGI6Ar5rq6O+K6+LyL6/49n00RERLSweCJERBduGDlejRHRlcQTISK6UPmIAOu0Cy7fVD+M3Ld/MhHRBWMQIqILdXj3WMEXBAV9nIjodWMQIqILNYox3j2W8z19nIjodWMQIqILlU+gnpak+jgR0evGIEREF6pR1d1jceLgnEOcuCs9KJKIFguDEBFdqHyGkBFgMAKMXP1BkUS0ONg+T0QXjgMVieiq4okQERERLSwGISIiIlpYDEJERES0sBiEiIiIaGExCBEREdHCYhAiIiKihcUgRERERAuLQYiIiIgWFoMQERERLSwGISIiIlpYDEJERES0sBiEiIiIaGExCBEREdHCYhAiIiKihcUgRERERAuLQYiIiIgWFoMQERERLSwGISIiIlpYDEJERES0sBiEiIiIaGExCBEREdHCYhAiIiKiheXP+wlpmgIAnj9/fu4vhoiIiOg85Xklzy+HzR2Etre3AQCffPLJK7wsIiIiosuzvb2NO3fuHHlcnHNuni80HA7x6aefYm1tDZ7nndsLJCIiIjpvaZpie3sb77//PsIwPPLncwchIiIiou8KFksTERHRwmIQIiIiooXFIEREREQLi0GIiIiIFhaDEBERES0sBiEiIiJaWAxCREREtLAYhIiIiGhhMQgRERHRwmIQIiIiooX1f0Jp9FnpdrpJAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import itertools\n", "from scipy import linalg\n", "\n", "cmap = plt.cm.rainbow\n", "\n", "X = mnist_tsne # mnist_pca mnist_nmf\n", "scaler = StandardScaler()\n", "scaler.fit(X)\n", "X = scaler.transform(X)\n", "\n", "lowest_bic = np.infty\n", "bic = []\n", "n_components_range = range(5, 15)\n", "cv_types = ['spherical', 'tied', 'diag', 'full']\n", "for cv_type in cv_types:\n", " for n_components in n_components_range:\n", " # Fit a Gaussian mixture with EM\n", " try:\n", " gmm = mixture.GaussianMixture(n_components=n_components,\n", " covariance_type=cv_type)\n", " gmm.fit(X)\n", " except:\n", " gmm = mixture.GaussianMixture(n_components=n_components,\n", " covariance_type=cv_type, reg_covar = 1e-6)\n", " gmm.fit(X)\n", " bic.append(gmm.bic(X))\n", " if bic[-1] < lowest_bic:\n", " best_cv_type = cv_type\n", " best_n_components = n_components\n", " lowest_bic = bic[-1]\n", " best_gmm = gmm\n", "\n", "bic = np.array(bic)\n", "color_iter = itertools.cycle(['navy', 'turquoise', 'cornflowerblue',\n", " 'darkorange'])\n", "clf = best_gmm\n", "bars = []\n", "\n", "# Plot the BIC scores\n", "fig, ax = plt.subplots(figsize = (10, 10)) #spl = plt.subplot(2, 1, 1)\n", "for i, (cv_type, color) in enumerate(zip(cv_types, color_iter)):\n", " xpos = np.array(n_components_range) + .2 * (i - 2)\n", " bars.append(ax.bar(xpos, bic[i * len(n_components_range):\n", " (i + 1) * len(n_components_range)],\n", " width=.2, color=color))\n", "plt.xticks(n_components_range)\n", "plt.ylim([bic.min() * 1.01 - .01 * bic.max(), bic.max()])\n", "plt.title('BIC score per model')\n", "ax.set_xlabel('Number of components')\n", "ax.legend([b[0] for b in bars], cv_types)\n", "\n", "# Plot the winner\n", "fig, ax = plt.subplots(figsize = (10, 10))#splot = plt.subplot(2, 1, 2)\n", "Y_ = clf.predict(X)\n", "norm = colors.Normalize(vmin=0, vmax=n_components_range[-1])\n", "\n", "for i, (mean, cov) in enumerate(zip(clf.means_, clf.covariances_)):\n", " \n", " color = cmap(norm(i))\n", " \n", " v, w = linalg.eigh(cov)\n", " if not np.any(Y_ == i):\n", " continue\n", " plt.scatter(X[Y_ == i, 0], X[Y_ == i, 1], color=color, alpha = 0.1)\n", "\n", " # Plot an ellipse to show the Gaussian component\n", " angle = np.arctan2(w[0][1], w[0][0])\n", " angle = 180. * angle / np.pi # convert to degrees\n", " v = 2. * np.sqrt(2.) * np.sqrt(v)\n", " ell = mpl.patches.Ellipse(mean, v[0], v[1], 180. + angle, color=color)\n", " ell.set_clip_box(ax.bbox)\n", " ell.set_alpha(.5)\n", " ax.add_artist(ell) #splot.add_artist(ell)\n", "\n", "plt.xticks(())\n", "plt.yticks(())\n", "plt.title('Selected GMM: %s model, %s components' % (best_cv_type, best_n_components))\n", "plt.subplots_adjust(hspace=.35, bottom=.02)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:58:34.740349Z", "start_time": "2018-08-22T02:58:32.512207Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_embedding(mnist_tsne, \"t-SNE\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Variational Bayesian estimation of Gaussian Mixture\n", "\n", "This method uses a Dirichlet distribution or a Dirichlet process for the distribution of weights.\n", "\n", "Dirichlet distribution creates weights with the property that $\\sum \\pi_k = 1$ and $0 \\le \\pi_k \\le 1$. It is parametrized by vector $\\alpha$.\n", "\n", "Dirichlet process allows for an infinite number of weights with the previous property. Also called **stick-breaking** process.\n", "\n", "See http://www.cs.princeton.edu/courses/archive/fall11/cos597C/reading/BleiJordan2005.pdf\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T04:00:24.324067Z", "start_time": "2018-08-22T04:00:24.142546Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Lengths of Strings')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Dirichlet distribution example\n", "alpha = (10, 4, 1)\n", "s = np.random.dirichlet(alpha, size = 20).transpose()\n", "plt.barh(range(20), s[0])\n", "plt.barh(range(20), s[1], left=s[0], color='g')\n", "plt.barh(range(20), s[2], left=s[0]+s[1], color='r')\n", "plt.title(\"Lengths of Strings\")\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:58:43.533106Z", "start_time": "2018-08-22T02:58:43.026700Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bayesian Gaussian Mixture converged, 12 clusters found\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn import mixture\n", "\n", "X = mnist_tsne # mnist_pca mnist_nmf\n", "scaler = StandardScaler()\n", "scaler.fit(X)\n", "X = scaler.transform(X)\n", "\n", "BGM_model = mixture.BayesianGaussianMixture(n_components = 18, covariance_type = 'full', reg_covar = 1e-4)\n", "BGM_model.fit(X)\n", "\n", "if BGM_model.converged_:\n", " print(\"Bayesian Gaussian Mixture converged, %i clusters found\" % len(np.unique(BGM_model.predict(X))))\n", " fig, ax = plt.subplots(figsize = (10, 10))\n", " cmap = plt.cm.rainbow\n", " norm = colors.Normalize(vmin=0, vmax=len(BGM_model.means_))\n", " plot_results(X, BGM_model.predict(X), BGM_model.means_, BGM_model.covariances_, 0,\n", " 'Bayesian Gaussian Mixture (%i clusters)' % len(np.unique(BGM_model.predict(X))))\n", "else:\n", " print(\"Bayesian Gaussian Mixture didn't converge\")\n", " \n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:58:49.115365Z", "start_time": "2018-08-22T02:58:47.036638Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_embedding(mnist_tsne, \"t-SNE\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:58:51.465583Z", "start_time": "2018-08-22T02:58:51.096900Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "absmean = np.sqrt(BGM_model.means_[:, 0]**2 + BGM_model.means_[:, 1]**2)\n", "ax.plot(sorted(absmean)[::-1], marker = 'o')\n", "ax.set_xlabel('component')\n", "ax.set_ylabel('weight')\n", "ax.set_yscale('log')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# DBSCAN\n", "\n", "Density-based spatial clustering of applications with noise (DBSCAN)\n", "\n", "* Given a set of points in some space, group together points that are closely packed and mark as outliers in low-density regions\n", "\n", "* One of the most common clustering algorithms\n", "\n", "* Consider a set of points in some space to be clustered. The points are classified as core or outlier points as follows:\n", "\n", "1. a point $p$ is a core if at least $minpts$ points are within distance $\\epsilon$. \n", "2. a point $q$ is directly reachable from $p$ if point $q$ is within distance $\\epsilon$ from point $p$.\n", "3. a point $q$ is reachable from $p$ if there is a path $p_1, ... p_n$ with $p_1 = p$ and $p_n = q$ where each $p_{i+1}$ is directly reachable from $p_i$ (all points on the path must be core point, with the possible exception of $q$).\n", "4. all points not reachable from any other point are outliers\n", "\n", "![](images/DBSCAN.png)\n", "\n", "See http://scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:59:14.290829Z", "start_time": "2018-08-22T02:59:14.069175Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n", "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import DBSCAN\n", "from statistics import mode\n", "\n", "X = mnist_tsne # mnist_pca mnist_nmf\n", "scaler = StandardScaler()\n", "scaler.fit(X)\n", "X = scaler.transform(X)\n", "fig, ax = plt.subplots(figsize = (10, 10))\n", "DBSCAN_model = DBSCAN(eps = .1, min_samples = 6, metric='euclidean', \\\n", " metric_params=None, algorithm='auto', leaf_size=30)\n", "DBSCAN_model.fit(X)\n", "labels = np.array(DBSCAN_model.labels_)\n", "cmap = plt.cm.rainbow\n", "norm = colors.Normalize(vmin=0, vmax=len(np.unique(labels)))\n", "for idx, label in enumerate(np.unique(labels)):\n", " mask= label == labels\n", " c = cmap(norm(idx))\n", " t = int(np.median(digits.target[mask]))\n", " if label == -1:\n", " c = 'k'\n", " t = \"\"\n", " ax.scatter(X[mask, 0], X[mask, 1], c = c, alpha = 0.5)\n", " ax.text(np.average(X[mask, 0]), np.average(X[mask, 1]), t, fontsize = 20)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T02:59:20.939694Z", "start_time": "2018-08-22T02:59:18.506484Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_embedding(mnist_tsne, \"t-SNE\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }