{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Intro :\n", "\n", "SVM (support vector machine) is a ***supervised*** learning algorithm that can be used both ***classification and regression***.\n", "\n", "Consider there is a ***p dimensional data set***, the SVM model is a way to seperate these points as good as possible by generate a ***p-1 dimensional hyper plane***. (choose the hyperplane so that the distance from it to the nearest data point on each side is maximized. )\n", "\n", "\n", "SVM works well at \n", "> - Small ~ medium data sets only. Training becomes extremely slow in the case of larger datasets.\n", "\n", ">- Data sets with low noise. When the data set has more noise i.e. target classes are overlapping, SVM perform very poorly.\n", "\n", ">- no. of features >> no. of samples. SVMs are extremely helpful\n", "Since only a subset of training points are used in the decision function (called support vectors), it is quite memory efficient. This also leads to extremely fast prediction.\n", "\n", "> - Non-linear kernels (rbf,poly..) work OK with various type of data,\n", "but it cost much longer time especially in medium-big data set\n", "\n", "\n", "\n", "## Parameter : \n", "\n", "* gamma\n", "> - defines how far the influence of a single training example reaches, with low values meaning ‘far’ and high values meaning ‘close’.\n", "> - gamma ↑, fit ↑, over-fitting ↑\n", "\n", "* C \n", "> - trades off misclassification of training examples VS simplicity of the decision surface. A low C makes the decision surface smooth, while a high C aims at classifying all training examples correctly by giving the model freedom to select more samples as support vectors.\n", "> - C ↓, fit ↓, under-fitting ↑\n", "\n", "\n", "\n", " \n", "## Kernel : \n", " - dev \n", "\n", "\n", "## Contents:\n", "\n", "In this nb, we will demo basic applications of SVM, model tuning, and SVM kernel \n", "\n", "- applications\n", " - SVM.SVC (classification)\n", " - kernel : linear / RBF / polynomial \n", " - Model tuning : gamma / c\n", " - SVM.SVR (regression)\n", " - kernel : linear / RBF / polynomial \n", " - Model tuning : gamma / c\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#cd analysis/ML_/doc/" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "SVM demo :\n", "\n", "How SVM classify data via a optimal hyperplane \n", "that seperate data points and make the max margin\n", "\n", "\n", "\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# credit : \n", "from IPython.display import Image\n", "print (\"\"\"\n", "\n", "SVM demo :\n", "\n", "How SVM classify data via a optimal hyperplane \n", "that seperate data points and make the max margin\n", "\n", "\n", "\"\"\")\n", "Image(filename='svm.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "## Ref :\n", "- https://sadanand-singh.github.io/posts/svmpython/\n", "- https://sadanand-singh.github.io/posts/svmmodels/" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#cd analysis/ML_/doc/" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "# analysis library\n", "import pandas as pd, numpy as np \n", "from scipy import stats \n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "%matplotlib inline\n", "%pylab inline\n", "\n", "# ML\n", "from sklearn import svm, datasets\n", "from sklearn.svm import SVR" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 0) Data prepare" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# help function \n", "\n", "\n", "def get_data():\n", " iris = datasets.load_iris()\n", " X = iris.data[:, :2] # only take the first two features.\n", " y = iris.target\n", " return X,y\n", "\n", "def get_data_2():\n", " # np.sort\n", " # Return a sorted copy of an array.\n", " X = np.sort(5 * np.random.rand(200, 1), axis=0)\n", " # np.ravel\n", " # Return a contiguous flattened array.\n", " y = np.cos(X).ravel()\n", " # add some noise \n", " y[::5] += 2*(.5- np.random.rand(40))\n", " return X,y \n", "\n", "\n", "def plot_SVM(Z,subplot_id,title):\n", " plt.figure(figsize=(15, 5))\n", " plt.subplot(subplot_id)\n", " plt.contourf(xx, yy, Z, cmap=plt.cm.terrain_r, alpha=0.3)\n", " plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.hot_r)\n", " plt.xlabel('Sepal length')\n", " plt.ylabel('Sepal width')\n", " plt.xlim(xx.min(), xx.max())\n", " plt.title('SVC with {} kernel'.format(title))\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "X,y = get_data()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [], "source": [ "#X[:,1:2]\n", "#plt.m" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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44w2H+jSbzbzlllsYGhrKfv360Wg0cvLkyQ7VdRUXLlxgTGQYezbyZFKkJ2Mi\nw3jhwgWH6h48eJC+vr708fSkl9HIVi1bMjc3l6SyEPDuu++mp8FAH09P6vX6Oj8fI7k5gJO9mF4G\n0BVAJJS0o5sBbCa515mKqxw5WJGsdYXU1FRs3rwZRqMRPXv2rFRE1a1bt2Lp0qVo2LAhnnjiiUp5\nBf3444/46aef0KpVKzzyyCN2ZXl5eVi3bh3MZjOSkpKuSg26Z88eHD58GC1atLCZjBzBYrHggw8+\nwKFDhzBgwADcfvvtDtd1FTk5OVi/fj0AICkpybZI0BHS09OxceNG6HQ69OzZ05abG1BetjZv3owL\nFy6gQ4cOiIpybGQikTgTp0ZzLdOJDsBYAFMBhJFUVaXDqlKfFIQrKC4uxuuvv26L5vriiy8iICDA\nVr5x40a89957MJvNePDBB2UiISeQnJyM0SPuRlZmJjp07IRvv/++VkxM8+bNwwsvvABTSQnGjhuH\n1157zel9SuoPTk05KoR4TgixCsDPAJpAURDOTW4gqTSlqU0ffPBBAECPHj1QUFAAANi8eTOGDx+O\nnj17YuDAgRg7dqxdsD5J9fnzzz9xa6eOOHXiT+Rcuow1P/+MNvHOz9S7YMECjB8/HlmpqcjNzMS/\nX38dkybdMIGRJS7GoXwQAEwAVgLYCGAHycJakO1KOeQI4hpkZGQgKioKqamp0Gq1IIkuXbpg+vTp\n6N27N8aMGYPOnTvj0UcfBQAsXrwYn3zyiUMeUhLHmDBhAj567124Wx9RAsgHUFBQUOnFkpWhSXQ0\nzpw4YUvvaQLgptUi3/pyIJE4dQRBJVlQTwC/AbgdwD4hxJbr15LUJqWKs3TlrhACbm5utuOkfS5g\nlapWrYM3Ba56eSmvX/kaJakprhfNFQAghGgJoBuABChRXc9AmaiW1BECAgLQq1cvjBgxAo888gh+\n+eUXZGZmolu3bgCAhx9+GCNGjIBWq4VGo8FTTz2Ft956y8VS31g8+eST+OD99wEQAoBZALHR0U4d\nPQDAM//6F8aOHQvg72xeY8eMcWqfkpsHR0xMpaalLVDiJ5XUhmDlyCFNTNehsLAQM2bMwK5duxAZ\nGYmXX34ZQUFBtvJ169bhnXfesU1SDxkyxIXS3phs374do0eMwKVLWWjbvj1W/rjK6QoCAN5++21M\nnz4dZpMJY+6/H2+88YbT+5TUH2rFi8nV1LaCyMnJwaZNm6BSqZCQkFCp/M7p6enYtm0bDAYDEhIS\noFb/PVCHPnpjAAAgAElEQVSzWCx4//33cerUKQwbNgwdOnSoMZmPHTuGlJQUREZGol27djXWbn3k\n8OHDOHDgAKKiotCmTRtXiwNAWUi4aNEihISEYMKECXbPhdlsxqZNm5CdnY1bb70VwcHBNdbvwYMH\ncejQIcTExNjlBQEqfs537dqFU6dOIT4+Hk2aNHG4T5LYunUr0tLS0KFDh2rnFpFUHacG66srG2px\nodzZs2cZHR3NxMREdu7cmfHx8czMzHSobkpKCkNDQ9m3b1+2bt2aPXv2ZGFhIUklb0NsbCzDw8PZ\no0cP6vV6zp49u0Zk/vLLLxkQEMCBAweyYcOGfOaZZ2qk3frI/I8+ZKCnjoOaeLGBt56vvOhYrCVn\n8v7771MA9BCgCmBIYIAt5HpxcTETExLoaTTS18uLXl5eTE5OrpF+33jjDep1Ovp6eVGv0/G1116z\nlZ09e5YNQkPp4+lJb09PNmnSxO45f2bqFDb01XNgEy8GeOr41RdfONSn2Wzm0DvvpKfBQF8vLxoM\nBq5fv75GrkdSeSCD9dUsY8aM4bPPPktSWSE7fvx4Pvnkkw7VTUhI4Lx580gqUVT79+9vS7P5zDPP\nsGnTpraV1atXr6anp2e15S0oKKCXlxf37dtHUgnAFx4ezt27d1e77frGpUuX6KXX8PAdIEeBqXeC\nwV46Hjp0yKVyuatV1FgD+ekBqgU4ceJEkuSHH35IT72e+tJAfwBbNG9e7T5TU1OVCL7WdnUAdVot\nT506RZIcNmwYdSqVTSa9h4dNpt27dzPcR8/Mu5T7uK8f6KXXOhQV4Ntvv6Wn0Wh3PcHBwdW+HknV\nqI6CqB/B+2uZU6dOoUePHgCU4VlCQgJOnTrlUN3Tp0/bUqGqVCp069bNVvfw4cPo3r27zS6dmJiI\n3NxcWCyWasmbnp4OvV6Pli1bAlDShsbHx+P06dPVarc+kpqaigC9O2K9lP0gLdDcz8PlAQRLTGaU\n+o4JAG4Ejh49CkB53ory81FqA3ADcPbcuWr3ef78eWg8PGz/5G4ANB4etlS0x44dA81mm0zm4mKb\nTKdPn0ZrfzV8rev8WvoAOrVAenp6hf2eOnUKLCmxXY8KQFpamss8vSRV53rRXL8XQqy41labQtY2\nHTt2xHvvvYfi4mLk5eXh448/RseOHR2q26FDB7z11luwWCxIT0/Hl19+aZtn6NOnD5YtW4aTJ0+C\nJN544w0EBARUO8lOSEgI3N3dsWjRIgCKrfu3336rVMiMG4WIiAjkW1RYofwG4td0YH9mCeLi4lwq\nl5fRADMUF1QLlPUKPXsqqdc7duwID4Ph72B/ajXatW1b7T6jo6NBEibrvhmAyWxG06ZNAQDdunWD\nWqu19euu1yMhIQEAEB8fj1//MmFvllJ30SnAQ2dwKIhjhw4dQJUKltLrdXNDXIsWMoFSfeRaQwso\nbq3X3Ko6ZKnqhlo0MeXn53PIkCH09PSkwWDg/fff73DQvLS0NHbt2pU+Pj7U6XR85pln7JLKDB8+\nnO7u7jQajfTx8eHGjRtrROZdu3YxIiKCAQEB9Pb2djgHxY3I9u3b2SDAlwFGLX0960bQvB07dlDj\n7l76W8x+vXvblT/33HN0V6up0WgYFxfncADBiti4cSO9vb2p1WrpaTTy559/tpXl5+ezd+/e9PDw\noLu7O++++26753zJ4sX0NugYYNQyIiSQu3btcrjfOXPm0N3dnVqtlo0bNeKJEydq5HoklQfODNZX\nV3CFm2tmZiZUKtVVge0qgqTN7FNeSstLly7h7NmzaNasmZ0nS3Uxm81IS0uDn5/fTR9m2mw246+/\n/kJAQEClgiU6E4vFgoMHDyIkJMQuTlYpeXl5yMvLQ2BgYI2+bZtMJqSlpSEwMLDc5+16z3lxcTEy\nMzMRGBhY6QWWhYWFuHz5MgIDA+tNKtobEWfHYooRQiwVQhwUQpwo3arSWX3Dz8+v0sqhsLAQY8eO\nRbNmzdC8eXN8+umnV53j4+ODli1bXvXPmpWVhaFDh8LHxwcxMTG2hD+lJCQkwGg0QqfTITQ01JbD\noRSVSoWQkJCbXjkAyr0IDQ2tM8ohOzsbQwYPRseOHdEyLg7Lli276hyDwYCgoKBKK4dWcc3hJgSE\nEAj297Pl5yhFrVYjNDT0quetuLgYwUFB8Pf3h4+PD5pERcFsnZMoxcPDAyEhIVVafa/VahEcHCyV\nQ32moiEGlAVyPQGkQAn5PR3Ay1UdslR1Qz3JBzFhwgQOHjyYFy5c4K5duxgeHs61a9c6VHfAgAEc\nP34809LSuH79egYGBnL//v0kyUceeYT+/v7ctWsXL1y4wL59+zIsLMyZlyKpQQYMGGBLV6oFqNfp\nasSVtU+fPnQr9VACqAYYGd7Aobox0dF2dQXA28rkEZHcGMCZbq4Adln/7rvyWG1u9UVBREdH848/\n/rDtv/rqq3zqqacqrGexWOju7s78/HzbsXHjxvHtt98mSYaHh/PVV1+1lf3xxx814iIrqR20Wq3N\n7dMAUO/uzn//+9/VbtdLr6NHmXa1VhdaR1AJYXO9LXVH1Xi4V1smSd2iOgrCkbFfoRDCDcBRIcRE\nIcSdAIw1OIi5ofD19cWRI0ds+0eOHIGfn1+F9YQQ8PHxsdUliSNHjsDX1xeAMlw/cOCAXbsy6F79\nwdPTE6XOzASgcnd36LmoCO0VK58tcDwYo0qtRlkHazMAjcb5oUEk9YiKNAiADlAUQjiATwAsA3Br\nVTVSVTfUkxHE2rVrGRAQwMcff5zDhg1j06ZNHV6F/dlnnzE0NJRPPvkke/fuzS5duthWYe/Zs4cG\ng4EDBw7khAkTaDAYOHbsWGdeiqQGWbx4MfU6HXVqNT31erZo3px5eXnVbnflypXKCm3rBoDTp093\nqO7s2bMJq1lKZa27ePHiasskqVugNryYhBBe1o5yHFU+QggNgE0APKBEjl1K8qUrzvEA8BmAdgDS\nAYwgedUKr/oUrG///v1YtWoVjEYjRo8eXamJ7h07dmDjxo0IDAzE6NGj7YK97d+/Hw888ADy8vIw\nfvx4PPHEE84QX+IkkpOTsW7dOvj5+eGee+6BXq+vkXY3bdqESZMmobi4GNOmTcOYSkRzXbJkCV56\n6SW4ublh9uzZ9SJlrKRyVMeLyZFw3+2hjBw8rfuXATxEcldFdUkWCSF6kMwXQqgAbBVCrCL5W5nT\nHgaQSTJGCDECwH8AjKzKxVQGs9mMjz/+GAcOHEDTpk0xbtw4Oy+PvXv34ssvv4RKpcKDDz6I2NhY\nh9tu2bKlbVVzZVm5ciVWrVoFX19f9OrVCxEREbYyPz8/9O/fH3l5eWh7xUIqkli4cCGSk5PRqFEj\nPProo7USSTQ/Px/vvvMOzvx5HJ27J2LEiBEOe+EcPXoU/xg/DtmZ6Rg8bASee+45u/Jly5Zh07q1\nCAlviIn//CeMRscsmyaTCePGjcPOX3cgpmkzfPbZZ3Z1Dxw4gPnz5wNQQqG3aNHCVpabm4sxY8bg\n6OFD6NDpVsybN6/GXJHbt2+P9u3bl1u2adMm3HvvvcjPy8PQu+7CvHnzbGUksWjRImzftAENG0fj\nsQkT7JSLxWKBXqeFyu3q+176nO/evRvx8fFXPefDhw/H8OHDq3Q9mzZtwtKlS+Hp6YmJEyciNDTU\nVnb58mW8+eabuHDhAvr164eBAwdWqY/KcuTIEXz44Ycwm824//770bp1a1uZyWTCvHnzkJKSgrZt\n2+Lhhx+WZtqKqGiIAcV7qVuZ/a4AUio7VAGgB5AMoMMVx1cD6GT9rAKQdo36NTLcIpUJ4fvuu49d\nu3bl7NmzmZSUxLvuusu2oG3r1q0MCAjgiy++yGnTptl5EzmToUOHskGDBvzvf//LUaNG0dvb27Zg\n6vz58wwPD+fEiRP52muvMSQkhEuXLrXVnTx5Mtu2bctZs2ZxwIABTEpKcnhxX1UpKiribe1ac2iU\nlrPagK2CDXxu2tMO1T158iS9PNx4f2PwP23AIC143z2jbeUzX3mJTQP0nNUGHBmtYdu4pnYT+Ncj\ntkkU1UIxubgL0M/H23YvkpOTaTAYbCYZg8Fg8yYqKSmhn4833a111QKMbRJdybtSebZs2WIz9bhb\nTT0JCQm28mf/7ym2CjZwVhtwaJSWt7VrbQv09/PPP1NY67lbPZFmzZpFUnnOh911F416PT0AGvV6\n9uvXz27hZlVZsmQJ9Tod3QFqVSr6+/vz/PnzJMmcnBw2btyYeg8P5R7r9TaZnMn+/ftpNBqpEYLu\nAPV6Pbdu3UpSuRf9+vWzuxfDyvzP38jAyV5Me8o5ttvhDpS1FnsAZAN4rZzyfQAalNk/CsCvnPNq\n7IYdP36cwcHBth+cwsJCRkRE2JTAoEGD+PHHH9vOf/311/nwww/XWP/lYTabqdFoePToUduxpKQk\nPvLIIyTJl156iY899pitbM2aNWzTpg1JJUCdwWCwzXWYTCbGx8fzl19+carMP/zwA28N96RlJGyB\n8bQeatuP1/UYMWIEB4Up9TgK3NMXNLgLksq90GnceXawUmYZCSZGGB1aHf77778T1uBzpUHo3ADO\nnz+fJDlwwAA7rx8PgIMGDiRJzp8/n25X1AVgC4LoLJo1a0bVFZ5Ipc97YWEhtR5q/nXn3/eiU5iR\nK1euJEm2aNbU7no0AL2NBpLKc67T6eyux6DX18jLTlRUFLVl+tWp1XzppZdIkp9++im9DIa/y6w/\n1s5m1MiR9BDC7rvt0aMHSXLfvn00lAmIqLcGLrwZVnhXR0E4MnbeKIT4AMBXUB7cEQA2CCHaWn+1\nd1cwQrEAuMU6h/GtEKIFyYNlTrlyXCys/VzF9OnTbZ8TExNtQfEqS35+Pry8vGwmGI1GA19fX+Tn\n5wNQVrSWjTkTEhKC33//vUp9VQaTyWSXByAsLMy26Ck/P9+uLCQkxCZvQUEBNBqNba5DpVIhKCjI\nVu4s8vPzEaQFSi1Kfh6AmwCKiooqXKyXm5uLiDIOOKFawGxRvnaTyQSTyYwAjVImBBCipUPXk5mZ\nafdACQAqoZg8ACAnN/eq8hzrPc7KyoJKAIL25ZmZmRX2Wx0KCgqukqmU4uJiuAnl3gLKvQjWiTLf\nvf09EQBKTEr0pfz8fKhVKpjLlKnV6hp5LgrKBBcEALPJhJwcZXoyLy8PljIL7oT1Okg6NR5Tdk4O\nUGaeUgB2/z9qtdoWlwqouXtR19iwYQM2bNhQM41VpEEA/HKdbX1ltBGAFwBMueLYKtibmP66Rt0a\n06jFxcVs2bIln3/+eR48eJCvvvoqY2NjbSOK9957j3FxcdyxYwc3btzIxo0b25lznEVsbCwHDRrE\n/fv388svv6Rer7eNArZt28agoCCuXLmSe/fuZffu3W05HywWC7t27cqJEyfywIEDfPvttxkWFsaM\njAynynvx4kWG+HlzXkfwQH/wkaYe7J3QxaG63333HfVqcGlXJZT07SFgq5hGtvIh/W7nvTEaHugP\nLrgVDPQ28syZMxW2W1RURK3VtKGzvlGr3ATPnTtHUnm7Nej11Frf1A16PT/99FOS5Llz56hyU9YG\n6KxvoFoPD4dGRNVh5syZhFVWnXXE4+PjYyvvndCFjzT14IH+4LyOgiF+3rx48SJJcvr06RTWa9Fa\nvZHu6N+PpPKcRzVuTJ1KRZ3VFBQeHu6wqe56TJkyhUbrfdRYF/5t376dJHns2DEaDAbb9Ri0Wg4Z\nMqTafVbEkiVL7L5bo17Pd955h6QSdyosLIxa673QqVSMatyYxcXFTpfL1cCZJqbqbAACAHhbP+ug\neDT1v+KcxwC8a/08EsDX12irRm/a2bNnOWTIEMbExHDAgAE8efKkrcxisfB///sfW7ZsydatW9vM\nE84mLS2Nbdq0oa+vL0NCQvjBBx/YlX///ffs0KEDmzdvzmeffdZujiE9PZ2jRo1ibGwsb7/9drvF\nes4kJSWFSZ07MDYilGNGDGNWVpbDdefOnctgo4a+Gje2a9nMrm52djYfvncUYyNC2b3DLZVadbxv\n3z6GBgVS7eZGX29Pu5XsFouFb731FhtFRrJRZCTfeustu7pr166lr7cn1W5uDA0KdLp5qZSHHnqI\nwmpa8vf3t1PuWVlZHDNiGGMjQpnUuQNTUlLs6j726KPUuKvprlLx9p5JNJvNtrKzZ8/y9l69GBoS\nwsTERLvnvDqUlJRw6tSpDA8LY9OmTa8KiLht2za2bt2aDRo04AMPPFAjLr2O8NFHHzGqcWNGRkTw\nP//5j90cw8mTJ5mYmMjQkBDe3qsXz549WysyuZrqKAhHclIHA5gJZZ6gnxCiBYDOJD+uaHQihGgF\nYAGUeQg3AItIviqEeAlKfusfrK6wnwO4BUAGgJEkT5bTFiuStSYxm822xWgxMTEyVLGTOHPmDLKy\nshAbG3uV11VeXh6OHTuGoKAgOw+Z6mKxWGwLEmNjY6+KFZSeno6zZ8+icePGV7kol5SU4PDhw9Dp\ndIiKirrqubhw4QL++usvNGnS5KpAjYWFhbbFjw0bNqyUzLm5uTh27BhCQ0NrNB2pqygoKMCRI0cQ\nEBCAsLAwV4tzQ+PUlKNQTEB3A/jduq9GmbAbtbWhFhfKXbp0iV26dGGjRo0YHh7Ofv36OZRJS+I4\nFouFT/5zAv0MGjYP9mSjBkF2Wd+Sk5PZIMCXcSFe9NFrOPPl6TXSb05ODpO6dGKEr54RvnomdenE\nnJwcW/mn8z+mj0HLliFe9PcycNWqVbayCxcusHWzJmwSYGSIl44j7xxkN4qbPn06tVotvb286Ovr\nazfqOXToEBs1CGLzYE/6GTR88p8THPag2bp1K4N9vdgyxIs+Bg3nzvpvDdwJ15GSksIAf396eXpS\nq9Hw6acd83yTVA042Ytpp/XvnjLH9la1wyoLWosKYsKECXzkkUdoNptZUlLCoUOH8sUXX6y1/m8G\nVqxYwRZBBmZZU1q+017w1jYtbeXR4aFc3EUpuzAEjPDV22zc1eGpJyZxdBMNTSNA0whwdBMtn3pi\nEknFBOFv1PGQNV3pll6gv5fBZh65e9Ad/L+WalpGggV3gz0a6vm21US1bds2GvR6W3pPDcDQ0FBb\nv51ax/Gd9oIcBWbdBbYIMnDFihUVymuxWNgg0Jc/dFdkOj0IDPXWc8+ePdW+F64iKirKLv2q0WDg\nunXrXC3WDUt1FIQjsZjyhBD+sHoWCSFuBXC5SsOVesL+/fsxcuRIuLm5Qa1WY/jw4XZxkCTV58CB\nA+gfWAQfq3fOqEhi/2El3WVRURFOXUjFMKsVJkQH9AgWNfIdHNi7CyNCi6ByA1RuwIjQQhzYq6z5\nPHLkCOIDPNDUmq60SyDg7SFsKToP7E/BqHAThAC0KuDOoHzs35MMADh48CBU+Dt+vgpK+tOioiKl\n7pFjGB2pmEh9PIB+AUUOXc+lS5eQk5OHO6xWmIYGoGuwCn/88Ue174UrIImTJ0/apV+lyYT9+/e7\nUizJNXBEQUwBsAJAtBBiK5SwGP90qlQuplmzZli+fDlIwmw247vvvrOlaZTUDE2bNsXP6Rrklij7\ny88CzaIbA1DcjsOC/PHDeaUsowjY9Bdq5DtoGhePb1M1sBCwEPg2VYOmLZXVtk2aNMG+jGL8aU2n\nkJwBZBVabDbyps2aY/l55aet2Az8kKZDs1ZtbNdjEcLmn20GEODvD41G8dVtGtUIy61pUHNLgDUZ\nGoeux9vbG3q9DuusqT9SC4Dtf5krtbK/LiGEQHh4uM31lgCEWo1mzZq5UizJtXBkmAFl3iEOQEsA\n7lUdrlRnQy2amNLT09muXTs2b96cTZo0YWJiInNzc2ut/5sBi8XCRx9+gCFeOrYL82J4kL+dd06p\n3b1DuDcDPXV87v8qDpnuCJcuXWLntvFsGmhkbKCRndvG8/Lly7by995+i35GLTuGe9PfU89vly+3\nlZ05c4bNGkcwPtSTkX56Du57u52b5FNPPUWdTkcfb296eXlx27ZttrKUlBSGB/mzXZgXQ7x0fOyR\nBx2eg1i/fj0DvY3sEO5Ff6O2xuZjXEVycjJ9fHzo4+VFnU7HCRMcn4+RVB44w4tJCNEBwBmSF637\nYwDcBeAUgOkknbt66Gp5eC1ZnUFJSQlSUlKgUqnQqlUrGbPFSRw5cgSZmZmIi4uDp6enXdmlS5fw\nxx9/IDg4GFFRUTXWp8lkQkpKCgAgPj7+qlhL586dw6lTpxATE4PAwEC7ssLCQuzbtw86nQ5xcXFX\neTGdOHECqampaN68OXx8fOzKcnJycODAAfj5+VV6BJCZmYnDhw+jQYMGiIyMrFTdukh2djYOHjyI\ngIAANGnSxNXi3NA4xYsJwG5YQ14A6A7gPBQF8QqUqKw37AhCUjts376dHTt2ZHRUFKdMmWK3IC0t\nLY3tWzZjgF7NCH8vLlu2zK7uypUr2To+nrExMZw5c2aNvYFu27aN0SH+DNCp2bxRGI8cOWIrs1gs\nnDlzJmNjYtg6Pt4W7qKUffv2sWvXroxq3Jhjx4618/3Pyclh27Zt6a5W02Aw8MMPP7Sru3HjRva4\ntR3bNovmi88+U2NxtFJTU3nPsCFsHduYIwYPsC0YrMusXbuWt9xyC2OaNOH06dPt1nVUh3PnznHA\ngAFs3Lgx7xwyhKmpqTXSbl0HzvBigtWt1fr5HSijhtL9G9qLSeJ8Dh8+bAuapwVo1Ons4l1FhwVx\nUBi4szf4djtQr4bNc2fz5s3U6/XUlNY1GDhjxoxqy5SamkpPDzdObwkm9wHHNwEDjVrbj/WMGTPs\nVw/r9dy8eTNJJZiit5cXNUIoK7S1Wg4YMMDWdmxMDN2s8pbmbVi9ejVJq9unl55fdga33w52D9fb\nPKuqQ0lJCW9pEcspcWom9wH/1UrNFtGRthwjdZGdO3faf7d6vS1iQHUoLCxko8hI6tRqJeWruzub\nxsY6PaBlXaA6CuJ6k9QqIUTp2LsngPVlymom/rHkpuX7778Hi4vhDsXjx1xQgK+/+gqAEjfn5Pm/\n8PVtQHt/YEIs0CsYeP/99wEACxcuREl+PtTWuqa8PHxiDd9dHb766itE6ix4sRXQzg94tz1gKi7E\njh07AADzP/4Ypvx8qKD8A5Tk52PhwoUAgDVr1gBmM9QkVABYWIhVq1ahpESZhT9y9Cg0VnndrfXf\nffddAMC3y5fjwfBCjGoE3BoAfNwmH19/ubDa13P48GFk/3Ues1qZ0M4PmBFngiovE/v27at2285i\n0aJFMJX5bs35+ViwYEG1201JSUFWZiaEyaR4UJWU4Pz583bZHyVXcz0F8RWUQH3fASgAsBkAhBBN\ncIO7uUqcj1arhdsV8zru1gB/arUaAsBlq4cTqXgy6azpNXU6HdzK2P4JQFMDuS8MBgNyTIDZmoez\n0AwUmWHLJaHVau2iSLq5udnyMmi1WvAKmdyEsM1dXWkAJmDzcNLqdMgy/f3OlVkMaCoIdugIWq0W\n+SVmFFuvx0Qgp9hi67cuotfr7Z4LoubuhdlisTtmNpvr9L2oE1xveAHgVgB3AjCUORYLoG1VhyxV\n3SBNTDcU6enpDA4Opk6ttuUMmDNnjq08scutjPEE320PjmkE+mjVNpvxsWPH6OXpSY0Q9LCaeq6c\no6gKRUVFDPUxsn8o+F57sJM/2LxxuK182bJl1FvzCWiEoJenJ48dO0aSzM3NZVRUlC0HglGv57Rp\n02x1hwwZYksNqgbo5uZmm9+4cOECw4P8OaWFim+1AyN99fxo3rxqX4/FYuHwQXewV4SO77UH+zfS\nccDtPWrMpu8MTp8+TV8fH2rc3GzPxcKFC6vdrtlsZo8ePWjU6Wzfz4A77rgpvKfgzFhMdYX6lHJU\n4hipqamYNWsWUlNTMWTIEAwdOtRWZrFY8Ng//oFtG9bANygUn33xlZ33zrFjx/DGG28gLy8P9957\nL5KSkmpEpkuXLmHU3cNx9s+jaN6mAxZ+8YVd6PL169dj4cKFMBgMePzxx+08cC5duoT//Oc/OHP6\nNG7v3Rv33XefnZfT008/jW+WLoWfvz8++eQTu6yD586dw5tzZuNyZgYGDB2OAQMG1Mj1mEwmvP3W\nmziwZxeatmyNSU88UWEodldz6tQpzJkzR/kuRo1Cnz59aqTd4uJizJ07F7///jvatWuHSZMm1Vi2\nwLpMdbyYpIKQgCR++uknHD58GHFxcejVq1et9FtUVIQlS5YgKysLiYmJaNWqlcN1d+7cidGjR6Ow\nsBBPP/00/vlPx9dupqam4ttvvwUADBkypMaC35lMJixbtgwXL17EbbfddlV60X379mHDhg3w9fXF\n8OHDpXlDUis4NVhfXdkgTUxOY/KER9k8yMAJLTSMCTDU2KK061FQUMAu7dswKcLAfzTXMtBLf1XI\n6Guxbt06wpr7QGX1CHI049/x48fZIMCXo2N0HB2jY4MAXx4/frw6l0JSyeLXIzGRXgYDjRoN9Tqd\nLc8EqcSe0uv1NGq19DIYeEubNjIApKRWgDQxSarKsWPH0LVdPA7fXgBvD2UyOOYnDfYdPu7UMMzz\n58/HopcnYXXnPAgBbPwLePhwCI6duVBhXW8vL+Tl5KB0WrrEulkceD4eHD0CUQeW4vk4ZcLylQNu\nOBE3DJ98uajqFwPFK+ve0aNhsmasswCAToe8vDwIIRASEoLLqamKhxMAlV6PuW+9hYceeqha/Uok\nFVGdEYQjsZgkNzBpaWlo6OUOb6tZ2l8DhBo9kJGR4fR+WxqLbOlKW3kDaZmXHKpbVFiIsv5PbrhG\njtry+r14Hq28//ZmaeVtQXpqxUqpwnbT0iBIm7eSAFBcVITi4mIAwOVLl2z/bAKAqbgY6enp1e5X\nInEmUkHc5MTFxeFcgRu+Oqm4dX5yAsiBBjExMU7tNzExEV+edcfuTCDfBPzroAd6JnZ3qG58mzbK\niAGKYigBoNU4NvHas/8g/Pu4HhcLgAsFwL+P65HUb2BVL8NGly5dUGKxwGyViSoVWrdubZtn6N69\nO7MEXiIAABd7SURBVODhAUIJ5Cfc3ZGQkFDtfiUSp1JV21Rtb5BzEE5j165djItuRLXKja2bRtda\nms0vPv+cIX7e9FCrOPD2pErl0A4M8Cesv8VqlYp//vmnQ/XMZjOfemISjToNjToNn3piUo25fX7/\n/fcM8PenSqVip44def78eVtZRkYGk5KSqFKp6OPtzc8//7xG+pRIKgJyDkJSE5B0SmrV3NxcaLXa\na7oUXq/f7OxsGAyGcoMlFhcXo6Cg4Kq0oI5Q+iyV1y9JZGdnw8vLq0r343rX46x7LHGM6n639RE5\nByGpEWr6HyYtLQ09OndAkL8vvAx6zHr9NYf7PXHiBNo0j0FokD98vYz44vPPbWUk8a+npsLLaEBI\nYAAG9k5CTk5OpWQTQpTb75o1a+Dj7Y3AwECEhoRg9+7dlWr3WtfjSJnEuWzcuBH+/v4IDAxEYGCg\nLYSK5NrIEYTEaQzt3xsRpzbgf/ElOF8AJGzR452F36Bv374V1m3XshlGaY7iyVgLDmYDPbfosWbL\nDrRq1QoLFy7ErKn/wJrb8uDjATy8WwPtbcMw79PqxS9KTU1FdHQ0zHl5SownAEZ/f5w7d06uWajn\nZGVlITIiAsW5uVBD+W613t44e/asLZTKjYocQUjqJNt//RVTY0rgJoBwPXBPaD62b9tWYb2ioiKk\nHDqKKbEWCAHEeQN9Ggjs3LkTALBtw3o8HJ6HQC3g7gZMiS7C9i2bqy3vvn374KFW2zyk1FA8kU6f\nPl3ttiWu5dChQ1C5udmijKoBgMTx48ddKFXdRyoIidNoEBKMHVZPTguBX3P0CAsPr7Ceh4cHvI16\nJFtTUhWagT1ZwrYuIyyyEbZf1qB0QLk9QzjUboXyNmiAouJim8usBUBxSclVSYMk9Y/Q0NCrvtui\noiKEhIS4Uqy6T1Vnt2t7g/Riqnds27aNgd5GDov1ZIcwI5O6dLJLCnQ9li9bxgBP3f+3d//RUdTn\nHsffT0gC5AcJIBBExFrlIq2KASQSkYiA/IqoUEDtDYVaejl6bLVXr1ehN61tFW21olgvrdpiERC0\nFZCCVzEKiPwIoIKACAYR5ZciSAIk7j73j5lAWCZkA5mdDTyvc3LYnfnO7iffhHkyMzvfrw7/t3Tt\n2DJNf/iDG48MrLZ//37t/P0OemXbdL3+gnTNapaha9eurZPMd911l6ampmpmerqmpqToxIkT6+R1\nTfDGjx+vqSkpmpmWpqkpKfrQQw8FHSkmiNdPMYnIOcAUIAvn499/VtWJEW16Aq8AW9xFL6vqbzxe\nS/3Mavzx2WefsWjRIjIyMujbt2+tBkf76KOPWLFiBVlZWfTq1euYC7yHDh3itdde4+DBg+Tl5dXZ\neEoAS5cuZfPmzVx88cVceumldfa6JngrVqxg48aNdOzYkezs7KDjxETcjsWEUxg6uY/TgI1Ah4g2\nPYHZUbxW3ZXUemrt2rU6bNgw7devX62HQF68eLHeMmSwjrh+4JGZzPwWDof1r88+q0MH9tXRt4zQ\njRs3HrN+8+bNemvBLTpkQB+d/PSfjhl6ORQK6SOPPKK9e/fW0aNHH3NPQbxavXq1dmh/obZs3kyv\nGzQwZrOVLVu2TG+88UYdMGCAzp49OybvaeoP/Jhy1I8v4J/ANRHLegJzoti2Tjutvvnoo480PS1N\nG4poQ3ec/EmTJkW17ZIlS7RFkxR9qgv6l8vR1hkpOnfuXJ8Tq/7h4Ql6UQtnKs3fdkrQVk2baElJ\niao6U3S2bp6phZck6LTu6KWtUvWBwl8e2XbMmDGa5k492TgxUVtnZenevXt9z3yySkpKtIE7h0FD\nd86Hizte5Pv7rly5UlPdOSoq50948cUXfX9fU3/UiwIBnAeUAGkRy3sCu4HVwKtAx2q2r/OOq0/u\nu+8+bZiQoKmgqe58vee2bRvVtgXDhuiTnVG9yfma3h3t37O7z4lVv9O6hb7X7+j73tYhUR988EFV\nVX388cd1VPuGR9ZtGoS2zExXVWdk1MTERE1xv9dU0CZpafrCCy/4nvlk3X777ZosR/OmuHd5R3vN\n5WSNHDlSk6r0U0PQTp06+fqepn45lQIRk9kyRCQNmAX8TFUPRKwuBtqpapmI9Mc5ymjv9TqFhYVH\nHufl5ZGXl+dL3ngUDocrC+Uxy6LbNkRSlc+rJSVEv+2pCKse876JooRDITdTmEQ5+v0kJRwdjVWP\n/lFwhBCbzCcr5H5fkfzOHA6Hj5vONJ77yfivqKiIoqKiunmxk60s0X7hfOR4Pk5xiKb9J0Azj+V1\nVVDrpbVr12pqauqRUxhpKSk6YcKEqLZ9/fXXtVWTxvr3K9CZuWjbzBR9ccYMnxOr/vqX4zU7K0Xn\nXoU+0Rk9KyP1yDSbJSUl2rJpuj6aLTqvJ5pzdor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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X[:,:1],X[:,1:2],c=y,cmap=plt.cm.hot_r)\n", "plt.xlabel('Sepal length')\n", "plt.ylabel('Sepal width')\n", "plt.title('SVC with RBF kernel')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## 1) Classification " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1-1) Classification - Kernel " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# prepare plot data \n", "x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", "y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", "h = (x_max / x_min)/100\n", "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", "X_plot = np.c_[xx.ravel(), yy.ravel()]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "kernel_ : linear\n", "subplot_id : 121\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "//anaconda/envs/g_dash/lib/python3.4/site-packages/numpy/ma/core.py:6385: MaskedArrayFutureWarning: In the future the default for ma.minimum.reduce will be axis=0, not the current None, to match np.minimum.reduce. Explicitly pass 0 or None to silence this warning.\n", " return self.reduce(a)\n", "//anaconda/envs/g_dash/lib/python3.4/site-packages/numpy/ma/core.py:6385: MaskedArrayFutureWarning: In the future the default for ma.maximum.reduce will be axis=0, not the current None, to match np.maximum.reduce. Explicitly pass 0 or None to silence this warning.\n", " return self.reduce(a)\n" ] }, { "data": { "image/png": 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R4sWcCQri+vXrxMfHYzAamT7j4X3KXho6lPfeew+dTkdgYCDrN2xgwy+/WPfB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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "kernel_ : rbf\n", "subplot_id : 122\n" ] }, { "data": { "image/png": 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//D0Hd/6Ni9GIi9HIsf07+OXHabl9q4piV6xJSK8B54ARwEgg2PKcYscOHT7M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\nb3b9Ndu37+YPd9zH1v/upFXL5rw0eQItWpRd5jx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "kernel_ : poly\n", "subplot_id : 122\n" ] }, { "data": { "image/png": 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8M20ag95+G61W65DihRMnzxJcpRGVKtQnsHRtNm/ZadVxX02dQ9FiNQgo8wxN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\neEJDceOdeWsLddL/ytIXXihllSI7NVRIEHoNqVI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kernel_list = ['linear','rbf','poly']\n", "subplot_list = [121,122,122]\n", "C = 1.0 \n", "\n", "for kernel_, subplot_id in zip(kernel_list,subplot_list):\n", " print ('kernel_ :', kernel_)\n", " print ('subplot_id :', subplot_id)\n", " svc = svm.SVC(kernel=kernel_, C=C, decision_function_shape='ovr').fit(X, y)\n", " Z = svc.predict(X_plot)\n", " Z = Z.reshape(xx.shape)\n", " plot_SVM(Z,subplot_id,kernel_)\n", " " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1-2) Classification - Model tuning " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "---------------------------\n", "tuning with C\n", "kernel_ : rbf\n", "subplot_id : 121\n", "C : 1\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "//anaconda/envs/g_dash/lib/python3.4/site-packages/numpy/ma/core.py:6385: MaskedArrayFutureWarning: In the future the default for ma.minimum.reduce will be axis=0, not the current None, to match np.minimum.reduce. Explicitly pass 0 or None to silence this warning.\n", " return self.reduce(a)\n", "//anaconda/envs/g_dash/lib/python3.4/site-packages/numpy/ma/core.py:6385: MaskedArrayFutureWarning: In the future the default for ma.maximum.reduce will be axis=0, not the current None, to match np.maximum.reduce. Explicitly pass 0 or None to silence this warning.\n", " return self.reduce(a)\n" ] }, { "data": { "image/png": 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//D0Hd/6Ni9GIi9HIsf07+OXHabl9q4piV6xJSK8B54ARwEgg2PKcYscOHT7M\n4MGDKVOmDFqtltGjR3P4yJFsz7sVHc3HH3+MRqOhfPnyDBkyhJ07d2Z5zuatW6lTpw4tW7YEYODA\ngbi6unLi5EmOHD1Kv379qFSpEkIIxowZkxHH4SNHeHvYMDw9PXFxcWHkyJEcOXo0y7YSExOJi4tj\n9OjRCCGoWbMmPXr0YPOWLVZ+MllLT0KlA4pROqDYYycjgIiIKIRex8AA8+OWPtDQ24naxc6Too/m\nSGzSQ88LPnMUU6oODebBWmEwcCHIXDt08sgejLoU8/OAKTWFU0f25vRtKopdyjYhSSl1UspvpZR9\nLF/fSimL3iJlhUzZMmU4cOBAxvjFgQMHrJog6urqyoEDBwDzlhG7d+/G398/y3NqVK/OpUuXiIuL\nA+DKlSvEx8dTtUoVypYpw5HDhzEYDAAcPHgwI46yZcuyf//+jOscOHCAsmXKZNmWm5sbzs7OHLEk\nNZ1Ox9GjR6lc6fGSxsOkJ6Nq9ZvhXaZSxtfj8vb24o7OyGXLMFBcGpyP1dO9YgvKVzM88jwf3zI4\nOLuQXmZkAkqW8gWgdNkKiEy3H4VWS+lyFR47NkWxZ1lV2a2RUg7ItMjqffJycVVVZZf3dDodz/bu\njd5goGzZshw4cIDf1q6lQYMGWZ63eMkSxn78MW3btiU0NJS4uDhOnzhB8eJZL9fSqUsXroSE0KxZ\nM3bv3k2P7t1Z+OOPGAwGXhw0iMjISJ6qUoXdu3ez7OefadO6NbGxsXTp1g0/Pz/c3Nw4c+YMWzZu\nJCAgIMu2xk+YwJx58+jQoQNnz57FycmJ40eO5HhfpNxW0D3MksUrmPjfKbQtreVItIm+Lw1g4uTP\nmHz9Am4RdR86J0mvT2P00OcIvRyMBoFRSqbO/ZVadRsTd/sW777ciZRE878TR1dX5izbgY9f/q5C\noSh5LUdLBwkhykgpI4UQFR92XEoZllcBqoSUP9LS0vjnn39ITEqiZcuWlCld2qrzjh8/zopVq/Au\nVYoPRo60em7QpClTOH7sGN26deNNy2RXMO+XtGDhQm5ERvL888/TINMk1aSkJP7ZuRODwUDbNm2s\nXv9u586d/PnXXwRUrMj7771nV8koXdC5iwQFXaBSQAWaNjX/ITD5+gVuXy3zyPJvo8HA8cO7SEqM\nJ7B+s/sSTsytGyyeMxlpMjH47TGUKffwa+QFk8nE9o1ruBkZTqv2PahUJc9WClOKuNyuZTcE2Cul\n/Dc/grO9xCnkAAAgAElEQVS0oRJSIff1jBnM//FH6taty4kTJ/h62jQG9O+PyWTijaFDOXb8OAEB\nAQQFBbFm5Uqefjpvf/nnRHoyysk4UU7ldH27yIgwXu/bFGm03PLTaJm3cjcBT9XI8xhNJhOv9GpI\ndNR183gV8N6YqTz3whvZnaoo2cptQpoAtAIqYt7GfC/mBHUqrwJUCalwu3jpEt169OD06dP4+fkR\nFBREq1atuHT+PFu2buX7H35g7969uLi4sHbtWiaMH8/hgwdtEuuNkCsAxN4MzVEFXV6II4qFN404\nhVq/nNBbA1py/crFjKVVjIBP+QosWZ/3C6b8PG8Ky3+agSvmAgoDoBcathy7lc2ZipK9HE2MTSel\n/K+UsgMQCOwDPsKcmBQFMG89ERgYiJ9lbbfAwEA8PT25desWoWFhtGnTJuO2X+fOnQkNy7O7vY8l\nfU6RLvkCbu46mySjnIqNjsqosEv/l3wnNiZf2goNuYg2UztawCRNjz3BV1EeV7YJSQjxmRBiE7AV\nqAKMBsrnd2BK4VGzRg1OnTrFqVPmTvPff/9NWmoq5cqVo369eqxfv56oqCiklMyfPz9PFzq1VuY5\nRZUDn6Zy4NM2S0YlKU1Dz1tcSgrOcl5SZhWeqoEJc3WRxHwbrWyFyvkSX4PGrTFa2gDQA44Ojjke\np1MUa1kzjb0v5l7738Bu4JAq+1Yy8/f357tvv6Vdu3a4u7tj0Ov5v2XLcHZ2pmOHDrw8aBBVq1bF\n3d2dkiVK8OuaNQUWW/o4kZu7A5UDrVsQtSB0cmkALU6y/ogrR2KTsr11N/H71bz2XCNiY28D4Onh\nyZS5eTcZOLNnB7zOwT1bOHbwHwA0Gg2TvluRL20pSmbZjiEBCCHcMY8jtQIGADellK3yLAg1hpQl\nKSW/rltH0LlzVKlShUEvvmjVzq8xt2/zy7JlJCUm0q1r1/sKCbZv387MWbPQaDSM+eijHC9oms5g\nMLBk6VLOBQfTonlz+vfrd98acnfv3iU+Pp6yZcvm2661D8rPCrp0+/YfYcf2PZQs5cV/BvfHw8Pd\n6nNzMpZ09XIw0mQioEqt+3osWzesZNPvy3At7s6wD7/CP6BqxrHDe7cSdOowPn7l6Nr7JZycnK1q\nKyY6kls3rlOlZj2cnJzue37rhlWkpabSplMvKletfS++f4PZvf1PnJyc6NJrIN6+9+aVnTyyh1NH\n9+BZ0oduvV+yaufXtLRUNv+xnOibEdSu14RmbZ6xKnbFfuW2qCEQaA20xbzqdzjmoob/5lWAKiFl\n7cNRozh6/Di9e/dmy+bNlC1bliWLFmW5aGh0TAztO3akbdu2lCtXjoULFzJn9my6d+vG2nXrGPbO\nO7z11lsYjUYWLVrE0sWL6dG9e47iM5lMDHr5ZeLj4+nYqRO/rl1L+/btmfzVVzl9y7lWEMloxYrf\n+HLsF7zur+NSihNn8OWfPRtwd7dui+2cJKSHWTJ3MisXzcQBSxGCECxYu5+Klarxfwu/Yc3S7zDq\nUtA6u1KhSg1mLdqIg6Njjtq6FXmdtwe1Iy05EWk0onF2YdLs1dRt2IIzJw7w6fsvYErVIbRanNyK\nM3/FLnzLlOfvX5ewZu5/edM/hdNJzpzX+PPNz//g4ur2yLYMej0jX+/OtcsXMKamoHVxY8B/hvPy\nm6NzFLtiH3KbkNJv1e0Djkop9XkdoEpIjxYZGUnjZs0IDQ3Fw8MDnU5H9erVWbNqFXUCAx953tcz\nZnAtPJxFlh1Yt2zZwtgxYziwbx91GzRg+PDhDB8+HIBp06axdOlSjluxtNDDHD16lDffeotzwcE4\nOjoSGxtLQEAA586coVSpUjm6Zk4UdAVdjSpN+K1+HE9b3mLvwy50HP4Jrw8ZaNX5cUQx7/qdLOcl\nWaNH09IIgyHj/rseCGzSlknfr6JnS3+cjAY0WGa3uxXjk8kLadq6S47amvP1x2xasxgHkxEw38sP\nqNWAH5Zt4/3BXbh67kRGHAaNlq79X+O9MVMZ0LYie9skUdsTpIQuB9xo+PrXdO75wiPbOrxvG5M/\nfgOSkzLKz9O0Dvy1PzzHCVWxvdxW2fWQUk6XUh7Ij2SkZC0+IYGSJUvi4eEBmDe18/Pzy3ZLiYSE\nBCpUuLe0TMWKFUmwnKPX6+9bDSEgIOC+bRxyEmOZsmVxtPySKFmyJO7u7iQlPXzNtvxgiwq6hKQU\nKmTq2FR0MZCQaP17LklpmninkKKPtrq44WGMRuN9/5AlkJwYj16fCsiMajkBaBAkJz/+diTpEu7G\nIS3JKP2aSZbVI5IS48n8W0aajCTG30FKSZJOR0VLZ0gIqOhqyjaO5KQENIj74gdIS1ND2E8qVTZj\n5ypXqoSTkxNfffUV165dY/bs2dy8eZPA2rWzPK/rM88wf/58du3axeXLlxkxYgTdunYFoHnTpowe\nPZqzZ89y6tQpxo0bl6sxpIYNGnDl8mUWLFjAtWvX+Pzzz/Hx9qZcuXI5vubjsFUFXY+u7Xj3tDNX\nE2HzDVgZ7kDHDo83tNrJpQGTOhQnTeY8SQRUroZBmHsQRsy9ls69XsTVrThVa9TD5OCIyfK8CajT\nIOd7a7br0geNi2tGFZ5wcaVdl94Zx4SLW0YcGhdX2nbpjRCCFi3a89ZJZ0ITYUME/BYhaNikTZZt\n1WnY/L64TQ6OVK1RF7di1o/TKYWLVUUN+R6EumWXpfDwcN4fOZJzQUFUqVKF72bNolrVqtme9/sf\nfzBpyhQSExPp1bMnkyZOxMnJCZPJRL8BAzh0+DAArVu1YuXy5bkq6w0+f54RI0cSGhpK3Xr1+OG7\n7yiTzUKpeeHSqfWA9VuK56WkpGTGfPgZ27btwauEOxOnT6Bzp8dP7HFE8d89RgaWefQt2KwkJycy\n8tUuhF39F41Gw7MvvMGwUeZtPOLvxDL182GcP3sML28/PvryB2oENsxRO+k2/r6MX+ZPw2DQ06XX\nC7z+/hdotVqMRiOLZ09gy4ZVODg4MvjtsXTv84o5xqQE5k4awamjeyjhWZLXx8ygQTYJCeBC0Am+\n+fI9bsfcpGadpxk3cR4eJaxbXkqxT7kaQyoIKiHlj6NHj/L1zJkkWRLSW0OHZrt7qslkYs7cuWza\nvBkPDw/GjhlDg/r1AYi4cYNOXbqQnJyMVqtlzuzZGb2uglYQRQsFJbcJSUrJ7yt/ZMffa3Er7s6Q\n9z6nZp1GuYrpr3VLWfDNxxgMBrx9y/Dj6gO4ZrPALsDIId05f+YoQgi69n6FkZ/OyFUcypMnR2NI\nQogNQog/H/WVf+EqeeFccDD9XniB3r17M3bcOJYtX86Mb7/N9rwpU6fy62+/8cmnn9Kte3d69+3L\nv/+alzFs1qIF9evXZ/Xq1QwZMoRXX3st41hBepKSUTqjISXH40grFs1k6ZzJhF04TfCxfYx5uw9X\nL5/PcSxHDu7gu8mjMaXp0Zok0VE3eKVnnWzPe39wF4JPH8FRShxMJv7+7WcWfPdljuNQip6sVvtu\nm9WJUsrdeRaE6iHluQkTJyK0WqZMmQKYd3UdMGAAp45nvepT9Vq12L59O9WrVwdg5MiRlPDwoMsz\nz9ChY0fi4+Mz5qQ0bdqUgAoVWLJ4cf6+mUxyuourvYsjik//SXzsRVcBXuwaSFJ0FOmzu/RC0PfV\n4bz+/uc5iuW9Vzpz9fxJHC2/GiSQDGw+cjPLOWRdGnnjDPfiABzdivHHXtssFaXYp6x6SI9cqSEv\nE45S8LRaLSmpqRmPdTqdVRNStVotqZnOS01NRevggKuzM1JK9Ho9Tk5OSCnN1yzA8tsnNRmBueKu\nb4uTbDrq89jn/s/YnxBoHaxZhOXhHjzX2pv6Qggy/4ErASFU3ZRivWx/aoUQVYEpQC0gY2McKWW2\nC2kJIZyBPYCTpa1fpZTjcxytYrVBAwfSoXNnvLy88Pf3Z+LEiYx4//1sz3t32DAGDBjAp59+ypUr\nV/jj99/ZvXMn5cuXp0SJEnTp0oV3332X7du3c/Xq1XxfBsgeVucuSOYScB6rlzTwtQ9YMOu/6HUp\nIAQOrm4808u6uVAP886oSbz/qnmeUvpq377evtn+QdO4RScO79+Wsd6eHvjP6x/mOA6l6LFmYuw+\n4AvgW6AX8BqgsXalBiGEm5QyWQihBfYDw6WURx54jbplZyGlfGThQVbHHubSv//y/ezZJCUl0bNH\nD57v29eq81atXs3GzZsp4enJyOHDqVzZ/LdHYmIi7Tt14nZMDE7OzqxauZL6de/fOPhxY8xKeo/I\nwfIX+4PjRTlty2QyPbKiMCfXzOn1HnZeTvdL2r3tD7b/vYZi7p4MGvIhFSrdX4VpNBofmVAeFuOR\nfduZ/tlQUnXJBFStzaylW+87P/33xoPnTf5kKAd2/oXQaBn0+ocMHPKB1e8hL3/2c8Ne4nhS5Wpi\nLOAqpdyBOXmFSSm/BHpY27iUMtnyrTPmXpLty/rsUHRMDL2ff56S3t5UrV6d3//4I+PY+QsXaNm6\nNSVKlaJRkyYcz2YcKF21qlX54fvvWbJokdXJKCIigq8mT+aPP/5gxcqVTP/mm4xjMTExuLu7czs2\nFgcHB+Lv3s04dujwYeo3akSJUqVo3a5droodboRc4dKp9bi566hWv1nG3KJ0kVG36NmlHyW9alDt\nqcZs3LTDqutO/GoWvl7V8CxZnSr+dTl9Jjjj2A+zf8K/XF28vWvx5n/eIyUl+8mXV0LCqFCxEe4l\nqlPcoyojP7j3N9q//16lUeOueJSsQdXqLTl46N7/sx/mLMGjRDXcS1THx7c2+/bd+/usk0sD+rZI\nsOr9ZNa2c28mzlrBuInz7ktGB3ZtosvTPnRt4kfnRt5M/+K9jGMXg08y9Ll6dG/ix3v9mxB65ULG\nsZNHdhOfGI9ObyAi7ArXr5l7qlJK/m/hN/RqWYHuzcow5dO3SEu7d4v3k8kL+OvgDTbsD7c6GYWF\nXOS1Pk14prEvL/Wox8Vz9/Z4OnZwJ/07VadrEz+GDWrPraiIx/5srBUZEcbQF9rwTBM/BnSpxamj\nezOOnTt9hIFd6/BMEz9ef74518Mu51scRZk1CUknzDeC/xVCvCeE6ANYt1gXIITQCCFOAlHANinl\n0RzG+kR7Y+hQatWqxd27d/n9jz/4cPRozpw9S2pqKn379WPYO++QmJjIhAkTGPDii8TFxeVLHD2e\nfZbmzZtz584dDh8+zN8bNzJn3jyklAx48UX69OlDQkICc+fO5ZVXXyUiIoJb0dG8OGgQX3/9NQkJ\nCbz66qv0e+EFDAbDY7dvTQXdfwYNpUliEHf7mlhV7w7D3hjJxUtXsrzu5q27mD1zDpvbSRL7wctl\nU+jd3bxszV9/b2fhzO851DaFqGcNJJ/cxWfjJmQba8eO/UiIi8cN819bPy1ayc+/rMVgMNC95yuE\nXgrBxWTiduQtevcdwq3o25w4eZZxH0/GwSRxA4y6NHo+Ozjf9hr6ctQrOEhzWy7Atr9W8c+mX0lM\nuMuX7z3P1IoRJPYzMco7hP++25u0VB27t/3BuuXzcJbgBqQmmec5Aezc/Btrln6HJjUFJ4OBgzs3\n8tP3Ob8Ln5aWyuihzxEdfhVXKbkbFcHYYc+TEH+HyIgwxo8ejC7uNi4mE+H/BjPu3X558rk8SErJ\n2GF9uXHlAq4mE8m3b/H5By8RffMGd+Ji+Pi9/iRER+JqMnEz7DKj3+qNMQc/30rWrElIIzH/XA4H\nGgGvAK9a24CU0iSlbIB5D6WmQohaOQn0SSalZPfu3UyZMgVXV1eaNGlC37592b9/PyFXr+Ls5MTQ\noUNxdnamf//+BFSqRPD5nJf1ZiUiIoJp06ZRvHhx6tSpw9tvv82GDRu4FR1NZFQUY8aMwcXFha5d\nu9K0aVNOnDzJ6dOnCQwM5LnnnsPFxYXhw4eTmprK9evXH6tta5KRXq/n0MnzTKptxNUBWvlA93KC\nQ4ey3jn1t9820aOs+fWuDjClLsTE60hMTGTX9l28UyGFqu7g6QTjq6eye+feLK8HEH37TsaCplrA\nEfhj/WauX4/k7t14tNK8bI8D4KDRcvp0MH/8sRlHwX3nGQxGgi/k/V/cYVcvIS1xpbelBbZsWMnV\ny8EEFJMMqADOWnjzKXAz6YiMCDOv1i3I2KTPAUhMSsRkMnFo7xaMuhQ0lmMyNYUj+7blOMbI66Gk\npabgkOmzEkIQeuU8588ew0GjzYhDazJyI/wqSYmP34PMzp3YaG5HR6GVpow4HDVaLgWf4vKFszho\ntBn/zxykJCkhnls386+3VlRlW9SQ3qOx9JKGSylz9NMgpYwXQuwCugLBDx6fNHlyxvetW7fO9XYI\nhYkQAu9SpTh79ixNmjTBZDJxLiiIZk2a4OXlxa3oaKKjo/Hx8SE+Pp6wsLB8W7TU2dmZs2fPUr58\neaSUnDhxAh8fHzwtC7teu3aNihUrotPp+PfSJUqVKoWrqyshISEkJSVRrFgxbty4QVxcHCVKlLC6\nXWsr6BwcHCju4sT5eB2BJcBoguB4QY9SJbO8frmyfvx1FwwmcNDA+Xhw1ICbmxvefr6cSXTEPAwP\nZ+9CqVLZrwag1QhMJokWy8Z5Anx9vSlZsgR6gwEtZCxqqjcY8Pb2wr9COQzyXkJKLwAoW9r3vmvn\npLjhQb6l/cFy/fS2TICvX3k8S3gTnmAgXg8ejhCtg1tJaXh4lsTbpzRG7iUkk+W/Go2GUj6l0Tg4\ngkGfce2SXo9fGZjOw7Mker0+I2lKzKt8e5QohT4tDVP6WJXlmEajyXKF8JwqVtwDk8l032dlMBnx\nLOGFi6sbeoMhIwmbAINRj7uH9T/fRdnpY/s4fXy/Va+1psruaWAJ4G55fBcYIqXMdiBDCOEN6KWU\nd4UQrkAnYOrDXvvpJ59YFfCT6uvp0+nVqxd9+/blXFAQWq2W3s89h6OjI++98w7NmzfnmWeeYdeu\nXfR+7jlqWOYJ5bWRI0bQv39/BgwYwOXLlzl37hwnjx3DxcWFCV9+SevWrenZsyeHDx2iYcOGNG9m\nXrKnfbt2tGjenFatW7Nx40bGjhljdUJ6nHJuIQTfzJxA54/+S59yklPxWkpVDaRb1/ZZnvfxuPdY\nueT/aLwlgcalYM01eGlwfzQaDW+99SqdVq6j16E4/JxNrL+h4dffs78NNXr0MKZPn4uTZR05Jxdn\nvp72GR4e7owb+x4zZswHoxGNgwM9enSifr1a1Ktbk2+m/0BkZDQOAtIk9OrRES+ve59VJ5cGNOoQ\nxaf/RHMk1ifHW1O4urpSvXYDLp47iQPm9eW0Dg68//HXODk50eqZ/jTZ9SvtvY1svqml78tDKVnK\nlyHvfsbW9ctJTUlCiznGPoPeAuCF/wxn55bfSEmIB2lCo9Xy7piH/pO2SslSvvR/5V1+X/EjmIxI\nrZaOzzxPxUrV8K9YhdoNmnHu5CGk0YDUaHjng4n5sp+Wk7MLb474giVzJiFNJtA60LBpW2rXbwpA\ny/bdObhrkyUOLS8PGUlxd888j+NJVO/pVtR7+t4aj8sWfP3I11pTZXcGeFdKudfyuBUwV0pZN8sT\nza+tA/yM+Q9FDbBaSjnpIa9TVXbA6TNnOHDgAN7e3hnJKN36DRs4sH8/DRs1YsADm9/ltU2bN7N8\nxQpKlizJ+C++wMvrXm/h4KFDnDhxggoVKtCje/eMKjEpJZs2b+bq1avUq1ePVi1bWtVWTteiO3ky\niIOHjuPn58Nzz3bJqMTLik6n44MPxxMaFk7/fj0Z8tqLGcfu3o3nx4X/R0JCEi8P6kP16lWsiuPP\nDVtZveZPfLxLMWH86Ps26Nu46R927z5Inbo1eWlgn4z/ZwaDgY/GfsWF85fp2rUdI4a/kXGOlJIr\nV8KIj09gg7sRz9gmGQnJaDRyLeQiJmkioHKN++YLpaXqCA25gKtrMcpXrHLfz8fiOZM4vHcrfmX8\n+XjyQlxdXTPa2rl5HReDT1GnQTNadeh577NKSean2ROIjblJ647P0v6ZPhnHEhPusnfHBgz6NJq0\n6oxfGX+rPqusnDyyh6uXz1OuQmWatOyUEb/RaOTAro3E3IqkRmCj+5ZEklJyPewyKSlJBFSugZOz\ny6Mub7Vzp49w8dxJ/Mr407xt1/t+vg/t3ULk9TCq1KhD3YYtct1WUZXb/ZBOWsaAMj93QkqZuxUa\n77+eSkhZ+HPDBt59/30qBQQQcvUqUydP5uWXXrJ1WLlii+V/Jk34hh/nLaWipyM3UgSrfl1M48b1\nMRgM/Ofltzl64AiezhqMbp78uXEV5crlfHHYzVt2MXTIcALctYTc1fPlhLG88aZ5odE5P/zE1Emz\nqOTpyLUkE0uWzaN9uxZIKXl/2Eds+msLvsUciDQ58PLU3+letw4pyYl89HYfroVcBARlyldk5sK/\nKObuQdSNa3w6tAfFjAnEpRip06wjoyYtyrYnse3P5fz49VgCPBwJSzAw4st59yUle2Y0Gpk07nWO\nHtiBVqvFxa043y76mzLlKto6NCUbuU1IswBXYCXmW6svADrg/wCklFmPJltBJaRHi4+Pp1adOmzb\nto1GjRpx8eJFWrZsycF9+wpse4e8ZotkdODgMd58cQhH2qXg4wK/h8OoEG+CLhzkxwXL+Ou76Wxs\nrsNZC1+c03LKrxkr1y3NUVspKTqqVWnChqYptPCBq4nQdJcLO/b8RWpaGr069+VIOx3+xWDXTRhw\nvBiXrx7j9z82M/uTT9jdOoViDvDdJcGsxGosXLGf+TM+Y+OvSxCWEmvp6ET7ni/ywWcz+fytHjxr\nOMrHNU2kGKDDPjdavjmFrs89+o+W6Js3eKdfEw6111HdA07EQoe9rvy88RzF3D1y9L4L0ub1y5k3\n/WPQJSMAo0ZDlbqN+XbR37YOTclGjpYOyqSe5b9fPPB8A8wJqkMuYlOycT0iAl8fHxo1Mt+qqF69\nOtWrVyfk6tVCmZBstfzPpUshtPUDH8tdnd7lof+B26SlpXHx3Hme9TEnI4D+5YysPpfzqreoqFsU\nd4AWlrH+SsWhnrcjl6+EkpqaytM+DvhbhoXa+QFGA9ExsVy8eJlu3uZkBDDAX/L5tmusjAziyqUg\nTGmpGf9gjfo0rlw8C0B46GX6NzOXjbs6wHO+yZy88j91Q/eJjAilWkknqnuY51s19AJfNy23bkZQ\nqRAkpNAr59HrknGyPBYmE9euXrJpTEruWbNjbPssvlQyymfly5UjOiaGo0fN07cuXLjAxYsXqVyp\n8C2fY8u16KpXf4pdN+GWZb7rb9ehYhlvnJycqFG7FuujXdAZzdtrr7qupUbN7PebepTSpX1JMgr2\nRZsfX0mA0zF6qlYJoGrVShyNNnDNsrHsP1GA1gEfby9q1KjKxhhXEi37Mq8O11Cnpj/+1aFYQE00\nTs4ZVXkaRyeq1DAP41aoXI3V183ZNNkAf9xyw79K1hs4li1fiUtxaZy3zG0+dhtupRjxLV0+x++7\nIFWqUhsHF7eMWfYmjZaKlfOn0EcpONZU2fkBk4GyUspulnlEzaWUi/I9OgUPDw/mz51Lt27dKF++\nPNeuXWP61KmFrndk64VRmzdrxOChr1Hzh0WU93AkOlWwet18AIYMeZH9u/by1JYDeDprEcVLsv67\nKTluy9XVhZ+WzKbPa+9TrpiGa/F6Jn41jsqVzeMbYz75kPoTZ+Dv4Uhksomfl8/HwcGB5/t2Z+8/\nu3nqj434FHMkWePCL3+PZ7M+gRoDBxN74QShV8zzz8pWqMybI74E4N3/zuXToT1YFhFPXIqBhq06\n06Xni48KDwBv3zK8NfZrmk/7CH93R64nGvhw/I8UK144dmPt3PMFju7fzqG9W3DQOuBe3J2xE+fZ\nOiwll6wZQ9qEuez7UyllPSGEA3BSSpn9BinWBqHGkLIVGxtLaGgo5f398fXJ+byPgpSehAC72LvI\nYDCwaPEqQkPD6datA21aN804du1aBGPGTSIxMZER779B5873djO9fj2SjZv+wcFBy7PPdsHbijlK\nAHFxd7l69RrlypfBz9f7vjhGfzSR8xcu0+2Zdowc+WbGseTkFBYs/D+iY2Lp17cHDRoEZqxvZ4oH\n054dSGmiR99X8S1974+SA7s38ceqhRQr7sF7Y6ZSyqd0xrHgM0c5f/YY3j5laNWx133FDnfiYrgZ\nGU6ZshWt3ok1If4Oe7f/SZo+jaatOtuskEBKyY3rV0lJTqJCQNX7quxioiM5uGsTCEGr9j0oWco3\niytZ19bB3ZuIjAjjqWqB1G9cdOZJ5rXcFjUclVI2zlxtJ4Q4JaWsn1cBqoT0ZLHHDfTSl/M5czoY\nk16P1GqZMeMLBr/cjyshYbRq2oUWXibKuMDqazBt5lcMee0Fgs//S4dO/ZF6AwiBSzE3Du5bT9my\npbNv9CFMJhMNarfCKSGatr7wazg079COlasXkpSUTOu2fbhxPRKT0YjUaFixfC6dO7Vm+aUtvN/u\nY0SaHo0A4ejED79spXzFKqxbPo/5Mz/HAcskVq0DyzacwMevLH+vXcSquV/St6yRo3cdca70NJ9/\ntzbH29XHxUbz4cvtaFwsnhIOJtZHOvDVvD+pWrNe9icXkOthl3lvcBekPg0ArbMLc5f/Q+myFXJ0\nPSklUz59i8N7NiMNBtA60P/V93hl6Ji8DLvIyO3iqklCiFJYFkUVQjQD7mZ9ilJU2WMyAnMZ9pnT\nwRiTkiFNj0zR8eGo8eZS6/c+pncZE5vaweJm8FMTmPT5RADGjZtEWmIyUpeKTNGRGHeXKVN/yHEc\nPy1aQWpcNCe6wtzGcPwZ2LR5F7Gxd/i/5b8REX4DY3IKpKZhTNHx/vBPAdg0fT0yOQltmg6RqsOQ\nlMjC78yTdxd9PwFnzOvpuQIYDXw76QOMBgM/zvyMvW1SmNMgjf1tkoj79xgnDud8q7PffvmeZ0vc\n5remKSxulMq0mkn8/O24HF8vP/z0/QQMSYmIVPNnlZaYwJI5/zP90WqXL5zh0O7NkJKMRp8GumRW\nLslefgIAAB+ESURBVJ5FYoL6NZjXrKmy+xD4E3hKCLEf8AHyZ4VDpVCz12QEcPt2HALzemlgXgJG\nl5qGXq/nbuxt6mdaeai2J6SlmSsLbt2KQWS6i2AyGomMupXjOK5fj+QpdzIq+sq7mb+/EXWLmNux\n6HX3Kuk0wN275pW6bt28jci8AKs0EXfbHIfBaCDzlFANcOd2NDpdClJKnrIsheyogWoegvg7t3Mc\nf0LsTdq631tU9P/bu/PwqMrrgePfMzOZTEIW9iSyGpBFZAkICBgQRVGURVwQNwTbqtXaqrVVtLZV\ncfuBoIhWELGKKKIoKi4IQgHZBAIS1sqmsgSQJSFkSGby/v6YCZBqtsnM3ElyPs+Th2Qy996TIcnJ\nve+555yXCNnbDwW8v1A4/PMBMGe8VoVe32MBOnbU192+aI82wG53kJN9VLs1BFl5quzWAn2AnsAd\nQDtjzHehDkxVLZnLF3A8O5O6SUkRl4wAevTogqfQ4MXfP85hp1PHc3E6nVw2oD9jt8CWbDiSD39d\nD81TmwNwxYCLccS4TvWBi4qNYeBV/QKOY+jVA1j1M8zdA7keeGYzOBx2zm3Tkov69MDuij4Voy3a\nyUV9egBw2YALISaaQn8cNlcMPS66AoCklCbkc7pXnQe48JJB1IqLJ7V5Cx7baCfXA/P3w6IsL207\ndA04/o49L+f5nbF8nwOHTsJjW2Lo1Kt/wPsLhR59Lsfmii32WvXsc0XA+zunTQe8xuDB3+NOhLiE\nRBomVa3CoqqgxIQkIl1FJBnAGOPB1+l7DDBORMq3+qlqBKsr6Mqj1TmpvPXmROLq1yXfYadD5w7M\nem8yAH9/7H66XXwJnb+ApA9hV3Qyn3wxC4BHHr6X64YNxhvtRGJc3HP3SG695bqA4+jUqR2PP/Uo\nN66wkfg+vLAjmlkfTcdms9GrZ1eeH/cPohPiKYhykN6nB6/+61kAHrjzHgaM6k++00m+08llg27i\n+lt9E4Bf/PeXJNZP4gSQB/S+dAg3jvoTAH978X0+k/bU/dDOyI0N+euzb1WqCKHv5UO5aPj9nL8w\nlmZznbjSBnLL3eWa1Rk2w0bcS//BN+F1RuONdnHVdaMYcsNvy96wBIl16vH0pFkkJJ2F22Yn5ezW\njJ08p1Jj4tWvK7GoQUTWAv2MMYdFpDfwLvAHoBPQ1hgTtMt2WtRQdQXai67IqlUZvPbyVDyeAobf\ndjOX9gtd9dK+/QcY+8wLZO3ZS6+Le3PHHSPKtbh/1aDbWLx4GYJw/fWDmFJKc8gi+fn5THj+X6xf\nvZbm57TgLw/9icTEypVUL1u+mnETX2bTwULuue0B0rqdrgT8+osPWPDZLGrViuem3z1Is7NbVepY\nSoVKQFV2IrLeGNPR//4k4KB/WqxW2amgrBetXr2eawbfzN9buYmxw9+2uHhh8gSuHHBJkKOFo0ez\nufCCyxla5wjnJ3p4cVcMna+6mufGlt7Vu1//G1i+fM2pjgD5wE03DWXyK8+WuI0xhltv/B15mSsY\n0cjNl4ecrI9qwoL/fIzT6Sxxu9J8s+xbhlw9Co9/kq2JdvH4uLc4v0dfPn5vKlNe+AeF7jwQwR4T\nyyszFtKoSWpAx1IqlAKtsrP77zkCuAT4+ozP6blqDRas4oWpr07jkZZu7mkFt7eAiR3cvDrh5SBG\netqX8xZxriuXsR083NAMPrkgj9emzcTr9Za63Yrla4jGN+QuCnACM9/9qNRtsg4cYuHCZczu7mZY\nM5jaOR9zeD8rV2UEHP+EF17Dk+c+FYecdDPxVd/Yh3ffeAHceb7PGYPXncdXn84M+FhKWaW0xPIO\n8B8ROYTv0nTR+ImWaNl3jRXM9aJCjxfnGQ2pnTbwhmiUt9dbiPOMv8mibL42QWXdh/erytik0OvF\nbhMcZxzPYfPFECivp3jiFPDN7YFfjj83RsdrqyqpxDMk/9yiB4A3gAvN6Z9cG761JFXDBLt44ebb\nb+afW128vcvXffveDS5G3DGq8oH+iksvTWdVtpMxm23M2wfXrHIx/NoBZc5Ratv2HE7iq1zz4Ltk\nd/kVpbdwTElJIq1zB25ZHc1X++DPGxwcd9ame7e0UrcrzV13jcAR4zoVBzFOOlzt6+Y9+PrfIK5Y\nPPhm3tqiY7hkQOCFF0pZpcxODWEJQteQIl6oKunmL1jCvya8gtfj4cZRt3DddQODtu//tXPnDzzx\n2NNk7d1Hr4vSefChe4sNQSxJ9x5XsnHjNgS46OJefPLRG2Vuk5t7gif/+X++ooaWLfj7k6OLtQ8K\nxBdfLGTc869ijKHPHX05mjSca5KbY4xhzsypLPjsPWJrxTPqnkdo3S5o48qUCqpKtQ4KB01IkSuS\nb3b9Ndu37+YPd9zH1v/upFXL5rw0eQItWpRd5jx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "kernel_ : rbf\n", "subplot_id : 122\n", "C : 10\n" ] }, { "data": { "image/png": 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7OR0QQEhoKHv27iUma6kIo9HIggULWLxkCT+vWMH3c+agNeNm2n3791OxcmXq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\nKfUAsA1IBr50Nr40UXt42mLn9uuUUtFKqRggBnjDeWbk6ufXWJcAk5R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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "kernel_ : rbf\n", "subplot_id : 122\n", "C : 100\n" ] }, { "data": { "image/png": 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7ypq1a2nVujVvTp5Mq9atWbN2rbVDKnVhh3ayTGu0dhiKUmzCFppICiFkekqKtcNQyrmE\nxERatGrF3r17CQoKIiwsjE6dOnHi2DF8vL2tHV6pCDu0k7mJOpwrufFUzdbWDkdR7qhnKy+klOJW\n29QVknLPuBwdTUDt2gQFBQEQFBREQO3aXI6OtnJkpcfBOU0lI+WeoRKScs+oHRBAVHQ0p06dAuDU\nqVNEX75M7YAA6wZWik5WTrR2CIpSYlTZt3LP8KpalS8++4yuXbtSs2ZNYmJi+OKzz/D28rJ2aCUu\nLiKc+RmnuRrlRzPvRtYOR1FKhJpDUqwqITGRDRs2oNfr6de3LzVr1iz2OW/cuMHly5epVasWVatW\nLYEobU/YoZ2s9cqmSlI71bdOKVfUHJJik+Li4ujYuTOHjhwh7Nw5OnXtytlz54p93qpVq9KiRYt7\nNhkpyr1KJSTFauZ9+imPP/44K1euZOnSpbzzzjt88OGH1g5LURQrUQlJsZqk5GQaN26c9zooKIik\n5GQrRlQ+xEWE86NbCnHhjtYORVFKVJkUNQgh7IBjwBUp5cNlMaZi+7p27crcTz6hY8eOuLi48P70\n6XTr0sXaYdm03GIG1bdOuReVVZXdeOAc4F5G4ynlwFPDhxMXG0vr1q3R6/U8OXw4E994w9ph2Twh\noHGVltYOQ1FKXKlX2Qkh/IFlwAzg9VtdIakqO8WWbdu+nZWrVqHVannx+edp06aN1WJZHbVELVGu\nlGvWrrL7FHgTsH59uaLcpd83b+bVcePo89BDtO/QgWFPPEFISIhVYslNRp4edVUyUu5JpXrLTgjR\nD7gmpQwVQnQBbpkVFcVWLVq8mC+++IIhQ4YAoNfrWbp8OcHBwWUaR1xEOHZagadHXYZUCyjTsRWl\nrJT2HFJ74GEhRF/AGXATQnwvpRz53x1nzJyZ93XHjh3p1FFN2CrWZzAYsLe3z3ttb2+PNJZ9Z+20\nlDA2X6mBp0eZD60oxXLq2H5OHT9g0b5l1qlBCNEZeEPNISnlydqff2ba9OnMnTuXzMxM3njjDb5f\nvpyOHTqUWQxhEWuYe9YdVw8fnqgeVGbjKkppKGwOSfWyU5RCDH30Uezs7Fi8aBEarZZvFy0q02SU\nSyUjpSJQveyUcicyKoqHBw3i6tWrODk58dbkybwyZoy1wyoVYYd28qNbCmlJtVVCUu4J1q6yU5QS\n1advX7p27crFixdZunQp702fzt59+6wdVom7FLqBuYk6bl5XV0dKxaCukJRyJSMjg2p+fmRmZuYV\nGwwbNgxHBwcWfvONlaMrWWERa1h4pZ5KRso9RV0hKfcMJycn7OzsuHz5MgBSSsLDw++5zt5xEeGc\ntUu1dhiKUqZUUYNSrtjZ2fHwgAE8+OCDvPDCCxw5coQrMTG8/dZb1g6txOTOGyVeCaBxlTrWDkdR\nyoy6QlLKxImTJ1m9Zg1paWnFPtf3y5cz9pVX2LtnD1UqV+bk8eO4uroW+7zXExKIjo7GaIXnjPJz\ncE7La56qOjLYjsyMNGJjIsjJzrqr424kXOV6/BVsYXrE1qk5JKXUNWvZkpiYGFxdXcnOzuaLzz7j\nsWHDrB1WHqPRyITXX+fndetwcXHB39+ftatXW23p87CINXwd5cdTNVtbZXzlf/25dR1z3x+Pxk6D\nnZ0dH3z+E01atCv0GL1Ox/uTn+XYwT+xs7OjboMgPvpqLS6V3Mooatuk5pAUqxk1ejSZmZlcvnyZ\nxMRE3n33XV6fONHaYRWw4ocfOHv2LDExMcTGxvLggw8yafJkq8SyOmoJc8+642zvbZXxlf91Pf4K\n894fjyY7C7vMdPTpqbw7YTg5OdmFHrdmxZeEHtmDvS4HTXYWURfOsGDuu2UUdfmkEpJSqo6EhDB0\n6FB8fHwAGDVqFOnp6VaOqqBTp07x+BNP4ObmhhCCF154gVOnT5dpDHER4f82T62s+tXZkujIizjY\nO+T9sNQCRoOBxGtxhR53/vRRDFmZCExNPKUum/Nhx0o52vJNJSSlVNW77z62bdtGZmYmAFu3bsXZ\n2dnKURVUp04dtm/fjl6vB2DLli3UqVN2xQS5i+7tuBBAM+82KhnZmGo1apGjyyF3ZtEAGIxGqnj5\nFHpc7TqBaBwc/13mQKOlZkD9Uoy0/FNVdkqpWvnjjwQ2akRAQAC1atXi3LlzvDZ+vLXDKmDUiy+y\nY+dOmjRpgqenJ7GxsWzasKFMY8hddE8VMdiemgH1Gf786/y0ZB5aewf0Oh0Tp32Bs3Phf1dPvvgG\nRw/9ydXYKBACdzcPXnlzVtkEXU6pogal1OXk5DDm5ZeJuXKFV195hYcHDLDouPirV9mzZw8uLi70\n6tkTJyenvG2X/vqLo0eP4uvrS/du3RCieCubGAwGjh07RmZWFq1atsTNrewmnsMi1jD3nLtadM/G\nxUT9xdW4GGrXaYBPdX+LjtHrdFwIO47BoCewcUucnF1KOUrbV1hRg0pISqnS6XQMffxxkm7coF79\n+uzcuZPvli2jS+fOhR53JiyMgY88Qvv27UlISCA9LY0tv/+Oq6srv23cyLgJE+jevTthZ87QsGFD\nln77LXZ25esOdFxEOPvsductuqdu1SkVgaqyU6xm7c8/k52VxZGQEFatWsWKFSt47Y037njclLff\n5v3332fdunXs2bOHwMBAvlmwACklY8ePZ9OmTaxcuZJjx49z6dIltv/xRxl8NyUnd94odzlylYwU\nRSUkpZRdvXaNVg88gEajAaBNmzbEx8dbdFzbtm0BEELQpm1b4uPj0el0JCcn88ADDwDg6OhI8xYt\nuHr1aul9EyUs7NBO5mecJvGKuk2nKPmphKSUqjbBwaxdu5bw8HCMRiOzZs3KSzSFadumDR/PmYNO\np+PatWt8u3gx7dq1w8HBgebNmzN79myklISFhbF161ZatWpVBt9N8eXv4K06MShKQXecQxJCOAJD\ngADyVeVJKd8vsSDUHNI97dslS5gydSoGg4FWLVuy4vvvqebrW+gxqampPG+ufgN4fcIEpr79NkII\noqOjeXLECM6dP4+joyOfzZtnU50f4iLCSboWhadvADXq3pf3vlr5VVGKWdQghNgK3ASOYyrBB0BK\nObekAlQJqXTExMSwYNEi0tPT6d+vHz26dy+1sTIzM/nqm2+IioqiWdOmPP/ccwWKDAwGA9nZ2bi4\n3F2VUe4yE1rt/z6hkJ6ejrOzs00VM8RFhJOWEoZWq0Wv1+PqHkSNuvdxKXQDs2IcVTK6Sxnpqaxd\n8RXxV6JpEdyRXgOeKHZFpWJdxV3C3F9K2aeEY1JKWWxsLN169OCJ4cNpHBTEK2PHMn3aNB5/7LES\nH0uv1zNk6FCqeHrSq1cvfvrxR06GhvL1l1/m7aPRaO46GQGFPkRbqZJt3e7Kn4zqBj1ARNgx0lLC\niIswbXeu5KaS0V3Iyc7i1RE9SYi7jFGXw8FdvxNx6SxjJs6wdmhKKbHkCmkRMF9KeabUglBXSCXu\no9mzuZGczFdffQXA3r17eXnMGEIOHy7xsQ4dPsz4117j1KlTaDQa0tLS8Pf3J/TECXy8K0ZPtrBD\nO3FwTsPT1xev6v92eUiMjyTp2jVmxTjiXMlNNUy9Cwf3bGHOO6ORGemm1jtAtkbDxgMx2Ns7WDs8\npYiKdIUkhDiD6d+AFnhWCBEBZGNuyySlbFoawSolIys7G09Pz7zXnp6eZGUX3gyyyGNlZeHh4ZFX\nSefi4oKTkxPZWXfXpr+8ul0yAgit8g+/nPfC1cNZXR3dJV12NoL//twS6PU6lZDuUYXdsutfZlEo\nJW7ggAE88uijNGvWDH9/f15/7TUeHTy4VMZ6oFUr4uPjmTlzJn369GHx4sXUrVsXPz+/UhnPFuQm\nIQAHZ2jQ/PaVg8723uo5oyJo1roDQqNBJwRCSoSDI02bBd+xZY9Sfllyy26FlHLEnd4rVhDqll2p\n2LV7Nx/Nnk16ejoD+vdn4htv5F3FlLTo6GgmT5lCVHQ0zZo0YdbMmQWu0O4ll0JNfe4KS0K5dmSd\n5JeDbiopFVF05CU+n/EGCddiadKyHWMnz8bZpfiLMSrWU9wquxNSypb5XmuAM1LKRiUVoEpI5d/e\nfft4acwY0tLS8KpalbWrV1OvXj0AFi9Zwuw5c8jJyaFu3br8tn497u7uAKxes4avvvkGg17Pk8OH\nM2b06GJVUcXHxzNx0iQuXrpEYIMGfDx7NjVq1CiR7/G/RQuWUklJUf5VpNZBQogpQohUoKkQIsX8\nJxW4DpRtK2TFpsXGxjL0sccYM2YMu3btonuPHvTo3Ru9Xs/2P/7g7alTmTt3Ln/88Qdubm707GMq\n2tyyZQvTpk/no48+4suvvmL599/z7ZIlRY4jOzubhwcNolHjxqxatYpGjRsz8JFHyC6BubOiJiOA\nHk4tGPxgarFjUJR7nSVXSLOklFNKNQh1hVSuzfv0U9atX8/JkycB05Lgnp6erP/5Zz6eN49atWqx\nYMECAK5evUqdOnW4cf06L4waRbfu3XnhhRcA2LZtGzNnzmTLpk1FiiP01CleePFFzp47hxACKSWN\nGzXi28WLad6s2V2fLy4iHICka1G3LVqw1I6sk2w5qhqoKkpRq+xyb9Otzfd1HinliRKKTynn3Nzd\nSU5OxmAwoNFoSE9PJzs7Gzd3d1ycnbl27VrevgkJCXnzWE5OTly/fr3AtvxLTNwtZ2dnUlJTycnJ\nwdHRkZycHFJSU4u0IGBu0YJWq8XFDdyrFj0ZKYpimcKq7HI7MTgBDwCnMJV8NwWOAe1KNzSlvHh6\nxAhmz5lD37596d+/P8uWLaNevXo0atiQ6e+9R7v27XnhhRcICgpi9uzZPGS+ZffymDE81K8fGRkZ\nVKpUiU8//ZTvly8vchwN6tcnuHVr+vXty8BBg9iwYQPBrVvToP7drdJZWBm3oiil57ZzSFLKrlLK\nrkA80FJK+YCUshXQAogtqwCV4tHpdKSlpd31cfHx8WRkZFi0r4ODA8eOHEEAC775hsAGDTiwdy8A\ndQIC2Lt7NxfOn2fJt9/y9MiRfLdsGQCNGjZk+9at/JOcTFRkJOvWrKFTx44WjWk0GomJiSEnJyfv\nPSEEy5cu5aE+fThz+jQP9e7N8qVL76pIoiSTkZSSf/5JwWg0LX6dI9MISUq/43F6nY6M9FvPOeVk\nZ5GdlVmsuBTFVlnSBCwwf5cGKWUY0LD0QlJKypyPP6aanx8B993HgIEDSUpKuuMxFy5epG79+jQM\nCqK6vz+PWti0dMGiRezZu5fwiAg2/f47v6xfn7dt165dnAwNJSIykt179hBvXirCaDSycOFCvl2y\nhO9XrODz+fPJsuBh2r379lGrTh2atmiBb40ajMu3JLpWq2XM6NF8Nm8eY0aPvmUPvFuJiwjnUugG\nXNyyaNC8bbGTUeipswQ1fJDA+m0IqNWCm3ujqV43lfDsyEKT0splnzGgQ00Gd63Py09255/kRAAM\nej0fvTOaAR1r83CnAN5/8xl0upzbnkdRyiNLEtJpIcS3QoguQojOQojFwOnSDkwpno2bNrF67Voi\nIiJITU2lfoMGvPHmm3c8bsijjzJ06FCysrKIjIzk1OnTfDRnTqHHhIaGMnfePHbs2EFWVhaLFi3i\n1XHjSEtLY9/+/Xz2xReEhYWRlpZG165dGT1mDAALFy3iTFgY165dIzk5Gb3BwAcz7tyn7KmRI3nr\nrbfIysoiNDSUtevWse6XXyz7YG6hOBV0t5KTk8NjQ55lZu1EUgfr2RCcwevP/h/P2FWmet3bV9sd\nPfgnP307F3u9HkeDnpi/zzLr7VEArP7uCw7t+h0ngwEng4FjB3by/cLZxY5VUWyJJQnpWeAsMB6Y\nAJwzv6fYsMNHjjBy5EiqV6+ORqNh4sSJHAkJueNx1xMSmDJlCnZ2dvj7+/Pcc8+xa9euQo/Zun07\nTZo0oX379gA88cQTODs7c+LkSUKOHuXRRx+lTp06CCGYNGlSXhxHQkIYPWYMHh4eODk5MWHCBEKO\nHi10rLS0NJKTk5k4cSJCCBo2bEi/fv3Yum2bhZ9MQSWdjABiY68idFk8EWB63d4bmnlpCTt7qdDj\nzp0+ijE7CztMk7VCr+dCmKl26GTIXgxZmab3AWN2JqEh+0okXkWxFXdMSFLKLCnlp1LKR8x/PpVS\nVowmZeUcjbRoAAAgAElEQVRYjerVOXjwYN78xcGDBy16QNTZ2ZmDBw8CpiUj9uzZQ82aNQs95v7A\nQC5dukRycjIA4eHhpKSkUL9ePWpUr07IkSPo9XoADh06lBdHjRo1OHDgQN55Dh48SI3q1Qsdy8XF\nBUdHR0LMSS0rK4ujR49St47lt9hyb89dCt1AWkoYnr6+JZaMALy8PPkny8Df5ouh5Bw4n6SjRo3C\n14Dy9qmO1tGJ3AcxjECVqj4AVKtRC5Hv9qPQaKjmV6vEYlYUW3Db55CEEGuklMPyNVktoCSbq6rn\nkEpeVlYWDw8ahE6vp0aNGhw8eJBf1q6lRYsWhR63dNkyJk+ZQufOnYmKiiI5OZlTJ07g6lp4u5Ye\nvXoRHhFB27Zt2bNnD/369mXxwoXo9XoeHz6c+Ph47qtXjz179rDiu+/o1LEjSUlJ9HroIXx9fXFx\nceH06dNs27yZgICAQsea/v77fPXNN3Tr1o0zZ87g4ODA8ZAQi9ZFKqsKumVLf+KD/5tF52oaQhKM\nDH5yGB/MfIeZVy7gEtv0livF6nQ5TBw1kKi/z2GHwCAlH339M42atib5xnVeeaoHmWmm/0/snZ35\nasVOvH1LpguFopSVIrUOEkJUl1LGCyFq32q7lDK6pAJUCal05OTk8Oeff5KWnk779u2pXq2aRccd\nP36cn1atwqtqVV6bMMHiZ4NmzJrF8WPHeOihh3jR/LArmNZLWrR4MXHx8QwZMoQW+R5STU9P589d\nu9Dr9XTu1Mni/ne7du3it02bCKhdm7GvvmpTyShvvLMXCQu7QJ2AWrRpY/pFoLCEBKbiheNHdpOe\nlkJQ87YFEk7i9TiWfjUTaTQycvQkqvsFlFrsRqORHZvXcC0+hg5d+1GnXol1ClMquOL2snsO2Cel\n/Ks0gjOPoRJSOffx3LksWLiQpk2bcuLECT6ePZthQ4diNBp5YdQojh0/TkBAAGFhYaxZuZIHHii5\nW2SWuJuGqKXpTgnpduJjo3l+cBukwXTrEzsN36zcQ8B995d4jEajkREDWpJw9Yppvgp4ddJHDHzs\nhTsdqih3VKRedvkEAAuFEOFCiDVCiLFCiOYlGqFSrl28dIlvFiwgNDSUbdu2sWvXLia8/jppaWms\n//VXwiMiCAsLY8eOHcyfP59Xxo4ts9hy54u0Wq3Vk1FxvPfacIRej4MEBwkag4Hprw8vlbFWLJxN\nwtUrOAPOgCPw9cdvl8pYipKfJUUN/yel7AYEAfuBN4HjpR2YUn5ER0cTFBSEr69p0j4oKAgPDw+u\nX79OVHQ0nTp1yrvt17NnT6KiS+xub6FKo4LOWpISruZV2OX+avlPUmKpjBUVcRFNvnE0gFEa8wpk\nFKW03DEhCSHeEUJsAbYD9YCJgH9pB6aUHw3vv5/Q0FBCQ0MB+P3338nJzsbPz4/mzZqxYcMGrl69\nipSSBQsWFKnR6d0KO7SzVCrorKXWffdjxFRdJDHdRqtRq26pjNWidUcM5jEAdIC91t6ieTpFKQ5L\nHmMfDOiB34E9wGFV9q3kV7NmTT7/9FO6dOmCm5sbep2OH1aswNHRke7duvHU8OHUr18fNzc3qlSu\nzM9r1pRKHCXZndvWfPDFap4d2IqkpBsAeLh7MOvroj8MXJiHhz3Pob3bOHboTwDs7OyY8flPpTKW\nouR3x6IGACGEG9DB/GcYcE1K2aHEglBFDYWSUvLzunWEnT1LvXr1GP744xat/Jp44wbfr1hBeloa\nD/XpU6CQYMeOHcz77DPs7OyY9OabFveQux29Xs+y5cs5e+4cD7Zrx9BHHy3QQ+7mzZukpKRQo0aN\nUlm1Nn93bgD3qlXLJBntPxDCzh17qVLVk2dGDsXd3a3Q/Yta1JAr8u9zSKORgHqNClyxbN+4ki3r\nV+Ds6saY1z+kZsC/DWWP7NtOWOgRvH396DPoSRwcHC0aKzEhnutxV6jXsBkODg4F3t++cRU52dl0\n6jGAuvUb/xvfX+fYs+M3HBwc6DXgCbx8/n2u7GTIXkKP7sWjijcPDXrSopVfc3Ky2frrjyRci6Vx\ns2DaduptUeyK7SpulV0Q0BHojKnrdwymqrv/K6kAVUIq3OtvvMHR48cZNGgQ27ZupUaNGixbsqTQ\npqEJiYl07d6dzp074+fnx+LFi/lq/nz6PvQQa9etY8zLL/PSSy9hMBhYsmQJy5cupV/fvkWKz2g0\nMvypp0hJSaF7jx78vHYtXbt2ZeaHHxb1W74r1urO/dNPv/De5Gk8XzOLS5kOnMaHP/duxM3t9j9o\ni5uQbmXZ1zNZuWQeWkzzPnohWLT2ALXrNOCHxZ+wZvnnGLIy0Tg6U6ve/Xy2ZDNae/sijXU9/gqj\nh3chJyMNaTBg5+jEjPmradryQU6fOMjUsY9hzM5CaDQ4uLiy4Kfd+FT35/efl7Hm6//jxZqZnEp3\n5LxdTT757k+cnF1uO5Zep2PC8325/PcFDNmZaJxcGPbMOJ56cWKRYldsQ3ETUu6tuv3AUSmlrqQD\nVAnp9uLj42ndti1RUVG4u7uTlZVFYGAga1atoklQ0G2P+3juXC7HxLDEvALrtm3bmDxpEgf376dp\nixaMGzeOcePGATB79myWL1/OcQtaC93K0aNHefGllzh77hz29vYkJSUREBDA2dOnqVq1apHOaQlr\nFy3cXy+YX5on84D5Wxx0xInu497m+eeeuO0xpZGQ+rWphtDr8+6/64Cg4M7M+GIV/dvXxMGgxw7z\n0+0ulXh75mLadOxVpLG++ngKW9YsRWs0AKZ7+QGNWvDlij8YO7IXkWdP5MWht9PQZ+izvDrpI4Z1\nrs2+Tuk09gApoddBF1o+/zE9+z9227GO7P+DmVNegIz0vPLzHI2WTQdiipxQFesr0gJ9uaSU/Uo+\nJMVSKampVKlSBXd3d8C0qJ2vr+8dl5RITU2lVq1/W8vUrl2bVPMxOp2uQDeEgICAAss4FCXG6jVq\nYG/+IVGlShXc3NxIT08vtYRk7WQEkJqeSa18eaW2k57UtDsvL1HSDAYDDvleSyAjLQWdLhuQedVy\npgo9QUbG3S9Hkiv1ZjLSnIxyz5lu7h6RnpZC/p8y0mggLeUfpJSkZ2VR23wxJATUdjbeMY6M9FTs\nEHltYnLPnZOTpRLSPUqVzdi4unXq4ODgwIcffsjly5eZP38+165dI6hx40KP69O7NwsWLGD37t38\n/fffjB8/Pm9hvHZt2jBx4kTOnDlDaGgob731VrHmkFq2aEH433+zaNEiLl++zLvvvou3lxd+fn5F\nPmdhbCEZAfTr04VXTjkSmQZb42BljJbu3UpsatViAXUboBemKwgDpquWngMex9nFlfr3N8Ootcdo\nft8INGlR9LU1u/R6BDsn57wqPOHkTJdeg/K2CSeXvDjsnJzp3GsQQggefLArL510JCoNNsbCL7GC\nlsGdCh2rSct2BeI2au2pf39TXCoVPk+nlF8WFTWUehDqll2hYmJiGDthAmfDwqhXrx6ff/aZRaug\nrv/1V2bMmkVaWhoD+vdnxgcf4ODggNFo5NFhwzh85AgAHTt0YOWPPxarrPfc+fOMnzCBqKgomjZr\nxpeff071OzRKLQpbWs01PT2DSa+/wx9/7MWzshsfzHmfnj0KT+ylccsuIyONCU/3IjryL+zs7Hj4\nsRcY84ZpGY+Uf5L46N0xnD9zDE8vX95870vuD2pZrPE2r1/B9wtmo9fr6DXgMZ4fOw2NRoPBYGDp\n/PfZtnEVWq09I0dPpu8jI0wxpqfy9YzxhB7dS2WPKjw/aS4t7pCQAC6EneCT917lRuI1GjZ5gLc+\n+Ab3ypa1l1JsU7HmkMqCSkil4+jRo3w8bx7p5oT00qhRd1w91Wg08tXXX7Nl61bc3d2ZPGkSLZqb\nGnPExsXRo1cvMjIy0Gg0fDV/ft5VV1mwpWRUVKWRkKSUrF+5kJ2/r8XF1Y3nXn2Xhk1aFeucm9Yt\nZ9EnU9Dr9Xj5VGfh6oM436HBLsCE5/py/vRRhBD0GTSCCVPnFisO5d5TpDkkIcRGbtHlO5eU8uES\niE0pJWfPnePRxx5j1qxZ+Pv7M2XKFNLS05n4+uuFHjfro4/YvmMHM2bMIDw8nEGDB7Nj2zbq169P\n2wcfpEOHDowfP54dO3bw9LPPcmDvXupbcLVWXJdCN+DgbP1edLbopyXzWL3sc4xZGUhg0uhH+OK7\nbdSpV7SFnUMO7eTzmRNxxNSlIeFqHCP6N+Hn3ZGFHjd2ZC8unj1hms+Skt9/+Q4XVzdGjX+vSHEo\nFU9h3b47F3aglHJPiQWhrpBK3PsffIDQaJg1axZgWtV12LBhhB4vvOtTYKNG7Nixg8DAQAAmTJhA\nZXd3evXuTbfu3UlJScl7JqVNmzYE1KrFsqVLS+37sJX5opJSGldIj/cJIj3hKrlPd+mEYPDT43h+\n7LtFOt+rI3oSef4k9uYfDRLIALaGXCv0GbJerbzykhiYOzy4VOLXfWXTKkopH4p0hVSSCUcpexqN\nhszs7LzXWVlZFj2QqtFoyM53XHZ2NhqtFmdHR6SU6HQ6HBwckFKazlmK1U73WjIqLf8z9ycEGq0l\nTVhu7b/HWnpTXwhB/l9wJSCEqptSLHfHf7VCiPrALKARkLcwjpTyjo20hBCOwF7AwTzWz1LK6UWO\nVrHY8CeeoFvPnnh6elKzZk0++OADxlvQZfuVMWMYNmwYU6dOJTw8nF/Xr2fPrl34+/tTuXJlevXq\nxSuvvMKOHTuIjIwstTZA98J8UVl54tnXWPTZ/6HLygQh0Dq70HvA7Z+FupOX35jB2KdNzykJTFVu\nPl4+d/yFpvWDPThy4I+8fns64JnnC79FrCj5WfJg7H5gGvApMAB4FrCztFODEMJFSpkhhNAAB4Bx\nUsqQ/+yjbtmZSSlvW3hQ2LZbufTXX3wxfz7p6en079ePIYMHW3TcqtWr2bx1K5U9PJgwbhx165p+\n90hLS6Nrjx7cSEzEwdGRVStX0rxpwYWD7zbGW7E0GRV1LKPReNuKwqKc827Ol/+WXWHH3a09f/zK\njt/XUMnNg+HPvU6tOgXn9QwGw20Tyq2+55D9O5jzziiyszIIqN+Yz5ZvL3B87s+N/x438+1RHNy1\nCWGnYfjzr/PEc69Z/D2U5L/94rCVOO5VxV0PyVlKuRNT8oqWUr4HWPywrJQyw/ylI6arJOuX9dmg\nhMREBg0ZQhUvL+oHBrL+11/ztp2/cIH2HTtSuWpVWgUHc/wO80C5GtSvz5dffMGyJUssTkaxsbF8\nOHMmv/76Kz+tXMmcTz7J25aYmIibmxs3kpLQarWk3LyZt+3wkSM0b9WKylWr0rFLF/76q2jrOVqS\njOKvXqd/r0ep4nk/De5rzeYtOy069wcffoaPZwM8qgRSr2ZTTp0+l7fty/nfUtOvKV5ejXjxmVfJ\nzLxz/+DwiGhq1W6FW+VAXN3rM+G1f39H++uvSFq17oN7lfupH9ieQ4f//Ts7sO5berf2oXdrHwY8\n6Mfp4wctir8wnXsO4oPPfuKtD74pkIwO7t5Crwe86RPsS89WXsyZ9mretovnTjJqYDP6Bvvy6tBg\nosIv5G07GbKHlLQUsnR6YqPDuXLZ1LhWSskPiz9hQPta9G1bnVlTXyIn599bvG/PXMSmQ3FsPBBj\ncTKKjrjIs48E07u1D0/2a8bFsyfyth07tIuhPQLpE+zLmOFduX41tsif0Z3Ex0Yz6rFO9A72ZViv\nRoQe3Ze37eypEJ7o04Tewb48P6QdV6L/LrU4KjJLrpAOYOpl9zPwJxALfCSlDLRoANNN5OPAfcBX\nUsopt9inwl8hDRw8mMaNGzNr1izOnDnDgAED2LB+PYENGtC8VSumTp3K008/zW+//ca4sWM5FhJC\nlSpVSjyO5q1a0bp1axYuXEhkZCRdunThrcmTeXn0aNq0a8eIkSMZP348u3fvZsSIERzctw97BweC\n27Zl8eLF9O7dm0WLFjF//nyOh4TkNTstTG6Xbkvni3p3G0T7rAtMa2jgeDI8csSJ7bt+JbDBfbc9\nZuv23Yx8/EW2doFWVWBaGHwX60TklTNs+n0HU199nc3tMvFxhGdOOFKty8PM/XxmoXEE1GnNzRv/\noMX04GY28NWXM3ly+CM0bNyFpKvXsZMSA2Dv6sKZU3/y/vFDLB/2Gg6YJv8NgEGj4ffD8aWyvEOv\nVl5oAXtzjFnAlA8XENyhJy8ObMFXQSkM9IPvo2BapBffbgjl0N6tzHjrBRwx/caqBxwqubJ+bxR/\nblnHZx9OgKxMBCAdnekzeAQvTyz8s7qdnJxsnuzbjMx/bqAxf1baSm6s2HSStNSbjBrWAbIysQMM\ndhp8atVl6bpDJfHRFCCl5OmBD5AUF4NGGjEAwtmFpesOY+/gwMiHW2HMSDf9nQmBq5cvP24KLdZc\nXUVV3CukCYALMA5oBYwAnrZ0cCmlUUrZAtMaSm2EEI0sPbaikFKyZ88eZs2ahbOzM8HBwQwePJgD\nBw4QERmJo4MDo0aNwtHRkaFDhxJQpw7nzp8vlVhiY2OZPXs2rq6uNGnShNGjR7Nx40auJyQQf/Uq\nkyZNwsnJiT59+tCmTRtOnDzJqVOnCAoKYuDAgTg5OTFu3Diys7O5cuVKoWPlruaalXGBrIwLFiUj\nnU7H4ZPnmdHYgLMWOnhDXz/B4cMnCj3ul1+20K+GaX9nLcxqCokpWaSlpbF7x25erpVJfTfwcIDp\ngdns2bWv0PMBJJiTkcCUXOyBXzds5cqVeG7eTEEjTW17tIDWTsOpU+e4sH0/9oICxxkMBqIjLtx2\nnKKKjryENMeVO5YG2LZxJZF/nyOgkmRYLXDUwIv3gYsxi/jYaFO3bkHeIn1aIC09DaPRyOF92zCY\nE4QAZHYmIfv/KHKM8VeiyMnORJvvsxJCEBV+nvNnjqG10+TFoTEaiIuJJD0ttVify638k5TAjYSr\naKQxLw57Ow2XzoXy94UzaO00eX9nWilJT03h+rXSu1qrqCzpZXcU8q50xkkpi/SvQUqZIoTYDfQB\nzv13+4yZ//6G1bFjx2Ivh1CeCCHwqlqVM2fOEBwcjNFo5GxYGG2Dg/H09OR6QgIJCQl4e3uTkpJC\ndHR0qfWIc3R05MyZM/j7+yOl5MSJE3h7e+Nhbux6+fJlateuTVZWFn9dukTVqlVxdnYmIiKC9PR0\nKlWqRFxcHMnJyVSuXPmO491tBZ1Wq8XVyYHzKVkEVQaDEc6lCPpVLfxq0a+GL5tugt4IWjs4nwL2\nduDi4oKXrw+n0+wxTcPDmZtQteqduwFo7ARGo0SDeeE8AT4+XlSpUhmdXo8G8pqa5uh1/Ga8CQ61\n0Mt/E1JuAUBV72oWfwaW8qlWE8znzx3LCPj4+uNR2YuYVD0pOnC3h4QsuJ6eg7tHFby8q2Hg34Rk\nNP/Xzs6Oqt7VsNPag16Xd+4qnt5FjtHdowo6nS4vaUpMXb7dK1dFl5ODMXeuyrzNzs6u0A7hRVXJ\n1R2j0Vjgs9IbDXhU9sTJ2QWdXp+XhI2A3qDDzf3O/74VOHVsP6eOH7BoX0uq7B4AlgFu5tc3geek\nlHecyBBCeAE6KeVNIYQz0AP46Fb7Tn37bYsCvld9PGcOAwYMYPDgwZwNC0Oj0TBo4EDs7e159eWX\nadeuHb1792b37t0MGjiQ+wMtumN61yaMH8/QoUMZNmwYf//9N2fPnuXksWM4OTnx/nvv0bFjR/r3\n78+Rw4dp2bIl7dqaHlTt2qULD7ZrR4eOHdm8eTOTJ026Y0JKuhaFy122JRNC8Mm89+n55v/xiJ8k\nNEVD1fpBPNSna6HHTXnrVVYu+4HW21JpXRXWXIYnRw7Fzs6Ol156mh4r1zHgcDK+jkY2xNnx8/o7\nF4NOnDiGOXO+xsHcR87ByZGPZ7+Du7sbb01+lblzF4DBgJ1WS6s+LZGOzek7cBDha1dyI+EqWgE5\nEtp37oO7R8m3w3F2diawcQsunj2JFtPtQY1Wy9gpH+Pg4ECH3kMJ3v0zXb0MbL2mYfBTo6hS1Yfn\nXnmH7Rt+JDvTdIsqR8Ijw18C4LFnxrFr2y9kpqaANGKn0fDKpFv+L22RKlV9GDriFdb/tBCMBqRG\nQ/feQ6hdpwE1a9ejcYu2nD15GGnQI+3sePm1D0plPS0HRydeHD+NZV/NQBqNoNHSsk1nGjdvA0D7\nrn05tHuLOQ4NTz03AVc3jxKP417U7IEONHvg3x6PKxZ9fNt9LZlDOg28IqXcZ37dAfhaStm00ANN\n+zYBvsP0i6IdsFpKOeMW+1X4OSSAU6dPc/DgQby8vPKSUa4NGzdy8MABWrZqxbD/LH5X0rZs3cqP\nP/1ElSpVmD5tGp6e//6wPHT4MCdOnKBWrVr069s3b95DSsmWrVuJjIykWbNmdGjfvtAxilvWffJk\nGIcOH8fX15uBD/eyaK4qKyuL116fTlR0DEMf7c9zzz6et+3mzRQWLv6B1NR0nhr+CIGB9SyK47eN\n21m95je8vary/vSJBRbo27zlT/bsOUSTpg3xfSSArcfuY0i1APR6Pd988jbRERdp07EXQ0e8kneM\nlJLYmAjS01KoXSewwNWAwWDgcsRFjNJIQN37C8xf5GRnERVxAWfnSvjXrlfg38fSr2ZwZN92fKvX\nZMrMxTg7O+eNtWvrOi6eC6VJi7Z06Nb/388qM4Nv579PUuI1OnZ/mK69H8nblpZ6k307N6LX5RDc\noSe+1Wta9FkV5mTIXiL/Po9frboEt++RF7/BYODg7s0kXo/n/qBWBVoiSSm5Ev03mZnpBNS9HwdH\np9ud3mJnT4Vw8exJfKvXpF3nPgX+fR/et434K9HUu78JTVs+WOyxKqrirod00jwHlP+9E1LK4nVo\nLHg+lZAK8dvGjbwydix1AgKIiIzko5kzeerJJ60dVpFdCt0AlH0boBnvf8LCb5ZT28OeuEzBqp+X\n0rp1c/R6Pc88NZqjB0PwcLTD4OLBb5tX4edX9OawW7ftZtRz4whw0xBxU8fj7z6JbPIyQ6oFsP6H\nL/lp4SxquzsQk25k8pwVtAzuhJSSL6a/TMjujXi72POPdOLDBRvxr12PzIw03hz9CJcjLgKC6v61\nmbd4E5Xc3Lkad5mpo/pRyZBKcqaBJm2788aMJXe8kvjjtx9Z+PFkAtztiU7VM/69bwokJVtmMBiY\n8dbzHD24E41Gg5OLK58u+Z3qfrWtHZpyB8VNSJ8BzsBKTLdWH8NUrPMDgJSy8NlkC6iEdHspKSk0\natKEP/74g1atWnHx4kXat2/Pof37S215h9Jizc4LBw8d48XHnyOkSybeTrA+Bt6I8CLswiEWLlrB\nps/nsLldFo4amHZWQ6hvW1auW16ksTIzs2hQL5iNbTJ50Bsi0+CB3Q70nreabh7eTH2+J8e6ZlKz\nEuy+BkOOuvLTjr/Zu/M3Nn8+gf2dMqikhS8uCZZnN2HOd3+yYO47bP55GcJcYi3tHeja/3Fee2ce\n777Uj4f1R5nS0EimHrrtd6H9i7PoM/D2v7QkXIvj5UeDOdw1i0B3OJEE3fY5893ms1Rycy/S912W\ntm74kW/mTIGsDARgsLOjXtPWfLrkd2uHptxBcavsmgENMD0c+x7QEGgBzAU+uf1hSkm4EhuLj7c3\nrVqZblUEBgYSGBhIRGThjS5tjbXbAF26FEFnX/A239UZ5A+Xr94gJyeHi2fP87C3KRkBDPUzcPFi\n0Z8zuXr1Oq5aeNA811/HFZpW1XIz7jJXosNp5aWlprmVXRdfEEY9/yQncjnyEv29TckIYGhNSXS0\nqSQ+/FIYxpxs8yJ7YNTlEH7xDAAxUX8z1N8ImCoIB/pkEBP+P3VDBcTHRtGgigOB5tzT0hN8XDTl\npnIsKvw8OnMyAhBGI5cjL1k1JqX47piQpJRdC/nTrSyCrMj8/fxISEzk6NGjAFy4cIGLFy9St075\naacTdmgnaSlhePr6Wq0nXWDgfey+BtfNz7v+cgVqV/fCwcGB+xs3YkOCE1kG0/Laq65ouL9h0TuY\nV6vmQ7pBsD/B9Do8FU7f0OPhV5uaAfU4lqDnsnlh2T+vgrTTUrmKF7XrBrLxugtppgI2VsfYUTvA\nNJdV7/6m2Dk45lXl2dk7UO9+0zRurboNWH3FlE0z9PDrdRdq1it8Acca/nW4lJzDefOzzcduwPVM\nAz7V/Iv8fZelOvUao3VyyXvK3minoXbd0in0UcqOJVV2vsBMoIaU8iHzc0TtpJRLSj06BXd3dxZ8\n/TUPPfQQ/v7+XL58mTkffVRubtfZSk+6dm1bMXLUszT8cgn+7vYkZAtWr1sAwHPPPc6B3fu4b9tB\nPBw1CNcqbPh8VpHHcnZ24ttl83nk2bH4VbLjcoqO4e+NwFDdn9rVAnhs9FSafv0B/m4OxGcYmfLx\nCjRaLZ17DuLM4Z3U2forXs5a0uxc+HDhYgBGjp7M2dAjRIWbnj+rUasuL5qXdXjl/75m6qh+rIhN\nITlTT8sOPenV//HbhQeAl091Xpr8Me1mv0lNN3uupOl5ffpCKrmWj9VYe/Z/jKMHdnB43za0Gi1u\nrm5M/uAba4elFJMlc0hbMJV9T5VSNhNCaIGTUsomJRaEmkO6o6SkJKKiovCvWRMf76I/91GWbCUZ\n5dLr9SxZuoqoqBgeeqgbnTq2ydt2+XIsk96aQVpaGuPHvkDPnv+uZnrlSjybt/yJVqvh4Yd74WXB\nM0oAyck3iYy8jJ9/dc64x7DlaN28KruvP55CdMQF2nTsxbCR/za9zcrM4Le1S/knKZEuvQbRoFHz\nvG03Eq6y8eflSGmk3+Cn8an27y8lB/ds4ddVi6nk6s6rkz4q8FzTudNHOX/mGF7e1enQfUCBYod/\nkhO5Fh9D9Rq1LV6JNTXlH/bt+I0cXQ5tOvS0WiGBlJK4K5FkZqRTK6B+gSq7xIR4Du3eAkLQoWs/\nqlT1KfZYh/ZsIT42mvsaBNG8dcV5TrKkFbeo4aiUsnX+ajshRKiUsnmhB94FlZDuLdaeL7oVvV5P\n36f0lj4AACAASURBVP4jOH3qHEadDqnRMHfuNEY+9SjhEdF0aNOLBz2NVHeC1Zdh9rwPee7Zxzh3\n/i+69RiK1OlBCJwquXBo/wZq1Li7B1l3ZJ1ky9G6POJTixcHBFEp4zpdfODnGLi/TU/+79OVZGam\n8+pTPUi8Gos0GjDa2THt4+9o/WA3rsZd5uUnu2PIzgRA2Dvw5ffb8a9dj3U/fsOCee/mtTASGi0r\nNp7A27cGv69dwqqv32NwDQNHb9rjWOcB3v18bZHbFCUnJfD6U11oXSmFylojG+K1fPjNb9Rv2KxI\n5ysNV6L/5tWRvZC6HAA0jk58/eOfVKtRq0jnk1Iya+pLHNm7FanXg0bL0KdfZcSoSSUZdoVR3KKG\ndCFEVcxNUYUQbeH/27vzuCjL9fHjn3vYV3eFRCU00kTFLAsLcyvNSs1KLdu0b8s5LeeUp3OyOq1H\nW352skU7ZWaLJyuXsrLFrEw6LrigiWuBlCmLiMg2A8zM/ftjBkQTGIYZngGu9+vlC2Z4lqtpmIvn\nua/7ujle9y6itfLFZASOMuyfduzGVloGFZVos4UHZjyJ1pp775nJhGg7Xw6Dty6ENwfDrH8+DcBD\nD82ioqQMbSlHmy2UHDvOM8++6nYcny9bhC7KI20MzD8fto6GjSnfUHS8gNWffcCR7INgKcNUUQ4W\nM3NnORqUvj1/NhUlx1HlFlS5BWtpCQteckzeXfjyUwTh6F4cAmCz8uKs+7FZrbz+70dJGWpm3sAK\n/je0lGM/b2HbJveXOlvx7suMa3uUFReYeWtQOc/1KeWdFx9y+3je8ObLT2EtLal+rSpKilk07w/T\nH132y96f2PjDV2Auw1RZAZYylrw1l5Ji+Rj0NFc6Az4AfAr0dDZa7QRc69WoRLPkq8kI4OjRYyj0\niaoswFJeQWVlJccLjpJYo/NQ3zZQUeGoLMjLy0fVuItgt9nIzslz+bzHyOG13wvJzuxMz6BO/JR7\nmJ7hVFf0xYQ6vj96JIfjx45iqyinajq0CSgpdtw5KMjPBbv9xIG1nWNHHXFYbVZqTgk1AYVHj2Cx\nmNFa0zPc8XyACeIjFUWFR12O/1TFBblcEmGtfpzQBooy8t0+njcUHM0DXeO1stscz7npeKGju33V\nEU2An58/xUWF0q3Bw1ypstsGXAIMAe4E+mqtf/J2YKJ58YVKurokJQ3Cand0k9aA9vcjccA5BAYG\nctnY0czZC3uL4FgF/GMHxMbFAnD52BH4hwRX94ELCA3hqitHuXzerZZssjMj6Bl0JoPbhzH00nGk\nHoVVh6DUCs/ucXy49YjrzcDByZiCgqtjJCCIgc6xiqRLLscUHIrdGYcpOISkYZcD0CW6GxWc6FVn\nBS4eOY6w8AjiYnvy2C4/Sq2wJgfW5tro0/98t1/HAUPG8O8DofxSDPnl8NjeEBIvGu328bwh6ZIx\nf3ithlxyudvHO6t3f2xaY8XZ404pwiPb0LlL8ygsak5qTUhKqfOVUlEAWmsrjk7fs4AXlFKeb7wl\nmi1fK144nfiz4njv3VcI79ieCn8/+p/bn6UfvQHA4489wOARIzn3K+jyMWQFRfHZV0sBeGTmfVw3\neTy2oEBUSDD33D2Nm2+6rkHnDlThDG7vmHgU33sAtz4wmxs2mmizDF7MCObxeZ9gMpnoNzCJe/7x\nHH7hkVT4+9Nv8FAefHIeABOm3M5Vk6ZjCwrGFhjEZeOmVhdDvPzO17Tp2IUywAwMvXQCN0z/KwD/\nfHkZX6h+tP/Yj2m7OvOP595rVBHC8DETGXb9A5z3fSg9VgUSPPAqbrrbpbU6m8zkW+5j9Pip2AKD\nsAUFc+V105kw5Xa3j9emXQeembeUyC5nYDH5EX3m2cx5Y6UsPeEFtRY1KKW2AaO01gVKqaHAB8C9\nQCLQR2vtsdt2UtTQfDW2DVBqahpvzl+I1VrJ9bfeyKWjvFe9lJ2Tx5xnXyL30GEuGjGUO++8xaXB\n/SvH3cq6detRKCZNGseCOppDVqmoqGDuv//D96k/UBp+Dv/86+xGd0BIT9vIssXz0VozYcrtDBx8\nohLwu6+W8+0XSwkLi2DqHQ/S48z4Rp1LCG9xq8pOKbVDaz3A+f084IhztVipshOA48ooNMLi9i26\nLVt2cM34G3k83kKIH/xzbzAvvTGXK8aO9HCkUFhYxMUXjmFiu2Oc18bKy1khnHvl1Tw/p+6u3qNG\nT2HDhq0EOh9XAFOnTuSN156rdR+tNTffcAfm9I3c0tXCqrwAtqgzeeG9tQQEBNa6X112pm1g5j2T\n0BZnlV1wCE/MeZfzkobz6UcLWfDSE9gtZlAKv5BQXnv/e7p2i3PrXEJ4k7tVdn7OOUcAI3GsFltF\nrlUFAJGNWJdp4euLeKSXhXvi4bae8Ep/C6/Pne/B6E74evVazgkuZU5/K1N6wGcXmnlz0YfYbLY6\n99u4YStBOBa5CwACgQ8/+KTOfXLz8vn++/WsuMDC5B7wznmV+BcdZvdPm92Of+m7r6It5uo4tMXM\nB4vmAvDB2y9B1c+0xmYx883nH7p9LiGMUldiWQL8oJTKx3Frumr5iV5I2XerVzVuBGFuH8NutRFY\noyF1oAlsNSvJPMhmsxNY42+yAJOjTVB98/BOq55d7DYbfiaF/ynns9eT/Opis1pPeqwAu91xPPup\nr5nWf9heiOag1isk57pFM4C3gYv1id9cE46xJNFKeaqI4cbbbuTJfcH8N8vRffu+ncHccud0zwVa\nw6WXJpNaFMisPSZWZ8M1qcFcf+3YetdR6tPnLMpxVK5ZcdyyG3N53S0co6O7MPDc/ty0JYhvsuH+\nn/zINbXlnEZUt024/k5UUEh1HCo4hGum/hmA8ZP+DxUcihXHmremoBBGjm1Y4YUQvqDeTg1NEoSM\nITUL3phntObbFP4z9zVsVis3TL+J6667yiPHPZ0DB37j6ceeIfdwNhcNS+bBh+47aRHE2lyQdAW7\ndu1HAcNGXMRnn7xd7z6lpWX868n/x7YtqVjOiOas6/5CQtSg6mo7d2xKWc0Hb7+E1pprbvwzyc61\ni7TWrPxwId9+8RGhYRFMv+cRzu7rseXKhPCoRrUOagqSkJqHw5kZWMr2+uQ8oyoZGb9y7533s+/n\nA8T3iuXVN+bSs2f9Zc7vv7+C52e9QJm5nKsnXsG/nnmUgIAA7HY7z8x6kcXvfoi/n4m7/3IXd/3p\n1gbHNfv3vRw9EM01UbH8vGcHzz32Z/JzD3NWnwHMnPU67Tt2ceO/VjSVAz/v5tlH7yI3+yBx8X2Z\nOesNOnU5w+iwmqXGtg4SAoCC3CyjQ6iT2Wxh/BVTGGfdxZahJYy37Wb8FVMwmy117vftdz/y5EOP\n807vPH648Dh7vlzB0084SrtfeXkB3yx+h6/PO8ayfkf5z/P/Ztmyzxsc2+COjuq4YwVHePDOCeRk\n7sNeWszetI38408T3RvLEk2iuKiQGbdfxaFfdmMvLWb/js387Y5x9RbEiIaThCRcUjVu1JiqOm/b\nuy+DUJuZB8620zUUHjjbTpjdwt69dS+29+Xnq/lLrIWkjtAzAub0tfDlZ185fvbJKmb3NtM7Ega2\nh4d7mflyZcMTUpU9O7dgwlFNZAJMNiuHfj9A4THfar8jTti/ezvabq/+f+Znt1GQn8uRZrKYYXMi\n5duiXvu3ryQwxP3Jr00lMiKc/DIrpVYI83e05jlSWklkZN1r/LRp24YDFn8c5QKOJccjIh0N4CLa\nRJJVemLbA2UmItq2dTvGsLCI6krCqnsW2q4JDgl1+5jCu8LCI7HZbdWr9QLYbFZCQ8ONDKtFkoQk\nauXLzVJPJy6uO2OvGsOw71cztoOZL46GcPmVl9Y7hnT7nTczfPFHlG0ppkugjbd+C2TRfx8F4KHH\n/s7E8Teyu7gcs93EJ0dCWLP4z27HmDAwibP6JvJz+jYqLGb8g0OZNPUuQkLcL3YQ3nV234EkDExi\n17YNVFjK8A8J5aoJN7m8fpRwnRQ1iFqdroihoqKCQ4dy6NSpA+Hhrn+IFhYWcfx4ETEx0SctEOdp\nWmsW/3cFaWk7GTiwHzdOnYhSJ8ZPi4qKKSgopGvXqJMq7PKOHOWNBYspKSph8pTxDExMqP7Zvv0Z\nfPLJV/j5+zNl0jhiYqIbHNcaSxor1kcQEtCJ8R26svrzD8jNPkjvhHNJGjrGpWPY7XYy9+/Cjp1e\n8f3cXtPIVaXFRRQVHaNzl66tvm+bzWbjm1Ufkn0wi159+nPx8CtOel8J10mVnXDLqa2BtmzZwYSJ\nt1FRUYHVZuOlF5/kphvrb2n47KwXefGlBbQJ8iOifXuWr1xMbGw3r8T89eofuH36fYT7Q3Gl5s1F\nrzD6sksAeG3eWzz51BzaBvvjFxzG0k/e5Zw+Z2G32/nT3TP5aOln+Pn50TOuB6s+f9fllWFddWIp\nihPdv11VWlLE9AnnUXCsAAVERESy8OPNtG3nnTG99xe+yHsLnsffL4CwiEjmvP4JMT16eeVconWR\nhCQa7NTJrzabjdi4Cyg9dvzEyqQhwaz/8VPOOqv2ybFrvk1hxv/dzf+GmukcDM/vNfGp6s3qtSs9\nHnNBQSGJ/Yby6QVmhnSC9Udg3KYQtu9cx4EDv3H9hKmsv8RC9zBYmAkv5HVly461vPPeUv7+4NPY\nyxyVcAT4M/zSS/jog/94PEZ3k9IDt41l7/bU6rWSrApi4xOY9/5aj8e4M20DD98zCWUxY8Kx3ELn\n7j15a8VGj59LtD5S9i0aZP/2lYRGWIhPvLC6E8OR/ALKzJbqQUcTEOjvz+49++s81o6fdjOuSyWd\nnSvI3RFnZ8fuuqve3HXgwG90j/BjSCfH4yGdoHuEH5mZv7IzfS+johXdnZ//086E/b8epqKigk2b\n0qgoM1cPWutKK2lp6V6JsR1R/CmmLd3Obth+BzP3YYLqGJWGQ79leiFC+GXvTkx2e/WHg5/W/P5b\nhpSmC6+ThCROkr7h29MWMXRo3xalFFUzLzRQYbXWe+vtzNjurDsWiMW549fZcGaMdyaBdo2JJut4\nJRnFjseZJZB1vJKuMdHExnZjQz4UORaC5btciGofSWBgIGfH9yQgOKi6RZ02mYiL6+6VGKtYK4s5\nWHHE5e07dIp2LCxY41+7Dp29Elt01x7g51f9etiA9h06y5iJ8DpJSOIPTjfXKCAggEUL/40pNISA\nyAgICebuP9/KgP7n1HmsCeNHE5+UzDlrQhi+PoK/7Aln3oK5Xok7qksnnv7XTJJ+CGbUxgguXBvM\nU08/RHRUZy4ZeiGjJoyn75pgRm6I4IatoSx4+1UA7rrzRvoN6ItfWCgBkeFEtG/La/Oe8UqM4LhK\nGtzRjLnyCMtzslza58m5SyAggHIFFQq0vz9PzH3fK/FdkHwZScOuwB4ciik8Er/QcB597i2vnEuI\nmmQMSVRzpWnqd2vXs+abdZzTN56p11/t0l/NWmvS0tIpOFZIYmJfjxcLnOrFuQtYl7KJockXcP9f\nT14p9Kede8jNzadfv95EdelU/bzNZmPzlh2YzRYGnduv3rlLntDQ8aTSkiK+/nQJWtu59MrJRLbx\n3uuotSZj304Kjx2l59kJtGvfqf6dhHCBFDWIermSjBYvXsZjDz3J8CgTWws0I668gn+/7L0rCXdc\nPf4mtv5vI0M7w7o8GJR0AR9/ttjosGrVmMo7IZojKWoQLqkrGZWXl/O3GY+zNtnCkkFlbBtmZvWn\nq9i8eXsTR1m7rVt38OO6jaSPhRXJkD4W/vfjJp+K8VTtiOLhmN5ExxWzv3Q3qQWl9e8kRAslCUlw\nODPDudhe7QqPFxNoUvSOdDwOD4C+7fzIzslrgghds29fJmeEQlSI43FUCESHwr793qlG86SHY3oz\ncYgjKbk6riRESyMJqZWrag9U32J7nTq2p227NizIcKy0uikfNuZZ6y1qaEqXXHIhh83wubPn5apD\ncNgMw4clGRuYi0YFD2TikOIGFTsI0ZJIQhL4+/vXu/KryWTiwxVv80JeNKHL/Ri7MZTX3pxLjx4x\nTRRl/bp2jebZOU8xZb0i8AOYtF7x7Jyn6Nq14a1+jDIqeCCzRoRjrjzCkmzvzIUSwgipBaUsykip\ncxspamjmiouLmTd/Poezsxl8/vlMveEGl+eLuNs8taSklLCw0JPOY7GUM3/+IrJ+yWDAoHOZNm2y\n13utnU5lZSX/+c+7bN+axoBzE/nTn25xaVVYX3NqsQNATuYeDn/3EVrbGTnuRuL7JBocpRCuWZ6T\nRcHxTMYkHGJ6//ulyq4lslgsXDp6NH369CFpyBAWLlzI8GHDePrJJ+vd15OdvK1WK+Mun0zbvH1c\n2r6cJTkhnDX0Uua9/kKjjttQWmumTv4/SnencnVnCx/nBRPa+3zeX7qwWU7qrEpKANm7fmHprTP5\nW5wFfwUvZITw2CvL6TtgsMFRClG35TlZFBRmMqNvEQlxkwiLjJSE1BKt+uILXnrlFVJSUlBKkZ+f\nT0xMDDmHDhEYGFjnvp5cjnzDxq3cd+N0fhpehp8JSiohZlUA29NT6Nyp6Rb027c/g6tGTiBjtIUg\nPyi3Qa/Vwaz85mN6n928G4PefPN0kn9L4S/OlkNvZsB8lczz8z82NjAh6rE8J4vB3VKYHHsbQJ0J\nScaQmjGLxUKHDh2q//pv06YNSikqKyvr3deTy5FbLOW0DTLh53w3hfpDsL+Jcku5x87hahwRgX4E\nOuMINEFEoB+WJo7DG+xmTcegE487BEJxWb6UiQufV1R60OVtJSE1Y8nJyWxOTeXVV19l27ZtTJ82\njRHDhxMWVvfkyqrmqZ5adO+8Qf05bA3mmb0m0grgnu0BxPWKo2vXKI8c31V9evfCv017Ht7lT1oB\nPLzLH1NEO87pc1aTxuEN106dzKN7g1mTA2tz4e97QrjyjuFSJi58VmpBKQv2fUfHmCKS7cNc2kdu\n2TVze/ftY+Yjj5DtLGqY/a9/ER5e+9LKnrxVV9Ovv/7O3+9/mKzMXxkwsB/PvvAv2rd3f6lvd2Xn\n5PGP+x9h3579nN0nnudenEV0lHeakDa1999fwesvv47Wmml3TWPatOtPWvivyjVRscYFKQQnFzEk\n24dxRlzP6p/JGJKoduqie8I7fvnlAFdeeRM5uUdoExnOe4vnMTT5wnr3W5eyiVn/nEVRUTGjr7iM\nRx77W71VgsfIYaslG6A6OXULdCQoaUUkmtqS7HRKjudVFzGcShKSAFzrVycaz2q1ckbXRCrN5Zhw\nLGZoMyn27UkhOrr2pTfSd+3jisuuZV5/C3Fh8PfdwfQdO5Hn5tRfNVmlqjLPPyCCg/sgUIXLFZNo\nMosPbsZcWszMbuXEJ44/7TZS1CCqSTLyvrS0dMrM5fgDfkAAYNKaJR/UvUruqlVruKVbBZO6w3kd\nYOFACyuWf96gc1ctAHh7Fz+eGupXPcF2eU6WjDUJr6ussNSZjOrjX/8mQoiGiIgMp+Z9B43jKiki\nsvaxPYDgkGB+q/Rzbg355RAcVHf5/um040QxyawRVbfz8lixPoIl2SVcH53Q4GMKUZ/lOVlYrZVU\nmOt+n9dFrpCE8LDeZ/ei15ndqAAqnf/CwkK55aZr69zv+ikT+LYognvT/Ji7F65NDeZvM+9vVCzt\niGJU8MDqlkTRccUsyU6XcnHhUVWTX8ckHCIhaaTbx5ExpFaiavwoPrH+gXXReFarlTvu/Dvbtu7g\nzJ6xLFr4Im3bRta7X3ZOHq+/9jZFhYVcNvYyxowe5tG4arYkClSOv2S7BXaS4gfhtvqKGE4lRQ2t\nnCQjcao1ljQAUvNDZHFA4TZXihhOVVdCkjGkVqJ9l9qru0TrMyp4oONrDKzpmMaK9WYyyh0LSUly\nEq5YlJGCtbKSGR0DiE8c45FjSkISopUbFTyQQSNyANhqyWbFejMHKzpJubg4rdSCUnYc2URUrJl7\nQ/ufNOm1saSoQQhBO6KqCyBkkUBRm+U5Wew4sokxCYc8nozAy2NISqkY4F0gCrABC7TWL59mOxlD\n8pL92x1zX2T8SDTEMXJ45LsS/PxDqosf5IqpdWto8UJtDCtqUEpFAVFa6+1KqXBgKzBea733lO0k\nIXlBU7cJ2rvvF3799RB9eveie/euTXJO4T2ntiTy8w+ROUytlDvFC7UxrFOD1jpHa73d+X0JsAeQ\nT6omFNmhadYjmvP8K4wdeTXzH7yf5KQxLFvWsA4DwvfIHCYBnk1G9Wmysm+lVCywFkhwJqeaP5Mr\nJC9I3/AtUbFhXm8VtG9/BpePmMD2ERaiQmBnIST/EMTPGamEhYV69dyi6Zy6rLpU4rVsqQWl7Dq2\njY4xRUwtjmzUhNeaDC/7dt6uWwb85dRkVGXW7NnV3ycnJzM0ObkpQmuxDmdmEBhSAnj/Q+PXXw+R\n0CGAqBALAP3aQpsgE7m5R4iL6+H184um0Y4oHo6Jqi4TP1ghXcVbqj8sH5HgfvHCupQUUlJSXNrW\n61dISil/4HPgS631S7VsI1dIHnQ4M4OSonT8/f2bZPzo4MHDXHTBaL692MKAdvDFYbhtZwS7920g\nKCio/gOIZmeNJY3U/BDpKt4CVbcB6neoetlxTzK0U4NS6l0gX2v9QB3bSELyIG8twleX5cs/5967\nHyIyyESl8ue9JW8wJEnWXGrJjlFz7pJjHSZJSs2bpyrp6mJkld1FwDpgJ46mxxp4WGv91SnbSULy\nICMSEkBZmZm8vHzOOKMLgYEN71Itmq+aK9dKUmqemqp4QXrZtTJGJSTRuknRQ/NVsw2Qp4oXamN4\nUYMQouVzLA4Ir1FIRuYBKJCk5OtqVtJ5o/NCQ0nrICGExzgq8XoTHVfM/tLdMmfJh1W1ARrVO8sn\nkhHIFZIQwgsejuntLA/fLY1afdBJxQteqKRzl1whtTBVJd9CGE0atfqmxQc3U3I8j5ndyr1WSecu\nKWpoQZp6/pEQrqjZqFV64RmrKdsA1Uaq7FoJqa4Tvkoq8IzlrTZA7pAqOyGEoaQCzziebAPkbZKQ\nhBBN4nS98KTYwbu83QbI06SoQQjRpKTYoWksyU6noDCTGX2LmkUyArlCEkIYYFTwQBiSxor1sDxH\nVqP1lKoEb648cqJ4wccq6eoiCUkIYYhRwQMZNCKH137PZklmiRQ7NFJVBd2YfocA6JsdS3ziGIOj\nahhJSEIIw0ixg2ec1Iuu6vZcrKEhuUUSkhDCUFXFDrPZy/79u4FzJCm5KLWglB1HNhEVa/aZ9j+N\nIUUNQgif8HBMbyYOcfTAk2KH+lX1ohuTcKhFJCOQKyQhhA+pKnZYmRpidCg+zVd70TWWJCQhhE8Z\nFBzNSmykFpTKrbsaqjqn7y/d3Swr6FwhCUkI4XOi44qlyKGGxQc3Yy4rJvpMM23C4K9Wk2G96LxJ\nEpIQwqdIR4eT1WyIGh7SH6BFjBedjiQkIYRPau2TZ2s2RP1zcWSzm1PkDqmyE0L4rNbaZujU1VyN\n7M7dlOQKSQjh01pLR4eaCbc5NUT1JElIQgif19I7OlSVcVe3/eka0aLKuV0lCUkI0SxUJaUFATbI\nMjoaz2mpc4rcIWNIQohmxVpZzMGKI0aH4RGLD26m5HgeM7uVk9DC5hS5QxKSEKLZaEcUgzuam32R\nQ2pBKYsyUmjTOY8ZHQNa5Jwid8gtOyFEs1KzyGHx/iOEBDSPeUqpBaXsL90NgLms+ERDVB9eUryp\nSUISQjQ77YhiSuHvlMWW8sKuYpboEq6PTjA6rFrV7Mo9zWqC9hCfcLXRYfkcSUhCiGarPYOY2S2d\nZw7msYR0n0xKy3OyWm0Zd0PJGJIQotnJTN+C1WoFID5xPDO7lWMpO1bdgNRXLMlOp6Awkxl9iyQZ\nuUCukIQQzUpVMgqPTKju6VZhDqdTtyIoMTi4Gmr2oGtpXbm9Ra6QhBDNTs1kBJCQNJIBYQXsyNvk\nE9V3izJSMJcWSwVdA8kVkhCi2cjPPlB9q+5Uk2Nvo6/9I17YlWlIkcOS7HQALGXH6BhTxNTiyFbT\ng85TJCEJIZqF092qO1VC3CRmFq1s0iKHml25p4ZWAo5iCynnbjhJSEIIn+dKMqoSnziemaxkboHZ\n63Etz8mi4HgmYxIOkWwf1mLXKWoqkpCEED6tIcmoJnNZMctzsrw2aVZ60HmeFDUIIXxSfvYB9m/f\nSFlxMPGJ4xuUjOITxzPjnCIKCjO9UuRwUjKSCjqPkYQkhPBZFeZwtwsDEuImMaOvIylVFRx4gjRE\n9R5JSC2M1WolP/uA0WEI0WhFR482+hgJcZOY2a2ckuN5jbpSWp6TxfKcLGmI6mUyhtSCnBHXk/QN\nWRTk5gLQMfpMYwMSwk1V40btu8Q2+ljxieMZ03YhqQfjGrxvzQq6xPACAEfxglTQeYUkpBYmIWkk\nhzMzKDq6VxKSaJb2b98I4PErkILjmSwHl4sc/lBBFytJyNvklp0QwidUFTFUmMM9nowmx95WXeTg\nynhSdUPUBEdDVCnnbhqSkIQQhsvPPkBBbm6jihjqU3M8afHBzbVuJw1RjSMJSQhhqMz0LRTk5hIe\nmeD1VjtVncErKyyn7QwuFXTGkjEkIYRh3J302hi1dQZflJGCtbLSWUE3pkliESeThNRCWa1WMtO3\nEJdwntGhCFGnpkxG4OwMnrWQrzI3cbAijm6Bnaor6e4N7S/jRQZSWmujY0AppUuLiowOo8VJ3/At\nUbFhUm0nfFLVuFFTJ6Qq6Zkf8cKuSFBIL7omFBYZidZane5ncoUkhGhyNYsYzkg0JglUdQaviCyX\nXnQ+QhKSEKJJnTRuZFAyqiLdFnyLVNm1cJ5ovyKEpxhRxCCaD68mJKXUQqVUrlLqJ2+eR5xeQtJI\nyoqD2b99o/S3E4aTZCTq4+0rpEXAaC+fQ9QhIWkkFeZwo8MQrVhjlpEQrYtXE5LW+kfgmDfPIYTw\nXU3RgUG0HDKGJITwCklGoqF8pspu1uzZ1d8nJyczNDnZwGiEEI1VdPSoT1TSCWOtS0khJSXFqSWF\nbgAABkVJREFUpW29PjFWKdUD+Exr3b+ObbQvTNAVQgjhXUqpWifGNsUtO+X8J4QQQtTK22Xf7wPr\ngXil1G9KqWnePJ8QQojmy2d62flCHEIIIbzL6Ft2QgghRL0kIQkhhPAJkpCEEEL4BElIQgghfIIk\npEZau3at0SH4FHk9/khek5PJ63EyeT1OkITUSPJmOpm8Hn8kr8nJ5PU4mbweJ0hCEkII4RMkIQkh\nhPAJPjMx1ugYhBBCNI3aJsb6REISQggh5JadEEIInyAJSQghhE+QhNRISimTUmqbUupTo2MxmlIq\nSym1QymVppRKNToeoyml2iilliql9iildimlLjA6JqMopeKd74ttzq/HlVL3GR2XkZRS9yul0pVS\nPyml/quUCjQ6JqPJGFIjKaXuBwYBkVrrcUbHYySlVCYwSGt9zOhYfIFS6m3gB631IqWUPxCqtS4y\nOCzDKaVMwO/ABVrrg0bHYwSl1BnAj0BvrXWFUupDYJXW+l2DQzOUXCE1glIqBhgLvGl0LD5CIe8p\nAJRSEUCy1noRgNbaKsmo2iggo7Umoxr8gLCqP1aAwwbHYzj58GicF4EHAbnMdNDA10qpzUqp240O\nxmBxQL5SapHzNtUbSqkQo4PyEZOBJUYHYSSt9WHgBeA34BBQqLVeY2xUxpOE5Cal1BVArtZ6O7JM\ne5UhWuvzcFw13q2UutjogAzkD5wLzNNanwuUAQ8ZG5LxlFIBwDhgqdGxGEkp1RYYD/QAzgDClVI3\nGBuV8SQhue8iYJxz3GQJMFwp1arv/2qtc5xfjwAfA4ONjchQvwMHtdZbnI+X4UhQrd3lwFbne6Q1\nGwVkaq0LtNY2YAUwxOCYDCcJyU1a64e11t211nHAFOA7rfXNRsdlFKVUqFIq3Pl9GHAZkG5sVMbR\nWucCB5VS8c6nRgK7DQzJV1xPK79d5/QbcKFSKlgppXC8P/YYHJPh/I0OQLQYXYCPnW2g/IH/aq1X\nGxyT0e4D/uu8TZUJTDM4HkM5x9BGAXcYHYvRtNapSqllQBpQ6fz6hrFRGU/KvoUQQvgEuWUnhBDC\nJ0hCEkII4RMkIQkhhPAJkpCEEEL4BElIQgghfIIkJCGEED5BEpJo1ZRSjziXANjh7Dl3voePf4lS\n6jNXn/fA+cYrpXrXePy9Uko6RIhmQSbGilZLKXUhjr57iVprq1KqPeC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---------------------------\n", "tuning with gamma\n", "kernel_ : rbf\n", "subplot_id : 121\n", "gamma : 0.5\n" ] }, { "data": { "image/png": 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//D0Hd/6Ni9GIi9HIsf07+OXHabl9q4piV6xJSK8B54ARwEgg2PKcYscOHT7M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\nb3b9Ndu37+YPd9zH1v/upFXL5rw0eQItWpRd5jx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "kernel_ : rbf\n", "subplot_id : 122\n", "gamma : 1\n" ] }, { "data": { "image/png": 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Nc7VbWzoURbkjlZAKoNoA3f+eefppevXujYuLCz4+PkybNo13337b0mEVu0y3DEiwdBSK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\nbjc6GIPFAOlKqQXu01RvK6WCjA7KS0wEPjE6CCNprY8BLwOHgKNAltZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "kernel_ : rbf\n", "subplot_id : 122\n", "gamma : 10\n" ] }, { "data": { "image/png": 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Z+Pj4W7blXmLifrm4uJCckkJWVhZOTk5kZWWRnJJS4AUBPcqWLdD+iqJYJq9r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\n0fS5eoS0CLjMxdcQQgjRDLg0IWmtfwGyXXkNIYQQzYPcQxJCCOERTO4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# rbf Kernel \n", "\n", "kernel_list = ['rbf','rbf','rbf']\n", "subplot_list = [121,122,122]\n", "C_list = [1,10,100] \n", "gamma_list = [0.5,1,10] \n", "\n", "print ('---------------------------')\n", "print ('tuning with C')\n", "\n", "for kernel_, subplot_id,C in zip(kernel_list,subplot_list,C_list):\n", " print ('kernel_ :', kernel_)\n", " print ('subplot_id :', subplot_id)\n", " print ('C :', C)\n", " svc = svm.SVC(kernel=kernel_, C=C, decision_function_shape='ovr').fit(X, y)\n", " Z = svc.predict(X_plot)\n", " Z = Z.reshape(xx.shape)\n", " plot_SVM(Z,subplot_id,kernel_)\n", "\n", "print ('---------------------------')\n", "print ('tuning with gamma')\n", "\n", "for kernel_, subplot_id,gamma in zip(kernel_list,subplot_list,gamma_list):\n", " print ('kernel_ :', kernel_)\n", " print ('subplot_id :', subplot_id)\n", " print ('gamma :', gamma)\n", " svc = svm.SVC(kernel=kernel_, gamma=gamma, decision_function_shape='ovr').fit(X, y)\n", " Z = svc.predict(X_plot)\n", " Z = Z.reshape(xx.shape)\n", " plot_SVM(Z,subplot_id,kernel_)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "---------------------------\n", "tuning with C\n", "kernel_ : poly\n", "subplot_id : 121\n", "C : 1\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "//anaconda/envs/g_dash/lib/python3.4/site-packages/numpy/ma/core.py:6385: MaskedArrayFutureWarning: In the future the default for ma.minimum.reduce will be axis=0, not the current None, to match np.minimum.reduce. Explicitly pass 0 or None to silence this warning.\n", " return self.reduce(a)\n", "//anaconda/envs/g_dash/lib/python3.4/site-packages/numpy/ma/core.py:6385: MaskedArrayFutureWarning: In the future the default for ma.maximum.reduce will be axis=0, not the current None, to match np.maximum.reduce. Explicitly pass 0 or None to silence this warning.\n", " return self.reduce(a)\n" ] }, { "data": { "image/png": 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8M20ag95+G61W65DihRMnzxJcpRGVKtQnsHRtNm/ZadVxX02dQ9FiNQgo8wxN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\nJiSllFIBQROSUkqpgKAJSSmlVED4f0xYGKMBt9iUAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "kernel_ : poly\n", "subplot_id : 122\n", "C : 10\n" ] }, { "data": { "image/png": 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j338/w/169+lD37590ev1BAcHc+LkSb6cMiXdfY4fP8606dPZunUrer2e2bNn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\n/GtCkfJBFfHFFyt54cU3vDfz3n0bw4cN4RgpvHr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "kernel_ : poly\n", "subplot_id : 122\n", "C : 100\n" ] }, { "data": { "image/png": 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WL+anZcv4ZvZsdNm4mXbP3r1UDAigTv36+JYrx8gMW6JrtVqGvvUWX8+axdC3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\nCpqQlFJKBQVNSEoppYKCJiSllFJB4f8BNhWM1WKfpUcAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---------------------------\n", "tuning with gamma\n", "kernel_ : poly\n", "subplot_id : 121\n", "gamma : 0.5\n" ] }, { "data": { "image/png": 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8M20ag95+G61W65DihRMnzxJcpRGVKtQnsHRtNm/ZadVxX02dQ9FiNQgo8wxN\nmnUn+vYdwDw90+8jvmBc16p0axbIuA/+g16fksnZFCV3sSYhnRJCzBdCtBBCNBdCzANO2TswJXvW\nrlvHrytWcPXqVeLi4qhQsSIjPvgg0+Oe79WL3r17o9PpCAkJ4eSpU3w5eXKGx5w4cYKp06axbds2\ndDodc+fOZfCQIcTHx7N7zx6+mT6dM2fOEB8fT8uWLXl70CAAvp87l9NnznDz5k1iYmIwGI18Pj7z\necpeeuUVPvzwQ3Q6HSdOnGDFypWs/P33DI/JyWSUkpLCC8+/xoQyt4nraWBNvUQGvvYeN25kvGbT\n1m27mTxlFlq9ATeDkQtnL/LagOHEEMV/xi7k4ubdeJiMeBiNHNn7Jz9+PylHPo+i5BRrEtJrwFlg\nKDAMOGd5T3FiBw4e5JVXXqF48eJoNBpGjhzJwUOHMj3uVnQ0Y8aMwcXFhYCAAAYMGMD27dszPGbT\nli1Ur16dxo0bA9CvXz88PT05dvw4hw4fplevXgQFBSGEYNSoUWlxHDx0iLcHDaJAgQJ4eHgwbNgw\nDh0+nGFb8fHxxMTEMHLkSIQQVKlShc6dO7Np8+bHHnP35rVMP7ctRUREIfQ6+gWaXzcuCjV9tZw5\neynD4w4eOoY+SYcL5sFa9AYOHznB7PB7XNx+BpGcjLBsMyUnceLQbrt+DkXJaZkmJCmlTkr5tZSy\nh+XxtZQy901S9pQpUbw4+/btSxu/2LdvX4Y3iKby9PRk3759gHnJiJ07d1KqVKkMj6lcqRKXLl0i\nJiYGgCtXrhAbG0uF8uUpUbw4hw4exGAwALB///60OEqUKMHevXvTzrNv3z5KFC+eYVteXl64u7tz\nyJLUdDodhw8fpmzQo8eELp1Yg5tnfI7eZ+TrW5h7OiOX48yvY1Lg/F09JUr4Z3hcyRLFcPPwILXM\nyAQU9S+M1tWbEiUqINItwSE0GoqVLG2fD6AoDpJRld1yKWWfdJOsPsCWk6uqKjvb0+l0dOveHb3B\nQIkSJdi3bx+/r1hB7dq1Mzxu4aJFjB4zhubNm3Pt2jViYmI4eewY+fNnPF1Lm3btuHL1Kg0aNGDn\nzp107tSJed9/j8FgoG///kRGRlKufHl27tzJkh9+oFnTpty9e5d2HTvi7++Pl5cXp06dYvOGDQQG\nBmbY1thx45g5ezatWrXi9OnTuLm5cfTQoQfWRXL0Ta+LFv7C5/+bSPNiGg5Fm+j5Yh8+n/DfDI9J\nSUmhQ6e3REIRAAAgAElEQVSXOHfuIhoEBin5efVUjgVWIeV4fuYP7kZSvPnfiaunJzOX/ElR/8z/\nyFAUZ5JRlV1GCam4lDJSCFHmUdullKG2ClAlJPtISUnhr7/+Ij4hgcaNG1O8WDGrjjt69Ci/LFuG\nb5EivD9smNX3Bo2fOJGjR47QsWNH3rTc7ArmAfm58+ZxIzKS559/ntrpblJNSEjgr+3bMRgMNG/W\nzOr577Zv384f69YRWKYM7w0e7FTJKNWZsxc5c+YCQYGlqV8/4z8EUhkMBv78ay+xsXE0algXr5Ii\nrdy7rOE+C2dOQJpMvPL2KIqXDLRb7CaTiW0blnMzMowmLTsTVL6q3dpSni5ZSkhpOwgxANgtpfzb\nHsFZ2lAJKZebMnUqc77/nho1anDs2DGmTJpEn969MZlMvDFwIEeOHiUwMJAzZ86wfOlSnnnGPoki\nt95n9Dip9x/F79cyfUALpNF86RMXDbOX7iSwXGWbt2kymXi5ax2io8LN41XA4FFf8twLb2R2qKJk\nKkv3IaUTCHwvhLgihFguhHhPCFHLphEqudrFS5eYPWcOJ06cYPPmzWzfvp1hw4cTHx/PqtWruXL1\nKmfOnGHbtm3MmDGDd997zy5x5LVkBHBUF0nYRfjlf68hDAbcJLhJ0BiNjB3e3y5tLvl+EtFR4XgC\nnoA7MGvKR3ZpS1HSs6ao4X9SylZAMLAH+AA4au/AlNwjNDSU4OBg/P3Ng/bBwcEUKFCAW7ducS00\nlGbNmqVd9mvbti3XQm12tTdNXkxG23THWXPIj3LuQSTdvZVWYZf6p+W9u7ft0u61qxfRpGtHA5ik\n6Ylv8FWUJ5VpQhJC/FcIsRHYApQHRgIB9g5MyT2qVK7MiRMnOHHiBADr168nJTmZkiVLUqtmTdas\nWUNUVBRSSubMmfOviU6zwxEzMOSUQ7c909Y9Kl2uMibM1UUS82W0EqXL2qXd2s82xWhpA0APuGpd\nHxinUxR7sGY9pJ6AAVgP7AQOqLJvJb1SpUrx7ddf06JFC7y9vTHo9fy0ZAnu7u60btWKl/r3p0KF\nCnh7e1OoYEF+W77cJu06S/FCTvh8+q+89lxd7t41z9xQwKcAE2dlfDNwVnXr8zr7d23myP6/AHBx\ncWH8t7/YpS1FSS/TogYAIYQ30MTy6APclFI2sVkQqqghQ1JKflu5kjNnz1K+fHn69+1r1cqvt+/c\n4cclS0iIj6djhw4PFBJs27aNad98g4uLC6M++CDLE5qmMhgMLFq8mLPnztGoYUN69+r1wEJ79+/f\nJzY2lhIlSthk1VpnSUZ79h7iz227KFSkMP95pTc+Pt42O/eE8At4RdR4YDLVkMvnkCYTgeWrPtBj\n2bJ2KRtXLcEzvzeDhn9BqcAKadsO7t7CmRMHKepfkg7dX8TNzd2q9m9HR3LrRjjlq9TEzc3tgfe3\nrF1GSnIyzdp0pWyFf9bwDPn7HDu3/YGbmxvtuvbD1++f+8qOH9rFicO7KFCoKB27v2jVyq8pKcls\nWv0z0TcjqFazHg2atbcqdsV5ZbfKLhhoCjTHPOt3GOaqu//ZKkCVkDI2fMQIDh89Svfu3dm8aRMl\nSpRg0YIFGa6sGn37Ni1bt6Z58+aULFmSefPmMXPGDDp17MiKlSsZ9M47vPXWWxiNRhYsWMDihQvp\n3KlTluIzmUz0f+klYmNjad2mDb+tWEHLli2Z8MUXWf3IGXKW8aJffvmdz0Z/yuuldFxKcuMUfvy1\nay3e3rZZYvtRCelRFs2awNIF09BiHvcxCMHcFXspE1SRn+Z9xfLF32LUJaFx96R0+cp8s2ADWlfX\nLMV0KzKct/u3ICUxHmk04uLuwfgZv1KjTiNOHdvHx++9gClZh9BocPPKz5xfduBXPID1vy1i+az/\n8WapJE4muHPepRRf/fAXHp5ej23LoNcz7PVOXL98AWNyEhoPL/r8ZwgvvTkyS7ErziG7CSn1Ut0e\n4LCUUm/rAFVCerzIyEiebdCAa9eu4ePjg06no1KlSixftozqwY9fpG3K1KlcDwtjgWUF1s2bNzN6\n1Cj27dlDjdq1GTJkCEOGDAFg0qRJLF68mKNWTC30KIcPH+bNt97i7LlzuLq6cvfuXQIDAzl76hRF\nihTJ0jkfx1mSEUDl8vX4vVYMz1g+YveDHrQe8hGvD+hnk/Nbm5A61y+GMBjSrr/rgeB6zRk/fRld\nGpfCzWjABcvd7V75+GjCPOo3bZelmGZOGcPG5QvRmoyA+Vp+YNXafLdkK++90o6Qs8fS4jC4aOjQ\n+zUGj/qSPs3LsLtZAtUKgJTQbp8XdV6fQtsuLzy2rYN7tjJhzBuQmJBWfp6i0bJub1iWE6rieFla\noC+VlLKz7UNSrBUbF0ehQoXw8fEBzIva+fv7Z7qkRFxcHKVL/zO1TJkyZYizHKPX6x+YDSEwMPCB\nZRyyEmPxEiVwtfySKFSoEN7e3iQkJNg0IZmnAYKKtRrY7JzZEZeQROl0uaKMh4G4+IQcj8NoNOKW\n7rUEEuNj0euTAZlWLWeu0BMkJj75ciSp4u7HIC3JKPWcCZbZIxLiY0n/W0aajMTH3kNKSYJORxlL\nZ0gIKONpyjSOxIQ4XBBp08SknjslRacSUh6lymacXNmgINzc3Pjiiy+4fv06M2bM4ObNmwRXq5bh\ncR3at2fOnDns2LGDy5cvM3ToUDp26ABAw/r1GTlyJKdPn+bEiRN8+OGH2RpDqlO7NlcuX2bu3Llc\nv36dTz75hKK+vpQsWTLL53zYjatX0Gq1TpOMADp3aMG7J90JiYdNN2BpmJbWrWw2tGq1wLIVMQhz\nD8KIudfStmtfPL3yU6FyTUxaV0yW901A9dpZX1uzRbseuHh4plXhCQ9PWrTrnrZNeHilxeHi4Unz\ndt0RQtCoUUveOu7OtXhYGwG/Rwjq1GuWYVvV6zR8IG6T1pUKlWvglc9243SKc1EJycm5urqyeuVK\ndu3aRcMGDfhtxQrWrFqFt3fG/ygbNWzIV5Mn884779CqVSvKlyvHF+PGATB/3jzKBgXRtGlTWrRo\nQXC1asz49tssx1ioUCFWr1rFD4sX07BBA44ePcrKFStsUryQKqdn7LbG199NIn/9djTdX4BREQHM\n+2EW1YNtP3NCZqYt3kxAUEWShcCg0dCj/1t06/M6AOOnL6N6vWZovAvgH1SRSbN/f6DQ4Ek1aNae\nQSMnkM+3GG4Fi9Cl92u8NHAUAC++OZKuvV/DrWAR8vkWY9DICTRsZv4j6P0v5nGnfHsa7C3IB2FB\njJny8wOFF4/iW7Q4k2b/TrGgimi8C1C9XjPGT1+W5dgV52dVlZ3dg1BjSHZx+PBhpkybRkJ8PF27\ndOGtgQMzLIQAc4HCzFmz2LhpEz4+PoweNYratcwTc0TcuEGbdu1ITExEo9Ewc8aMtF6XPTnTuFFO\nsnYMSUrJqqXf8+f6FXjl92bA4E+oUr1uttpet3Ixc78ag8FgwNevON//ug/PTCbYBRg2oBPnTx1G\nCEGH7i8z7OOp2YpDyXuyNIYkhFjLI2b5TiWl7GaD2BQ7OXvuHL1eeIGJEycSEBDAmDFjiE9IYOTw\n4RkeN/HLL9mybRvjx4/nypUrdO/Zk22bN1OhQgUaNGpEkyZNGDp0KNu2bePV115j765dVKiQ8V+6\n2fG0JqMn8cuCafy66FtMukQkMOrtHkz/YTNB5bO2sPOh/X/y7YSRuGOepSE66gYvd6nObztCMjzu\nvVfacfHsMfN4lpSs//0HvPJ7M3DoZ1mKQ3n6ZDTbd/OMDpRSWrcmszVBqB6SzY37/HOERsPEiRMB\n86quffr04cTRjGd9qlS1Ktu2baNSpUoADBs2jII+PrRr355WrVsTGxubdk9K/fr1CSxdmkULF9o8\nfme5z8iRrO0h9e0QTEJ0FKkXSPVC0PPVIbz+3idZanfwy20JOX8cV8uvBgkkApsO3czwMmy7ur5p\nSQwsMzx45WP1bttPFaXkXlnqIdky4Sg5T6PRkJScnPZap9NZNaaj0WhITndccnIyGq0WT3d3pJTo\n9Xrc3NyQUprPaYdqJ5WMnsy/pvQRAo3WmklYHu3hY629qC+EIP0fuBIQQg1TK9bL9KdWCFEBmAhU\nBdIWxpFSZjqRlhDCHdgFuFna+k1KOTbL0SpW69+vH63atqVw4cKUKlWKzz//nKFWzLL97qBB9OnT\nh48//pgrV66wetUqdm7fTkBAAAULFqRdu3a8++67bNu2jZCQEJtNA5RKJaMn1++195n7zf/Q65JA\nCLSeXrTvmvV7od4ZMZ73XjXfpyQwV7n5+fpl+gfNs43acHDv1rT59vTAf17P+BKxoqRnzY2xe4BP\nga+BrsBrgIu1MzUIIbyklIlCCA2wFxgipTz00D7qkp2FlPKxhQcZbXuUS3//zfQZM0hISKBL5848\n37OnVcct+/VXNmzaRMECBRg2ZAhly5r/9oiPj6dlmzbcuX0bN3d3li1dSq0aDy4c/KQxpvek40VZ\nbctkMj12otCsnDOr58voOLD+kh3Azq2r2bZ+Ofm8C9B/wHBKBz04rmc0Gh+bUB4V46E925j834Ek\n6xIJrFCNbxZveeD41N8bDx834aOB7Nu+DuGiof/rw+k34P1MY88oDmu22ZqzxJFXZXc9JE8p5Z+Y\nk1eolPIzwOqbZaWUiZan7ph7SY4v63NC0bdv0/355ynk60uFSpVYtXp12rbzFy7QuGlTChYpQt16\n9TiayThQqooVKvDd9OksWrDA6mQUERHBFxMmsHr1an5ZupTJX32Vtu327dt4e3tz5+5dtFotsffv\np207cPAgterWpWCRIjRt0YK//36y9RyfJBlFRt2iS7teFCpcmYrlnmXDxj+tauPzL77Br3BFChSq\nRPlSNTh56lzatu9mzKdUyRr4+lblzf8MJikp8/mDr1wNpXSZungXrER+nwoMe/+fv9H+/juEus92\nwKdQZSpUasz+A//8P/tu5iJ8ClbEu2AlivpVY8+erM2QkV7ztt35/Jtf+PDz2Q8ko307NtLumaJ0\nqOdP27q+TP50cNq2i+eOM/C5mnSq58/g3vW4duVC2rbjh3YSGx+LTm8gIvQK4devAOZfyD/N+4qu\njUvTqUFxJn78Fikp/1zi/WjCXNbtv8HavWFWJ6PQqxd5rUc92j/rx4uda3Lx7LG0bUf2b6d3m0p0\nqOfPoP4tuRUVkeXvKDOREaEMfKEZ7ev506ddVU4c3p227ezJQ/TrUJ329fx5/fmGhIdetlscTzNr\nEpJOmC8E/y2EGCyE6AFYPVmXEMJFCHEciAK2SikPZzHWPO2NgQOpWrUq9+/fZ9Xq1QwfOZJTp0+T\nnJxMz169GPTOO8THxzNu3Dj69O1LTEyMXeLo3K0bDRs25N69exw8eJD1GzYwc/ZspJT06duXHj16\nEBcXx6xZs3j51VeJiIjgVnQ0ffv3Z8qUKcTFxfHqq6/S64UXMBgMVrV54+qVJ+oZ/af/QOrFn+F+\nTxPLat5j0BvDuHjpSobHbNqygxnTZrKphSS+F7xUIonunczT1qxbv41506ZzoHkSUd0MJB7fwX8/\nHJdpHK1b9yIuJhYvzH9tzV+wlB9+XIHBYKBTl5e5dukqHiYTdyJv0b3nAG5F3+HY8dN8OGYCWpPE\nCzDqUujS7RW7rTX02YiX0UpzWx7A1nXL+Gvjb8TH3eezwc/zZZkI4nuZGOF7lf+9252UZB07t65m\n5c+zcZfgBSQnxDPMcglv+6bfWb74W1ySk3AzGNi/fQPzp2f9KnxKSjIjBz5HdFgInlJyPyqC0YOe\nJy72HpERoYwd+Qq6mDt4mEyE/X2OD9/tZZPv5WFSSkYP6smNKxfwNJlIvHOLT95/keibN7gXc5sx\ng3sTFx2Jp8nEzdDLjHyrO0Yrf74V61mTkIZh/rkcAtQFXgZetbYBKaVJSlkb8xpK9YUQVbMSaF4m\npWTnzp1MnDgRT09P6tWrR8+ePdm7dy9XQ0Jwd3Nj4MCBuLu707t3bwKDgjh3/rxdYomIiGDSpEnk\nz5+f6tWr8/bbb7N27VpuRUcTGRXFqFGj8PDwoEOHDtSvX59jx49z8uRJgoODee655/Dw8GDIkCEk\nJycTHh5udbtardaqZKTX6zlw/Dzjqxnx1EKTotCppODAgWMZHvf77xvpXMK8v6cWJtaA27E64uPj\n2bFtB++UTqKCNxRwg7GVktm5fXeG5wOIvnMvbUJTDeAKrF6zifDwSO7fj0UjzdP2aAGti4aTJ8+x\nevUmXAUPHGcwGDl3wfZ/cYeGXEJa4kptSwNsXruUkMvnCMwn6VMa3DXwZjnwMumIjAg1z9YtSFuk\nTwvEJ8RjMpk4sHszRl0SLpZtMjmJQ3u2ZjnGyPBrpCQnoU33XQkhuHblPOdPH0HrokmLQ2MyciMs\nhIT4uGx9L49y7240d6Kj0EhTWhyuLhounTvB5Qun0bpo0v6faaUkIS6WWzft11t7Wlkzl91hMPd0\nMI//ZOmnQUoZK4TYAXQAzj28ffyECWnPmzZtmu3lEHITIQS+RYpw+vRp6tWrh8lk4uyZMzSoV4/C\nhQtzKzqa6OhoihYtSmxsLKGhoTaftDSVu7s7p0+fJiAgACklx44do2jRohSwTOx6/fp1ypQpg06n\n4+9LlyhSpAienp5cvXqVhIQE8uXLx40bN4iJiaFgwYKZtpe+iMEaWq2W/B5unI/VEVwQjCY4Fyvo\nXKRQhseVLOHPuvtgMIHWBc7HgqsLeHl54evvx6l4V8zD8HD6PhQpUjjTWDQuApNJosGycJ4APz9f\nChUqiN5gQANpk5rqDQZ8fQtTqnRJDPKfhJRaAFCimJ9Vn/9J+BUrBZbzp7ZlAvz8AyhQ0JewOAOx\nevBxhWgd3EpIwadAIXyLFsPIPwnJZPmvi4sLRYoWw0XrCgZ92rkLFS6a5Rh9ChRCr9enJU2JeZZv\nn4JF0KekYEodq7Jsc3FxyXCG8KzKl98Hk8n0wHdlMBkpULAwHp5e6A2GtCRsAgxGPd4+mf98K3Dy\nyB5OHt1r1b7WVNk9AywCvC2v7wMDpJSZDmQIIXwBvZTyvhDCE2gDfPmofT/+6COrAs6rpkyeTNeu\nXenZsydnz5xBo9HQ/bnncHV1ZfA779CwYUPat2/Pjh076P7cc1S23Cdka8OGDqV379706dOHy5cv\nc/bsWY4fOYKHhwfjPvuMpk2b0qVLFw4eOECdOnVo2MA8t1zLFi1o1LAhTZo2ZcOGDYweNSrThJSV\nm16FEHw1bRxtP/gfPUpKTsRqKFIhmI4dWmZ43JgPB7N00U88uzmOZ4vA8uvw4iu9cXFx4a23XqXN\n0pV0PRCDv7uJNTdc+G1V5pehRo4cxOTJs3CzzCPn5uHOlEn/xcfHmw9HD2bq1DlgNOKi1dK5cxtq\n1axKzRpV+Gryd0RGRqMVkCKha+fWFC786O8qLCWaemRe1PAonp6eVKpWm4tnj6PFPL+cRqvlvTFT\ncHNzo0n73tTb8RstfY1suqmh50sDKVTEjwHv/pcta34mOSkBDeYYe/R/C4AX/jOE7Zt/JykuFqQJ\nF42Gd0c98p+0VQoV8aP3y++y6pfvwWREajS0bv88ZYIqUqpMearVbsDZ4weQRgPSxYV33v/cplNS\npXJz9+DNoZ+yaOZ4pMkEGi116jenWq36ADRu2Yn9OzZa4tDw0oBh5PcuYPM48qKazzSh5jP/zPG4\nZO6Ux+5rTZXdKeBdKeVuy+smwCwpZY0MDzTvWx34AfMfii7Ar1LK8Y/YT1XZASdPnWLfvn34+vqm\nJaNUa9auZd/evdSpW5c+Dy1+Z2sbN23i519+oVChQoz99FMKF/6nt7D/wAGOHTtG6dKl6dypU1qV\nmJSSjZs2ERISQs2aNWnSuHGGbWR3Bobjx8+w/8BR/P2L8ly3dlb1sHQ6He8PH8u10DB69+rCgNf6\npm27fz+W7+f9RFxcAi/170GlSuWtiuOPtVv4dfkfFPUtwrixIx9YoG/Dxr/YuXM/1WtU4cV+PdL+\nnxkMBj4Y/QUXzl+mQ4cWDB3yRtoxUkquXAklNjaOYpW9WXxXR+RVb8q5B1G3gAfXr17EJE0Elq38\nwP1CKck6rl29gKdnPgLKlH/g52PhzPEc3L0F/+KlGDNhHp6enmltbd+0kovnTlC9dgOatOryz3eV\nlMj8GeO4e/smTVt3o2X7Hmnb4uPus/vPtRj0KdRr0hb/4qWs+q4ycvzQLkIun6dk6bLUa9wmLX6j\n0ci+HRu4fSuSysF1H5gSSUpJeOhlkpISCCxbGTd3j8ed3mpnTx7i4tnj+BcvRcPmHR74+T6wezOR\n4aGUr1ydGnUaZbutp1V210M6bhkDSv/eMSllHVsFqBJSxv5Yu5Z333uPoMBAroaE8OWECbz04ouO\nDivLLp1YA+T8MhLjx33F97MXU6aAKzeSBMt+W8izz9bCYDDwn5fe5vC+QxRwd8HoVYA/NiyjZMms\nT0K6afMOBg4YQqC3hqv39Xw2bjRvvPkyADO/m8+X478hqIAr1xNMLFoym5YtGiGl5L1BH7Bx3Wb8\n8mmJxYMf133Lnz4lkef9+HXMi1y/ehEQFA8ow7R568jn7UPUjet8PLAz+YxxxCQZqd6gNSPGL8i0\nJ7H1j5/5fspoAn1cCY0zMPSz2Q8kJWdmNBoZ/+HrHN73JxqNBg+v/Hy9YD3FS5ZxdGhKJrKbkL4B\nPIGlmC+tvgDogJ8ApJQZjyZbQSWkx4uNjaVq9eps3bqVunXrcvHiRRo3bsz+PXtsurxDTnDkTa/7\n9h/hzb4DONQiiaIesCoMRlz15cyF/Xw/dwnrvp3MhoY63DXw6VkNJ/wbsHTl4iy1lZSko2L5eqyt\nn0SjohASD/V3ePDnrnUkp6TQtW1PDrXQUSof7LgJfY7m43LIEVat3sSMjz5iZ9Mk8mlh+t+CZbIC\n7ZbNZevoJRxf9xPCUmItXd1o2aUv7/93Gp+81ZluhsOMqWIiyQCt9njR+M2JdHju8X+0RN+8wTu9\n6nGgpY5KPnDsLrTa7ckPG86Sz9snS587J21a8zOzJ48BXSICMLq4UL7Gs3y9YL2jQ1Mykd37kGoC\nFTHfHPsZUAWoDUwFvnr8YYothEdE4Fe0KHXrmi9VVKpUiUqVKnE1JOOJLp2No2dguHTpKs39oajl\nqk73ALgedYeUlBQunj1Pt6LmZATQu6SRixezXvUWFXWL/FpoZBnrD8oPNX1duXzlGpcvh/BMUS2l\nLMNCLfwBo4Ho23e5ePEyHX3NyQigd4Dk78th5nNeOYcpJdmyyB6Y9ClcuXgagLBrl+kdYC4b99TC\nc36JhF35V93QAyIjrlGxkBuVLLmnTmHw89Lkmsqxa1fOo7ckIwBhMnE95JJDY1KyL9OEJKVsmcGj\nVU4E+TQLKFmS6Nu3OXzYfPvWhQsXuHjxImWDctfM13dvXqOwv7/DpgOqVKkcO27CLcv9rr+HQ5ni\nvri5uVG5WlXWRHugM5qX114WrqFylazPYF6smB8JRsGeaPPrK3Fw8raeCuUDqVAhiMPRBq5bFpb9\nKwrQaCnqW5jKlSuw4bYn8eYCNn4Nc6FihVIY9HF4BZUCV/e0qjwXVzfKVzYP45YuW5Ffw83ZNNEA\nq295Uap8xgs4lggI4lJMCuct9zYfuQO3koz4FQvI8ufOSUHlq6H18Eq7y97koqFMWfsU+ig5x5oq\nO39gAlBCStnRch9RQynlArtHp+Dj48OcWbPo2LEjAQEBXL9+nclffpnrLtc5WsMGdXll4GtU+W4B\nAT6uRCcLfl05B4ABA/qyd8duym3eRwF3DSJ/IdZ8OzHLbXl6ejB/0Qx6vPYeJfO5cD1Wz+dffEjZ\nsubxjVEfDafW51Mp5eNKZKKJH36eg1ar5fmendj9107Krd5A0XyuJLp4sGb9LAoHuJPy397cPH+a\n+6GhaASUKF2WNy3LOrz7v1l8PLAzSyJiiUkyUKdJW9p16ZtBhODrV5y3Rk+h4aQPKOXtSni8geFj\nvydf/tyxGmvbLi9weO82DuzejFajxTu/N6M/n+3osJRssmYMaSPmsu+PpZQ1hRBa4LiUsrrNglBj\nSJm6e/cu165dI6BUKfyKZv2+j5zm6Et16RkMBhYsXMa1a2F07NiKZk3rp227fj2CUR+OJz4+nqHv\nvUHbtv8srx0eHsmGjX+h1Wro1q0dvlbcowQQE3OfkJDrlAwojr+f7wNxjPzgc85fuEzH9i0YNuzN\ntG2JiUnMnfcT0bfv0qtnZ2rXDjafiyimnb7J8Vm7KO6hpXPPV/Er9s8fJft2bmT1snnky+/D4FFf\nUqRosbRt504d5vzpI/gWLU6T1l0fKHa4F3Obm5FhFC9RBp+C1n2uuNh77N72Byn6FOo3aeuwQgIp\nJTfCQ0hKTKB0YIUHquxuR0eyf8dGEIImLTtTqEj27vOSUrJ/50YiI0IpVzGYWs8+PfdJ2lp2ixoO\nSymfTV9tJ4Q4IaWsZasAVULKm5wtGXXq8jKnTp7DpNcjNRqmTv2UV17qxZWroTSp345GhU0U94Bf\nr8OkaV8w4LUXOHf+b1q16Y3UG0AIPPJ5sX/PGkqUKJZ5o49gMpmoXa0JbnHRNPeD38KgYasWLP11\nHgkJiTRt3oMb4ZGYjEakiwu//DyLtm2acir0OK2aDMCUpEcjBMLVje9+3EJAmfKs/Hk2c6Z9ghbL\nTawaLUvWHqOofwnWr1jAslmf0bOEkcP3XXEPeoZPvl2R4aSuGYm5G83wl1rwbL5YCmpNrInU8sXs\nP6hQpWaWzmcP4aGXGfxKO6Q+BQCNuwezfv6LYiVKZ+l8UkomfvwWB3dtQhoMoNHS+9XBvGxZul15\nMtktakgQQhTBMimqEKIBcD/jQ5SnnTMlIzCXYZ86eQ5jQiKk6JFJOoaPGGsutR48hu7FTWxsAQsb\nwPx6MP6TzwH48MPxpMQnInXJyCQd8TH3mfjld1mOY/6CX0iOieZYB5j1LBxtDxs37eDu3Xv89PPv\nRGWbwo4AAB/kSURBVITdwJiYBMkpGJN0vDfkYwC++fwnTHGJaFOSEck6DAnxzPvWfPPugunjcMc8\nn54ngNHA1+Pfx2gw8P20/7K7WRIza6ewt1kCMX8f4djBrC919vuP0+lW8A6/109iYd1kJlVJ4Iev\nP8zy+exh/vRxGBLiEck6RLKOlPg4Fs381+2PVrt84RQHdm6CpERc9CmgS2Tpwm+Ij1O/Bm3Nmvla\nhgN/AOWEEHuBooB9ZjhU8gRnXHb8zp0YBPKfqixAl5yCXq/n/t071Eo381C1ApCSYq4suHXrNiLd\nVQST0Uhk1K0sxxEeHkk5b9Iq+gK8zM9vRN3i9p276HXJaf8oXYD7980zdd28GQ3pJ2CVJmLumOMw\nGA2kvyXUBbh3JxqdLgkpJeUsUyG7ukBFH0HsvTtZjj/u7k2ae/8zqWhwAYi9cjvL57OHu3dugUz3\nXZmM5vey6P498+z2qWd0ATQaLXGx99RsDTZmTZXdMaA50Ah4C6gmpTxl78CU3MkZkxFAw4Z1MZgk\nRizzx2k11KpZFTc3N9p1as9XF+BCLMSkwOiTEFg2EICOnVqh9fRImwfO1cuTrl3aZDmOnj06cegO\nrI+ABAN8eR60Wg1VK5enRfOGaDzc02J0cXejRfOGAP9v777DoyqzB45/z2SSzKTSSeiGLjUI0gyI\noKhIUVEEbOhaWFZd3dVFcd21YPshRUQFRFxFFFEUFQuCICgIAgEpAmsCgoRQlhJKJslM3t8fM4mJ\nkp7JnSTn8zw8yUzm3nsck5y89557DoOu7E9wmJNsXxwm1EHPi68AoH5sYzL5rVedG7io/xDCIyKJ\na9acx7YHccYNy1Jh5SEPbTt2K3X8nXpdzuQ9Yfx8Co5mwGM7nXTuPbDU+/OHnn0vx+YIy32vbA4n\nvfpeUer9tWzTEY8xuPH1uBMhIiqaevW1sKi8FZiQRKSbiMQAGGPceDt9TwReEJHiXf1U1cruzYsJ\ncZ6mVeceAZWMAFq1jOOtN6cTUacWmfYgOnbpyML3ZgHwr8ce4MJL+tPlC6j/IewNjeGTLxYCMOHh\ne7luxFA8oSGI08Ffxo3h5puuK3UcnTu344mnH2XU9zai34dpyaEs/GgeNpuN3r26MfmFfxMaFUlW\nsJ2Evj2Z+epzAIy9+2b+dMdocITiCQ0mrv+l2C8bDMCL//mS6Dr1OQukA30uHcao2/4KwD9ffJ/P\npAO1PgxizPZ6/OO5t8pUhNDv8mu4eOQDdF0RRtMlITjiB3PTuGLN6qwwI265l4FDR+MJCcUT6uCq\n625j2A13FL1hAaJr1uaZGQuJqt8Aly2I2PNaM2nW4jKNiVfnVmBRg4hsAgYYY46JSB/gXeAeoDPQ\n1hhTbqfttKih8ktJTsJ1dmeJrxetX5/Iay/Pwe3OYuStN3LpAP9VLx1MPcykZ6dx6EAKvS/pw113\n3VKsi/tXDbmVVavWIAjXXz+E2YU0h8yRmZnJ1MmvsmXDJpq1bM5D4/9KdHTZSqrXrN3Ai9Nfx2Rn\nc9PYwXzmaY0zuC7XxjTj6y8+YPlnCwkPj2T0nQ/S9LxWZTqWUv5Sqio7EdlijOnk+3wGcMQ3LVar\n7NQfbFu7nLBIV4kS0oYNW7h26I38q5ULZxD8c6eDabOmMujK/uUe34kTaVzU43KuqXmcrtFuXtzr\npMtVV/P8pMK7eg8YeANr124kxPc4Exg9+hpmvfJcgdsYY7h51J2kb/ueWxq6+PJoCFuCG7P8m48J\nCQkpcLvCfLfmB4ZdfRtu3yRbu9PB7PkT2dG6Fd9MX82GudPJdqWDCEHOMF6Zv4KGjeNKdSyl/Km0\nVXZBvnuOAPoDX+f5mq5VVa6c60ZRJZzRNGfmXCa0cPGXVnB7c5je0cXMqS/7JcYvl67kfMcZJnV0\nc0NT+KRHOq/NXYDH4yl0u+/XbiQU75C7YCAEWPDuR4Vuc+jwUVasWMOi7i5GNIU5XTIxx1JZtz6x\n1PFPnfYa7nRXbhzudBczJ7/HhXXS2bzwP+BK937NGDyudL76dEGpj6WUVQpLLO8A34jIUbynpnPG\nT7RAy76VT1mKGLLdHkLyNKQOsYHHT6O8PZ5sQvL8TRZs87YJKuo+vHMqYpNsj4cgm2DPczy7zRtD\naXnc+ROnQG4yzc7O+l18Rsdrq0qpwBWSb27R34A3gIvMbz+5NrzXklQ1lpKcxO7NiwmLdJW6iOHG\n22/k8V0O3t7r7b5971YHt9x1W/kHC1x6aQLr00KY+JONpQfh2vUORg6/ssg5Sm3btiQDb+WaG+8p\nu8uvKLyFY2xsfeK7dOSmDaF8dRD+vtXO6ZAadL8wvtDtCjN27C3YnY7cOIKcDu75y20McMRz7diB\neEJDceOdeWsLddL/ytIXXihllSI7NVRIEHoNqVIpz5tely1fzatTX8HjdjPqtpu47rrB5RTlH+3Z\ns48nH3uGQykH6X1xAg+OvzffEMSCdO85iO3bdyPAxZf05pOP3ihymzNnzvLU4//nLWpo0Zx/PfVI\nvvZBpfHFFyt4YfJM782899zG0CHecmtjDFNmvcy0WZ8REh7JIw88Q+t25TauTKlyVabWQRVBE1Ll\nUpoChoqSlPQL99x1P7v+u4dWLZrx0qypNG9edJnz/PmLeH7iC5xNz+Dqawbx1DOPEhwcTHZ2Ns9M\nnMK8NxdgD7Ix7r67uXvsrWWKMXHzdu648+8cSEklvnN7Xp8zmZj6Ze9PeJxUXvn1BAeTIwkR792w\njUPqcmGt0o1AV7/Z898dPPvo3Rw6uJ+4Vu14eOIs6tZvYHVYlZImJFWutq1dTkyz8IC71yg93UW3\n+H78JeYYIxpns2C/jZdSa/FD4gqczoLHWy//+lv+fOtY3uvmol4o3LXFQedhI3li4iNMmzqTD1+Z\nwZtd0kl3w4gNTh79v6cZPrx0k1UPH/kfnToPIOPUae/5crudZi3O44d1S8plLP1xUtnoOgjA+qPO\n3PHnmpRK71TaCW4ZcgGZp05iwzvqonaDxry+aF2RU3nVH5W1l51SuXKKGALRzl1JhHnSeaB1Ng3D\n4IHW2YRnu9i5s/Bhe59/upT7mrnoWQeaR8Kkdi4+/+QL79c+WsLTbdJpEwXxteCRFul8vvjTUsf4\nww+bsYm3msgGiNtN8p5fOHL0WKn3mVdNYhjgiGeAI56xjWoQG3eKpIw9rD92plz2Xx3t3rEZk52d\n+/8sKNvDsaOHOFJJhhlWJlq+rYol57pRWKSduPY9rA7nnKIiIzh61s0ZN4Tbva15jpzJIiqq8BtS\no2tEs8dlx1su4B05HhnlPeUVGR3F3jy/y/ectRFZo0apY4yMjMDjycZAbl+97OxswsOcpd5nQWoS\nwyONYlhWJ5FFa9LZn+m9iVaVTHhEFJ5sT+60XgCPx01YWISVYVVJmpBUkQKtc3dB4uKacOXgy7l4\nxVKurJ3OZ/9zcsVVlxZ5DemOu26m37z3OLvhFPVDPLy+L4S5bz8KwPjHHuKaoTey41QG6dk2Pjri\nZNm8P5c6xt69uhLfpQObNv5Ixtl0QsKc3D/uVsLDw0q9z6IMcMRDr0QWrYEPUtGkVEKt28XTPr4n\n2zetJdN1FrszjMHDbir2/ChVfHoNSRUpb1ugzMxMDhxIpW7d2kREFP+6xIkTaZw8mUajRrF+Pe9u\njGHe24tITNxKfHwHbhx9Tb5rM2lppzh27AQNG8bkq7A7fOR/zJo9j9Nppxlxw1DiO7fP/dqu3Ul8\n9NEXBNnt3HD9EBo1ii1TjFlZWbw9/0P27TtA164dufKK4nWmyM7OZuu2nZhsQ8eObUs80+g4qUz4\n+jTO4N8KKApLTmdOpZGWdpx69RtW+75tHo+Hr5Ys4OD+vbRo25GL+g0ql2t+1ZEWNagyyamqO+YK\nZtg1t5OZmYnb42HalMe56caiWxo+O3EKU6bNJjo0iMhatfhg8TyaNWvsl1i/XPoNd9x2LxF2OJVl\neG3udAZe1heAV2a8zuNPTKKGw06QI5yFH73J+W1bkp2dzdhxD/Pewk8ICgqieVxTlnz6ZrEnw1aE\ntLRTdOrcn8NHjyNAzehIEhOXUadOyWLMW/SwaE0kQXYnzUO9xSl5Cx/mz5nCW7Ofxx4UTHhkFJNm\nfkSjpi3K7b9HVV+akFSp7d68GIDmHbrRLK47Z46f/G0yqdPBmm8/pmXLgqvtli1fzd/+NI7v+qRT\nzwHP77TxsbRh6crF5R7rsWMn6NyhDx93T6dXXVhzBIasc7J56yr27NnHyGGjWdPXRZNwmJMMLxxu\nyIYtK/nPWwt56MEnyT6b7t1RsJ1+l/blvXdfLfcYS+uyy0aw/vtN5Kzp3ALtOrTl228/LvU+c8rE\nAX7dbSfI7mRkbHu2Jq7lkb9cj7jSseEdt1CvSXNeX/R92f9DVLVXWEKq3utwVaDfXzdKPXSEs+mu\nfMPjgu12dvy0u9CEtOXHHQypn0U9X9X1nXHZPLmk8Kq30tqzZx9NIoPo5Tsj1asuNIkMIjn5F7Zt\n38WAWKGJbxEw5jy464cUMjMzWbcukcyz6bm/7LOz3CQmbvNLjKW1c+fP3qo832MxkJS0t0z7zCl6\nADjeyJuc3knexq4fvsF4POScWA0yhl/3JWGM0dNUyq+07Fv9wbmKGGrXqoGIkNNRzQCZbneRp97O\na9aEVcdDcPk2/PIgnNeovl/ibtgolr0ns0jyDlkl+TTsPZlFw0axNGvWmLVHIc3X9u3rQxBTK4qQ\nkBBat2pOsCM0t0WdsdmIi2vilxhLK7ZBfe9gwTz/6tUvW+eHvGoSw9hGNRh64WH6JQSB3Zb7fniA\nWrXraTJSfqcJSeWzbe1yTqdto1b9+vkq6oKDg5k7ZzK2MCfBUZHgdDDuz7fSqeP5he5v2NCBtOqZ\nwPnLnPRbE8l9P0UwY/ZUv8QeU78uTz71MD2/cTDg+0h6rHTwxJPjiY2pR98+PRgwbCjtljnovzaS\nURvDmP3GSwDcfdeNdOjUjqDwMIKjIoisVYNXZjzjlxhL670Fs5EQO5kCmQLYg1iwYFa5HiPnHqbx\ng29n0JA+uJ2hZEeGY8LD6PHQo3ovk/I7vYak8imqC8PXK9ew7KtVnN+uFaNHXl2sv5qNMSQmbuPY\n8RN07tzO78UCU6bOZtXqdfRJ6M79f80/KfTHrT9x6NBROnRok69dj8fj4YcNW0hPd3FBlw5F3rtk\nhbS0U7z19geYbMOokVdTq1bp74cqijGGLT/uYO/RJNp1bMnCDNGWRKpcaFGDKpacU3UFjZKYN+99\nHhv/OP1ibGw8ZrjkqkFMfjGwVhJXD72Jjd99T596sOowXNCzOx9+Ms/qsKqEZS7vPCdtSaTKQhOS\nKlJRN79mZGTQtEkX1l+SSZsoOJ0FHb92Mnfhm3TrVm7Dg8tk48YtXD5gOEmDIcYJqenQ4hNYsnRh\nwMRYVSxzJeaWjeelSUoVRavsVKGK04nhxMlThNiENlHexxHB0K5mEAdTD1dgpIXbtSuZBmHeZATe\nj7FhsGt3siakcjbAEc8Fl6Tme+6VX0+we/cO9meeu3O5dohQRdGEVM0VdZouR906tahRM5rZSYf5\nUxys/x98f9jN80UUNVSkvn17cF86fHoArmoISw5ASjr0u7in1aFVSTWJyfc4p28enPrDa9cfdfJO\n8mldQalCaUJS2O32IkdJ2Gw2Fix6g9HX3869iYcJc4Qy87XJNG3aqIKiLFrDhrE8O+kJbvj7v8j0\nGIKDhGcnPU7DhmVr9aOKb4Dj3FNxL2iUyiucICl5D0kH//j1EInQFZTSa0iV3alTp5jx8sukHDzI\nhd26MXrUqGLfL1LapqmnT58hPDws33Fcrgxefnkue39OotMFXRgzZkSJe62Vh6ysLF599U02b0yk\nU5fOjB17S7GmwlYGW7ft5K033sEYw6gbryc+vn3RGwWY46Se8/kJX5/O18aoILq6qvy0qKGKcrlc\nXDpwIG3btqVnr17MmTOHfhdfzJOPP17ktuXZwdvtdjPkihHUOLyLS2tl8E6qk5Z9LmXGzBfKtN+S\nMsYwesSfOLNjPVfXc/HhYQdhbboxf+GcSn9TZ2LiNoZdNYp7mqVjF5iyx8GCRf+hR/eqMao8bxuj\ngvy6244zWEdoVHaakKqoJZ99xrTp01m9ejUiwtGjR2nUqBGpBw4QEhJS4HY5Q/aKum5UXGu/38i9\nN97Gj/3OEmTzVuA1WhLM5m2rqVe3dpn3X1y7dicxuP8wkga6CA2CDA+0WOpg8Vcf0qZ15W4M+qeb\n/0z3/V9xXyvv49eS4NMavZn//huWxlWRcir78nYrL4wmrsCkVXZVlMvlonbt2rl//UdHRyMiZGVl\nFZiQUpKTyjUZeePIoEaojSDfGbowOzjsNjJcGeWy/5LEERkSRIgvjhAbRIYE4argOPzBlZ5OnTz/\nS2uHgCunGWw1kTPX6VxFE7+Xt4iirPQ0YcXRhFSJJSQk8I/x43nppZfo1asXUyZP5pJ+/QgPL/wH\nqDhFDCXR9YKOpLgdPLPzLJfXy2b2L8HEtYijYcOYojcuR23btMAeXYtHtmdwfQM376XYsUXW5Py2\nLSs0Dn8YPnoEE+7bQH2HC7vAQz85+cfEEVaHVeEKKpr4vZwiirP8WKbj/brbrpN2K5Cesqvkdu7a\nxcMTJnDQV9Tw9FNPERFx7tHK/pz8+ssvv/LQ/Y+wN/kXOsV34NkXnvJra5uCHEw9zD/un8Cun3bT\num0rnpsykdiYehUehz/Mn7+ImS/OxBjDmLvHMGbMSKtDqvJyhhoG2Z25bZNU2bw6qKteQ6ruKssY\n8qri55/3cNVVN5F66AjRURG8NW8GfRJ6FLndqtXrmPjPiaSlnWLgoMuY8Njfq0yVYGWVd6ihKruh\n9a7XhFSdlXcRgyqc2+2mQcPOZKVnYMM7zNBjE3b9tJrY2IJHb2zbvotBlw1nRkcXceHw0A4H7a68\nhucmFV01qVRlER7VssCEpOMnqglNRhUnMXEbZ9MzsANBQDBgM4Z33i18Su6SJcu4pXEm1zeBrrVh\nTryLRR98WhEhKxUQNCFVcTlVdariREZFkPe8g8G7SoqMKvwahMPp4H9ZQbmPj2aAI7Tg8n2lqhpN\nSFVY3utGujqqOG1at6DFeY3JBLJ8/8LDw7jlpuGFbjfyhmEsT4vknsQgpu6E4esd/P3h+ysiZKUC\ngl5DqsK2rV1OWKRLixgs4Ha7ufOuh9i0cQvnNW/G3DlTqFEjqsjtDqYeZuYrb5B24gSXXXkZlw+8\n2P/BKlWBCruGpAmpCitq+qtSSlW0whKS3hhbRe3evJgQJ9S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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "kernel_ : poly\n", "subplot_id : 122\n", "gamma : 1\n" ] }, { "data": { "image/png": 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fH8/uPXv4ZuZMTp8+TXx8PC1atOCtoUMB+GnOHE6dPs2NGzeIiYnBaDLx+cSM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\nNdauTKkaVa3SQbVBE1LdUpUNDLUlKelH/nzb3ez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53WBTOFUX4bJudDT1mZm8+PxsejYO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\nEDQhKaWUCgj/D5nWWXMBCg3qAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "kernel_ : poly\n", "subplot_id : 122\n", "gamma : 10\n" ] }, { "data": { "image/png": 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hw4bRuUsXWrRsSb9nnmHv3r3Zsu/L58/Zk5F/Wep5N5VkJB54OXrKTinVDbiitT6slGoL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\nP32XiEgHN9xxP2d2q7ftypSqV3VqHeQLmpAalto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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# poly Kernel \n", "\n", "kernel_list = ['poly','poly','poly']\n", "subplot_list = [121,122,122]\n", "C_list = [1,10,100] \n", "gamma_list = [0.5,1,10] \n", "\n", "print ('---------------------------')\n", "print ('tuning with C')\n", "\n", "for kernel_, subplot_id,C in zip(kernel_list,subplot_list,C_list):\n", " print ('kernel_ :', kernel_)\n", " print ('subplot_id :', subplot_id)\n", " print ('C :', C)\n", " svc = svm.SVC(kernel=kernel_, C=C, decision_function_shape='ovr').fit(X, y)\n", " Z = svc.predict(X_plot)\n", " Z = Z.reshape(xx.shape)\n", " plot_SVM(Z,subplot_id,kernel_)\n", "\n", "print ('---------------------------')\n", "print ('tuning with gamma')\n", "\n", "for kernel_, subplot_id,gamma in zip(kernel_list,subplot_list,gamma_list):\n", " print ('kernel_ :', kernel_)\n", " print ('subplot_id :', subplot_id)\n", " print ('gamma :', gamma)\n", " svc = svm.SVC(kernel=kernel_, gamma=gamma, decision_function_shape='ovr').fit(X, y)\n", " Z = svc.predict(X_plot)\n", " Z = Z.reshape(xx.shape)\n", " plot_SVM(Z,subplot_id,kernel_)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Per examples above,\n", "we can find out that gamma, and C do modify SVM model in entirely different ways \n", "\n", "* gamma\n", " > try to fit every training data set i.e. would cause ***over-fitting*** problem since it make SVM ***\"learn too much\" ***on train data that lost model generalization\n", " \n", " \n", "* C\n", " >controls the trade off between ***smooth decision boundary*** and ***classifying the training points correctly***.\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2) Regression" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [], "source": [ "X,y = get_data_2()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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owapVq3zeX/ENBWgRERFpeApyXPN0XmwNc06D3Qll23d9Ch/dCFlJkJcGm9+A\nlRUs+JXyE2ydD/vX1bwLBQVcccUVTJgwgdTUVEaOHMn7778PgLWWiRMnsnv3bnbt2kVYWBh/+ctf\nAHjsscfo168fM2fOJCMjg+effx6Anj17snHjRtLS0hgzZgwjR44kP9/3oV+OnQK0iIiINDzLroHN\nb0HWPkj9CT4YAilbStt/WQCF2aWPC3Ng2wdlz7H+3/BGd1hxHbzdD1Y9WKMurF69msLCQm655RYC\nAgIYMWIEPXq4lnqNjo7miiuuICQkhPDwcO69914+//zzKs83ZswYoqKicDgc3HbbbeTl5bF169Ya\n9UnqhgK0iIiINDy//g+Kcksf2yLYubT0cZNo1ypS3oIjSr/OTXONSBfmQH6GK2x/9zSk/lztLiQl\nJdG2bdsy2+Lj4wHIycnhhhtuoEOHDkRFRXHBBRdw8ODBKlcUefrpp+nSpQvR0dFER0eTkZHBgQMH\nqt0fqTsK0CIiItLwBDYp+9gEQFB46eOz/gJNnOAIAeOAwDC48LnS9qz9hwfsgGA4tKfaXWjdujV7\n9pTdf9euXYArDG/bto21a9dy8OBBz+hzSYA2puwqaatWreLJJ5/kvffeIy0tjbS0NCIiIhrUEn7H\nEwVoERERaXj6TneFYgBHMITGwsmjStvDmsOETdDvb9DrIRi1CjoMKm2PiAdHucXIigshpku1u9C7\nd28CAwP55z//SVFRER988AFr1qwBIDMzk9DQUCIiIkhNTeXhhx8uc2zLli3Zvn2753FmZiZBQUHE\nxMSQn5/PI488QmZmZrX7InVLAVpEREQanrP+Dy57H7rdDL0fgvHrISSi7D5hsdD9dugzFVp2K9sW\nFAp/XOoapQ4IgaCmMPw9CG9Z7S4EBQXxwQcfMGfOHJxOJ/Pnz2fEiBEA3HbbbWRnZxMbG0ufPn0Y\nMmRImWNvvfVW5s+fT0xMDFOmTGHw4MEMHjyYzp0707FjR8LCwmjfvv1RvTRS+3QnQhEREam3av1O\nhLYYclLc5R4BtXcdqXeO5U6ECtAiIiJSbzW0W3lLw3EsAVolHCIiIiIiNaAALSIiIiJSAwrQIiIi\nIiI1oAAtIiIiIlIDCtAiIiIiIjWgAC0iIiIiUgOBR95FRERExD/i4+MPu+21iC/Ex8cf9bFaB1oE\nIDsZMnZCRAfX7V9FRETkuFSddaA1Ai2yeR6smASOYCjOh0Gz4ZTR/u6ViIiI1FMagRb/8+fob3Yy\nvBwPhTkreCljAAAgAElEQVSl2wJDYXKiRqJFRESOQxqBlvqvtkZ/qxvKM3a6ro1XgHYEubYrQIuI\niEgFtAqH+E92sis8F+ZAfrrr8/JJru3HYvM816jy/Itdn7fMq3zfiA6u4O6tuMC1XURERKQCCtDi\nP57RXy8lo79Hq6ahPKy5a9Q7MBSCI1yfB83W6LOIiIhUSiUc4j+1Mfp7NCUZp4yGuIFahUNERESq\nRSPQ4j+1Mfp7tKE8rDm06qHwLCIiIkekVTjE/3y9CseWea6yDUeQKzxrWToRERGppuqswqEALY2T\nbowiIiIiR0EBWkRERESkBqoToFUDLSIiIiJSAwrQIiIiIiI1oAAtIiIiIlIDCtAiIiIiIjWgAC0i\nIiIiUgMK0CIiIiIiNaAALSIiIiJSAwrQIiIiIiI1oAAtvpWdDPvWuj6LiIiINEKB/u6ANCKb58GK\nSeAIhuJ8GDQbThnt716JiIiI+JRu5S2+kZ0ML8dDYU7ptsBQmJwIYc391y8RERGRGtCtvKXuZOx0\njTx7cwS5touIiIg0IgrQ4hsRHVxlG96KC1zbRURERBoRBWjxjbDmrprnwFAIjnB9HjRb5RsiIiLS\n6KgGWnwrO9lVthHRQeFZREREGpzq1EArQIuIiIiIuGkSoYiIiIiIjylAi4iIiIjUgAK0iIiIiEgN\nKECLiIiIiNSAArSIiIiISA0oQIuIiIiI1IACtIiIiIhIDShAi4iIiIjUgAK0iIiIiEgNBPq7A1L/\nFRUVk56ex8GDuaSn55KfX0RBQTGFhcUUFBRRWFhMQICD4OAAQkICCA8PJiYmlJiYMJo00beYiIiI\nNC5KN1KpoqJiYmOfIj09l6O9k3p4eBCxsWHExITRvHkYHTtGceKJTk48MdrzOTw82LcdFxEREalF\nfg/QxpjZwDBgv7X2TH/3R0oFBDgoKirGWoiMDCE6OpSIiBBCQgIICgogKMhBYKDro6jIkp9fRF5e\nIZmZ+aSkZJOSkkNWVgFZWekkJqZXep2WLcM57bQWnH12K7p1a83ZZ7fmpJOcBASowkhERETqH2OP\ndmjRVx0wpi9wCHitsgBtjLH+7ufx6uDBXJo1Cz6qMGutJTMznwMHsklJyWb//iy2b0/j119T+fXX\nNH79NY3t29PIzy867Njw8CC6dm1Fz55tOP/8ePr2jaN583BfPCURERGRShljsNaaKvepD8HUGBMP\nLFSArueyk+H3711ft+gGYc2P+ZRFRcX89lsGP/zwO+vW7fV87N6dcdi+Xbo05/zz47jggg4MHHgC\nsbFhx3x9EREREW8K0OI7m+fB0glgC1yPHcFw6asQN7DqUJ2yGXZ9DGEtof2AaofuAweyWbduL199\ntZsvvtjF11/vJien0NNuDPTs2ZbBgztx6aWd6N69jUo+RERE5JgpQItvZCfDS3FQlFt2uwlyfS4f\nqk8Z7Xr8yc2wfqbXAQ4Y+G/oekPpaHbeQQiJOuKIdn5+Ed99l0RCQiKffLKDzz9PLFP6ERMTytCh\nnbnyylO5+OITtfqHiIiIHJVGFaCnTp3qedy/f3/69+9fR70T9q2FdwZAYdaR9w0IhesTIecAvNql\n4n1Onwg/vl4avKFs+M5OhoydENGh0lB96FA+K1fuZOnSbSxd+gs7dhz0tDVrFszw4SczYsSpDB7c\nibCwoGo/VRERETm+rFy5kpUrV3oeT5s2rcEE6A64AvQZlbRrBNqfKhuBrkhQOFz1GaT8BMuuqdl1\nAkKh/7OQcJsrUBflQa/74cwbqhydttaydWsKH3ywmffe+4nvv9/naQsLC2L48M6MG3cmgwZ1IjBQ\nZR4iIiJSuQYxAm2MeQvoD8QA+4Gp1to55fZRgPa3LfNgiVcNdPnyjRLVGYGuTGAY2CJXcC5/zgHP\nQsuzIagpFByqcnR6+/Y03n//J957bzNr1uzxbG/RIpyrrz6D8eO70rVrS4yp8v+GiIiIHIcaRICu\nDgXoeqL8Khy7Pi4bqsvXQC+/DjbNrv75HSEQGAz5mRW3B4S4wnVgqOvxoNnQLA4SV0D8JdD2vMMO\nSUw8yFtv/cDcuRvYujXFs/2MM1owcWI3xo/vitMZWv0+ioiISKOmAC2170hL262dAZ/fDRS7HjuC\n4czrYcOsw2ugL3weVt4GhTlH15eW58IfF1Y4Mm2t5dtvk3jttQ3Mm7eJlBTXNUJCArjyyi7ccMM5\n9O0bp1FpERGR45wCtNQPFYXsylbh2DIPlk2sXr11RQJCYPCc0lHwCuTnF7Fo0c+8/PI6li//xXOb\n8i5dmnPLLT0ZO/ZM3V5cRETkOKUALcfMWlv3o7LZybBxFqyeDo4AV81zTQSGwuTE0qBexYoeO3ak\nMXv298ye/T379rmuExXVhOuu68Zf/tKTDh2ijv35iIiISIOhAC3H7Lx164gODGRYTAxDY2Jo36RJ\n3V28JPzuX+cq7bDWNTIdGApFRWDzKz4uOAJGfgxpv8CKSa7ykOJ8V830KaNdN3fZtwZa9YSYUwHX\nqPQHH2zm+ee/4euvfwPA4TBcdtnJ3HFHb847L66OnrSIiIj4kwK0HJPf8/Np9dVXeL/yZ4aHe8L0\nuRERBNTV6HRJmPZehWPxWNi14vB9A0Nh7Hfwxjll66kDQ+Hk0fDjf0q3nT4JBr1S5vC1a/fwz3+u\n4e23N1FQ4Krd7tOnPXfffR7DhnXG4VCdtIiISGOlAC3HbG9eHktTU1mUksKK1FSyios9bTGBgQxx\nh+lB0dFEBfnhhiV7voRvn4Edi131z8UFrpHmqE4w/2LITy/dNzC84pvBnP8U9LjjsM379x9i5sw1\n/Otfa0lLc9Vkd+nSnDvv7MOYMWcQHBxQW89KRERE/EQBWnwqr7iYzw8eZFFKCotSUtieWzrRLwDo\nFxXFUKeTYTExnBwWVre10+VrnbOT4eX4siPQjiBXwC7PEQw3/FblXQ9feWUdzzzzNbt3ZwDQtm0z\n7rmnL9ddd7ZuGy4iItKIKEBLrbHWsjU72xOmV6WnU+TVfkKTJgyLiWFYTAznR0UR4vDDHQC3zIPl\nk0qDc59H4PM7D98vqClc9Sm06lF2e7la6YKCIubN28STT37Jjz8mA64gfd99/Zg0qRshIQrSIiIi\nDZ0CtNSZgwUFLE9LY3FKCktSUkgpLPS0NQ0I4OLoaIbFxDDE6aRVSEjddaz8yHRFN3fxXrWjxCc3\nw/qZpY/Pugku+icAxcWWBQu28PDDCWzcuB+A9u0juO++fkyc2E2lHSIiIg2YArT4RZG1fJORwWL3\n6PTGrLJ1x92bNXNNRHQ6ObtZMxx1vUze2hmw6n4ICHbdOrxkdY4SKZsrvg35qFWuY9xhvLjY8uGH\nm3n44QQ2bfodgLi4SO6/vx/XXHOWgrSIiEgDpAAt9cKu3FyWuMP0JwcPkus1EbFVcDBDnU6GxsQw\nMDqaZoF1VAZR1frQP86FZdccfowj2L2EXh70uh/OvMETpN9//yemTUvwlHaceGI0TzwxkBEjTvVN\nLfgR1rMWERER31CAlnonu6iIz9wTERenpLA7L8/TFmwM/aOiGOqunT4hNNQ/naxsBLq8gFAYXDp6\nXVxsmT//R6ZOXcnWrSkA9O7djhkzLqFPn/ZH35/N8ypez1pERER8TgFa6jVrLT9kZXnC9NcZGWXW\nnD41LMwTpvtERBBUlxMRy9dAl4TX8krqp3MOeCYcFkaezCuvrGPq1JX8/rurfGXEiFN54omBdOrk\nrFk/KlpNpKKabREREfEJBWhpUJLz81mWmsrilBSWpaaSXlS6rkdkQACD3UvkDXY6iQ0Orv0OlazC\nEdUJ3ru4bIgtERwB8YNg2/zSbaeMgXOmkGna8OTMrTz99Nfk5BQSGOjgz3/uzoMPXkBsbFj1+rBv\n7eHrWZfcabH8qiHHA5WyiIhILVOAlgaroLiYL9PTWey+icuW7GxPmwPoFRHhuSPiGeHhtb/m9JZ5\nsGyi61bi3hwhUJx3+P4BTcAYGDSbPc2G8tBDnzFnznqshYiIEO67ry+33trryGtIawS6lEpZRESk\nDihAS6Pxa06OZ1WPlQcPUuD1/dA+JMQTpi+MiiI0oJZWv8hOho2zYPV0CHCvLd1lvGtbZbzC7saN\n+7nrro9YvvxXAE6ID2PmswO49IruVV+3/HrWx2Nw1B8SIiJSRxSgpVHKLCzk47Q0T+30/oLSuwuG\nOhxcGBXlCdTtmzTxfQe8ywhyDlQ94bCCcouPZr/CXx9cz6a9ruA34pKm/GP2ZNq1i6jeNY/HwKhS\nFhERqSMK0NLoFVvLusxMV5hOTeXbzMwy7V3Dwz0TEXtGRBBQG6UeFd2cpUT5UVL3SGpBXh7PfdGL\nh1f0Jys/mKZNg3jkkQHcfPO5BAb64a6N9Z1GoEVEpI4oQMtxZ29eHkvcExFXpKaS5bXmdGxQEJe6\nJyJeEh1NVFCQ7y5ccnMWjKsmOtC9BF/5cotyI6m7D0Zw6/+G8+HGkwDo2rUlL7wwlN69j2HZu8ZK\npSwiIlIHFKDluJZXXEzCwYMsTklhYUoKO3JLJwAGGkPfyEjPHRFPDgs79omIJWUWQU2h4FDF5RaV\njKQuapfAzXd8xc6dBwGYPPlsnnhiIE6nn9bCrq+O91IWERGpdQrQUn/4OfhYa9mSne2ZiLgqPZ0i\nr/YTmzTx1E2fHxVFSG2uOV3JSGp2dgGPPfY5M2Z8RUFBMbGxYTz11MVMmNC19lcZEREREUABWuqL\nerj8WFpBASvcExGXpKSQWljoaWsaEMAl0dEMjYlhiNNJq5AQ33egij8oNm9O5v/+bzEJCYkA9OsX\nxwsvDOW001r4vh8iIiJShgK0+F8DmPxVZC3fZGSwyD06/UNWVpn2Hs2aeSYidmvaFEdtjwanbMbu\n/YY3vmjJ7VM3kZycTVCQg4ceuoC77z6PoKBaWqZPREREFKClHmiAy4/tys1lsXuJvE8OHiTXayJi\nq+BghronIg6MjqZp4BFuhFJT5W4hntbmT9zz8Qhe+s9PAJx9dmvmzLmcM89s6dvrioiICKAALfVB\nAxiBrkp2URGfpqV57oj4W17pXQeDjaG/15rTJ4Qe44S/lM0VryntCOHjgPu57ulwEndlEhTk4MEH\nz+eee/pqNFpERMTHFKClfqit5cfqeGKitZaNWVmeiYirMzLw/q48NSzME6b7REQQVNOJiD/OhWXX\nVNqcWRDJXesf5sV3XKP53bq1Yu7cP3DGGRqNFhER8RUFaKk/fB1268HExOT8fJa5R6aXpaaSUVS6\nrkdUYCCDnU6GOp1cGhNDTHXWnK5sBNpbYCifdPqSSX9JIDExneDgAJ544iJuvbUXDodW6hARETlW\nCtDSONXDspCC4mK+TE/3TETcmlPaNwfQOyLCMxHx9PDwypelK1cDfRh3/Xhm+JnccccKXnppHQAX\nX3wCr776B9q0aebDZyUiInL8UYCWxqkBTEz8JTubxe47Iq48eJACr+/fuJAQT5geEBVFaEC5OuaU\nzbDuedg0x3VXQ2/efyhkJ7Pg3W+YdMePpKTk4nSG8vLLw/njH0+tg2coIiLSOClAS+NUD0egq5JZ\nWMhHXmtO7y8o8LSFOhxcFB3tuSNiuyZNSg/MToaNs2D1dAgoVz/uVcKyNy2Iaz+6i+WrsgGYOPEs\nnnvuUpo2Da7rpyoiItLgKUBL41VbExNrWbG1fJeZ6ZmI+N2hQ2Xau4aHeyYi9oyIIMCYw+vHK/gD\notgRysyihdz1wNfk5RVx4onRvPnmHzn33HZ1+wRFREQaOAVoadz8fHtwX9ibl8cS90TEj1JTyfJa\nczo2KIghTidDY2IY5HQSWbLmdBUlLJsOxHP11R+wceN+AgIM06b15957+x37BMNG8FqLiIhUhwK0\nSAOSV1xMwsGDnomIO3JzPW2BxtAvMtJVOx1m6PxGZ0wlJSx5afu4794VPDNrBwCDB3fi9devIDY2\n7Og6Vg9WPBEREakrCtAiDZS1li3Z2Z4w/WV6OkVe7Z0CChm6bxHDMtdx/qH1BF8y67Da6GWb2jD2\nnT+Rkg7t20fw7rsj6dWrhiUdDazeXERE5FgpQIs0EmkFBSxPTWVxaipLUlJILSz0tDVzOLjY6WRY\ns2CGLOpPy9y9nrbdByO46vU/sTqxLUFBDmbMuISbb+5Z+TJ65TWAFU9ERER8SQFapBEqspbVGRme\niYg/ZGWVae+RtZlh6asZmr6abtnbKCx0cPfSwfwjwRV4R47swiuvXEZERMiRL6YRaBEROc4oQIsc\nBxJzc1mSksKi3/fyaVoKuY7SYNw6/wBD01czNHsjmYU38ZfbfiQzM5+TTnLy/vtXVe824A10xRMR\nEZGjoQAtcpzJ3jyPT79+kUXNzmFRZG/2BJeOEgcbQ8/gcLa/+StJH+wk9GAhL7wwlAkTzqrGibUK\nh4iIHB8UoEWOR+4bsNjV09kYfhKLmp7NorjRfFMQTJn/RTuzYHUqQ5oU8fYDl9Asto2/eiwiIlJv\nKECLHM/KjRon5+ez1H178WUH9pNhHZ5dA7LyGdykgNGnd2ew00lMUJDfui0iIuJPCtAicrjsZApe\n6siq0JN4NfAi5jW5gIK2zTzNDqB3RITnjoinh4dXf9UOERGRBk4BWkQOt28tvDMACl2rd6TnhPCn\nT8ex3Hku9IrB0S2C4oAAz+5xISGeMD0gKopQrzYRETlGJe8WZu2H31ZC9CnQ6XLNN/EjBWgROVx2\nMrwUB0Wldzq0Fp5J6M1diy+mODSIHn/I5uQberIioDm/FxR49gt1OBgYHc3QmBiGOp20a9LEH89A\nRKRxKLn5VWEeUFy63ThgyBta8chPFKBFpGJb5sGSCWALymxesfVE/vTGlRzMCaVLy2Q+XHEr6R1a\neu6IuO7QoTL7n9W0KUOdTobFxNAjIoIAlXqIiFRPRevsewsIget3ayTaDxSgRaRy2cmw+zNYMg6K\n8z2bfzng5PI5o/hpfwuiIgN5591RXHLJiQAk5eW51pxOSeHjtDSyiktHTGKDghjiDtOXOJ1EBgbW\n+VMSEWkwdq6A/14GRXkVtweEwKgvdNdXP1CAFpEj2zIPFo8HSm8PnpkbzLi3r2TBps44HIan/tab\n2yZEYiI7ekZDcouKSEhP99wRcUduaUlIoDH0i4xkWEwMw2Ji6BwWVtfPSkSkfspOhg2z4OvHwFYS\nnkEj0H6kAC0i1ZOdDN89A989CwHBUFxI8cWvMO2d1jzyyOcAjO3+Ey+NXEzooKeh6w1lDrfWsjk7\n2xOmv0xPp8irvVNoqGsiotPJ+VFRBDsciIgcd9bPgs9uKfOuX4VUA+1XCtAiUjPl7ziYncwHN13M\n+DeHkpUfTI/2e1hw7Txa/3HGYSHaW1pBActTU1mUksLS1FRSC0tHt5sFBHCJeyLikJgYWgYH1/7z\nEhHxt/Wz4JMbj7CTAy54CrqM08izH/kkQBtjzrPWfnmkbbVJAVrET/athXcv4oddoVz2n9HsTIum\nXWQ6Cye/x1nTvqvWD/jC4mK+ycz0TETclJVVpr1ns2YMdZd6dGvaVGtOi0jjk50ML7WvvN4ZICAU\nO+gVfms6lPbtI+uub3IYXwXoddbas4+0rTYpQIv4idcP/eRDYVzx6ii+3BlHeHA+b73Um8smDKvx\nKRNzc1mcksLilBQ+SUsjz+v/dpvgYIa4w/TA6GjCtea0iDRU3u/oZeyEdy+CgszD93M0ofjc+1iy\ndzCPP/MDmzb9zq5dU4iM1DKh/nJMAdoY0xvoA0wBnvVqigCusNZ29VVHj0QBWsSPNsyCj11vO+YV\nBjB5/mW8/l1XjIEnn7yY22/vjck5ULb0o5qyior4NC3NUzu9J7+0LjDEGPpHRXlu4tIxNNTHT0xE\npJaUrO/sCHbVO/d/FlbedtiSdQXd7uGdHUP5+z9cwRkgOroJ//vfaPr2jfNHz4VjD9AXAP2BG4EX\nvZoygYXW2m0+6ucRKUCL+NmGWfDZrRAQjC0q5PHEJ7n/HykATBoRwb97P0hwkMP1i2LAc1XWR1fG\nWsuGA7tZvH83i3IC+SYrB+//9V3Cwjxhuk9EBIGaiCgi9VFF6zsHhpaGaBNAQUERr6b/jemvO9i5\n8yAAbds24/bbezN58jk0baq5If7kqxKOeGttojEm3FqbVeXOtUQBWqQeKDfB8L33fmL8+A/JySnk\nghN28v6Ed4gJd//CGPhizUN0uRGb5IvnsNR5AYtSUliemkpGUem6HtGBgQx2OhkaE8Ngp5OYoCCf\nPU0RkaNS8jMyNw0WXgX56aVtQU3hqk8pDIvjzVe/4pF/7GT7jgwAOneO4e67z+Pqq88gJETr59cH\nvgrQvYHZQFNrbZwxpitwg7X2z77ratUUoEXqp2+XfcRlf1rB3oymdIpNYeHEeZzS4kDN1y+tbMRm\nciKENaeguJhV6emeiYg/55Tu5wD6REZ67oh4Wni4JiKKSN3yHgAoygNbXGapuuJiw7vFz/DwnEC2\nbnW9e3fyyTE8/HB/Ro7sQkCA3lGrT3wVoL8BrgT+Z63t5t62yVp7us96egQK0CL1VHYyvz3Zhcte\nGcH3e1oT2SSX98a/y8DTk2H4e9Akunp10fvWwvyLy47YBEfAyI8rvAvXNvea04tTU0k4eJACr58P\n8SEhnlU9BkRF0UQTEUWOXvmlLeVwFd6SOxAoxFr476ZTeGj5ADbtawlAx45RTJ16AVdffSaBgQrO\n9ZHPArS19lxjzPdeAXqDJhGKNAK++OW4YRZZi29m7Lw/8t9NpxLgKGbmFcu5se9G901Z8mHQ7Kpv\nCHCEEeiqZBQW8pF7IuLilBR+LyjwtIU5HFwUHe2pnW4bEnJ0z1HkeFR+ItyR/h8fT7KT4ffvSx+X\nL9kIDOezbe25c8H5fPdbGwDaR2fw4H19uObWPxAUpD/s6zNfBej3gGeAmUAv4Bagu7V2lI86ORj4\nB653Ymdba/9ewT4K0CK+5stfjhtmUfzJrdy/9EKe+PhcAG7tt5qnhy8nwGGrF4a3zIPlk8ARBMUF\nR9WfYmv5NjPTs6rHukOHyrSf1bSp546IPSIiCFCph0jFjuGP2kZv8zxYOgGs+491EwTGeEo2tiU7\nuXPxYBZs6gxA64hM7rvwCyb3/YmQ/9uu168B8FWAjgWeAwYCBlgB3GqtTfFBBx3Az8BFQBKwFhhl\nrd1Sbj8FaBFfqo1fju7R7Fff2Mr19/xMQVEAQ075mbfHvkeziCaVlmNUdA5fvV2clJfHEneY/igt\njeziYk9b86AghrgnIl7idBIZqMk7Ih41LKs6bmQnw0txUJRbdrsJIi03nEc+6sfMz8+isDiA8DDD\nPf0T+OuF6wkLzNEIfgNS72/lbYzpBUy11l7qfnwPYMuPQitAi/hYbf5yzE7mi3vO44rZV5CSHcaZ\nrfex8PoPiLtrk19HXnKLikjwmoi4M7f0F2CgMZwfGempne4cFua3forUC77+I7ux1FLvWwvvDIDC\n0kXJCoocvPDNeUz7dBCpBwsxBq699iwee+xCWkfmNo7nfZzx1Qj08xVsTge+tdYuOIb+YYwZAQyy\n1l7vfjwW6GmtvaXcfgrQIr5U22/PbpnHL2/cztCXR/Lz705axgawcMm19OjR9tjP7QPWWjZnZ3vC\n9Ffp6RR5tZ8UGuoJ0/0iIwnWmtNyPPJBWRXQuGqpvUagrYVFP3XmjkWX8HNyLAADBnTgmWcGcdZZ\nrfzbTzkmvgrQLwGnAPPdm0YAO4AYYLu1dsoxdPBK4JJyAbqHtfbWcvspQIv4mq9+OVYmO5m0Xdu4\n8saf+DRhD6Ghgbz++hWMGNHF015fRmZSCwpYnprKopQUlqamklZY6GlrFhDAJe6JiJfGxNAyWDc4\nkOPIsf4/bei11BU9/y3z2Dznr9z84SV8su0EAE6KD2LG8yMYPryzltFsBHwVoFcD51lri9yPA4Ev\ngL7AD9baLsfQwV7Aw9bawe7HKuEQqUt1EGILCor4v/9bzOzZrhnr06dfyD2X78Z8dF3pmqnnTIH2\nA6BFN7//Ui0sLmZ1RgaL3MvkbcoqfavWAD2aNWOYe3T6rKZN9ctSpCoNuZa6gpHzrPYjePTRz3n6\n6a8pLCwmOjKAqff34v9uHUBwsFbWaCx8FaC34iqrSHc/jgTWWGtP9l7a7ig7GABsxTWJcC+wBhht\nrd1cbj87depUz+P+/fvTv3//o72siNQxay0zZnzF3Xd/jLVwTc8fmPXH/xIcWFR2R0cwXPpqvXp7\nNzE317Oqx6dpaeR5/cxsExzMUPcSeQOjownXmtMiZTW0EeiSQYWgpvDGOZ5+Wwsf/tSVKR+NY/dv\nhzAGJk8+m+nTLyImRnMmGrqVK1eycuVKz+Np06b5JEBPAh4AVuIagDkfmA7MwzV6fOexdNq9jN1z\nlC5j90QF+2gEWqQR+PDDzVw95j1ycosPv/13iYBQuL5+/nLNKiri07Q0T+10Un7pncZCjGFAdLTn\njogdQkP92FOReqS2y8V8pczdBHPBOKAwh18OOLn5w0tZtvUkAM4+uzUvvDCUnj3rx5wO8b1jHoE2\nrvcm2wGFQE9cAXqNtTbJlx09EgVoqVfqUe1uQ/Tdlz8yfMgc9mY046TYFBZPepOTmqeW7hAUDpd9\nUP27GPqJtZYNhw55wvSazEy8f0qdFhbmmYjYOyKCQE1ElONZff+5WcFIeV5hAI9/0o8nPutLXmEg\nkU1y+dv0i7nxlv669XYj56sSjh+stWf4tGc1pAAt9UZjmk3uR7+tfI1hV69mQ1JLokNz+GDCO/Tv\ntNPVaILAEVj9uxjWE7/n57PUPRFxRWoqGUWl5SnRgYEMdo9MD3Y6cQYF+bGnflDfw5Mcn6q4m+Cq\nHXFMnn8ZW353ra4xvscPPPnM5bTsO84fPZU65qsAPReYaa1d68vO1YQCtNQLDa2Wr5479HsSo//4\nMou+hKCAImaNWMi15/5Y5o5eQIN8jfOLi1nlXnN6cUoKP+eUfs84gD6RkZ47Ip4WHt64JyLqj06p\njxEErR0AACAASURBVCq5m2B6luHeJQN54WvXBMeTOzVj1t+7cMHgcxrUzyA5Nr4K0FuATkAikIWr\njMNaa8/0VUePRAHafx5+O52i4sNf+7K/781h2yr7rqsoJ1R6nKneuSo6pvx2U8HJjnTcYX3Nz4Tk\nDZjigtJtjgBo0Q0T3KxMv4xxXbP0ayr42lSyvfSxw/2F62tX54xxhbDSr03F20uOcxjPY4dxPS79\numS7ex+vxyXtpccaT7up9FxljwtwGAIcuD9Kv3a4n39RUTF3Tvkfz87cAMC9f27LY53vwFFYbsb+\n8Pmlj+tqpQ4fjppuy872TERMSE+n0OvnWXxIiGdVj/5RUTRpTBMR9Uen1Ed7vnTdDMUWlNm84MfT\n/r+9O4+Pq6r/P/46s2WyJ5N0paUFSlso0IXKWmkplK4gKKgIX5BNFAVRQFT0KyIiPxdkVfjKpqig\noCjQspRClUKBAi2UtrSUraU0bZo9mSyznN8fdzKZpEmaoUlmknk/H4887sy9dyZnJsu858znnMM3\n/zmPbTX5eFwRfnDxEH540zfw+7VKaabprQA9prP91tqP9qJtSVGATp1v3FlJOLrn80SSlRisW1rC\n1NU0EY1EyfY0MSK3Gq8J4SaEmwguwrhtC27CzlfRGNyBcbi9WZ0G9N0uu8HjMnjc4HEbPK7Y1g0e\nN3jdCcfc4P1gMZ4V33XOizbgOfEWPAd/0XlDs5dqw2GWxgYiLq6ooDzU9iKe43JxYnFxfGaPfbKy\n9vr7pdRAnsJMBqenLoB197bbVVabx6X/ms8jb00C4MhpRfzh93M59IiJqWihpIFeXcrbGDMU8Lde\nt9Zu2bvm9ZwCdOqUVUWcgVEJT3/iT8K2XuvieGf793Q88Uq779XJr0DXx20X+3t4v138utktz8Gq\nX2GNB2wYpl8F+87e7XZRaxMu08Vl5xwbu138K/E6tvP98etd34fzvayzjTrXna+2fREL0aiNtytq\nIRpNOCd+vbN9tu0+W8/pcF+RqCUSJfbVdnmg/jm7XXQI3wave/frXrfB6zH4PM5ln4fY9YTLsdt8\nFGrk9YY6VjbUsKGpgbCJEnFZwibKpPwc5pYWs2hIgCMKCnolwPcr9UBLugiWw8rrYU3b4srWwr2v\nTuXKJ06iujGbXF8LN/x8Nt/8zvEaJJjheqsH+hTgN8BIYCcwBthgrZ3UWw3dEwVoSSsaELXXojYh\nWEdsLGzDOxsrOP+Cx9m+vZ7hw7P57Y/HcOC2nxGNhIjgJYInto1dducSmXUrEU9ep0G93eWIJRSB\ncNQSjkA4dj0SsYSjEIrE9jc3Eq7dTggvYXyEyXK2JnW9wRZLxGVxuyHbY8jzufF7DF4P+DwGv9e0\nbb2Q5TVkeYyz9RqyPLRdjh3zeYmd7/TI91kd9kCZwkwGrw0PwtPnO1PTxXxcXcCFD5/C0xvHATB/\n4mZ+f/scxpxwTqpaKWmktwL0m8Bs4Flr7VRjzPHA2dbaC3qvqd1TgBbJHDt3NvD5z/+NF1/cSna2\nh/vOeIQvHbam85O9ufDF53u3HKCLXlN74UeE/aVEIglhO7YNJYbysHO8JexcbolYQmFLSxhnGzun\n9XhX57aELY3hKOEw0P3/8b3mdjlBPKuz8O1tPeZ8+WNf2T6D3+dsEy/7fU5gbxfI9aZTUqXD37O1\ncP+qKVz+2Dxqm/wEcoLc+qN9+MplX8bkDk1xYyVd9FaAfs1aOz0WpKdaa6PGmDettZN7s7F7aIMC\ntEgGaW4Oc8kli7n3Xic4X3PCCq6buwyXq8P/AXc2/M/rEKrv3XCWZr2mkUiUt+qCPLWrkqW7qlld\nU4/LuvBEna99vX6m5xRwqD+PfT1+whFDc8jSHLbONgTNISeoN4UsLa37YscjvTzOwUC7QJ3tdbZt\n+4jvaxe+vYbsLENulotsn1PuMqhnKJG+l1CHv60mn689fDJL3hkPwCmT3uGua/IYfuYfUtxISTe9\nFaCfBU4FfgGU4pRxTLfWHttbDd0TBWiRzGOt5ZZbXuGKK54hGrWc+tkID8z/FXm+2MewLh8c9jV4\n+56+mSItjXtNK0Mhno7NOf1kZSVV4XD8WL7bzdxAgIWBAAtKShjq8+3x/sKR1qBtaQ7TdjkewtsC\neGOLE8KbWmKXW3bf1xLe47fsEY8LsrMMOa1fPlfCZUOO39kmhu5cf1uvuMet8J3xguXY/xvDn14e\nz7f/PZ+aJj9F2Y3cdtoznPXtMzFH7NViyjJI9VaA/g1wFc4MWWcBhcBklXCISH94+unNfOlLj1BT\n08yhkwL8+/dj2G+0H/JHw58P332A2ulLoXozDD8CSg5KXcP7STga5eXa2viKiOuCwfgxAxyRnx9f\nEXFKXl6/9OhGok6Ybgq1hezEy/FtyNLUQsL+KMFm53hDs1MWszeyvMRDd67fkOc35Ppd5GUZ8rJj\nl/2G3CxDnt9Fbuyyy6XgnZb29Ka2k+OffFLHxWfdxRPLGwBYdPBm7rpxPCNP+HravTGW9NFbAfoN\na+20Dvve0jzQItJfNm2q4OSTH2TTpgpKS3N4+OEzmDWxfPcp0lpnR2k1/gw44Y6MeqH8sLGRxbHe\n6eerqmhO+N850ueLh+kTiovJTfM5p0NhS7DFEmyyBGPhOticuC92vTkaD92NzbFti/1Us70Y2D1w\n+2PXs5yQnZ/til1vO+71KHT3qe4W5AmWw5t3wSs3xFcwtSfdzV9eP4TLLnuSqqomCgt93HLdRM65\n4FjVOsse7VWANsZ8A7gEOADYnHAoH3jRWnt2bzV0TxSgRaS6uokvf/kRnn76Pdxuw43XHcUVOadi\nIo3d39Dlg9m3wuSL+6ehaaQhEmFZwpzTn7S0rfCYZQzHFxfHV0Qcm52dwpb2vqh1Sk+CzVEami0N\nTZb6pmhsa2loisa2lvrmtv3B5k/3WpPlgbxsFwXZTsDOzzYUZLvIz0m4HDuW51d5SVK6mw7xo2d3\nm2FjV0MOF//jc/zzrQkAzJ8/jj/84WT22aegv1suA9TeBuhCoBin9vn7CYfqrLWVvdbKHlCAFhFw\nBtP9+MfP84tfrADgCyflcd/sn5GfY50X12io6xsfdC4ceXVGlHV0xlrLmvr6+IqIr9bVtZsPfVJO\njhOmS0o4uqAAjysz58GNRJ0QvVvITgjf9U1OKE88J9mBmLlZxgnWOW3BOr+TAF6Q49RzZ/Rgys4W\n5PHkwpSvw+o72oXnJzeM4/y/f46yunzy8zzcfMsCzjtvSmY/f5K0Xl1IJZUUoEUk0aOPbuDcc/9F\nXV0LEycU8c//O4yDDvDBQzP2fOMp34ITbuv7Rqa5nS0tPBkr9Xi6spK6SFvBcbHHw/xAgIUlJcwL\nBAh4vSlsafqz1tIUgrrGaOzLUtsYpS5oqWuMUtto2+2vb0quvMTngcIcl/OV64TuwhwXRbHrrcfy\nss3AW2ynJzrrge54SouXq56Yw+9eOgKAz+6/lT898QPGHnRAf7VSBhEFaBEZtDZtquDzn/8b69aV\nk5fn4957T+GMwJ2w5vY933jOH2Dc5zKqNro7LdEoK2pq4gMR321sCyou4NjCwnjt9ME5OerN20vR\nqFOnXRsL1XVBJ2TXN0WpDbaF7ZpglJpgtMezmrgMFOSYhLDtojB2vSjXFQvezvUBV0LSOrUkLgg3\ntDu0astIzn7w82wqL8XrjvCz+S9w5Y0X4Z70lb5pSxrP0CO9QwFaRAa1+voWLrrocR566G0Arrji\naG68ah88b/wK1v+x+xsbD5xwe0bWRu/JpmAwXurx35oawgn/f8f6/SwMBFhUUsKsoiL8aT4QcTBo\narFUB6PUNERjoToWrhOvNzhlJT2Vn20oynVRnOuE6+I853JxnnO9KDcNS0eC5c4b5JXXARCOuPjF\nczO4bulMwlE3Bw8r58//bxhTz+jDGTa6G8wog4YCtIgMetZabrvtVa644hnC4SgzZ47hb387nWFl\nf4Fll4Ltpi4a4MQ7FaK7URMOszRW6rGkspLyUNvzmeNycWJsIOKCkhL2yUrdcufirGpZmxCoW3uw\naxqcAF4bu14btER78JKa5aVDqHYuBxK+crL6MGRXbICyV9tPSVmxAe4/mPd2FfM/D36elR+NBuDy\ncwP84qbT8QdG9E1boPvBjOqJHlQUoEUkY6xYsYUzzniYsrJ6Ro7M56GHvsBnD8+BZd+ETQ93fUN3\nFnxtq14AeyBqLavq6uKzeqyur293fGqOn0XZERYNG8X0IfsOznrcQSAatdQ2WqobolTVR+Pbqgbn\nq/V6T0pH/F4I5LvbQnW+i5J853JJvuvTl4ssu7R9OVZs7IK1lnuuvIrLb8+iocXHPoW13P9Dy4nf\nuyn575GszgYz+grgjGdh+Gf6/vtLv1GAFpH+l8L6wO3b6/jiFx9hxYotuFyG//3f4/jRj47DXbYS\n/nZ8573Rvnw4Y5leAD+Fbc3NLImVejxbUU6Qtpk7hroiLBi6D4tKSphTXEyBx5PClkqyrHXm0o4H\n6/pY4I6F64q6KJV1EZr3ELKNgaKc9sE60BqwY5dzsjrM+LLtxU4HBO9c+AYXXb2Rxx7bCMCX5uXw\nu9vmEBg3pbcedvfUA50xFKBFpH+lQX1gKBThJz9Zzo03rsBaOO64Mfz5z6cxumEJLD4H6PCKrxfA\nvRcsp+nucSzPnsAThUfzROHRfJQ1PH7YawzHJQxEPDAnJ4WNld5irTPlX0V9lMq6KJUdthX1EWoa\nLHt69c72GQJ5LkoLXJSGN1P64d2URj6g1H5Eqd2Cn3qeWD+eC/51NjsroxQWZvG73y3kzDMP6f8a\n7dbBjC6vM22maqAHJQVoEek/adY7s2zZ+5x99qOUldUTCGRz772n8Lk5JfD6TfD6b2MrloV3fwHU\nCPvkdfho2wLr8yfxxLF38URLDi/V1JA4TfL47Ox4mJ5RWIgvQ+eczgThiKWqoWOwbr0eoaKuB6Ui\nTbXsLGukvqKW4lw464zxTBibR2mB05Pd7zOK6H/EoKcALSL9Jw3rA8vLG/jqV//NkiXvAnDJJdP5\n1a9OIofqzl8AO/agz/otDJumF8o92cObp8pQiKdiAxGfqqykKtyWmArcbk6KzeoxPxBgqM+Xggcg\nqWLXP0hw6RXscu1HRXQo5a6x7LIj2WX2ZWv4ACpdo3F3Mw+5Mc5Ax9IC52tIgZuhhS6GFjrb3cpD\nRHpAAVpE+k+a9UC3ikYtt9zyMldf/SyhUJSJE0t54IHTmD59ZPsTu1qswZffeU+1tNfDj7bD0Sgr\na2vjAxHXBYPxYwY4Ij8/viLilLy89JpGTXpXF39zoYiLnz97HNcvO46IdTFt2hB+fvPpFA0pZFdd\nlF21EXbVRtkV69XuLh7k+Q1DCl0MTQjWQ2LbPH+aTdMnaUMBWkT6VxrXB77xxnbOPvufbNiwC4/H\nxY9/fBzf//4MfL7YPMad9aAncvvh1H/D0Knqje7Kp/ho+4PGRhZXVLC4spLnqqpoSfhfv4/Px8JY\nmD6huJhczTk9uHTyN7epYgRn/+VkVm0ZiTGWK84L8LM7LsHv73wQajhiqayPOoG6NsLO2ijlNRF2\n1kTZWRPptjwk29d1uC7MUbjOZArQItL/0rg+sLExxA9/uIybb34FgEMOGcrdd5/MkUeO6tFywXhz\nwUbT6o3BYFIfDrOsutoJ1BUVfNLSEj+WZQyzY3NOLywpYYzfn8KWSq9I+JuzFu5aOZ0rnjiJYIuP\n0SP9/Omeucya9+ln2LDWUhO07KyJUB4L1Dtrouysda43tnSdK/xeGFbkZniRm+HFboYVuRhR5GZo\nkRufR8F6sFOAFhHpxPPPf8BFFz3Oe+9VYQx861tH8POfzyZ/2z+dHnTjhlB913fgyoKZv4IxJ7Yt\n8CC9ylrLmvr6+PLiq+rq2s3mcEhubnxFxKMKCvBoIOLA9M6DlD18GRf+bQGL1+0PwFlnHcrtty+g\nqKjv3iRZa6lvsm2hujVk10bYUR0l2MWqjgYI5LsYVuRywnWROxa0nUVm1Gs9OChAi4h0IRgMcd11\n/+HXv36JSMQyalQBd9yxgFNODDg96DvegOXfAVwQbuj6jmILPEjf2tHSwpOxMP1MVRV1kUj8WMDj\nYV4sTM8NBAh0M+hM0ss//rGeiy9+nIqKJoqKsrjzzkV86UuHpLRNreG6rDpCWVWUHdUR53K1U3sd\niXZ+uyyP02vdGqiHFbvjITvLq2A9kChAi0jmSbKE5M03y7joosdZteoTAE4//WBuvXUeI0bkO/e1\nczX861SIdFPa8dX16onuRy3RKC/U1MR7pzc3tv1s3MAxhYUsik2Td1BOjnoF01B1dROXXvokf/7z\nWwCceOL+3Hff5xg1qiDFLeteOGLZVRulrDoSC9Ztl+sau84pJfkuRha7GRFwx7cjit1k+/S7mY4U\noEUks3zKhVwikSi33/4q11zzHA0NIQoLs/jlL+dw4YXTcLlM2+BIayHStPsdzLsfJp3b+49HemRT\nMMjiWJj+b00N4YTXi7F+v1M3HQgwq6gIf38MREzjcQB9qvVxe/OcEqguHv/Spe9x/vmP8fHHtWRn\ne/jVr+bwjW98xvlbG8AamqKUVbf1WO+ojrC9yikP6arXuijXtAvWw4vdjAy4yfOrJCmVFKBFJHP0\nwjR6W7bUcMkli1m82Jk3esaMfbnttvlMmTLcuf+tz8MTX9r9huqBThs14TDPVFayuKKCJZWVlIfa\nlm/PcbmYU1wcn9ljZFZW7zcgDVbjTInWx21xPq3xZDv7Ex5/MBji6quXcvvtqwA48sh9+NOfTmP8\n+JIUNbp/hCOW8too26sibK+M8ElVhO1VEcqqIoQind/mh18oYL9hnc88In1PAVpEMkcvLeRireXh\nh9dz2WVPsmNHA8bA+edP5frrZzN8eB4suxTW3N52A9VAp62ItayqrWVxbBGXNfXtB4ZOy8uLr4g4\nPT8f196WeqTpXOh9rrsZbGKP/5W1zZxzzr/YtKkCj8fFtdfO5OqrZ+DxZG5PazRq2VXnBOtPKiPx\nbVlVhF+eW6RFYFJIAVpEMkcvh5eqqkauu+4/3H77KsLhKHl5Pn7wgxlcfvlR5DRuhrJXYfgR6nke\nQD5uamJJLEw/W1VFY7Ttc/WhXi8LYmF6TnExBZ5P0fuXhqtx9otu5lBvcRXxsy23c8Ot7xGNWiZN\nGsIDD5zG1KkjUtDQgcFaq7r9FFOAFpHM0gcLuWzaVMFVVy3lscc2AjByZD4/+clMzjtvCl6vFvYY\nqBojEZZXV8cHIm5pbo4f8xrDcQkDEcfl5PTsTtUD3W73urIh/M9DX2D1x8MxBq644mh+9rPZXS6K\nIpIuFKBFJPP00QCuZcve53vfe5Y33tgOwP77F/P97x/LuedOaVvNUAYkay3rGhqc5cUrK3mppobE\nMV/js7PjYXpGYSHe7uacTuPVOHtFV39fCQNtI6Fmbn7xs1yz+Diawx7Gji3ij388leOOG5OqVosk\nRQFaRKQXRaOWRx5Zz49//DybNlUAMHp0Ad/73rFccMFUsrM1//BgUBEK8XSs1OPJykqqw23rQRe4\n3cwNBFhYUsL8QIChPt/udzDYZuFofTxlb8B/vtP1AMlgOe+vXc9531nHf1eWA3DhhVO56aa55Of3\nwYBNkT6iAC0i0gcikSh///s6fv7zF1i3zgkKw4fnceWVR3PxxdPJy+skVHVlsIWtQSYcjbKytjZe\n6rE+GIwfM8CRBQXxFREn5+UNvtrV1tk1jAdCde2PJZSnRCJRbr31Fa655jkaG8MMG5bL3XefwqJF\n41PTbpG9oAAtItKHolHLv/71Dtdf/19Wry4DoLAwizPPPIQLLpjG4YeP6D5QZeqUZwPYB42N8Tmn\nn6+upiXhtWkfny8+q8cJxcXk9Mec032pu9k1ID5A8u1dY7jggsd49dVtAJx55iHceut8Skt7WDsu\nkmYUoEVE+oG1liVL3uWGG1bw0ktb4/sPO2wYF144lbPOOoxAILv9jTJ1wNkgUh8Osyw2EHFxRQXb\nW1rix/wuF8cXFTmLuJSUMMbvT2FLP6VuZtcAaCGXX1T9nZ//8nVCoSj77JPPnXcuUq+zDHgK0CIi\n/Wzt2h3cc89qHnjgLSornXCcleXmtNMO4oILpjJ79n7OimuZOuXZIGWtZXV9fTxMv1rXvtzhkNzc\n+EDEowoKcKdbqUdnpURd9UD78nn1gyFc8MSFvP2u86bh618/nBtvPJHCwgH4RkGkAwVoEZEUaW4O\n8+9/b+See1azdOl7tP4LGzu2iPPOm8J5Xx7N6CcP6b4HWvXRA1ZZczNPxlZEfLqqivpI25JzAY+H\n+bG66bmBAMXeFA8+7a6UqMOsIg1H/ob/vT+Xm//wIdGoZdy4AHfffTIzZ45N6UMQ6U0K0CIiaeCj\nj6q5//413HffGj76yOlxNgZOOjaHC8b9lUWHbCHb09g+uKg+etBoiUZ5oaYmPhBxc2PbmyY3cGxh\nYbx2+qCcnL4fiFixoW0hoOzSPZcSxd7IPfWyi29e8SLvv1+Fy2W48sqjufbaWZp9RgYdBWgRkTQS\njVqWLXufe+5ZzaOPvkNLi9Mrme13MXvWaBaeMokFCw5kzJCQ6qMHsU3BYDxMv1BTQzjh9W0/vz8e\npmcWFuLvzYGIwXKnN/n9x9v2jT8DPnym21Kibdtqufzyp3nkkfWAU9t/zz2nMH36yN5rm0gaUYAW\nEUlTFRVB/vznt3jggbd4/fXt7Y5NmpDHwlHPs3D82xw9ditedzR19dEqI+lTNeEwz8TmnF5SWcmu\nUCh+LNfl4sTiYhaVlLCgpISRWXsxl/Kau2DZN4BOXkvdfog0tV2PvVlrdhdz880vc/31L1Bf30Ju\nrpef/nQWl112pFbhlEFNAVpEZAD45JM6nnpqM4sXv8vSpe9RV9c2m0N+VjNHj9nKjAO2M+PSX3PE\ncQeTmxubZ7qvw63KSPpVxFpWxeacXlxZyZr6+nbHp+XlxWf1mJ6fj6u7Uo/W3w1vHqz7E6y6setz\nD/s6rP9jvM7ZnnQ3T2w+nO9+9xk2b64E4NRTJ3LLLfPYd9/CXnikIulNAVpEZIBpaYmwYsUWFj/w\nOIuXbGbjzpJ2xz0eF1OnDmfGwUFmuO7jM2N3MaqgEjOvl8OtptlLuY+bmlgcG4j4bFUVjdG2BcaH\neb0siIXpOcXFFHg8zoGKDfDqjfDOQ06hfaR5z9/oq+udWujaD3lneyGX/+BVnn76PQAOOqiUW26Z\nx5w5B/TFQxRJSwrQIiIDWbCcTza9w4tve1ixqpoVK7ayZk0Z0Wj7/4eBnCCT9yln8kknM3n6fkwe\n7+PgfWrJGnLApw+7mmYvrTRGIjxfXR1fxGVLc1sw9hrDzKIiFu58hkUbb2Zc8yc9v+NDzoe591Bd\n3cR11/2H2257lXA4SmFhFj/96SwuueQzKteQjKMALSIyyNTVNfPKk8+x4r5bWPHeMFZvG05lcPcV\n3zyuCBOHVTJ5+v5M/uyRHHbYMCZMKGXffQudeaj3RD3Qactay7qGhvhAxJW1tUQTjk9o2sKi6pUs\nrHmZGfVr8RLp5F5ccNz/o/GQb3PHHau44YYXqKpqwhi46KJpXH/9bIYMye2vhySSVhSgRUQGo4Rw\nay1sqyngzR2jWTPkp7y55BHe3FbKu7tK6Oz/v9/v5sADS5gwoZSJE53thAnOtqCgwyC1DnMAqwY6\nDSTWNofqoWAsFaEwTz16Hk8UfIanCo6g2pMfP70gUs/cmtdYVLOS+bWvMCTSCNO/S3jK5fzx4W1c\ne+1/+PjjWgBmzhzDTTfNZdq0ESl6cCLpQQFaRGSw6izcFo2Ll100NHt5u2wob5aN4s1tpawrG8LG\n8hLK6vK7vMvhw/NiYbotWE8c42JscSXu4v0GZs/zYJlFJFgOr/8GXr/ZuR5pdj4RADjyh/DKjRBu\nIIyLl/IO4YnCo1lceBTrs8fG78JgOTI3h7E7Xbz82zf5cNk2ACZPHsaNN57I3LkH9P0c1P1lsPzc\nJSUUoEVEBrOOIaGrpZcT1DRmsalyJBsn/YmNH7bwzjsVbNy4i3ffraSpKdzpbXw+N+PGBXYL1xMm\nlBIIZPfNY+sNg2UWkQ0PwpJzgM5/Prj9gIFIx5+7iw9m/JbFBdN5vNHLczUNhBMigbuyhVlZ+Vx2\nxIGcGCgmpzfnnE6lwfJzl5RRgBYRyTSJPdOtMzB0nInBmwtffL7dYMBo1LJlSw0bN+5i48aKhG1F\n/CP+zpSW5uzeaz2xlP33L07t4LOBXMOd+MYI4P/2bT9Pc0e+AvjMVfDKDYDL+XlPuQSO+hGNpoj7\n71/Dr3+9kvc/qYHDi8k5YTjeGUOo8ba9rvpdLmYXFbEwNrPHGL+/Lx9h3xnIP3dJGwrQIiKZKLFO\n9oFpu4cvdzZ8rYtA0UmNbX20kE2b2ofq1svBYGj3+8CZbm/8+BIOPXQohx02jEMPHcqhhw5jzJjC\n/ikTGGiziLQ+72VvwH++09Z7mlCe0aXWgAjx4F3VnMfvf/8at9zyCjt3OrcdNy7AVVcdw7nnTsbr\nc7Omvj4+EHFVXV27uzw0Nze+IuJRBQW4B0ppx0D7uUtaUoAWEWmVqTWR7zwIS84FGwu6Lh/Mv7/z\nj7RbP/q2OOUArTW2XXwEHo1atm2r3a3HeuPGXWzZUkNn/7YLCrI45JChsUDdGq6HUVTUyz2e6d4T\nmfhGZdM/nN5jlwdC7YMsbr/z84h20gPt9jtzPcd+PtZaVq36hDvvfI2HHnqbxkan5OPww0dw9dXH\n8vnPH4Tb7eq0OWXNzTwZWxHxmaoq6iNtM3eUeDzMCwRYVFLC3ECAYq+3l56EPpDuP3cZEBSgRUQg\ns2siNzwIT58PuMCGYfatMPni3c/rrn46sYdz52pnO3Rqt4EkGAyxfn05b721g7Vrd7B27U7Wrt0Z\n7w3taPToAqZMGc7UqcNj2xF731udbrOIdOxlbn2j0p3W8oyXrmt7E2Q88NlfwOiZ8U8IHnxwYR7W\nwwAAFZ1JREFULb///WusXl0Wv+lJJx3A9753DLNn75fU89gcjfJCdXW8d/q9prbw7gaOLSxkUax3\nemJOTvoNPEy3n7sMOArQIiL92SOVbr3cyTz2zj76buUrgOlXwcrr2vdkz74VCvdzru8hULfaubOB\ntWt3xIK1E6rXrdsZ7y1NVFiYtVuoPuig0uRqq1P5MwmWO284mqth5xvw+q2d9zJ3p4s3L2FfCcuW\nvc9f//o2jz66Ib78e0lJNuedN4WLL57OuHGBvX4I1lo2NTY6y4tXVPBCTQ3hhNfj/fz+eJieWVRE\nlqvzHu5+l25/izKgKECLiPRXTWQ69nIn89i764HuroygVWtpyJApUPYqDD8CSg7qUTMjkSibN1ey\nZk0Zq1eXxbed9Vb7fG4mTRrSLlQfdtiw3eew7m8da8fL3oDnLm17w5EsXz5Ew+1+j0KhCC++uJV/\n/GM9f//7+nbPzzHHjOYb35jO6acfjN/v6YUH1LnqUIhnqqpYXFHBkspKdoXaHl+uy8WcWKnHgkCA\nEVkp/pmIfEoK0CIi/dEDna51l8m2q/Wjb2udgYedzDPcPRckrom37wkw+7YeB+mOtm+vaxeq16wp\n4913Kzs994ADipk6dQRTpgyLB+sRI/L6p7ygY+2429/9rBndcWfD8b+FYdOgYCzbqrJ46qnNLFmy\nmaVL34v3NANMmFDCV75yKGeeeQgHHljSO48lCRFrWVVbGy/1eLOh/e/H4Xl58YGIh+fn40q3Ug+R\nLqR1gDbGnA5cCxwEfMZa+0Y35ypAi8in19c1kek88j/Zx97JLBzAnqdS686Ub8EJt3X+fVrvv4cf\nt9fVNfPWWzvaBeu1a3fS0rL7ctVDhuTEQ/VBBw1h/Hhnur2Skt2XPt9NZ+1LfE5a29mDube75M5q\nWxDFWjjqGrYGvsJLq4OsXPkxy5d/yJtv7mh3k4MPHsLChQdy5pmHMGXK8LSqP97a1MSS2EDEZVVV\nNEbb3kwN83pZEAvTc4qLyff0XS+5yN5K9wA9Aaer4i7gSgVoEelTfVkTma490K1647F3nM0jWV9d\n39YTnVjuEgo6M0l4sp0wefjlMPr4tprqHrQ9FIrwzju7disBqa7uPPCXlGQzYUJpPFBPGNnIuPwP\nGXXYERTtfxjmnYd2b59xdz4zSXe1411xZ9N49E283zSed7dEeWvtTt7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Jbasyi7U2GLuY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\nWkREREQkCf8fUO8dFXWBd74AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "svr_rbf = SVR(kernel='rbf')\n", "svr_lin = SVR(kernel='linear')\n", "svr_poly = SVR(kernel='poly')\n", "y_rbf = svr_rbf.fit(X, y).predict(X)\n", "y_lin = svr_lin.fit(X, y).predict(X)\n", "y_poly = svr_poly.fit(X, y).predict(X)\n", "\n", "lw = 2\n", "plt.figure(figsize=(12, 7))\n", "plt.scatter(X, y, color='darkorange', label='data')\n", "plt.plot(X, y_rbf, color='navy', lw=lw, label='RBF model')\n", "plt.plot(X, y_lin, color='c', lw=lw, label='Linear model')\n", "plt.plot(X, y_poly, color='cornflowerblue', lw=lw, label='Polynomial model')\n", "plt.xlabel('data')\n", "plt.ylabel('target')\n", "plt.title('Support Vector Regression')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "---------------------------\n", "tuning with C\n" ] }, { "data": { "image/png": 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k5uby/fffs2fPHp5//nm8vLwYNWoUycnJzjnWrVvH+PHjSUpKAiAxMZGhQ4fy+eefN/td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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---------------------------\n", "tuning with gamma\n" ] }, { "data": { "image/png": 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uLRqD436j2NhY0tPTeemll1i7dm29fXv06EFMTAx5eXnO6tTNEBISwieffOKy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8FJLVhcuNzZJPuHkOQbjM9XcGjxejtu5+P15OJyew5NtB2N1GFi4ILjmmg7EmngnXeGEI02MGvW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\nDm/KYoA/AldYa9cZY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,10))\n", "\n", "C_list = [.01,.5,1,10,100,300] \n", "gamma_list = [.01,.5,1,10,100,300] \n", "\n", "print ('---------------------------')\n", "print ('tuning with C')\n", "\n", "for C in C_list:\n", " svr_rbf = SVR(kernel='rbf',C=C)\n", " y_rbf = svr_rbf.fit(X, y).predict(X)\n", "\n", " lw = 2\n", " #plt.figure(figsize=(12, 7))\n", " plt.subplot(211)\n", " plt.plot(X, y_rbf, lw=lw, label='RBF model with C = {}'.format(C))\n", "\n", "plt.scatter(X, y, color='darkorange', label='data')\n", "plt.xlabel('data')\n", "plt.ylabel('target')\n", "plt.title('Support Vector Regression')\n", "plt.legend()\n", "plt.show()\n", "\n", "print ('---------------------------')\n", "print ('tuning with gamma')\n", "\n", "plt.figure(figsize=(15,10))\n", "\n", "for gamma in gamma_list:\n", " svr_rbf = SVR(kernel='rbf',gamma=gamma)\n", " y_rbf = svr_rbf.fit(X, y).predict(X)\n", "\n", " lw = 2\n", " #plt.figure(figsize=(12, 7))\n", " plt.subplot(211)\n", " plt.plot(X, y_rbf, lw=lw, label='RBF model with gamma_list = {}'.format(gamma))\n", "\n", "plt.scatter(X, y, color='darkorange', label='data')\n", "plt.xlabel('data')\n", "plt.ylabel('target')\n", "plt.title('Support Vector Regression')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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": "3.4.5" } }, "nbformat": 4, "nbformat_minor": 2 }