{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## Bispectrum Tutorial" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial is intended to demonstrate bispectrum Analysis on Lightcurve data.
\n", "\n", "Bispectrum is an example of a Higher Order Spectra(HOS) and contains more information that simple Powerspectrum or non-ploy spectra.
For detailed information on Bispectra visit : https://arxiv.org/pdf/1308.3150.pdf" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "In Stingray, Bispectrum can be created from a Lightcurve(For more information on Lightcurve, visit Lightcurve Notebook).
\n", "\n", "First we import relevant classes." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from stingray import lightcurve\n", "import numpy as np\n", "from stingray.bispectrum import Bispectrum\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lightcurve Object can be created from an array of time stamps and an array of counts. Creating a simple lightcurve to demonstrate Bispectrum." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([2, 1, 3, 4, 2, 5, 1, 0, 2, 3])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "times = np.arange(1,11)\n", "counts = np.array([2, 1, 3, 4, 2, 5, 1, 0, 2, 3])\n", "lc = lightcurve.Lightcurve(times,counts)\n", "\n", "lc.counts" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc.plot(labels=['times','counts'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A `Bispectrum` Object takes 4 parameter.
\n", "\n", "1. `lc` : The light curve (lc).\n", "2. `maxlag` : Maximum lag on both positive and negative sides of 3rd order cumulant (Similar to lags in correlation).\n", "3. `window` : Specifies the type of window to apply as as string\n", "4. `scale` : 'biased' or 'unbiased' for normalization\n", "\n", "Arguments 2 and 3 are optional. If `maxlag` is not specified, it is set to no. of observations in lightcurve divided by 2. i.e `lc.n/2` ." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "bs = Bispectrum(lc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Different attribute values can be observed by calling relevant properties. Most common are:
\n", "1. self.freq - Frequencies against which Bispectrum is calculated.\n", "2. self.lags - Time lags in lightcurve against which 3rd order cumulant is calculated.\n", "3. self.cum3 - 3rd Order cumulant function\n", "4. self.bispec_mag - Magnitude of Bispectrum\n", "5. self.bispecphase - Phase of Bispectrum" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([-0.5, -0.4, -0.3, -0.2, -0.1, 0. , 0.1, 0.2, 0.3, 0.4, 0.5])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bs.freq" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([-5., -4., -3., -2., -1., 0., 1., 2., 3., 4., 5.])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bs.lags" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[-0.3885, -0.0915, 0.1685, -0.5085, 0.8135, -0.0675, -0.2708,\n", " 0.0229, 0.1426, -0.0567, 0. ],\n", " [-0.0915, 0.2328, -0.5162, -2.0652, 0.3058, 0.1968, 0.8135,\n", " 0.5492, 0.0209, -0.2484, 0.0063],\n", " [ 0.1685, -0.5162, -0.3999, 0.9821, -0.4989, 0.5011, 0.3058,\n", " -0.5085, -0.2348, 0.2379, 0.0426],\n", " [-0.5085, -2.0652, 0.9821, -0.3096, 0.5704, 2.1084, -0.4989,\n", " -2.0652, 0.1685, 0.8632, 0.0999],\n", " [ 0.8135, 0.3058, -0.4989, 0.5704, -1.3613, -0.3823, 0.5704,\n", " 0.9821, -0.5162, -0.0915, 0.0872],\n", " [-0.0675, 0.1968, 0.5011, 2.1084, -0.3823, 0.864 , -1.3613,\n", " -0.3096, -0.3999, 0.2328, -0.3885],\n", " [-0.2708, 0.8135, 0.3058, -0.4989, 0.5704, -1.3613, -0.3823,\n", " 0.5704, 0.9821, -0.5162, -0.0915],\n", " [ 0.0229, 0.5492, -0.5085, -2.0652, 0.9821, -0.3096, 0.5704,\n", " 2.1084, -0.4989, -2.0652, 0.1685],\n", " [ 0.1426, 0.0209, -0.2348, 0.1685, -0.5162, -0.3999, 0.9821,\n", " -0.4989, 0.5011, 0.3058, -0.5085],\n", " [-0.0567, -0.2484, 0.2379, 0.8632, -0.0915, 0.2328, -0.5162,\n", " -2.0652, 0.3058, 0.1968, 0.8135],\n", " [ 0. , 0.0063, 0.0426, 0.0999, 0.0872, -0.3885, -0.0915,\n", " 0.1685, -0.5085, 0.8135, -0.0675]])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bs.cum3" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[ 6.1870122 , 9.78649295, 6.29941723, 8.10990858,\n", " 3.90975859, 1.49707597, 10.53408125, 8.44275685,\n", " 7.73419771, 7.91909148, 3.40576093],\n", " [ 9.78649295, 12.99063169, 11.9523207 , 12.31681 ,\n", " 7.34404789, 1.93438197, 5.05536311, 15.92827099,\n", " 6.61153784, 3.09535492, 7.91909148],\n", " [ 6.29941723, 11.9523207 , 4.84009298, 8.98535468,\n", " 5.6746004 , 1.71227576, 9.35566037, 12.00797853,\n", " 1.60576409, 6.61153784, 7.73419771],\n", " [ 8.10990858, 12.31681 , 8.98535468, 18.69373893,\n", " 9.83780286, 2.72630968, 7.87985137, 5.32007463,\n", " 12.00797853, 15.92827099, 8.44275685],\n", " [ 3.90975859, 7.34404789, 5.6746004 , 9.83780286,\n", " 5.93123174, 1.60598497, 0.51743271, 7.87985137,\n", " 9.35566037, 5.05536311, 10.53408125],\n", " [ 1.49707597, 1.93438197, 1.71227576, 2.72630968,\n", " 1.60598497, 1.262 , 1.60598497, 2.72630968,\n", " 1.71227576, 1.93438197, 1.49707597],\n", " [ 10.53408125, 5.05536311, 9.35566037, 7.87985137,\n", " 0.51743271, 1.60598497, 5.93123174, 9.83780286,\n", " 5.6746004 , 7.34404789, 3.90975859],\n", " [ 8.44275685, 15.92827099, 12.00797853, 5.32007463,\n", " 7.87985137, 2.72630968, 9.83780286, 18.69373893,\n", " 8.98535468, 12.31681 , 8.10990858],\n", " [ 7.73419771, 6.61153784, 1.60576409, 12.00797853,\n", " 9.35566037, 1.71227576, 5.6746004 , 8.98535468,\n", " 4.84009298, 11.9523207 , 6.29941723],\n", " [ 7.91909148, 3.09535492, 6.61153784, 15.92827099,\n", " 5.05536311, 1.93438197, 7.34404789, 12.31681 ,\n", " 11.9523207 , 12.99063169, 9.78649295],\n", " [ 3.40576093, 7.91909148, 7.73419771, 8.44275685,\n", " 10.53408125, 1.49707597, 3.90975859, 8.10990858,\n", " 6.29941723, 9.78649295, 6.1870122 ]])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bs.bispec_mag" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[ -7.65814471e-01, -8.39758950e-01, 7.49083269e-01,\n", " -9.35797260e-01, -1.22623935e+00, -3.13514588e+00,\n", " 4.35308043e-01, 6.65460441e-01, 6.17269495e-01,\n", " 4.39881603e-01, -3.14159265e+00],\n", " [ -8.39758950e-01, 1.84719564e+00, 1.70902436e+00,\n", " -6.50042861e-01, -5.76818268e-01, -9.16177187e-02,\n", " 1.76512372e+00, 2.97853199e+00, 1.45401552e+00,\n", " 0.00000000e+00, -4.39881603e-01],\n", " [ 7.49083269e-01, 1.70902436e+00, 1.64851065e+00,\n", " -5.51373516e-01, -1.32816666e+00, 2.45429375e-01,\n", " 2.86246989e+00, 3.08272440e+00, -1.10623774e-15,\n", " -1.45401552e+00, -6.17269495e-01],\n", " [ -9.35797260e-01, -6.50042861e-01, -5.51373516e-01,\n", " -2.97776986e+00, -2.96295975e+00, -4.83162811e-01,\n", " 1.34000660e+00, 0.00000000e+00, -3.08272440e+00,\n", " -2.97853199e+00, -6.65460441e-01],\n", " [ -1.22623935e+00, -5.76818268e-01, -1.32816666e+00,\n", " -2.96295975e+00, -1.30996608e+00, -1.24358981e-01,\n", " -3.14159265e+00, -1.34000660e+00, -2.86246989e+00,\n", " -1.76512372e+00, -4.35308043e-01],\n", " [ -3.13514588e+00, -9.16177187e-02, 2.45429375e-01,\n", " -4.83162811e-01, -1.24358981e-01, 3.14159265e+00,\n", " 1.24358981e-01, 4.83162811e-01, -2.45429375e-01,\n", " 9.16177187e-02, 3.13514588e+00],\n", " [ 4.35308043e-01, 1.76512372e+00, 2.86246989e+00,\n", " 1.34000660e+00, 3.14159265e+00, 1.24358981e-01,\n", " 1.30996608e+00, 2.96295975e+00, 1.32816666e+00,\n", " 5.76818268e-01, 1.22623935e+00],\n", " [ 6.65460441e-01, 2.97853199e+00, 3.08272440e+00,\n", " 0.00000000e+00, -1.34000660e+00, 4.83162811e-01,\n", " 2.96295975e+00, 2.97776986e+00, 5.51373516e-01,\n", " 6.50042861e-01, 9.35797260e-01],\n", " [ 6.17269495e-01, 1.45401552e+00, 1.10623774e-15,\n", " -3.08272440e+00, -2.86246989e+00, -2.45429375e-01,\n", " 1.32816666e+00, 5.51373516e-01, -1.64851065e+00,\n", " -1.70902436e+00, -7.49083269e-01],\n", " [ 4.39881603e-01, 0.00000000e+00, -1.45401552e+00,\n", " -2.97853199e+00, -1.76512372e+00, 9.16177187e-02,\n", " 5.76818268e-01, 6.50042861e-01, -1.70902436e+00,\n", " -1.84719564e+00, 8.39758950e-01],\n", " [ 3.14159265e+00, -4.39881603e-01, -6.17269495e-01,\n", " -6.65460441e-01, -4.35308043e-01, 3.13514588e+00,\n", " 1.22623935e+00, 9.35797260e-01, -7.49083269e-01,\n", " 8.39758950e-01, 7.65814471e-01]])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bs.bispec_phase" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bispectrum in stingray also provides functionality for contour plots of:
\n", "\n", "1. 3rd Order Cumulant function\n", "2. Magnitude Bispectrum\n", "3. Phase Bispectrum" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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S4kZ7/wNe/yzevi/Vcw4DYNfvHxkfCZJ2+uZH2KSyowHoK8PgzsY18JG+IX5fMNfW9Q3J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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p = bs.plot_cum3()\n", "p.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JZB4fPdJH+JBM+igtqaTQtalmmszryES4fpi8gI++0s+enEZM+rEj1PcCUSbT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p = bs.plot_mag()\n", "p.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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4hVLqF0TkBHiLiPyIU+X6aeAvAn/M8/lXAv9GKfXfi0gK3NjmYq4/QWxSQA36\niWGD0V/ddY9IqrN1CRtZvKxF6iaBLm69PBeBKSRh4MuVqPdZeRpZum5pEaGQV7sezxhspUPYCAnT\n0LYaqo6/Jgl7+wWK12NmNhyDuVvqxYQlX1Lunc/N9HAlrdkI3XlEfKGvVw1KqfcC762WT0XkHejC\npm+3jvlN4DdF5DPsz4rIbeAPAS+pjiuArcL2rt4T2gXUeu/EYDoD7wgRwrqE5yvHFvvTwrUmhkaw\n1i9BM42j34rYhVA9Bi5J9CXU2Ugz/azsEhxj3BnhaUmb59nRIaaGu/ZZDzAoUntJwl5+RC0J2K81\nMQbtqUrNtrYVYeYRCZXi2Ba6WN/oPIjniMibrfWnqkKj3fOKvAD4KODnR577hcBvAd8tIv8N8Bbg\ny5VSD8ZenIvrSRBT4ROe7eXQKJFw/kMIfUl1Q8X+YllVeRKqI1iH6jQZNCP21SBZZOcr8qP+phGy\nIqCfJKCbUAddKwJMxzOt/IZBPXKemDDXG+I6ZD30hLmOIonq2F1BibgzvO4FF0USbiSTjT4roiEJ\nTymOi8f7lFIvGjpIRI7R8+B8hVLq/shzJ8B/B3yZUurnReSVwFcDf33Ti312E0QowcndRpcYWsum\nA6iW2xZFV5foS6qDvmJ/+ufK4hxtRcTcSEx+RBP2amo0GbivQdMpb2dVbEISvoS65rrGWRG+Geey\nkbcyOh/CWBgr539AmLbX6/8OCXSszm0inIZCXC84QuciLYkhHQIawrBJwhv6egUhIjM0OXyfUup1\nEz76buDdSiljcbwWTRAb4+o+pX1iJDF4X/ye5ZALqcaIpLoxxf5cwdoX9mpbEVnAzaRLcPsD2cZY\nEUMYQxImBFaHv46zInxkYHcANwKXvbUO0SdMTwhz3bt4PXE2xF3hot1Nxr3U/B9OnPTqEVtCRO2s\n1IbouQ2+E3iHUuqbp3xWKfXrIvIuEfkIpdR/BD6Z7gydk/DsIohtiGFUFNNSk0RIl/Bgki6xtju5\nvCNYt+s0NWc2ZGEsh/Pz4OV0JgsaQp8VASNIouoImwqww1ZEE94YcSPp+tOMe6mXDKboEL56SxU6\nbcWt5jpEEvb2XYjXl1yh9LLFa6B2M/msCEMguxLv94CPB74IeKuI/GK17WuB54MuZioiHwS8GbgF\nrEXkK4CPrFxRXwZ8XxXB9E7gi7e5mGcHQQyFqk4kBuV0om4H36tLjEmqC+gSRI2w1lgRTfkNu06T\nuZLFSupG6wnBAAAgAElEQVTMahNKqovmmbBSgQBhjLUippKEQZHpqU+nWhG2e8GuxeNaFqYT0MlR\ngYS5vlDXFjEMWA99FkSg49+1eD1qrvULwmWL1wZDrqarBqXUTzHgiFBK/Tp6gjXfvl9ET7S2E1xv\ngpgYkRTa7yMGVXV0ksWofOXVH7y6RABjdAm7kzOCdUMO3TpNi1K/qCZsNE3bczWM0SB24WqCNkmA\nQxSOFaHrNJVBK6I9JWmz3bz8LlGs1nlLqB7UIUL5D33CtNmPbidiCHNAkN6ZeH0Fs4IvgiRCbiZb\nrA59Lli+YCJEOJTaeKSglFdMbP1nO2JQD7odvo/2B3WJ0PFeXaLRI7qCdbdOkwl7NRZFTtvNZEii\nOEq8pTbGEkOf9TAKjhUBDVn4rIh2TZ4uKZhoFZ/FMFqHcK2HMcI0TVsx/yVLBrWG3pDpa5BU14dN\nCWSMUG0QcjXZmdgH+HE9CWIqQu4BB8rpRFvE8WCJ3JwhWQz5CsmaEaAyL7cZLdYvvzkm166nSsRW\nZVFPaCKrZuarZH6LOGo6iWJ9zo3EuJvKOjHo4Uq4X8Q8kQnvz+FOppgnesS0SNecArfvFNy7m3J8\nq6DIY87I6tIYvg7fHv1PxXJEiFFd/sNeT9vPe+4pLZLF3alIszgKkkBnu+VeUqu8az2MdS0VS1S+\n6rSRFoxlEdIl7O22kD0q2umsbjemzchsThKnxNGsziLOyyYkvpl/xDfxjnH1uVWDd4u+Tt7sswcE\nZpsJdW7+N2VoDMw2817YAvaYUOnRELiIqUcuA89agmiNAA28pGBGhM2Lrx5UnYEn4cBYFposzCiy\nepnTWd0JtF5+e7RoNIpEz6Fbv/RJBov7yGxOmhxZVV9XFGu4lS65X+gXIKtcTHp0HbEo4f254om5\n8P4FcLwkT5v8g3t3des2ZbrHFO6biiJAEsWRDnc1BHF0tKrKk2vrYR435Z/r5ZiqNlXz4qdRU58K\npJ4gJpakVecK0O4lhwha+Q9uXa4RriVDDj7L0gvXwugjjDHhsRZcq9UOeMjim1Y9osTKrSnrgpBZ\nLDyTg0sSvhyEfU0jum9S0JWSDxjCs4Mg+vz/PdaDK0ZDlxx8JGEfKzdnqLxEssqqgIYoquXaB53O\nBq0KHacEcZKRxTdr0bpUCbfSc/Ky5H4R81hW8kwOt1LIShPd1Mwb8X7WcFJwRsrtOznn5wlnpBTp\njKLYrFnUxflGwiYHoCYHYz20yaERqA052NaDIYch66GlPbjitBvVNMa11Ilq2nSqtAHdArqWqL3/\nuH26PpLw1fxyrYnHspK8VHVhxKwqluhiarFIH9xXyD7nvkjhitZhunJ4dhCEwRii6HEt2eSgRjpP\njWA52QUFDVmAJov5MWpxiqwK5OiWnvhE9KgwLx+QRlTx3Xn9Muel4pk85nYKxoe/iPXyg3gNFK3R\nfZHHnN3fTPAsPKNZvSNgzluWg/5ryCGzxGnjWjKjSpscjPVgo896AKZZDxB2LVkDCWM99A0YzLFi\nufBMu9D7St0+YJAwWgMMgLOHTXu5caLPx3Yk4Xc57R4hD+QmpNAlBP0EXELYaR2mSFq/6XXC9byr\nAXizojvHtF1LxnVgyGH9sE0Q0Y1kFGl0rQrLxTDkggLtdgLk/D4kaUuXWK3zWpfQknRbl4CYedzo\nEiBwpHUJgDRb17qEi22yru35IFzYriWgJgebEFzXkoHrWppsPdhEULpupTzsWnJE6Zoc8tXogUMI\nmxBGNxDitLY+Q7oEdjK6hcsiCRfbkYKG3RZcQjhYEOPwrCSIDhzrwac72NvXD1cdV4IbMOd7ldSi\nROZxx6oAGhdUn1Vxdta4G8oC4UTrEvNbpFFbl6ASr40uATFQtnQJ0OK10SWMeG1yEezS4LaADNsR\nhg1bdzDf4bqWXN2hT5j2WQ+tzqAsusK0DVeYhsa11KM72G5He/CwbZc6ijDOHjYDi5Nj/3lok4gr\nXod0iftFjCEHX1LirmDP57APUtirBXGNcXhKIxByLdm1viLChNHXSXRdUI6wDW2r4vgGcAo3TlCc\nNrrEbF7rEtrddNTSJYBafLyVAkXEExktXQK0eF1kcVVIrxlR2wlsQD3i38U8165rySYHW6D0uZZs\nYboPnbyHPusBOm4kd7uPHIxlaQ8efJH2bntQixVixYOagUS9bpGBjzBacUanZ82AYge6xK20Ea91\nKPV+4HMz7ZIUXEKYUsBxCBIJUai+yyOO63lX0NUU3Gzp4P6ua8nXAaxzWC31C5PMFG5hSJswfGTh\ndgoGfS4oVSybxDsI6xKVeG10CTivX3Sgzrg24jUo7iI8ATyI19yDOsTUZF+HCvwZEnEJZCy09VC2\nXEvQ1h18QqjPtbSR9eALa+1zLdnbe9oG6NBHn2i9LWn4CCO6ZX0W9qhLXAz6SGEXhHCwIMbh8JQs\nTCWHVV3orv1WuYRhk0VpuwYermrtQuZJ0AVVC9sn1Qjx5Lh5+aGtS1QkYesS0IjXoO/tsaytS9ji\nNUdVclrZJKrl1b26xGHQn5kd9stPCWm1rYcpmBzWamC7lny6w9DAIZA34Fqb4LQLg6p91N9rkYZr\nZayx3JTHN6bpEvNbE0hiPHaRa7ApKQwRwkGDGIdnJ0EErAcbY8hhmUfMsrVFFAbOi7Rsp+J7rYsB\nstBuhXMk06Jk7W8+O4PjY0yilMnCNrqEga1LNOK11iVMUp2tSyxW7cnk5xZpgO7Qc+e+07TsEMcQ\npoa0hoTpQesBxoe11m4knxbRzneYMnBorsNfmsFHHJ0zWKQRskKFh43FGdAkwLImqvyaMbrENGzn\nkjK/3z4IYVTJ97EQ8f4O1wHX865cuO4l7z6/MA0EyQGo/w/DetXtDiJf1VmY9SjSRxbVvujxedMB\nQDuHwqNLmKQ6o0uYpDpbl4Aqqc7SJRb1NKbSqqlz06rtND9abz3N6VBI67YYbT14XEuAQxhd3WHa\nwMGGhzx8xFG1S7v/81mhMtdtJHpcDwrqco2nZ45+1cZUl9NFwUcKOyWEKTMKPovx7CAIH7z1c8L5\nDm4HUBZ9o6Nh0tDWffX2eQijtDNtoe4EgMbnfPawecF9ukS1z9YlgGqyFK1LmKQ6V5cwRKDnItaj\neTMncYgwYDpptFxLju6wjfXQwVBYqw3XtdQjSkO3bcCUgUMbrXbRun6HPCzisNWB9dPntcXp1SVM\nMubxcXdfhX2TxBT3TogU+iKURCldj83ARwahCr6bIKLl7rtOuN4EMVRjqUUS/bqDgSEH42cei7KI\nidP2KMaMNGEcYcSPzbWvuSYPXUW2diWcPWwiV4wusSpqXcIk1bm6hBGvH8uwkupgHmu3k0sWep+f\nMLzwdHjGPWW7lmAaOfShzntwOodgWKvrWpogSo8fODTwtQcDu124l9ohjyUkhiyc43t1CRMybekS\nwkn9WR9JXLSwO4kQbLiE4CODTeesf5bhehOEhaHqmzBelG77mX3wD7lWS+m4EOyOwow6tXtC70/S\nNZikWRZIlhA/Pmf99HnlTnB0CbBGiG1dYkqxP13xUtUlFjQhOC4mizDsMeioMs9VR+cLaR2Lra0H\nmxx6MChKW+QwdeAQQllpOb5BBeAQyBrur2q9Kn68O6PcGF2idk/2FPu7KIQIYdA6GEkGvXOPXyJE\n5LuAzwR+Uyn1u3uO+2jgZ4EXK6Vea22P0ZMJvUcp9ZnbXs/1J4iAxeBaD2NFaXuEWHo6g3imesnD\nNwp0icPuHFodwtm6Gi0uaqGypUsc32ji4KGlS9RJdSOL/Zk6PFlsiv7RIQsbbbKAKQLlNq4lH3qt\nh5DvOWA9uGU0QhFLhhz6Bw5tBN1J9jGeQYX+PpdA1iQoIlaUTy9ql6R9NR1dYmRSXWd2wx1g7Pla\nhLBLMtilBiE7LbXxauBbge8Jf53EwN8B3ujZ/eXAO9CzzW2N60kQjsnZZz10sqUHyMGsl0th6R2E\nDHeM5TImdl76lsVgtll5FtrSiDg6WcH9ZiTX0iWgEa+hSapLM21hTCj2l0alJWC3yUJPzkKQLKon\nGXwmdoTUtiGtY62HQWF6hO4A4YAFu11Mga8tuPC1jXrfUigLqduGIQm7QEY7wKHBxkl1HkyOChpz\n/BAhrAbch75zBD57VaCU+vci8oKBw74M+JfAR9sbReR5wGcA3wD85V1cz/UkCB88ZRIMOhVaR5LD\n+Xn7hT06igKk0cUy16/fzEnoLJeNn8V0HHUHsVwDCbNszRzdURldou4MbF0C2i+/pUsMFfsDTQB5\nGdVkkZe63IIpi7AZWUDLHeUJaXXRJ0y7CFkP+uFuL0r3WZXhQUM/lrl02oEPvrahodvh+aluG8ly\nTWqRRH3U04s6W18quWFSUt3kO9sCuyKDEBFcHkE8R0TebK0/pZR6auyHReS5wOcCn4RDEMC3AF8J\nlpi0Ja4vQYQE6hGuJYMhcijy5iVNM+kQxhicW/NBHx213ROGRAzmx+39uiNY1OZtE+Z4XifVeXUJ\nhov9lWpZdfxlTQJN6YM2WRi9YhxZgE0YvpBWn2sphJ1YD74r7GkboYGDb9AwFqYduG0gBLttzLIY\nbpqHXX2+ckeaQYTnG+tyLlOS6naGkR30XonArbm1KWKpy5+MwPuUUtvMGf0twFcppdYiza8mIka3\neIuIfOIW52/hUglCRD4NeCU6Y+s7lFLf6Oz/AuCr0O33FPjzSqn/a/QX+JKd8FXgHOdbDpED0Fnf\nBEVgop40Mw0h0p1BdV3zE+BMjxaN3xkqXQKa6JU6+3p8sT8dCtvMfQ19ZNEVt22ysKGjoZr1MYX4\n9PfswHqY4FoCRovSpm342sVUuG2g+e37EAExq5mqrEwDrUvwjB5ERDcSojvtTxrrYWqxvyHsRAQe\nSwTBcOWBaxgITriieBHwmoocngN8uoisgI8FPltEPh2YA7dE5HuVUl+4zZddGkFUQsu3AZ8CvBt4\nk4i8Xin1duuw/wx8glLqGRH5o8BT6AcxDSNcB33JcECHHPLFxWUQ5ZW1XeSK23diTGcAEKcRsKpD\nHQGiO407oaVL2MX+XF3CKvZnZ9HGMqNUOoKliXjqkkWxNoQQjoTyIeRaGhPWOtl6cLGhKN2nR+26\nXeQD4frZ3C7FbWp4E9QlgGBSHQzrEjX2mWi2KxIYIoAdEYSINFV29wyl1Aut73018ENKqR8EfhD4\nmmr7JwJ/ZVtygMu1ID4G+GWl1DsBROQ1wOcANUEopX7GOv7ngOft8gLGRCzZkSk2OWw7UtzEFXF0\npL8zzYRbdyIWD2LmlLXv2egSQB3BsoYmqc6nSwQmIYrjptyCHeLokkVersniphCgSxahSCgf+iYB\nAnZvPRgEBw/Doc7uwGEXluQUFHlJmok1eGhP9NCnSwwm1bm6xK799mPPty8SuIIWhIh8P/CJaK3i\n3cDfBGYASqlXXfT1XCZBPBd4l7X+bvqtgz8D/OvJ3zIQleLD2IilTf3N9aXl0z+vXQ5GDJeaJCAi\nSRuXgitemw6gVezPJglAKmEwibWvOY5mVdnwZU0QxrIATRZppF1SrmUBmixOZlCsu24ofazUbiWg\nJyFOenMeWuRg5TzUYa2BUt6dOR7oBiwYhEKdfVbltu1iOvSvfH5uyMGdDUg/7yQvWxFONuw2Ah6X\nUroHi2ETDWCbDv8KEoILpdSfnHDsSwLbfwL4iV1czyMhUovIJ6EJ4g/2HPNS4KUAz//g280Oe6rG\nkdBJSNVIcY+WdJpFG5FECKsiIpk1k9bE86Txp5t5A9IZKs8RZ5a66gTNyeK0Dl1MSEgkQYn0EIbe\nnkZwI1lRqiWgyMs1eSmczPRkRQ1hNF1UmBTSkaRwr+1O6iujUT0DADz6VD3XgkMQOhdhXZ2+cSfo\n6CPdGQ+5gy4bq6WQoIgDEVMqXzWk4E4fa+ZIH4Ndib+7xD7JYbd5EFcKl3lX7wGetNafV21rQUR+\nL/AdwB9VSr0/dLIqVOwpgBf97ud6YiVnQZGt8eJqf63dt+jYc3dU1p6CcZsRY5rpc2xDFKul1AlT\nq6WQZnrZ1AqSLKnzPcSUCDcvTDozGVuoVa6f0WzuddVIZVkMEQYYodtPGNCE0F4YKXggWRbM1jDl\nTHxtw05Os9uGdi/tpl1sgiJXHB0NH6fythXh7dwKayrTepB1BTv+A/aKyySINwEfLiIvRBPDi4HP\ntw8QkecDrwO+SCn1/13UhTUJSXbZZrsj0J2t8f3aoYmbdgqGKCBMFmNDINd5VTralIWuazfF1JMP\n5RUZuFZEkvkzVD2ksSlhNC4pRSyVO+siSMETpqlnwmiv62fVvBotklj628Yyl9r9B+u6XVw0SZyf\nr5ll49qJgetulY71YA0mrio2cD15qzsf0MKlEYRSaiUiLwd+GB3m+l1KqbeJyMuq/a8C/gbwBPCP\nqrCu1agYYpG6MYc6ABfuSNH139r9kOkI8sW6JgkD04nvwqqA8ZZFWXSTrdYPV5rW6pnIHCsiy2rC\nqP32cd59RknqJ43lQhNHBQGIUy9hALXobZZLtbwQS6G+hwmfc+PaTfvQ0WJdktDhx66FqY+5aJIw\n+tTGaQt2rhAewjigjUiuNnlugUt1nCml3gC8wdn2Kmv5S4Av2fd1mA7UJgmcQUfY1QSmM9g1UUCb\nLIZgwnKNDmFg+9NrKwL8VkRZ1IQqScU4UzpkizQM0RjRO5GENGkTxl5JwUWgxxw7iOChrqzrHUDM\njEPG1zYuniSAKuKqS2ZuOY7BUtX2CPxR6wgP1sNWuJ7KSgiWVWHDF9Fki5IhV5NxJWRzvzUB7MT9\n5EOfK8GIkbabyaCxIiqR2lgR0ESqVB36qGSnVd4QSb2tLh6k/xvrY6ZrASXVdyQmf2GfpDAGlT41\nRBLRjcRrZZZFHBhAgE0Yl0ESY+AK8kCPWL189EjCwYEcxuP6E4T98gdGE0F/szNS9JVyNqRgkwT4\nM6t3ZVVMgXEz2fBaEelMi5CVFTEFqixqUmnBIhhJMhz1vzqmaFdZvQhScC0Jt10EBhKt3BKrfehk\nRegOIOxtlydebwVbrIaqnVySJnFVw1Tl4GJ6NGE3Zgc2KZj5hQ3MSBHHsmisCl8nQL0esiYMLoMo\nbLhWRMvPvGm8u6/zt7/TJR17EHeRhdN8WoSrV1ltxrQT9WDpdUUmqFZYtN0+lrn5rS9flxiDQbEa\n2hbEVbEmQsThm2v+YD1MwvUliBA5BPIiWoSxaKZz9PmbfZ3A+fl6kjUB2xPFGDHShDTG1dzWNiSz\nRoLmZd9FKOOWkUV7QeyxjExcf4sQ2qGvZl9ItCZfDUS92Udfvi5hYCLdWuGurhZhvyN2QMO+SSLN\nLiakdlcWycGCeMQgXVdQ/eJ7RofQtiJkngRdTXaSVDyzje/m5bdJAui1JmCaTpHNo04Bt14xsuoD\n1WKFzF09YlWL1HuNVhl6Ea0S03uFTRKuJeEbOARcTQYR+hn2DyLMGS5fl2hqi629kxD1QeW5rtFk\nkwR0CeOq4GA97ATXkyBc+KwJz7banVCNtKMbCaVjdttJUqsiIp4pyqUOMW27FMB1OcFw1dc+q2Jc\nZc/xUHmp79n30tuYOtIaYfLbL6ucHOt9x8f7sSjcc9rk0GdFWM8j9OR15dw+kjDrmiSMpXmRuoTR\nzkJzYNvouJnMgt0mfBbEo5ArYeOq6hlXDNefIFwi8IwUTSVGY0XUeQOL1WAHECIJn8sJhq0Jg13r\nFF6x+ubMb0VM8OkO7ffO5mf/t+dJNp3NvojCxZAV4az7Mo5DkU3OVD30i9f6+H2QxKqIBqc1tdtG\nMOTVtI/MIlSfm+mirYmRHX1oVsmdQKR5LtcM15sgnM5OsqzdUEyEk8k0NnV47NLZng6gyTfwdQhd\nl5O9PsWagPHZ0z7Y4a6hWjEtKwI2LobWMd/daqnW//ZUrznRrUzPR3B8o3FjHN+oJ63ZKYybyUcO\njsVQ35PV+bXckvmq1x0JurBfN7gBLkKXKJfSO52p0SH62ga0XY/mmUgrPPoCdIkpOFgHO8P1Jggb\nPkvCsSLs+altK8KFiVoxL/9qKSTp/qyJTdA3cmwlztlWhF2CIwCvH9d9IT3kYJOCXTFV5jHqwVLP\nl1wsUelME0VNErOdEIUkWTivwxZFrXbRcjV1rIl4dHh0A78uYdrFReoSq6UEdQh3wOSzwGtNwuz3\n6RLW8ZOxQ6F6r9bDNcf1JYjAS+9b18Xs/FbE0Aixjc1IAsZZE2OxzKOKxJyrq0tvdJPnWlaEa2nZ\n6CMDa72Zla2sXXehqV3jx+eapLKkIYrjG2A6IUMUWwrZNUmExOq+Tq5jXayCkU3ddmL2gk+X8InX\nsJ17cZl35zs3CA0e6uKOfZnVFll6SaJv+SLgtMdeYXpXZHEotXF94HMz2aPC2qz2CNZuVc9Zpt1N\ncaocVwJMcTnB7qwJPZNY+zw+V8KQFQH4X6AeghhDCuYYMwFPMlOo/AzJkpooosePkIowaqKwNYqp\nROFL4oOuWB2yInJn+4TKwD6SMBbnZegSvYMHN+vejuwzCw5ZdlxOV4EkQnhErIcRUzH/VeALqtUE\n+F3ABwA3ge8BPhCd0vOUUuqV21zL9SeIPtG11RG0rQg37NV1NRmXko8kLsvl5HMb+Lb5Q16dQn4G\nAxbDWFKoavR5p3OdZWvmN1eo/Iz4sXnteqqJ4uSoPWfyriOeBqyIjqupR7RWi1V3MFETAoTFa7NP\nb2u0qukkcX6+9mpXYwcPQG3RdRDo+FthsLB5KOzYOSfM9/esX4j1ADvNgxgzFbNS6puAb6qO/yzg\nLymlnhaRDHiFUuoXROQEeIuI/IgzjfMkXE+CkICwO8KFELIi+l1NBl2XU3t7f2Id7Nbl5HMluCPF\nXn+zgcdK0Mvt2fnGkIKZqc9cH8D8Zskyr+ZPzhdEGTVRRLczJC+1z78iioYkRgjZzj6vm8nAZ0UM\ntBm3E5V5ZXHithXo0yXMIGJf4vWUwYO+j7abybYwB0nC2X4lQmF9QRNXE4NTMTv4k8D3Ayil3gu8\nt1o+FZF3oGfuPBCEF1PcBoStCJnHYVeTZS2MsSb25XIaE87ojgrNSL3ZXxGj53P2MZuSgiEEex7n\no6OIcpmQ3SwpixlxqmqiiG8ltbVjiKIV8VSHxY4kCl+Gt9nusyJGuJrsgQWA1OJ7e0ABblY+TE2q\ng/3mS/S5mcz9DZHmVdElHuGkuOcycipmEbkBfBrwcs++FwAfBfz8NhdzvQliCnqsCFuwtl1NTSkO\nMAL1rl1OsJk14fqa1zl1VjW03UwdK4LppKCtgnGkUOTr+h5P75Wc3I45ymNmGTVRzE9KkmVJarSI\nxYroTrZdxFNFAqMjmuptAXeJpUc0kzK1X6l2V99Ynqat9IvXZnsT7bTJJES+wYO7zedSmupmqvNa\nLiMUdmx49j6sh2kupueIyJut9aeq2TA3wWcBP62Uerp9OXIM/EvgK5RS9zc8N/BsIYgx0SkVplgR\nKtfzA6xzNyfCYNjlZNZDJAENUWwK15VgjxRDVoRNCua+d0UKRa7qbXpebkWaSU0U82NNqtnNNati\nTZJqolg/XG0U8dQpR24QyomAfivCuy/8KrW7+r4Ip+aoTYv9mWfZh6HBA4TbBdDOvodpLqcpukRf\nqGtPRz86rPVyXE3vG5j07D2MmIq5woup3EsGIjJDk8P3KaVet82FwnUmiIEZxEJupmZ/vxURIomp\nLqe27xlCLqcp8ImRBsFRIVXF0puzCeSAlxzKal9DDop8sa4toYYwmo4yzeJ6Tmc9z0VUkVqVlJiX\nRKxaFtz66QVyc6aPMBnZ1XJ1Un3t1ix5rfkm9A20/5sOqVg2baIO3XWiuwb0iNaz9YjX1V1U/8eJ\n1/b+fbmbfEEMXuzChXSREU6Phg4xOBUzgIjcBj4B+EJrmwDfCbxDKfXNu7iY60kQplifcTUUebcR\n2tEp7scxHWk4Hty88NxI9Mg2059JM1WRRemQBQ5ZlFUnOy4c1iDNhKOjqI5xj2eqdhUkM0Wcqnp0\nmKRNUbYoa0a50Y0EmSf1CFGypHYv2fdsLChDjrZP3dyne53mvrQV0fjTDQFowouqe9GfPDqK6iKE\nt+5E9T2Ze5nfLGvh2r5unXxnXDsr5ATU6VkThppW0U6c6d+5jxTcTt9HCn2dSg9JSJagKgvUPEPT\nXow1YdqJ/fvrMU7zHI+OjAbRfqZpJvXzM9FLs2xc2zCWg2RJ3S5AW8ymXdT6in1v9vsUWK6thxHH\nTopectEKohifFOebKGwjiGx3/RZGTsUM8LnAG5VSD6yPfzzwRcBbReQXq21fW83cuRGuKUHEkB2H\nK3fah1b/XaIYcuq0XE5m40SyAHsflVVBZVVElYuhESa3IQbjUvIRg68DMFaTsaTUgyVqHrd0GHm4\nIspXJHlZ35shQWMtxbPIuRepOzW7c7t9p9EgzP0cnaz08q2kQ2o21k+fVzWz0CXMj2+gTs90tNPZ\nWbsjWhVtK8HzX+UewhgDD0n4MvTNMzREEdXivv79TPsoC8EQRTwzllnUeo7ZvHFBmvZhymuYdrAp\nMZjrr+9nCimMOd7XqU6cO3w0HOuhXe7lamFoKuZq/dXAq51tP8Vw1zUJ15MgogiZn6AWp+Fj3Gxq\nHJIwL/vUrzYLI8nCZ1X4yMLAEIMhgDEvPzTEYF52LzE4VpZ97y5RqEVZzTGx6hAFNK4nmyhs4rOJ\n4ugoYn7c3Nf8RJ8nPVb1PUR3+kdoKl+xfnqhdQkeapcTNLoEVVvYNSm4sNwsPqKwNS2bKIxVluRl\n7b5ziQKaNmFrEn3EoM+zDg4adkEMk0gBusTQV213U4TcSfXvXXYmCjugi+tJEBLV8x+35jke+lj1\nP+R2srWI1r7A9jFkMeSCatwM7J8YAr7gIFHkq1ZHZ4jCvTebKICWVWG7QrKb616X0hAMScjNGdEt\n4OxhV5eAagQZsCJ2hQBRQDcR0xCtLoXSJQpoW2WGKEIDhzHEABu2jSnWwhRS2BQh91LPsSpftVyn\nW5VZj8sAACAASURBVEOii5v46oJxLQlCsUYlGVJFqchyoYkizvvnW3ashhBR9KEtaA+7oRLUKL3C\nwBCD7V4achfA9Jff+1wsF4qyiML42G2iMEToup9s8otnUatTG+tS6kNdyoO2LiEnx/snBYOAcCtZ\n4o2SM+suUZi2YesTLlGAf+Dgto9dEcNW1sJFdaI9YrQZRNgBGAeEcS0JYq3WFOtzYkmIDVEs7nfd\nSAMQ8Bau28TJFyILuzMd0it2QgxjR4SBe7efgSEKAJ9OYYiwT6cANnIp9cGI19HjR8A5ki2b3/0i\nolf6onI8RAHtgUUErbbhIwpg1MDBF5iwM2LY1IXkwt0/5F7y/IZjrAejO9ilYHYCkYMF8ShBsSYv\nHxBLQhJlpNERMr/VtiaM22mEvzNELG3XizUytENkHXcCeMhihF5hEHrxzXkH/cihF3/AvVTfv5MD\n0KdT1IJ21dm5RGEE901dSkOoxWtLl9g7fJ2mL5TTcj11QqqtiCeXKOyIp76Bw1DE2mRi2LW1sEnW\n+1R0dKaqbVbkUD6z2P47rjmuJUHYFkSpKvPdtiZ8RDGAVkfpyZuwjwmew068M1FCjuAbIguYFqo6\n+cUf6Dztmea8Yr4nE90QBdDRKRIrgmQbl9IQOrrEvkkinbVG23ViHXiJwkew9bonNNaOeDJE0ReZ\ntDNi2JYUpo6wDUlMTZYLuA/X93Mrt0dbt+txr/6zGteSIMq18ExecCtdEktDEFl8k1hmmiQq1NZB\n34T2FsYQBeB0mH7roj52BFkYbEMMvW4CN/SwZ7KWulNzM4ut+x6jU9j3tI1LaQhdXeJoP1/kPssq\n10Zfw3SiGIp4MlbmViGr6aw/d2EoPLWvrMkU2CXZ+3RCD4aqttqitFqUdcJnEwSwLSRcUv4RR5Ag\nROQW8DXoVO9/rZT659a+f6SU+tILuL6NsFbC6TIGSrI4h0QTBEASZWFrou+knrBY8I+mffA1RZ8r\nKkgWMH5EOHY06BsJui/2QIVTL2FaVoVky5ooalHWJoo9WA0+dHSJfZBEiIRp//597ayPKKArZOvj\ntiOGUQMHGCaGMaQwpiONN3QxeUKYXd2hrATqdd5EBx4QRp8F8d3AL6HrevxpEfkTwOcrpXLg4y7i\n4jbFSsEzue508lIBOVm8pFQrUrXqtSboK+TmQafyqb1iE4ZnlA1+68JHFvX3+YhhqpugbyQ4duTn\nIQOKZdCqkGzpTby7CBifs8wTJ6kuaXeA2yAwIgc80Uweq8KB265CEU/1fkuAnkwMm1oLQ23lMkbV\nPnKwdAdDDosHcWtOkgP86COID1VK/Ylq+QdF5K8BPy4in30B17UVSiXcL3TncyPRXXYWr0dZEywX\nfrdTCK5l4axPJYz6PA5ZwLiIpK1JwfdS2y63EYXtOmRR7ZN02XE/rZ8+737fDrG+m9cuhSZCit3r\nEr5nb//WZn2iVeHm37hEAf6otZ1ZlDA8eNghEdSVdoeE6lB9LAuGHNb38pbusFqKlYC4i4uOwgUh\nH3H0EUQmIpFSag2glPoGEXkP8O+B4wu5ug2xWsO9QoC4siCgWEvLmgAo+6yJqoFuO21Pp/MPFQm0\nO1doOlKnJlSHGKZaC/ZLbpZb922OG2FJ+absDJBFy6qw3E/AbpOWLBhyKO9rf3Ni126aN+Lv1iQR\nsh76zhmyKgKH+xI1W5nauyCGkLUwNIAYwMadp48k+sKUXevBEaWN7rAq2hNXHRBGH0H8K+APAz9q\nNiilXi0ivw78w31f2DYoFbw/BxDmsZCXwq20bFkTt9JzYlm1rIk0OgLbmsDjdvKOoJ1IC5cU+qyM\nMYRhb/O99LsiBefY1utjP4MhQd9DFh2rAqBYEgEqi+vkpV3ADmM07gTQlzmnhGcWxI/NtWjdKva3\noS7hWg++GkO+gpEeBMOKrf22Baav3bEqNyWGCaSwzxGzJBlqhFDttR48uoMhh+KsKU1vl6Xf/oKf\nhXkQSqmvDGz/N8CH7+2KdoCVgru5dhTNY7iZ+K2JW2nbmoAqHNa2JmbztttpLIZIw8IgYTij0skv\n/FhSmM17b2mQMHyuKJcsrPtVoCf84SHR4/OdkISPHIw7wZSgSJZrUhZIlhA/Pt9Ol/BZD3ZnYVtY\nBiPIouN+ci0zrOi3PmLYgavxkXCfVJapIYf10+cd3aFVmt4qS39AGNc0zNWyIBJYlHqqz3msG0QW\ni9eaAFrJdSQZohpa6CvBMSq5x40IgmFNwiKMSdZCr/vI6ghsUnBHiq4GU5Flcz6bEKy5nqFNGAGy\nsIlC0sqa2EKX8JHD4jSuR4vJck1ZCPMT4GxNyory6UVLl9BJdUwiCa/1YN+7DfMcDEJkYbcHc3+e\n/bJLqxJGWZZ7x6roj2RyS2m06jG1RWmf7rB4ENeTWR3Qj2tJEOsy4vRsRl6U3D5aVxaEtiYgIoul\nZU2YcNgyXpJGR6Osick++tC2wLzZLf+069feEyko6Y6oZAJpBAmjLLrXmFZlt6vRsMrzalS8mS5h\nhzAaV4Ihh/xBXBUGjOFmyeI0Jk4jYEXSEnubkONRuoT5LVzrISTq+gjDxoBl4XXTVdexsVUJ40gh\nZF0u95iN3DPo6uQ+BHQHoz/ZuoMhh3t3d1SLSWTQ+n5UcS0JoiyFs/sz0iwGChbpGmNNgOJm0rYm\nQIfD+qwJn4Bt0OlOfaThi4RyG74r9kI/adjzLnte9E1JoVR+F1gsTqflWFate/QRRnU9HcJIUk0U\n6M5PAZw9JLrVTEM0hiSGyOH+XX2283O4RcxqpphTcn6a6OqxaDfEJrqE13pw24qt19gYIgwDj3vS\n1AlrHbNPUgglsk3pGMeSSZKC/R6FsqmN9VCRg12EzxWlbUvSzHS4yWyNzzYMEoSI/PG+/dvMeyoi\nnwa8Ej1z0ncopb7R2S/V/k8HHgIvUUr9wtB5y1K4dzcjzfQIochKYMl8BYuVcCdrWxOgw2Fta8KE\nw5ZqVZFEEiSK1jV7rYYRxDGGNMx2+/8OScFYTmPRIg6bNGw3k7mG5UI/G6jvS8U5cKZnfTurKq7C\nJPHajVQ6P01aboT7d5spT7N5xP27a27diVg8iEmWTQdhxGtbl2iK/Xl0iR7rQWxCtJ+HQYgwxsDR\nIuptrf9bEMNAmxGlwpFMQ8LyWDJZLhqhekS461AynC1Kl0upp8E1U+BeNWzTLw59dirGWBB/BvgD\nwI9X658E/AzwW2i36EYEISIx8G3ApwDvBt4kIq9XSr3dOuyPogXxDwc+FvjH1f9+rODsfloTxNGR\n7mDytPRaE3mZcCtdt6wJEw471poYvN8AcYCnI3E7kJWzvidSWAWK06zISdxZ7WnChF3UxFFdX6tT\nsUhDlgtNCEkz9afAaF1iLDmc3is5P19zdKRas6/Nj6PqkvQ2LV43ugRgFfujQxJD1oMr7m5FGKH8\nk3p5P9aC22461qQ5b4g4JpbNGIQJmXZEaV8ynK07GHKwBww7m9Nbop3lgmzTL4787CSMIYgZ8JFK\nqfdWN/DBwKuVUl+86ZdW+Bjgl5VS76zO+xrgcwD7Zj4H+B6llAJ+TkTuiMgHm2sJIS7XpPeWFEcJ\nZ6QUecz5ecLtO0XLmgBhUfqtCRhIrtuEKByR16BDHj0j0H2SQq8FEXqXPJGCvcThkEY9qRM09+To\nEqBH8zZJrO/mnUil/EGk3QlnepR4eq+kyBX37q7IF4oiX3P7TlJvh3hQl/Am1fncOUPaAzskDJ+1\n6R6/Q1JoXdpYN6T57k2sjdncL1R7xGl78ipXlDYDBlt3MOSgLYgr6WLauF8EXjDis5MwhiCedDrk\n3wCev+kXWngu8C5r/d10rQPfMc8FOgQhIi8FXgpwdPwBpFWMeGGNsooqtT5PS0jXvH8BT8y1gK2r\nb5sM7BKIRyXXeeH66MfAQx6uS2afpBB68QexJXEkpgw7xuUEcFqFv2oT1RWv1/c2Dz85P19X2lSD\nVRG15lawoRZlKyHNoI4UcqwHSbKWW03f5B4Iww0pNphCDDtyO2pXbLf9xDLzBj7ABOIYWfp76uQ/\nO7MepuM5IvJma/0ppdRT1vo2/eKYz07CGIL4MRH5YeD7q/XPw0qeuyqoHvJTALc/8MNUkcUURwlp\nVlp/a9KsJEvXzGN4Yg7zWFsQ8xiyWJHFTceeRlq4NtAd3MxaD4+mNnoxfD7a5WK0f9i9pjGWwpjO\noK8D8H0mlsTrrkqirHu8QBKncHQLOb9vJYg54rWlSwBNGfGHK+asqvkQdHPWriPNUKf3Sm7fSSoX\nU0SaCSe343oe5+xm2ZoH257RLrqTNS4mo0Mc36Ce59qQw/xYk8P8RP9G5rdxXYYDCEXlDw41ttQV\nYLjd2JF9HQTyzUKWpD7PgMVxdKtdRNO2LnvahC5YuCDKV8CqFqi5WRLPIiDm/Fzfd5FH8MB/7VMR\net89eJ9S6kW7+db9Y5AglFIvF5HPBf5QtekppdT/toPvfg/wpLX+vGrb1GM6UCIURwmkUpPD7TuF\nXk7LKnmuIYebSUMOWbzmRtImBhvaD5v0Nv6pxNEr/LVOsD9SMNvyUt93FoezTM19u/dpXnqXBMzx\nLmnUhCHoelhVpzBWl2jh/oqjkxWQVDPVxfWczUWutYdsrgni1p0oOA+2EallHhM9ftSUr6gIQU6O\nG8vhxokWpTP9n9kclWSt59Jxq0GYOMa6IOsH6OhCO7YwfdalWW4NlMrp5NEH88zqastY1mUVHh1q\nE6ZumVqsSFnUE1Sdn/rbxXBvcuHYpl+cjfjsJIwNc/0F4FQp9aMickNETpRSp9t8MfAm4MNF5IXo\nm3gx8PnOMa8HXl750j4WuDekPwCUsbTI4ehoVZNDlq41OSTU5HA7bchhn5jsv/UQxy5cSC5ZGFLI\nS8GMY3XYrxm75nsjDNuqMEUTvbrE2UMd5XR6hpyA0SUA76gRtB/6FnEV1ii11RDPFPObZWsebHtG\nu+h21tQ2OjlqE8PxjSbMODvWI/ajWxCnemCyPq+ff+verM7TFvE7rsgxBSJD2AMpuOvub2rfl0/E\nLkv/QCoU+GCj1vncgYNPq0pnyNlDr4XZ1y52AYXa3EXbxcb9ooj81ojPTsKYMNc/i/btPw58KNrP\n9Srgk7f5YqXUSkReDvwwOiTru5RSbxORl1X7XwW8AR3K9cvocK5xwnjkksO6JocnMkMOqrIi2h8d\naz0keNwlHoSsDPe8/s92iWMf1oImBsjLqAr11e61vMR6Fs0zMXqMucYQAYwiDHNai3+S+a1qDvET\nFKd6pA69SXXQHjUCVjnnZtS4L5fSihXlekVePuh0rrEkrQ7RZ30GQ4brA0YQx5akYB8baiugP2MG\nDJsSB4TJw24LNUnEKTKbw/n9tjUBwYx8oJ53xG0XyUzVNbquErbpF0Of3eZ6xlgQfwGtrP98dRG/\nJCK/bZsvNVBKvQF9s/a2V1nLqvr+SRBRlVsp7+gOhhyeyNq6g0sKadR+QfNy3RpFm9HvEKbkFrgv\ni484tiUFaBNDXlbm9rohCY12zz2GLPQ9TCMM01mu1nnTMUhAvB6pS/DMQuc1eLAvl5ImhhXF+rzu\nEM291etlmzCA8aRBj35VYV+koNuJframDbQtTHCtTJcU+lyyHXgGDUFrAoIZ+WLyaDx61VWeLGib\nftH32W0w5hfLlVKFmEQZkYSJdesuGlFFEIYcTo6XHd3BJ0qb8NY+uEL1LjGWTKa6kMC1FvzE8HDV\ndDAPVzE3EteKcMnDXZ5OGC5JTNEl1OlZp9hfdEcf4orXpljfvlxKmhhWlGrJ/ULp8Gjredj5NHbn\naY+iXbfLGNKwsWtS8LWTYh3XgycjA21KGqF7rI9bt59Jy5oA7YaMU0jOvIMHnzVhXJGJq2FtBTVp\nIPgoYQxB/DsR+VrgSEQ+BfhSdCnwKwuJaOkONTlYuoNNDrb1MEaHMK6mUGLZvrGptaD/Ny+8WTbE\nkJdRfZx+NiFisEdf9rNTlitCuyE6gi1hIuyQBG1dQi1OtXsH4Jhe8dqnS+zTpVSqFQ9XOXmpp7s1\npVuaTjOvn4dNiub38hFG51EPYFNSgGGr0rQRM2iA5l1xScN+h4ZIw1xH76BLT8RdI5YZYizMvqAG\njytS5jHru3k9gDigH2MI4qvR2dRvBf4c2nz5jn1e1LaIItXSHQw53Em7uoNpzD7rYd+i9Vi4Heou\nrAXwE4P5r5djL1H4rQqYQhbQdjG19q1dgVd3CGOS6vp0iX26lPJyzf0irok3L/XztrWcEFmY33EM\nYfSJu2NIwd7W1058bUT/b357Y2W6223CcPfpdZc0upZnB2OsCajqe2W6dIvHFekOIA7oRy9BVKnb\n36OU+gLgn1zMJW0PETg+KTq6gyEH17XkwtUfbIwJcx2DqSbpEClAv7Vgr4eIYVHCg+rUuqChOW9c\ndfhD7qZxZKG3dUfT9npQvB6pS5hB55rKlfRwRXQj2ZtLKS9jTpcxD1e6c83idd2BZvG67jRDZGF+\nyyHC6DzyCpsFJvQPHhpSaNqI/i3j+v0ZQxj6/LHzXrVvwiUNlzBstxNR83xa1gRVu+gJkXYHELuA\nUurSvAn7Rm8Pp5QqReRDRCRVSu24qMr+IJGqyaFPd3Cth20thl35IUNRTX2jQL28PTG4CamLUpxI\nL7+7SXeCdgRUs922SpqOxeRb2C6opEMarnjd0SXcYn+VLuFLoDJzN+/HpRTxTB5XLhpxqgRLS88J\nkwUMhRSHsI2r0V53icEcb9qFaQ+GLPRxw4Sh0UcY7f162f8saquq2uUK2MHkutOzTmDDAf0YMwR+\nJ/DTIvJ6rLxDpdQ37+2qtoRIkwBnKre6usM2MEL1toQwFDvd51pyX3i9PJ0YQJPDotQvv4FeVzU5\njCWK9rb2dh9ZmOiwcKhvQJeAZpa/EUl16sGyPW/zDl1Kmhj0s71XCA9WjQVmyMJoEq7475JF+/kN\nWxcGu3I1muNtYrAHD/OY6v7abWJbwtDwtaF1axDRunfL7RRLUutVU5LrdgH1LBep/1P1FwEn+72c\n3SCSrih9O3V9nttZD4PCmuf4cccNk4JedsNStyeGxcp2MYHpgk3HoOFmgreJQnd+/VaF2deQRUMS\no3WJvqQ6jy5hRoz7cindLyIWpZ7JcFE2RSDNczREYbvqppFFv59+lxYlNMRgWw5m+zxWHbIwx7h5\nRRrN795HGGEXZtfaNPdsu51genLdAf0IEoSI/DOl1BcBd5VSr7zAa9oaifiT4XxRSy769IexmJJV\nGRp5jCUG89Lb28a++C4xuO6leiRclUY3nUJDHjbGaxJ+F1TTCWytSzjF/jh72HQGe3IpaWLQc6Hb\nz822wsxEVW0/fn+k2FiyCLmQYLy+4A4coCI7p4kuVube2mRhPttnXbTvtX1PoefQPAM/UUDjdnKt\niaHkugP60WdB/D4R+e3AnxaR78HpEZRST+/1yraASH++g8GYvAcfGqF6egPrM0WHSEEvhxLbwi8+\n+EeEtsWwKCEvIopCv9V5FQEGXaJotkGIKPQI2Q6NDFsVhiQal9M0XWJssb99upTuFs3zvHcesUjX\nzK3nZnekfQEAffknIbJo/97j3Ujmfx8xuNqUayG4ZGEjZF2E3FHt+/IR5ji306A1AXVy3W6w01Ib\nVwp9BPEq4MeA3wG8hXZPoKrtVxKR6Ib8REaHGHzWw9htbjb1WIwlBfMd+n+XFGDaiw/TiaHImx6g\nKOIWUUDTIZjOYBdEoeficEmiPyx2alJdPQvbvlxKK71snqV5di5R2NpOW6dQjLMiuts2bR9jXI2h\ngUPb7dhuGzZZ+I7TcNsL1XW5EXP2M2mWjbDvczuZNtKxJsCbXHdAGEGCUEr9A+AfiMg/Vkr9+Qu8\npq0hNKI0+F1Lm1oPBv3VXPsFqxAp6OXdEoNZHkMMRR5xfp5wdLSiyCPSzLou0J2dEa0domhgOvmm\n84cxRNG8/C5JhLKxJxX7MwSxJ5fSooTTs1n9HNNsrZez0iEKuyP16RTK00k2z9HnwgtZk277cCOS\nphCDO3BI05IcBslCo0sW47ULnwXh1yfaQn6bKNLoKJxcd0AQY8p9P1LkABBLV3cYg031h7ERDFNc\nSDCsL9ifHSIGaDqEvKpDUxRxixjAEEVcTddqiMKsd4lCz8rnj3jyEYVGW9A2JNFoE203ik+XcE41\nXOwvLZo5o/fgUiqKmLP7M87PE+v5mYx+hyhivDqF67tv31g4WmybtgFdDSo0cGjuZ13f46Zk0Q/b\numjuvxG1/W4nCAj51SE+a2IXeLZHMT1yEOnqDiHrYZvchzGNYqq14CMF6L789ud9uQxjiQGoO7XW\nKNEhCrPNdHyYzsByMblEYV50myj0cqjTW+9Ol/AlT5kZ33bsUjo7TSnyiHt3s9ZzS7OyXnaJAvC4\nn1SbPCz3U59VcRHEYNqGfT+2pbQfsvATRXhZ//fpEyFr4oB+XEuC2FV886bYxoXkbh9DDNAfmTSW\nGIo8hqJ6adPmeuxOwawXVZ0rH1GEIp58RGFcT43bqen8dqlLsCpqq2HXLqV7d9P6ORanEem5ng+9\n7jgt0jBEYTpUn04BXfdTG+1OcRtrEizdpG4HXYvS7DMDBHM/5+fshCx8Irfe7rOofBFO48Ji7XLk\nsTvh0gEdXEuCAC7AevBVphwmhimk4G6fSgwQfvl9xJCeN9dfkFAUUctqcIkCGn80gYinIaIwRGCT\nxD50CTNa3JdL6ex+CoXi+G7OLC9J8xIz7S2ptMjCnqdkqk7RxrTABLu9uIMGu22Y37plVVYDB7tN\nuP+3IQsNc38+yyJkTZj18WGxefmgtiZ2AaWenVFMjyxEppPA5vrDbqyFIVKwl/sik8YQg16PLYtB\nkZ6vSPOSWVXMrO7gPEQB1J2BEbLdiKcxobENUTQv/BhdYnJSnTXt595cSveWpHnJjdOCWb5iWSTM\n8rh+jkDHqmi7ajbXKXZFDJ22AdXAQbcNQN/LOUHi261l4ScKf9TX9LDYR003EJHHgX8BvAD4FeB/\nUEo94xzzEdUxBr8D+BtKqW8RkW8CPgso0MnPX6yUutv3ndeSIEIYaz2MJZWQ6KzXp7mSfBgihzFW\nw5A7yX75Z3nJrGhny7WIgrZ/XcMf8dQXGtugiXhqtIkwSdhJdWOK/dkkAbpjsMkBNHncSpfcL8z1\nxsCaWylQRDyRwftzBQhPAO9nDScFZ6TcvpNzfp5wdj+luD2DewApszRmaUjBsiLs59aa7dCaDhca\ni8s8sybRzj/yHpvH4NMYhtqGaQNm4NBCRRRFEe2ULLQFpduHRrvdGG2mQdc16VqgvoCHXUHRLUa5\nJ3w1/P/tnXuwLVld3z+//eg+5947d14gjozJYNRUqPJBghYVTARBhXEC0VKiFQxGE4Ikiq9SRqqi\nqZRVg6YMRkx0ApRYUBpUEMpHYMRQljGjDkh8TYxvAgyPuc6d+zpnP3/5Y/XqXr16rX7s1zlnT3+r\nTp29e/fu3b336vVdv9/39+C9qnqfiLw6e/49pXNR/WPg8yEvtvoR4B3Zyw8A92ad514L3Ou/38de\nE8RJlusuEoEkm9jMYE0GmpOEu/3cSHMrwm4vH0O9m8ImX4nzvJoNbW7IeiKapsOcJADGk/DNM82G\ny5SQfyDwnmzCK9/w9SQBBN1NsQ5/dSVPXHdTXeXdoYy5NYUb80n+3V+dDUmHxu10MDSlMy5N4GAk\nXBouSZPj3Jo4PJwbayIdcu3qiORoXiKFC+nMi2panRRCUXnu7+6PgfOjgiQAkmSRk8QqCBHF9HBk\nLNFakhjVk8R0kJOEPe/jOZ5GUX1sYceK/ziErmVyThFeDDwne/xm4H3UT/DPA/5MVf8KQFXf47z2\nIPDVTR+41wThos566OJe6posV0x+xeC1nzddSiNJuMewOO/cNO62694cbW/Qpm0hREkimwy6kkSB\nOElAcXP7JOG+Vi3dQMWK8FFUOI2vHM+NUs6NCqK4Ohvmv4kliksTM3lfngjXM6K4em1Mki6NWJ2a\nlfiqpGB/21iYdjxs24wPdwwc5MScvTdZ5i4mqC4e2o4NMEQx8xYW9QsIF9XfIEYSYF1qvpuS4Diw\n4wYoLSxiY+aM4Smq+kj2+GPAUxr2/1rgpyOvfSNlV1QQe0sQp6XZD/jRO1Vrwp0A7eC+MZcKSRhI\nxUrwJwJYf6UIhiRm6ajidgJyl1MVhfhanEyIJAC0dLNDOLoJqLiazHviVoQf2dQF50Yp6XBGOpzn\nUU3nRspjkyHp0AjXtnTG5YlwMJzx+FER1vr45SRICiWrYA1SqI7tQWkBYY5Tb112IQMLOw5miXmf\nSxLTdFhYTitYE6XrK7knm62I0OQfw6rVEOqgKhXrvgZPEpGHnOf3q+r99omI/CrwqYH3vab8mari\niq0eRCQBXoRxI/mvvQbD0m9tOtm9JQgXm7Ie1kETSfjb7co1VE7BIjQRQHWlaLHSpBCxJKAgiepx\nI+9xbvyDTGy9Pjffv3+zN7kM6qyIGLo0dRnKmHMjcqK4MjUuJ0MSRYTTwVC5PBXOj5Zcny9zoliH\nFNqUh6lWQTU6CVStCH/b2m6m6aJEEiG41kRXl5M5ycI9Ce2siNiYaXI57RiPquozYy+q6vNjr4nI\nx0XkDlV9RETuAD5R8zkvBD6gqh/3jvENwD3A81S1cfLbS4IYOPNl15IaqwyktgKVr0uYx4PWuoS7\nUgy5lCCsQ4Bxc9gQRhfTw1EuRtahTpeIuxSaXU7HpbfG9QiotyJchPo+l19v71pwieLKdJn/VpYo\nrkwHnB9pHgpriQLCpLAKITSNYX9swPYXD12siVVcTuakqgsK0EYrIuZmcnFGdYh3AS8D7sv+v7Nm\n36/Dcy+JyAuA7wa+WFVvtPnAvSSIGE7KeqieR9Wa8HUJKFxObgisXSmG3EwQJo02QnUbWJKYJcPS\nyrGNeB1aHZrz9jWJsB7hRqeE/MptxOp1YIVsExZriMIK2TYs9vyoELLrSCGWowNxMqhfuAxqNLI6\n/gAAIABJREFUrQgI61YWscVDG/jWxKZcTklSPlHf1eReU8yK8NHFFdUFS22OSNwQ7gPeJiLfBPwV\n8BKArOr2G1T17uz5eeBLgX/lvf/1QAo8ICIAD6rqK+o+cK8JYt2CfNtEF5dTcR1LJovyJBxbKVrU\nrgwTKTKnW6KNy6n6uWFL4mAYi26q6hFQ50IorIiY1WDdS+smNLWNeIqRQlPByNjkVr+YWWJanJat\nCLChxdWeDvlxN7B46Opyqp5DgCRauJrM87gWcYrdTCtBVS9hIpP87R8F7naeXwduD+z3mV0/c68J\nwsVpHBxdQ2Hd98RWivl+SZHAFsIqeoRFW5Ioo8ndVJCEG+fe5DaIWREhN9Mmo1ZiEU+PTYakzjn5\nnQstQuOxjUUbet906faQKKwICFsMQL5CX3UM+FhHwK7Cj7gou5qg3oqA8njxsWmhWinnN+0T9pYg\nmqyH0M3YlkQ2PcC6hMI2oc6VYLEOObhwicINeeykSwRIwl8VuuU47GPzWr0WsQu4EU9WyHZLmbuI\nEcAqi5fyStlUOI1ZEYBTIA+I6BCbwKZcTiYarjqIrcUZsyKgai3EdIgezdhbgnBxGq0HH+1CYW3G\naFmsNqh3JVhsihwsuiTVuTd/+aTKJGEjm8q9JcrEYCu/mufl1WNTTsSm4QrZk8WCK5nVVp+tv7kJ\ny2gzRSlsQxQuScRdkF1gw54b93OsiVVdTuBZN56rCcJWBPjkWSYL3+LsUY+9JAh3bbSqKX8SaKNL\nuPuGxOoYTCmM1cXIOmzE5WSTx0a+9VMWIG0pDiAvp1C2IuI5EfbxtuAShT33ODbpkljmVsSN+bA0\njtZFXoZlasuxZIEKLYliPZdT/ULCDXuFqhXhjhW7bRuLRZMHcdI1pLeDvSSIs4w6XaKwHpqPczCk\ndENt0moIIUQS+UTQgSSaRGug4mqCuBXhPt8FhjKqzcXYznlMcguzzoooPa8kLzoVer2xErIC2hJF\nkzXRRBJJGu/Z4Ie9QtiKgN7NtCr2miB24VraVpGukC5RvOZWrwxPAjHxetvoni9R3v96/puFSSLk\navLJIiRW28fbgCGFcU4Mo0FaScorVZb1sO55GYtliS1zba0IYCXXUpIuzG911LxvWYeKTycxa8LC\nT6zLt/sRVgHBGsJWBIQXE3BymtVZw14TRAibFAq3Dd/lZDWIG/PtWgPronuxvyxXIllU3EtuZBMU\nonXIfWCrdu7ixg+Rgt0GkAwOSxO/azn45LGq+8sefyjjTCgvWxGTxdCbMJXj+SZdW2U0WRW+NdE+\nsa78vRwcmnvVtTarxfvCxGBf26QGtKRcrn+fsLcEsakJfxuJNV0/3/cnF315wxErpwHdi/3N874J\nIV+zIY5qKKMli3C2bH3pja6oIwVRNU2JZo+bnccH5ubKWpuWLJphmBBGVC2PEELWyEJnlFuSDjJd\nomxF+NFM69brCqENUTQJ2P74cF1NvjhtUVjNYQLwNasezdhbgghhkz7IXZqoxWA30SrV19r5mjeR\nTd0FXYv9uT0l3PP2y3EYVEMZiyivsli9TjRTJ1KYT9F5NsEfXzX9rwGxrU6B0TABqJBG/nnD+kY2\n8+UkSHpDmZesCEsUvhVRKQef50NsfmzUEUWjNZGUf686V1PMioC4G7JHO+wlQdQUOTzz6CpWl96b\nRTK5mG4pHt6iW+Z1eBIIleMwaH/zd/Hzr0QKi6npez3PVrqjBJ1cM32wJ8AwyQmDUYJkhMEwYcQI\nlWZLcKHzYMmQxaII6zULhqJhjm9FHDgLinJ11yVHLTSHVVCnU7jWhEsSXVxNUAjWBcJi9Taww1Ib\nO8eJEETL1nmfDvwUpua5Ysri/siqn1lnPZzVlYUvVq8kTCfSSoxcF03idawsx8FhfWSTSxLl/0Wb\nyTY+fpcU7CTciRSmmeUwnZm/ZGz+ABJzPB0lccIAY2VECMNYQeHCg3a7tSImC82KGhZj5GBYza4+\nGJpTsTClLuIup/RozuRwvSkjZFWELEyoWpluL3QoE9zBCqe1oy5wZxonZUE0ts7DzBTfqaofEJGb\ngPeLyAOq+ke7PtkYNjXA2ruqltRZD37SXFvCmB6OShEl20Jdsb9Y/PtxTTmOdbFxUpjO0Ekx5Uqa\nZiRxwyGLcZQwcreURxjmvMLRT0MZwaCwIgDS4YSyFWFW0q4VYcXqtKUOYX+71Kn8uw5ZxIjCHRtT\n7/htkiy7LCI2ZV107AdxpnBSBNHYOi/rnPRI9viqiDwMPBU4NQTRhG1qFLHMahc5YbSYBKZpXDTc\nJIL5Eoc+QYCdCCbJIlqOYxUrojUpZK6i1qRgn9vXkjF67UbJkmgiDEYJupi2IgxXw3Cvb6FzTL8K\nzd2RtgSHtSKOF+WaRklS5B50ybS3ZLFJonDDYeM5NMUYSiv5HD02iZMiiE6t80TkLuAZwG+1/YAm\nQXqdMgirTvzrln2w8e7uJGhDXmNitbUiyuWTzUZ/Ipilm49oqYN1LcQmgiSdBkuE++U4DApySAZh\noksGh3FimE9gdlxPDC4B+MSQvaaTOTpZIKn5jiXN3pOM0WnxWNI0f5wThuuSGmVE4BCGOPqGq2EM\nZWyuaVkQxcXElCUPJc/dnsKliRkfB3Pz3U6z3IOjI6fURTbxG31gs1NFU86EC1+rcjGZDlpZETse\n2nuDrRHEBlvnXQB+Hvg2Vb1Ss9/LgZcD3HHnbcDqJBAjgDYT/CbDKkPwSeLWdMFkUfRN9kni9gNT\nn+n6cMnjpSMVJDGdDPMchV0jJ6VETCe27M/1N9vObG4DHjBupnSo2Z/Ji3B/83Q4KInNLkrk4KFE\nDj4CrqT8fRk5mMfFf0mHMJkbskjG5v0+Wbi6hX0MBVnMp4YshgnMJxWySEaHJStiunRJgowcMjF1\nOshJwo4PmBlrDRMx9PhlQ2B2XCSTBeNkd7PsLB2a/t6Ho9LYsPC79sWaM9nxsU0soXcxdcUmWueJ\nyBhDDm9V1bc3fN79wP0An/OMuzQd1vsYu5KAP8lsswhcjGQWOmeho1yMtCvEwqJYmHozC7fMgmNZ\nHC45TpZMkgXXSKhENCVjptNyh7ltaxP5JAAlcnD7OccmAKBCDsnA/PctKt+tVMJiWrIeSnCth6kX\nCVVyMxly0OvxaKmKZREji+xxlCygTBbZlQ5HKenwfC7GL3TExeQoLyB4a7rgsQlcTMjHyPW5chnh\nduASS7hpmuejHB2NuEZiQk7Lq4uNIeTWjJGDOzYgvHAIkcNZDUI5DTgpF1Nj6zwxLY/eCDysqj/c\n5eAidmDEXUFtiSC077pWwsrdzbxxfjEx1UOL1UtBFjcnZM1rCndCjqSYCJJ0yeOXk/ylKWVrwhcK\n80O0aFPaBv4k4JNDmixrJwALnxw2Yj1ELIiQawlArxuicCHpKEgatWSRjGEyiZNFkppzs2QByHyK\nHF40eRYC6fA8k8V1koGJboJJPk4mC9O3wo4R0CzXRHJL88JF55InQ0MU0+p3ualx4KKJHOzYsIi1\ndXXhW5dnESLyNcD3A38H+EJVfahm3yHwEPARVb3He+07gf8APFlVH637zJMiiDat854NfD3w+yLy\nwex936uqv9x0cEHyCSKE2ATfhgjqJvdtu5fy+d9B4XJaZBOk8NjE7gzW53x9XkwCQMlve/MtU6aT\ngVkxXkla9BCmnMjUsStdCQ3kYG/2utVhU++Pla0HKFsPbVxLbcvrlt5vyELSUcliqJBFThKFxWEE\n7muGJI6uwChhdHCR4cAcY76cMF0ecW4ERsxY5PqcdUvengqXJnBLqlnOyTKPHrMLiAsXp7lm5WpX\nfkLbWmPBRQM5uNYDUHoMcdfSNgr2qdb3X9kg/gD4KuAnWuz7KuBh4KK7MUsf+DLgQ20+8EQIok3r\nPFX9DVasiSxZhEdbIjDbmsnA3efEGp7XkkSzLmEngeN55lIooSpet4poSVevFutOAvnzoG85Tg51\n1kOI9FtbD9MqGQBR15JO5mhTQ44alPUKhyyswO1HQ1mysISymCLcBMdXkIOLuSgPWQ5IVorc6hIw\nxLolYZBbm7cfCJeOgQthXaJcTM/73dPI9gjqtK825OBqUhC2LNt08zsLUNWHwcxvdRCRO4GvAH4A\n+A7v5f8IfDcBr00I+5lJjQQnBwufDEIryzrNQVTNsmETWMTLGfsYDROGg3GWNTtnvpyUdAmzQmyv\nS9yOEa+PkyVX808pT3C1k0Fgv65EUZkEaiaAruRg0Wg91CEWzhokB/MdLG+Y73BwbtSZMPT6DDk/\nrorbUCGLXNy+cA64Cklq4nfmJixWxge5LmHcTYclXQLILU5fl7DNp6wucY2Em28pCNP2FYn97m3H\nQ8xaLQvS9eQQci351sMpIoUniYjrGro/0083iddhSOAmd6OIvBjjcvrfTSRjsZcEAXELoisZgEcI\nsQm9aaLZECQLawQq1kS1q1mZLGp1iWy1aHWJUG2ew8PmhkNdO9b5K0QgOgF0RWvrIZYEF9AZQrDk\noMdzljfmuQ4RmpJiqpgeL5BshtPMgoiShSduC5htF7KDHVxAj6+WdYlMvLa6BBxxMVkEdYk818TR\nJaAQr03fhmn22FyRjTrzx0fdeLD9H0JoG80Wci0Vj8vWg+te2mRk00I7ldd/VFWfGXuxLvpTVRtX\n/SJyD/AJVX2/iDzH2X4O+F6Me6k19pIgrAWxNhlAmRBcEoj5rHeAOpIAQxL25jc3hUsW0EaXiK8M\nyxPDuugqSu/UenBQaz145LCcwCClIliD91PdmDM4V38LhsmiLG7r1WvGooBCnxglhS6RkYSrS5jv\nxlqd5re+NbUVcoccDAtdAqSIgJsOigJ/02FlnCTptDI22iwsfMRE6Rg5uK6lk67AvA7qoj9b4tnA\ni0TkbuAAuCgibwFeCzwNsNbDncAHROQLVfVjsYPtJ0GI5AXWfAQJwUULQsgrdu4C7vnMs2SpUYIc\nXGwkiUKXMK4Eu0o0aKdLuJNBaXvNyjA0Sfg4OhpFfcurkIOPEFEEXY4trIcm1xJQIgeAUNXuEGnE\nCEOP58iBfWysixhZSGrcTHr1GnLTBbh2zdMlyMdMMjjMP87VJQrxuqpLQDE+bEOn44VZ0U+yYo9J\nssjHSHhsdHO11QUsABVysChIws2H2a57SdmZSN0IVb0XuBcgsyC+S1Vfmr38KXY/EflL4JmnNYpp\nywhrELXWAdRaCDkplCbs3VsRuWPo+AoyPqjVJUwVvnLmtV0l2oQp/8hWl4DyoHcnAwt3UuiOdlEp\nbSOWYmGtvvVQlNNYzyXo6g56XJDDfBb37Y4InPtkjnuKCytQQ5AwQmQxuO0AybKxlUzEtrrEuZtQ\nrpZ0CZtUZ3UJm1QX0iVsUp3NlzgYmUY950fGrXJwuMzHSYwwoDtpdBGlzTlXv9vQWDlFWkRniMhX\nAj8KPBn4JRH5oKp+uRf9uVHsJUFIpkHUWgdQnSRiVkKIFE7QxeQX1Yi5nGwMfDipbpkLk9ad4B/Z\nTgIW7mRgESIOaE8esQmgLhM25lqy2In14OkOYMhhXls+PTw5VYjDIY0QYVjhWw6KH0POjxlcBK7d\nQKezQpcAEwprdQnML+zqEkC+oPB1CcAJcDA1sA6Gpry2TxYQJ4yuaCNKW/iupRAJ7EM/alV9B/CO\nwPY8+tPb/j5MnbvQse5q85l7SRDgrBRdrEMI7uNY+OMO0ZYkLOqS6gBuT414bXWJvPLnyLZ2NPBJ\nA8LE0RaxCaCyX8C15MMnAt/NGLUeVnAtARXdAWC2gjZjvIbe9cxgNM4mtcwtNUgNYYBJwLOEsQQk\n3z5HbsJxN92o6hLzaa5L2KS6trqEGSPkXf58sgBvjDjX1YYwci2jBTnUVfS11sMuLIalrtb7+yxg\nPwlCl/GJwO7i6whdSMEt2rZL2Jj3rORCHveeoY143ZRUZ1G0+Swmgfw1jzRiiBGHK3RCu1IJoUzY\nOmHaRaP10BKhkFbXtTSfDlhM6yaK+OQ4mwwYp+XrqxBHgDSsq2l42wHLvz5icNshcISkM2OXJONC\nl7hwAbhW0iXcpDogT6qL6RLW4gSiZOGisqDoUH21DTm0sR56rI49JQgNZsd2shKgIAWXCE6KHCLI\n/ctWvI7oEtOl6QrUJamu5DpwCMM8X400gNIk0UaULr3Vcy256Gw9dHQtQTWk1SUHaz2EdIjRWBvI\nAxbTIcOk7Aqxx7Tk4Q7PUbI0pDGZA8e5XiHpKKxLgFlgZLpEnlTXstjfYxNTFXWyMOXl02ERNp1r\nEjVkUYFHFu7CIS2NkdVDnXush/38ylXL/YEtNkQKoXILu0Dd7dbocqJbsb9J3lym3CS+pEk0kEYb\nnK8hB4s611JTWGtt3kMITVFLgXwHSw6LqdToEO1WtpZcckshw8LRcyyJWPI4vGkOV4ofxmoTJV0C\nKrpEKamOdsX+JosB50aLPNAhHWo+XtyxYlAkOLYaF97CwVoPPpqsB9+9ZPUH+3zTYbCqHRZHZwx7\nShDLsPtgE6QQ2mcV+DVsWsAngabX19El0qHm282qsUoY8bNwUT8x2AkgVoCvybVk0eRmam09uGgR\n0jqfSYUcFp4FMRxrg3hdRcVScF+rWCgjxumSA8x5DW89KKVISjo3EvN0VugSNqnO0SXaFPsrJlvJ\nLc8mq8KgG1l0dS312A72kyDQaj3/ECHA6qSwrotplff7ZRaScaFLnDNaRFeSCOkS/o1v9tsUYYCv\ndRwMq7HsoSzYUM5DXVhra+uhrjsc9SGtduKPkQMQ3NYFi1lYjR2Oq9/taLYk4TiPfJLJPKxLgBk7\nVpegudifzdK3RGDHC5CPGfPYlnYpyKIMv9lTFV1F6Zj1sAss6JRJfaawnwSRuZi2RQqhDNldoNov\nzsXVkngd0yWAxmJ/pvsYJXeC2W8ThGHPnnz/cm8Hv+lP1bXUOazVsR7qCvKtEtKaWw8ZOcx26H2c\nTcx3Ps5KYCymwsFNwLUlCXMWfx3RJWxSXamrXXOxv+nSLeeyJB0aspgsTBc/s7gIu6BcYbtAMQ5s\nJJRFne7QxXqoC2/dZkvgfcGeEsSyWo1zQ6SgToOTuuYwPuT8Zqq/1pNEGSFrwt70zcX+IBksmC7L\nlkQbwihbCPWE0UZ3sPCF6VZhrS783JVYvaUWIa2+7gAwm8DR0Xor1+mku8vk5luGwJB5ZlEMkwEw\nz8Rrg8EtsPzrY6NLQCFeQ6dif0A+XhY6y8ZA2aooxkx3F5SFby3UJcT51kOPzWFPCUKLm99iA6Tg\nEkJXK2JVq0MCvXvXJYk2xf7K1kHR57kNYdibOEQYPnxyCLcOLbuWOoW11lkPFgHXUlNIqzl0VXfo\nMsFPjlcnE/9zklS4eMuA4+tDDlhwdLWsS4ARr4O6BLQu9jdfTvIFhkmuK5IxgdLYKVyWXYTtclAE\nhF1L9d0iq9/rNl1OO+wHsXPsMUHMtkYKqzSFWRXuZ0kW8y7nx0UNHl+XuHCuegy66xJmsrdRH2HC\nmC6rlkSMMMo9e8X5rPrqm75ryUWrsFYLX4/yhelVQ1od19LR0bLVpN+GRLpaIklqvtPDwwEwZDRz\nIoJYwGMRXSJLqmtb7M+Sw4g0t0CHMmahZnvIBeUL21CUe/GtCou6Oksu+ryH7WI/CQKaySFAEl3I\nYZ3GMBKK3dsUIuJ3V5Iw7oOBQxKFVVDclGaSNFbFMnt9kE/yxr1Q3tdFQTpVi8HFytZDCIESKX7Y\ncqi3tG8Buq4lC3/ib2tNtCGD6aR+nyQdMp0oh4dWFB9kobIDRsmSEcqAoqFRcX2GJMyH2HvDfh/X\nSiRhx4whhBkMyInCh7Uo3IKR5YFW1rrMeygtJEJupVBCnLuo8ENb3W3l4/T6QxvsL0HE4Pb2PaFk\nt6KWztn7+svi9DKzJsyNZ4misCbUsSaW+HpFSHewaBKmY1jorH6/UVIhCUnTvLeCeV70ZSi2jRgw\nh2w3m4vgHsqs4ge5FZGkspKmEEKSDhpJAgzZjNMismqY2BDbJUmqLG/MGQCazb6SDkuLKIHivhgl\nxgobpbmbToYJmnVsBCNejwZpNM2jCICAcsl587hYRAzyMWGXMm2Jwd12EsSwVFauOXXacfZmqLbw\niEDStHWCm6RDU0r5/LiTEN0Vbknn04CFzjLfcv01h0gCXIGybE3UkYTdXhy7Xpi2aNXydZiES2mM\nEvPfXSC4eSluvSOLLHrJrMrN+S6mwyxHYQAIR0fVj2pDEoeHg7XF7RgWU2GcBSstJzDMHhe6SpZU\nZ+8X26UOIDHfnQ4nFesTvN8gMw6sywmKx4XLyXx3xaKiShg+uhJDeSz1FsO6OD2z0yYRaaeXk4Rv\nReQkMtp5COtpIQmbPdsWvsvJJwmzzzLocnJJwqKNMG3+x78rMyFl5bFFylFMowT8/AdLCp4l6RKD\nHQ+2KF6dFWH8/9lq2NEiNkUSba2I2QSGY/f5IE+208mcJTC0vSayBZBta5pbEcm4cDWNpsbVNEqK\nZMNhgqjm7qahjIKuSos6l1MxRpalIAfzvtWJoSeF9XHyM9M2IFK++U/QndQGJ00SIR9yWxTuonqS\ngMLl5FoYdW0hzfs3cJOPD2B2jIxsGKdnVWQCrUItWbS1IqyrCdi4uylEEoaYyljMJDeUgJKbCcoa\nmmk+NM/dS0pmUZgPrC1xb3UJlyRspBNQbKfQtQwRFK6lsEZhENIX4HQRg6qs0RfldGM/KVacy8oH\nuvnvJwedFujxfC3he1V0tRxCcN0AdSIhxG/4LtZDk3upyUXGKKE0e7pIxllE2CjXIiwG50ZGi3Aa\n/AwTZTTWfIVuJ2sbVZQeFGPRboshNNGvg1B5j+UksyJuFL+7CefNQojcvJDpzFgRGTHkGehzp2zJ\nYppbEjaAYDRI86gyd7t9nA4Huf7kuhTdxcK5kZYsBruf/XPHWnGswV5bDSLyQyLyf0Tk90TkHSJy\nS2S/N4nIJ0TkDwKvfUt2jD8UkR9s+sw9tiCyu7jJcjgFbiYXu7QmGifSDlhVvO4S1uqjzt1U7BTR\nIaAYIxYBjaqS4BixIsCWvjDWw9HRMrca0oP2wvUmXU1Q5GyMA225/QWJpsPcvRQUrIkXyagTr9vo\nEiEt4qxEJOlSou13N4wHgHtVdS4ir8W0Fv2ewH4/Cbwe+Cl3o4g8F3gx8HmqOhGRTwm8t4T9JAik\nukIMCdY1ricrVJ8EdkESKhIuk+TAhri2xTridUyYbqM9xFDRIRogaVr+SgILhTotApYsZsNsMl6d\nJLaBopFREfLKufJ3WgjW2YVZwToZl91LwwSdT/KeEm6EE4TF6xB8XaIsXm+PGFoFOJxCqOp7nKcP\nAl8d2e/XReSuwEvfDNynqpNsv080feaeEgRlgggI0iXUEUVNJJM10wfnNv81nrQusSqaSMLdHhKm\nXaxzI1fCXccHAIXWAI1tY0NZ7JAVRp/Mo1bEYiY5SRgsO5HEpq2IGGzIq4+KYN0ytwaIitdtdImy\nFmGwCWI4ZYTwJBF5yHl+v6rev8JxvhH4bx3f89nAPxCRHwCOge9S1d+pe8PZm4HaQAbGtWARIIdg\n2OuKYvbSaS6/Sfj5Enq8iE5anTCM+N83hC4RTna7+966CWClm70p3NVF61BokxcxQplPy1YEDHKS\nmE2K6KZNk8S2oJN5HvYaFayzHAkT3ZRWc0vcREwoe5ACsPkS5UTM1Yhh14RgKvu0Jq1HVfWZsRdF\n5FeBTw289BpVfWe2z2uAOfDWjqc6Am4DngV8AfA2EfkM1biZvacEIUXEClT1CJcIguRR1SGatIlt\nkQScfWvCdS35JFHsGxamzeP21+6Guq4C380Uk5WtFQFFv4ZSUx/HknBJwr57E+6mJG2elGz0UnHW\n4LqZwtkHhRVRulcivdgrusT4wIjXK+gSPoO0IYVTZiGsBVV9ft3rIvINwD3A8+om9gg+DLw9e99v\ni8gSeBLwydgb9lPyF6NByCgjhlFiSCKLUMl3SwPKXen1bsKTGxmyaeQlEtYV0DNXy64Qimm3kSj2\ncRdhuis0khOzCdiIplFeRbWIaBoly7xfgxWI3QinNtFNq0Y1HR0tmU1W60Ohk3nRHMntkQFlonBD\nXxdOlJONcJod5xFORZTTKI9yso/d0ik2wgmIRiQVUVHF3xMFIvIC4LuBF6nqjRUO8QvAc7NjfTaQ\nAI/WveHsLUvbQAbFRDiPiNXZ43zFuKE8iW3qEmcVdbqEu4/FqtaDj2DZjVFS1iEC8F/vYkXYNdd8\nJnl+hG9JWPHazZWIWRJdXU3TiTaG01osJ1SsCDmwZUY8wbrl/ZHrEi2S6lxdwkUhXp8N62C5FI6O\ndnK/vx5IgQfELHweVNVXiMinAW9Q1bsBROSngedg9I4PA9+nqm8E3gS8KQt/nQIva7JC9ncWy/zs\nMp+WJ4OQeynw2rrhrtt0Oe0CXSOYmhAjiW5hrWtOFlnC3CbhaxEWo7GWSCLbu0ISri6xi+imUjRT\noCNdqXqwrdPkhr2Cdw9FdInAZzfpEq543aMKVf3MyPaPAnc7z78ust8UeGmXz9zLX0NRE+II5RXj\nfFqOfXcFa+e5Txx+JJPbWawOWxOvr886u7+AeHLYjhATr0NhrU3oPJHU5UN0hBsoELMiFlMpkcR8\nOsjzJLqSxKYE68VUHDG9gC2/MaBcQNK3ImITfwgV8bqFLlE53w0kce4CumRXeRA7x14SBCgLnZlG\nJxkE01IxiIgVsQmcdUtiG3DF67rGL5taTbbOh3D1J+JuJj/s2bcixmnmWqohCYPdkIQVqn2LYT4T\nI1Z7Upzf78QVrMu1mtwFla3bVFTLrUuqg/pif6tYE2eFUM4S9nLmUlUz0AbjfDACZT3CjciorcWz\nfsJcTxJVlF1OzdbDqu6lWPnvUpSbRSRKJwbrr/etiPl0kJOEhU8Sbq7EptxNk+NlSfyuw3w6cCwe\nA5sX4UfMuXWaoIUl4ZZUjyTVdS321ybrvyeUzWMvZy3Nbn07OcgwKRdrg6CrKYet28SPrz6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p = bs.plot_phase()\n", "p.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Another Example\n", "\n", "Another example is demostrated here for a periodic lighturve with poisson noise." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "dt = 0.0001 # seconds\n", "freq = 1 #Hz\n", "exposure = 50. # seconds\n", "times = np.arange(0, exposure, dt) # seconds\n", "\n", "signal = 300 * np.sin(2.*np.pi*freq*times/0.5) + 1000 # counts/s\n", "noisy = np.random.poisson(signal*dt) # counts\n", "\n", "lc = lightcurve.Lightcurve(times,noisy)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "500000" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lc.n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, 'unbiased' scaled Bispectrum is calculated." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "bs = Bispectrum(lc, maxlag=25, scale='unbiased')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([-5000.00000001, -4800.00000001, -4600.00000001, -4400.00000001,\n", " -4200.00000001])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bs.freq[:5]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 0.0021, 0.0022, 0.0023, 0.0024, 0.0025])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bs.lags[-5:]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "500000" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bs.n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 4.16469688e-04, -1.15175317e-06, -1.07527932e-05,\n", " 3.12465067e-05, -1.49891250e-05, -1.13491830e-05,\n", " -3.01378025e-05, 8.84909091e-06, -9.76499980e-06,\n", " -4.03093430e-05, -1.39169834e-05, -1.06733571e-05,\n", " -3.56900080e-05, -4.36904080e-05, -1.64739272e-05,\n", " -6.07642325e-06, -9.40724231e-05, 3.20972054e-05,\n", " 1.10825598e-06, 1.57445478e-05, 1.50738698e-04,\n", " -1.53088049e-05, -1.06758132e-05, -8.50761732e-05,\n", " -2.70732731e-05, 5.15575763e-04, -2.26276548e-06,\n", " -5.46966498e-05, -3.49049233e-05, 6.93111630e-05,\n", " -1.96629892e-05, -4.00897434e-05, -5.37940654e-07,\n", " -1.25908665e-04, -4.04722751e-05, -1.95122973e-05,\n", " 7.48985545e-06, -1.59418559e-05, -3.40950546e-07,\n", " -5.28946188e-05, -6.77547458e-05, -2.58282563e-06,\n", " -2.16597857e-05, 2.08264564e-05, 1.62145798e-05,\n", " 6.20770115e-05, 5.74011370e-05, 3.04301082e-05,\n", " 5.42455829e-05, 6.16520488e-05, 5.25699675e-05])" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bs.cum3[0]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 0.10270301, 0.09674684, 0.1026435 , 0.10278492, 0.09607422,\n", " 0.09961388, 0.10090391, 0.10316149, 0.09881147, 0.10027435,\n", " 0.09052907, 0.10086312, 0.09964639, 0.09224589, 0.10189853,\n", " 0.09783874, 0.1029246 , 0.10003251, 0.1003841 , 0.09654483,\n", " 0.10021589, 0.10265071, 0.09913028, 0.10406698, 0.10248613,\n", " 0.12079938, 0.10038381, 0.09376602, 0.09916139, 0.10218425,\n", " 0.09798569, 0.10296954, 0.10377357, 0.10144925, 0.09848511,\n", " 0.09731673, 0.10031293, 0.09733791, 0.10085873, 0.09769191,\n", " 0.10021328, 0.1000008 , 0.10362033, 0.10352851, 0.09763424,\n", " 0.10249754, 0.09752426, 0.09520164, 0.09959243, 0.12395456,\n", " 0.10188173])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bs.bispec_mag[1]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ -1.44942123e-02, 1.67988284e-02, -3.06544878e-03,\n", " 1.24304742e-02, -4.69267453e-04, 1.80410887e-02,\n", " 1.18875941e-03, -1.85154750e-03, 2.17338081e-02,\n", " 1.03821918e-02, -7.09489717e-03, 1.05358508e-02,\n", " 4.01625879e-03, -2.05403388e-02, 1.17686452e-03,\n", " 2.56746832e-02, 2.17353559e-02, -7.69020683e-03,\n", " 1.54447950e-02, -9.03814639e-04, 3.43660863e-03,\n", " -5.37971533e-04, 9.42017522e-03, 1.42720920e-03,\n", " 1.17025084e-03, -5.00982277e-03, -1.53439701e-02,\n", " -7.63874625e-04, -4.10637611e-02, 2.41131565e-02,\n", " -1.95500843e-02, -2.98681684e-02, 1.23914953e-03,\n", " -2.75100800e-02, -3.88428578e-03, -7.87537903e-03,\n", " -1.53613857e-03, 1.47624077e-02, -4.86162981e-03,\n", " -2.76731089e-03, 9.30828311e-03, -2.86531767e-02,\n", " -1.16465064e-02, -2.30165990e-02, -7.71187242e-03,\n", " 2.00694116e-02, -5.16511843e-02, -1.98737477e-03,\n", " -9.87738671e-03, -2.09922507e-17, 1.39146079e-02])" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bs.bispec_phase[1]" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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TOWtXNGa2q5k9peKzaxIy84nPLNt15rnIM8U26gb/2Pm0lSGUm2/I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\n2LC5eWv/DZtmtlXS7CTilcAHzOwGSaf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p = bs.plot_cum3()\n", "p.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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WgPVnPU9Vw1SEk0e5HuE+v4jLF/t8YDTj3M0po2ydF9zwBLccO0aeTfjEFcXF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\nkchM+X8sWHGKYmCUNgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p = bs.plot_mag()\n", "p.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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EpAR+UCn1QwAi8gHgtlLql6QdGr0GfGTNvl6XPbbg4yG1woFrbpIbxzvomii1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\nKF1QamLzy0O4YC68l20iVtF6GVp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p = bs.plot_phase()\n", "p.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Window Functions for Bispectrum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`Bispectrum` in `Stingray` now supports 2D windows to apply before calculating `Bispectrum`. \n", "\n", "Windows currently available in `Stingray` include:\n", "1. Uniform or Rectangular window\n", "2. Parzen Window\n", "3. Hamming Window\n", "4. Hanning Window\n", "5. Triangular Window\n", "6. Blackmann's Window\n", "7. Welch Window\n", "8. Flat-top Window\n", "\n", "Windows are available in `stingray.utils` package and can be used by calling `create_window` function.\n", "\n", "Now, we demonstrate Bispectrum with windows applied. By default, now window is applied." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": true }, "outputs": [], "source": [ "window = 'uniform'\n", "\n", "bs = Bispectrum(lc,maxlag=25,window = window, scale ='unbiased')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'uniform'" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bs.window_name" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot Window" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Ced3eYsGszLtNyzmXCaw+t3FuMbOhjdjYz4EfmVm14oLiJH0b2GRmf5d0etiV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\n8XfOuTz0/wHRcxpuECIMWwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cont = plt.contourf(bs.lags, bs.lags, bs.window, 100, cmap=plt.cm.Spectral_r)\n", "plt.colorbar(cont)\n", "plt.title('2D Uniform window')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Y66WWIhPqpaHoJJolD+9YY/68xeWLMszLmvMWbh0V3eSvqtUgMd2PdbaIlLok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\nsC/XeNkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mag_plot = bs.plot_mag()\n", "mag_plot.show()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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G4GdIWevDKfZ6D76YB23dw2ULIFuTQZauVwewqcuWEMzvWwSQpsjhAZF12wwH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\nam11/u0YmzE4JPEGo3j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U035N0gxS4rk/Ih7Nzf+WtCgituXLT9tz+2T2W9lOBc6TtByY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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "phase_plot = bs.plot_phase()\n", "phase_plot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let us try some more window functions." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": true }, "outputs": [], "source": [ "bs = Bispectrum(lc, maxlag=25,window = 'hamming',scale='biased')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'hamming'" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bs.window_name" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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uro36feK3aBC/7+13kb59HSN7n/hXiS2ws2nz/MWcUhgWnhi4mYEVAtca8rKB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\nviVw3q9RDWhJRib/jCDaFoq3GMMKsuf7AuGPD4B0EeiGSzY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cont = plt.contourf(bs.lags, bs.lags, bs.window, 100, cmap=plt.cm.Spectral_r)\n", "plt.colorbar(cont)\n", "plt.title('2D Hamming window')" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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IxV5HLDvz1DgUt5/rSldDUsqQs4GVHIt52vZ/ireZixCp2O/2fvlSyxQMvROn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\nuAN4OyL+AX6U9EkD/TRrPScWm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mag_plot = bs.plot_mag()\n", "mag_plot.show()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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HA9G8jlU37i9MAbRV3Ehr0ZwKhwIDQO6+dHVSll152h6NkjYi4Fmdvyh6CvY2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\nt6go9y5zFnR6MwwvTlGT26AyPcoo0qn46FjjUkqQLdKGfeP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VXt3pIuDZLQ6C3NTNa7C3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7Of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\noijK1FHjoyiKokwdNT6KoijK1Pl/Hws37LeDaxgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "phase_plot = bs.plot_phase()\n", "phase_plot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Another Window demonstrated" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": true }, "outputs": [], "source": [ "bs = Bispectrum(lc, maxlag = 25, window='triangular',scale='unbiased')" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'triangular'" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bs.window_name" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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iCsLyBIL9205bhIU6tjGciFk2WjImxbJvBD6hqt8GUNUn3WN3AD8AvMXdvgkk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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cont = plt.contourf(bs.lags, bs.lags, bs.window, 100, cmap=plt.cm.Spectral_r)\n", "plt.colorbar(cont)\n", "plt.title('2D Flat Top window')" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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LWDirLMHsZ3BflnO0V7CzW7ZeOG6yKYgnpZd8Fd/8yxZSrQ3pnj2vNCeBuHP0ZODbBzrN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3AAAg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\ngd8VEVHVxqeiLPTlEUr4sJXmA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bs.plot_mag().show()" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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dOI1/HYuVFXoFu513OaanQaC1fwCXSl6cM8qnoGGgqp4WnTm7bdUXoHvOIwX1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\nAtCiBXc12Pgrs7g4ysZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bs.plot_phase().show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }