GalacticDNSMass

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commit f6ccce927973f1ce2c4468ea1d2e5c21ba73000f
parent 424ac0fd69764d7fbb2959dbb3c541577d4d8a5b
Author: nicholasfarrow <nicholas.w.farrow@gmail.com>
Date:   Thu,  1 Aug 2019 18:51:06 +1000

Separate main results plotting and corner plotting

Diffstat:
AmainCode/Plotting/CornerPlotExamples.ipynb | 1240+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
MmainCode/Plotting/ResultsPlotting.ipynb | 362-------------------------------------------------------------------------------
2 files changed, 1240 insertions(+), 362 deletions(-)

diff --git a/mainCode/Plotting/CornerPlotExamples.ipynb b/mainCode/Plotting/CornerPlotExamples.ipynb @@ -0,0 +1,1240 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Samples found and loaded.\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import corner\n", + "\n", + "import pymultinest\n", + "\n", + "#Imports\n", + "import numpy as np\n", + "from scipy import stats\n", + "from scipy.special import erf\n", + "import json\n", + "import os\n", + "import sys\n", + "import random\n", + "\n", + "from math import log10, floor\n", + "\n", + "\n", + "### Top directory for the location of project files.\n", + "topDirectory = '../'\n", + "\n", + "if not os.path.exists(topDirectory + \"Samples/pulsarSamples.npy\"):\n", + " print(\"Samples NOT found\")\n", + " sys.exit()\n", + "else:\n", + " print(\"Samples found and loaded.\")\n", + "\n", + "### Load samples from files\n", + "pulsarMassSamples = np.load(topDirectory + 'Samples/pulsarSamples.npy')\n", + "companionMassSamples = np.load(topDirectory + 'Samples/companionSamples.npy')\n", + "totalMassSamples = np.load(topDirectory + 'Samples/totalSamples.npy')\n", + "bothMassSamples = np.load(topDirectory + 'Samples/bothSamples.npy')\n", + "ratioSamples = np.load(topDirectory + 'Samples/ratioSamples.npy')\n", + "chirpSamples = np.load(topDirectory + 'Samples/chirpSamples.npy')\n", + "\n", + "\n", + "bothCorrSamples = np.load(topDirectory + 'Samples/bothCorrSamples.npy')\n", + "\n", + "### PDF functions\n", + "# Single Gaussian Functions\n", + "def evalSingleGaussian(theta, x):\n", + " mu, sig = theta[0], theta[1]\n", + " return stats.norm(mu, sig).pdf(x)\n", + "\n", + "# Two Gaussian Functions\n", + "def evalTwoGaussian(theta, x):\n", + " mu1, mu2, sig1, sig2, alpha = theta\n", + " return alpha * stats.norm(mu1, sig1).pdf(x) + (1-alpha) * stats.norm(mu2, sig2).pdf(x)\n", + "\n", + "\n", + "# Uniform Functions\n", + "def evalUniform(theta, x):\n", + " mMin, mMax = theta[0], theta[1]\n", + " return stats.uniform(mMin, mMax-mMin).pdf(x)\n", + "\n", + "def evalUniformLowerOnly(theta, x):\n", + " mMin = theta[0]\n", + " return stats.uniform(mMin, 1-mMin).pdf(x)\n", + "\n", + "\n", + "# Half Gaussian Functions\n", + "def evalHalfGaussian(theta, x):\n", + " sigma = theta[0]\n", + " \n", + " #Calls erf from scipy\n", + " normaliser = 1/(erf(0.3889/sigma))\n", + " \n", + " return np.piecewise(x, [(0.45 <= x) & (x <= 1)], [lambda x:normaliser * ((2**(1.0/2))/(sigma*(np.pi**(1.0/2))))*np.exp(-((x-1)/(sigma*2**(1.0/2)))**2), 0])\n", + " \n", + " \n", + "def evalTwoHalfGaussian(theta, x):\n", + " sigma1, mu2, sigma2, alpha = theta[0], theta[1], theta[2], theta[3]\n", + " \n", + " normaliser1 = 1/(erf(0.3889/sigma1))\n", + " normaliser2numerator = 2/(sigma2*(np.pi*2)**(1.0/2))\n", + " normaliser2denominator = erf((1-mu2)/(sigma2*2**(1.0/2))) + erf((mu2-0.45)/(sigma2*2**(1.0/2)))\n", + " \n", + " #lambda x: alpha * normaliser1 * ((2**(1.0/2))/(sigma*(np.pi**(1.0/2))))*np.exp(-((x-1)/(sigma*2**(1.0/2)))**2) + (1-alpha)*(normaliser2numerator/normaliser2denominator)*np.exp(-((x-mu2)/(sigma2*2**(1.0/2)))**2)\n", + " \n", + " #Calls erf from scipy\n", + " return np.piecewise(x, [(0.45 <= x) & (x <= 1)], [lambda x: alpha * normaliser1 * ((2**(1.0/2))/(sigma1*(np.pi**(1.0/2))))*np.exp(-((x-1)/(sigma1*2**(1.0/2)))**2) + (1-alpha)*(normaliser2numerator/normaliser2denominator)*np.exp(-((x-mu2)/(sigma2*2**(1.0/2)))**2), 0])\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "def loadData(filePath):\n", + " #Loads text file into an array, excluding the name column.\n", + " stringArray = np.genfromtxt(filePath, dtype='str')[:,1:]\n", + " #Converts strings to floats\n", + " floatArray = stringArray.astype(np.float)\n", + " return floatArray\n", + "\n", + "### Load core data (See Table 1 of paper).\n", + "coreData = loadData('PSR_BNSmass.txt')\n", + "\n", + "### Load total mass data\n", + "totalData = loadData('BNSmtot.txt')\n", + "\n", + "pulsarMass, pulsarUncertainty, companionMass, companionUncertainty = np.transpose(coreData[:,:4])\n", + "totalMass, totalUncertainty = np.transpose(totalData)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "def cornerPlot(samples, bounds, parameterNames):\n", + " plt.rcParams.update({'font.size': 15})\n", + " return corner.corner(samples, bins=50, smooth=0.9, label_kwargs=dict(fontsize=16), show_titles=True, range=bounds, title_kwargs=dict(fontsize=16), color='#3fcca6', labels=parameterNames, plot_density=False, plot_datapoints=True, fill_contours=True, max_n_ticks=5)\n", + " \n", + "\n", + "\n", + "def createPostConer(dataName, modelName, plotrange, parameterNames, save=False):\n", + " \n", + " prefix = 'out/' + dataName + '/' + modelName + '/'\n", + " \n", + " nDims = len(plotrange)\n", + " a = pymultinest.analyse.Analyzer(nDims, outputfiles_basename=prefix)\n", + " paramList=[]\n", + " for params in a.get_equal_weighted_posterior():\n", + " paramList.append(params)\n", + " \n", + " paramArray = np.asarray(paramList)\n", + " \n", + " round_to_n = lambda x, n: round(x, -int(floor(log10(x))) + (n - 1))\n", + " \n", + " for index, pName in enumerate(parameterNames):\n", + " #print(np.shape(paramArray))\n", + " \n", + " paramPerc = np.percentile(paramArray[:,index],[5, 16, 50, 84, 95])\n", + " roundedPercentiles = [str(round(number, 3)) for number in paramPerc]\n", + " \n", + " for index in range(len(roundedPercentiles)):\n", + " number = roundedPercentiles[index]\n", + " if len(number.split('.')[1]) < 3:\n", + " roundedPercentiles[index] = number + '0'\n", + " \n", + " gapChar = \" & \"\n", + " print(\" & \" + pName + \" & \" + gapChar.join(roundedPercentiles) + \"\\\\\"+ \"\\\\\")\n", + " \n", + " livePoints = paramArray\n", + " cnr = cornerPlot(livePoints[:,:nDims], plotrange, parameterNames)\n", + " \n", + " \n", + " if save == True:\n", + " saveName = \"plotOutput/\" + dataName + 'Corner.png'\n", + " cnr.savefig(saveName, dpi=200)\n", + " \n", + "\n", + " \n", + " return cnr" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['0.129']\n" + ] + } + ], + "source": [ + "paramPerc = [0.1293]\n", + "roundedPercentiles = [str(round(number, 3)) for number in paramPerc]\n", + " \n", + "for index in range(len(roundedPercentiles)):\n", + " number = roundedPercentiles[index]\n", + " if len(number.split('.')[1]) < 3:\n", + " roundedPercentiles[index] = number + '0'\n", + "\n", + "print(roundedPercentiles)\n", + "# round_to_n = lambda x, n: round(x, -int(floor(log10(x))) + (n - 1))\n", + "# round_to_n(0.1299, 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " analysing data from out/ratio/half/.txt\n" + ] + }, + { + "ename": "OSError", + "evalue": "out/ratio/half/post_equal_weights.dat not found.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mOSError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m~/.local/lib/python3.6/site-packages/pymultinest-2.6-py3.6.egg/pymultinest/analyse.py\u001b[0m in \u001b[0;36mloadtxt2d\u001b[0;34m(intext)\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 34\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloadtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mintext\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 618\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mOSError\u001b[0m: out/ratio/half/post_equal_weights.dat not found." + ] + } + ], + "source": [ + "cnr = createPostConer('ratio', 'half', [(0.00, 0.1)], [r'$\\sigma$'], save=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " analysing data from out/ratio/uniformRatio/.txt\n", + " & a & 0.665 & 0.70 & 0.733 & 0.748 & 0.754\\\\\n" + ] + }, + { + "data": { + "image/png": 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bfLymAiPLytqAH0QzHxTLyjMt18Zj2ZALP25jDrABmBT/HgYsAf4IPB4bgacIIWR2vcH0skOcu4HLduSb8SC/Q7g9DcssOyYuOzcHXdcBS+PFdm/WQMCHCbnsuxp5QWW2121GhpBBWQd8t9J6wBDKMkIN0LhPvMA3x+P1P9HAe2WW3wP8Bhhfl2022xRVHIS/JYQUkzNlpdvTTYTYa0RPJ7TOmo4EHosnZGG8C4gtIcTMeNL2yPnYDYg/vxPvIlult5qoZTdCh+7YeMxOJsTppQvq8HjMtkpn9uZTmKxFCTO7CjjDwtBvaVLQhrhYwHozW2PxaDRJ032EzMUAYkfPAhsz1V4l3E5zw7ZkU+4jhGafBWjmnI/SaKGZrTCzuYS4dwLwetSnWKeN0DCsrcd2m27k0o52NzxqYfwdSYNKho2TSXYAnpHUVu/h1a50lVJAZnYpcBHhwN8l6UhJwyTtQpi/sIY6nZRqtXWFmT1CyAacLWm8NWgWXiVdFRqYNwnTXL8qaZdo5rGETvNbBDP3nRxue9v0Yt39Cb3Zt4hxVjN18f401nGEFm8zIQ/6HCHt9uEiHDO23Lr3I8TK/5K3LuDvCANdSwjp0ocJHb8p9dLUlPnIMXF/KWHm0/pohLkW5552N6dY0hmELEY78DkzW5yHrjiCtzn+PgT4FCHMeBt40OJsrjy0dbH+YOBq4BIzW5qHrrLfTyT0NfYk5LIvN7Pn66ar0UaOJ72D0GotBbYl5BQXEFqL+2M9mZllDRPLjyP0xH9qZr8viq5GUodjNtjM3iuarrisDdhk9Q536n3bqXBbOZXwmM2kTNkBhFxnJ2Hid6Vb+H6Z3wcXSFfD8q9F11aPc9moTzM6e+MBLLamsbVYCBwWl58n6TOxTunW/W/AfEnTY3ndW5c+6LpT0rQG6GkFbX05lw09Zs0w8lPAzgrPtmFm78VsxCuE3v5I4HxJ2UeWOgiprJcLquuVBuoqsrai6mpKaDEKeBS4kffPlSgNJuxHmLc7p2y94f1RV5G1FVWXWZNG9oCDCTOavs37Z7KVRuwuIwxXbp85KA0fuSuqriJrK6quprzXwsyeiNmHewGTNNfMXrUtI3brCE85vGNxtMziEeiPuoqsrai6mvaCFjN7QNJRhCeOd5J0vZn9VuEhxF0IQ7yDgUZ07FpOV5G1FVFX01/QovBoy5WE57iWxeJJwAwze6qpYlpAFxRXW5F05fKmIUnjCHN5pxMyE3dYHUefektRdUFxtRVFV0u8MstxeqJw0zgdpze4kZ0kcCM7SeBGdpLAjewkgRvZSQI3spMEbuQ+IGl3STdJWiFpvaQXJV0taWTe2vobPiDSBxReOv4ZwstH3ia8RfRbwJtmdmie2vobbuQ6ovDmzkOAXxFeur0wZ0n9Bg8t+kB8v8a3JD0vaT1htlfpPyZNzlFav6Nl/s9eQbkIOJswyfxRwgtadiZMb9w2R139Djdy3zgBuNHMLiwVKPwfOafJeGjRN4aw9eTx0/IQ0t/xFrlv3APMkvQ04fVZxwAfy1dS/8SN3DfOJrwh9Dvx77uBEwn/OMdpIp5+c5LAY2QnCdzIThK4kZ0kcCM7SeBGdpLAjewkgRvZSQI3spMEbmQnCf4PCmHbkbGtipMAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 244.8x244.8 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cnr = createPostConer('ratio', 'uniformRatio', [(0.5,0.8)], ['a'], save=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " analysing data from out/pulsar/twoGaussian/.txt\n", + " & $\\mu_{1}$ & 1.321 & 1.334 & 1.342 & 1.351 & 1.363\\\\\n", + " & $\\mu_{2}$ & 1.352 & 1.421 & 1.516 & 1.617 & 1.723\\\\\n", + " & $\\sigma_{1}$ & 0.007 & 0.010 & 0.016 & 0.035 & 0.184\\\\\n", + " & $\\sigma_{2}$ & 0.033 & 0.081 & 0.147 & 0.275 & 0.391\\\\\n", + " & $\\alpha$ & 0.331 & 0.486 & 0.670 & 0.810 & 0.881\\\\\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 849.6x849.6 with 25 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotrange = [(1.3,1.4), (1.3,1.75), (0,0.05), (0,0.5), (0,1)]\n", + "cnr = createPostConer('pulsar', 'twoGaussian', plotrange, [r'$\\mu_{1}$', r'$\\mu_{2}$', r'$\\sigma_{1}$', r'$\\sigma_{2}$', r'$\\alpha$'], save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " analysing data from out/companion/uniform/.txt\n", + " & $m_s^{l}$ & 1.094 & 1.128 & 1.158 & 1.171 & 1.175\\\\\n", + " & $m_s^{u}$ & 1.396 & 1.401 & 1.420 & 1.462 & 1.505\\\\\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 396x396 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotrange = [(1,1.2),(1.35,1.7)]\n", + "cnr = createPostConer('companion', 'uniform', plotrange, [r'$m_s^{l}$', r'$m_s^{u}$'], save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " analysing data from out/total/uniform/.txt\n", + " & $M_T^{l}$ & 2.430 & 2.466 & 2.506 & 2.535 & 2.550\\\\\n", + " & $M_T^{u}$ & 2.855 & 2.865 & 2.885 & 2.916 & 2.948\\\\\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 396x396 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotrange = [(2.3,2.6),(2.8,3)]\n", + "cnr = createPostConer('total', 'uniform', plotrange, [r'$M_T^{l}$', r'$M_T^{u}$'], save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " analysing data from out/both/singleGaussian/.txt\n", + " & $\\mu$ & 1.311 & 1.326 & 1.348 & 1.371 & 1.386\\\\\n", + " & $\\sigma$ & 0.081 & 0.089 & 0.105 & 0.124 & 0.140\\\\\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 396x396 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotrange = [(1.2,1.5),(0.05,0.2)]\n", + "cnr = createPostConer('both', 'singleGaussian', plotrange, [r'$\\mu$', r'$\\sigma$'], save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " analysing data from out/chirp/uniform/.txt\n", + " & $\\mathcal{M}_c^{l}$ & 1.076 & 1.094 & 1.109 & 1.115 & 1.116\\\\\n", + " & $\\mathcal{M}_c^{u}$ & 1.233 & 1.236 & 1.246 & 1.262 & 1.280\\\\\n" + ] + }, + { + "data": { + "image/png": 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RK4A7upZEXg/cALwPeNayuYYyMDywmfdX1UXO3qS1ISLy0uLHcufwj4vIGeCMqn6267hnA58BXqOqHy4efg/wvwP/B9AQkad2nfpEOaQkIh/B9aa+gluR9CTgLbi5lv+8gWaXqS7K1UYfEZEfLCeg+zzuU7ig9l838P47Rs7+TOc2EbmWhzad1HB3WUe26PRHgKktOtewvue58Bn7fc8pAFV94Va8oYg8F/g08F7gibiNXtPFc6PA13HLIL+77HXXA68rvuaB/xuoA7+Nm5sIgTlVfcZWtLMfIrLaheez3RPAInIlbvjqF1T1g8Vj9wIPW+X1b1PVtxbHvQV4eXHsCG4F1t8A16nqgwO29yhuLudQGYyLuYpXdPcaBjjuVlzeJOsx7AWqegPuzmvLichtO700baff81z4jLv1nsA3cJPNLwZeWQYFAFVtiMgTirv65d4DPBL4CdzFSIvdvncBV6hqWiz53DGq2tfqHFW9lWUreVT10j5f+3bg7YO2bRXbkRJjaFlgMGaPUNVTwGPXeH7Fsf1iYvb55e8i8izcbtyfLDeiqer9W9rYPUREPo3rga3kJar6hZ1szzCwwGDMuecK4PO7sDt5KKnq8/o4bMtSYuwFlnZ7Z23LENWQvee58Bl36z23yv3Ak4oln4jIkfJns7IiP1OZ6oK1UmL0c9yw21eTz8WqjRGgDWTFWKq32aRdxuwnIuLj5h2uwlUSmwGuWmF1jekiIpfhlqEewaW6uFZVv1Q810mJsc5xbwVeCxzFLettA0/tZ3PeTto3gaFIJfx+XLctxy1Re9sqmRiNMcasYl8EhmJr/Jdxdz5/A1yGy1VyEPh54DPL1nWvda7OctXHPe5xl1988cVMTe30SkizHxw5coSbb7755tWWqx45ckQvvfTSHW6V2S9uv/32KVU9uh3n3i+Tz8/FzZe8TlW/CSAij8NtgPlz4HUi8rFlS8hW1L1c9fjx4/rJT35y+1pt9r0i3fOKLr30Um67bc+sYDRDRkTu265z75fJ5/NxQ0idcTpVvRN4BfCXuAv9C6AzD2GMMWYVe/oiWeSbB7fj8xTwY90XflVtAb+Iyzj530TkgqKC1Z5IfWuMMbthTweGrlUU38QV4ngDrvfQfUwE/Dtc4PjDYpXS3p9YMcaYbbLnAoOIjInIb4rIo8vHVHUBl3L4cuD3i7wxdD3/Xdyk9A/h8h8ZY4xZxZ4KDMUw0cdwZfx+rShiDoCqfgN4DfDTwHtF5Niy+YRvAuPA2A422eyAXJVmlpCr9vxsjNmYPRUYio1qX8bt3HwV8A4R6c6y+HHc8tSXAH+GS+UrInIMt5nnAdyGEzNENnsxb+cpzSyhnac9PxtjNmbPBIauCeO7cXVcX4RLDPYOEblURERVU1X9GPAcXDbDdwOnceX/fhz4ZVVd2vnWm7Vs9mJe8wJG/JCaF3S+tOg9GGMGt2f2MXRNGN+EK7YxDbwMV+xccMW9HxCRRxV1XZ+KSxZ2Ba6n8DlVvWvnW27WU/OCnu9ryVVp5yk1L8Ar7hU8EUb8h1L9eCI0swRZ9rgxpj97JjBAZ44hxhVAebyq/g8ReRlwI/BHIjIOHBGR56nqLG6Z6i2712LTj+UX9rWUvQtg1dcMEmiMMWfbU/9yijmGRRH5W+ClIvI/VfX/FZGX4FYdZbjdz/Pghp9saer+0s9Ff5BAY4w5256ZY1jmW8BjVDUufn8tLkskwIvKCWkLCvtPedH3bI+iMdtmT/UYunwc+Dci8gzc3MJzceUOR4C/Btoi8tp+E+eZwa001r9Xz7HfXfP1mzgVNwA4Vhnlxh++epdbZIbdUAaGPmoo5Lg85jcDc8DP4CpS5UVhjPstKGyvfsb6t+oca138t6Id+92puMGtl78ccEHiyts/agHCrGlohpJEZKSYK6C4wK/atmLJ6X/AbVp7LS6tdl489xlV/eedaPO5rHuJ6FacY629DGstZ92KdpxLbvzhq7n18pd3ehDGrGQoAoOIjABfAD4iIr8IaweHokfxGeB5wKesQtvWW2/T2Upj/YNuVOs+x0Yv/jbnYMzW2/XAICIB8E7gYuBO4E0i8npYOTiISNDVO5jDrUQyW2ytC/VqAWAzG9W28uKf5jnTcYs0t/sFYzZi1wMD8AjcTuWbgF/GrTh642rBoZw7EJFXish5tvJoe6x1oV4tAGxmWGcr7/zn04jppMl8Gm36XMaci4YhMHwfeAfw5qJg9u8C3+bs4OCXLxCRX8EV2/5XVnhne6x1oV4tAOzGsM5KvZeJoMrhcISJoLpj7TBmP9n1i2pRTOdPVHVGREJVvQO4jrODQ1bmS1LVdwPvB/7M5hd23jCN66/Uewk8j8OVOoG36/95G7MnDcW/nHI4qKzJrKpfozc4XFsc+jAReWVxzOtU9Tu70V6z/Vabx1j+uCXNM2brDe0aP1X9moi8FRcg3lQUVb8c+CkR+ZSqntzVBppttdL+hFyV2aRNpjkEdHotljTPmK01FD2GlRRLUr+KCwz3Ab8HXAkct6Cw/5XzGBXxOz2Edp6SqeKL15nfyFVR1U7PoXzMivUYs3HD3GMo5w5OAlVgHnimqt65e60yO6Wcx2hmSafnUPMCCOjZAd3OU1p52jPnYbuhjdmcoQ0M0Nn49i5cT+GJFhTOPd3ZVFfKmrpSttVyJ3U57zAMk+TG7CVDO5QEoKpN4IPAE1T1/+vnNSLi2RLW/WO9FVCeCDUvoJ2nnaGjct6hVZT6HCYicq2I3CYit505c2a3m2PMiob+Aqqqt6jq1/s5VkRGgbcBLyt2VJsNGoZx+n7bsNKS1WHNoaSqN6jqcVU9fvTo0d1ujjErGq5/NZsgIgeAf8RlW/0WrtznOW0zKal3apx+tTautAJptddUxKdFSuWhPZDnfLGe5am2jRnEvggMIhIC/x23i/pXgLuXp93ut5pbsWfiWoBLLrlkG1q7czZzcd/u8pjlxb38DmcvS03ynNDzzmrD8s9V/h6KR6Ce1WagN9X2So5VRrny9o92frYU3KbbvggMwAHgIuAPgHtUNRWRxwE/AKTAbUWq7nWp6g3ADQDHjx/f0+sdN3Nx36o77tV6BOXFvL7CkE+5LDX0PCbD2lkX+eWfS4r/i/PMrVKSdMXXmYd0B4IyQBhT2vOBoUiTcQlwGfBFVU1E5GXAfwJquKI+iyLyClX9h11s6o4bhuGU1Xoty1cbdVtpWWq35Z+r7occLoaU5tOIJM+ZTdoWHIzZoKGffF5PMTz0LeAe4MUichz4L7i7/hcBryie/3jxXBlMzA7YzoR7ZXrtXJURPyQoehih55F1DVEZYwazH3oMPqDA3cBP4Up+3gG8R1VPF8d8BbgR+LCIPFlV27vV3v1spWGjjfRa+p0bKdNrAxyu1DvvNxnWOu0wxgxuz/UYRKQiIo8VkatEpKaqWXGh/zXgycB7gKNdQcFX1TPAe4GDwKUbed9hWL457DZTqKdbv0tNV0uvPUzZX43Zi/ZUYCiWpH4c+CvgFuAOEXkGgKreBfwccAb434pCPlVVLSu8tXDzlP7ZZ17fVl309rPlF/RclaU0ppHGAwXU7l7GasE4VyXWjMmwZum1jdlie+ZflIiM4fYpBMBvAM8FHgCu7zrsM8C/AqaA/wD8nDiPAH4aOI3LvTSwYd0wtdxu9myW36m385TZpM1U0mI2affdpjKgzMQtltKYpTQ+q1RnO09ZSuOBzmuM6c+eCAzFPoUP4y7sr1PVG1X1s8DbgQMichBAVduq+nHgBbhlqm/DbXj7S+BfAK9S1emNtGGvDE8MU8+m5gVMhjVGvbDvyeA0z3mgvcRU1KSRJ/jiEefZWaU6a16AL2dPMlu9Z2M2b7hvfx9yFHeB/zvgniIldw4kwALw2yJyEfA/gC+o6leLIaYn4mo43A/8o6reszvN3zk7tTGtn01kZTAV3OqAfto0n0YsZTEjXsjhsEbdD8lVEZGeuYTuSeYyNXfNC1ackDbGDGavBIZTwDuBu4rlqSoiVdyS1AD4QWACVwf6nSLyLlWdA24tvs4Z2713YdDd1CulxV6uO9iUF/+JoNqZO/BEei7y3cfXvKAndUb5+gN+pRMshr2XZ8yw2ROBoZhA/iforDLKgPfhAsZrcLudMxF5L/AmXICY26327hcr9Q767ZGUr62ID/7axy8PNsvv9Je3o/t44KziPVXPZyGNSFVpebYL2phB7Yk5hm5dq4z+EPiXqvpd3EgFwFtw6TGetRtt203rTTpvZFJ6pfmKfudaytfGmp11/Ep1m5evZiqfL/MmLaVxpx0V8RHcTueK+PgijHohs0mbRjFRPZ22iPOMTPOhmG8xZi/ZEz2GlXQX7emq9vY0XBnQr+1Ko3bRekM8G0moV16ou8fw+73zXqtnsbwty4e/1usRxJqhuF5ElGdkqkwlLZayiBGvQs0LEIXJoIq/QhI+Y8zahvJfTNfkct/HicgR4KXAieLrnLLeEM9GJqVXKq/Zb1BZfrHvHg5aKU32Sm2tiE+Up9Q8H1VlJm4xHlQ7NZ4FyDTHF48jYZ1mlpBpTtWrEOBRL9JkGGMGMzSBoSjj+XxV/biq5v0Eh66g8BzcXMOLgCtVdWr7Wzxc1pt03syk9FasdFreC1DcBrWgGM1cPo9QBqRWniIIM0mLRpYwlkaMBxXGggoV8WnnGRNBlVgzKuKxmMeM5iE5ysmowfnVUQsOxgxoKAJDERS+AFwmIr+qqu/vNziIyC8APwOchwsKfVV72482U5hnLVux0mm12syl5cNLZc3mcuVRKB7zSUTgeZ1hpXaedoaUBKh6ATEZVc9nMUtYymLm08CWrRozoF0PDEUJzncCFwN3Am8qVh5dv1Jw6FqVVPoUbp/C11X1wR1t/IC268Jd2oqqazsVXJa3rztwlBPOUZaSA+dXA8bDKmNBpadt5bHN1E2Q+3g00oRpbTEZ1ql6/ll5lIwx6xuGPvYjgOcANwG/jEuR/UYReT244SIR6bSzDApFLqTzVfVEURd6qIMCbP+u5K1I27FbO6e7VzuVhXqaeVrc9UdnHVP+7o7PiNStQFpMY+5qz3EyXuo8b4wZzDAEhu8D7wDerKpfAn4X+DZnB4fOTKWI/Apur8IvdQeNYbfd+Za2Im3HMOSEqnkBY0HIJbVxjlbOzp7avZy15gUcDKtMBjXOq47ysNoEF1YODJSGwxjTa9eHklS1JSJ/oqoqIqGq3iEi1+HyHL1RRCiGlbKybrOqvltEfgj4s35WLw2LYaiotp7tLum53nPl8400oeb5TIY1AJbSGFXtHN/Ikk4Jz8DzaOcpi1nMoUqNw1Kn5gXEmtlSVWM2YCjutos0F6hqUnz/GnAdD/Ucri0OfZiIvLI45nWq+p2dauN+qsewlZ9ltXOtNSS13nDVfBpxf7TAve35znHTcYt72/Ocjps0M7dSqewRVMQnznMWk5gHoiUaaUJrn/xdGbMbhiIwrKQIDm/FzTm8SUR+AzdJ/SEROX+n2zPo2PswB5J+Pku/7V/tXOWQVLk5rvs85c7lAG/F95gIqhwKRhj1QtqZu/CP+CEHfLc/ISuOH/GDTs8gEI+UHEWZTV0QmY5bNpRkzAYMbT+7WI301WJY6Q+A3wNmgeOquqGaCpsx6Fr+rVghtFmrDdn081n6bf/y1UQr7UVYvgx1Nml37ujLZnW/R+B5XFQ/wHTcopmlVLyEET+g6vkI0M4ztPh8s0mbUS8kzl1wqHsVkjyjrW5XdDC89z5D41hllCtv/2jn5xt/+OpdbpHZbUMbGLrmDk4CVWAeeGZ3KoydNOjY+3anv+7Hahf3tT5LeXEP8Dr5iNayvNra8vdb/ufQzlMaacJiHnHAr5DDqu8hQEbObNxGRKj7ASJQ9925ZuM2i1lEID5pnpOQMeIFIJAD7TxhPo046o+s/4d1DusOBGWAMOe2oQ0M0Nn49i7gSuCJuxUUNmK9QLLdexpgY8GprIwW5zmVYlLXU+m5sK/W5n7er+YF1P2AtiYspjG1IOjZAd3djlSVTBUFMs2Y9Fzuo4r4TMct5pI2S1ns9jekGfg5aZ4TkTHmhcRZSprn5F2T1saY9Q11YFDVpoh8EHj7ftvRvBNDTRtZYVTzAlqSEnjgi4dATyrx3RfoAAAgAElEQVSLtdq80vutlDBvLAhZyCJyeSg5Xneabpfewif0PMakgo8w4gfUi3PPJm2m4ybfby8U/RrhYFClqW7fgwrEkqEqRHlKu6gHYYzpz1AHBgBVvWWjry2Xt25le7bKMAw1raS7MlrZNhHpaedK8wmrKY/VIoW2J0LdD7mgOtaz/LSdpywkEUtZwpgfMh5We9rhiXTmFBLNGfUrnFcZZTGJqHg+x6qjzKcxU3GTVDIOeDXqfsBoUBm6P2Njht2++BcjIqPAb+MquYW4NBnvK3oc2xYcNjMcVN5dl6t/tmpIaSuGqNZKX7HWfEL5WTp5i4p9BJ6Ie7xrA96I7+onZLl2As9U3mIhi6mI35P2ovw8zSxhMYnwxOOC2hgjQch00iTPlaUsIRSPxTQiz5XxepXzKiOMh1UbRjJmQHs+MIjIGPAPQAu37+FRwK8ADxeRN6tqPOD5rgWuBbjkkkvWPHa14aBBLs6DDCn1c971zrfSOQYNJrkqWZ6j6iaOy4DQztx7iyeMeCGK6yUIdJLhdbezTJldvu9kWKWVu41tAHGW8b32AiNewMFKDQESckLccJKqMuHXSCSjkSfU8EFgLouoxAEVP2AsqFhgMGZAe3otn4hUgA8Dp4GXqeorVfVpwM3A1cBFg55TVW9Q1eOqevzo0aNrHrta+ohB9jwMkoKin/Oud76VzjHoHo12njKXRrQ1JdaMdp4ym7RZzGJAOOhXmQiqjPghgtulHOUP5T3szZz60Iqkuh8yWqxUaucpp+Mmp+MGU0mLVpIwHbU4HNQZ8yvMpxH3RfNMpU3GwyqHwzqBeCjKiOdT8YQoyzgZNYZyL4kxw2yv9xh+FHgyLs/SfV2P/zbwauAFwPXb9earTe4unz9Y6458kAnifuYl1jvfSm3rTm/dbzsmw1qnJwC4+YAiG6qIdCaQI31ol3LZk3HHuYnnWLUzxBRrhocwl7RBlUNBjXYlxUf4TmuG6aTNI+uTPGp0kkA88jwn1dydT5VvLk1xsrXAocoIE34dxN352OSzMYPZ64HhO7hSnn9fPlAk1VsCvgtcWD62kzmV1ipVuZkL1FbkMVqpba3iwtnvkItbWVTpCXhjQYURP3Q1Eoog0MLVSxjxA4qcV8wkbXKUMb/SKbDTs0mONvNZm/m0zYW1cS6pjTObtBnzKszlEbNJi6V0lCjPaJOS5crptMFSGnN3Y4aTSYMkz0k95Vg4ymRYs8lnYwa05r8YEfk94HbgK8vuyIeCqp4QkReoalRe/IsA0BKR7+BqPIDbK9Wx04Fip1YgbWTieTNtW612c170Asqlp2V70jwvSnt6BJ7nJpfFTSpneU6iOUfCOj7CfNKmnaWcjBqAMhpWOJ8xlrKI77Xm8RCm4xa+eFzgjYK4qm6HVKl7PmfaTUL1ePjopM0xGDOg9eYYItyQzD+IyBkRuVlE3r7SgSLyORG5oOv3tbfMboCIVETksSJylYjUAFQ1Kr4vv9DnwLHiuUxExkTkjSIyttMZWTeTDnuQnEvlhbr8Wu815bkHXbSVq7KUxmTFhb47qHQHp8DzOp87V2U+jchUWcwSGkUbp+MWdy3N8oX5E3y3MctU0mIsCEGEk9Ei90fzaA7kUCOgmaW0soS0GIpqpjEPxg0W0ogj1TEef+AIh6qjtLKERhZ3NrgZY/q3ZmBQ1d9V1Zeo6oXAU4AHeOgufLnJZcVyDorIZ7aonYjIAeDjwF8BtwB3iMgziue6azWUV98poFY8NoGr+fAfKYLFXrGRiexyU9p6ryknjWfSdk8wWS8Yla+by6KziuEsb295rlaWkKmbEyjLcwqwmMTc3Zplpt0g0YzA82hmKRFu5/NCEvG9aJ572rN8pz2Drx4iLgGfogS4kp8LSYTnCaHvMZu2ScjxEO6PF2ikAy1MM+ac1/eqJFW9B3gN0FjlkGRZpbVp4PDmmucUS1L/ETf09RvAc3FB6vrivbIyIHTtWTgDHBKRceCPgFcBV6jqXVvRpp3S76ql7jv1uh+u+prlRW4mwxqHglpPMCnTYswm7RWDQ7nP4KBf7ZnEXt6LKDekLaUxihtumggqjPkhk2GNuh8SeB6HwjqHq6P84MgRxvyQrLjLv6QyzlhQLfI2eUz6VSaCCgDfbs4wF7dRgVA8xis1LqiOgkKcpUz6VUb9CktJQiNNzvoMu0VErhWR20TktjNnzux2c4xZ0ZqBQUReLSI/VF7wi4vuaimvbwbeUV6gi1rOm67CLiIhDy1JfZ2q3qiqnwXeDhwoegOdgNDVY8iACvD7wMuBH1XVOzbbnp3W7zBU951698awteoklOcWEapdAajmBfjikeQ5s0mbNM97ehBl8JCit5CrMh23eKC9yEza7iq56Up0Cm7iuZ25ie7yeU+EH6iN8fCRSR47doTAE05GDWbSNnGW0SBhIqgxWanzsNo4I2FIRMrJdoNQ3Q7qiueTqhLiIUVOp4r4NPOEubQNuFVSw2KQ5dDG7Jb1ZhyfA/w6cLGIfAOX4fTAKsf+DnAj8FUR+TzwJOBvt6CNR4E54O+Ae7omjhNgAbhORC4s3vvvVbW8DVsCHgMcYY8GhUGslMV0pZVQy48rx/lH/JDDlXonAE2GNbczuZgbcKns6AxVIaBFL6GdpTSyBAVGPVeDoay4NuIHCDAVt2jmCVUC0ixnXiLGgrAISAEVz2c+iZhKmoyJW+E07leLXdE+C0nMYhrjqXA4rBN6HoHnM5e2qfk+i2nEiWiBIBPOJE0Wk4gRCRkNwk4VOGNMf9YMDKr689AZ338i7iK74sVeVVvA1SLyTOAK4HPAn29BG0/hCvTcVfQKVESqwA1F+38QmMDVgH6niLxTVReBTwI/D7xcVb+xBe0YasuXoa622mj5cQLEmiE5tPOw85wnwkRQZT516bFT8s656n7I4WL56VTcoq0pB/0ah4sL8FwxfJSQc6wyil+sUJrNWyzkbaIsxxN3gU+KeYcLqwcYDyooB6iIx1TSYjZtM+5XWMwzFrOILFcqgcfFlQlSzclzJfZTfBHubc0z326yRMpM3CTJUsapc8Bzba+w5WshjNm31l2jWNRhXqRrr8Aqx70MOK2qt6537CBUNQP+qXgPv/j9fbiA8RrgnmKO4b3Am3ABYlFVvyEiTykC1jmn3z0PZUK77s1qpVgzMs1ZzGImw1pn2Kicy8iLYaIQD78YGir3KXjiudQVcRsRlzup7ocE6jMRCnUvZD5r00xTMsnJ8pyZLMEXj4NhjZmkzYlokRoe9SBk3KsSeAK5x/fb8zTzlGbmgoIoLKURkQ/jGrAYhHiea9NiHq9bU8IY06ufxetPEZGbcMM2J4qv+7t+PoGbCJ4AXgHcui0tpRMkAP4QF4Smuia834LLcfQs4J7i+H0fFPrZu7Dezuvlm9WATrGeOM8J5KHdw91DVAA1PyDOhRzIutJc1P2Q+TRiMY07572gMkYcZOTgKq5pQC2AiucRa8ZM2qKZJVQ9nxEvIMsyMk84Go5QEZ/Uy5mPI85EDZpZwhgBseTUJCQm42GVMVBhiZw6HgfDEWpeQJSnBF5lu/4KjNl31g0MqvoFEbkK+ATwWOA4rqJa55Cunz+9tc1btU13dv1c7kl4Gm4X9Nd2og3DovtC3Z2JdKUlpHB2sr9WMTcgQKtriels0nYTuZ7fGQoq5w26Vx35knJeZcTVW1ZFUdpFXqSKeBwqUmU0s7RYmeR2QY9IwOmoUeQ3cg0Y8ypkmiNAvSjXecCvEhR3/AEeB/0qC1mT2SQhIqHi++SSM+ZXqYcVFuOYNMsIKyEX1cZdNTfbx2DMQPra7qqqXxORpwD/GXgbboXQRbg9DRcVX5PAezbboH53JXcfJyJHgJfyUA9mT9lMquzuuYTVgkSARzvLGPerPa9t5ykzaRvUTTaXq5JaWQICNc/H97zOuWaTNggcDuudVUeKkpJ3djy384xGmhSTwgGHwzqjEjKfRcRpRkzGZFDjZNLggfYCUZ7z8JGDTHhVcoELwgOkec53GzPMxi1C8Yk1ZSGNWUjciqfTeYt723MkWcbBsMbFlTFGwhqLUcxM1mIkqFDzKrQ1ZZwqFhaMGUzfeRBU9aSIvAr4Y+BjqvpJYEtW+hQlPJ+vqh9X1byf4NAVFJ6Dm2t4EXClqk5tRZt20lblUlotSLSylGYes5gFTHoPFb+piE9dAiq+37Mktu6HTOJWHZXbQroT51XEp5klbuze752bqHk+YeghVN2eiTShJgEoHApq1IOANM+J85RjlTEyyan7ASfiBWbSiPPDUZaymFNxA188quJWHCV5TjtNmU8jDkmF2bDOKRpMZxGNKGE0rVD3Q8aCkEsqBzidtJhpNRgPqvhDtFx12B2rjHbqPh+rjPbUgzbnjoES5KhqG3itiLxNRC5T1XdvtgFFUPgCcJmI/Kqqvr/f4CAivwD8DHAeLijsWvnPrbrrH/ScZQAoq6N1F7gpz1lOvk4EVZpZwmzSfmgyGSVZ9sdc7jGYLnoIk8VjZbGcB9tLhJ7vUlcArSyh6gVFyou8k1DvTNTkwXgRVGhmMSLCoWqd6axFO8s4EFa5oDrqajrnOQvqairMa86RcIRj1VGiIl/SIb/OUp7iAS1RJsM6E+KC2aK6lUhRmlJJlXvSeabiJmNhhfPqBwht8rlv3YGgDBDm3LOhrG6qep2IvFJE/gj4NxvNPVRsgnsnbkjqTuBNxcqj61cKDl2rkkqfwk2Ef31ZOo4dt5m7/tVWEPVTCKgMAFmeM11c8MviNN1LTw9X3F5DyensQXBzCy4ldndq6rIQT0X8zj6EMlvqTNJiMY0Z8yt4QDNLScg4GNRQXJ3oAI/puAW529R2LBglwCPJMxaSiJrneihNTYk1p+r5pKIcrYxQCwIkcwErVaWRZ1RFWMpjRj0f/IA0TZkn5uL6AWbiFlESU8dnycu5O5pjoZHgI1wsB13VtyzmsL/pvZbGnDM2XKhHVf8U+J/AnxZpJzbiEbhNdDcBvwx8C3ijiLy+eI98WZqNDKAISuer6glVvWUngsJq+YPKx91FtL+CO/2eu59CQD07o4sL/lrtDMVnxHMBoNEJOkFneKgMOnNpREyG73mdFBsTQZWj4QijXkiqGY0sIc1z5lIXBNwwk8dCGnEmbvBg0kCBiIyxoEIrT7mrMct3m7OMSIAPRGnKA61FGmnMiAQsZBF1AhCINONgUKUiPvNxm4UkYjKoknseY17AQp5wKmsxHS3RkIwsionTnAi3h6KVRgQqHPBtRZIxg9hUBTdV/Xvg3cDnROThGzjF93HJ7d6sql8CfhdXnnN5cOhOkvcruL0Kv9QdNLbbSsnhltKY6bjFUhoTa7bhDKqrJcpbLR3GSgGj7occDt1d8XTc6llS2p2zaDGLUVxabL9YEeQVhXXKRHqqykRQ5VBQoyJ+T7bU0PPIyFlM3f6AVDNmk5iZtN2ZzM5UGfEqTAY1Jvwa436VI2EdFO5qzPKdpRmmkiYInE4bPBgvkebKTNbkvsYs81lE3fMJcyHNU060Frk7mmMpT5iO20x4IapKHMckaUYVodFu80C2yAIpAT5tMk7HLR5oL/T8WRhj1rehoaTignwV8LPANbgspp8SkSeo6mpJ9s6iqi0R+RNV1WIj3R0ich1u5dMbi+Iu15dJ8tR5t4j8EPBnu1lToVyloyijfmVTtRbK15Z37evNU6w09FQ+1tAYpLcARTtPSfKcOM+YCHz8Yiin3JfQ3XZVpVU8JsXKozJguTmG1JXpFMhRQs+nXkxil8NF6sPBsMpCGrt9BGRMJS3aeUKiOeN+SEZOnrpeTYhHrspCFDOXxATq80Aak+UpM1GLhTymlkOWJ9wXzbCkMXgemuXMZK7s5ywt2mRUgYtljClNUIQoTZhPIg5WLC2GMf3q+2pW9AieAzwfeB5wCHf9+Qouy+l/V9XmoA0ok9+palJ8/9qy4JCr6g3Aw0Tkmar6p6r6ukHfZ7NWSjlRrtKpb7Cn0H3umhd0chMRbHx1UpmuonelUEDLS2lnKaeTJhdUxzrt7X6fET8sEualLCVxZyhHkE7PIVPloF/DL1JaTCUtjlZHaEtKK0tBoC4un1KuSr2YozgdN2mmKceqYxwJa7RISDOlkScE6rGURHy/Pe92Wqeux+AhhJ7PuFcjzVIeyNtEaUQ7TQlRRsMaQS4EQEpODigpkaZ4ZARU8fEYs6EkYwbST0qMq4APAA8rHopwu5tvAT6pqv+81Y0qgsNbgetwE9JHgMuBnxKRT6nqya1+z0GVO4a3irvo5vjiDdz7WL56aaXexGRYI1elkbklpMCKw1TlkNJU3CQjR3KY1wgfYTys0pCESDMUJY+b5Ch1CRkPKswnEW1NCRDmkoiMnLHA3aknUUZGToDHqaRJzfMJRIgyd65IcsTzaecZFXKS1M1vHJMaKTCtCRO5z6HqJAvVlKmkyWIUkQuM4pOhJLj/OKdZAuAQEdPJWF+1LIwxD+ln5/PfisjjgSfjivU8BVdn4eHApSLynWUrhTatWI301aLn8AfA7wGzwPFhCArboeYFELCh5a5r7X7uDhqHK3WIYTppMpu2ubB2oCcdRkX8zs5mEWhnLk3FoiYc9GPGwyoCqChJniEeJJoz6oWcSVqkmuGLx1wS8UC8QN2rMCYVGlnMqISM+hXm2k3OJC0uGTnIwWqNuTQhVBCFR9cO0taMVhJxijbtuM23vcgV+Ukzjowc4FBljMXWDH6WkeUZTTIaKE2gvezPZRbl/ubMUNVjMGYv6Hfncwu31+AL5WMi8jjgauBfi8hXgHeo6uxWNKpr7uAkLv3GPPDM7lQY+0X3hbu800/znPk0YiKodnYYrxUwVtvYNuKHPfsW3P6CgNlUUH1oHqJMvS0INd9nNAi5kHHm0zaHgzotzTivMtKZnD4U1Bnx3Ua1xSLt9t3RPCOEXFw/QJLnnGo3qXsxU1HTJeELagSex0zcYiprcTipEyI0ohYzacqUtomDOmNhlbYoniqpL2iSEicxoR8wmir35HM80Hab4SIyGsQ0cTnYS8cPnM9tiydJgGkyWrkFBmMGseEZ0+IifSfw+yJyBfAJEXlLsVJp04qNb+8CrgSeuN+CQhkQVJVGltAgYcQPOsnnphM3XVP3g54NbBXxifIy71DY2YxWBpXlk+Rl7YRyzB/g/MoYvrhCN3lRQKeZJ8V8iUs8l3k5kRcyGlSoixJ4HkmWocW5PBEylKYmzCQtZtoNcr/K9z2lKh4Vz6cqPkmes5S0GZGARq6oQOB5LGQxp5MGDyQNglSZS5os+i0uqI4xIhVSVQ5IhUYIVa+GKMxpyny7xUKakJCwRAZBlSSNeNbBi3nh4Yfz+bkT3DJzL1XxiTTjPALq3sZ3kxtzLtr4UpouqvplEfka8Gc8NBex2XM2ReSDwNs3sqO5XMW0FW3ZDuWdfVktbTGJmUvbXFAdYyJwOY3KHgM8tD+hhbuI57kSBVlnB3OpO0jEWcZU1HIX6aI3sZjGpKqcXx3FE6GZJaSq+HgERY2FuaTNdNIi0gxiEHkol9JYkQuplaTUJGDEq5CEOeNhjVRzZuIWh4Iak2GNUS/kZLREIB6JZtS9CheNHOTh4oFAM46pqDDrJUwlLe5PW9SDgCRQZrM2ucL5foW6+CySkCYxp5MWERFL5DTFY1I8/v3Dnsql9QkArj56GT8y8QO89W7XuU1QAja+MMCYc9GWBAYReSrwS8A3t+J8JVW9ZYA2VHBFe8aBr6rq0jAHh+47+zIBXSt3d+OB53G4Uj8rFbYUPYZa7rsdx0XpzeXBoXQ6bvK9aJ6DQZ2JiqvPPKNtFtIIgB+ojXVWLI2HVdI8p51nqCjjfpVUc8b8Ckvqsqq285SJoEooHtNRizNZ0w07VQ9wwKtwKl5iIUuo+j6LWUKUZ2SqVP2AA0EVRDjgh6TkHPAqtJOYXOCYV4HqAR6Ml6h6FUY1RPKcNEk4QURc7Jtok9OmzRwQA5fVJnj9RU88a9XRscoolx84xjcaU9yXt3gwWuQRTG7nX6cx+8qWBAbgH3FLWHelUlpRYe4vgMtweZNOiMiPqeq9wxocXMprN+FbBoJ23rtpbfl8QdkTCLwKVS/gZNQgz5RZeoNDGVCOhC64TAQP7bOYCCrEWcZCGhFGHkerI0yGNbexzXNpMlSVmbhNpBmjfsiI5wLXTNQsNtb5zGcR97cXmQgqZLUDHK3UWcxjGlmKh3DAC2kUhXcmKyNFltSM+1pztPOUqhfyQLRIM00YlwDf9xkNqyRkLHkpNb/CbNqmkWQkRCySAsKxkcOcbk5z1eQl/PR5jyFYZY/j0w9eyJcXT5IBi2m8bX+PxuxHWzWUpGxNfeeBFXMRn8dVdHsz4AO/BvyFiDxdVaMBz3ctruAPF19ySWdsf6t1zyOUtZaXLzNda+NbrBkVzycu7sq7cx2185SlNMYXj4vqBzqPlZvXUnIWswivGO8vayLPFDUY4jzjZLJEpjDqh9SDgCjPmUlanIkb1IuUGEeDEVTyTvnPUFwN5ihNGa1UCH2fmh9Ql5CZtMlCGhOokKYpcZLQJmHcC/Al4FQ0R6YwToDnwxGvwhk8QjJCKiySEFbqfLs5w6vOfzw/evCiNf98HzNyiHG/wiPqB89KN26MWdtW9Rh20yuADHhjuadCROrAvyseH0ixme4GgCde/mTtvuBupYnApaWuiLdq8CmDRbkaCOidZA6gIu5uv5kmnd5HzQtokNBIXTU0T4SlNEaK/435FZdxVZXFNKbq+QiwlMbcl84x4dc47I+AKIfDOrmom9dAOR033bYx8ZgIK/gSujmHIGHCqxDio+LmLNpZQpJnzOYtTkSLVPCY8CqcSpqciRpuIjocZcQX0ixjOktYSiLG0pDD4SgeQpuMJgmRFxJlCb96yRVcNrL+sJAvHsfHz+dzcyf4FxOXbuVfnTH73o7lGtpGDwPOx+VdKt0LNIDfEpE/FpGnicjAORG601evluhuI8qhnrJq2nobsJbnRuqeewg8j0RzppKmG1oqgsyIH6DiVhxVxO/kRap5PlXf53ClBgLzaZulJHavQ5iLI2aTNqlmzKVtFrO4SNAnHAlGuKQ6Ts3zWcoiptpNTrQWaWcJJ9oL3Ll0hum4gagQ5SlTcZPvtRdoZAmjfoVqGLKYJUylbfI4xVOhlStn4gaNJKGVxSxkEQ9ES9y1dJrZpM0CbaYlZywIecvDntpXUCg9bvQIqebcubjnSnQYs6v2Q4/hBG5v00tF5P8BKsB7cZ/tWbg8TtcCbwA+MMicg4d07uSXj/dvtP5Crsp03GI2abl0D0F11Z3Oy/c4pMVkc0U8t2KoaMtEUKWVpQSe1xlSqvshtTRhJmkTiEfN88lUifKMHEXFwxOPEJ8HoiUkgVFCV0oTYS5rk6KdYj0jfsC4XyHSjDD38ROPtqakmuOL4OUe02mbpTylmrWZ8GpIpmRZSt0f45KREQAezBYYEZ+m75HlGY1Wg1mNaJCTk5DgkZMyhdLGTTI/qjbBL130pIFTW1w2MomHcF+8ONDrjDnX7YfA8OfAy3HpM34L1wtaAl4MnFDVSETeB/yBiHxSVTdU+nOlJHobCRTt3OUUUuCAXzlrRVH3eZbvaD4ZNVjKIg6HI4wGrgdRBosDftgpwwmut+OLsJTFRO2Uo5URQs8nxw2z+CJUPI/A88jynPk4IvOV0TAgwCfAQ0VJcxfIDlXqLGYxs2mLJM+pBgF1AhpZQl0Cap7PYb9OGAitOOaBaN4tw80i7opnCUKPWhC4SnJphKrge3BGI07SRIGJIuvRIorvV4izmKeO/wA/d/7jCL3Bi+3UvICH1yeYxza4GTOIPRUYisI+k7iVR3cW2VZnROSngKcDCvw68BFVvUukc8X9Q+CVuASA/20j771SEr3u72sV1SlTWXsiVL2AQ5UaQm3F5HvLg0H5vZ27HsEYVSZDt4sYYDZp82C8SN0LubDmJprL+hBVz9VeaOQJ7cytMBLPDY810piFNGbED6mKzwG/SkU8YjIO+jXm44g7W1MseBEE4KnrPXkq1Dyf8aCCj8dC3mYhiZlpNTiTtKnlHndlcyRJymRlhDohGcpCq8GpLOO+aJ6FOKIuIef5I8wnETFlNM8IwxqNpMVllVFef96TeGT94Eb+ujourU3wubnvE+dust70z8p8nrv2TGAQkTHgvwKPxc0rfEtEXqeqXylScfz/7b13mCRJdej7O+nKtp+eHr+Gtax3XIEwC4hFEghdwcM/uEISLAiBQObyngxeEuiTBHoIYXQxV9wHF7NCmIeEX+zCLqz3rBu7M9M9bcumO++PyOqpru2Z6Z6p9vH7vpyeysrKE5kZGSfiRJxz/r8sHPhfASU4GrkV2AqMYcxOXaFdUaSZuaU9o1qLVnjuRhqTdz2G/MKc+ETtI4zWeVoxi+CoUgjENMadI5I+L0ecltEs61pdI+ppTB0TlK/geChqUmJmZqaJqMHe+hSTcZMtQZnt+TJDTsE4tyVNeryAw2GV6agJrlLA54FkgsBziFLFF8HHo5SF7U7iOofqFfbHVTZ5efrUo+oJ27wSsaYcSRrsT6o8Gs0w2qgSA54qB8KEKeokwFBQ5kBYYafj8YYdl3NBaROyCBPd3sY0N00f5PKekVlnNzCrk749sZs7K6Nc3rvl5B72BsWm+dy4rAnFICIl4CeY2EkfxMwpvB74gohcmY0aHMxS1WnMfMO3VfUOEdkKvBKYBO5aivI10ng2h0FnY98Kz90aMRxvhNE6jyCEqrMNY2tFUdGdO/ncCoUtwFQS0iRhyC9QdH2T9SxukvM83NQxMZeShDRVJuMmjTQhVSPzYFil7AQ0M9m+73J6vp+xqMaQWyQRZTpqsndmEt/1uaA8zEAuz3Qcsr85Y9J9OgnqCGXxmXaEsuuD6xCnCdVmgzRVwjBBUAQhRhlNK0wATjZn8pptl3BZz8ii5m99IsIAACAASURBVGyqSciXRh/g+5N7UeDr4w9zWr6X12y7hE1BkXOLgziIURpWMVgsC2LVK4Yse9t7MT3+16jqQ9n+G4DvYpalvgUQVY1E5PcxYcGvE5ExjBJ5PHCNqh5YijK2GvtW2AqYO+/Qimk0X67mvOPNaehxjd9CqMnsMXWJqcYRDY0Zys7TCnqXasqRuE4zidkW9BAELjEpjpiUlofDGpt8Mz9QSUOqmPiEm/0isZ9Sdoxn84ONcY6EdYb8Ir1BjhQl53iMxw2GgwIqyrRGBKnSIMZFONys4KbC1lyZ03P97A+niOKEOAkJ1GWzV+RwWKPg+DwaVojSFMGhiVFm04AibM+V+YMdV9CzyDDmD9Unef+enxFqwqXlzVzZu4XbK6P8bPogb334h7zzjCezKShyVrGf70/u5dodl3bngVss65xVrxgwS1HPwXhX727bvxu4AzgXTD7oLFz3XSJyKfB2oA94CLhWVX+xVAVsmZXSrJffckhL0pTJuDkb2bRzlNAaYbQcz3CPjh68tpXELZ+HvOOaEBZZGtBEU6I45UA4Q1E8GkHMwWaVOE0zfwazrNScIyDnuuQIiDSlmkSEmEnkHJ4JkOfDZq/ITNjEwSHWlEYS8UgjYsjLc1nPFmJNmYjq7GlMEUUxNRJOC/pQUbzIJXaV7W6ZnLj8ojbGwbCOpEoSG4c2xcHHRD0NgceXBrl2+6WLzkFx88whPnbgNgqOz4uHz2M4MKuenty/gwtKm/jEo3fwnYk9vGjkPC4sDfNvo/czGtZmj7NYLMdmLSiGCvBt4BOtFJ8AqtoQkR8DL80mpTX73lXV/SLyOlWNM2VxUilAU3RRns+dDmmqzEmzeawJ63Y/hfnmHkJNEAHXMSahgusz6BeYiOuMaY1GEjOQy9Pv5mmkCWOxya66M9dH2c3hOQ6SZVxrJDGo0Cem4e9xAyJNKLs5fNclTZS7a2P0u3kGvQKiplff5+XwXJdmEnPPxCjVNGKLX2bAzTFRr7K7McVM1KQY5Dgr38+jjRnumh6lqSklYJSIaUI8wMWninJVzxZete0i3EWk7k405Yujv+Cb448w5Od54ebzKHU4IA74ec4tDvL9yb08b/gszi0OAnBHZZRnDHYlxqPFsq5Z9YpBVadE5B8yM1FnIz8B9ABBe1pRESlkOSTArFQ6KdpNQYuhPZRFu0noeCubWkrgmF7ObX8dEYaCgll1hE+fm2fQL2Srnlw2eUVCNU5hpWykEojLkbDOkahGTjxcBBxhKm4yFtY4HFXpdXP0uTmKTkDR8ZgM60zHIUN+gVoaMxNWSdOUZpoQoxQ9H89z2deY4hfhNG6U0CsJ96UpU1GTqsb4ONRQ6kQ0MA8jIeKJfdt45ZYLFzmfEPG3u3/KwbDKJeXNXD2w85ixki7rGeHe2jg3Tj3KL/dvxxeHu6pjVjFYLAtg1SsGmJMPOoXZDG8pxkydAHG2vwezXPUeEflMtpz1pBVD+2TxYn83n0noWMelqtkEM+QcD1zmyD1Wuk5HBHXgjGK/MQ/FEU2NCVyXISc3ZwL8SFjnQHOGqaiJKjTTmLIbUHZ97q+OUUlizi0PcXq+jwYJ1SjkvuoRqmnMVFhHBTRJmdIQP4Ve10cTpRY1CaOEUpzS4+ZQxydJExJJyOPQJEWJMeMO86Ce1r+Tl4ycvyilsL8xw/v2/oxqEnLN4OlcVB4+7vFbgxKDXp6vHXmQpw7s5LR8HzdPH1qwPItlI7MmFEMnbaOGcaAIbBKRaeDvgFcDF3Yjomq753OLxXo8L+T41pLWFKU8j9PbsVBVKkmIpsqWfBkXYTpSepyABJMAqLWyyaS3FIb9IhNRnakkIkoS9ieTPNyYopxFUN3fmGEsquOqMOAWyEvTKJ3QRDiNk5TAcfBJmawf5oH6EaZJKQDjEtGf+OzK94LkqdKkRkyIsqM0zB3VUa4ZPJ3nD5+zqKWot1cO85H9t+KLy4tGzmN7rueEvxERLioP873JvYxHdbbnytw4/SjattrLYrHMz6pTDIucEwgx+Re2Af838HLgiqXM9nYsR7aTOb6VwrPlAd1I4tlIqfMtfe1cplpPYsI0IdSUUmJW9NQ0IoxNHgVV5UizzlBmZurzAhwVmsT0at5MfMcOvY6ZhxgLq4yFVSbCBpuDMoOFIprmOdSoUEuVibBG2fUokOPRuAIpTBJTIUTI42nCuDoUkyZHkhpNlIiQIN/DndVRXjpyPlcP7FrU/f7uxG4+e+heBrw8L9x8LuVFrFw6o9DH9yb3cld1jM1BkXoaM5WE9Hs22qrFcjxWhWLIQmc/S1W/pKrpIpTDFHAEeB9wOSYv9C1LWdZOe/+JCMSlTrYUtYNW6O1UlZLn0+/nZ+ckWgolbfN/aO2rY8JqNzRms1/Cc5zZlUsT0qDgePiOQyUK2dOcoppNcIdpSpgmNBKTq6GSRgy4edw6HAwrzEQNRoJeYk+JSSniMRZXzGhGhLrGaKpI5v8wkHoMEOCS0oNPAcF3fRxV6lGN/cQU/QLjzSqv33H5Cc0/7aSqfOHwfXx7Yjfbc2VeMHzOosNiDHp5io7H3dUjPLFvG2BMUv1lqxgsluOx4oohUwo/As4WkTer6r8sQjlMAyNAGXiiqt6+1OWdz97faS5q/xxqgmI+OypzJqRbKTwDccyowj3q/9DypFZVjmRZ2lpyA3HN0tgUyp4/u1op1ISi4zMdN9FUaSYJPi5F8TgS16klIY04ppYmxG6K57r0BTkqcYGHahM0SdnslUk1IY5h2mnwcG2KB6qj5MSj1/EpiE/ighfDlJMSkhIizBBS8grEjhLFMfuJyXsmJPgf7bpqjjfyiQjThPfu/in7mjNcVt7M1QO7jmtai9KEG6YOcEvlEBeVhvmlvm0UXR8R4YxCH3dVxvi1wTMAGI1qxzyPxWIxrKhiyJaZ/j2wE7gbeFO23PTD8ymH7Lv2HAuHMaOFj6jq/Utd3mPNF3SaizrjHcVpykTYwHdcfMdB25bB9nk5mqnJn9y+jLWV/SzI8iMLzBk5lByfqbhJnKYmBIbE9LgBtTTiSFTj4TgkEIfAMQ5vKUo1SfBw8FEmmnViB8rFgC2FMr21HJNJkz3NSabTiChN6W36TCVNHHEJ05TeoEBOXEZrFSbSJr0SIIBLSgpU45AwhkmEnJenmSa8eddVZs5hgUzHTd6z+ycciRo8vX/nCb2VH6pP8tWxB4k0ZcjLc0vlMLdVRnlK/w6u6BlhV76Xu6pHqGTPYzS0iuFksHGTNhYrPWI4E3g68GXgw8D/BbxRTFL6xyiHllIQkVcA31TVgyLyFlU9fkKDLtHZ4Hd6Mbcc21oezK3903HITBJSJqDkeiSqjDZqNEkY8PK4jszxjlY1YSMSVcQRBjyTSqIVSdU4uCWMRzXiNDUhMByYIaTsBYRJgbx4CFBLIw6FFYpOQEFc+nyzWukXlXGqcRMHTOiI0jAPVEeRRBAFL4UJiciJy9mFfqbDkBmNIUk4oiFVIpqqDEhAqg4xMaOEzBDTFxQJk4Q377qSnYtQCmNhjb/Z/RPqScxvbjqLs06Qe+Hn0we5fnIvOXF5Ut82hvwCM3HIz2YO8r3JvWzyC5yR70eAB+oTeOJwJKof95xLTXuGwF27FjffspLYuEkbi5VO1LMXs5LoT1T1RuBdwP0Y5fBaMCuQsrAYAIjIG4D/Cfx+Fh9p0VnaTpZAXASZnfytZR7ILfNSqAmVOGQiapiAdklEPYlwRAgclz7P5DOoJBGH4wpjYR3hqBc0HI2X1MqqZpSECYA3ETWYiBpUk4iieATiMZM0mYobhGlCyfHxxWFrrkTe8wgcF19cpuOQahJSTyL2NqdpJgkOkBOXNDNzDeWMM9vedIZQY3wgTCMKrkvJL5D4wkS9xsFGlZxCAYceHALX5Ry/hyIeDikJcCis8eptlyxKKRxoVnj3IzcQpgkvGjnvhErhxulHuX5yL31uwK8MnsaQXwCgxwt4av8OXBG+Of4IBddjwMtz4/RBetyAqXhRmV67jqp+VFWvVNUrh4cXPudisSwnKzpiUNW6iHxMVVVEfFW9RUTeBryDuSOHpJVgR1U/ICIXAp86WY/mhdLp+dyaL2h3WuuMdeSKQzWOmIwb5LNGKee4oHAkbOCKMBwUcRGiNKHXyxGmCeNxnV4vNzu3IGQjlDQiL8Z0FYiD7zhICjGK6wqVKCZNFd9xONBICTXBF4fxqE41inEcwRePXjeHCByoTHFTdYqi41LwAvbVp8mFLqRwJGkShzGlQoEwijnUqFHEpZC6EKe4qowR0iSkTN7EPUpj9hFRI6FGOuuncH5paMH3+ZH6FH+/5yYcEV4ycv4Jw1b8ZOoAP5raT5+X48l92x8z/+CKwxn5Ph6oTzIVNzmz0M/NMwfZGpSZisNF1QGLZSOy0qak2dDYbU5st3UohzTLw3yaiDxFVT+lqtcuR9k6PZ87PZVb+2e9lV0TjiHnHA2bLZhYRwfiCnuaU+Z3nk9fkKOWRFTTiLGwxmTcoM81E8z9fg43C4I3FTU5ktRxXWFrUKbsBkwkDY5ENUqOz46gh7zjUdGQ6cTkRsg5Dr1OHs8PyYtHpCnjcZ0oSTkSNzgcVtiSK7PVL3AorNBoRFnMUyEIAtT10DghThOmowbVJGQqjWe9lkNgjAYpMcU0T0xChZCCXySH8vzN5yz4HjfSmH/c+3N8x+ElI+fR7x0/A+u91SP8aGo/23NlLi1vPuak9OmZYri3eoSd+R5+NnMQR4RDYXXBZbNYNiorrhjmI1MOb8dkZXuTiGwCrgB+S0S+qaoHl6ssJ/JATtWMKgrZXIMjMrvWvqUwRIQBP0dflJtNdNNaxtrjBoRuwmRUZyZumCiqSUTZy2UpOCEiwUldwjTBQ9gXTjMTNvHEZSDIMRKUKTkBRdfHU4d6EiOiJJlCiEkZbVQYDxuEWfa4kpPDF4ceN0+PBFQ1YbNXZCKsUYsjVBx6XJOjOY0BVQa8PNU4JqRBCoQoEJIQMY0SRTXevPOqRXmLf3XsQWpptCClMB41+I8jD1N0vOMqBYCCa57HLZXDvGzkfMCE4zhRfm2LxbJKFUM24XxrNnJ4L/BuTFykK5dTKbTi8LQC3c3XEDXSeE5o7Xbm+Dw4cHZpcDYvQzONUYy/QK8f0JvkmY6apJIwHiWMxTW2eD2EJAx7RTzHIQVmMhv5pqCIAJUkJmpOU3IDev2ARJS6xoyHdSbCOj4OBTdgwCvQiGMiTRkmj2LyP5dclxpKXh0kSXk0qVOPQ9IkRhyhqD71NCIC6nETwaGMR4IiOMSkTKKEwK8Pncm5pcEF3999jRm+Nf4IF5WGT+jNHGvKZw7djQBPmsd8FKYJjzSm2JXvnb3v23MlHqpPkRcXV4RYjR+HxWI5PqtSMbTNHRwEchhHtqcspUfzsaglEROZH0Gn123naGE+UlWqcTg72jhWRNWSE5ALPAqOx/7GNI/Uq6Q5o5zqacRmv0SK4uPS4wXsDHrJux5HmnXqqRmV9Dg5RvwSE44xF/ni0u+aZaippgzlirihQ01jKklILnIAoRo3iUWYbFbZW5+m3/FQ36E3Dej381Q14VB1mj1UaJBSBKMoSMgBJb/AiOvz3E2PW9S9/eHUPhwRntK/44TH3lsdp5EmXNWzhYL72Hv99fFHALivNsE1g6eTc1wGvQIPMsVY3KDHNVnzJrKJepvm02I5Niu9KumYZI5v7weuBp62GKXQvorplMuR/dM5VkhVmYga1DLTTCONSTvCM7ViIB0Mq4zHjVlP5kKmFFpmqam4SeA49Pk5RvIlim5AIik5ccm5Lo0kZl84xWhUIybljHw/g0GBBMV1HCJSGmlMM4mJ05SZOGQmjujxAgLXpRI3mW7WyTse2wq9bA2K9PkBnuNRCZvsDmdIwhBRGPBzDPpFBt0Cg14ez/HY5ZXYWeqjF6MYm5jsR3VMTPSxqM7TB05bVPhsMGGwB73CvA19Jz+a2kcgDiPzTEwfaFbmfP7G+CNmlVbb/e31ctTSCAU7z2CxnIBVqxiyMNqfBC5ZiEeziJRF5GXZb5NsKespU3B9hvwChY65hVaiHFfE+AtkS1fTLItbmq0uGvDzbMkifbZWGokcDc7XSGOiNCVWpc8zPgZnFvu5oncrF/QMsyPfy0CQpyQBvjjkXJe86zEVN5nJ/BAKrkdKyuG4yp3VUW6rHORAfYa9tWn2N8zy07omTMQNALaUejmjOETJ80lEqUUh++IqIUq/G+CpMpGGJCgHohmOxHU8Ffrw6cXDBQqYLEiCWfZ6Wc/mRd3XRI1Pxq78iQPijUcNKknEGYW+xwTAi9KEn888Nmrq18cfMavBME5zhWxkBo9VJBaLZS6r0pTUQlW/sZDjshHCjcB5IrJDVf92kTGXjkn7hHOr0W+Fxy57wawJSTriGcHR1UtBW6a2TrNT3vGoOzGo6dn2eTlSUc4s9huZibLd6TFLYJOGiVOUxFmI7YReN8egeIz4JSJNmQwb1MKI0IlpakojDulxcvTnHLOU1XHQRGcT/2z2iozm6/iJS0JM4AYciWvUoiYzKCIpB8MqU3FIkxQfhxgPJSUlZUe+j8BxTbjwRRBpSoJScE4ciPBw1sMfCUqP+e54y08jTXEwPiCBuCSZYlhpXwaLZbWzqhXDQslGCHuBFPgjESmp6tu6pRxaNFIzqdvUhG25MiUveEyYjPYJ5/agd7UkAmE20ikcXQ5bcnz2NWeytJ0xgeOSuko1jpiI6gxmzlszcZh5NAtF16MsPrUkpqEpLg4Dfg4/V2QsqVFpCD2eMU9NJyFhGFLRGFF4qD6Oq8Jmv4S4Dmf7A6ivTIQN6hqzKfWJiUnShLqTksYxNUJyuOQkT6J1ZjJntj2NKU4v9C/6XuYdj5y4TCcnbqRbwfPmi6TuLTiEtprhjbKoPBBriRff8eVZM9l8StRiWSjrQjFk7MZkc/si8GYRSVT1nYtVDscLWeDh0EiNA1mrieqMk9Q+wmhfktryZG4fLcx6TyeJiXqaxvR7ecI0IScOB8IZRpt1anFMrxuAKI7KrGd0wfXIOS4TYYMD4TRHQp9BP4+oMJ022RyU2ZXvY39Y4cFmg/GwTuJExIkymYRMJiGqUPB8BpyAihOTRDGhm5IkyqRG5FKHfi+AFAZyBfol4NZakxAT8zzBmGpiTY+ZTe1YlL2AA83KCXMkBNl562lMpwo60byGdvwFkMfMGK0PDoVVrr/ipUsux8ZNWv+s2jmGhdI2l3AdsB/4BPBx4E+z5a6tsBojCzlfe8iCoU2bqMbhrG16JglJSfEdd47TW3tIi3ZantIxKWUvoJCtSmqtZkpVyYlL2fXpcQMGvQKpKgkp9cSYl4qOy1Tc5FBUJVGlpjGawqGoykTcwHUc+oO8mQMRzTyfXQaDIgNejrG4TiUOGXRyFByXwAkouwGeI6RJSqwJmiouDkNOnrwfoCn4jkOfl2fAz+P5PkXPxxEXXBfJmtmWph2N6rxvz01ML9JE89T+HYxFdb43uXfe0UCLTX4RV4TbKqPmvrRRPM7EdTZAoJTddzdTCIP+8f0lLMfnsxc9j+uveCnXX/FSO5G/TlnziqFtJPAI8EygBLwH+B/AH4vIn4vIh4DXisiixtexpozHjVmnqD4vx3BQYkuuNGuOaI0Q2s1D7ZPPnXGQWpPU9SRiIm5QT2Jm0pB+P0d/kGPAz+EgxinOK1D2cgSuiZJazJzYANPIpWZUUnR9Nvsl+t08vjg4jjCUK1ByAx6tV3i0UWF/WGEmiZhMajyuNMDF5RE2+UU2uSUKjkve9Sn6OYY0QEnJ49Eb5EnShImoTuD5hEnM4WaFIgEO4GPS5wHsbkzz14/8hIfqkwu+v88ePIOr+3fx85lD/Ghq/zGPK7geLx05n0SVH0zuo9nmi+CKw7MHT59z/CXlYZ47dCaTmaLakethNKpTdgMchPOKCw/XYbFsRNa0KallIsrCcd8nIt8DHq+qnxWRf8BYOv4SCIDLVbW6GLOSI0K/m5tt2D3HYSgoHPc3naaldk/p9vmHWhKBgmbd2tbkdSUNKTgeZTcg0pRNfpFBv0DeMQHvwjRFRUlRIlIONCr44jAaV0lSpcfJURAvC+edEGpMwfHoz/k06iElN0ePn8dxmqSihGlEXgIKjstUs8GBtMJoXMcXYbuTw/XyTJHgx8qMRjSjhDzCJvJ4QAGfPcwwpSkC/O3un3JJeTNX9m7hwtLwcZeiiggvHjmPWFN+OLWPShLxhN6t8/boR4ISL9x8Lp87fC/fm9jLxeVhRoIikgUofM7QmUTZKrGWSetgWMUBBrwClTikEBQZ9PMLWh5rsWxk1tQbkuVvGAA2A3d3huMGDgGvAz6rqntF5DyMxaMOPBe4dbET0a0kOCeiPZBee8jtdtrnH1qjjPbEPY00NitmBEggIaXgeBRcDwXjvZum1MOIzV5pNgZSy9RVcnxCYg7HJvbSsFdkV6GPFCUvHiU/RyVbVVWN4ky+8WKOSIklIU2VPicgEJedboliLqBZT2k2GkRRRA0lBnokIFBBXAc/u/vj2XLYh+qT3Fo5jINwdnGAi0rDXNYzwqZ5lKojwsu3PJ684/KdiT3cVR1je67MZeURziz04ztHB7U78j08f/gcvjL2ADfNHCQnLueVBtkalPAdl1yb+8pD9Un2Nytc0TPCz2cOkmBChGzyj6/YLRbLGlIMIlLGzB2cD5wG3Cci16rqzSLiZTkZvgj8cXb8Z4H/AlwLXAK8U0QiVX3vQmW2Gu5KHCIYn4ZjKYnZkYK7sFzQ7UrCyyx6gbhZfgcXxUy2igiTSRMUhoICruNQdH3KvlkqW4g8ojQl0pReL2AyapKjyXQS4jjC1qAHEXPuybSBpwkTSZ0GZjlrUTxcR9iZ72MwKOKkDg2NmYgb7EuqPD5f5KxCP2NSJ3ErEDVJU6Xkekxrgp/G9BDgEROTUgOaiVlCmqLMJCFfGL2PL4zexxn5Pq7s3cKl5blKwhHhhSPncc3QGXx3Yg/XT+zhq0cexBOHswr9nJ7v47RCL2U34PRCH6/fcTn31cb5zsRubquMchujFB2PLUGJpiaMRw3qqZmwv6g0zL8evItduV72NWf41aEzF/r4LQvATkSvT9aEYsjmBn6CCZHxQYzj7euBL4jIlao6nh16O3CBiOzBzDW8RFW/KSLfz37z74uR62DSZU5EDbPUdJ4gei0Wmwt6PkJNZv0L8o6H5zgE4mZxlY6eu7Us1hFhU644O1pRVYqex5nuwGxMpn4/T0xKIC45x2XUrZETl/3MUEtCfHVxfZdykKNMjrG4hiTgNE3DXvJz7Cj1MVmos682QyNukjggCRyIq/gi7FRokDLVqLEnrlDGZQsBe6gy1axQAFzMnM3nD9/H5w/fx658L1f1bMlMQiUky2b3X4fP5nmbzuK+2jg3Tj/KzTMHubdmHu+Qn+fi0jDnloY4vzTEecVB9jcr7G5McXtllIcaU8YJ0HG5smcLF5SG+OLYL3BF+OX+7Xzm0D08vmznF7qJTeCzPln1iiFzXnsvMAa8RlUfyvbfAHwXeAvwlszMNIpJ4vN04O3AtwFUdbeIvP1kMr21vJc7l5p2Ml/k1ZOR1fo7Z0ThzI3R1CmndWyaLfvsDPgXYEws/UGeXj9HI43ZnCuxPd9LQVwamjCSK82eq+R41JMRamnEjnwvOOAUB9hZrFFyjOlJU+VQVGXILTCZNHFxaMQR+xqTlPw855U2EWnCI9VJxhtVHM9lu9/L7ZUD3Fud4CBNrhu9n+tG72fIL3B+cYjTCr2clu9lW1Dm/Kzxf8WWC9jfnOGu6hjXT+zlu5Nm2+QXeFyhn135Xi7rGeFJfdsBZpe9/qI2wacP3YMALxg+hy9kyujynuOnCrVYLGtAMQBbgHOAn2J8FVrsBu4AzgVoNfoi8s/Ax4Dd7fMJJ5v+sz2M9lJzqsplIb9vP2aX99gMa7uKx8661nn8CGUAtrftu5S5De+uct+cz1ds3jr7/4PNKjdOP8q3x3dz88xBfji1DzBTLP1enmG/wFC2DfoFXrX1QhKUh+pT3DC1nxunH+Wn048CJthg0fGINaWZJiQog16eF46cx/978C76vBzvP+cZs2EyLBbLsVkLiqGC6fl/opXJDUBVGyLyY+Cl2WhBVDVS1X0rWVjLwtmSK/G84bN43vBZqCqPhlXur43zSH2KR5sVHqhPck/tCFNxc46DWq8bcEnPZs4qDBCIw2TcZDSqMRE1yDseJden5Prsaczwkf230usGvP+cZ856kFssluOz6hWDqk6JyD+oajTPUtMJjLdzkAXda5mePFW1AXHWECLCtlyZbbmyWXfWRpQmHI5qHGxW2d+scPPMQX4ydYAfTO5DMGFGhn2zFLWRJow3Z9jTmCbShFdtvYgXjpx7ymY+i2UjseoVA8xJ+5nCUf8FYBrjq9AyI/UA/x24R0Q+00obalnb+I7L9lwP23M9XAE8b/gsYk25uzLGz2cOsbcxzUP1Se6sVsg7HmXX55f7t/OKrRdyWv7YpjFLd2mtULKrk9Y+a0IxdNI2ahjHON9uEpFp4O+AVwMXWqWwvvHE4eKezVy8yHDflqWjpQzs6qS1z6oLibHIPAoh0AtsA/4GeDlwxUpkerNYLJb1wqpQDCJSFJHfhNmAdwst1xRwBHgf8DvAU1X1liUqpsVisWwIVtyUlKXw/BFwtoi8WVX/ZRGhsqeBEaAMPHEhmd4sFsvSYr2h1z4rqhiyZaZ/D+wE7gbelAXE+/B8yiH7Lmk7xWHMaOEjqnr/shbeYrHMi/WGXvustCnpTIyX8peBPwDuA94oIq+Fx5qVWkpBRF4hIltUdRR4i1UKFovF0j1WWjHsxawk+hNVvRF4F3A/j1UOs+6qIvIGTNiL38+URvLY01osFovlZFlRU5Kq1kXkY6qqIuKr6i1Z1rV3YJQDmVkpERFRwwdE0ejsaQAAE5pJREFU5ELgU93K5WyxWJYGO9+wNlnxyeeWv0GbE9ttHcohVdWPAqeJyFNU9VOqeu0KFtlisSwQO9+wNllxxTAfmXJ4O/A2zIT0JuAK4LdE5JuqenBFC2ixWBaNHT2sHValYshWI92ajRzeC7wbExfpSqsULJa1iR09rB1WpWJomzs4COQwjmxPsR7NFsv6wI4eVjerUjHArOPb+4GrgUutUrBY1g/tiuDFd3zZKolVxqpVDKpaE5FPAn+jqnesdHksFsvSYJXE6mPVKgYAVf3GSpfBYrEsH8dSEi2sslgeVrVisFgsG5f5FMB8yqITqzxOHbFpC46NiPxn9t9NXTrlJmCsS+darTI3wjUuVOYYgKr+amuHiLwGeE328VxMGJjlxNaH9SPzXFXtWYoTW8WwjIjIz1T1yvUscyNc40rJ7Aa2PliZC2GlYyVZLBaLZZVhFYPFYrFY5mAVw/Ly0Q0gcyNc40rJ7Aa2PliZJ8TOMVgsFotlDnbEYLFYLJY5WMVgsVgsljlYxWCxWCyWOVjFYLFYLJY5WMVgWTZERFa6DEtNlod8zdGeV30ZZa7b+iAizlqtC2AVw6piqV8UEekTkXeLSGEp5bTJ80XkDBE5X0TyWW7vZWmAlrPREZGSiDwHTC6RtdIgiEhZRF4GkOVVX9Jyi0ggIheLyJNFpJzVh2VXDsvwnpUwqYlfJCLLEo8uU0RlEfFa13cqz3NNVOD1RtaQvFdEviQiXxORN4tIcSlfFBHpAW4HrgH8pZAxj7x/A74OfA/4TxEZyBqgpbrGooj8n5mcZWl0RMQHbgS+IiK/C2tDOWQK+kbgf4nIf4elLXdWH74KfAlTJ34uIqcvcZ1fqffsJuCZmCCly1EHe4BPA98Cvg98QESG2xKeLZpVXXnXIyJSBm7AJCCaBgaANwDvEZFAl8CxRER6gduAXwC/parT8xzTtQqcJVm6ASgCfw38LSbI2CdExFuiaywCPwU+BLxSRHqXSTmUMe/RPcAfisjrYPUrB1VNgL3A3cAficg7sv1dL3f2bH6YffwT4FWYVL3XiUhuierDSrxnPqaB3gv8NvC/VTXqOKar9TEb/d8AbMMo3XuBXwHuEJFnn+yIxYbdXkZEJAD+FTgM/K6q7s72fwh4HiZj3UNdllnE9GB2A88H6tn+Hkza1AoQthqEU+lltPF6oAa8RlUfzOSVgOeqatxWNunGC5r1fv8K6Mcov7dkp/+4qk53S858qOqEiNwJDAN7gD8RkVRVP5Ld0yWT3QV2Az3AF4E3i0iiqu/scl0AeBmQAG9U1XthtkF7S7a/q6zEe5bRA+zA5Kl/WFVjEXk8ptGOgZ+paqXLMp+J6Zhcq6r3AGQy/wr4PHCtiHyhU0GdiFXbo1mn/DJwOfDhVmXNeCswgjHzdJvfBnZi8mc3VDUSkd/ANAa3Y3ob/5T1sLvVW9wF5IH9bftuBiZE5A0i8qctM0IXZAGcBlwGfBe4CjOcfgvwO0s5cmibL/kmcCfwTuBW4E9F5LUAmewlCY18srQ94+swz+gTwMcx5X4bzI4cRrok8jRgC6Yn3eIRoAr8pYj8k4g8UUTyXZK37O9ZVr92AWcDN2Tv2YuAb2Ma6OuAO0XkSV0WvQU4HdjX2pGlQX4Z8O+YsBnXZGVc+LutqnZbpg3Tm/geMNK2zwEKwB3Au1r7uiizF9Ng3Q/8P8ALgAZGMbwT+Bymp/tDoOcUZUm2vQd4AHgqZlTSi8k78BBwF8bsMgk8s/W7U5Sbx+Q42NS27/PAo8CbgN5u39cO+U8EjmB6hhcDX8CMXH4X+ADwO0Cw0vVvnnKfC4wDF2UNzPswZpc/x5jk3gaUuiDn2uzZ/7esLmzCmLDuxyjzG4AQ+L0u1Ydlf8+y87XO/wfAlZj8DO/I6sezMXMro8CVp3qdrd8C/wV4GPg/Oq8ne/euw4ycti5G5opXzo22Afnsb+dD/Dfgk9n/3Y7vTqkCY4a478aYDurAXwLl1rmzhmsvZi7glF7K7JxbMD3Ch4CfZH9vzhqiUvb9lzG9nL5TlCUdn3Nt/29XDv2dv+lGwwC4mHmGHwBPyvZdDHwWo/xS4LJuyetCeZ32OobpILw4+/9O4O8wHYcUuLRL9W8QuD6rBw9kf28HHtd6XsBHMMp1R5eus3XeZXnPsnqQx9j5vw38HmYkubntmGHgOxilmO/SdbbmD78DbJvn+7MwyupTi7m+Fa2k633DaOzzgF8C/Lb9j2l8Mb3M/2j7XAbe2GrAT1ZmWwPQh7E7fhw4s7McwNcwowb3FOV52f4RzFzDyzHmlZd0/O5qjCnh10/h/nrH2O+2/f/zGDPaH2IU5DbaFGMXZX4e+HTb529kDew+zFzLStVBL2uQLjhGvfswcH3b569i5oeqwF90Sx5m8vc5wK9jlMSr2+sgRknUgFedhMwAOB94xoka3C6+Z/PKzK5jAmgCt3bWSeCFwAHgvJO4zjLwF8A5HfsvBKYw8yqPGeFhOny3AMUFy1qpCrvet6wRugHTc57B9JLeBJyRfS8dfz8MfDf7f1/2OQYe1wWZZ2Xf95INY9tlZ///KKYBX3BP5jjyzm47poQxGbyg47e/mjWav3QS9/WLZGYCFqYcPotRDu/ENHwRmXI8VZkc7YG/DvhSm7zRbN//xvSEF93gdaEOljGmwjswJqKbgMvbrwFj4vhGR7lfgRk5pMBbuiGv/X5ljdSbOvY/GWPSfNZJ1If/AB7M3pd7gCfPUwe6/Z7NKzP7/jlZ3U6ze9k+in0uZhR7wSKv0wH+Mzvnh8nakbbvX4BR5v+K6ZQ5bd+9Kivr5gXLW+7KuhE2TG/ieoxN8RrMRNgnMLbAr3B0iC5tFfZdmCFhL6ZXXyMzQXRJZucL2t64bcHYZD/BMRraU7jGHswSuuuAgWzfcHaNNy2qspqh+nezl+MXnFg5tI/Svpz9bgq4pNsyMUP2RzBmgnHgmmz/ZcAnyZTzMtbBEmZC/FvAazGLEG7CKO/BtuO2Yiag92AU2LOy/adhzI/ndksepnHzs7r2Q+CitjJ8FGNeeow55Dgyy9n9/ibwYuBpGDPOnW3HdJoaT/U9W4jMPPCbGNv+vZi5JgHOzN6R24Chk3im78KYfGvZ+3Ra23ceZp5hKivbczKZIxgz0g9YxKho2SrqRtowqxMeBJ7fsf91GKeiH9FhvwXejul5/DNmHmDBlfVkZWb/PzurrOMsYni7QHlXZPt+DbMs9gbMSomvZS/NxYuQ52AmRXdjJtHvyF6SE44csobnC5iG7/Hdlpm9gEOY0cHNmF54+z3OLVRml+qfC/wTRnGf2bb/XIwZ472t8mfbX2fPprPcC+0kLFRey5xyAWZkcj/wY4x9/OAi64OPmS/olPkr2fPq6zi+1QE76fdsATL7O46/FKMs92Ea7Nuzer/gjklH2V+F6eBcjRmRfR6zIql95H85Rxd6jGLexbFFy1zOCrtRNozNbwJ4Rva50PbdS7OH9TXahq8Yx580e5iXL5PMv8gq0cMnUVkXJQ+4AjMU/hZmxcuCeqIdMlvmrh7MksQ7MD3dYyoHTO/tr2ibTF0qmRib8wW0KYwVqn/bMXMc72WuOSWPGeH9e8fxOzC28QUpglORx9GO0HbgXzCmp/fQZn5coMxtmB7/GzCKuXXep2XP6B8wprHnA8Ntvzvp92yBMj+XyWzVj35MQ/7HwEvoMAEtUv4QRplehDHFVjEdnm3Z9y2T8QBmFP/nGGWyYDPZrKyVqLgbYQN+Dnyt7XO7WeM1mNUZf8bRXtSFWeW6cBllngX8DSdp5liAvAczeX62z2v/exLyfLJeGaan+0xML6y9ofY7fuNienQne40LkbmsI4IFlLkP48exOfvcbrJ8G8a84XXeq2WQ16p3rb+t+rDo1UDZc72AuRO/OUxH50FMp+RHmLmvt5MtxT6V9+wkZPYvVsZxZDuYzsmPyRZyYMxFFYwC/A+M6e6UVvnNylvpSrzeNo72Il6OMTu8te279obzQ5ghZk/bvsIKyDyZl3Ix8vbT4R/BSfSkmTtcbjfhtDfUW7L9LsbmveBVGF2UeVLPcAnqYUsZdy7XfGP2TIpt+1xOUbmdhLz2Eeap+i20FM0nMc6NZ7Xt+xBm2fAZbcef8jNarMwuPtd3Y0YJQfb5mRgfkDrwyq7d06WuoBt1AzZjbPd3AH/Ytr+Q/d2BsRP+xlqVuRLX2CZjdlVX9nK0TDybMcP3D2G8P7vpLHgimf+cyVwRE9IJyt5S5r+dlbnVsPRgJjW7Wu7llped+/FkTo5t8vsxYTf+2xLd12WViVnldEfb589g5i/qmDmu07oiZylu1kbf2hqQMzCTRXcAf9ZxzJXZC/OktShzJa7xOGVwgadjevG7MUP6FDh/Pcjscvmfh5mM3IZZYfORrNwLnpRfzfLmkf9rmInYRc8vrUaZmNVUt2KW934Os6DiqZg5hxQzgjkpU+0cOct1s9brxjF6pG0NyJmY5WKPYNbCX5g9yA9m+xa8PG+lZK6mazzecRjTVspJrMJYKZlLWQePceyvYkwPV2LCdVRY/Aq4ZZV3Cs9mE/AxjKln03qQiVGuP8FMPO8HnsXRkcozOQnHuXnldOMkG23DhJP+zRM9zLYHNoJxkb8LM+zbi5mwWsxSuWWVuZqv8Ri/3ZUppWkWtyR12WUuZx2c53dPxDhY/SBrXBa0Mme55XXh2Twd01k5QuYvsV5kZgrgZ5iRydLE/1qKk67nLXuIt2B6Pq8+0cNk7gSmi+lJX0RbgK/VJnMtXOM8v/89jJ11wcP3lZC5EnWw47cXYEY4MyzQb2C55XVB5qswy2RvOYkGelXL5GhHrJ8umIyOWa6lOvF63DBL7j6EMRvciOkdv/ZYD5NFxh1aDTLX8jUC21ezzNVQBzFe539PR7yd1SKvSzJ3YNbxb11nMju97ZdskcOyVej1sAHnYNZkfxx4AsYL8u7jPcxs3ytYROiHlZS5Ea5xpWSugjrYWlq74J7mcsvrlsyVuK/rqQ6uSOVeqxsm3vrvcTT2y2WYEA+dD7Pd+/MNmKH0O+Z7yKtN5ka4xpWSuQrq4DsxjlIL7mkut7yNVB9Wcx1c9oq91jeOrsRpOfRccoyH2W53/wiLdPlfSZkb4RpXSuZarIMb5dlsFJkLKtdSnnyjbB0P8zXZvtOBV6wXmRvhGldK5los90Z5NhtFZufW0laWU0RELsXEhTkX+F+YoHG/hVnDf3A9yNwI17hSMruBrQ9WZtdYLg20njeOLiG7GBPMKsWsZV50lNTVKnMjXONKyVyL5d4oz2ajyOzcvMWrEksnqppm/z2IibY4BTxFVe9eLzI3wjWulMxuYOuDldntQtitO1q+CHwao90X7MizlmRuhGtcKZlrsdwb5dlsFJntm51j6CIicg3wqKresV5lboRrXCmZ3cDWByuzK7KtYrBYLBZLO85KF8BisVgsqwurGCwWi8UyB6sYLBaLxTIHqxgsFovFMgerGCxLgoj0iMi0iLgrXRbL+kJE/lVEfqft81tF5K9XskzrDasYLEvFFcBtqpqsdEEsqxcReeYCj3uyiOSyj1dhMpi1uBL4ebfLtpGxisGyVDwBuGmlC2FZvYhIEfgfCzjuEuDLQCQiPZiUqu1ewFcCNy9JITcoVjFYTsgp9OpuXLpSWdYBlwOni8jjjnWAiGwBvgLMqAkVcRlwp6rG2fdnADlVfXg5CrxRsIrBclxOpleX7bIjBsuJeEL29+nzfSkiBeADQAnYl+3ehIkdhIg4mAikdrTQZaxisJyIRffqRGQzUFLVB5erkJY1yROAJvCszi9ERIB/wmSBa1cM3wF6ROQrmIQ1AVYxdB0bXdVyItp7dY9p6Dt6dfe2/eZnncdaLB0MAdcDvyIiXss8lPEO4DrgECbC6H4AVZ0EnrjM5dxw2BGD5UScTK/Ozi9YjouIXIDpSHwdGASe0fbdK4Ejqvo1YEe2e99jTmJZMqxisJyIOb26ju+O1at7m6q+dTkLaVlzPA+ThOY/s88vBxCRpwBXqOo/Zvt3Zn+tYlhGrGKwHBPbq7MsIU8Dvqmq92DmCF4sIk8Efh/447bjbN1aAaxisBwP26uzdAURcbKGHxG5CrhFVVsr2D6MGXF+BHhdx1xDSzEcWLbCWqxisBwX26uzdIunAz8WkX8G/hH4u7bvPg08DDw/m1xuZyD7e42IvFgMRRF5j4jcIiJ3isgPl774GwurGCyz2F6dZQm5E2OW/A3gz1T1SOsLVa0Cl6jqA/P87oPAt4DnAqNqMot9FsgDV6nqhcCLl7rwGw2bwc0yS+bh/C3gQ8ClwG+0XmARKQF3ANd0vsAi8mHg2mybAj4HFIC3As8GfGBSVZ+8TJdiWaeIyFMxyuJSG4dr6bB+DJZ22nt1r+js1YnIJao6M8/vPgg8DtOre7+qqoh8FuP3cJWqxiKyfRnKb1n/XAX80CqFpcWOGCxdx/bqLEuFiLwEeBPwFFWNRGQTMNVm8rR0ATtisCwFtldnWSo+D1wN3CUidWCctmXUlu5gFYNlKdgPvFBEfNurs3STrLPx2pUux3rHmpIsXSfL2vZBTE9utlentrJZLGsCqxgsFovFMgfrx2CxWCyWOVjFYLFYLJY5WMVgsVgsljlYxWCxWCyWOVjFYLFYLJY5WMVgsVgsljlYxWCxWCyWOVjFYLFYLJY5WMVgsVgsljn8/xHFCarEsF3EAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 396x396 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotrange = [(1,1.15),(1.2,1.4)]\n", + "cnr = createPostConer('chirp', 'uniform', plotrange, [r'$\\mathcal{M}_c^{l}$', r'$\\mathcal{M}_c^{u}$'], save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " analysing data from out/ratio/half/.txt\n", + " & $\\sigma$ & 0.086 & 0.098 & 0.122 & 0.157 & 0.193\\\\\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 244.8x244.8 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotrange = [(0.04, 0.3)]\n", + "cnr = createPostConer('ratio', 'half', plotrange, [r'$\\sigma$'], save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " analysing data from out/ratio/uniformRatio/.txt\n", + " & $q^{l}$ & 0.665 & 0.70 & 0.733 & 0.748 & 0.754\\\\\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 244.8x244.8 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotrange = [(0.0, 1)]\n", + "cnr = createPostConer('ratio', 'uniformRatio', plotrange, [r'$q^{l}$'], save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def createPredPostDist(dataName, modelName, evalFunction, plotrange, ndims, modelNum, drawNumber=1000, massSamples=[], showSampleLines=False, save=False):\n", + "\n", + " prefix = 'out/' + dataName + '/' + modelName + '/'\n", + " \n", + " nDims = ndims\n", + " \n", + " a = pymultinest.analyse.Analyzer(nDims, outputfiles_basename=prefix)\n", + " \n", + " paramList=[]\n", + " for params in a.get_equal_weighted_posterior():\n", + " paramList.append(params)\n", + " \n", + " paramArray = np.asarray(paramList)\n", + " #print(np.shape(paramArray))\n", + " \n", + " paramsWithoutEvidence = paramArray[:,:-1].tolist()\n", + " #print(np.shape(paramsWithoutEvidence)) \n", + " \n", + "\n", + " drawnParams = [random.choice(paramsWithoutEvidence) for i in range(drawNumber)]\n", + " \n", + " xValues = np.linspace(plotrange[0], plotrange[1], 5000) \n", + " plt.xlim(plotrange[0], plotrange[1])\n", + " \n", + " \n", + " yValueList = []\n", + " for params in drawnParams:\n", + " #print(params)\n", + " yValues = evalFunction(params, xValues)\n", + " yValueList.append(yValues)\n", + "\n", + " \n", + " print(np.shape(np.asarray(yValueList)))\n", + " \n", + " yValueArray = np.asarray(yValueList)\n", + " \n", + " meanyValues = np.mean(yValueArray, axis=0)\n", + " \n", + "# if len(massSamples != 0):\n", + "# weights = np.ones_like(massSamples.flatten())/float(len(massSamples.flatten()))\n", + "# #plt.hist(massSamples.flatten(), bins=12, color='#3fcca6', histtype=\"stepfilled\", alpha=0.3, weights=weights)\n", + " \n", + "# plt.hist(massSamples.flatten(), bins=40, color='#3fcca6', histtype=\"stepfilled\", alpha=0.3, normed=True)\n", + " \n", + " if showSampleLines == True:\n", + " for yValues in yValueList:\n", + " plt.plot(xValues, yValues, alpha=0.1)\n", + "\n", + " \n", + " if modelNum == 0:\n", + " plt.plot(xValues, meanyValues, color='#3fcca6', linewidth=3)\n", + " else:\n", + " plt.plot(xValues, meanyValues, color='#3fcca6', alpha=0.3)\n", + " #plt.plot(xValues, meanyValues, color='#3fcca6', alpha=0.3, scaley=False)\n", + " \n", + " if save == True:\n", + " saveName = \"plotOutput/\" + dataName + 'Fit.png'\n", + " plt.savefig(saveName, dpi=200)\n", + " \n", + " #plt.show()\n", + " return meanyValues\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "modelList = [['singleGaussian', evalSingleGaussian, 2], ['twoGaussian', evalTwoGaussian, 5], ['uniform', evalUniform, 2], ['uniformRatio', evalUniformLowerOnly, 1], ['half', evalHalfGaussian, 1]]\n", + "\n", + "def createMultiPredPostdataName(dataName, modelList, plotrange, plotLabels=[\"M\",\"P(M)\"], binz=40, drawNumber=1000, massSamples=[], showSampleLines=False, save=False):\n", + " plt.gcf().clear()\n", + " #plt.gca()\n", + " plt.rcParams.update({'font.size': 15})\n", + " \n", + " plt.gcf().subplots_adjust(bottom=0.15)\n", + " \n", + " plt.xlabel(plotLabels[0]); plt.ylabel(plotLabels[1])\n", + " \n", + " if len(massSamples != 0):\n", + " plt.hist(massSamples.flatten(), bins=binz, color='#3fcca6', histtype=\"stepfilled\", alpha=0.3, normed=True)\n", + " \n", + " \n", + " for index, (modelName, evalFunction, modelDims) in enumerate(modelList):\n", + " createPredPostDist(dataName, modelName, evalFunction, plotrange, modelDims, index, drawNumber, [], showSampleLines=False, save=False)\n", + " \n", + " \n", + " if save == True:\n", + " saveName = \"plotOutput/\" + dataName + 'Fit.png'\n", + " plt.savefig(saveName, dpi=200)\n", + " return plt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pulsarModels = [modelList[i] for i in [1, 0, 2]]\n", + "createMultiPredPostdataName('pulsar', pulsarModels, [1.1, 1.8], [r'$m_r$ ($M_\\odot$)',r'P($m_r$)'], 15, 2000, pulsarMassSamples, save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "companionModels = [modelList[i] for i in [2, 0, 1]]\n", + "createMultiPredPostdataName('companion', companionModels, [1.0, 1.7], [r'$m_s$ ($M_\\odot$)',r'P($m_s$)'], 15, 2000, companionMassSamples, save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "totalModels = [modelList[i] for i in [2, 0, 1]]\n", + "createMultiPredPostdataName('total', totalModels, [2.3, 3], [r'$M_T$ ($M_\\odot$)',r'P($M_T$)'], 12, 2000, totalMassSamples, save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "bothModels = [modelList[i] for i in [0, 1, 2]]\n", + "createMultiPredPostdataName('both', bothModels, [1, 1.7], [r'$m$ ($M_\\odot$)',r'P($m$)'], 15, 5000, bothMassSamples, save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "chirpModels = [modelList[i] for i in [2, 0, 1]]\n", + "createMultiPredPostdataName('chirp', chirpModels, [1.05, 1.3], [r'$\\mathcal{M}_c$ ($M_\\odot$)',r'P($\\mathcal{M}_c$)'], 8, 2000, chirpSamples, save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ratioModels = [modelList[i] for i in [4, 3]]\n", + "createMultiPredPostdataName('ratio', ratioModels, [0.45, 1], [r'$q$',r'P($q$)'], 15, 5000, ratioSamples, save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure(num=None, figsize=(20, 20), facecolor='w', edgecolor='k')\n", + "\n", + "i = 0\n", + "plt.subplot(5, 5, i + 1)\n", + "pulsarModels = [modelList[i] for i in [1, 0, 2]]\n", + "createMultiPredPostdataName('pulsar', pulsarModels, [1.1, 1.8], [r'$m_r$ ($M_\\odot$)',r'P($m_r$)'], 15, 1000, pulsarMassSamples, save=False)\n", + "\n", + "i += 1\n", + "plt.subplot(5, 5, i + 1)\n", + "companionModels = [modelList[i] for i in [2, 0, 1]]\n", + "createMultiPredPostdataName('companion', companionModels, [1.0, 1.7], [r'$m_s$ ($M_\\odot$)',r'P($m_s$)'], 15, 1000, companionMassSamples, save=False)\n", + "\n", + "i += 1\n", + "plt.subplot(5, 5, i + 1)\n", + "totalModels = [modelList[i] for i in [2, 0, 1]]\n", + "createMultiPredPostdataName('total', totalModels, [2.3, 3], [r'$M_T$ ($M_\\odot$)',r'P($M_T$)'], 12, 1000, totalMassSamples, save=False)\n", + "\n", + "i += 1\n", + "plt.subplot(5, 5, i + 1)\n", + "chirpModels = [modelList[i] for i in [2, 0, 1]]\n", + "createMultiPredPostdataName('chirp', chirpModels, [1.05, 1.3], [r'$\\mathcal{M}_c$ ($M_\\odot$)',r'P($\\mathcal{M}_c$)'], 8, 1000, chirpSamples, save=False)\n", + "\n", + "i += 1\n", + "plt.subplot(5, 5, i + 1)\n", + "ratioModels = [modelList[i] for i in [4, 3]]\n", + "createMultiPredPostdataName('ratio', ratioModels, [0.45, 1], [r'$q$',r'P($q$)'], 15, 1000, ratioSamples, save=False)\n", + "\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#createPredPostDist('pulsar', 'twoGaussian', evalTwoGaussian, [1.2, 1.8], 5, 5000, pulsarMassSamples, save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#createPredPostDist('companion', 'uniform', evalUniform, [1.1, 1.5], 2, 5000, companionMassSamples, save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#createPredPostDist('total', 'uniform', evalUniform, [2.35, 3], 2, 5000, totalMassSamples, save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#createPredPostDist('chirp', 'uniform', evalUniform, [1.05, 1.3], 2, 5000, chirpSamples, save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#createPredPostDist('ratio', 'half', evalHalfGaussian, [0.45, 1], 1, 5000, ratioSamples, save=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy import integrate\n", + "from scipy import optimize\n", + "\n", + "# import warnings\n", + "# warnings.filterwarnings('error')\n", + "\n", + "\n", + "prefix = 'out/' + 'ratio' + '/' + 'half' + '/'\n", + "\n", + "nDims = 1\n", + " \n", + "a = pymultinest.analyse.Analyzer(nDims, outputfiles_basename=prefix)\n", + " \n", + "paramList=[]\n", + "for params in a.get_equal_weighted_posterior():\n", + " paramList.append(params)\n", + " \n", + "paramArray = np.asarray(paramList)\n", + "#print(np.shape(paramArray))\n", + " \n", + "paramsWithoutEvidence = paramArray[:,:-1].tolist()\n", + "\n", + "drawnParams = [random.choice(paramsWithoutEvidence) for i in range(5000)]\n", + "#random.sample(paramsWithoutEvidence, 1000)\n", + "#print(len(paramsWithoutEvidence))\n", + "\n", + "\n", + "### Function which calculates integral of halfgaussian from 0.45 to upperLimit, returns area-percentile\n", + "#Turning this into a root finding problem, solving for which upperLimit the function returns zero.\n", + "def integralHalfPercRoot(upperLimit, sigma, percentile=0.01):\n", + " #Integrate from 0.45 to upperLimit\n", + " result = integrate.quad(lambda x: evalHalfGaussian(sigma, x), 0.45, upperLimit)\n", + " \n", + " #Returns the probability - percentile.\n", + " return result[0] - percentile\n", + "\n", + "#Create empty list of lower bounds\n", + "lowerBounds = []\n", + "lowerBounds2 = []\n", + "\n", + "#For each sigma in the posterior\n", + "for index, sigma in enumerate(drawnParams):\n", + " \n", + " print(index, sigma)\n", + " \n", + " #Find the root of the integralHalfPercRoot function with a starting guess of 0.45\n", + " lowerBound2 = optimize.fsolve(integralHalfPercRoot, 0.45, args=sigma)\n", + " lowerBound = optimize.brentq(integralHalfPercRoot, 0.45, 1, args=sigma)\n", + " \n", + " #Add the lowerbound to the lower bound list.\n", + " lowerBounds.append(lowerBound)\n", + " lowerBounds2.append(lowerBound2)\n", + " \n", + "# if lowerBound > 0.8:\n", + "# print(index, sigma, lowerBound)\n", + " \n", + " \n", + " if index % 1000 == 0:\n", + " print(\"{} done.\".format(index))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(integralHalfPercRoot(0.58049468, [0.06580650180578232], percentile=0.005))\n", + "print(integralHalfPercRoot(0.815275, [0.06580650180578232], percentile=0.005))\n", + "\n", + "optimize.brentq(integralHalfPercRoot, 0.45, 1, args=[0.06580650180578232])\n", + "\n", + "#optimize.brentq(integralHalfPercRoot, 0.6, args=[0.06580650180578232])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "print(len(paramsWithoutEvidence))\n", + "sigmaList = np.asarray(paramsWithoutEvidence)\n", + "plt.hist(sigmaList.flatten(), bins=1000, color='#3fcca6', histtype=\"stepfilled\", alpha=1, normed=True)\n", + "plt.xlim(0.04,0.1)\n", + "print(min(sigmaList))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "lowerBoundArray = np.asarray(lowerBounds)\n", + "plt.hist(lowerBoundArray.flatten(), bins=100, color='#3fcca6', histtype=\"stepfilled\", alpha=1, normed=True)\n", + "#plt.xlim(0.75, 0.9)\n", + "plt.xlabel(r'$q_{\\mathrm{0.01}}$')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "lowerBoundArray = np.asarray(lowerBounds2)\n", + "plt.hist(lowerBoundArray.flatten(), bins=100, color='#3fcca6', histtype=\"stepfilled\", alpha=1, normed=True)\n", + "#plt.xlim(0.75, 0.9)\n", + "plt.xlabel(r'$q_{\\mathrm{0.01}}$')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "lowerBoundArray = np.asarray(lowerBounds)\n", + "plt.hist(lowerBoundArray.flatten(), bins=50, color='#3fcca6', histtype=\"stepfilled\", alpha=0.3, normed=True)\n", + "plt.xlabel(r'$q_{\\mathrm{min}}$')\n", + "plt.show()\n", + "plt.hist(lowerBoundArray.flatten(), bins=100, color='#3fcca6', histtype=\"stepfilled\", alpha=0.3, normed=True)\n", + "plt.xlabel(r'$q_{\\mathrm{min}}$')\n", + "plt.savefig('ratio_lowerbound', dpi=200)\n", + "plt.show()\n", + "plt.hist(lowerBoundArray.flatten(), bins=200, color='#3fcca6', histtype=\"stepfilled\", alpha=0.3, normed=True)\n", + "plt.xlabel(r'$q_{\\mathrm{min}}$')\n", + "plt.show()\n", + "plt.hist(lowerBoundArray.flatten(), bins=400, color='#3fcca6', histtype=\"stepfilled\", alpha=0.3, normed=True)\n", + "plt.xlabel(r'$q_{\\mathrm{min}}$')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(lowerBounds[0])\n", + "\n", + "integrate.quad(lambda x: evalHalfGaussian(lowerBounds[0][1], x), 0.45, 0.72066778)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "starOrder = [12, 2, 0, 9, 4, 3, 6, 11, 5, 1, 8, 10, 7, 15, 13, 16, 14]\n", + "\n", + "plotRange = [2.2, 3]\n", + "\n", + "starnames = np.genfromtxt('BNSmtot.txt', dtype='str')[:,0]\n", + "starNameList = [r'{}'.format(starname.replace('-','$-$')) for starname in starnames]\n", + "#print(starNameList)\n", + "\n", + "starNamesListOrdered = [starNameList[i] for i in starOrder]\n", + "\n", + "\n", + "binz = np.arange(2.2, 3, 0.01)\n", + "\n", + "plt.figure(num=None, figsize=(20, 20), facecolor='w', edgecolor='k')\n", + "for index, (mass, unc) in enumerate(zip(totalMass, totalUncertainty)):\n", + " plt.subplot(6, 3, index + 1)\n", + " \n", + " xValues = np.linspace(plotRange[0], plotRange[1], 5000)\n", + " yValues = evalSingleGaussian([mass, unc], xValues)\n", + " \n", + " #plt.plot(xValues, yValues, color='#3fcca6')\n", + " \n", + " plt.fill_between(xValues, yValues, color='#3fcca6', alpha=0.5)\n", + " \n", + " #plt.hist(sample, bins=binz, color='#3fcca6', histtype=\"stepfilled\", alpha=0.3, normed=True)\n", + "\n", + " \n", + " plt.xlabel(r\"$M_T$ ($M_\\odot$)\", fontsize=18)\n", + " plt.ylabel(r\"P($M_T$)\", fontsize=18)\n", + " plt.xlim(plotRange)\n", + " plt.ylim(ymin=0)\n", + " plt.tick_params(axis='both', labelsize=18)\n", + "\n", + " plt.title(starNameList[index], fontsize=22)\n", + "#plt.figlegend([\"Total Mass Samples\"], loc='lower right', bbox_to_anchor=(0.95, 0.08), prop={'size': 20})\n", + "\n", + "#plt.figlegend([\"Total Mass Samples\", \"Companion Mass Samples\"], loc='lower center', prop={'size': 20})\n", + "\n", + "plt.tight_layout() \n", + "#plt.suptitle('Pulsar Star Masses',fontsize=30)\n", + "plt.savefig('fig_tSamples', dpi=200)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "starnames = np.genfromtxt('PSR_BNSmass.txt', dtype='str')[:,0]\n", + "starNameList = [r'{}'.format(starname.replace('-','$-$')) for starname in starnames]\n", + "\n", + "plotRange = [1.1, 1.75]\n", + "\n", + "#print(binz)\n", + "\n", + "#pulsPair = pulsarMass, pulsarUnc\n", + "#compPair = companionMass, companionUnc\n", + "\n", + "\n", + "\n", + "plt.figure(num=None, figsize=(20, 20), facecolor='w', edgecolor='k')\n", + "for index, ((mass1, unc1), (mass2, unc2)) in enumerate(zip(zip(pulsarMass, pulsarUncertainty), zip(companionMass, companionUncertainty))):\n", + " plt.subplot(6, 3, index + 1)\n", + " \n", + " xValues = np.linspace(plotRange[0], plotRange[1], 5000)\n", + " yValues1 = evalSingleGaussian([mass1, unc1], xValues)\n", + " yValues2 = evalSingleGaussian([mass2, unc2], xValues)\n", + " \n", + " plt.fill_between(xValues, yValues1, color='green', alpha=0.5)\n", + " plt.fill_between(xValues, yValues2, color='cyan', alpha=0.5)\n", + " \n", + " #plt.hist(pulsarSample, bins=binz, color='green', histtype=\"stepfilled\", alpha=0.3, normed=True)\n", + " #plt.hist(companionSample, bins=binz, color='cyan', histtype=\"stepfilled\", alpha=0.3, normed=True)\n", + " \n", + " \n", + " plt.xlabel(r\"$m$ ($M_\\odot$)\", fontsize=18)\n", + " plt.ylabel(r\"P($m_r,m_s$)\", fontsize=18)\n", + " plt.xlim(plotRange)\n", + " plt.ylim(ymin=0)\n", + " plt.tick_params(axis='both', labelsize=18)\n", + "\n", + " plt.title(starNameList[index], fontsize=22)\n", + "#plt.figlegend([\"Pulsar Samples\", \"Companion Samples\"], loc='upper center', bbox_to_anchor=(0.5, 0.325), prop={'size': 20})\n", + "\n", + "plt.tight_layout() \n", + "\n", + "#plt.suptitle('Pulsar Star Masses',fontsize=30)\n", + "plt.savefig('fig_pcSamples', dpi=200)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "starOrder = [12, 2, 0, 9, 4, 3, 6, 11, 5, 1, 8, 10, 7, 15, 13, 16, 14]\n", + "\n", + "plotRange = [2.2, 3]\n", + "\n", + "starnames = np.genfromtxt('BNSmtot.txt', dtype='str')[:,0]\n", + "starNameList = [r'{}'.format(starname.replace('-','$-$')) for starname in starnames]\n", + "#print(starNameList)\n", + "\n", + "starNamesListOrdered = [starNameList[i] for i in starOrder]\n", + "totalMassOrdered = [totalMass[i] for i in starOrder]\n", + "totalUncertaintyOrdered = [totalUncertainty[i] for i in starOrder]\n", + "\n", + "binz = np.arange(2.2, 3, 0.01)\n", + "\n", + "plt.figure(num=None, figsize=(20, 20), facecolor='w', edgecolor='k')\n", + "for index, (mass, unc) in enumerate(zip(totalMassOrdered, totalUncertaintyOrdered)):\n", + " plt.subplot(6, 3, index + 1)\n", + " \n", + " xValues = np.linspace(mass-5.5*unc, mass+4*unc, 5000)\n", + " yValues = evalSingleGaussian([mass, unc], xValues)\n", + " \n", + " if True:\n", + " #if index in [1, 2, 3, 4, 5, 6, 8, 10, 11]:\n", + " plt.plot(xValues, yValues, color='#3fcca6', linewidth=2)\n", + " \n", + " plt.fill_between(xValues, yValues, color='#3fcca6', alpha=1)\n", + " plt.fill_between(xValues, yValues, color='#3fcca6', alpha=0.5)\n", + " \n", + " #plt.hist(sample, bins=binz, color='#3fcca6', histtype=\"stepfilled\", alpha=0.3, normed=True)\n", + "\n", + " \n", + " plt.xlabel(r\"$M_T$ ($M_\\odot$)\", fontsize=18)\n", + " plt.ylabel(r\"P($M_T$)\", fontsize=18)\n", + " plt.xlim(plotRange)\n", + " plt.ylim(ymin=0)\n", + " plt.tick_params(axis='both', labelsize=18)\n", + "\n", + " plt.title(starNamesListOrdered[index], fontsize=22)\n", + "#plt.figlegend([\"Total Mass Samples\"], loc='lower right', bbox_to_anchor=(0.95, 0.08), prop={'size': 20})\n", + "\n", + "#plt.figlegend([\"Total Mass Samples\", \"Companion Mass Samples\"], loc='lower center', prop={'size': 20})\n", + "\n", + "plt.tight_layout() \n", + "#plt.suptitle('Pulsar Star Masses',fontsize=30)\n", + "plt.savefig(\"plotOutput/\" + 'fig_tSamples', dpi=200)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "starOrder = [2, 0, 9, 4, 3, 6, 11, 5, 1, 8, 10, 7]\n", + "\n", + "starnames = np.genfromtxt('PSR_BNSmass.txt', dtype='str')[:,0]\n", + "starNameList = [r'{}'.format(starname.replace('-','$-$')) for starname in starnames]\n", + "\n", + "plotRange = [1, 1.8]\n", + "\n", + "\n", + "starNameListOrdered = [starNameList[i] for i in starOrder]\n", + "pulsarMassOrdered = [pulsarMass[i] for i in starOrder]\n", + "pulsarUncertaintyOrdered = [pulsarUncertainty[i] for i in starOrder]\n", + "companionMassOrdered = [companionMass[i] for i in starOrder]\n", + "companionUncertaintyOrdered = [companionUncertainty[i] for i in starOrder]\n", + "\n", + "\n", + "plt.figure(num=None, figsize=(20, 20), facecolor='w', edgecolor='k')\n", + "for index, ((mass1, unc1), (mass2, unc2)) in enumerate(zip(zip(pulsarMassOrdered, pulsarUncertaintyOrdered), zip(companionMassOrdered, companionUncertaintyOrdered))):\n", + " plt.subplot(6, 3, index + 1)\n", + " \n", + " xValues1 = np.linspace(mass1-5.5*unc1, mass1+4*unc1, 5000)\n", + " xValues2 = np.linspace(mass2-5.5*unc2, mass2+4*unc2, 5000)\n", + " \n", + " yValues1 = evalSingleGaussian([mass1, unc1], xValues1)\n", + " yValues2 = evalSingleGaussian([mass2, unc2], xValues2)\n", + " \n", + "# plt.plot(xValues1, yValues1, linewidth=4, color='green', alpha=0.5)\n", + "# plt.plot(xValues2, yValues2, linewidth=4, color='cyan', alpha=0.5)\n", + " \n", + " #plt.plot(xValues1, yValues1, color='green', linewidth=5)\n", + " #plt.plot(xValues2, yValues2, color='cyan', linewidth=5)\n", + " \n", + " \n", + " if index in [1, 3, 5, 7, 9]:\n", + " plt.plot(xValues1, yValues1, color='#84BF7D', linewidth=2)\n", + " plt.plot(xValues2, yValues2, color='#8FFFFE', linewidth=2)\n", + " \n", + " \n", + " plt.fill_between(xValues1, yValues1, color='green', alpha=0.5)\n", + " plt.fill_between(xValues2, yValues2, color='cyan', alpha=0.5)\n", + " \n", + "# plt.fill_between(xValues1, yValues1, color='green')\n", + "# plt.fill_between(xValues2, yValues2, color='cyan')\n", + " \n", + " #plt.hist(pulsarSample, bins=binz, color='green', histtype=\"stepfilled\", alpha=0.3, normed=True)\n", + " #plt.hist(companionSample, bins=binz, color='cyan', histtype=\"stepfilled\", alpha=0.3, normed=True)\n", + " \n", + " \n", + " plt.xlabel(r\"$m$ ($M_\\odot$)\", fontsize=18)\n", + " plt.ylabel(r\"P($m_r,m_s$)\", fontsize=18)\n", + " plt.xlim(plotRange)\n", + " plt.ylim(ymin=0)\n", + " plt.tick_params(axis='both', labelsize=18)\n", + "\n", + " plt.title(starNameListOrdered[index], fontsize=22)\n", + "#plt.figlegend([\"Pulsar Samples\", \"Companion Samples\"], loc='upper center', bbox_to_anchor=(0.5, 0.325), prop={'size': 20})\n", + "\n", + "plt.tight_layout()\n", + "\n", + "#plt.suptitle('Pulsar Star Masses',fontsize=30)\n", + "plt.savefig(\"plotOutput/\" + 'fig_pcSamples', dpi=200)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dateSets = [['pulsar', 'singleGaussian'],\n", + " ['pulsar', 'twoGaussian'],\n", + " ['pulsar', 'uniform'],\n", + " ['companion', 'singleGaussian'],\n", + " ['companion', 'twoGaussian'],\n", + " ['companion', 'uniform'],\n", + " ['total', 'singleGaussian'],\n", + " ['total', 'twoGaussian'],\n", + " ['total', 'uniform'],\n", + " ['both', 'singleGaussian'],\n", + " ['both', 'twoGaussian'],\n", + " ['both', 'uniform'],\n", + " ['chirp', 'singleGaussian'],\n", + " ['chirp', 'twoGaussian'],\n", + " ['chirp', 'uniform'],\n", + " ['ratio', 'uniform'],\n", + " ['ratio', 'half'],\n", + " ['ratio', 'uniformRatio']]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "xValues1 = np.linspace(-5, 5, 5000)\n", + "xValues2 = np.linspace(-5, 5, 5000)\n", + " \n", + "yValues1 = -xValues1**2 + 10\n", + "yValues2 = -xValues2**2 + 18\n", + " \n", + "plt.ylim(0,20)\n", + " \n", + "plt.plot(xValues1, yValues1, color='green', linewidth=5, alpha=0.5)\n", + "plt.plot(xValues2, yValues2, color='cyan', linewidth=5, alpha=0.5)\n", + " \n", + " \n", + "plt.fill_between(xValues1, yValues1, color='green', alpha=0.5)\n", + "plt.fill_between(xValues2, yValues2, color='cyan', alpha=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "newList = []\n", + "for i in range(6):\n", + " newList.append([dateSets[3*i + j][1] for j in range(3)])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(newList)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "color='#3fcca6'\n", + "\n", + "def plotPDF2(massSamples, resFuncList, plotRange, binz=8, labelz=[\"M\",\"P(M)\"]):\n", + " plt.rcParams.update({'font.size': 15})\n", + " \n", + " plt.gcf().subplots_adjust(bottom=0.15)\n", + " \n", + " plt.hist(massSamples.flatten(), bins=binz, color='#3fcca6', histtype=\"stepfilled\", alpha=0.3, normed=True)\n", + " \n", + " \n", + " for index, (params, plotFunction) in enumerate(resFuncList):\n", + " M_fit = np.linspace(plotRange[0], plotRange[1], 5000)\n", + " \n", + " if index == 0:\n", + " plt.plot(M_fit, plotFunction(params, M_fit), '-k', linewidth=3)\n", + " else:\n", + " plt.plot(M_fit, plotFunction(params, M_fit), '-k', alpha=0.3, scaley=False)\n", + " \n", + " plt.xlabel(labelz[0]); plt.ylabel(labelz[1])\n", + " #plt.title(str(plotFunction) + \" Parameters = {}\".format(resultsArray))\n", + "\n", + " return plt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "resFuncList = [[[0.251394979847697009E+01, 0.287915671720423338E+01], evalUniform], [[0.266440616414464682E+01, 0.104527740335558672E+00], evalSingleGaussian], [[0.257402721037644788E+01, 0.272932163717520648E+01, 0.906463133388197249E-02, 0.921064253192622473E-01, 0.454904404939819818E+00],evalTwoGaussian]]\n", + "plot = plotPDF2(totalMass, resFuncList, (2.45, 2.95),8, [r'$M_T$ ($M_\\odot$)',r'P($M_T$)'])" + ] + } + ], + "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": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/mainCode/Plotting/ResultsPlotting.ipynb b/mainCode/Plotting/ResultsPlotting.ipynb @@ -249,368 +249,6 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "def cornerPlot(samples, bounds, parameterNames):\n", - " plt.rcParams.update({'font.size': 15})\n", - " return corner.corner(samples, bins=50, smooth=0.9, label_kwargs=dict(fontsize=16), show_titles=True, range=bounds, title_kwargs=dict(fontsize=16), color='#3fcca6', labels=parameterNames, plot_density=False, plot_datapoints=True, fill_contours=True, max_n_ticks=5)\n", - " \n", - "\n", - "\n", - "def createPostConer(dataName, modelName, plotrange, parameterNames, save=False):\n", - " \n", - " prefix = 'out/' + dataName + '/' + modelName + '/'\n", - " \n", - " nDims = len(plotrange)\n", - " a = pymultinest.analyse.Analyzer(nDims, outputfiles_basename=prefix)\n", - " paramList=[]\n", - " for params in a.get_equal_weighted_posterior():\n", - " paramList.append(params)\n", - " \n", - " paramArray = np.asarray(paramList)\n", - " \n", - " round_to_n = lambda x, n: round(x, -int(floor(log10(x))) + (n - 1))\n", - " \n", - " for index, pName in enumerate(parameterNames):\n", - " #print(np.shape(paramArray))\n", - " \n", - " paramPerc = np.percentile(paramArray[:,index],[5, 16, 50, 84, 95])\n", - " roundedPercentiles = [str(round(number, 3)) for number in paramPerc]\n", - " \n", - " for index in range(len(roundedPercentiles)):\n", - " number = roundedPercentiles[index]\n", - " if len(number.split('.')[1]) < 3:\n", - " roundedPercentiles[index] = number + '0'\n", - " \n", - " gapChar = \" & \"\n", - " print(\" & \" + pName + \" & \" + gapChar.join(roundedPercentiles) + \"\\\\\"+ \"\\\\\")\n", - " \n", - " livePoints = paramArray\n", - " cnr = cornerPlot(livePoints[:,:nDims], plotrange, parameterNames)\n", - " \n", - " \n", - " if save == True:\n", - " saveName = \"plotOutput/\" + dataName + 'Corner.png'\n", - " cnr.savefig(saveName, dpi=200)\n", - " \n", - "\n", - " \n", - " return cnr" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['0.129']\n" - ] - } - ], - "source": [ - "paramPerc = [0.1293]\n", - "roundedPercentiles = [str(round(number, 3)) for number in paramPerc]\n", - " \n", - "for index in range(len(roundedPercentiles)):\n", - " number = roundedPercentiles[index]\n", - " if len(number.split('.')[1]) < 3:\n", - " roundedPercentiles[index] = number + '0'\n", - "\n", - "print(roundedPercentiles)\n", - "# round_to_n = lambda x, n: round(x, -int(floor(log10(x))) + (n - 1))\n", - "# round_to_n(0.1299, 3)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " analysing data from out/ratio/half/.txt\n" - ] - }, - { - "ename": "OSError", - "evalue": "out/ratio/half/post_equal_weights.dat not found.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mOSError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m~/.local/lib/python3.6/site-packages/pymultinest-2.6-py3.6.egg/pymultinest/analyse.py\u001b[0m in \u001b[0;36mloadtxt2d\u001b[0;34m(intext)\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 34\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloadtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mintext\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mndmin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 35\u001b[0m \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36mloadtxt\u001b[0;34m(fname, dtype, comments, delimiter, converters, skiprows, usecols, unpack, ndmin, encoding)\u001b[0m\n\u001b[1;32m 925\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0m_is_string_like\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 926\u001b[0;31m \u001b[0mfh\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_datasource\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'rt'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 927\u001b[0m \u001b[0mfencoding\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfh\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'encoding'\u001b[0m\u001b[0;34m,\u001b[0m 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"\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/numpy/lib/_datasource.py\u001b[0m in \u001b[0;36mopen\u001b[0;34m(self, path, mode, encoding, newline)\u001b[0m\n\u001b[1;32m 615\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 616\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"%s not found.\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 617\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mOSError\u001b[0m: out/ratio/half/post_equal_weights.dat not found.", - "\nDuring handling of the above exception, another exception occurred:\n", - "\u001b[0;31mOSError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m<ipython-input-16-0b7727ec8e17>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mcnr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcreatePostConer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'ratio'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'half'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0.00\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34mr'$\\sigma$'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msave\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m<ipython-input-14-9725e4355add>\u001b[0m in \u001b[0;36mcreatePostConer\u001b[0;34m(dataName, modelName, plotrange, parameterNames, save)\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0ma\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpymultinest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0manalyse\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAnalyzer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnDims\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moutputfiles_basename\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mprefix\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0mparamList\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mparams\u001b[0m \u001b[0;32min\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_equal_weighted_posterior\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 15\u001b[0m \u001b[0mparamList\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.6/site-packages/pymultinest-2.6-py3.6.egg/pymultinest/analyse.py\u001b[0m in \u001b[0;36mget_equal_weighted_posterior\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 91\u001b[0m \t\t\"\"\"\n\u001b[1;32m 92\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'equal_weighted_posterior'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 93\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mequal_weighted_posterior\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mloadtxt2d\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mequal_weighted_file\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 94\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mequal_weighted_posterior\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 95\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - 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"\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/numpy/lib/_datasource.py\u001b[0m in \u001b[0;36mopen\u001b[0;34m(self, path, mode, encoding, newline)\u001b[0m\n\u001b[1;32m 614\u001b[0m encoding=encoding, newline=newline)\n\u001b[1;32m 615\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 616\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"%s not found.\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 617\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 618\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mOSError\u001b[0m: out/ratio/half/post_equal_weights.dat not found." - ] - } - ], - "source": [ - "cnr = createPostConer('ratio', 'half', [(0.00, 0.1)], [r'$\\sigma$'], save=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " analysing data from out/ratio/uniformRatio/.txt\n", - " & a & 0.665 & 0.70 & 0.733 & 0.748 & 0.754\\\\\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 244.8x244.8 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cnr = createPostConer('ratio', 'uniformRatio', [(0.5,0.8)], ['a'], save=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " analysing data from out/pulsar/twoGaussian/.txt\n", - " & $\\mu_{1}$ & 1.321 & 1.334 & 1.342 & 1.351 & 1.363\\\\\n", - " & $\\mu_{2}$ & 1.352 & 1.421 & 1.516 & 1.617 & 1.723\\\\\n", - " & $\\sigma_{1}$ & 0.007 & 0.010 & 0.016 & 0.035 & 0.184\\\\\n", - " & $\\sigma_{2}$ & 0.033 & 0.081 & 0.147 & 0.275 & 0.391\\\\\n", - " & $\\alpha$ & 0.331 & 0.486 & 0.670 & 0.810 & 0.881\\\\\n" - ] - }, - { - "data": { - "image/png": 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